From bc03a0ac227f10d54749f6746205001f4815426f Mon Sep 17 00:00:00 2001
From: Robert Grzesik <rob.grzesik@gmail.com>
Date: Mon, 30 Sep 2024 13:20:06 -0400
Subject: [PATCH 01/10] bug fixes for order serialization

---
 lumibot/brokers/tradier.py              | 34 ++++++++-
 lumibot/entities/order.py               | 92 ++++++++++++++++++++++---
 lumibot/strategies/strategy_executor.py |  3 +-
 3 files changed, 117 insertions(+), 12 deletions(-)

diff --git a/lumibot/brokers/tradier.py b/lumibot/brokers/tradier.py
index 10cae9ec..d22e5cba 100644
--- a/lumibot/brokers/tradier.py
+++ b/lumibot/brokers/tradier.py
@@ -107,11 +107,34 @@ def cancel_order(self, order: Order):
         # Cancel the order
         self.tradier.orders.cancel(order.identifier)
 
-    def submit_orders(self, orders, is_multileg=False, order_type="market", duration="day", price=None):
+    def submit_orders(self, orders, is_multileg=False, order_type=None, duration="day", price=None):
         """
         Submit multiple orders to the broker. This function will submit the orders in the order they are provided.
         If any order fails to submit, the function will stop submitting orders and return the last successful order.
+
+        Parameters
+        ----------
+        orders: list[Order]
+            List of orders to submit
+        is_multileg: bool
+            Whether the order is a multi-leg order. Default is False.
+        order_type: str
+            The type of multi-leg order to submit, if applicable. Valid values are ('market', 'debit', 'credit', 'even'). Default is 'market'.
+        duration: str
+            The duration of the order. Valid values are ('day', 'gtc', 'pre', 'post'). Default is 'day'.
+        price: float
+            The limit price for the order. Required for 'debit' and 'credit' order types.
+
+        Returns
+        -------
+            Order
+                The list of processed order objects.
         """
+
+        # Check if order_type is set, if not, set it to 'market'
+        if order_type is None:
+            order_type = "market"
+
         # Check if the orders are empty
         if not orders or len(orders) == 0:
             return
@@ -130,6 +153,8 @@ def submit_orders(self, orders, is_multileg=False, order_type="market", duration
         for order in orders:
             self.submit_order(order)
 
+        return orders
+
     def _submit_multileg_order(self, orders, order_type="market", duration="day", price=None, tag=None):
         """
         Submit a multi-leg order to Tradier. This function will submit the multi-leg order to Tradier.
@@ -220,6 +245,7 @@ def _submit_order(self, order: Order):
         -------
             Updated order with broker identifier filled in
         """
+
         tag = order.tag if order.tag else order.strategy
 
         # Replace non-alphanumeric characters with '-', underscore "_" is not allowed by Tradier
@@ -567,7 +593,11 @@ def _pull_broker_all_orders(self):
         and then returned. It is expected that the caller will convert each dictionary to an Order object by
         calling parse_broker_order() on the dictionary.
         """
-        df = self.tradier.orders.get_orders()
+        try:
+            df = self.tradier.orders.get_orders()
+        except Exception as e:
+            logging.error(f"Error pulling orders from Tradier: {e}")
+            return []
 
         # Check if the dataframe is empty or None
         if df is None or df.empty:
diff --git a/lumibot/entities/order.py b/lumibot/entities/order.py
index d4bc9c9a..09ac2ca1 100644
--- a/lumibot/entities/order.py
+++ b/lumibot/entities/order.py
@@ -2,7 +2,9 @@
 import uuid
 from collections import namedtuple
 from decimal import Decimal
+import threading    
 from threading import Event
+import datetime
 import copy
 
 import lumibot.entities as entities
@@ -855,16 +857,88 @@ def wait_to_be_closed(self):
     # ========= Serialization methods ===========
 
     def to_dict(self):
-        order_dict = copy.deepcopy(self.__dict__)
-        order_dict["asset"] = self.asset.to_dict()
-        order_dict["quote"] = self.quote.to_dict() if self.quote else None
-        order_dict["child_orders"] = [child_order.to_dict() for child_order in self.child_orders]
+        # Initialize an empty dictionary for serializable attributes
+        order_dict = {}
+
+        # List of non-serializable keys (thread locks, events, etc.)
+        non_serializable_keys = [
+            "_new_event", "_canceled_event", "_partial_filled_event", "_filled_event", "_closed_event"
+        ]
+
+        # Iterate through all attributes in the object's __dict__
+        for key, value in self.__dict__.items():
+            # Skip known non-serializable attributes by name
+            if key in non_serializable_keys:
+                continue
+
+            # Convert datetime objects to ISO format for JSON serialization
+            if isinstance(value, datetime.datetime):
+                order_dict[key] = value.isoformat()
+
+            # Recursively handle objects that have their own to_dict method (like asset, quote, etc.)
+            elif hasattr(value, "to_dict"):
+                order_dict[key] = value.to_dict()
+
+            # Handle lists of objects, ensuring to call to_dict on each if applicable
+            elif isinstance(value, list):
+                order_dict[key] = [item.to_dict() if hasattr(item, "to_dict") else item for item in value]
+
+            # Add serializable attributes directly
+            else:
+                order_dict[key] = value
+
         return order_dict
     
     @classmethod
     def from_dict(cls, order_dict):
-        order_dict = copy.deepcopy(order_dict)
-        order_dict["asset"] = entities.Asset.from_dict(order_dict["asset"])
-        order_dict["quote"] = entities.Asset.from_dict(order_dict["quote"]) if order_dict["quote"] else None
-        order_dict["child_orders"] = [Order.from_dict(child_order) for child_order in order_dict["child_orders"]]
-        return cls(**order_dict)
+        # Extract the core essential arguments to pass to __init__
+        asset_data = order_dict.get('asset')
+        asset_obj = None
+        if asset_data and isinstance(asset_data, dict):
+            # Assuming Asset has its own from_dict method
+            asset_obj = entities.Asset.from_dict(asset_data)
+        
+        # Extract essential arguments, using None if the values are missing
+        strategy = order_dict.get('strategy', None)
+        side = order_dict.get('side', None)  # Default to None if side is missing
+        quantity = order_dict.get('quantity', None)
+        
+        # Create the initial object using the essential arguments
+        obj = cls(
+            strategy=strategy,
+            side=side,
+            asset=asset_obj,  # Pass the constructed asset object
+            quantity=quantity
+        )
+
+        # List of non-serializable keys (thread locks, events, etc.)
+        non_serializable_keys = [
+            "_new_event", "_canceled_event", "_partial_filled_event", "_filled_event", "_closed_event"
+        ]
+
+        # Handle additional fields directly after the instance is created
+        for key, value in order_dict.items():
+            if key not in ['strategy', 'side', 'asset', 'quantity'] and key not in non_serializable_keys:
+                
+                # Convert datetime strings back to datetime objects
+                if isinstance(value, str) and "T" in value:
+                    try:
+                        setattr(obj, key, datetime.datetime.fromisoformat(value))
+                    except ValueError:
+                        setattr(obj, key, value)
+                
+                # Recursively convert nested objects using from_dict (for objects like quote)
+                elif isinstance(value, dict) and hasattr(cls, key) and hasattr(getattr(cls, key), 'from_dict'):
+                    nested_class = getattr(cls, key)
+                    setattr(obj, key, nested_class.from_dict(value))
+                
+                # Handle list of orders (child_orders)
+                elif isinstance(value, list) and key == 'child_orders':
+                    child_orders = [cls.from_dict(item) for item in value]  # Recursively create Order objects
+                    setattr(obj, key, child_orders)
+                
+                # Set simple values directly
+                else:
+                    setattr(obj, key, value)
+
+        return obj
diff --git a/lumibot/strategies/strategy_executor.py b/lumibot/strategies/strategy_executor.py
index d0e5ac29..af226f59 100644
--- a/lumibot/strategies/strategy_executor.py
+++ b/lumibot/strategies/strategy_executor.py
@@ -357,6 +357,7 @@ def _trace_stats(self, context, snapshot_before):
 
     @lifecycle_method
     def _initialize(self):
+        self.strategy.log_message(f"Strategy {self.strategy._name} is initializing", color="green")
         self.strategy.log_message("Executing the initialize lifecycle method")
 
         # Do this for backwards compatibility.
@@ -415,7 +416,7 @@ def _on_trading_iteration(self):
 
         self._strategy_context = None
         start_str = start_dt.strftime("%Y-%m-%d %H:%M:%S")
-        self.strategy.log_message(f"Executing the on_trading_iteration lifecycle method at {start_str}", color="blue")
+        self.strategy.log_message(f"Bot is running. Executing the on_trading_iteration lifecycle method at {start_str}", color="green")
         on_trading_iteration = append_locals(self.strategy.on_trading_iteration)
 
         # Time-consuming

From a87cedf65c94ad64d9c5e8bf3ad8636eaa51ce6d Mon Sep 17 00:00:00 2001
From: Robert Grzesik <rob.grzesik@gmail.com>
Date: Mon, 30 Sep 2024 23:33:04 -0400
Subject: [PATCH 02/10] update tradier version

---
 setup.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/setup.py b/setup.py
index 710095a8..6ad14666 100644
--- a/setup.py
+++ b/setup.py
@@ -48,7 +48,7 @@
         "appdirs",
         "pyarrow",
         "tqdm",
-        "lumiwealth-tradier>=0.1.10",
+        "lumiwealth-tradier>=0.1.12",
         "pytz",
         "psycopg2-binary",
         "exchange_calendars>=4.5.2",

From 93aabcaf86a29805811a5de6041e7d06a93d38ce Mon Sep 17 00:00:00 2001
From: Robert Grzesik <rob.grzesik@gmail.com>
Date: Mon, 30 Sep 2024 23:36:03 -0400
Subject: [PATCH 03/10] Update setup.py

---
 setup.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/setup.py b/setup.py
index 6ad14666..8443d0c3 100644
--- a/setup.py
+++ b/setup.py
@@ -5,7 +5,7 @@
 
 setuptools.setup(
     name="lumibot",
-    version="3.7.7",
+    version="3.7.8",
     author="Robert Grzesik",
     author_email="rob@lumiwealth.com",
     description="Backtesting and Trading Library, Made by Lumiwealth",

From f713a24321af910ab137fc316d4359e498f5ff3d Mon Sep 17 00:00:00 2001
From: Robert Grzesik <rob.grzesik@gmail.com>
Date: Wed, 2 Oct 2024 03:11:21 -0400
Subject: [PATCH 04/10] added send_update_to_cloud

---
 lumibot/credentials.py                  |  2 +
 lumibot/strategies/_strategy.py         | 10 ++++
 lumibot/strategies/strategy.py          | 68 +++++++++++++++++++++++++
 lumibot/strategies/strategy_executor.py |  3 ++
 4 files changed, 83 insertions(+)

diff --git a/lumibot/credentials.py b/lumibot/credentials.py
index 1721c0c3..2ac017af 100644
--- a/lumibot/credentials.py
+++ b/lumibot/credentials.py
@@ -173,6 +173,8 @@
     "IP": os.environ.get("INTERACTIVE_BROKERS_IP", "127.0.0.1"),
     "IB_SUBACCOUNT": os.environ.get("IB_SUBACCOUNT", None)
 }
+
+LUMIWEALTH_API_KEY = os.environ.get("LUMIWEALTH_API_KEY")
  
 if IS_BACKTESTING:
     broker = None
diff --git a/lumibot/strategies/_strategy.py b/lumibot/strategies/_strategy.py
index 8b1ef5ab..bdf79011 100644
--- a/lumibot/strategies/_strategy.py
+++ b/lumibot/strategies/_strategy.py
@@ -33,6 +33,7 @@
     MARKET,
     HIDE_POSITIONS,
     HIDE_TRADES,
+    LUMIWEALTH_API_KEY,
 )
     
 class CustomLoggerAdapter(logging.LoggerAdapter):
@@ -100,6 +101,7 @@ def __init__(
         should_backup_variables_to_database=True,
         should_send_summary_to_discord=True,
         save_logfile=False,
+        lumiwealth_api_key=None,
         **kwargs,
     ):
         """Initializes a Strategy object.
@@ -183,6 +185,8 @@ def __init__(
         save_logfile : bool
             Whether to save the logfile. Defaults to False. If True, the logfile will be saved to the logs directory.
             Turning on this option will slow down the backtest.
+        lumiwealth_api_key : str
+            The API key to use for the LumiWealth data source. Defaults to None (saving to the cloud is off).
         kwargs : dict
             A dictionary of additional keyword arguments to pass to the strategy.
 
@@ -262,6 +266,12 @@ def __init__(
         self.discord_account_summary_footer = discord_account_summary_footer
         self.backup_table_name="vars_backup"
 
+        # Set the LumiWealth API key
+        if lumiwealth_api_key:
+            self.lumiwealth_api_key = lumiwealth_api_key
+        else:
+            self.lumiwealth_api_key = LUMIWEALTH_API_KEY
+
         if strategy_id is None:
             self.strategy_id = self._name
         else:
diff --git a/lumibot/strategies/strategy.py b/lumibot/strategies/strategy.py
index 80d7c59a..b55254c9 100644
--- a/lumibot/strategies/strategy.py
+++ b/lumibot/strategies/strategy.py
@@ -4566,3 +4566,71 @@ def should_send_account_summary_to_discord(self):
 
             # Return False because we should not send the account summary to Discord
             return False
+
+    def send_update_to_cloud(self):
+        """
+        Sends an update to the LumiWealth cloud server with the current portfolio value, cash, positions, and any outstanding orders.
+        There is an API Key that is required to send the update to the cloud. 
+        The API Key is stored in the environment variable LUMIWEALTH_API_KEY.
+        """
+        # Check if we are in backtesting mode, if so, don't send the message
+        if self.is_backtesting:
+            return
+        
+        # Check if self.lumiwealth_api_key has been set, if not, return
+        if not hasattr(self, "lumiwealth_api_key") or self.lumiwealth_api_key is None or self.lumiwealth_api_key == "":
+        
+            # TODO: Set this to a warning once the API is ready
+            # Log that we are not sending the update to the cloud
+            self.logger.debug("LUMIWEALTH_API_KEY not set. Not sending an update to the cloud because lumiwealth_api_key is not set. If you would like to be able to track your bot performance on our website, please set the lumiwealth_api_key parameter in the strategy initialization or the LUMIWEALTH_API_KEY environment variable.")
+            return
+
+        # Get the current portfolio value
+        portfolio_value = self.get_portfolio_value()
+
+        # Get the current cash
+        cash = self.get_cash()
+
+        # Get the current positions
+        positions = self.get_positions()
+
+        # Get the current orders
+        orders = self.get_orders()
+
+        # Get the current time in New York
+        ny_tz = pytz.timezone("America/New_York")
+        now = datetime.datetime.now(ny_tz)
+
+        LUMIWEALTH_URL = "https://api.lumiwealth.com/v1/update"
+
+        headers = {
+            "Authorization": f"Bearer {self.lumiwealth_api_key}",
+            "Content-Type": "application/json",
+        }
+
+        # Create the data to send to the cloud
+        data = {
+            "portfolio_value": portfolio_value,
+            "cash": cash,
+            "positions": [position.to_dict() for position in positions],
+            "orders": [order.to_dict() for order in orders],
+            "datetime": now.isoformat(),
+        }
+
+        # Send the data to the cloud
+        response = requests.post(LUMIWEALTH_URL, headers=headers, json=data)
+
+        # TODO: Uncomment this code once the API is ready
+        # # Check if the message was sent successfully
+        # if response.status_code == 200:
+        #     self.logger.info("Update sent to the cloud successfully")
+        #     return True
+        # else:
+        #     self.logger.error(
+        #         f"Failed to send update to the cloud. Status code: {response.status_code}, message: {response.text}"
+        #     )
+        #     return False
+
+        return True
+
+
diff --git a/lumibot/strategies/strategy_executor.py b/lumibot/strategies/strategy_executor.py
index af226f59..28244ac8 100644
--- a/lumibot/strategies/strategy_executor.py
+++ b/lumibot/strategies/strategy_executor.py
@@ -384,6 +384,9 @@ def _before_starting_trading(self):
     @lifecycle_method
     @trace_stats
     def _on_trading_iteration(self):
+        # Call the send_update_to_cloud method to send the strategy's data to the cloud.
+        self.strategy.send_update_to_cloud()
+
         # If we are running live, we need to check if it's time to execute the trading iteration.
         if not self.strategy.is_backtesting:
             # Increase the cron count by 1.

From 81444bb714884c9c0252c601d6dfe47c84aad8b3 Mon Sep 17 00:00:00 2001
From: Robert Grzesik <rob.grzesik@gmail.com>
Date: Thu, 3 Oct 2024 00:33:01 -0400
Subject: [PATCH 05/10] Update README.md

---
 README.md | 10 ++++++++++
 1 file changed, 10 insertions(+)

diff --git a/README.md b/README.md
index d2d62380..5f4964c1 100644
--- a/README.md
+++ b/README.md
@@ -10,6 +10,16 @@ To get started with Lumibot, you can check out our documentation below.
 
 **Check out the documentation for the project here: 👉 <http://lumibot.lumiwealth.com/> 👈**
 
+# Run an Example Strategy
+
+We made a small example strategy to show you how to use Lumibot in this GitHub repository: [stock_example_algo](https://github.com/Lumiwealth-Strategies/stock_example_algo)
+
+To run an example strategy, click on the button below to deploy the strategy to Render (our recommendation). You can also run the strategy on Repl.it by clicking on the button below.
+
+[![Deploy to Render](https://render.com/images/deploy-to-render-button.svg)](https://render.com/deploy?repo=https://github.com/Lumiwealth-Strategies/stock_example_algo)
+
+[![Run on Repl.it](https://replit.com/badge/github/Lumiwealth-Strategies/stock_example_algo)](https://replit.com/new/github/Lumiwealth-Strategies/stock_example_algo)
+
 ## Contributors
 
 If you want to contribute to Lumibot, you can check how to get started below. We are always looking for contributors to help us out!

From 1419f03a6dfa2d2dc34b12b4e86af5d1ed1566ef Mon Sep 17 00:00:00 2001
From: Robert Grzesik <rob.grzesik@gmail.com>
Date: Thu, 3 Oct 2024 00:34:00 -0400
Subject: [PATCH 06/10] Update README.md

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 5f4964c1..5523be74 100644
--- a/README.md
+++ b/README.md
@@ -14,7 +14,7 @@ To get started with Lumibot, you can check out our documentation below.
 
 We made a small example strategy to show you how to use Lumibot in this GitHub repository: [stock_example_algo](https://github.com/Lumiwealth-Strategies/stock_example_algo)
 
-To run an example strategy, click on the button below to deploy the strategy to Render (our recommendation). You can also run the strategy on Repl.it by clicking on the button below.
+To run this example strategy, click on the `Deploy to Render` button below to deploy the strategy to Render (our recommendation). You can also run the strategy on Repl.it by clicking on the `Run on Repl.it` button below.
 
 [![Deploy to Render](https://render.com/images/deploy-to-render-button.svg)](https://render.com/deploy?repo=https://github.com/Lumiwealth-Strategies/stock_example_algo)
 

From f3f08f2f30a0ee6ff1e2471da7e17015c495b349 Mon Sep 17 00:00:00 2001
From: Robert Grzesik <rob.grzesik@gmail.com>
Date: Thu, 3 Oct 2024 00:37:08 -0400
Subject: [PATCH 07/10] Update README.md

---
 README.md | 6 ++++--
 1 file changed, 4 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index 5523be74..b04cd2b8 100644
--- a/README.md
+++ b/README.md
@@ -10,9 +10,9 @@ To get started with Lumibot, you can check out our documentation below.
 
 **Check out the documentation for the project here: 👉 <http://lumibot.lumiwealth.com/> 👈**
 
-# Run an Example Strategy
+## Run an Example Strategy
 
-We made a small example strategy to show you how to use Lumibot in this GitHub repository: [stock_example_algo](https://github.com/Lumiwealth-Strategies/stock_example_algo)
+We made a small example strategy to show you how to use Lumibot in this GitHub repository: [Example Algorithm GitHub](https://github.com/Lumiwealth-Strategies/stock_example_algo)
 
 To run this example strategy, click on the `Deploy to Render` button below to deploy the strategy to Render (our recommendation). You can also run the strategy on Repl.it by clicking on the `Run on Repl.it` button below.
 
@@ -20,6 +20,8 @@ To run this example strategy, click on the `Deploy to Render` button below to de
 
 [![Run on Repl.it](https://replit.com/badge/github/Lumiwealth-Strategies/stock_example_algo)](https://replit.com/new/github/Lumiwealth-Strategies/stock_example_algo)
 
+For more information on how to run the example strategy, you can check out the README in the example strategy repository here: [Example Algorithm](https://github.com/Lumiwealth-Strategies/stock_example_algo)
+
 ## Contributors
 
 If you want to contribute to Lumibot, you can check how to get started below. We are always looking for contributors to help us out!

From 8914ad55a432e303a7b77e04e5f0514b8eed80c9 Mon Sep 17 00:00:00 2001
From: Robert Grzesik <rob.grzesik@gmail.com>
Date: Thu, 3 Oct 2024 00:37:41 -0400
Subject: [PATCH 08/10] Update README.md

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index b04cd2b8..2444ae14 100644
--- a/README.md
+++ b/README.md
@@ -20,7 +20,7 @@ To run this example strategy, click on the `Deploy to Render` button below to de
 
 [![Run on Repl.it](https://replit.com/badge/github/Lumiwealth-Strategies/stock_example_algo)](https://replit.com/new/github/Lumiwealth-Strategies/stock_example_algo)
 
-For more information on how to run the example strategy, you can check out the README in the example strategy repository here: [Example Algorithm](https://github.com/Lumiwealth-Strategies/stock_example_algo)
+**For more information on how to run the example strategy, you can check out the README in the example strategy repository here: [Example Algorithm](https://github.com/Lumiwealth-Strategies/stock_example_algo)**
 
 ## Contributors
 

From 908a53bb065cadbc0a22dbad1665bdc36d1b3e92 Mon Sep 17 00:00:00 2001
From: Robert Grzesik <rob.grzesik@gmail.com>
Date: Thu, 3 Oct 2024 00:38:08 -0400
Subject: [PATCH 09/10] Update README.md

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 2444ae14..4ecabaac 100644
--- a/README.md
+++ b/README.md
@@ -20,7 +20,7 @@ To run this example strategy, click on the `Deploy to Render` button below to de
 
 [![Run on Repl.it](https://replit.com/badge/github/Lumiwealth-Strategies/stock_example_algo)](https://replit.com/new/github/Lumiwealth-Strategies/stock_example_algo)
 
-**For more information on how to run the example strategy, you can check out the README in the example strategy repository here: [Example Algorithm](https://github.com/Lumiwealth-Strategies/stock_example_algo)**
+**For more information on this example strategy, you can check out the README in the example strategy repository here: [Example Algorithm](https://github.com/Lumiwealth-Strategies/stock_example_algo)**
 
 ## Contributors
 

From e20c1c88c84b91764661cff712edcd1b101edeae Mon Sep 17 00:00:00 2001
From: Robert Grzesik <rob.grzesik@gmail.com>
Date: Thu, 3 Oct 2024 01:20:03 -0400
Subject: [PATCH 10/10] improved deployment guide in docs

---
 docs/_sources/deployment.rst.txt              | 119 +++++++-----
 docs/deployment.html                          | 178 ++++++++++--------
 docs/index.html                               |   7 +-
 docs/searchindex.js                           |   2 +-
 docsrc/_build/doctrees/deployment.doctree     | Bin 99424 -> 106308 bytes
 docsrc/_build/doctrees/environment.pickle     | Bin 3618389 -> 3627663 bytes
 .../_build/html/_sources/deployment.rst.txt   | 119 +++++++-----
 docsrc/_build/html/deployment.html            | 178 ++++++++++--------
 docsrc/_build/html/index.html                 |   7 +-
 docsrc/_build/html/searchindex.js             |   2 +-
 docsrc/deployment.rst                         | 119 +++++++-----
 11 files changed, 437 insertions(+), 294 deletions(-)

diff --git a/docs/_sources/deployment.rst.txt b/docs/_sources/deployment.rst.txt
index b597c48b..43777d63 100644
--- a/docs/_sources/deployment.rst.txt
+++ b/docs/_sources/deployment.rst.txt
@@ -1,18 +1,47 @@
 Deployment Guide
 ================
 
-Deploying your application is straightforward with our GitHub deployment buttons for **Render** and **Replit**. Follow the steps below to get your application up and running quickly. 🚀
+This guide will walk you through the deployment process for your trading strategy. We will cover the following topics:
+
+- **Choosing Your Deployment Platform:** Decide whether to deploy on **Render** or **Replit**.
+- **Deploying to Render:** Step-by-step instructions for deploying on Render.
+- **Deploying to Replit:** Step-by-step instructions for deploying on Replit.
+- **Secrets Configuration:** Detailed information on setting up your environment variables.
+- **Broker Configuration:** Required secrets for different brokers.
+- **General Environment Variables:** Additional environment variables required for the strategy to function correctly.
+
+Before deploying your application, ensure that you have the necessary environment variables configured. The environment variables are crucial for the successful deployment of your application. We will cover the required environment variables for different brokers and general environment variables that are essential for the strategy to function correctly.
+
+Example Strategy for Deployment
+-------------------------------
 
 .. important::
 
-   **Render** is our recommended platform due to its ease of use and cost-effectiveness. **Replit** is also a great option, especially for developers who prefer editing code directly in the browser.
+   **Important:** This example strategy is for those without a strategy ready to deploy. If you have your own strategy, skip to `Choosing Your Deployment Platform <#id1>`_.
+
+Use this example to see the deployment process in action. It’s not intended for real-money use. More details are available in the GitHub repository: `Example Algorithm GitHub <https://github.com/Lumiwealth-Strategies/stock_example_algo>`_
+
+To run the example strategy, click the Deploy to Render button or the Run on Repl.it button. See `Deploying to Render <#id2>`_ and `Deploying to Replit <#id3>`_ for more details.
+
+.. raw:: html
+
+    <div style="display: flex; justify-content: center; gap: 20px; margin-bottom: 20px;">
+        <a href="https://render.com/deploy?repo=https://github.com/Lumiwealth-Strategies/stock_example_algo" target="_blank">
+            <img src="https://render.com/images/deploy-to-render-button.svg" alt="Deploy to Render" style="width: 200px; height: auto;">
+        </a>
+        <a href="https://replit.com/new/github/Lumiwealth-Strategies/stock_example_algo" target="_blank">
+            <img src="https://replit.com/badge/github/Lumiwealth-Strategies/stock_example_algo" alt="Replit" style="width: 200px; height: auto;">
+        </a>
+    </div>
+
+Render is recommended for ease of use and affordability. Replit is more expensive but great for in-browser code editing, if you want to see/edit the code directly in your browser.
 
 .. tip::
 
    **Tip:** Scroll down to the :ref:`Secrets Configuration <secrets-configuration>` section for detailed information on setting up your environment variables.
 
 Choosing Your Deployment Platform
---------------------------------
+---------------------------------
 
 We recommend using **Render** for deployment because it is easier to use and more affordable compared to Replit. However, **Replit** is an excellent choice for developers who want to edit code directly in the browser.
 
@@ -47,7 +76,8 @@ Render offers powerful deployment options with easy scalability. Follow these st
       **Figure 2:** Deploying Blueprint on Render.
 
 3. **Navigate to the Worker**
-   - **Navigate to the Background Worker:** Click on the name of the background worker, e.g., **options-butterfly-condor-worker-afas (Starter)** so you can configure theis specific bot worker (we are currently in the blueprint configuration, not the bot itself).
+
+   - **Navigate to the Background Worker:** Click on the name of the background worker, e.g., **options-butterfly-condor-worker-afas (Starter)** so you can configure this specific bot worker (we are currently in the blueprint configuration, not the bot itself).
 
    .. figure:: _static/images/render_worker.png
       :alt: Worker on Render
@@ -57,7 +87,6 @@ Render offers powerful deployment options with easy scalability. Follow these st
 
 4. **Configure Environment Variables**
 
-  
    - **Select Environment:** On the worker's page, select **Environment** from the left sidebar.
    - **Edit Environment Variables:** Click **Edit** and fill in the required keys as detailed in the :ref:`Secrets Configuration <secrets-configuration>` section. Once you have added your values for the environment variables, click **Save**.
    - **Delete Unnecessary Variables:** If you have any unnecessary environment variables, you can delete them by clicking the **Delete (trashcan)** button next to the variable. One example of an unnecessary variable is `POLYGON_API_KEY` which is only used if you are backtesting.
@@ -66,7 +95,7 @@ Render offers powerful deployment options with easy scalability. Follow these st
       :alt: Environment Settings on Render
       :align: center
 
-      **Figure 3:** Editing Environment Variables on Render.
+      **Figure 4:** Editing Environment Variables on Render.
 
    .. note::
 
@@ -80,7 +109,7 @@ Render offers powerful deployment options with easy scalability. Follow these st
       :alt: Restart Service on Render
       :align: center
 
-      **Figure 4:** Redeploying the Service on Render using the latest commit.
+      **Figure 5:** Redeploying the Service on Render using the latest commit.
 
 6. **View The Logs**
 
@@ -90,21 +119,21 @@ Render offers powerful deployment options with easy scalability. Follow these st
       :alt: Logs on Render
       :align: center
 
-      **Figure 5:** Viewing Logs on Render.
+      **Figure 6:** Viewing Logs on Render.
 
 7. **Monitor Bot Performance**
 
    - **Monitor Performance:** Go to your broker account to monitor the bot's performance and ensure that it is executing trades as expected.
 
-    .. figure:: _static/images/replit_monitor_bot.png
-        :alt: Monitor bot performance
-        :align: center
-    
-        **Figure 13:** Monitoring bot performance in Replit.
+   .. figure:: _static/images/replit_monitor_bot.png
+      :alt: Monitor bot performance
+      :align: center
+
+      **Figure 7:** Monitoring bot performance.
 
-    .. note::
-    
-        **Note:** Monitor the bot's performance regularly to ensure that it is functioning correctly and making profitable trades.
+   .. note::
+
+      **Note:** Monitor the bot's performance regularly to ensure that it is functioning correctly and making profitable trades.
 
 Deploying to Replit
 -------------------
@@ -119,7 +148,7 @@ Replit is a versatile platform that allows you to deploy applications quickly. F
       :alt: Deploy on Replit Button
       :align: center
 
-      **Figure 6:** Deploy on Replit button on GitHub.
+      **Figure 8:** Deploy on Replit button on GitHub.
 
 2. **Open Secrets Configuration**
 
@@ -132,7 +161,7 @@ Replit is a versatile platform that allows you to deploy applications quickly. F
       :alt: Replit Tools -> Secrets
       :align: center
 
-      **Figure 7:** Accessing Secrets in Replit.
+      **Figure 9:** Accessing Secrets in Replit.
 
 3. **Add Required Secrets**
 
@@ -142,7 +171,7 @@ Replit is a versatile platform that allows you to deploy applications quickly. F
       :alt: Adding a new secret in Replit
       :align: center
 
-      **Figure 8:** Adding a new secret in Replit.
+      **Figure 10:** Adding a new secret in Replit.
 
 4. **Test Run the Application**
 
@@ -154,13 +183,13 @@ Replit is a versatile platform that allows you to deploy applications quickly. F
       :alt: Running the application in Replit
       :align: center
 
-      **Figure 9:** Running the application in Replit.
+      **Figure 11:** Running the application in Replit.
 
    .. figure:: _static/images/replit_logs.png
       :alt: Viewing logs in Replit
       :align: center
 
-      **Figure 10:** Viewing logs in Replit.
+      **Figure 12:** Viewing logs in Replit.
 
 5. **Deployment Part 1**
 
@@ -171,27 +200,30 @@ Replit is a versatile platform that allows you to deploy applications quickly. F
       :alt: Select Reserved VM and Background Worker
       :align: center
 
-      **Figure 10:** Selecting Reserved VM and Background Worker on Replit.
+      **Figure 13:** Selecting Reserved VM and Background Worker on Replit.
+
+   .. note::
 
-   **Note:** Ensure that you have downgraded the vCPU before selecting the Background Worker to optimize costs effectively.
+      **Note:** Ensure that you have downgraded the vCPU before selecting the Background Worker to optimize costs effectively.
 
 6. **Deployment Part 2**
+
    - **Downgrade vCPU:** We recommend downgrading to **0.25 vCPU** to reduce costs. As of today, it costs **$6/month** compared to the default **$12/month** for **0.5 vCPU**.
    - **Select Background Worker:** Choose **"Background Worker"**.
    - **Click Deploy:** Click **"Deploy"** to deploy your application.
    - **Wait for Deployment:** The deployment process may take a few minutes. Once completed, you will see a success message.
 
-    .. figure:: _static/images/replit_deploy.png
-        :alt: Deploying the application in Replit
-        :align: center
-    
-        **Figure 11:** Deploying the application in Replit.
+   .. figure:: _static/images/replit_deploy.png
+      :alt: Deploying the application in Replit
+      :align: center
 
-    .. figure:: _static/images/replit_deploy_process.png
-        :alt: Deployment process
-        :align: center
+      **Figure 14:** Deploying the application in Replit.
 
-        **Figure 12:** Deployment process in Replit.
+   .. figure:: _static/images/replit_deploy_process.png
+      :alt: Deployment process
+      :align: center
+
+      **Figure 15:** Deployment process in Replit.
 
 7. **Check The Logs**
 
@@ -201,22 +233,21 @@ Replit is a versatile platform that allows you to deploy applications quickly. F
       :alt: Logs on Replit
       :align: center
 
-      **Figure 12:** Viewing Logs on Replit.
+      **Figure 16:** Viewing Logs on Replit.
 
 8. **Monitor Bot Performance**
 
    - **Monitor Performance:** Go to your broker account to monitor the bot's performance and ensure that it is executing trades as expected.
 
-    .. figure:: _static/images/replit_monitor_bot.png
-        :alt: Monitor bot performance
-        :align: center
-    
-        **Figure 13:** Monitoring bot performance in Replit.
+   .. figure:: _static/images/replit_monitor_bot.png
+      :alt: Monitor bot performance
+      :align: center
 
-    .. note::
-    
-        **Note:** Monitor the bot's performance regularly to ensure that it is functioning correctly and making profitable trades.
+      **Figure 17:** Monitoring bot performance.
+
+   .. note::
 
+      **Note:** Monitor the bot's performance regularly to ensure that it is functioning correctly and making profitable trades.
 
 Secrets Configuration
 =====================
@@ -322,7 +353,7 @@ Kraken is an excellent cryptocurrency broker offering very low fees and a wide r
      - abcdef1234567890abcdef1234567890abcdef1234
 
 Interactive Brokers Configuration
---------------------------------
+---------------------------------
 
 Interactive Brokers is ideal for international users as they offer a wide array of asset classes, including stocks, options, futures, forex, CFDs, and more. Their global presence makes them suitable for users around the world. To create an account, visit the `Interactive Brokers <https://www.interactivebrokers.com/>`_ website.
 
@@ -347,7 +378,7 @@ Interactive Brokers is ideal for international users as they offer a wide array
      - Subaccount1
 
 General Environment Variables
-============================
+=============================
 
 In addition to broker-specific secrets, the following environment variables are required for the strategy to function correctly:
 
@@ -395,4 +426,4 @@ Conclusion
 
 Deploying your application is straightforward with our GitHub deployment buttons for **Render** and **Replit**. By following this guide, you can quickly set up your environment variables and get your application live. Happy deploying! 🎉
 
-For further assistance, refer to the [Render Documentation](https://render.com/docs) or the [Replit Documentation](https://docs.replit.com/).
+For further assistance, refer to the `Render Documentation <https://render.com/docs>`_ or the `Replit Documentation <https://docs.replit.com/>`_.
diff --git a/docs/deployment.html b/docs/deployment.html
index 1e6386c9..60dd924b 100644
--- a/docs/deployment.html
+++ b/docs/deployment.html
@@ -366,33 +366,55 @@ <h5>Need Extra Help?</h5>
         <article role="main">
           <section id="deployment-guide">
 <h1>Deployment Guide<a class="headerlink" href="#deployment-guide" title="Link to this heading">#</a></h1>
-<p>Deploying your application is straightforward with our GitHub deployment buttons for <strong>Render</strong> and <strong>Replit</strong>. Follow the steps below to get your application up and running quickly. 🚀</p>
+<p>This guide will walk you through the deployment process for your trading strategy. We will cover the following topics:</p>
+<ul class="simple">
+<li><p><strong>Choosing Your Deployment Platform:</strong> Decide whether to deploy on <strong>Render</strong> or <strong>Replit</strong>.</p></li>
+<li><p><strong>Deploying to Render:</strong> Step-by-step instructions for deploying on Render.</p></li>
+<li><p><strong>Deploying to Replit:</strong> Step-by-step instructions for deploying on Replit.</p></li>
+<li><p><strong>Secrets Configuration:</strong> Detailed information on setting up your environment variables.</p></li>
+<li><p><strong>Broker Configuration:</strong> Required secrets for different brokers.</p></li>
+<li><p><strong>General Environment Variables:</strong> Additional environment variables required for the strategy to function correctly.</p></li>
+</ul>
+<p>Before deploying your application, ensure that you have the necessary environment variables configured. The environment variables are crucial for the successful deployment of your application. We will cover the required environment variables for different brokers and general environment variables that are essential for the strategy to function correctly.</p>
+<section id="example-strategy-for-deployment">
+<h2>Example Strategy for Deployment<a class="headerlink" href="#example-strategy-for-deployment" title="Link to this heading">#</a></h2>
 <div class="admonition important">
 <p class="admonition-title">Important</p>
-<p><strong>Render</strong> is our recommended platform due to its ease of use and cost-effectiveness. <strong>Replit</strong> is also a great option, especially for developers who prefer editing code directly in the browser.</p>
+<p><strong>Important:</strong> This example strategy is for those without a strategy ready to deploy. If you have your own strategy, skip to <a class="reference external" href="#id1">Choosing Your Deployment Platform</a>.</p>
 </div>
+<p>Use this example to see the deployment process in action. It’s not intended for real-money use. More details are available in the GitHub repository: <a class="reference external" href="https://github.com/Lumiwealth-Strategies/stock_example_algo">Example Algorithm GitHub</a></p>
+<p>To run the example strategy, click the Deploy to Render button or the Run on Repl.it button. See <a class="reference external" href="#id2">Deploying to Render</a> and <a class="reference external" href="#id3">Deploying to Replit</a> for more details.</p>
+<div style="display: flex; justify-content: center; gap: 20px; margin-bottom: 20px;">
+    <a href="https://render.com/deploy?repo=https://github.com/Lumiwealth-Strategies/stock_example_algo" target="_blank">
+        <img src="https://render.com/images/deploy-to-render-button.svg" alt="Deploy to Render" style="width: 200px; height: auto;">
+    </a>
+    <a href="https://replit.com/new/github/Lumiwealth-Strategies/stock_example_algo" target="_blank">
+        <img src="https://replit.com/badge/github/Lumiwealth-Strategies/stock_example_algo" alt="Replit" style="width: 200px; height: auto;">
+    </a>
+</div><p>Render is recommended for ease of use and affordability. Replit is more expensive but great for in-browser code editing, if you want to see/edit the code directly in your browser.</p>
 <div class="admonition tip">
 <p class="admonition-title">Tip</p>
 <p><strong>Tip:</strong> Scroll down to the <span class="xref std std-ref">Secrets Configuration</span> section for detailed information on setting up your environment variables.</p>
 </div>
-<section id="choosing-your-deployment-platform">
-<h2>Choosing Your Deployment Platform<a class="headerlink" href="#choosing-your-deployment-platform" title="Link to this heading">#</a></h2>
+</section>
+<section id="id1">
+<h2>Choosing Your Deployment Platform<a class="headerlink" href="#id1" title="Link to this heading">#</a></h2>
 <p>We recommend using <strong>Render</strong> for deployment because it is easier to use and more affordable compared to Replit. However, <strong>Replit</strong> is an excellent choice for developers who want to edit code directly in the browser.</p>
 <div class="admonition note">
 <p class="admonition-title">Note</p>
 <p><strong>Render</strong> costs <strong>$7/month</strong>, while <strong>Replit</strong> is priced at <strong>$25/month</strong>. Choose the platform that best fits your needs and budget.</p>
 </div>
 </section>
-<section id="deploying-to-render">
-<h2>Deploying to Render<a class="headerlink" href="#deploying-to-render" title="Link to this heading">#</a></h2>
+<section id="id2">
+<h2>Deploying to Render<a class="headerlink" href="#id2" title="Link to this heading">#</a></h2>
 <p>Render offers powerful deployment options with easy scalability. Follow these steps to deploy your application on Render:</p>
 <ol class="arabic">
 <li><p><strong>Click the “Deploy to Render” Button</strong></p>
 <p>Start by clicking the <strong>“Deploy to Render”</strong> button on the GitHub repository.</p>
-<figure class="align-center" id="id1">
+<figure class="align-center" id="id4">
 <img alt="Deploy to Render Button" src="_static/images/render_deploy_button.png" />
 <figcaption>
-<p><span class="caption-text"><strong>Figure 1:</strong> Deploy to Render button on GitHub.</span><a class="headerlink" href="#id1" title="Link to this image">#</a></p>
+<p><span class="caption-text"><strong>Figure 1:</strong> Deploy to Render button on GitHub.</span><a class="headerlink" href="#id4" title="Link to this image">#</a></p>
 </figcaption>
 </figure>
 </li>
@@ -401,19 +423,21 @@ <h2>Deploying to Render<a class="headerlink" href="#deploying-to-render" title="
 <li><p><strong>Choose a Blueprint Name:</strong> Enter a name for your blueprint, e.g., <strong>“Blueprint Name”</strong>.</p></li>
 <li><p><strong>Deploy Blueprint:</strong> Click the <strong>“Deploy Blueprint”</strong> button.</p></li>
 </ul>
-<figure class="align-center" id="id2">
+<figure class="align-center" id="id5">
 <img alt="Deploy Blueprint on Render" src="_static/images/render_deploy_blueprint.png" />
 <figcaption>
-<p><span class="caption-text"><strong>Figure 2:</strong> Deploying Blueprint on Render.</span><a class="headerlink" href="#id2" title="Link to this image">#</a></p>
+<p><span class="caption-text"><strong>Figure 2:</strong> Deploying Blueprint on Render.</span><a class="headerlink" href="#id5" title="Link to this image">#</a></p>
 </figcaption>
 </figure>
 </li>
-<li><p><strong>Navigate to the Worker</strong>
-- <strong>Navigate to the Background Worker:</strong> Click on the name of the background worker, e.g., <strong>options-butterfly-condor-worker-afas (Starter)</strong> so you can configure theis specific bot worker (we are currently in the blueprint configuration, not the bot itself).</p>
-<figure class="align-center" id="id3">
+<li><p><strong>Navigate to the Worker</strong></p>
+<ul class="simple">
+<li><p><strong>Navigate to the Background Worker:</strong> Click on the name of the background worker, e.g., <strong>options-butterfly-condor-worker-afas (Starter)</strong> so you can configure this specific bot worker (we are currently in the blueprint configuration, not the bot itself).</p></li>
+</ul>
+<figure class="align-center" id="id6">
 <img alt="Worker on Render" src="_static/images/render_worker.png" />
 <figcaption>
-<p><span class="caption-text"><strong>Figure 3:</strong> Worker on Render.</span><a class="headerlink" href="#id3" title="Link to this image">#</a></p>
+<p><span class="caption-text"><strong>Figure 3:</strong> Worker on Render.</span><a class="headerlink" href="#id6" title="Link to this image">#</a></p>
 </figcaption>
 </figure>
 </li>
@@ -423,10 +447,10 @@ <h2>Deploying to Render<a class="headerlink" href="#deploying-to-render" title="
 <li><p><strong>Edit Environment Variables:</strong> Click <strong>Edit</strong> and fill in the required keys as detailed in the <span class="xref std std-ref">Secrets Configuration</span> section. Once you have added your values for the environment variables, click <strong>Save</strong>.</p></li>
 <li><p><strong>Delete Unnecessary Variables:</strong> If you have any unnecessary environment variables, you can delete them by clicking the <strong>Delete (trashcan)</strong> button next to the variable. One example of an unnecessary variable is <cite>POLYGON_API_KEY</cite> which is only used if you are backtesting.</p></li>
 </ul>
-<figure class="align-center" id="id4">
+<figure class="align-center" id="id7">
 <img alt="Environment Settings on Render" src="_static/images/render_worker_environment.png" />
 <figcaption>
-<p><span class="caption-text"><strong>Figure 3:</strong> Editing Environment Variables on Render.</span><a class="headerlink" href="#id4" title="Link to this image">#</a></p>
+<p><span class="caption-text"><strong>Figure 4:</strong> Editing Environment Variables on Render.</span><a class="headerlink" href="#id7" title="Link to this image">#</a></p>
 </figcaption>
 </figure>
 <div class="admonition note">
@@ -436,10 +460,10 @@ <h2>Deploying to Render<a class="headerlink" href="#deploying-to-render" title="
 </li>
 <li><p><strong>Restart the Service</strong></p>
 <p>After configuring the environment variables, navigate to the top right corner and click <strong>“Manual Deploy”</strong>, then <strong>“Deploy latest commit”</strong> to apply the changes.</p>
-<figure class="align-center" id="id5">
+<figure class="align-center" id="id8">
 <img alt="Restart Service on Render" src="_static/images/render_redeploy.png" />
 <figcaption>
-<p><span class="caption-text"><strong>Figure 4:</strong> Redeploying the Service on Render using the latest commit.</span><a class="headerlink" href="#id5" title="Link to this image">#</a></p>
+<p><span class="caption-text"><strong>Figure 5:</strong> Redeploying the Service on Render using the latest commit.</span><a class="headerlink" href="#id8" title="Link to this image">#</a></p>
 </figcaption>
 </figure>
 </li>
@@ -447,10 +471,10 @@ <h2>Deploying to Render<a class="headerlink" href="#deploying-to-render" title="
 <ul class="simple">
 <li><p><strong>Check the Logs:</strong> Navigate to the <strong>Logs</strong> tab on the left to view the deployment logs and ensure that there are no errors.</p></li>
 </ul>
-<figure class="align-center" id="id6">
+<figure class="align-center" id="id9">
 <img alt="Logs on Render" src="_static/images/render_logs.png" />
 <figcaption>
-<p><span class="caption-text"><strong>Figure 5:</strong> Viewing Logs on Render.</span><a class="headerlink" href="#id6" title="Link to this image">#</a></p>
+<p><span class="caption-text"><strong>Figure 6:</strong> Viewing Logs on Render.</span><a class="headerlink" href="#id9" title="Link to this image">#</a></p>
 </figcaption>
 </figure>
 </li>
@@ -458,31 +482,29 @@ <h2>Deploying to Render<a class="headerlink" href="#deploying-to-render" title="
 <ul class="simple">
 <li><p><strong>Monitor Performance:</strong> Go to your broker account to monitor the bot’s performance and ensure that it is executing trades as expected.</p></li>
 </ul>
-<blockquote>
-<div><figure class="align-center" id="id7">
+<figure class="align-center" id="id10">
 <img alt="Monitor bot performance" src="_static/images/replit_monitor_bot.png" />
 <figcaption>
-<p><span class="caption-text"><strong>Figure 13:</strong> Monitoring bot performance in Replit.</span><a class="headerlink" href="#id7" title="Link to this image">#</a></p>
+<p><span class="caption-text"><strong>Figure 7:</strong> Monitoring bot performance.</span><a class="headerlink" href="#id10" title="Link to this image">#</a></p>
 </figcaption>
 </figure>
 <div class="admonition note">
 <p class="admonition-title">Note</p>
 <p><strong>Note:</strong> Monitor the bot’s performance regularly to ensure that it is functioning correctly and making profitable trades.</p>
 </div>
-</div></blockquote>
 </li>
 </ol>
 </section>
-<section id="deploying-to-replit">
-<h2>Deploying to Replit<a class="headerlink" href="#deploying-to-replit" title="Link to this heading">#</a></h2>
+<section id="id3">
+<h2>Deploying to Replit<a class="headerlink" href="#id3" title="Link to this heading">#</a></h2>
 <p>Replit is a versatile platform that allows you to deploy applications quickly. Follow these steps to deploy your application on Replit:</p>
 <ol class="arabic">
 <li><p><strong>Click the “Deploy on Replit” Button</strong></p>
 <p>Start by clicking the <strong>“Deploy on Replit”</strong> button on the GitHub repository.</p>
-<figure class="align-center" id="id8">
+<figure class="align-center" id="id11">
 <img alt="Deploy on Replit Button" src="_static/images/deploy_replit_button.png" />
 <figcaption>
-<p><span class="caption-text"><strong>Figure 6:</strong> Deploy on Replit button on GitHub.</span><a class="headerlink" href="#id8" title="Link to this image">#</a></p>
+<p><span class="caption-text"><strong>Figure 8:</strong> Deploy on Replit button on GitHub.</span><a class="headerlink" href="#id11" title="Link to this image">#</a></p>
 </figcaption>
 </figure>
 </li>
@@ -492,35 +514,35 @@ <h2>Deploying to Replit<a class="headerlink" href="#deploying-to-replit" title="
 <li><p>Go to <strong>Tools</strong> in the sidebar.</p></li>
 <li><p>Select <strong>Secrets</strong> at the bottom left corner.</p></li>
 </ul>
-<figure class="align-center" id="id9">
+<figure class="align-center" id="id12">
 <img alt="Replit Tools -&gt; Secrets" src="_static/images/replit_tools_secrets.png" />
 <figcaption>
-<p><span class="caption-text"><strong>Figure 7:</strong> Accessing Secrets in Replit.</span><a class="headerlink" href="#id9" title="Link to this image">#</a></p>
+<p><span class="caption-text"><strong>Figure 9:</strong> Accessing Secrets in Replit.</span><a class="headerlink" href="#id12" title="Link to this image">#</a></p>
 </figcaption>
 </figure>
 </li>
 <li><p><strong>Add Required Secrets</strong></p>
 <p>In the <strong>Secrets</strong> tab, add the necessary environment variables as detailed in the <span class="xref std std-ref">Secrets Configuration</span> section.</p>
-<figure class="align-center" id="id10">
+<figure class="align-center" id="id13">
 <img alt="Adding a new secret in Replit" src="_static/images/replit_add_secret.png" />
 <figcaption>
-<p><span class="caption-text"><strong>Figure 8:</strong> Adding a new secret in Replit.</span><a class="headerlink" href="#id10" title="Link to this image">#</a></p>
+<p><span class="caption-text"><strong>Figure 10:</strong> Adding a new secret in Replit.</span><a class="headerlink" href="#id13" title="Link to this image">#</a></p>
 </figcaption>
 </figure>
 </li>
 <li><p><strong>Test Run the Application</strong></p>
 <p>After adding all required secrets, click <strong>Run</strong>. This step is crucial as it installs all necessary libraries and ensures that the secrets are correctly configured.</p>
 <p>When you press <strong>Run</strong>, the application will start running in the console. You can see the logs in real-time to ensure that everything is working as expected.</p>
-<figure class="align-center" id="id11">
+<figure class="align-center" id="id14">
 <img alt="Running the application in Replit" src="_static/images/replit_run.png" />
 <figcaption>
-<p><span class="caption-text"><strong>Figure 9:</strong> Running the application in Replit.</span><a class="headerlink" href="#id11" title="Link to this image">#</a></p>
+<p><span class="caption-text"><strong>Figure 11:</strong> Running the application in Replit.</span><a class="headerlink" href="#id14" title="Link to this image">#</a></p>
 </figcaption>
 </figure>
-<figure class="align-center" id="id12">
+<figure class="align-center" id="id15">
 <img alt="Viewing logs in Replit" src="_static/images/replit_logs.png" />
 <figcaption>
-<p><span class="caption-text"><strong>Figure 10:</strong> Viewing logs in Replit.</span><a class="headerlink" href="#id12" title="Link to this image">#</a></p>
+<p><span class="caption-text"><strong>Figure 12:</strong> Viewing logs in Replit.</span><a class="headerlink" href="#id15" title="Link to this image">#</a></p>
 </figcaption>
 </figure>
 </li>
@@ -529,42 +551,45 @@ <h2>Deploying to Replit<a class="headerlink" href="#deploying-to-replit" title="
 <li><p><strong>Click Deploy:</strong> Navigate to <strong>Deploy</strong> located under <strong>Tools</strong> in the top right or within the <strong>Background Workers</strong> section.</p></li>
 <li><p><strong>Select Reserved VM:</strong> The strategies will only work on a <strong>Reserved VM</strong>, none of the other options will work.</p></li>
 </ul>
-<figure class="align-center" id="id13">
+<figure class="align-center" id="id16">
 <img alt="Select Reserved VM and Background Worker" src="_static/images/replit_reserved_vm.png" />
 <figcaption>
-<p><span class="caption-text"><strong>Figure 10:</strong> Selecting Reserved VM and Background Worker on Replit.</span><a class="headerlink" href="#id13" title="Link to this image">#</a></p>
+<p><span class="caption-text"><strong>Figure 13:</strong> Selecting Reserved VM and Background Worker on Replit.</span><a class="headerlink" href="#id16" title="Link to this image">#</a></p>
 </figcaption>
 </figure>
+<div class="admonition note">
+<p class="admonition-title">Note</p>
 <p><strong>Note:</strong> Ensure that you have downgraded the vCPU before selecting the Background Worker to optimize costs effectively.</p>
+</div>
 </li>
-<li><p><strong>Deployment Part 2</strong>
-- <strong>Downgrade vCPU:</strong> We recommend downgrading to <strong>0.25 vCPU</strong> to reduce costs. As of today, it costs <strong>$6/month</strong> compared to the default <strong>$12/month</strong> for <strong>0.5 vCPU</strong>.
-- <strong>Select Background Worker:</strong> Choose <strong>“Background Worker”</strong>.
-- <strong>Click Deploy:</strong> Click <strong>“Deploy”</strong> to deploy your application.
-- <strong>Wait for Deployment:</strong> The deployment process may take a few minutes. Once completed, you will see a success message.</p>
-<blockquote>
-<div><figure class="align-center" id="id14">
+<li><p><strong>Deployment Part 2</strong></p>
+<ul class="simple">
+<li><p><strong>Downgrade vCPU:</strong> We recommend downgrading to <strong>0.25 vCPU</strong> to reduce costs. As of today, it costs <strong>$6/month</strong> compared to the default <strong>$12/month</strong> for <strong>0.5 vCPU</strong>.</p></li>
+<li><p><strong>Select Background Worker:</strong> Choose <strong>“Background Worker”</strong>.</p></li>
+<li><p><strong>Click Deploy:</strong> Click <strong>“Deploy”</strong> to deploy your application.</p></li>
+<li><p><strong>Wait for Deployment:</strong> The deployment process may take a few minutes. Once completed, you will see a success message.</p></li>
+</ul>
+<figure class="align-center" id="id17">
 <img alt="Deploying the application in Replit" src="_static/images/replit_deploy.png" />
 <figcaption>
-<p><span class="caption-text"><strong>Figure 11:</strong> Deploying the application in Replit.</span><a class="headerlink" href="#id14" title="Link to this image">#</a></p>
+<p><span class="caption-text"><strong>Figure 14:</strong> Deploying the application in Replit.</span><a class="headerlink" href="#id17" title="Link to this image">#</a></p>
 </figcaption>
 </figure>
-<figure class="align-center" id="id15">
+<figure class="align-center" id="id18">
 <img alt="Deployment process" src="_static/images/replit_deploy_process.png" />
 <figcaption>
-<p><span class="caption-text"><strong>Figure 12:</strong> Deployment process in Replit.</span><a class="headerlink" href="#id15" title="Link to this image">#</a></p>
+<p><span class="caption-text"><strong>Figure 15:</strong> Deployment process in Replit.</span><a class="headerlink" href="#id18" title="Link to this image">#</a></p>
 </figcaption>
 </figure>
-</div></blockquote>
 </li>
 <li><p><strong>Check The Logs</strong></p>
 <ul class="simple">
 <li><p><strong>View Logs:</strong> Navigate to the <strong>Logs</strong> tab in <strong>Deployment</strong> to view the deployment logs and ensure that there are no errors.</p></li>
 </ul>
-<figure class="align-center" id="id16">
+<figure class="align-center" id="id19">
 <img alt="Logs on Replit" src="_static/images/replit_deploy_logs.png" />
 <figcaption>
-<p><span class="caption-text"><strong>Figure 12:</strong> Viewing Logs on Replit.</span><a class="headerlink" href="#id16" title="Link to this image">#</a></p>
+<p><span class="caption-text"><strong>Figure 16:</strong> Viewing Logs on Replit.</span><a class="headerlink" href="#id19" title="Link to this image">#</a></p>
 </figcaption>
 </figure>
 </li>
@@ -572,18 +597,16 @@ <h2>Deploying to Replit<a class="headerlink" href="#deploying-to-replit" title="
 <ul class="simple">
 <li><p><strong>Monitor Performance:</strong> Go to your broker account to monitor the bot’s performance and ensure that it is executing trades as expected.</p></li>
 </ul>
-<blockquote>
-<div><figure class="align-center" id="id17">
+<figure class="align-center" id="id20">
 <img alt="Monitor bot performance" src="_static/images/replit_monitor_bot.png" />
 <figcaption>
-<p><span class="caption-text"><strong>Figure 13:</strong> Monitoring bot performance in Replit.</span><a class="headerlink" href="#id17" title="Link to this image">#</a></p>
+<p><span class="caption-text"><strong>Figure 17:</strong> Monitoring bot performance.</span><a class="headerlink" href="#id20" title="Link to this image">#</a></p>
 </figcaption>
 </figure>
 <div class="admonition note">
 <p class="admonition-title">Note</p>
 <p><strong>Note:</strong> Monitor the bot’s performance regularly to ensure that it is functioning correctly and making profitable trades.</p>
 </div>
-</div></blockquote>
 </li>
 </ol>
 </section>
@@ -606,9 +629,9 @@ <h1>Broker Configuration<a class="headerlink" href="#broker-configuration" title
 <section id="tradier-configuration">
 <h2>Tradier Configuration<a class="headerlink" href="#tradier-configuration" title="Link to this heading">#</a></h2>
 <p>Tradier is great because they can trade stocks, options, and soon futures. Tradier also offers an incredible plan for $10/month, providing commission-free options trading. This can save a lot of money for those day trading options or engaging in similar activities. To create an account, visit the <a class="reference external" href="https://tradier.com/">Tradier</a> website.</p>
-<div class="table-wrapper colwidths-given docutils container" id="id18">
-<table class="docutils align-default" id="id18">
-<caption><span class="caption-text">Tradier Configuration</span><a class="headerlink" href="#id18" title="Link to this table">#</a></caption>
+<div class="table-wrapper colwidths-given docutils container" id="id21">
+<table class="docutils align-default" id="id21">
+<caption><span class="caption-text">Tradier Configuration</span><a class="headerlink" href="#id21" title="Link to this table">#</a></caption>
 <colgroup>
 <col style="width: 25.0%" />
 <col style="width: 50.0%" />
@@ -640,9 +663,9 @@ <h2>Tradier Configuration<a class="headerlink" href="#tradier-configuration" tit
 <section id="alpaca-configuration">
 <h2>Alpaca Configuration<a class="headerlink" href="#alpaca-configuration" title="Link to this heading">#</a></h2>
 <p>Alpaca is great because they’re a commission-free broker specifically designed for API trading, which aligns perfectly with our platform. Alpaca supports trading stocks, crypto, and soon options, with their APIs working seamlessly for automated trading strategies. To create an account, visit the <a class="reference external" href="https://alpaca.markets/">Alpaca</a> website.</p>
-<div class="table-wrapper colwidths-given docutils container" id="id19">
-<table class="docutils align-default" id="id19">
-<caption><span class="caption-text">Alpaca Configuration</span><a class="headerlink" href="#id19" title="Link to this table">#</a></caption>
+<div class="table-wrapper colwidths-given docutils container" id="id22">
+<table class="docutils align-default" id="id22">
+<caption><span class="caption-text">Alpaca Configuration</span><a class="headerlink" href="#id22" title="Link to this table">#</a></caption>
 <colgroup>
 <col style="width: 25.0%" />
 <col style="width: 50.0%" />
@@ -674,9 +697,9 @@ <h2>Alpaca Configuration<a class="headerlink" href="#alpaca-configuration" title
 <section id="coinbase-configuration">
 <h2>Coinbase Configuration<a class="headerlink" href="#coinbase-configuration" title="Link to this heading">#</a></h2>
 <p>Coinbase is a cryptocurrency broker that is easy to set up and operates across all United States, including New York, which is typically challenging to find for crypto brokers. It offers a wide range of cryptocurrencies with user-friendly APIs. To create an account, visit the <a class="reference external" href="https://www.coinbase.com/">Coinbase</a> website.</p>
-<div class="table-wrapper colwidths-given docutils container" id="id20">
-<table class="docutils align-default" id="id20">
-<caption><span class="caption-text">Coinbase Configuration</span><a class="headerlink" href="#id20" title="Link to this table">#</a></caption>
+<div class="table-wrapper colwidths-given docutils container" id="id23">
+<table class="docutils align-default" id="id23">
+<caption><span class="caption-text">Coinbase Configuration</span><a class="headerlink" href="#id23" title="Link to this table">#</a></caption>
 <colgroup>
 <col style="width: 25.0%" />
 <col style="width: 50.0%" />
@@ -708,9 +731,9 @@ <h2>Coinbase Configuration<a class="headerlink" href="#coinbase-configuration" t
 <section id="kraken-configuration">
 <h2>Kraken Configuration<a class="headerlink" href="#kraken-configuration" title="Link to this heading">#</a></h2>
 <p>Kraken is an excellent cryptocurrency broker offering very low fees and a wide range of cryptocurrencies, likely more than Coinbase. It is ideal for users focused on crypto trading with competitive pricing. To create an account, visit the <a class="reference external" href="https://www.kraken.com/">Kraken</a> website.</p>
-<div class="table-wrapper colwidths-given docutils container" id="id21">
-<table class="docutils align-default" id="id21">
-<caption><span class="caption-text">Kraken Configuration</span><a class="headerlink" href="#id21" title="Link to this table">#</a></caption>
+<div class="table-wrapper colwidths-given docutils container" id="id24">
+<table class="docutils align-default" id="id24">
+<caption><span class="caption-text">Kraken Configuration</span><a class="headerlink" href="#id24" title="Link to this table">#</a></caption>
 <colgroup>
 <col style="width: 25.0%" />
 <col style="width: 50.0%" />
@@ -738,9 +761,9 @@ <h2>Kraken Configuration<a class="headerlink" href="#kraken-configuration" title
 <section id="interactive-brokers-configuration">
 <h2>Interactive Brokers Configuration<a class="headerlink" href="#interactive-brokers-configuration" title="Link to this heading">#</a></h2>
 <p>Interactive Brokers is ideal for international users as they offer a wide array of asset classes, including stocks, options, futures, forex, CFDs, and more. Their global presence makes them suitable for users around the world. To create an account, visit the <a class="reference external" href="https://www.interactivebrokers.com/">Interactive Brokers</a> website.</p>
-<div class="table-wrapper colwidths-given docutils container" id="id22">
-<table class="docutils align-default" id="id22">
-<caption><span class="caption-text">Interactive Brokers Configuration</span><a class="headerlink" href="#id22" title="Link to this table">#</a></caption>
+<div class="table-wrapper colwidths-given docutils container" id="id25">
+<table class="docutils align-default" id="id25">
+<caption><span class="caption-text">Interactive Brokers Configuration</span><a class="headerlink" href="#id25" title="Link to this table">#</a></caption>
 <colgroup>
 <col style="width: 25.0%" />
 <col style="width: 50.0%" />
@@ -777,9 +800,9 @@ <h2>Interactive Brokers Configuration<a class="headerlink" href="#interactive-br
 <section id="general-environment-variables">
 <h1>General Environment Variables<a class="headerlink" href="#general-environment-variables" title="Link to this heading">#</a></h1>
 <p>In addition to broker-specific secrets, the following environment variables are required for the strategy to function correctly:</p>
-<div class="table-wrapper colwidths-given docutils container" id="id23">
-<table class="docutils align-default" id="id23">
-<caption><span class="caption-text">General Environment Variables</span><a class="headerlink" href="#id23" title="Link to this table">#</a></caption>
+<div class="table-wrapper colwidths-given docutils container" id="id26">
+<table class="docutils align-default" id="id26">
+<caption><span class="caption-text">General Environment Variables</span><a class="headerlink" href="#id26" title="Link to this table">#</a></caption>
 <colgroup>
 <col style="width: 25.0%" />
 <col style="width: 50.0%" />
@@ -835,7 +858,7 @@ <h2>Final Steps<a class="headerlink" href="#final-steps" title="Link to this hea
 <section id="conclusion">
 <h2>Conclusion<a class="headerlink" href="#conclusion" title="Link to this heading">#</a></h2>
 <p>Deploying your application is straightforward with our GitHub deployment buttons for <strong>Render</strong> and <strong>Replit</strong>. By following this guide, you can quickly set up your environment variables and get your application live. Happy deploying! 🎉</p>
-<p>For further assistance, refer to the [Render Documentation](<a class="reference external" href="https://render.com/docs">https://render.com/docs</a>) or the [Replit Documentation](<a class="reference external" href="https://docs.replit.com/">https://docs.replit.com/</a>).</p>
+<p>For further assistance, refer to the <a class="reference external" href="https://render.com/docs">Render Documentation</a> or the <a class="reference external" href="https://docs.replit.com/">Replit Documentation</a>.</p>
 </section>
 </section>
 
@@ -895,9 +918,10 @@ <h2>Conclusion<a class="headerlink" href="#conclusion" title="Link to this headi
           <div class="toc-tree">
             <ul>
 <li><a class="reference internal" href="#">Deployment Guide</a><ul>
-<li><a class="reference internal" href="#choosing-your-deployment-platform">Choosing Your Deployment Platform</a></li>
-<li><a class="reference internal" href="#deploying-to-render">Deploying to Render</a></li>
-<li><a class="reference internal" href="#deploying-to-replit">Deploying to Replit</a></li>
+<li><a class="reference internal" href="#example-strategy-for-deployment">Example Strategy for Deployment</a></li>
+<li><a class="reference internal" href="#id1">Choosing Your Deployment Platform</a></li>
+<li><a class="reference internal" href="#id2">Deploying to Render</a></li>
+<li><a class="reference internal" href="#id3">Deploying to Replit</a></li>
 </ul>
 </li>
 <li><a class="reference internal" href="#secrets-configuration">Secrets Configuration</a></li>
diff --git a/docs/index.html b/docs/index.html
index ab266de5..6ff8419f 100644
--- a/docs/index.html
+++ b/docs/index.html
@@ -672,9 +672,10 @@ <h2>Table of Contents<a class="headerlink" href="#table-of-contents" title="Link
 <li class="toctree-l1"><a class="reference external" href="https://discord.gg/v6asVjTCvh">Discord Community</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://lumiwealth.com/?utm_source=documentation&amp;utm_medium=referral&amp;utm_campaign=lumibot_sidebar">Get Pre-Built Profitable Strategies</a></li>
 <li class="toctree-l1"><a class="reference internal" href="deployment.html">Deployment Guide</a><ul>
-<li class="toctree-l2"><a class="reference internal" href="deployment.html#choosing-your-deployment-platform">Choosing Your Deployment Platform</a></li>
-<li class="toctree-l2"><a class="reference internal" href="deployment.html#deploying-to-render">Deploying to Render</a></li>
-<li class="toctree-l2"><a class="reference internal" href="deployment.html#deploying-to-replit">Deploying to Replit</a></li>
+<li class="toctree-l2"><a class="reference internal" href="deployment.html#example-strategy-for-deployment">Example Strategy for Deployment</a></li>
+<li class="toctree-l2"><a class="reference internal" href="deployment.html#id1">Choosing Your Deployment Platform</a></li>
+<li class="toctree-l2"><a class="reference internal" href="deployment.html#id2">Deploying to Render</a></li>
+<li class="toctree-l2"><a class="reference internal" href="deployment.html#id3">Deploying to Replit</a></li>
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="deployment.html#secrets-configuration">Secrets Configuration</a></li>
diff --git a/docs/searchindex.js b/docs/searchindex.js
index b622b2bb..7a5df663 100644
--- a/docs/searchindex.js
+++ b/docs/searchindex.js
@@ -1 +1 @@
-Search.setIndex({"docnames": ["backtesting", "backtesting.backtesting_function", "backtesting.how_to_backtest", "backtesting.indicators_files", "backtesting.logs_csv", "backtesting.pandas", "backtesting.polygon", "backtesting.tearsheet_html", "backtesting.thetadata", "backtesting.trades_files", "backtesting.yahoo", "brokers", "brokers.alpaca", "brokers.ccxt", "brokers.interactive_brokers", "brokers.tradier", "deployment", "entities", "entities.asset", "entities.bars", "entities.data", "entities.order", "entities.position", "entities.trading_fee", "getting_started", "index", "lifecycle_methods", "lifecycle_methods.after_market_closes", "lifecycle_methods.before_market_closes", "lifecycle_methods.before_market_opens", "lifecycle_methods.before_starting_trading", "lifecycle_methods.initialize", "lifecycle_methods.on_abrupt_closing", "lifecycle_methods.on_bot_crash", "lifecycle_methods.on_canceled_order", "lifecycle_methods.on_filled_order", "lifecycle_methods.on_new_order", "lifecycle_methods.on_parameters_updated", "lifecycle_methods.on_partially_filled_order", "lifecycle_methods.on_trading_iteration", "lifecycle_methods.summary", "lifecycle_methods.trace_stats", "lumibot.backtesting", "lumibot.data_sources", "lumibot.strategies", "lumibot.traders", "strategy_methods", "strategy_methods.account", "strategy_methods.account/lumibot.strategies.strategy.Strategy.get_cash", "strategy_methods.account/lumibot.strategies.strategy.Strategy.get_parameters", "strategy_methods.account/lumibot.strategies.strategy.Strategy.get_portfolio_value", "strategy_methods.account/lumibot.strategies.strategy.Strategy.get_position", "strategy_methods.account/lumibot.strategies.strategy.Strategy.get_positions", "strategy_methods.account/lumibot.strategies.strategy.Strategy.set_parameters", "strategy_methods.account/strategies.strategy.Strategy.get_cash", "strategy_methods.account/strategies.strategy.Strategy.get_parameters", "strategy_methods.account/strategies.strategy.Strategy.get_portfolio_value", "strategy_methods.account/strategies.strategy.Strategy.get_position", "strategy_methods.account/strategies.strategy.Strategy.get_positions", "strategy_methods.account/strategies.strategy.Strategy.set_parameters", "strategy_methods.chart", "strategy_methods.chart/lumibot.strategies.strategy.Strategy.add_line", "strategy_methods.chart/lumibot.strategies.strategy.Strategy.add_marker", "strategy_methods.chart/lumibot.strategies.strategy.Strategy.get_lines_df", "strategy_methods.chart/lumibot.strategies.strategy.Strategy.get_markers_df", "strategy_methods.chart/strategies.strategy.Strategy.add_line", "strategy_methods.chart/strategies.strategy.Strategy.add_marker", "strategy_methods.chart/strategies.strategy.Strategy.get_lines_df", "strategy_methods.chart/strategies.strategy.Strategy.get_markers_df", "strategy_methods.data", "strategy_methods.data/lumibot.strategies.strategy.Strategy.cancel_realtime_bars", "strategy_methods.data/lumibot.strategies.strategy.Strategy.get_historical_prices", "strategy_methods.data/lumibot.strategies.strategy.Strategy.get_historical_prices_for_assets", "strategy_methods.data/lumibot.strategies.strategy.Strategy.get_last_price", "strategy_methods.data/lumibot.strategies.strategy.Strategy.get_last_prices", "strategy_methods.data/lumibot.strategies.strategy.Strategy.get_next_trading_day", "strategy_methods.data/lumibot.strategies.strategy.Strategy.get_quote", "strategy_methods.data/lumibot.strategies.strategy.Strategy.get_realtime_bars", "strategy_methods.data/lumibot.strategies.strategy.Strategy.get_yesterday_dividend", "strategy_methods.data/lumibot.strategies.strategy.Strategy.get_yesterday_dividends", "strategy_methods.data/lumibot.strategies.strategy.Strategy.start_realtime_bars", "strategy_methods.datetime", "strategy_methods.datetime/lumibot.strategies.strategy.Strategy.get_datetime", "strategy_methods.datetime/lumibot.strategies.strategy.Strategy.get_datetime_range", "strategy_methods.datetime/lumibot.strategies.strategy.Strategy.get_last_day", "strategy_methods.datetime/lumibot.strategies.strategy.Strategy.get_last_minute", "strategy_methods.datetime/lumibot.strategies.strategy.Strategy.get_round_day", "strategy_methods.datetime/lumibot.strategies.strategy.Strategy.get_round_minute", "strategy_methods.datetime/lumibot.strategies.strategy.Strategy.get_timestamp", "strategy_methods.datetime/lumibot.strategies.strategy.Strategy.localize_datetime", "strategy_methods.datetime/lumibot.strategies.strategy.Strategy.to_default_timezone", "strategy_methods.datetime/strategies.strategy.Strategy.get_datetime", "strategy_methods.datetime/strategies.strategy.Strategy.get_datetime_range", "strategy_methods.datetime/strategies.strategy.Strategy.get_last_day", "strategy_methods.datetime/strategies.strategy.Strategy.get_last_minute", "strategy_methods.datetime/strategies.strategy.Strategy.get_round_day", "strategy_methods.datetime/strategies.strategy.Strategy.get_round_minute", "strategy_methods.datetime/strategies.strategy.Strategy.get_timestamp", "strategy_methods.datetime/strategies.strategy.Strategy.localize_datetime", "strategy_methods.datetime/strategies.strategy.Strategy.to_default_timezone", "strategy_methods.misc", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.await_market_to_close", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.await_market_to_open", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.get_parameters", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.log_message", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.set_market", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.sleep", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.update_parameters", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.wait_for_order_execution", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.wait_for_order_registration", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.wait_for_orders_execution", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.wait_for_orders_registration", "strategy_methods.misc/strategies.strategy.Strategy.await_market_to_close", "strategy_methods.misc/strategies.strategy.Strategy.await_market_to_open", "strategy_methods.misc/strategies.strategy.Strategy.get_parameters", "strategy_methods.misc/strategies.strategy.Strategy.log_message", "strategy_methods.misc/strategies.strategy.Strategy.set_market", "strategy_methods.misc/strategies.strategy.Strategy.sleep", "strategy_methods.misc/strategies.strategy.Strategy.update_parameters", "strategy_methods.misc/strategies.strategy.Strategy.wait_for_order_execution", "strategy_methods.misc/strategies.strategy.Strategy.wait_for_order_registration", "strategy_methods.misc/strategies.strategy.Strategy.wait_for_orders_execution", "strategy_methods.misc/strategies.strategy.Strategy.wait_for_orders_registration", "strategy_methods.options", "strategy_methods.options/lumibot.strategies.strategy.Strategy.get_chain", "strategy_methods.options/lumibot.strategies.strategy.Strategy.get_chains", "strategy_methods.options/lumibot.strategies.strategy.Strategy.get_expiration", "strategy_methods.options/lumibot.strategies.strategy.Strategy.get_greeks", "strategy_methods.options/lumibot.strategies.strategy.Strategy.get_multiplier", "strategy_methods.options/lumibot.strategies.strategy.Strategy.get_next_trading_day", "strategy_methods.options/lumibot.strategies.strategy.Strategy.get_strikes", "strategy_methods.options/lumibot.strategies.strategy.Strategy.options_expiry_to_datetime_date", "strategy_methods.options/strategies.strategy.Strategy.get_chain", "strategy_methods.options/strategies.strategy.Strategy.get_chains", "strategy_methods.options/strategies.strategy.Strategy.get_expiration", "strategy_methods.options/strategies.strategy.Strategy.get_greeks", "strategy_methods.options/strategies.strategy.Strategy.get_multiplier", "strategy_methods.options/strategies.strategy.Strategy.get_next_trading_day", "strategy_methods.options/strategies.strategy.Strategy.get_option_expiration_after_date", "strategy_methods.options/strategies.strategy.Strategy.get_strikes", "strategy_methods.options/strategies.strategy.Strategy.options_expiry_to_datetime_date", "strategy_methods.orders", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.cancel_open_orders", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.cancel_order", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.cancel_orders", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.create_order", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.get_asset_potential_total", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.get_order", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.get_orders", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.get_selling_order", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.sell_all", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.submit_order", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.submit_orders", "strategy_methods.orders/strategies.strategy.Strategy.cancel_open_orders", "strategy_methods.orders/strategies.strategy.Strategy.cancel_order", "strategy_methods.orders/strategies.strategy.Strategy.cancel_orders", "strategy_methods.orders/strategies.strategy.Strategy.create_order", "strategy_methods.orders/strategies.strategy.Strategy.get_asset_potential_total", "strategy_methods.orders/strategies.strategy.Strategy.get_order", "strategy_methods.orders/strategies.strategy.Strategy.get_orders", "strategy_methods.orders/strategies.strategy.Strategy.get_selling_order", "strategy_methods.orders/strategies.strategy.Strategy.sell_all", "strategy_methods.orders/strategies.strategy.Strategy.submit_order", "strategy_methods.orders/strategies.strategy.Strategy.submit_orders", "strategy_methods.parameters", "strategy_properties", "strategy_properties/lumibot.strategies.strategy.Strategy.cash", "strategy_properties/lumibot.strategies.strategy.Strategy.first_iteration", "strategy_properties/lumibot.strategies.strategy.Strategy.initial_budget", "strategy_properties/lumibot.strategies.strategy.Strategy.is_backtesting", "strategy_properties/lumibot.strategies.strategy.Strategy.last_on_trading_iteration_datetime", "strategy_properties/lumibot.strategies.strategy.Strategy.minutes_before_closing", "strategy_properties/lumibot.strategies.strategy.Strategy.minutes_before_opening", "strategy_properties/lumibot.strategies.strategy.Strategy.name", "strategy_properties/lumibot.strategies.strategy.Strategy.portfolio_value", "strategy_properties/lumibot.strategies.strategy.Strategy.pytz", "strategy_properties/lumibot.strategies.strategy.Strategy.quote_asset", "strategy_properties/lumibot.strategies.strategy.Strategy.sleeptime", "strategy_properties/lumibot.strategies.strategy.Strategy.timezone", "strategy_properties/lumibot.strategies.strategy.Strategy.unspent_money", "strategy_properties/lumibot.strategies.strategy.pytz", "strategy_properties/strategies.strategy.Strategy.cash", "strategy_properties/strategies.strategy.Strategy.first_iteration", "strategy_properties/strategies.strategy.Strategy.initial_budget", "strategy_properties/strategies.strategy.Strategy.is_backtesting", "strategy_properties/strategies.strategy.Strategy.last_on_trading_iteration_datetime", "strategy_properties/strategies.strategy.Strategy.minutes_before_closing", "strategy_properties/strategies.strategy.Strategy.minutes_before_opening", "strategy_properties/strategies.strategy.Strategy.name", "strategy_properties/strategies.strategy.Strategy.portfolio_value", "strategy_properties/strategies.strategy.Strategy.pytz", "strategy_properties/strategies.strategy.Strategy.quote_asset", "strategy_properties/strategies.strategy.Strategy.sleeptime", "strategy_properties/strategies.strategy.Strategy.timezone", "strategy_properties/strategies.strategy.Strategy.unspent_money"], "filenames": ["backtesting.rst", "backtesting.backtesting_function.rst", "backtesting.how_to_backtest.rst", "backtesting.indicators_files.rst", "backtesting.logs_csv.rst", "backtesting.pandas.rst", "backtesting.polygon.rst", "backtesting.tearsheet_html.rst", "backtesting.thetadata.rst", "backtesting.trades_files.rst", "backtesting.yahoo.rst", "brokers.rst", "brokers.alpaca.rst", "brokers.ccxt.rst", "brokers.interactive_brokers.rst", "brokers.tradier.rst", "deployment.rst", "entities.rst", "entities.asset.rst", "entities.bars.rst", "entities.data.rst", "entities.order.rst", "entities.position.rst", "entities.trading_fee.rst", "getting_started.rst", "index.rst", "lifecycle_methods.rst", "lifecycle_methods.after_market_closes.rst", "lifecycle_methods.before_market_closes.rst", "lifecycle_methods.before_market_opens.rst", "lifecycle_methods.before_starting_trading.rst", "lifecycle_methods.initialize.rst", "lifecycle_methods.on_abrupt_closing.rst", "lifecycle_methods.on_bot_crash.rst", "lifecycle_methods.on_canceled_order.rst", "lifecycle_methods.on_filled_order.rst", "lifecycle_methods.on_new_order.rst", "lifecycle_methods.on_parameters_updated.rst", "lifecycle_methods.on_partially_filled_order.rst", "lifecycle_methods.on_trading_iteration.rst", "lifecycle_methods.summary.rst", "lifecycle_methods.trace_stats.rst", "lumibot.backtesting.rst", "lumibot.data_sources.rst", "lumibot.strategies.rst", "lumibot.traders.rst", "strategy_methods.rst", "strategy_methods.account.rst", "strategy_methods.account/lumibot.strategies.strategy.Strategy.get_cash.rst", "strategy_methods.account/lumibot.strategies.strategy.Strategy.get_parameters.rst", "strategy_methods.account/lumibot.strategies.strategy.Strategy.get_portfolio_value.rst", "strategy_methods.account/lumibot.strategies.strategy.Strategy.get_position.rst", "strategy_methods.account/lumibot.strategies.strategy.Strategy.get_positions.rst", "strategy_methods.account/lumibot.strategies.strategy.Strategy.set_parameters.rst", "strategy_methods.account/strategies.strategy.Strategy.get_cash.rst", "strategy_methods.account/strategies.strategy.Strategy.get_parameters.rst", "strategy_methods.account/strategies.strategy.Strategy.get_portfolio_value.rst", "strategy_methods.account/strategies.strategy.Strategy.get_position.rst", "strategy_methods.account/strategies.strategy.Strategy.get_positions.rst", "strategy_methods.account/strategies.strategy.Strategy.set_parameters.rst", "strategy_methods.chart.rst", "strategy_methods.chart/lumibot.strategies.strategy.Strategy.add_line.rst", "strategy_methods.chart/lumibot.strategies.strategy.Strategy.add_marker.rst", "strategy_methods.chart/lumibot.strategies.strategy.Strategy.get_lines_df.rst", "strategy_methods.chart/lumibot.strategies.strategy.Strategy.get_markers_df.rst", "strategy_methods.chart/strategies.strategy.Strategy.add_line.rst", "strategy_methods.chart/strategies.strategy.Strategy.add_marker.rst", "strategy_methods.chart/strategies.strategy.Strategy.get_lines_df.rst", "strategy_methods.chart/strategies.strategy.Strategy.get_markers_df.rst", "strategy_methods.data.rst", "strategy_methods.data/lumibot.strategies.strategy.Strategy.cancel_realtime_bars.rst", "strategy_methods.data/lumibot.strategies.strategy.Strategy.get_historical_prices.rst", "strategy_methods.data/lumibot.strategies.strategy.Strategy.get_historical_prices_for_assets.rst", "strategy_methods.data/lumibot.strategies.strategy.Strategy.get_last_price.rst", "strategy_methods.data/lumibot.strategies.strategy.Strategy.get_last_prices.rst", "strategy_methods.data/lumibot.strategies.strategy.Strategy.get_next_trading_day.rst", "strategy_methods.data/lumibot.strategies.strategy.Strategy.get_quote.rst", "strategy_methods.data/lumibot.strategies.strategy.Strategy.get_realtime_bars.rst", "strategy_methods.data/lumibot.strategies.strategy.Strategy.get_yesterday_dividend.rst", "strategy_methods.data/lumibot.strategies.strategy.Strategy.get_yesterday_dividends.rst", "strategy_methods.data/lumibot.strategies.strategy.Strategy.start_realtime_bars.rst", "strategy_methods.datetime.rst", "strategy_methods.datetime/lumibot.strategies.strategy.Strategy.get_datetime.rst", "strategy_methods.datetime/lumibot.strategies.strategy.Strategy.get_datetime_range.rst", "strategy_methods.datetime/lumibot.strategies.strategy.Strategy.get_last_day.rst", "strategy_methods.datetime/lumibot.strategies.strategy.Strategy.get_last_minute.rst", "strategy_methods.datetime/lumibot.strategies.strategy.Strategy.get_round_day.rst", "strategy_methods.datetime/lumibot.strategies.strategy.Strategy.get_round_minute.rst", "strategy_methods.datetime/lumibot.strategies.strategy.Strategy.get_timestamp.rst", "strategy_methods.datetime/lumibot.strategies.strategy.Strategy.localize_datetime.rst", "strategy_methods.datetime/lumibot.strategies.strategy.Strategy.to_default_timezone.rst", "strategy_methods.datetime/strategies.strategy.Strategy.get_datetime.rst", "strategy_methods.datetime/strategies.strategy.Strategy.get_datetime_range.rst", "strategy_methods.datetime/strategies.strategy.Strategy.get_last_day.rst", "strategy_methods.datetime/strategies.strategy.Strategy.get_last_minute.rst", "strategy_methods.datetime/strategies.strategy.Strategy.get_round_day.rst", "strategy_methods.datetime/strategies.strategy.Strategy.get_round_minute.rst", "strategy_methods.datetime/strategies.strategy.Strategy.get_timestamp.rst", "strategy_methods.datetime/strategies.strategy.Strategy.localize_datetime.rst", "strategy_methods.datetime/strategies.strategy.Strategy.to_default_timezone.rst", "strategy_methods.misc.rst", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.await_market_to_close.rst", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.await_market_to_open.rst", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.get_parameters.rst", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.log_message.rst", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.set_market.rst", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.sleep.rst", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.update_parameters.rst", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.wait_for_order_execution.rst", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.wait_for_order_registration.rst", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.wait_for_orders_execution.rst", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.wait_for_orders_registration.rst", "strategy_methods.misc/strategies.strategy.Strategy.await_market_to_close.rst", "strategy_methods.misc/strategies.strategy.Strategy.await_market_to_open.rst", "strategy_methods.misc/strategies.strategy.Strategy.get_parameters.rst", "strategy_methods.misc/strategies.strategy.Strategy.log_message.rst", "strategy_methods.misc/strategies.strategy.Strategy.set_market.rst", "strategy_methods.misc/strategies.strategy.Strategy.sleep.rst", "strategy_methods.misc/strategies.strategy.Strategy.update_parameters.rst", "strategy_methods.misc/strategies.strategy.Strategy.wait_for_order_execution.rst", "strategy_methods.misc/strategies.strategy.Strategy.wait_for_order_registration.rst", "strategy_methods.misc/strategies.strategy.Strategy.wait_for_orders_execution.rst", "strategy_methods.misc/strategies.strategy.Strategy.wait_for_orders_registration.rst", "strategy_methods.options.rst", "strategy_methods.options/lumibot.strategies.strategy.Strategy.get_chain.rst", "strategy_methods.options/lumibot.strategies.strategy.Strategy.get_chains.rst", "strategy_methods.options/lumibot.strategies.strategy.Strategy.get_expiration.rst", "strategy_methods.options/lumibot.strategies.strategy.Strategy.get_greeks.rst", "strategy_methods.options/lumibot.strategies.strategy.Strategy.get_multiplier.rst", "strategy_methods.options/lumibot.strategies.strategy.Strategy.get_next_trading_day.rst", "strategy_methods.options/lumibot.strategies.strategy.Strategy.get_strikes.rst", "strategy_methods.options/lumibot.strategies.strategy.Strategy.options_expiry_to_datetime_date.rst", "strategy_methods.options/strategies.strategy.Strategy.get_chain.rst", "strategy_methods.options/strategies.strategy.Strategy.get_chains.rst", "strategy_methods.options/strategies.strategy.Strategy.get_expiration.rst", "strategy_methods.options/strategies.strategy.Strategy.get_greeks.rst", "strategy_methods.options/strategies.strategy.Strategy.get_multiplier.rst", "strategy_methods.options/strategies.strategy.Strategy.get_next_trading_day.rst", "strategy_methods.options/strategies.strategy.Strategy.get_option_expiration_after_date.rst", "strategy_methods.options/strategies.strategy.Strategy.get_strikes.rst", "strategy_methods.options/strategies.strategy.Strategy.options_expiry_to_datetime_date.rst", "strategy_methods.orders.rst", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.cancel_open_orders.rst", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.cancel_order.rst", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.cancel_orders.rst", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.create_order.rst", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.get_asset_potential_total.rst", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.get_order.rst", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.get_orders.rst", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.get_selling_order.rst", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.sell_all.rst", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.submit_order.rst", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.submit_orders.rst", "strategy_methods.orders/strategies.strategy.Strategy.cancel_open_orders.rst", "strategy_methods.orders/strategies.strategy.Strategy.cancel_order.rst", "strategy_methods.orders/strategies.strategy.Strategy.cancel_orders.rst", "strategy_methods.orders/strategies.strategy.Strategy.create_order.rst", "strategy_methods.orders/strategies.strategy.Strategy.get_asset_potential_total.rst", "strategy_methods.orders/strategies.strategy.Strategy.get_order.rst", "strategy_methods.orders/strategies.strategy.Strategy.get_orders.rst", "strategy_methods.orders/strategies.strategy.Strategy.get_selling_order.rst", "strategy_methods.orders/strategies.strategy.Strategy.sell_all.rst", "strategy_methods.orders/strategies.strategy.Strategy.submit_order.rst", "strategy_methods.orders/strategies.strategy.Strategy.submit_orders.rst", "strategy_methods.parameters.rst", "strategy_properties.rst", "strategy_properties/lumibot.strategies.strategy.Strategy.cash.rst", "strategy_properties/lumibot.strategies.strategy.Strategy.first_iteration.rst", "strategy_properties/lumibot.strategies.strategy.Strategy.initial_budget.rst", "strategy_properties/lumibot.strategies.strategy.Strategy.is_backtesting.rst", "strategy_properties/lumibot.strategies.strategy.Strategy.last_on_trading_iteration_datetime.rst", "strategy_properties/lumibot.strategies.strategy.Strategy.minutes_before_closing.rst", "strategy_properties/lumibot.strategies.strategy.Strategy.minutes_before_opening.rst", "strategy_properties/lumibot.strategies.strategy.Strategy.name.rst", "strategy_properties/lumibot.strategies.strategy.Strategy.portfolio_value.rst", "strategy_properties/lumibot.strategies.strategy.Strategy.pytz.rst", "strategy_properties/lumibot.strategies.strategy.Strategy.quote_asset.rst", "strategy_properties/lumibot.strategies.strategy.Strategy.sleeptime.rst", "strategy_properties/lumibot.strategies.strategy.Strategy.timezone.rst", "strategy_properties/lumibot.strategies.strategy.Strategy.unspent_money.rst", "strategy_properties/lumibot.strategies.strategy.pytz.rst", "strategy_properties/strategies.strategy.Strategy.cash.rst", "strategy_properties/strategies.strategy.Strategy.first_iteration.rst", "strategy_properties/strategies.strategy.Strategy.initial_budget.rst", "strategy_properties/strategies.strategy.Strategy.is_backtesting.rst", "strategy_properties/strategies.strategy.Strategy.last_on_trading_iteration_datetime.rst", "strategy_properties/strategies.strategy.Strategy.minutes_before_closing.rst", "strategy_properties/strategies.strategy.Strategy.minutes_before_opening.rst", "strategy_properties/strategies.strategy.Strategy.name.rst", "strategy_properties/strategies.strategy.Strategy.portfolio_value.rst", "strategy_properties/strategies.strategy.Strategy.pytz.rst", "strategy_properties/strategies.strategy.Strategy.quote_asset.rst", "strategy_properties/strategies.strategy.Strategy.sleeptime.rst", "strategy_properties/strategies.strategy.Strategy.timezone.rst", "strategy_properties/strategies.strategy.Strategy.unspent_money.rst"], "titles": ["Backtesting", "Backtesting Function", "How To Backtest", "Indicators Files", "Logs CSV", "Pandas (CSV or other data)", "Polygon.io Backtesting", "Tearsheet HTML", "ThetaData Backtesting", "Trades Files", "Yahoo", "Brokers", "Alpaca", "Crypto Brokers (Using CCXT)", "Interactive Brokers", "Tradier", "Deployment Guide", "Entities", "Asset", "Bars", "Data", "Order", "Position", "Trading Fee", "What is Lumibot?", "Lumibot: Backtesting and Algorithmic Trading Library", "Lifecycle Methods", "def after_market_closes", "def before_market_closes", "def before_market_opens", "def before_starting_trading", "def initialize", "def on_abrupt_closing", "def on_bot_crash", "def on_canceled_order", "def on_filled_order", "def on_new_order", "def on_parameters_updated", "def on_partially_filled_order", "def on_trading_iteration", "Summary", "def trace_stats", "Backtesting", "Data Sources", "Strategies", "Traders", "Strategy Methods", "Account Management", "self.get_cash", "self.get_parameters", "self.get_portfolio_value", "self.get_position", "self.get_positions", "self.set_parameters", "self.get_cash", "self.get_parameters", "self.get_portfolio_value", "self.get_position", "self.get_positions", "self.set_parameters", "Chart Functions", "self.add_line", "self.add_marker", "self.get_lines_df", "self.get_markers_df", "self.add_line", "self.add_marker", "self.get_lines_df", "self.get_markers_df", "Data", "self.cancel_realtime_bars", "self.get_historical_prices", "self.get_historical_prices_for_assets", "self.get_last_price", "self.get_last_prices", "self.get_next_trading_day", "self.get_quote", "self.get_realtime_bars", "self.get_yesterday_dividend", "self.get_yesterday_dividends", "self.start_realtime_bars", "DateTime", "self.get_datetime", "self.get_datetime_range", "self.get_last_day", "self.get_last_minute", "self.get_round_day", "self.get_round_minute", "self.get_timestamp", "self.localize_datetime", "self.to_default_timezone", "self.get_datetime", "self.get_datetime_range", "self.get_last_day", "self.get_last_minute", "self.get_round_day", "self.get_round_minute", "self.get_timestamp", "self.localize_datetime", "self.to_default_timezone", "Miscellaneous", "self.await_market_to_close", "self.await_market_to_open", "self.get_parameters", "self.log_message", "self.set_market", "self.sleep", "self.update_parameters", "self.wait_for_order_execution", "self.wait_for_order_registration", "self.wait_for_orders_execution", "self.wait_for_orders_registration", "self.await_market_to_close", "self.await_market_to_open", "self.get_parameters", "self.log_message", "self.set_market", "self.sleep", "self.update_parameters", "self.wait_for_order_execution", "self.wait_for_order_registration", "self.wait_for_orders_execution", "self.wait_for_orders_registration", "Options", "self.get_chain", "self.get_chains", "self.get_expiration", "self.get_greeks", "self.get_multiplier", "self.get_next_trading_day", "self.get_strikes", "self.options_expiry_to_datetime_date", "self.get_chain", "self.get_chains", "self.get_expiration", "self.get_greeks", "self.get_multiplier", "self.get_next_trading_day", "self.get_option_expiration_after_date", "self.get_strikes", "self.options_expiry_to_datetime_date", "Order Management", "self.cancel_open_orders", "self.cancel_order", "self.cancel_orders", "self.create_order", "self.get_asset_potential_total", "self.get_order", "self.get_orders", "self.get_selling_order", "self.sell_all", "self.submit_order", "self.submit_orders", "self.cancel_open_orders", "self.cancel_order", "self.cancel_orders", "self.create_order", "self.get_asset_potential_total", "self.get_order", "self.get_orders", "self.get_selling_order", "self.sell_all", "self.submit_order", "self.submit_orders", "Parameters", "Strategy Properties", "self.cash", "self.first_iteration", "self.initial_budget", "self.is_backtesting", "self.last_on_trading_iteration_datetime", "self.minutes_before_closing", "self.minutes_before_opening", "self.name", "self.portfolio_value", "self.pytz", "self.quote_asset", "self.sleeptime", "self.timezone", "self.unspent_money", "self.pytz", "self.cash", "self.first_iteration", "self.initial_budget", "self.is_backtesting", "self.last_on_trading_iteration_datetime", "self.minutes_before_closing", "self.minutes_before_opening", "self.name", "self.portfolio_value", "self.pytz", "self.quote_asset", "self.sleeptime", "self.timezone", "self.unspent_money"], "terms": {"lumibot": [0, 1, 5, 6, 8, 10, 11, 12, 13, 14, 15, 17, 18, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 45, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 61, 62, 63, 64, 65, 66, 67, 68, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164], "ha": [0, 7, 19, 21, 25, 34, 35, 36, 38, 44, 70, 73, 77], "three": [0, 14, 19, 21], "mode": [0, 14, 16, 42, 169, 184], "yahoo": [0, 1, 2, 5, 19, 25, 71, 72, 105, 116], "daili": [0, 2, 5, 7, 10, 30, 71, 72], "stock": [0, 1, 2, 5, 6, 8, 9, 10, 12, 16, 18, 19, 20, 21, 22, 25, 31, 43, 105, 116, 125, 133, 145, 151, 156, 162], "data": [0, 1, 3, 6, 8, 10, 13, 17, 18, 19, 22, 25, 29, 30, 39, 44, 46, 61, 65, 70, 71, 72, 77, 80, 82, 88, 89, 90, 91, 97, 98, 99, 175, 178, 180, 190, 193], "from": [1, 5, 6, 7, 8, 10, 12, 13, 14, 15, 16, 18, 19, 20, 22, 24, 25, 40, 41, 43, 44, 71, 72, 75, 79, 124, 125, 126, 127, 128, 129, 130, 132, 133, 134, 135, 136, 137, 139, 145, 151, 152, 156, 162, 163], "panda": [0, 2, 10, 19, 20, 25, 61, 62, 63, 64, 65, 66, 67, 68, 71, 72, 77, 105, 116], "intra": [0, 5, 10], "dai": [0, 1, 2, 5, 6, 8, 10, 16, 20, 21, 25, 29, 30, 31, 39, 43, 71, 72, 75, 78, 79, 83, 84, 85, 86, 92, 93, 94, 95, 129, 137, 145, 152, 156, 163, 177, 192], "inter": [0, 5], "test": [0, 2, 14, 16], "futur": [0, 5, 12, 16, 18, 19, 25, 42, 43, 73, 145, 146, 151, 156, 157, 162, 179, 194], "us": [0, 1, 2, 3, 4, 5, 6, 7, 8, 10, 11, 14, 15, 16, 18, 19, 20, 21, 22, 23, 24, 25, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 54, 60, 61, 62, 65, 66, 69, 71, 72, 75, 81, 100, 104, 106, 115, 117, 126, 127, 128, 129, 130, 134, 135, 136, 137, 139, 141, 145, 156, 164, 165, 166, 176, 177, 179, 181, 191, 192, 194], "csv": [0, 2, 3, 9, 20, 25, 43], "suppli": [0, 10, 20], "you": [0, 1, 2, 5, 6, 8, 10, 11, 12, 13, 14, 15, 16, 19, 21, 24, 25, 28, 31, 43, 46, 47, 48, 50, 54, 56, 60, 61, 65, 69, 71, 72, 81, 100, 123, 141, 145, 156, 164, 165, 177, 192], "polygon": [0, 1, 5, 8, 10, 16, 25], "io": [0, 13, 14, 19, 25], "It": [0, 4, 5, 6, 7, 8, 13, 14, 16, 18, 21, 22, 24, 25, 40, 42, 43, 73, 76, 145, 156], "i": [0, 1, 2, 4, 5, 6, 7, 8, 10, 12, 13, 14, 15, 16, 18, 19, 20, 21, 22, 25, 27, 28, 29, 31, 33, 34, 35, 36, 38, 39, 40, 41, 42, 43, 45, 46, 48, 50, 51, 54, 56, 57, 61, 62, 65, 66, 71, 72, 73, 74, 75, 76, 81, 82, 84, 85, 86, 87, 88, 91, 93, 94, 95, 96, 97, 101, 102, 105, 112, 113, 116, 124, 125, 126, 128, 129, 131, 132, 133, 134, 136, 137, 140, 145, 146, 148, 150, 152, 156, 157, 159, 161, 163, 165, 166, 167, 169, 171, 172, 176, 177, 181, 182, 184, 186, 187, 191, 192], "recommend": [0, 14, 16, 24], "option": [0, 2, 6, 8, 9, 12, 15, 16, 18, 19, 21, 25, 31, 35, 38, 40, 42, 43, 46, 71, 73, 124, 125, 126, 127, 128, 130, 131, 132, 133, 134, 135, 136, 138, 139, 140, 145, 151, 156, 162], "crypto": [0, 1, 5, 7, 11, 16, 18, 19, 22, 25, 48, 50, 54, 56, 71, 73, 105, 116, 145, 151, 152, 156, 162, 163, 166, 174, 181, 189], "forex": [0, 2, 5, 6, 8, 12, 16, 18, 25, 43, 72, 73, 145, 151, 152, 156, 162, 163], "an": [0, 1, 2, 5, 6, 7, 8, 12, 13, 14, 15, 16, 18, 21, 22, 25, 33, 34, 35, 38, 39, 40, 42, 43, 51, 57, 71, 73, 74, 80, 101, 102, 104, 112, 113, 115, 125, 126, 130, 131, 133, 134, 139, 140, 143, 145, 146, 147, 151, 154, 156, 157, 158, 162, 164, 177, 192], "advanc": [0, 2, 5, 24, 25, 145, 156], "featur": [0, 2, 6, 8, 25], "allow": [0, 2, 4, 5, 6, 8, 16, 19, 21, 24, 25, 80, 145, 156, 164], "ani": [0, 1, 2, 5, 6, 7, 8, 10, 13, 14, 16, 20, 24, 40, 42, 61, 65, 71, 72, 104, 115, 144, 155, 164], "type": [0, 1, 2, 5, 12, 17, 18, 19, 20, 22, 24, 25, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 41, 42, 43, 45, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 63, 64, 67, 68, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 124, 125, 126, 128, 129, 130, 131, 132, 133, 134, 136, 137, 138, 139, 140, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193], "have": [0, 1, 2, 5, 6, 8, 10, 15, 16, 19, 21, 22, 24, 25, 27, 42, 46, 48, 50, 54, 56, 71, 77], "format": [0, 5, 18, 20, 43, 75, 124, 125, 129, 131, 132, 133, 137, 140], "requir": [0, 1, 2, 10, 13, 14, 16, 18, 21, 73, 74, 145, 152, 156, 163], "more": [0, 2, 3, 11, 13, 15, 16, 17, 19, 24, 25, 42, 43, 46, 69, 71, 100, 123, 127, 135, 141], "work": [0, 2, 5, 11, 14, 16, 24, 25, 71, 72, 76, 165], "setup": [0, 2], "most": [0, 5, 7, 16, 19, 24, 40, 71, 77, 127, 135], "user": [0, 2, 5, 10, 16, 20, 24, 26, 40, 44, 45, 143, 145, 154, 156], "all": [1, 4, 5, 13, 16, 19, 20, 24, 29, 32, 33, 42, 44, 45, 50, 52, 56, 58, 71, 72, 124, 126, 127, 128, 130, 132, 134, 135, 136, 139, 142, 144, 145, 148, 149, 150, 153, 155, 156, 159, 160, 161, 164], "other": [0, 2, 6, 8, 10, 13, 16, 19, 21, 24, 25, 40, 61, 65, 76, 100, 145, 156, 166, 181], "In": [0, 6, 8, 13, 16, 21, 42, 73, 74, 82, 84, 85, 86, 87, 88, 91, 93, 94, 95, 96, 97], "summari": [0, 6, 8, 25, 26], "here": [1, 2, 5, 6, 8, 11, 12, 13, 14, 15, 16, 17, 24, 25, 40, 164, 165], "descript": [1, 16], "function": [0, 2, 3, 13, 16, 20, 25, 31, 37, 40, 46, 47, 81, 141], "its": [1, 6, 8, 16, 21, 41], "paramet": [1, 2, 6, 8, 12, 18, 19, 20, 21, 22, 24, 25, 27, 28, 31, 32, 33, 34, 35, 36, 37, 38, 41, 42, 43, 44, 45, 46, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 61, 62, 65, 66, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 83, 86, 87, 89, 90, 92, 95, 96, 98, 99, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 142, 143, 144, 145, 146, 149, 150, 151, 152, 153, 154, 155, 156, 157, 160, 161, 162, 163, 171, 186], "thi": [1, 2, 5, 6, 8, 9, 12, 13, 14, 15, 16, 18, 19, 20, 21, 22, 24, 25, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 41, 42, 43, 44, 45, 48, 50, 54, 56, 61, 62, 65, 66, 71, 72, 73, 74, 76, 80, 82, 84, 85, 86, 87, 88, 91, 93, 94, 95, 96, 97, 106, 117, 145, 152, 156, 163, 166, 167, 176, 177, 181, 182, 191, 192], "true": [1, 5, 12, 13, 15, 16, 21, 23, 24, 25, 31, 42, 43, 45, 71, 72, 73, 104, 115, 150, 161, 167, 169, 182, 184], "kind": [1, 24], "do": [1, 5, 10, 13, 15, 19, 24, 25, 37, 46, 100, 145, 156], "strategi": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 16, 21, 22, 23, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 45, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193, 194], "arg": [1, 20, 43], "minutes_before_clos": [1, 25, 28, 31, 39, 101, 112], "1": [1, 2, 5, 6, 7, 8, 10, 12, 13, 14, 15, 16, 18, 19, 20, 21, 30, 43, 71, 72, 83, 89, 90, 92, 98, 99, 127, 135, 138, 145, 151, 152, 156, 162, 163, 177, 192], "minutes_before_open": [1, 25, 29, 102, 113], "60": [1, 19, 172, 187], "sleeptim": [1, 2, 6, 8, 13, 24, 25, 31, 39, 106, 117], "stats_fil": [1, 31], "none": [1, 12, 13, 16, 18, 19, 20, 21, 22, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 42, 43, 45, 48, 50, 51, 52, 53, 54, 56, 57, 58, 59, 61, 62, 65, 66, 70, 71, 72, 73, 74, 80, 83, 92, 101, 102, 104, 105, 106, 107, 112, 113, 115, 116, 117, 118, 127, 130, 135, 139, 142, 143, 144, 145, 147, 149, 150, 153, 154, 155, 156, 158, 160, 161], "risk_free_r": [1, 43, 127, 135], "logfil": [1, 45], "config": [1, 12, 13, 15, 16, 24, 42], "auto_adjust": [1, 43], "fals": [1, 12, 13, 15, 16, 21, 24, 25, 31, 42, 43, 45, 72, 73, 82, 91, 104, 115, 127, 135, 145, 150, 156, 161], "name": [0, 1, 5, 10, 16, 18, 20, 24, 25, 31, 43, 45, 61, 62, 65, 66, 73, 104, 115, 164], "budget": [1, 5, 10, 16, 24, 31, 168, 183], "benchmark_asset": [1, 2, 6, 8, 24], "spy": [1, 2, 5, 6, 8, 18, 21, 24, 29, 30, 31, 35, 39, 43, 70, 71, 72, 73, 74, 78, 79, 108, 109, 110, 111, 119, 120, 121, 122, 124, 125, 126, 127, 128, 130, 132, 133, 134, 135, 136, 139, 143, 145, 149, 151, 152, 154, 156, 160, 162, 163, 164], "plot_file_html": 1, "trades_fil": 1, "settings_fil": 1, "pandas_data": [1, 5, 24, 42, 43], "quote_asset": [1, 13, 18, 22, 25, 151, 152, 162, 163], "usd": [1, 18, 20, 71, 72, 73, 145, 151, 152, 156, 162, 163], "starting_posit": 1, "show_plot": [1, 45], "tearsheet_fil": 1, "save_tearsheet": [1, 45], "show_tearsheet": [1, 45], "buy_trading_fe": [1, 24], "sell_trading_fe": [1, 24], "api_kei": [1, 12, 24, 25, 42, 43], "polygon_api_kei": [1, 2, 16], "polygon_has_paid_subscript": 1, "indicators_fil": 1, "show_ind": [1, 45], "save_logfil": 1, "kwarg": [1, 12, 18, 20, 42, 43, 152, 163], "datasource_class": 1, "class": [1, 2, 5, 6, 8, 10, 12, 13, 15, 16, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 164], "The": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 12, 13, 14, 16, 18, 19, 20, 21, 22, 26, 27, 33, 34, 35, 36, 37, 38, 40, 42, 43, 44, 48, 49, 50, 53, 54, 55, 56, 59, 61, 62, 63, 64, 65, 66, 67, 68, 71, 72, 74, 75, 76, 77, 78, 79, 80, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 103, 105, 107, 114, 116, 118, 124, 125, 126, 127, 128, 129, 130, 132, 133, 134, 135, 136, 137, 138, 139, 145, 146, 149, 150, 152, 156, 157, 160, 161, 163, 164, 166, 168, 170, 171, 172, 173, 174, 175, 176, 178, 180, 181, 183, 185, 186, 187, 188, 189, 190, 191, 193], "datasourc": [1, 8, 42, 43], "For": [1, 2, 3, 5, 7, 10, 13, 16, 18, 19, 21, 25, 27, 43, 48, 50, 54, 56, 108, 109, 110, 111, 119, 120, 121, 122, 145, 151, 152, 156, 162, 163, 164], "exampl": [1, 2, 6, 8, 11, 12, 14, 16, 18, 19, 24, 25, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 43, 51, 52, 57, 58, 61, 62, 65, 66, 70, 71, 72, 73, 74, 78, 79, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 101, 102, 104, 105, 106, 108, 109, 110, 111, 112, 113, 115, 116, 117, 119, 120, 121, 122, 124, 125, 126, 127, 128, 130, 131, 132, 133, 134, 135, 136, 138, 139, 140, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193], "want": [1, 2, 5, 8, 10, 12, 13, 15, 16, 24, 25, 40, 43, 61, 65], "financ": [1, 2, 10, 25], "would": [1, 2, 5, 15, 18, 24, 25, 43, 50, 56, 145, 156, 177, 192], "pass": [1, 2, 5, 8, 10, 17, 27, 35, 39, 40, 44, 101, 102, 112, 113, 127, 135, 145, 156], "yahoodatabacktest": [1, 10, 24, 25, 31], "backtesting_start": [1, 2, 5, 6, 8, 10, 24, 25, 31, 42], "datetim": [1, 2, 5, 6, 8, 10, 13, 18, 19, 20, 24, 25, 31, 42, 43, 46, 61, 62, 65, 66, 71, 75, 77, 80, 82, 83, 89, 90, 91, 92, 98, 99, 126, 129, 131, 134, 137, 138, 140, 145, 156, 170, 185], "start": [1, 2, 5, 6, 7, 8, 10, 11, 13, 16, 19, 20, 29, 31, 43, 71, 72, 77, 80, 101, 112, 172, 187], "date": [0, 1, 2, 5, 6, 8, 10, 18, 20, 25, 31, 43, 73, 75, 81, 124, 125, 126, 127, 128, 129, 131, 132, 133, 134, 135, 136, 137, 138, 140, 145, 156], "period": [1, 2, 5, 7, 13, 20, 80], "backtesting_end": [1, 2, 5, 6, 8, 10, 24, 25, 31], "end": [1, 2, 6, 7, 8, 10, 19, 20, 25, 41], "int": [1, 12, 18, 20, 21, 35, 38, 43, 61, 62, 65, 66, 71, 72, 80, 83, 84, 85, 86, 87, 88, 92, 93, 94, 95, 96, 97, 101, 102, 112, 113, 145, 146, 156, 157, 171, 172, 177, 186, 187, 192], "number": [1, 12, 14, 15, 16, 20, 21, 28, 31, 43, 71, 72, 83, 86, 87, 92, 95, 96, 145, 156, 171, 172, 177, 186, 187, 192], "minut": [1, 5, 13, 16, 19, 20, 24, 25, 28, 29, 31, 39, 42, 43, 71, 72, 83, 85, 87, 92, 94, 96, 101, 102, 112, 113, 171, 172, 177, 186, 187, 192], "befor": [1, 2, 5, 7, 10, 13, 14, 16, 19, 21, 24, 25, 28, 29, 30, 31, 39, 40, 41, 43, 71, 72, 101, 102, 112, 113, 150, 161, 171, 172, 186, 187], "close": [1, 5, 12, 13, 19, 20, 21, 27, 28, 31, 32, 39, 42, 50, 56, 71, 73, 74, 77, 80, 101, 102, 112, 113, 150, 161, 171, 186], "method": [1, 6, 8, 18, 19, 21, 22, 25, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 69, 100, 123, 124, 126, 128, 130, 132, 134, 136, 139, 164, 167, 171, 172, 177, 182, 186, 187, 192], "call": [1, 5, 6, 8, 18, 19, 21, 27, 31, 33, 34, 35, 37, 38, 39, 40, 41, 43, 71, 73, 74, 124, 125, 127, 132, 133, 135, 151, 162], "open": [1, 2, 5, 12, 16, 19, 20, 21, 24, 28, 29, 30, 39, 42, 62, 66, 71, 77, 80, 101, 102, 112, 113, 142, 143, 144, 148, 150, 153, 154, 155, 159, 161, 172, 187], "second": [1, 12, 21, 31, 39, 42, 72, 80, 100, 106, 117, 177, 192], "sleep": [1, 2, 25, 39, 46, 100, 101, 112, 177, 192], "between": [1, 2, 13, 19, 20, 25, 31, 71, 177, 192], "each": [0, 1, 2, 3, 5, 7, 9, 13, 19, 21, 25, 29, 31, 39, 40, 43, 44, 46, 52, 58, 71, 79, 125, 133, 148, 150, 159, 161], "iter": [1, 2, 6, 8, 13, 20, 31, 39, 40, 167, 170, 182, 185], "str": [1, 18, 19, 20, 21, 22, 43, 51, 57, 61, 62, 65, 66, 71, 72, 73, 74, 75, 83, 92, 104, 105, 115, 116, 124, 125, 126, 128, 129, 131, 132, 133, 134, 136, 137, 140, 145, 152, 156, 163, 173, 177, 178, 188, 192, 193], "file": [1, 4, 5, 7, 14, 16, 24, 25, 100, 104, 115, 164], "write": [1, 2, 6, 8], "stat": [1, 27, 41], "float": [1, 5, 18, 19, 21, 22, 35, 38, 42, 43, 48, 50, 54, 56, 61, 62, 65, 66, 73, 74, 78, 79, 101, 102, 106, 112, 113, 117, 127, 130, 135, 139, 145, 146, 152, 156, 157, 163, 166, 168, 174, 181, 183, 189], "risk": [1, 7, 24, 127, 135], "free": [1, 2, 6, 8, 16, 22, 25, 127, 135], "rate": [1, 6, 8, 19, 127, 135], "log": [0, 1, 2, 7, 10, 14, 15, 16, 18, 25, 41, 100, 104, 115], "dict": [1, 20, 37, 41, 43, 45, 49, 53, 55, 59, 76, 103, 107, 114, 118, 145, 156], "set": [1, 2, 6, 8, 11, 14, 15, 16, 18, 19, 20, 21, 24, 25, 28, 31, 42, 43, 53, 59, 71, 72, 77, 105, 116, 124, 132, 145, 156, 164, 165, 171, 172, 177, 186, 187, 192], "up": [1, 2, 5, 6, 11, 14, 16, 18, 24, 25, 62, 66], "broker": [1, 5, 12, 15, 18, 19, 21, 22, 23, 24, 25, 31, 34, 35, 36, 38, 44, 71, 72, 73, 76, 80, 108, 109, 110, 111, 119, 120, 121, 122, 127, 135, 145, 151, 152, 156, 162, 163, 166, 181], "live": [1, 2, 12, 14, 16, 19, 24, 42, 43, 81, 82, 84, 85, 86, 87, 88, 91, 93, 94, 95, 96, 97, 105, 116], "trade": [0, 1, 4, 5, 10, 11, 13, 14, 16, 17, 18, 19, 20, 26, 29, 30, 31, 32, 39, 40, 42, 43, 44, 51, 57, 72, 73, 75, 77, 80, 81, 82, 84, 85, 86, 87, 88, 91, 93, 94, 95, 96, 97, 105, 116, 125, 129, 133, 137, 145, 156, 170, 185], "bool": [1, 21, 42, 43, 45, 71, 72, 73, 104, 115, 127, 135, 152, 163, 167, 169, 182, 184], "whether": [1, 21, 43, 45, 71, 81, 127, 135, 145, 156], "automat": [1, 6, 8, 21, 145, 146, 156, 157], "adjust": [1, 7, 20, 43], "initi": [1, 2, 6, 8, 13, 14, 24, 25, 26, 40, 105, 116, 164, 168, 171, 172, 177, 183, 186, 187, 192], "asset": [1, 2, 5, 9, 12, 13, 16, 17, 19, 20, 21, 22, 25, 32, 33, 34, 35, 36, 38, 39, 42, 43, 48, 50, 51, 52, 54, 56, 57, 58, 61, 65, 70, 71, 72, 73, 74, 76, 77, 78, 79, 80, 124, 125, 126, 127, 128, 130, 132, 133, 134, 135, 136, 139, 145, 146, 151, 152, 156, 157, 162, 163, 166, 176, 181, 191], "benchmark": [1, 2, 7], "compar": [1, 7, 16], "If": [1, 5, 6, 8, 12, 13, 15, 16, 19, 20, 24, 25, 29, 31, 35, 39, 43, 71, 72, 73, 80, 101, 102, 104, 112, 113, 115, 130, 139, 142, 145, 150, 153, 156, 161], "string": [1, 16, 18, 19, 20, 21, 43, 71, 72, 104, 115, 131, 140, 145, 156, 177, 192], "convert": [1, 18, 19, 21, 25, 42, 43, 131, 140, 145, 156], "object": [1, 5, 10, 12, 17, 18, 19, 20, 21, 22, 23, 34, 35, 36, 38, 42, 43, 45, 51, 52, 57, 58, 70, 71, 72, 73, 74, 76, 77, 78, 79, 80, 108, 109, 110, 111, 119, 120, 121, 122, 125, 130, 133, 139, 143, 144, 145, 146, 147, 148, 151, 152, 154, 155, 156, 157, 158, 159, 162, 163, 175, 180, 190], "plot": [1, 10, 45, 62, 66], "html": [0, 1, 3, 9, 14, 19, 25], "list": [1, 2, 13, 17, 18, 19, 22, 24, 30, 42, 43, 46, 47, 52, 58, 60, 69, 72, 74, 79, 81, 83, 92, 100, 105, 110, 111, 116, 121, 122, 123, 126, 128, 130, 134, 136, 139, 141, 144, 148, 152, 155, 159, 163, 165], "A": [1, 5, 7, 10, 12, 21, 25, 43, 45, 51, 52, 57, 58, 76, 83, 92, 145, 152, 156, 163], "ar": [0, 1, 2, 3, 5, 7, 8, 10, 11, 12, 13, 14, 16, 17, 18, 19, 20, 21, 22, 24, 25, 37, 40, 43, 44, 46, 47, 52, 58, 60, 61, 62, 65, 66, 69, 72, 77, 80, 81, 100, 105, 116, 123, 124, 125, 127, 132, 133, 135, 141, 142, 145, 146, 148, 150, 152, 153, 156, 157, 159, 161, 163, 164, 166, 181], "when": [0, 1, 2, 5, 6, 8, 13, 16, 18, 19, 21, 24, 25, 26, 29, 31, 32, 33, 34, 35, 36, 37, 38, 39, 61, 62, 65, 66, 81, 145, 156, 166, 171, 181, 186], "pandasdatabacktest": [1, 5, 24], "contain": [1, 3, 19, 20, 39, 41, 77, 151, 152, 162, 163], "currenc": [18, 71, 145, 156, 166, 174, 176, 181, 189, 191], "get": [1, 2, 5, 6, 8, 10, 11, 12, 13, 16, 17, 19, 20, 21, 29, 30, 32, 37, 42, 43, 44, 46, 47, 48, 49, 50, 51, 52, 54, 55, 56, 57, 58, 60, 69, 71, 72, 74, 76, 78, 79, 81, 103, 114, 123, 146, 147, 148, 149, 157, 158, 159, 160, 164, 165, 166, 171, 172, 174, 177, 181, 186, 187, 189, 192], "valuat": 1, "measur": [1, 7], "overal": [1, 7], "porfolio": 1, "valu": [1, 3, 5, 9, 12, 13, 16, 18, 19, 20, 22, 27, 42, 44, 45, 47, 48, 50, 54, 56, 60, 61, 62, 65, 66, 71, 72, 127, 135, 152, 163, 174, 189], "usual": [1, 46, 177, 192], "usdt": [1, 18, 48, 50, 54, 56, 71, 73, 145, 156], "usdc": 1, "dictionari": [1, 5, 8, 15, 35, 41, 42, 43, 45, 72, 76, 124, 125, 126, 127, 128, 130, 132, 133, 134, 135, 136, 139, 145, 156, 164], "posit": [1, 13, 17, 21, 25, 35, 38, 42, 44, 50, 51, 52, 56, 57, 58, 146, 149, 150, 157, 160, 161, 166, 174, 181, 189], "100": [1, 5, 12, 13, 15, 18, 19, 24, 25, 31, 41, 43, 71, 72, 108, 109, 110, 111, 119, 120, 121, 122, 124, 125, 127, 132, 133, 135, 143, 144, 145, 151, 152, 154, 155, 156, 162, 163], "200": [1, 12, 35, 43, 72, 110, 111, 121, 122, 152, 163], "aapl": [1, 2, 5, 6, 8, 10, 12, 15, 18, 19, 22, 25, 31, 34, 35, 36, 38, 71, 72, 144, 155], "show": [1, 7, 51, 52, 57, 58, 146, 147, 148, 157, 158, 159], "tearsheet": [0, 1, 25, 45], "save": [1, 5, 10, 16, 24, 45], "These": [0, 1, 2, 3, 4, 7, 10, 31, 44, 53, 59, 81], "must": [1, 2, 5, 6, 8, 10, 12, 14, 15, 20, 21, 40, 71, 72, 130, 139, 145, 156], "within": [1, 16, 17, 106, 117, 142, 153], "tradingfe": [1, 23, 24, 25], "appli": [1, 16, 43], "bui": [1, 2, 5, 6, 7, 8, 9, 10, 12, 13, 15, 18, 21, 24, 25, 35, 39, 44, 48, 54, 104, 108, 109, 110, 111, 115, 119, 120, 121, 122, 143, 144, 145, 151, 152, 154, 155, 156, 162, 163, 166, 181], "order": [1, 2, 5, 6, 8, 9, 10, 12, 13, 17, 18, 22, 24, 25, 28, 29, 34, 35, 36, 38, 39, 40, 42, 46, 104, 108, 109, 110, 111, 115, 119, 120, 121, 122, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 166, 181], "dure": [1, 2, 4, 7, 44, 72], "sell": [1, 7, 9, 21, 22, 28, 32, 33, 35, 39, 42, 44, 145, 149, 150, 151, 152, 156, 160, 161, 162, 163], "api": [1, 2, 6, 8, 10, 12, 13, 14, 15, 16, 19, 25, 127, 135], "kei": [1, 2, 3, 5, 6, 8, 12, 14, 15, 16, 20, 25, 45, 127, 135, 164], "onli": [1, 5, 10, 13, 14, 16, 18, 19, 20, 21, 22, 24, 25, 31, 40, 42, 43, 45, 71, 72, 73, 76, 80, 127, 135, 142, 152, 153, 163, 171, 186], "polygondatabacktest": [1, 2, 6, 8], "depric": 73, "pleas": [1, 2, 5, 6, 8, 10, 13, 21, 71, 179, 194], "instead": [1, 5, 16, 19, 42, 106, 117, 127, 135, 179, 194], "indic": [0, 1, 5, 13, 45, 51, 52, 57, 58, 61, 62, 63, 64, 65, 66, 67, 68, 71, 72, 152, 163], "directori": [5, 16], "default": [1, 5, 10, 16, 18, 19, 20, 31, 33, 43, 44, 53, 59, 61, 62, 65, 66, 71, 72, 73, 75, 90, 99, 105, 116, 124, 126, 127, 128, 129, 132, 134, 135, 136, 137, 145, 150, 152, 156, 161, 163, 171, 172, 175, 177, 178, 180, 186, 187, 190, 192, 193], "turn": [], "slow": 24, "down": [16, 24, 32, 62, 66], "return": [1, 7, 12, 18, 19, 20, 21, 22, 24, 25, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 41, 42, 43, 45, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 63, 64, 67, 68, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193], "result": [2, 5, 6, 8, 10, 24, 25, 41], "eg": [13, 18, 19, 24, 43, 46, 48, 50, 54, 56, 61, 62, 65, 66, 69, 76, 81, 104, 115, 124, 125, 132, 133, 145, 156, 177, 192], "import": [0, 1, 2, 5, 6, 7, 8, 10, 12, 13, 14, 15, 16, 18, 19, 25, 40, 41, 43, 44, 62, 66, 72, 79, 145, 151, 152, 156, 162, 163, 164], "simpl": [1, 5, 6, 8, 10, 15, 21, 25, 145, 156], "first": [1, 5, 6, 8, 10, 13, 15, 16, 19, 20, 21, 24, 25, 29, 31, 72, 167, 177, 182, 192], "mystrategi": [1, 2, 5, 6, 8, 10, 13, 15, 24, 25, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 44, 164], "def": [1, 2, 5, 6, 8, 10, 12, 13, 15, 24, 25, 26, 40, 105, 116, 164, 171, 172, 177, 186, 187, 192], "on_trading_iter": [1, 2, 5, 6, 8, 10, 13, 15, 24, 25, 26, 27, 40, 41, 46, 101, 102, 112, 113, 164, 167, 171, 177, 182, 186, 192], "self": [1, 2, 5, 6, 8, 10, 12, 13, 15, 18, 19, 21, 24, 25, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 46, 164], "first_iter": [1, 2, 5, 6, 8, 10, 25], "create_ord": [1, 2, 5, 6, 8, 10, 12, 13, 18, 21, 24, 25, 39, 46, 108, 109, 110, 111, 119, 120, 121, 122, 143, 144, 151, 152, 154, 155, 162, 163], "quantiti": [1, 2, 6, 7, 8, 10, 12, 13, 21, 22, 24, 25, 35, 38, 51, 52, 57, 58, 145, 156], "side": [1, 2, 6, 8, 12, 21, 24, 35, 42, 145, 156], "submit_ord": [1, 2, 5, 6, 8, 10, 13, 18, 21, 24, 25, 39, 42, 46, 108, 109, 110, 111, 119, 120, 121, 122, 143, 144, 145, 149, 154, 155, 156, 160], "creat": [1, 2, 5, 6, 7, 8, 10, 13, 15, 16, 18, 20, 21, 35, 71, 124, 126, 128, 130, 132, 134, 136, 139, 141, 143, 144, 145, 154, 155, 156], "2018": [1, 19], "31": [1, 5, 10, 24, 25, 43, 124, 125, 132, 133], "symbol": [1, 2, 5, 6, 8, 12, 13, 18, 19, 20, 21, 22, 24, 35, 43, 62, 66, 71, 72, 73, 145, 151, 152, 156, 162, 163], "qqq": 1, "asset_typ": [1, 5, 13, 18, 19, 43, 71, 72, 73, 145, 146, 151, 152, 156, 157, 162, 163], "note": [5, 10, 13, 14, 16, 19, 21, 42, 76, 145, 156], "ensur": [5, 10, 16, 20, 21, 24, 25, 145, 156], "instal": [0, 5, 10, 13, 14, 16], "latest": [2, 5, 10, 13, 16, 24, 25, 71], "version": [2, 5, 7, 10, 24, 25], "pip": [2, 5, 10, 13, 24, 25], "upgrad": [2, 5, 10, 24, 25], "proceed": [5, 10, 24], "been": [5, 10, 21, 22, 34, 35, 36, 38, 42, 73, 77], "some": [5, 10, 24, 25, 43, 44, 73, 145, 156], "major": [5, 10], "chang": [5, 10, 12, 15, 16, 19, 31], "backtest": [4, 5, 7, 10, 16, 20, 21, 23, 31, 43, 45, 62, 66, 71, 72, 73, 74, 81, 82, 84, 85, 86, 87, 88, 91, 93, 94, 95, 96, 97, 105, 116, 169, 184], "modul": [5, 10, 25], "situat": 5, "thei": [3, 5, 11, 16, 19, 25, 40, 80, 127, 135], "much": [5, 6, 8, 12], "easier": [5, 16], "intend": 5, "who": [5, 16, 51, 57, 146, 157], "own": [2, 5, 6, 8, 12, 13, 15, 16, 22, 24, 25, 149, 160], "after": [5, 6, 8, 13, 16, 20, 25, 27, 29, 30, 39, 41, 43, 62, 66, 71, 75, 129, 137, 138], "python": [2, 5, 24, 104, 115], "librari": [5, 7, 13, 15, 16, 24], "becaus": [3, 5, 6, 8, 10, 16, 42], "provid": [0, 2, 4, 5, 6, 8, 9, 16, 20, 43, 73, 74, 130, 139, 143, 144, 154, 155], "strictli": [5, 20], "can": [2, 5, 6, 8, 10, 11, 13, 14, 15, 16, 18, 19, 20, 21, 22, 24, 25, 28, 31, 40, 43, 44, 47, 48, 54, 60, 61, 62, 65, 66, 69, 71, 72, 81, 100, 123, 127, 135, 141, 145, 156, 164, 165, 177, 192], "parquet": 5, "databas": [2, 5, 16], "etc": [5, 15, 19, 20, 39, 44, 47, 60, 62, 66, 76, 147, 158], "wish": [5, 25], "accept": [5, 18], "one": [5, 7, 13, 16, 21, 24, 25, 40, 42, 46, 71, 108, 119, 145, 152, 156, 163], "time": [3, 5, 6, 8, 9, 12, 13, 16, 19, 20, 24, 31, 40, 42, 43, 44, 70, 71, 72, 77, 80, 81, 86, 87, 95, 96, 101, 102, 106, 112, 113, 117, 127, 135, 145, 156, 167, 177, 182, 192], "frame": 5, "raw": [5, 19, 21], "addition": [5, 10, 19], "possibl": [5, 31, 43, 61, 62, 65, 66, 152, 163], "like": [2, 5, 16, 20, 24, 25, 28, 29, 30, 31, 32, 42, 164], "secur": [2, 5, 10, 18, 21], "contract": [5, 18, 19, 21, 31, 42], "flexibl": [2, 5, 6, 8, 24], "also": [5, 10, 14, 16, 21, 24, 25, 31, 42, 71, 145, 150, 156, 161, 165], "difficult": 5, "follow": [2, 5, 6, 8, 13, 14, 16, 18, 19, 21, 25, 26, 29, 40, 77, 164, 177, 192], "backtestingbrok": [5, 6, 8, 10, 42], "next": [5, 6, 8, 12, 16, 25, 39, 75, 129, 137, 138], "your": [2, 5, 6, 7, 8, 10, 11, 12, 14, 17, 19, 21, 39, 40, 46, 47, 48, 50, 54, 56, 60, 69, 81, 100, 145, 156, 164, 165, 177, 192], "normal": [5, 15, 130, 139], "built": [2, 5, 25], "someth": [5, 13], "0000": 5, "hr": [5, 20], "2359": [5, 20], "last": [5, 13, 19, 20, 21, 27, 29, 30, 41, 42, 43, 71, 72, 73, 74, 84, 85, 93, 94, 170, 185], "consid": [5, 19, 176, 191], "zone": [5, 19], "unless": 5, "america": [5, 19, 43, 175, 178, 180, 190, 193], "new": [2, 5, 7, 16, 18, 19, 21, 25, 35, 36, 42, 53, 59, 145, 156, 166, 181], "york": [5, 16], "aka": 5, "est": 5, "receiv": 5, "index": [5, 18, 19, 20, 25, 77], "datetime64": [5, 20], "column": [5, 19, 20, 77], "high": [5, 19, 20, 24, 25, 42, 77, 80], "low": [5, 16, 19, 20, 42, 77, 80], "volum": [5, 19, 20, 77, 80], "should": [5, 10, 15, 19, 21, 26, 39, 42, 44, 73, 106, 117, 127, 135], "look": [2, 5, 14, 25], "2020": [5, 10, 24, 25, 71, 89, 90, 98, 99, 146, 151, 157, 162], "01": [5, 6, 8, 19, 24, 145, 146, 151, 156, 157, 162], "02": [5, 19], "09": 5, "00": [5, 43, 109, 120, 145, 151, 152, 156, 162, 163], "3237": 5, "3234": 5, "75": 5, "3235": 5, "25": [5, 16], "16808": 5, "32": 5, "10439": 5, "33": 5, "50": [5, 21, 31, 145, 156, 177, 192], "3233": 5, "8203": 5, "04": [5, 43], "22": 5, "15": [5, 19, 31, 43, 71, 72], "56": 5, "2800": 5, "2796": 5, "8272": 5, "57": 5, "2794": 5, "7440": 5, "58": 5, "2793": 5, "7569": 5, "download": [2, 5, 6, 8, 24, 25], "yfinanc": [5, 43], "yf": [5, 43], "5": [1, 2, 5, 6, 8, 16, 25, 31, 43, 71, 72, 105, 106, 116, 117, 145, 156, 164, 171, 177, 186, 192], "5d": 5, "interv": 5, "1m": [5, 20, 43], "to_csv": 5, "collect": [4, 5], "subsequ": [5, 6, 8], "ad": [5, 11, 13, 16, 18, 25, 71, 72], "One": [5, 16, 18, 21, 43, 145, 156], "differ": [2, 3, 5, 7, 11, 13, 16, 19, 24, 25, 44], "load": [5, 17, 20, 62, 66], "mai": [5, 13, 16, 18, 21, 24, 71, 72, 80, 145, 156], "might": [5, 13, 16], "entiti": [5, 13, 18, 19, 20, 21, 22, 23, 24, 25, 71, 72, 79, 145, 151, 152, 156, 162, 163], "assettyp": [5, 13, 18, 145, 151, 152, 156, 162, 163], "step": [2, 5], "pd": [5, 19], "awar": [5, 19], "go": [2, 5, 12, 14, 16, 24, 25], "df": [5, 13, 19, 20, 29, 71, 72], "read_csv": 5, "third": 5, "we": [5, 6, 7, 8, 10, 11, 13, 16, 24, 25, 27, 46, 71, 145, 156], "make": [2, 4, 5, 6, 8, 16, 21, 24, 25, 73, 74], "least": [5, 40], "timestep": [5, 20, 42, 43, 71, 72, 83, 92], "either": [5, 18, 20, 21, 71, 72, 73, 74], "add": [3, 5, 13, 16, 18, 21, 24, 31, 42, 45, 61, 62, 65, 66], "final": [5, 6, 8, 10, 25], "run": [0, 5, 6, 8, 10, 11, 12, 16, 20, 25, 29, 31, 32, 33, 36, 43, 45, 80, 101, 102, 112, 113, 142, 144, 153, 155, 169, 184], "trader": [5, 6, 8, 10, 12, 13, 14, 15, 25, 32], "data_sourc": [5, 12, 42, 43, 71, 72], "datetime_start": [5, 42], "datetime_end": [5, 42], "strat": 5, "100000": 5, "add_strategi": [5, 12, 13, 14, 15, 24, 25, 45], "run_al": [5, 13, 14, 15, 24, 25, 45], "put": [5, 12, 15, 18, 24], "togeth": [5, 24], "inform": [2, 3, 5, 9, 10, 13, 16, 42, 43, 76, 77, 125, 130, 133, 139, 145, 156, 165], "code": [2, 5, 6, 7, 8, 13, 16, 24, 25, 27, 28, 29, 32, 33, 34, 35, 36, 37, 38, 61, 65, 101, 102, 112, 113, 164], "sourc": [0, 5, 8, 13, 19, 82, 88, 89, 90, 91, 97, 98, 99, 175, 178, 180, 190, 193], "Then": [5, 13, 15, 71], "startegi": 5, "read": [5, 14, 24, 43], "folder": [2, 5, 10, 13, 16], "same": [5, 16, 21, 25, 72], "script": 5, "pick": [5, 10, 16, 25], "rang": [5, 13, 16, 19, 20], "full": [2, 6, 8, 11, 25, 124, 132], "link": [6, 8], "give": [6, 8, 13, 130, 139], "u": [6, 7, 8, 13, 20, 25, 174, 189], "credit": [6, 8, 152, 163], "sale": [6, 8], "http": [2, 6, 8, 12, 13, 14, 15, 16, 19, 24, 25], "utm_sourc": 6, "affili": 6, "utm_campaign": 6, "lumi10": [2, 6], "help": [2, 3, 6, 8, 24], "support": [2, 6, 7, 8, 13, 16, 20, 24, 25, 43, 62, 66, 127, 135, 145, 156], "project": [2, 6, 8, 16], "coupon": [2, 6, 8], "10": [2, 6, 8, 13, 16, 18, 19, 31, 39, 43, 62, 66, 81, 126, 134, 151, 152, 162, 163, 164, 171, 172, 177, 186, 187, 192], "off": [2, 6, 8], "robust": [6, 8], "fetch": [6, 8, 43, 125, 130, 133, 139], "price": [2, 6, 8, 9, 13, 15, 16, 18, 19, 20, 21, 22, 30, 35, 38, 42, 43, 44, 46, 61, 62, 65, 66, 69, 71, 72, 73, 74, 77, 127, 135, 145, 151, 152, 156, 162, 163], "cryptocurr": [1, 2, 6, 8, 13, 16, 19, 71, 72, 73, 74, 145, 156], "simplifi": [6, 8], "process": [4, 6, 8, 16, 24, 36, 38, 151, 152, 162, 163], "simpli": [6, 8], "polygondatasourc": 6, "get_last_pric": [2, 6, 8, 10, 13, 15, 19, 20, 25, 43, 46], "get_historical_pric": [6, 8, 13, 19, 25, 30, 43, 46, 72], "As": [6, 8, 16], "2": [2, 6, 16, 21, 29, 31, 61, 65, 71, 72, 110, 111, 121, 122, 152, 163, 177, 192], "year": [2, 6, 8], "histor": [2, 6, 8, 12, 13, 19, 25, 42, 43, 69, 71, 72], "pai": [6, 8], "mani": [6, 8, 13, 25, 31, 40, 80], "faster": [2, 6, 8], "won": [6, 8], "t": [6, 8, 13, 25], "limit": [6, 8, 13, 21, 42, 71, 72, 80, 109, 120, 145, 151, 152, 156, 162, 163], "cach": [6, 8], "comput": [6, 8, 16, 24, 25], "so": [6, 8, 10, 13, 16, 18, 21, 24, 25, 46, 81, 127, 135], "even": [2, 6, 8, 29, 152, 163], "take": [6, 8, 16, 21, 24, 40, 43, 61, 62, 65, 66, 72, 73, 74, 124, 132], "bit": [6, 8], "To": [0, 6, 8, 10, 13, 14, 15, 16, 21, 24, 25, 71], "need": [2, 6, 8, 13, 15, 16, 24, 26, 40, 42, 71, 72, 76], "obtain": [6, 8, 13, 43, 125, 126, 128, 130, 133, 134, 136, 139], "which": [2, 6, 7, 8, 9, 13, 16, 19, 20, 21, 31, 40, 48, 50, 54, 56, 73, 74, 75, 76, 127, 129, 135, 137, 177, 192], "dashboard": [6, 8, 24], "account": [2, 6, 8, 12, 13, 14, 15, 16, 25, 42, 46, 48, 50, 52, 54, 56, 58, 60, 149, 160, 166, 181], "replac": [2, 6, 8, 13], "your_polygon_api_kei": [2, 6], "necessari": [6, 8, 16, 42], "inherit": [6, 8, 44], "defin": [6, 7, 8, 13, 23, 26, 31, 40, 41, 42, 44, 164], "hold": [6, 8, 19, 22, 25, 35], "until": [6, 8, 12, 19, 101, 102, 112, 113, 145, 156], "determin": [6, 7, 8, 12, 21, 42, 105, 116, 145, 156, 165], "2023": [2, 6, 8, 43, 124, 125, 132, 133], "05": [6, 8, 145, 156], "my_strat": [], "": [2, 3, 6, 7, 8, 13, 15, 16, 17, 20, 24, 25, 37, 40, 45, 51, 57, 81, 82, 84, 85, 86, 87, 88, 89, 90, 91, 93, 94, 95, 96, 97, 98, 99, 127, 135, 146, 157, 164, 177, 192], "sure": [2, 6, 8, 24, 25], "form": [6, 20, 80, 105, 116, 126, 128, 134, 136, 166, 181], "1d": [2, 6, 8, 19, 20, 39, 43], "qty": [2, 6, 8], "portfolio_valu": [2, 6, 8, 10, 13, 25, 27, 41, 176, 191], "__name__": [2, 6, 8, 13], "__main__": [2, 6, 8, 13], "your_api_key_her": [], "power": [2, 6, 8, 16, 24, 25], "tool": [6, 8, 16, 25], "variou": [2, 6, 7, 8], "With": [2, 6, 8, 25], "capabl": [6, 8], "easi": [6, 8, 16, 24, 25], "integr": [6, 8], "versatil": [6, 8, 13, 16], "choic": [6, 8, 16], "websit": [2, 7, 10, 13, 15, 16], "avail": [2, 9, 10, 19, 20, 22, 25, 46, 71, 72, 105, 116, 127, 135, 152, 163, 166, 181], "includ": [2, 3, 7, 9, 10, 13, 16, 18, 19, 25, 31, 40, 43, 53, 59, 71, 123, 145, 147, 156, 158, 174, 189], "etf": [2, 10], "cannot": 10, "veri": [10, 16, 25], "easili": [10, 25, 31, 44], "modifi": [10, 24, 25], "anyth": 10, "There": [10, 11, 145, 156], "sever": [0, 2, 10, 11, 44, 164], "gener": [7, 10, 13, 15, 25, 150, 161], "aapl_pric": [10, 25], "alloc": 10, "11": [10, 16, 18, 25], "12": [10, 16, 18, 24, 25, 73], "re": [2, 11, 16, 25, 81], "speak": [11, 40], "learn": [11, 16, 24, 25], "about": [2, 9, 11, 25, 165], "how": [0, 3, 11, 12, 13, 16, 24, 25, 44, 71, 80, 165], "them": [2, 11, 16, 19, 24, 25, 46, 47, 60, 69, 81, 100, 123, 141, 144, 155], "alpaca": [11, 19, 25, 71, 72], "document": [11, 13, 16, 24, 25, 71], "interact": [11, 13, 19, 21, 25, 44, 71, 72, 73, 80], "ccxt": [11, 25], "configur": [2, 11, 14, 25], "tradier": [11, 25, 76, 152, 163], "max_work": [12, 42, 43, 72], "20": [12, 13, 21, 31, 42, 164], "chunk_siz": [12, 43, 72], "connect_stream": [12, 42], "base": [2, 7, 12, 13, 18, 19, 20, 21, 22, 23, 25, 39, 42, 43, 45, 71, 72, 73, 145, 156], "connect": [12, 13, 16, 104, 115], "tradeapi": 12, "rest": [12, 40], "get_timestamp": [12, 25, 43, 46], "current": [12, 13, 16, 20, 35, 36, 41, 42, 43, 48, 50, 51, 54, 56, 57, 61, 62, 65, 66, 71, 72, 76, 77, 81, 82, 83, 84, 85, 86, 87, 88, 91, 92, 93, 94, 95, 96, 97, 127, 135, 142, 148, 152, 153, 159, 163, 166, 174, 177, 181, 189, 192], "unix": 12, "timestamp": [2, 12, 19, 43, 61, 62, 65, 66, 84, 85, 86, 87, 88, 93, 94, 95, 96, 97], "represent": [12, 20, 21, 43, 71, 72], "is_market_open": [12, 42], "market": [2, 12, 13, 21, 24, 25, 27, 28, 29, 30, 31, 39, 42, 73, 74, 101, 102, 105, 108, 109, 110, 111, 112, 113, 116, 119, 120, 121, 122, 145, 150, 151, 152, 156, 161, 162, 163, 171, 172, 174, 186, 187, 189], "get_time_to_open": [12, 42], "remain": [12, 38, 42, 171, 186], "get_time_to_clos": [12, 42], "alpaca_config": [12, 24, 25], "your_api_kei": [12, 13], "secret": [12, 13, 15, 24, 25], "api_secret": [12, 24, 25], "your_api_secret": 12, "endpoint": 12, "paper": [12, 14, 15, 16, 25, 43], "print": [12, 41], "alpacastrategi": 12, "on_trading_inter": [12, 31], "order_typ": [12, 152, 163], "asset_type_map": 12, "us_equ": 12, "cancel_ord": [12, 25, 42, 46, 148, 159], "cancel": [12, 21, 29, 34, 42, 70, 108, 110, 119, 121, 141, 142, 143, 144, 145, 148, 150, 153, 154, 155, 156, 159, 161], "wa": [2, 12, 13, 26, 29, 32, 33, 40, 42, 71, 166, 181], "get_historical_account_valu": [12, 42], "1400": 12, "1600": 12, "7": [12, 13, 16, 25, 31, 105, 116], "0830": 12, "0930": 12, "3": [2, 12, 16, 145, 156], "600": 12, "sampl": [12, 25], "1612172730": 12, "000234": 12, "boolean": [12, 150, 152, 161, 163], "map_asset_typ": 12, "orderdata": 12, "to_request_field": 12, "guid": [2, 13, 15, 24, 25], "cryoptocurr": 13, "through": [2, 13], "popular": 13, "interest": [7, 13, 127, 135], "find": [13, 14, 15, 16, 25, 43, 75, 126, 128, 129, 130, 134, 136, 137, 138, 139], "readthedoc": 13, "en": 13, "enabl": [13, 14], "wide": [13, 16, 62, 66], "coinbas": [13, 25], "pro": 13, "binanc": [13, 25], "kraken": [13, 25, 145, 156], "kucoin": [13, 25], "constantli": [13, 25], "don": [13, 25], "see": [2, 13, 14, 16, 18, 19, 24, 25, 43, 47, 60, 69, 81, 100, 123, 141], "let": 13, "know": [13, 17], "ll": [13, 15, 25], "desir": [13, 20, 80, 127, 135], "credenti": [13, 14], "rememb": [13, 25], "under": [13, 16, 24], "similar": [13, 16, 29], "alwai": [13, 29, 42, 105, 116, 166, 181], "24": [13, 31, 105, 116], "set_market": [13, 25, 31, 46], "few": [13, 16, 25, 100], "common": 13, "coinbase_config": 13, "exchange_id": 13, "apikei": 13, "your_secret_kei": 13, "sandbox": [13, 16], "kraken_config": 13, "margin": [13, 145, 156], "kucoin_config": 13, "password": [2, 8, 13], "your_passphras": 13, "NOT": 13, "your_secret": 13, "coinbasepro_config": 13, "coinbasepro": 13, "actual": [2, 13, 40, 42, 174, 189], "instanti": [13, 15, 25, 42], "chosen": [13, 15, 16], "correct": [13, 15], "instanc": 13, "strategy_executor": [13, 15], "complet": [13, 14, 16, 21, 25, 73, 74], "demonstr": 13, "pandas_ta": 13, "error": [13, 16, 21, 33], "termin": [2, 13, 24, 25], "importantfunct": 13, "30": [13, 39, 71, 72, 80], "sinc": 13, "those": [13, 16, 165], "hour": [13, 19, 20, 31, 39, 43, 71, 72, 105, 116, 177, 192], "place": [9, 13, 17, 145, 150, 156, 161], "quot": [13, 18, 19, 20, 21, 43, 48, 50, 54, 56, 71, 72, 73, 74, 76, 145, 151, 152, 156, 162, 163, 174, 176, 189, 191], "our": [7, 13, 16, 24, 25, 27], "transact": [13, 21, 166, 181], "btc": [13, 18, 19, 71, 72, 73, 145, 151, 152, 156, 162, 163], "0": [13, 14, 16, 18, 20, 21, 22, 23, 24, 31, 41, 42, 43, 86, 87, 95, 96, 145, 151, 152, 156, 162, 163, 172, 187], "mkt_order": 13, "000": [13, 24, 25], "lmt_order": 13, "limit_pric": [13, 21, 42, 109, 120, 145, 151, 152, 156, 162, 163], "10000": [13, 24], "pair": [13, 19, 21, 43, 73, 74, 124, 125, 132, 133, 145, 156], "bar": [13, 17, 20, 25, 42, 43, 62, 66, 70, 71, 72, 73, 74, 77, 80, 82, 84, 85, 86, 87, 88, 91, 93, 94, 95, 96, 97, 127, 135], "max_pric": 13, "max": [7, 13], "log_messag": [13, 15, 19, 25, 27, 29, 32, 33, 34, 35, 36, 37, 38, 39, 41, 46, 51, 52, 57, 58, 71, 72, 73, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 131, 140, 146, 147, 148, 157, 158, 159, 166, 167, 168, 169, 170, 171, 173, 174, 175, 176, 178, 180, 181, 182, 183, 184, 185, 186, 188, 189, 190, 191, 193], "f": [13, 15, 27, 34, 35, 37, 38, 41, 71, 73, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 131, 140, 168, 170, 173, 175, 176, 178, 180, 183, 185, 188, 190, 191, 193], "technic": [2, 13, 40], "analysi": [2, 4, 13, 45], "calcul": [13, 19, 21, 42, 43, 127, 135], "rsi": [2, 13], "ta": 13, "length": [13, 20, 42, 43, 71, 72, 77, 83, 92], "current_rsi": 13, "iloc": [13, 71], "macd": 13, "current_macd": 13, "55": 13, "ema": 13, "current_ema": 13, "cash": [9, 13, 25, 27, 41, 42, 47, 48, 50, 54, 56, 60, 174, 176, 179, 189, 191, 194], "get_posit": [13, 22, 25, 46, 149, 160], "share": [13, 15, 19, 21, 28, 30, 35, 38, 43, 145, 156, 174, 189], "specif": [2, 7, 13, 16, 18, 21, 40, 43, 61, 65, 108, 119, 124, 125, 132, 133, 145, 156, 165], "asset_to_get": 13, "outstand": 13, "get_ord": [13, 25, 46], "whatev": 13, "identifi": [2, 13, 18, 21, 147, 158], "last_pric": [13, 73, 74], "color": [13, 61, 62, 65, 66, 104, 115], "green": [13, 61, 62, 65, 66, 104, 115], "dt": [13, 20, 43, 61, 62, 65, 66, 89, 90, 98, 99, 138], "get_datetim": [13, 25, 42, 43, 46], "check": [13, 16, 25, 39, 42, 46, 71, 147, 148, 158, 159, 167, 169, 182, 184], "certain": [13, 62, 66], "9": [13, 16, 31], "30am": 13, "entir": 13, "portfolio": [7, 9, 13, 22, 27, 50, 56, 62, 66, 174, 189], "amount": [9, 13, 19, 21, 27, 43, 48, 50, 54, 56, 78, 79, 145, 156], "ve": [2, 13, 15, 25], "example_strategi": [13, 24, 25], "github": [13, 14, 16, 19, 24, 25], "repositori": [13, 16], "workstat": 14, "gatewai": 14, "instruct": [14, 145, 151, 152, 156, 162, 163], "found": [14, 25], "interactivebrok": [14, 19], "tw": [14, 19], "initial_setup": 14, "onc": [2, 14, 15, 16, 21, 24, 25, 31, 40, 145, 156], "navig": [14, 16], "global": [14, 16, 19, 44], "activex": 14, "socket": [14, 16], "client": [14, 16], "disabl": 14, "port": [14, 16], "7496": 14, "7497": [14, 16], "highli": [14, 25], "thoroughli": 14, "algorithm": [14, 24], "master": 14, "id": [2, 14, 16, 147, 158], "choos": [0, 14, 25], "999": 14, "py": [14, 16, 24, 25], "interactive_brokers_config": 14, "socket_port": 14, "client_id": 14, "digit": 14, "ip": [14, 16], "127": [14, 16], "entri": [14, 21], "point": [3, 7, 9, 14, 21, 43, 61, 65, 71, 72, 146, 157], "abov": [2, 14, 18, 19, 31], "except": [14, 19, 24, 25, 33], "strangl": 14, "interactive_brok": 14, "simple_start_ib": 14, "bot": [14, 16, 24, 31, 33, 44], "com": [2, 7, 14, 15, 16, 24, 25], "lumiwealth": [7, 14, 25], "blob": [14, 24, 25], "getting_start": 14, "visit": [7, 15, 16, 24, 25], "www": [8, 15], "access": [7, 15, 16, 19, 24, 25, 164], "page": [15, 16, 25], "dash": [15, 61, 65], "tradier_config": 15, "access_token": 15, "qtrz3zurd9244ahuw2aoyapgvyra": 15, "account_numb": 15, "va22904793": 15, "real": [15, 16, 24, 70, 77, 80], "monei": [15, 16, 24, 48, 50, 54, 56, 166, 181], "your_access_token": 15, "your_account_numb": 15, "That": 15, "now": [15, 24, 43, 73], "abl": 15, "less": [15, 145, 146, 156, 157], "than": [15, 16, 43, 81, 145, 146, 156, 157], "main": [16, 17, 21, 25, 32, 39, 44, 145, 156], "around": [16, 17], "fee": [16, 17, 25], "repres": [18, 21, 43, 44, 71, 72, 125, 133], "attribut": 18, "track": [18, 22, 25, 51, 52, 57, 58, 147, 148, 158, 159], "ticker": [9, 18, 19, 31, 43, 80], "underli": [18, 20, 127, 130, 135, 139], "ibm": [18, 144, 155], "just": [18, 25, 31, 35, 42, 145, 156], "corpor": 18, "printout": 18, "expir": [7, 18, 21, 31, 43, 71, 73, 124, 125, 126, 127, 132, 133, 134, 135, 138, 145, 156], "strike": [9, 18, 43, 71, 125, 127, 130, 133, 135, 139, 145, 156], "right": [16, 18, 27, 62, 66, 71, 151, 162], "enter": [16, 18, 21, 30, 145, 156, 177, 192], "multipli": [18, 19, 35, 38, 43, 124, 125, 128, 130, 132, 133, 136, 139, 151, 162], "e": [2, 9, 16, 18, 19, 20, 21, 22, 24, 71, 72, 73, 145, 146, 151, 156, 157, 162], "nexpir": 18, "expiri": [18, 126, 131, 134, 140], "june": 18, "2021": [18, 31, 127, 135, 138], "6": [16, 18, 25], "18": 18, "eur": [18, 71, 72, 145, 151, 152, 156, 162, 163], "convers": [18, 177, 192], "gbp": [18, 151, 162], "two": [2, 3, 18, 21, 24, 72, 144, 155], "permiss": 18, "behind": 18, "scene": 18, "anytim": 18, "mandatori": [16, 18, 44, 145, 156], "due": [16, 18], "addit": [2, 16, 18, 21, 145, 156], "detail": [0, 2, 3, 4, 9, 16, 18, 71, 147, 158], "precis": [18, 127, 135], "underlying_asset": 18, "case": [18, 20, 21], "ib": [18, 131, 140], "yyyymmdd": [18, 131, 140], "yyyymm": 18, "retriev": [2, 18, 20, 73, 74, 77], "leverag": [18, 145, 156], "over": [7, 18, 19, 24, 25, 61, 62, 65, 66], "_asset_typ": 18, "_right": 18, "asset_type_must_be_one_of": 18, "valid": [2, 18, 20, 21, 43, 124, 125, 132, 133, 145, 156], "right_must_be_one_of": 18, "17": [18, 31], "26": 18, "155": 18, "base_asset": [18, 151, 152, 162, 163], "optionright": 18, "v": [2, 7, 18], "is_valid": 18, "classmethod": [18, 19, 21, 22, 43], "symbol2asset": 18, "particularli": 18, "assetsmap": 18, "map": 18, "userdict": 18, "datafram": [19, 20, 43, 63, 64, 67, 68, 71, 77, 80], "dividend": [19, 43, 78, 79, 127, 135, 166, 181], "stock_split": 19, "local": [19, 20, 41, 43, 89, 90, 98, 99, 127, 135], "timezon": [19, 20, 25, 43, 89, 90, 98, 99, 175, 180, 190], "new_york": [19, 43, 175, 178, 180, 190, 193], "field": [19, 21], "g": [2, 9, 16, 19, 20, 21, 22, 24, 71, 72, 145, 156], "helper": [19, 21, 44], "row": [19, 41, 71, 72, 80], "get_last_dividend": 19, "per": [19, 43], "get_momentum": 19, "momentum": 19, "aggregate_bar": 19, "frequenc": [19, 20], "Will": [19, 24, 61, 62, 65, 66, 73, 74, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 124, 125, 126, 127, 128, 130, 131, 132, 133, 134, 135, 136, 138, 139, 140, 150, 161, 175, 178, 180, 190, 193], "timefram": 19, "min": 19, "15min": 19, "1h": [19, 39], "specifi": [19, 21, 43, 71, 72, 145, 156], "filter": 19, "daterang": 19, "get_total_volum": 19, "sum": [19, 50, 56], "given": [19, 20, 42, 43, 51, 57, 70, 71, 72, 75, 83, 92, 124, 126, 128, 129, 130, 132, 134, 136, 137, 138, 139, 142, 147, 153, 158], "total": [7, 19, 27, 50, 56, 146, 157, 174, 189], "themselv": 19, "supplier": 19, "exce": 19, "pace": 19, "throttl": 19, "respect": 19, "mention": 19, "tick": 19, "frequent": 19, "accur": [19, 43], "updat": [19, 21, 25, 35, 37, 107, 118, 145, 156, 166, 181], "rule": 19, "historical_limit": 19, "financi": [19, 24], "ohlcv": [19, 20, 42], "split": [19, 44], "instrument": 19, "yield": 19, "appropri": 19, "coin": [19, 145, 156], "eth": [19, 72, 145, 152, 156, 163], "get_total_dividend": 19, "get_total_stock_split": 19, "get_total_return": 19, "get_total_return_pct": 19, "percentag": [19, 24], "get_total_return_pct_chang": 19, "recent": [19, 71, 77], "get_bar": [19, 20, 43], "ethereum": 19, "bitcoin": 19, "grouper_kwarg": 19, "bars_agg": 19, "inclus": 19, "parse_bar_list": 19, "bar_list": 19, "singl": [19, 143, 154], "nobardatafound": 19, "date_start": 20, "date_end": 20, "trading_hours_start": 20, "trading_hours_end": 20, "23": 20, "59": 20, "input": [20, 101, 102, 112, 113], "manag": [20, 21, 25, 46, 60, 123], "attach": 20, "0001": 20, "localize_timezon": 20, "tz_local": 20, "eastern": 20, "utc": 20, "sybmol": 20, "datalin": 20, "numpi": 20, "arrai": [16, 20], "iter_index": 20, "count": [20, 31, 77, 80], "seri": 20, "set_tim": 20, "repair_times_and_fil": 20, "merg": 20, "reindex": 20, "fill": [16, 20, 21, 22, 35, 38, 42, 145, 156, 166, 181], "nan": 20, "lower": 20, "set_date_format": 20, "set_dat": 20, "trim_data": 20, "trim": 20, "match": [20, 43], "to_datalin": 20, "exist": [20, 53, 59], "get_iter_count": 20, "len": 20, "check_data": 20, "wrapper": 20, "timeshift": [20, 42, 43, 71, 72, 83, 86, 87, 92, 95, 96], "_get_bars_dict": 20, "min_timestep": [20, 43], "timestep_map": [20, 43], "shift": [20, 43, 71, 72, 83, 86, 87, 92, 95, 96], "get_bars_between_d": 20, "exchang": [20, 21, 43, 71, 72, 73, 74, 75, 82, 84, 85, 86, 87, 88, 91, 93, 94, 95, 96, 97, 124, 125, 126, 128, 129, 130, 132, 133, 134, 136, 137, 139, 145, 156], "start_dat": 20, "end_dat": 20, "idx": 20, "belong": 21, "construct": 21, "goog": [21, 41, 71, 72], "googl": 21, "to_posit": 21, "get_incr": 21, "wait_to_be_regist": 21, "wait": [16, 21, 38, 108, 109, 110, 111, 119, 120, 121, 122], "regist": [21, 109, 111, 120, 122], "wait_to_be_clos": 21, "better": [7, 21, 145, 156], "keyword": 21, "my_limit_pric": 21, "500": [21, 35], "stop": [21, 24, 31, 32, 39, 42, 61, 62, 65, 66, 101, 102, 112, 113, 145, 151, 152, 156, 162, 163, 171, 186], "move": [2, 7, 21, 25], "past": [2, 21, 24], "particular": [21, 124, 126, 128, 132, 134, 136], "higher": 21, "probabl": 21, "achiev": [7, 21, 24, 25], "predetermin": 21, "exit": 21, "stop_pric": [21, 42, 145, 151, 152, 156, 162, 163], "my_stop_pric": 21, "400": 21, "stop_limit": [21, 145, 156], "combin": 21, "405": 21, "trail": [21, 145, 151, 156, 162], "continu": [21, 145, 156], "keep": [16, 21, 22, 80, 145, 156], "threshold": [21, 145, 156], "movement": [21, 145, 156], "trailing_stop": [21, 145, 156], "trail_pric": [21, 145, 156], "trail_perc": [21, 145, 156], "my_trail_pric": 21, "order_1": 21, "my_trail_perc": 21, "order_2": 21, "bracket": [21, 145, 156], "chain": [21, 43, 123, 124, 125, 126, 128, 130, 132, 133, 134, 136, 139], "long": 21, "short": [21, 105, 116], "condit": [2, 21, 39], "activ": [16, 21, 25, 73, 74, 77, 151, 152, 162, 163], "profit": [16, 21, 24, 25, 42, 61, 62, 65, 66], "loss": [7, 21, 42, 61, 62, 65, 66, 145, 151, 152, 156, 162, 163], "importantli": 21, "execut": [2, 9, 16, 21, 22, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 44, 101, 102, 106, 108, 110, 112, 113, 117, 119, 121, 142, 151, 153, 162, 171, 172, 177, 186, 187, 192], "howev": [16, 21, 29, 31, 145, 156], "extrem": 21, "volatil": [7, 21, 127, 135], "fast": [21, 24, 25], "both": [8, 21, 24, 29, 145, 156], "occur": 21, "take_profit_pric": [21, 145, 151, 156, 162], "stop_loss_pric": [21, 145, 151, 156, 162], "stop_loss_limit_pric": [21, 145, 156], "my_take_profit_pric": 21, "420": 21, "my_stop_loss_pric": 21, "parent": 21, "oto": [21, 145, 156], "trigger": [21, 145, 156], "variant": 21, "oco": [21, 145, 151, 156, 162], "word": [21, 166, 181], "part": [16, 21, 40, 152, 163, 164], "where": [21, 24, 41, 145, 156], "alreadi": [21, 29, 35, 40], "submit": [21, 36, 42, 46, 141, 145, 151, 152, 156, 162, 163], "submiss": 21, "position_fil": [21, 145, 156], "time_in_forc": [21, 145, 156], "good_till_d": [21, 145, 156], "date_cr": 21, "trade_cost": 21, "custom_param": [21, 145, 156], "avg_fill_pric": [21, 22], "tag": [21, 152, 163], "ordersid": 21, "buy_to_clos": 21, "buy_to_cov": 21, "buy_to_open": 21, "sell_short": 21, "sell_to_clos": 21, "sell_to_open": 21, "orderstatu": 21, "cash_settl": 21, "partially_fil": 21, "partial_fil": 21, "ordertyp": 21, "tupl": [21, 72], "alia": 21, "add_transact": 21, "properti": [21, 22, 25, 42, 44, 45, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193, 194], "cash_pend": 21, "equivalent_statu": 21, "statu": [21, 147, 148, 158, 159], "equival": 21, "get_fill_pric": 21, "weight": 21, "averag": [2, 7, 21, 22], "often": 21, "encount": 21, "partial": [21, 38], "pnl": 21, "yet": [21, 45], "is_act": 21, "otherwis": [21, 35], "rtype": [21, 43], "is_cancel": 21, "is_fil": 21, "is_opt": 21, "set_cancel": 21, "set_error": 21, "set_fil": 21, "set_identifi": 21, "set_new": 21, "set_partially_fil": 21, "update_raw": 21, "update_trail_stop_pric": 21, "was_transmit": 21, "retreiv": 22, "appl": 22, "add_ord": 22, "decim": [22, 73, 74, 145, 146, 156, 157], "get_selling_ord": [22, 25, 46], "value_typ": 22, "trading_fe": 23, "flat_fe": [23, 24], "percent_fe": [23, 24], "maker": 23, "taker": 23, "made": [24, 69, 81], "design": [2, 16, 24, 26, 40], "beginn": 24, "quickli": [2, 16, 24], "At": 24, "join": [24, 25], "commun": [24, 25], "comprehens": [4, 24], "cours": [24, 25], "shown": [24, 25], "annual": [7, 24, 25], "reach": [7, 24, 25, 42], "discov": [24, 25], "enhanc": 24, "skill": 24, "potenti": [2, 24, 25, 146, 157], "expert": [24, 25], "guidanc": 24, "resourc": 24, "welcom": 24, "hope": 24, "enjoi": 24, "section": [2, 16, 24, 46], "command": [2, 24, 25], "easiest": 24, "comfort": 24, "without": [24, 130, 139], "copi": 24, "your_alpaca_api_kei": [24, 25], "your_alpaca_secret": [24, 25], "custom": [2, 24, 31, 145, 156, 164], "everi": [2, 24, 31, 39, 42, 46, 80], "180": 24, "180m": 24, "my": [16, 24], "crucial": [2, 16, 24], "understand": [2, 4, 24], "refin": [4, 24], "carri": 24, "familiar": 24, "expect": [16, 24, 25, 127, 135], "And": [24, 71, 72], "try": [24, 145, 156], "Or": [24, 25, 164], "dev": [24, 25], "simple_start_single_fil": [24, 25], "flat": 24, "trading_fee_1": 24, "trading_fee_2": 24, "sometim": 24, "spend": 24, "yappi": 24, "machinelearninglongshort": 24, "tqqq": 24, "thread": [], "get_thread_stat": 24, "d": [31, 177, 192], "robot": 25, "well": 25, "super": 25, "develop": [16, 25], "being": [25, 34, 35, 36, 37, 38, 43, 45, 71, 125, 133, 145, 156, 167, 182], "bug": 25, "fix": [25, 80], "fortun": 25, "against": 25, "invest": [7, 25], "switch": 25, "line": [3, 25, 45, 61, 62, 63, 65, 66, 67], "top": [16, 25], "industri": 25, "tradest": 25, "offer": [2, 7, 16, 25], "tutori": 25, "build": [25, 26, 44], "analy": 25, "out": [25, 42, 46, 51, 57, 73], "box": 25, "suit": [2, 25], "analyt": 25, "analyz": 25, "optim": [2, 7, 16, 25], "chart": [25, 46, 61, 62, 63, 64, 65, 66, 67, 68], "event": [4, 25, 32, 33, 34, 35, 36, 37, 38, 42, 62, 66], "engin": [25, 40], "were": [9, 25, 37], "deal": 25, "complic": 25, "confus": 25, "vector": 25, "math": 25, "mac": 25, "powershel": 25, "window": 25, "packag": 25, "notic": 25, "exactli": 25, "everyth": [16, 25], "suggest": 25, "lifecycl": [25, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 44, 46, 167, 171, 172, 177, 182, 186, 187, 192], "menu": 25, "describ": [25, 44], "what": [25, 46, 81, 176, 191], "sub": 25, "individu": [2, 25], "tree": 25, "good": [25, 145, 156], "luck": 25, "forget": 25, "swim": 25, "cover": 25, "By": [2, 16, 25, 33, 127, 135, 171, 172, 175, 177, 178, 180, 186, 187, 190, 192, 193], "gain": 25, "wealth": 25, "expertis": 25, "level": [25, 62, 66, 104, 115], "why": [2, 25], "implement": [7, 25, 26, 40, 43, 45], "perform": [0, 2, 3, 7, 16, 25, 40], "proven": 25, "record": 25, "home": 25, "discord": [16, 25], "pre": [25, 152, 163], "4": [2, 16, 25, 146, 157], "8": [16, 25], "profil": 25, "improv": 25, "refer": [2, 3, 16, 25, 26], "before_market_open": [25, 26, 172, 187], "before_starting_trad": [25, 26, 29], "before_market_clos": [25, 26], "after_market_clos": [25, 26], "on_abrupt_clos": [25, 26, 33], "on_bot_crash": [25, 26], "trace_stat": [25, 26, 177, 192], "on_new_ord": [25, 26], "on_partially_filled_ord": [25, 26], "on_filled_ord": [25, 26], "on_canceled_ord": [25, 26], "on_parameters_upd": [25, 26], "cancel_open_ord": [25, 29, 46, 150, 161], "sell_al": [25, 28, 32, 33, 46], "get_asset_potential_tot": [25, 46], "get_portfolio_valu": [25, 46], "get_cash": [25, 46], "get_historical_prices_for_asset": [25, 29, 46], "get_quot": [20, 25, 46], "get_yesterday_dividend": [25, 43, 46], "get_next_trading_dai": [25, 46], "add_mark": [3, 25, 46], "add_lin": [3, 25, 46], "get_markers_df": [25, 46], "get_lines_df": [25, 46], "get_paramet": [25, 46, 164], "set_paramet": [25, 46, 164], "get_chain": [25, 43, 46, 126, 128, 130, 134, 136, 139], "get_greek": [25, 46], "get_strik": [25, 43, 46], "get_expir": [25, 46], "get_multipli": [25, 46], "options_expiry_to_datetime_d": [25, 46], "get_round_minut": [25, 43, 46], "get_last_minut": [25, 43, 46], "get_round_dai": [25, 43, 46], "get_last_dai": [25, 43, 46], "get_datetime_rang": [25, 42, 43, 46], "localize_datetim": [25, 43, 46], "to_default_timezon": [25, 43, 46], "miscellan": [25, 46], "update_paramet": [25, 37, 46], "await_market_to_clos": [25, 46], "await_market_to_open": [25, 46], "wait_for_order_registr": [25, 46], "wait_for_order_execut": [25, 46], "wait_for_orders_registr": [25, 46], "wait_for_orders_execut": [25, 46], "is_backtest": [16, 25], "initial_budget": 25, "last_on_trading_iteration_datetim": 25, "pytz": 25, "unspent_monei": 25, "leg": 25, "search": [2, 25], "abstract": [26, 40, 42, 43, 44], "pattern": [26, 40], "greatli": [26, 40], "influenc": [3, 26, 40], "react": [26, 40], "j": [26, 40], "compon": [26, 40], "overload": [26, 33, 40, 42], "logic": [26, 28, 29, 39, 40, 42, 44], "dump": [27, 41], "report": 27, "busi": [28, 29], "execud": [28, 29], "skip": 29, "unlik": 29, "launch": 29, "tlt": [29, 51, 57, 72, 74, 79, 110, 111, 121, 122, 145, 146, 152, 156, 157, 163], "bars_list": 29, "asset_bar": 29, "reiniti": 30, "variabl": [25, 30, 41, 165], "reset": 30, "blacklist": 30, "loop": [30, 39, 102, 113, 171, 186], "durat": [7, 31, 145, 152, 156, 163, 177, 192], "my_custom_paramet": 31, "5m": [31, 177, 192], "constructor": 31, "later": 31, "strategy_1": 31, "my_other_paramet": 31, "strategy_2": 31, "my_last_paramet": 31, "oper": [16, 31, 40], "asset_symbol": 31, "mnq": 31, "nasdaq": [31, 105, 116], "calendar": [31, 75, 129, 137], "marketcalendar": [31, 105, 116], "asx": [31, 105, 116], "bmf": [31, 105, 116], "cfe": [31, 105, 116], "nyse": [31, 75, 105, 116, 129, 137], "bat": [31, 105, 116], "cme_equ": [31, 105, 116], "cbot_equ": [31, 105, 116], "cme_agricultur": [31, 105, 116], "cbot_agricultur": [31, 105, 116], "comex_agricultur": [31, 105, 116], "nymex_agricultur": [31, 105, 116], "cme_rat": [31, 105, 116], "cbot_rat": [31, 105, 116], "cme_interestr": [31, 105, 116], "cbot_interestr": [31, 105, 116], "cme_bond": [31, 105, 116], "cbot_bond": [31, 105, 116], "eurex": [31, 105, 116], "hkex": [31, 105, 116], "ic": [31, 105, 116], "iceu": [31, 105, 116], "nyfe": [31, 105, 116], "jpx": [31, 105, 116], "lse": [31, 105, 116], "os": [31, 105, 116], "six": [31, 105, 116], "sse": [31, 105, 116], "tsx": [31, 105, 116], "tsxv": [31, 105, 116], "bse": [31, 105, 116], "tase": [31, 105, 116], "tradingcalendar": [31, 105, 116], "asex": [31, 105, 116], "bvmf": [31, 105, 116], "cme": [31, 73, 105, 116], "iepa": [31, 105, 116], "xam": [31, 105, 116], "xasx": [31, 105, 116], "xbkk": [31, 105, 116], "xbog": [31, 105, 116], "xbom": [31, 105, 116], "xbru": [31, 105, 116], "xbud": [31, 105, 116], "xbue": [31, 105, 116], "xcbf": [31, 105, 116], "xcse": [31, 105, 116], "xdub": [31, 105, 116], "xfra": [31, 105, 116], "xetr": [31, 105, 116], "xhel": [31, 105, 116], "xhkg": [31, 105, 116], "xice": [31, 105, 116], "xidx": [31, 105, 116], "xist": [31, 105, 116], "xjse": [31, 105, 116], "xkar": [31, 105, 116], "xkl": [31, 105, 116], "xkrx": [31, 105, 116], "xlim": [31, 105, 116], "xli": [31, 105, 116], "xlon": [31, 105, 116], "xmad": [31, 105, 116], "xmex": [31, 105, 116], "xmil": [31, 105, 116], "xmo": [31, 105, 116], "xny": [31, 105, 116], "xnze": [31, 105, 116], "xosl": [31, 105, 116], "xpar": [31, 105, 116], "xph": [31, 105, 116], "xpra": [31, 105, 116], "xse": [31, 105, 116], "xsgo": [31, 105, 116], "xshg": [31, 105, 116], "xsto": [31, 105, 116], "xswx": [31, 105, 116], "xtae": [31, 105, 116], "xtai": [31, 105, 116], "xtk": [31, 105, 116], "xtse": [31, 105, 116], "xwar": [31, 105, 116], "xwbo": [31, 105, 116], "us_futur": [31, 105, 116], "max_bar": 31, "10m": [31, 177, 192], "20h": 31, "48": 31, "2d": [31, 177, 192], "interrupt": 32, "gracefulli": 32, "shut": 32, "keybord": 32, "interupt": [32, 39], "abrupt": 32, "crash": [33, 39], "rais": 33, "successfulli": [34, 35, 36], "correspond": [16, 34, 35, 36], "relat": [16, 35], "300": [35, 177, 192], "sold": [35, 50, 56, 145, 156], "elif": 35, "bought": [35, 145, 156], "r": 36, "miss": 38, "restart": [16, 39], "again": [39, 102, 113], "pull": [39, 71], "hello": 39, "task": 40, "core": 40, "framework": [2, 40], "ones": [16, 40], "perspect": 40, "readi": [2, 40, 145, 156], "care": 40, "he": 40, "illustr": 40, "context": 41, "scope": 41, "random": 41, "google_symbol": 41, "snapshot_befor": 41, "random_numb": 41, "randint": 41, "my_custom_stat": 41, "trace": 41, "snapshot": 41, "my_stat": 41, "my_other_stat": 41, "backtesting_brok": 42, "is_backtesting_brok": 42, "calculate_trade_cost": 42, "cost": [16, 42], "cash_settle_options_contract": 42, "settl": 42, "todo": [42, 73], "docstr": 42, "get_last_bar": 42, "els": 42, "limit_ord": [42, 145, 156], "open_": 42, "process_expired_option_contract": 42, "expri": 42, "process_pending_ord": 42, "evalu": 42, "begin": [2, 42], "mostli": 42, "should_continu": 42, "product": 42, "stop_ord": 42, "delai": 43, "abc": [42, 43], "default_pytz": 43, "dsttzinfo": 43, "lmt": 43, "19": 43, "std": 43, "default_timezon": 43, "is_backtesting_data_sourc": [42, 43], "calculate_greek": 43, "asset_pric": [43, 127, 135], "underlying_pric": [43, 127, 135], "greek": [43, 123, 127, 135], "static": 43, "convert_timestep_str_to_timedelta": 43, "timedelta": [43, 71, 72, 101, 102, 112, 113], "1minut": 43, "1hour": 43, "1dai": 43, "unit": [16, 43, 145, 156, 177, 192], "include_after_hour": [43, 71, 72], "info": [43, 104, 115, 124, 125, 132, 133], "guarente": [43, 124, 125, 132, 133], "exp_dat": [43, 124, 125, 132, 133], "strike1": [43, 124, 125, 132, 133], "strike2": [43, 124, 125, 132, 133], "07": [43, 124, 125, 132, 133], "adjust_for_delai": [42, 43, 82, 91], "ago": [43, 71], "known": [43, 73, 74], "round": [43, 86, 87, 95, 96], "param": 43, "get_timestep": 43, "query_greek": [43, 127, 135], "queri": [43, 127, 135], "categori": [44, 100], "flow": 44, "below": [16, 44, 46, 47, 60, 69, 73, 81, 100, 123, 141], "filled_order_callback": [], "force_start_immedi": [], "discord_webhook_url": 16, "account_history_db_connection_str": [], "strategy_id": 16, "discord_account_summary_foot": [], "_strategi": [], "style": [61, 65], "solid": [61, 65], "width": [61, 65, 71, 72], "detail_text": [61, 62, 65, 66], "bolling": [7, 61, 65], "band": [7, 61, 65], "displai": [45, 61, 62, 65, 66], "graph": [7, 61, 62, 65, 66], "overbought": [61, 62, 65, 66], "oversold": [61, 62, 65, 66], "red": [61, 62, 65, 66, 104, 115], "blue": [61, 62, 65, 66], "yellow": [61, 62, 65, 66], "orang": [61, 62, 65, 66], "purpl": [61, 62, 65, 66], "pink": [61, 62, 65, 66], "brown": [61, 62, 65, 66], "black": [61, 62, 65, 66], "white": [61, 62, 65, 66], "grai": [61, 65], "lightgrai": [61, 65], "darkgrai": [61, 65], "lightblu": [61, 65], "darkblu": [61, 65], "lightgreen": [61, 65], "darkgreen": [61, 65], "lightr": [61, 65], "darkr": [61, 65], "hex": [61, 65], "dot": [61, 62, 65, 66], "text": [61, 62, 65, 66], "hover": [61, 62, 65, 66], "add_chart_lin": [61, 65], "80": [61, 65], "circl": [62, 66], "size": [62, 66, 80], "marker": [3, 45, 62, 64, 66, 68], "mark": [62, 66], "cross": [62, 66], "resist": [62, 66], "squar": [62, 66], "diamond": [62, 66], "x": [62, 66], "triangl": [62, 66], "left": [16, 62, 66], "ne": [62, 66], "se": [62, 66], "sw": [62, 66], "nw": [62, 66], "pentagon": [62, 66], "hexagon": [62, 66], "hexagon2": [62, 66], "octagon": [62, 66], "star": [62, 66], "hexagram": [62, 66], "tall": [62, 66], "hourglass": [62, 66], "bowti": [62, 66], "thin": [62, 66], "asterisk": [62, 66], "hash": [62, 66], "y": [62, 66], "ew": [62, 66], "n": [62, 66], "arrow": [62, 66], "add_chart_mark": [62, 66], "paus": [101, 102, 106, 112, 113, 117, 177, 192], "overrid": [101, 102, 112, 113], "infinit": [102, 113], "await": [102, 113, 142, 153], "calculate_return": [], "multipl": [2, 16, 142, 153], "seek": [51, 57, 143, 154], "order1": [110, 111, 121, 122, 144, 152, 155, 163], "order2": [110, 111, 121, 122, 144, 152, 155, 163], "cancel_realtime_bar": [], "stream": [70, 77, 80], "create_asset": [70, 71, 78], "whenev": [166, 181], "paid": [1, 2, 166, 181], "therefor": [166, 181], "zero": [166, 181], "crytpo": [], "gtc": [145, 152, 156, 163], "still": [145, 156], "restric": [145, 156], "compound": [145, 156], "suffici": [145, 156], "deprec": [1, 145, 156, 179, 194], "213": [145, 156], "obect": [145, 156], "intern": [16, 145, 156], "favor": [145, 156], "doe": [42, 43, 76, 145, 156], "guarante": [145, 156], "attain": [7, 145, 156], "penetr": [145, 156], "forc": [145, 156], "remaind": [145, 156], "gtd": [145, 156], "though": [145, 156], "dollar": [145, 156, 174, 189], "percent": [145, 156], "smart": [43, 124, 126, 128, 132, 134, 136, 145, 156], "stop_loss": [145, 151, 156, 162], "stop_loss_limit": [145, 156], "2019": [145, 156], "chf": [145, 156], "aset": [145, 151, 152, 156, 162, 163], "41000": [145, 156], "crypto_assets_to_tupl": [], "find_first_fridai": [], "excut": [167, 182], "sought": [51, 57, 146, 157], "expiration_d": [146, 151, 157, 162], "remov": [179, 194], "cboe": [124, 126, 128, 132, 134, 136], "strke": [43, 124, 132], "stike": [43, 124, 132], "whose": [43, 125, 133], "accord": [81, 82, 88, 91, 97], "sort": [126, 128, 130, 134, 136, 139], "2022": [73, 126, 134], "13": [16, 126, 134], "expiry_d": [126, 131, 134, 140], "expens": [127, 135], "argument": [8, 127, 135], "could": [127, 135], "theoret": [127, 135], "implied_volatil": [127, 135], "impli": [127, 135], "delta": [7, 127, 135], "option_pric": [127, 135], "pv_dividend": [127, 135], "present": [71, 72, 127, 135], "gamma": [127, 135], "vega": [127, 135], "theta": [127, 135], "opt_asset": [127, 135], "option_typ": [127, 135], "get_historical_bot_stat": [], "bot_stat": [], "account_valu": [], "backward": [71, 72], "depend": [16, 71, 72], "week": [71, 72], "1month": [71, 72], "integ": [71, 72, 177, 192], "decid": 71, "extract": 71, "24h": 71, "last_ohlc": 71, "asset_bas": [71, 72, 151, 162], "asset_quot": [71, 72, 151, 152, 162, 163], "regular": 72, "eurusd": 72, "month": [16, 84, 93], "last_dai": [84, 93], "last_minut": [85, 94], "should_use_last_clos": 73, "todai": [16, 73, 81], "comment": 73, "16": 73, "20221013": [128, 136], "yyyi": [75, 129, 137], "mm": [75, 129, 137], "dd": [75, 129, 137], "next_trading_dai": [75, 129, 137], "get_option_expiration_after_d": [], "next_option_expir": 138, "get_next_option_expir": 138, "order_id": [147, 158], "get_tracked_ord": [148, 159], "net": [2, 8, 50, 56], "equiti": [2, 50, 56], "assset": [51, 57], "empti": [52, 58], "backtets": 76, "bid": 76, "ask": 76, "get_realtime_bar": [], "vwap": [77, 80], "intial": 77, "nearest": [86, 87, 95, 96], "round_dai": [86, 95], "round_minut": [87, 96], "get_stats_from_databas": [], "stats_table_nam": [], "get_symbol_bar": 69, "get_tick": [], "get_tracked_asset": [], "get_tracked_posit": [], "previou": [7, 78, 79], "happen": [170, 185], "load_panda": [], "messag": [16, 100, 104, 115], "broadcast": [104, 115], "prefix": [0, 104, 115], "goe": [104, 115], "consol": [16, 104, 115], "servic": [16, 104, 115], "plu": [104, 115, 174, 189], "origin": [104, 115], "send": [16, 104, 115], "insid": [46, 165, 171, 186], "equal": [171, 172, 177, 186, 187, 192], "on_strategy_end": [], "statist": 2, "finish": [], "20200101": [131, 140], "attempt": [174, 189], "resov": [174, 189], "held": [174, 189], "system": [150, 161], "leav": [150, 161], "send_account_summary_to_discord": [], "send_discord_messag": [], "image_buf": [], "silent": [], "send_result_text_to_discord": [], "returns_text": [], "send_spark_chart_to_discord": [], "stats_df": [], "Not": [42, 105, 116], "applic": [16, 105, 116], "set_parameter_default": [], "overwrit": [53, 59], "should_send_account_summary_to_discord": [], "program": [106, 117, 164, 177, 192], "control": [177, 192], "speed": [177, 192], "interpret": [2, 177, 192], "m": [177, 192], "h": [177, 192], "2h": [177, 192], "start_realtime_bar": [], "keep_bar": 80, "arriv": 80, "extend": 80, "kept": 80, "strike_pric": [151, 162], "trailing_stop_pric": [151, 162], "41250": [151, 162], "41325": [151, 162], "41300": [151, 162], "is_multileg": [152, 163], "multileg": [21, 152, 163], "debit": [152, 163], "post": [152, 163], "asset_btc": [152, 163], "asset_eth": [152, 163], "to_sql": [], "connection_str": [], "if_exist": [], "write_backtest_set": [], "redefin": [], "debug": [4, 45], "is_backtest_brok": 45, "async_": 45, "async": 45, "asynchron": 45, "displi": 45, "web": [24, 45], "browser": [16, 24, 45], "run_all_async": 45, "stop_al": 45, "thing": 46, "divid": 46, "sens": 46, "preced": 46, "accoutn": [], "datatim": 81, "think": 81, "regardless": 81, "especi": [16, 81], "1990": 81, "tell": 81, "jan": 81, "1991": 81, "rather": 81, "fit": [16, 100], "pend": [], "meantim": [], "meant": 123, "typic": [16, 164], "my_paramet": 164, "main_tick": 164, "ema_threshold": 164, "lot": [16, 165], "state": [16, 165], "insight": [0, 2], "behavior": [0, 2], "quantstat": 7, "lumi": [2, 7, 8], "varieti": 7, "metric": [2, 7], "yearli": 7, "sharp": [2, 7], "ratio": [2, 7], "romad": 7, "maximum": 7, "drawdown": [2, 7], "sortino": 7, "variat": 7, "differenti": 7, "harm": 7, "observ": 7, "peak": 7, "trough": 7, "longest": 7, "accompani": 7, "cumul": 7, "scale": 7, "visual": [2, 3, 7, 24], "exponenti": 7, "growth": 7, "showcas": 7, "tailor": 7, "goal": 7, "aim": [], "steadi": [], "focus": 16, "toler": [], "balanc": [], "question": 7, "email": 7, "along": 9, "involv": 9, "uniqu": 3, "decis": [3, 4], "signal": [], "action": 4, "taken": 4, "view": [4, 16], "utm_medium": [], "referr": [], "lumibot_backtesting_sect": [], "condor": [7, 16], "martingal": 7, "iron": 7, "dte": 7, "bband": 7, "v2": 7, "strategy_method": [], "doc": 16, "_": [], "order_class": 21, "error_messag": 21, "child_ord": 21, "unprocess": 21, "orderclass": 21, "add_child_ord": 21, "o": 21, "child": [21, 42], "is_buy_ord": 21, "is_sell_ord": 21, "data_source_backtest": 42, "datasourcebacktest": [42, 43], "directli": [16, 42], "pandasdata": [42, 43], "clean_trading_tim": 43, "dt_index": 43, "pcal": 43, "find_asset_in_data_stor": 43, "get_asset_by_nam": 43, "get_asset_by_symbol": 43, "get_asset": 43, "get_start_datetime_and_ts_unit": 43, "start_dt": 43, "start_buff": 43, "get_trading_days_panda": 43, "load_data": 43, "update_date_index": 43, "yahoo_data": 43, "yahoodata": 43, "15m": 43, "becuas": 43, "chain_data": 43, "option_chain": 43, "subscript": 1, "usernam": [2, 8], "thetadatabacktest": 8, "thetadata_usernam": 8, "thetadata_password": 8, "thetadata": [0, 2, 25], "run_backtest": [0, 1, 2, 5, 6, 8, 10, 24], "altern": 8, "get_func_stat": 24, "print_al": 24, "prof": 24, "pstat": 24, "snakeviz": 24, "complex": 24, "conclus": [0, 25], "vital": 2, "across": [2, 16], "walk": 2, "explain": 2, "introduc": 2, "studio": 2, "pycharm": 2, "offici": 2, "visualstudio": 2, "extens": 2, "environ": [2, 25], "overview": 2, "suitabl": [2, 16], "longer": 2, "term": 2, "intradai": 2, "ideal": [2, 16], "plan": [2, 16], "dataset": 2, "export": 2, "correctli": 16, "select": [2, 16], "backtesting_funct": [], "curv": 2, "comparison": 2, "tearsheet_html": [], "review": 2, "warn": [], "logs_csv": [], "eas": 16, "further": [2, 16], "weak": 2, "strength": 2, "deploi": [2, 25], "machin": 2, "quick": 2, "manual": [2, 16], "essenti": 2, "breakdown": [], "respond": 2, "catch": [], "confid": 2, "aspect": 2, "tear": 2, "sheet": 2, "issu": 2, "straightforward": 16, "button": 16, "effect": 16, "great": 16, "prefer": 16, "edit": 16, "tip": 16, "scroll": 16, "afford": 16, "excel": 16, "while": 16, "best": 16, "scalabl": 16, "click": 16, "figur": 16, "blueprint": 16, "background": 16, "worker": 16, "butterfli": 16, "jljk": [], "starter": 16, "On": 16, "sidebar": 16, "corner": 16, "success": 16, "monitor": 16, "smoothli": 16, "bottom": 16, "tab": 16, "locat": 16, "reserv": 16, "vm": 16, "downgrad": 16, "vcpu": 16, "reduc": 16, "proper": 16, "webhook": 16, "url": 16, "live_config": 16, "separ": 16, "env": 16, "verifi": 16, "confirm": 16, "behav": 16, "ey": 16, "happi": 16, "assist": 16, "from_dict": [18, 21, 22], "to_dict": [18, 21, 22], "order_dict": 21, "deploy": 25, "platform": 25, "render": 25, "replit": 25, "src": 16, "paper_1": 16, "a7py0zidhxde6qkx8ojjknp7cd87hwku": 16, "notif": 16, "123456789": 16, "db_connection_str": 16, "histori": 16, "sqlite": 16, "account_histori": 16, "db": 16, "strategy_nam": 16, "competit": 16, "kraken_api_kei": 16, "xyz1234567890abcdef": 16, "kraken_api_secret": 16, "abcdef1234567890abcdef1234567890abcdef1234": 16, "soon": 16, "incred": 16, "commiss": 16, "engag": 16, "tradier_access_token": 16, "token": 16, "qtrz3zurl9244ahuw4aoyapgvyra": 16, "tradier_account_numb": 16, "va12204793": 16, "tradier_is_pap": 16, "align": 16, "perfectli": 16, "seamlessli": 16, "autom": 16, "alpaca_api_kei": 16, "brokerag": 16, "pk7t6yvax6pmh1em20yn": 16, "alpaca_api_secret": 16, "9wgjls3wixq54fcphwwzjcp8jcfjfkuwsryskkma": 16, "alpaca_is_pap": 16, "challeng": 16, "friendli": 16, "coinbase_api_kei": 16, "steea9fhiszntmpihqjudeqolitj0javz": 16, "coinbase_api_secret": 16, "nuzcnprsxjxxouxrhqe5k2k1xnqlpckh2xcutifkcw": 16, "coinbase_is_sandbox": 16, "cfd": 16, "Their": 16, "presenc": 16, "world": 16, "interactive_brokers_port": 16, "interactive_brokers_client_id": 16, "123456": 16, "interactive_brokers_ip": 16, "address": 16, "ib_subaccount": 16, "subaccount": 16, "subaccount1": 16, "afa": 16, "itself": 16, "commit": 16, "redeploi": 16, "regularli": 16, "delet": 16, "unnecessari": 16, "trashcan": 16, "press": 16}, "objects": {"entities": [[18, 0, 0, "-", "asset"], [19, 0, 0, "-", "bars"], [20, 0, 0, "-", "data"], [21, 0, 0, "-", "order"], [22, 0, 0, "-", "position"], [23, 0, 0, "-", "trading_fee"]], "entities.asset": [[18, 1, 1, "", "Asset"], [18, 1, 1, "", "AssetsMapping"]], "entities.asset.Asset": [[18, 1, 1, "", "AssetType"], [18, 1, 1, "", "OptionRight"], [18, 2, 1, "", "_asset_types"], [18, 2, 1, "", "_right"], [18, 2, 1, "id0", "asset_type"], [18, 3, 1, "id1", "asset_type_must_be_one_of"], [18, 2, 1, "id2", "expiration"], [18, 3, 1, "", "from_dict"], [18, 3, 1, "", "is_valid"], [18, 2, 1, "id3", "multiplier"], [18, 2, 1, "id4", "precision"], [18, 2, 1, "id5", "right"], [18, 3, 1, "id6", "right_must_be_one_of"], [18, 2, 1, "id7", "strike"], [18, 2, 1, "id8", "symbol"], [18, 3, 1, "", "symbol2asset"], [18, 3, 1, "", "to_dict"], [18, 2, 1, "", "underlying_asset"]], "entities.asset.Asset.AssetType": [[18, 2, 1, "", "CRYPTO"], [18, 2, 1, "", "FOREX"], [18, 2, 1, "", "FUTURE"], [18, 2, 1, "", "INDEX"], [18, 2, 1, "", "OPTION"], [18, 2, 1, "", "STOCK"]], "entities.asset.Asset.OptionRight": [[18, 2, 1, "", "CALL"], [18, 2, 1, "", "PUT"]], "entities.bars": [[19, 1, 1, "", "Bars"], [19, 4, 1, "", "NoBarDataFound"]], "entities.bars.Bars": [[19, 3, 1, "id0", "aggregate_bars"], [19, 3, 1, "", "filter"], [19, 3, 1, "id1", "get_last_dividend"], [19, 3, 1, "id2", "get_last_price"], [19, 3, 1, "id3", "get_momentum"], [19, 3, 1, "", "get_total_dividends"], [19, 3, 1, "", "get_total_return"], [19, 3, 1, "", "get_total_return_pct"], [19, 3, 1, "", "get_total_return_pct_change"], [19, 3, 1, "", "get_total_stock_splits"], [19, 3, 1, "id4", "get_total_volume"], [19, 3, 1, "", "parse_bar_list"], [19, 3, 1, "", "split"]], "entities.data": [[20, 1, 1, "", "Data"]], "entities.data.Data": [[20, 2, 1, "", "MIN_TIMESTEP"], [20, 2, 1, "", "TIMESTEP_MAPPING"], [20, 3, 1, "", "_get_bars_dict"], [20, 2, 1, "", "asset"], [20, 3, 1, "id0", "check_data"], [20, 3, 1, "id1", "columns"], [20, 2, 1, "", "datalines"], [20, 2, 1, "", "date_end"], [20, 2, 1, "", "date_start"], [20, 2, 1, "", "df"], [20, 3, 1, "id2", "get_bars"], [20, 3, 1, "", "get_bars_between_dates"], [20, 3, 1, "id3", "get_iter_count"], [20, 3, 1, "id4", "get_last_price"], [20, 3, 1, "", "get_quote"], [20, 2, 1, "", "iter_index"], [20, 3, 1, "id5", "repair_times_and_fill"], [20, 3, 1, "id6", "set_date_format"], [20, 3, 1, "id7", "set_dates"], [20, 3, 1, "id8", "set_times"], [20, 2, 1, "", "sybmol"], [20, 2, 1, "", "timestep"], [20, 3, 1, "id9", "to_datalines"], [20, 2, 1, "", "trading_hours_end"], [20, 2, 1, "", "trading_hours_start"], [20, 3, 1, "id10", "trim_data"]], "entities.order": [[21, 1, 1, "", "Order"]], "entities.order.Order": [[21, 1, 1, "", "OrderClass"], [21, 1, 1, "", "OrderSide"], [21, 1, 1, "", "OrderStatus"], [21, 1, 1, "", "OrderType"], [21, 1, 1, "", "Transaction"], [21, 3, 1, "", "add_child_order"], [21, 3, 1, "", "add_transaction"], [21, 5, 1, "", "avg_fill_price"], [21, 3, 1, "", "cash_pending"], [21, 3, 1, "", "equivalent_status"], [21, 3, 1, "", "from_dict"], [21, 3, 1, "", "get_fill_price"], [21, 3, 1, "", "get_increment"], [21, 3, 1, "", "is_active"], [21, 3, 1, "", "is_buy_order"], [21, 3, 1, "", "is_canceled"], [21, 3, 1, "", "is_filled"], [21, 3, 1, "", "is_option"], [21, 3, 1, "", "is_sell_order"], [21, 5, 1, "", "quantity"], [21, 3, 1, "", "set_canceled"], [21, 3, 1, "", "set_error"], [21, 3, 1, "", "set_filled"], [21, 3, 1, "", "set_identifier"], [21, 3, 1, "", "set_new"], [21, 3, 1, "", "set_partially_filled"], [21, 5, 1, "", "status"], [21, 3, 1, "", "to_dict"], [21, 3, 1, "", "to_position"], [21, 3, 1, "", "update_raw"], [21, 3, 1, "", "update_trail_stop_price"], [21, 3, 1, "", "wait_to_be_closed"], [21, 3, 1, "", "wait_to_be_registered"], [21, 3, 1, "", "was_transmitted"]], "entities.order.Order.OrderClass": [[21, 2, 1, "", "BRACKET"], [21, 2, 1, "", "MULTILEG"], [21, 2, 1, "", "OCO"], [21, 2, 1, "", "OTO"]], "entities.order.Order.OrderSide": [[21, 2, 1, "", "BUY"], [21, 2, 1, "", "BUY_TO_CLOSE"], [21, 2, 1, "", "BUY_TO_COVER"], [21, 2, 1, "", "BUY_TO_OPEN"], [21, 2, 1, "", "SELL"], [21, 2, 1, "", "SELL_SHORT"], [21, 2, 1, "", "SELL_TO_CLOSE"], [21, 2, 1, "", "SELL_TO_OPEN"]], "entities.order.Order.OrderStatus": [[21, 2, 1, "", "CANCELED"], [21, 2, 1, "", "CANCELLING"], [21, 2, 1, "", "CASH_SETTLED"], [21, 2, 1, "", "ERROR"], [21, 2, 1, "", "EXPIRED"], [21, 2, 1, "", "FILLED"], [21, 2, 1, "", "NEW"], [21, 2, 1, "", "OPEN"], [21, 2, 1, "", "PARTIALLY_FILLED"], [21, 2, 1, "", "UNPROCESSED"]], "entities.order.Order.OrderType": [[21, 2, 1, "", "BRACKET"], [21, 2, 1, "", "LIMIT"], [21, 2, 1, "", "MARKET"], [21, 2, 1, "", "OCO"], [21, 2, 1, "", "OTO"], [21, 2, 1, "", "STOP"], [21, 2, 1, "", "STOP_LIMIT"], [21, 2, 1, "", "TRAIL"]], "entities.order.Order.Transaction": [[21, 2, 1, "", "price"], [21, 2, 1, "", "quantity"]], "entities.position": [[22, 1, 1, "", "Position"]], "entities.position.Position": [[22, 3, 1, "", "add_order"], [22, 2, 1, "", "asset"], [22, 5, 1, "id0", "available"], [22, 2, 1, "", "avg_fill_price"], [22, 3, 1, "", "from_dict"], [22, 3, 1, "", "get_selling_order"], [22, 5, 1, "id1", "hold"], [22, 2, 1, "", "orders"], [22, 5, 1, "id2", "quantity"], [22, 2, 1, "", "strategy"], [22, 2, 1, "", "symbol"], [22, 3, 1, "", "to_dict"], [22, 3, 1, "", "value_type"]], "entities.trading_fee": [[23, 1, 1, "", "TradingFee"]], "lumibot.backtesting": [[42, 0, 0, "-", "backtesting_broker"]], "lumibot.backtesting.backtesting_broker": [[42, 1, 1, "", "BacktestingBroker"]], "lumibot.backtesting.backtesting_broker.BacktestingBroker": [[42, 2, 1, "", "IS_BACKTESTING_BROKER"], [42, 3, 1, "", "calculate_trade_cost"], [42, 3, 1, "", "cancel_order"], [42, 3, 1, "", "cash_settle_options_contract"], [42, 5, 1, "", "datetime"], [42, 3, 1, "", "get_historical_account_value"], [42, 3, 1, "", "get_last_bar"], [42, 3, 1, "", "get_time_to_close"], [42, 3, 1, "", "get_time_to_open"], [42, 3, 1, "", "is_market_open"], [42, 3, 1, "", "limit_order"], [42, 3, 1, "", "process_expired_option_contracts"], [42, 3, 1, "", "process_pending_orders"], [42, 3, 1, "", "should_continue"], [42, 3, 1, "", "stop_order"], [42, 3, 1, "", "submit_order"], [42, 3, 1, "", "submit_orders"]], "lumibot.brokers": [[12, 0, 0, "-", "alpaca"]], "lumibot.brokers.alpaca": [[12, 1, 1, "", "Alpaca"], [12, 1, 1, "", "OrderData"]], "lumibot.brokers.alpaca.Alpaca": [[12, 2, 1, "", "ASSET_TYPE_MAP"], [12, 2, 1, "", "api"], [12, 3, 1, "", "cancel_order"], [12, 3, 1, "", "get_historical_account_value"], [12, 3, 1, "id0", "get_time_to_close"], [12, 3, 1, "id1", "get_time_to_open"], [12, 3, 1, "id2", "get_timestamp"], [12, 3, 1, "id3", "is_market_open"], [12, 3, 1, "", "map_asset_type"]], "lumibot.brokers.alpaca.OrderData": [[12, 3, 1, "", "to_request_fields"]], "lumibot": [[43, 0, 0, "-", "data_sources"]], "lumibot.data_sources": [[43, 0, 0, "-", "data_source"], [42, 0, 0, "-", "data_source_backtesting"], [43, 0, 0, "-", "pandas_data"], [43, 0, 0, "-", "yahoo_data"]], "lumibot.data_sources.data_source": [[43, 1, 1, "", "DataSource"]], "lumibot.data_sources.data_source.DataSource": [[43, 2, 1, "", "DEFAULT_PYTZ"], [43, 2, 1, "", "DEFAULT_TIMEZONE"], [43, 2, 1, "", "IS_BACKTESTING_DATA_SOURCE"], [43, 2, 1, "", "MIN_TIMESTEP"], [43, 2, 1, "", "SOURCE"], [43, 2, 1, "", "TIMESTEP_MAPPING"], [43, 3, 1, "", "calculate_greeks"], [43, 3, 1, "", "convert_timestep_str_to_timedelta"], [43, 3, 1, "", "get_bars"], [43, 3, 1, "", "get_chains"], [43, 3, 1, "", "get_datetime"], [43, 3, 1, "", "get_datetime_range"], [43, 3, 1, "", "get_historical_prices"], [43, 3, 1, "", "get_last_day"], [43, 3, 1, "", "get_last_minute"], [43, 3, 1, "", "get_last_price"], [43, 3, 1, "", "get_last_prices"], [43, 3, 1, "", "get_round_day"], [43, 3, 1, "", "get_round_minute"], [43, 3, 1, "", "get_strikes"], [43, 3, 1, "", "get_timestamp"], [43, 3, 1, "", "get_timestep"], [43, 3, 1, "", "get_yesterday_dividend"], [43, 3, 1, "", "get_yesterday_dividends"], [43, 3, 1, "", "localize_datetime"], [43, 3, 1, "", "query_greeks"], [43, 3, 1, "", "to_default_timezone"]], "lumibot.data_sources.data_source_backtesting": [[42, 1, 1, "", "DataSourceBacktesting"]], "lumibot.data_sources.data_source_backtesting.DataSourceBacktesting": [[42, 2, 1, "", "IS_BACKTESTING_DATA_SOURCE"], [42, 3, 1, "", "get_datetime"], [42, 3, 1, "", "get_datetime_range"]], "lumibot.data_sources.pandas_data": [[43, 1, 1, "", "PandasData"]], "lumibot.data_sources.pandas_data.PandasData": [[43, 2, 1, "", "SOURCE"], [43, 2, 1, "", "TIMESTEP_MAPPING"], [43, 3, 1, "", "clean_trading_times"], [43, 3, 1, "", "find_asset_in_data_store"], [43, 3, 1, "", "get_asset_by_name"], [43, 3, 1, "", "get_asset_by_symbol"], [43, 3, 1, "", "get_assets"], [43, 3, 1, "", "get_chains"], [43, 3, 1, "", "get_historical_prices"], [43, 3, 1, "", "get_last_price"], [43, 3, 1, "", "get_last_prices"], [43, 3, 1, "", "get_start_datetime_and_ts_unit"], [43, 3, 1, "", "get_trading_days_pandas"], [43, 3, 1, "", "get_yesterday_dividend"], [43, 3, 1, "", "get_yesterday_dividends"], [43, 3, 1, "", "load_data"], [43, 3, 1, "", "update_date_index"]], "lumibot.data_sources.yahoo_data": [[43, 1, 1, "", "YahooData"]], "lumibot.data_sources.yahoo_data.YahooData": [[43, 2, 1, "", "MIN_TIMESTEP"], [43, 2, 1, "", "SOURCE"], [43, 2, 1, "", "TIMESTEP_MAPPING"], [43, 3, 1, "", "get_chains"], [43, 3, 1, "", "get_historical_prices"], [43, 3, 1, "", "get_last_price"], [43, 3, 1, "", "get_strikes"]], "lumibot.strategies.strategy": [[44, 0, 0, "-", "Strategy"]], "lumibot.strategies.strategy.Strategy": [[65, 6, 1, "", "add_line"], [66, 6, 1, "", "add_marker"], [27, 6, 1, "", "after_market_closes"], [112, 6, 1, "", "await_market_to_close"], [113, 6, 1, "", "await_market_to_open"], [28, 6, 1, "", "before_market_closes"], [29, 6, 1, "", "before_market_opens"], [30, 6, 1, "", "before_starting_trading"], [153, 6, 1, "", "cancel_open_orders"], [154, 6, 1, "", "cancel_order"], [155, 6, 1, "", "cancel_orders"], [70, 6, 1, "", "cancel_realtime_bars"], [181, 5, 1, "", "cash"], [156, 6, 1, "", "create_order"], [182, 5, 1, "", "first_iteration"], [157, 6, 1, "", "get_asset_potential_total"], [54, 6, 1, "", "get_cash"], [132, 6, 1, "", "get_chain"], [133, 6, 1, "", "get_chains"], [91, 6, 1, "", "get_datetime"], [92, 6, 1, "", "get_datetime_range"], [134, 6, 1, "", "get_expiration"], [135, 6, 1, "", "get_greeks"], [71, 6, 1, "", "get_historical_prices"], [72, 6, 1, "", "get_historical_prices_for_assets"], [93, 6, 1, "", "get_last_day"], [94, 6, 1, "", "get_last_minute"], [73, 6, 1, "", "get_last_price"], [74, 6, 1, "", "get_last_prices"], [67, 6, 1, "", "get_lines_df"], [68, 6, 1, "", "get_markers_df"], [136, 6, 1, "", "get_multiplier"], [137, 6, 1, "", "get_next_trading_day"], [138, 6, 1, "", "get_option_expiration_after_date"], [158, 6, 1, "", "get_order"], [159, 6, 1, "", "get_orders"], [114, 6, 1, "", "get_parameters"], [56, 6, 1, "", "get_portfolio_value"], [57, 6, 1, "", "get_position"], [58, 6, 1, "", "get_positions"], [76, 6, 1, "", "get_quote"], [77, 6, 1, "", "get_realtime_bars"], [95, 6, 1, "", "get_round_day"], [96, 6, 1, "", "get_round_minute"], [160, 6, 1, "", "get_selling_order"], [139, 6, 1, "", "get_strikes"], [97, 6, 1, "", "get_timestamp"], [78, 6, 1, "", "get_yesterday_dividend"], [79, 6, 1, "", "get_yesterday_dividends"], [183, 5, 1, "", "initial_budget"], [31, 6, 1, "", "initialize"], [184, 5, 1, "", "is_backtesting"], [185, 5, 1, "", "last_on_trading_iteration_datetime"], [98, 6, 1, "", "localize_datetime"], [115, 6, 1, "", "log_message"], [186, 5, 1, "", "minutes_before_closing"], [187, 5, 1, "", "minutes_before_opening"], [188, 5, 1, "", "name"], [32, 6, 1, "", "on_abrupt_closing"], [33, 6, 1, "", "on_bot_crash"], [34, 6, 1, "", "on_canceled_order"], [35, 6, 1, "", "on_filled_order"], [36, 6, 1, "", "on_new_order"], [37, 6, 1, "", "on_parameters_updated"], [38, 6, 1, "", "on_partially_filled_order"], [39, 6, 1, "", "on_trading_iteration"], [140, 6, 1, "", "options_expiry_to_datetime_date"], [189, 5, 1, "", "portfolio_value"], [190, 5, 1, "", "pytz"], [191, 5, 1, "", "quote_asset"], [1, 6, 1, "", "run_backtest"], [161, 6, 1, "", "sell_all"], [116, 6, 1, "", "set_market"], [59, 6, 1, "", "set_parameters"], [117, 6, 1, "", "sleep"], [192, 5, 1, "", "sleeptime"], [80, 6, 1, "", "start_realtime_bars"], [162, 6, 1, "", "submit_order"], [163, 6, 1, "", "submit_orders"], [193, 5, 1, "", "timezone"], [99, 6, 1, "", "to_default_timezone"], [41, 6, 1, "", "trace_stats"], [194, 5, 1, "", "unspent_money"], [118, 6, 1, "", "update_parameters"], [119, 6, 1, "", "wait_for_order_execution"], [120, 6, 1, "", "wait_for_order_registration"], [121, 6, 1, "", "wait_for_orders_execution"], [122, 6, 1, "", "wait_for_orders_registration"]], "lumibot.traders": [[45, 0, 0, "-", "trader"]], "lumibot.traders.trader": [[45, 1, 1, "", "Trader"]], "lumibot.traders.trader.Trader": [[45, 3, 1, "", "add_strategy"], [45, 5, 1, "", "is_backtest_broker"], [45, 3, 1, "", "run_all"], [45, 3, 1, "", "run_all_async"], [45, 3, 1, "", "stop_all"]]}, "objtypes": {"0": "py:module", "1": "py:class", "2": "py:attribute", "3": "py:method", "4": "py:exception", "5": "py:property", "6": "py:function"}, "objnames": {"0": ["py", "module", "Python module"], "1": ["py", "class", "Python class"], "2": ["py", "attribute", "Python attribute"], "3": ["py", "method", "Python method"], "4": ["py", "exception", "Python exception"], "5": ["py", "property", "Python property"], "6": ["py", "function", "Python function"]}, "titleterms": {"backtest": [0, 1, 2, 6, 8, 24, 25, 42], "content": [0, 11, 17, 25, 26, 43, 46], "all": 25, "panda": [5, 43], "csv": [4, 5], "other": 5, "data": [2, 5, 20, 42, 43, 69], "exampl": [5, 13, 15], "datafram": 5, "In": 5, "summari": [5, 40], "polygon": [2, 6], "io": [2, 6], "yahoo": [10, 43], "broker": [11, 13, 14, 16, 42], "alpaca": [12, 16, 24], "document": [12, 18, 19, 21, 44], "crypto": 13, "us": 13, "ccxt": 13, "configur": [13, 15, 16, 24], "set": 13, "run": [2, 13, 15, 24], "your": [13, 15, 16, 24, 25], "strategi": [13, 15, 24, 25, 44, 46, 165], "full": [13, 15], "interact": [14, 16], "tradier": [15, 16], "get": [15, 24, 25], "start": [15, 24, 25], "entiti": 17, "asset": 18, "bar": 19, "order": [21, 141], "advanc": 21, "type": 21, "With": [21, 24], "leg": 21, "posit": 22, "trade": [2, 9, 23, 24, 25], "fee": [23, 24], "what": 24, "i": 24, "lumibot": [2, 24, 25], "lumiwealth": 24, "step": [16, 24, 25], "1": [24, 25], "instal": [2, 24, 25], "packag": 24, "2": [24, 25], "import": 24, "follow": 24, "modul": [24, 43], "3": [24, 25], "creat": [24, 25], "an": 24, "paper": 24, "account": [24, 47], "4": 24, "api": 24, "kei": 24, "5": 24, "class": 24, "6": 24, "instanti": 24, "trader": [24, 45], "7": 24, "option": [24, 123], "8": 24, "ad": 24, "profil": 24, "improv": 24, "perform": 24, "algorithm": 25, "librari": 25, "take": 25, "bot": 25, "live": 25, "togeth": 25, "addit": 25, "resourc": 25, "need": 25, "extra": 25, "help": 25, "tabl": 25, "indic": [2, 3, 25], "lifecycl": 26, "method": [26, 46], "def": [27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 41], "after_market_clos": 27, "refer": [27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 41], "before_market_clos": 28, "before_market_open": 29, "before_starting_trad": 30, "initi": 31, "on_abrupt_clos": 32, "on_bot_crash": 33, "on_canceled_ord": 34, "on_filled_ord": 35, "on_new_ord": 36, "on_parameters_upd": 37, "on_partially_filled_ord": 38, "on_trading_iter": 39, "trace_stat": 41, "sourc": [2, 42, 43], "manag": [47, 141], "self": [48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 61, 62, 63, 64, 65, 66, 67, 68, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193, 194], "get_cash": [48, 54], "get_paramet": [49, 55, 103, 114], "get_portfolio_valu": [50, 56], "get_posit": [51, 52, 57, 58], "set_paramet": [53, 59], "chart": 60, "function": [1, 60], "add_lin": [61, 65], "add_mark": [62, 66], "get_lines_df": [63, 67], "get_markers_df": [64, 68], "cancel_realtime_bar": 70, "get_historical_pric": 71, "get_historical_prices_for_asset": 72, "get_last_pric": [73, 74], "get_next_trading_dai": [75, 129, 137], "get_quot": 76, "get_realtime_bar": 77, "get_yesterday_dividend": [78, 79], "start_realtime_bar": 80, "datetim": 81, "get_datetim": [82, 91], "get_datetime_rang": [83, 92], "get_last_dai": [84, 93], "get_last_minut": [85, 94], "get_round_dai": [86, 95], "get_round_minut": [87, 96], "get_timestamp": [88, 97], "localize_datetim": [89, 98], "to_default_timezon": [90, 99], "miscellan": 100, "await_market_to_clos": [101, 112], "await_market_to_open": [102, 113], "log_messag": [104, 115], "set_market": [105, 116], "sleep": [106, 117], "update_paramet": [107, 118], "wait_for_order_execut": [108, 119], "wait_for_order_registr": [109, 120], "wait_for_orders_execut": [110, 121], "wait_for_orders_registr": [111, 122], "get_chain": [124, 125, 132, 133], "get_expir": [126, 134], "get_greek": [127, 135], "get_multipli": [128, 136], "get_option_expiration_after_d": 138, "get_strik": [130, 139], "options_expiry_to_datetime_d": [131, 140], "cancel_open_ord": [142, 153], "cancel_ord": [143, 144, 154, 155], "create_ord": [145, 156], "get_asset_potential_tot": [146, 157], "get_ord": [147, 148, 158, 159], "get_selling_ord": [149, 160], "sell_al": [150, 161], "submit_ord": [151, 152, 162, 163], "paramet": 164, "properti": 165, "cash": [166, 181], "first_iter": [167, 182], "initial_budget": [168, 183], "is_backtest": [169, 184], "last_on_trading_iteration_datetim": [170, 185], "minutes_before_clos": [171, 186], "minutes_before_open": [172, 187], "name": [173, 188], "portfolio_valu": [174, 189], "pytz": [175, 180, 190], "quote_asset": [176, 191], "sleeptim": [177, 192], "timezon": [178, 193], "unspent_monei": [179, 194], "file": [0, 2, 3, 9], "gener": [0, 2, 16], "from": [0, 2], "tearsheet": [2, 7], "html": [2, 7], "log": 4, "thetadata": 8, "how": 2, "To": 2, "up": [], "v": [], "code": [], "choos": [2, 16], "conclus": [2, 16], "deploy": 16, "guid": 16, "platform": 16, "deploi": 16, "render": 16, "replit": 16, "secret": 16, "coinbas": 16, "kraken": 16, "environ": 16, "variabl": 16, "final": 16}, "envversion": {"sphinx.domains.c": 3, "sphinx.domains.changeset": 1, "sphinx.domains.citation": 1, "sphinx.domains.cpp": 9, "sphinx.domains.index": 1, "sphinx.domains.javascript": 3, "sphinx.domains.math": 2, "sphinx.domains.python": 4, "sphinx.domains.rst": 2, "sphinx.domains.std": 2, "sphinx": 60}, "alltitles": {"Backtesting": [[0, "backtesting"], [42, "backtesting"]], "Files Generated from Backtesting": [[0, "files-generated-from-backtesting"], [2, "files-generated-from-backtesting"]], "Contents:": [[0, null], [11, null], [17, null], [26, null], [46, null]], "Backtesting Function": [[1, "backtesting-function"]], "How To Backtest": [[2, "how-to-backtest"]], "Installing LumiBot": [[2, "installing-lumibot"]], "Choosing a Data Source": [[2, "choosing-a-data-source"]], "Running a Backtest with Polygon.io": [[2, "running-a-backtest-with-polygon-io"]], "Tearsheet HTML": [[2, "tearsheet-html"], [7, "tearsheet-html"]], "Trades Files": [[2, "trades-files"], [9, "trades-files"]], "Indicators Files": [[2, "indicators-files"], [3, "indicators-files"]], "Conclusion": [[2, "conclusion"], [16, "conclusion"]], "Logs CSV": [[4, "logs-csv"]], "Pandas (CSV or other data)": [[5, "pandas-csv-or-other-data"]], "Example Dataframe": [[5, "id1"]], "In Summary": [[5, "in-summary"]], "Polygon.io Backtesting": [[6, "polygon-io-backtesting"]], "ThetaData Backtesting": [[8, "thetadata-backtesting"]], "Yahoo": [[10, "yahoo"], [43, "module-lumibot.data_sources.yahoo_data"]], "Brokers": [[11, "brokers"]], "Alpaca": [[12, "alpaca"]], "Documentation": [[12, "module-lumibot.brokers.alpaca"], [18, "module-entities.asset"], [19, "module-entities.bars"], [21, "module-entities.order"], [44, "module-lumibot.strategies.strategy.Strategy"]], "Crypto Brokers (Using CCXT)": [[13, "crypto-brokers-using-ccxt"]], "Configuration Settings": [[13, "configuration-settings"]], "Running Your Strategy": [[13, "running-your-strategy"], [15, "running-your-strategy"]], "Full Example Strategy": [[13, "full-example-strategy"], [15, "full-example-strategy"]], "Interactive Brokers": [[14, "interactive-brokers"]], "Tradier": [[15, "tradier"]], "Getting Started": [[15, "getting-started"], [25, "getting-started"]], "Configuration": [[15, "configuration"]], "Deployment Guide": [[16, "deployment-guide"]], "Choosing Your Deployment Platform": [[16, "choosing-your-deployment-platform"]], "Deploying to Render": [[16, "deploying-to-render"]], "Deploying to Replit": [[16, "deploying-to-replit"]], "Secrets Configuration": [[16, "secrets-configuration"]], "Broker Configuration": [[16, "broker-configuration"]], "Tradier Configuration": [[16, "tradier-configuration"], [16, "id18"]], "Alpaca Configuration": [[16, "alpaca-configuration"], [16, "id19"]], "Coinbase Configuration": [[16, "coinbase-configuration"], [16, "id20"]], "Kraken Configuration": [[16, "kraken-configuration"], [16, "id21"]], "Interactive Brokers Configuration": [[16, "interactive-brokers-configuration"], [16, "id22"]], "General Environment Variables": [[16, "general-environment-variables"], [16, "id23"]], "Final Steps": [[16, "final-steps"]], "Entities": [[17, "entities"]], "Asset": [[18, "asset"]], "Bars": [[19, "bars"]], "Data": [[20, "module-entities.data"], [69, "data"]], "Order": [[21, "order"]], "Advanced Order Types": [[21, "advanced-order-types"]], "Order With Legs": [[21, "order-with-legs"]], "Position": [[22, "module-entities.position"]], "Trading Fee": [[23, "module-entities.trading_fee"]], "What is Lumibot?": [[24, "what-is-lumibot"]], "Lumiwealth": [[24, "id1"]], "Getting Started With Lumibot": [[24, "getting-started-with-lumibot"]], "Step 1: Install the Package": [[24, "step-1-install-the-package"]], "Step 2: Import the Following Modules": [[24, "step-2-import-the-following-modules"]], "Step 3: Create an Alpaca Paper Trading Account": [[24, "step-3-create-an-alpaca-paper-trading-account"]], "Step 4: Configure Your API Keys": [[24, "step-4-configure-your-api-keys"]], "Step 5: Create a Strategy Class": [[24, "step-5-create-a-strategy-class"]], "Step 6: Instantiate the Trader, Alpaca, and Strategy Classes": [[24, "step-6-instantiate-the-trader-alpaca-and-strategy-classes"]], "Step 7: Backtest the Strategy (Optional)": [[24, "step-7-backtest-the-strategy-optional"]], "Step 8: Run the Strategy": [[24, "step-8-run-the-strategy"]], "Adding Trading Fees": [[24, "adding-trading-fees"]], "Profiling to Improve Performance": [[24, "profiling-to-improve-performance"]], "Lumibot: Backtesting and Algorithmic Trading Library": [[25, "lumibot-backtesting-and-algorithmic-trading-library"]], "Step 1: Install Lumibot": [[25, "step-1-install-lumibot"]], "Step 2: Create a Strategy for Backtesting": [[25, "step-2-create-a-strategy-for-backtesting"]], "Step 3: Take Your Bot Live": [[25, "step-3-take-your-bot-live"]], "All Together": [[25, "all-together"]], "Additional Resources": [[25, "additional-resources"]], "Need Extra Help?": [[25, "need-extra-help"]], "Table of Contents": [[25, "table-of-contents"]], "Indices and tables": [[25, "indices-and-tables"]], "Lifecycle Methods": [[26, "lifecycle-methods"]], "def after_market_closes": [[27, "def-after-market-closes"]], "Reference": [[27, "reference"], [28, "reference"], [29, "reference"], [30, "reference"], [31, "reference"], [32, "reference"], [33, "reference"], [34, "reference"], [35, "reference"], [36, "reference"], [37, "reference"], [38, "reference"], [39, "reference"], [41, "reference"]], "def before_market_closes": [[28, "def-before-market-closes"]], "def before_market_opens": [[29, "def-before-market-opens"]], "def before_starting_trading": [[30, "def-before-starting-trading"]], "def initialize": [[31, "def-initialize"]], "def on_abrupt_closing": [[32, "def-on-abrupt-closing"]], "def on_bot_crash": [[33, "def-on-bot-crash"]], "def on_canceled_order": [[34, "def-on-canceled-order"]], "def on_filled_order": [[35, "def-on-filled-order"]], "def on_new_order": [[36, "def-on-new-order"]], "def on_parameters_updated": [[37, "def-on-parameters-updated"]], "def on_partially_filled_order": [[38, "def-on-partially-filled-order"]], "def on_trading_iteration": [[39, "def-on-trading-iteration"]], "Summary": [[40, "summary"]], "def trace_stats": [[41, "def-trace-stats"]], "Backtesting Broker": [[42, "module-lumibot.backtesting.backtesting_broker"]], "Data Source Backtesting": [[42, "module-lumibot.data_sources.data_source_backtesting"]], "Data Sources": [[43, "data-sources"]], "Data Source": [[43, "module-lumibot.data_sources.data_source"]], "Pandas": [[43, "module-lumibot.data_sources.pandas_data"]], "Module contents": [[43, "module-lumibot.data_sources"]], "Strategies": [[44, "strategies"]], "Traders": [[45, "traders"]], "Trader": [[45, "module-lumibot.traders.trader"]], "Strategy Methods": [[46, "strategy-methods"]], "Account Management": [[47, "account-management"]], "self.get_cash": [[48, "self-get-cash"], [54, "self-get-cash"]], "self.get_parameters": [[49, "self-get-parameters"], [55, "self-get-parameters"], [103, "self-get-parameters"], [114, "self-get-parameters"]], "self.get_portfolio_value": [[50, "self-get-portfolio-value"], [56, "self-get-portfolio-value"]], "self.get_position": [[51, "self-get-position"], [57, "self-get-position"]], "self.get_positions": [[52, "self-get-positions"], [58, "self-get-positions"]], "self.set_parameters": [[53, "self-set-parameters"], [59, "self-set-parameters"]], "Chart Functions": [[60, "chart-functions"]], "self.add_line": [[61, "self-add-line"], [65, "self-add-line"]], "self.add_marker": [[62, "self-add-marker"], [66, "self-add-marker"]], "self.get_lines_df": [[63, "self-get-lines-df"], [67, "self-get-lines-df"]], "self.get_markers_df": [[64, "self-get-markers-df"], [68, "self-get-markers-df"]], "self.cancel_realtime_bars": [[70, "self-cancel-realtime-bars"]], "self.get_historical_prices": [[71, "self-get-historical-prices"]], "self.get_historical_prices_for_assets": [[72, "self-get-historical-prices-for-assets"]], "self.get_last_price": [[73, "self-get-last-price"]], "self.get_last_prices": [[74, "self-get-last-prices"]], "self.get_next_trading_day": [[75, "self-get-next-trading-day"], [129, "self-get-next-trading-day"], [137, "self-get-next-trading-day"]], "self.get_quote": [[76, "self-get-quote"]], "self.get_realtime_bars": [[77, "self-get-realtime-bars"]], "self.get_yesterday_dividend": [[78, "self-get-yesterday-dividend"]], "self.get_yesterday_dividends": [[79, "self-get-yesterday-dividends"]], "self.start_realtime_bars": [[80, "self-start-realtime-bars"]], "DateTime": [[81, "datetime"]], "self.get_datetime": [[82, "self-get-datetime"], [91, "self-get-datetime"]], "self.get_datetime_range": [[83, "self-get-datetime-range"], [92, "self-get-datetime-range"]], "self.get_last_day": [[84, "self-get-last-day"], [93, "self-get-last-day"]], "self.get_last_minute": [[85, "self-get-last-minute"], [94, "self-get-last-minute"]], "self.get_round_day": [[86, "self-get-round-day"], [95, "self-get-round-day"]], "self.get_round_minute": [[87, "self-get-round-minute"], [96, "self-get-round-minute"]], "self.get_timestamp": [[88, "self-get-timestamp"], [97, "self-get-timestamp"]], "self.localize_datetime": [[89, "self-localize-datetime"], [98, "self-localize-datetime"]], "self.to_default_timezone": [[90, "self-to-default-timezone"], [99, "self-to-default-timezone"]], "Miscellaneous": [[100, "miscellaneous"]], "self.await_market_to_close": [[101, "self-await-market-to-close"], [112, "self-await-market-to-close"]], "self.await_market_to_open": [[102, "self-await-market-to-open"], [113, "self-await-market-to-open"]], "self.log_message": [[104, "self-log-message"], [115, "self-log-message"]], "self.set_market": [[105, "self-set-market"], [116, "self-set-market"]], "self.sleep": [[106, "self-sleep"], [117, "self-sleep"]], "self.update_parameters": [[107, "self-update-parameters"], [118, "self-update-parameters"]], "self.wait_for_order_execution": [[108, "self-wait-for-order-execution"], [119, "self-wait-for-order-execution"]], "self.wait_for_order_registration": [[109, "self-wait-for-order-registration"], [120, "self-wait-for-order-registration"]], "self.wait_for_orders_execution": [[110, "self-wait-for-orders-execution"], [121, "self-wait-for-orders-execution"]], "self.wait_for_orders_registration": [[111, "self-wait-for-orders-registration"], [122, "self-wait-for-orders-registration"]], "Options": [[123, "options"]], "self.get_chain": [[124, "self-get-chain"], [132, "self-get-chain"]], "self.get_chains": [[125, "self-get-chains"], [133, "self-get-chains"]], "self.get_expiration": [[126, "self-get-expiration"], [134, "self-get-expiration"]], "self.get_greeks": [[127, "self-get-greeks"], [135, "self-get-greeks"]], "self.get_multiplier": [[128, "self-get-multiplier"], [136, "self-get-multiplier"]], "self.get_strikes": [[130, "self-get-strikes"], [139, "self-get-strikes"]], "self.options_expiry_to_datetime_date": [[131, "self-options-expiry-to-datetime-date"], [140, "self-options-expiry-to-datetime-date"]], "self.get_option_expiration_after_date": [[138, "self-get-option-expiration-after-date"]], "Order Management": [[141, "order-management"]], "self.cancel_open_orders": [[142, "self-cancel-open-orders"], [153, "self-cancel-open-orders"]], "self.cancel_order": [[143, "self-cancel-order"], [154, "self-cancel-order"]], "self.cancel_orders": [[144, "self-cancel-orders"], [155, "self-cancel-orders"]], "self.create_order": [[145, "self-create-order"], [156, "self-create-order"]], "self.get_asset_potential_total": [[146, "self-get-asset-potential-total"], [157, "self-get-asset-potential-total"]], "self.get_order": [[147, "self-get-order"], [158, "self-get-order"]], "self.get_orders": [[148, "self-get-orders"], [159, "self-get-orders"]], "self.get_selling_order": [[149, "self-get-selling-order"], [160, "self-get-selling-order"]], "self.sell_all": [[150, "self-sell-all"], [161, "self-sell-all"]], "self.submit_order": [[151, "self-submit-order"], [162, "self-submit-order"]], "self.submit_orders": [[152, "self-submit-orders"], [163, "self-submit-orders"]], "Parameters": [[164, "parameters"]], "Strategy Properties": [[165, "strategy-properties"]], "self.cash": [[166, "self-cash"], [181, "self-cash"]], "self.first_iteration": [[167, "self-first-iteration"], [182, "self-first-iteration"]], "self.initial_budget": [[168, "self-initial-budget"], [183, "self-initial-budget"]], "self.is_backtesting": [[169, "self-is-backtesting"], [184, "self-is-backtesting"]], "self.last_on_trading_iteration_datetime": [[170, "self-last-on-trading-iteration-datetime"], [185, "self-last-on-trading-iteration-datetime"]], "self.minutes_before_closing": [[171, "self-minutes-before-closing"], [186, "self-minutes-before-closing"]], "self.minutes_before_opening": [[172, "self-minutes-before-opening"], [187, "self-minutes-before-opening"]], "self.name": [[173, "self-name"], [188, "self-name"]], "self.portfolio_value": [[174, "self-portfolio-value"], [189, "self-portfolio-value"]], "self.pytz": [[175, "self-pytz"], [180, "self-pytz"], [190, "self-pytz"]], "self.quote_asset": [[176, "self-quote-asset"], [191, "self-quote-asset"]], "self.sleeptime": [[177, "self-sleeptime"], [192, "self-sleeptime"]], "self.timezone": [[178, "self-timezone"], [193, "self-timezone"]], "self.unspent_money": [[179, "self-unspent-money"], [194, "self-unspent-money"]]}, "indexentries": {"run_backtest() (in module lumibot.strategies.strategy.strategy)": [[1, "lumibot.strategies.strategy.Strategy.run_backtest"]], "asset_type_map (lumibot.brokers.alpaca.alpaca attribute)": [[12, "lumibot.brokers.alpaca.Alpaca.ASSET_TYPE_MAP"]], "alpaca (class in lumibot.brokers.alpaca)": [[12, "lumibot.brokers.alpaca.Alpaca"]], "orderdata (class in lumibot.brokers.alpaca)": [[12, "lumibot.brokers.alpaca.OrderData"]], "api (lumibot.brokers.alpaca.alpaca attribute)": [[12, "lumibot.brokers.alpaca.Alpaca.api"]], "cancel_order() (lumibot.brokers.alpaca.alpaca method)": [[12, "lumibot.brokers.alpaca.Alpaca.cancel_order"]], "get_historical_account_value() (lumibot.brokers.alpaca.alpaca method)": [[12, "lumibot.brokers.alpaca.Alpaca.get_historical_account_value"]], "get_time_to_close() (lumibot.brokers.alpaca.alpaca method)": [[12, "id0"], [12, "lumibot.brokers.alpaca.Alpaca.get_time_to_close"]], "get_time_to_open() (lumibot.brokers.alpaca.alpaca method)": [[12, "id1"], [12, "lumibot.brokers.alpaca.Alpaca.get_time_to_open"]], "get_timestamp() (lumibot.brokers.alpaca.alpaca method)": [[12, "id2"], [12, "lumibot.brokers.alpaca.Alpaca.get_timestamp"]], "is_market_open() (lumibot.brokers.alpaca.alpaca method)": [[12, "id3"], [12, "lumibot.brokers.alpaca.Alpaca.is_market_open"]], "lumibot.brokers.alpaca": [[12, "module-lumibot.brokers.alpaca"]], "map_asset_type() (lumibot.brokers.alpaca.alpaca method)": [[12, "lumibot.brokers.alpaca.Alpaca.map_asset_type"]], "module": [[12, "module-lumibot.brokers.alpaca"], [18, "module-entities.asset"], [19, "module-entities.bars"], [20, "module-entities.data"], [21, "module-entities.order"], [22, "module-entities.position"], [23, "module-entities.trading_fee"], [42, "module-lumibot.backtesting.backtesting_broker"], [42, "module-lumibot.data_sources.data_source_backtesting"], [43, "module-lumibot.data_sources"], [43, "module-lumibot.data_sources.data_source"], [43, "module-lumibot.data_sources.pandas_data"], [43, "module-lumibot.data_sources.yahoo_data"], [44, "module-lumibot.strategies.strategy.Strategy"], [45, "module-lumibot.traders.trader"]], "to_request_fields() (lumibot.brokers.alpaca.orderdata method)": [[12, "lumibot.brokers.alpaca.OrderData.to_request_fields"]], "asset (class in entities.asset)": [[18, "entities.asset.Asset"]], "asset.assettype (class in entities.asset)": [[18, "entities.asset.Asset.AssetType"]], "asset.optionright (class in entities.asset)": [[18, "entities.asset.Asset.OptionRight"]], "assetsmapping (class in entities.asset)": [[18, "entities.asset.AssetsMapping"]], "call (entities.asset.asset.optionright attribute)": [[18, "entities.asset.Asset.OptionRight.CALL"]], "crypto (entities.asset.asset.assettype attribute)": [[18, "entities.asset.Asset.AssetType.CRYPTO"]], "forex (entities.asset.asset.assettype attribute)": [[18, "entities.asset.Asset.AssetType.FOREX"]], "future (entities.asset.asset.assettype attribute)": [[18, "entities.asset.Asset.AssetType.FUTURE"]], "index (entities.asset.asset.assettype attribute)": [[18, "entities.asset.Asset.AssetType.INDEX"]], "option (entities.asset.asset.assettype attribute)": [[18, "entities.asset.Asset.AssetType.OPTION"]], "put (entities.asset.asset.optionright attribute)": [[18, "entities.asset.Asset.OptionRight.PUT"]], "stock (entities.asset.asset.assettype attribute)": [[18, "entities.asset.Asset.AssetType.STOCK"]], "_asset_types (entities.asset.asset attribute)": [[18, "entities.asset.Asset._asset_types"]], "_right (entities.asset.asset attribute)": [[18, "entities.asset.Asset._right"]], "asset_type (entities.asset.asset attribute)": [[18, "entities.asset.Asset.asset_type"], [18, "id0"]], "asset_type_must_be_one_of() (entities.asset.asset method)": [[18, "entities.asset.Asset.asset_type_must_be_one_of"], [18, "id1"]], "entities.asset": [[18, "module-entities.asset"]], "expiration (entities.asset.asset attribute)": [[18, "entities.asset.Asset.expiration"], [18, "id2"]], "from_dict() (entities.asset.asset class method)": [[18, "entities.asset.Asset.from_dict"]], "is_valid() (entities.asset.asset method)": [[18, "entities.asset.Asset.is_valid"]], "multiplier (entities.asset.asset attribute)": [[18, "entities.asset.Asset.multiplier"], [18, "id3"]], "precision (entities.asset.asset attribute)": [[18, "entities.asset.Asset.precision"], [18, "id4"]], "right (entities.asset.asset attribute)": [[18, "entities.asset.Asset.right"], [18, "id5"]], "right_must_be_one_of() (entities.asset.asset method)": [[18, "entities.asset.Asset.right_must_be_one_of"], [18, "id6"]], "strike (entities.asset.asset attribute)": [[18, "entities.asset.Asset.strike"], [18, "id7"]], "symbol (entities.asset.asset attribute)": [[18, "entities.asset.Asset.symbol"], [18, "id8"]], "symbol2asset() (entities.asset.asset class method)": [[18, "entities.asset.Asset.symbol2asset"]], "to_dict() (entities.asset.asset method)": [[18, "entities.asset.Asset.to_dict"]], "underlying_asset (entities.asset.asset attribute)": [[18, "entities.asset.Asset.underlying_asset"]], "bars (class in entities.bars)": [[19, "entities.bars.Bars"]], "nobardatafound": [[19, "entities.bars.NoBarDataFound"]], "aggregate_bars() (entities.bars.bars method)": [[19, "entities.bars.Bars.aggregate_bars"], [19, "id0"]], "entities.bars": [[19, "module-entities.bars"]], "filter() (entities.bars.bars method)": [[19, "entities.bars.Bars.filter"]], "get_last_dividend() (entities.bars.bars method)": [[19, "entities.bars.Bars.get_last_dividend"], [19, "id1"]], "get_last_price() (entities.bars.bars method)": [[19, "entities.bars.Bars.get_last_price"], [19, "id2"]], "get_momentum() (entities.bars.bars method)": [[19, "entities.bars.Bars.get_momentum"], [19, "id3"]], "get_total_dividends() (entities.bars.bars method)": [[19, "entities.bars.Bars.get_total_dividends"]], "get_total_return() (entities.bars.bars method)": [[19, "entities.bars.Bars.get_total_return"]], "get_total_return_pct() (entities.bars.bars method)": [[19, "entities.bars.Bars.get_total_return_pct"]], "get_total_return_pct_change() (entities.bars.bars method)": [[19, "entities.bars.Bars.get_total_return_pct_change"]], "get_total_stock_splits() (entities.bars.bars method)": [[19, "entities.bars.Bars.get_total_stock_splits"]], "get_total_volume() (entities.bars.bars method)": [[19, "entities.bars.Bars.get_total_volume"], [19, "id4"]], "parse_bar_list() (entities.bars.bars class method)": [[19, "entities.bars.Bars.parse_bar_list"]], "split() (entities.bars.bars method)": [[19, "entities.bars.Bars.split"]], "data (class in entities.data)": [[20, "entities.data.Data"]], "min_timestep (entities.data.data attribute)": [[20, "entities.data.Data.MIN_TIMESTEP"]], "timestep_mapping (entities.data.data attribute)": [[20, "entities.data.Data.TIMESTEP_MAPPING"]], "_get_bars_dict() (entities.data.data method)": [[20, "entities.data.Data._get_bars_dict"]], "asset (entities.data.data attribute)": [[20, "entities.data.Data.asset"]], "check_data() (entities.data.data method)": [[20, "entities.data.Data.check_data"], [20, "id0"]], "columns() (entities.data.data method)": [[20, "entities.data.Data.columns"], [20, "id1"]], "datalines (entities.data.data attribute)": [[20, "entities.data.Data.datalines"]], "date_end (entities.data.data attribute)": [[20, "entities.data.Data.date_end"]], "date_start (entities.data.data attribute)": [[20, "entities.data.Data.date_start"]], "df (entities.data.data attribute)": [[20, "entities.data.Data.df"]], "entities.data": [[20, "module-entities.data"]], "get_bars() (entities.data.data method)": [[20, "entities.data.Data.get_bars"], [20, "id2"]], "get_bars_between_dates() (entities.data.data method)": [[20, "entities.data.Data.get_bars_between_dates"]], "get_iter_count() (entities.data.data method)": [[20, "entities.data.Data.get_iter_count"], [20, "id3"]], "get_last_price() (entities.data.data method)": [[20, "entities.data.Data.get_last_price"], [20, "id4"]], "get_quote() (entities.data.data method)": [[20, "entities.data.Data.get_quote"]], "iter_index (entities.data.data attribute)": [[20, "entities.data.Data.iter_index"]], "repair_times_and_fill() (entities.data.data method)": [[20, "entities.data.Data.repair_times_and_fill"], [20, "id5"]], "set_date_format() (entities.data.data method)": [[20, "entities.data.Data.set_date_format"], [20, "id6"]], "set_dates() (entities.data.data method)": [[20, "entities.data.Data.set_dates"], [20, "id7"]], "set_times() (entities.data.data method)": [[20, "entities.data.Data.set_times"], [20, "id8"]], "sybmol (entities.data.data attribute)": [[20, "entities.data.Data.sybmol"]], "timestep (entities.data.data attribute)": [[20, "entities.data.Data.timestep"]], "to_datalines() (entities.data.data method)": [[20, "entities.data.Data.to_datalines"], [20, "id9"]], "trading_hours_end (entities.data.data attribute)": [[20, "entities.data.Data.trading_hours_end"]], "trading_hours_start (entities.data.data attribute)": [[20, "entities.data.Data.trading_hours_start"]], "trim_data() (entities.data.data method)": [[20, "entities.data.Data.trim_data"], [20, "id10"]], "bracket (entities.order.order.orderclass attribute)": [[21, "entities.order.Order.OrderClass.BRACKET"]], "bracket (entities.order.order.ordertype attribute)": [[21, "entities.order.Order.OrderType.BRACKET"]], "buy (entities.order.order.orderside attribute)": [[21, "entities.order.Order.OrderSide.BUY"]], "buy_to_close (entities.order.order.orderside attribute)": [[21, "entities.order.Order.OrderSide.BUY_TO_CLOSE"]], "buy_to_cover (entities.order.order.orderside attribute)": [[21, "entities.order.Order.OrderSide.BUY_TO_COVER"]], "buy_to_open (entities.order.order.orderside attribute)": [[21, "entities.order.Order.OrderSide.BUY_TO_OPEN"]], "canceled (entities.order.order.orderstatus attribute)": [[21, "entities.order.Order.OrderStatus.CANCELED"]], "cancelling (entities.order.order.orderstatus attribute)": [[21, "entities.order.Order.OrderStatus.CANCELLING"]], "cash_settled (entities.order.order.orderstatus attribute)": [[21, "entities.order.Order.OrderStatus.CASH_SETTLED"]], "error (entities.order.order.orderstatus attribute)": [[21, "entities.order.Order.OrderStatus.ERROR"]], "expired (entities.order.order.orderstatus attribute)": [[21, "entities.order.Order.OrderStatus.EXPIRED"]], "filled (entities.order.order.orderstatus attribute)": [[21, "entities.order.Order.OrderStatus.FILLED"]], "limit (entities.order.order.ordertype attribute)": [[21, "entities.order.Order.OrderType.LIMIT"]], "market (entities.order.order.ordertype attribute)": [[21, "entities.order.Order.OrderType.MARKET"]], "multileg (entities.order.order.orderclass attribute)": [[21, "entities.order.Order.OrderClass.MULTILEG"]], "new (entities.order.order.orderstatus attribute)": [[21, "entities.order.Order.OrderStatus.NEW"]], "oco (entities.order.order.orderclass attribute)": [[21, "entities.order.Order.OrderClass.OCO"]], "oco (entities.order.order.ordertype attribute)": [[21, "entities.order.Order.OrderType.OCO"]], "open (entities.order.order.orderstatus attribute)": [[21, "entities.order.Order.OrderStatus.OPEN"]], "oto (entities.order.order.orderclass attribute)": [[21, "entities.order.Order.OrderClass.OTO"]], "oto (entities.order.order.ordertype attribute)": [[21, "entities.order.Order.OrderType.OTO"]], "order (class in entities.order)": [[21, "entities.order.Order"]], "order.orderclass (class in entities.order)": [[21, "entities.order.Order.OrderClass"]], "order.orderside (class in entities.order)": [[21, "entities.order.Order.OrderSide"]], "order.orderstatus (class in entities.order)": [[21, "entities.order.Order.OrderStatus"]], "order.ordertype (class in entities.order)": [[21, "entities.order.Order.OrderType"]], "order.transaction (class in entities.order)": [[21, "entities.order.Order.Transaction"]], "partially_filled (entities.order.order.orderstatus attribute)": [[21, "entities.order.Order.OrderStatus.PARTIALLY_FILLED"]], "sell (entities.order.order.orderside attribute)": [[21, "entities.order.Order.OrderSide.SELL"]], "sell_short (entities.order.order.orderside attribute)": [[21, "entities.order.Order.OrderSide.SELL_SHORT"]], "sell_to_close (entities.order.order.orderside attribute)": [[21, "entities.order.Order.OrderSide.SELL_TO_CLOSE"]], "sell_to_open (entities.order.order.orderside attribute)": [[21, "entities.order.Order.OrderSide.SELL_TO_OPEN"]], "stop (entities.order.order.ordertype attribute)": [[21, "entities.order.Order.OrderType.STOP"]], "stop_limit (entities.order.order.ordertype attribute)": [[21, "entities.order.Order.OrderType.STOP_LIMIT"]], "trail (entities.order.order.ordertype attribute)": [[21, "entities.order.Order.OrderType.TRAIL"]], "unprocessed (entities.order.order.orderstatus attribute)": [[21, "entities.order.Order.OrderStatus.UNPROCESSED"]], "add_child_order() (entities.order.order method)": [[21, "entities.order.Order.add_child_order"]], "add_transaction() (entities.order.order method)": [[21, "entities.order.Order.add_transaction"]], "avg_fill_price (entities.order.order property)": [[21, "entities.order.Order.avg_fill_price"]], "cash_pending() (entities.order.order method)": [[21, "entities.order.Order.cash_pending"]], "entities.order": [[21, "module-entities.order"]], "equivalent_status() (entities.order.order method)": [[21, "entities.order.Order.equivalent_status"]], "from_dict() (entities.order.order class method)": [[21, "entities.order.Order.from_dict"]], "get_fill_price() (entities.order.order method)": [[21, "entities.order.Order.get_fill_price"]], "get_increment() (entities.order.order method)": [[21, "entities.order.Order.get_increment"]], "is_active() (entities.order.order method)": [[21, "entities.order.Order.is_active"]], "is_buy_order() (entities.order.order method)": [[21, "entities.order.Order.is_buy_order"]], "is_canceled() (entities.order.order method)": [[21, "entities.order.Order.is_canceled"]], "is_filled() (entities.order.order method)": [[21, "entities.order.Order.is_filled"]], "is_option() (entities.order.order method)": [[21, "entities.order.Order.is_option"]], "is_sell_order() (entities.order.order method)": [[21, "entities.order.Order.is_sell_order"]], "price (entities.order.order.transaction attribute)": [[21, "entities.order.Order.Transaction.price"]], "quantity (entities.order.order property)": [[21, "entities.order.Order.quantity"]], "quantity (entities.order.order.transaction attribute)": [[21, "entities.order.Order.Transaction.quantity"]], "set_canceled() (entities.order.order method)": [[21, "entities.order.Order.set_canceled"]], "set_error() (entities.order.order method)": [[21, "entities.order.Order.set_error"]], "set_filled() (entities.order.order method)": [[21, "entities.order.Order.set_filled"]], "set_identifier() (entities.order.order method)": [[21, "entities.order.Order.set_identifier"]], "set_new() (entities.order.order method)": [[21, "entities.order.Order.set_new"]], "set_partially_filled() (entities.order.order method)": [[21, "entities.order.Order.set_partially_filled"]], "status (entities.order.order property)": [[21, "entities.order.Order.status"]], "to_dict() (entities.order.order method)": [[21, "entities.order.Order.to_dict"]], "to_position() (entities.order.order method)": [[21, "entities.order.Order.to_position"]], "update_raw() (entities.order.order method)": [[21, "entities.order.Order.update_raw"]], "update_trail_stop_price() (entities.order.order method)": [[21, "entities.order.Order.update_trail_stop_price"]], "wait_to_be_closed() (entities.order.order method)": [[21, "entities.order.Order.wait_to_be_closed"]], "wait_to_be_registered() (entities.order.order method)": [[21, "entities.order.Order.wait_to_be_registered"]], "was_transmitted() (entities.order.order method)": [[21, "entities.order.Order.was_transmitted"]], "position (class in entities.position)": [[22, "entities.position.Position"]], "add_order() (entities.position.position method)": [[22, "entities.position.Position.add_order"]], "asset (entities.position.position attribute)": [[22, "entities.position.Position.asset"]], "available (entities.position.position attribute)": [[22, "entities.position.Position.available"]], "available (entities.position.position property)": [[22, "id0"]], "avg_fill_price (entities.position.position attribute)": [[22, "entities.position.Position.avg_fill_price"]], "entities.position": [[22, "module-entities.position"]], "from_dict() (entities.position.position class method)": [[22, "entities.position.Position.from_dict"]], "get_selling_order() (entities.position.position method)": [[22, "entities.position.Position.get_selling_order"]], "hold (entities.position.position attribute)": [[22, "entities.position.Position.hold"]], "hold (entities.position.position property)": [[22, "id1"]], "orders (entities.position.position attribute)": [[22, "entities.position.Position.orders"]], "quantity (entities.position.position attribute)": [[22, "entities.position.Position.quantity"]], "quantity (entities.position.position property)": [[22, "id2"]], "strategy (entities.position.position attribute)": [[22, "entities.position.Position.strategy"]], "symbol (entities.position.position attribute)": [[22, "entities.position.Position.symbol"]], "to_dict() (entities.position.position method)": [[22, "entities.position.Position.to_dict"]], "value_type() (entities.position.position method)": [[22, "entities.position.Position.value_type"]], "tradingfee (class in entities.trading_fee)": [[23, "entities.trading_fee.TradingFee"]], "entities.trading_fee": [[23, "module-entities.trading_fee"]], "after_market_closes() (in module lumibot.strategies.strategy.strategy)": [[27, "lumibot.strategies.strategy.Strategy.after_market_closes"]], "before_market_closes() (in module lumibot.strategies.strategy.strategy)": [[28, "lumibot.strategies.strategy.Strategy.before_market_closes"]], "before_market_opens() (in module lumibot.strategies.strategy.strategy)": [[29, "lumibot.strategies.strategy.Strategy.before_market_opens"]], "before_starting_trading() (in module lumibot.strategies.strategy.strategy)": [[30, "lumibot.strategies.strategy.Strategy.before_starting_trading"]], "initialize() (in module lumibot.strategies.strategy.strategy)": [[31, "lumibot.strategies.strategy.Strategy.initialize"]], "on_abrupt_closing() (in module lumibot.strategies.strategy.strategy)": [[32, "lumibot.strategies.strategy.Strategy.on_abrupt_closing"]], "on_bot_crash() (in module lumibot.strategies.strategy.strategy)": [[33, "lumibot.strategies.strategy.Strategy.on_bot_crash"]], "on_canceled_order() (in module lumibot.strategies.strategy.strategy)": [[34, "lumibot.strategies.strategy.Strategy.on_canceled_order"]], "on_filled_order() (in module lumibot.strategies.strategy.strategy)": [[35, "lumibot.strategies.strategy.Strategy.on_filled_order"]], "on_new_order() (in module lumibot.strategies.strategy.strategy)": [[36, "lumibot.strategies.strategy.Strategy.on_new_order"]], "on_parameters_updated() (in module lumibot.strategies.strategy.strategy)": [[37, "lumibot.strategies.strategy.Strategy.on_parameters_updated"]], "on_partially_filled_order() (in module lumibot.strategies.strategy.strategy)": [[38, "lumibot.strategies.strategy.Strategy.on_partially_filled_order"]], "on_trading_iteration() (in module lumibot.strategies.strategy.strategy)": [[39, "lumibot.strategies.strategy.Strategy.on_trading_iteration"]], "trace_stats() (in module lumibot.strategies.strategy.strategy)": [[41, "lumibot.strategies.strategy.Strategy.trace_stats"]], "backtestingbroker (class in lumibot.backtesting.backtesting_broker)": [[42, "lumibot.backtesting.backtesting_broker.BacktestingBroker"]], "datasourcebacktesting (class in lumibot.data_sources.data_source_backtesting)": [[42, "lumibot.data_sources.data_source_backtesting.DataSourceBacktesting"]], "is_backtesting_broker (lumibot.backtesting.backtesting_broker.backtestingbroker attribute)": [[42, "lumibot.backtesting.backtesting_broker.BacktestingBroker.IS_BACKTESTING_BROKER"]], "is_backtesting_data_source (lumibot.data_sources.data_source_backtesting.datasourcebacktesting attribute)": [[42, "lumibot.data_sources.data_source_backtesting.DataSourceBacktesting.IS_BACKTESTING_DATA_SOURCE"]], "calculate_trade_cost() (lumibot.backtesting.backtesting_broker.backtestingbroker method)": [[42, "lumibot.backtesting.backtesting_broker.BacktestingBroker.calculate_trade_cost"]], "cancel_order() (lumibot.backtesting.backtesting_broker.backtestingbroker method)": [[42, "lumibot.backtesting.backtesting_broker.BacktestingBroker.cancel_order"]], "cash_settle_options_contract() (lumibot.backtesting.backtesting_broker.backtestingbroker method)": [[42, "lumibot.backtesting.backtesting_broker.BacktestingBroker.cash_settle_options_contract"]], "datetime (lumibot.backtesting.backtesting_broker.backtestingbroker property)": [[42, "lumibot.backtesting.backtesting_broker.BacktestingBroker.datetime"]], "get_datetime() (lumibot.data_sources.data_source_backtesting.datasourcebacktesting method)": [[42, "lumibot.data_sources.data_source_backtesting.DataSourceBacktesting.get_datetime"]], "get_datetime_range() (lumibot.data_sources.data_source_backtesting.datasourcebacktesting method)": [[42, "lumibot.data_sources.data_source_backtesting.DataSourceBacktesting.get_datetime_range"]], "get_historical_account_value() (lumibot.backtesting.backtesting_broker.backtestingbroker method)": [[42, "lumibot.backtesting.backtesting_broker.BacktestingBroker.get_historical_account_value"]], "get_last_bar() (lumibot.backtesting.backtesting_broker.backtestingbroker method)": [[42, "lumibot.backtesting.backtesting_broker.BacktestingBroker.get_last_bar"]], "get_time_to_close() (lumibot.backtesting.backtesting_broker.backtestingbroker method)": [[42, "lumibot.backtesting.backtesting_broker.BacktestingBroker.get_time_to_close"]], "get_time_to_open() (lumibot.backtesting.backtesting_broker.backtestingbroker method)": [[42, "lumibot.backtesting.backtesting_broker.BacktestingBroker.get_time_to_open"]], "is_market_open() (lumibot.backtesting.backtesting_broker.backtestingbroker method)": [[42, "lumibot.backtesting.backtesting_broker.BacktestingBroker.is_market_open"]], "limit_order() (lumibot.backtesting.backtesting_broker.backtestingbroker method)": [[42, "lumibot.backtesting.backtesting_broker.BacktestingBroker.limit_order"]], "lumibot.backtesting.backtesting_broker": [[42, "module-lumibot.backtesting.backtesting_broker"]], "lumibot.data_sources.data_source_backtesting": [[42, "module-lumibot.data_sources.data_source_backtesting"]], "process_expired_option_contracts() (lumibot.backtesting.backtesting_broker.backtestingbroker method)": [[42, "lumibot.backtesting.backtesting_broker.BacktestingBroker.process_expired_option_contracts"]], "process_pending_orders() (lumibot.backtesting.backtesting_broker.backtestingbroker method)": [[42, "lumibot.backtesting.backtesting_broker.BacktestingBroker.process_pending_orders"]], "should_continue() (lumibot.backtesting.backtesting_broker.backtestingbroker method)": [[42, "lumibot.backtesting.backtesting_broker.BacktestingBroker.should_continue"]], "stop_order() (lumibot.backtesting.backtesting_broker.backtestingbroker method)": [[42, "lumibot.backtesting.backtesting_broker.BacktestingBroker.stop_order"]], "submit_order() (lumibot.backtesting.backtesting_broker.backtestingbroker method)": [[42, "lumibot.backtesting.backtesting_broker.BacktestingBroker.submit_order"]], "submit_orders() (lumibot.backtesting.backtesting_broker.backtestingbroker method)": [[42, "lumibot.backtesting.backtesting_broker.BacktestingBroker.submit_orders"]], "default_pytz (lumibot.data_sources.data_source.datasource attribute)": [[43, "lumibot.data_sources.data_source.DataSource.DEFAULT_PYTZ"]], "default_timezone (lumibot.data_sources.data_source.datasource attribute)": [[43, "lumibot.data_sources.data_source.DataSource.DEFAULT_TIMEZONE"]], "datasource (class in lumibot.data_sources.data_source)": [[43, "lumibot.data_sources.data_source.DataSource"]], "is_backtesting_data_source (lumibot.data_sources.data_source.datasource attribute)": [[43, "lumibot.data_sources.data_source.DataSource.IS_BACKTESTING_DATA_SOURCE"]], "min_timestep (lumibot.data_sources.data_source.datasource attribute)": [[43, "lumibot.data_sources.data_source.DataSource.MIN_TIMESTEP"]], "min_timestep (lumibot.data_sources.yahoo_data.yahoodata attribute)": [[43, "lumibot.data_sources.yahoo_data.YahooData.MIN_TIMESTEP"]], "pandasdata (class in lumibot.data_sources.pandas_data)": [[43, "lumibot.data_sources.pandas_data.PandasData"]], "source (lumibot.data_sources.data_source.datasource attribute)": [[43, "lumibot.data_sources.data_source.DataSource.SOURCE"]], "source (lumibot.data_sources.pandas_data.pandasdata attribute)": [[43, "lumibot.data_sources.pandas_data.PandasData.SOURCE"]], "source (lumibot.data_sources.yahoo_data.yahoodata attribute)": [[43, "lumibot.data_sources.yahoo_data.YahooData.SOURCE"]], "timestep_mapping (lumibot.data_sources.data_source.datasource attribute)": [[43, "lumibot.data_sources.data_source.DataSource.TIMESTEP_MAPPING"]], "timestep_mapping (lumibot.data_sources.pandas_data.pandasdata attribute)": [[43, "lumibot.data_sources.pandas_data.PandasData.TIMESTEP_MAPPING"]], "timestep_mapping (lumibot.data_sources.yahoo_data.yahoodata attribute)": [[43, "lumibot.data_sources.yahoo_data.YahooData.TIMESTEP_MAPPING"]], "yahoodata (class in lumibot.data_sources.yahoo_data)": [[43, "lumibot.data_sources.yahoo_data.YahooData"]], "calculate_greeks() (lumibot.data_sources.data_source.datasource method)": [[43, "lumibot.data_sources.data_source.DataSource.calculate_greeks"]], "clean_trading_times() (lumibot.data_sources.pandas_data.pandasdata method)": [[43, "lumibot.data_sources.pandas_data.PandasData.clean_trading_times"]], "convert_timestep_str_to_timedelta() (lumibot.data_sources.data_source.datasource static method)": [[43, "lumibot.data_sources.data_source.DataSource.convert_timestep_str_to_timedelta"]], "find_asset_in_data_store() (lumibot.data_sources.pandas_data.pandasdata method)": [[43, "lumibot.data_sources.pandas_data.PandasData.find_asset_in_data_store"]], "get_asset_by_name() (lumibot.data_sources.pandas_data.pandasdata method)": [[43, "lumibot.data_sources.pandas_data.PandasData.get_asset_by_name"]], "get_asset_by_symbol() (lumibot.data_sources.pandas_data.pandasdata method)": [[43, "lumibot.data_sources.pandas_data.PandasData.get_asset_by_symbol"]], "get_assets() (lumibot.data_sources.pandas_data.pandasdata method)": [[43, "lumibot.data_sources.pandas_data.PandasData.get_assets"]], "get_bars() (lumibot.data_sources.data_source.datasource method)": [[43, "lumibot.data_sources.data_source.DataSource.get_bars"]], "get_chains() (lumibot.data_sources.data_source.datasource method)": [[43, "lumibot.data_sources.data_source.DataSource.get_chains"]], "get_chains() (lumibot.data_sources.pandas_data.pandasdata method)": [[43, "lumibot.data_sources.pandas_data.PandasData.get_chains"]], "get_chains() (lumibot.data_sources.yahoo_data.yahoodata method)": [[43, "lumibot.data_sources.yahoo_data.YahooData.get_chains"]], "get_datetime() (lumibot.data_sources.data_source.datasource method)": [[43, "lumibot.data_sources.data_source.DataSource.get_datetime"]], "get_datetime_range() (lumibot.data_sources.data_source.datasource method)": [[43, "lumibot.data_sources.data_source.DataSource.get_datetime_range"]], "get_historical_prices() (lumibot.data_sources.data_source.datasource method)": [[43, "lumibot.data_sources.data_source.DataSource.get_historical_prices"]], "get_historical_prices() (lumibot.data_sources.pandas_data.pandasdata method)": [[43, "lumibot.data_sources.pandas_data.PandasData.get_historical_prices"]], "get_historical_prices() (lumibot.data_sources.yahoo_data.yahoodata method)": [[43, "lumibot.data_sources.yahoo_data.YahooData.get_historical_prices"]], "get_last_day() (lumibot.data_sources.data_source.datasource method)": [[43, "lumibot.data_sources.data_source.DataSource.get_last_day"]], "get_last_minute() (lumibot.data_sources.data_source.datasource method)": [[43, "lumibot.data_sources.data_source.DataSource.get_last_minute"]], "get_last_price() (lumibot.data_sources.data_source.datasource method)": [[43, "lumibot.data_sources.data_source.DataSource.get_last_price"]], "get_last_price() (lumibot.data_sources.pandas_data.pandasdata method)": [[43, "lumibot.data_sources.pandas_data.PandasData.get_last_price"]], "get_last_price() (lumibot.data_sources.yahoo_data.yahoodata method)": [[43, "lumibot.data_sources.yahoo_data.YahooData.get_last_price"]], "get_last_prices() (lumibot.data_sources.data_source.datasource method)": [[43, "lumibot.data_sources.data_source.DataSource.get_last_prices"]], "get_last_prices() (lumibot.data_sources.pandas_data.pandasdata method)": [[43, "lumibot.data_sources.pandas_data.PandasData.get_last_prices"]], "get_round_day() (lumibot.data_sources.data_source.datasource method)": [[43, "lumibot.data_sources.data_source.DataSource.get_round_day"]], "get_round_minute() (lumibot.data_sources.data_source.datasource method)": [[43, "lumibot.data_sources.data_source.DataSource.get_round_minute"]], "get_start_datetime_and_ts_unit() (lumibot.data_sources.pandas_data.pandasdata method)": [[43, "lumibot.data_sources.pandas_data.PandasData.get_start_datetime_and_ts_unit"]], "get_strikes() (lumibot.data_sources.data_source.datasource method)": [[43, "lumibot.data_sources.data_source.DataSource.get_strikes"]], "get_strikes() (lumibot.data_sources.yahoo_data.yahoodata method)": [[43, "lumibot.data_sources.yahoo_data.YahooData.get_strikes"]], "get_timestamp() (lumibot.data_sources.data_source.datasource method)": [[43, "lumibot.data_sources.data_source.DataSource.get_timestamp"]], "get_timestep() (lumibot.data_sources.data_source.datasource method)": [[43, "lumibot.data_sources.data_source.DataSource.get_timestep"]], "get_trading_days_pandas() (lumibot.data_sources.pandas_data.pandasdata method)": [[43, "lumibot.data_sources.pandas_data.PandasData.get_trading_days_pandas"]], "get_yesterday_dividend() (lumibot.data_sources.data_source.datasource method)": [[43, "lumibot.data_sources.data_source.DataSource.get_yesterday_dividend"]], "get_yesterday_dividend() (lumibot.data_sources.pandas_data.pandasdata method)": [[43, "lumibot.data_sources.pandas_data.PandasData.get_yesterday_dividend"]], "get_yesterday_dividends() (lumibot.data_sources.data_source.datasource method)": [[43, "lumibot.data_sources.data_source.DataSource.get_yesterday_dividends"]], "get_yesterday_dividends() (lumibot.data_sources.pandas_data.pandasdata method)": [[43, "lumibot.data_sources.pandas_data.PandasData.get_yesterday_dividends"]], "load_data() (lumibot.data_sources.pandas_data.pandasdata method)": [[43, "lumibot.data_sources.pandas_data.PandasData.load_data"]], "localize_datetime() (lumibot.data_sources.data_source.datasource class method)": [[43, "lumibot.data_sources.data_source.DataSource.localize_datetime"]], "lumibot.data_sources": [[43, "module-lumibot.data_sources"]], "lumibot.data_sources.data_source": [[43, "module-lumibot.data_sources.data_source"]], "lumibot.data_sources.pandas_data": [[43, "module-lumibot.data_sources.pandas_data"]], "lumibot.data_sources.yahoo_data": [[43, "module-lumibot.data_sources.yahoo_data"]], "query_greeks() (lumibot.data_sources.data_source.datasource method)": [[43, "lumibot.data_sources.data_source.DataSource.query_greeks"]], "to_default_timezone() (lumibot.data_sources.data_source.datasource class method)": [[43, "lumibot.data_sources.data_source.DataSource.to_default_timezone"]], "update_date_index() (lumibot.data_sources.pandas_data.pandasdata method)": [[43, "lumibot.data_sources.pandas_data.PandasData.update_date_index"]], "lumibot.strategies.strategy.strategy": [[44, "module-lumibot.strategies.strategy.Strategy"]], "trader (class in lumibot.traders.trader)": [[45, "lumibot.traders.trader.Trader"]], "add_strategy() (lumibot.traders.trader.trader method)": [[45, "lumibot.traders.trader.Trader.add_strategy"]], "is_backtest_broker (lumibot.traders.trader.trader property)": [[45, "lumibot.traders.trader.Trader.is_backtest_broker"]], "lumibot.traders.trader": [[45, "module-lumibot.traders.trader"]], "run_all() (lumibot.traders.trader.trader method)": [[45, "lumibot.traders.trader.Trader.run_all"]], "run_all_async() (lumibot.traders.trader.trader method)": [[45, "lumibot.traders.trader.Trader.run_all_async"]], "stop_all() (lumibot.traders.trader.trader method)": [[45, "lumibot.traders.trader.Trader.stop_all"]], "get_cash() (in module lumibot.strategies.strategy.strategy)": [[48, "lumibot.strategies.strategy.Strategy.get_cash"], [54, "lumibot.strategies.strategy.Strategy.get_cash"]], "get_parameters() (in module lumibot.strategies.strategy.strategy)": [[49, "lumibot.strategies.strategy.Strategy.get_parameters"], [55, "lumibot.strategies.strategy.Strategy.get_parameters"], [103, "lumibot.strategies.strategy.Strategy.get_parameters"], [114, "lumibot.strategies.strategy.Strategy.get_parameters"]], "get_portfolio_value() (in module lumibot.strategies.strategy.strategy)": [[50, "lumibot.strategies.strategy.Strategy.get_portfolio_value"], [56, "lumibot.strategies.strategy.Strategy.get_portfolio_value"]], "get_position() (in module lumibot.strategies.strategy.strategy)": [[51, "lumibot.strategies.strategy.Strategy.get_position"], [57, "lumibot.strategies.strategy.Strategy.get_position"]], "get_positions() (in module lumibot.strategies.strategy.strategy)": [[52, "lumibot.strategies.strategy.Strategy.get_positions"], [58, "lumibot.strategies.strategy.Strategy.get_positions"]], "set_parameters() (in module lumibot.strategies.strategy.strategy)": [[53, "lumibot.strategies.strategy.Strategy.set_parameters"], [59, "lumibot.strategies.strategy.Strategy.set_parameters"]], "add_line() (in module lumibot.strategies.strategy.strategy)": [[61, "lumibot.strategies.strategy.Strategy.add_line"], [65, "lumibot.strategies.strategy.Strategy.add_line"]], "add_marker() (in module lumibot.strategies.strategy.strategy)": [[62, "lumibot.strategies.strategy.Strategy.add_marker"], [66, "lumibot.strategies.strategy.Strategy.add_marker"]], "get_lines_df() (in module lumibot.strategies.strategy.strategy)": [[63, "lumibot.strategies.strategy.Strategy.get_lines_df"], [67, "lumibot.strategies.strategy.Strategy.get_lines_df"]], "get_markers_df() (in module lumibot.strategies.strategy.strategy)": [[64, "lumibot.strategies.strategy.Strategy.get_markers_df"], [68, "lumibot.strategies.strategy.Strategy.get_markers_df"]], "cancel_realtime_bars() (in module lumibot.strategies.strategy.strategy)": [[70, "lumibot.strategies.strategy.Strategy.cancel_realtime_bars"]], "get_historical_prices() (in module lumibot.strategies.strategy.strategy)": [[71, "lumibot.strategies.strategy.Strategy.get_historical_prices"]], "get_historical_prices_for_assets() (in module lumibot.strategies.strategy.strategy)": [[72, "lumibot.strategies.strategy.Strategy.get_historical_prices_for_assets"]], "get_last_price() (in module lumibot.strategies.strategy.strategy)": [[73, "lumibot.strategies.strategy.Strategy.get_last_price"]], "get_last_prices() (in module lumibot.strategies.strategy.strategy)": [[74, "lumibot.strategies.strategy.Strategy.get_last_prices"]], "get_next_trading_day() (in module lumibot.strategies.strategy.strategy)": [[75, "lumibot.strategies.strategy.Strategy.get_next_trading_day"], [129, "lumibot.strategies.strategy.Strategy.get_next_trading_day"], [137, "lumibot.strategies.strategy.Strategy.get_next_trading_day"]], "get_quote() (in module lumibot.strategies.strategy.strategy)": [[76, "lumibot.strategies.strategy.Strategy.get_quote"]], "get_realtime_bars() (in module lumibot.strategies.strategy.strategy)": [[77, "lumibot.strategies.strategy.Strategy.get_realtime_bars"]], "get_yesterday_dividend() (in module lumibot.strategies.strategy.strategy)": [[78, "lumibot.strategies.strategy.Strategy.get_yesterday_dividend"]], "get_yesterday_dividends() (in module lumibot.strategies.strategy.strategy)": [[79, "lumibot.strategies.strategy.Strategy.get_yesterday_dividends"]], "start_realtime_bars() (in module lumibot.strategies.strategy.strategy)": [[80, "lumibot.strategies.strategy.Strategy.start_realtime_bars"]], "get_datetime() (in module lumibot.strategies.strategy.strategy)": [[82, "lumibot.strategies.strategy.Strategy.get_datetime"], [91, "lumibot.strategies.strategy.Strategy.get_datetime"]], "get_datetime_range() (in module lumibot.strategies.strategy.strategy)": [[83, "lumibot.strategies.strategy.Strategy.get_datetime_range"], [92, "lumibot.strategies.strategy.Strategy.get_datetime_range"]], "get_last_day() (in module lumibot.strategies.strategy.strategy)": [[84, "lumibot.strategies.strategy.Strategy.get_last_day"], [93, "lumibot.strategies.strategy.Strategy.get_last_day"]], "get_last_minute() (in module lumibot.strategies.strategy.strategy)": [[85, "lumibot.strategies.strategy.Strategy.get_last_minute"], [94, "lumibot.strategies.strategy.Strategy.get_last_minute"]], "get_round_day() (in module lumibot.strategies.strategy.strategy)": [[86, "lumibot.strategies.strategy.Strategy.get_round_day"], [95, "lumibot.strategies.strategy.Strategy.get_round_day"]], "get_round_minute() (in module lumibot.strategies.strategy.strategy)": [[87, "lumibot.strategies.strategy.Strategy.get_round_minute"], [96, "lumibot.strategies.strategy.Strategy.get_round_minute"]], "get_timestamp() (in module lumibot.strategies.strategy.strategy)": [[88, "lumibot.strategies.strategy.Strategy.get_timestamp"], [97, "lumibot.strategies.strategy.Strategy.get_timestamp"]], "localize_datetime() (in module lumibot.strategies.strategy.strategy)": [[89, "lumibot.strategies.strategy.Strategy.localize_datetime"], [98, "lumibot.strategies.strategy.Strategy.localize_datetime"]], "to_default_timezone() (in module lumibot.strategies.strategy.strategy)": [[90, "lumibot.strategies.strategy.Strategy.to_default_timezone"], [99, "lumibot.strategies.strategy.Strategy.to_default_timezone"]], "await_market_to_close() (in module lumibot.strategies.strategy.strategy)": [[101, "lumibot.strategies.strategy.Strategy.await_market_to_close"], [112, "lumibot.strategies.strategy.Strategy.await_market_to_close"]], "await_market_to_open() (in module lumibot.strategies.strategy.strategy)": [[102, "lumibot.strategies.strategy.Strategy.await_market_to_open"], [113, "lumibot.strategies.strategy.Strategy.await_market_to_open"]], "log_message() (in module lumibot.strategies.strategy.strategy)": [[104, "lumibot.strategies.strategy.Strategy.log_message"], [115, "lumibot.strategies.strategy.Strategy.log_message"]], "set_market() (in module lumibot.strategies.strategy.strategy)": [[105, "lumibot.strategies.strategy.Strategy.set_market"], [116, "lumibot.strategies.strategy.Strategy.set_market"]], "sleep() (in module lumibot.strategies.strategy.strategy)": [[106, "lumibot.strategies.strategy.Strategy.sleep"], [117, "lumibot.strategies.strategy.Strategy.sleep"]], "update_parameters() (in module lumibot.strategies.strategy.strategy)": [[107, "lumibot.strategies.strategy.Strategy.update_parameters"], [118, "lumibot.strategies.strategy.Strategy.update_parameters"]], "wait_for_order_execution() (in module lumibot.strategies.strategy.strategy)": [[108, "lumibot.strategies.strategy.Strategy.wait_for_order_execution"], [119, "lumibot.strategies.strategy.Strategy.wait_for_order_execution"]], "wait_for_order_registration() (in module lumibot.strategies.strategy.strategy)": [[109, "lumibot.strategies.strategy.Strategy.wait_for_order_registration"], [120, "lumibot.strategies.strategy.Strategy.wait_for_order_registration"]], "wait_for_orders_execution() (in module lumibot.strategies.strategy.strategy)": [[110, "lumibot.strategies.strategy.Strategy.wait_for_orders_execution"], [121, "lumibot.strategies.strategy.Strategy.wait_for_orders_execution"]], "wait_for_orders_registration() (in module lumibot.strategies.strategy.strategy)": [[111, "lumibot.strategies.strategy.Strategy.wait_for_orders_registration"], [122, "lumibot.strategies.strategy.Strategy.wait_for_orders_registration"]], "get_chain() (in module lumibot.strategies.strategy.strategy)": [[124, "lumibot.strategies.strategy.Strategy.get_chain"], [132, "lumibot.strategies.strategy.Strategy.get_chain"]], "get_chains() (in module lumibot.strategies.strategy.strategy)": [[125, "lumibot.strategies.strategy.Strategy.get_chains"], [133, "lumibot.strategies.strategy.Strategy.get_chains"]], "get_expiration() (in module lumibot.strategies.strategy.strategy)": [[126, "lumibot.strategies.strategy.Strategy.get_expiration"], [134, "lumibot.strategies.strategy.Strategy.get_expiration"]], "get_greeks() (in module lumibot.strategies.strategy.strategy)": [[127, "lumibot.strategies.strategy.Strategy.get_greeks"], [135, "lumibot.strategies.strategy.Strategy.get_greeks"]], "get_multiplier() (in module lumibot.strategies.strategy.strategy)": [[128, "lumibot.strategies.strategy.Strategy.get_multiplier"], [136, "lumibot.strategies.strategy.Strategy.get_multiplier"]], "get_strikes() (in module lumibot.strategies.strategy.strategy)": [[130, "lumibot.strategies.strategy.Strategy.get_strikes"], [139, "lumibot.strategies.strategy.Strategy.get_strikes"]], "options_expiry_to_datetime_date() (in module lumibot.strategies.strategy.strategy)": [[131, "lumibot.strategies.strategy.Strategy.options_expiry_to_datetime_date"], [140, "lumibot.strategies.strategy.Strategy.options_expiry_to_datetime_date"]], "get_option_expiration_after_date() (in module lumibot.strategies.strategy.strategy)": [[138, "lumibot.strategies.strategy.Strategy.get_option_expiration_after_date"]], "cancel_open_orders() (in module lumibot.strategies.strategy.strategy)": [[142, "lumibot.strategies.strategy.Strategy.cancel_open_orders"], [153, "lumibot.strategies.strategy.Strategy.cancel_open_orders"]], "cancel_order() (in module lumibot.strategies.strategy.strategy)": [[143, "lumibot.strategies.strategy.Strategy.cancel_order"], [154, "lumibot.strategies.strategy.Strategy.cancel_order"]], "cancel_orders() (in module lumibot.strategies.strategy.strategy)": [[144, "lumibot.strategies.strategy.Strategy.cancel_orders"], [155, "lumibot.strategies.strategy.Strategy.cancel_orders"]], "create_order() (in module lumibot.strategies.strategy.strategy)": [[145, "lumibot.strategies.strategy.Strategy.create_order"], [156, "lumibot.strategies.strategy.Strategy.create_order"]], "get_asset_potential_total() (in module lumibot.strategies.strategy.strategy)": [[146, "lumibot.strategies.strategy.Strategy.get_asset_potential_total"], [157, "lumibot.strategies.strategy.Strategy.get_asset_potential_total"]], "get_order() (in module lumibot.strategies.strategy.strategy)": [[147, "lumibot.strategies.strategy.Strategy.get_order"], [158, "lumibot.strategies.strategy.Strategy.get_order"]], "get_orders() (in module lumibot.strategies.strategy.strategy)": [[148, "lumibot.strategies.strategy.Strategy.get_orders"], [159, "lumibot.strategies.strategy.Strategy.get_orders"]], "get_selling_order() (in module lumibot.strategies.strategy.strategy)": [[149, "lumibot.strategies.strategy.Strategy.get_selling_order"], [160, "lumibot.strategies.strategy.Strategy.get_selling_order"]], "sell_all() (in module lumibot.strategies.strategy.strategy)": [[150, "lumibot.strategies.strategy.Strategy.sell_all"], [161, "lumibot.strategies.strategy.Strategy.sell_all"]], "submit_order() (in module lumibot.strategies.strategy.strategy)": [[151, "lumibot.strategies.strategy.Strategy.submit_order"], [162, "lumibot.strategies.strategy.Strategy.submit_order"]], "submit_orders() (in module lumibot.strategies.strategy.strategy)": [[152, "lumibot.strategies.strategy.Strategy.submit_orders"], [163, "lumibot.strategies.strategy.Strategy.submit_orders"]], "cash (lumibot.strategies.strategy.strategy property)": [[166, "lumibot.strategies.strategy.Strategy.cash"], [181, "lumibot.strategies.strategy.Strategy.cash"]], "first_iteration (lumibot.strategies.strategy.strategy property)": [[167, "lumibot.strategies.strategy.Strategy.first_iteration"], [182, "lumibot.strategies.strategy.Strategy.first_iteration"]], "initial_budget (lumibot.strategies.strategy.strategy property)": [[168, "lumibot.strategies.strategy.Strategy.initial_budget"], [183, "lumibot.strategies.strategy.Strategy.initial_budget"]], "is_backtesting (lumibot.strategies.strategy.strategy property)": [[169, "lumibot.strategies.strategy.Strategy.is_backtesting"], [184, "lumibot.strategies.strategy.Strategy.is_backtesting"]], "last_on_trading_iteration_datetime (lumibot.strategies.strategy.strategy property)": [[170, "lumibot.strategies.strategy.Strategy.last_on_trading_iteration_datetime"], [185, "lumibot.strategies.strategy.Strategy.last_on_trading_iteration_datetime"]], "minutes_before_closing (lumibot.strategies.strategy.strategy property)": [[171, "lumibot.strategies.strategy.Strategy.minutes_before_closing"], [186, "lumibot.strategies.strategy.Strategy.minutes_before_closing"]], "minutes_before_opening (lumibot.strategies.strategy.strategy property)": [[172, "lumibot.strategies.strategy.Strategy.minutes_before_opening"], [187, "lumibot.strategies.strategy.Strategy.minutes_before_opening"]], "name (lumibot.strategies.strategy.strategy property)": [[173, "lumibot.strategies.strategy.Strategy.name"], [188, "lumibot.strategies.strategy.Strategy.name"]], "portfolio_value (lumibot.strategies.strategy.strategy property)": [[174, "lumibot.strategies.strategy.Strategy.portfolio_value"], [189, "lumibot.strategies.strategy.Strategy.portfolio_value"]], "pytz (lumibot.strategies.strategy.strategy property)": [[175, "lumibot.strategies.strategy.Strategy.pytz"], [180, "lumibot.strategies.strategy.Strategy.pytz"], [190, "lumibot.strategies.strategy.Strategy.pytz"]], "quote_asset (lumibot.strategies.strategy.strategy property)": [[176, "lumibot.strategies.strategy.Strategy.quote_asset"], [191, "lumibot.strategies.strategy.Strategy.quote_asset"]], "sleeptime (lumibot.strategies.strategy.strategy property)": [[177, "lumibot.strategies.strategy.Strategy.sleeptime"], [192, "lumibot.strategies.strategy.Strategy.sleeptime"]], "timezone (lumibot.strategies.strategy.strategy property)": [[178, "lumibot.strategies.strategy.Strategy.timezone"], [193, "lumibot.strategies.strategy.Strategy.timezone"]], "unspent_money (lumibot.strategies.strategy.strategy property)": [[179, "lumibot.strategies.strategy.Strategy.unspent_money"], [194, "lumibot.strategies.strategy.Strategy.unspent_money"]]}})
\ No newline at end of file
+Search.setIndex({"docnames": ["backtesting", "backtesting.backtesting_function", "backtesting.how_to_backtest", "backtesting.indicators_files", "backtesting.logs_csv", "backtesting.pandas", "backtesting.polygon", "backtesting.tearsheet_html", "backtesting.thetadata", "backtesting.trades_files", "backtesting.yahoo", "brokers", "brokers.alpaca", "brokers.ccxt", "brokers.interactive_brokers", "brokers.tradier", "deployment", "entities", "entities.asset", "entities.bars", "entities.data", "entities.order", "entities.position", "entities.trading_fee", "getting_started", "index", "lifecycle_methods", "lifecycle_methods.after_market_closes", "lifecycle_methods.before_market_closes", "lifecycle_methods.before_market_opens", "lifecycle_methods.before_starting_trading", "lifecycle_methods.initialize", "lifecycle_methods.on_abrupt_closing", "lifecycle_methods.on_bot_crash", "lifecycle_methods.on_canceled_order", "lifecycle_methods.on_filled_order", "lifecycle_methods.on_new_order", "lifecycle_methods.on_parameters_updated", "lifecycle_methods.on_partially_filled_order", "lifecycle_methods.on_trading_iteration", "lifecycle_methods.summary", "lifecycle_methods.trace_stats", "lumibot.backtesting", "lumibot.data_sources", "lumibot.strategies", "lumibot.traders", "strategy_methods", "strategy_methods.account", "strategy_methods.account/lumibot.strategies.strategy.Strategy.get_cash", "strategy_methods.account/lumibot.strategies.strategy.Strategy.get_parameters", "strategy_methods.account/lumibot.strategies.strategy.Strategy.get_portfolio_value", "strategy_methods.account/lumibot.strategies.strategy.Strategy.get_position", "strategy_methods.account/lumibot.strategies.strategy.Strategy.get_positions", "strategy_methods.account/lumibot.strategies.strategy.Strategy.set_parameters", "strategy_methods.account/strategies.strategy.Strategy.get_cash", "strategy_methods.account/strategies.strategy.Strategy.get_parameters", "strategy_methods.account/strategies.strategy.Strategy.get_portfolio_value", "strategy_methods.account/strategies.strategy.Strategy.get_position", "strategy_methods.account/strategies.strategy.Strategy.get_positions", "strategy_methods.account/strategies.strategy.Strategy.set_parameters", "strategy_methods.chart", "strategy_methods.chart/lumibot.strategies.strategy.Strategy.add_line", "strategy_methods.chart/lumibot.strategies.strategy.Strategy.add_marker", "strategy_methods.chart/lumibot.strategies.strategy.Strategy.get_lines_df", "strategy_methods.chart/lumibot.strategies.strategy.Strategy.get_markers_df", "strategy_methods.chart/strategies.strategy.Strategy.add_line", "strategy_methods.chart/strategies.strategy.Strategy.add_marker", "strategy_methods.chart/strategies.strategy.Strategy.get_lines_df", "strategy_methods.chart/strategies.strategy.Strategy.get_markers_df", "strategy_methods.data", "strategy_methods.data/lumibot.strategies.strategy.Strategy.cancel_realtime_bars", "strategy_methods.data/lumibot.strategies.strategy.Strategy.get_historical_prices", "strategy_methods.data/lumibot.strategies.strategy.Strategy.get_historical_prices_for_assets", "strategy_methods.data/lumibot.strategies.strategy.Strategy.get_last_price", "strategy_methods.data/lumibot.strategies.strategy.Strategy.get_last_prices", "strategy_methods.data/lumibot.strategies.strategy.Strategy.get_next_trading_day", "strategy_methods.data/lumibot.strategies.strategy.Strategy.get_quote", "strategy_methods.data/lumibot.strategies.strategy.Strategy.get_realtime_bars", "strategy_methods.data/lumibot.strategies.strategy.Strategy.get_yesterday_dividend", "strategy_methods.data/lumibot.strategies.strategy.Strategy.get_yesterday_dividends", "strategy_methods.data/lumibot.strategies.strategy.Strategy.start_realtime_bars", "strategy_methods.datetime", "strategy_methods.datetime/lumibot.strategies.strategy.Strategy.get_datetime", "strategy_methods.datetime/lumibot.strategies.strategy.Strategy.get_datetime_range", "strategy_methods.datetime/lumibot.strategies.strategy.Strategy.get_last_day", "strategy_methods.datetime/lumibot.strategies.strategy.Strategy.get_last_minute", "strategy_methods.datetime/lumibot.strategies.strategy.Strategy.get_round_day", "strategy_methods.datetime/lumibot.strategies.strategy.Strategy.get_round_minute", "strategy_methods.datetime/lumibot.strategies.strategy.Strategy.get_timestamp", "strategy_methods.datetime/lumibot.strategies.strategy.Strategy.localize_datetime", "strategy_methods.datetime/lumibot.strategies.strategy.Strategy.to_default_timezone", "strategy_methods.datetime/strategies.strategy.Strategy.get_datetime", "strategy_methods.datetime/strategies.strategy.Strategy.get_datetime_range", "strategy_methods.datetime/strategies.strategy.Strategy.get_last_day", "strategy_methods.datetime/strategies.strategy.Strategy.get_last_minute", "strategy_methods.datetime/strategies.strategy.Strategy.get_round_day", "strategy_methods.datetime/strategies.strategy.Strategy.get_round_minute", "strategy_methods.datetime/strategies.strategy.Strategy.get_timestamp", "strategy_methods.datetime/strategies.strategy.Strategy.localize_datetime", "strategy_methods.datetime/strategies.strategy.Strategy.to_default_timezone", "strategy_methods.misc", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.await_market_to_close", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.await_market_to_open", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.get_parameters", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.log_message", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.set_market", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.sleep", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.update_parameters", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.wait_for_order_execution", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.wait_for_order_registration", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.wait_for_orders_execution", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.wait_for_orders_registration", "strategy_methods.misc/strategies.strategy.Strategy.await_market_to_close", "strategy_methods.misc/strategies.strategy.Strategy.await_market_to_open", "strategy_methods.misc/strategies.strategy.Strategy.get_parameters", "strategy_methods.misc/strategies.strategy.Strategy.log_message", "strategy_methods.misc/strategies.strategy.Strategy.set_market", "strategy_methods.misc/strategies.strategy.Strategy.sleep", "strategy_methods.misc/strategies.strategy.Strategy.update_parameters", "strategy_methods.misc/strategies.strategy.Strategy.wait_for_order_execution", "strategy_methods.misc/strategies.strategy.Strategy.wait_for_order_registration", "strategy_methods.misc/strategies.strategy.Strategy.wait_for_orders_execution", "strategy_methods.misc/strategies.strategy.Strategy.wait_for_orders_registration", "strategy_methods.options", "strategy_methods.options/lumibot.strategies.strategy.Strategy.get_chain", "strategy_methods.options/lumibot.strategies.strategy.Strategy.get_chains", "strategy_methods.options/lumibot.strategies.strategy.Strategy.get_expiration", "strategy_methods.options/lumibot.strategies.strategy.Strategy.get_greeks", "strategy_methods.options/lumibot.strategies.strategy.Strategy.get_multiplier", "strategy_methods.options/lumibot.strategies.strategy.Strategy.get_next_trading_day", "strategy_methods.options/lumibot.strategies.strategy.Strategy.get_strikes", "strategy_methods.options/lumibot.strategies.strategy.Strategy.options_expiry_to_datetime_date", "strategy_methods.options/strategies.strategy.Strategy.get_chain", "strategy_methods.options/strategies.strategy.Strategy.get_chains", "strategy_methods.options/strategies.strategy.Strategy.get_expiration", "strategy_methods.options/strategies.strategy.Strategy.get_greeks", "strategy_methods.options/strategies.strategy.Strategy.get_multiplier", "strategy_methods.options/strategies.strategy.Strategy.get_next_trading_day", "strategy_methods.options/strategies.strategy.Strategy.get_option_expiration_after_date", "strategy_methods.options/strategies.strategy.Strategy.get_strikes", "strategy_methods.options/strategies.strategy.Strategy.options_expiry_to_datetime_date", "strategy_methods.orders", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.cancel_open_orders", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.cancel_order", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.cancel_orders", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.create_order", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.get_asset_potential_total", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.get_order", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.get_orders", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.get_selling_order", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.sell_all", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.submit_order", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.submit_orders", "strategy_methods.orders/strategies.strategy.Strategy.cancel_open_orders", "strategy_methods.orders/strategies.strategy.Strategy.cancel_order", "strategy_methods.orders/strategies.strategy.Strategy.cancel_orders", "strategy_methods.orders/strategies.strategy.Strategy.create_order", "strategy_methods.orders/strategies.strategy.Strategy.get_asset_potential_total", "strategy_methods.orders/strategies.strategy.Strategy.get_order", "strategy_methods.orders/strategies.strategy.Strategy.get_orders", "strategy_methods.orders/strategies.strategy.Strategy.get_selling_order", "strategy_methods.orders/strategies.strategy.Strategy.sell_all", "strategy_methods.orders/strategies.strategy.Strategy.submit_order", "strategy_methods.orders/strategies.strategy.Strategy.submit_orders", "strategy_methods.parameters", "strategy_properties", "strategy_properties/lumibot.strategies.strategy.Strategy.cash", "strategy_properties/lumibot.strategies.strategy.Strategy.first_iteration", "strategy_properties/lumibot.strategies.strategy.Strategy.initial_budget", "strategy_properties/lumibot.strategies.strategy.Strategy.is_backtesting", "strategy_properties/lumibot.strategies.strategy.Strategy.last_on_trading_iteration_datetime", "strategy_properties/lumibot.strategies.strategy.Strategy.minutes_before_closing", "strategy_properties/lumibot.strategies.strategy.Strategy.minutes_before_opening", "strategy_properties/lumibot.strategies.strategy.Strategy.name", "strategy_properties/lumibot.strategies.strategy.Strategy.portfolio_value", "strategy_properties/lumibot.strategies.strategy.Strategy.pytz", "strategy_properties/lumibot.strategies.strategy.Strategy.quote_asset", "strategy_properties/lumibot.strategies.strategy.Strategy.sleeptime", "strategy_properties/lumibot.strategies.strategy.Strategy.timezone", "strategy_properties/lumibot.strategies.strategy.Strategy.unspent_money", "strategy_properties/lumibot.strategies.strategy.pytz", "strategy_properties/strategies.strategy.Strategy.cash", "strategy_properties/strategies.strategy.Strategy.first_iteration", "strategy_properties/strategies.strategy.Strategy.initial_budget", "strategy_properties/strategies.strategy.Strategy.is_backtesting", "strategy_properties/strategies.strategy.Strategy.last_on_trading_iteration_datetime", "strategy_properties/strategies.strategy.Strategy.minutes_before_closing", "strategy_properties/strategies.strategy.Strategy.minutes_before_opening", "strategy_properties/strategies.strategy.Strategy.name", "strategy_properties/strategies.strategy.Strategy.portfolio_value", "strategy_properties/strategies.strategy.Strategy.pytz", "strategy_properties/strategies.strategy.Strategy.quote_asset", "strategy_properties/strategies.strategy.Strategy.sleeptime", "strategy_properties/strategies.strategy.Strategy.timezone", "strategy_properties/strategies.strategy.Strategy.unspent_money"], "filenames": ["backtesting.rst", "backtesting.backtesting_function.rst", "backtesting.how_to_backtest.rst", "backtesting.indicators_files.rst", "backtesting.logs_csv.rst", "backtesting.pandas.rst", "backtesting.polygon.rst", "backtesting.tearsheet_html.rst", "backtesting.thetadata.rst", "backtesting.trades_files.rst", "backtesting.yahoo.rst", "brokers.rst", "brokers.alpaca.rst", "brokers.ccxt.rst", "brokers.interactive_brokers.rst", "brokers.tradier.rst", "deployment.rst", "entities.rst", "entities.asset.rst", "entities.bars.rst", "entities.data.rst", "entities.order.rst", "entities.position.rst", "entities.trading_fee.rst", "getting_started.rst", "index.rst", "lifecycle_methods.rst", "lifecycle_methods.after_market_closes.rst", "lifecycle_methods.before_market_closes.rst", "lifecycle_methods.before_market_opens.rst", "lifecycle_methods.before_starting_trading.rst", "lifecycle_methods.initialize.rst", "lifecycle_methods.on_abrupt_closing.rst", "lifecycle_methods.on_bot_crash.rst", "lifecycle_methods.on_canceled_order.rst", "lifecycle_methods.on_filled_order.rst", "lifecycle_methods.on_new_order.rst", "lifecycle_methods.on_parameters_updated.rst", "lifecycle_methods.on_partially_filled_order.rst", "lifecycle_methods.on_trading_iteration.rst", "lifecycle_methods.summary.rst", "lifecycle_methods.trace_stats.rst", "lumibot.backtesting.rst", "lumibot.data_sources.rst", "lumibot.strategies.rst", "lumibot.traders.rst", "strategy_methods.rst", "strategy_methods.account.rst", "strategy_methods.account/lumibot.strategies.strategy.Strategy.get_cash.rst", "strategy_methods.account/lumibot.strategies.strategy.Strategy.get_parameters.rst", "strategy_methods.account/lumibot.strategies.strategy.Strategy.get_portfolio_value.rst", "strategy_methods.account/lumibot.strategies.strategy.Strategy.get_position.rst", "strategy_methods.account/lumibot.strategies.strategy.Strategy.get_positions.rst", "strategy_methods.account/lumibot.strategies.strategy.Strategy.set_parameters.rst", "strategy_methods.account/strategies.strategy.Strategy.get_cash.rst", "strategy_methods.account/strategies.strategy.Strategy.get_parameters.rst", "strategy_methods.account/strategies.strategy.Strategy.get_portfolio_value.rst", "strategy_methods.account/strategies.strategy.Strategy.get_position.rst", "strategy_methods.account/strategies.strategy.Strategy.get_positions.rst", "strategy_methods.account/strategies.strategy.Strategy.set_parameters.rst", "strategy_methods.chart.rst", "strategy_methods.chart/lumibot.strategies.strategy.Strategy.add_line.rst", "strategy_methods.chart/lumibot.strategies.strategy.Strategy.add_marker.rst", "strategy_methods.chart/lumibot.strategies.strategy.Strategy.get_lines_df.rst", "strategy_methods.chart/lumibot.strategies.strategy.Strategy.get_markers_df.rst", "strategy_methods.chart/strategies.strategy.Strategy.add_line.rst", "strategy_methods.chart/strategies.strategy.Strategy.add_marker.rst", "strategy_methods.chart/strategies.strategy.Strategy.get_lines_df.rst", "strategy_methods.chart/strategies.strategy.Strategy.get_markers_df.rst", "strategy_methods.data.rst", "strategy_methods.data/lumibot.strategies.strategy.Strategy.cancel_realtime_bars.rst", "strategy_methods.data/lumibot.strategies.strategy.Strategy.get_historical_prices.rst", "strategy_methods.data/lumibot.strategies.strategy.Strategy.get_historical_prices_for_assets.rst", "strategy_methods.data/lumibot.strategies.strategy.Strategy.get_last_price.rst", "strategy_methods.data/lumibot.strategies.strategy.Strategy.get_last_prices.rst", "strategy_methods.data/lumibot.strategies.strategy.Strategy.get_next_trading_day.rst", "strategy_methods.data/lumibot.strategies.strategy.Strategy.get_quote.rst", "strategy_methods.data/lumibot.strategies.strategy.Strategy.get_realtime_bars.rst", "strategy_methods.data/lumibot.strategies.strategy.Strategy.get_yesterday_dividend.rst", "strategy_methods.data/lumibot.strategies.strategy.Strategy.get_yesterday_dividends.rst", "strategy_methods.data/lumibot.strategies.strategy.Strategy.start_realtime_bars.rst", "strategy_methods.datetime.rst", "strategy_methods.datetime/lumibot.strategies.strategy.Strategy.get_datetime.rst", "strategy_methods.datetime/lumibot.strategies.strategy.Strategy.get_datetime_range.rst", "strategy_methods.datetime/lumibot.strategies.strategy.Strategy.get_last_day.rst", "strategy_methods.datetime/lumibot.strategies.strategy.Strategy.get_last_minute.rst", "strategy_methods.datetime/lumibot.strategies.strategy.Strategy.get_round_day.rst", "strategy_methods.datetime/lumibot.strategies.strategy.Strategy.get_round_minute.rst", "strategy_methods.datetime/lumibot.strategies.strategy.Strategy.get_timestamp.rst", "strategy_methods.datetime/lumibot.strategies.strategy.Strategy.localize_datetime.rst", "strategy_methods.datetime/lumibot.strategies.strategy.Strategy.to_default_timezone.rst", "strategy_methods.datetime/strategies.strategy.Strategy.get_datetime.rst", "strategy_methods.datetime/strategies.strategy.Strategy.get_datetime_range.rst", "strategy_methods.datetime/strategies.strategy.Strategy.get_last_day.rst", "strategy_methods.datetime/strategies.strategy.Strategy.get_last_minute.rst", "strategy_methods.datetime/strategies.strategy.Strategy.get_round_day.rst", "strategy_methods.datetime/strategies.strategy.Strategy.get_round_minute.rst", "strategy_methods.datetime/strategies.strategy.Strategy.get_timestamp.rst", "strategy_methods.datetime/strategies.strategy.Strategy.localize_datetime.rst", "strategy_methods.datetime/strategies.strategy.Strategy.to_default_timezone.rst", "strategy_methods.misc.rst", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.await_market_to_close.rst", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.await_market_to_open.rst", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.get_parameters.rst", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.log_message.rst", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.set_market.rst", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.sleep.rst", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.update_parameters.rst", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.wait_for_order_execution.rst", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.wait_for_order_registration.rst", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.wait_for_orders_execution.rst", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.wait_for_orders_registration.rst", "strategy_methods.misc/strategies.strategy.Strategy.await_market_to_close.rst", "strategy_methods.misc/strategies.strategy.Strategy.await_market_to_open.rst", "strategy_methods.misc/strategies.strategy.Strategy.get_parameters.rst", "strategy_methods.misc/strategies.strategy.Strategy.log_message.rst", "strategy_methods.misc/strategies.strategy.Strategy.set_market.rst", "strategy_methods.misc/strategies.strategy.Strategy.sleep.rst", "strategy_methods.misc/strategies.strategy.Strategy.update_parameters.rst", "strategy_methods.misc/strategies.strategy.Strategy.wait_for_order_execution.rst", "strategy_methods.misc/strategies.strategy.Strategy.wait_for_order_registration.rst", "strategy_methods.misc/strategies.strategy.Strategy.wait_for_orders_execution.rst", "strategy_methods.misc/strategies.strategy.Strategy.wait_for_orders_registration.rst", "strategy_methods.options.rst", "strategy_methods.options/lumibot.strategies.strategy.Strategy.get_chain.rst", "strategy_methods.options/lumibot.strategies.strategy.Strategy.get_chains.rst", "strategy_methods.options/lumibot.strategies.strategy.Strategy.get_expiration.rst", "strategy_methods.options/lumibot.strategies.strategy.Strategy.get_greeks.rst", "strategy_methods.options/lumibot.strategies.strategy.Strategy.get_multiplier.rst", "strategy_methods.options/lumibot.strategies.strategy.Strategy.get_next_trading_day.rst", "strategy_methods.options/lumibot.strategies.strategy.Strategy.get_strikes.rst", "strategy_methods.options/lumibot.strategies.strategy.Strategy.options_expiry_to_datetime_date.rst", "strategy_methods.options/strategies.strategy.Strategy.get_chain.rst", "strategy_methods.options/strategies.strategy.Strategy.get_chains.rst", "strategy_methods.options/strategies.strategy.Strategy.get_expiration.rst", "strategy_methods.options/strategies.strategy.Strategy.get_greeks.rst", "strategy_methods.options/strategies.strategy.Strategy.get_multiplier.rst", "strategy_methods.options/strategies.strategy.Strategy.get_next_trading_day.rst", "strategy_methods.options/strategies.strategy.Strategy.get_option_expiration_after_date.rst", "strategy_methods.options/strategies.strategy.Strategy.get_strikes.rst", "strategy_methods.options/strategies.strategy.Strategy.options_expiry_to_datetime_date.rst", "strategy_methods.orders.rst", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.cancel_open_orders.rst", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.cancel_order.rst", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.cancel_orders.rst", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.create_order.rst", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.get_asset_potential_total.rst", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.get_order.rst", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.get_orders.rst", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.get_selling_order.rst", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.sell_all.rst", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.submit_order.rst", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.submit_orders.rst", "strategy_methods.orders/strategies.strategy.Strategy.cancel_open_orders.rst", "strategy_methods.orders/strategies.strategy.Strategy.cancel_order.rst", "strategy_methods.orders/strategies.strategy.Strategy.cancel_orders.rst", "strategy_methods.orders/strategies.strategy.Strategy.create_order.rst", "strategy_methods.orders/strategies.strategy.Strategy.get_asset_potential_total.rst", "strategy_methods.orders/strategies.strategy.Strategy.get_order.rst", "strategy_methods.orders/strategies.strategy.Strategy.get_orders.rst", "strategy_methods.orders/strategies.strategy.Strategy.get_selling_order.rst", "strategy_methods.orders/strategies.strategy.Strategy.sell_all.rst", "strategy_methods.orders/strategies.strategy.Strategy.submit_order.rst", "strategy_methods.orders/strategies.strategy.Strategy.submit_orders.rst", "strategy_methods.parameters.rst", "strategy_properties.rst", "strategy_properties/lumibot.strategies.strategy.Strategy.cash.rst", "strategy_properties/lumibot.strategies.strategy.Strategy.first_iteration.rst", "strategy_properties/lumibot.strategies.strategy.Strategy.initial_budget.rst", "strategy_properties/lumibot.strategies.strategy.Strategy.is_backtesting.rst", "strategy_properties/lumibot.strategies.strategy.Strategy.last_on_trading_iteration_datetime.rst", "strategy_properties/lumibot.strategies.strategy.Strategy.minutes_before_closing.rst", "strategy_properties/lumibot.strategies.strategy.Strategy.minutes_before_opening.rst", "strategy_properties/lumibot.strategies.strategy.Strategy.name.rst", "strategy_properties/lumibot.strategies.strategy.Strategy.portfolio_value.rst", "strategy_properties/lumibot.strategies.strategy.Strategy.pytz.rst", "strategy_properties/lumibot.strategies.strategy.Strategy.quote_asset.rst", "strategy_properties/lumibot.strategies.strategy.Strategy.sleeptime.rst", "strategy_properties/lumibot.strategies.strategy.Strategy.timezone.rst", "strategy_properties/lumibot.strategies.strategy.Strategy.unspent_money.rst", "strategy_properties/lumibot.strategies.strategy.pytz.rst", "strategy_properties/strategies.strategy.Strategy.cash.rst", "strategy_properties/strategies.strategy.Strategy.first_iteration.rst", "strategy_properties/strategies.strategy.Strategy.initial_budget.rst", "strategy_properties/strategies.strategy.Strategy.is_backtesting.rst", "strategy_properties/strategies.strategy.Strategy.last_on_trading_iteration_datetime.rst", "strategy_properties/strategies.strategy.Strategy.minutes_before_closing.rst", "strategy_properties/strategies.strategy.Strategy.minutes_before_opening.rst", "strategy_properties/strategies.strategy.Strategy.name.rst", "strategy_properties/strategies.strategy.Strategy.portfolio_value.rst", "strategy_properties/strategies.strategy.Strategy.pytz.rst", "strategy_properties/strategies.strategy.Strategy.quote_asset.rst", "strategy_properties/strategies.strategy.Strategy.sleeptime.rst", "strategy_properties/strategies.strategy.Strategy.timezone.rst", "strategy_properties/strategies.strategy.Strategy.unspent_money.rst"], "titles": ["Backtesting", "Backtesting Function", "How To Backtest", "Indicators Files", "Logs CSV", "Pandas (CSV or other data)", "Polygon.io Backtesting", "Tearsheet HTML", "ThetaData Backtesting", "Trades Files", "Yahoo", "Brokers", "Alpaca", "Crypto Brokers (Using CCXT)", "Interactive Brokers", "Tradier", "Deployment Guide", "Entities", "Asset", "Bars", "Data", "Order", "Position", "Trading Fee", "What is Lumibot?", "Lumibot: Backtesting and Algorithmic Trading Library", "Lifecycle Methods", "def after_market_closes", "def before_market_closes", "def before_market_opens", "def before_starting_trading", "def initialize", "def on_abrupt_closing", "def on_bot_crash", "def on_canceled_order", "def on_filled_order", "def on_new_order", "def on_parameters_updated", "def on_partially_filled_order", "def on_trading_iteration", "Summary", "def trace_stats", "Backtesting", "Data Sources", "Strategies", "Traders", "Strategy Methods", "Account Management", "self.get_cash", "self.get_parameters", "self.get_portfolio_value", "self.get_position", "self.get_positions", "self.set_parameters", "self.get_cash", "self.get_parameters", "self.get_portfolio_value", "self.get_position", "self.get_positions", "self.set_parameters", "Chart Functions", "self.add_line", "self.add_marker", "self.get_lines_df", "self.get_markers_df", "self.add_line", "self.add_marker", "self.get_lines_df", "self.get_markers_df", "Data", "self.cancel_realtime_bars", "self.get_historical_prices", "self.get_historical_prices_for_assets", "self.get_last_price", "self.get_last_prices", "self.get_next_trading_day", "self.get_quote", "self.get_realtime_bars", "self.get_yesterday_dividend", "self.get_yesterday_dividends", "self.start_realtime_bars", "DateTime", "self.get_datetime", "self.get_datetime_range", "self.get_last_day", "self.get_last_minute", "self.get_round_day", "self.get_round_minute", "self.get_timestamp", "self.localize_datetime", "self.to_default_timezone", "self.get_datetime", "self.get_datetime_range", "self.get_last_day", "self.get_last_minute", "self.get_round_day", "self.get_round_minute", "self.get_timestamp", "self.localize_datetime", "self.to_default_timezone", "Miscellaneous", "self.await_market_to_close", "self.await_market_to_open", "self.get_parameters", "self.log_message", "self.set_market", "self.sleep", "self.update_parameters", "self.wait_for_order_execution", "self.wait_for_order_registration", "self.wait_for_orders_execution", "self.wait_for_orders_registration", "self.await_market_to_close", "self.await_market_to_open", "self.get_parameters", "self.log_message", "self.set_market", "self.sleep", "self.update_parameters", "self.wait_for_order_execution", "self.wait_for_order_registration", "self.wait_for_orders_execution", "self.wait_for_orders_registration", "Options", "self.get_chain", "self.get_chains", "self.get_expiration", "self.get_greeks", "self.get_multiplier", "self.get_next_trading_day", "self.get_strikes", "self.options_expiry_to_datetime_date", "self.get_chain", "self.get_chains", "self.get_expiration", "self.get_greeks", "self.get_multiplier", "self.get_next_trading_day", "self.get_option_expiration_after_date", "self.get_strikes", "self.options_expiry_to_datetime_date", "Order Management", "self.cancel_open_orders", "self.cancel_order", "self.cancel_orders", "self.create_order", "self.get_asset_potential_total", "self.get_order", "self.get_orders", "self.get_selling_order", "self.sell_all", "self.submit_order", "self.submit_orders", "self.cancel_open_orders", "self.cancel_order", "self.cancel_orders", "self.create_order", "self.get_asset_potential_total", "self.get_order", "self.get_orders", "self.get_selling_order", "self.sell_all", "self.submit_order", "self.submit_orders", "Parameters", "Strategy Properties", "self.cash", "self.first_iteration", "self.initial_budget", "self.is_backtesting", "self.last_on_trading_iteration_datetime", "self.minutes_before_closing", "self.minutes_before_opening", "self.name", "self.portfolio_value", "self.pytz", "self.quote_asset", "self.sleeptime", "self.timezone", "self.unspent_money", "self.pytz", "self.cash", "self.first_iteration", "self.initial_budget", "self.is_backtesting", "self.last_on_trading_iteration_datetime", "self.minutes_before_closing", "self.minutes_before_opening", "self.name", "self.portfolio_value", "self.pytz", "self.quote_asset", "self.sleeptime", "self.timezone", "self.unspent_money"], "terms": {"lumibot": [0, 1, 5, 6, 8, 10, 11, 12, 13, 14, 15, 17, 18, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 45, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 61, 62, 63, 64, 65, 66, 67, 68, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164], "ha": [0, 7, 19, 21, 25, 34, 35, 36, 38, 44, 70, 73, 77], "three": [0, 14, 19, 21], "mode": [0, 14, 16, 42, 169, 184], "yahoo": [0, 1, 2, 5, 19, 25, 71, 72, 105, 116], "daili": [0, 2, 5, 7, 10, 30, 71, 72], "stock": [0, 1, 2, 5, 6, 8, 9, 10, 12, 16, 18, 19, 20, 21, 22, 25, 31, 43, 105, 116, 125, 133, 145, 151, 156, 162], "data": [0, 1, 3, 6, 8, 10, 13, 17, 18, 19, 22, 25, 29, 30, 39, 44, 46, 61, 65, 70, 71, 72, 77, 80, 82, 88, 89, 90, 91, 97, 98, 99, 175, 178, 180, 190, 193], "from": [1, 5, 6, 7, 8, 10, 12, 13, 14, 15, 16, 18, 19, 20, 22, 24, 25, 40, 41, 43, 44, 71, 72, 75, 79, 124, 125, 126, 127, 128, 129, 130, 132, 133, 134, 135, 136, 137, 139, 145, 151, 152, 156, 162, 163], "panda": [0, 2, 10, 19, 20, 25, 61, 62, 63, 64, 65, 66, 67, 68, 71, 72, 77, 105, 116], "intra": [0, 5, 10], "dai": [0, 1, 2, 5, 6, 8, 10, 16, 20, 21, 25, 29, 30, 31, 39, 43, 71, 72, 75, 78, 79, 83, 84, 85, 86, 92, 93, 94, 95, 129, 137, 145, 152, 156, 163, 177, 192], "inter": [0, 5], "test": [0, 2, 14, 16], "futur": [0, 5, 12, 16, 18, 19, 25, 42, 43, 73, 145, 146, 151, 156, 157, 162, 179, 194], "us": [0, 1, 2, 3, 4, 5, 6, 7, 8, 10, 11, 14, 15, 16, 18, 19, 20, 21, 22, 23, 24, 25, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 54, 60, 61, 62, 65, 66, 69, 71, 72, 75, 81, 100, 104, 106, 115, 117, 126, 127, 128, 129, 130, 134, 135, 136, 137, 139, 141, 145, 156, 164, 165, 166, 176, 177, 179, 181, 191, 192, 194], "csv": [0, 2, 3, 9, 20, 25, 43], "suppli": [0, 10, 20], "you": [0, 1, 2, 5, 6, 8, 10, 11, 12, 13, 14, 15, 16, 19, 21, 24, 25, 28, 31, 43, 46, 47, 48, 50, 54, 56, 60, 61, 65, 69, 71, 72, 81, 100, 123, 141, 145, 156, 164, 165, 177, 192], "polygon": [0, 1, 5, 8, 10, 16, 25], "io": [0, 13, 14, 19, 25], "It": [0, 4, 5, 6, 7, 8, 13, 14, 16, 18, 21, 22, 24, 25, 40, 42, 43, 73, 76, 145, 156], "i": [0, 1, 2, 4, 5, 6, 7, 8, 10, 12, 13, 14, 15, 16, 18, 19, 20, 21, 22, 25, 27, 28, 29, 31, 33, 34, 35, 36, 38, 39, 40, 41, 42, 43, 45, 46, 48, 50, 51, 54, 56, 57, 61, 62, 65, 66, 71, 72, 73, 74, 75, 76, 81, 82, 84, 85, 86, 87, 88, 91, 93, 94, 95, 96, 97, 101, 102, 105, 112, 113, 116, 124, 125, 126, 128, 129, 131, 132, 133, 134, 136, 137, 140, 145, 146, 148, 150, 152, 156, 157, 159, 161, 163, 165, 166, 167, 169, 171, 172, 176, 177, 181, 182, 184, 186, 187, 191, 192], "recommend": [0, 14, 16, 24], "option": [0, 2, 6, 8, 9, 12, 15, 16, 18, 19, 21, 25, 31, 35, 38, 40, 42, 43, 46, 71, 73, 124, 125, 126, 127, 128, 130, 131, 132, 133, 134, 135, 136, 138, 139, 140, 145, 151, 156, 162], "crypto": [0, 1, 5, 7, 11, 16, 18, 19, 22, 25, 48, 50, 54, 56, 71, 73, 105, 116, 145, 151, 152, 156, 162, 163, 166, 174, 181, 189], "forex": [0, 2, 5, 6, 8, 12, 16, 18, 25, 43, 72, 73, 145, 151, 152, 156, 162, 163], "an": [0, 1, 2, 5, 6, 7, 8, 12, 13, 14, 15, 16, 18, 21, 22, 25, 33, 34, 35, 38, 39, 40, 42, 43, 51, 57, 71, 73, 74, 80, 101, 102, 104, 112, 113, 115, 125, 126, 130, 131, 133, 134, 139, 140, 143, 145, 146, 147, 151, 154, 156, 157, 158, 162, 164, 177, 192], "advanc": [0, 2, 5, 24, 25, 145, 156], "featur": [0, 2, 6, 8, 25], "allow": [0, 2, 4, 5, 6, 8, 16, 19, 21, 24, 25, 80, 145, 156, 164], "ani": [0, 1, 2, 5, 6, 7, 8, 10, 13, 14, 16, 20, 24, 40, 42, 61, 65, 71, 72, 104, 115, 144, 155, 164], "type": [0, 1, 2, 5, 12, 17, 18, 19, 20, 22, 24, 25, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 41, 42, 43, 45, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 63, 64, 67, 68, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 124, 125, 126, 128, 129, 130, 131, 132, 133, 134, 136, 137, 138, 139, 140, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193], "have": [0, 1, 2, 5, 6, 8, 10, 15, 16, 19, 21, 22, 24, 25, 27, 42, 46, 48, 50, 54, 56, 71, 77], "format": [0, 5, 18, 20, 43, 75, 124, 125, 129, 131, 132, 133, 137, 140], "requir": [0, 1, 2, 10, 13, 14, 16, 18, 21, 73, 74, 145, 152, 156, 163], "more": [0, 2, 3, 11, 13, 15, 16, 17, 19, 24, 25, 42, 43, 46, 69, 71, 100, 123, 127, 135, 141], "work": [0, 2, 5, 11, 14, 16, 24, 25, 71, 72, 76, 165], "setup": [0, 2], "most": [0, 5, 7, 16, 19, 24, 40, 71, 77, 127, 135], "user": [0, 2, 5, 10, 16, 20, 24, 26, 40, 44, 45, 143, 145, 154, 156], "all": [1, 4, 5, 13, 16, 19, 20, 24, 29, 32, 33, 42, 44, 45, 50, 52, 56, 58, 71, 72, 124, 126, 127, 128, 130, 132, 134, 135, 136, 139, 142, 144, 145, 148, 149, 150, 153, 155, 156, 159, 160, 161, 164], "other": [0, 2, 6, 8, 10, 13, 16, 19, 21, 24, 25, 40, 61, 65, 76, 100, 145, 156, 166, 181], "In": [0, 6, 8, 13, 16, 21, 42, 73, 74, 82, 84, 85, 86, 87, 88, 91, 93, 94, 95, 96, 97], "summari": [0, 6, 8, 25, 26], "here": [1, 2, 5, 6, 8, 11, 12, 13, 14, 15, 16, 17, 24, 25, 40, 164, 165], "descript": [1, 16], "function": [0, 2, 3, 13, 16, 20, 25, 31, 37, 40, 46, 47, 81, 141], "its": [1, 6, 8, 21, 41], "paramet": [1, 2, 6, 8, 12, 18, 19, 20, 21, 22, 24, 25, 27, 28, 31, 32, 33, 34, 35, 36, 37, 38, 41, 42, 43, 44, 45, 46, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 61, 62, 65, 66, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 83, 86, 87, 89, 90, 92, 95, 96, 98, 99, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 142, 143, 144, 145, 146, 149, 150, 151, 152, 153, 154, 155, 156, 157, 160, 161, 162, 163, 171, 186], "thi": [1, 2, 5, 6, 8, 9, 12, 13, 14, 15, 16, 18, 19, 20, 21, 22, 24, 25, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 41, 42, 43, 44, 45, 48, 50, 54, 56, 61, 62, 65, 66, 71, 72, 73, 74, 76, 80, 82, 84, 85, 86, 87, 88, 91, 93, 94, 95, 96, 97, 106, 117, 145, 152, 156, 163, 166, 167, 176, 177, 181, 182, 191, 192], "true": [1, 5, 12, 13, 15, 16, 21, 23, 24, 25, 31, 42, 43, 45, 71, 72, 73, 104, 115, 150, 161, 167, 169, 182, 184], "kind": [1, 24], "do": [1, 5, 10, 13, 15, 19, 24, 25, 37, 46, 100, 145, 156], "strategi": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 21, 22, 23, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 45, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193, 194], "arg": [1, 20, 43], "minutes_before_clos": [1, 25, 28, 31, 39, 101, 112], "1": [1, 2, 5, 6, 7, 8, 10, 12, 13, 14, 15, 16, 18, 19, 20, 21, 30, 43, 71, 72, 83, 89, 90, 92, 98, 99, 127, 135, 138, 145, 151, 152, 156, 162, 163, 177, 192], "minutes_before_open": [1, 25, 29, 102, 113], "60": [1, 19, 172, 187], "sleeptim": [1, 2, 6, 8, 13, 24, 25, 31, 39, 106, 117], "stats_fil": [1, 31], "none": [1, 12, 13, 16, 18, 19, 20, 21, 22, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 42, 43, 45, 48, 50, 51, 52, 53, 54, 56, 57, 58, 59, 61, 62, 65, 66, 70, 71, 72, 73, 74, 80, 83, 92, 101, 102, 104, 105, 106, 107, 112, 113, 115, 116, 117, 118, 127, 130, 135, 139, 142, 143, 144, 145, 147, 149, 150, 153, 154, 155, 156, 158, 160, 161], "risk_free_r": [1, 43, 127, 135], "logfil": [1, 45], "config": [1, 12, 13, 15, 16, 24, 42], "auto_adjust": [1, 43], "fals": [1, 12, 13, 15, 16, 21, 24, 25, 31, 42, 43, 45, 72, 73, 82, 91, 104, 115, 127, 135, 145, 150, 156, 161], "name": [0, 1, 5, 10, 16, 18, 20, 24, 25, 31, 43, 45, 61, 62, 65, 66, 73, 104, 115, 164], "budget": [1, 5, 10, 16, 24, 31, 168, 183], "benchmark_asset": [1, 2, 6, 8, 24], "spy": [1, 2, 5, 6, 8, 18, 21, 24, 29, 30, 31, 35, 39, 43, 70, 71, 72, 73, 74, 78, 79, 108, 109, 110, 111, 119, 120, 121, 122, 124, 125, 126, 127, 128, 130, 132, 133, 134, 135, 136, 139, 143, 145, 149, 151, 152, 154, 156, 160, 162, 163, 164], "plot_file_html": 1, "trades_fil": 1, "settings_fil": 1, "pandas_data": [1, 5, 24, 42, 43], "quote_asset": [1, 13, 18, 22, 25, 151, 152, 162, 163], "usd": [1, 18, 20, 71, 72, 73, 145, 151, 152, 156, 162, 163], "starting_posit": 1, "show_plot": [1, 45], "tearsheet_fil": 1, "save_tearsheet": [1, 45], "show_tearsheet": [1, 45], "buy_trading_fe": [1, 24], "sell_trading_fe": [1, 24], "api_kei": [1, 12, 24, 25, 42, 43], "polygon_api_kei": [1, 2, 16], "polygon_has_paid_subscript": 1, "indicators_fil": 1, "show_ind": [1, 45], "save_logfil": 1, "kwarg": [1, 12, 18, 20, 42, 43, 152, 163], "datasource_class": 1, "class": [1, 2, 5, 6, 8, 10, 12, 13, 15, 16, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 164], "The": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 12, 13, 14, 16, 18, 19, 20, 21, 22, 26, 27, 33, 34, 35, 36, 37, 38, 40, 42, 43, 44, 48, 49, 50, 53, 54, 55, 56, 59, 61, 62, 63, 64, 65, 66, 67, 68, 71, 72, 74, 75, 76, 77, 78, 79, 80, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 103, 105, 107, 114, 116, 118, 124, 125, 126, 127, 128, 129, 130, 132, 133, 134, 135, 136, 137, 138, 139, 145, 146, 149, 150, 152, 156, 157, 160, 161, 163, 164, 166, 168, 170, 171, 172, 173, 174, 175, 176, 178, 180, 181, 183, 185, 186, 187, 188, 189, 190, 191, 193], "datasourc": [1, 8, 42, 43], "For": [1, 2, 3, 5, 7, 10, 13, 16, 18, 19, 21, 25, 27, 43, 48, 50, 54, 56, 108, 109, 110, 111, 119, 120, 121, 122, 145, 151, 152, 156, 162, 163, 164], "exampl": [1, 2, 6, 8, 11, 12, 14, 18, 19, 24, 25, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 43, 51, 52, 57, 58, 61, 62, 65, 66, 70, 71, 72, 73, 74, 78, 79, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 101, 102, 104, 105, 106, 108, 109, 110, 111, 112, 113, 115, 116, 117, 119, 120, 121, 122, 124, 125, 126, 127, 128, 130, 131, 132, 133, 134, 135, 136, 138, 139, 140, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193], "want": [1, 2, 5, 8, 10, 12, 13, 15, 16, 24, 25, 40, 43, 61, 65], "financ": [1, 2, 10, 25], "would": [1, 2, 5, 15, 18, 24, 25, 43, 50, 56, 145, 156, 177, 192], "pass": [1, 2, 5, 8, 10, 17, 27, 35, 39, 40, 44, 101, 102, 112, 113, 127, 135, 145, 156], "yahoodatabacktest": [1, 10, 24, 25, 31], "backtesting_start": [1, 2, 5, 6, 8, 10, 24, 25, 31, 42], "datetim": [1, 2, 5, 6, 8, 10, 13, 18, 19, 20, 24, 25, 31, 42, 43, 46, 61, 62, 65, 66, 71, 75, 77, 80, 82, 83, 89, 90, 91, 92, 98, 99, 126, 129, 131, 134, 137, 138, 140, 145, 156, 170, 185], "start": [1, 2, 5, 6, 7, 8, 10, 11, 13, 16, 19, 20, 29, 31, 43, 71, 72, 77, 80, 101, 112, 172, 187], "date": [0, 1, 2, 5, 6, 8, 10, 18, 20, 25, 31, 43, 73, 75, 81, 124, 125, 126, 127, 128, 129, 131, 132, 133, 134, 135, 136, 137, 138, 140, 145, 156], "period": [1, 2, 5, 7, 13, 20, 80], "backtesting_end": [1, 2, 5, 6, 8, 10, 24, 25, 31], "end": [1, 2, 6, 7, 8, 10, 19, 20, 25, 41], "int": [1, 12, 18, 20, 21, 35, 38, 43, 61, 62, 65, 66, 71, 72, 80, 83, 84, 85, 86, 87, 88, 92, 93, 94, 95, 96, 97, 101, 102, 112, 113, 145, 146, 156, 157, 171, 172, 177, 186, 187, 192], "number": [1, 12, 14, 15, 16, 20, 21, 28, 31, 43, 71, 72, 83, 86, 87, 92, 95, 96, 145, 156, 171, 172, 177, 186, 187, 192], "minut": [1, 5, 13, 16, 19, 20, 24, 25, 28, 29, 31, 39, 42, 43, 71, 72, 83, 85, 87, 92, 94, 96, 101, 102, 112, 113, 171, 172, 177, 186, 187, 192], "befor": [1, 2, 5, 7, 10, 13, 14, 16, 19, 21, 24, 25, 28, 29, 30, 31, 39, 40, 41, 43, 71, 72, 101, 102, 112, 113, 150, 161, 171, 172, 186, 187], "close": [1, 5, 12, 13, 19, 20, 21, 27, 28, 31, 32, 39, 42, 50, 56, 71, 73, 74, 77, 80, 101, 102, 112, 113, 150, 161, 171, 186], "method": [1, 6, 8, 18, 19, 21, 22, 25, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 69, 100, 123, 124, 126, 128, 130, 132, 134, 136, 139, 164, 167, 171, 172, 177, 182, 186, 187, 192], "call": [1, 5, 6, 8, 18, 19, 21, 27, 31, 33, 34, 35, 37, 38, 39, 40, 41, 43, 71, 73, 74, 124, 125, 127, 132, 133, 135, 151, 162], "open": [1, 2, 5, 12, 16, 19, 20, 21, 24, 28, 29, 30, 39, 42, 62, 66, 71, 77, 80, 101, 102, 112, 113, 142, 143, 144, 148, 150, 153, 154, 155, 159, 161, 172, 187], "second": [1, 12, 21, 31, 39, 42, 72, 80, 100, 106, 117, 177, 192], "sleep": [1, 2, 25, 39, 46, 100, 101, 112, 177, 192], "between": [1, 2, 13, 19, 20, 25, 31, 71, 177, 192], "each": [0, 1, 2, 3, 5, 7, 9, 13, 19, 21, 25, 29, 31, 39, 40, 43, 44, 46, 52, 58, 71, 79, 125, 133, 148, 150, 159, 161], "iter": [1, 2, 6, 8, 13, 20, 31, 39, 40, 167, 170, 182, 185], "str": [1, 18, 19, 20, 21, 22, 43, 51, 57, 61, 62, 65, 66, 71, 72, 73, 74, 75, 83, 92, 104, 105, 115, 116, 124, 125, 126, 128, 129, 131, 132, 133, 134, 136, 137, 140, 145, 152, 156, 163, 173, 177, 178, 188, 192, 193], "file": [1, 4, 5, 7, 14, 16, 24, 25, 100, 104, 115, 164], "write": [1, 2, 6, 8], "stat": [1, 27, 41], "float": [1, 5, 18, 19, 21, 22, 35, 38, 42, 43, 48, 50, 54, 56, 61, 62, 65, 66, 73, 74, 78, 79, 101, 102, 106, 112, 113, 117, 127, 130, 135, 139, 145, 146, 152, 156, 157, 163, 166, 168, 174, 181, 183, 189], "risk": [1, 7, 24, 127, 135], "free": [1, 2, 6, 8, 16, 22, 25, 127, 135], "rate": [1, 6, 8, 19, 127, 135], "log": [0, 1, 2, 7, 10, 14, 15, 16, 18, 25, 41, 100, 104, 115], "dict": [1, 20, 37, 41, 43, 45, 49, 53, 55, 59, 76, 103, 107, 114, 118, 145, 156], "set": [1, 2, 6, 8, 11, 14, 15, 16, 18, 19, 20, 21, 24, 25, 28, 31, 42, 43, 53, 59, 71, 72, 77, 105, 116, 124, 132, 145, 156, 164, 165, 171, 172, 177, 186, 187, 192], "up": [1, 2, 5, 6, 11, 14, 16, 18, 24, 25, 62, 66], "broker": [1, 5, 12, 15, 18, 19, 21, 22, 23, 24, 25, 31, 34, 35, 36, 38, 44, 71, 72, 73, 76, 80, 108, 109, 110, 111, 119, 120, 121, 122, 127, 135, 145, 151, 152, 156, 162, 163, 166, 181], "live": [1, 2, 12, 14, 16, 19, 24, 42, 43, 81, 82, 84, 85, 86, 87, 88, 91, 93, 94, 95, 96, 97, 105, 116], "trade": [0, 1, 4, 5, 10, 11, 13, 14, 16, 17, 18, 19, 20, 26, 29, 30, 31, 32, 39, 40, 42, 43, 44, 51, 57, 72, 73, 75, 77, 80, 81, 82, 84, 85, 86, 87, 88, 91, 93, 94, 95, 96, 97, 105, 116, 125, 129, 133, 137, 145, 156, 170, 185], "bool": [1, 21, 42, 43, 45, 71, 72, 73, 104, 115, 127, 135, 152, 163, 167, 169, 182, 184], "whether": [1, 16, 21, 43, 45, 71, 81, 127, 135, 145, 156], "automat": [1, 6, 8, 21, 145, 146, 156, 157], "adjust": [1, 7, 20, 43], "initi": [1, 2, 6, 8, 13, 14, 24, 25, 26, 40, 105, 116, 164, 168, 171, 172, 177, 183, 186, 187, 192], "asset": [1, 2, 5, 9, 12, 13, 16, 17, 19, 20, 21, 22, 25, 32, 33, 34, 35, 36, 38, 39, 42, 43, 48, 50, 51, 52, 54, 56, 57, 58, 61, 65, 70, 71, 72, 73, 74, 76, 77, 78, 79, 80, 124, 125, 126, 127, 128, 130, 132, 133, 134, 135, 136, 139, 145, 146, 151, 152, 156, 157, 162, 163, 166, 176, 181, 191], "benchmark": [1, 2, 7], "compar": [1, 7, 16], "If": [1, 5, 6, 8, 12, 13, 15, 16, 19, 20, 24, 25, 29, 31, 35, 39, 43, 71, 72, 73, 80, 101, 102, 104, 112, 113, 115, 130, 139, 142, 145, 150, 153, 156, 161], "string": [1, 16, 18, 19, 20, 21, 43, 71, 72, 104, 115, 131, 140, 145, 156, 177, 192], "convert": [1, 18, 19, 21, 25, 42, 43, 131, 140, 145, 156], "object": [1, 5, 10, 12, 17, 18, 19, 20, 21, 22, 23, 34, 35, 36, 38, 42, 43, 45, 51, 52, 57, 58, 70, 71, 72, 73, 74, 76, 77, 78, 79, 80, 108, 109, 110, 111, 119, 120, 121, 122, 125, 130, 133, 139, 143, 144, 145, 146, 147, 148, 151, 152, 154, 155, 156, 157, 158, 159, 162, 163, 175, 180, 190], "plot": [1, 10, 45, 62, 66], "html": [0, 1, 3, 9, 14, 19, 25], "list": [1, 2, 13, 17, 18, 19, 22, 24, 30, 42, 43, 46, 47, 52, 58, 60, 69, 72, 74, 79, 81, 83, 92, 100, 105, 110, 111, 116, 121, 122, 123, 126, 128, 130, 134, 136, 139, 141, 144, 148, 152, 155, 159, 163, 165], "A": [1, 5, 7, 10, 12, 21, 25, 43, 45, 51, 52, 57, 58, 76, 83, 92, 145, 152, 156, 163], "ar": [0, 1, 2, 3, 5, 7, 8, 10, 11, 12, 13, 14, 16, 17, 18, 19, 20, 21, 22, 24, 25, 37, 40, 43, 44, 46, 47, 52, 58, 60, 61, 62, 65, 66, 69, 72, 77, 80, 81, 100, 105, 116, 123, 124, 125, 127, 132, 133, 135, 141, 142, 145, 146, 148, 150, 152, 153, 156, 157, 159, 161, 163, 164, 166, 181], "when": [0, 1, 2, 5, 6, 8, 13, 16, 18, 19, 21, 24, 25, 26, 29, 31, 32, 33, 34, 35, 36, 37, 38, 39, 61, 62, 65, 66, 81, 145, 156, 166, 171, 181, 186], "pandasdatabacktest": [1, 5, 24], "contain": [1, 3, 19, 20, 39, 41, 77, 151, 152, 162, 163], "currenc": [18, 71, 145, 156, 166, 174, 176, 181, 189, 191], "get": [1, 2, 5, 6, 8, 10, 11, 12, 13, 16, 17, 19, 20, 21, 29, 30, 32, 37, 42, 43, 44, 46, 47, 48, 49, 50, 51, 52, 54, 55, 56, 57, 58, 60, 69, 71, 72, 74, 76, 78, 79, 81, 103, 114, 123, 146, 147, 148, 149, 157, 158, 159, 160, 164, 165, 166, 171, 172, 174, 177, 181, 186, 187, 189, 192], "valuat": 1, "measur": [1, 7], "overal": [1, 7], "porfolio": 1, "valu": [1, 3, 5, 9, 12, 13, 16, 18, 19, 20, 22, 27, 42, 44, 45, 47, 48, 50, 54, 56, 60, 61, 62, 65, 66, 71, 72, 127, 135, 152, 163, 174, 189], "usual": [1, 46, 177, 192], "usdt": [1, 18, 48, 50, 54, 56, 71, 73, 145, 156], "usdc": 1, "dictionari": [1, 5, 8, 15, 35, 41, 42, 43, 45, 72, 76, 124, 125, 126, 127, 128, 130, 132, 133, 134, 135, 136, 139, 145, 156, 164], "posit": [1, 13, 17, 21, 25, 35, 38, 42, 44, 50, 51, 52, 56, 57, 58, 146, 149, 150, 157, 160, 161, 166, 174, 181, 189], "100": [1, 5, 12, 13, 15, 18, 19, 24, 25, 31, 41, 43, 71, 72, 108, 109, 110, 111, 119, 120, 121, 122, 124, 125, 127, 132, 133, 135, 143, 144, 145, 151, 152, 154, 155, 156, 162, 163], "200": [1, 12, 35, 43, 72, 110, 111, 121, 122, 152, 163], "aapl": [1, 2, 5, 6, 8, 10, 12, 15, 18, 19, 22, 25, 31, 34, 35, 36, 38, 71, 72, 144, 155], "show": [1, 7, 51, 52, 57, 58, 146, 147, 148, 157, 158, 159], "tearsheet": [0, 1, 25, 45], "save": [1, 5, 10, 16, 24, 45], "These": [0, 1, 2, 3, 4, 7, 10, 31, 44, 53, 59, 81], "must": [1, 2, 5, 6, 8, 10, 12, 14, 15, 20, 21, 40, 71, 72, 130, 139, 145, 156], "within": [1, 16, 17, 106, 117, 142, 153], "tradingfe": [1, 23, 24, 25], "appli": [1, 16, 43], "bui": [1, 2, 5, 6, 7, 8, 9, 10, 12, 13, 15, 18, 21, 24, 25, 35, 39, 44, 48, 54, 104, 108, 109, 110, 111, 115, 119, 120, 121, 122, 143, 144, 145, 151, 152, 154, 155, 156, 162, 163, 166, 181], "order": [1, 2, 5, 6, 8, 9, 10, 12, 13, 17, 18, 22, 24, 25, 28, 29, 34, 35, 36, 38, 39, 40, 42, 46, 104, 108, 109, 110, 111, 115, 119, 120, 121, 122, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 166, 181], "dure": [1, 2, 4, 7, 44, 72], "sell": [1, 7, 9, 21, 22, 28, 32, 33, 35, 39, 42, 44, 145, 149, 150, 151, 152, 156, 160, 161, 162, 163], "api": [1, 2, 6, 8, 10, 12, 13, 14, 15, 16, 19, 25, 127, 135], "kei": [1, 2, 3, 5, 6, 8, 12, 14, 15, 16, 20, 25, 45, 127, 135, 164], "onli": [1, 5, 10, 13, 14, 16, 18, 19, 20, 21, 22, 24, 25, 31, 40, 42, 43, 45, 71, 72, 73, 76, 80, 127, 135, 142, 152, 153, 163, 171, 186], "polygondatabacktest": [1, 2, 6, 8], "depric": 73, "pleas": [1, 2, 5, 6, 8, 10, 13, 21, 71, 179, 194], "instead": [1, 5, 16, 19, 42, 106, 117, 127, 135, 179, 194], "indic": [0, 1, 5, 13, 45, 51, 52, 57, 58, 61, 62, 63, 64, 65, 66, 67, 68, 71, 72, 152, 163], "directori": [5, 16], "default": [1, 5, 10, 16, 18, 19, 20, 31, 33, 43, 44, 53, 59, 61, 62, 65, 66, 71, 72, 73, 75, 90, 99, 105, 116, 124, 126, 127, 128, 129, 132, 134, 135, 136, 137, 145, 150, 152, 156, 161, 163, 171, 172, 175, 177, 178, 180, 186, 187, 190, 192, 193], "turn": [], "slow": 24, "down": [16, 24, 32, 62, 66], "return": [1, 7, 12, 18, 19, 20, 21, 22, 24, 25, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 41, 42, 43, 45, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 63, 64, 67, 68, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193], "result": [2, 5, 6, 8, 10, 24, 25, 41], "eg": [13, 18, 19, 24, 43, 46, 48, 50, 54, 56, 61, 62, 65, 66, 69, 76, 81, 104, 115, 124, 125, 132, 133, 145, 156, 177, 192], "import": [0, 1, 2, 5, 6, 7, 8, 10, 12, 13, 14, 15, 16, 18, 19, 25, 40, 41, 43, 44, 62, 66, 72, 79, 145, 151, 152, 156, 162, 163, 164], "simpl": [1, 5, 6, 8, 10, 15, 21, 25, 145, 156], "first": [1, 5, 6, 8, 10, 13, 15, 16, 19, 20, 21, 24, 25, 29, 31, 72, 167, 177, 182, 192], "mystrategi": [1, 2, 5, 6, 8, 10, 13, 15, 24, 25, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 44, 164], "def": [1, 2, 5, 6, 8, 10, 12, 13, 15, 24, 25, 26, 40, 105, 116, 164, 171, 172, 177, 186, 187, 192], "on_trading_iter": [1, 2, 5, 6, 8, 10, 13, 15, 24, 25, 26, 27, 40, 41, 46, 101, 102, 112, 113, 164, 167, 171, 177, 182, 186, 192], "self": [1, 2, 5, 6, 8, 10, 12, 13, 15, 18, 19, 21, 24, 25, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 46, 164], "first_iter": [1, 2, 5, 6, 8, 10, 25], "create_ord": [1, 2, 5, 6, 8, 10, 12, 13, 18, 21, 24, 25, 39, 46, 108, 109, 110, 111, 119, 120, 121, 122, 143, 144, 151, 152, 154, 155, 162, 163], "quantiti": [1, 2, 6, 7, 8, 10, 12, 13, 21, 22, 24, 25, 35, 38, 51, 52, 57, 58, 145, 156], "side": [1, 2, 6, 8, 12, 21, 24, 35, 42, 145, 156], "submit_ord": [1, 2, 5, 6, 8, 10, 13, 18, 21, 24, 25, 39, 42, 46, 108, 109, 110, 111, 119, 120, 121, 122, 143, 144, 145, 149, 154, 155, 156, 160], "creat": [1, 2, 5, 6, 7, 8, 10, 13, 15, 16, 18, 20, 21, 35, 71, 124, 126, 128, 130, 132, 134, 136, 139, 141, 143, 144, 145, 154, 155, 156], "2018": [1, 19], "31": [1, 5, 10, 24, 25, 43, 124, 125, 132, 133], "symbol": [1, 2, 5, 6, 8, 12, 13, 18, 19, 20, 21, 22, 24, 35, 43, 62, 66, 71, 72, 73, 145, 151, 152, 156, 162, 163], "qqq": 1, "asset_typ": [1, 5, 13, 18, 19, 43, 71, 72, 73, 145, 146, 151, 152, 156, 157, 162, 163], "note": [5, 10, 13, 14, 16, 19, 21, 42, 76, 145, 156], "ensur": [5, 10, 16, 20, 21, 24, 25, 145, 156], "instal": [0, 5, 10, 13, 14, 16], "latest": [2, 5, 10, 13, 16, 24, 25, 71], "version": [2, 5, 7, 10, 24, 25], "pip": [2, 5, 10, 13, 24, 25], "upgrad": [2, 5, 10, 24, 25], "proceed": [5, 10, 24], "been": [5, 10, 21, 22, 34, 35, 36, 38, 42, 73, 77], "some": [5, 10, 24, 25, 43, 44, 73, 145, 156], "major": [5, 10], "chang": [5, 10, 12, 15, 16, 19, 31], "backtest": [4, 5, 7, 10, 16, 20, 21, 23, 31, 43, 45, 62, 66, 71, 72, 73, 74, 81, 82, 84, 85, 86, 87, 88, 91, 93, 94, 95, 96, 97, 105, 116, 169, 184], "modul": [5, 10, 25], "situat": 5, "thei": [3, 5, 11, 16, 19, 25, 40, 80, 127, 135], "much": [5, 6, 8, 12], "easier": [5, 16], "intend": [5, 16], "who": [5, 16, 51, 57, 146, 157], "own": [2, 5, 6, 8, 12, 13, 15, 16, 22, 24, 25, 149, 160], "after": [5, 6, 8, 13, 16, 20, 25, 27, 29, 30, 39, 41, 43, 62, 66, 71, 75, 129, 137, 138], "python": [2, 5, 24, 104, 115], "librari": [5, 7, 13, 15, 16, 24], "becaus": [3, 5, 6, 8, 10, 16, 42], "provid": [0, 2, 4, 5, 6, 8, 9, 16, 20, 43, 73, 74, 130, 139, 143, 144, 154, 155], "strictli": [5, 20], "can": [2, 5, 6, 8, 10, 11, 13, 14, 15, 16, 18, 19, 20, 21, 22, 24, 25, 28, 31, 40, 43, 44, 47, 48, 54, 60, 61, 62, 65, 66, 69, 71, 72, 81, 100, 123, 127, 135, 141, 145, 156, 164, 165, 177, 192], "parquet": 5, "databas": [2, 5, 16], "etc": [5, 15, 19, 20, 39, 44, 47, 60, 62, 66, 76, 147, 158], "wish": [5, 25], "accept": [5, 18], "one": [5, 7, 13, 16, 21, 24, 25, 40, 42, 46, 71, 108, 119, 145, 152, 156, 163], "time": [3, 5, 6, 8, 9, 12, 13, 16, 19, 20, 24, 31, 40, 42, 43, 44, 70, 71, 72, 77, 80, 81, 86, 87, 95, 96, 101, 102, 106, 112, 113, 117, 127, 135, 145, 156, 167, 177, 182, 192], "frame": 5, "raw": [5, 19, 21], "addition": [5, 10, 19], "possibl": [5, 31, 43, 61, 62, 65, 66, 152, 163], "like": [2, 5, 16, 20, 24, 25, 28, 29, 30, 31, 32, 42, 164], "secur": [2, 5, 10, 18, 21], "contract": [5, 18, 19, 21, 31, 42], "flexibl": [2, 5, 6, 8, 24], "also": [5, 10, 14, 16, 21, 24, 25, 31, 42, 71, 145, 150, 156, 161, 165], "difficult": 5, "follow": [2, 5, 6, 8, 13, 14, 16, 18, 19, 21, 25, 26, 29, 40, 77, 164, 177, 192], "backtestingbrok": [5, 6, 8, 10, 42], "next": [5, 6, 8, 12, 16, 25, 39, 75, 129, 137, 138], "your": [2, 5, 6, 7, 8, 10, 11, 12, 14, 17, 19, 21, 39, 40, 46, 47, 48, 50, 54, 56, 60, 69, 81, 100, 145, 156, 164, 165, 177, 192], "normal": [5, 15, 130, 139], "built": [2, 5, 25], "someth": [5, 13], "0000": 5, "hr": [5, 20], "2359": [5, 20], "last": [5, 13, 19, 20, 21, 27, 29, 30, 41, 42, 43, 71, 72, 73, 74, 84, 85, 93, 94, 170, 185], "consid": [5, 19, 176, 191], "zone": [5, 19], "unless": 5, "america": [5, 19, 43, 175, 178, 180, 190, 193], "new": [2, 5, 7, 16, 18, 19, 21, 25, 35, 36, 42, 53, 59, 145, 156, 166, 181], "york": [5, 16], "aka": 5, "est": 5, "receiv": 5, "index": [5, 18, 19, 20, 25, 77], "datetime64": [5, 20], "column": [5, 19, 20, 77], "high": [5, 19, 20, 24, 25, 42, 77, 80], "low": [5, 16, 19, 20, 42, 77, 80], "volum": [5, 19, 20, 77, 80], "should": [5, 10, 15, 19, 21, 26, 39, 42, 44, 73, 106, 117, 127, 135], "look": [2, 5, 14, 25], "2020": [5, 10, 24, 25, 71, 89, 90, 98, 99, 146, 151, 157, 162], "01": [5, 6, 8, 19, 24, 145, 146, 151, 156, 157, 162], "02": [5, 19], "09": 5, "00": [5, 43, 109, 120, 145, 151, 152, 156, 162, 163], "3237": 5, "3234": 5, "75": 5, "3235": 5, "25": [5, 16], "16808": 5, "32": 5, "10439": 5, "33": 5, "50": [5, 21, 31, 145, 156, 177, 192], "3233": 5, "8203": 5, "04": [5, 43], "22": 5, "15": [5, 16, 19, 31, 43, 71, 72], "56": 5, "2800": 5, "2796": 5, "8272": 5, "57": 5, "2794": 5, "7440": 5, "58": 5, "2793": 5, "7569": 5, "download": [2, 5, 6, 8, 24, 25], "yfinanc": [5, 43], "yf": [5, 43], "5": [1, 2, 5, 6, 8, 16, 25, 31, 43, 71, 72, 105, 106, 116, 117, 145, 156, 164, 171, 177, 186, 192], "5d": 5, "interv": 5, "1m": [5, 20, 43], "to_csv": 5, "collect": [4, 5], "subsequ": [5, 6, 8], "ad": [5, 11, 13, 16, 18, 25, 71, 72], "One": [5, 16, 18, 21, 43, 145, 156], "differ": [2, 3, 5, 7, 11, 13, 16, 19, 24, 25, 44], "load": [5, 17, 20, 62, 66], "mai": [5, 13, 16, 18, 21, 24, 71, 72, 80, 145, 156], "might": [5, 13, 16], "entiti": [5, 13, 18, 19, 20, 21, 22, 23, 24, 25, 71, 72, 79, 145, 151, 152, 156, 162, 163], "assettyp": [5, 13, 18, 145, 151, 152, 156, 162, 163], "step": [2, 5], "pd": [5, 19], "awar": [5, 19], "go": [2, 5, 12, 14, 16, 24, 25], "df": [5, 13, 19, 20, 29, 71, 72], "read_csv": 5, "third": 5, "we": [5, 6, 7, 8, 10, 11, 13, 16, 24, 25, 27, 46, 71, 145, 156], "make": [2, 4, 5, 6, 8, 16, 21, 24, 25, 73, 74], "least": [5, 40], "timestep": [5, 20, 42, 43, 71, 72, 83, 92], "either": [5, 18, 20, 21, 71, 72, 73, 74], "add": [3, 5, 13, 16, 18, 21, 24, 31, 42, 45, 61, 62, 65, 66], "final": [5, 6, 8, 10, 25], "run": [0, 5, 6, 8, 10, 11, 12, 16, 20, 25, 29, 31, 32, 33, 36, 43, 45, 80, 101, 102, 112, 113, 142, 144, 153, 155, 169, 184], "trader": [5, 6, 8, 10, 12, 13, 14, 15, 25, 32], "data_sourc": [5, 12, 42, 43, 71, 72], "datetime_start": [5, 42], "datetime_end": [5, 42], "strat": 5, "100000": 5, "add_strategi": [5, 12, 13, 14, 15, 24, 25, 45], "run_al": [5, 13, 14, 15, 24, 25, 45], "put": [5, 12, 15, 18, 24], "togeth": [5, 24], "inform": [2, 3, 5, 9, 10, 13, 16, 42, 43, 76, 77, 125, 130, 133, 139, 145, 156, 165], "code": [2, 5, 6, 7, 8, 13, 16, 24, 25, 27, 28, 29, 32, 33, 34, 35, 36, 37, 38, 61, 65, 101, 102, 112, 113, 164], "sourc": [0, 5, 8, 13, 19, 82, 88, 89, 90, 91, 97, 98, 99, 175, 178, 180, 190, 193], "Then": [5, 13, 15, 71], "startegi": 5, "read": [5, 14, 24, 43], "folder": [2, 5, 10, 13, 16], "same": [5, 16, 21, 25, 72], "script": 5, "pick": [5, 10, 16, 25], "rang": [5, 13, 16, 19, 20], "full": [2, 6, 8, 11, 25, 124, 132], "link": [6, 8], "give": [6, 8, 13, 130, 139], "u": [6, 7, 8, 13, 20, 25, 174, 189], "credit": [6, 8, 152, 163], "sale": [6, 8], "http": [2, 6, 8, 12, 13, 14, 15, 16, 19, 24, 25], "utm_sourc": 6, "affili": 6, "utm_campaign": 6, "lumi10": [2, 6], "help": [2, 3, 6, 8, 24], "support": [2, 6, 7, 8, 13, 16, 20, 24, 25, 43, 62, 66, 127, 135, 145, 156], "project": [2, 6, 8, 16], "coupon": [2, 6, 8], "10": [2, 6, 8, 13, 16, 18, 19, 31, 39, 43, 62, 66, 81, 126, 134, 151, 152, 162, 163, 164, 171, 172, 177, 186, 187, 192], "off": [2, 6, 8], "robust": [6, 8], "fetch": [6, 8, 43, 125, 130, 133, 139], "price": [2, 6, 8, 9, 13, 15, 16, 18, 19, 20, 21, 22, 30, 35, 38, 42, 43, 44, 46, 61, 62, 65, 66, 69, 71, 72, 73, 74, 77, 127, 135, 145, 151, 152, 156, 162, 163], "cryptocurr": [1, 2, 6, 8, 13, 16, 19, 71, 72, 73, 74, 145, 156], "simplifi": [6, 8], "process": [4, 6, 8, 16, 24, 36, 38, 151, 152, 162, 163], "simpli": [6, 8], "polygondatasourc": 6, "get_last_pric": [2, 6, 8, 10, 13, 15, 19, 20, 25, 43, 46], "get_historical_pric": [6, 8, 13, 19, 25, 30, 43, 46, 72], "As": [6, 8, 16], "2": [2, 6, 16, 21, 29, 31, 61, 65, 71, 72, 110, 111, 121, 122, 152, 163, 177, 192], "year": [2, 6, 8], "histor": [2, 6, 8, 12, 13, 19, 25, 42, 43, 69, 71, 72], "pai": [6, 8], "mani": [6, 8, 13, 25, 31, 40, 80], "faster": [2, 6, 8], "won": [6, 8], "t": [6, 8, 13, 25], "limit": [6, 8, 13, 21, 42, 71, 72, 80, 109, 120, 145, 151, 152, 156, 162, 163], "cach": [6, 8], "comput": [6, 8, 16, 24, 25], "so": [6, 8, 10, 13, 16, 18, 21, 24, 25, 46, 81, 127, 135], "even": [2, 6, 8, 29, 152, 163], "take": [6, 8, 16, 21, 24, 40, 43, 61, 62, 65, 66, 72, 73, 74, 124, 132], "bit": [6, 8], "To": [0, 6, 8, 10, 13, 14, 15, 16, 21, 24, 25, 71], "need": [2, 6, 8, 13, 15, 16, 24, 26, 40, 42, 71, 72, 76], "obtain": [6, 8, 13, 43, 125, 126, 128, 130, 133, 134, 136, 139], "which": [2, 6, 7, 8, 9, 13, 16, 19, 20, 21, 31, 40, 48, 50, 54, 56, 73, 74, 75, 76, 127, 129, 135, 137, 177, 192], "dashboard": [6, 8, 24], "account": [2, 6, 8, 12, 13, 14, 15, 16, 25, 42, 46, 48, 50, 52, 54, 56, 58, 60, 149, 160, 166, 181], "replac": [2, 6, 8, 13], "your_polygon_api_kei": [2, 6], "necessari": [6, 8, 16, 42], "inherit": [6, 8, 44], "defin": [6, 7, 8, 13, 23, 26, 31, 40, 41, 42, 44, 164], "hold": [6, 8, 19, 22, 25, 35], "until": [6, 8, 12, 19, 101, 102, 112, 113, 145, 156], "determin": [6, 7, 8, 12, 21, 42, 105, 116, 145, 156, 165], "2023": [2, 6, 8, 43, 124, 125, 132, 133], "05": [6, 8, 145, 156], "my_strat": [], "": [2, 3, 6, 7, 8, 13, 15, 16, 17, 20, 24, 25, 37, 40, 45, 51, 57, 81, 82, 84, 85, 86, 87, 88, 89, 90, 91, 93, 94, 95, 96, 97, 98, 99, 127, 135, 146, 157, 164, 177, 192], "sure": [2, 6, 8, 24, 25], "form": [6, 20, 80, 105, 116, 126, 128, 134, 136, 166, 181], "1d": [2, 6, 8, 19, 20, 39, 43], "qty": [2, 6, 8], "portfolio_valu": [2, 6, 8, 10, 13, 25, 27, 41, 176, 191], "__name__": [2, 6, 8, 13], "__main__": [2, 6, 8, 13], "your_api_key_her": [], "power": [2, 6, 8, 16, 24, 25], "tool": [6, 8, 16, 25], "variou": [2, 6, 7, 8], "With": [2, 6, 8, 25], "capabl": [6, 8], "easi": [6, 8, 16, 24, 25], "integr": [6, 8], "versatil": [6, 8, 13, 16], "choic": [6, 8, 16], "websit": [2, 7, 10, 13, 15, 16], "avail": [2, 9, 10, 16, 19, 20, 22, 25, 46, 71, 72, 105, 116, 127, 135, 152, 163, 166, 181], "includ": [2, 3, 7, 9, 10, 13, 16, 18, 19, 25, 31, 40, 43, 53, 59, 71, 123, 145, 147, 156, 158, 174, 189], "etf": [2, 10], "cannot": 10, "veri": [10, 16, 25], "easili": [10, 25, 31, 44], "modifi": [10, 24, 25], "anyth": 10, "There": [10, 11, 145, 156], "sever": [0, 2, 10, 11, 44, 164], "gener": [7, 10, 13, 15, 25, 150, 161], "aapl_pric": [10, 25], "alloc": 10, "11": [10, 16, 18, 25], "12": [10, 16, 18, 24, 25, 73], "re": [2, 11, 16, 25, 81], "speak": [11, 40], "learn": [11, 16, 24, 25], "about": [2, 9, 11, 25, 165], "how": [0, 3, 11, 12, 13, 16, 24, 25, 44, 71, 80, 165], "them": [2, 11, 16, 19, 24, 25, 46, 47, 60, 69, 81, 100, 123, 141, 144, 155], "alpaca": [11, 19, 25, 71, 72], "document": [11, 13, 16, 24, 25, 71], "interact": [11, 13, 19, 21, 25, 44, 71, 72, 73, 80], "ccxt": [11, 25], "configur": [2, 11, 14, 25], "tradier": [11, 25, 76, 152, 163], "max_work": [12, 42, 43, 72], "20": [12, 13, 21, 31, 42, 164], "chunk_siz": [12, 43, 72], "connect_stream": [12, 42], "base": [2, 7, 12, 13, 18, 19, 20, 21, 22, 23, 25, 39, 42, 43, 45, 71, 72, 73, 145, 156], "connect": [12, 13, 16, 104, 115], "tradeapi": 12, "rest": [12, 40], "get_timestamp": [12, 25, 43, 46], "current": [12, 13, 16, 20, 35, 36, 41, 42, 43, 48, 50, 51, 54, 56, 57, 61, 62, 65, 66, 71, 72, 76, 77, 81, 82, 83, 84, 85, 86, 87, 88, 91, 92, 93, 94, 95, 96, 97, 127, 135, 142, 148, 152, 153, 159, 163, 166, 174, 177, 181, 189, 192], "unix": 12, "timestamp": [2, 12, 19, 43, 61, 62, 65, 66, 84, 85, 86, 87, 88, 93, 94, 95, 96, 97], "represent": [12, 20, 21, 43, 71, 72], "is_market_open": [12, 42], "market": [2, 12, 13, 21, 24, 25, 27, 28, 29, 30, 31, 39, 42, 73, 74, 101, 102, 105, 108, 109, 110, 111, 112, 113, 116, 119, 120, 121, 122, 145, 150, 151, 152, 156, 161, 162, 163, 171, 172, 174, 186, 187, 189], "get_time_to_open": [12, 42], "remain": [12, 38, 42, 171, 186], "get_time_to_clos": [12, 42], "alpaca_config": [12, 24, 25], "your_api_kei": [12, 13], "secret": [12, 13, 15, 24, 25], "api_secret": [12, 24, 25], "your_api_secret": 12, "endpoint": 12, "paper": [12, 14, 15, 16, 25, 43], "print": [12, 41], "alpacastrategi": 12, "on_trading_inter": [12, 31], "order_typ": [12, 152, 163], "asset_type_map": 12, "us_equ": 12, "cancel_ord": [12, 25, 42, 46, 148, 159], "cancel": [12, 21, 29, 34, 42, 70, 108, 110, 119, 121, 141, 142, 143, 144, 145, 148, 150, 153, 154, 155, 156, 159, 161], "wa": [2, 12, 13, 26, 29, 32, 33, 40, 42, 71, 166, 181], "get_historical_account_valu": [12, 42], "1400": 12, "1600": 12, "7": [12, 13, 16, 25, 31, 105, 116], "0830": 12, "0930": 12, "3": [2, 12, 16, 145, 156], "600": 12, "sampl": [12, 25], "1612172730": 12, "000234": 12, "boolean": [12, 150, 152, 161, 163], "map_asset_typ": 12, "orderdata": 12, "to_request_field": 12, "guid": [2, 13, 15, 24, 25], "cryoptocurr": 13, "through": [2, 13, 16], "popular": 13, "interest": [7, 13, 127, 135], "find": [13, 14, 15, 16, 25, 43, 75, 126, 128, 129, 130, 134, 136, 137, 138, 139], "readthedoc": 13, "en": 13, "enabl": [13, 14], "wide": [13, 16, 62, 66], "coinbas": [13, 25], "pro": 13, "binanc": [13, 25], "kraken": [13, 25, 145, 156], "kucoin": [13, 25], "constantli": [13, 25], "don": [13, 25], "see": [2, 13, 14, 16, 18, 19, 24, 25, 43, 47, 60, 69, 81, 100, 123, 141], "let": 13, "know": [13, 17], "ll": [13, 15, 25], "desir": [13, 20, 80, 127, 135], "credenti": [13, 14], "rememb": [13, 25], "under": [13, 16, 24], "similar": [13, 16, 29], "alwai": [13, 29, 42, 105, 116, 166, 181], "24": [13, 31, 105, 116], "set_market": [13, 25, 31, 46], "few": [13, 16, 25, 100], "common": 13, "coinbase_config": 13, "exchange_id": 13, "apikei": 13, "your_secret_kei": 13, "sandbox": [13, 16], "kraken_config": 13, "margin": [13, 145, 156], "kucoin_config": 13, "password": [2, 8, 13], "your_passphras": 13, "NOT": 13, "your_secret": 13, "coinbasepro_config": 13, "coinbasepro": 13, "actual": [2, 13, 40, 42, 174, 189], "instanti": [13, 15, 25, 42], "chosen": [13, 15, 16], "correct": [13, 15], "instanc": 13, "strategy_executor": [13, 15], "complet": [13, 14, 16, 21, 25, 73, 74], "demonstr": 13, "pandas_ta": 13, "error": [13, 16, 21, 33], "termin": [2, 13, 24, 25], "importantfunct": 13, "30": [13, 39, 71, 72, 80], "sinc": 13, "those": [13, 16, 165], "hour": [13, 19, 20, 31, 39, 43, 71, 72, 105, 116, 177, 192], "place": [9, 13, 17, 145, 150, 156, 161], "quot": [13, 18, 19, 20, 21, 43, 48, 50, 54, 56, 71, 72, 73, 74, 76, 145, 151, 152, 156, 162, 163, 174, 176, 189, 191], "our": [7, 13, 16, 24, 25, 27], "transact": [13, 21, 166, 181], "btc": [13, 18, 19, 71, 72, 73, 145, 151, 152, 156, 162, 163], "0": [13, 14, 16, 18, 20, 21, 22, 23, 24, 31, 41, 42, 43, 86, 87, 95, 96, 145, 151, 152, 156, 162, 163, 172, 187], "mkt_order": 13, "000": [13, 24, 25], "lmt_order": 13, "limit_pric": [13, 21, 42, 109, 120, 145, 151, 152, 156, 162, 163], "10000": [13, 24], "pair": [13, 19, 21, 43, 73, 74, 124, 125, 132, 133, 145, 156], "bar": [13, 17, 20, 25, 42, 43, 62, 66, 70, 71, 72, 73, 74, 77, 80, 82, 84, 85, 86, 87, 88, 91, 93, 94, 95, 96, 97, 127, 135], "max_pric": 13, "max": [7, 13], "log_messag": [13, 15, 19, 25, 27, 29, 32, 33, 34, 35, 36, 37, 38, 39, 41, 46, 51, 52, 57, 58, 71, 72, 73, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 131, 140, 146, 147, 148, 157, 158, 159, 166, 167, 168, 169, 170, 171, 173, 174, 175, 176, 178, 180, 181, 182, 183, 184, 185, 186, 188, 189, 190, 191, 193], "f": [13, 15, 27, 34, 35, 37, 38, 41, 71, 73, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 131, 140, 168, 170, 173, 175, 176, 178, 180, 183, 185, 188, 190, 191, 193], "technic": [2, 13, 40], "analysi": [2, 4, 13, 45], "calcul": [13, 19, 21, 42, 43, 127, 135], "rsi": [2, 13], "ta": 13, "length": [13, 20, 42, 43, 71, 72, 77, 83, 92], "current_rsi": 13, "iloc": [13, 71], "macd": 13, "current_macd": 13, "55": 13, "ema": 13, "current_ema": 13, "cash": [9, 13, 25, 27, 41, 42, 47, 48, 50, 54, 56, 60, 174, 176, 179, 189, 191, 194], "get_posit": [13, 22, 25, 46, 149, 160], "share": [13, 15, 19, 21, 28, 30, 35, 38, 43, 145, 156, 174, 189], "specif": [2, 7, 13, 16, 18, 21, 40, 43, 61, 65, 108, 119, 124, 125, 132, 133, 145, 156, 165], "asset_to_get": 13, "outstand": 13, "get_ord": [13, 25, 46], "whatev": 13, "identifi": [2, 13, 18, 21, 147, 158], "last_pric": [13, 73, 74], "color": [13, 61, 62, 65, 66, 104, 115], "green": [13, 61, 62, 65, 66, 104, 115], "dt": [13, 20, 43, 61, 62, 65, 66, 89, 90, 98, 99, 138], "get_datetim": [13, 25, 42, 43, 46], "check": [13, 16, 25, 39, 42, 46, 71, 147, 148, 158, 159, 167, 169, 182, 184], "certain": [13, 62, 66], "9": [13, 16, 31], "30am": 13, "entir": 13, "portfolio": [7, 9, 13, 22, 27, 50, 56, 62, 66, 174, 189], "amount": [9, 13, 19, 21, 27, 43, 48, 50, 54, 56, 78, 79, 145, 156], "ve": [2, 13, 15, 25], "example_strategi": [13, 24, 25], "github": [13, 14, 16, 19, 24, 25], "repositori": [13, 16], "workstat": 14, "gatewai": 14, "instruct": [14, 16, 145, 151, 152, 156, 162, 163], "found": [14, 25], "interactivebrok": [14, 19], "tw": [14, 19], "initial_setup": 14, "onc": [2, 14, 15, 16, 21, 24, 25, 31, 40, 145, 156], "navig": [14, 16], "global": [14, 16, 19, 44], "activex": 14, "socket": [14, 16], "client": [14, 16], "disabl": 14, "port": [14, 16], "7496": 14, "7497": [14, 16], "highli": [14, 25], "thoroughli": 14, "algorithm": [14, 16, 24], "master": 14, "id": [2, 14, 16, 147, 158], "choos": [0, 14, 25], "999": 14, "py": [14, 16, 24, 25], "interactive_brokers_config": 14, "socket_port": 14, "client_id": 14, "digit": 14, "ip": [14, 16], "127": [14, 16], "entri": [14, 21], "point": [3, 7, 9, 14, 21, 43, 61, 65, 71, 72, 146, 157], "abov": [2, 14, 18, 19, 31], "except": [14, 19, 24, 25, 33], "strangl": 14, "interactive_brok": 14, "simple_start_ib": 14, "bot": [14, 16, 24, 31, 33, 44], "com": [2, 7, 14, 15, 16, 24, 25], "lumiwealth": [7, 14, 25], "blob": [14, 24, 25], "getting_start": 14, "visit": [7, 15, 16, 24, 25], "www": [8, 15], "access": [7, 15, 16, 19, 24, 25, 164], "page": [15, 16, 25], "dash": [15, 61, 65], "tradier_config": 15, "access_token": 15, "qtrz3zurd9244ahuw2aoyapgvyra": 15, "account_numb": 15, "va22904793": 15, "real": [15, 16, 24, 70, 77, 80], "monei": [15, 16, 24, 48, 50, 54, 56, 166, 181], "your_access_token": 15, "your_account_numb": 15, "That": 15, "now": [15, 24, 43, 73], "abl": 15, "less": [15, 145, 146, 156, 157], "than": [15, 16, 43, 81, 145, 146, 156, 157], "main": [16, 17, 21, 25, 32, 39, 44, 145, 156], "around": [16, 17], "fee": [16, 17, 25], "repres": [18, 21, 43, 44, 71, 72, 125, 133], "attribut": 18, "track": [18, 22, 25, 51, 52, 57, 58, 147, 148, 158, 159], "ticker": [9, 18, 19, 31, 43, 80], "underli": [18, 20, 127, 130, 135, 139], "ibm": [18, 144, 155], "just": [18, 25, 31, 35, 42, 145, 156], "corpor": 18, "printout": 18, "expir": [7, 18, 21, 31, 43, 71, 73, 124, 125, 126, 127, 132, 133, 134, 135, 138, 145, 156], "strike": [9, 18, 43, 71, 125, 127, 130, 133, 135, 139, 145, 156], "right": [16, 18, 27, 62, 66, 71, 151, 162], "enter": [16, 18, 21, 30, 145, 156, 177, 192], "multipli": [18, 19, 35, 38, 43, 124, 125, 128, 130, 132, 133, 136, 139, 151, 162], "e": [2, 9, 16, 18, 19, 20, 21, 22, 24, 71, 72, 73, 145, 146, 151, 156, 157, 162], "nexpir": 18, "expiri": [18, 126, 131, 134, 140], "june": 18, "2021": [18, 31, 127, 135, 138], "6": [16, 18, 25], "18": 18, "eur": [18, 71, 72, 145, 151, 152, 156, 162, 163], "convers": [18, 177, 192], "gbp": [18, 151, 162], "two": [2, 3, 18, 21, 24, 72, 144, 155], "permiss": 18, "behind": 18, "scene": 18, "anytim": 18, "mandatori": [16, 18, 44, 145, 156], "due": 18, "addit": [2, 16, 18, 21, 145, 156], "detail": [0, 2, 3, 4, 9, 16, 18, 71, 147, 158], "precis": [18, 127, 135], "underlying_asset": 18, "case": [18, 20, 21], "ib": [18, 131, 140], "yyyymmdd": [18, 131, 140], "yyyymm": 18, "retriev": [2, 18, 20, 73, 74, 77], "leverag": [18, 145, 156], "over": [7, 18, 19, 24, 25, 61, 62, 65, 66], "_asset_typ": 18, "_right": 18, "asset_type_must_be_one_of": 18, "valid": [2, 18, 20, 21, 43, 124, 125, 132, 133, 145, 156], "right_must_be_one_of": 18, "17": [16, 18, 31], "26": 18, "155": 18, "base_asset": [18, 151, 152, 162, 163], "optionright": 18, "v": [2, 7, 18], "is_valid": 18, "classmethod": [18, 19, 21, 22, 43], "symbol2asset": 18, "particularli": 18, "assetsmap": 18, "map": 18, "userdict": 18, "datafram": [19, 20, 43, 63, 64, 67, 68, 71, 77, 80], "dividend": [19, 43, 78, 79, 127, 135, 166, 181], "stock_split": 19, "local": [19, 20, 41, 43, 89, 90, 98, 99, 127, 135], "timezon": [19, 20, 25, 43, 89, 90, 98, 99, 175, 180, 190], "new_york": [19, 43, 175, 178, 180, 190, 193], "field": [19, 21], "g": [2, 9, 16, 19, 20, 21, 22, 24, 71, 72, 145, 156], "helper": [19, 21, 44], "row": [19, 41, 71, 72, 80], "get_last_dividend": 19, "per": [19, 43], "get_momentum": 19, "momentum": 19, "aggregate_bar": 19, "frequenc": [19, 20], "Will": [19, 24, 61, 62, 65, 66, 73, 74, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 124, 125, 126, 127, 128, 130, 131, 132, 133, 134, 135, 136, 138, 139, 140, 150, 161, 175, 178, 180, 190, 193], "timefram": 19, "min": 19, "15min": 19, "1h": [19, 39], "specifi": [19, 21, 43, 71, 72, 145, 156], "filter": 19, "daterang": 19, "get_total_volum": 19, "sum": [19, 50, 56], "given": [19, 20, 42, 43, 51, 57, 70, 71, 72, 75, 83, 92, 124, 126, 128, 129, 130, 132, 134, 136, 137, 138, 139, 142, 147, 153, 158], "total": [7, 19, 27, 50, 56, 146, 157, 174, 189], "themselv": 19, "supplier": 19, "exce": 19, "pace": 19, "throttl": 19, "respect": 19, "mention": 19, "tick": 19, "frequent": 19, "accur": [19, 43], "updat": [19, 21, 25, 35, 37, 107, 118, 145, 156, 166, 181], "rule": 19, "historical_limit": 19, "financi": [19, 24], "ohlcv": [19, 20, 42], "split": [19, 44], "instrument": 19, "yield": 19, "appropri": 19, "coin": [19, 145, 156], "eth": [19, 72, 145, 152, 156, 163], "get_total_dividend": 19, "get_total_stock_split": 19, "get_total_return": 19, "get_total_return_pct": 19, "percentag": [19, 24], "get_total_return_pct_chang": 19, "recent": [19, 71, 77], "get_bar": [19, 20, 43], "ethereum": 19, "bitcoin": 19, "grouper_kwarg": 19, "bars_agg": 19, "inclus": 19, "parse_bar_list": 19, "bar_list": 19, "singl": [19, 143, 154], "nobardatafound": 19, "date_start": 20, "date_end": 20, "trading_hours_start": 20, "trading_hours_end": 20, "23": 20, "59": 20, "input": [20, 101, 102, 112, 113], "manag": [20, 21, 25, 46, 60, 123], "attach": 20, "0001": 20, "localize_timezon": 20, "tz_local": 20, "eastern": 20, "utc": 20, "sybmol": 20, "datalin": 20, "numpi": 20, "arrai": [16, 20], "iter_index": 20, "count": [20, 31, 77, 80], "seri": 20, "set_tim": 20, "repair_times_and_fil": 20, "merg": 20, "reindex": 20, "fill": [16, 20, 21, 22, 35, 38, 42, 145, 156, 166, 181], "nan": 20, "lower": 20, "set_date_format": 20, "set_dat": 20, "trim_data": 20, "trim": 20, "match": [20, 43], "to_datalin": 20, "exist": [20, 53, 59], "get_iter_count": 20, "len": 20, "check_data": 20, "wrapper": 20, "timeshift": [20, 42, 43, 71, 72, 83, 86, 87, 92, 95, 96], "_get_bars_dict": 20, "min_timestep": [20, 43], "timestep_map": [20, 43], "shift": [20, 43, 71, 72, 83, 86, 87, 92, 95, 96], "get_bars_between_d": 20, "exchang": [20, 21, 43, 71, 72, 73, 74, 75, 82, 84, 85, 86, 87, 88, 91, 93, 94, 95, 96, 97, 124, 125, 126, 128, 129, 130, 132, 133, 134, 136, 137, 139, 145, 156], "start_dat": 20, "end_dat": 20, "idx": 20, "belong": 21, "construct": 21, "goog": [21, 41, 71, 72], "googl": 21, "to_posit": 21, "get_incr": 21, "wait_to_be_regist": 21, "wait": [16, 21, 38, 108, 109, 110, 111, 119, 120, 121, 122], "regist": [21, 109, 111, 120, 122], "wait_to_be_clos": 21, "better": [7, 21, 145, 156], "keyword": 21, "my_limit_pric": 21, "500": [21, 35], "stop": [21, 24, 31, 32, 39, 42, 61, 62, 65, 66, 101, 102, 112, 113, 145, 151, 152, 156, 162, 163, 171, 186], "move": [2, 7, 21, 25], "past": [2, 21, 24], "particular": [21, 124, 126, 128, 132, 134, 136], "higher": 21, "probabl": 21, "achiev": [7, 21, 24, 25], "predetermin": 21, "exit": 21, "stop_pric": [21, 42, 145, 151, 152, 156, 162, 163], "my_stop_pric": 21, "400": 21, "stop_limit": [21, 145, 156], "combin": 21, "405": 21, "trail": [21, 145, 151, 156, 162], "continu": [21, 145, 156], "keep": [16, 21, 22, 80, 145, 156], "threshold": [21, 145, 156], "movement": [21, 145, 156], "trailing_stop": [21, 145, 156], "trail_pric": [21, 145, 156], "trail_perc": [21, 145, 156], "my_trail_pric": 21, "order_1": 21, "my_trail_perc": 21, "order_2": 21, "bracket": [21, 145, 156], "chain": [21, 43, 123, 124, 125, 126, 128, 130, 132, 133, 134, 136, 139], "long": 21, "short": [21, 105, 116], "condit": [2, 21, 39], "activ": [16, 21, 25, 73, 74, 77, 151, 152, 162, 163], "profit": [16, 21, 24, 25, 42, 61, 62, 65, 66], "loss": [7, 21, 42, 61, 62, 65, 66, 145, 151, 152, 156, 162, 163], "importantli": 21, "execut": [2, 9, 16, 21, 22, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 44, 101, 102, 106, 108, 110, 112, 113, 117, 119, 121, 142, 151, 153, 162, 171, 172, 177, 186, 187, 192], "howev": [16, 21, 29, 31, 145, 156], "extrem": 21, "volatil": [7, 21, 127, 135], "fast": [21, 24, 25], "both": [8, 21, 24, 29, 145, 156], "occur": 21, "take_profit_pric": [21, 145, 151, 156, 162], "stop_loss_pric": [21, 145, 151, 156, 162], "stop_loss_limit_pric": [21, 145, 156], "my_take_profit_pric": 21, "420": 21, "my_stop_loss_pric": 21, "parent": 21, "oto": [21, 145, 156], "trigger": [21, 145, 156], "variant": 21, "oco": [21, 145, 151, 156, 162], "word": [21, 166, 181], "part": [16, 21, 40, 152, 163, 164], "where": [21, 24, 41, 145, 156], "alreadi": [21, 29, 35, 40], "submit": [21, 36, 42, 46, 141, 145, 151, 152, 156, 162, 163], "submiss": 21, "position_fil": [21, 145, 156], "time_in_forc": [21, 145, 156], "good_till_d": [21, 145, 156], "date_cr": 21, "trade_cost": 21, "custom_param": [21, 145, 156], "avg_fill_pric": [21, 22], "tag": [21, 152, 163], "ordersid": 21, "buy_to_clos": 21, "buy_to_cov": 21, "buy_to_open": 21, "sell_short": 21, "sell_to_clos": 21, "sell_to_open": 21, "orderstatu": 21, "cash_settl": 21, "partially_fil": 21, "partial_fil": 21, "ordertyp": 21, "tupl": [21, 72], "alia": 21, "add_transact": 21, "properti": [21, 22, 25, 42, 44, 45, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193, 194], "cash_pend": 21, "equivalent_statu": 21, "statu": [21, 147, 148, 158, 159], "equival": 21, "get_fill_pric": 21, "weight": 21, "averag": [2, 7, 21, 22], "often": 21, "encount": 21, "partial": [21, 38], "pnl": 21, "yet": [21, 45], "is_act": 21, "otherwis": [21, 35], "rtype": [21, 43], "is_cancel": 21, "is_fil": 21, "is_opt": 21, "set_cancel": 21, "set_error": 21, "set_fil": 21, "set_identifi": 21, "set_new": 21, "set_partially_fil": 21, "update_raw": 21, "update_trail_stop_pric": 21, "was_transmit": 21, "retreiv": 22, "appl": 22, "add_ord": 22, "decim": [22, 73, 74, 145, 146, 156, 157], "get_selling_ord": [22, 25, 46], "value_typ": 22, "trading_fe": 23, "flat_fe": [23, 24], "percent_fe": [23, 24], "maker": 23, "taker": 23, "made": [24, 69, 81], "design": [2, 16, 24, 26, 40], "beginn": 24, "quickli": [2, 16, 24], "At": 24, "join": [24, 25], "commun": [24, 25], "comprehens": [4, 24], "cours": [24, 25], "shown": [24, 25], "annual": [7, 24, 25], "reach": [7, 24, 25, 42], "discov": [24, 25], "enhanc": 24, "skill": 24, "potenti": [2, 24, 25, 146, 157], "expert": [24, 25], "guidanc": 24, "resourc": 24, "welcom": 24, "hope": 24, "enjoi": 24, "section": [2, 16, 24, 46], "command": [2, 24, 25], "easiest": 24, "comfort": 24, "without": [16, 24, 130, 139], "copi": 24, "your_alpaca_api_kei": [24, 25], "your_alpaca_secret": [24, 25], "custom": [2, 24, 31, 145, 156, 164], "everi": [2, 24, 31, 39, 42, 46, 80], "180": 24, "180m": 24, "my": [16, 24], "crucial": [2, 16, 24], "understand": [2, 4, 24], "refin": [4, 24], "carri": 24, "familiar": 24, "expect": [16, 24, 25, 127, 135], "And": [24, 71, 72], "try": [24, 145, 156], "Or": [24, 25, 164], "dev": [24, 25], "simple_start_single_fil": [24, 25], "flat": 24, "trading_fee_1": 24, "trading_fee_2": 24, "sometim": 24, "spend": 24, "yappi": 24, "machinelearninglongshort": 24, "tqqq": 24, "thread": [], "get_thread_stat": 24, "d": [31, 177, 192], "robot": 25, "well": 25, "super": 25, "develop": [16, 25], "being": [25, 34, 35, 36, 37, 38, 43, 45, 71, 125, 133, 145, 156, 167, 182], "bug": 25, "fix": [25, 80], "fortun": 25, "against": 25, "invest": [7, 25], "switch": 25, "line": [3, 25, 45, 61, 62, 63, 65, 66, 67], "top": [16, 25], "industri": 25, "tradest": 25, "offer": [2, 7, 16, 25], "tutori": 25, "build": [25, 26, 44], "analy": 25, "out": [25, 42, 46, 51, 57, 73], "box": 25, "suit": [2, 25], "analyt": 25, "analyz": 25, "optim": [2, 7, 16, 25], "chart": [25, 46, 61, 62, 63, 64, 65, 66, 67, 68], "event": [4, 25, 32, 33, 34, 35, 36, 37, 38, 42, 62, 66], "engin": [25, 40], "were": [9, 25, 37], "deal": 25, "complic": 25, "confus": 25, "vector": 25, "math": 25, "mac": 25, "powershel": 25, "window": 25, "packag": 25, "notic": 25, "exactli": 25, "everyth": [16, 25], "suggest": 25, "lifecycl": [25, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 44, 46, 167, 171, 172, 177, 182, 186, 187, 192], "menu": 25, "describ": [25, 44], "what": [25, 46, 81, 176, 191], "sub": 25, "individu": [2, 25], "tree": 25, "good": [25, 145, 156], "luck": 25, "forget": 25, "swim": 25, "cover": [16, 25], "By": [2, 16, 25, 33, 127, 135, 171, 172, 175, 177, 178, 180, 186, 187, 190, 192, 193], "gain": 25, "wealth": 25, "expertis": 25, "level": [25, 62, 66, 104, 115], "why": [2, 25], "implement": [7, 25, 26, 40, 43, 45], "perform": [0, 2, 3, 7, 16, 25, 40], "proven": 25, "record": 25, "home": 25, "discord": [16, 25], "pre": [25, 152, 163], "4": [2, 16, 25, 146, 157], "8": [16, 25], "profil": 25, "improv": 25, "refer": [2, 3, 16, 25, 26], "before_market_open": [25, 26, 172, 187], "before_starting_trad": [25, 26, 29], "before_market_clos": [25, 26], "after_market_clos": [25, 26], "on_abrupt_clos": [25, 26, 33], "on_bot_crash": [25, 26], "trace_stat": [25, 26, 177, 192], "on_new_ord": [25, 26], "on_partially_filled_ord": [25, 26], "on_filled_ord": [25, 26], "on_canceled_ord": [25, 26], "on_parameters_upd": [25, 26], "cancel_open_ord": [25, 29, 46, 150, 161], "sell_al": [25, 28, 32, 33, 46], "get_asset_potential_tot": [25, 46], "get_portfolio_valu": [25, 46], "get_cash": [25, 46], "get_historical_prices_for_asset": [25, 29, 46], "get_quot": [20, 25, 46], "get_yesterday_dividend": [25, 43, 46], "get_next_trading_dai": [25, 46], "add_mark": [3, 25, 46], "add_lin": [3, 25, 46], "get_markers_df": [25, 46], "get_lines_df": [25, 46], "get_paramet": [25, 46, 164], "set_paramet": [25, 46, 164], "get_chain": [25, 43, 46, 126, 128, 130, 134, 136, 139], "get_greek": [25, 46], "get_strik": [25, 43, 46], "get_expir": [25, 46], "get_multipli": [25, 46], "options_expiry_to_datetime_d": [25, 46], "get_round_minut": [25, 43, 46], "get_last_minut": [25, 43, 46], "get_round_dai": [25, 43, 46], "get_last_dai": [25, 43, 46], "get_datetime_rang": [25, 42, 43, 46], "localize_datetim": [25, 43, 46], "to_default_timezon": [25, 43, 46], "miscellan": [25, 46], "update_paramet": [25, 37, 46], "await_market_to_clos": [25, 46], "await_market_to_open": [25, 46], "wait_for_order_registr": [25, 46], "wait_for_order_execut": [25, 46], "wait_for_orders_registr": [25, 46], "wait_for_orders_execut": [25, 46], "is_backtest": [16, 25], "initial_budget": 25, "last_on_trading_iteration_datetim": 25, "pytz": 25, "unspent_monei": 25, "leg": 25, "search": [2, 25], "abstract": [26, 40, 42, 43, 44], "pattern": [26, 40], "greatli": [26, 40], "influenc": [3, 26, 40], "react": [26, 40], "j": [26, 40], "compon": [26, 40], "overload": [26, 33, 40, 42], "logic": [26, 28, 29, 39, 40, 42, 44], "dump": [27, 41], "report": 27, "busi": [28, 29], "execud": [28, 29], "skip": [16, 29], "unlik": 29, "launch": 29, "tlt": [29, 51, 57, 72, 74, 79, 110, 111, 121, 122, 145, 146, 152, 156, 157, 163], "bars_list": 29, "asset_bar": 29, "reiniti": 30, "variabl": [25, 30, 41, 165], "reset": 30, "blacklist": 30, "loop": [30, 39, 102, 113, 171, 186], "durat": [7, 31, 145, 152, 156, 163, 177, 192], "my_custom_paramet": 31, "5m": [31, 177, 192], "constructor": 31, "later": 31, "strategy_1": 31, "my_other_paramet": 31, "strategy_2": 31, "my_last_paramet": 31, "oper": [16, 31, 40], "asset_symbol": 31, "mnq": 31, "nasdaq": [31, 105, 116], "calendar": [31, 75, 129, 137], "marketcalendar": [31, 105, 116], "asx": [31, 105, 116], "bmf": [31, 105, 116], "cfe": [31, 105, 116], "nyse": [31, 75, 105, 116, 129, 137], "bat": [31, 105, 116], "cme_equ": [31, 105, 116], "cbot_equ": [31, 105, 116], "cme_agricultur": [31, 105, 116], "cbot_agricultur": [31, 105, 116], "comex_agricultur": [31, 105, 116], "nymex_agricultur": [31, 105, 116], "cme_rat": [31, 105, 116], "cbot_rat": [31, 105, 116], "cme_interestr": [31, 105, 116], "cbot_interestr": [31, 105, 116], "cme_bond": [31, 105, 116], "cbot_bond": [31, 105, 116], "eurex": [31, 105, 116], "hkex": [31, 105, 116], "ic": [31, 105, 116], "iceu": [31, 105, 116], "nyfe": [31, 105, 116], "jpx": [31, 105, 116], "lse": [31, 105, 116], "os": [31, 105, 116], "six": [31, 105, 116], "sse": [31, 105, 116], "tsx": [31, 105, 116], "tsxv": [31, 105, 116], "bse": [31, 105, 116], "tase": [31, 105, 116], "tradingcalendar": [31, 105, 116], "asex": [31, 105, 116], "bvmf": [31, 105, 116], "cme": [31, 73, 105, 116], "iepa": [31, 105, 116], "xam": [31, 105, 116], "xasx": [31, 105, 116], "xbkk": [31, 105, 116], "xbog": [31, 105, 116], "xbom": [31, 105, 116], "xbru": [31, 105, 116], "xbud": [31, 105, 116], "xbue": [31, 105, 116], "xcbf": [31, 105, 116], "xcse": [31, 105, 116], "xdub": [31, 105, 116], "xfra": [31, 105, 116], "xetr": [31, 105, 116], "xhel": [31, 105, 116], "xhkg": [31, 105, 116], "xice": [31, 105, 116], "xidx": [31, 105, 116], "xist": [31, 105, 116], "xjse": [31, 105, 116], "xkar": [31, 105, 116], "xkl": [31, 105, 116], "xkrx": [31, 105, 116], "xlim": [31, 105, 116], "xli": [31, 105, 116], "xlon": [31, 105, 116], "xmad": [31, 105, 116], "xmex": [31, 105, 116], "xmil": [31, 105, 116], "xmo": [31, 105, 116], "xny": [31, 105, 116], "xnze": [31, 105, 116], "xosl": [31, 105, 116], "xpar": [31, 105, 116], "xph": [31, 105, 116], "xpra": [31, 105, 116], "xse": [31, 105, 116], "xsgo": [31, 105, 116], "xshg": [31, 105, 116], "xsto": [31, 105, 116], "xswx": [31, 105, 116], "xtae": [31, 105, 116], "xtai": [31, 105, 116], "xtk": [31, 105, 116], "xtse": [31, 105, 116], "xwar": [31, 105, 116], "xwbo": [31, 105, 116], "us_futur": [31, 105, 116], "max_bar": 31, "10m": [31, 177, 192], "20h": 31, "48": 31, "2d": [31, 177, 192], "interrupt": 32, "gracefulli": 32, "shut": 32, "keybord": 32, "interupt": [32, 39], "abrupt": 32, "crash": [33, 39], "rais": 33, "successfulli": [34, 35, 36], "correspond": [16, 34, 35, 36], "relat": [16, 35], "300": [35, 177, 192], "sold": [35, 50, 56, 145, 156], "elif": 35, "bought": [35, 145, 156], "r": 36, "miss": 38, "restart": [16, 39], "again": [39, 102, 113], "pull": [39, 71], "hello": 39, "task": 40, "core": 40, "framework": [2, 40], "ones": [16, 40], "perspect": 40, "readi": [2, 16, 40, 145, 156], "care": 40, "he": 40, "illustr": 40, "context": 41, "scope": 41, "random": 41, "google_symbol": 41, "snapshot_befor": 41, "random_numb": 41, "randint": 41, "my_custom_stat": 41, "trace": 41, "snapshot": 41, "my_stat": 41, "my_other_stat": 41, "backtesting_brok": 42, "is_backtesting_brok": 42, "calculate_trade_cost": 42, "cost": [16, 42], "cash_settle_options_contract": 42, "settl": 42, "todo": [42, 73], "docstr": 42, "get_last_bar": 42, "els": 42, "limit_ord": [42, 145, 156], "open_": 42, "process_expired_option_contract": 42, "expri": 42, "process_pending_ord": 42, "evalu": 42, "begin": [2, 42], "mostli": 42, "should_continu": 42, "product": 42, "stop_ord": 42, "delai": 43, "abc": [42, 43], "default_pytz": 43, "dsttzinfo": 43, "lmt": 43, "19": 43, "std": 43, "default_timezon": 43, "is_backtesting_data_sourc": [42, 43], "calculate_greek": 43, "asset_pric": [43, 127, 135], "underlying_pric": [43, 127, 135], "greek": [43, 123, 127, 135], "static": 43, "convert_timestep_str_to_timedelta": 43, "timedelta": [43, 71, 72, 101, 102, 112, 113], "1minut": 43, "1hour": 43, "1dai": 43, "unit": [16, 43, 145, 156, 177, 192], "include_after_hour": [43, 71, 72], "info": [43, 104, 115, 124, 125, 132, 133], "guarente": [43, 124, 125, 132, 133], "exp_dat": [43, 124, 125, 132, 133], "strike1": [43, 124, 125, 132, 133], "strike2": [43, 124, 125, 132, 133], "07": [43, 124, 125, 132, 133], "adjust_for_delai": [42, 43, 82, 91], "ago": [43, 71], "known": [43, 73, 74], "round": [43, 86, 87, 95, 96], "param": 43, "get_timestep": 43, "query_greek": [43, 127, 135], "queri": [43, 127, 135], "categori": [44, 100], "flow": 44, "below": [44, 46, 47, 60, 69, 73, 81, 100, 123, 141], "filled_order_callback": [], "force_start_immedi": [], "discord_webhook_url": 16, "account_history_db_connection_str": [], "strategy_id": 16, "discord_account_summary_foot": [], "_strategi": [], "style": [61, 65], "solid": [61, 65], "width": [61, 65, 71, 72], "detail_text": [61, 62, 65, 66], "bolling": [7, 61, 65], "band": [7, 61, 65], "displai": [45, 61, 62, 65, 66], "graph": [7, 61, 62, 65, 66], "overbought": [61, 62, 65, 66], "oversold": [61, 62, 65, 66], "red": [61, 62, 65, 66, 104, 115], "blue": [61, 62, 65, 66], "yellow": [61, 62, 65, 66], "orang": [61, 62, 65, 66], "purpl": [61, 62, 65, 66], "pink": [61, 62, 65, 66], "brown": [61, 62, 65, 66], "black": [61, 62, 65, 66], "white": [61, 62, 65, 66], "grai": [61, 65], "lightgrai": [61, 65], "darkgrai": [61, 65], "lightblu": [61, 65], "darkblu": [61, 65], "lightgreen": [61, 65], "darkgreen": [61, 65], "lightr": [61, 65], "darkr": [61, 65], "hex": [61, 65], "dot": [61, 62, 65, 66], "text": [61, 62, 65, 66], "hover": [61, 62, 65, 66], "add_chart_lin": [61, 65], "80": [61, 65], "circl": [62, 66], "size": [62, 66, 80], "marker": [3, 45, 62, 64, 66, 68], "mark": [62, 66], "cross": [62, 66], "resist": [62, 66], "squar": [62, 66], "diamond": [62, 66], "x": [62, 66], "triangl": [62, 66], "left": [16, 62, 66], "ne": [62, 66], "se": [62, 66], "sw": [62, 66], "nw": [62, 66], "pentagon": [62, 66], "hexagon": [62, 66], "hexagon2": [62, 66], "octagon": [62, 66], "star": [62, 66], "hexagram": [62, 66], "tall": [62, 66], "hourglass": [62, 66], "bowti": [62, 66], "thin": [62, 66], "asterisk": [62, 66], "hash": [62, 66], "y": [62, 66], "ew": [62, 66], "n": [62, 66], "arrow": [62, 66], "add_chart_mark": [62, 66], "paus": [101, 102, 106, 112, 113, 117, 177, 192], "overrid": [101, 102, 112, 113], "infinit": [102, 113], "await": [102, 113, 142, 153], "calculate_return": [], "multipl": [2, 16, 142, 153], "seek": [51, 57, 143, 154], "order1": [110, 111, 121, 122, 144, 152, 155, 163], "order2": [110, 111, 121, 122, 144, 152, 155, 163], "cancel_realtime_bar": [], "stream": [70, 77, 80], "create_asset": [70, 71, 78], "whenev": [166, 181], "paid": [1, 2, 166, 181], "therefor": [166, 181], "zero": [166, 181], "crytpo": [], "gtc": [145, 152, 156, 163], "still": [145, 156], "restric": [145, 156], "compound": [145, 156], "suffici": [145, 156], "deprec": [1, 145, 156, 179, 194], "213": [145, 156], "obect": [145, 156], "intern": [16, 145, 156], "favor": [145, 156], "doe": [42, 43, 76, 145, 156], "guarante": [145, 156], "attain": [7, 145, 156], "penetr": [145, 156], "forc": [145, 156], "remaind": [145, 156], "gtd": [145, 156], "though": [145, 156], "dollar": [145, 156, 174, 189], "percent": [145, 156], "smart": [43, 124, 126, 128, 132, 134, 136, 145, 156], "stop_loss": [145, 151, 156, 162], "stop_loss_limit": [145, 156], "2019": [145, 156], "chf": [145, 156], "aset": [145, 151, 152, 156, 162, 163], "41000": [145, 156], "crypto_assets_to_tupl": [], "find_first_fridai": [], "excut": [167, 182], "sought": [51, 57, 146, 157], "expiration_d": [146, 151, 157, 162], "remov": [179, 194], "cboe": [124, 126, 128, 132, 134, 136], "strke": [43, 124, 132], "stike": [43, 124, 132], "whose": [43, 125, 133], "accord": [81, 82, 88, 91, 97], "sort": [126, 128, 130, 134, 136, 139], "2022": [73, 126, 134], "13": [16, 126, 134], "expiry_d": [126, 131, 134, 140], "expens": [16, 127, 135], "argument": [8, 127, 135], "could": [127, 135], "theoret": [127, 135], "implied_volatil": [127, 135], "impli": [127, 135], "delta": [7, 127, 135], "option_pric": [127, 135], "pv_dividend": [127, 135], "present": [71, 72, 127, 135], "gamma": [127, 135], "vega": [127, 135], "theta": [127, 135], "opt_asset": [127, 135], "option_typ": [127, 135], "get_historical_bot_stat": [], "bot_stat": [], "account_valu": [], "backward": [71, 72], "depend": [16, 71, 72], "week": [71, 72], "1month": [71, 72], "integ": [71, 72, 177, 192], "decid": [16, 71], "extract": 71, "24h": 71, "last_ohlc": 71, "asset_bas": [71, 72, 151, 162], "asset_quot": [71, 72, 151, 152, 162, 163], "regular": 72, "eurusd": 72, "month": [16, 84, 93], "last_dai": [84, 93], "last_minut": [85, 94], "should_use_last_clos": 73, "todai": [16, 73, 81], "comment": 73, "16": [16, 73], "20221013": [128, 136], "yyyi": [75, 129, 137], "mm": [75, 129, 137], "dd": [75, 129, 137], "next_trading_dai": [75, 129, 137], "get_option_expiration_after_d": [], "next_option_expir": 138, "get_next_option_expir": 138, "order_id": [147, 158], "get_tracked_ord": [148, 159], "net": [2, 8, 50, 56], "equiti": [2, 50, 56], "assset": [51, 57], "empti": [52, 58], "backtets": 76, "bid": 76, "ask": 76, "get_realtime_bar": [], "vwap": [77, 80], "intial": 77, "nearest": [86, 87, 95, 96], "round_dai": [86, 95], "round_minut": [87, 96], "get_stats_from_databas": [], "stats_table_nam": [], "get_symbol_bar": 69, "get_tick": [], "get_tracked_asset": [], "get_tracked_posit": [], "previou": [7, 78, 79], "happen": [170, 185], "load_panda": [], "messag": [16, 100, 104, 115], "broadcast": [104, 115], "prefix": [0, 104, 115], "goe": [104, 115], "consol": [16, 104, 115], "servic": [16, 104, 115], "plu": [104, 115, 174, 189], "origin": [104, 115], "send": [16, 104, 115], "insid": [46, 165, 171, 186], "equal": [171, 172, 177, 186, 187, 192], "on_strategy_end": [], "statist": 2, "finish": [], "20200101": [131, 140], "attempt": [174, 189], "resov": [174, 189], "held": [174, 189], "system": [150, 161], "leav": [150, 161], "send_account_summary_to_discord": [], "send_discord_messag": [], "image_buf": [], "silent": [], "send_result_text_to_discord": [], "returns_text": [], "send_spark_chart_to_discord": [], "stats_df": [], "Not": [42, 105, 116], "applic": [16, 105, 116], "set_parameter_default": [], "overwrit": [53, 59], "should_send_account_summary_to_discord": [], "program": [106, 117, 164, 177, 192], "control": [177, 192], "speed": [177, 192], "interpret": [2, 177, 192], "m": [177, 192], "h": [177, 192], "2h": [177, 192], "start_realtime_bar": [], "keep_bar": 80, "arriv": 80, "extend": 80, "kept": 80, "strike_pric": [151, 162], "trailing_stop_pric": [151, 162], "41250": [151, 162], "41325": [151, 162], "41300": [151, 162], "is_multileg": [152, 163], "multileg": [21, 152, 163], "debit": [152, 163], "post": [152, 163], "asset_btc": [152, 163], "asset_eth": [152, 163], "to_sql": [], "connection_str": [], "if_exist": [], "write_backtest_set": [], "redefin": [], "debug": [4, 45], "is_backtest_brok": 45, "async_": 45, "async": 45, "asynchron": 45, "displi": 45, "web": [24, 45], "browser": [16, 24, 45], "run_all_async": 45, "stop_al": 45, "thing": 46, "divid": 46, "sens": 46, "preced": 46, "accoutn": [], "datatim": 81, "think": 81, "regardless": 81, "especi": 81, "1990": 81, "tell": 81, "jan": 81, "1991": 81, "rather": 81, "fit": [16, 100], "pend": [], "meantim": [], "meant": 123, "typic": [16, 164], "my_paramet": 164, "main_tick": 164, "ema_threshold": 164, "lot": [16, 165], "state": [16, 165], "insight": [0, 2], "behavior": [0, 2], "quantstat": 7, "lumi": [2, 7, 8], "varieti": 7, "metric": [2, 7], "yearli": 7, "sharp": [2, 7], "ratio": [2, 7], "romad": 7, "maximum": 7, "drawdown": [2, 7], "sortino": 7, "variat": 7, "differenti": 7, "harm": 7, "observ": 7, "peak": 7, "trough": 7, "longest": 7, "accompani": 7, "cumul": 7, "scale": 7, "visual": [2, 3, 7, 24], "exponenti": 7, "growth": 7, "showcas": 7, "tailor": 7, "goal": 7, "aim": [], "steadi": [], "focus": 16, "toler": [], "balanc": [], "question": 7, "email": 7, "along": 9, "involv": 9, "uniqu": 3, "decis": [3, 4], "signal": [], "action": [4, 16], "taken": 4, "view": [4, 16], "utm_medium": [], "referr": [], "lumibot_backtesting_sect": [], "condor": [7, 16], "martingal": 7, "iron": 7, "dte": 7, "bband": 7, "v2": 7, "strategy_method": [], "doc": [], "_": [], "order_class": 21, "error_messag": 21, "child_ord": 21, "unprocess": 21, "orderclass": 21, "add_child_ord": 21, "o": 21, "child": [21, 42], "is_buy_ord": 21, "is_sell_ord": 21, "data_source_backtest": 42, "datasourcebacktest": [42, 43], "directli": [16, 42], "pandasdata": [42, 43], "clean_trading_tim": 43, "dt_index": 43, "pcal": 43, "find_asset_in_data_stor": 43, "get_asset_by_nam": 43, "get_asset_by_symbol": 43, "get_asset": 43, "get_start_datetime_and_ts_unit": 43, "start_dt": 43, "start_buff": 43, "get_trading_days_panda": 43, "load_data": 43, "update_date_index": 43, "yahoo_data": 43, "yahoodata": 43, "15m": 43, "becuas": 43, "chain_data": 43, "option_chain": 43, "subscript": 1, "usernam": [2, 8], "thetadatabacktest": 8, "thetadata_usernam": 8, "thetadata_password": 8, "thetadata": [0, 2, 25], "run_backtest": [0, 1, 2, 5, 6, 8, 10, 24], "altern": 8, "get_func_stat": 24, "print_al": 24, "prof": 24, "pstat": 24, "snakeviz": 24, "complex": 24, "conclus": [0, 25], "vital": 2, "across": [2, 16], "walk": [2, 16], "explain": 2, "introduc": 2, "studio": 2, "pycharm": 2, "offici": 2, "visualstudio": 2, "extens": 2, "environ": [2, 25], "overview": 2, "suitabl": [2, 16], "longer": 2, "term": 2, "intradai": 2, "ideal": [2, 16], "plan": [2, 16], "dataset": 2, "export": 2, "correctli": 16, "select": [2, 16], "backtesting_funct": [], "curv": 2, "comparison": 2, "tearsheet_html": [], "review": 2, "warn": [], "logs_csv": [], "eas": 16, "further": [2, 16], "weak": 2, "strength": 2, "deploi": [2, 25], "machin": 2, "quick": 2, "manual": [2, 16], "essenti": [2, 16], "breakdown": [], "respond": 2, "catch": [], "confid": 2, "aspect": 2, "tear": 2, "sheet": 2, "issu": 2, "straightforward": 16, "button": 16, "effect": 16, "great": 16, "prefer": [], "edit": 16, "tip": 16, "scroll": 16, "afford": 16, "excel": 16, "while": 16, "best": 16, "scalabl": 16, "click": 16, "figur": 16, "blueprint": 16, "background": 16, "worker": 16, "butterfli": 16, "jljk": [], "starter": 16, "On": 16, "sidebar": 16, "corner": 16, "success": 16, "monitor": 16, "smoothli": 16, "bottom": 16, "tab": 16, "locat": 16, "reserv": 16, "vm": 16, "downgrad": 16, "vcpu": 16, "reduc": 16, "proper": 16, "webhook": 16, "url": 16, "live_config": 16, "separ": 16, "env": 16, "verifi": 16, "confirm": 16, "behav": 16, "ey": 16, "happi": 16, "assist": 16, "from_dict": [18, 21, 22], "to_dict": [18, 21, 22], "order_dict": 21, "deploy": 25, "platform": 25, "render": 25, "replit": 25, "src": 16, "paper_1": 16, "a7py0zidhxde6qkx8ojjknp7cd87hwku": 16, "notif": 16, "123456789": 16, "db_connection_str": 16, "histori": 16, "sqlite": 16, "account_histori": 16, "db": 16, "strategy_nam": 16, "competit": 16, "kraken_api_kei": 16, "xyz1234567890abcdef": 16, "kraken_api_secret": 16, "abcdef1234567890abcdef1234567890abcdef1234": 16, "soon": 16, "incred": 16, "commiss": 16, "engag": 16, "tradier_access_token": 16, "token": 16, "qtrz3zurl9244ahuw4aoyapgvyra": 16, "tradier_account_numb": 16, "va12204793": 16, "tradier_is_pap": 16, "align": 16, "perfectli": 16, "seamlessli": 16, "autom": 16, "alpaca_api_kei": 16, "brokerag": 16, "pk7t6yvax6pmh1em20yn": 16, "alpaca_api_secret": 16, "9wgjls3wixq54fcphwwzjcp8jcfjfkuwsryskkma": 16, "alpaca_is_pap": 16, "challeng": 16, "friendli": 16, "coinbase_api_kei": 16, "steea9fhiszntmpihqjudeqolitj0javz": 16, "coinbase_api_secret": 16, "nuzcnprsxjxxouxrhqe5k2k1xnqlpckh2xcutifkcw": 16, "coinbase_is_sandbox": 16, "cfd": 16, "Their": 16, "presenc": 16, "world": 16, "interactive_brokers_port": 16, "interactive_brokers_client_id": 16, "123456": 16, "interactive_brokers_ip": 16, "address": 16, "ib_subaccount": 16, "subaccount": 16, "subaccount1": 16, "afa": 16, "itself": 16, "commit": 16, "redeploi": 16, "regularli": 16, "delet": 16, "unnecessari": 16, "trashcan": 16, "press": 16, "anoth": [], "indefinit": [], "repl": 16, "14": 16, "straight": [], "ran": [], "ref": [], "topic": 16}, "objects": {"entities": [[18, 0, 0, "-", "asset"], [19, 0, 0, "-", "bars"], [20, 0, 0, "-", "data"], [21, 0, 0, "-", "order"], [22, 0, 0, "-", "position"], [23, 0, 0, "-", "trading_fee"]], "entities.asset": [[18, 1, 1, "", "Asset"], [18, 1, 1, "", "AssetsMapping"]], "entities.asset.Asset": [[18, 1, 1, "", "AssetType"], [18, 1, 1, "", "OptionRight"], [18, 2, 1, "", "_asset_types"], [18, 2, 1, "", "_right"], [18, 2, 1, "id0", "asset_type"], [18, 3, 1, "id1", "asset_type_must_be_one_of"], [18, 2, 1, "id2", "expiration"], [18, 3, 1, "", "from_dict"], [18, 3, 1, "", "is_valid"], [18, 2, 1, "id3", "multiplier"], [18, 2, 1, "id4", "precision"], [18, 2, 1, "id5", "right"], [18, 3, 1, "id6", "right_must_be_one_of"], [18, 2, 1, "id7", "strike"], [18, 2, 1, "id8", "symbol"], [18, 3, 1, "", "symbol2asset"], [18, 3, 1, "", "to_dict"], [18, 2, 1, "", "underlying_asset"]], "entities.asset.Asset.AssetType": [[18, 2, 1, "", "CRYPTO"], [18, 2, 1, "", "FOREX"], [18, 2, 1, "", "FUTURE"], [18, 2, 1, "", "INDEX"], [18, 2, 1, "", "OPTION"], [18, 2, 1, "", "STOCK"]], "entities.asset.Asset.OptionRight": [[18, 2, 1, "", "CALL"], [18, 2, 1, "", "PUT"]], "entities.bars": [[19, 1, 1, "", "Bars"], [19, 4, 1, "", "NoBarDataFound"]], "entities.bars.Bars": [[19, 3, 1, "id0", "aggregate_bars"], [19, 3, 1, "", "filter"], [19, 3, 1, "id1", "get_last_dividend"], [19, 3, 1, "id2", "get_last_price"], [19, 3, 1, "id3", "get_momentum"], [19, 3, 1, "", "get_total_dividends"], [19, 3, 1, "", "get_total_return"], [19, 3, 1, "", "get_total_return_pct"], [19, 3, 1, "", "get_total_return_pct_change"], [19, 3, 1, "", "get_total_stock_splits"], [19, 3, 1, "id4", "get_total_volume"], [19, 3, 1, "", "parse_bar_list"], [19, 3, 1, "", "split"]], "entities.data": [[20, 1, 1, "", "Data"]], "entities.data.Data": [[20, 2, 1, "", "MIN_TIMESTEP"], [20, 2, 1, "", "TIMESTEP_MAPPING"], [20, 3, 1, "", "_get_bars_dict"], [20, 2, 1, "", "asset"], [20, 3, 1, "id0", "check_data"], [20, 3, 1, "id1", "columns"], [20, 2, 1, "", "datalines"], [20, 2, 1, "", "date_end"], [20, 2, 1, "", "date_start"], [20, 2, 1, "", "df"], [20, 3, 1, "id2", "get_bars"], [20, 3, 1, "", "get_bars_between_dates"], [20, 3, 1, "id3", "get_iter_count"], [20, 3, 1, "id4", "get_last_price"], [20, 3, 1, "", "get_quote"], [20, 2, 1, "", "iter_index"], [20, 3, 1, "id5", "repair_times_and_fill"], [20, 3, 1, "id6", "set_date_format"], [20, 3, 1, "id7", "set_dates"], [20, 3, 1, "id8", "set_times"], [20, 2, 1, "", "sybmol"], [20, 2, 1, "", "timestep"], [20, 3, 1, "id9", "to_datalines"], [20, 2, 1, "", "trading_hours_end"], [20, 2, 1, "", "trading_hours_start"], [20, 3, 1, "id10", "trim_data"]], "entities.order": [[21, 1, 1, "", "Order"]], "entities.order.Order": [[21, 1, 1, "", "OrderClass"], [21, 1, 1, "", "OrderSide"], [21, 1, 1, "", "OrderStatus"], [21, 1, 1, "", "OrderType"], [21, 1, 1, "", "Transaction"], [21, 3, 1, "", "add_child_order"], [21, 3, 1, "", "add_transaction"], [21, 5, 1, "", "avg_fill_price"], [21, 3, 1, "", "cash_pending"], [21, 3, 1, "", "equivalent_status"], [21, 3, 1, "", "from_dict"], [21, 3, 1, "", "get_fill_price"], [21, 3, 1, "", "get_increment"], [21, 3, 1, "", "is_active"], [21, 3, 1, "", "is_buy_order"], [21, 3, 1, "", "is_canceled"], [21, 3, 1, "", "is_filled"], [21, 3, 1, "", "is_option"], [21, 3, 1, "", "is_sell_order"], [21, 5, 1, "", "quantity"], [21, 3, 1, "", "set_canceled"], [21, 3, 1, "", "set_error"], [21, 3, 1, "", "set_filled"], [21, 3, 1, "", "set_identifier"], [21, 3, 1, "", "set_new"], [21, 3, 1, "", "set_partially_filled"], [21, 5, 1, "", "status"], [21, 3, 1, "", "to_dict"], [21, 3, 1, "", "to_position"], [21, 3, 1, "", "update_raw"], [21, 3, 1, "", "update_trail_stop_price"], [21, 3, 1, "", "wait_to_be_closed"], [21, 3, 1, "", "wait_to_be_registered"], [21, 3, 1, "", "was_transmitted"]], "entities.order.Order.OrderClass": [[21, 2, 1, "", "BRACKET"], [21, 2, 1, "", "MULTILEG"], [21, 2, 1, "", "OCO"], [21, 2, 1, "", "OTO"]], "entities.order.Order.OrderSide": [[21, 2, 1, "", "BUY"], [21, 2, 1, "", "BUY_TO_CLOSE"], [21, 2, 1, "", "BUY_TO_COVER"], [21, 2, 1, "", "BUY_TO_OPEN"], [21, 2, 1, "", "SELL"], [21, 2, 1, "", "SELL_SHORT"], [21, 2, 1, "", "SELL_TO_CLOSE"], [21, 2, 1, "", "SELL_TO_OPEN"]], "entities.order.Order.OrderStatus": [[21, 2, 1, "", "CANCELED"], [21, 2, 1, "", "CANCELLING"], [21, 2, 1, "", "CASH_SETTLED"], [21, 2, 1, "", "ERROR"], [21, 2, 1, "", "EXPIRED"], [21, 2, 1, "", "FILLED"], [21, 2, 1, "", "NEW"], [21, 2, 1, "", "OPEN"], [21, 2, 1, "", "PARTIALLY_FILLED"], [21, 2, 1, "", "UNPROCESSED"]], "entities.order.Order.OrderType": [[21, 2, 1, "", "BRACKET"], [21, 2, 1, "", "LIMIT"], [21, 2, 1, "", "MARKET"], [21, 2, 1, "", "OCO"], [21, 2, 1, "", "OTO"], [21, 2, 1, "", "STOP"], [21, 2, 1, "", "STOP_LIMIT"], [21, 2, 1, "", "TRAIL"]], "entities.order.Order.Transaction": [[21, 2, 1, "", "price"], [21, 2, 1, "", "quantity"]], "entities.position": [[22, 1, 1, "", "Position"]], "entities.position.Position": [[22, 3, 1, "", "add_order"], [22, 2, 1, "", "asset"], [22, 5, 1, "id0", "available"], [22, 2, 1, "", "avg_fill_price"], [22, 3, 1, "", "from_dict"], [22, 3, 1, "", "get_selling_order"], [22, 5, 1, "id1", "hold"], [22, 2, 1, "", "orders"], [22, 5, 1, "id2", "quantity"], [22, 2, 1, "", "strategy"], [22, 2, 1, "", "symbol"], [22, 3, 1, "", "to_dict"], [22, 3, 1, "", "value_type"]], "entities.trading_fee": [[23, 1, 1, "", "TradingFee"]], "lumibot.backtesting": [[42, 0, 0, "-", "backtesting_broker"]], "lumibot.backtesting.backtesting_broker": [[42, 1, 1, "", "BacktestingBroker"]], "lumibot.backtesting.backtesting_broker.BacktestingBroker": [[42, 2, 1, "", "IS_BACKTESTING_BROKER"], [42, 3, 1, "", "calculate_trade_cost"], [42, 3, 1, "", "cancel_order"], [42, 3, 1, "", "cash_settle_options_contract"], [42, 5, 1, "", "datetime"], [42, 3, 1, "", "get_historical_account_value"], [42, 3, 1, "", "get_last_bar"], [42, 3, 1, "", "get_time_to_close"], [42, 3, 1, "", "get_time_to_open"], [42, 3, 1, "", "is_market_open"], [42, 3, 1, "", "limit_order"], [42, 3, 1, "", "process_expired_option_contracts"], [42, 3, 1, "", "process_pending_orders"], [42, 3, 1, "", "should_continue"], [42, 3, 1, "", "stop_order"], [42, 3, 1, "", "submit_order"], [42, 3, 1, "", "submit_orders"]], "lumibot.brokers": [[12, 0, 0, "-", "alpaca"]], "lumibot.brokers.alpaca": [[12, 1, 1, "", "Alpaca"], [12, 1, 1, "", "OrderData"]], "lumibot.brokers.alpaca.Alpaca": [[12, 2, 1, "", "ASSET_TYPE_MAP"], [12, 2, 1, "", "api"], [12, 3, 1, "", "cancel_order"], [12, 3, 1, "", "get_historical_account_value"], [12, 3, 1, "id0", "get_time_to_close"], [12, 3, 1, "id1", "get_time_to_open"], [12, 3, 1, "id2", "get_timestamp"], [12, 3, 1, "id3", "is_market_open"], [12, 3, 1, "", "map_asset_type"]], "lumibot.brokers.alpaca.OrderData": [[12, 3, 1, "", "to_request_fields"]], "lumibot": [[43, 0, 0, "-", "data_sources"]], "lumibot.data_sources": [[43, 0, 0, "-", "data_source"], [42, 0, 0, "-", "data_source_backtesting"], [43, 0, 0, "-", "pandas_data"], [43, 0, 0, "-", "yahoo_data"]], "lumibot.data_sources.data_source": [[43, 1, 1, "", "DataSource"]], "lumibot.data_sources.data_source.DataSource": [[43, 2, 1, "", "DEFAULT_PYTZ"], [43, 2, 1, "", "DEFAULT_TIMEZONE"], [43, 2, 1, "", "IS_BACKTESTING_DATA_SOURCE"], [43, 2, 1, "", "MIN_TIMESTEP"], [43, 2, 1, "", "SOURCE"], [43, 2, 1, "", "TIMESTEP_MAPPING"], [43, 3, 1, "", "calculate_greeks"], [43, 3, 1, "", "convert_timestep_str_to_timedelta"], [43, 3, 1, "", "get_bars"], [43, 3, 1, "", "get_chains"], [43, 3, 1, "", "get_datetime"], [43, 3, 1, "", "get_datetime_range"], [43, 3, 1, "", "get_historical_prices"], [43, 3, 1, "", "get_last_day"], [43, 3, 1, "", "get_last_minute"], [43, 3, 1, "", "get_last_price"], [43, 3, 1, "", "get_last_prices"], [43, 3, 1, "", "get_round_day"], [43, 3, 1, "", "get_round_minute"], [43, 3, 1, "", "get_strikes"], [43, 3, 1, "", "get_timestamp"], [43, 3, 1, "", "get_timestep"], [43, 3, 1, "", "get_yesterday_dividend"], [43, 3, 1, "", "get_yesterday_dividends"], [43, 3, 1, "", "localize_datetime"], [43, 3, 1, "", "query_greeks"], [43, 3, 1, "", "to_default_timezone"]], "lumibot.data_sources.data_source_backtesting": [[42, 1, 1, "", "DataSourceBacktesting"]], "lumibot.data_sources.data_source_backtesting.DataSourceBacktesting": [[42, 2, 1, "", "IS_BACKTESTING_DATA_SOURCE"], [42, 3, 1, "", "get_datetime"], [42, 3, 1, "", "get_datetime_range"]], "lumibot.data_sources.pandas_data": [[43, 1, 1, "", "PandasData"]], "lumibot.data_sources.pandas_data.PandasData": [[43, 2, 1, "", "SOURCE"], [43, 2, 1, "", "TIMESTEP_MAPPING"], [43, 3, 1, "", "clean_trading_times"], [43, 3, 1, "", "find_asset_in_data_store"], [43, 3, 1, "", "get_asset_by_name"], [43, 3, 1, "", "get_asset_by_symbol"], [43, 3, 1, "", "get_assets"], [43, 3, 1, "", "get_chains"], [43, 3, 1, "", "get_historical_prices"], [43, 3, 1, "", "get_last_price"], [43, 3, 1, "", "get_last_prices"], [43, 3, 1, "", "get_start_datetime_and_ts_unit"], [43, 3, 1, "", "get_trading_days_pandas"], [43, 3, 1, "", "get_yesterday_dividend"], [43, 3, 1, "", "get_yesterday_dividends"], [43, 3, 1, "", "load_data"], [43, 3, 1, "", "update_date_index"]], "lumibot.data_sources.yahoo_data": [[43, 1, 1, "", "YahooData"]], "lumibot.data_sources.yahoo_data.YahooData": [[43, 2, 1, "", "MIN_TIMESTEP"], [43, 2, 1, "", "SOURCE"], [43, 2, 1, "", "TIMESTEP_MAPPING"], [43, 3, 1, "", "get_chains"], [43, 3, 1, "", "get_historical_prices"], [43, 3, 1, "", "get_last_price"], [43, 3, 1, "", "get_strikes"]], "lumibot.strategies.strategy": [[44, 0, 0, "-", "Strategy"]], "lumibot.strategies.strategy.Strategy": [[65, 6, 1, "", "add_line"], [66, 6, 1, "", "add_marker"], [27, 6, 1, "", "after_market_closes"], [112, 6, 1, "", "await_market_to_close"], [113, 6, 1, "", "await_market_to_open"], [28, 6, 1, "", "before_market_closes"], [29, 6, 1, "", "before_market_opens"], [30, 6, 1, "", "before_starting_trading"], [153, 6, 1, "", "cancel_open_orders"], [154, 6, 1, "", "cancel_order"], [155, 6, 1, "", "cancel_orders"], [70, 6, 1, "", "cancel_realtime_bars"], [181, 5, 1, "", "cash"], [156, 6, 1, "", "create_order"], [182, 5, 1, "", "first_iteration"], [157, 6, 1, "", "get_asset_potential_total"], [54, 6, 1, "", "get_cash"], [132, 6, 1, "", "get_chain"], [133, 6, 1, "", "get_chains"], [91, 6, 1, "", "get_datetime"], [92, 6, 1, "", "get_datetime_range"], [134, 6, 1, "", "get_expiration"], [135, 6, 1, "", "get_greeks"], [71, 6, 1, "", "get_historical_prices"], [72, 6, 1, "", "get_historical_prices_for_assets"], [93, 6, 1, "", "get_last_day"], [94, 6, 1, "", "get_last_minute"], [73, 6, 1, "", "get_last_price"], [74, 6, 1, "", "get_last_prices"], [67, 6, 1, "", "get_lines_df"], [68, 6, 1, "", "get_markers_df"], [136, 6, 1, "", "get_multiplier"], [137, 6, 1, "", "get_next_trading_day"], [138, 6, 1, "", "get_option_expiration_after_date"], [158, 6, 1, "", "get_order"], [159, 6, 1, "", "get_orders"], [114, 6, 1, "", "get_parameters"], [56, 6, 1, "", "get_portfolio_value"], [57, 6, 1, "", "get_position"], [58, 6, 1, "", "get_positions"], [76, 6, 1, "", "get_quote"], [77, 6, 1, "", "get_realtime_bars"], [95, 6, 1, "", "get_round_day"], [96, 6, 1, "", "get_round_minute"], [160, 6, 1, "", "get_selling_order"], [139, 6, 1, "", "get_strikes"], [97, 6, 1, "", "get_timestamp"], [78, 6, 1, "", "get_yesterday_dividend"], [79, 6, 1, "", "get_yesterday_dividends"], [183, 5, 1, "", "initial_budget"], [31, 6, 1, "", "initialize"], [184, 5, 1, "", "is_backtesting"], [185, 5, 1, "", "last_on_trading_iteration_datetime"], [98, 6, 1, "", "localize_datetime"], [115, 6, 1, "", "log_message"], [186, 5, 1, "", "minutes_before_closing"], [187, 5, 1, "", "minutes_before_opening"], [188, 5, 1, "", "name"], [32, 6, 1, "", "on_abrupt_closing"], [33, 6, 1, "", "on_bot_crash"], [34, 6, 1, "", "on_canceled_order"], [35, 6, 1, "", "on_filled_order"], [36, 6, 1, "", "on_new_order"], [37, 6, 1, "", "on_parameters_updated"], [38, 6, 1, "", "on_partially_filled_order"], [39, 6, 1, "", "on_trading_iteration"], [140, 6, 1, "", "options_expiry_to_datetime_date"], [189, 5, 1, "", "portfolio_value"], [190, 5, 1, "", "pytz"], [191, 5, 1, "", "quote_asset"], [1, 6, 1, "", "run_backtest"], [161, 6, 1, "", "sell_all"], [116, 6, 1, "", "set_market"], [59, 6, 1, "", "set_parameters"], [117, 6, 1, "", "sleep"], [192, 5, 1, "", "sleeptime"], [80, 6, 1, "", "start_realtime_bars"], [162, 6, 1, "", "submit_order"], [163, 6, 1, "", "submit_orders"], [193, 5, 1, "", "timezone"], [99, 6, 1, "", "to_default_timezone"], [41, 6, 1, "", "trace_stats"], [194, 5, 1, "", "unspent_money"], [118, 6, 1, "", "update_parameters"], [119, 6, 1, "", "wait_for_order_execution"], [120, 6, 1, "", "wait_for_order_registration"], [121, 6, 1, "", "wait_for_orders_execution"], [122, 6, 1, "", "wait_for_orders_registration"]], "lumibot.traders": [[45, 0, 0, "-", "trader"]], "lumibot.traders.trader": [[45, 1, 1, "", "Trader"]], "lumibot.traders.trader.Trader": [[45, 3, 1, "", "add_strategy"], [45, 5, 1, "", "is_backtest_broker"], [45, 3, 1, "", "run_all"], [45, 3, 1, "", "run_all_async"], [45, 3, 1, "", "stop_all"]]}, "objtypes": {"0": "py:module", "1": "py:class", "2": "py:attribute", "3": "py:method", "4": "py:exception", "5": "py:property", "6": "py:function"}, "objnames": {"0": ["py", "module", "Python module"], "1": ["py", "class", "Python class"], "2": ["py", "attribute", "Python attribute"], "3": ["py", "method", "Python method"], "4": ["py", "exception", "Python exception"], "5": ["py", "property", "Python property"], "6": ["py", "function", "Python function"]}, "titleterms": {"backtest": [0, 1, 2, 6, 8, 24, 25, 42], "content": [0, 11, 17, 25, 26, 43, 46], "all": 25, "panda": [5, 43], "csv": [4, 5], "other": 5, "data": [2, 5, 20, 42, 43, 69], "exampl": [5, 13, 15, 16], "datafram": 5, "In": 5, "summari": [5, 40], "polygon": [2, 6], "io": [2, 6], "yahoo": [10, 43], "broker": [11, 13, 14, 16, 42], "alpaca": [12, 16, 24], "document": [12, 18, 19, 21, 44], "crypto": 13, "us": 13, "ccxt": 13, "configur": [13, 15, 16, 24], "set": 13, "run": [2, 13, 15, 24], "your": [13, 15, 16, 24, 25], "strategi": [13, 15, 16, 24, 25, 44, 46, 165], "full": [13, 15], "interact": [14, 16], "tradier": [15, 16], "get": [15, 24, 25], "start": [15, 24, 25], "entiti": 17, "asset": 18, "bar": 19, "order": [21, 141], "advanc": 21, "type": 21, "With": [21, 24], "leg": 21, "posit": 22, "trade": [2, 9, 23, 24, 25], "fee": [23, 24], "what": 24, "i": 24, "lumibot": [2, 24, 25], "lumiwealth": 24, "step": [16, 24, 25], "1": [24, 25], "instal": [2, 24, 25], "packag": 24, "2": [24, 25], "import": 24, "follow": 24, "modul": [24, 43], "3": [24, 25], "creat": [24, 25], "an": 24, "paper": 24, "account": [24, 47], "4": 24, "api": 24, "kei": 24, "5": 24, "class": 24, "6": 24, "instanti": 24, "trader": [24, 45], "7": 24, "option": [24, 123], "8": 24, "ad": 24, "profil": 24, "improv": 24, "perform": 24, "algorithm": 25, "librari": 25, "take": 25, "bot": 25, "live": 25, "togeth": 25, "addit": 25, "resourc": 25, "need": 25, "extra": 25, "help": 25, "tabl": 25, "indic": [2, 3, 25], "lifecycl": 26, "method": [26, 46], "def": [27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 41], "after_market_clos": 27, "refer": [27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 41], "before_market_clos": 28, "before_market_open": 29, "before_starting_trad": 30, "initi": 31, "on_abrupt_clos": 32, "on_bot_crash": 33, "on_canceled_ord": 34, "on_filled_ord": 35, "on_new_ord": 36, "on_parameters_upd": 37, "on_partially_filled_ord": 38, "on_trading_iter": 39, "trace_stat": 41, "sourc": [2, 42, 43], "manag": [47, 141], "self": [48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 61, 62, 63, 64, 65, 66, 67, 68, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193, 194], "get_cash": [48, 54], "get_paramet": [49, 55, 103, 114], "get_portfolio_valu": [50, 56], "get_posit": [51, 52, 57, 58], "set_paramet": [53, 59], "chart": 60, "function": [1, 60], "add_lin": [61, 65], "add_mark": [62, 66], "get_lines_df": [63, 67], "get_markers_df": [64, 68], "cancel_realtime_bar": 70, "get_historical_pric": 71, "get_historical_prices_for_asset": 72, "get_last_pric": [73, 74], "get_next_trading_dai": [75, 129, 137], "get_quot": 76, "get_realtime_bar": 77, "get_yesterday_dividend": [78, 79], "start_realtime_bar": 80, "datetim": 81, "get_datetim": [82, 91], "get_datetime_rang": [83, 92], "get_last_dai": [84, 93], "get_last_minut": [85, 94], "get_round_dai": [86, 95], "get_round_minut": [87, 96], "get_timestamp": [88, 97], "localize_datetim": [89, 98], "to_default_timezon": [90, 99], "miscellan": 100, "await_market_to_clos": [101, 112], "await_market_to_open": [102, 113], "log_messag": [104, 115], "set_market": [105, 116], "sleep": [106, 117], "update_paramet": [107, 118], "wait_for_order_execut": [108, 119], "wait_for_order_registr": [109, 120], "wait_for_orders_execut": [110, 121], "wait_for_orders_registr": [111, 122], "get_chain": [124, 125, 132, 133], "get_expir": [126, 134], "get_greek": [127, 135], "get_multipli": [128, 136], "get_option_expiration_after_d": 138, "get_strik": [130, 139], "options_expiry_to_datetime_d": [131, 140], "cancel_open_ord": [142, 153], "cancel_ord": [143, 144, 154, 155], "create_ord": [145, 156], "get_asset_potential_tot": [146, 157], "get_ord": [147, 148, 158, 159], "get_selling_ord": [149, 160], "sell_al": [150, 161], "submit_ord": [151, 152, 162, 163], "paramet": 164, "properti": 165, "cash": [166, 181], "first_iter": [167, 182], "initial_budget": [168, 183], "is_backtest": [169, 184], "last_on_trading_iteration_datetim": [170, 185], "minutes_before_clos": [171, 186], "minutes_before_open": [172, 187], "name": [173, 188], "portfolio_valu": [174, 189], "pytz": [175, 180, 190], "quote_asset": [176, 191], "sleeptim": [177, 192], "timezon": [178, 193], "unspent_monei": [179, 194], "file": [0, 2, 3, 9], "gener": [0, 2, 16], "from": [0, 2], "tearsheet": [2, 7], "html": [2, 7], "log": 4, "thetadata": 8, "how": 2, "To": 2, "up": [], "v": [], "code": [], "choos": [2, 16], "conclus": [2, 16], "deploy": 16, "guid": 16, "platform": 16, "deploi": 16, "render": 16, "replit": 16, "secret": 16, "coinbas": 16, "kraken": 16, "environ": 16, "variabl": 16, "final": 16}, "envversion": {"sphinx.domains.c": 3, "sphinx.domains.changeset": 1, "sphinx.domains.citation": 1, "sphinx.domains.cpp": 9, "sphinx.domains.index": 1, "sphinx.domains.javascript": 3, "sphinx.domains.math": 2, "sphinx.domains.python": 4, "sphinx.domains.rst": 2, "sphinx.domains.std": 2, "sphinx": 60}, "alltitles": {"Backtesting": [[0, "backtesting"], [42, "backtesting"]], "Files Generated from Backtesting": [[0, "files-generated-from-backtesting"], [2, "files-generated-from-backtesting"]], "Contents:": [[0, null], [11, null], [17, null], [26, null], [46, null]], "Backtesting Function": [[1, "backtesting-function"]], "How To Backtest": [[2, "how-to-backtest"]], "Installing LumiBot": [[2, "installing-lumibot"]], "Choosing a Data Source": [[2, "choosing-a-data-source"]], "Running a Backtest with Polygon.io": [[2, "running-a-backtest-with-polygon-io"]], "Tearsheet HTML": [[2, "tearsheet-html"], [7, "tearsheet-html"]], "Trades Files": [[2, "trades-files"], [9, "trades-files"]], "Indicators Files": [[2, "indicators-files"], [3, "indicators-files"]], "Conclusion": [[2, "conclusion"], [16, "conclusion"]], "Logs CSV": [[4, "logs-csv"]], "Pandas (CSV or other data)": [[5, "pandas-csv-or-other-data"]], "Example Dataframe": [[5, "id1"]], "In Summary": [[5, "in-summary"]], "Polygon.io Backtesting": [[6, "polygon-io-backtesting"]], "ThetaData Backtesting": [[8, "thetadata-backtesting"]], "Yahoo": [[10, "yahoo"], [43, "module-lumibot.data_sources.yahoo_data"]], "Brokers": [[11, "brokers"]], "Alpaca": [[12, "alpaca"]], "Documentation": [[12, "module-lumibot.brokers.alpaca"], [18, "module-entities.asset"], [19, "module-entities.bars"], [21, "module-entities.order"], [44, "module-lumibot.strategies.strategy.Strategy"]], "Crypto Brokers (Using CCXT)": [[13, "crypto-brokers-using-ccxt"]], "Configuration Settings": [[13, "configuration-settings"]], "Running Your Strategy": [[13, "running-your-strategy"], [15, "running-your-strategy"]], "Full Example Strategy": [[13, "full-example-strategy"], [15, "full-example-strategy"]], "Interactive Brokers": [[14, "interactive-brokers"]], "Tradier": [[15, "tradier"]], "Getting Started": [[15, "getting-started"], [25, "getting-started"]], "Configuration": [[15, "configuration"]], "Deployment Guide": [[16, "deployment-guide"]], "Example Strategy for Deployment": [[16, "example-strategy-for-deployment"]], "Choosing Your Deployment Platform": [[16, "id1"]], "Deploying to Render": [[16, "id2"]], "Deploying to Replit": [[16, "id3"]], "Secrets Configuration": [[16, "secrets-configuration"]], "Broker Configuration": [[16, "broker-configuration"]], "Tradier Configuration": [[16, "tradier-configuration"], [16, "id21"]], "Alpaca Configuration": [[16, "alpaca-configuration"], [16, "id22"]], "Coinbase Configuration": [[16, "coinbase-configuration"], [16, "id23"]], "Kraken Configuration": [[16, "kraken-configuration"], [16, "id24"]], "Interactive Brokers Configuration": [[16, "interactive-brokers-configuration"], [16, "id25"]], "General Environment Variables": [[16, "general-environment-variables"], [16, "id26"]], "Final Steps": [[16, "final-steps"]], "Entities": [[17, "entities"]], "Asset": [[18, "asset"]], "Bars": [[19, "bars"]], "Data": [[20, "module-entities.data"], [69, "data"]], "Order": [[21, "order"]], "Advanced Order Types": [[21, "advanced-order-types"]], "Order With Legs": [[21, "order-with-legs"]], "Position": [[22, "module-entities.position"]], "Trading Fee": [[23, "module-entities.trading_fee"]], "What is Lumibot?": [[24, "what-is-lumibot"]], "Lumiwealth": [[24, "id1"]], "Getting Started With Lumibot": [[24, "getting-started-with-lumibot"]], "Step 1: Install the Package": [[24, "step-1-install-the-package"]], "Step 2: Import the Following Modules": [[24, "step-2-import-the-following-modules"]], "Step 3: Create an Alpaca Paper Trading Account": [[24, "step-3-create-an-alpaca-paper-trading-account"]], "Step 4: Configure Your API Keys": [[24, "step-4-configure-your-api-keys"]], "Step 5: Create a Strategy Class": [[24, "step-5-create-a-strategy-class"]], "Step 6: Instantiate the Trader, Alpaca, and Strategy Classes": [[24, "step-6-instantiate-the-trader-alpaca-and-strategy-classes"]], "Step 7: Backtest the Strategy (Optional)": [[24, "step-7-backtest-the-strategy-optional"]], "Step 8: Run the Strategy": [[24, "step-8-run-the-strategy"]], "Adding Trading Fees": [[24, "adding-trading-fees"]], "Profiling to Improve Performance": [[24, "profiling-to-improve-performance"]], "Lumibot: Backtesting and Algorithmic Trading Library": [[25, "lumibot-backtesting-and-algorithmic-trading-library"]], "Step 1: Install Lumibot": [[25, "step-1-install-lumibot"]], "Step 2: Create a Strategy for Backtesting": [[25, "step-2-create-a-strategy-for-backtesting"]], "Step 3: Take Your Bot Live": [[25, "step-3-take-your-bot-live"]], "All Together": [[25, "all-together"]], "Additional Resources": [[25, "additional-resources"]], "Need Extra Help?": [[25, "need-extra-help"]], "Table of Contents": [[25, "table-of-contents"]], "Indices and tables": [[25, "indices-and-tables"]], "Lifecycle Methods": [[26, "lifecycle-methods"]], "def after_market_closes": [[27, "def-after-market-closes"]], "Reference": [[27, "reference"], [28, "reference"], [29, "reference"], [30, "reference"], [31, "reference"], [32, "reference"], [33, "reference"], [34, "reference"], [35, "reference"], [36, "reference"], [37, "reference"], [38, "reference"], [39, "reference"], [41, "reference"]], "def before_market_closes": [[28, "def-before-market-closes"]], "def before_market_opens": [[29, "def-before-market-opens"]], "def before_starting_trading": [[30, "def-before-starting-trading"]], "def initialize": [[31, "def-initialize"]], "def on_abrupt_closing": [[32, "def-on-abrupt-closing"]], "def on_bot_crash": [[33, "def-on-bot-crash"]], "def on_canceled_order": [[34, "def-on-canceled-order"]], "def on_filled_order": [[35, "def-on-filled-order"]], "def on_new_order": [[36, "def-on-new-order"]], "def on_parameters_updated": [[37, "def-on-parameters-updated"]], "def on_partially_filled_order": [[38, "def-on-partially-filled-order"]], "def on_trading_iteration": [[39, "def-on-trading-iteration"]], "Summary": [[40, "summary"]], "def trace_stats": [[41, "def-trace-stats"]], "Backtesting Broker": [[42, "module-lumibot.backtesting.backtesting_broker"]], "Data Source Backtesting": [[42, "module-lumibot.data_sources.data_source_backtesting"]], "Data Sources": [[43, "data-sources"]], "Data Source": [[43, "module-lumibot.data_sources.data_source"]], "Pandas": [[43, "module-lumibot.data_sources.pandas_data"]], "Module contents": [[43, "module-lumibot.data_sources"]], "Strategies": [[44, "strategies"]], "Traders": [[45, "traders"]], "Trader": [[45, "module-lumibot.traders.trader"]], "Strategy Methods": [[46, "strategy-methods"]], "Account Management": [[47, "account-management"]], "self.get_cash": [[48, "self-get-cash"], [54, "self-get-cash"]], "self.get_parameters": [[49, "self-get-parameters"], [55, "self-get-parameters"], [103, "self-get-parameters"], [114, "self-get-parameters"]], "self.get_portfolio_value": [[50, "self-get-portfolio-value"], [56, "self-get-portfolio-value"]], "self.get_position": [[51, "self-get-position"], [57, "self-get-position"]], "self.get_positions": [[52, "self-get-positions"], [58, "self-get-positions"]], "self.set_parameters": [[53, "self-set-parameters"], [59, "self-set-parameters"]], "Chart Functions": [[60, "chart-functions"]], "self.add_line": [[61, "self-add-line"], [65, "self-add-line"]], "self.add_marker": [[62, "self-add-marker"], [66, "self-add-marker"]], "self.get_lines_df": [[63, "self-get-lines-df"], [67, "self-get-lines-df"]], "self.get_markers_df": [[64, "self-get-markers-df"], [68, "self-get-markers-df"]], "self.cancel_realtime_bars": [[70, "self-cancel-realtime-bars"]], "self.get_historical_prices": [[71, "self-get-historical-prices"]], "self.get_historical_prices_for_assets": [[72, "self-get-historical-prices-for-assets"]], "self.get_last_price": [[73, "self-get-last-price"]], "self.get_last_prices": [[74, "self-get-last-prices"]], "self.get_next_trading_day": [[75, "self-get-next-trading-day"], [129, "self-get-next-trading-day"], [137, "self-get-next-trading-day"]], "self.get_quote": [[76, "self-get-quote"]], "self.get_realtime_bars": [[77, "self-get-realtime-bars"]], "self.get_yesterday_dividend": [[78, "self-get-yesterday-dividend"]], "self.get_yesterday_dividends": [[79, "self-get-yesterday-dividends"]], "self.start_realtime_bars": [[80, "self-start-realtime-bars"]], "DateTime": [[81, "datetime"]], "self.get_datetime": [[82, "self-get-datetime"], [91, "self-get-datetime"]], "self.get_datetime_range": [[83, "self-get-datetime-range"], [92, "self-get-datetime-range"]], "self.get_last_day": [[84, "self-get-last-day"], [93, "self-get-last-day"]], "self.get_last_minute": [[85, "self-get-last-minute"], [94, "self-get-last-minute"]], "self.get_round_day": [[86, "self-get-round-day"], [95, "self-get-round-day"]], "self.get_round_minute": [[87, "self-get-round-minute"], [96, "self-get-round-minute"]], "self.get_timestamp": [[88, "self-get-timestamp"], [97, "self-get-timestamp"]], "self.localize_datetime": [[89, "self-localize-datetime"], [98, "self-localize-datetime"]], "self.to_default_timezone": [[90, "self-to-default-timezone"], [99, "self-to-default-timezone"]], "Miscellaneous": [[100, "miscellaneous"]], "self.await_market_to_close": [[101, "self-await-market-to-close"], [112, "self-await-market-to-close"]], "self.await_market_to_open": [[102, "self-await-market-to-open"], [113, "self-await-market-to-open"]], "self.log_message": [[104, "self-log-message"], [115, "self-log-message"]], "self.set_market": [[105, "self-set-market"], [116, "self-set-market"]], "self.sleep": [[106, "self-sleep"], [117, "self-sleep"]], "self.update_parameters": [[107, "self-update-parameters"], [118, "self-update-parameters"]], "self.wait_for_order_execution": [[108, "self-wait-for-order-execution"], [119, "self-wait-for-order-execution"]], "self.wait_for_order_registration": [[109, "self-wait-for-order-registration"], [120, "self-wait-for-order-registration"]], "self.wait_for_orders_execution": [[110, "self-wait-for-orders-execution"], [121, "self-wait-for-orders-execution"]], "self.wait_for_orders_registration": [[111, "self-wait-for-orders-registration"], [122, "self-wait-for-orders-registration"]], "Options": [[123, "options"]], "self.get_chain": [[124, "self-get-chain"], [132, "self-get-chain"]], "self.get_chains": [[125, "self-get-chains"], [133, "self-get-chains"]], "self.get_expiration": [[126, "self-get-expiration"], [134, "self-get-expiration"]], "self.get_greeks": [[127, "self-get-greeks"], [135, "self-get-greeks"]], "self.get_multiplier": [[128, "self-get-multiplier"], [136, "self-get-multiplier"]], "self.get_strikes": [[130, "self-get-strikes"], [139, "self-get-strikes"]], "self.options_expiry_to_datetime_date": [[131, "self-options-expiry-to-datetime-date"], [140, "self-options-expiry-to-datetime-date"]], "self.get_option_expiration_after_date": [[138, "self-get-option-expiration-after-date"]], "Order Management": [[141, "order-management"]], "self.cancel_open_orders": [[142, "self-cancel-open-orders"], [153, "self-cancel-open-orders"]], "self.cancel_order": [[143, "self-cancel-order"], [154, "self-cancel-order"]], "self.cancel_orders": [[144, "self-cancel-orders"], [155, "self-cancel-orders"]], "self.create_order": [[145, "self-create-order"], [156, "self-create-order"]], "self.get_asset_potential_total": [[146, "self-get-asset-potential-total"], [157, "self-get-asset-potential-total"]], "self.get_order": [[147, "self-get-order"], [158, "self-get-order"]], "self.get_orders": [[148, "self-get-orders"], [159, "self-get-orders"]], "self.get_selling_order": [[149, "self-get-selling-order"], [160, "self-get-selling-order"]], "self.sell_all": [[150, "self-sell-all"], [161, "self-sell-all"]], "self.submit_order": [[151, "self-submit-order"], [162, "self-submit-order"]], "self.submit_orders": [[152, "self-submit-orders"], [163, "self-submit-orders"]], "Parameters": [[164, "parameters"]], "Strategy Properties": [[165, "strategy-properties"]], "self.cash": [[166, "self-cash"], [181, "self-cash"]], "self.first_iteration": [[167, "self-first-iteration"], [182, "self-first-iteration"]], "self.initial_budget": [[168, "self-initial-budget"], [183, "self-initial-budget"]], "self.is_backtesting": [[169, "self-is-backtesting"], [184, "self-is-backtesting"]], "self.last_on_trading_iteration_datetime": [[170, "self-last-on-trading-iteration-datetime"], [185, "self-last-on-trading-iteration-datetime"]], "self.minutes_before_closing": [[171, "self-minutes-before-closing"], [186, "self-minutes-before-closing"]], "self.minutes_before_opening": [[172, "self-minutes-before-opening"], [187, "self-minutes-before-opening"]], "self.name": [[173, "self-name"], [188, "self-name"]], "self.portfolio_value": [[174, "self-portfolio-value"], [189, "self-portfolio-value"]], "self.pytz": [[175, "self-pytz"], [180, "self-pytz"], [190, "self-pytz"]], "self.quote_asset": [[176, "self-quote-asset"], [191, "self-quote-asset"]], "self.sleeptime": [[177, "self-sleeptime"], [192, "self-sleeptime"]], "self.timezone": [[178, "self-timezone"], [193, "self-timezone"]], "self.unspent_money": [[179, "self-unspent-money"], [194, "self-unspent-money"]]}, "indexentries": {"run_backtest() (in module lumibot.strategies.strategy.strategy)": [[1, "lumibot.strategies.strategy.Strategy.run_backtest"]], "asset_type_map (lumibot.brokers.alpaca.alpaca attribute)": [[12, "lumibot.brokers.alpaca.Alpaca.ASSET_TYPE_MAP"]], "alpaca (class in lumibot.brokers.alpaca)": [[12, "lumibot.brokers.alpaca.Alpaca"]], "orderdata (class in lumibot.brokers.alpaca)": [[12, "lumibot.brokers.alpaca.OrderData"]], "api (lumibot.brokers.alpaca.alpaca attribute)": [[12, "lumibot.brokers.alpaca.Alpaca.api"]], "cancel_order() (lumibot.brokers.alpaca.alpaca method)": [[12, "lumibot.brokers.alpaca.Alpaca.cancel_order"]], "get_historical_account_value() (lumibot.brokers.alpaca.alpaca method)": [[12, "lumibot.brokers.alpaca.Alpaca.get_historical_account_value"]], "get_time_to_close() (lumibot.brokers.alpaca.alpaca method)": [[12, "id0"], [12, "lumibot.brokers.alpaca.Alpaca.get_time_to_close"]], "get_time_to_open() (lumibot.brokers.alpaca.alpaca method)": [[12, "id1"], [12, "lumibot.brokers.alpaca.Alpaca.get_time_to_open"]], "get_timestamp() (lumibot.brokers.alpaca.alpaca method)": [[12, "id2"], [12, "lumibot.brokers.alpaca.Alpaca.get_timestamp"]], "is_market_open() (lumibot.brokers.alpaca.alpaca method)": [[12, "id3"], [12, "lumibot.brokers.alpaca.Alpaca.is_market_open"]], "lumibot.brokers.alpaca": [[12, "module-lumibot.brokers.alpaca"]], "map_asset_type() (lumibot.brokers.alpaca.alpaca method)": [[12, "lumibot.brokers.alpaca.Alpaca.map_asset_type"]], "module": [[12, "module-lumibot.brokers.alpaca"], [18, "module-entities.asset"], [19, "module-entities.bars"], [20, "module-entities.data"], [21, "module-entities.order"], [22, "module-entities.position"], [23, "module-entities.trading_fee"], [42, "module-lumibot.backtesting.backtesting_broker"], [42, "module-lumibot.data_sources.data_source_backtesting"], [43, "module-lumibot.data_sources"], [43, "module-lumibot.data_sources.data_source"], [43, "module-lumibot.data_sources.pandas_data"], [43, "module-lumibot.data_sources.yahoo_data"], [44, "module-lumibot.strategies.strategy.Strategy"], [45, "module-lumibot.traders.trader"]], "to_request_fields() (lumibot.brokers.alpaca.orderdata method)": [[12, "lumibot.brokers.alpaca.OrderData.to_request_fields"]], "asset (class in entities.asset)": [[18, "entities.asset.Asset"]], "asset.assettype (class in entities.asset)": [[18, "entities.asset.Asset.AssetType"]], "asset.optionright (class in entities.asset)": [[18, "entities.asset.Asset.OptionRight"]], "assetsmapping (class in entities.asset)": [[18, "entities.asset.AssetsMapping"]], "call (entities.asset.asset.optionright attribute)": [[18, "entities.asset.Asset.OptionRight.CALL"]], "crypto (entities.asset.asset.assettype attribute)": [[18, "entities.asset.Asset.AssetType.CRYPTO"]], "forex (entities.asset.asset.assettype attribute)": [[18, "entities.asset.Asset.AssetType.FOREX"]], "future (entities.asset.asset.assettype attribute)": [[18, "entities.asset.Asset.AssetType.FUTURE"]], "index (entities.asset.asset.assettype attribute)": [[18, "entities.asset.Asset.AssetType.INDEX"]], "option (entities.asset.asset.assettype attribute)": [[18, "entities.asset.Asset.AssetType.OPTION"]], "put (entities.asset.asset.optionright attribute)": [[18, "entities.asset.Asset.OptionRight.PUT"]], "stock (entities.asset.asset.assettype attribute)": [[18, "entities.asset.Asset.AssetType.STOCK"]], "_asset_types (entities.asset.asset attribute)": [[18, "entities.asset.Asset._asset_types"]], "_right (entities.asset.asset attribute)": [[18, "entities.asset.Asset._right"]], "asset_type (entities.asset.asset attribute)": [[18, "entities.asset.Asset.asset_type"], [18, "id0"]], "asset_type_must_be_one_of() (entities.asset.asset method)": [[18, "entities.asset.Asset.asset_type_must_be_one_of"], [18, "id1"]], "entities.asset": [[18, "module-entities.asset"]], "expiration (entities.asset.asset attribute)": [[18, "entities.asset.Asset.expiration"], [18, "id2"]], "from_dict() (entities.asset.asset class method)": [[18, "entities.asset.Asset.from_dict"]], "is_valid() (entities.asset.asset method)": [[18, "entities.asset.Asset.is_valid"]], "multiplier (entities.asset.asset attribute)": [[18, "entities.asset.Asset.multiplier"], [18, "id3"]], "precision (entities.asset.asset attribute)": [[18, "entities.asset.Asset.precision"], [18, "id4"]], "right (entities.asset.asset attribute)": [[18, "entities.asset.Asset.right"], [18, "id5"]], "right_must_be_one_of() (entities.asset.asset method)": [[18, "entities.asset.Asset.right_must_be_one_of"], [18, "id6"]], "strike (entities.asset.asset attribute)": [[18, "entities.asset.Asset.strike"], [18, "id7"]], "symbol (entities.asset.asset attribute)": [[18, "entities.asset.Asset.symbol"], [18, "id8"]], "symbol2asset() (entities.asset.asset class method)": [[18, "entities.asset.Asset.symbol2asset"]], "to_dict() (entities.asset.asset method)": [[18, "entities.asset.Asset.to_dict"]], "underlying_asset (entities.asset.asset attribute)": [[18, "entities.asset.Asset.underlying_asset"]], "bars (class in entities.bars)": [[19, "entities.bars.Bars"]], "nobardatafound": [[19, "entities.bars.NoBarDataFound"]], "aggregate_bars() (entities.bars.bars method)": [[19, "entities.bars.Bars.aggregate_bars"], [19, "id0"]], "entities.bars": [[19, "module-entities.bars"]], "filter() (entities.bars.bars method)": [[19, "entities.bars.Bars.filter"]], "get_last_dividend() (entities.bars.bars method)": [[19, "entities.bars.Bars.get_last_dividend"], [19, "id1"]], "get_last_price() (entities.bars.bars method)": [[19, "entities.bars.Bars.get_last_price"], [19, "id2"]], "get_momentum() (entities.bars.bars method)": [[19, "entities.bars.Bars.get_momentum"], [19, "id3"]], "get_total_dividends() (entities.bars.bars method)": [[19, "entities.bars.Bars.get_total_dividends"]], "get_total_return() (entities.bars.bars method)": [[19, "entities.bars.Bars.get_total_return"]], "get_total_return_pct() (entities.bars.bars method)": [[19, "entities.bars.Bars.get_total_return_pct"]], "get_total_return_pct_change() (entities.bars.bars method)": [[19, "entities.bars.Bars.get_total_return_pct_change"]], "get_total_stock_splits() (entities.bars.bars method)": [[19, "entities.bars.Bars.get_total_stock_splits"]], "get_total_volume() (entities.bars.bars method)": [[19, "entities.bars.Bars.get_total_volume"], [19, "id4"]], "parse_bar_list() (entities.bars.bars class method)": [[19, "entities.bars.Bars.parse_bar_list"]], "split() (entities.bars.bars method)": [[19, "entities.bars.Bars.split"]], "data (class in entities.data)": [[20, "entities.data.Data"]], "min_timestep (entities.data.data attribute)": [[20, "entities.data.Data.MIN_TIMESTEP"]], "timestep_mapping (entities.data.data attribute)": [[20, "entities.data.Data.TIMESTEP_MAPPING"]], "_get_bars_dict() (entities.data.data method)": [[20, "entities.data.Data._get_bars_dict"]], "asset (entities.data.data attribute)": [[20, "entities.data.Data.asset"]], "check_data() (entities.data.data method)": [[20, "entities.data.Data.check_data"], [20, "id0"]], "columns() (entities.data.data method)": [[20, "entities.data.Data.columns"], [20, "id1"]], "datalines (entities.data.data attribute)": [[20, "entities.data.Data.datalines"]], "date_end (entities.data.data attribute)": [[20, "entities.data.Data.date_end"]], "date_start (entities.data.data attribute)": [[20, "entities.data.Data.date_start"]], "df (entities.data.data attribute)": [[20, "entities.data.Data.df"]], "entities.data": [[20, "module-entities.data"]], "get_bars() (entities.data.data method)": [[20, "entities.data.Data.get_bars"], [20, "id2"]], "get_bars_between_dates() (entities.data.data method)": [[20, "entities.data.Data.get_bars_between_dates"]], "get_iter_count() (entities.data.data method)": [[20, "entities.data.Data.get_iter_count"], [20, "id3"]], "get_last_price() (entities.data.data method)": [[20, "entities.data.Data.get_last_price"], [20, "id4"]], "get_quote() (entities.data.data method)": [[20, "entities.data.Data.get_quote"]], "iter_index (entities.data.data attribute)": [[20, "entities.data.Data.iter_index"]], "repair_times_and_fill() (entities.data.data method)": [[20, "entities.data.Data.repair_times_and_fill"], [20, "id5"]], "set_date_format() (entities.data.data method)": [[20, "entities.data.Data.set_date_format"], [20, "id6"]], "set_dates() (entities.data.data method)": [[20, "entities.data.Data.set_dates"], [20, "id7"]], "set_times() (entities.data.data method)": [[20, "entities.data.Data.set_times"], [20, "id8"]], "sybmol (entities.data.data attribute)": [[20, "entities.data.Data.sybmol"]], "timestep (entities.data.data attribute)": [[20, "entities.data.Data.timestep"]], "to_datalines() (entities.data.data method)": [[20, "entities.data.Data.to_datalines"], [20, "id9"]], "trading_hours_end (entities.data.data attribute)": [[20, "entities.data.Data.trading_hours_end"]], "trading_hours_start (entities.data.data attribute)": [[20, "entities.data.Data.trading_hours_start"]], "trim_data() (entities.data.data method)": [[20, "entities.data.Data.trim_data"], [20, "id10"]], "bracket (entities.order.order.orderclass attribute)": [[21, "entities.order.Order.OrderClass.BRACKET"]], "bracket (entities.order.order.ordertype attribute)": [[21, "entities.order.Order.OrderType.BRACKET"]], "buy (entities.order.order.orderside attribute)": [[21, "entities.order.Order.OrderSide.BUY"]], "buy_to_close (entities.order.order.orderside attribute)": [[21, "entities.order.Order.OrderSide.BUY_TO_CLOSE"]], "buy_to_cover (entities.order.order.orderside attribute)": [[21, "entities.order.Order.OrderSide.BUY_TO_COVER"]], "buy_to_open (entities.order.order.orderside attribute)": [[21, "entities.order.Order.OrderSide.BUY_TO_OPEN"]], "canceled (entities.order.order.orderstatus attribute)": [[21, "entities.order.Order.OrderStatus.CANCELED"]], "cancelling (entities.order.order.orderstatus attribute)": [[21, "entities.order.Order.OrderStatus.CANCELLING"]], "cash_settled (entities.order.order.orderstatus attribute)": [[21, "entities.order.Order.OrderStatus.CASH_SETTLED"]], "error (entities.order.order.orderstatus attribute)": [[21, "entities.order.Order.OrderStatus.ERROR"]], "expired (entities.order.order.orderstatus attribute)": [[21, "entities.order.Order.OrderStatus.EXPIRED"]], "filled (entities.order.order.orderstatus attribute)": [[21, "entities.order.Order.OrderStatus.FILLED"]], "limit (entities.order.order.ordertype attribute)": [[21, "entities.order.Order.OrderType.LIMIT"]], "market (entities.order.order.ordertype attribute)": [[21, "entities.order.Order.OrderType.MARKET"]], "multileg (entities.order.order.orderclass attribute)": [[21, "entities.order.Order.OrderClass.MULTILEG"]], "new (entities.order.order.orderstatus attribute)": [[21, "entities.order.Order.OrderStatus.NEW"]], "oco (entities.order.order.orderclass attribute)": [[21, "entities.order.Order.OrderClass.OCO"]], "oco (entities.order.order.ordertype attribute)": [[21, "entities.order.Order.OrderType.OCO"]], "open (entities.order.order.orderstatus attribute)": [[21, "entities.order.Order.OrderStatus.OPEN"]], "oto (entities.order.order.orderclass attribute)": [[21, "entities.order.Order.OrderClass.OTO"]], "oto (entities.order.order.ordertype attribute)": [[21, "entities.order.Order.OrderType.OTO"]], "order (class in entities.order)": [[21, "entities.order.Order"]], "order.orderclass (class in entities.order)": [[21, "entities.order.Order.OrderClass"]], "order.orderside (class in entities.order)": [[21, "entities.order.Order.OrderSide"]], "order.orderstatus (class in entities.order)": [[21, "entities.order.Order.OrderStatus"]], "order.ordertype (class in entities.order)": [[21, "entities.order.Order.OrderType"]], "order.transaction (class in entities.order)": [[21, "entities.order.Order.Transaction"]], "partially_filled (entities.order.order.orderstatus attribute)": [[21, "entities.order.Order.OrderStatus.PARTIALLY_FILLED"]], "sell (entities.order.order.orderside attribute)": [[21, "entities.order.Order.OrderSide.SELL"]], "sell_short (entities.order.order.orderside attribute)": [[21, "entities.order.Order.OrderSide.SELL_SHORT"]], "sell_to_close (entities.order.order.orderside attribute)": [[21, "entities.order.Order.OrderSide.SELL_TO_CLOSE"]], "sell_to_open (entities.order.order.orderside attribute)": [[21, "entities.order.Order.OrderSide.SELL_TO_OPEN"]], "stop (entities.order.order.ordertype attribute)": [[21, "entities.order.Order.OrderType.STOP"]], "stop_limit (entities.order.order.ordertype attribute)": [[21, "entities.order.Order.OrderType.STOP_LIMIT"]], "trail (entities.order.order.ordertype attribute)": [[21, "entities.order.Order.OrderType.TRAIL"]], "unprocessed (entities.order.order.orderstatus attribute)": [[21, "entities.order.Order.OrderStatus.UNPROCESSED"]], "add_child_order() (entities.order.order method)": [[21, "entities.order.Order.add_child_order"]], "add_transaction() (entities.order.order method)": [[21, "entities.order.Order.add_transaction"]], "avg_fill_price (entities.order.order property)": [[21, "entities.order.Order.avg_fill_price"]], "cash_pending() (entities.order.order method)": [[21, "entities.order.Order.cash_pending"]], "entities.order": [[21, "module-entities.order"]], "equivalent_status() (entities.order.order method)": [[21, "entities.order.Order.equivalent_status"]], "from_dict() (entities.order.order class method)": [[21, "entities.order.Order.from_dict"]], "get_fill_price() (entities.order.order method)": [[21, "entities.order.Order.get_fill_price"]], "get_increment() (entities.order.order method)": [[21, "entities.order.Order.get_increment"]], "is_active() (entities.order.order method)": [[21, "entities.order.Order.is_active"]], "is_buy_order() (entities.order.order method)": [[21, "entities.order.Order.is_buy_order"]], "is_canceled() (entities.order.order method)": [[21, "entities.order.Order.is_canceled"]], "is_filled() (entities.order.order method)": [[21, "entities.order.Order.is_filled"]], "is_option() (entities.order.order method)": [[21, "entities.order.Order.is_option"]], "is_sell_order() (entities.order.order method)": [[21, "entities.order.Order.is_sell_order"]], "price (entities.order.order.transaction attribute)": [[21, "entities.order.Order.Transaction.price"]], "quantity (entities.order.order property)": [[21, "entities.order.Order.quantity"]], "quantity (entities.order.order.transaction attribute)": [[21, "entities.order.Order.Transaction.quantity"]], "set_canceled() (entities.order.order method)": [[21, "entities.order.Order.set_canceled"]], "set_error() (entities.order.order method)": [[21, "entities.order.Order.set_error"]], "set_filled() (entities.order.order method)": [[21, "entities.order.Order.set_filled"]], "set_identifier() (entities.order.order method)": [[21, "entities.order.Order.set_identifier"]], "set_new() (entities.order.order method)": [[21, "entities.order.Order.set_new"]], "set_partially_filled() (entities.order.order method)": [[21, "entities.order.Order.set_partially_filled"]], "status (entities.order.order property)": [[21, "entities.order.Order.status"]], "to_dict() (entities.order.order method)": [[21, "entities.order.Order.to_dict"]], "to_position() (entities.order.order method)": [[21, "entities.order.Order.to_position"]], "update_raw() (entities.order.order method)": [[21, "entities.order.Order.update_raw"]], "update_trail_stop_price() (entities.order.order method)": [[21, "entities.order.Order.update_trail_stop_price"]], "wait_to_be_closed() (entities.order.order method)": [[21, "entities.order.Order.wait_to_be_closed"]], "wait_to_be_registered() (entities.order.order method)": [[21, "entities.order.Order.wait_to_be_registered"]], "was_transmitted() (entities.order.order method)": [[21, "entities.order.Order.was_transmitted"]], "position (class in entities.position)": [[22, "entities.position.Position"]], "add_order() (entities.position.position method)": [[22, "entities.position.Position.add_order"]], "asset (entities.position.position attribute)": [[22, "entities.position.Position.asset"]], "available (entities.position.position attribute)": [[22, "entities.position.Position.available"]], "available (entities.position.position property)": [[22, "id0"]], "avg_fill_price (entities.position.position attribute)": [[22, "entities.position.Position.avg_fill_price"]], "entities.position": [[22, "module-entities.position"]], "from_dict() (entities.position.position class method)": [[22, "entities.position.Position.from_dict"]], "get_selling_order() (entities.position.position method)": [[22, "entities.position.Position.get_selling_order"]], "hold (entities.position.position attribute)": [[22, "entities.position.Position.hold"]], "hold (entities.position.position property)": [[22, "id1"]], "orders (entities.position.position attribute)": [[22, "entities.position.Position.orders"]], "quantity (entities.position.position attribute)": [[22, "entities.position.Position.quantity"]], "quantity (entities.position.position property)": [[22, "id2"]], "strategy (entities.position.position attribute)": [[22, "entities.position.Position.strategy"]], "symbol (entities.position.position attribute)": [[22, "entities.position.Position.symbol"]], "to_dict() (entities.position.position method)": [[22, "entities.position.Position.to_dict"]], "value_type() (entities.position.position method)": [[22, "entities.position.Position.value_type"]], "tradingfee (class in entities.trading_fee)": [[23, "entities.trading_fee.TradingFee"]], "entities.trading_fee": [[23, "module-entities.trading_fee"]], "after_market_closes() (in module lumibot.strategies.strategy.strategy)": [[27, "lumibot.strategies.strategy.Strategy.after_market_closes"]], "before_market_closes() (in module lumibot.strategies.strategy.strategy)": [[28, "lumibot.strategies.strategy.Strategy.before_market_closes"]], "before_market_opens() (in module lumibot.strategies.strategy.strategy)": [[29, "lumibot.strategies.strategy.Strategy.before_market_opens"]], "before_starting_trading() (in module lumibot.strategies.strategy.strategy)": [[30, "lumibot.strategies.strategy.Strategy.before_starting_trading"]], "initialize() (in module lumibot.strategies.strategy.strategy)": [[31, "lumibot.strategies.strategy.Strategy.initialize"]], "on_abrupt_closing() (in module lumibot.strategies.strategy.strategy)": [[32, "lumibot.strategies.strategy.Strategy.on_abrupt_closing"]], "on_bot_crash() (in module lumibot.strategies.strategy.strategy)": [[33, "lumibot.strategies.strategy.Strategy.on_bot_crash"]], "on_canceled_order() (in module lumibot.strategies.strategy.strategy)": [[34, "lumibot.strategies.strategy.Strategy.on_canceled_order"]], "on_filled_order() (in module lumibot.strategies.strategy.strategy)": [[35, "lumibot.strategies.strategy.Strategy.on_filled_order"]], "on_new_order() (in module lumibot.strategies.strategy.strategy)": [[36, "lumibot.strategies.strategy.Strategy.on_new_order"]], "on_parameters_updated() (in module lumibot.strategies.strategy.strategy)": [[37, "lumibot.strategies.strategy.Strategy.on_parameters_updated"]], "on_partially_filled_order() (in module lumibot.strategies.strategy.strategy)": [[38, "lumibot.strategies.strategy.Strategy.on_partially_filled_order"]], "on_trading_iteration() (in module lumibot.strategies.strategy.strategy)": [[39, "lumibot.strategies.strategy.Strategy.on_trading_iteration"]], "trace_stats() (in module lumibot.strategies.strategy.strategy)": [[41, "lumibot.strategies.strategy.Strategy.trace_stats"]], "backtestingbroker (class in lumibot.backtesting.backtesting_broker)": [[42, "lumibot.backtesting.backtesting_broker.BacktestingBroker"]], "datasourcebacktesting (class in lumibot.data_sources.data_source_backtesting)": [[42, "lumibot.data_sources.data_source_backtesting.DataSourceBacktesting"]], "is_backtesting_broker (lumibot.backtesting.backtesting_broker.backtestingbroker attribute)": [[42, "lumibot.backtesting.backtesting_broker.BacktestingBroker.IS_BACKTESTING_BROKER"]], "is_backtesting_data_source (lumibot.data_sources.data_source_backtesting.datasourcebacktesting attribute)": [[42, "lumibot.data_sources.data_source_backtesting.DataSourceBacktesting.IS_BACKTESTING_DATA_SOURCE"]], "calculate_trade_cost() (lumibot.backtesting.backtesting_broker.backtestingbroker method)": [[42, "lumibot.backtesting.backtesting_broker.BacktestingBroker.calculate_trade_cost"]], "cancel_order() (lumibot.backtesting.backtesting_broker.backtestingbroker method)": [[42, "lumibot.backtesting.backtesting_broker.BacktestingBroker.cancel_order"]], "cash_settle_options_contract() (lumibot.backtesting.backtesting_broker.backtestingbroker method)": [[42, "lumibot.backtesting.backtesting_broker.BacktestingBroker.cash_settle_options_contract"]], "datetime (lumibot.backtesting.backtesting_broker.backtestingbroker property)": [[42, "lumibot.backtesting.backtesting_broker.BacktestingBroker.datetime"]], "get_datetime() (lumibot.data_sources.data_source_backtesting.datasourcebacktesting method)": [[42, "lumibot.data_sources.data_source_backtesting.DataSourceBacktesting.get_datetime"]], "get_datetime_range() (lumibot.data_sources.data_source_backtesting.datasourcebacktesting method)": [[42, "lumibot.data_sources.data_source_backtesting.DataSourceBacktesting.get_datetime_range"]], "get_historical_account_value() (lumibot.backtesting.backtesting_broker.backtestingbroker method)": [[42, "lumibot.backtesting.backtesting_broker.BacktestingBroker.get_historical_account_value"]], "get_last_bar() (lumibot.backtesting.backtesting_broker.backtestingbroker method)": [[42, "lumibot.backtesting.backtesting_broker.BacktestingBroker.get_last_bar"]], "get_time_to_close() (lumibot.backtesting.backtesting_broker.backtestingbroker method)": [[42, "lumibot.backtesting.backtesting_broker.BacktestingBroker.get_time_to_close"]], "get_time_to_open() (lumibot.backtesting.backtesting_broker.backtestingbroker method)": [[42, "lumibot.backtesting.backtesting_broker.BacktestingBroker.get_time_to_open"]], "is_market_open() (lumibot.backtesting.backtesting_broker.backtestingbroker method)": [[42, "lumibot.backtesting.backtesting_broker.BacktestingBroker.is_market_open"]], "limit_order() (lumibot.backtesting.backtesting_broker.backtestingbroker method)": [[42, "lumibot.backtesting.backtesting_broker.BacktestingBroker.limit_order"]], "lumibot.backtesting.backtesting_broker": [[42, "module-lumibot.backtesting.backtesting_broker"]], "lumibot.data_sources.data_source_backtesting": [[42, "module-lumibot.data_sources.data_source_backtesting"]], "process_expired_option_contracts() (lumibot.backtesting.backtesting_broker.backtestingbroker method)": [[42, "lumibot.backtesting.backtesting_broker.BacktestingBroker.process_expired_option_contracts"]], "process_pending_orders() (lumibot.backtesting.backtesting_broker.backtestingbroker method)": [[42, "lumibot.backtesting.backtesting_broker.BacktestingBroker.process_pending_orders"]], "should_continue() (lumibot.backtesting.backtesting_broker.backtestingbroker method)": [[42, "lumibot.backtesting.backtesting_broker.BacktestingBroker.should_continue"]], "stop_order() (lumibot.backtesting.backtesting_broker.backtestingbroker method)": [[42, "lumibot.backtesting.backtesting_broker.BacktestingBroker.stop_order"]], "submit_order() (lumibot.backtesting.backtesting_broker.backtestingbroker method)": [[42, "lumibot.backtesting.backtesting_broker.BacktestingBroker.submit_order"]], "submit_orders() (lumibot.backtesting.backtesting_broker.backtestingbroker method)": [[42, "lumibot.backtesting.backtesting_broker.BacktestingBroker.submit_orders"]], "default_pytz (lumibot.data_sources.data_source.datasource attribute)": [[43, "lumibot.data_sources.data_source.DataSource.DEFAULT_PYTZ"]], "default_timezone (lumibot.data_sources.data_source.datasource attribute)": [[43, "lumibot.data_sources.data_source.DataSource.DEFAULT_TIMEZONE"]], "datasource (class in lumibot.data_sources.data_source)": [[43, "lumibot.data_sources.data_source.DataSource"]], "is_backtesting_data_source (lumibot.data_sources.data_source.datasource attribute)": [[43, "lumibot.data_sources.data_source.DataSource.IS_BACKTESTING_DATA_SOURCE"]], "min_timestep (lumibot.data_sources.data_source.datasource attribute)": [[43, "lumibot.data_sources.data_source.DataSource.MIN_TIMESTEP"]], "min_timestep (lumibot.data_sources.yahoo_data.yahoodata attribute)": [[43, "lumibot.data_sources.yahoo_data.YahooData.MIN_TIMESTEP"]], "pandasdata (class in lumibot.data_sources.pandas_data)": [[43, "lumibot.data_sources.pandas_data.PandasData"]], "source (lumibot.data_sources.data_source.datasource attribute)": [[43, "lumibot.data_sources.data_source.DataSource.SOURCE"]], "source (lumibot.data_sources.pandas_data.pandasdata attribute)": [[43, "lumibot.data_sources.pandas_data.PandasData.SOURCE"]], "source (lumibot.data_sources.yahoo_data.yahoodata attribute)": [[43, "lumibot.data_sources.yahoo_data.YahooData.SOURCE"]], "timestep_mapping (lumibot.data_sources.data_source.datasource attribute)": [[43, "lumibot.data_sources.data_source.DataSource.TIMESTEP_MAPPING"]], "timestep_mapping (lumibot.data_sources.pandas_data.pandasdata attribute)": [[43, "lumibot.data_sources.pandas_data.PandasData.TIMESTEP_MAPPING"]], "timestep_mapping (lumibot.data_sources.yahoo_data.yahoodata attribute)": [[43, "lumibot.data_sources.yahoo_data.YahooData.TIMESTEP_MAPPING"]], "yahoodata (class in lumibot.data_sources.yahoo_data)": [[43, "lumibot.data_sources.yahoo_data.YahooData"]], "calculate_greeks() (lumibot.data_sources.data_source.datasource method)": [[43, "lumibot.data_sources.data_source.DataSource.calculate_greeks"]], "clean_trading_times() (lumibot.data_sources.pandas_data.pandasdata method)": [[43, "lumibot.data_sources.pandas_data.PandasData.clean_trading_times"]], "convert_timestep_str_to_timedelta() (lumibot.data_sources.data_source.datasource static method)": [[43, "lumibot.data_sources.data_source.DataSource.convert_timestep_str_to_timedelta"]], "find_asset_in_data_store() (lumibot.data_sources.pandas_data.pandasdata method)": [[43, "lumibot.data_sources.pandas_data.PandasData.find_asset_in_data_store"]], "get_asset_by_name() (lumibot.data_sources.pandas_data.pandasdata method)": [[43, "lumibot.data_sources.pandas_data.PandasData.get_asset_by_name"]], "get_asset_by_symbol() (lumibot.data_sources.pandas_data.pandasdata method)": [[43, "lumibot.data_sources.pandas_data.PandasData.get_asset_by_symbol"]], "get_assets() (lumibot.data_sources.pandas_data.pandasdata method)": [[43, "lumibot.data_sources.pandas_data.PandasData.get_assets"]], "get_bars() (lumibot.data_sources.data_source.datasource method)": [[43, "lumibot.data_sources.data_source.DataSource.get_bars"]], "get_chains() (lumibot.data_sources.data_source.datasource method)": [[43, "lumibot.data_sources.data_source.DataSource.get_chains"]], "get_chains() (lumibot.data_sources.pandas_data.pandasdata method)": [[43, "lumibot.data_sources.pandas_data.PandasData.get_chains"]], "get_chains() (lumibot.data_sources.yahoo_data.yahoodata method)": [[43, "lumibot.data_sources.yahoo_data.YahooData.get_chains"]], "get_datetime() (lumibot.data_sources.data_source.datasource method)": [[43, "lumibot.data_sources.data_source.DataSource.get_datetime"]], "get_datetime_range() (lumibot.data_sources.data_source.datasource method)": [[43, "lumibot.data_sources.data_source.DataSource.get_datetime_range"]], "get_historical_prices() (lumibot.data_sources.data_source.datasource method)": [[43, "lumibot.data_sources.data_source.DataSource.get_historical_prices"]], "get_historical_prices() (lumibot.data_sources.pandas_data.pandasdata method)": [[43, "lumibot.data_sources.pandas_data.PandasData.get_historical_prices"]], "get_historical_prices() (lumibot.data_sources.yahoo_data.yahoodata method)": [[43, "lumibot.data_sources.yahoo_data.YahooData.get_historical_prices"]], "get_last_day() (lumibot.data_sources.data_source.datasource method)": [[43, "lumibot.data_sources.data_source.DataSource.get_last_day"]], "get_last_minute() (lumibot.data_sources.data_source.datasource method)": [[43, "lumibot.data_sources.data_source.DataSource.get_last_minute"]], "get_last_price() (lumibot.data_sources.data_source.datasource method)": [[43, "lumibot.data_sources.data_source.DataSource.get_last_price"]], "get_last_price() (lumibot.data_sources.pandas_data.pandasdata method)": [[43, "lumibot.data_sources.pandas_data.PandasData.get_last_price"]], "get_last_price() (lumibot.data_sources.yahoo_data.yahoodata method)": [[43, "lumibot.data_sources.yahoo_data.YahooData.get_last_price"]], "get_last_prices() (lumibot.data_sources.data_source.datasource method)": [[43, "lumibot.data_sources.data_source.DataSource.get_last_prices"]], "get_last_prices() (lumibot.data_sources.pandas_data.pandasdata method)": [[43, "lumibot.data_sources.pandas_data.PandasData.get_last_prices"]], "get_round_day() (lumibot.data_sources.data_source.datasource method)": [[43, "lumibot.data_sources.data_source.DataSource.get_round_day"]], "get_round_minute() (lumibot.data_sources.data_source.datasource method)": [[43, "lumibot.data_sources.data_source.DataSource.get_round_minute"]], "get_start_datetime_and_ts_unit() (lumibot.data_sources.pandas_data.pandasdata method)": [[43, "lumibot.data_sources.pandas_data.PandasData.get_start_datetime_and_ts_unit"]], "get_strikes() (lumibot.data_sources.data_source.datasource method)": [[43, "lumibot.data_sources.data_source.DataSource.get_strikes"]], "get_strikes() (lumibot.data_sources.yahoo_data.yahoodata method)": [[43, "lumibot.data_sources.yahoo_data.YahooData.get_strikes"]], "get_timestamp() (lumibot.data_sources.data_source.datasource method)": [[43, "lumibot.data_sources.data_source.DataSource.get_timestamp"]], "get_timestep() (lumibot.data_sources.data_source.datasource method)": [[43, "lumibot.data_sources.data_source.DataSource.get_timestep"]], "get_trading_days_pandas() (lumibot.data_sources.pandas_data.pandasdata method)": [[43, "lumibot.data_sources.pandas_data.PandasData.get_trading_days_pandas"]], "get_yesterday_dividend() (lumibot.data_sources.data_source.datasource method)": [[43, "lumibot.data_sources.data_source.DataSource.get_yesterday_dividend"]], "get_yesterday_dividend() (lumibot.data_sources.pandas_data.pandasdata method)": [[43, "lumibot.data_sources.pandas_data.PandasData.get_yesterday_dividend"]], "get_yesterday_dividends() (lumibot.data_sources.data_source.datasource method)": [[43, "lumibot.data_sources.data_source.DataSource.get_yesterday_dividends"]], "get_yesterday_dividends() (lumibot.data_sources.pandas_data.pandasdata method)": [[43, "lumibot.data_sources.pandas_data.PandasData.get_yesterday_dividends"]], "load_data() (lumibot.data_sources.pandas_data.pandasdata method)": [[43, "lumibot.data_sources.pandas_data.PandasData.load_data"]], "localize_datetime() (lumibot.data_sources.data_source.datasource class method)": [[43, "lumibot.data_sources.data_source.DataSource.localize_datetime"]], "lumibot.data_sources": [[43, "module-lumibot.data_sources"]], "lumibot.data_sources.data_source": [[43, "module-lumibot.data_sources.data_source"]], "lumibot.data_sources.pandas_data": [[43, "module-lumibot.data_sources.pandas_data"]], "lumibot.data_sources.yahoo_data": [[43, "module-lumibot.data_sources.yahoo_data"]], "query_greeks() (lumibot.data_sources.data_source.datasource method)": [[43, "lumibot.data_sources.data_source.DataSource.query_greeks"]], "to_default_timezone() (lumibot.data_sources.data_source.datasource class method)": [[43, "lumibot.data_sources.data_source.DataSource.to_default_timezone"]], "update_date_index() (lumibot.data_sources.pandas_data.pandasdata method)": [[43, "lumibot.data_sources.pandas_data.PandasData.update_date_index"]], "lumibot.strategies.strategy.strategy": [[44, "module-lumibot.strategies.strategy.Strategy"]], "trader (class in lumibot.traders.trader)": [[45, "lumibot.traders.trader.Trader"]], "add_strategy() (lumibot.traders.trader.trader method)": [[45, "lumibot.traders.trader.Trader.add_strategy"]], "is_backtest_broker (lumibot.traders.trader.trader property)": [[45, "lumibot.traders.trader.Trader.is_backtest_broker"]], "lumibot.traders.trader": [[45, "module-lumibot.traders.trader"]], "run_all() (lumibot.traders.trader.trader method)": [[45, "lumibot.traders.trader.Trader.run_all"]], "run_all_async() (lumibot.traders.trader.trader method)": [[45, "lumibot.traders.trader.Trader.run_all_async"]], "stop_all() (lumibot.traders.trader.trader method)": [[45, "lumibot.traders.trader.Trader.stop_all"]], "get_cash() (in module lumibot.strategies.strategy.strategy)": [[48, "lumibot.strategies.strategy.Strategy.get_cash"], [54, "lumibot.strategies.strategy.Strategy.get_cash"]], "get_parameters() (in module lumibot.strategies.strategy.strategy)": [[49, "lumibot.strategies.strategy.Strategy.get_parameters"], [55, "lumibot.strategies.strategy.Strategy.get_parameters"], [103, "lumibot.strategies.strategy.Strategy.get_parameters"], [114, "lumibot.strategies.strategy.Strategy.get_parameters"]], "get_portfolio_value() (in module lumibot.strategies.strategy.strategy)": [[50, "lumibot.strategies.strategy.Strategy.get_portfolio_value"], [56, "lumibot.strategies.strategy.Strategy.get_portfolio_value"]], "get_position() (in module lumibot.strategies.strategy.strategy)": [[51, "lumibot.strategies.strategy.Strategy.get_position"], [57, "lumibot.strategies.strategy.Strategy.get_position"]], "get_positions() (in module lumibot.strategies.strategy.strategy)": [[52, "lumibot.strategies.strategy.Strategy.get_positions"], [58, "lumibot.strategies.strategy.Strategy.get_positions"]], "set_parameters() (in module lumibot.strategies.strategy.strategy)": [[53, "lumibot.strategies.strategy.Strategy.set_parameters"], [59, "lumibot.strategies.strategy.Strategy.set_parameters"]], "add_line() (in module lumibot.strategies.strategy.strategy)": [[61, "lumibot.strategies.strategy.Strategy.add_line"], [65, "lumibot.strategies.strategy.Strategy.add_line"]], "add_marker() (in module lumibot.strategies.strategy.strategy)": [[62, "lumibot.strategies.strategy.Strategy.add_marker"], [66, "lumibot.strategies.strategy.Strategy.add_marker"]], "get_lines_df() (in module lumibot.strategies.strategy.strategy)": [[63, "lumibot.strategies.strategy.Strategy.get_lines_df"], [67, "lumibot.strategies.strategy.Strategy.get_lines_df"]], "get_markers_df() (in module lumibot.strategies.strategy.strategy)": [[64, "lumibot.strategies.strategy.Strategy.get_markers_df"], [68, "lumibot.strategies.strategy.Strategy.get_markers_df"]], "cancel_realtime_bars() (in module lumibot.strategies.strategy.strategy)": [[70, "lumibot.strategies.strategy.Strategy.cancel_realtime_bars"]], "get_historical_prices() (in module lumibot.strategies.strategy.strategy)": [[71, "lumibot.strategies.strategy.Strategy.get_historical_prices"]], "get_historical_prices_for_assets() (in module lumibot.strategies.strategy.strategy)": [[72, "lumibot.strategies.strategy.Strategy.get_historical_prices_for_assets"]], "get_last_price() (in module lumibot.strategies.strategy.strategy)": [[73, "lumibot.strategies.strategy.Strategy.get_last_price"]], "get_last_prices() (in module lumibot.strategies.strategy.strategy)": [[74, "lumibot.strategies.strategy.Strategy.get_last_prices"]], "get_next_trading_day() (in module lumibot.strategies.strategy.strategy)": [[75, "lumibot.strategies.strategy.Strategy.get_next_trading_day"], [129, "lumibot.strategies.strategy.Strategy.get_next_trading_day"], [137, "lumibot.strategies.strategy.Strategy.get_next_trading_day"]], "get_quote() (in module lumibot.strategies.strategy.strategy)": [[76, "lumibot.strategies.strategy.Strategy.get_quote"]], "get_realtime_bars() (in module lumibot.strategies.strategy.strategy)": [[77, "lumibot.strategies.strategy.Strategy.get_realtime_bars"]], "get_yesterday_dividend() (in module lumibot.strategies.strategy.strategy)": [[78, "lumibot.strategies.strategy.Strategy.get_yesterday_dividend"]], "get_yesterday_dividends() (in module lumibot.strategies.strategy.strategy)": [[79, "lumibot.strategies.strategy.Strategy.get_yesterday_dividends"]], "start_realtime_bars() (in module lumibot.strategies.strategy.strategy)": [[80, "lumibot.strategies.strategy.Strategy.start_realtime_bars"]], "get_datetime() (in module lumibot.strategies.strategy.strategy)": [[82, "lumibot.strategies.strategy.Strategy.get_datetime"], [91, "lumibot.strategies.strategy.Strategy.get_datetime"]], "get_datetime_range() (in module lumibot.strategies.strategy.strategy)": [[83, "lumibot.strategies.strategy.Strategy.get_datetime_range"], [92, "lumibot.strategies.strategy.Strategy.get_datetime_range"]], "get_last_day() (in module lumibot.strategies.strategy.strategy)": [[84, "lumibot.strategies.strategy.Strategy.get_last_day"], [93, "lumibot.strategies.strategy.Strategy.get_last_day"]], "get_last_minute() (in module lumibot.strategies.strategy.strategy)": [[85, "lumibot.strategies.strategy.Strategy.get_last_minute"], [94, "lumibot.strategies.strategy.Strategy.get_last_minute"]], "get_round_day() (in module lumibot.strategies.strategy.strategy)": [[86, "lumibot.strategies.strategy.Strategy.get_round_day"], [95, "lumibot.strategies.strategy.Strategy.get_round_day"]], "get_round_minute() (in module lumibot.strategies.strategy.strategy)": [[87, "lumibot.strategies.strategy.Strategy.get_round_minute"], [96, "lumibot.strategies.strategy.Strategy.get_round_minute"]], "get_timestamp() (in module lumibot.strategies.strategy.strategy)": [[88, "lumibot.strategies.strategy.Strategy.get_timestamp"], [97, "lumibot.strategies.strategy.Strategy.get_timestamp"]], "localize_datetime() (in module lumibot.strategies.strategy.strategy)": [[89, "lumibot.strategies.strategy.Strategy.localize_datetime"], [98, "lumibot.strategies.strategy.Strategy.localize_datetime"]], "to_default_timezone() (in module lumibot.strategies.strategy.strategy)": [[90, "lumibot.strategies.strategy.Strategy.to_default_timezone"], [99, "lumibot.strategies.strategy.Strategy.to_default_timezone"]], "await_market_to_close() (in module lumibot.strategies.strategy.strategy)": [[101, "lumibot.strategies.strategy.Strategy.await_market_to_close"], [112, "lumibot.strategies.strategy.Strategy.await_market_to_close"]], "await_market_to_open() (in module lumibot.strategies.strategy.strategy)": [[102, "lumibot.strategies.strategy.Strategy.await_market_to_open"], [113, "lumibot.strategies.strategy.Strategy.await_market_to_open"]], "log_message() (in module lumibot.strategies.strategy.strategy)": [[104, "lumibot.strategies.strategy.Strategy.log_message"], [115, "lumibot.strategies.strategy.Strategy.log_message"]], "set_market() (in module lumibot.strategies.strategy.strategy)": [[105, "lumibot.strategies.strategy.Strategy.set_market"], [116, "lumibot.strategies.strategy.Strategy.set_market"]], "sleep() (in module lumibot.strategies.strategy.strategy)": [[106, "lumibot.strategies.strategy.Strategy.sleep"], [117, "lumibot.strategies.strategy.Strategy.sleep"]], "update_parameters() (in module lumibot.strategies.strategy.strategy)": [[107, "lumibot.strategies.strategy.Strategy.update_parameters"], [118, "lumibot.strategies.strategy.Strategy.update_parameters"]], "wait_for_order_execution() (in module lumibot.strategies.strategy.strategy)": [[108, "lumibot.strategies.strategy.Strategy.wait_for_order_execution"], [119, "lumibot.strategies.strategy.Strategy.wait_for_order_execution"]], "wait_for_order_registration() (in module lumibot.strategies.strategy.strategy)": [[109, "lumibot.strategies.strategy.Strategy.wait_for_order_registration"], [120, "lumibot.strategies.strategy.Strategy.wait_for_order_registration"]], "wait_for_orders_execution() (in module lumibot.strategies.strategy.strategy)": [[110, "lumibot.strategies.strategy.Strategy.wait_for_orders_execution"], [121, "lumibot.strategies.strategy.Strategy.wait_for_orders_execution"]], "wait_for_orders_registration() (in module lumibot.strategies.strategy.strategy)": [[111, "lumibot.strategies.strategy.Strategy.wait_for_orders_registration"], [122, "lumibot.strategies.strategy.Strategy.wait_for_orders_registration"]], "get_chain() (in module lumibot.strategies.strategy.strategy)": [[124, "lumibot.strategies.strategy.Strategy.get_chain"], [132, "lumibot.strategies.strategy.Strategy.get_chain"]], "get_chains() (in module lumibot.strategies.strategy.strategy)": [[125, "lumibot.strategies.strategy.Strategy.get_chains"], [133, "lumibot.strategies.strategy.Strategy.get_chains"]], "get_expiration() (in module lumibot.strategies.strategy.strategy)": [[126, "lumibot.strategies.strategy.Strategy.get_expiration"], [134, "lumibot.strategies.strategy.Strategy.get_expiration"]], "get_greeks() (in module lumibot.strategies.strategy.strategy)": [[127, "lumibot.strategies.strategy.Strategy.get_greeks"], [135, "lumibot.strategies.strategy.Strategy.get_greeks"]], "get_multiplier() (in module lumibot.strategies.strategy.strategy)": [[128, "lumibot.strategies.strategy.Strategy.get_multiplier"], [136, "lumibot.strategies.strategy.Strategy.get_multiplier"]], "get_strikes() (in module lumibot.strategies.strategy.strategy)": [[130, "lumibot.strategies.strategy.Strategy.get_strikes"], [139, "lumibot.strategies.strategy.Strategy.get_strikes"]], "options_expiry_to_datetime_date() (in module lumibot.strategies.strategy.strategy)": [[131, "lumibot.strategies.strategy.Strategy.options_expiry_to_datetime_date"], [140, "lumibot.strategies.strategy.Strategy.options_expiry_to_datetime_date"]], "get_option_expiration_after_date() (in module lumibot.strategies.strategy.strategy)": [[138, "lumibot.strategies.strategy.Strategy.get_option_expiration_after_date"]], "cancel_open_orders() (in module lumibot.strategies.strategy.strategy)": [[142, "lumibot.strategies.strategy.Strategy.cancel_open_orders"], [153, "lumibot.strategies.strategy.Strategy.cancel_open_orders"]], "cancel_order() (in module lumibot.strategies.strategy.strategy)": [[143, "lumibot.strategies.strategy.Strategy.cancel_order"], [154, "lumibot.strategies.strategy.Strategy.cancel_order"]], "cancel_orders() (in module lumibot.strategies.strategy.strategy)": [[144, "lumibot.strategies.strategy.Strategy.cancel_orders"], [155, "lumibot.strategies.strategy.Strategy.cancel_orders"]], "create_order() (in module lumibot.strategies.strategy.strategy)": [[145, "lumibot.strategies.strategy.Strategy.create_order"], [156, "lumibot.strategies.strategy.Strategy.create_order"]], "get_asset_potential_total() (in module lumibot.strategies.strategy.strategy)": [[146, "lumibot.strategies.strategy.Strategy.get_asset_potential_total"], [157, "lumibot.strategies.strategy.Strategy.get_asset_potential_total"]], "get_order() (in module lumibot.strategies.strategy.strategy)": [[147, "lumibot.strategies.strategy.Strategy.get_order"], [158, "lumibot.strategies.strategy.Strategy.get_order"]], "get_orders() (in module lumibot.strategies.strategy.strategy)": [[148, "lumibot.strategies.strategy.Strategy.get_orders"], [159, "lumibot.strategies.strategy.Strategy.get_orders"]], "get_selling_order() (in module lumibot.strategies.strategy.strategy)": [[149, "lumibot.strategies.strategy.Strategy.get_selling_order"], [160, "lumibot.strategies.strategy.Strategy.get_selling_order"]], "sell_all() (in module lumibot.strategies.strategy.strategy)": [[150, "lumibot.strategies.strategy.Strategy.sell_all"], [161, "lumibot.strategies.strategy.Strategy.sell_all"]], "submit_order() (in module lumibot.strategies.strategy.strategy)": [[151, "lumibot.strategies.strategy.Strategy.submit_order"], [162, "lumibot.strategies.strategy.Strategy.submit_order"]], "submit_orders() (in module lumibot.strategies.strategy.strategy)": [[152, "lumibot.strategies.strategy.Strategy.submit_orders"], [163, "lumibot.strategies.strategy.Strategy.submit_orders"]], "cash (lumibot.strategies.strategy.strategy property)": [[166, "lumibot.strategies.strategy.Strategy.cash"], [181, "lumibot.strategies.strategy.Strategy.cash"]], "first_iteration (lumibot.strategies.strategy.strategy property)": [[167, "lumibot.strategies.strategy.Strategy.first_iteration"], [182, "lumibot.strategies.strategy.Strategy.first_iteration"]], "initial_budget (lumibot.strategies.strategy.strategy property)": [[168, "lumibot.strategies.strategy.Strategy.initial_budget"], [183, "lumibot.strategies.strategy.Strategy.initial_budget"]], "is_backtesting (lumibot.strategies.strategy.strategy property)": [[169, "lumibot.strategies.strategy.Strategy.is_backtesting"], [184, "lumibot.strategies.strategy.Strategy.is_backtesting"]], "last_on_trading_iteration_datetime (lumibot.strategies.strategy.strategy property)": [[170, "lumibot.strategies.strategy.Strategy.last_on_trading_iteration_datetime"], [185, "lumibot.strategies.strategy.Strategy.last_on_trading_iteration_datetime"]], "minutes_before_closing (lumibot.strategies.strategy.strategy property)": [[171, "lumibot.strategies.strategy.Strategy.minutes_before_closing"], [186, "lumibot.strategies.strategy.Strategy.minutes_before_closing"]], "minutes_before_opening (lumibot.strategies.strategy.strategy property)": [[172, "lumibot.strategies.strategy.Strategy.minutes_before_opening"], [187, "lumibot.strategies.strategy.Strategy.minutes_before_opening"]], "name (lumibot.strategies.strategy.strategy property)": [[173, "lumibot.strategies.strategy.Strategy.name"], [188, "lumibot.strategies.strategy.Strategy.name"]], "portfolio_value (lumibot.strategies.strategy.strategy property)": [[174, "lumibot.strategies.strategy.Strategy.portfolio_value"], [189, "lumibot.strategies.strategy.Strategy.portfolio_value"]], "pytz (lumibot.strategies.strategy.strategy property)": [[175, "lumibot.strategies.strategy.Strategy.pytz"], [180, "lumibot.strategies.strategy.Strategy.pytz"], [190, "lumibot.strategies.strategy.Strategy.pytz"]], "quote_asset (lumibot.strategies.strategy.strategy property)": [[176, "lumibot.strategies.strategy.Strategy.quote_asset"], [191, "lumibot.strategies.strategy.Strategy.quote_asset"]], "sleeptime (lumibot.strategies.strategy.strategy property)": [[177, "lumibot.strategies.strategy.Strategy.sleeptime"], [192, "lumibot.strategies.strategy.Strategy.sleeptime"]], "timezone (lumibot.strategies.strategy.strategy property)": [[178, "lumibot.strategies.strategy.Strategy.timezone"], [193, "lumibot.strategies.strategy.Strategy.timezone"]], "unspent_money (lumibot.strategies.strategy.strategy property)": [[179, "lumibot.strategies.strategy.Strategy.unspent_money"], [194, "lumibot.strategies.strategy.Strategy.unspent_money"]]}})
\ No newline at end of file
diff --git a/docsrc/_build/doctrees/deployment.doctree b/docsrc/_build/doctrees/deployment.doctree
index d3f6fe6aa91278c66170f0f14157ba510a60edc8..78449776cabd16be55b9666d17aab550cb0cc632 100644
GIT binary patch
literal 106308
zcmeIb37i~PeJ74BX`~t5mNY(O*=5;Aa(fO-vLstRh%Q?~r*+tpfwXG6Yo@!Wr@P&U
zM&k{}ChJAQ#T8EoUNBckaFP#f4w5Ay*#HaV+D(>(aD;>ek}Nq$%#rZt&p&Mb-{0@m
ztM{t9>Q&Xu$Z|G@k4w{4@A%#C_kQoa-+O$)k1u%HWiO-uxyxIPQn_|+$SxLZ^`g_7
zb{7@vh0cUiYfnEteajQmubtlL_BQRwR=v|KIMeRSP@+&OSBp)jHvJlWTt?;F<!Wol
zYhYo^DYVP=nqR-Ppwv@Zh_a<#cR{<{t~%N$cf}s3QLRr=kJkO2a?zQlvM4(LgmaF7
zh$!*ov;eH9VFQfzbZMpAoA==^&2xJ^a1XoltL2(AeYi7XyM1=M-7JrE+CY=gnpZBi
zfP%ZQP_<hvyu{xNYW9TqYf-V&P(McO!g$jer7|6NVcQ;~Pt&F4rM0CcrE5#`O6%OQ
z;gc<=*&1%vN1SGRtof+ZDvuBE@u=Av-s7Bgs`UmTI$Z5cl+QY?c7CMZ&ZE{@r#ake
zH|@4FR(4wa8DEBhQma`QF8UN2YPNvwbq6l*jDSMDK;Ir~+KrM<(6c8><(4%@q_if>
z)v7gVSI4cXddF&)n)S|D3I95lYSU^o>jkIPvPSDoD%P|BNU>ZSvpk5VhOCFYrV4dH
z%JoO<)oOi`O10~aa-p?Du&v*{RNZ?r0fr0<h8!+kM{F-$4_=pUfJohl|8B;A8}Q#P
z;A835(qL&_X#n(`FZsxHT|CmMR-JafS_ZYH7U)vkOJDNkwlkr9c3+*#?Jm{pEh5Tk
zqN66+N2_)l^qts|%i(o_c~f%02vD=`F~h3YtX%GxQ!6@66azQtSEE{P=W;`WyhB1G
z0n2?-qk6!ldTmSx<mKrAksMo}4E404?xFP5Jpiii14aAYbw;GM*7xbHmkvsF-9AMa
z33iX5lvX*fS2i<Vfi|BAtu<nVKrlmtfL>^oADIaRmkntx1iE)p32zU`yeCQ0ccIWL
z1au_v(2UY<pSlNfIU%b;pDjUIlGWpFr!hD(HQ2(xR=EaQ>#%Vb)<PH&sszy$mAVA=
zZ9-5LE3b;{Op<kV6f7Ev-ky!fPqPGWnF%UN>Yvv8Ovjdmp!i$nm@Oo3nb|^>y4dn7
z$!zgDi(?Ca*4XkfokYpn_tBZKMWCYC@=?9dbZl7!wtQq(Y&o6F9d`;%r`@u4*K4EY
zu?_}qI6T6(x9xJ(DMDAs-1B=<j+WDIlb&=MVu*EWXUj0#?Dd?rn`L{X>a@C;^yM&<
zu8HqjvZ+5BHjPn#p%X2cQGdpadIc=_tWZ--`!l`&bWH07)4nt-rtQq-b~Wqc7;n3H
zcFcLCQ*MH1a9o+I<OmhZqoYofoYE1l*2SC(xzJ($TpinsWY3yNC=_=p3#eK4DAPDF
z7{@A?qXzS6BW!RwRD5P|Wxcy}{OAKe{?DxV(aGiRcWO@4u3CFFU3gIH0x8qZVzEq$
zg))))Vl^eY#4++}rN>H6)o7>2LzPviH=CG}RHuge1Q&cS%7th3!b8D8Y}A~a^~q33
z@wv_nt|mvfW|pH3QjU(zJ>@mPsGIB(w-|zcBLir*Slxb3yhOV_!qK00FB|0Pz&+k{
zfIKRm)<La&VL4Sq_q!a3nw&k6LFWmR-N3+9U}HZ3QEhclq+PPxJnJgiXX%$?)f}2;
z+0CgKX)bt!iBlZ1PN00W%wxuD72t)Hp%uQ^cM8<>Xs4>r>*}Lj&_&JUd?kwRFVYxV
zcCBcQdHNe&kMSp90T|3^09-NCor=*?Pu5?ew;FsdF1^)g@IXj6&AKLM&r3CRSu7_N
zGUl^FzHqPKd(NI{R2_KY9O;;1`Bjr-Y2y;hDR@UR!HZ~3CGXeZiT?^{I07l<iAKHI
zwzZ&FX@UDQx!ivFo`xfit2iDG{z!vZi%`RQi-IKWQoYl*Y&8-!9lOYqE+$Ju)_zt?
zi_HRCkNPD1Lysf_R%^W6AjLS7I4igAzOh`~bnlsb*l(<~2}zE)scF};AU2ZNeF{a*
zMo;-vO6!E2MGbaB>Mt;zG^hy%ePkidB4|f$972~WkmKH(fw+=THze{ygXB#iNaFR#
zozIa(H%0Sq50L3J%hT?BVmyslm8YnqwH1&0y>3t2ZjL#6)XH7x$%#NjM#J123SO*g
zkc4nhNGHul1{+?iYTA||GgVlOD5|if753t4KA4qvlS}}}_uyZ*&*wyO`oLuh=6+X?
ze=sIG593E~J$|<u?KP=4bG)z85abFP0g8qAqrCe~L~$`(L#?H%Lm69+7{YbLy{Kuq
zX4&j#LbKand;FP}Rjao#{cBSkugJCmCZIYvQLi~uR;T3*S%-uRLDQ+0MMI>07Jt$d
z5cSwqxWC*+;0*q41L4GWy*ahRIwP&;&gxjb2|F`kd8O_ywcCx>j^W`kyzPt(73vei
z2N7VNM7QnIpl59<uH0(Z3*&hYue^<hU_DqaHX=y(6E9NCHNE;x;-5A-s<?RJ4=|@M
zE{#B<tKyiT!T4Jt7?X8BzSYXJXw1E977W&{1W~UuQhBdVvwN*siBHI=T;<8uAjuXB
z>7Wow&6dbAmS4v5%XFELFA&I{38{P-KiG5#MADgter?bXDEcp+s9VjB&^HfkZ5S@V
zp&w^m+{3FcG$e}%r-c=yHbOeyl=B#x;OJ+gI#foqfIkjd$6+zfh^m30DjVa?P&;<%
z!X+ra#U-{-3Gyo@G+QCYc~VvTqQkBU^xuQ*@k+NYi~}uS_*lx(b5#T>v@X6A>LOWZ
zA{!LyLZjnmUG52iu-uDLar3<)0bV66JXki^t`EX-05Y2Fs?Q`3{^u^Sop*VZ*a|qn
zz6H#D4gZWJ4v0w{iK&p*#TtO5b1^%Kxj{wZE$K+SC5gn`ta3HNB=$ack@#jaiLZ#z
z9yM<W(>t9hxhiN%dfj<g7}xyDQ#N3_yI4L8J2F*u?pa?fx8NUP@E)x?=kBs9omRU%
zIyH!iKD>kW4y%Bt)4a<Xvl~0C&9^mBW&-|Oxi*N^-*$b%d%6DJJ`4Z5+qOz@qV8EQ
zhXWyhJl+ejeFZrT_sGvPa0k{~!hgJHeSV~B*T%h`x%ct}R)m{{$nMJ%_89yN0fo|>
zLC+et&W^2zxo_XIUYG%8OxH_NO_q!865-2KC^_Y^5(s2>+V#66`onfC9Y{!+4mD@e
zbAwX5KpAoNyBe{JV@~$Ym<(cBH!JdY4@0&*b?Sdf*mzuiN!aA3k#6VS)45p*o3NQM
ze6N6QYZ<0jZV%iQEO=pdT53;Jr`_Ij6V)B9hE2PM7B!j<Z*$=>;~pA{#Kwzjf+kf>
z!+yzgwlEJv@V-8QnW>ykIW}f!2yS97#p9?wik^%1NEt=|dsPIw7Amsu<eY0DB8%NN
z<eFJyn2WV}XdolotWN?eED&I;j6-V;wXp%KEaEehhz60J!qjh=zOgUJC5u=rqU8jd
ztZ@LxYsU-2^t=BiVON9W1H>L}k`?bM=u_~UgPg?R*e*A;!O?wZE_b5bpg`L3LKC}(
ztRe-zKw*lF@4&#e<4okzrFFNrE=S|0T5Y}e46WDE@({DLIJ?zJik7J$K&3z=z$<-~
zW|4$nI$ZM!9nHfkWuhCc+&QShL9^9SG|`%-f;vk|FLRebtZA24{v1fB)A{z9&{E)p
z_))pW8|GB7tn!#g3;3;TA{nH?`T7u?LDAXh&SzlVd98L4`|j|Bi#<B+gtlc>9;as3
zR(=Hkm?AnHX~G`4X}3>!9u&TU;X#|l`h;DsO;_H8CftR1(Vl9+4$Y(P+{JjpEMSHQ
z5BWTQp0t}a{7F^42%5VlQta4(JxcHi19pqf#shOHl1d@N+)wAN5@h6%nkYz9>pUS7
z4vZrvrh0L&m(zL~rXGaF)k22a3`rLCr_!Ew$~~Sa>bde{JZK%++dt`t;|(haDT1V|
z$o*-;sfxb8P83LO@Msm`SN$3c_CO%8@Fnb)^v5iWQZ)Zp+t)($utuDMO(Pjb7>YUC
zt+Ln?C`UIQ#N-f%2qDHo+Vxr#J~Vry*1q~AHkURBv<-vQm|a5*v*2JaBZe}Bd&>pK
z>z#L^Vza6>S*l}ys2J&Zl<OMd$T|lGIEp{4ia=2_1HbE&M=T#`Yu#x!@>TvYR6l4&
zLe`>0mXvyAOZu9NO5Y4P5@&KbIaXk^BE8V+|JBTKJb7`Ls}v&4KV=H!ih!=fav5+)
zQw;C|JGc=E53IX9si{Gs-ogf|T<)gr!w8MHOS#+tq!D|kLPFeVLTrl`yf&2Gyj2z+
zvUoj4gyrQT1Y8M}8^OkEYqX5k**mK_PLXt>2nP@|wyv#km6y$f`iBPlRARb-DyFs@
zyj2G^SWFi}j|qQGATAHJrYX%5olH`s7D>u!ZCn{@BUy2%SB7YjB)`_20VF0+l8oOn
zb8wcCj4R%!18QkNL?oeleX-G6xohU2-8CE8Q%V*lZaO8~3?=(NZ0wA@t^5m_m+(Lp
z9M$L1BBCF7BaKeC&gbo&50BjgUVI+XWEjFD<F?+Q9r;ZWteA;qG)&um4IZYq0yH(l
zobqOvb=v3$S;H9G4DX<6(EI|UBo@|aXr8iK1se->-c0j8J_AAX7mVMuL%KzSvT#Ma
zw%({M(*9A2O9+9YYSX7tnx%ee>$hvv1yy_9<xUN!hG<_$G49-izu)}SY6RqQM!{cV
zi3khs;&qf<uCMPn9C8@-DT|k6$eALSB$w;1gsG(nI1;U?(EZ_M)S<q<p&^V7*s|;F
z*kR>cZEV^q413{A5l_tv2IjrkWurDm(bpY_+wH&}Sn^|q>&5FF0!*(!d8{U5x_$I2
zm%ER9vNqAIx2vv#Rlw<OPu!@<=!TS35~j}I>`{4&n2I3{uG$7g=C3{et}qZ^d;D2T
z;Go&YH)RqD8rLqMM#4P9KWlR*%0J2FHAD~1DVLcX<fryWH>=_L-Vm<ZsM{YcV{%yO
zk0z(q_H&`OjTW2TSb~N};~NqsS?ec^L%NaVF2x7T`-M(uaRj-43upFNJ+x2myI%B4
z6nk*Sod-ppcCQR8g46<c9`CT(kkT|D^iY6nSuVox(WyfBvfOm#bKqi&rq-V(0a#o4
zB>f}81;pK6oH(?3WYKAQTUKk~3AwNIF1#Pj-bgX+_1|d{^A&<9ljr&;sKJtXV+up2
z^+fgbo{X|t`J$rKPLFVbKm=Tt+k-9(o#b;D*j3oxX}3o#sBw(u<J8o32dEigZHzsa
zuy45X`Vg$@gw(0iV#Ja=ba`~yRqZ(NP-~dx_4N(H+Iuq++w#9yhjC1ljQ?I*=(B8#
zHhb|5RRoS@3)nS0G&V%@_w~WL*cv{>ZF}<Sf2Bs1WmlHUFMyh!4aqd<Nr;A`#y!7r
z<;)}veVf(LM?-f+3lYQKTF^3%)IzR(sjn=a4?c^b?#h@-nm8_{(wPLm7d6rjZMz{v
z3%GpgUb!nt+EL&8adCd=B1wv%jql=CZuV%Shq13U^)8LZRdE1nq|9X|<px2Tes^P9
zebBn2$~xz?fqHe6+DKGZW0+P_NBRh#M{D=)P`k;4w2ww$<6;;-v$>Ie^j=8JjZ7AE
zzhs^)K|Uo&uaGAxm0D#o3n6iF@10$H+?+0IYa-i|j9J-b(loA&Wai2b3+nW{i#5Bb
zwMgG%<VSP#d`W@%lz?iEp8q*0L+w!8W?quR>_fXq8fgQl=|t&1H2W|U!Q8zPrTBI$
zM=;)1j?%s<MCs+R7!p=t-YTEKP#LmtmCtDJ+;^vU5ii-0ljI~`6P8dl>|rU1{luKv
zPt;MHuKY0w^xEml7w}KzIdDq%5#K=~<ok$~FX^-#@EyApqiL5GDz}hoOQDu-;bwgW
z^TV0t_-9$*Fw?r;a|`1Jc}={jj;@LEVn{x;<`N!+{1KhPF5%X0m$32!5HQLgq&9>M
z8@o;N2Wek!E_c{ITONbwFITZ2syA`MRJw!Vue*>#WDFTN5Q!EAm9h5X73>{iX9KUf
zsM3?%tnv}-A}qzbs}QrQ@{Y11R^&v%L3`A0SsQuk>ojkHAK0o>ILg9I1z~5ghVJcg
zZ#9sNVzgYau;I)S)vb+_*jGWP%sMzXS@SkJFi29I{Z_mqZ?xl`3((H@cFU=b-jd4c
z6deX#&4(CSrD;hH<`$x2xKe~qc}+aKgia`z@=r)Wg-h8VW}@gxljc7SNweAblI{N@
zi?F$z^bZcB{O7oQ*rU`YCznME<G(X;6HN4d-&1rvyPM_zzKGH_79cZBSfHaQA_s}}
z$%Qpd_<m+h_^y!bes_!Kvt_Y^TF=yuKB8!IgUz{IR&yz_AIerygJ;QtAUtMWC!63?
zqH{@%wFY~bmgZqn+Nq<!;oHnjGp^)(KA%u7+WDj&ge6RNK3|*cd|vFKC&{;55gxLn
zM;Wsyq2LYrkv{}c)BVWXNc3X-$m@MSGJ4SLG8f8qqzY0mr0cjvcOCD`Eb_ZhgCmMp
zbPwN}JW?@Tw~g|sdy5Z3V2B!FZ*f}&Z;{#%LTBtY$y+Q#;`NZ$-l&Wh(rrBMRI#s7
z&x%1F&JnSqCB$F@mMgL09*2cR*<4O*5rs#a^$B*!s@TqEwUBLW#BPc>;$GUys+G0^
z88<{k5zV0#+M!Joqm)9<JC^9D3K(~$u%)7fwN5`L4EHyat%q{Y+z@cY1|@P-`D`>&
z5@O#6$4SrH@I2)?>zKp{17dv;A=KkYxS+zONaW^NCu=JCLI7d?Ft%O8`An@~WL|>-
z-;*wa_T>7PoQa6l$vxuhMx5(zmEd@j8}2Rm)sWXv&KP9wA3`38d56m}1%Rur!y?Pk
zu81>7j~qOG|B=J_ok#cQ59~dChW5=AO7y8-!?tAX97Fygv5T4f_z}z`usT7zn=^Rj
zc@6!bhptP{ago=Edd9|US`tn2*Ka3jCi$Y7qTZCx7uA*kmv#~D*x{|H9;P2?;Rs<$
za}EtmOHzsUjC+Z2=nNgpP@#ka`ZX_`56^EVAl^0|uBAQW*aIMWG8-YLHt4Xh;0TWV
ziUYoWSFBRvBe6z!7<QGj0)XZ6cO+KCV47*sh9;*-iv@C0=ZPZDz`%%jR^0c5-5XPw
z9%0+n6sSp7S4@GfS5fsyc4@Y{9kSJCUx56c1{-K|Iq74ZLis9}56^`*s>zW1DoT-c
zku0d7l26%+>rqJ$dR`gRzZ^YRML?&K@NJn%_+~+pe%A^P5_}dtFidFOP$hj-)ja0q
zq0vMFzF6bF*3wUgS~ByJc<uvyWz0aOwH}7kJPb=oc^JLCk;!6)hP=@?2=b|@`ZvVz
z7j2u!^!(p6NQNc)zY{m1_qs&GZ8UlfQb5)kN@*<p?aTu6X~Cj?q_PmS*IJ`*F@lT(
z8^Vu~0M4hMTHQYh)inzXiLMXH=Ip+a)^Ql<%74IaJsD1SXMTXA@`Tn-<sS(>VZ##-
zZhX^7ij5T)4W~V}@eQ<PS~2yHZB(A2R`uf=-$&K-$2BVNq5A30X}n73-jO->ISs7U
z3@hYOxTd~5(oe1Kik_e>XOPFhQe;@X(iu&n&?gdDN2@_mM)TAvj<$JD?@Qjc^tMCh
z_0$zFkqOhg@T7#Pq>nf^(895C;wDvSow1yzTiY`0)@Ib;_{6C|%C0$_C2HVNXEDPV
zuc9+C^vR?o09MgM-?Ucug<4HEC_d8r=4!U8fzyQ~whi-r0C_r)hqb0)madgu6J3e)
z^3V)e>*Li~P_8^orPo$`tZ&UQmDV~9BbLtKz8XCb0RYoj88o=@?MBB;$qyDYrsSCE
zhttMPUmSq}Aqp~^S@>9zx6AW7ZOVd-Je-1A3suOF>p=7(zKFGj(G7-Q-wOWe;n&AW
zpkl(W+x+lrrWgogs#`}Dm8Ev1PROY2?Rr%9?F3Gy?QTED0*M9vTT%yUG)17=dVlc(
z8(P{Qfus`c!ok|@8G^Och9~Vm(EQ+2lr|RYUM~fX%z+~zNGiDTQQ~E2D%k7OQHtFH
zrmH3bzY!9F<T2;hnC}p|S6|Gio(3Xys7vX^nSOoNqaP4UoPPaL2%;d-vQ5AKfXNwb
zK|eBUn11~ks$QJw*C=$;=QEZhyvz+RV6@c0e{GJ2t$<NMRVnRPbbr*^{f?1~IuB@A
zr+9)OiP1{>=Vpk6zmmXPvZ~(6KVb>YP197)u<5<VhVvLEGjsxrg6+p~RS}Nk(o)sV
zQQFZiw-Zq?KQ<aafNk%=jZ(NX$ZArGCp6GR7I==P6!<(C_VOOGYaL{_7Q64T5p#f=
zrn_<EkuM}Dr8B;i7N*>$jqZ>m%E2vG1PUd)hHO-+);e&Io{w||S2!ff9=d8lB584B
zE5!$od2LFXbhYB;1R#0^Fp1c;glMt^CP057kSbn(^+I8+VQf}KRM3QUEtSmV5?qNI
zNj|EKyp|wQtGK*&xa<8depz99(uuKC7YkO61w$bgX!d7Sg!oJ2vkE)e1F8|+guE@(
zYWxTwtq;M$Gu(xqhNXk?ns`N&pkAZS#swri2=Ts|L);&&@&*LVmQc!X#h2gY8PhK$
z&zN3}<|S!o%GJ_-blELAUs@kMU(%5c&XO8nv_4BZLyV7^CGGQPNwYMjo=W>RQac|<
zElW|A^QNu(yy<La$!wwq>(X7bu>YF)QhU0YHj1yl?WF+;Ci;eFQg>vSNl_cZiW|F4
z+V&!X!Vi|6NxskGV12A5H@WOCIbM2QdP}2bc&lM9C(0uu<p>SHJX+Fr7L4_0sY!Yv
z25-Jasfu>kjnMDkKp9G}jsI$O%V{?2&2(-7H5POU2$=MKz&65&5GNlXST$mhUzy8=
zh$Mv57v0MHNgBjb&eA|pO=3O}l9*)s|6Udob2(`kn-Gb2aryA#ySDcJ7@aM<bc_{L
z^JlQ`YcDA{UG@iKdlz-26<QwpqVe^UnfdzP1fTldm0en;wM(UR3!`}<Sg9hRRYr0?
z{nYAyE>zbnLp0OzVR~TB6<UKUjFZ`XN!e}#zF%XSnem|M(tk}T7afSD9)$KJyA`iX
zb}OnE-8>~Z3Cn^;O?n2`MSBJk-k?{oXi?BB_#O#Wj8|~8?-iI#YnRHYP$^ZD$|i^W
zZTgVE4AAK6U={@u=|0rpA^)m4Q?E%T71o<KN~S)ZKZ>4+GU4(3&J5!@wIRgM*lp5y
z{%MW}9IDsoN(yTiwxS)y@gvImij^BVvdhofCmIazN1jhUh1B%7;1vou3&rC(5`b}&
zG^FDo5^Zl)4R;OdUZ%Wr4&6IVaR*#iO#AHU#ts~3LI#?osXyhd%6pyC70kh*USdE;
zqBJ;?=Kk9WO|LG26{>F7%P2dHM!)Hdb*grgf*bH*w9CZ=9pp84)TMvZ9n);W9;cVM
z-Wkcz_;wLNsR$1Q2ks>hyTWW0TBCfC9VE%Z7r8Q~k|y_ehvYt4t?pp8GMAH<`$r(y
zw{v-eS8`q<cWH%EP*V9PZ+MXa)@3$vMX%&+kYdt;u8#VwasA=UTz^n-vEO|plc^A!
z9A{@NG`I<h)K=P$%svJwJjU>wrI!4MBMIfA{Riqn$a%8=@U+o?xHP6u$W6j(t#3_2
zmQy+xH+MM~QOE>+j5mYadgS3TVsMO)fi3!8uAC%O-lZ_g&!DPOOQfH%UH3Dl34%=V
z*SE6BAU1ieX?W43m@4R97zcgb*Z7YRGonzy*O-qqfwyIFHmDI#R`q3A_fdcCP@=(8
zcrZIO-p~DjCm7-z-pa2KfwC`cek?>+v$m6q_)#V%Sl0^U+-0~f0@f<YAHk7YB7D1c
z9vFOtF)(5(SDXaXjlve`VaC^R7g1J0k-EFbZX)p_a((yUE`ibVx#?1m+tccd(w}sN
z94&o4jzj-|Ih6MC&VV>0h1BMtG`ry|XS_>)V)9&Wol%}kGF8$pg!5eTH^r=f4l&C}
z{1WB4{I*|%^ISfKS&1*~?i<vF2)2bR(JdU>N0!}S&Rn}%#a#$|wh3OQ2&?guns=>j
z%ffk@!Z_|wwq}s^k`VN>UcPAHQ52uo8&nT7#ijH4CXMpAUg`-gWk*-ir`VL2d~S;9
zv);=<NAsxYtc7aXMODI-L#2_V`9sE(mx9ySe@7sgQeOI9dSE8ahVG!*&>oR4Q`J?l
zW=nbLx1gvblu1oXt|1<ZX-Q<tOTP)MLCIu)N&>FUBmrdFuR@KqtD<i~`PE!r)62w^
zmp;TQm75HNcXOG^kuK%sa0pi|@TX-$(tDSNOUs1he-19`Z4b3=)+C}MLBmm$OertJ
zIK+=3wAd*%_H8~NlHF)ij>{K^)+EK~WR6RpRZ{F@a$Lq?74)d{;Fs=EA0dv%c+@JV
zWlD44NwKfh+L|4;Amvax)_3TRwUb%&Y$<wvPD@3qE=#5P*HkaHH>La6KLPn8dIcO3
z@~=aAxGAY+Yz8B0L>LpZ(9>*lWe8HWR&(k>4(1)fEi%~EQ)oI!MlTO~a#kN2hvb3m
zCe}1*fS_1Xg$}3VBr2*<vghu-J>In`{?;IF4aau}y@@@p(W%#~SX_{&%C+<9-q}bx
zLdhVZ5EA-(aWPzoXYqk{v1ce%kgrW$<voysVLlHf2F4n^S5hHqV7rqBww;9nuC=G=
znxq|0$cqLeqHEXXawa+psrF^Q@-||c7|E`Qucyi5(;+S=8{N0C5Sq(LqxlTv=qWC*
z4PFQ4P&A}g&uN=#X#eR<)R9=fQ(<jL<$1jbYsZSTK+X5XE5Ayx@Wiv<?Gbe~K7K3&
zsWvcU<E^JPl3EM+w^sX;q1tBd($Gu&@zA>>tcqH*VW7-LN0RSZH2+_@c{3Pfq&_0R
zP$zJQvYCMpk=?;e)wwn~P7A$i8t#7;BB{oZ#hQ(hEI|uwwX_z#5o*Cq4PpxQ$xK;m
zFnwANVHnf#=iTV(FSsW&M2bK0?M8<zNdkn~NcOefo*c5gWQIJ^%ZeFCWYn@dlQ>Vc
zy6_2lSyo@r%UXfoab8x=k6R{=O`fp(V~yrtQC%s>(!aV>_pe?~AY=+$u15_P<#omZ
zQxj&Yq4yClbQJE<QbT?K(nd7u@~lF!9;0VPjR=u7_RB#mgJ-pmJ*%C?B0K^w3yJT}
z^!4o*TbVTTK^r0lETp?(M@J>9iOy^?*I9QGZp2_=1#F%V6?CD1Bl$o`YmWU`!pWkM
zL})~kBem%^_M}WrMEFuznu?~ZkX>K0E5}Hbgcr3ss)i<YCqhzZHi=}UkFuzl%gLee
zr&0bOm)HEKx4ziKz_Sb(20h3$`izC>lYJPhhgvXGjwnohvhCP8YxOW-a&b=n{3u~7
zL@)8=&yz;VWIOru1k)^@wuX~GZ$Z_IbMogooteGz<j;_SDQ4p<)r#5`YL)C?m|{6i
z5&FEuCN9a#SZ6e~($}~tdWAHIThP(?7#OdIbAFEGF(#Zd=sOx|Y<HKhu`F0!IvaiR
zf|A>GZ{rgLM<#FMH&BBu#`TtwSi0y@9laN$=;{8(har7LsxE(HOK@$;=x<OXLWGU|
zCixq0#9>!V59vhIv5xRAcH%IUw{k;q9C4-vV!)#{^7;Ac(ZrzLQpxks0&?eJzcxZV
zbfuXH^>hkl9LR#}L3@sBI1g5>V#5_0Qr=3nJkqqAW!i{^tbt;m67EBz3mGYX<8>qw
zOV^QDns3mS$H#cf)<bm2iw@Y)W#M!+B*Vf-Q}m@M+{T8E#hJ7wa^w+Ca5|_HG}o$E
zogwSAm+hKTvC#+GfJlW9v#JiZ%eaFjw3mvmPn~L)xGmiGh8)yPs*GF808Y?B0tO5p
z!9WMpJf385lKASd#AZ^(!sISY&oRSwW^#wRBu`4mjkC~4*NyPlaN$V2Y=*tIe;|bv
zL+4d-wX~t*`H=p`kA3pY)8Dhwn#;){=I5cGU+40g=k|er3(DksbGM|1R-@|Wi-T5C
z^Y<2dS}Be9Jcy=NvoBQBOlR`*s4uqK?Mq>FG|<CHn@zG5kzb4wk$1niEtxMI%R_K#
z)L0*4WO@<Eg=!{?0QJQpaQ?+&>kWiRCl(*^#Uj}`eKtAxbqU86q38)a_ijiWprnVo
zF4{x&5DdDe#~>HFYr2ahE5<e5q<qViBc`VXe!#%h+*4{oS~%Z5-K4vxr!q_V2`S|_
zl9y)o3Un8h>dnYS{WZuSk*v!_y*-1AN{xsiFj<h#Ckyfm=z=88sQRNF7%8aTCs{ZW
zCJ_iq>Uoe^m(+8_vlvOm6%2C1WAdX+;;G-`<BMnDBA+*hgeKVtzmX*c%OL77OVBIS
zWs(ZdNG3lHaU$Y$$z+x*e5es2lV)R_umFCNr%hsu5}zPFN?9&oNW9A&IU9xeOo2-M
ze5$<H46m#80xg3hSvPWDW6t8O(#aW#N_2q}Gjxr#H&e;wy6)Ye6>-dx=*DT0s@+?U
z!f|Y5-9Q%)9wInS&}0e+Ioi$`O}2P4#A&~2(n9-#Y??W#I+Q-6hD6kscdt+#bCIT(
zXxghzHB-$XFfU_J@@FT4^PFx_c^24(V`5C0FD4MJ(F9DxBf3FxB$rgvaK2`*c4&s?
zmz-X{Sf8wo(a9kZc0arO=t*nD!D%L%t5W`G>YwIqT}aT}krH)Jlpm!jXA3(g9NZy}
z8fP7BknHnR*I)H@{d@2NVkQO{fBdQZ8Yz{S`gm94X~i{<<kv&Wm#o_#WsNhJlMd}C
zp<Ex~^5GLTdXnwe;VA2+)DJ;BpTd>Td9>5hq~TO`2u4w>-(4DbuaWjknMwP3K`OKv
zFc4asR6@6vnkU_-?1%)dM;IKf{@;h{o7qTHDj%lhA?u{IYJe)mR)ZhR940HtGNuC(
z8x_0sQai7FMfXRo-Q`PyEXhF9$N+YjnC4+gYTBp3sy}4$G51fy*dK5?wR_8bgw_u^
z%e`hIFY53RQaQKrLPNj+=nAef?FVTfbxCI0*S~5~ur;$3Y(fp5sNR%j6xO<;iZM0-
z+4eQ~)U;!<_Eu}@{!mM1(IIQ#1O4)Jet_0l80>U%{b_VM$dobzr{p@m-RP|)q&Z@Y
zN}iN_Jb6;md{KKfLYfmM;2XP*LA1Xlr#CTY=|ZFk&T{?(n5xfm#z_`qW;uJ+EN2!j
zU6;yhb9DViDt{6bxRUCL%)0Vg7F$e$wqswX^Z_+RjHapPgKEk{ZRt86FXW-EEWZco
zCen7zk+NJ|MU8kW5;%l+P94H~VZCA@#>!*+Ng@xtUEQFk$S(R^h^l52L-y~dn3UjY
z9XEQkI&klKP3q#$12kD67*flEe_G)W0R8(IdLx$d_?=+4QOuH762BigCB_wsVoJP6
zPMIv4Es?kJkb@;PO2de&pDa0};)zoov(VdyHgDykD2X`}@`H77!57b%hOC`Pr-Yks
z>qUENfR+`-L@JlNY1{Bbz1A+F4jOLQs6~}&CRTJt?M}6gmT%g$*)K&mJW*e=tH9*B
z%MT=|z02)!o~r9Jj@pR&fhhvj;pvWl1j|c0DUM8t3#PR7J<-HNHqavIRE$A-Xrdm^
z@35tw_L5r@HWED8<5(xOMzNb}qFn1B$)$HG8c~AMykomP39eWH#oDHAwK}{N-I_of
zxDqbaG+y)`oWTni<(yZ;CBs@Jr?pPePzE6L9(kgG)ybC_Sm0!G0ye##!Y<vs9l9Va
znVPr%At`svynVA~1U?rs0!F3g?6ChUS^0fq@mUy)|H0)=^Y)*?jPu`y5{Ji&Z+KMJ
z$BR`F*ob=l?(z_x8Y8}ynGyde2;1+jGg>^Y52~SCd~Mc`TmhP4l<@ZY@3dCtEe*Dk
zEHXZ%8`D}`tvdtIOLW65VO}I{wbsU(nS*?FtijjXH^2zOYU6?gve$p7wX$L6P%dDT
zuC--=2vk$!k_2dxe5JK<=gi>=-24-U#q15pNW>q(cKjWSxLLqx#`blg3hJ=NJ$@XZ
zYcNeQ)(WC1x9~I(BIFjXGxi|KdbKwN>V`t2^ABgH^Q%yU=lqML+n_Z^A7iu}!HG!k
zLV|lGGURrF8azwe2(@lz4*9x1umPb6Lzzw}K8N-mV&u*JMhe9bb;VvYI#6M`cq`E&
zBo{LX@cwvalKvQzfQ|=s-#tg)V%QJO_mY*vQ<OYk;%7w;GWvs|cFY7PM*C1*OJ-j9
zbKPF3CaGai)5*XeqpLSF0n8vp$^fRCm&OAQ$&NdDi2z|ZbbkeB7osU51!Q&9XN`;h
zGqa%l4s#FUo9B?Fkd%M}JV)~m4NB@$SBrGA_Ib$Kr!&b~e7n(MLmK9Ui<}%b{6KQp
zP|z}JV)8=GqJ-Eaga&UElO7{XGAh`8_dIWUP?!b-f|o4|1_ZxFjE@NjZczcj)YHT+
z1=7NQ`qf8%_%Cqx(Lz9{i=o+skyV|C8a&qD>`mE?MAJ7!P))tBc+m_6`~DQ&64|<f
zeOWF(qDImR_H<goe!*wnNgH;q5Q3~5FDbVhqj!}Fxz!N~%J24&{B9sF#>nr0lHcS|
zf=O`o-1ENR29nR;6B4Fm!MzhTSa7e?Voj8+fg?-Uaw0Z%>k>;<W+bs+gRl{yx+FGB
zf_Z90NUTv)lH!%?_@t#solW~<4sz0J5v=4i>GXnTA^PSWiX_VX)|`tP^pOkkBwQ#C
zpX%&IOfjz+)x6wLrZ(jh%xXy?F|ZYr4_R!9@dVMIU%6Mv9OQ~zViZyFtTIW4h-WPe
zl2#kz$3x<iETdyAGv;z~Li$$_j{=tu2eY&#aO^?3q&yaMQ=~=m`%4K=l+DrM5#aW_
zed?vg&kLFP`J~`aLXvqZrJETo4wjf?{+*$^X4#<u+=pqARBR1J11Rt-)Zn7#Yklga
z*3O4!4i?U`&eF1IaD?$OTT-c7{~Kg_f>~!KCr#-dODGrZW>XJBd6V7jH>CDPUI06p
z<bY^7@5#DK=Obn*-E%%9+(FOdtDvmDl>S+gsTj{g+c0dh^-=mSHyZ27?|q*mkp2Ga
z1VE<amVe2@ftjV+FdQ7YbZ>(S>&+WwRX=C>4G0qvr_0;OlK!3=5fW+aH_6-h%uDI-
z?P__fw!<pGO>&xj<eMnBI4Nl|Cz`0yEv!fe#x>=YtTLH6d1fy}I^gadx>@qyuUZaS
z7XFc+u{xAAU$fF{sB|X9T8SEI6HERhBzq~BH#kZ!<-ez6yoTE%x=bemby6m0mj8ZB
zX08tlE?(mN_XLG5t!8^EeTr{F3U6ijlYNSf3FV@F3hF_~d9qKDBEo?UCUoD(oL&8~
zDbe-`?>iw>=bMu`On^TIdh4FXL&V`2PeUb=N<^qjWwg+oo&w+ZHUc^DCkTj4MzPFd
z18*a34t%PhcVU!d-Q)N!M2(0P_Bb|Y$$?Lec=8(9e)p)_ekTpg3pMBo3G}C{mA4Rq
zLMv)1HsDQ%=xWw@nv}hbi3!$S;vDz{M{0@i_tktK7`%xwFk&h<;R&W2g)P#}jIUAo
zYb1BC{BL@EozlGbRQ`tk{#!gKmh7dx4`qOVOF(*&@;;Q7q$}k;PiSn)Rzisq`buj{
zO9ZV%LU}*sy@JzSA!axfG8-K0l#7l!R;quq<hKp4nbzB%r?r1Mf|rYLd1Cst*bcft
z=1yNBU&LLX?m1zJDV9DPV!V-&oKOGv{Tht^4*;I8IH#6k8gR5($IVdKuTmQ=k9BYu
z4~O<>J7aXpHqMqSQmD{&K+<?`+umrWs^4LW7O=e!w_&SPA(R!tu_kcJ%qmYb>dm%|
zE3@=uD(zCeMY}NRo?YH4$t@J<ZOyxC3pxAC%~pE=_1adaApr1l{t`f3W29LhcbeWs
zz(^H?z0OmVl&(y;A^FRggL}I1uk5=#isUc2>AE;1EKC1Ogb`VkHNvPQw14hP)Zx-~
zhts<E{|e(HWf3<FoWb^7UnxF~v!>++1-Cus63<w)G|uwi!i?p8qu5L<?jFbX+sNzN
zg%Aw3aE)4dv|NzP7Q0RhHV&7fldvQ}mP?cyXivF?%*;h=(ith$>*LnRV+Rq)Zdyef
z2@Y)tDbxk|f>>8@f)$HvEl+lQ<*GbSbPA112owrTJwbEl(@$-V^-r0IOJmZvP=gmt
ze&gRZ^^|}SMwv&qL-Q^JG5&#xVYG^sJVZ|uM&Ut1jw_GA8u~K%Kfx(7Zk`1CS*Cm=
z6EI7h3kr7!LO$wEYyzj9&3uxX><UFn8@O=<Z;;PvXSG!yAWMmT=CmjaYs;c8&OuN4
z!i_u<lvzQvHBlZbwUMQ&RcA{@Es_DGif0b)e{gSp_mRW*?Z5v_q}3jhVPGYjt5*ow
zR59#||Ek~po&Rev*EH*DLOGM8-j5n7&D)`cBz;#TSEw`~WKq(mc_V8)p&Ja0$(l<d
z3j_yk6fpQDH1HezlGVF}Y2B^60n$iCe^d&4PbSjREk8T_8swE6>bp#LOWe*0h<B$!
zE`n7o<2-s3j+y5Gv<6_5#j*F6gCiAi6-Y_R661t{cN~KBg7O6L@ff~Ivel^9ipb$6
zPG5+z!B@2orN5VB|E20(k@J90oD2i(p(P}NlCEZEuQ`Ea0cALSk=%~?s^EKdCisZm
zr~Mkt?&Se?pE?1RkPyMY9HZM9kiVc{cQDX`l~WcC*RYR8u)19@j6((}X#qHnT*El6
z)2hRWj&|BO5d|5LO|iAClk`v?Kb($$Pg5+9i2I^Y9>e)fn{E?lZw6?G!Pzn!WI6*>
z#*GN|+Tdst2UEPR7yyzJc(LRKqsf+imd>qIam^^)T|{C4s_=@*kHu*qS;ub!eLA%<
zdyEV}*6LeGyny>qEt?W9z&mB|>)w471hg$KmL0$vehVjX*xpP0?k=_4jn<CgVWJGU
zIRwCm?>&<zrv-%_A<#$%e=7G9fin<T8#5}t+zL&sxVnpQ!<i&jNCUdiE2uTy3^g6^
zv$*qX_JlL-`i)ec1r+Y;DE9N!aZlkhl#YOhSMy#S<SVUcsS$w6n4Y`P6De)X(O!9@
z45#4jG|SVK*HcfJz`qAwdDCmZe*{Z<l|(8d5+<!0|4KJvc6~Gc(?&BdJbP#*898Z9
zVB~t;1$-Uw^wZPQbBmaBOE%5S+`T6?rzqaAT=<iRRuQD{Vio|(p7vO?-f2XD+3PMW
z;9eKZQo26IFXApjmC16kU79{{H4*+73B<LP|H9o>ehL2ssS(>!<u_3Fz~(t<qZ<xp
zPRX&0-H7$N^P2U^uJ;?M3WoaTRM#gJv~ZDX<T!if(ydkdeZER`z?2I@*CWbk8uyp<
zF_Q!M=ctj^0lbp<{in$lDt|&?tgU>3i&nmje?q+Sy>u4|74|r-LbJ?+T{pUyt@P1d
ztQFL7o<}7z;ry@3D9C`~p{oeze@U*81!r7FviF=#M?|~vy+Pr-&?}_jdShl>uSbov
z{JolRy*9Z*5LcsBtNbxYhgSbE1qJ_?C@M6ZHEX0^>{gSFmCvJKP@p!Ng>3bSV>|ck
z-+L^-bNBAO$B*Yv967M}upGFeKPoGJJQK~O6~BgPc{DvO4{=d58rPksXrs8y$~uAg
zA3VHfeL{MJ5}~AG3bo3NP+Lo=jm<4;*FJLM*rQt>J=v_@x%u|nckVkmdHc@#)Xt-0
zXHPe6iI};NLhFecp>-{x^;lN4Qc3?Sxz+4)+po#(k&}l{<PV=bv}^A%NsqYCiW2Xe
z5hd0UCElH$67Lk~8SOmf_-5IycQDUA+?g1`+$>6ZlM5>JJ~|`xt|Rn*d2Z3`dvNEb
z&6{t#efynTBzN>z3gkbS5y;mQ$p0fN$QM;MS4i31e>{J5=TRk<-5(V8&(8>Zi?IJj
zdhGv}i<)gIPMIC2=wjVkf1=rOyaW;6Y}{(tv|hwB1k7T09^F5Hol_i*MEUzL>ke0-
zO!eOESgSRJ{r#K+gQGIkkDRdj{+x?rks&~&0Il@i;}{}Um4^_2{MPrpjQ>Z=Z)+=k
zS7dd6dQb!NihlQcLf?S0=6FyY-N{lxRobH-ri{ek3hx6jV4_JB1mxF-+Kitb(xijd
z0er}}>X4_Wy%NMQK1NmXoxvMO5a%)ZjKE3<DUBe`C*Deei608gdoqzo`X1{E%pF<5
zG?GC2abhGh7u`onE@x`-Mcw%{DV#nqk7i~c62709OsYCAZd={#-L~p3moviF;23gu
z)-ZDqPN6IRS+pW2&!u%Dq@lI9#+&uW$DO?b32|pX3h7OSIoxN8J@2eG?1CK~ja(i1
zQAxpMCMlp`WZSR7!N{9~!N`+{VR&6e#v(Uh-O&aCf-yobpez>~ah=E%mUvp&VT$D+
z3JJnYN|T8IcBxFujI;r@Wx<$I!c|nDoVpfy0`fk4S}bD9c)@U3N(%MC>dG)^p*huP
zV>!u>g8Fe$ZVd6lGWV_S0ckn*L=_2k&>z8NcW@Q0SZ?>5mI-+g=}d}6dhq!{C7a<L
zny{PWxP>=58hL91g}?UrGcVCt#e21Z=1E_2qr#Clo=N70w52_wsMhwILT$&}a2b!3
zZHRE>l`<R|5&=CTN$`gwlGmt+WT@u70$4vN*(1JdF-i5ND<t_Wb=4J;6ad79B*WxY
zrqL9V+&}}0v?;*uo!t}glG^_hZO*)yRrE(?>pq&AN8}X9NaQU9;4cf(f4CdC?BPN^
z)b|<D?yN$NGi@URj?Z@CmwjSsh%Y`*42X*_ek&7q$YuKnCSJUz5f`Q3GDuwfyW|Se
zz4|&AHT(HV@x|q<d~{>tiz}%_rugDg)JPk18zP+hk}G7v*%V(KR`^E57dK_bbubxp
zpTEO|Yc9D$5Lcs#l78u5rH~pgzUZmqet4<jAY$gg;<B9wkM7*PGY{7%e_-!vIrM~I
zEAy7mL|~~Hw-Mo9ot|)~xu{t&hDAUIKHE4g=~5gKJ9^+r33p6*dq`0z*JmYend>R!
z&&~+>O@w@FZjoPo^uYEL+fF~Y^VGJZhxTpSdua1*r&T~W@}olIO*2AcGokUutZ1YX
z{s+0$?4!U+O?r>--F<BD3CZM$FADz;%?ST3g#XW`$Nz%@DPvG^Gt02pN|aHIXHr#>
z;8Qaq!R<tXPs}X|Hs1Nr*eeen-!i%X)FWGOzi)SA-{j=OmEDayUb%bpm7@nblgFE<
zTjK`~?UbxdUqPY!<r$&7mC*fSR&+0_#4q<GJ{+^`darQ*|7L{yHp2aT>2d#OE^4;e
zPj*EL^(dHUw=+jBy?W_`XyN_7nFE+2`q#fYt6OyiYH-~0<>~O&W`0yv_u=Lue7P~y
zrrF0OU)V?B?g#|ZGeF5^7%ijj_-@#ClFj8zOe4(F4ND`N#wh0gOq7yN&m9EjeObXY
zl0bTkV!$*P^`e-<TZ}In6~z=2QB{Ydn486<zEXmx8W*^fQ|ySq<!TWbh>cr%-!q0S
zIWTAlTlVj+muq|&AaY+(+-D`Bug}DK3SGX=ufd_qyMm$1y$G!NFd=w}FeQfv3mx21
zTq{g@J7~qOSbTTv7Ir9#o#Z%5Loq};3WR7N>K2-HWb&qakx$})DWaIi+w=kX&1;2f
zhl7xZk=y$;?%R?9O*Gk_!bW$Feilmj2YVeUT8TbJ%V?bfjshgPnRm$APkSfD9!&&5
zvBR@z*Wg%VKV<-TaX%R1qgaw@Vqaz%yXO(Y#N2{*d?tk{eX96@%E`$|?3Wb$i{Ci8
z<|T?oZ$j0EkGJ|V85NY=a3&q?r3bc17T0=sN2rH*!z@FSsudBOyjlh)yV$OWCkc~q
zc=B2mp6sd{4p3rOo)9Q4M5({)3Q|5t9d-pN1sHKb$}qW=B{c;p@1gNRT93paWt{2q
zLSJ#8m1X<ysX3+xDqlfBeq1nN&I6U7746O{P&v~!^gyN8#zhWPexDc+7pVM~Oxz*o
z?0ZbSc)imDmAi?H|D0SwdQjiyqGs<tDNuRM8Xw)5K;^YmB2%F9D%40DsN6$1uSu?u
z1!q&Ba)-h<B2amEW?b(`2Hp3N_Y$sKlPd&qHJT~udOn{*YP>+Dr$%!Us9dr8$o|8-
zb{^jw4pnx4P$sUDiOAA#zmJGFmY#S;E^1be2ZF&$_*ilb9m2+(W6mR;G7i4ra4k;r
zB8tgJ75T)IUye?^a(q(+HswB?es`^*X>EXhB18*q28rb13IczSm#?%oE`-`J8yhl8
z)GJSUvtXte7zWxXp}zFrPYisFdp1HSr9TY=Z#aI!aqK%sOZ!`o)=nI1?BDl5<z#X1
zBS)&`6R*7Ol{?QqED4vQq(bm#Gf`AZ=srU5gIN(Y5>KkP&8=n+#jXnIXD}EW`AyN_
zcV|R{{X~P`N>77N3B-)y*b}}gc_CSv49%IMdfS?@U=i86re|LbQDi2%`nRDrjGDlk
z)2P>3=xP{fqqzCH`buKsSGZ>*gi=@2uyNq<$wv#dMzeLQa_-!bljn|=9@x8eeDi@#
zr)rNJJX$!gZ}X|$Cr|7j9p629&plFYvsF^k+t;7PX^|RyfY4rustMjp5N#t#=T3tW
zTt2?@@Sa^qPD$b@4c5LX8sug~gM&na4e4oc6Bjj)v(v^9vs7gq3au4K>gTMDfoStB
zX*SCGZKR2J@}^NaRL^3|tcW=8%|vDzes?m-FiqX82W)*5jAYR45jCSb=9)d4@#fiw
zLTwtgpY4;6%qt?1$-oaKxnazV8s;0VLnOKPGHs1uOYKb~xeHiUq{4Z>6rkrakxQDH
z!vtt2E1*Uq1kH@Os2743^MLrGQ6Xp%Vo-HB1np&&GKQdK03{*>-CyuxKe0h*zeL6`
zGzWPNVd&Kdnz(AQ246x;;3Rn+{ZX<07c#M)LeL-fYj6nqfnW%FEdr(<JQRSgAz5X?
zp*S!u#f*$abL^L5#Alu66i(7l;>Jh{KO<UfC&YsXtZI4OK@fPNE^b048h8<13M&Hu
z#FKIKfIKY<8@KRR0e>LOU6XNWxuKS~%hJ`9P8;X&ajd`5EEfP*ir}(`Zy>Zh&OC_?
zEW6MDJ0p^2@PE@6ps0B9jc1a{DTTX76xG`Ptx((X7F0%xWgDSQtQ70jc&JB-3I1@D
zSlh%Jsu_+E_lQ=t2(fz86(9Zrb=4Ig768P>hr{GmX3i8JK2FA5s&-<0INGXs@y6(n
z%H(`IHIMYz@JRyjc|rO)j}5=<N@nS-V#70SLyrx6ZCvEo@GZbLHa2`KeasXm-N3|)
z*EBsge44m;Q*s6A+}yxL&2D*8Y<NFmBtqdavEc($A`{N{C!^pybPp5Gdy*?;!PyiW
zE-QQ^V#DK^aUDwr-N*G+gljRmLJ(J@iIP6ybtzi)V#A&q%}H!{*@0s_aUMP#84kZz
z=IxnG1eVV9tBG)LPl2MBJ>qFDYF3QHe#FV&#3}~Nq_D6k6&n=3Cca&5DE|2n9kh8}
z>X`6HLv5Ii3{6U@SB^7n?2dNFpru$B2H7Z=zRbUdSob0B*9f1K`82Fsb!zJ2O`Ese
zzIEI7JMO&A9x33uc<J>-ep5(%DHF}4{QWQ?@%gMs7zrd5_pRJ&_NeblP4j{=--s^?
z|NnPJ_~!}#@21E9I|3<V#P_JLCt6H)PBidZQ_GqTuDB{Vu+2mVuL`wclyQ!wP_HxA
z!7#{15%YEM46$!1_iKbt>R=l7<%HUW)iCO}RLv|^l*HbdiNaE2Z9;ilR+Nq83~H>o
zs26?_Lv4J~sPK#M;#D0EzucZ;2cVpvM1)^fkMo2(Hu&Ow&lq~);D#aea>IVQJBE|@
zIo2*tpxKI!!=xyw1frQqASftP_iJ!arWg#$>_bo{3erG;q)e#PIQut3CL&ydWnoUg
z$UzzzkFlFgBsRqUJiA313<_2HH?S{I9!~bpB73PB2PhKboExxq-?zuh+(@AtN~lQ3
zl*g*|5p>-^5=ZP-M51tnwHSa2Bm*sTnl~+!V<Vp$f<%-NakAd57E=UjqG%9^+As|S
zJH<+PD>j02YTipkCE9DF&EvihMg?~6J~IpQO9Q(qq74m#^C1Z0#{wDtiEL2Bf^O9J
z48}-?9v33?!*QXP2X_y~v=WXHt<uU3dV;70jP%cPA1yw2MUUP=0Ch!=1ekHrqc9JZ
zl{Q6>MrkaPHYhQAl)@Hz^Ys)ZmDT*E)Xdl8N+kmQ=LPHLJg)Q!(eA9`N;7Rkk1Kg?
zT;#aY-w^}i_8fjA6L)AT_cu(ucoo*;N>$?GUnf_P{@>TQsCoLF6j$oI+DA7guC#<o
zWQr>-LXCt~d*A1sAe<K@SIC01DXx@L_(sH)1~TKiF&T6p*Baq^b8>|su14b}o!viA
zAvIoH$y1{_i7Q>T|L}>u$9C>MLCO1f9YfB=V@MTt<d}cTG`@f`c@JkIx|})GiI@+i
zC*}z*YF3t;jw3BMyg^RcPU~$E1GU(zfRQI%VTI-+GeWaLXx8Qy&H3AJzjM2EM#K*V
z=J^?c`3QmeWL7X!iS`5BYWB#>x+vM)eQ^I?Bw5_QN1~rlO3~%H8PTOlbor_Dba}r(
z))<jlzq^WaLv3sS9-c^;WHe1th2n3{2*nnm`0I0vVvmSVNG8dj3e?Zf2-G%#`bSwo
zy{J;!A0?&xk4ntrJ}XLmcSe-x5GB5oo)X{WqGs#)y8TD#HX=-XX^TRn@w7G~1Z;Pz
zZOn*~W^vQz?L)WW|C`p|k`&F4kn-5j{;sTmAbFt=3KAFs7;QSX^qQdmGn4S+not{N
ze~|n}>XpNfTf3J4($GQ)NEm*jIQzcJSrU*w2Eque^i|RbNUu+1Dc;%}1@N{^#FGBN
zBmul7E5Jr#Nat#%Bhb?QyYk0R?m|Xt%Iqs~4!u=)KR6@2&k^3o)8l=Vi<&jrIS%(-
z+}RPQ$#bc%H>K%L)5wVsp=P3yolqM_A?F1F>UC~3G7P^_2z`y5B1Tsj2qUmkBhxT?
zv7-DYDW8FNN;==3iC|JIA0?ol&I+`VAVIA(7xm)%V#*U=G%CI?qA98l$M?6Ui0{h?
zQbc_JhO&yZ%aB-XuwO4M17sN^{}e&jFjy_3aIrml-xE41Y4?PRE3XV|3+wLpE~(sG
zJ6mqnYjiiM^`PA>+ql7~B}FcwloG-(WD-JJQ}~=;gVz*Z8(33tAK%XxDDsV(<dJv;
zk_k}dy?J~GCoEwVJ3DEYXY{3_beCh`f<1~X<61=|92nya1*4ssxNDK`@}gv^J0t}z
zJs^t6f9;b@M8J*K#y3x|BTbjoPK=%=aNG;PC6rPie>W4zGNt4b1oC%K72wW!)O7w@
zZg*Bu)0wuRM@_vpE^^d#5ZJ~>O^4}YrU>G#OuTf0_at#~V{!#KF5b*V%??mf)btQx
zWZaE+gi2(>`9LxXzOwx%!g*hEg)BImqNWoH--xJbJu|N3$)NkVzJYKpC07XIs)oIY
zB_HWRtWVLZ7d7?NXilQ0i?zE><p2<PrwrS(nMf<WuJc5)|C|CjZy(-Ia8a{Le4Kad
zROwJbfzN0l8BW!~6^1pOT@d$9^IX9j@F>#_-&<Lt+XW{u<uBthq@ZijvNmFf#Hcx0
zMuMIZ%1DkewuoyP=&HD)wO(}O-R9j|Z{e;%9#flzVXx#Ze8xgM67JnME6T~Sm!S6J
zwx4?85kY(*hzf!XvqVOT$VX-*A{R(ReqnA!WFemw%=<G5|F;76_htm_8wuFo&I)WQ
z6EMxKW{)l}!!b|H><^sSd;G-y!}m)y4!>5I|NV?Ge~K{woAj9fwLr%hKYn8_xA6$y
z#b#G;K|%%Z4w76>za|BG6x1Q;9%2IHNS@Uu7kHvxgz|frf1oO#&GW8U>8i_CBM|!I
z;<t34`&<@;O_H@w0j$LVdalhn#$JvZJcnN-vDTWSkNS|Ug%yxYTN1|yDRgIxIDmRp
zs136VLxDaYq)jvd=^~wp?CD^~xbAaD0>3!=x|ZC`p&yEbKA!PPF~Vdws;%!8xTF~W
zI=70EaKQ9HChEws_)P@pK2%Lu5tr_Z&|o7Gr28^c+qL}Yk%Oo2Khkv^pzFP2()f&U
ze>34;N{_q4Ma_Q5!$Aw--6htQ<N9d5IyHs^lK$1hx}T!?3z|)vr8W9bnMg#c|9VCj
zOUVc46br>Q>Oi+>Myc{u>n+5!*D-8H^CcxV4c9Dtdt>UhNB0*?=Zem@2gXm`aimf?
zaJaF(u;-5LrO5*)rDaMksL=ah2t6aTK6-B@^gfUkJtOI6tB|Yq>_5Ky$gw^7hxYE;
zcjU-{{K;bnB|##;DH{CNjA-ySqQR%q)8G?a)U24#M=9o>atpz(B3+$as@KOYAQqf5
zc&a#QBQA*X4|`^dR;}JHk0Jpl-;GXhy;g>-gO1&-StXpW#@jLM)Uf3@y$6dX6+5gm
zvh#;T=Pk93(YuLgs3^eW{jsIOuu~iCw1(|wyIeqYa(MIRJGR`hW!ttp2C?GStPi&9
zgR&`HP|gh6s5uFle3!3f;u~3uuP_f_EnY9Ig~aYskXG|N2rS*k1TPoQzYt6SO;$*1
zNCs&T{!<9TcrzjQ({{HeHq-8xn`vh)Kl+wi!Pwvp=LhFfR)s0?Zy;LXN&TQFIW28h
zuKXs|iN1Ah$(_Fr-b~k)T!DtsPWm?Z$H@MCnFTtY8`Omtph#nXZk5c@mD+BUhb5ZB
z{-Kv)rbs|iD>niuFQk{LC1r|lrWR6#{M4QE)GOiXU3Py1{Twlp#HZoYM8oTnD+Fn1
z<j-u!v6Xvv<#!)Be0VQ51j4;Me!{=UHsXsS+=0}D(|5~G6aM?s<G+`Sn#ZuGqQ)?U
zZfdyNt_*Jy!7ZBnV(^)wi&W$qd8v%UB1rsEv~j+}ZiS*^;USI!Vv*I+tnIfkOK)^E
z6HRG+8DaXsmcCYuFP92!B^Lydu24qV_4VS%NiOn?j8T!KUZjzWYg><0kv@FK@bIw5
z^SsCNq2h@2)XaqxT5kxUWrWg4>+OWrf6R)Okz}(~_oYzqohSC*e>#77=b^ol457CQ
z?+?xh@1G#NKad{p_i<6Pnx74+`3Wr4QplOkgXxR5bfyc(%Q!rZOz@P^UH_af7iAPz
zYQ6|Zi_n>LNhYu%4!10|W~tGi%tSuY=>Nu~fJT?-Y}yNgq2e}mo?Ut0LEQcr!);Ux
zsk~{pz4*`+(*BEOcqycTcM9mg3;}I~!B@>^2<X4a3Umh5G#B+Yxri02_@YspT*TtH
zs>7RHwx!tQA{YAQCYQ>Y%hg?L?(gJsC(4Z-h%N6|$$BGKW-zAmP*|TtE-U1%>fre1
z0J2&+*ffE`@XQdlTAbmPCaGyH($gYx0T+14#o^8~6Lz^a)R;OW@@*BxamwgD8c<)X
zH<fFxwqqlK)+mmM(tv)<X~4c)*tB{K6HqKbiL>sW%9e)YEpnAr*9k9CpZ6`2*h=A=
zPsnQ%kgKRtD#wug8`9i0sKIgSADS%%H87}A9gNDWdNiK(2wM9%5aqSXxlm=JW>g+V
z%Q_m@C$LcK$P8t#&uj_kLXZ1e6L-%F*5emLjFgE9<ENA_VxihMG0&2TS;<mirhFcH
zh@whAY1`9b$dX}`*5dohH5^$!-gX-PmaM=#1^sKXkQR5huB|-m*We9U?+tFidUoe1
zG~QnpCS9b<T4<Do&rJg--0EmmrsR4>=xu$9Y6*wB0W}tJBTA0P?+T?lf=d2n)B|X(
z)e)KY+LlB4`r0LG0OP#0P_2o2y<O6FXT8XwRO}h|iJfKZ*854gB%dHE_eyhD>Y*9&
z#?o&2!ab79J?J#cqf^!%COz%vBRjvl<P^r4ZGt7d&#zh^<9+@<#mV;4F1cFWa+=M0
zv)jHtMhI}9Di>^jbf3}yT+t1XW($5a6Gh1OK8_k}d+(e%R*ECknr?K{srv_rBR|4`
z7}dSB3+1N#E~Kt2ex1SCgcV!sK5y$GZfkE(5yOt+zV>=^g0@`X{v%q|WmfSv1-$01
z8>EG{rc&5Tin%M&TH?~Ba}5l@PEq)@+5q{J1Wbs5SH=J#Ik+kUM2&^d`S_&~YGUC}
zG3DU+?w>n66-%l0>@58$V(I%Bu-UQniCpeb9hX_bS@D=?BhLi!^khrSPbS1?vTE&m
zz1l)Diuze35iMFHQ_{g<SBIS*L><N*hc3>toGDC!JiDneegj$%;zB(Q^$EWDPLccg
zrG|(B(p|Ev;vkYDw>pZ1n#}!vh{tA@k<9(Bl)1`9<HOe;e<sKY4Pfd%yHNf#3FT*I
zDwOfIta1c-MJh+}AdmK*(mEdd*{Z2=Mpbtg<6<?tItZ^E9*8X+A@4P!ZsN5Uh^8j{
z0C&*GImDiY!OQ8}U8g(WT8QIGDbQaj{r*9SlxE(OkMn)M2IKiNK_BONF;qr+DeyXI
z!(4f+)P^~pv}viVjQimzx_E!Ny{|Lk`8YhFj&$1XdQF_JqZ>(Rssg<yPl$e!I_Gjj
z)-GK3?C({Fchj=QI#B-sa)_(~^c;7o6vnY_kGAjN$~^Xy;+-s7XX|pWcuSqN4^{$U
zPw9o-V14sFZ@%DZW50Xyq9Cpb{o?C`La!~xVaJZ7kK}fbc%ju_6{>IMG-)~Y$j-q6
zrn=Tv5-fr_8Z7ietAF#%VR_=xvs`IUm<~$IrCQ4cB|Vt`b7Y958iBxSaCzH(7^+4)
zO`5q=vL=MuX%rg3Q48F+NTGOgQ_gtv_B}|AO{&6c$7&6&$*RK3yv2H<h1FY{>w6V>
z6pX1zrH7iVSu%-|4CD2?H>Uzk<MBNq9tT#S+)bI0kkYg|3VW^Jy`g^N<y@|SMz<JB
zFCC()zNSf-hSLaX>7_$8!>NN-i|>P=zT&1fE_mOq@ON*3P|Is435>3lN&y_)!$ndG
zG+LQ?v>80gC@&h5x@&43kIjTh5iJTPUFENah9o$NOKX+ZbP2ye#a~DU8>oL1n;5=C
zHcgt@blH$brZ9if*_RIm?Tf19_F>8+-2&x#1mBt+4;t>Z2G@;=BX5J+h&p)IKk}yf
zkOiaT8xZ$kw}EqabdF8+8Mdr$PYVu2!I>@%xU1n_)LK<Gh<Qu|#^`+hG<K`H3)=Oz
zU7bGgGPh5baf<laA;Wx`yG&fT+s=D!9d?(<H`Q{@nLg|;g8x99fm_q=O5$<5Tx|`F
z;*?(-=62fcdC;zQaLDiJX%Rkfd+MDwBD~XwOUn<ty@E`b#-OEMte;>CYELxqW3lKk
zk6y;{v(Nk4X;$%TX}ey?)22Q8+M4Ed0QZVf1Z=Qt$kDzWxXfLOC~mvfnaH1`sqQr1
zETaY7Mjnx78YEh1Z>@OaR2_bkC+{ooWdo${yb2;cAYLqi%-5Ukd=;T1(C%`#4>tt+
zKNq+wopWW73<FT7B?~QZ7Zjb5&KRmMgNs)K$xs3@?g_l<1?>wCVKjZ-T~@AvKzSq%
ztkd1Z({694Jvw;DV5^M3uMK|8a|k7mWvOD-X@cAYYN0*tE*E6hT3NuYOuOqsUqVe(
zJ_9{;mx*>246^pM!4ILz?h3*Ig4QaLSpZJc?$RpO%sN>60>z8?eYsPcc2^;Ek1b(&
zc#SkF*9tf)0y^|?=z(a|TP{LSoze2S=~9oo%<i=7SZR~5+{??5t)<1zL?iFZ9|+4Y
z_<Sv964c;we#4SY>{qWEEvHkg=g&=$Jgq<^0|COkUX!Jy(9WMNw`iJ8ZRN44gpRBN
z5xSoQuNF$ZfQ~HzGPEt8l?>mOdd2c|M5Z<UnrXM6{z50Xzk@asfH%}y5iDQav?u+a
z5Yd&ST#%gF7zD9eo`92hXvGG1S;J}M+2x_El7!3>dPBPn@}wEAZ}9QDh1HODsa_kZ
zH^+vj-8EE_0YJ%o+nE4++F-{bydS*zw%b9^WzEq-sCjy$nt!=Jo?wpyiR`%394b5Q
zQSJlUKU`{0RMA;4wm?9OitW<$fko~*$mB%cS5F^-e5*kca=~5Enu51>4$J9dr7BH>
zrrr6~I*I<0)&zFq<sa!luUjD0D*i2g=Bstw&n-y14lA>iz0_$6eFK%5gs45<X`qW`
zfDYH8fd0Y`T!8e{aVyFwWI!5*E67x|IwPTS<p~nrYTXvvIG;@tWM*Q-DME#(07A)e
z+UR6W0j0+C4pt+oc`pkJgT0bkCYHCH>Zq`37u<QYxPqv>yGWQ5=r2SOmy7edR=#aF
zG3jE#SqY#ZT5T9tw1Mm?WV_uf0&i*QnqQ-}QU6B|sZf#MFQk{^?~Rq;TaKyuZ`0#f
zuvSp{C3^fUP1iq2kFV0>EA&`OANuGqOpgJ2Y+r%L?ezF8j?GqnpB|6kw);wr9xi>j
zK#w266{wXddVG*Re1IN5hifk?&(Y%->BE1aM-^$yDrI_nl|Foh9=}74euf_Jrw{L;
z$Gc#dD$mek8J1Zqi|O(IVA5UrCwffNhquuqPmfpA;|Y2^hDXQkCG2sfJJU$ue}Qqo
zz<8f$oX<19=NZ@YjOPW$@dD#_fpI&}cwJze&NDt27?<;m#|6gWJi~v1VL#7sUtpNe
zGrSiV)(Z^hd4}<Pr*s1bV`fNciQq=w=f?YdZhVpcVs6a$x$$!P>s9mc_*MGr8;kI;
z>F39ZyWggt%&Xt0pUkTr#2n_;X`fd=N`Eo0+CHz|O@A@3=&~rmtDm92m{*j+Sn%qL
z^cVArvK|OtJwtynuP8txc(s5S#=N5NkKh%}_5`mUl)S2(qrbjKD14G0zdaw1chKX^
z0z7V`$IoMFvGO=Q-ntNvGxXR<sD6+B`Y`?V7(HIsi^maq{7@erE9miMdi)$cnv3z+
zMUUs`agHAET!P0qJ#JWr$G4W^@euvBfgYC;5kE_Ry@CFEh#sRvrgstjnnavmrl0R4
zlF;2;l@THYrHQWmCJ}-XN>r8*(!A>KF4e6ftLf4L@&mJ;Lv_U)8vJBAVGr~-WU=`z
ztmwo@z3LlUez`jI(l6Z`Xt7uJ%9XANv=2X~*(S$nO}H)Z3w%cm%>^VehW(v(7Z(tB
z67~*G;lkbC`=?>EDxU*y4_woFa{3sCn}*%Qz$JIaV1(RQ>V<bUg;3vweC<1qr3GRk
zN{b5Y+0(()0!w{Z%*SwsORlheoUJBrbJ>Bjqu6iGYx^9!5+N#b@%)v*^<pBAY2d!3
z#_0TJQgb-csZUb|tYBy=e#$MvAZshPpoVGhCu_RxF7Q0h%iQ^7(=c4_KYZU2a{qjn
zpN1)C`oI9qd^ZprYuP}E@GwOv@oA*85ntrGUKf40C6Q#kAM~RTjF_)0itb3N4vI!J
z5TfC}%rxAaL_@NX-88K1LcItIZq+DAhE=2B);XsjO_gUwL24jG!9r#Vo=Ku0jV<XZ
z_>@LL8jv&!K7|>qdxh_xORZ-swAg>mp3&kmP0@?wiH(sr-B+Y3gy(Hjlbw;F{~tGp
B4SWCq

literal 99424
zcmeHw37i~Pd8ciiGrA9tY|E0%7na7F(P7z=g|X2wwujMW&B&4rrq$D3Gu=Hs-K{<}
z8gC3HEWv^bOV)$EBsK|0e%{R{#0en;2!thpB<v<jNHzorgfkZ`5JC=fg#CZttM}?v
zb=9k?o{?p;Ccm^bRqws}zVCh4``-7y_sD{`Tzbi+m(c&56^&Y<SUK09&F3rCyxo{_
z7U!$E)}&o&&OA1=`86{S&untK>e;DAwN=mAGtMPwkt-C-`MO=1c@Qs`Q~PGI+~{`)
zSk$m{&0@8p`WF@y78VwvZK2Cq&@48~w)V<ddBCoftJCyF>z-CIZ_iL$G@U<UpCceb
zTD)#X0JgA}1sKhl!YZdLqu?&ga~8Vb9(LxJixqq3aBDQ{bZ48*dU3SX1e%1_ykfoq
z6r4r5a<<XHL;QO|B|9npwK(6Zd4G&%a}#xYjM}uEMa}Fuy_zYkD6B6mEnHogSJ>c;
zZ#~|y>y54T>Zo0Bj@KWu8^wvO2V814wjQw0+U07E5ZzjCO%~7Ejb>)F+RUKWS-ZZq
z(X3~i_IS~5@N2x;3X~f4+}6CJP=CDvY&Q;F)*1zcx`2Lmyq>KUbb@|R5VTksx27>^
zR<>3v7js#f606v-=rhIfLUXKIpUT$r)>N@su&CWV#pb=OQOo<71yVJum4=0;R&Vby
zyOOu-y}eeplIK4$Y_qqw-@3b6E?1|lX2HhbcCBHJ0#E#1wZ`pcI}EKFk5F$_Dg@)1
zRxvkGp6<84{qsNj2+#edLXUI&f*>*DG7e^KtC+RJg^l11&~hQ@Qmu^ZgzWZk7ChPG
zEEGi0#<^V|CtJ7%j8(W6{ChqA|3>`(P5A%KV4A|sg<bSne5}V=z!cC%@k6s)$X#K9
z!ypJcYaq}At@BVPARL<8d5a*dZ6ruvVMAdHxOu*mBEi+g$y&AE%xW44l=xk5GKh<b
zVe59TItg*g+j*;2&JssYTKSeuoL6i%EIZq<t?HQ7!heWobJa$(&mJ2i^>o&**o{WN
z#>X^jw%n*%S!=v*XPZ{FMk2GtvKuu!SIm~n(<}&iA;yq&YpPJSYS0RH-Lmt=CUJ8P
zO4Q010a_F7ixrlN(Ry_XLf$W?uwTw@VO(g%z;p{K)25pqXwzLzH{C_%xPx;^G!2-d
z4oo3{NgU(8O79#mI|7s3b1_jKJNpn!#?Fhu&Nd8=k@s_w=Y<RiB{Z*Dtmzu)=X!fb
zinTq^xx=|Sw5*k{PJyMW%vF29d3#O|+qt?8X5U|}j1|XQFd?Mp?|==a$9*~d@tvnF
z*EYMH+{_ls5T0U%L`U>Q=Z4*6UWTG(17cUs7NHy2LZ8jni`mh#-DqRxUkEbuVhOxt
z<@tn*#yh{5Zu;NBjJ!6C6xyKg&<8DC;w-H}K|nGy=Rhu<wmUnapFjoHqF7<SLb^zB
zaX!dyOOJDT=!|F({*DfzpGh`3^BGKMUZa_ZV}jp40^1Ink`IA<-fv<tXCeB*eVB2&
zJ%c_2PmZ2WW{Z`X!Y7<X_^UZxgI70?zTzywuYC?un}dCMlwZR|sNkQ}ubHjGp3gX!
zhw>I%xc9jVeJQ{b(={}g9Op@;Z<douCBgJI6UoR#KiMvoOO(2Ho!FJ~fphKtLbci;
zwSS82k#Jd9OpdzdNV0x{mL78d5X~S#J|O?|o1!^e(iM;qWnY}noUlD32{TBLYG#z&
zI*&QvwdJy8DvM3hurQuQ*fr=HX+9^bb=c7{^vaV4fT^1#_d8E*j=@7MHv6r6t5YzK
z^({fWTCwbNIlEjYCqGxH7ISu(EuDhRr_somCa|RBC$0%WQIoYF>7)#rrx-(9T7)%{
z-rp~)!Konc?nkVm9&~Y2%bGc*Y*OrEjBn}64zWAV_IJ)F)MJ0&oF$X(RZ<K<e=Hm;
z)uwNW`8tj1$q8(LJ#W~xb+TG%7J7TPz>k9&46tmi4kpc8@B`6y$E~t)zr`{S9}}w`
z<#aX+Xg7-WoHa&{CtJ;mZRg=p!tWey<)Ju(2D5Z4O#m;818!3sU+zgebERGA!K}H6
zo#2M$F%iGhxm=Tyr8=3UDqAcmr;Ty2bBGp8@@vBpxDg;FSrC<88R#D?xE_I)6L))a
zpA4vFJ{FOL>QZc@jZ*6zv=`5Y_mp_G&37^hyS%WzbPHgQF`%XGgrCnQ!L#)~;am&t
z&nB~vgrv_iKYdb|X0mea>@^k=<uz84hsN3hyBlA2qcO@F8qD_^VX(<6vI*mLmg~iZ
zzVnFq)>P97D_weA^<dDh@EPi95mvxr6>CZGAFOD7tOa*p1%BMsDAt@sglk}&r>#aV
zTh5LaVRsQc@nSHr;35hGoJ9Zj5Dc7r@x?uoSuY|49#x-KG!kJMv)sz)!BrY{S^uxF
zD+pjxFfE@c7ZEViymS?a?4mcBV$+_~UY}eG2zq<>!vmgR4S$_r5syEvv-WXNthcwj
zdl()u)c&-UqxQ^3FbciB?VYfI6R|W4lqbvK#@gz34Z_f@)~EZsyZifLJ+Oka_w2DU
zjV6|3xvj;?>^S0qbq>8{#B^rFQ2n*ac(-L)d$Q%`9@qEu;B>)s8x+SYd#oIsFT37N
zk9vFW<}X>>X>A$AQG->$+274<vPp9-Z%Rld!C%V2l|D*SO!3_w=O&NLUw-7tAP`@E
z<S7>iO?&=cDh7c^R{98f#OSPoWTdOn{<pckhUlR=on@DfJx)*fuo|wP4&bWU<(_aJ
zld{|sPEKv?zY2_P7Br$GLBk%zwHkMXbF%iGAP$}(kUCyh-*O%{dh>vlwvY);NVUxb
z77y)}^W^hhh$4eR&O8Y6jI%B%2vQ21d98YJ#<?k>YQVxj2j{bxhZ>~q4(HO|nbMNW
zF1e(Eb#Cbg!~p9{&(eQH43=iM3tJ&sj(X}e-Ii8cxJ<5u-hqFl=^M$WUFw;}F_!~E
z-Svy-%vI>YoOyi$MW%g;`srUX@@8oTwHB1R!6lr}ufbl@cF%K>T<t8#mZ5uRoP|R9
zQjnzdFGTc>Lo|%gHs&vXKup#9=s&#CBy3~pgLoh#5hqXK4`^gJ*e6ye`^qgFo@@ns
zG~L~O(E0AlC2OfS)?w^okqH<e(}2h~?P~Grm6tH1as&jy`^WofRezno?{(P!;jvw=
zRc~ofPrrNmN;N=FSCgbNeG;Nj>!$`MGb<dNI0LxDGk|2kLq-TOe(MdS7Tm3PzqF4S
zM;N?y5%Z%l<$(ZG#<TxR(IcsWdl6Xf4sH)oUozT4Jf<1pA^F(LId#F9N03W}tV*wR
z$+bx{cUPOfF15)OQQWOjH<y~arv<fooJ~nZMEe|d)<srBX>FJ!NmSOtetV2aA_`|n
z8@Cl0H=aop8khEK;{@R|>LKMNZ2}X$g2`h1ZpqbKr?{z~o$l)Got3@_FpYEP?8f8a
zbcVY;bUZmdtJ+}KX!>)h=jI6}5d7gKn!?mZr1ueAr1^o0U!Yedpqd}3Ui&%eR{~=j
zXO#A@OA6Y>QhOUfO~z20G3;YZ1moxZ3>7`Jvrs5DcszY<Z%+`C!gLew3I$mDSIvC7
z9%bo=+B4^E$z92dW|ZQb$*Y2_>KR7t`LI9PYxXB~)MiRcLCS|`O3U$|(pT`K`;vd^
zkr@W5v=V<x_r%$v9KZzjwoM#8_mO%_?w0Q34sA=Z^mhb=<|P?9iW&NA=)vyeHLm*@
z<pyYcPJQ&RL^C7#dz$OG75qnZ3c8Lv+Fi%ePP7a28)*!|!{*N>@*AIGzwvPPY;hdx
z1PUL}n(jokK0%p2?AZlh?n5Tjc)i*}U|Y2FTs=3q!A>OdE@&vqn{r!E@u;3FDe@~C
zeH6|>xT`!(o7MShy-zgk%Z_Cm)+Syj+x5+G7m=F*x75P222pIW+s&RXBDS2OF;>i3
z$eOZ5e{0hewyUsZm21@zKhe`MBvY$lc<XzMg?$47H2#Y?zFi*MoX9y9AN0GVCm35#
z-r^k5TZoLoPVK(u$&D|}m`Za9pRqRmaaC_`kckDMJ!R4p-awQ2b@Ti(AFo-~pa*M~
zd5|M*BzmrE56vxnQ9Gnz;wDw#bwQ}x8*AU)9QbYu3~q5<lQaUZec6EVj^5t1dO%{|
zpRS_@&x<>!#Mz6Zg*4!U#57s~<+X2z)mXs{8SnW#9PjyDXpI-=*sKg{O6kr-M9w{U
z{Z32{B+;FiVd4xG5c4}R*C;0@Tvxa09nWu}4w7x9-*SuYw-i%zq|K9wWy9)rtD$iV
zHPe-iky~_EWj7dxs1bBkZb{*)&=`X0%%4r<s+8vYLtFz|R@(hCD~&>3?6nNrWu#zY
z(XLY0$i5yCyDx$pZo)<zc2~9_Ly6n=_G+!sc&uKXWOty9+$XDn%=FQ0T|~PEC_zPQ
zZ7BfgD<bZN;m`_yQVPIW5y^XQHfY^O$}{E7OxV*%5NKeRPUYe8_c}>TlWA7{z!Awc
z<R=xfXW;<lDLa;<d1tfmdqgrfd1kgp8cSvMZ4rA}2=oo3w-?+)pvbn4S1NW6S+m*t
zv>)NYG3|quX$zU%s$s-uq$8IH?aA>h*pneUX$QpHO-Na96yW!f7wB%JRd6^!`l}Lr
zLLP{n%TCsi&jAk<o}vzmY)5<ir;i>vc<P=bhckPR4rYc1PMxMKkX(UYRVzr{Mb;A%
zBL!mQMUo?nNIE4(rtk?f8v1_!Q0Jauk#I?0P8hai4MhA!s}+4H#faWm0$j?8*|W#p
z{X0y5fR;xH(@17O?wHG|lqtqMgx&jwU9phRj0FOF*OOrHEbm|fbjpNw*ATN|Vj81i
z+wP21k*V$f6pNIYE}9zQ2V~3r78nszF8>Z?ahhQA^C>;Y&QnM`z=}v?gBEd>xe81=
z*XuFgP>M?x@5O%KLdsXfey{OjzoDHqmHk9OWykwzkFlOMx09P|d!Up56Sps&#0pa`
z(Paok-&Js44mEJ0^r$e0ioT^^b!nx?;nqcbUz*Z2A<$`r{EgIv{52*FjH=}~6<>bj
ztpQ`9eTF*eCRX$3R|IT|1bm6c1KLO*4~%4<Q3}T?fY(KsD{b^3oJO0h9LJa7E5E{I
zF+wAwbHBt*{o&qk2vZoYr~bVe%phO?HO(n>fX>(OB#j<~WRvxVR@%gVJvH0>Ezc78
ze39#{Xrs})2zEwBzwl`!fb;23t?v&5eT^)`;Wq`zj`V(#_Te_5e@iMhXBK(>AC`lZ
zR>ApnHF;cqe`yW1jf_EVD*R!R?EcaUjAGi?QwjcsKi9MROB>KHd18OzFO#J6-w7R{
zChEu>yPBq1RHoDc>j{rku^#=Y^}WSN^^jz34<p~ESdf#FX-T5cS6QfxEN{?~C)aRb
z&-Hj;aJ8kY9nhyISHD0etnGp;5~h-FVy>kvOyjCe3epB+J59n)rIxVctixbtPLgL%
zezsVX&fOAG1CKtYt6j|v<NaJFhQ5-N1i*f7;GH(=L|{~-c(X-QNZ&hGOH~b=HYB^8
z6?~#TLr1r;&4DBOUbd^Vs%@1kkzNs4{%YTNbsCgQ4^!*)C583PDb~^2M}vqZQ@eNJ
z%l82QlcA(7I5)r~oYUx`OMikDQR!2(L5EJ-zA-t$?xHDn-}v20qo>c0*nnV&sAKDH
zQsPE!y<)XTD`fC>OZZ;02)6~%^#@|#gIUxAvF{|diU`Es<`2Y@51J$l!kFqhGDUp$
z{RB>=PZ#E0yqDP$x^J_U7(g!*o_g!wi{{zD4)Xvwm1q|X+wM#ewxuy#Zr=fGE1lqz
z*Nd&k7h*@|*pZMZFS7ADn#;fnunQY~f{s!lFW|p5jrhd?3&dNV&-1*4<z8_i1A7{X
z^g*3V3v;~c`mRekpcK36`sV;FesU#Ub$y3P=<lmbchsuuk_B_W>KcR?swu?=gs7_X
zT*gLCQ|&FykcAc&LY0iYy8Wd#ZVw2jvrshYq3GDZ5+pGyL>0Uu5`HFTN=bo=Q){l$
zGY&0X33EDjg*D|dtYPSc5CzzWQR4>(N@;&;?-=D;%M2E>T#*rYBsc_8bDGtfRj2Yj
z7@%IE7(5j=;qyvJDLs^}w6bM4kqMcATWIJCrER;3U^tder&OtKO0h{P*od@KeIT(5
zkSk;>IBt|^e*+s>d^pX&t07T#(e*YV;?iGsQXKG@JEo*b+bHfCcA}RLllD9r2eD%b
zjF0|;Efx2c?jQyfG5R$j9W++GGc~L3L5~>MRI%z1SoJn;uN^*m$Mc_8n4WYJ|Kx>&
zRhxqQ0#l%^@z#W}zf?hMkWlRt4SyEwslcf5I*8!l)SgAIge8OVs%Sx!pkC#j-STm`
zAL5D5A?^tmc>@AQeW>{NkmBF?1e0HjUm`sp)k|Db%9T=owCOFmK)Nn`futkrUlu)v
ziPo1zuce8PSQg!@mPNBvrmjdU9jTq)qLC%5%0!l(dLqkPQ*-89(1T^^#k0`=8vD|C
zx<_GTUp?bx7#vLW4KAH-O|f*MF@zR3e>PFZi--u{U$m#J5m>x~)$s=T58^17?VeDk
zr(`>Wserw`qP^A3j*=N>n@Nc*u=r<bNO~YlI9IGGV;puS>`DV?kntKNEzk!4q+nwO
zRaxrwYCV~AK!f=m0|F+wH*hOqM2M3o;O`n@>R0vl28bkBR55VrW5g4}$S?CX)%fQ3
z1AG&21%8*A#oSJAyB`N*{0_Gd*>?ADm%fUQJ6*i#6|_^!SLfl23Qn6Yf}L-pj?_pi
z0&le0{aWhT{Swa>9Gg{bvZaknt#oapc_i4fBG&a3=6w27>-#T(zGhCM?S2K*eRD3>
z8eBn~jH*mI04D(7=b2_kJmdoEvoTF0W3ludSCV35v9FGIG|CrTRmHgt%l!&Y`U)Gv
zeFX`x-%q%Cq2EtfkH4e*gd3HgU{bSfg6Bm`shboz=>*)WI|1A2>#3rpedxhXz!gzy
zU*k_|tPgMGPu;>l2-YFW1TFk+DJ(pVA=uCS*+drpvm7TlRIN}A5NjXO(vIRJ4Ao-9
zMvk=g^0oGg%;P;ctHTFk>M9*Cm&36fw(uxz#Y2*j$B`IHb@c{rGxKi6w{tcXa;A7h
zJ&RJ%l$wfafCxL;d4vQkqbyOiv5fmwDrzjPzpPIpk)ZQA8YmPN;3mNeC3=k#PIhz$
zAn*cXP+qNDe@;M&^gfyDNW-{+R!f2qPLsMl-YRG76bXT=qxnFBIAg5}7qzDEBl6<b
zcctLVWR^?6)aq5#{^G)Tf_x#43eJs7Aod04S_qWqvOGvkE?ky%5uG%V$OJ^fsDe3+
z_Hvd3b35t0WWe($xP7ei@~DU6#pPE)PtT2c{qqE{Hoba96kt-tu9efT6I7e~hf~k}
zG|wemn=`4jh{%GRogUHPCMXiCaph)Y!HX@1-^jbt&8WvTjdU~UJA&uARzkU&o5-AL
zL9=N4>nFEBe|M%9Mb#!bvjL69S`jVUl%lfS+tcVoK&Y$4i>?vl14M6s-V;>_XUw*_
zQrv<0l`h_mZ7yDz8TEU5?*l{Y5uv9^iXtLHJ3HZ*HU+iZKZ;aK-Lia-?;z8M2%J=|
z-}_lYp^RQ6EwtIjYZ`>Q>K`+EWZF6GaR@gNF6apEO5q6781LjUO8PFj^U%eUFEKUB
z=9T`6=#zfu`Ktl48Wk-&6JKIFU=AB{4mrF8wr{f;bMI$q3_)-tW(Z|cCNPtqXAF#(
z%3VS+>1JMgI{_l35{2GfLt^gIwqT$-k-p-Y!J28#Vk&ef3V1KXO(3I1l>1&t7ZMcD
z%@h{mN{iMQ{nJ5$EA4W=7uE{E1S(Np?Gu7EA|wbA>}yt0dz@=xdKEdn*W@Ov*Ee~W
zTm)-yQlZNfH8@EDN(~dN!O8Eu9GM#y`6t^rd2~}t=~~r;Yj9Qoni3Z0^<oV{=Yz5q
zYFIZ=6ac5lWLZ)X5XCJJxXOW38G*l`m43lW!@JI;gNmGlpsL9Eyn)A~_zp$CH1#=a
z8s$+K<Tt^EGNmZ&)KO#&PCgt*BuZ0*)9ZvK^Q>xcipfTvC4pe7!Kpr(um<OCw3<J_
zo9QA#P9M-<O;>|cechvykSA|xIY`qemX@J4IMoo?bd=QxJti1R#RL?!yazp!ZiCm+
zem}R@L^HMqr-In4Dkt|m+AFOxIcUc^z6R$j1Gs9@U9I+#{&lIlwAxGRwSNzHEHJiN
zeGwfA8V-`Bs=*n=!Dxk)O>C-pi1*e_MK_-xQWF<~l|?tzR7tjvD7qPimETo=6Xr{I
z)n7$39^tBcMK%+v1DA`HRBM~GG=k(q8K1pPkI&AeX1zB{)>B0`JyLmE)zws*Lq`1)
zJ7jvO_95^e(aYzYpvdO#6dpQ_A#{n6=Vhqir2$xdyK*P*=TPkt+$Muuu8=EtC|WCz
z-q+oDBnrt_OH_scJ_Wi^LF)F5F84MSl@P|Yh;UH5&yCIC7M*IfjBO-YKR~NQ;GTb_
zW3mhq8i`$7ijg)^zJN;?h)l7#tS&ZdP5Klrq~p<K3|GV|T=$59vHI?mRESIL+C|oF
zZ;t8)(7I02PK(*Poa}jG8+&_AbQY|w7{Bxpnm1w2u8QubG37@C6CJO4Kg^tHZYP7K
zKLM`$0JqmH*w7rZh7|2N9n-V#|0fl7B-XD|Scim&H~B=#xkhYVL^8HOQ1L_QZwVq^
z#^M4#(N~+zzYoBx*=S^0yRsu`wt)ZEdjCV9w|S1q3e)%43a<<bq&932D5C;WM)wg6
z|JOXc5e%uYzQRrYwCzu)5(1=l`cif0-sDLwa=U31ShLu#`L$_TqUkF+F&Ke$jyA&j
zzz9Z~a2SHV$y2l5pa!)s1Yt}zORvE!t>7;iA@a{s^w5zJXyOK;Na9_v$KwO07frRt
zI$sf%MMg>6E1rj&D!=n}1T&;NUw08VML1u*D#96Stz4E@)<<)@sIO#a>2~eX-LB&V
zLaNy4eavPMunk5Ns<AZn(7zGQcY%XLuLrjgje-u>?I|2C8bffb`Lk}Q%j|I7!w%Qp
zd>+n}TZTq?Io;iZBBM>yB$N@eh3Xw~=rN`M(VUlEin+dnITo<Fu9e@j0*>Swq53+~
z@`Uf@?P<sPSG(E2GK~<j5sf{^aKZ}yRoq>A4Y8B(t=5M1&^Yh40nRfjM^@LbW_B~T
zlm5kdu-1Rz_L^7q=I0w1xY_{*(S=N-&*K65q&J9f3yff<9Qi8rO*V*oXDuBjOnyto
z^X8`5#;+5eg6U$9ef@@!CP|NdJ;QX0rf1Z#uMeZ&To>DTqdsq4^4OPNw>`*7MrEs<
zOBz>5P`o?wbMfxP#Z_i;KE(#3PL-a;4dMH*e$@PK#ouGbb+_WP#D5WPg;(`Dfs!^j
z7SucFSnSpvi*FMUsT_-Mpa(04Yb+zBbhe{D`d5r>r^j-B2AoH9^0^lCabe1~6ut!w
zBG}jb-9)~{c^vV_+K`UI9cu|sVlPg?6>}VX@eb*M6WB7Nc%!O?Ck%AMtCWZlP$&^8
z`iSz-&1)js)1oWG$<3hru?h|Xmdn^!!a$y9QZA0xQMi&a?T|+%a?ToJpNVqR+z)a3
zy_a$(&kb@;-U&M0N9QZC>DQoJEg2R*lceuT;nFyKSR6*IqaY&Tga8bE1j99|WxJnl
zu;t3yRCkYFP@X9@LfER@*DT^%m_S|}-Sax#Ebv&kmJa2vnN+@<!FV+SaQw~?Fktuy
z20EGO&Pj5I=yr05Vn<074U@UHt`CN5*5sK4Ngc6tiSyC6ZzGt(`-XUDxbGyIHG>}7
z)m_S1UJ=zxv)vo1c`8+L6?!Dyy?G2m+QaQNFYR68VBqsxmXznVIWe>vRksJIs`++{
zT%nW-d>&X+>v?;iXS5F@&p*?*SasvN<>y}KXrKp?HtJ>NhP)+=Mc(%OR%D7fRs`VG
zsBvFlB9pVgsX)(o7NBo23q1OKQS}BwBx8#w6kEi5r>6ZzcYFTgnH3@DF^PfK#@Z+8
zqHYLxQC<A}zUgbg7P@bGh8QctH}&=#6WU8x22^N33w+TCQoYH**X_E0`ufxy{#wc5
z*C#OL8uL*<-Mkr@Pxn!u0{;=c+I-ZITm2%hW}!iZ`HN@bN8^2?=g|F#TTk_bJ1>$;
z+s`U-z)K?FXVdqA%sQJsO>-8(rnnG8rkR?2s5a)*a#pFI<W7~dx=m-#4+WSeUID+K
zIR$Z9@3@lRBh=ST)VL#_d?(n6h||WCX|4;RK?F~lWg*eJ=^kD;iCiT<HGGunn{1aS
zl|<ot@tQnd{Y<jFQVoxhOHW(jD9xTn0TZ=HCzm8%i4&ZOqU)~RrAlva+w~^2D~@GS
zvskT&!u;+&6b|B}-U>c({~>~7gjQ2HmD9AxX|=_xAujSxs}@QW%F@!w>qCW8DkwWn
zCFE%xQpHbQyMY^vDe9SM4S|IjgOWKr>0juygUZXmHXM^JF2rcG0@LsaAJ9uO0|H*M
z@_=^ciI$XHsxe=ks*KZVFcDQhyZ`8MYt+UGHCmq1tqJr+B2gRIv|OY@?32ZZXqDM$
zVqu8e&C%nmUB-3SuE?rgUPoQJ=VL4(xytI4{*Hu6#0K4a__XGlA^3Vg=;CGiZ&=dI
z?PN6i7a>$%;r8*n-LJ-hWv<V2k>o;9P|>+GuUk-1uY`va^Z^*9#$4umt`T@K4U=ji
zxd1)bYhC734BD8~LLXD}p~0wvex5R4C?072uL|@xPbLM(6-+AvT1gw#09AqngDsuI
zWW{O3WI!TQu}wO)Q|YVQUuxst**W;3vFji)jYdf=8lT2gT?$BI;t+Dn{ojOW`tC9~
zLtBM>&x@uYFQ{<{2%b}Wt|4FmbTRktQ}EM33cI{dL4T|9LOwMwoaQ-$pL9bK8?1eb
zI!0&$+^L|!=c$7w+EZ<$vw@M~b%Fx=MajGX?PEc(lX3Td1$V!KDP;uC&)v~OM<$ez
z6uDL_wsOKp;+H4&=e1`ecsgbszNuX$g!@c#p%ZapFF*?adgqrgwfcJJXNe;t);j}%
z^-gDQU7O&iS`IyvT4H{gnHOTd3;CVWE7Zg>oTi!|s)-PdrAvM^p9d0H-VN?1(zdOZ
z(%e`^g9s7P0@&v+mXq8zj|s}g{#k&2MwP;87@w50SH%r2UhSs~zXs4|onS~j>&h*7
zM$ML)OWM}9?$J75>g35qxW7SqnckuT7gTb^tpjo;WYHps9ETG&Hpi%vCJxD2a-qcQ
zp(>V>+xmCh%1zOdkILm+xR;F=LjBfW)WX8jvYO9MZ=nrBu|DeUz2Ua4lhsPIfIb+w
zmPKJW>P!o)ygim}m75s(hV464E4rAAz9m29TLrf{b_DhQLKRndq0@D3uW@)r^!NGv
z)JN7A6&|-+H#9GfEP+o@h1A=r6GNQH0xg10bRl|5XG`>B3L`(B62nnL17$a|6WH;y
z#*hOwS*)~Br_{a6jwnF|`jI<NJSp}vu}hh?8ZFK%w<hUQx^WxJ*#t#O#OLK&T-GNM
zV9M33hK_&ZF}7C8cEU2jU}<2@xMT{4StlgL3SvRjuHe@DdWg0!&QE@rlko&z+=&A}
zFUZD^k8HHrl8|@{=2N&$D0<d5*P6EeUO-#N+n9frHYRWvGCkMzzP93D16>@{xe~e+
zfj1g#OPBaZOaa>lqe|DlVSpM{vNX*v;q6k-v{5#84(X<(CPn+40qCW=<&iKimc~dM
zV_WASUm0o9wDAovg0Pz5lR$Q<XWA(HI)`!r+bnG?14N*jXLuz*i{&G2jFHaanNQYK
z8_EFA1{GdtGwiTQ622?l6;FE`?JHxQ1H4!|7}{_Kpb?P>^+P1M>rf844OIU*+H;))
zt5X-QB*EDj)l^UiVbM2q4o%2id<M#a``n`LaK|LMma6K}ei}X5IaJq>s>w&YddcP)
z3FqM+p@e*G*lTU<cXy6KhGS0x1)sw+M_#7}WpKWX%M!JW`E~H#ci2Fd-hsLyGMW11
zU2wYM!!QCd<r|8_n!<X=yR+sZQz@L;q;R(RvO2u_?650q1~0KA8^0U>bW->)GM$CE
z#6-2OPcZv3pk;;Umv~I&k7a!pVyMTmK0#s`5zD&8i)AHdB*sq<S!<Ci8bqoKwUNJF
z-^l-BY9;ZP=)rqZHzr!NX`)U&b<fo(>UyThZ$sLNY;AF>G*>jyARp&J;(7atq`ZAG
zWHT=DWVPUBT{B45-DF~29Tz_fuUzV9;Y;v$6bpM9{M+M|jfr=ucN_2S(0R9qz(}>9
zx*9#0cQ<N57AiTwAr&M|h~#8F6@|L!A4$x#9|gY=q1u=>O>ul0L@=%SyIS$A-$EB*
z8qHmjMff&w6hjmVA3;p*AeZMB74^9+JUyTQj-I$e!8cjSo2zbvvU->h&EX-Py?`b4
zIhRUk<cv(Ia<f8^l1?ytq4d~n5$0o=&E@ag9`|up%WCT$xda<~85#EyPl=3-<$ls?
z+VW)q#*1H--_6`+ZYR?*eh*x-kK2c&WB7u+4ze*W>P!pjscZ}f#r`iQJYhOZhezow
z@1ZuUh19c}=UKu|k+G;gwbIp;wj_%!s{c@+ubG1=2SmZNSc<oXq5%}RCZ2K9)Vudk
z8^`G!ES%k(rGC-i2;yT@t7?VvaggaWPo0sRa)<iCn5L0C)bt%!kYjhKU!T~mc@A`D
zoExLn_$O^HU6_dN<bbaC`!62>adj8`8RD!67hFr9HR=5@Eg;iw<2{#;69B0^mya@k
z_|j(smPq4RYOD`$<XGL&{$F4wB2JsnlBV204I((w{M|MOL{v!h8K0A%WB)@Iecl%=
z0WTa8`C6~`4Ikr$a{unN2>L!1@Av7ot>Kwnv~vI5t{8d7Jx#s;?+}{{H%gU_4seJj
z6yFU9g;6c@F8{Y#63p$SKlR68`fqUiSbyq;djE9b)o^h}n{J(Tz5mtA{0h-Lr{v)*
zM-N^pUetR31Vv&+u3V2#0{(7>--xGlJr>0@jdVTeJ1)=rg0Ovwg0RTip!-&QH=l^e
zrc~!B$k%r9i8;La<5}Y0)q?S1sTXSeYYgLe@m>Zd)?K_kBsmc--bJYKf0V#U<?tP3
zsf5FqzQ#Xw)jwu-!?YUze-42r!nL`7X^Q;QAh+=#&)XvZbs`WP2R&+@AWv{AKv$!7
zWe=jsbigED<RbqBM`DgpcI2~|$r@u|#8ejf7n5#gHZ4y1DP=v(UD}oju|@t%Yf<H~
zbUFR>;HR*#w2uCL1%9-e{(;K&bsy7vMf*ife_nw`*YtN^-xOWbABFQhG@X@Vxk@4W
zzVTKuZ+lf;^mmqg7Z`Y+m`kq6e;K?K!({;x)u3FrIpVEX+4KVe#xXJiUl{N{)q}zN
z0>D$={mEtU435^TxXlcyEtRq2cnc>CaT1YIJMGHZV!c}7ZHu$0@j~~4p_~ep0TzW}
zC^eEI%WeweSgWjG#)=Wz(kgiudlCoftm0&?T5o1?)0<u*rdgo8&bm$4MswCEkC3CM
z759d?e(UaHz0ur)eod=Y69Blyj0qs_F<P%q*md__YZUE3^7b^9)hiNiC}}fp<Jx)r
zSAM%VhLSe8xIN$R1`A&x3|BI>G{Sg1_y>xk(p;hNMW`3ai{QbhWQu_EF`S+))@aMZ
zomrYN<|}Pl>2EQsoIs1LVyi{Pn30D(*3`IHrVEI+eGOdwR~#$m<V=h7+gujMW$}?9
z8-S4uRPN|Nv4LVmd27lZMW*qDb^O>tY){m!d=~W?v*1w33Q8ccpx{g{zS(dYM@d%c
zFNjD1lZL>rz|`e3XFmO@Er~y$in6pU`Yd|zvgkuU-qiEBi!e%W8ovr!{5jLYtP!8o
zxKOyGxSpnvSIqcFm?BbXF6*g^SxU9|lo8jp!bO*0jA|We@RZxlhq6hVP{_Mh%+cX&
z)TY{7ZdA9Benh4{F)4H`^SC(DJ*~JJRWYb`lo)HWI9_O?;#Q-|`iVv)wMQLK9~``Y
zAhZ9-;kyU#IUTC2`(-@eW6B>AZNZe@W<*In>T&+?-wo!PNL{wv&rW9cAd&h}0ydIS
zroTn|?<Z(a7br>Pr`S&OKQ4C}uFq$MH77(i@SABgFnA(l>J6UA+I?&#t^K;;mzpX3
zr6;8?N<~(>xafM-gZ+@N131N)PHP05-KvpKVC9QAV~=Z@aDNN~h%$9kwm8b)uyLLQ
zz5&T6X<r<#aL<B}NKmx{zVe+b%{6M(N*<-?#L<&b+aZy?NMHA;xl_?5jYa*x8dc3x
zefbFL9~5CGL+3i;tq0yfD)4Bs_o*H{+27VD`{W3mP6-g)$#J?>0u>o@*%nMICUTmK
z_(3t|G0{z2S_uxIG7Ok+6i3EErA8InbF9^D;mjfmh`G42nyeD<P%%P;*x|zDi*Q=$
z{wuVH0l#7UHgW7|3+0%cEwU!2<4;B0>`<-rjn#1`$Nd!FAPi0HRwyH%p^-gHM|R2x
zgTcE+ybPcUCz#w;9E6g6)EM}tT^Y}glg3BRMFXWIa6zw?r4kZwMj8C7d#?roofX#~
zZ$U0b1BZ`T(M$a9C^Vb3#-6QPi87eXegMAp&eIukQ_$EJE(l85pX_~sz$pl<8H-`X
zwn7eZZE6>;q9bjT(=SbRu00($D^j;CavN%2c`)#mXp`j3uVg3f8AlDmMSNTJ;*7I4
zj2rlhyqDAP>q~?S#IDO(*v!_)?WT6;tFz7uXC?u(OwDu_xtyliA?=ZCc@#*c3VjiG
z^i}a+r(4l2KQnZx2TzaF<uR<MVuF<SY-8}oK&l}q&F^<KRl~S0;M=P;RNdRz3M-X|
z7oqLs0$k3kUsHO3zKN)tIB>Ya4S9YSfWFb2knwu8RSSW#%UP7e<uzEew7rbponMSD
zQ^kC<Ff()|k^k)k;ri0s_;aOq;6D;~L5#?eO23S@Lp$bRjCMG{hYO(1viWwzx}16S
z>QvkFP1FTmKz+LHmF760rphq;>eAWulDa-gbRcIJH?D{_nhbu5UM8MKatr?$Jz{Ei
zD8BqxwEv&+?Mr`1P#~d@o0dL-{{*JW^N>(7;(*=A)r)Kh+p+yN4JEK$qBYb|{tmTB
zh4MEUu4wh7i{i7u<LmM5)1ZtyRtC;x>ELWTx+_;GbQigeG*nm9+f=A7M~|el`#qq#
zB)+{LRii>H{T|KD`qKYMK)~M-O@(-~SdCWm?J}~d^f5H_v(qLsi>)0ww)eo`z_HBU
z{rd-ohchEbh6WBxI~M-Z(~J93kz6Y9?*r+(l9TcdZfeG2<0(4KEpF?wMi2*t>sQA$
zV$u$~LK4@^!|YT?nEe2l-9NXOU43Tc*h9BGbi7`^eaFt7d+$9ywR3NEdhgNkv#07=
zIZx(B9#*xEu=*jenoNsTBG$j1M@`SPJsQ&<IevH~bNKk7eFMiNIig;Bgm`mDg!nfQ
z;-`}n;tc{jqlTyQ<;=L%7S_IpTa%+$u!XU1d_xbrr#r&#N5Jk~bBkT~{d>3X*s*Qr
zuG?>sbE7}<ApUSC5FfgPT+9!q1^I$<=1R$#gTtAldyjfN+5W=A{tF#pe<@-Ax#ZaY
z1vfS8(JAt*umr7I*NxO$wp%d6U7}mHEbSTb`T$GYy+;SPAZ?9flW2c8mg2z<RD<7L
zGHbp1aqNR@f^eXQz9Uz$%8zq!f;9k$WS~{<bDS8ZuKx3)&!(azd3gWCRDrw5=S2;e
zYMuu5(LD_>vP$O;f&`I(uXbMmaHf?X@+B+%W11Z>ALO^vd`ZZYlicIKAU;M3k^b(X
z%ZUHJ!{jppD_x=_{5PMbR1!@5;eoj&6^UGL<Ip?;b2GZeczS*?jU<qsn=oJIrn`t&
z<iaevsWYF}fHOn$Xd(8b@b<*o(d*;T)g$gbvd#**0BrP)qcUj)%k>+v?C~PQrSoDG
zFDfU(8`^l6vryXg=m50aASM7E4D(Xt&lH2+Tdrku+3>jJ+R&FC6O5%|0t!p!R1XSE
z9$I**FD`i;VKeuWp<&6Ju<4iu{{C>G8(Ee+jkq3V8rwXL;&=sHKolK>a+Hb^k?cZ|
z_87}}-QZk01hUbAN(5VE{t>EdqSGX87%^qss5tZ^Mg5>_WkfVrpRP5rrKAF)Dn!bI
zVX<B0Z+rKeH0<mow(uMH9>JAu;dWiI(XNJ;^@S1ij0;P;@Tovjmf`K6%+@FDW+OZ>
zd2<Yfzx>EsU!buU`qk`AQ*o{k-O?+x)tz(w>G;`@s&t`fs*U{<fw7}ixQs{2F-ntw
z!dWLnkpULaqmcxEYqV6;p}xwCLI!%?DS%ah$c5s)7Kiknw1puZ`ji`nEWHXJ<nW^a
z0LDEu{1_y!rx^|5$3u(Bo=BYn?B1YZ*B*EbS7+{WH2kHf>z+<LM--HC!;Xi#3BY#=
z(m&M>T>9Xk9@u-Y7<X0y#!klwf#V}>_@!S=8ls6`pb3bICVny1?2yOymrT59Nz+1W
zhnCYUekQ(ybX)$Mo0`4*xNzdX5k|&v;w7undZ|B%M?ra%D+uRj<2$6m*%VLQNZ1H`
zL*j{6YFw{Ij~Fjg;kuG=y)wRoA6KJ_l5XjrCZM1jP;^CcH=NX9)G&1<arxeZNB8dE
zn}O?-85%exO;7N#r``^yBCz!5R}tZck`wM;ZfX{cts)8opKXG6cPVm+tR8q$!W|Rd
z9tt(ety+m&>V6*bc1OssCgexw7WuVDhjxwJcIy7UCvQ7?=-%xEhjwf`<wbx)UwUZ#
zL`P_>AvC7bqLGOC2YA%<R$!IJy~6|hj}45-Ne+4A;s0bu_^&1W-<ll%#|2WxNa7CW
zVUbdll8rm*>XG0*9g*O2BEd6rOM*?epBR7H!Qoq`22Y;3b?4ptYxhn~Jy6<T+x@cr
zV=o&UYE2E-Pc<fn4(*jwo4kXE?k74zw};UE{j}&_P>x^Wa(pmS+4kJS{qH-%eI4Qc
zH_37TDmOK2?ANu$2lXJBtG83fE8Tv{V`$_(=;v2D3|lT(oz|_o6g?2fpo2+T@Glx~
zZRJN@=Q?`1E-<Fq$0c7_A#g_s0?8-9<INyiM%htr*cHT^|2DV0X$)fSPDLr{^jt|`
z-pX@sB(3xog$Nl*AiYIlFwITfAg1sZqnm~WF~vgE>%&3J+r^^3bON4gRNPW7u?rj8
z;+AW(?3YD`E#3F&qLv~sXb4;O?5`Fpd=kK)CgiRlqF#F(dM4G>Q|PjydT{9SYJcc*
z0D(0H6M~lrQ*wAP*Q!(Q+O#}7!RfJhZ)Y1wRutLfI7CA+L^=e7XdwFL>Q&S;r+c1{
z<3uo`n8QtafhzBnT)D+T$it{`ehSxz$$%z?Y)&KDoui+*0{(-vM~YVB8)HR`P60;&
zlFaJuw+1PVQlx7l0E%SKdbR?`8mW~&;Kg-kh>v1lqmC5KA~NU^!o=Ewl0W0Zl!_`U
zP&qX<h15wgf6+OVm%l*K@O)Iwe7sumWLQx0rqju2FFmluvbpw!*9X23t?^`N(i=qt
zC$E&j$+l_N!;^$bFg$s+7oKeE8w^k)2Tw4R7NXRj-6ReodbyHM&<ERslmd*XAZ3u;
zo+dQ~DL0b6klG_QNExNN5^J_!PdsCKpwc2Be^pFE>OkdNhW_Iv{67#`+xQacjC!Q-
zBjN+Iidc3!MhF}iIAZyCG!r7E)t>+O^;FYDUfSO<@uCG#k67M7)A`l-4$?>Y5;rxw
z`Ee1;t~CnXhy=(b)FM?@;3D)$8pXSjaGoFEAq~!^h~;Jv-;jvq&8cy{DIRp?D!+(u
zy&=AXA6KKkl0N7c5^#+hv2;aoP9l~o_a7NNyl?ODKrm+6{=)O(PNgEUbl`6y;@zK|
zc*ES(EFAawqn2>Cq%rMBUd}Q5Osj~)FgRk11HA}m^0`GmKdai&xmON!iU_An!|8F>
z8-~^_buB;(EfEG~-aQDEwU>{yG0p|XFe@8UO7vA;`=-Ino4_E@Mh;cnzlkPrlD}+(
zP;!5g3A}cA#J01yj}-<R4^>7E)dugquXH>=aOOz4IP$V>FWY<e0ZF(7Ej<L^nu?;5
zLpKwGkEcb@NIWUtM|srrG1)af`SeF+L*IEccz;JU=p`EbW^x+5M<8a5%Z?~fa$~c!
zDw;Dvbu*f=a}heaCTE`vP^1%C{fodDMoAENv@wO?+;%3bL7<K7reyVIn#MokFB>70
zvYKQXw;VqHP_9y|H%^w$ojY>;+_A!a1Gi4>7}|caa^~RC+|a!{PVPTGGB`G|f9fSK
zkz$*!lgGW!rlPZy;4OsqKc_|8NYc5JU__aR_Z~j5@5o6>98ZF^cODI{T${#mlQiff
z8uXxRj0Y#DehoJ@+u0dotXYaO4vJRtqt$cPCSTZjbCNt+HAa%aCnt|eQ$6d9*`2A#
zOy+kRlMEugLyz1l6pUoh^brlCJLZ}`>Ntt^?!cHv>1X|<khv=qnH2Nkac&SZql77?
z)lZz;$FwzqorZH4Ft12~bN})H9Zy9rDPmg*(0p1zjYROP8FN!N7A@8R(M`i*(IVF1
z^`Thwj%^8I(K3<}5{vH1xj~@FXtZjPG9Jy*UPC;3?NA*zPgdYdXf>SVT!+8(rv4XF
zO+Ce;pHe+I7QMqCi(Ze&sS6K9qARE^nzJb&j5|U@gVG!XreN_|yFQK6^;5V&lj6__
z8)stz!&|I!al%G4c(RJbQAD?i25xAV;>!R4fn}ULAWw_p#|``|hkqd6U6BE4nOVzu
zvvgCZ-Ne~^9QCi&i#foRAj<6G>x(f@@SH?On4NF^e?}xt;lEokP*~vj`qS~`l+3+Q
zG}Xrb&A`~v8dQdi<rsl%RtoxRbEt=l3I1TXSj%P&^b7`z7m87}P_g%<El~V%`czw>
zSO5?eC=Qa>Q*)+3@lI0aQnX_O#o=1TjW>qB^i<B563>wyB)*LR{DL5T>L77kZ1`JZ
z+*!qjI~_xh4ZCAp;MnjLm#biDdu;eBdYLLt+Jhc3Ubb>>_RuV@iSHnto0Z(u?3TyH
zhIbQ2A`~7G8{R`LQsI1CJPHcu7Zc96#CJ%8vne)w(!)0-HvB+pT<?zuUEz8M;W`}O
z!H=s^MM<A<S%OjB*sv=`a}pa~K6Gp^PQnKx!@<X%dV4e#fu%G35+dB|5}@c-jrd7!
zY8H&cD&nNFS%txj3k!=@kwM|BqQ})t@y`e7psni?$Aq5_j1g_l$yCsyl)lO_;Z5z)
z?g+HJsSAQ^<V(f#chb~7$=@}?CwV@})U7!={lNAex9q(2wq3h#-<BQC<?S))^@P6j
zkobdCG?V;y7a{Snv`82UBn9`?JZk!=?<!65{4w8<Hy-|f+Y$aRCH%jZ9RDv1q>K^Y
zqe@P+nCzTL;MJy)H5vR-fEJy|;G&+i#*x0-u?z-5HnNzK!M!wnKbYI;>lI=b6vME;
zrD&$<;&JSzR1}sHyN^)55nW?^FR69}#~R7$msoRCH~b<@ZFJMH@Qd)`y*?a%*`6T$
zBG)G&;g_`&yx@)uzPRsGhF&<hVF<lkJ6J*eVJ_%rTl+-8%J4W$f|edbWK%H&1!Z2T
zdT>x?z#o*k7eSdYNPPj4BB4^@0^kUlh;RwEg}Edn2WezHCR?wg*dY@2vJI+akSo)F
zeF=i{l(IUM?3QcXLXjBz+!ky9-3Q!ijug5<h=tE9kC&^X_;d}09jWA=HHokm12Bp5
zphYh3riF5{D5HiT5#Y0?s`YX{L7*m#2EM2b(?Cq8*a>e$MsQBfdx5A#d(GNZ6%&R9
zcJ4Sm3-U_^yC!4|4T7lv1kwJO4F7}<C}Kg^>&b%=oT0~s2>oDO=tcfC!iZ6VF`_kE
zyFQl@wSbZSS|-%ubzAi4^#o8`^hkgi6+H^hp{J!y(W86F7D*ix8$C*(3*Gg4f|j1v
zd`IHR*W*fq1p3d5shjh-(lcV*S;dt)9Yc>Rxno@5xYB260-|ybKbLBDXesw;CSJ4%
z(=1A7=n&1~pT&2O&d{H5Q}gmUF0S+}VPuReeV<ySiYxs~JPHcu!-Vs9<2$6m*%Vj0
za-G6AB(Aic-loEJ9eTw0t_s&9gzMV)4t`vX%1b)Cf1H4VZd}O~qdAEyT`_ogWZ>A|
z{UcP#f8Q}wTRetJVMmUs<EGIKJe4<?is({UjuJ8NPEO4I+|(>AHw>dxH@rbE;!gW*
zA%<GyD!}q2YwV$Ux+662BQzhJTQukI+Ijmf>5Pa!JTRv^0`nMw*-Q&&BG!H>kD5O6
zvLTE&_a7V_K!wG@0}}n1RvulR=!h=EM3<T5bom*9tT7^U-TpET5H+pA1H6zh@o18!
z9*Xbo2*nXX@xRY4iVH=2LQazW(*yNm9f5kBK>cW1P%kK#_Jnci;8BTr)N79tU+ahx
z_Y)<)oSYJW#ZArH^VNe#=}sand?`gCRC!vP5CYD&%1x|@QDt%aj$QrR@PFH{+Z-3o
z58?92(Eh%(fS`z>0tJN(0gSdB`$2%forE9fUy;_Yps#ZH@z(Y&fF!i=7$gY4k)4&V
za)KD-*|}wqE=6R?-r5rn;2TpBOZo#R3E=C{HO3p0&XwS3BQd0N)u{zqHn=Y{e0(2j
zQBzr8iF4qohxb57c%LG?_a(>sE^ca;WP2Dy6!&;UN%CCE>kUahr%B{10)*;BBJ+VU
z%quin$<bHmMk0go8<|i^<O4L(rx*w$u#&-(O!N|u^4leU`kr~*`MOjDlT!I|0{SP@
z0&OISUn<Q_-T1y(@<cZci|>nQir0tZ`#TcE_hkerB))%b(TlXpkXU4}UvDe}WGN&6
z6hYT8SSzA%kzaJ*$9$xqUlmGsU>UX+Hr(T0Q#qjB#CgBGiBoc1Oe>EEKc0#QX-naE
zRS(`$c%^Sk!FgnmZ&BnsHOV1y=_3oF$~*M<7EUO_G7>u}$us;~QM%C4ciA2VmT|Wt
z3J;8PrGl|mMO?VZmwQps)IE{{7atIh$bY6tCIa9_WuvsyX%civ?bzUH%#6DMshCzC
z$X`nZvMen*N+5q3T><W#2TlJ`j618KX{Tf8K~r~(3mi1P`brg5Yfr}8NH0?b)viL1
z7&lHa-Wbi|y7&&#EUx9IX8$KHXnF@>WDJ_#Ni9<0yeA$7h4VP!yeqy#8k|i*(^q)-
zh6GJtnHtvz;z3uq76{i9@g4lQdR8xF$47b)s}hXr22EWtnv<aE67AkoX#jlBJjLdu
zBCT|~ibS&W36OKs@P3M$nnmIxoUBu(GX*(5qJg3~WgE8|R&aDd+&s-o1=rwF#T%~F
zQ=kh6C$Zu$;u0jkXVI`W!9>DpP8Ct8XOt?F!^Y-uDFa;@m$$AHA9C;WZd_;K`a!m-
z_1sps<z_x&p`8eK@17Oyr0pfBRoM3To_j<PUht!W7{e@)@mS=Y9kED>SmYPxmPHov
zQNfH_NT|O(U_a0iuoDFA`_clNNCmu>M@=7GUXD|qSlADZ3=EG99==D4aqzK+`DZ)A
zyiAyXIyvTlCeSg4kKfSSyXgpD!Imv=Mm+`h29n-h{gM>Okza-&dk6_kpomtJT;R!S
z9>VY50fMf4G|#<YrL8Y(4PWGsn{RGE_PN{-n<Q(u2e1|f_@`7Pr6v47FnO?dvshxS
z4M#6^ldVM+P*htIM}ZW2W6Pqe{9~AXXCFx0X#vtkIuqHG!4A8wW=8_QB>dKvD?5k2
zKNR}tiT4B}NOq&xDz9LY1ml}Lokki<uONwF#GEhPlZrah7FP(+UFaI)&-wv15<$8z
zo$9U?M~@slb<dHu(*SMHy-9kYBiyTm`-$YZk8o47AM$`-L%0`-wbi;lS}jkH<9wvL
zjac_nG=D+UX|vQutyCl;(LclJLK_{NQ!Kn$qYvmB&B#?sv}!bK6^1R5XeF67E4!;U
zz3rjFeBoT)zU{t=le>?UN<)WhyK)D1?<!0U9haIZzM+TS;{o)H&?@xK5PFZLMbAjO
z*$U*E1B1i+j~qLYIWe&B-XlkbGRKb{lmrQV=h5IdJEB3IXz-roG<b%ang#P)VS;&}
z*g&u=PuC?Es?`Y#i20Wct|(4rv7Zh5hm_g8RjD?MV<^PQ*QL`_ca(nXpq;H(tOAZ#
z<0&qL#)={23l=RZ_E@Los}thm4KIt)y^*LtFTmsU*g|frUFmBzwr1<iVh)!KZQZeB
z_bt0`x$U;yeb{iTSNodPJ~<TbEawT*t0kxMUH&B1ypgu}Bc20ji=PzQLSlC@NUM1s
z1eUI2{I~jKo{LEUO;$>3$O+OQ{7L}AXf+|zY1>B=xwL~amv+|tqi5WTiS^$rbZ{<t
zRj3km6VXbS>-${JX=q8g@|_e|de@eb`;WwlZ5g=&4Wph^I=Dgl=M&7((X&CHa03)c
z^v}(5a&)22){0vtnp@SGm#s_@AE%a9uLmECkY1{hJXO4wMo1L$^J=KlR|!w|!uyr<
z=cth+iiS<1;j;J+ei|C*XSQ~1)q#DP{YMTT9zZ@I+{@t+b%$-p8;@{%5))2OmTeLK
zyOQI-lbf1t*c-!a7(zD{Tya-~H;LdDEq-Bqrs+ZzxkX+m;;abje&n+_-jQttqGCZ4
zM**?W?ie<!#+aoydOQ_P$-dmj^nosYSlE|~g|^2R1d%RKM&4C&ahCYvFe76WBq<k3
z_~PounKH_V@7cO_t2^fzch39sqta6|H}cRr8$inlr9x|p&}yVb%Sf`>iu*DM_}-C$
zdroBz?>#gi$q;zz;r)0=c%LJ@A4`t+o4Ki3%+ChId;}Y{6mq8HVEU#l9qGd9G7e9p
zB0N=g*I#Ffc^So(k}ty1B6KEQl1b#l;kKp5EG7EaQjw1&`d63~kmv#(O?yr-^k$nr
zo?dvTX|{if;Wmne6y7AWz2wj|%KwXPc*&%`XCBa>3IJ_{L5b!=1oZz-3v>$6G&gl~
zT*MAlbkndL7qR*6_2C?sTN32B$c=uP<5GA^UbyD`VQ=q9v9<?+<w37dZ|JrR3@Y2f
z>J;i&p=MPJM>n^iqLqz|30T6@{m8R8&D%^;%o-%5dDH>UvAxB?&eN0GVx_+}eOlDo
z%8R3v;Rza$U2HZLD~+a|Me(dL91kUHe$1{xxm!qBJ%-gMcAvyKcUN8u{Svd%WmgLq
zQD5{eme@+pnor1UtB*z0DUnx5&JBs}eDvTvvzN}6f*Ke!s18QyRr9?|@|=Z&)(Qur
zyw>^3Kxd;^lpe;&IvUr+OriE6Gn8FwvL&F4+}YQLxOrBv4qpg1^7Km(KTq;PcBz$q
zc@^oGOPDK+lrKDqcAjKX!qZ`Mde)M=ixr$z9&XyThNP+QnFsp8G<3!7t?NsJst2cD
zy~dw<_0--mh`ZVlCPAd@TFAb_+a{9<hdNx2sj6NcLR+1tUc!~GL54-dh^pf8vs|Hy
zaFV)?dJ9Htv_y%$re#y1zGi_2fQ6UpsWDltHVax_*7F=nZ+ae3#7>j6^;+UAIZw!f
zI(eC=6x`c?OCQ7uaj62GBfY)%+x6nuv~_?dU=rt0NY(Ez*trRwJTWo!9Ayy4In7_u
zozyR7$yKVBU9VT`?J9PX(7-BOSFt_e-<15ix*Z@*9n@3Nh172qJy`wT-Z@s@ywGU6
z-c2U)ucLXHU_gu#U-|$h2Tcp=E3VM{XYDkM6!vYcyWIpt+}+-srfEBB*Ktr|k`ga)
z8xrm9@`Q1+0v>Y$2T5dB6E7r`Vg-xZmbilHTn(1k&I`|0vy}gt;0a9Qx(FcTJgx}=
zQJcso6pBe0oF;OH=?C|BaPIK*CYDA|Ke0bW6Z>WcY%V7DHNCxus<_|^zKc7RS(Kch
znLXYRYn4gyn)F<=S}iwFm!f(W^+fa5=(O~A*z;i@2oZ=0+osF3EPEQuAy<=X(|;32
z5KKc~>hBh_r+g&mk&6ux1Ei~uE21EhjJGz7gc|34C@|B;iDM7${gU%a7i=EB{K#AV
zGob-YpHI)4uP4@g?<`m|TD6t_1a_tLDg02Z^924|*uXvk>p9Q<cq2GVaOGOI+y_@3
zo=H}ENA6?9;lyJ%G)<m!H=y_XK8M)jFeImU@2}Era1BKEBroWXJX!xnfS_g$Am8Wj
zR1e1U4SwI}Tf%sTdN1%sD21*#UT8u!Pi1NItcaWADBgHav3YN6)b)MX#E!O_&1yv)
zx1%dcX#E1|Cl87KB%$u@?YH*f8fcZh4zH(Sjkll#wveM_<sj|2TqQSwL_SLB!DV{v
zKSeuVwDZ>Hc5#xObuV-U0-@47yVm;l&%f!sE0aCW@e6{u#`@n=bQe~_pTi^RBWHV|
zc%b#aY=d8P%ri|^hQ7$|!UCqcHdY)gVsbQC=z-RMZRfDO=HgGeCp|$rcv3FKT5d7v
z;eChHkrX2k*fTLdeK!o&SgTIUd8*!o;5*r(EjWCEn;0oLPcF;L-NpO?)XFAN;oam1
zH_1(+I*ST#{N}5<#%5anyWQ9lMs%aL{dJZr?yFMRdYn6E1C}=JTLRPW+op2XMIa#A
zDDu5GA3Fmdh~{x`pXxUBA>HlnQxS~J^i~|<5+innL@Y>RiCJ_554C$bKy5GrwaYNK
z-pIjONyfx)@-wm5$?1lVEp3ly-uzF^){Sh6HsFSFanh<!Q`>!K)k!Pw8?s^e;@aEq
zb&aZi+UpP<pYpyL6klgy16C?$&lI*eYhlAGjWSDJ20rIFoeH0McxIEcpjmBZ%QHil
zINh?1oyVUo`rxI`a&g~lGvkhR*jXx{l#3O6=CHFEMv8J!8#B%-FiWdhEI0bc>Qx-A
ztK?^#h4*L6ExR%E*o;`UIt#0<CSr>-hYKqXJ6(cI@R%`D7sB>f^JFJ$_+yFqU<O~A
zz@OdjpRIZse=TcPa~aANqqmJ24nI4q#}F+*vWl&}8M@S2hWKH#(wfYiqqWrxo-C(*
z!&(M0PSQjTjJIAqvCB3;$&iW9xHahLb8ZJwlnxJ;Lg!TL%}g0_3()Q|ryCd4sy`Pv
ztL$?{kPKR`)sT%AI1BRjXloqZm&1>!fMjTa=;|b%bb<Ccn=qPr)LCAvfIu0PtE<x0
zxHC>yt2x%UyRT8izpwVc%<#%RgWZsP*{*}!1Zu81<E#*5)<#*tqs%xP0&fCCl%9YD
zI?Khl9t^Vg)&3WO&dy500gTotkXi;#GtROywrX0~askEj`1>-uGUKd4&={FW8Mr2-
z`YSn{Pyihk@>-W@)K$!bQSGtfxtYR3XL+{OtYU*lK5{NAg146CTa&en;y)0UAMmM8
zxT`ea3Vy<zP1El^sx|CZzM45VN&K`DOJ_u<GI~$ul3X)$w%DK*9gUSiE<<*-Oo-5}
z7<jZu$^~R>DUhLTY!))STjn;)(8-L(%!4yd5B&=t!L1Rre~r1J(ejw`CH3r-`V%a=
zii8WCQyB*%mWz|{L=LUI$yr{rYZ<nyRLhW%SxQf6lRHC_;V7+)#|^~cn}uqnzgi#P
zI^$eUEg1l`%rxyuOivTju^7+$ZrrvL^juya%LRs~C*JTcQdR+5>%_7XcD=u7H^=xJ
zkp8WO=42Tk>%z`Eq$uAk%nU7dHh?E5GfF%a0+~jQIOM#uvM~*p;2d^w#|vfhwP&39
z<tnlM(#9kbz%plAkn08rwTAx|e`d;6Tn{Zsy8#=5R5R1A3wZ;TnS|&)(W>DS%K;rO
z;Q;-G9ykx~sp2k<G4Oy?468|1G+Lv9cEw3z-f}f7q;Wp0B=F4SsGWxhPXmO4Z8!0e
z%X4Tok+Bg6FK67^8w~a;8kwfNVVB2*PCM_+qp&_g!p>r$P9VQvMci%8J1UuGwhqsp
z8D|xM0&6v)Trmb}c98CNR{NgPjwwIJXk+S+g(O0Ge!hqvihpk^{l+pZ0e_8t9z)Ek
z^k(|mxClS%>F1Z}#ebt8YdL;4(9cJ3g0l1>`Z<k@)k_c3&qMTLihd?=$!4iQKabOk
z$LQy0aREZ<3Ho_Ey?7h_yc~tGN+;>(ll0<`=;ya+(D%~M&(MoE(a$85P^m;eKSW+q
z>3j6^*YNF2U!fnHUX0?W<#Z8NxG9`*7kHg#oX#^o=NXstjK_J#;XK2Co?(BK;XcnW
zKg#f)XILL)IL|YTk1~Ac8Ma3muJa7jqYTe^hUI*#a4n1}6ST0Dsag1@Am!skStjMR
zL|G=~`-rkk%Ik@COv-(VlxOH)OiH??UXb#q>0eArx-CeM^1sl(n3Pn)R*>@d>0eAr
zI`%F|`6&I1Nl6QGLCWtEJ(-lW+-Fj<cVF5{p@C-!=6Un*^QZLZYw2IZ{3rI3O7Enf
z_bi|n^fR;&KkMn|)AaK+{k)q{eHHyw7vtwH`swb%&u8ghZ>N8qp`TCF&(rktiEjM-
zEd6|M3H?bw+m_<z68iZf{X9cIB_iD(`Z-P{c_Yy(ON4kA{rP4>pDto5-A71MP2keI
z32CYxQ2IXhgv9}4XPK^ySUQ&FPz;vE3lbxqkj;_pgc#~iNKx`rD6h%UYFX(wez-R9
zP_^#zjo2l>%AHpG#)tb*Z<4=qd2lTE4O})@#2hNtLha2sOLB-Q2sHy=Y|(!A`D0KO
zrC)@s46SRtZsr)Yd@Wmty^whjFie{YU2uw~5yqL6kCnexSm5qFXiL7UMo5ubsFZ8h
zNy}0!(`ppp5xJq~9>>(gbK`#qu=LPa^x8+PMX|mop&tdj%dk2}mE>|}6joqD1J~KN
zAGyuEm3)e#G$O`9ew}p`7LRm&cVEo^<RWJ-h7#Cf^}KB3C6_b|*@R9PoRK}kB*H3F
z!Q%Q^n^RMlpeqG8h+GKO8NL1m$|;>sY7v}pV(+oTbSMrsm0b3r723*xR+0Zo!>%uU
zQ_KWK$c9#6_vu+YmOD*tJRlw*njb&W0Q}|{)aC4MLOXnUDgGnB?Ce9fx49g4^68v|
zq11Hlj=`z49t}!Y6Gou1JA(p2!<sEPd!-vOfID%A1}+Vmxwx4!&XAj88$XGgFpI+g
zC7rY$CG3Ap<}(XeP2w3kpM+p)iHx695ZfzT!y#)b9W$2_`4chNN{O5fnZZ5ADl*+K
zG5k*|*4Yf9B=CF;4xuw95b9I{UwLsQ@Lj}iiL;mbz(#L>9?##ecQSv3(Cj2GbPhqP
vz;+b}*PPWVbRaz=_SBZB$Gm7;Ql#i%o)(GYw9xO)Q*^@(1ki-FM*IIC2JRGZ

diff --git a/docsrc/_build/doctrees/environment.pickle b/docsrc/_build/doctrees/environment.pickle
index bd56287e75606b6441f8649e9accbba4b165b0dd..ace380dc36a1d0ca9a63fe7312f92161b243d3cf 100644
GIT binary patch
literal 3627663
zcmeFa2b>&7l|Qb$(kiTSa2(4)D_Pog#70<-a+ECxIj8aLOz+OjPV)53u2#m_25d{F
z0dpQ~3<i^<ZES+c>F(e-!U1<&fP)Kg@Vk6J?zlUCT>5|CdsW?C-959@GrOAO|3M$S
zw_aEEt5>hyd-dv7P1XGi-#BN^+&T2mS#4Lcxzhe2t2B|TmP<veRBJdZFRbSZnTvg|
z9&2oUpmA?w(3zjAR2qAo{!BStt6EkjS8X_J6^?o>R~SlGQnhR$H_~txC->E=*8plf
zh7acsH=Knx*jCkUILoW$5vy7os~)iI+<3!Tvb&tFQ`N{@y4#wt3gwDWvZhck<|Zt=
zmK-V9lK6VULWTWyt(vM?V>t^S^idJyHk?Hu%C4r7NRChgK!PIEZqypr;XQJR;_Q;a
zY=3rXc3F0Lc13m|yE3~fyIM-5%carW7)VrY((s~-B*SIIk}^oC<}x7RUbM`%YISCe
zwZCSS>|D8IH|{{Q*J%FkuML$_m2$x<mm1D`-`iBZR<`TKVyZgT@VW!VDFgI3ET^wh
zE$6K?n%H-xZtRkDxiVGFjb*97PCMnaQ@1B5Z_-K?z;S00zRs4xs{!wA;_^~@2;9ro
ziiKn?S1VWzXPrWr&|Q$Kf%b;8qGlB<1u)s>4n<p>{-pb^k#bgA`_qMb#-i++Rh8yu
z*EmbA&(@10_D}{Auw-cWJ_td%YM~LT+N@PXwF^e;)iRnZq|m!$xk5D)HwT?nHW)jS
zswT7en=Ga9$w8;TK&?#{%47I)m7+U&CBUIcYovneGO6mg<Y#v|%TlFMxn4>GH)Q(e
z2?%_D0{_m*<R%j7Ldv#xZ5}O`LHmvo6t${}k+B_<scI=#8cWpBjXMZkqO#-k&FAum
z{BicobN52*6BqA?2qrGG3YGKD8OBSmMCIHYb9SzlI470JR;|%po3piA#ojqQJUKZz
zRB*d!C|xcNpI5IHlXkgYO<TLr)vN>D0Vh#L5$aVh?gA1>TB^YB(y3x4l^ZMVB21(c
z(uAZmVRNFEs*YK;U7M35g;Z&Lvu>!{p3Uc;1LY}~#?B=MinN?FtX`cnoH{o#TCOJ2
zAj!7u?MM`h^-``jwLOt4WfG9X(OfMxQm~M;b`(<?D*--ah-Dzg9y({ZBCI%P7;Khg
zqwcKaezt39TiTVUg-Ln~QCh*dY1>YY<_gd!(wqKt-L933LwHO2wYXBvm8+nmaaCfz
z{ZPX>as*vRW}q^RBEv4EKFD4s<t%5JATO7Q1%zrr34PwUd1`)yJmiX%a<!H!)pk&!
z%?Z0URj_t#hHj4KN;_)h%Fe`Tr&RX8EKx~isL>i6Nu|ffs*twKj&!+DuI@}6KRTMp
zoO#yEz?NzTB1TNA+dC6y;%h^mPCxf@UFmU<q|*&ax_mS-RjwyWByk`g5|@R<CD^(V
z&yiULk=ht?9~D#MEWuDJUw`?nLn5298E=|wn3WkyTsW1OAfcrXJ-OH}m6vOYa;Y$t
zC|FRAM7BJcsFf3S8$F-3xHNh`0gGRS1p{fdM5<ty6Jx1dDUnL2E!(E@sf5T{qCA?&
zLXUyZCrqir81-(p=#wB;w~8ySSDP)(rY5X}4Pr`QOxj}Gkt!srmR&E@Ah?sjmaxl3
z3p8YN)&#YTTAMialv7RwpGtKuU8}=#G26;$P1ObhDv!eT3Xy&4_EV@lnnGO+Ye+1D
zl)DO}#9a}4MHwZjPh7pB_L7DG_jV}fxJ6meoh%I!Xo9P0q+W_$gh2BXpZoYkn20#m
zwZvhyGZ>YtQ_$Tps71iY7^Vak1bh=&DZ=tcn*`fgVO8oQNki$gm)zTUsFA&bo|dzm
z6*uo01!sAwUc}%GlUFUKNS6nlJ{!X#4_N*CB$YT3KEWast7Fu0`Yy?h4e_gmY_?!Y
zu4nT_rTWw5jJ0E=P)@@K>Ay0^olAx5&Jk+xP3B4vi(D-U>x@1J?`@1kizZTqIt&#k
z$PQ+=I`iQ@HTFK-$ZpT>$c`f6tWqO((l<)af$d?7M<usqPtJ~0$v*Iv+=WIqFQ4{R
zEpX4a+!qVs2BfB3a0!FS(PFK!SH4&bQ$JQm&orEQ77#H7OVO-U!Aip4A&Uw(iDA2u
zlKhRrqNM(oZ7+|s&iZ?*Fs}Cw-J|pFy$8nUUWGV;@r7(@GF2#)CzGS~0|%y(5X_Pd
zcY#OnLr$M6Lrigw@?|E$moX@*o#YW1JUk@i^cPb$hGOC~ys2C%W9?V<Ehb|4efA+K
zyIe-hq+K5!&FyEKK2){I4+7>|wVsAnTN$?ZwtO+5zOYK@a&#hmg?ept$JsmV+?Z68
zJw1DdlwFxCg&Z4a-nMO;amzB+XbMIqS%ovFyI>>61F)jR!U!#?!sp0Z7(yEd6;>)x
zENANI65_I(vAR}HC(9$`-X-x-m3&(D&9ULEB$+&gpX5AKF2c?#P92S}i|i24=#^x@
z0WG$Yb|sazG^dv_3ULoz_OGZ+jj;os<RK5uV&PoPrdr%CSH}7j15~Z6yfU5($BoXO
zl08-M3~0|WIRcj%f~xQ@AGfSZQaN2NF{|u)1tt<g;^y3;Dq9a0vT#7Lip6pX@??<=
zAfE~Dha4oWN)Aq<?izjtvGcuJ&5VMmkwH(67E+|u(oZYkXpk!ofn&}(^D0n1)~IDP
z4BKEPO_&;c_mXU{ly^`E?eyP^9Aqpjrb=Wi?PR@L(4;JeCsoO%$EO;HxX=m(C*jbM
zlYEDKyViV-jvRwFsLVxT1a)t&Q8p2F5UFGaBVo3&XRh%7mh7!U`q9PI{#+6HkoQuG
z)FWBQmGH1iV<@le$N;QrHVHJCoRN0xI#%&}>u#`G+g|m>QvC&tiRNH`tzai%)N-R!
z`qff;m4*yfF~d`z_QQifEo0=IYiu?+U%R^w;dT3CweMXrrELBDyLZDpa;L2I=c_4+
z%psO&>&518UOoj+b1{2PGzTRgb3XbAHkl2DRacx68BSvM11~9OV}4Tr;n{M5hH%Z1
z<ve(ez)G{l%x=x*xzqWzHt3h0znJIPbDRbAo^4@2mw;)&j3)bw>@Vo6)!sYbBuMg9
zd7i7G7B0V(%d7bv1{{7V6zL{6vXk;!Mp@Ke$k`ak8oIa|ecdS}Mk7Wuz_>B#D%EnM
zIht$t)l1_gxLF{Vh?UCiG`Aq%k4crhU(6rYbD4&`<jxW5*~@Hf75>VrF%-1)D@7w@
zQoH|BRA{M`Nk!GXfHSh!X0MY<g>!l$Y7}yWA+VrICFToKp`Tu3x~_EIEox)5M!$T(
zUq7r%5*7iPtUG@#Hx(Ks?~{|c4C&k)`AS;DHWr#sHab@#T~qv%Y{))53mW4NN=sHU
zP6QLu)g1e>ijB;3$wVXqW()o`X7xVCui`H!;iF(&qY(yPKtE>wxdSMlDoC~2v$AI^
zOUzys3!t8eaYpu~*`1OY$_`6WHE9E`nu-?a9GS`+BgGQN%X4#O+hyW4nwrRga;P}j
z=j`t6#ge!wd$S}i$X+Pb4KN0t<rtJX>jX9YgJivuK}Z54EjvGK@x@J4@dDC(!6qNk
zERB4UQ~@Zd3w8Dy#wj+QdLoB;3i^UE3LzB>P9{2T+<m{6zwzEDxna)S<5iV1jrDge
zqf>0G6yQZlpC6KXB!e786#~!%NJT6{;<pePI&(c!;l0;hkh5T@h6%2qmgW&D5a^PP
ziCa2L4y2DD(iZ)#>M<dRDhp%?Iwr{TXBD?L3O(eONIm#gf?2A7D@G_FL#Je9uga==
zrM=~Ptx_i+NV{kY*+o+=l1LHFoiGSs@Uk(Is0yU3WdNj+OSy&4yrG2pSTU5@;5xiY
zBpuZ_$@F<J%qyu@H!O`o8a6a9)?W1ldD$6d3j7@<@=s#~c>tREM=`r-;=%I{9)?S0
zcoh_BXymt&LG{(l<13s=3_hq?jgyS|j3ntiUMgvV!%@rTVU#HT+HhW`qfY5eX((@J
ztU_+0I#jZ1!=*}bSd~5h^kK_Ba~K2Qj$*N}BTclSu;LoK1B5Ziloh%vW!Y#fop<{n
zW*@h2ZCFCS`*9{`V+5Vz0e9Z*w^5-xbRid!in1zs(BGa0Cy%4Cf%m5e-|HEP5)TN*
z12k5x)bDBP!?Q${u}o*wX}~%prB~~hH1$&fWHmq>;bwXEMCQQcNQm9vpvxe#2z#mK
zLllACbjb}@UYXc?!BrP0&bj!i3ogI%{0nyPzV70E`_64h&Fj2RWgdq>YpRI2`jr>#
zz4V3)F2#3OUU_~YH&m{U>2H=%Y<54i1%WA8{Kb_F+*rJUpi$EYBwNQ6+26@N<SbQD
z!yzi^3ns7ef<7E1zWw}r5Gh*({|I3c#LiQKwO_C*E6)|Jlvh|4fRM5k1w%OJNXa21
zB&i}MO)!}tp#+}$$)qy-VH@EW%ll381p;mbS`C0@Vb70dZhNJ~S}75-;C{5eL3m!N
ztjJm;A95az32<s@WasZzNFL_jvKWEUg5R%~_rB4@^))zumE?1TL1{AS#9~Ax$MF(Q
z0HXB>3s%dMHe{c_S*pGfN9q%#_xxVbCnK~^^Egv++Z?_*N0E*W=ZQ59bm|M3b9ig%
zac`0#IY*MQk{s<p`Nbtvh^PCobeLM_s^||MOjX@3Ch|&2CHVa&uZF61Hv%TLWY*$P
zm`mO&e-WAdV)DXY`?6}eqJ`l>_q{J?vRoY}zkJWa&_}6K8m<eC5{z!6SCh)|7~;&k
z^EfTzh`edGnB{2d!;?AX>>uS7r1&c=c@ZPLCiT+ut6yaAUus_hRZ=bpBm<i0ty(Q6
z-J=jH@oh(H&s<mCmeWU`5Gx@)g5Dy?i_u%Of<in<m9c)Limb7rDFsVLW?4zG8~Hu%
z*s==hpDT@)DXOB@-2zl$uCXJ(avl~4kG;BN5l^gy&pV~4riyT3sqCtpowf>?d!UnO
zrA=9j)w-4l<FHcag>_BmM60$-y2lr1F|C1cR9~3APNOKHg;p(<D?pv=nmHSFZn|1V
zh{27LxROFu&{`v#oOCt?8FKoz?b`8*%_rZbjQw&hQnDtAG00wkH4+`KTElr1?r~ib
zLd_E*qKr|iNw(pt$dqY6*5(k@s9~u?eKe3x<}yjFva$D%>L4dvb~UY~z&VJ@TbWLZ
zD?M&aK}j+)<L!e-ivR#Mh*RZJ&<-nAzzZ5Y3p6Y&q3KSp#OslZDK0@la#|6U<r^%V
zVIGeNM-9tcsSMWJ-~qv^F-ga!A)0N38aAXW74e3{fgDD(iVH+Gdo5)(ZTNAN+ZGKg
zsU-Zc`WV_!9>;u8tB;q#Qbr5iI&Uzann=kkt-V?{QP{ZR3%t-m0z##B7AU!?$5p1V
zR9i~YC|EDujS-io-kD@=s-k0ss^kf(WLwSKtO_d!j0_1Ta+rl!SW9H&?u>RFG!*6n
zOH1&3N*NWRY#_3|#LeOG#TpmX1>ryK&EE+_L0-pNFFRvRP~3_`^9!xg4j2Zv*ha6I
zs!oSYoVllZ#a4L5WD4mb@YORuLLuc0V!m*KlqKEa;aKV6KuHe8MPaF0MT(f3`5U}%
zdES=PBg!Ec#U`&vF;{}yRxP?QHMfwDX;{*%h&E;?-FzR75~D}-#?2h?YEUco%k+3b
zi_cz5kMs)C?1BP)FdG!dfhF;}$j5uPm;^xY@Nlj7aB<5qsgha6z;NBJ4v*wY!`U3|
z_V7OOG0Vj(->h=K(HY)X39llEDJ{&9)xvH9l2Di>NT|z+l@KWrQ7`P~AQsIpSvptI
zfM*uLrU4mUG14iogeQYsDq;%kWzy)br;>X9aW@<<(h-jUHKSG;9N6bryZU08%3y~L
z>l!75A|~{t)SnlcW38fD2)lAL*+Fy}^1V=8JFyyTsQ_AqT>>1h<z;4A<x~NI%MlBn
zHU)p!z--V(1)m!O2F7A;zm*9V(+eCv@00Nysqvs%Sq$^cnjWk?vaqU#Suw4rdm|RN
ziijrLhA=v^oFyJTLhcE=8n+Ovv>O;p%EYVT%%=!-fER2sVL#D9?4B~&8^ie23L>`c
zkWo}v*6VU=)d9g@c<fcxvTRxn$D4F9TB4v0NuZ7wgj{pFNpJK?j+M*s!^q7NerYak
zbW6YyK>R0E;25`nUX99OQ2?Pv1n5!N9XdkAuzWE=-stot?TVGoLC=CEPjGS4fRxH$
zm4#zy?EhN(vHyhjXy~!4Rbg_;+>$4?D(Q2=6yjAzakPm79o(I(jU4y^m@2ETF|(>9
z4LWPB@s)Clbf(u~=u-?Qv}qwQLb{(DBBlZ|UU$l_741B_iydAC<i=qj0c+G^sUm$1
zNtKG6iN^D86=^a{u+Ai_MTQ3MN5ze2vfAkqSX03mk4-KL_c4ClIx|VTAvlDDVlqSW
z7c2VJH~$O<cp>E|e<4wCxGG|USkD>N(MBm=+|rAmq_w)u?xG`a+>#KOvj_`R*cl;8
zS+9>c%Owhgi8WTPFx8vutTEn*qYLZqEJCn=Y|7s3ptC}4v2&*>eb=Z>bb1S4c0+bk
z_K~dfARHI0Fwn}OS|(O*dDh_#gtA=wdQ9jqhZcjcV^e4_T(%5$xut5UVKu}Isa&k!
z>g3eWKJ~>AVmye0pbls#7Gs_3qHw`%7p?a2Ax5R`G<}3<Kaidb*U?H(rD1b4g|tSB
zRW)dOVT#sKC|Ie+irvjgn6@dr*(pi;5}cJmG!5s1;H#k`=7_XwhS=AfL9ERd8~}_9
zdqX&wY`Z=75W8(mN@-C<HFuwj5Hf)<ehqZACW-qC3<TM<Yaq$KGX)aS@EZ43!{HsO
zn7$ABHV8GGb7R+4FTo&}YEYAs1*Z0mRLdOMa8`%KtKpm<8$S)iqvb-boaD_b4d+T1
zg%*`~!i>ou;(4$`*r$o^+8P$U5ewri!W0;>d2vdy(NDdunx@&c)}6r$MAPkL2D8?%
z>`pIXvU)`70P`tAwu&8O5=g8w@-T<>SYJ;LRj@CM=F1m`xTT~~y^ogZG^Pv)UrJHG
zROoh3Pc(w9&}G|3sIn1ZfEYnoLYf#Lf75rlE%K>DTbR-`d38K>G8)qshRGD18H%Sd
zXJEjsG^P`@@A#Oo7(v~jU&(ZptG(1ETUV<(qOFQah;(mU;$n)+fPk)E-7z9e8td?p
zl1fu(v5sQg&SEW=urCqFY5S{hJ0h*U(UOIF6(whiM+#T8u)4fyI1x;i-P!FMUuZNo
zCi(O<E|Ym5NRpyWnEHeV18srZr--e&a2zAP78f#lYTSpK-{^ANl`hrr=~>4GA<LB<
zMmZWJQll_3JXAzkTWt2khT&R!^n(e8-CC;!WJr%qqli&C7lp`o*)%Qv%pM-lSE#XP
z2y@9)I@NGIO>wzGo0_K?JtKzTYoh3j;Xq}v?u)GrnA(aPg&qsj*1kzJZ0mV0Z9YkD
z$+a95*HgoWbD4`lvq^?EEov>1nZw(j5US}%isnW&%%d2D@y12`5&}!jKEKY#qqdso
z`KSY0x>#}vYosR<!xbjh`TWuKA>MIoqeLa9c4*_V+|@p^9u3FX9PSedcSmT$33sSl
zcU%0UHtH{;u*I?_giQN8P@yZL8P=X<B3#(EN4_dMW*bAu6lqaDl%`sJ(|lag)Hazn
z#V{dLScbH!uya^8o1g$GmPR7{D$VQZeNtUAi6wvX(QXPcpnZd6sxU21jltr{a1v!-
zRD`bmp2FU13p<*8imXjlJ05~vAE7l)F4}O8k95_<<@F|+;Sse{b_BR_b~K+`ijrNx
ze&Z-ZparpQT@)YqOqT|qJ#0w<7G(}#OGub?de@Xgzt1v*3}UQXq9r3uYmt73OZTi6
z(CI~)j5KCzMX)GrliTmMh<R3cXk>J)+r-+ywgv0zW&C2Gj9*1WyMk>R0G^6Mj*OXW
zSVEO9v@Hzmq{5<7n4UtaHAMHYq#AZw+fgzys7(-_7#17xF%^@TL(uL4;NTfIw-*6^
zXQOXaVwVw<4%x%v^U$@xXsgn)cZf{S*F_B>vDM25&JE47T1%w*UTVQlOc3x=Q5WS?
zN3cUpq!d4R^P}Hx`n0sI&XuU38}?~9JKd)EP_^U}n;cRs{3s~YeGTU}7op}p8rh~a
zQx}9hVxCsB{6G-m+b6MWD_jRh*?Met2?iEvK?1^_JAjsX;V#{ZHf@%84)~3bUp}$s
z2p1oYzAK|!!qsDb<wY~}#^8o?Z4^Ia`jW1gsS!QwAI0k<FYJphi4JgJD~TRf!$D>}
zIJJ~B5{6KWFC2$$#{#8cAhCp`y1w%`5&t%#Ls!EeIcqo`4O+h1X$QrB`FAYNI=^^f
zF}9YX9*l}}=)P}lnuysl<Iq!ri$ikP{&-1~d$Cwpztyv&bQ%jlP8h9fcw6SnV?bDh
z<KXdkMzr(TZjc0A%8g@D(0QrLuXYWoH-qfQPdW<aDcYmiaMrnqv}h3Hqhic$4{O><
zzB+`u6Q&`i=Y||TjJ{U4)s=xrA&vALDGd7<(>qq?EF<7nheLnUBTNN6H5zvtj@MX!
z&$KsJiN+W`<4BEE>lMU@HA~j|l^r1-{PfJ8@OuH8oc45`_vB!dbG?sFhE*|zVUD;Y
zv?T;#vlAXH;)tj@pPPvgg%?B&hazJPW3m(jGZA68+BG#L+G?qzqa4=^i?(8x((~x>
zgEoGCJ-#Ds85CJ<_2aajZT#iEkf$1!wdwWPGz`J;L)f*_J=#{IBOR3EA{{$(nL0cb
z)t0>NdikdZ_yrb48#{>eil>V$kND{_hMW!I-sf<5)T}u^i+rn->UZ!FlkwOb@K4n|
zJ%~FBDWBivL^!Y<$NZ2)aCyHY<|C=4S~eRH!wbXY>a{oO5J9}`<d+gXT4<KHq>3<L
z>O(7E16n%C2Jw!DFlkykrp4(^b)q~Q)@)r}OI#`dc2cC;X=CY|?|Q+gcKgLxw)6aU
z-{)-+Dsi&wRb#vjH|;kyXv}<z%-xNe=JY6RXWN%IHM9icQC+BKU_mN8EpJ=kBn}YX
zq@=Z=txhCu2oJ;FR*JYn;ftk2t|Z2o=SO&T5lUf(lXQ43JP@|u<;0Tk5(F*i%YL6B
zY>LI^J^c0r8%x!@h7)dW`+5*`rMVUOIfonKk^MUno|dffw$;;qPZDn15q=jOKW41r
z@BuWO_Gd@U*ob{m^M!b94NICA#!}k|jttoozhMot00f9kwKS@cTk$+8*8@l!Au*B;
z35m&K+A2REr&8H6PQLSeLycJLWJ@C5kqO-s_RZUCDB;j0qk=Nidzk)Ehv$g74QX>%
zfjAldDP3Gk5{i_q@pBr-G)|4tZY28gj=2`&H9zc@>b&-y4c~&x8E#c=wnaurFMizS
zXZuu(hIp!mC~9cb_jPf&jnj8=i*fhpu-k#!>3||^?S)*19VF42woH(>1QuRw(i+kh
zBEP1DDblE>RW|>eBf{Z`GhZZ%P@hE3mii<$ie+sL@xlE>5d_At{(6c`pG3{sHA!u=
z-&^jFbcR~;J}@zG_tb?Aayzqsb6|VaS&3B#{04(eemTuioqMq{`~+X0_%{N(8$kGc
zvizAibJ981UpBCHPl_E)#f&{A!4(lHcRQ6cR`ztXOY$cvf4#pt+081st0;Gakt=3T
zvR|O=0e?0&$T#wzrPs&!Uz@|beEe=IwaF-@gYHsblnNM&K4gaUqNJ3$n#vfFdmaHL
z^Fx%mT02d$QB88TP|ix7Lt%7zpQHE3>h}?DmK1wC6<ex{ahsRWt2O!++e@n|rB9)(
z6<$1A-j?X?YS+PH=R<PdM>*c6V{*MD<DF&(hLV(IoMGZ(nU$PdC}*8pi`E&*TuGVB
z+)QrAk@Rk(`%W8v>>QMDPNe)bFgE_RW69b}SxflGfb!xHy@=TJ9kCuQA6!KrYzq$n
zQ7*Q8@wO&am|yT3uY9nNKG@N;3SJDSZTza?^3iho2tROdzPu^rZl!Y3>yTyuT8d9l
z@y%hh{>{u%azk^(VpsKE8YzB06^~f?24a8MObWlcITh}Tqm;ahN;duZh}ti&ms#bL
zJLr?)$R@(8j`+oid^VRpix7k;S46&ejJ{YGu84*DM#_wEEYyA)!EiAZiikBr614Xr
z1wTOrH|TN7Z@{>+KFZ#xvq?$y)?xX4Gv%+>`MzO_zwW18_xB<sg$N7DhmTU$QR)LP
z+MxzcDf3b)b3~{NyGT;vG%6A4vnpfq9x8Bj2!(cB1<OaGv5@B{1<F()Osw*Zq|CKc
zCOqAeAy<k#Oht|j5#!Csq}cnZ*xFDr=IDIN^TM&73oM@=McLt5U2J!Rf+2$OBElG+
zjmO3qY~(@08{Q`qAFuf<A0hfxggm@Z*a31`ml3RAAgtl&SI1bDCY&_`95%gMA@>Br
z8}<P;xk|pGmw<Ri;L5<82~&8E(Ke=F-@k$IT@@1W_VGpad5VyR!}Bqa`uln(Ve?#Z
zJztNFP4)4;U2rg}Z$B4}uY<{>$jT=PU)XNM#3z9q!8k-1!?Woa7)b{Cv>EKO7M$A&
zXIQOc;`G8zg7s{|8jdju)|OhLC*XqT62cSKw>I(kd3PIO3Qxq_z!c`$3c?jui#Blu
zdG$fU7XBR^`33F8fT9)vgne%!)Zyii_EA&YLz@Ey_g2D90fkU#t4*>aar-tNN;Nl8
zHDS9JuL<7XIYIhAbS70;=sQKK3{tY&jwFr*<Ih6ydkJ-Tw1`JAFRBT?*Ac$32NDmT
zvEn3nml58u2NDl&cx6M7KTXKP`>eY~u6plfg#EfM<T+wnxX^tCVGjE^pgYD=6Um1D
zLeRdXDX%+3E5AJv<af>#&3Z47pnZ8$CdZ_i(Mpg`Fds*lBPBW}X7@K>g7;Ly8)=<8
z!s{pbz)X?sE&vG0A0@nzRzC*Gp`}g1{Z_&qse>_aM=W&-_Bn(->>+BoA8zS6gf-+@
zLKiu92(fLW^J~UA-O^}k#7TrM>?O9}<d7zuP8cJ{iZ)vv(13Y_uf?{$X}Rd%<1GC=
z)-8zviNBQag&pJenAk+p_Y=-YAE6C4HkI%X5Z176cDWEQTzv=O4x6gZaZ^-OP}d1{
zSd-dEP0AUZvaThhVbO0NsqdH9LgqHY7+!^HAEURjEC{oNFg$CBfslSHD7b!uaD_*x
z_Hl)N5hr*rBfK;Bdr|Kk4MD%2(BB&Ji`pmKT*@^zic1X_Pz^WFSPgct1&<ScZ;4yS
z9Xf4+xuaE@u#2h)8z8QtrG1RtS0gwtC!Ars8y}~q#x+72{x!(-D5KPO0U-;|&8J5e
zQrk6zDf}y==`jV>^*KW1?KU)ex@9-;o-kqig@hwKd`?eH6ZIS*d|~f@dVB%Bad#dH
znL7w=c)AiBt^dd2g4rg_P3%-lCYl6?)bK^Z+hll(g*Qy{D+zU2RrD^4h@})&Vc=*r
zL~wFy#5<NyhBdk~lxm9ksc6o|#_4UtmL7X#hG><aED6qYXNXpB1B>8&knn~l5V3g>
z9VdAUVGsK$v9UuuXrGLb{24-uL-zuau2@J_;buQWmWuADio)CKbVV(dge<gAd|ywf
z!j4NkRI2^Y5U#LAY#UclT(9YpHourwx}+^Ao}VUsVXwdKwnmHPD+p`YhiV(E6cphJ
zo(d(Rb3D}$9@*Qj!4UWYA-koiz_*k`Rby*Gzm6&h4+Ux~Ra@p-?-uiZP$i7Gn@~qs
zfDSjJ3DVCK(g>;O5UJ9u@fjf1_akc|^$9{6A!;#5B~uc4c7)WhhiV8<+v0Q{)!^HM
z<PgS);X5YH{%rvp31!$lic6$%_@^{~Az=>BG2>v?zo-_3c|zEo#QOIa3etNBX?GIq
zN2(<DU4*r1N42yI&Ghv?LK$JWr0?58NkygA8A29bm{WbzHZs-P)m@Ml(#sJ-)>I%{
zk~WP#UP+k4^RRXr9niyL2vdar(MDgmm=y0mOsJX~iD{b~p?8CXF+53Zr<ta{S%j!F
ziSw(3NZfgZtTT!8BU4=alG#RYCsMl$!Fq?$Izr^lUg9DO{0>-}dOhLvls_&`^H-mO
z@-<zeG=8ZjD4!&h-m-LDDmj`SwTUpW`1WzC#`9p}RukA>u1+107F1^xwc5EZsE;7j
zo({#Ons%xSqBJ4uT)qN7oDrPQcSjukl0^``kq~+FmAI|+{q|JwB?zCV<8kr1zc&<Y
zPZ2iH{KUnk4=@pA!-UK;vvH9bM-U6fO@z@q6|YT<9`ip&-^V|f#oHWtGa>M1u08@<
zjvA3B>jA>$4QTD+iZWFXb%-j$M4e2iynubXRJCiG77_YLJKd6jtxVEuX9T5TioQrF
z<I9O>f~E*Td^w3UJxe<y#*_NpguvVH)^3-EOihFEct5yq7f-;%+(1|&e>LAy0!-6V
zBqW|&*)Ay&CS@@&)$yAr^;;+U*%M#tgx@^zkD2nnjRN_j>G5TH+)j_L&|{JwzeA5z
z^!O@0UZBVC(&MxA_!>RlO^>hBW0W4>pvTqp_$EC*M33L2#};~giyk?8e48F`r^k2b
zv4kGKPmfdR@dxxM(c`=Hcpp9fkRI=(#~;z-40`-AJ#L}LpU`6^J-$beBkA#ddYnj)
zKc&ZBdi;PMhv@M`dR#@1KcmOn=<(<D*hi1QpvQ80{3ShZrN@uxF+q<X(_;fY{)!&w
z)8i-fcr`tKN{_qf@qg%X2R;6p9&_pOH}rUn9)C-Z8|m?P^thNFe@~B3(BmKI(MOMe
zq{n7@{1ZL;>G6N*@hClhMvs@$<Dcnq8a@7n9`B*Y&*||Idi*Or%Jld*dR$A7f2YU8
z^!Nom-cOJJN00gR_$57#qQ`&G<05+eCp`|*<G<+fDti1kJ-$GX|DnfO^q8{%j}s_0
zmr`%0)I3VPfl~7+m7>%FO6{c7LQ36BsYR6f9Hsgw^+`%CrqmFnmQZRtrTQs#Hl>zQ
z>JmyVqttDbT284Ilv+Wl4^nD?Qg5QvN=j{|)GA8dM5)!3qWy{aHIz!yyS0>hFQwK|
z>UES_PpM^;+CZtNDYcPOFQe2ZN?k#zBPjI}N*zh5J1KP(rCv^{qbYS9rH-N0sgydF
zQU@rNpwvexbsVMMN~z71nnS7MDfKL+PN38|lsb`8CsFDoN}W!rEtHx^sX<DOQEDrt
zE~V5qO6{lA$&~s4rM6S*9hBNZsXC>GD7BVS!<5=asZ%JGrPQgE`VC5*MybmvbvmWi
zQ|b&#T|lWbDfKv|UP7r|lsb!2ms9F&O4TU!Qc5kL)J{sRq14ML^&F+nq11(x+C`}W
zN}Wro9h5qcQZ}W|r__s-x`0xzq|}9!I+juwQR-8a+D)lPD0MNV&ZX2PlzNa-ms092
zl)8*kpP|&{l)9f%S5WHpl-fh7XDD?grLLjWRg|hwYA>ZeO{uFX^$JQ|L#g8_buFa|
zl)8>m*HLO8rS7KG^_2QNrEZ|qIHhi+)Dx7tiBfwgbu*<LO5H-Kjg-2TQVS_{8>RA;
zx}8$@Q0fj!y^B(JQtCcRB`KAm)LoQXO{o;6MkqBxsVga!rqnT%%24XVl(Hx_NU2du
zS(F;1)OnQ3QtC^T%28?^rSg=zo>JqKdJUxtlzNg<MM`~~QYA`NDOIM_5tOP>Dov@o
zDfK+1s+4*orEE$iC{?4>Q<SPxYM4?Jl-fk8NlJZ;Qu`@&Go_{|^#G*~Q0gH{-9xF9
zDfMznEuz%DlzJ_tUO}lZQtCcRO;PH8N-d?-1C-iLsaH~}L8(_!>IO=^no>ndJxHm=
zlzIp$+?$mx(Jzx%s%x<1HeGut-Pki9XZ2Qa`QH8^_hpujF2|BQU9Pnun3<ES$|!Gj
zFt1W+>{)_eXPNl;ccN5&Qy{~;Je9~;6Ue1&<r{nE;Yddl9h^1XkJ{L?AXI<V2Fde6
zukBifUM~_njXmeoowe$UQTqKSZV$`IT|bAM)yDfGHag*|S6nMuE@C~I?hteqgD>=h
zSORdZ7~O0}_wnMUxKZ5s>&(LqsLpb_G8b1sm-(J3+^I{qN8)BIx|$L90N18)WgeY?
z0@UjeF-VOkE#SxDq?rsZ5v0os4?4>#mRv2#*N{3Jv$a~q-Z?ys*SMXCSwI)S4>z0@
zRMK~4-d<-}bu^8;DCh#&Do$8ANq>uNbSe6cBTnZZ%2~BhMgV7Sm`-9LO!S?BX+^G7
zspDkl5-#hc117VN;^)m}97j{bonrgx-bA!vHC>L3Aei}fmA;P}LAz1<t;#rx_GfX{
zHts~lE$+Ca+gVSCPUGTVx<Z()NWo2Zxb!oF=C85w>xvq?)wbLz46e{k$JzPWcOG(<
z<9g|_Ix(4U5ycIu&NBW$&g%mI>ds<ZamF_(Qb)0i`AFY!pTG9`*Brlyoz+MB_Fi)x
zLq|hR9_f4Oy#n3N(D4Tanq=r^N1#;<z2bR+USQ~lUli!w46XQmfkqkn>5m1vnxR|%
zUZ4*#^ano|XbD4S{8FGT45k0%2Bs{>(6|3yptm#h-2W5k6ow8ix{*tk80vewKu0n(
z_ZflS$Iz{xy@^Y{Q@*?OW`@pS=(GPR&@Bx8?E2d{ZzV&&`3`|jWGMYHf%Y=A{Er1X
z#L&C`QJ@<c`ip-R=qiSO!@iwyzKx-M4+yl6p)bEqpydp`?kRz8W$2t|1)5;!FFq^K
z28Pc2ra<R2wC4u`y_%sf{!E~|7+N{+4zB$UhW>d#pt%gaa<f2>F?7Qz0$t2d{TzWl
z!O&~>2-L^WS?lg(oSPXMS$G#i{S2LSzd(;N^ue_$&YRCr`e=b(%Fx8w0$s$=0~ZT)
zkfHmo7U)$B-EzA?UtkED!Z^=jsQ3zjPGG3^8iC%-&@Ues=nV}0``ZOdF;se9pq&i;
z_2&h;m!b2%CeY^?`jhVpbQ(iH_@5E3{gVt0u1hmC#L(qu3bdV}OU@JMY=-R11iFNw
zpJW8OjiFVq5@-cOf9eSIL5BYQ34z|j(8Iqg(3=?g%J&7@%8>mZ0^P*WFE?hGGIGNo
z>Dw|aP?Gab*e%d|8M@;JfnLYZH_`$vV<@#>pr;wK9}(zf41MiMfv#Zakq-*=5r*#j
zfj}=|=qvvy(47pOJjY_n$a#OH@1kV_9mmj98w5I)p|iILbbz7XIYXe2GW6l|1$rw(
z$L<wq4nyC&L!f6F`axbGa_%4LyYYZPCo$A`SfJAx`qUEw&12}v_Xsq`(DsiCbSXm*
zeqNyc3?2P@0)2p?BmYdGGDGD}qukneF!Tq50@WG%`?CaE%h1#X0&QdH8~X&xGIVEF
zpx<C<>3)GOW9W;o6lgs|-+rw?7clhvQvyBC(1Pa#+QraCpB3nGhTi{mfocrh`aOXb
zFm%da3$%uzh5seca}51x<ruf`Ldi=AG{Df@lLgwr(6KKO$Y$uw-2%PH&<QsP^h$>Q
zB_+_c3{5>M(6J2t#k&Ri6hqc01bT#_(QgWLE<-~<6X-#P{$WX$>3j=A-#JF0&oERw
zRiOJBT5+L3uV<+57J;5&=+2Tr*D&-u_X$*C=!v%p^l643eqNwgF!V=X66kn_4tz(T
zg5>>`K-V$!*Z)_bhZ*|*OLI*1-3&c>nLwXs=&d&hG|tdnDS@6~XwO>&+QZNrJ|d9A
z&<&p#Xd^>k`l>(+8T$P{5Gc>k*MBU~Jq%s^bAjH)P-SVJDZ7uMCyx^-!_Z}?2(+4^
zf7~U|2t#`&1iF%;3mk!tVd$UVEYOD;df@{C4KlR-;{sU>9r&_9=P{J|BZ0oe&<#Hm
z==}^mJZGHgJc^;4t`KM)L&aMKx}Kr8j|%h}$-7&iCmH(d0|I@Vq01f-sLIgN#|1iq
zq3k;ZN;CA>KNq<6=NbCye+%?RhDu9{oR^Ti4FWyI(7uxd8fIw4DFSU`=qoP~=wl4M
z<N|?iX6TZu1$uy?b8i#qA%=cCBhbkV{p@am7BMvcK7n4#&_`b@&=(oH;wgcq7<%>@
zftE6K*QW&9&Cr(L7O26{yzdBf14DoNV}XhcedcEZEoNxoKN+e!%W!@W?xBLujpGLz
z&eC)lxAem0E@J}XELFGs;!2EK<1tJ}M(R1-yGmK}X~y<g<H5#tDjZ996qkpu%#Bo2
z)v4i2=$g~Xa&_DuzDA}Gqx#M8jW~IP@DHCpbn2-%!)0VxW*7|Om;crd-268VciX*g
z*Y^vqVRw-h^ODA+9QCEDPsDrdaZ3;LY{(w=om!>t4IiptO7SQMed&Xtzz5z@QZz-w
z^`JB*z$_$Hu=q=7NAnM=Qx#0iMn-U7tDT%UP1STYI88Mj7yM98n=;ATq6%NtJqz{k
zmxw{mP2J;5*;9~?^02i(ZOO@Tj5*gm=IGAWheQqYCJnADJJWT^p<Tmt4i5U5<jYDG
z4^y+`NG|G}(V1=*j&ChOgUi)nH^q&zXSyP_*>adB`T7{5VPPt5c}UGJE7fsms=~t}
zA!!`oUaE0bS9Z_LjFpC+DjXgz3AebeLieOkqqFWwaBQ95uB_UIs3Y&h9+y;+EdeW8
zrBMkt*z$ENIP|?%E0@F&2TgqyMQ}49E-%mF-X^-QS;{4%G191nkQCMK91~rHjxub9
zgX<Eiq{s;&99)D>BtcNBYAI@tjxJWMt5$6f<#YRmTEwa*a@BH)uAON{IoIk@-h@jC
z`B~Ko1O_Ky?uZ40p?ZBSM5M8tMvzd7HbJSn$g6sD2qibAYWdl=ExM5I??T<GR3SA|
zb5J-`Db@3S;Ru#gMQY`8!B+htt$CD}W@&t$=^^))?v>2vg$*YWvV?diS%Hrl8q%Bk
zhTU<}8&GC^oYZ!n`8S-k3Kcpwj&=K;N^y^jB8d-|q#^EzCb`_28Rq<>ys}PRdieO@
zL^j_Y0;lP(W23l3AJb_|!sc5Pn`hitFuS%kRlyIJsK@qpFTS-b+$nOb7-1w2Jl}3M
z)n#Uf>PLB(2FcgV;&md$z#K_WRAMm0HE)g*K;;!D>2Ow7b&9xCv)A(}`op+8zKZ3Z
zLe8!Y$+7wal0oZM^5#+A975kjoSi8H|5XZUse5^g_DQ^5OM3n|CCzzT&uZS+vznLp
ztma#LR`W#9YTnSZn$Pc9&9ClR&3E;z<~w>;^W2`*{8-OwzF5`VbV&I`&q(W2HP5g|
z>)bb6gQF3+@d4P$kshyEHibUfdpn$AzNy)2t*=qTzO=gJXm;DFgH^sT%;5>g`FeGB
zTiDZysB>BOLX#RvGlynv{leu?z_oT}P2zP$dc|fqUAJrHB7!b%q<e;^5;HJw9Icnq
z9BJU*D0JVk(Gvr=H_R#4W@W>xvsJH8A?;zlPsEFr_ukMS9-}0;z<BMx_pmUVZesC|
zY+n7v*{WY6X41<NH)El`qx<@>KAEmp5g)G&kJf8-M0AIF|0UzEbdNt;X$;{tVv>hP
zUjnO-Gwo;{I4pd_3RyOloJf^ww40Pz%AGd*K9(0EzO(y=MhKup{J1eQI3C~MJ*{mB
zbHv(|*EPR7(Mjj<81UdC@8PM{XMI@6W-Y+)`UdU_#@&ZS2zi8Z4MOd()X6>~t+6UQ
z^eF#6kAk*`J0{zUokO%;dWK^8^t)8-W13xCPQ8W2H{P>C>({jV>7t$mJP!7(=2!Ks
z<}dWD=CgWM^9enx`OQ76nSQ*`3oH02|E{<<HSg?MoA2#e&7bR8&7bU9%|kt_d3(=l
zKD%c%U(&OhZ|hmjD|%M*2YXiYn|f9={Sd7;BgRcVtC@aa*PAvcd)DUn_N?aD^{nP)
zJ*)ZYp4I%ap4EIs&uV^2&uYH2XEoDLaeHIKj_X;?^b_OWwD~~KYW`@?YJO|aYM#@x
znxE}i&Gb|E-pKYzJ*)Zjp4B|BXEl%YtmaF5R`dRz)lA1b^hT@R(X*QCJ*#<b&uZS*
zvzoI#tC<cK>5Xh(*0Y+|_pIg%dRFt}J*#<F&uXRvZh9lzwVu_ypl3C&=~>Os^{nO#
zdsg#6&uZS$vzqOm)%;@5YJO$UYCg7SHGisSH9yj`n$PW7%@6jh=C|~$=Fjx3=KFhA
z^Xq$7^D{lGnU3r0jR#0a1NNroPxq|mSM;pr<9k+fp=UMIv5~!zFgld7H#L90XEl%a
ztmY?rR`Z^o)$H`F=8Zk8d123L&iAb5dwN#$yLwjheLbr=)3ciCK;Yht7$ZHa`O2Qv
zd`!=3{&3G~9_(4oR?liauV*!Xsb@8>>sig$_pIjE^sMG5dsg$udsZ_Y?%tcR>WH4z
zobFl8bU=P@xcx?{8Gq)^p?`<{=cbSH1#7)&Jl!_Xo0^AvR`aHw)%>xZ)qHc$YJQ++
zH9yp|nosUo&5L?g^J{xn^A~$o^Hk4jUfQ#oclWI3M$c-#p=UK0dsg$}Ue%22D|4lE
zp`O8InE4m!F4s@tL09`Y%c~Y0<(*6wCR0;(<Mj=k0bR+Z$8m2aU3ZDY<ZvlwDxJ0H
zw$hEs$ttezp^Q+bT#D%osOwd6J3<L}Y2qTG#VB2;dkt`#(AEd|p3^1O)TE6wrqj4<
zGw&=;XLAKyRa(N0oO~Z>y_PH3L-Kj{HvLup?nQIvWb^qd{@j5(iE8-kEaY24UCdm@
zS$d&&#AQR3m*NYqxAyZzM@Eqc8$#A1x}X(w=I<fYOQ?xLc)m<87AcbV@(rw3V{d&V
z<@Bd&wQ3F*6ribeh3ouWhHe&h`qBkDl8Ms`OSmhEQ;Re8iU-g^mAD_3a_UYWPK=_g
zMt%yF<sYQS1U(+22N95e7!RC$e*-Rfu!pPV5nOXRRy|<Zx$)uMid1`eH{FI>t`Nid
zB7q4U^+{J|;BEw53sKc4W#cj^_nrZ?)2^od=VlJk-M9IJsBh1_`iSsu3AmFQtEMX1
z0J{gTtQT{rA(2hl2|6drN))N<6S&Yd;X90Tr`s3zQ$yPSO!bfO<VoU$$&<ZIDRoEw
z5OV2)*4N<g9gX~J<<INo&l}{=WBjL{e<S|ppP&aZHvc$1xXBBmxUbnTV3i;g)l>}%
zLI<Rq%m~Wo5-O5}&J@jZ&hBm7Zb@a!<%CaGcW&F3*o~WerxG~HF+J|*U1Bm<%O>a?
zpTuajTukt{LoP$#1lmQnSOfCUQ(Fv0S%h;T%eW52&?aYnG!-sh?x@vaLUAn^tBf$}
z6I9#Gb;-vG9n1emkOJSCilLaSF(@QN%_y{HMralZ$<Hy#9SGtxZmT~KCe{;9NO}HQ
z6!7)7Q{1-g8r)0<?F$Ig<t3acv?G(6N+3JI$DlE!j{i-RM@7<X&R1s*Ch9hh22NbG
z??#a~yI#SCF;*rqGL@Jr*P9F79~0eL=w1xaxS<J+rl_rnXoo3lKL|6Y8};{O?R!A1
zW$nhq>~PMINvd#`WwK9X@(;ObhgT+T^mn;1HC8Uoq)=*<o*}GAB}2LLP`@in0dwe7
z4?i)Qmce{b6E-#@Mt>sqZmn*sU#Cr7nAg`_f;#AJPZ$2%rwg}sr3<<dksW5XhAN$9
zeON5|@XOiPhd6_ZvzS~8x}T@vEP{_Ul1n2|foGW8PyX>DyFN-uXYNo#c`ffFUNv(O
zy}@G7B3QJ5GTeMCVzQUl5;;3jwbJDx97RkE616hyz9oKzUt`&c%S1aR+Y@l`bPxN)
zl)u4f)85zvEOP1O_C%WR+1$>f(Ir=3ck#_biSU3xl&4CGR0gN4ra}3rm7+6p;d!QN
ziBzFbp0sJ4q88COhq6-%VlIt#EQXYsO-)!B5P6h?n_9%D@ZrIcyX!few+jar80l&@
zLW7%7>lG#nRhQuC`WZ(~Zn2Ddz&_lZWhn8lc|E(lHpbJFXVw}<O$_>@bPg(3hdTNk
zGT$WNfSKbYF3A-jUYA-WnL>y+@6#Pae%dH*u;84TWq~&leQ6l6&&n(hTN&qfZ^~LF
z)<ax?m`J&EneEUfOhZ$JM6OsVS8F&aIWfvS!Q4ABrunixVIk;{5F;qQXDw^NTcwHD
z*i?dM%B+#}7Ful$C9con=0k-Gw;E35GRU!NFkSc_R~qNWvNfBWVAutGgnRB-@nJ(4
z(TD|`kb^SAO!%uZHTwTg?J`8?if|8i<5x#%&wyx;DN7I?4&*GxP*f?`OBr*9>Z(${
z08K)WL_$){3bjA|7g|1xh@8`hP)U_8$3|3XuXE&x7d#rumM4>R@w0l>c&M@0aYdOf
zP|-O^C;4&%+<VQXR{3&<_>g#hz1sg;j>_lvYmE2e({jc-e+J~TmZC9?vyL#btW?#`
zT2_rOYUBKkM!wuh&8o(^NBMJomuY(?*7{4(<)6v4J%Mj6XPJs7N?8iV<w<-B^eEAz
zLXRpvYV??($9{SopvTMcu$;xk)P7v^S<5!|%tN>=#ZExOS#nXiR6~#0I~&e|u|j#I
zamZPe&1G<dIa142&F+iEaGekcLtt~y9H*b7fp)o6m_pfpL>axVWl-0We<eszzSJE=
zQXm4fO2p$<D%C8i<P0cb+%buu7|cl{m2VMfx|ynBm(5gwK-HMv2Yp9JjM@&@IPRbj
z&<<bkpk^b|rM~dYsSGpb7ZK60>}^6}MBLFd_aPFOnz&7B0+}r;<}jxjN%B>UP-L8G
zjT^9K6wX?V9VNSfJLJnHy7qPqexAf^7uL$SkW&Omm0@|RD+wu*=~<z!WKfr3!w@Xf
zZ|E-1#@_ssh^afPC}_;_YjhF`at6NqjVauAYr96vSyZmqD)kz^p&@p!vqW`mxeByP
zXgI@N_r(f;r4n;Sq_H#(uwQ}oY5~x42q4=g%0;AoAxS$f_*^|&F4y3vTE5IZbDib5
zt+)ntN$#hCuYor!FrMZrNtp%IY@j?+-dF{T0?2lf!j4HD%0`Xq0~Ol_4{-f1M)72U
zqRvp{{D;7VJqw*x)_z=Ri&oU?w$5DWEX-IV^)XblVlq`Nk<A1?+{=zPOVB%Mi=?P=
zF#kRv$v)~Fl`DZuxEeWKrn^RyR<(-jpR<T%6`*bCUQnN|HJkxqr&|!5sMkh!oZWDa
z4&($-<i7%?bXEvnU5)qkQD#QqV`n8%3xTo`@~#v>eIx&2B7D+WLlcB57Er7T&8|vm
z8eR5gk3chX8OWZR+2!AY;`yiWaF%E4#R@|7HM*9II${OC;E-J@RiHNm{Dy^?`p<h+
zv8{ThoZMd|nOJG<$E7zGt`x=v@#;(N=5#GNk;7#PEMo)7OwLY?6tK2aE{*1>OZv26
zi?%ES@pMNRs|&K1tCC4=^YhPu?t{)!7+El$aKQx6bykrwpvOyN5S&7;n5#9eTDc|v
zE)?FIe+RYqoz&iS6|2Iik`U!2!sB3I4fEf{c)#PsQ_jFT)qDAqche{Dp--07QX`PZ
z3=J5Iv+q3QthA?a&Bp#@7M@*!ygLjS1&VR!pGWzF`Df|V=jhX;(^<@`)8L56BDlk3
z7E{&ndZlqF|9+Ih-~!#vl}5ozr6Bna(EI#b3DMi=@ifD4$MazRgOtvW!eBd#MGGL5
z=l~i^(f_q%Ema+}pjB86T4mQqz|9&g1B_3G)_ky>w%T|r>q2-9Y@;r)h=c`8N_gK#
zFC{&gf0~Aqr|9tnJsNn_oh4L)FZ!jmC@yn|^AFW|MTB1RH*DbPn>-Chb!WM2F;E>>
zwmhAK@)EV~n^e74*5#yC{x?z%ZAG^fN6LkyQFLwKrCWN5QEZ8>mGQ4O@WYr?Yb0Xp
zg1A%;#(!uR?ye=#Z{$CQ{&D&)Qs86Y2rqc9z%mx}0}FCCu4s{ZT%|HzFLhsY$1YW_
zM-r|O^=W^Glw9eD7r25$dnUZfe94^od5&!Rlf|_cdah{V61qAI{b5cJql*}x{Sk{n
z4Ueg7DMg-6H=eyWDclf7?A&`;RwsSVhU;|)mMjBNFXxfV;3RVB2$MoPjbV?NsV93H
zVM6=xJS9Xhi3;Q}ZKSnNs1`+dFwsO92>;cpb<8(0W26YvIMkjBYfLcX5|N?^$Yc(f
zMlc;M<8@#{`M-%ULvFT)ySE#;@n(dBgxJ5(Y6=n*h~|3Phm564Pk-8<;~6tMxC>x@
z0b|U0h)B3oy1}i9LBs*EU|la*33X-q5IhSEM`IYab#iKGpS+ve+Hg*7r`(Xg8pLt;
z)*2~sD6<cVn{Bq6HPd;1wl0S8nlwya7d4M=%ic+g|L~(Au8`h{c6o)9ngeFb^y0hB
z&=-()xt?xt&jwH8S5T28;xTY85V$o9-<-$U&wkDgZo@EYZ%-6+CE8?>9I>Es@LLLH
z>d#$ghH}dAxhUr)ry$l;urR~S6|G&T0>FS~v(vF_Z@FY`PgHaEcyg3>xDY$kOIUYu
zaTFx(kpgHqN~SV-T(r3B5;$c*K?APJ9jRw9+-m?%UzXg9Bwx(6Ys<cCZrQRuQ7K>}
z2BGI!x+;s#07v|UX+O~aPJ#t|m5=)F?mD^ng8znnySaf?@*k7>+Cy8Fv?-23b?>?!
zHfuZL;yPI1YpRWqI6N_xqe}9Z!Iz#f+;z{r+YvaQN>UrBX51)m@4D>{it-iU*9G6E
zD!JsiHKoW>Yj?@$x7baRtfVlalb56ow&r^vVBv44m!;c44b$B!4A{1995awHd#fHz
z2Ss|9v1roXCG@K)n9hk2%Hb-Ks~Q@iEaJ8KjbV3hh;MfXF;C2m?ZCu>>4qZ<4dYoG
z!&YQm!dZeD!%n+G6Bqd1m<`hgA-%%1kEq~q#noYYepRj1p1Epp!6ch(P(&{;^V=S?
zGtDfc&+=g&O*d8!I*X~#q{9{yIW77sZ&3xKc&Ly>mf&XHlOLm89%0=EujU53nj7A^
zbo1>nyuY@!JTUy)){=8P!?so{lQOm91-JqkFt!U>5(A&CVi|_kBr(Qg$VMo`@DZK4
z+w>P=egPY5dXV%Y-c-n$TW%fKeaO|sS0bhD3tM3FaiVO@0vdWuO68S7?30}kTWU@0
z69Hm_aa=QuoHru1AsckRi|pmn@(1w8w+!lRZ057+wh!jt6!>I)^e6fQ>DFe24EBA5
zsEgOv`FG=+mO*@vf6t*PI{V=O{d0Gjqyjdm`eFxEJvJRxo(L+cXhki*75h8_>Tza(
zxHC=Sz7?N1ay3R%^#X#66yt6pea;%%L`ZRB8$NN39ap=7pwt^Rp)!^U`LipOn*tK%
zO&2tCrk6_fjs757Ds>^F|NkaFi{nV;Pk_Dysr>g2sEQ$#imKm3Eq?Pb?<J?09HbWp
zw-zpmufyL*EzvsMt`rKnvnz#5eKS+dgs|K#aZBkkB5J<(2EUH!fL}3e-Vs3Gfpl%}
zfT|eMrKk!@*W6Q0o&h#^wX*}Nx|b~>c6McJAQ0%#d<e@|zgJQh5&`pP7+l-e0oP(k
z*wvj$SgHf6Vn~>xDkxzKD2inAO<oxsD|bL!_i`pA&#s)UiHM(Rc7$bZg;`n`6nP6~
z8XP>>0S9Bq+^aj2xyL)8Du&D{sydUocXvQr_cA9W&#ufZ({Vh%?uCV|PZcwz%zbN!
z*XKH5Rt)j_RA=J#^$w_tAzq5A&cy3`9njXjcnQg~D_%=|@qR5kVd+|=HcjZCmh$h@
z^h-mw{<#BA#gMIk>`b=i^v8FrW5|}Gsx#SI(E)AU%a)KlyRx+^w0zWD!j}5V>QXXN
z8aalnZRvn>F=Xv{pzpx>KeGd>V#u1JDky6Ud3ny{oO);Q?4k~+>t5P~=-HJv-U`Ia
zVwwwKJGOvV91JTauM8gD-T{wd$kolA$yL4ss$$5MqADm??YaE>JD{z5sS=WBSE`o!
z7P*_t)gmdS3y9&;FAdpxLkFCSAzQEQOtzlxfT|d>rKsvmww~>Pw(ez1NS<BUS~n84
zXF>~6*m?~F%IlIMZlPR5?!M9i7h}lXZ+0ek-|c{^7;>km3d-F=-kV}_PrWmE_M;A{
z>t6DN=-HLLH4)o#G(W;}x56x~3#vdyAk*OBe{{gX7*hA|ok`u2rL#I4P*eq_uDy|T
zLkF~VFLOfj?8@BA;I1z%M`3}ZeaKk(=FMQbl$s3qa|}^Cr31#r5Vh?<-@#<y+zzOU
zVc-;1or&6&9njXjs0qolD{8C5+X=N8g@p}25|ZDbM2K4;&k#7P1NOxbxKw8XXLmqV
z41rTrbtZ5RbU<780w*NTuE4Df?w@KdZcBYdbtz@r{5giGy}1L%#Spc}I}^3{cR*DP
zQBzcPCTcHsKwI~sCM3_Us0{=*L2DTb8@8pslDd?VG=GjEY2WIAZ!sk8>zzs34?CbL
zhNLN~f|52LTg*+q@f(9*f7bzJ-OHH}JiBtX0W0NEd+Rkv!t%B{{Dm$oVi#4w;O2s5
z@g4IR(l-a_JMiIFcR*DP=~Gk%rLVo|LZSoOx|cs8d3NP*h4~W>ElFXqTjCbfWklM1
z?+qb)X$LHeA!KKECS;d(KvfJOQ&fe7jD8$qvTXssGB|ca2efrBWJ2=n3fUU>hd$m9
zk2E{NlD5JutqY2{1v3o}mO9{I44KP!CUY<EfT|cWr>F|aoPQ&O@GfE#(IXwu*1gOL
z$+IkT5kEWAq7)%>W@%ke$y^}Qkhyntz`+<Y_jG46_d*9$#gI8gRY>OAvU6YPfVS>s
zPDq|@nd5VvjGsDcQHqi|qqHulWzNhrWbRKo;9v}y`)+44_tOrjiXn4~s?KEY=N-`2
zz03*8vnzAU-CsJ{_|dEuqOi2}d*yT?ku-mXA!W;#&+0T`3D9>iO*paxs$xi)qADn5
z^E}oH*XV`8t*sr<)xCrXxw9)_Ya)J!twks-XDfrHby4A4INRXjg&lA)hGjdqGnu=l
z1FB-koT4fubGPB50Xg<u$sAr7+`6*^y1JJ+A$N9VZf(@h{53biLbobZT$dHjMdTZd
zoa}&+F~rX9Oza-)fT|c`r>KfAc8_&HSNCEk<j$_xE%Tokp+zVxZhfklE+InZzBNSa
znGTp0L$u!CnP`2w1FB+(mZB;sTI~hfzS;q8-HVryJiFqxHtJv!Ekt248weEFB}Lpq
zxrW&NWd}@*A$C9POzi%t1FB+(ouaBUvHPzMXzO0=gyh*3yW_PSwK(}k%T`zlk8b(3
z{!V0anzDw3u3s^$(~H$W-@)|agbt{RA)$(@poF%&t^BkOsOw%vh3MIp(Y4;`O6|mm
z2Li=SF%0Dzg14swCdM$0mv$z2w{$>N48c=W1qH9Y5qYcw+PW7zA$gX?j#srjVd9g$
zv@nHj;Xt6cE~!T3V6Gu{_jka=7-IMG&cyC@9Z(fR>=acYv1=<({8R_DbuV^8^6ZM;
zDqd00KRNX?BP?^v{AEpnGqVh7`*;Vuiy>_<bS7=T)d5v8q)k!PnY4YU1KPTmHX(U-
zrERf3l~7C1VCZ<EdD{XfT+s_dp#HW4_QdGApNc>Qk8N5c$0=&U#m?%N27SNifW8<4
zFZ9i5KXr!8*;K@-NI5#V-@-AL>hxf_F;pLXbbyZCY3~rf5D^#iF*kD00&bnfNn<#X
znhq2!kK}Rqc%#XgkBj7>+lF&OJEvJT@^8bTfOJLgXuVL7UkescvD1%RQPR{b9B-aK
zY5>ik*AL<L4$hE64OjS&QXJf>PnNujTFv)u_>L(QHe5kj?wMVf7VvqoawsQ$b4}NR
zm?yrurvk$s<0vWr=|b+w*tmSiJ*LwX(C8wDxNf1gxfFGMc(!*4@}<;NIigY8eu7aG
z+RoSF^pEDOLOU1DF64qux#LI1y<?sX)_;wb(7?HL{tSaL7Z~Jr&6x8D9jn4Qlw$Gl
zSVS{Ke+x#+nW-jCm2&u<VxfS$aKgu2`XuIAQ)1klkSKkUuG~>KZ}6$Ai9!CeHL+s{
zT|33s%1M4g^5r(Yp~NLP9o*WFt2_!gbvHN4_hC)al~+=LFPh@ZfpEo3iLSHrq1xV$
z>we@4t;uq|kii+`wk;R*?FK#mv*G#PW&gKwWrusxxIS{RfQyK6^%foJ9KH*9Ww4c|
zvV^k@c^H{ldAQ4!hue`t_wyMG^AdyRXh)gN)KeJ`x`BgECf<*G44TOdo0*lGJGhJj
z5ty8JUyIx-zL2}tWQuxcaN?d8G{w2TMxBl~<#J+zIS~hivjmOKl#8icso~74;A)tq
zc!3*23OQV~fGd*v0P@9?Z0NbT+*;Ad-;3I~xLvW*xl!CndC*yc^TO2t!d4&022br2
zw(M2p)?9M^9XEGtjDF*;UYPjN{f{N$e)ZJ<YHc*cq?PD~Mtd3OBad-beCLsc4d^Yg
z#YCZah7Mz76gM)8;62mL4dms%TMuAd;1(nX=@uh8dEGUV@}6GPN%OF6#$5?G&^1@i
z_$*cmH2BAJ|AlH&hpCDY`3ApVB*C1yk=!#-9}#9n8z{<bR%^a)Hqqnn0W-r{teI&x
z*?VoY^y@9^jAK1Q2I#9mT#t7Jm(Kv@AI0Y}4A3{J84WxR=HE!kqv-KC9${1C?}DJI
zY1so!P0jRQZ6#CFo=h9P(+YD}djDatCSLD!t@juE^&aDFgx1sBj&*(@fZr7VP_Dt}
zc`KW1UI$v>>HB{(pPM)&lzF)IeZ$PQ)N?r20&zTv@;e-H^?egHqdk51cR^6!TlPRx
zeV_iTEu`=5NV6e@t?+iG?f-H3wf)tBlatjIEOdWP%^l_CI!+qlRcYLNL>IPTV#F7=
z$fZa$`ZvL*=jsVux0Ees+`E&~xQ)qb<sdXW72MdH)vS=wX?tf@p*+)Z1uIk&(?OZt
zn~wSD4AV^V8>4;c7BzKX8a;z?7q>4Cif#;sMa^i>VE7pyG#D-U-qc`B|5b(z#;mJ@
z(Xp+F>dM+&8oOh=_AP?eMjfZ#rnS+fYuOZnEn#b;^JmQ3=+oX?S{q%+=(IP_tTuYq
z=5g+{Cf0^B50AC^aEqGan2OMJ<QZ;X92DJHn-{1V?O7W?<Ac_wCEuG`o9Vx5ZEdu;
zcdHJD;I<;FD{J#u?2hf)+T7xvwBO9Y;PT{hDT7-d%W|t6{F>UNg#fLUN@sCLBwa`o
zaie65h=%VJf5U3{-W&Y>>C7sUXDEKe{BB|>DD&_bivMU)QyeW18H!(U`{JPJ#!&nh
zHKRR4;b(l%P_*QGQ$sQRSC^P>NylPsh-Ry5yD|lT9=q$hHU+06sH5(QObo(5aHlqO
zS0btZWEI-ZP6e05s}@S`ze&N+a({-w%hOghSGYJbtQg^``4A8{T}h$L8BlZZD=_<@
zH%9v|ZBbJP?ek_IySaUFP;{f_ms2y^Q*%G#gKFNA?@iTw`mc^9HE$)cMxV68*OmUB
z9J^1t*55PCizX6-qlI$H3s6w*4!ZO;L6^R&h1eDf9K4#sP~u>w!PHmGte|^}e1MtS
zWW1)#?iG0<GtE?G_0DMHV=Zcnqluw0`%!LV92DIs^Bbud?J2XL`9WoF$@`|tJpETk
zkTN$BT%$W$q3TMHCu4U<*Lpmp_FYal2%}i*A=th4!%$uKt--*r&8$3oI{Ou7U=y9C
z%<gq|ej9`DpSP$fj<SXH^#|O(I4HW&*T1A@w5P9r#s~GaCEuIs>-1k89X<GJNi`&{
z6}GNa_P1j9NY^TRxm=8bWx!n88*$Z3z2yn>XRDT|S7Zx7wLETB?L@AWDC8zE9LtU2
zEyiPg&x)bU`lZ3y^{bm}RUAQ8Z1Hq?H4ry-q$#s|U0y&OG>2b#Wwh|*7Ik&dLeG^R
z<QB$3(Tz6mpk}nE&3@JgwYeqdn`-m)U!6_b+>sC)oz<$Mt`vPBc4u|1=ok6!r%4Qs
zl*<L4CEt|Anw?c8r<w{B5fP(hyQxGfldsznh{qrWzk6(|g^C+@+!%Up<QUu?nORlv
zl>JWTZj*tVGG{>9iGcxS=T}AxCtK7NM^i&Xca2*Z2Sqo^K1I!FPucyf4=Q_0&No%|
z>A%_$Plk;iYK6Tk4ZkgR4|T2KTWFWK>3Z`UwRNuzEpG32q332+sy)5^AoHw=-cn}w
zdfSe}{aY<+ilcHNt^FdmFAj=swD!x?jP|tF&-kF$w&Z(Lt)2d>O*BMD%cr5CtuS?^
zq3?^`8(nMYF1ckX7~jg3a<yElkWjhG>&6xw@wZdy@tS4VT8zH>q9$YD)h`Wh{&Hqz
z+tb~DV{SIlUCQiUciRnc4XkNiTO8#J>F+WiK75<&R#7wB(_cUHgZkT&_f7S8`matV
z{cTrr4H;~OyDN?Um&32o?+Dyz#lvp`ntOqbDYLr{<(5j|2SJ!hH&JnVpDq{iBRz_8
z4<#-i#VU0oXUp&5@RJxa2qk(qnJd6v@Em8ts@AMbKRNK&++0qNOWg_iRbdOO5xQ^7
zFdv~@qYp2cSsnB2$c3z9P3#C|c5g@8@d0jYQBzko<YsPP92DL70C!L`+Or{w@xk9Q
zEFfVHOmz5_ArAIzu}e|a_RlUBvfi2Ws&@v#ubwS}A2_W2`%vuuWs4siBU<WJ(=lTD
zukNEUqL;SM=<`<eb~Wyt7rW29_9S0sURr0)`oe3-R63EZ6$>=1Xzdux2Y;~D`8|1`
znOS}E#)D5VZ<~w<lzDi@gKxK}DULA@`IO(}_QgTb&3N$p)QtAV13%+~_M#=<o7#)%
zzdD}m#dOkZ=yWTbUFr14V)skeI(??^YQX6fT8g&T=1wjl>|5Jhqv8muVuq*3^MSbO
z0t{sy9z8y)MNJ*F&s%=k#O;fNq8mLvhMLiy9{U*|)Z><XZ>q=Bf5j&(g!R}bw1yJ5
zLfDlO&xzeBT`TdYe0Sg_2I(*ho&;WiwNk96AQZbB2SKR08FnVqZyjj1SGO(vZi*&%
znBn<Ol#o*)RC$^Ss@dZ;sZu6o6E5GO5<~shXHf*}UNsyafLSBvh#H+#rKgQt9TsqX
zKh|vF7Ibps-@chuG|!M+&3)R$A)w6e4aovNgT$B(%PT`_vn}e1V+TSmfyFJ1gQ6Q#
zlBZ_0XG;9651NveoNsDMrvK_)zY3aT$VIC*b!E-2j4c;kTeIhU_bes`d2Wq^bgEO8
zT6wG3wUQBSO6Z`qlu6gCRooCi<ug8Gw2=hHt{(^Bq!JUULS24?A#pMKylAEDdX<7*
zWrViKhE>Yd(Q+YI=Hiw;)PI9r=QV2FZ+QLo1fKl3sFexxHAK&U#D*A`Od1{e^vo)_
zXTsjX9ofW$QD*lhtlc=s$6C}D#{z|n*bCgoI4HU?VlPrN+B0H``N23Bol|63{LsNg
z-<T~{DT>;TaV-+%GRf614GI3?Y?1u^!`i!l-gWO{v@$w3IC}l-Y%$8O>cL7|YI@Tl
zbNa7dcftQIqil#|EAqP<9p4mNB)c9Rzt3mM&`D(#9F#ymCA59}C@)CRhCsYbRj0`D
z*M%{h>B2PJ@oy1%^fS+%>kphg$Dd=}r<P5eaOx?i5XODi+_F7^i9q6n)8xek7hH4Y
zc5?ao47z^b8FcXVb^RW(yYATn6kB#CfNy(Z3w;d$xbAH+l1ANuYv@)~0Yd~fuWLTS
z#ThVE|9Ru;F+kij#z2|fkE`u%@;s|WT^+R0i!z+SEsTSrn^E<p)Qt8<RX^*4cCIDo
zo7%bQzxwj8f`<L*{x?C#esuqnO3MI~p79IOG($I9wYn?wcw}tJ>DoN*aPKva-fv3T
z9G{@oi53>ecMq~*XngMt9+qZS`#k%SXC5~3+bMGf>`PnwN?+BYt~kaa<h9?=EsTSr
z8~gGgHKRTI;%9x(zO>|gQ~NUgSDSqMN&~WL$XhE+UFqyt?B3{FXU}4tb+3t@MseM8
zEwopzL3c}<et0m`;OnPnR?0m+ev$dwM2{)+aOv^4TGSOs2}64P4Q^o^6y50Ycc>Zd
z>9L>nK|OBC`KEe2{a43C>9H%2L*`H2TcPVpnLir4OJ+csQxjIwZD|u_Mj0N3-Eu9J
z*}xc7W;4@J=0)q9t5qC1RZQ`ec^(iqb^0mua4GYVE$Zr^g`U&Dky{uCMK{WPG&Q3=
zW%jc^sLU-n-&C2W|H@G22+=i!t`)kjl=*)SzcL?mZ=`4yWbhTjhEP6!9)D>O(Ea%b
zEza5&^3(+vc7Kt6=!MOs>PMawV?exsK2rO8a|f)!t?G2g7S_Rk-?ibX`!kFVx^8B5
z#<L20S!bFI@sv3OR-vumdyciJD~?KshWHG(Fb;}ttU`{O(VkWCvp#4QT5`UrRha%O
zI~WS^q?`6s&yF4#lH7{Mu1w9I*!|qK-*6y!(YS16ppfJB@?-Bya2AW~FSi5R8^Q&s
z15%X=ep0F|5wK$iafW_Fo{@z<y$!)`VO+x3n;Rx3oNaW^+h$e`Jwx+m?w%%whB9Zs
z(6qH3;iE0;ien{0hUR&0VH_0Q7@Ch$GuksWiuJ*jJnUE>4ewaTD?=c@K3nWkRJFaD
zw>qpbrdu6Vz-Y=3W~(XRJFGqbXR&*p2aMnl(^BV}4l&bzb-A|@CER22Y@E@1t!nOS
z;CLc-?{z(Jyxg`5g=9^}h~%hc!By4!-oi|aKXMTI4u+0ZA+k&ji^w;+Xw8P^W;~8v
zRQ&Y@j{zWVI(Mba!!>vewy3Lv7J75n6S;+PP;@hRY@=qhH+U%4cQ$yOKU?flR2{~_
z<J#G3%HG4;^ZR1=eB|KKQs<fu9@BqyMXbT2wV5+aQ>&`G8a<Z9?!K-^4<}X0CC9BP
z^S2L`a$#z$T*4G0m!M2cBCvmuHyY|JTvn4BN?cvS6r*b0UC&jqms;(fkiFHkneZCH
z6WB71-{aDqeW4xKEhZv;icE71ao-x<b8u$0%Nsdf&E3;v+CiD!j~wm%O!loUYKmj@
zLz9j-bNk|;=w{q_nwrtxxZ!7f(DiJ|_omik`mgRm#16ZLdZP!1Jh!5?D|7Qe?EdcB
z+<abfH2J^D>?C$um8zA-aa)<~30y&%f~g~Ow?z@T1tD1*D>bcd)fosh%rsP?T%&`(
zJF^Py8LV$}2RAWTlzDgz*59<KDUP)X8LXdj`{JPJ#$f#&HKRR)<!5}*V726XQ-d}A
zS0Cu1!D^;K*m$LM2z#$QEi$CPRm-|EZ{Lh99bKEZ_h~DDi*a%7cP^8(>mzo$nyc`g
z7vU2Cr^@w2mR8hKh?nOw38Of?u4`lfn$FScSLMQv7OyCgujap(xrL*3bjuc)R&AQH
zMlUBeHn%o$6j*hUXXB0n;-=Gi%Ix08Eof_h*qJTrYQKeVeCwRKbLih4`W|?1UVj=l
zwS8Q7;GTK!V&k~?44y^pY0upG`ygoUT6RHGb2t50_vsBLy;31Vyj#)Rl@Z$%yU)8e
zV!Lv<2^`)~xoRi*_r%lO?%@^3Jh6po8Sn}+UelO_at;0#W<<GMo$|~_migPnMWW2^
z%||<Px(8a+6i4AhF48NweQ{89V>4bw&1lbN_!%Fx87=wV)MiZo)d}Pxg?}RN$t4T0
zA$YBjcBR->?2hSLvCrjwroPsO{Smkv?yg&3!D%*&4+IbgG&`7UF!+-*EBT&ge~cO2
zM6)Tgd(CdoG5BVSy5cBiNVmVnEsTSr8{PgEHKRS<_Om{y+bucYRJW)9>ICf%v=m`O
z^jab9O1EE#-7#J3cFCrFpzc*5<gxNnpPwsw=bkDxgjw5Ys$Qt^WqsFI>lPn=cuA^Y
zTl|Bzght0FSd?&@74268mR5m~Wqv|TLtthZU9n(ObA5~>;EIo)6_^9WO{WKxdAO{=
zrWSQ|&_Zuku%25O2Sqnl;7Dpldse{D`k)nP$@!*MVEV6ank{)Zq_q_tT^Wx5nkmE4
z0TtKdru6)Si}1L%(>v3zc2S(eC_12Gr;Fk&Mv;FR{%n1qac^TVe>aHB=G6|g!TkAV
zj?;IYRjXG^wrO<Sw?+@%IkVb$o=f#@g!p0N;-!o6IEd69GC<du#JbJMzX>IL?Q_<W
zkE-|P1<#WeZzj5k(Z2G`w(kjQ5X(jZh~pi{tW2^e8^oge$l;ZZr6L=N+Em3d<-^D^
zc<9V54?P(<M2NeQk;VG_DYq$2H!rX)^~xI!e8&tmu#54;@kncPRCy~)Pn_XS37{v#
zZ|)R@C&Sc*Ga|zssKJ@8u{nWK50P%JC1YcX)LvMf8uFY))%r*^mu@`P@Y|Wi7w=CM
zvDg(bm)>hbRK7VwqN4iZ>x7Q&Ny{eexmLGfd8VAE^Z1h^1st|*Hs$8K=g*mQ?z!hC
zMyur_Z7Q&8Io!#SE8+;FnhW>4B?|RoZUjGm)<%{#DyYJ@q_X95Ac!9RQ2nYShn;rn
zyM5SxN0;?bSuTHk;(~;YOx%R4N~`mjun*f#(2vm**j`cNa6}b91j(fM+eEs6Qz;Tx
zO=*OKI<a*p<4q(I8EX{Zx*Pu78?^_qgJsk!hLW@&gI*4e=1@n{E$O17GW3r(h9`DO
z;dIqPTax^4a5Is*d3)mSda6{*)uwixx*hGxSi3f(A)B{qngmTk5MT|Xn5!uSjE2i8
zzFfrUvEHHC&+j!r=X%JY8@t?|8$9ilQ_tR>K+UI0h5o`8PU46vdb*TVmGYR1L$R{O
zRCPSgaqvQ%{xT^CX6=&Ww+8L0;z+r$YxA|&UJDj+UXliwU7PtxcwvvxJdo=3tt)_o
zT!wfUT&UR<C6L?Q;(kUj*LH>8L>C6vjG};j1<mH}a?g^M=1W2IY@c7NARnmqYZWY7
zp0@s41;v#4G)vtoLso7kR8WR!8AyMKA=Msf;ukr6YW!@Z@~?+aa7QEm2Kn=t{ISS?
z7{x;k(0|(I0G;c|3EJ#>Fjr8$0S{)3-toj~Zd2@ovYNSgv|i%lo*GtUyRvVWa((#S
zl(_!?iiSChGnSq9!=>^LM7yp1jYCdfsjQPL^y?i~saBmr<}#J3;Z-O>C%*!=-9iJU
zvVNz_5hkh+KlZGl^Bad0n=dn)&mPeRdKYr#f_|d2)@SN>xNJz}Un?Cdy=;_9_(~bQ
zFT`YT6G38EGSDT1ZkNo9H~DiG$-aX|o>6?DZ_XT=$$toc_sq#Z!++|E8AVW@e-^Ly
z=AYx|lMC?T1tgW<`Z0bxg<^a2ALsOo{QLwzKgrKe;hFz5JwAiSp1JwY%Ae2S&))p!
z`S}HYevvZf<v)Z<_AJbQiJ*n~-{h>{;^%MUc`*Mz<Yynve;GjjEA;psdVG~0zw5sH
z8l}EYk8jZ9oAmfFeK?u_J*4+$kJy|47802Dzl9q06g|F8Ir;DK^Y{7r2mJglKmU-Q
zf5gu}##0#hCk%g&;P2Dp86Y~C|5GH<)F0r_RV%mT--VZZ^Y5TK-bs%iQprD~$9p;F
z-SqN3^!Ri7aB=pXhw^_x*?&oo=aF$R|14!cM~@%j<)Qrhkvx?DF_oX2{{RDTrQEmC
z<7tN9j_1Mr2PvH$rP;?{q4eJTPw<4j`9Jt`ZzKOV^5^g5&p*hYf093aM*!CXJna0>
zyf=sJ{A<wVBsP?nXZ^UC1oCP;>iM5b(SMUazrY{V_DlKmpYrFw<<A_HN8UX7vjBh4
zmWA|ZPJR*o<QL;{FMhIiT_e8?Nt9h7e^%np-ux;7)-d2|2pW1cCLs9|i1bac+z8KL
zzTPzFfSKbAT!zz`t}iDpR0D-OzvpRuDA$;xokGlEs<u&zEXZCqqv(nz!$PFZRN6>t
zCI(?g7_qZ|_y!xlB^|DoM{pC;SoMHq=f;P3m(%qk*}~!7)`V3kR|puU`PKx_-O9Bj
zzQO^s!)j85DHLa8IyQ_E%C4q|eP(S4XH_L@<)nT!gjq~OMh2LnVC3xPC$MowGmhtU
zeAsQShD+YCd$WS=XLOcr4n8*JV%rF=dXryG={XwB=;}7*;z)1of1q1g*(V=L+(c&p
zUWt}mSgviSj}z&Xca*muK`LD>V-7cws^-dd{Mwd|9v35sgT(9UEG7zxZQIzfPh65K
zrAldQ+qUg^rT2Q}$^v83QcKZflt4PPa6*n4tR~8nr9>L%2VlCpZQDirZrrwwSGDaS
z95aBk$j9oKp~-Dklc~ZuQ(Mbc%k{CWoP5aazz;SxW6|R632T3)fD_E!4P%;UIqfiq
z5wM)8r{&lZT0>U{sVkl&#;g(!4#pfk`1@iY_iYMcL4Mz_NH>|kUOg|Y2d;wUUkqsS
zs!$i3y1d*F0JEY?TU6A6CV$-3WNHBvhx=gO_P~#GV>NGuDXwPQ^lrqVT-j{cEr+*Z
zV!o(d_DHCMmT%kUQ!ujuOWYij{_(>>{}IiV-J~W~hxI8#VK#I=jE9Nz-ow$vr~kK`
zD`Q}7#pj?~Zo1#*Bufpf9EWEA{#@cUPjnVUjkM5Iir;3hHUqbx-nQ+g?3C*woVRUT
zf4|?J;*j?8q%B4tyLoVE1ReRv!<{$kCghk}-g;cIaMF9VNWb3_>yMK=FvexALPZUf
z35+KQ|BX&1Cau(X$-;GtHjPNYXO+fkSsNPzfC9hhvanNVioU94ts>zoVCYX!)Xl2-
z51I(Bdcj-<8s!RVz_R9_BCb`z7`SI_$(9>mn&SMn*%IeB193-wRaEycmhOL?aR&Vw
z#~3Yt1$tL{<yVGkL)TxJS$T=-?0$b|$G0EZtD|g%1Pok*LbI>-XC13A$IqJ}Sfsbg
zopZI1H7u%t!M3l?EZe-f$Cty1^KL8mEDz5DoQVs?6p@QQVvXfW+hKmju?$m(ebUY<
zoMie*7upP~hlLonj>S|OM{r>i)Gf-pS4G^fWNHA*h9AO`ktKfN=GY=m1K(*ftXD)B
zo$^Ov-nss22X17PEDwk*n!TjPEoXUwSDXq_Yj)0>N{(h^+y{w*tjL)>j4UAylv;m^
z_BD-oMow+>ZkW?qi18|IH4bGboCPB(JKJzpWOHNL0{*WhQ`IpWJ5JPq{a3`tz<|A~
zNyCHV+Nqe#*DGU~X42)tJhv*)B&n9bEZD|5^>l8IlFIFgYP}Q?qz=9}WZ)OGF9YkE
zu;M4E+7}OTj*jT@#Eu<`J7(WcQ`Rp9i;nDE3i3Y(jh+bP{|#WvZr{+Pt-)@uU5#12
z7H|4hDOn>57|_p3@#pg07sE4xRob@g#vI+Nlh{|QXK>lhMP&%e;Enq@u@&=rcv+Zg
zO<j~tRf_;2Lz7jg72iO>a>S-9jn9IU?7?<vFg>RA;AgWiQfLx2E&XP<9@VO`CK<=H
zAfp50<;{VqeXvkGuE{;ihQh>Z{!(Apm@Vy7U1m1wl*7@eqgx9}+pUf7n&hK~h$EY*
z3~x=DU&~bjn>pTwDBiYh*Vc2mQ+*#c^i}xO38fJ<*EtpYmJt9elv5ej0zHUCsS*Xo
zXj2G{+2zsETsj9;o3uu77l^eJck|XN_Ris9)}9I0Lz~rb2&4M&Q2%N8*<}SWH&wY&
z8)3X=s+NTXxAtTGhi&=DRALOPN0|MTp&1wJ_cq9&8$)a>RV5c=jGIKVL*H-PHq?Lm
zP{Q38QL-izm1;R}rEBD8;K)8Mt_F#r{xcL+sYK1H77;)!&^#-OM(yp0-*Q)k{k?0b
z|4jCGw!k^U#*7Rf^}$;S{J}xF0Y#xZPD}b=Xr^*xi;mM@1#L+F8d3`Xd~QRN&Np@G
zy4ljDy=)*lurX26f2>IV6^t|geltkuTOxSY%yC8!kBGaS5*Wbpd9PCj#a6D1q{!@(
zLW@2L_Pet_T47z1WabebG0ZCM7FBl8hu%0rZPDYzQLU_qNl!}_u+5{N<XUt?pJiG;
z=a|;^$YjiPg$*<R@C-2tTM4aEoF3Z9A0qDL-w3JAKS;=BZ?KPLa|1`bx8lnTjWovz
z6<MaDgT8-;TSE^^8WK{<!!sJV9UWB4_Y<eZQYxj~**Qg~*nW^uH(5LkX)c2Q{;|!a
zmo>KE%QCBYp+yxP^p>ZoM7!41H4y`?Nk*)e_Irc0*~&#ScAKbw>u|I%s93GqGee5C
zSrqHN%;yfeYFfn_Y}fg5J0YkVKPJ}uorv~P8kX`WGuwqxF2V7_&A*&AZth{DFf;C9
zQ-=T2W4N+KXLeMrsX_nQg8j0YeE_?V3s$n(7`iUf%XM497OF*HX;AuR;Ze=4VF&U*
zpV09LN$u07DyYb<+CD>ye1cH%i&+!BVT4XQnMwp_68RH}Wqy4=6_{~`P@HLsq1any
zwo9WF`$XaH@u;bzm7$=SjMM4)ld#1pzl9!ycwlC+mD1brP;T1$T<_)z?*2H~6^hG9
zJ6Vp+fUmjND2Uiut!C($`0gmENN;eTqOXh_4NgTZpXyzT5u1_%3j=jD*cX5FO}2u&
zuGU|KUw!blpHzbO+a&g3ZxGybLjao<GNkO<nUykc9b|79v9Gy<uqlBN(RsU`{oC~l
z{SXG5kFbFVS9_Z~lIS*6a~lv=L9keY07-`94w>92PgiRCXA`uImAx$AXNi*a|FQQb
z@Nr$${dnR%isS4dgajT+z_KEZWIN6xq6BYAj8|d>oCG6{Mk8yUM>CUIEGrNi3M4k2
zQrd{Jg+SPsKng7>EnC?Oq?DGWWot`HY5SwgpQV&i3jgmp_ulv3y>HRHnKvUl$e-lR
z=)E_0Irp4%&pG!j*$KEG-2}yEEj{Hj;zx2YWx&2owvzObbS|GBr+63!ZpAQkzj>jC
z3#QWOfVHI_^{+_Mrz^dJ*z~mzSnBh7dtnsQ9Ey5-9qcvF&x<s0FKa!^{IR|#-;wM@
zUAcW44L8LogP3n$2&`@iiM#EwP3`WA8_MvN;K&_D@9iTu2vQ*unE>{}HYVK#73RAh
z4JP^7$4w|V*Sv;uzm@Dt1c5Onz<6)7OXKcgFZB=B<ydq+ZNh)oelQ*85Crgiv2Z9`
z?k5wc*ST`MR<$S*1sqbq$>>FLOiUwu&dbG8T@Ln}Y;k9Ty*Qn)Sea<c+Pc5l56Yxj
z&45_<2im{xrg#wLF;!nNUc(W6b*_GDzdDWOGzG?Kti;-R8Rgy^fH2d-QK<@wt{|8Z
zG*A1}5HyORF~LK<-c;8rT8H$Knx*j2>&EaS4mvSU+%5`lUT3Kvi&#+G2<5K##TlA|
zl3#+8x<~r4|D3w?a{aS?bJfTAg@`eR=s-R7Wk&(VxjHhQP0ZC-;@VGt2gl|}p>iG0
zdj#@*Ha7CHJraK7bL@eyg`s~9jn!A8cMkKZFXeHajw`u2;~c0ucZ?s;q{{_-C8KN=
z$Nq$CXZx01;a-*EmJHlmF9uIbsx-UPTm;eRIBMDBkcEU?5dW5=nU@maZ->(@ugAHA
zIi|eu6G8+p=A5DZQpcK~(#s)s#1O0r^wf}3bcKZ<F?^e7A_z(w#hUq`)VQ#)e=kYJ
z<V7TRA3EPdNMC<(vY$31_WGyoiRB6KnIdO^#TVSn9u+?IneuF@ijaviod(Q0+{7nK
zthvNkfwuInq3T)GWpe8nv<RETBCJMFO-X^SsBxNqu+gH1y{}w60uchy9wm0mnJHSc
zIGlx3>m-hPuqDv?Jwv4AMN~wA9$>x2-jSX-LO~l)j}RyiuQH(xO~PpwZ}7sGv(<7g
zi(r!oK_u6)F*uaXVoC@5)i7$Uf02?FVy+Yzb!q!CDh{`{KSDh5qr|_&fmx6QBZ<Ms
zk;I9i$TEQp491D!CwqHu%vQ-?v21PLx5L_rQXTB?;AQMxU3kvUN7&s+HK#YJs7JbL
zjkzyc*Q(>klFT`sD-K*=t4@y!g?%^;|A~AK&TCJnn;9ezN#_m~hRLF{e(<`n(G)o<
zxykcMsLB*;B{)cse}%Pn*DbqutRGy<Li_r`rx8Ux)m2md&IFe=GC2pg&0T8;p__Nt
zvgU)7zLD)r7G2$q?8auXGl+){35?&$ZJPT={r;0<;h8O66h2mcVV)ncF!nvLP<o`^
z`mQ7q+`%;-aA=UzWW)gD$S?I}h4gfGuI}x~Ie@RXM6F7mb&u`|st{k9-K>y;upV}D
zeTxjjf!=Z0Wht1Kf_jmmyi2m1egun|R$=vw0?7<(umcHuhK4RU>rs5Icaf0K{uL8*
zi0@^4wVWO=+>(?L_!fy#24AUP(F&6jo-|iPa7h$Q5PXvAC6N56IHgVm^@MQDCuR#k
z#o69u6G7bRS}%8MqRq`TOI|;HUo=!OGA5a3p67(C;zFJFY<!{WzQoJ~6#lnItd~#W
z-`K<m9qKam{y(6ez5Cz=!86zK>jM$v4dG!u_E#a|G^zT(5B<ec0wPrZkD#%}Re$^Y
zH0*P|I=@_Z#U+EZ{_6x@(z?#4^+&CJ6GRb2XmT_<l>|`5S-rjRG#zo{${n;Z*qr@M
zLI5w?toHs;N0x8XyUFQ_uBi044BZfXi!vJo!RVPmoCGjxT<71l4M`3T738@XJo%w7
z=8MI{(&1NOkmm?ND*ev6fg67ruI&HBgnY8yYC73ZlU=zWux}Ay|539`>1z4^=^t#g
zmOtQV*lHb0$ml?;MaG&U6cm_evM|5os!040p{l3iHRKQ#iyLu&tS!(PPfnDyf);42
zSfJC;Q#=kVH~z*KC=Ro0NNJY1<zstWfGJ)r;GG^#(qVqq<_y%+LX|=aG~I(@bjl=p
zGnyb4x-x?#hO8|EWvV!9LgC8-RB1;9pP89SX^#dPREHZ^hMycg1qbC!KHg6V<mKZR
zIcl&E5;|8ONEY>6u6}v5m==V+Hwx@s%We9kz+)%g!ZJ@-+u*qL71<K8B0kNxe@w&3
zd63n?A0FNr+E4XCJS$=ladv8@-5Pz_M?kyvi<BwKPgzPRb5&OY3-<9@gXk}boU$`v
zLmPF6(+?8&DWvXW;sD_~>1{M7S0}aa#o&}KD#shFi$<=oLEQBX^XsBv97brO8|K$U
zqxH~yLfGKbLj{oH>=+Sx=ngNFXrj#)^w8(dr-!;+I8+UFs4)RW^qz<X^C_ZN2t_pB
z5FN@gHPKg6*WRt@{J@5FcJq4?;|*aqEh(a}K!5SXpa@0uel!+W5j|h25#(>+ti0lS
zL8|CZf!(yS^QodytKS4&1Z~K2G(MTkG|=?)_FjPlXh`Bnht`8ML=@?~7ZWa9TSaEG
zZIH7N0qx+E!Tsz%CDicZ(`Ah`sH4|MsEu~0t{>vn2*J>}s_SmC!akTbuDU*Nvq%a=
z7R5=p)L4`G?9tpf&U318oSKzM?`G*7$&*`-Bwb`I#rkAZhf;kOR;iB<IFT?ROZno+
zt#n<uD*IJ)h1xp|O>_EsvMU>e>M{|_UpKqduIBWY{=r78wwrf2{%_7{v@l4JgIqa#
zM=eL^((LMl^dyvE04ZrFbBAh3(TA)P5z6i}TW#7QSe9^FZ%$j*fA>Qw=~Lu=g4+JI
z{mUAM<u;@cON{g}3X}Ohdp@Z|^5syGq{MtX0eNKQQ^FarPaa80!?@Tq<{g}ah^8cR
zHg)RVInMFVSKlYjjTmMKlW$23ITQUQCWc&s#^Q=0=Xk{svD#5G$jyRgXf@}PL84YX
z4nai7`*JiU8JMltFUZKakNz~AwyNoV;pyPh`kePrwSwN0Aq=MaCq~p*fC@!y)EW*@
z>AtyED6rwuN&6>KGPq|s4ze@XZR7_UU)>fT!K0)YH*jUMzhQT4+j$GXU^1usIByMP
zk+sMii1H=ywS~!@WfKqZ**G^|%jK(DYQtGK)ee#=iAM^RrIZ61(;CA=C#~?9lNep*
z&sBNSosHCqRgs~NSv5px$L$-W&Vp|C1Jc>~>}5E^@>)FC=o8eDW3_kkdMCF<bP~en
zqR_w%e5BDU&d}Weyfx&Enz~8UQSRgsEaSO?f$7+a0XHsUKeM-Yo68$|dxw<N%zoB=
z9$(u&_XLhpy^77pEvRA;ggrxxBDSj@Uo8HaMz{J>pY9owzS1vDcBNhO?yP5}*T)Bf
zw(!(en0l7b!rv+uzQ&_&0>xb+zU&{Y%jtpwUN-gi?uV-l`Q)+hFzqc_<O&)h{IHOf
zHCJT5XU)L#kKI(Wm1?-QbwBkVh9*x4=}SkKa|6bsqs@c<NjhAp3Fx_K^8hb^FiSpp
z9tdbSLO*OXj@%}2<aIp6CT7_Jj$G5*yLn;)2b4w1^HfTgaV`ZnW5$yGa6PA@WBrv<
zHj_hgE6?)?1@G!+n^d^sXF^X5ZBqS4<`4>;i;iKRi&)PlVDDnsr#u+;lp!SCi-4X!
zB>H8WQB2le`FQ(LEDqmnNa>Uu)VFmS+gN>*8yuV!r3cB|-mL>C#WS2~IR3}rg$jYB
z<kdrsK<eU<-Kb{t75qWO3i`Ix=5pKrIHHS|@Rr7|M5j}S8lP93g^rMn4u(iZ<{|s*
zQ1AeL=DT6MwQhlV5Py_CLXYxKr{nhBPCj1b$txpecpAwv$GUIbd&|wE`}Xd-^~Sw>
zM&YDBx^w%j-D5)0Vevnmsgfm2`L7$E?(8l}!o4H!Q?krr`LMHP`hCn{g>G!n3JpzU
zvCp=gU03k9%Nl7=U&V8&jdoa}&qTxV%m@*PkQRt=I=AW5+DZ$zsI2jxAK1SR=ch-&
z*{4EX7>1AzDsaCSJ$Co~L5Ta<-EYu4PepXz1b=W<E1H$!4_lL<7EQd0f>}ZwCgVk{
zCfan5XZ1ZOz)jf5Nqk@}id98djpe5@Yl%~^lT0zP@~hmeNYC;ZB)hbqxo&^zS4#Nk
z>WV7(N)<s}kq@;)U(iLj=wG*}J=#5F$qKFf<gPCMpbD|M0)$3XJGwKgic*Rnsv52N
zY!(rTaB>>9y4P>(wyaC7{d7+_okJDDxlpz`lSTSd&f-lHXvJ+lssOF(D75;ldVxO0
zJTM9_RO`<6b~VF;&YbCW^5CN}^V^7L8b!U_>L}lp<yhBg@85y*E!8$otB_AMR~$uP
zUM*`4h{m+n!wcbxae4~jqGi1lE)7rp<KYF>!R-Q2Mn}oJY;@Eb2JA;ir%`libhLYj
z2O?dMN7JR;D8*>ujUevA>vgl-IcKOem3M=51t_&wa@%TO1oj5i*xj&E)!3z3cwa_b
zD+WT^DPar>eA26%xEwFNij$@q%y3$1Td#?!#{qFLvGh65y`5G_H4c8n)oQ6{`e#(9
z9q!)0@78YjcLqR*jlT)+_fg4Z5*+++LlKm6mWSt>XNc`DGLA*Y;b1Lc;UeRp;@nJ+
zdX3vf#v#Q(A>{0Wu-0tN3a47ZiV`OdpPRp4K{iBrGj;RdbPj}b1^9?evy*_89xswN
zfjoOs%o#ZhIKqxClHi)+P<D&E?A8skD6gd@Pf@?8?MI!kgr6WkqlFRag7@<x1aIFF
z^L4Gw#?cMTBj-sPg!jn#ydZ$-1D}c*c!<W((xLMN`irM6M)<y!(OBF=XRpxVm9-so
zi8_M5SD-qrw$g^e@~}i<L=*Z)kZ+J2jjoXRt6A5(C3WEhTG2;8$#eZuP6>*NRlo7t
z&R7PNzX^zzjdL`OGg%V|^)pdIuD@Dz#^^gDrx%DJs7XYhjdOuo-QeLKmF%S2u8p6K
zqlPNgBE3<TA4OIUD)```E{7&rU!VVVP5pfk=#-#o#yuB*z~8V31TO~&OdkF7=T3?G
zuf&nPYme#=GI=7Uvl2NTos1Ep(xR0{;#5_kb%H|xVWJaNTuUMs3TpRJN-P|;BV8v|
zLE_{#qGXY*5J*{1#JPJGg#&Z&C6vh>rGh(~vbIz9NNU$YiLFez#sxR9qgXYRS4a6?
z9CeZM>`f|(!wd9<mRN;RO(Bb9_9%k0*jr6s!e9Ja0fLR)9#ClL`LG|0S~-pj;$(Hf
zS9N@iMWJg(D7DU179mqNjqKi~FQ)lWo8F%#J3W{BKI(7SLw&y!Kz(me`AHQO;RM1Z
z8Pt;1=16sChzP1vNU|ac3?-pOsV6$_1tnBbVwwv~r*X75TLHb8G{8&mp*^NsRDDS!
zZjr&6D`fIDq%ks2NiK;TtS)7I$qxz#g-mOA{T%;9V=U*_Bf1I^XrjDJ+@n331J;Zg
ze4)dT*AO-enC7P1q^HX73VPHr7?W?@Q)TsbxCg^7hRD|=ZjxhTyRm;vi{+JA^`B|e
z{;y;gHi!+~C#L;FUg;)~#XW=n5C33Y+7I&6*sxC&$mQ)1$L}yfIxg}1QJ1ZR(n+K+
z!8g8~o|%9Hy=yEoq1yFS1FFq5uEBmawW!Nd4*fO(ry$tR3D~bfPx15vd79J$>@V1Y
z)Ob@=KbR_Q!aSU-kR94#ItF~}=Lf#;yv`gV<Q)yFm$o0OuM$vwO8cQ2hx0Ua<S&WQ
z$Aiq(xHU+LH*>D)JEv|lpuLW_y3wiXbUxf#@Z{)@^c`<FVr_i}fekVSP7Q=bnCL+|
z*k&35ZlsRAEHzU2*%2|!5W;Rr{ofuN5hK+9{b($%`hSs99-$$m^p%fN{9i5Th*nj}
z0AY%M)XK*pl894sIU18R%+~8`oC)?5YWoyw_c_WG^7G&2d|CE={GluKx^Qlsd+sE0
zwsC!W^#~QKtq48YL1ku~`Xh~B-WeZRqeMGbQlIfR?C#b(Ux%rgOlLQFPeM+0rvYg^
zUpxeb61uTS;!e?Pq+CMVok0E%Xrx}pkv^!vBv|9VDOoS0#&vdb%s)bB1NI5faM#ra
zrUUqN&ojM~S4MOa!VIF|>x#}adPO!vEr3bGhA5Djl+dIYe7~T29X&9S#>L>XXen{@
z2eq_HxH93ag@IA_dkOenzU}|1HvNZ_U92FH>;W<T_wed9fdH;Z_D=s`T>=Xdho4Ar
zyQ2o5WKtre1&ARS3cydB0E}ougXCxZgL7!BiCG6h@{IzLpIiV)t|Leaj|P|tW~Oqm
zomFv*feEi~Wde&p&2O2IjnSqC>F=~3(r*%w{>B18`bh+7a$bPlWxAvxZMZIRQTUG>
zOy_+u>O~F6KWRUZ9~40T|Jo1aIE=g@twQoNA4@mbas7oOQ!th(BXbrU9IQxI11V>z
z=n!q_rZt&}itdjq+clZtkOLgQot&iy>B6j4Dx#D#H<qhZYLJ4+#!Y@wxjXqt)Kl<<
zSN=uuhr&j^qz0p5*P8COTLRu9uxs8WdQp%*W+4@{JSIZg{A{^|H0jLmG?@sY4L%Lg
z73C_1>cvk+`5+@)JM51&8eQ<ZI0C3X=??i7M?7QoB(IoHe!eWCn<h3oSH7e1EBUU=
z1#FB-*3Q&p3uP3xccM{?;;>3n8@`&R?3Jn_)Qh3`;Au%0zLKF92k;TP@HR9SR~Noe
z(}g`)9;FGtO;D$I$-^|^D722l*dsJyIU18!n61}W6En<K`k9D*da!)T?7k9xsvNBa
zld9Ob7JSwY98_k~)gp3y-arS;4jMBh`yXqZ_;7r5jndX!ZFtJxuq&+Zd?%)8ZkGQ+
zLQHS3F&(85)1Ft&W~K^!5S4T1jASBo5UlT_U>`MzsE|viQ9gsVOgd~nl!Zso&HHz7
zENe#O?r~dEA=PvmHkHknD%7OsG?;e;ZLcPOQdA9qLPib+WctN6f$SwB3a$bd0~#Cl
z5-04<)0<i*87>r{uFv{G=%^GvhJJ1U<Wv{pxamv-vN~gZaYScvxQiq+m#xz*6kGor
zp|(H%)>5OXsC6@WN|QE)cMJZh6IlRF9So8u+`Uy;j19an1Q!=&=M!FHnYLdWfp0$3
z_La>I)WLsqLw^f(?%mMm;gWBQ7;Fe}w6v)|$TSnuav=YW*wi0JV{te2i@lq=i2+d?
z`$GaTX>}FRhi&Xp7?2Q|$kCW&VzypC%bjA#=I(i;^$nhOzs5KCuB}C~@m3Jl;vh6{
z?cN6(1NwS=bPYr*$;;hM{VV>4J)8Q&0SxGWq<;tNk{+Z|6{%d8lQdM?8602Nkn)XU
z$0;6?LwpbelS4#@sVO57ww2D5i-?GrMo>qtgl!wIsgyS;@w){jhKiI;j(%DtP5e*|
zYP6eo1<nPT!zh+YhE<f;;=MgvIFc(D3)4`p`z+471JkRwVNnomJbMT-hj&8k*T|{M
zps8oFPAI3?e1DDMprPjX{21iOG;#P{gf#zt!Gd&L4M0uyB%iF6VaG%<G<GS36{TQh
z$uZD_N$f|6mjvCrzKQBQ#)AZgzd3Og6mO$QU|EL~Y53tw1)&fQ>qkr+IS~e=E!L0P
zzgT}5yjVUC-37{0Owd<*M|;-v;Un0WuUoO^{mPSWqMuxL9p7T`6`vO9!xDD#_25Xf
zW*F^n3};(&h*1J$eT7UDCYbcQR*G^)@4@HJQ|yQMqb4b78i%#^dvR-z{XV|F76GUB
z`|(v~Yx*O;OMAf{`-A-b5x)L0Uq8gxKf%@hQ@VT@7o?H?i1_#@KK9rj<Lk%y`e*cD
ziTxgQvU9op3Hocf{YifGDZYLh*JJiO@O<i(_Gj>i{aLzvjxK*rm(M%*zCho;NS8<H
z@)vY@n0`28e+l3BOkK3c{!4tBvhCN?r0%E7m+6W9SA6|zzJ7(TU*+r9`1*Ce{td1I
zfPc$>e}n%1CS4vvL&xlI;VY*4ZG7xLYpwkj+}vY7NPWDSF5jUy|Bfzi=O=Han{T7b
z-_s9QO}+WJ{SWl`yL9;jJUC{*mma^5E|1~nar>S4dffg;djC}WUHr!z=;;G=c_aV*
zCR~r%@22lllXMvNJ-ofg{wG`y&e{KrkGtmVe-$4;5Fh_8KK_$GdhFMex7lmxvh!kG
zZlcR|Pr>CGba@H#g4=h~Wr7l0rs;AYz5GhLoN*~GU396^!NDDL$rAS%r^}b=@)vYj
zPOmJ%rDp%o)9rEY@;G;QoVz;4-5ldCj&t+Jx#{EF>~U`LI5&5^#`U?VP8Scp{~~n3
zgZ~VD<H2)&Js$j>Gy@*|?KA@(JcmB;;Mp$2gJ-V@9z0uxc<?Mn(%@~{TWa=C1pIy~
zK7NJ|K>Fw6;}_!Nm*V3TlsLw-CE{ZlKCq6<>Ejf81wQOmxZDMW{N_1(HNN8AHR9te
zeC)B$7Jr<}e>fg=Smfs|#g7Z1Nl!{Opt)3S8kaHs`j2X(5hK!-1QQ<CAbq2<!>w%U
zuDrR?-*A0)069C#m4R|`JX@|FD&L7xH-`tdp*StcY?Xm+@SVsPOZ3M;9u*&t;3REy
zyjUH@uV4fka6{brF`f*dE_0=v8SpUal&cU3tv7{;fI0gZX2wAurtRvjKHC-fkHdCF
zM>m>f2APSa%Qd17iUkBR6ojw=$%BLpw_~dA!Imw$t%42ofC!3}s1<T|AVz#Vn@Qsb
z)CMI<#urqIrMPSrz~*zk4zM_F_ru#+$aySIV!pb9;<Y%jKfNYh?2hQH2~p6sIMFOX
z8;rTjc?EP+SFBmWk9>z~Y~<C`C%Hy{tamlqi8&sTGDoM;Nn6b*pvI9|e1iQp0wELL
zG9fGKOaTksxFgNGdVA9o6Ubu#OKrIaDcgrE<oSXE$u|&MFM^0%8cbP^0ZnQM9ua@c
zZOghgm0~uc*vsrF+^?sK6O~j3e%DoXo2oZCq`V);36vEr<+hU&&ZDEQ_GoY#`-KD!
z!QcJa&2Xycwng*PQFXQVp^m68ZWp4y2n{P@9Bv8R`hcn3usz3DV&?WXE|m`AE*Hf5
zc<+lCZyau?s?m5m5~XN%CWwN{#OKzok?UyIuGy0;<~zVNirvs``vsNyG%hbBLQAi{
zh0rjh%#9aCPfh8|7KLUBv9%R~t=-9l5(gFJd|U^)89$EM4*LvpkbAS>7x`Qv>*0p<
zXH&e8e%LxbP%91}4EK3@@Pr?`LS{doM&3T+6AJF?MIo{<K8r^>E`Hv>ypD9%1m3s;
z(`Oj<MDNd#Jemd&7YX#?QmYMf=;tzrrcRSZARV-;6x8*Rek)?6aR94$v)hf}%sX1;
z%mf!E2|r(!YiIK1T}gt`0iwZ`X`cNwHXl!RArQ)ue?UkV!jZiQX>#N!v`UC0uM`~l
z6HFFy5Fj>3jx*p0&qRmG@06Q~PewMx$ok8muu@#T%zsj0j|Xz25Rt#RJL$}XUEp+`
z6iHW*kqqY>aCz{krHFx_KxSV$qoRDL6O<ErlCrbVNr<%*YN$6`i!T^hu%3I99TOip
zH8m<tu{raya5mNiZn%!!?xLL*Q?aq%t6O~P`#egj^&H9>R~dqp0r0dqgB%BJ^SOqj
z+EA5HH@88l2tP+kqrk4m5h<DXCft)^E&e_7{J@^n`vPOmc64twYn`$8B)fL*j(Hgx
zR$7fn0p1jx_0dwJVH;)~Mj^RS5T>0jFwNrOH-Wvbta*ulu$rtHr}2h3n;g22vsFP0
zQwQ&x3$%dJ!}{{vG+e*tv{&k-R0?JjRGG>S4Ox_A5E%{z_{GYALnM_^nYcMsDjcGm
zVMFPBb;xqCj=~<`rJv`-dqXq1iR#plb>-k->8N}eMYxBo3`~*PvV*z$CK`EuvlQLU
z)z9(wH&<WIz2TF)o2xHHaM+yv@nx8AR|XuIj?Cc;c-LJ0R9FG%ensNNK3ch#0WkJ%
z`bO5;rdO`M9EbCV3Ul=pa+0EtDVd5{Uo3xDCRQi!h`|PF-8Ah^mQ1;E@YFp|W8S@Z
zp4R+%8Uyh0eV%p)QCER3?<M`>-E{dcy8MXbO6UBGUOUdO9OK8w-198{G1CzL_^s;4
z_P=op3wi!TbcGFYW+~>A!1>dvT@>{S>$<}w*?RBZ)<m+`5m1?^=jdB<=S{EnH(bA?
zBj-&N^*frW9GT~w=@Am?dV3YL<VlkBsztF(oPCiTM-n(v(6cmNMGAX(D#3f&Bd;sp
z6}qR6y;9bWD&@k$;SoDwA)sg?J6<~kM<)t7n((+n3x_KBTS=K8rn$p(5BY;Kh;mX<
zYmTK`t!lWh^Sk_zcWfKJlc&{Q2&lG&L>PiG?~iCc&JG~AP*)J7aVtUa?R*Y%;xC3q
zOHqI~x92EX#V2&WlR)l0x6z3UKr?mH-vV-zPD()xI2+AVJvAKP!a+|ZeoJ#|m2wv8
z<tlgrWi>makWHa6{PUF0A2d+u*hL;!Dt8s3GSY&=Y(Zzl{BwkL5c*1dr9&DWt4^qq
zY0LNdWD(od8QkTQCIxf(OysDqA|BQc9_F_O(GyENiEz(iX0Ee!+Z{&JvKlwBD62Iu
zt1$o{&$62RZK9%Y;8Kxd8Q(cxk)B2T$R+})EU42D5eWF^*$D|<7s*<(s-}4n(f}AH
ze5l>5U@V43y{K`c<xf+B*{=wq$q8ml{0-NO9TCh#McH}8vak2{?%6xCeaPCE&vL=>
zLIs8ejvqt%QF7{mfdTuOFq-B`Gp}0YoCNP93r<O7H<d-D#>PsylKO%3PJe%`bcliv
z$Hw64gME#%F+kSJ^1g*IH(EM`tx;#=R0*R}M8S;dw2d7Q4hRKAzA5JhwNKK9H(i{l
z!EK(*eh>uZxa4?J9`6COp#2539Nzeuue5jikKKJ==jX2*=PvYPpd+BRBtf2shU1wb
ze4^I5G&ZlOrIU+a)H<;I)KgCB?G?T)K*dT9<*Ha+5Wx{MIp`9qmZS74Q#B_XeF3}z
z*hPrLbwj=P3E#8ni9UKd%Nc#ADI62Dk;AXxWkYR}9EQ3mlwh<>F7XsV!R~D+b5WQ8
zPAg2sPoS1iAU=m$l2m7ulAoC>3fxD3ISgw?`qWVu-f85JyM#)RP*4g;FABx`4HQ3c
zDnRyY4=|l32HHgvmnTURQhuF}Ch9*7L^~>g1La{77F@=4QP6;QNe)v&K*xAFjbvRO
z2TVfmGNO_|S+3>+<sz4<LYV>nqG|yr^ukuljijgsodvV4Bn)IctsLp2ib`<pL>v<B
z$rMb?U;3<UHG{F>0EYsUXL6OPK5HE14<uIO4yd<SKv(HZ2DOv$9a<IlO4<%JCVJJC
zoL|HFYr@NxWU<**rCj#BO4!}!Ma8lo6<Mi8E*UUCaKbW`fyerSzj1;R{!8&o?Cjv9
zR56Q}S^Nn3UU}u28?U#fa|Ps-;|A8_{;Z+!F2n$|#n{*W#pr5qF<!daDQlZYAuZlO
zeCvZmd~7@`As#U|4w=eRVE{W^F>@HH2lx{X6Njl<JaQVN?ipnyn5<PHEedz=GR$_k
zl_}4b&;qUR4SR3ie!y6s6Jto)f<3?e3%0t!1^c9Lbx3|7L1nrKmOPoy9_1xc^g{B5
zC`<sEK(JD=nCW~)I0W<W=(IeSq55G$fKm3+b_gaqXMQ|PNJEx<`;lc$gUE8lelBbd
z`?x4XL2419iXVp{k&19)H<CiwoSSPx1IV522gq3=05J+p)^E}ZLMj>|u&6qcES+zI
z6tTsvq}1oFW3r`Ognzw`!^t%(04HX13~+0Ekt%opJ|_f*rX~Bsd$LC<e7u~6sxRWo
zm9xJk%4h<aNO&udRF;RNHdCzSQSHPO17*(2@mell?FW-`JrhXx^0p71$Nf1oE}>&N
zc`uzdL;<+!YzbRVKqLCHozycSOnKG!Pl4iwe-t3dUJtKnKdoI5f+r@ey;P$$_xM4P
znnIfSi?324)kZ3vUTSSCvT+Fc5J1voHPRRS#2Av7#^2sq8ow}P?Mxc~qNZ-K5rfmA
z5?G;{4dS0Qg`8X@vD1b!nL`L6iQq!&M!pG%5gRscx<-48io}u;gbW@m5mu0~qD+QE
zRIG9=by)2*3nC=s-%08n7=;>7t$_10{FcprTtP`Rws|@W4KzKl2WMutQgV%+^x^c7
zwSE7HVeWlg%}m>7A89}7TMeSmR=<G3dV4vW$<ooL$T=cR4AMU9CNmMryp!=;h#`rz
zsDbO#?FUzP2)Im6S%eQ<_UKR-nPY~SiYP~J7wuy1pI2Vdg`7C~+H|2J-mDB+x34Xh
zvW2yM*4inQ3ZqXXgrSd2zF5i9mm~Cx?An9e7=AICFQyUe>osq8ymv4E`|Hl~zso{a
z#N>ZZgRCM>iv*HZrbvW=_e1e8Y+_JxDdUcTq7D8=L&C?}kA$g^DYI+osOC571lRZ2
zcfxVf<8)d-d%N%jwMaB(nCM6p@LZedPm-M|N71u$rz^h>ii!RZJ>gJ*onu!ZguYlS
z>E5xPS@KIO;f+B#3`5?sW4N@gLQ}$Zb>~^~AY<jzaeTp|*)n{?z*gbI16gM@i~YdC
zc<$E+Zo+#T!c%%84D<MvrRCyG$O}D;<(!iyn2vp3NUKOhqs>L9UiY>}wEGEn*=Hq@
z6Yn6S@u`9~_AzZVan#89c$mC)3G&(-MqVb1Uq)M}4hC^c1A*N!5FA<n5RlYhfPiml
zAb4@dK=7i@gJ3BHCLIENM+3lXItGAObshlASya?PAn$2Fc(`Lgc&PJ0SRuq@9SZ8E
z28Pde3=E%23Jj(%V*`$^&!Sl}SG}>>QEYdbkaCaQ@5YN0v!UDBPW&iHHtMk(X6xr}
z7~C+}Ke)bsaDz2?&Ctg6LxY3*x(2?XE%Fa(>>b(n{-as&y8GS_xQWIAv~uHyjaQ{i
zpg4CmK&)EZDL^boPfa-rwFZbQQde!#v4a4?cQrsfrDK4&cwqpsDYYR05PVky#FZTb
z#KwgIM5Cm!yJLWOR_6h+eEpSI4_>VkhP<a?!$ik`kWLB+E$xQ?B6w{Zwy6#CZd3e*
z2K|?I4Eir_9r`cgCfc)2y}o0Bc+J89;)=lin(t~D@qvy3;^Bn>M5EmK^Bn`kXBP$#
zjS4RR&@n)Kr}KbVzJBnEjn|ml6yMXx;=elvgr6h@gcEd|+Bokv#cycPe?m{El!)`t
zQ;SN(+1y0DZE90$lc8dg62W&hK%_bbh|3oS5E}!vDZZ-#VtdB`v1MTZaYZ0T@LdfM
z&+8Z<Ze1uqG^SryItGYR=K-<o>J5V%^<7Hb(s1GB9RtC=NrB)5*`$`HQicop(#P(8
zyB^K+?v6qC9j!z6t=vT8n@}SF_(aD5@UasU0Ds#t0DSGl1i*iG3;_RjVgg{rx=snA
zOVLw{f@nK<z$G06z(q*`-~`!X<eAYG{Tnt|>o*N;x-v`;(%;ZF_~DL0f2einU&T!{
zz6Gt^aP{DzU;I~hH9(AX3=q#=2tZtQ&6WPclnwH(28hEQ1H{xq0HSe>_|1+1;x`ro
z5RGHRYdZ#r-|svip!8g|!KVk|mPQnR&@m9aHz^RDpqtcH^KMf7h6epFcMSS}(K__M
zz)i&2q=*uI#yaNBxT^u;pF0MK?=1`<0?w2G2>+SVFFOW^|6LeBG`d@#-`gqm;T-hT
zqWaJbX*7xveH{bDy3PY)*;Q9uVOaCUEsZ;D?HCB2nG^_4&`s*<c{eG3LxX;%W6&RK
z9r_2kiFlh-!09gYW*E~oK-}3eK+G%*AU66P9{>oxs{!J7I|hhXEDRv72vjNgt_FyA
zb_@`2TNprW3<Lz<)d2DFjsfB$od?9St2SL}_&tbQ8VJ7LF%WzuDG(&ENj1^L_sQRz
z-Q9(+dYmTe%P4$sZs!Ua@3+KhO9UdCZPl0NCf1utgzccj!J}eGdOj^tX2J=2q`G%z
zVAJJ$5mZ)|InhLjKBB%v&}K#CPb(lZ=M19cjbpP|ztm7|+2w7Qjh_(&j)3Xkpwf&?
zAZrMsohdoCs$@b*_+=_m%33gsJlRyl$w_k;ngu7RMm3<F(|({0hXBotK>v_Tf8#)e
zQn*ZZbx}qQ2}PMyjZn!+`#=dDtWA_+P2kz)&HHwB@f*YVc}lH7Pd7d2M$SJZX(&z%
zcW;`&ADr6_m4$}8*H3q^qrUc2hF4k`Zh}&T@q$s#bZ#|OEm9c)(Oe4Ox{c%xC+{=_
zVu;nUfEOLi`*VE=j+lJqUq;l*6vu63ua~?8i95gnDV;qMc_5hsayuXuBy#>z-pGtd
z42-<LoL6a-78Y54YZaA=DqX1{ODeF9s(DjJIA{4qC-jJ`Po=E=wed<8DI<~Ao_|%b
zE*FSGsU<NA)a#>UmZA-j^j8}Rzf_{1a$dorlT(C}n0Qh_IZRO&bQo%W-nz6t7(wqM
zUVUXghg6*DydEG`KhuDpZbLoY16#erp@<Hfh_$_%n&WMfW&+mB`Lo}6qOYdLbEDS4
z+^QQ0lnV-J-q9dEeR{7*Z9^C@*l!xBt;*J+)QB~MQV<fl{)8%=^-rcr<!r1XC6+Zd
zwwY)OR3<5i(3{KSF;@lGRFyoCaa(5Pnnt=!k_os8v{0Fy9xvw61Z@Mz<TZ^rVPt?T
z_>v);wDO$x%t=S<n<LQLz6K9HA%ykQ9C+wdvz(!%H+)+}!!6MZjabpkHBGOJKG;}L
z=yKOo2g3@n)OyqTPQanN0p!w1H)_HOk?zh0N%!6xh^9nF6bLetOeCD2-j!HbNFupM
zWF2P`l{xLOUpZLm#RhuY-N0z8!gdG}homG@b&ic~6C0=?ZIk*ow>&Hz4_+F92Q3j=
zJ)+^32#rRp2(3RBXj_>1Dzz*+X)U9*(wlvt6Z2jr=WP^wk6O%x$Y*y5`Iy?qw3ZnV
z0v+cHR(S!LF?V$V`ym+)Tl{Aam7KH$uNs!x1mEJfMk!O)Fu$1M>j?f%?H}2@b!T6f
zp(1p+Z?9bc2v)y?a{b<r)iCAy^_0&O>6^19VH|)c4R*ttvl7Nd5-eUd$PW(N5dvTn
zzt{NsXOkt0Ad&1q2q;X%d_=0jLZYS(sx(20DQN(doXsiz291Xjv2ng}M|MkDn<=NV
z^S5B$(119ln<zj$l|^$ThzXFUQP+gh@mT2@`YNlR974fjWTYjok8Ze_L)XM4XrVNb
zLe|xZXeIb$orITEzS>z*xh(`g3{p981+uLoePtPiH>dy&^1z8qhTffqXok6xDEGla
zx0J+L1`uKbD&(MG2(oRfw`CJtRm4RQ)O(XUF<}YOsAyIF#bp&huvrxTfX#1gOjv11
z_@}>Mm>C;GDsLg65QYiO+hfb|NGDQ&@id~k320&>okM0{nq5!}+%aP|k6CSuQlq~A
zM24ZhV}CD#Ir&5&NZAVhYQ};^t`N8NrvELX>6U~b8nY6DmJuT8{l=QoN{K}Je3oK;
z^+tc$iOCEG;9(>x>tl>H@px-_R$rp_Z`ab|UCXOog7TAe6g{>8hDO)FyAuHDasklz
zloFC{$3wOVQ-ruZQnn?Ppi5cE=?@{;@_y0B0`0`4_*ATSxLaU&w@;F7Yfs+IcnE9T
zLAiAz1k%Q4Tz{6xLyw(Us@33humO|sO1rAZ_RC5%Cm_aF8DIf61llAU)+F6$B}*hh
zl5QaccqW=Y)nhb<VEF=9nc|GY>8`tUj^DuhUX(e|S(GV-%-Tem=iGn;KU5?@p&MWg
z%rMf%l7+0~0SLq=5B9JezDw3KByp@<6Q>L6%)mh(Dc(FWv=^OgO+}!CPqt|G44@Rz
zNlQ`&jb2F^shIH6s3Hms2{G>@A^2fX#esd0?=Q7(Hr5x)SQm;?AyqvnWrV-<sI?y+
zDc7>=n4^zYkTV*G$-}a|3bA)j5fQ=ZJy<sE`7U|COwKyW3HOIpALw7)G2TMOK<yp;
zjZLC!oC}m-7@p2W(UKk#*X1zRb#X-oytaE*RbmiB6u%!9AEL|g+60Oj4zH)Y|AW+r
z07nY!79%TT*oS6&_>1!hL^29e>(R|Gix4I|R?-mma^7Q|<-A8jD66(YJBD$xT>CSN
zckL+PXm@%V$Hn@V<9(npjMpd2(m0nmA8WqG->~ht+U$HexShG7RQJ`YRWjC)m51xu
z(6L+*!~%6(DDR*VVa-7qL!u(q=oQhx$b;iKR7}KqxlsKx#fhvan4@Kzry7T{^1G3C
zeqn~7Ey%n4aBHP}Y>-@27kH+xP{4v5yD=*kghfEGJ1;D$ZZHz}W4W9h{#FlV@~3hn
z!ZPAGz(9&r?khr^L|dYK8Xbswt636LMb#PR{q&4#R<1J^>BJe9ws3#k{)Kx*$if+0
zZ~f$T-O-9^oV?TUZX%xnUUX37du0fYnB4Zp5jaE$HYw^V9}+%89zhAdNIL%vpm~Ef
z6Kho?t*^D8v|bkiHiNVd^esE(l%RtR%~Iiop?ujVKlTMnwq067fya4$TsK62QSO1L
z5~@!A_DfNcj$AgQZufKvwMLz-lC}8p8e9$c@4FTCz?dzo!c((dqV$|cm{qN<8xn?<
z28)Q{G{2I~Po}u#QTE58-B~n3(i{B~W#)#(o5K7s%J&>sN65;3RyT$V*GBOhapkrv
zwejg(RsMp12meP*`eq#NIJ*rB+!m+#FY;O?CrGP@izQ*RlD-GRIfqIyOWQraC8|2}
zDJeTiqG9&Sg9Jf3jC@SnRyRGMow9<%E$DEl&r~hKZ4U=uye(ET<y@%>^(Nx*DY=8%
zE{{S4z2pUVd2ig#HnM}bPkL1>vl&5lUoLZ4K{jiZ(}hD^y3i@0uF$_reQ}g7^ynFv
z97YPz<2o8bG1GnpHEf>W;0<1FL(l9&om?t>=2gj3q(`YSiCOQ14I*73D0m1|>S=Dx
zO0UMKeou2^C6Q3kGbvpYH8i$G?m^IMv;^TI_gLf}IH&z}<{n-_@*g`ZNZubT5t&xR
zdRMN{Uy(M4wC?6h&n)*@P+-pOqL;|P9I_Vpy1h{F+<y4b^cTzhMKThgxIMhY%t2fv
z-n4qiT^HvX{3@Teufw|$gW^I>dg%&}31dmTsPg&>q1MicCf>DD6q<bxK6jpCKg1t3
z8TT{|gOB}Q+}dNmkFT$V)M>vTU!^zhAMsr>w(PM#$lo8~>mT#=Lwx-cT)CW;{b79D
zd8+*p@$pf9`Z2zKoUeaI50=>PK_@$x+n=DnmfN4?N1x*Br*S=IzXQ*wUTJ>@f7qX;
z%jf9w=XCkJbMFiE?Td7IlrDckmxt+xGxnG8eb3ZId+fi&7Z|Z#Pm{WzE?=f6_FwV!
zulf2FzJ8UjU*qf7`T94w3IP5s|NRa6`<rxm2n`*xzlE=u>bLQ+`>eJ0TX1ua{UG)6
zX1aWb-uyedyq%xCm2SR`E`LuyTs8IP<Muz$<L}bt5Afia{a$+fKDs=Ho5$^U;_Gqy
zAL;#5?RW7XZ=k0S(B+N%_nUA%X1|-hPfb!-+4u1F9{ZngJve9oGd^%4^snOM2jb)3
z#m9g0M~{6<KN|Z#QhR<zm;b`0X8+Lh@Hjs>UbBA-NI(^f`DG>}df8^<&aWtFkwfR~
zpNRH<Dn5RO4~*pJ;^P<M<Co&&lvVs}iTGHC56p8peVk&iz=ypG7mS})Zs)0$m(ATg
zXRpSsgBS$YrCC#%g`>*!D12-x=|fpP{=zX{`pkdXTMF5uC>=<lFQsCok{gGR4sS+W
zi$}8Me2zT)Q6U%dW(7Wu#X_oUgvw@<2`a~7FA)B5Bn6SXN=|s=*-V;z@N?C*6_}JP
zl$|VBo#Q3pOLC}feLi;gYrVZ{>g>~Ladp1ZvWbsvu9u?Wm|SUjK6@mapWAtAeHl4^
z&efOg*mJ{Pd=R|nc5c+!mgG-Qr3rA4B0;C!jT@dofyG5W#op4cMZUiEMYgX+8;vfp
zNI|-|#LPW3IzHI0CBCi0ODvMCE-tZuiI28xiEABRVv$C6af$s)d|$hk_>~=AVv#6!
zaf$s){JwTA@q0SF#3B`N)?UN%wtW^p_Sk2OKhEVp9I+Bw$NQH;Oe=&q57>=+6<n~d
zn4diafjd|9`oZWP24OF0JLZ?1h4^#&Mn%V4k$hcmgD?6Uu9pUGsbtHQfpT#?TSoEn
zJF}JC;el<%Ol=zHDwTn4B>5Ig^v3{&h8%&dX>`0;9mTJpa16L-D*PBv1}2J`N;xy&
zu>q$_5;o;Zb<RG93GIYoz}|9+CJ-OE8qQF?y(*iA@LaGq@7p0l^{c(T)|dy#*G^Td
zrOMF2fNDHf9Jsz#otExK!|6$!P2^xTe>&aFq^C>i+@ZoSO=A7vbz`F`tG9O_#Y9ky
zg2)0fS<B~fQeS}KzGxl7T=9f_Jtv?#QBbouxS(T^R{CCt08X5rWb-8`KebW`q$mzQ
zO64M@IY?Ow1ZrFvl$6Ku6Q4A$-F3_E9qR|z@_^P4J`GMFld0Zb2hWTnO#AO?(aQii
zsh*GMcwWCG65LLk9CrUiH7ei2=uU>;^J7^n==(toS*TIpMZ>@v9?Ypmhygtl+M=Ik
z?0cT1;aPoGl4zs@smn!B9V$PK7+@T)$oeumO`EHGJF<^}km@bb!<<xFUj|TV(4N(4
zw0^zSQa{%@;5v?VC6f%9W)5OLl8XCtMW1a_Jp*esZISgA<?LjwoSU;(q{#a7D#Dhd
z7_)sZF0je40`A3}C8;>5V-n1xk4v7xB=zV?$P6F5`!#|c!jhyhM4k991a5?Jhd9J1
z@yldMrrBM$?*|#rZP(-M+r$`nOI#t4^*hYwni$q*LVL#dfQ{aE`U%M3b>I%{ye{W*
za?{}K9&U!k8IfygGM_!l_C|I|FOHKJfOnI(c5prqI>|@SgDVZu4vzhFGF#0|S*3C=
zL&iutgy0pcREwFzl|HLjB6B6aV57|*6`qWl@@xr@Yvppbkb&C<g(AWiL3N7ZvCBqo
zl3Y5t*K!eQOgLy3yA)eJy&XP7yg%z~_;Sv4w7p;W)6v|pJ9F$tx>hZcrzGVRnhhF1
zr%NFZJbJ?#LzknJplX!*%=WAkF_Cl^qlTLUH6)%@@X)cc3Mc*pn-|xh^)=AxenSM^
z+siK2rGj((>*s7%%plJ)*H`asD5A3_sCg-dC#acbq2!)`=*n1=d?HUW2p#pgJ|P5a
z^(pV_#FS4p(n>_lHz7{EDu|6@2@Kh~{*BEtJ|9eJri}BJ!Xc!b6Pyp6u6QIj0mf7-
z5&PR<&1TbOe%}SZ%LXUQ*{l<6T0(Xt(l-z<M9fogn1Y2hK@50d)@_NoD6uSJeu^y;
zdu9IRxD)eh(>1W)Nw6odP50Ob-pYlwbPfa;r7Gnmgqs+WH0jvzt;feaAtVIMRMWjD
zlEvttZN95P<ocwx*U_SqFL`kSn@wg)?svSf&<uegWvGYKr5dd+@&wT9q_m3VCR~CC
zph{+^5C!|`{-Om1zd#v<@Ol*q29RRH8pn5vEucIRgjvGpk^U6Euuf!vgL7_bJ`b81
zSoC<9kcKSf_9M&c29f2vBSk6HfE7*Rz_(V$S`p(YWN}ms{!<*UrpYN&uoOyu$lji=
zoQ4p^sT^1YH2`MBQ6pZ?BON!lr7Kh8#WXTfq$dg4=oR(_6;7#~{4||`#iAe$8JvRx
zSX8je*-}1@c(t)x_ug{z=)S$XZoP5uo>6eP(Vg3G9Rts*P6<p#22i&7$S%q5;oy=C
zd3@+(ny|iW-W`E9KB?q_U|{L|`Me;2>YW~o=(Hv2gl40plc&tLh8p=q!6BiId`*Mo
zb8vq(4J+LEtaJ<~_DPJ-qaSQ>Jze{}23`^9$kZZyrV3e7K{yvFlz~dNVtD_zxi1aG
zZ%TI6gSNA?LO^W91l0eK*$p-<_F`5J`0DR2-BVxfP`r&zvxU?He*tpD1_()Oo9>vb
zx8&NVRhP<3Uw==;mpXv~BOG+AQ`t#51Az`=jot@rXnT;2V`tcTP6%cgQuKknOK`ve
zXQV!rRsq3nGA_dsF%~i>A)FU;NCNCcDX5hcZ%N~T_=U>701G<re(<Iy*C?WCr)@1s
zgTgpUP`ZOc6tE3C`4$no&kf474;Wu)qzH{21`R!0#EI!(HZg^$2p}4aCCEdU=P{87
zKL>NVQoKmJ<P26#C|7`*k<RDt#JqUJM2DO^74G$AScYj!)+Xjc0FRK_15@E`UJMh0
z0U}03UvAS%(o~(QHYh(HgD{`X!dyerVbNL-B}TSTEQ}Hzfok0_maw+at!OI(Tp=)^
zbO?+D8wNLQ>>pf@|5(G~zc%47M_Ay)f<**Fx~@e8V{8+ej6;vjBbc_$eysi5>_s8W
z)YxVZ{5h<M^980koT7rrACZWKB2KymBk3Npy!kHg>T-hFTn5oYL1i+`jeaU(%p9&T
zY;~{S*6sc<h%cB;G!(}oS)B}nbLVlp8v8*l^o{MXm?IC*u-=KL^ia7ws<Y~Ck~yH}
z=8B`74Bi@G%XL<3K0GE*G~Q?3QA399Ty=IBE%#y9n8*&th|tr-kHwWGL{tAx_LcRD
zWsi1NEW0>_lNe%Iy??*j?O8V>D<kb9B(aP0Ad&=>*ktH9F@LKu({Hz*nWjQOU@+5q
zT1}568V&#ldr&Hi6Oq|NVo0C09{(X1j;kh8<YUD9o9KOw#5>WS7xDgIXAy5O1nMT@
zUF2l5B0(<#%c5S?Q0nLHN2yIAlQU83r45GM2CBC4V{XTBa5{xdH-|?#nt8Yzk?dv-
zn-gP5Uc_8Aa7rf?)vH3*&P2@fZ_1Xlh?60dWLGgVOd6c;3G@!fwHR+{2zenUn4m*K
zkX=R=+0k7A0?x2TdwX|NUf~KX#-v3lBW;jL(J=2R*E}3AOsiura)0dMXd*Hquk$#j
z8Ll*T55Yh<rU{>}gKZcGuLO@oH;48ny8y07$kWkqyyzn7R1&m?n?n%OU@8ZG8$PTj
zp?M7%C>B)}Dbb$f0xgyj3f$-@IVX;eTEox)M@Oe|;50hgEfSe{1tU|G(j+JXi1%e(
zijuFg@FWz>#x_)HHP~J(HdV7%9%Aq#49N3f{tb4KJO#KGEeYv-ExRC=ghley<zKI`
zIgA~<gQp@}L-zE=V2BO`L+o{B&dvlwjI>M6d^XFO!NCypEKIvNA%Y<$BL*198KGmr
z5E9y*3WkWN*z5#Kh+v5OMD)Z86$NpG&>|!X!izG#D2Pa$F;utuVid#)6%y896vVNF
zsLmG!ArLDemz|v0A9oWXkH=vKa#$@yL0pWpGo1a)Tuj2%(e;mWloFh<!#N-gi^oj1
z3_B34CdEAa>vD(#`K*vON1w12izo+=LWAnUs7Z~$LV32&aShKU-#2n@$fQf@al|d+
zBnrkDcJ*{yk?x!UuAJ1F2wi~NLb?J!rUFu=!=)E76~b!cnF#DQ9D>NRKoDmIuOX;0
zGgU;`f^<Bdb*4*AlM`XZI8|SS);!SCEPiiJmiU6KMTdhWOOr0^7f4h<s9nDYFMVNm
z>OC^)>F-6P1LN>Zj<0qCG2PH3iu#R1(r#WI_9|LT2iAN#Fb3e`I~~{uiNroYm$T@+
z=L}rjbYS%GI6pY%rUT=b*+Nb)+bijE7d0@0ORXd6z#7j)(Z8)$$|HmfQ5r}AhHvb!
zU#6fCvbw=*!)5W^I<Ky;pYOMi-F?6N>&NbXgAsG{4FZZz)vd&IGxy?1#jg{fWAOxD
zpmg0#$tAKiIq3rl-Bs?UB~mhQ6LKlxVx9~U#KCZ4^45ehM64O10HCQX7VM^x-MjRo
zU-O~1dHjz9{vXq~<T671)ZcJ@rXv|4stOjPQ`PBwN>2>&s*Ci{yaz{c;?~=%!w=~o
zAixwU;T=L%@WONv0jVOBIMubM%+wXcOck;e*+g*(i0tHa4*aL6zCgblV=o;Te5;jy
z$__DxD5&u=9Jt{LN~N$f`5J|BrCD&xLNG&raI}PoNBJ8NF_HGTcpGPicGn;lOr>Ao
zFv4Xt8T~YBHNC{-<zHW4&W3aRfQW%g=SFlDXKVH;0W=2{2XJFTD-#1sW;Ey7zE#zM
zbf&TBdRI?N7D{d`rx!{ao53@UFGS&uDfYz*N?%Fy=b-fELa1EDs~aCdresa%07hdw
zolr#jEoW*Z?<7a;vEK_5hbL`feYm%GGn5u2&9pWb3bk||N$e5sR2Tw7Akv~RON48e
z`KICx%8%OJ7fnLFiKeUw)iiiq6yB$fRu=>hO~<a?$zqp#`1~whC1Dg4HKgYOhK5b_
z>o6{q5H_t8*mMJrGd?!i4^es#796(v2dg8Li8jvx+bmXn*g{!TDR^I^ixXQQjwqpm
z(+)vLkcNA{RYEXA(Gw_Z;?pz@Fbtp0_6<fyqcgOj>ey5E&%6~`%*CD}uZqB)?MzB7
z14qLzYQN3+B?Gq)^GrI6Usv?@?w?AROIhn?vbqpA+6*xv&3-jNo^q~oxIaB%BWnhP
z5rJ;u-01fRRuR}^bY)<V_Eg87S4S*D6999uXO3a6cuxaU*KmV=-Dcc4O)!pE@;IBA
zY74vvK2|pucc-^mJz}fkT+P<*^wHdOZQ9yaPR~%N{yKp(Y_tR0Nmn_d8#UA`iaSYm
zG%bHPA%7T-Mt@9T4MQV1XEit~9lf5`(64l~`$)w4HnA2i+WiSHr$D<aL2=DMPs2oN
zu+5k#GXQ*$hu*~OTfoGl;8KWe$Q6oSHboX`VJeopoMa##U{2&FC*j$MXa@HG2B(`Q
z)Ax~Lo{Yz2t`=J-Z?S6MaG!>w=(h>pVJHe+#~iMXi)-}9I?{bNVkw&dyNh&x$15k0
zZW2h>3HWJ9N&{#!lAbQu<u`e%O+c#!BrTIm>QRR;D#2c{y&@7>Aot`1%2guO6Qdmt
zW3p+^+L%V}`(o|T6v=CJL?fekP)IRLiKTF_kev~4)A2`@k|KEXotR?Wsp})q6Jne(
zP#rtZ(4OkZxq=!F(fOMIw~L%h(Xdj)(=5id6>u6}Qr}^dN=Su}88Lpf0C<_}?cG&G
z9WR)f)Shi^t1**ww9mYJL8u4T1acGN{7i)0k}Ba~B$8%StU|Ghy`A#8z&_<*W~$3U
zBLf}lQ=J-u8iC(U=E>1RP(Kvh@uF~m>EzHCfjKRaLyw0Xp2g&l$P($Jr%u|8_h$%x
zd>K!t35Yb#kK+)k{Siu2_EB7<L2v|i95zt9+W1bX_3JhuuqYF`uZH;snRu0L6_T$-
znPiZ-w~zyYAUlUTI>*U&X)3__$_Ccvo6&gLzKAt#0{-ratz-Avd8SxXA7C0chGlzu
zx7Ma>B!nSbvCu9m){%;}MfoMu?zw-8aySzEQFbsyu^_{<`kl~5af@J$bjRd+fGkj|
ziE!a9Lof;x-Y#ooY&yHJ=9`R8c2mhNk-LXxnaTtU+Zq5q4l9WRKn=5~^)_>hvjt|Q
zc^*w*tII8(?;os7+GM#k4Q+P^E_=_e;vs845@2R0q@J5E9_p{~4U2qG$Wa9{TL4fg
zd)YX$dBX4JNUj2dZ|+V<S;0vtPJl=&$y<lY#hL0<#OC=M3p_G~>;648m{bgysh<n9
z3?dcn2Rf;|!oQ5kSPfs!C?>{qJ9MFTEvr5q>b1=zB-7X2!}Dt^2_?SaO6vFRE4wb!
zj#8XM7W>)ygZc|nDV(1kLP+4ykVTQtNP;_%o5q<-WxzeT%@hk0#WKQt$e?ftq@5}i
z4pD}Lp>)1FWVy$+s(A2vemIkxs7?)8R}K!Aj>@-@n19I1fR3|eSN7F2gh!oU)t92f
zx%#;QJ<ipabAR~c4(IAiIbHZCP?*h5W7;UvmcfTjH!4zy*+)0{nBfD2XLR1K@w_<L
zVB2V{zCuh+rdgjl7_{;G`>`8dusa)DFwUnuIzEoG@XF|s4fCznhK{e-hOqVeB$h{8
zFS_AhuSXYlz04qvFD^Od6d}|)R0F9M(pZMdPB=C-C6-YdYvh_jMTcxTWo?IEsGh)~
z69Qa1mxm2Qh-aCp95Q!W6%+$R{_Bi&sF==IhPt}?;V7|{2@?ipMVQupnNW+Q!L3vf
zkQ^Ec){ZiEUHP`mCM7auA<siLUri$oH=kIL4l8q+&=|)tdYp(A;OCk>!oI9fcPR=u
zUC2-tTbTzujoeV%Mz(9cV8hO_N<4wd%%;R}87-|XTL>+!BOA2Q-hvEz)|O%(WjPK(
z0ub+zFNb&QpGK-(3^6Uvg#oD|#;@{SQKl*S0kXj4p?||Owvy`V+Cj_)syrrwG?Sdq
zi;A33GZ2)qI<9-}_11H8sHSL9lGT~)IKDzLsaj*Z;4Cte1?!n|iz3X-%%sSPMBGn7
zqSlI%pf(B@R$&2#3zJO4mAp1R3<v&f87GncVkJ~;#p8a7!Ydi_>O}<;7Sl7F@SJ3O
zE)T*J<%AuSP<=XgCryac!{!Q9yM?Q|q^uh_yYMU)75C5@@~&qQu9>HTCzzTnOY%&8
zCXOD^<5S(HJBsDHB-G))HBtWmMaUs>b_u!h1SyG65qrh=Sq_QeC-Kn9#0Q)eHEaU*
z{}F)0G|Z>WGexIWwhKHdf-UOO<&q8Pv>mqDUx`KJ;r#Xq#fWtP&^W^Y5Jy^#K<lRp
zwEka)NE4*uYN$UGKz*;_Cv*hJu>c#3gL4KZ*J}$h9yJ`l&Ivni6nxYVr5!i?RULDB
z+C@5-p<#8b@m#AtQh`1d>aop4&@G6-;<+V21aWAyA=9m-Qn~pUD1G1x4wzb$qneka
zcqiD>x-6<=?yd;T^#uUGc){gZoz--?VzoZ2k%(Evp&ch`*wc|Hp>~HV>(?<U-d}f(
z)((8m3^lGUgo@!TjBbjlce#3jFKSGGrbUXm#o8ulk|ANr5&%pYx3y2j(Qzvl#as}q
z9y!qBp@+SssSihzLTMEMUcZF2xN31IWQY>zZkazXw9QI8Q9y~a(?m#tmwA<&CfanP
zeRX4}-<D=JUSH#wWcn!t#fQl5b4xzgkXcM>>UJ>!j@!^R2G?TPeApu&6)uK7HXruL
z0DOFhJ-(iJ$ZP0Qpvz%g+^|P_c$^=2!XEi$rWbnI&hjsQvXX7#KNTN8!^gon`{&~0
z7vkfW;^P!iN_mO+ScVVO*<4N^r`Rj-VXwmFF7Vfz=j_$^igxA+v?J=lo;SIaCZVfw
z?iocb<Ux;pr~agVK8#V-G?j($7V6O1bI3aycm6a%hl%=Q^ewrtyHEHVu9rI#c1Mt*
ztOQ2HooTpU0?FQ28yIB($`oqK*3=Rbiq0SdHq3>vDUZPbDH|>zzR{@>OM;a4XdtP|
z%f6NqD68x%s{E?HQveA3lO`zB?rDFGRx->yb$JX3>e#vVRxT<jO1{BP9|n0{i20@;
zt&%z8{Tno_bZ@irGCd0;5}&To9}7=(n4F>Ekv{W(ix@;Rs)5m$&<-y0Y6se22K-{Y
z1eqzuUlK_g&V&tl+Z|3nsLLm*xQ|ofu_mavQui-t8AGIQ?-Kix14XW}87udW1WF`#
zgt!$=v$+0_ma88pJZ72H2cAZpkwsN{*YSSM#&F_`gZC0ETn8wD4yMc;bq4Pf^8cD>
z(p%X0D};WrV*O>Cu8<$FaoSElL4}RWVBaH-G@y>raE{n)U1NvtxiTlt8BfHr#_k|V
z2x`5muD>#_h4aJEQnH?NLZYn$TNW1~fkn_MzbAt7eMJOYEp0p)(ODC0#tnz3St!9G
zptNzUNhVv`cuOayY#Lmm=9>^NmJzZ#BgGOJrv3UCf=d3noYX09eA3l2e)J@r7zBa&
ziWlFOEY7;l2+kI}Q-&_ii$0HsTECin_;{F*X55%+KeEVBt$C5<D<e%7FLvad4%RMK
zs`waNLB^CB#3)~Eh(PuCoJ3R91&t#Sc;XW@y2c#vIJzvWSF6;0z3~@CG~SY6L8DfJ
z#d2OLz2lg(a#q=xmAbDt{>o0w>P)>Di;=J`YJLex60)}PywrXB{@~imjxe#sEt%C?
zW#zW^q%qHTCcDBxJFTp%>;tb+`=$Q=<O{z9t&CnR+4YTWxvKI>IDUZ&;^6NQU_#rg
z2e|T=3`+4~g(1E#mb?v2+7wdm)var~SX0?rtf`F1C#0i9Hf~BBNnwfPQ@>cWn_O|)
zTeMr-Vn5sdEmqc4_Aygqi(Ra|OU1F&zmvRBnI^z5uB=*B`aIcJ)+?5MwX<TGtf}nd
zB!*bFU^SJ$*M4RyYbyIdU@+58)Hv1*cO9tV>_xmEbr$htO=Ta{O~i{Tm8^j)>P2mT
zUUEgEN6$eju&k-<o1BSKzu8y`$RM>=R3=pC!ibd=WxoBlouZFURusLWoCd@bVL)D_
zJPT{pK_ykzQ}(T!iIhLzoQI5EfRKG8o1aBVnn{XOwPq-LJA_S`3=yuIpFIQ-oN|Cv
zs>RG<E{21!WQgRB^_QPgxGP>H-?qLkY9<4}DYDNYlg&hqLuQfET^P*}QadH8>QoTZ
zivU`raHr;^<ex4d;viib#29LjJK?uuDTEE<MZ{vulm;+7!yOKZikx)v!V8Xv#NCKd
z(|A22G|j_rISC-4+c>QV^7omA*XU5xWU%^bFNF0@dLlY$$vjM>SLWdz$t|kJAfq6Z
zkO@}S`1TQ+$siwUj6uGjd;iGZtvkDi_61j;@7}v_WXIk;-9tf~^e#Wo<Q&@m+p$>b
z$u)E@(|u-VnXarW>ca(->7Jih5&M0~QfH6^uu~XW=baRiy9XAJC!Rhwa?|#a&D%DQ
zY#zO3|Mr{rY~H<Hp53_*_HEw3|G9f_-Zs`??fNmAx^Vjy@v$Sxbstu;emq%lyS{$U
zN5f6|<pr(S?vNETSki%G@by3GPA(P;*1PtCliXUcFcq;0e2wkJ^k&dDE4EX58ltqA
zkDT3>AE=a$;mXS*WfGtkYt{dn)vBjOKLIJzD^S+3Pj^s@mzA4*ve#m$*sfc4@9>3+
zDRIz{x9xjfQPH1+rPC2&^>)dS$61CHvalH;M$Z;JLhONvLBug7sN@kw%vBQ+ViIJ@
zM2JOIj5mgww#}mP@1w;Fi3{^CtS>Gsa%C6e!m6dp(7?b##D)D?LfGz$3lr#&kol@A
zbj6nu`gJ%i>>`9DnWf$xaoZ8CPtHp3FnUNMbTWnB7h#2i0huq;qjaHMM|PrO_}zXp
zS;7mlup9}tu$VMiKi|QF$SUvdYYy7u7z{DSS`e{d1S;DJr$f*aBe-Fh&1XAdH^;?n
zC(UO&VE{h9vz`1q5!nBu%L?*oSc;3A?Svj4=Leo_C;T#NG4!(ie-xJdL2BS(Tu!ti
z?}PIdYVUTanqvLUI`3D^_jA;F*BbDbdOv#;K%>)kD@i1ngK;YLHE1~AHqXm6Z>e`e
z`tVZkO1PLO0}XLB90=}BC<D#vk#d@9hTlLn$c^Jp?U8n3xZVN%<@7DNd^0J3!}VHc
z^35<DM!6Qdk#fdRl<O}U!C?*R;tI&!G_rda^2*S;xpQypew_2jy6!RnmC}48;Tb3K
z<^<%zVRyV(t6Ef73)SGT5IC*RW@?n`8#RQ0|0=gPD!h--VZN&IKBShaM`*GErP`nA
z2c<(EzEbUHIzt!JQO%3iPxnk!Kli>VqLVnvs!x2U(W`Usps=V|vs>fLju%FsT$h|2
z9_e$ttrK%Q*j_Brs5S~_rcf3ufyVU&DNdlVOo)6s8DkwAuM_oPZ|@eF27f=L!QWe+
zK+PRhSrLii$p;3s#-}=*0$!A?BZqHty`kSA*%N*PhZnfJl=A6Jb^?AlR7_1c)ev35
z-3Hm8kZHb{rvi;V+0>y_pK^Rb&`|C$ep=3DP~$-P^PsZG;cR)G;}K&<qT4eBhOiV%
z7lzGC$Hw!5Ca>e=3)_X4vuIe++;KY7u}%nZYdB0}6q~+(=Sc{MR|p)gF*KTBVs5_g
zvVX9)Ln}cQskR~`ktzggJ%<i96yhJ@Qw~}5)-BD53J7BJ09}ZR5#i{0KaC~~J<kj3
zSx3#Y%%SOM`JjKY&VJJb6x~z*2Y4aGPBg%183Py^@=!}{Mjlx~@O3=qCZ^p2@;n1+
z($keGg)!;rVh!$zRH+PiQE>#)M|wOD*5}6=x0I17>!7t}8&%ljKTJ5yX;i%<R(Cmf
zrK8p7BG#-4__}EIDGyq$XS9j~F@2EKR+|w^rbGF7`w=S+8;wZK?l8KYlA-#9f`)5G
zO-0p=5^}rray9Bi2?<?3YoJ7wgN}MyyC`8uR`gmUrAXOVSaGONo5i8%hQBz}4+x*Q
zn3n@ZY!`9RJ*t?Oz7YO?Oa!Q}X5FOH&&rW6sh@l*1leeF9PinzvOBxCyCF7jj$<G#
zn&X-`$1wmO&*nJ0>q=16N?a=T50M-gwe;xD@rwOh$oq!B=#fo?QLz^?zc7&nMDX_{
zWZhYQYkI0!bhsKPIFa`>!Du7Rp6Rlmz9nbR8T2<?FLcD7GfOj{$B^^&-rhZXN45`H
zGNop=P(dL{4(*sig*K>%a176r&4yG)lrBaIGK(q-AYQ^L1uNny#>PsylKO%3PJe%`
zgbL6T*|9MchK1ROl*(cT$1zmwOoVda9(OjL%@(Xm5pw)=+J@4ZnMzXycM9#G-o58J
z)5VDz1UXcL^NdTDrcL$sI_qs5Y}?ytHN4KiUup03AG`a$&d*<$%x>@_U@}_C7Bn1h
zOO`e+_oQqyjm>K|(WwP|z>vldd>x0uOwt-Uz%E!RT9oe^X2WbIP2org_BjLt2L&1N
zk)Vk}?9og&MRPag3RDqM6%7>WCnysVRdXx=+soNIYB^cakt#OiXSwZ^wYe}W<DGH^
z*RENef|h}wx>|=sR=qnM`%;m~TAl{(d6^C|JqRy`qfcB6tysW7=xsOT3XbuGOuohx
zwteJ=$~ug3Vj@T8R?sqnw`9l_&59u90zvhNrm0DkUo5BlC(<y)f`mb^i2LG6(L*i@
zsUD!fBq~I5sY1kS;peD)h}x}HRG{p0`jDY2WKY@$0~Uzi?GJ~uUb<XdXC!ctxt1Pp
z>#Xg&w<gP-f>?`GzUE^s_2aixXiqYU%pn&TP{Cvn0q3j?3ZP~Yr<hGwP#=|Qtb(wJ
z5Rr={dx%k=C~X3q36#cL9JVrSUAalBaypCPMDz!?VEjxcg%fF9+R`0r|I$g7f8M3b
zkEpDKik-W}Bi3)aMrmTE$!^H}ZfuO#nQ|^~adVnMNFmGm*qG<umU0nBZ#*fE+bHMi
zGAeoSv_5v<`u<#t0Hb})<ysZ+`h{WR*0^W=yr9YH-QE?^Z5%aQ?&()!pweoLhLsIH
z=-evSe9sSD3VpI?`xZ-|>F;!6rl+~+p%F>cY)vael#wMubdq^qeMDk}an)~RiAM_W
zDMcX6f&^Xo;Mgaap+O`%^b>1UfKA}gJFsMJcb|8KPnrDG2SHQ#v?w{c*aFhdCg9;O
z8LrliAoegSl}OS@EJ#MYL!iQ@Kq6Qms>@#p`7i1XE;_DSC4Egbx?gNZvknJ?m<Cyw
z1wqlR?+t2;!tuS$jF1xNvO(sP^mBzr^c(Dr&fX=t<I@^~mrk&M96_*c<cJ@S=(Z(}
zNb^w~@sdasXaNpMaLT{x1O(2|P<nx9{EwZO@ss6@LrAm*5Ud^>bBR~y%d6A_z4`y@
z#Dp(!mRRF7`bc6?dHjj4yb1zIat1wDzVTA?6Fn=dGt3s|+BG(&n618~E5vQR=_ht#
zo|c*?NymX)UlV$wmNp@wN2c7JZ_BQ~a0J!}7*^<iQr{|BsBGyxoMMVq$|D0K4Lv)Q
zEl>tYG9L-AGqtT{%e?hcdK>-)y^L2TvXkjr9xYU0C7n=q$g#0}@lXXD?PM{J&C=Wp
z^PL=vjwS0Ou*A2eu2S>R(Qg?|PH*;_h-O>bGHJYO%UtDvQ$w<-DJ6ttGJ~%V$qdQ*
zz>RH5kPxK9C79Y7QT3Nvo2?3zVp!5EQc4sg0avn$wR!WtU1ZcCdKYO{VF~QY<S9?n
z?pd|H^r$cEhUj>iC<8wlMRQ~@9Cb3Y_P{S~Qocj)A%PU#NpZ{WYoZZ)f&Qh_rTl1A
z_JVF2WcNDmS^UJZ?x-OtRjxW~4T~NeU!hUqH8U{aX;=Ftd(Ekz31NPe@AZg&`kc1=
ztZu-_=$PkIsf|zPs`6+2<8=(_eej)QP{JThXBxzL$U3AlXmJ7_ma35jKv;wn55hVr
zzDuRBGJ;RlCScy~QtuF~MH9nhmd=vjS`YFA5B6E>*W>?n+MCpc|Gf=;)<(RD?rw&W
z%gg4w8Vk1$!dQP!p{P_t>ok_LNLa8V&Mp$xB4N={u3?6WOITj}%CoV(cF?|Zp0Mhe
z`>44~*O$-oVSQRRgt@mP!rb`OUKjUm*TAzR-Z^D`g~&BHCz@FFt7+b^hS%V6?N>8N
zGH`|nO8M2$9oMgh9@&KY3+q=y1Okcrw1oU>R*GX0BVfw8t4Zp=Ll9uvJWk(|^R21-
z8?H~Z&$osTf-3WP)V$kO@|3QL^S((ap>RbW7fra*A0<BJBY0SA$-pYYGj<6F8<9G7
zCcBoDR~+EuuyC3jXmD^2=Y~otn?C$hYgaa1F39^FN;OrSA=wS-Q;X%pEI9HVQhoX8
zYuc)nEK-Uc^;EbXKa~8ykshyIL)Q@O0Y4tJ;^N{SBENwe_WGyj7zcW~6|QvaUOac#
zT#tPR{OG1^<;C#)um_Dh){0$|DRv629h~dgQ(q%dD3#8a(wX$!J#%~NPg3{buK_Ct
z^5-7Oj>>!d!fN$GCUdmPcg|FISWnBAaWiYbNOWTV3C;S$bonS<K8{P)z8epBF0o&X
zkNRm_i|DCPtsn^RCAe|iekosH#@Bmr-3c=1KaSygaL#@?KI~7TA$g8<kp5=(UKhmj
zoc<wtE7a5X75HJ={vCiCtp>;g_5o^{gIM*oGJ1nEu}}P1sbFRbAf5*SU8+cXW^Ov0
zv)$P>ErM_piy}z#A_xQUaV>)UC6Vc)xHuvR-El<_dSnwhEUXAZ1Ok@1HX#vY#b&_*
z6~|@YUUgI3AAUyjXUhB$eM?RN`7eLN^}}r!Km_YI<d7OzV$ep^W8bMish_c}nBko1
zTro*AxR}p0D0W@lCMd4-H*Bw<d%W{52g+QvDtK~s<C|%HB{r-woU-PykJgu!(z)_n
z{mH_Q_!-JwIi<Emxx3ac5ij&RUK3IVl+UN^J=M9i*wd!&5!+6{Y#d=E@rl@50hxM_
zpaiQ&7-!*87Chc{bM;GtpQJ<!bFnA1BV=WI>^=IE`Yoc1o=mYYnS&?kbo%HhiKvKE
z9wswoW~x>=JX*=!nH^p~NPia#1^8RRstK=(>EV%bE!)Q)x1&NiAKp_eWF329kDUja
z*Uv;Ihs<cY0Eat)-S^FTh@!sX_G>S#W{*~fthEfPwb%7o*YZy)IoMAjQDuiL=M`)1
zb=N`4PywSNc7T7UpMqTH$6t5Fd01=oKIZgMAqk(x!_1_7H$}7`a>`Oabp~-r5n|E}
z)Fz8bG<v@<q?=%LNz2Y+Y3)f|q%?P})7aJiq1NXHcIC#)DCjV7Lm3|0wC0t8eeixP
z7E+Vy&cJhk2XIiX3~WrTUq6t~jSrOg75=k=V}yRJ&fzrT0R|)r4@hDi5X6`&%??cz
zGe8$olo0e8jp>59oC@YLVj$`hLVl<(Qs`S6&wRcg9u8`REM1R1M&M23k_}uzANcpv
z`@EI`;I|Lb5SWwFWOK%3)qbfVpt`9|CEv_cYBaPXjZbAN##CNlOl5bXoJFm6kNsk!
zpB17X^@9DHd7cZoME*zv>2Jmdsr^>;7D?H!#tQ-)UWDeuHK`!x;6tsuoyP9u#(cn7
zqqA`ZlpY^cPWQa1-jcahyiYXvyso|Q`F$~^dyVxwbyy!C{?<nI&L&26-+Zffj{|5q
zsxKL%TC!nK9~Rxv#`Q=O<N9Xkxa#LpkPF<UM=R6ma`lc{5yzHu$0f&K2Tw?WWMa6c
zE*)$8m><b>*+9X;k7Ql$i|QqTW8McE(EhRspv54;FE)o_-)Ul0F;Gm7%0#iHkh^rS
z@f{6bKWJiPts|KjaC?#L+yH@7LBo$}YxK9(ivrushZ+QzT?5jIsf@<JxKq$P_W8I>
z?VKh?6$9hss7#DoMpC^FJ8?^cnAODCTE{st<o4p+S#Z@zd-WLw3qQi0?s-+cCHGJ7
z6Af_JGy%96sJ5v&RJ*Z>QN=(tIVvBjk-De@ZW-UwAa+X=V{0AN#E=t3wdNYL&p8uz
zL%GM_>4+rrsujN8He#DlR`eeG0<>yB0hbVk=1F)|zaUucnzJ8R!sjZNP$LD}ex6L<
zj?hZcpZCn!mU<*dzMDqQrwbnCM~Ew%wEYW=@>2ZPV<K=4a6o~E-E94qbR}CEvWB2&
zvK3%x>_z67g-V**B4WlAy2)6Gm9ha{Y<ocj%Gou2boJi&oty5R_RFY4Zw&kjF<gCE
z_eKmWRCE36#aPHCrP;aqs?uz~FqH(axm+pNt@<VCFP^eeUs29ZLgSxfi*o%m{%bm&
zE8t)Vjn!A;Ms>E7MJ5_ClKSbmlRa9>=Q6qK+;M(k2B)WU$L&`+DE0dam+bG;WPJ8A
zZH4FLG^+F?Lbwy#*da)O5H6m<N6ykc7kvvMhp;J#HjmN`N2mc=nZ)z-&GPWu;<XSb
z;8KR-3=h%(sUc>gKhjwEyS1UTZ0vU?eKIVqZyAy{oC|w%f4Y>jdQ9FY&2VBNkz);p
zxN#(Mh0*z`k*}uETA<-spN+nfcH@TUrPRK{E5rU}KT6o*WrqB=hEQLMk5D~!^M<c4
z_`9<|ME989mIm<1&){ji%~tH5w6TgEmG;(pmsmMo4tI~OD`Ozid;yO4%H8(6=+n2`
zdWI?3!soQP#M*7omUu)7GDPIHvxaO?3wW-r+P`RB>&O$be+61weZ0?|<Z>~|f6{uw
zB(DTCgG37Z86gjP>}Tpv>dScJ(hzgm2<>Is9Dkwp-0~c+#~{R%{)ZZ70m_{%X_fno
zVV=QGOTdfN&D-~nI16Mje|z;1nv+CkNHmVTC3G31L2b5YQ!CCM)BJ3`l7bLc0^|Y#
zf1(h6y^1>1+3H-~7@s`{fE){w9=w8qNU5IC=p*n^X5Q>VPXS!ww;`V3G%LvLE8E<w
zt$$M@!VooKAdVc?Pc>w1YJi)Z0qQiT<AP5anSbWpPQyCKGN%IW8`64@{S<(`ewwrG
z!JjG!)KhQb7w!LfA^^3WaN_6AxBtbr<MuE3`hR@=C0~EV*HbQ{r>D|YuGdYZ=C}mG
zXm<1(xd6^FQ=875uLM1ea(3iudb-rJZa#TnI*S9p2?zt1M+*a5vyF-c?gmLYg&P+Q
z&eVGA@th_bazgzK?M;W%@m6F!)0o!tX^Gu6BGPbHCS)6GMR>T)-<=Daou>gf=Be2d
zch)hyDSQV-uCZX=A^0fh77RK8`Q<z*zZfg!SPNW9##k^Z)6_2rY5?Go<mOrx+)eQ`
zv0pw{13RD`W>xU%MZ-5|tF>~00>ZKuQf9H6@GX0G91xkuiMEh=tc3V0xUaBFgT-k)
z#87oSY_Tm3Z(pj-NN2DicpJ#?BDSm31?*m|_0-h9;IeOhAx!oS{P!WB*c^I<Ah1Gk
zsc_!?dKxVA?)&K*^KSl@DDQSjme^T)bhxW>l~Ek*9R?RKma>Hy47@Lzf$QzIn}eUF
zcjq#*9-phj8vRwBcFczwF?>)%(T0ej6(;_Ee|IiM>|E0cCO+>Fe01~>2Au#CKVR}-
zbFBinxVdDCjXxo<iD*8)M)0EdX^@Y@$Dg__3*Y<cTmiAY2yG^AE~tx=eh`5f(H0H7
zuc6?#w2?K0f^qq=OsVj<T2C$VV;!I-KL#rM@F*TX{t*q9`SFkG8}noScGB_VYn0eB
zS}n%q$f;<KY_{BPo_vnkVH8(B%Y0eq%l^k2S*(5rR=soL^(udN9?pDjCph!GL-0}5
zQVco)&aBv~f4u^DvwztXcYdNFWV`4dC1;;2`15iN{&D#8@J$Gdo32rnF)9=T7inau
zEfyw_v@A<!MimRCLUMU8<1WBam|1t_dL1WQY)eDn4cd&_!q?9iup7{NYLTz&3t{qg
z5P}a2<MH(!G+5^A&!TV4*ZJE?$Jd9v^peRJE7=&LwsLhg;u55{e#+N$yE*&0z8<4k
z``Ny?bvg=ouF*zD!`OysqZP4x)Zd+lxnI}`=05Kbd}MVS2Au$Nzc7F+GqTPFodg9e
zoMP`6g*6l{e_tqg)bq3@h{NBniO=78ekN~kp&bo(k83k&2zTSk>lX=_-J|u?B45`R
zz~t+o0UrX!<Lhst!7^WekiIcr=WlJ~>yN^G?m3RDuiAbTRyAL-SNFEIkZ;q#+wwww
z5rYxyc9bmjy6Ea*H%|uge_J2;f&YQi^>x=>XI*M-6|qs2<W<mH7v0zM`^r=UGUv7D
zwavTsZQi<hbnD(dH|)3(X`o)vl|pqX`gf_d54Bi18+mc2Ae*)hBbNZ>3m9_V>&Bt%
z=+5o8b`M$Ix9+{==27)`pYuv^Q;@mJ$U+d%+WzfZZ{9wlH7IX++uSj!<;*%%wDO2`
z_h#Vbk|B`dausJN-P`wU+qZYe9&UZAS}j$E1_ny$QnpNf3^I^DCA9TQx9ILJ256cC
zOaUSRy&es6>-ZHUCo5EY#EaT~ER1UNyd>p;fVXt}N6$LvXoAm47g53bbw&ljpadKF
zL-42YR8Ic_77`pS<U7InR)d_WFMu;WjF4`@nJ9By+RY}2^no7EqcJE1>LE`Zl}S)}
z`Bf&tILu6IlD!d7_Ez$|5l&f6t#OMQ^)B)~$+H6Z9z#pG>50Wt3**i8sP+sq-y^3W
zp;9v{;iGzyHW*k&IhUJsqBNPDyTj1S^pD@xGBG-AUA!Q!T+4WPGgUP1smxA~7xTm2
zA~U4BdwAbhDI$m02S4Y$jiclPGTbcyB=-exBlNwJo4_lS3ew*Yb9IKL0CnU(BB_Cr
zRvIuDuo@O^h@C><IbIbQ-s8QSLZ%>!nI_tr?NMK}H;|^?RoldVvPi%RO&<?}%OU~)
zIuNi|3iw2)rGRHa3TV&4^wpd9@83Q$I&$m2?W4Ol@0-uB$Z@!WYtcL>(|W^=+R7Yv
zofv*a>J-!HQTjjz98CwmD10K<7!Nh|^n3Bu(^hO`|KRVg{+1IlzeCCZnwtS(7!g2T
zbHL^otVKDy?9sJD*6j!TthJLhIOJs2U&Rv1GU_j`u}6QbtyM;;9$<BL?ZLa0RkO#w
z(P(?V%pU*k2d9H>VO}=-(MPaIFMVy?)E+-Z^Pp2sL2{mxf}~U{WU95G^eFR1zOTI2
zXR?@Yxb;&@(TPZwQ=9C%C`TI?h8M&ilpP<2?C6&Os%XSZGd4^>4m?8)ZGlEYpDyPn
zWC<Wx`$yER$_V1?=UaFh&!QY1y61^72xE(UfOrMg(RI-?nVz&S+nex~&mYe-A%RNY
z(Etk)2=&KnJb{$#)%7*gI}x^0&q(I8l{Vrkyq$2H&80WcH#V2@w?xgQ4$ie{N8f}j
zr<rVC=EQH@Q@A(Ut-;%BJ2!K6q~YzaM`ZSQIlt*IyxRM=dQI%-`Xh}YjM6IWHeqLR
zLiU4JcJtf)-PIpFA$M~fnu>S%oSB#NvN+&2Gxr#e&BQ&%V`lmCp0-Ly{9v1JmExrB
zDWmy#$2dOz?`Bjfw9r^cG<X2k*wX|OwJg3Z<vDoTrY+@MVJ%7N2*Ml6@1s|DL(!>D
z9apLy$@}x5lS<G0#13<SChSmZ#17++BR_L1vqPk2MkQpF33AYt5zhBiL%la@-L`xh
z<p#H&JY+B6f4>F@z&|YLt|vy+UDv)e<)ecmr;*p(`#@WdKhlQL@_M)tc<-l%IgrXl
zy?_WjH+;^BxvO8sxMlV1B@|m{_4ixI?=29HjtvFEE7a?;(};lbYDJCm!p|oQfH5Z!
z>oaH=%gQvd#Ol!lAL*e>eLC39oCz+7?lkAfuu(7&T`d>)v_<~Ah~7eW<v=lAN|3Y8
z9KXeLjMGF5v5WRU&@?;&i^LyoC*6S@9A`3Mb<Dc}r>=_uf3a^`kKKKr757)?2H~i-
z7Evqj+joR-LeyF?1LWy`GWJ?Xh`CXdM6;n%f7B>AYLZ9sK5ilg%UUVphjc7<?rN~R
za5$W5;vk`%xXY~0r-oZ$Ru_BLoeE>kpu~aTQ2FeHKDFpqwfU|~cD^pIJRJ?klhAy)
zLLlojuADA##q!6NYfm&7-jFN|U7XoU4Yz_bl2bPpS02RHZ%=4yUY>0K7z7-YXC@?`
zTuq{Jw)|X1oF>TCMc<KTn{ZhjtzIJN+XT;cqri0`P!|K5XxKIF=+eE3rpTik(t3|r
z|9Qg*2}^`s=M{v6Y}es$CzV}iJNfs*)2do5=Q8R1XgZTA!i!#%S&ZT3JQQu`iRz_M
zyHEZ7C!|>;a%!wk$BSown$(7)+I5fq{pU~@NBz*)ha+Fr_K<fHjyt-tPNpG@tQD))
zTm9Xgw9CJfa(1^pWIq66_9FzvP>aq3c-kh5&ZQ0Du=Gm*97f?<c%qS4S$rBK5h<{_
zG5;QT2n)o68k$8|fP69kgExvwT$al_Ey+7AQKA;v>nVa%-ZVl-<NsWv#xHB*ZipJA
zbQi~jWWR|T78oNS^cPxBO$p5ImaKzYY{{NA3Ez?%jO_ns8Y~~R{0n{KEt$V1x+S|n
zYF}i3OA$v)a}$FNZ>n!UVK-F@@}tN?8N)(Y8E+?5hd#8+X^ll~p8;_(N<CqtNWgQA
zG?!cl%<J4n`AdyHnWX9`)sl8*cMJfNeHN`$=<fJ40JcrL<9vZyPsPC8EinM$)IJ!6
z;J(ezGhM;j|5rnuh|SM`{Lw;$l}1c0w4)JSZ+xO_Y(M-t!N|KGuGM-1&`g`XOyI+N
zzX(gFQZ^j03>PJDY%*E!DV7wz?oK4LE}ys9mIk7$wSgxnGPodGD)7n&qJ=ru*_G^s
zU8~m)YM8BF?$lvOF%v7gXBH-ktfHLdbef}9+kbQ;(wb|u5|HUUo$M6dgPVhB7&8hz
z1)%3)n_P%lWnOw?+xczWafm`0)r4!-qU8ydB%_*eE%-Nx={KJ0)3McSE9TtQ2=Q11
z?3$Rki<d8>hFihQC-13Ek7vtNcS|K!5D68SO&J=@d@pNrer>XIcFmx_&nwjg*j#)e
zuyq<=G+VufGujgkhL0o*Ll<xUkQ#0UZ<Zo_Qn9k|lUrsc{HivsFD5iCuLVDDMp!Wc
zkNut`u!v*T&*5=Xs<4Z=pKi7Z7jbFb5<%Q1IJRrQ*LQmZk4Rr@Ep+>*v=Z^usVE-r
zhHgiWd*|r^lHEAMRdZF!1-AZ*!9lLdP6i&CB20>MIQU$DC6&I!qXJ#1csl;Ss&B*K
zV3*ETeZMwXY$rO@XmQ!~i2~a-E4hNw>R=hM2^4hAO1dH=P|&08gwjZl{S9DOecqEE
zdP|s<o<sm*vl4$x)~w_JseNXpRuYuKs<gggtJ2#}c&ie{_Rq0u7tg2^k^4$+<o+WW
ze<m$$&-XvpsB%+$s%+)xWxc<<`pLAMoiQi{K*`=pkP9^^U5=-1GAPZH)@=kmyY?hM
zwkdN`1Zw-NNuIe1j-Jxc2HR&?xQ5@F)M75SSDktalB(dJMpP{}s!`xUZEn25%<C*3
zlsH~O(cKsOsbQ~q={BvW03qZV%KrzF$Gqkx;&GwIrIuRKz;jp|bX&k9O-nxTER1RC
zH<F#OtBSpl8fI0@#SF;!3t(EBOLmH`Y3Y?{7&8hrEz$EZfxihU(bc$qn>%jFR6xrU
zDosYI9j<9<R!qM=rlk)@z^;jjyLkB_YPc1=yd=!D6p&VVo_96Y^Jua&cCqF2yiQF3
z&DGBdXr0Cu&3vTohuRYjhX0x@3|*}GJ~iA5*0f|;`ej1XO4P7KqF97s>F0RdqG9R3
zn{C2HTw1q85Vr|_?HZQ!z23m1)(uPRo*BN+G(q;RVJULlfrh1=V^|uzdZW*<<fbr2
zJw9vjnvH(r(#AfRoC1tX{8MS43ShJy>{nwrS0xMjAaPonne?@Q*kPn&tUrk|o^gUI
zuagMD%JmTuvP$HeVtPUm+K$;JoXkz1hCvED&uofTUGtf)xrx?2>Ro8-J@#r$b$;_1
zy(P?N&!cZ_KI3o6n$H}Gxqardrt4+FcDA8W+nJ+T#>iC@R`n><B4t!h(j*1rnMS%b
zTETec_*QIDclf)jzxjkVEmo-7ldvmx#t;<%BKsu-wopS<9#7k3h>9xTHHU6pE0lp`
z$^;dL$Ugg%XNrRD7Bo}=tB+xSlJR%!oO1%z?|OqaC1%VHb7(?DarViRiG;-BzD|P#
z7I$InJ|EDA(ei@0n$pA6Fl$OKUPA<50K3oUlAWS!_xThW#*9MkKJ+|nXK6x@a5ecq
z<Bpr47gr&o<p~vo8ngR6B&OdUyU%|_z^;jjyLkBnYPc1=+_az5w4*Rf?x<D`kqRb?
zK#3t7n6KZk{;CaEZ5&Ju4i0YEc!lFk!r0Pe8=Bnmt7IYMV%INtU7G;1i(LfdPGgs5
z4br4P?TH4%i#LZ;XcGW%vFwS|a4T5WlAUOMLeomrPDH{|gq^4#V{Xw-)Z1(mF5=R<
zC4#t3@ORfvq{{~Srrbosu3oH5lqP~k1rT2kz|5}~(_2C>&eAv5i}_okda)xhwka`O
z^EF7J6mM))DLz3Hl<LXPn{g*mNB4S5uJOt5Ok$SI)VR0#P-Eb~L1@-F<^2Wz?oOg*
z?2Psv03-Xi32vd<dks(9q`j*|YC0~;INb-(udBYBc&7CCP;~Yw@Sa%;9q*`yF0mB&
z1`4riRMNov8sWS{8=AhwG$Hvoinu*P4SW4R-m3MqV2bXCwPCb8VOP}q5H-xAo;!8O
z5DTE_emU7Gx{B_jXgEsIrRQN>xCwd1RYg9}9XElGu0%)6)1pN8K{5UID7yb00lOw9
z?&9T7sNq)d^2(8N4JAn@l{>hs7~N-0rt=kk;PLjxLv|ORFdV*{ZA4>MtG0yWR}(OD
z@oPC6Zc6EJ@r%IRY5dX@T5TK9o@g+9TCy;7@vNH~ZUxU)ju(shY#Of1WyHfDoSP@!
z#(7<v-cUl*YenUCM&?atNJ2)0+IwZQ80aGL#%7yvk(kyn5hQMc+q-J7E-4r|)w+8`
zHX#&|a-ZuS5jpOir(x$b&*-1*oYCuoDM}_0({(6;jfL~QEa*T;oE6M5;gkC4*&(W^
zi8XgE61s>i*4!gUhqm5h--M~oZ;_z4ghk@z^o=bN{4G(7ge&#7@1*{!>2zt7D~fRi
zuo#KV=BYoUx7(=s!ZpI|Sf%CYb%Mlu>^=IE`jcc1CB4TUN<!!qk_@m8=&$R<vBr3)
zZ3=IpCGVVd;En$7PEhNB0W?Q7_vQ3jrX}Sx6W8lc&Aj#cQ)Xr2mbONJ>Ia&GT4A!?
zTY*=RwPs$87X(9m1kJ~j@FKF-f1riNLbBEe;Eer#0!gT~<aK!3W^0Lw9-O!So9NeL
zEiv9PttI+n82^0M63;BfQr%C}cBmD*W|+H!-9mK~y%VwDct#Sw-!z!7>)&V+oUiNO
z=^O7i{4LS_#-Wgw_TEh>+2jITz~Ug?3&lOHs`hfO#W|M^JT0Djll^lC6#wghg1;pJ
zij_1@(mEVawCOP5a?ZTIEnQ7pJ)-z1QriS)21Tj2kS8gpk-+VhC*xqgF|Ee8*K?g-
zdU|^g&!o$TDxPiCEHJj=_G>S#W{*~fthGF^wb%7o*E-d>Dy4KLJ7hVpSZlAl4yu{Z
z(0ZiLgFpa{ou9YWhg0qf#jT-raYSQbdqa#GS~S*Bf)B)M-`?O>v^vW_*7~bYEWbVn
zJv`2QBZi3fgkaP*tU94@X}GZ74-y9#LYA+`9;2;0jY}|J@vXpqXR8lb0eg^!pxBw6
zGbVeQ2O`q;z+#H$zBZxjo0(9J26&|L2~EYAkePyYm7;q^skSMy`QGTU?=_&Zq_@}k
zIfH|4XmGeCJ{;`(&`YGuc8@dfXQO#+|E4^-La;P_Z0e>qzDyJ2iy>2r@x|GCeOT*O
zLfXxf4Izhlm{5pJIWHmjhJHE*k)%us9q<w=C$gCqf~Cio&^P+?o;ll6k9;zrhg^kB
zcn1B<*%>2bLVpPM6St(1h;GOlD$Ne@Mm0269JjNX>X^bHxs9!qFX}jcOzYX$lWRuF
zmUF^8v9GyYQ;+T6qlUfQW`!7*-u+xe_aVsAV}JExi0Dg7v;RMP-vS=jRUGUjj_oM#
z*m2(E+75{<EXmI}cH)36%duixawIvi6N0?jy^?ml+Ew;pSqbLV24YwqDNZRrh4!cP
zrxYlZpSHB+)d%HW+R{P`l(v*o{z8GjJW460|ID0o?zwaBWAD9tS916r_;%&J=gv82
z&di)SGjnFnG*-;ccZ=QGUyMr3-vMJ2h<*+97w??ZSXQwobLH%r!fh8ow-?dBW-@uO
z<Gu-iHI~B<bb4$^MbWSR04OP?Gp7qrAw>|0P~jIMo3G(y6mH~rsSFHieP{jFDzJ(~
z6i>sD6V?9IcLNByg9(_A;}33@XivT4U67`>0<~oAYHfTnZx?gb5Q~$uk6KWsYPy^Q
zO?Y#FBH=Xc@pRy;8}sQJd>CCfzA2>Nu+Wq%y`yBz>+_s#MW14;#fKlr$H`TOk9oUm
zyzMO2LVXB8t7@iZbG}}r7{`ClzWb=7WcXmJ@CD6lK3w}p@HEX$QtXbnPd07{p-vgB
z@(t*{;ZjT+K9r}7FinWvv+cU(Eo96`7#W3ZyD`>6_Nq<)yc1%LCM&?q4^4Ai{TEJx
zOff&fzsM9rf2Co6AhE>k4<4ned6_Sb3$Et~T)31WA8KT{Xl9DJc#lHGCHNPig8oVa
z740|02-2B;sUS`tYsu3qKREh`qVHT`8L=IEjCqV-E<G(u)fEOC=U28xtwWM<6pDyj
zRPtl`&ED>wUdu;el%^@cC#5;p6Wo`vDN=^(`<uO3X>Kb?t|#~`LSYjQ!LgOJeFJVf
zgaCosSy+vyg=^r$|7=sZ0k_oE{`w~zPR@s?%LIR%p<`;JS@!xvfEnkNhR;%~jW>)}
zJ-e<8-$Jn6$Y>yB*YzHDTgW=k$g~AGOr|`@rV>e}_}V%o()4lY22G>_X%DcT0BL4w
z@)k4BGxW3wi=k+m4ZJNVk}1YKC|aDWrq54z!a4$N9syGXnx+mkARYoa;3^*M1SWV$
zB(?1IPo_IX9fA8w01PuCbL@qdw}ve~58A^6<Y-fVqwMuBr;Y<os$n2>a2YO7paL5P
zLZ=uzA*SD+2;BFD;4Z<$HC_G|0&ayan<b=YvZ+~PCVW1g?woZn;-An;B|w{|7ew1a
z(+i86WoTtj7!JRdE)F%_{38Nxg>G89Jo=w0P0MW&ZaI5BYG4#a>!@K;Gth;>{~emd
zvtYZG3letUOA100FRooG#G62B>quI@;~TWpdL->_1HrpZ0@l}&w4vknO*FO;3FVnQ
zScndpnAw&tvi($PnOclvKM@scixxl32oiLicmkn!7A}GbHxKN^R>Hb>0RJMB7X5`L
zttSdUrqBO^&(npU(C2^C=aTF3m-Fybvj09b32XBQ2?EEYRd6)QHU##H0fd>go=!>1
z<5{&r5_3y->nyZl)XK)^npR>@#=YG={W8p(HZ5;jbtVbDkD1)6cu~?$i<Zv{6du7L
zESyEF=@0_;^fp+u)TL#&)e%!bN@vn*05Ogx)$lH)vS)>Gsg$0&60r-}!ZPz*MgXzQ
zSuJL|XJpzUEJoA+gH4GxwPrLOcEHtp@k5$Y1@d0Udh#)AwUq0gA*dxt3_ZWb2Hh6)
zNRyTaJ&R+~dVjhT)<?kKMZk0f)RY0|ibXJK{du}m)F!P@1K==|7Cv|BWrz%i*8&7-
zQ(hzG?i18;f^&*K<>B%KYOrCW&?c?l7SnH!N$ZCpxJxi`O_$$Cz^%|_lT7$bFg0n*
zM9)QggQ+FKjI}{)830aXR?yUfNLy%XVP-3aRrZA8@YZy3sHtWh0&azBS~6(enbNdU
zHE5v**2JK-Jt^gB;@z4QgeG2GyHtobfy~whExz9ywA8vmYbqrYkxH>PXoZg3*Pyk4
z8SI%@SipXn(5a`3dOwv~nz#5`fa+o1$`8$l&yW?`QcO>%@jnBzOZh%NpN7E-EoaW>
zhc*G-b+QYT1f7LJm}+yg9kvo?yZ?cIk=c&^O4n@XXw8dZwsX|f7*Sq9S;8gRwPp-^
zH=<gbIGHLPpd7Vg410&SyQforZjcP7CCo_e&SZh{j0v|7c`@M-M<C*pM|JrizVJaD
z!ou0WnhqgA4QPW6EG%>X-vU;&0nAuJW&H}`NssBvg<~Q1-^SJ*2rB3*yEl?ch8R`P
zw#@zi%%(&eLo-qiI|w`b^wUW)h{gRX!vrku;@F;k%!bkOg6PxQe;{Bwt!cW3Bfuiq
zp02zn_P!NHbK3TFDFB8U1%^}M^PmkgK!AmHtPf-z)Nz354+EhOWVk$mYFHQuZF~9w
zfhe@c_H;)G?h;H~)8#e<+zMSL%(~BZ`-Cu<Rxp?@hBS5UZJoLh$qP+g%p%3G&7LqE
zPNs`PO=VdG+zOSoWUG2CrD>&Vt3qX|iLGjm$R+`MYvQdX1))VFu3aj`n?S~ETNT$2
z_{N+7unwu=TBS*(VcGjn17ez=&9Rj@o4*_XqO&>umFn5t(HhfE*wZ|m=2y<Ho3QeZ
z7Eb}$o{amggwlKziDBWa2Y=-4?kvrs=eKaam&44|@@$VYAF^%kb6#XP{1YH;TPaTH
zgZsi?;Sd(ifY5XZ0V1>w287V!0pA0(XbXb5h{}YZ;&3>r_@%>hp;;U=Kg^asmJK07
zF#tw_5!y4V{0SQx-{AtNGVEaD*a8Y4(zGU!@Sm)wMLTO>wJ){^44bglHZMoOq;2Y{
z<H>a4uP)t|?iBS|dmR7{J8R?fpzS4q*TZnD6-tXbPC$=Zp~U5BQK7s<Ous#6?V%9d
zC78IT%l!zr6}n8C_n*n7q(GRk8c!ETn!cV(E1Lk#n!XUt3r%0_OwG{Eo-iCfKV2MZ
zI-5tpt<agyxi3>{)q^g5lCjTe&ZhTdO4DoQ)a{JST|5Alj3y`VR}u*&ph8W^FHZ_W
z6Ed!2DukRs;_H()*A@)AYCTHi11XV-CrTuA+zVSk;FB=NlmiyRXV+>00j?&CHFxRK
zfkfF^_$8QXbE62h5=N1);9q1Ep}$f!ifGLj$kgP4&cZVx+i~MkNVZp>u}if~EnhA{
z-es0x$b6hBJh_ajsl1lHq;cdSp;mu?J4}Ti=?lx8%+D8khtOD-DMCiz%o&vcOR8Y5
z-$T0lx6tm+j~8CqSXM39D_JO#K_h<K@+C`7o#`yR9lrN3DZGQe>XOA~VD5!?!cRkm
z-=NReFNGg|6aJKW0p3f$&O@`I!f(;vzfGUNL!a-X&)<d5!tde7@59Ib^9t`5Umt+4
zp~460^F#FcVSI3Y;qB1L{tF9#fd9I%@Q3v1kLdG{;q!^YTjBZiYYHEMe-!=%KR${d
zAH$E2JHLGb|N10;d<s84jUVsA7v~Cp3V#nxUq4j%4EzCE4c>s0`bGTsGkj9`bNc)X
z`ur??{w00>6@7k=K0gni0)c-`|Na~N_ZRTv9RTQw!WZFBnCh3{>);i)6@CSN94h=z
z?BmV&@weFW%lPrX=*e5~$6v*dzrz<-OuzYb;qUSBKj6o^;lUGycjDvUz>lxMkEaX2
z27jI|{3EtMukbed#~bnKoABe8=-<B#pHCEi9si!5L;?O)XgyT;C-{V9)c*`$r_L1q
zkNEnA`1)7z^=<m<EPNN4_B;6T4gB~zeAEm7*Y)r;J%G!AuK*%ILZZgRAlSG-R{@d#
z3iCHPWb+8L)#)URboAKRU=z-ZjSKVDnR4#T6Ou|#0$>tcjaQyk21=DCTF4BZb_>>G
z3nJwX{P@TY`1k~V9Nq~Z58}r=@Z&e}<AOWkV+DRZh#%wl@kRXjd;GZnF8Fu|Ki;$p
zKHh>KKg5rp;K#F`4Ii8Eqlo2$AHfeS7g?YxlUNF&Kot})fo<Um{J<=I1x)T&FMLms
z!VkpP58(@l=11b|$KvZJ;%mtYdUn3}S_)r4k{99^FbRAWR=~$8$k;S;rf>=T32-hG
zUsu4_P~l4PkCpTfN3H^n@)y9%C7>4HJS6pi2c3mS`IE*C{gwIITG`rNDId2hRjc!G
zHD8*t`umTJIVs+SJ3F)`(|T_kgt5_J*Wh2Mg*US;h8?_7hzd%%#S6HR?>$_Ff%jI*
z6LzIGRe98|=8yO8kvm$ocaMF-E|zC;d+Wu_O(!t#=tQ|T4sV^XE4|fPB~!Df@^+OT
z!;@av4y%=H?}R`}Pd0n9)>En0B-O&MV&-`{vi`g!OU9<5R2}>uYu8QH^Eum^ELW^-
zxm1GGz=%`8a;7wIWh?V#z<9P^so16Lyd}DU*DB@u)U<T~#t4JxvG&5-HGsLnnzOAs
z)Wt)<xGq*PKT*k4=HbC~K0A$lW~|xrY`vJNsAr;YT3V+gm}m~h(PIrxTJz<)m8n3j
zy;9At07mSb)j3hGS*3E#!sM*^ik(}tegn13W=hs%zLcW@Fjawip&?BJl%3Xetu|ZT
z+1o2HW@mCRWJG39zT9h<dW(SQYOPnLjuTmuk6dsLcZfTlwe5B<r8_KCc<Bv{?Hjko
z!@FSTs4p?jzB^=CaZZYq;<;YQpD8>CAj;k9ahR6ibDX_bRpe?Z-}xj6ZSdWOBPHj;
zQa{<@!^8Ii9TF`QKY?hdf;wEZBXE>rM7xxkDB4xU!pQK%Uzu#pn#<RwflcR7E>tq5
zDcdSfqA2i60uUmlY_X24YW0`%r3uJ3ZXK$WH(0y#rA#SnZ?N`PGRN%_eAlzkU;~Ji
z9MsYT*)mhE*ge(*Ht{xyo@y;qsukz0Opd@+>$9`vN{!eSn@ZUOBBlyM6;dHrF5OnM
zs<w^1Us2Mjm?s&5Y`(#og`$curlMT~xnvzLmFH*#bM|e;B6elvYiksf6R{l`I)_`7
zxPaTQyy*2wu?w%d@XPpeG$p<aVWVXc+2}D?>fJVMeL&~+QVFRTDN}B<uxTM8CiAeL
zS|uB{9bl4d#fF^$npv4_wp=gOta3?EA5@LOok&q3(m8A?C96D9gM9E--=RT#IR|@t
z9!kerla=xe?NVY-y{!sc=R`GM1D+VMXY3i!5H?tL2KG#|0k9A3#I}{oPfh}jmued<
z+zxT9xcyDpCA*R-0w*~eA@*IhYq+ylt$HbESDev1Kf?}QEo0(x#6mSclZPF;$2ug~
z2U!fabnlMpW<1m(h*k3?_;ZF%=!hP;e@{w<fdXDm<;V-qp2Yy_ZMGclCO<t3!WcEv
zenwppjZqsjq+kl2P;5_ZI|79mHkRUCX1)p<p<o_lRv>P{n=_fparhg4+Pt-QJ8W7+
z&Bu=AOL^qR{G;}<W7cH71j=u@v{UT|vNXowwsg*QsB#Fd&Egr2%lN?6aD}eaq36WA
zm<#D5jy@#iuCAJaV+S3DTnim8EHYvWo1kgxOQ<|`1Q63dUC&j}YpQl}vIl5mT#!ZQ
zS|p0K#t|~Gm6(?3>(wyzU_<e%;V=k?WM&i8$@mN3gK?dnKG9e<I}ha|AS=la;D=MH
zM&MWBAHtBU)kArQj~^`o_0f;etNY8P$^29u&XGXr)~MVRI0*$cVhj4_bje8{oPWs+
zxS&yRrB@qn?Aiz0AgPhKM}aEonxV75;pUXFCha+BFf#*lmq%uY+XVr)2#cZU-QJlv
z2crZW=XYRODd>>n%m+mmDec^tuIqO;^bfXw=vM~}-DKC({lkMpyZc55#`}kd_72`-
z?Xn*0u;9P7_Q~ut9#6*exwSj3wRpb31IXG9;&Em+zu%t6Cr5`5kBo!%F}{D`sCrtp
zK^v<%Pe%v(M+U}N1JK|m$|s@4UeMR<4IN-*byqApi^k;^NuPq1TR@R?O~5Le38<Hg
zbD%+f&aaI4zSMr=vjT=~65s3hkM!*y7-~j($LWx(NUKG{gI#GVUjn+rD(I4yt4)aU
zEFPzuIR9l~iF0khDtn2Oj1wN>l)p0K{89Ufb3?$e4dOiV3^+0EKaAqBDSgsR6n)M@
z0rk0Zg@h)F#zTFhqlfm5fQ((c!CGexm1|(+LwhdTYlnu%gc7X|yz2EeiN&lMh(qZ@
z!a~=ekcf^!RY&qymYzAV4Wasuwq-hUidWS!R*a+xlbpksW3&jwmz!Bv+`FJVNlyUP
zo6LHtQf1K4Xt1pDj4|%DFr5@VJ$~BQj({l`jNAAdrP3T48E(e9N~@Wzloi_~*k9DE
zigz8o$Cve$d#D-fH(|J+=6Sjq<<^B|lsf~c%w&|zh&@|`0@kMfEC21%c*!I#v}6}O
z2tx}=Tks0hGey&e$qjgo8P(rcUi6D@jr%JvdgBI5{ib_`pQ&H<ME8tO$OjSHH)HPG
z+t1ts{%ALi7md~I0NSk%pq`*1-p;YlLOW(K5ayO?8MDNX{-%8Z5697M0auSmoA*(4
zo{S3L@;pD}1hiqeA5Itd+7fWU3)p1|*ynT1&5xDQk}p&QX2wT%54Ys!g~ut6=6oWw
z>~y&b_Il~#CIS@p1aN+XSBx#IvF{uY>{mEKQtg=`|6wnV(zY?&D+r&j1|Z+u)rKYJ
zc3J%ph0w`PPU|gD?kZ9qu_rE0cN`r8)tnMjhwhf(#{r8AcxXNlfKgL|KW7XbNZREj
zNEReI_+yD=6^WA|72ZtLk~0>@PuLZMN?QlVNbj-slir~KM46=bsDp@I*1>rt$~px>
z?Gj(>I|Nd|el$kd=~Tb;0OrOOgiiIx`VRHixP8*j)@x-5Ioc&L+XGT&9Gq;ff~;i!
zUd(~G3HtQH67)#GI++B0D`}Q<c@W0n?g#I_a=S8WHuQ?9FEQeLefx>?sQ;ur3c=NK
zlHEATZbeiceLywioZX5#fIDOibzpBDmSx~%W(Hy=g46;3HVpIcNf+~49e9@)uuC0y
zu8%tK1Ud%5vz|elKg<etdRxv9BxuHQ^n=MEQ?qh5xCO-Wh{!lJHbA@l3<jd00YZ5Q
ztGGtiOnz!w1_sQboJR42&U2+Xz}rIdR1G=&avT;pkQaYoZ0SDi#c<ln#PbBx@U`?R
z6G!%~T(U$U-pYZ7R?E-W9UbzASuloXs^hf`DishQNS3N8jF!Z>47*Y(L+AvmfyZX^
zv*7FnQ3I6iymbuyza(%Vo^S@@l!_e`jA7Kul<Q8)3~zuT95wJcs}_A#Q1W>b$>q?f
zM=`u=JqmOJL7ema1+h0dAjJ;V(b17Dg0apTR3x}p`lzd&3e5VQWX#FgK&Xy4yAxfU
z@(H?1lwl2`H~^6lJW`vpT@(vZC&D3EC0O`|@R1g6dzRkVWv$(^add5m^ISs|PE^OY
z4k5XqpnyXY$RDFNQH7oc!3Pm96eJ1`IuXSy-g5v3IAukTIJ<IbTyogBGhWX;*9HFP
zbhHkFS~6J?>tj*Las4Rp?RD;%@3A4WM$C)?-Z0eXkvbSnEm$kNCT5CfDj0963TJ0<
zwQ9`LE4wTrn$GI{%tX1kYwhl_elWe#>*KZgS$h{f?xD{y_;*kL$k9V%!|R=)ivD(q
zb)tWa)7$QG9u!dzG)Kbz#-2?U^yC1UIbItFJ1~R;NkBr?6u))iKsQ+M&IW7kM13B{
zNB!)gPdyT`aP^6qyad+ifL-q%%>jrhstJU<2V;Tc%|PHHKAf%Og>rk#ri~jmZrtb$
zv^bM^pc@42ae}>T6F}V<Hg=~c_t-<o0(k}hTW8%Pqn!3Z_+c3)0``(UnOeq~Log6V
zTmVM!j0QtP*Hne;(ks?~Hj}S7d<BxCX2AquV=C1ldfDlDB14)hEfm&50mHr=p}<O2
zE;YOhOD*0GT5X8DByivu!1(K-a>*6~NT9*8a+5$z*rX>n>5Kp$&SXxC?%;WD@}ad<
z|9S1hJ@7kd;_7w$rhyjAQ{yvswVIi-J15s3%$$_efl}l#M8PR*E>pE0bHJWj>sm4d
z6N2z{tiN^E*g*fjp~3#X16JQq-+`l}gQL7b2q;bB)Tadz{(7rHsR)FSg>ZL}4k!vY
zZ?tCZO1_-4Mn(r&CzWcRFw;}ZKm>ojvuKy5YSX(myT}!L5FzrlanT$;d-BC{_Mz@g
z4>M>!ID`&~R@~TgLG$9T*<23x_3vSw&SbJVXAbxeV_{WqvK@X!9zAvzIDCW@fBf6F
zSpx_A*bMBMj57iFTP?!2ZJa{YL_~A=j64nKFmM(ChfN}k>W~!hKiJL65H*TB3>g7P
z*lX4g1K~`ZWEaHG6^TM;9eAV_!-bCWTxkO+7b?&@o2gDa@9Nfa3qb+n{ODSL<XiPS
zDq!mGDi<F<bbCk+Xs7j<dWoS)ph3w^+67T<M{ZN?o#A3z(PEeLu*cXqIlM>ep!w%(
z^PwP}MlPu8H&Z~Ufr_nP#{r8`VCU*T*<zO%agX>X2j_z>v0&C?s{d0~bs7}0Do)@r
z0fV7WtUkzbt2%3E^OO0kgBb^HG`8_tc^p<3_@fWioaDNTS`~mq<9Cxxr@JecK-V-X
zm$qE5;f(=0agh$AiC+BE4PE?VP$T__q$r*?rNd#=lz<4SIigUl6MnC=_LSj{6Nq`Z
zjX}pl6)~QJ-|<2P(j&d9SI`IbqJ@G?|ME;kD_A{nMFXgFGH+MhxC-WaXUyxYVHi*a
zMf_yFXgTK!-5>;rZiHG7%}h!}s}r@5^{%}dr)_8~&g<CL(Fq(<(7#H(Bv|cqD+vx%
zMBe1u1E>uNg;J{wy}%Wqr%TmAcXSHWoou;SuIySnRe_VyS_ha5tvMupXO!wx>LMy1
zW*mdrE7YhrFsS0OT+K~EP2Qv<n0TuP|L$CGaIm~3r=ldX({}bahEC*bX#JRk;~m;S
z;Lai5L_i4owj7Wrou51HsUF9KQ7+*{9C~lZ&Mg}=Gn&`|YOW?nVcqQ<&c!cy(A%|R
zgVaEGZQ1BLgW|Gy=DBuIk5KgF*5U+zAO)Ss6d@QyvObbLoGj5QGg&U?;kJ?9oRn-4
zyP>gF$@b#{np{i=jQH7EdEI$tMqKoOOHi=&p~S!;sc@K1`iE#D9}$s>^O!~)y({~q
zaXCGCurj&UO*hWm$!4LtMRG8P9)qI1Q}O`EF#<%8Y$6`0pXOdAX3pWY4xG0*hKQ{T
z>@$<r_;@KZV~>wpyTD{H4iVP*()jpVAzOuw1DHryH-K{p1>7B^qC1gX%m_~wW=9P|
zLm{X|vp7#`B%+B}$enoE47<Z$Pl;g*+aAou$J-@ZIF_GXeg+(8`I(nO#QRCi2!sW>
zCvYsPi|8(jbCxyqjGeQrNfJ9}SvzN0V_If(6W}?^nlOdAl)`hCwR4s=dALv}BCyag
zWgU0zb>}Q==PYZOD&?GI?VM!|OljvVYv(L$WNtG}gLuSN=A(0#HRcg?TS(4X*3Mbh
z&RNzlisPJRtyJw?K+Bpt=Jrn^dTs%O$d3g?(wQ;0n+MTU3+7@O`iMFDZaV?Fd~~>@
zNS6n;^kR7q0;7y@#jQR7AbPP02o_lQ<@N^_em4LehXYcfcNX4hq?hd82g$)8U_)G*
z%0R#hC5;i*5sdLtVM_Fib34Jncj5oyT-}KRV!~yJ`)>OY_kDr5Z$nS<auCZzFz;|u
zUVhU%SRJ5?iEB-aUoSC^US(}ML7!445WOq*8|V!K!f@GvZ>E>()9(W44+JikK~D>f
z%T9?)3|g+)+36BRpk*Msb-oJB4>>X62fV`&h}oM>%ti;v@Vut|c>Z^R=bIJ*&o{eh
zmOC3sECi$Xb`!l#Au+7p(SEG{P+)cIB4G7K7gpVe9&+FZQtUw!rQu*0K8M?n&;Jnk
z+`kC;bkmj_pX#I(h|-*i(x#9YRwvt!)gKA0PAmde4;WPHc;*qsjx(O(@bDL}lbwDQ
zc_TZ5mY}ge#a^6F=yqDFklDJQYX7?br&#y-_OH8ngDWf_UE%#Vf>!YX_>k(*80eek
zy=<vsc`m&?Wn`wCKPq#0I+;5mHVdxGK~xRI#b?VhPq$l}SJ5cPq;{|FF~ZFg$Y@wD
zVsO6<n>i*gxE!<Y$=Bd+7~aRl(8_XUUf;Mgwb|F>!U}CxrbFDBe2_dL;Tu9|rmz$+
z>Pi>iSmifCPTf~|QNTNVb4Z5?^08fjEB`oZzc>?6Z;8h)H?Yo!5NpmCIV;8|x?C<K
z2mRiKnB7W0+F_C)Y=&_dOR|%nmi-ff_16*B<1gIwuy~)dqrtO26=)h)BR6(SDhs*D
zNlYu7IT1RoT;znijV9_E*NJOX-SUcIcO7dXbYnJq&&|>s<c%xY)as<R7Peg<J}jz<
zz>iG&M7KY2%^FJQc&=tm@|rb-z@P4#HGhZV>`VADh-QVo`0)<>cpH9v9v}QA3IL~$
z4Zd)i8lR?yr>T*vrVRn31S$lKa%K`R%4~ta3Mdj5w`2-(9Bd`Od;yFmg_0>N2eD`d
zUO@zN-EL7Ngl{IkEto`KaRA0bLg0M-E4>ma7kU9VPPV;7iYjve7#WumF}z|*<If<w
z3x#5$vPE&SE*R>Lw~7ZAk<~MGh(1?0kA+d*dZ1i64p$Z^@op#FhPekW3qZ>1^-$yl
zubtP$JyE(HB;OQmF{wMGd!K|L<eUXD`>x_8u5qZTOu=1)`UF-nsm)cpAwITOUJHgI
zGPU|_&vb33s3<^cbWfgj^W&P$HC{S#uBCelj67Qv7-<nVLYr$D8sns!LnabOkI^Mb
z)&NAQDe00Vh%c|k5O#|3C|j#>r0$X=oL50Y83%>N8;0@Tw<KIUx4|l9PUNTX+9NQH
z4+nsu{n)X+ShS@3ZtI?6c>?as_OsN@@H<uvfUi-RrW%s8kHNY6xD7QL<WF#j5fy;Y
zaxa)vXg9Jp5#B*}{27woH^(0;C&;ZK>*&eWz9qpl6@v;Q?2U;gKG?fL1{;UyB#qqh
zET9ZJ^&l41sps~D3&YqW5Uo$0w**q1!hb$mc|x+5B|<!8{cGGQ<kYwGx{KBfPzfEY
zk2cpMWc3*>XR*#ee=!etRDw;xM{!BqE}{sq7^WUdcTM#nOY^-f&F}y%asoQhZlN*n
zU<*z^er}<w_vEWsod^n{WOCiZcozu-fx{Dq<SERW*bI1|VX)#Il(VNKn5`cMFA{80
zS_BOKt|UaXNrIT&zIDg#Sl|Mbjv^|8C@0~xxIsMHE+5Ti;AXl~V^o`-4yy}O01xc6
z20^2#f}d_`8Wsdn;z1gH8*0f=SscjsK_%hf3D!*$T2iJs1&I)9(=)gQ2<WnBC=&y=
ztO-$iNBxFF(}t)TFk<6!xSl}j3nc%*vQB4Sd&XrHa+tF~jaM0sF-^z}f1~lf6cMv1
zc<B^#U5cq|jJe&L-rN+g$qn-oH)OuM{Co%>dA7n8iWC)mvA-=v`s85W6aqE@d+JRK
z$E!B2l|CH7hml}*z)jxSZRcR$y%4jzfoA8=)O<K$vo!5a5w_biI6Eq5zZ(A{EmGEI
zd5yq6v1^BBS5C;9t%G7WJb?tq7ehjs`_NzDY~8#1f{u#qZhwhGN$<$+x4T^|cDFyH
z6-~gBT0i)7Y!JfflD)+_`)H?&COJ94PsD~U72S^^4oT4!RGWYkUWFk1IpGyahjrQ+
z*5gS*Xw>_tW{wtQGTD(UK?gqwx9UMjz;l^Ua;?EVJ1yoBg1sKyoMV(@lNmiG=B+8H
z(L&W_!w*GOJoR}Fe;W{R$tsr1#}NvuGmsd_8BmtAZWz$o9ypDFsv-?1SkkXl$AWs4
zmjTlJVs5hfES?yT9ow;E$FXBQGzH2_N%1rIwzBoGyuXk`81zzj5i$=zi=IF)?vX3b
zVGB#~GHj`hQK}V#uElGOn)rTp(ZOKp=g~>FCZR+%5uv|q3_G9ukuo3dl_A4TAXv4o
zgLqK7&I3No1DV%dE8wsXq+gHDKzu5(Fuz<fA4lc|z>pm1x`n{cj>IB>4>k+~33d>_
zomW<YyO35l0fB^ye|9pDGvLClP({9Q8-8@c2Pkpt@$WA9kQ?e-oj_4;buo9y6+pB1
z!QSpV={45%^g#Yh$OX4^Cx~6grQsOxXG>FB6rYBUPMzs2yaK+V{@yFamtQr$#syT^
z`Lj!5q#5WEN_?SKQNSOna@dFP2hsz=hkZE=+fWG`JHT>@I}JGv;AXW`{S`9TiEwM$
zXO10nJ?ojBKX%MCS>75A5U0h_5XSMy!K=K3;EZ`0A0zMTp^&Z;kf@enI0q%e&fCd5
z4Vzya(v=JC$7@&ktvrm!OhEqR;LzB>NMHZh;Qa&RyGMri4~&d@D!Ysh_wR=qbBBgU
z#vs)Q9D29Q>R$Z^1_y@5#zAv|Vs%6-F1hUNjG+BMZXziA3oah1(5SL5gNN|VO`Es(
zY=r-9f}f3Ib!XxD#DPWNw+gG=_Nx>6XmC})s+#OO>*hMJ=vL+-$`8bk&})E)GZW<#
zkV^>)5kj6^C{BfH>7W)*%H!H&Va8{)o?(7scLr*empVrv9j+I8#lm;b4v{~TE>HWh
z*YyDlVX)VccYrd@ax|mO5USp*oXX;`(E-_@DN(X}i%|Yqo^Dx%!pMx$t~HZRa^75~
z*}-(qa`~LDM`0+XsiG}jaLGtDwqVHsNod48+!wcC4o(_p-+B0KfAGF{2A#njL+%%q
zI0#-<Gf?Fcd^%`WDM3slpeVw*)dQ2eBsi$f>``9MzSVP!<|o@Anj0&oi(t<$+0`=-
zpXuCx!Tw8ZrETf5$68$97$7A~as7H_hk$ymSo~XL+@&)p6tsu@{}3DtMJLAd6QE;}
z`5<FK9YiuFOh7VY9$O&;DL_K^qAz*Q&J=6Yy)yK&cLF@ty)$Hd=!NS`Sl?biw{yMT
z&Xgu4555Db43sNFzY-#?JwXy<DoCOolN6g*d%9p7)Z0U*97pNY;S}!#h*BHW;S`A3
z)WRubl|z1%@Ir5_bO{O-<LL?PbT?8GCOn{%BDlC=SfBWk2Xqpzo(t$q9?(e${Amv8
zEPMo+^$+2rDkC=Om(x``rNe0j9~F=-s)g@?%>aJ+f%y6%d_8=o@FVf{WAXJ9@wH?H
zJv(1~ErqZB=M^r*uO)?L@Ksm=AE!W2j+`l60)GOW%f#0e@HJGpQv72j{lj4kINxnd
zDgJUfYNn8#S8V`7HafpDarQ0501e{n_*Z&ymf!FKZWP-dXNfu?%)Ci#<(*`y$CHsY
zRflZGv@MH+lti7*o~%N;ius93#(impE?%?*i7mu`dGY0VMdIu$9=pPi5wJU|j;{>R
zUG#EImqX@d)H*<Y2c5>waSHQ1WfQz?s7;i1u@`VbPkK2_(A3%9Ggh|n`ZsB27&Zvz
z4_I-y^`!D=!;uQ32s7kS0)lcPRPahZzDfp@K5?tg8WN5ke1`s`Q5#;b3EM8ZgH*O-
za7CTSW8Qo~AbP7Fa)`~IfS>J$JC%ksH#gU#NEvm(^-hS2ROWu+Y@Gqu4{!7?jYHHP
z{qWkL*>frjZpO&%mXNOF@RQclZUu-QJq>3F6h^|}d{`znhOp_kWGmF<E#tj75BQM$
zTPge$>3li^Cqtl0mD3ri7JkR<9N=G^g3v1Agd|TU-3e??>z0SKkq>}9pq2^*VNJP6
z8;WR6Gul=`wY?BF?xFLSG#j?a3DVAi^CjICLRKD%ex{=6&`ERhj`$9vvw@I7C8PCw
z{AeBL9!Tq9h)IdoWpIT_>n8NZ<??I{x8=kxmErCfr-9l4!jCU}zZ8xm&49SSMBhN6
zR(xqPKUEi%&-lt4&)5p*Q(9puzjS@WNiSg6=6RWqB<c4tD?^$OykP?R5#Iad!3$+5
z=7xo0Fmgg}c!tS26^IO7bKY4w`%WB&2vMe_lZN9D&}CYYSA!LKY@~0`;J}FKn}ISq
zb*V`}PELg!x@kaGAxbH=wy(c`V03hR4BR_I=x}*tY~;}`j~=e%c5L3dwQt|yxy^m$
z`MyI_CyrJ!(lrwRSV?>tm%{rPJ`B#Fp~DAv4~$?h_xEkyykq0m?K`$OFbAprFBHH6
zUjziBV9W|=Nks^&Ey3Lg+*;@YQg#|l(`W?){TiC>1-qCnW^$<S5CI>n)NRvQbmSbK
z0`VkBTi7EX2g+`{(@IM>>9q1txv5cK1<XBD26xkxU4pBB#p1ld<9-bo%Rbe9mc2=!
z&@&l>WgDjg_|?OTs2Gg{SAmuT*;J212^Z;G1)eqdNj1fy9^--mRpT(WSnRR5N$*z{
zmh^7+UoFpWe<|B;JmyNz<0nOA#%t+I2>9uTL|@@MJ#L24clxVG>ZKB%^p0XtPIPx+
z{Z+o>2ee^)@xgTYLht;)?*;7I`8$1f{yZEyvBE9VvXf$f4$rs2(Rngofjb!L08MxD
zpkxl7qNzPZKvp4+Qn;kFc_mw}z^#rN*BK1iaXheJ(EiiznIZpEUL2*ZM|26&<E!D-
zBN_*oE81`+OTDV2L!wvY<OI7#r(lj<T%xV#WSA~!x5)Uy!itOy0k|}Gt8H+hlgOCP
zxE_**(s!iJl**ME+{(aTS1;xaqD%;bk=MVppS(5)pv2tszQD)}ZBJnIl7R|HU0A)w
z<-R{SuOyms;0wyb%1tEj1nwLuVNpqG$O4K*>HLZ+Lp)0@>l2wEMiNwwNR23ZC8EYp
z^F-aO_rrx{y{!RsX0qPc7?dl7`f&N$8VY}}LiM&{4$At@VY&gjfC+~NFH3UkykO9Z
z+)W(gs4&Cbk6pmdkaj1Gbyp0hYR%ShN?P~c<&RR20(3QC3pI^y+-E~F1j%N6`)<Yb
zfjUAAg=jCP6&sL&Xi9wWo#<-+HVpG?(#5=1h@RmE>{5uH<D(Gm^D%{h{Uc+EU<@t&
zsHiO*n5)hqA1D}I077aSTT6Oi8RB}q^GjQq*)2$xW74b4965fz5n30Z&otkZSPQuw
zK*XHdx)hmpbZ`v_!k-@VH?JTQrGBRC=%D@2a&4PxWU^Rg<dSIC?)tp7NtD+`V_RR}
zp#xZT6RAm59tFEg5$*0kbR`Rl+Utt;;<>AIlrBcvxfTJr>dX4nhor6u23AFeYV$S~
z8H%WLMp7RZKm#~OeDj^>h>uR=hVI%X;&W?dyFdmnp!sf(zdZJ;5baAc7;aO6UDY#~
z<*4&x_=@SaaXknz;!qq5k7#ji<B8J;l3sQ$+AMjr86oheIohnV@E~ef58y`@Pxi;~
z<9+z?TljGUKDZV?M(|@8K6D~MeDyTFcA8!}P0deJQ&&1c0!}PNz{wR#z{#jhz{!$?
zzze8`EpB2#<V8^bN@0O*oiWZ3SM0H8i{*Jp0aLT?!N@IseDFSI3h>V$Qb;nK!oSjs
zb$gK)aAT@%v2HmB2Tj7<PEeSeh;XCmrnyY<I9ayfQdhY?HBCyR1_%0MnIbmORZB)&
zlEh%cmWuU!kM)2p0;RHW2dP5uI~82O+c%rfR*l2VVhw_={Lgt8D4nCvlL*)yT*pZP
zXg?^Oh&Q*_bGy3wF-?HuG;k67p<)Kg&R1r3c6C{M>@3DC&Q05(^TQgHp{fpY1(rwe
z>KeiHNEK)XYl#1vE#_-oUD`xq7-R~+iZf8TwtpL(BJLZow?-Qh=fbtkXTf7?em&jQ
z`7M})(0kqrfME$JIP0cRyzv3ydqIMtVB)Al<DBDRnOF)A`u!oG6GSHX&vhv-KJPdF
zlmy{;ri4Fp(0{rRQ##KGtqYrvsZsLipMsC>SkU%2&CxPj->(o6C0HAM<^7kv7%DjZ
z_$8y;-_<3UpF%~;kdqFX8kv8zX3us{%!8TFo`pa?5X|lru0jytOCSrxOTnD~EgV%4
z=U*E%0!|RC{D#TN<GbF;w<3Er#eatuMsW9*B#2>K1VRhq`IHE1xsXcVq;W4cK_MT<
zCMbL<n4nf3ibYUz1mOfljW|JFi`}HB#%Y4O8UU;9A|^oz#4v(FXhFkFiJ)Y<%qwZ!
z3rkQ(yShY}dzB~96$(l%137pwkQj9qkx&{0l8p3qa#Pr)6ZuNHMB4m`OeK%rpK369
z-GK-Vl2_LUkB1Z3YX4z#65AEBb_wvTNo*%Am5^D_292a8L@{zh$ZaM!8Ebw!%^?9A
zTG$Z#y1I5#B6%;hji_AARl0T|0!?%I$w|n50LMh>SqLVphY@i>WOZF&znrSB_8lE3
zs)>*lN`OsGRO7TDf~Y!S+n2eio8W^{4}xej^~h|D57A%~%(n&VsdshVBjOUR0hi3V
zU&$O4T79`3+{}R(=Az{*mvqi=JRPIAMIDOq1U6YOQ3N!^F;P5IaXvUpTLaEx3qKr1
zubrL)%-ZI|Q7;P`dq()^In_TALRkr@KvVtCx~P66{pI7cz|PvtAM$p?i`vg0akP(+
zQe(~uX1_csd2Anst>H)xV&Qj-{LA{JLWZWyEND<rDijzHB7sWPI)oCF(;S|P8%xM>
zB^%9Cc+0?_MO7rIox@ymc0j8Pz|O+4DG#jf@N%7^c)<-KjVYv*fP2*(ou38FsRrOb
zD(u6vA5rFZ87v(zPMSXs7Um2)85=Gb<}jQzK=d$nJ%@Fz1+*9IY)5@Zh{Q-B_xubL
zmx}YGhwbXzisz&@?kqgYpEPbZ!*Pfq#F-vBfDuyj)(in3NEZP*PUrW$fVDMc{}ph8
z+kF!^W4^7cOXO&Rt1GzIlU-b;#B#QAh?@}N05i2>pkf(r=Rhov;x)MJk|T~2vI{Ec
zhzl`vp_1eT-r`ZsH(1r<d6Dk5sXf%XYh6CK>F#6W!CLC4aneCr>ScU>eAPPi)cKzF
z7hXK3W0?6209NPd@&Y59PZ38Fv~7ECYd-5(^o8OmUeokNKCG{X3@eUoXe=#dX6!SK
z2>lmM08ccQBAuP_Tw<0BHgB-aa!HrYWO<Iu#+s~jSBS_%!4@bsx}lmqxhp&_eCHLh
zvFcYW*DK6GtM6Zb56P<V6k7LB!bl4*gAd5OL0K~0Bxjn6!-yb`D&)Bgs1=}9Vicbw
z!jH3p5@sLHhb9s#+|X2P=v0mG90qAcm+h25gX4%wL*>S=^zFgrZmi5!E`j_KQL-h-
zLWPNcsH_G`K)lu0EpGKe%wmsq5HEJ+$W{R<GvM#c39#=_tS&%9#q1ulw(CyonA%$U
zoPr#()m`dVv~M1$?olCcA&9THT7%Ly5Zj%hJX%=U17xJ4MwtoWb!X}PImcghUkpKX
zwC%VP=eTQwmWYr2`jD~5p>-v#g1Z$$>dqGE!z<em^T0NyY`fcPi3}AH77USitt8fN
zrwmQEpmL8SR4py1rRB5?5P)4cl>h-KrkRpBTkR){d}I&iQNd7s6ajMLF8v2`duNZ+
zvpvE;4T4Gdq^ya0tp)~RX-F9X5ah3#E%rc`S@Ez3(x}+hG4U#MgVC<E86*K|^JWXQ
z#8Znc*aF2F-Ak3?%TchT^vJY*2Ar4f4&fz_LUNNiH*^9zvv)|4+}kUC5XHOR8`5<W
zHumjNs~MZUtca8MVMU>4Y`)u>kik<c#V!Uk&|NEcgHac-;9)1-2+zb$qX162KZKLy
zC<&_<5{Yp<wzh<fJe?W)E+IDMT~D`p38_cDgj-@R;g-ltNFABso#qnCMgdEBGU5_m
z<s$>wIW=rOQ<A6G2FOz?NpwLaGskNY9m&A;h`Vz66Ch0Ii}tRyxqKDW<N2M|WYIo(
zr&WMDuldROZZLO&)>hkTW#QAV+-Xf^W_MbfH_k$vnM`FWU+RVoqqXvk{BiBwbmif$
zj0HKpCwHw?`>f!W9!xYPSnb&rd$znwJx-vet+gQY3S?o~wRU`>m?<5XJzMbKUHKV^
zC#z(AyQggXRXGaH?cH)qsGgWw3;QL2719n_UF;}p6{_a)x!N?&m#{ExL*Y0;P^Mlh
z->IhGn+e1Nk{scoWY6`AdAstkhO4GA=j?Pfk;zTj@jD|li14nslfSDMXiM`d3ZHW%
zM=HuWl0&ny|ItfwUP~k=1h0^WKL-Ll-c^XkGEnCroZw7jsVFFILki8pBz#D%_%*mc
zQt2ywG?&@l`MKIhm;K*DkYK)icbQ34AngnsvB4JrhhfqOGL!IYE;Eq_X#pXz0wee$
zX`1%QS#V%r#Y>P{))XcZq%8=gaiu(01r;ufg(z+GH)1_ZxV(j44wY92&hEYVj5KFz
znag8}1h|JT60^~@SA^pzv*I}Sw44Fkir<`)eiLG;d1k;?Ja_{)8NZ>cYb-yD#^TXz
zr3@EWb7<U!{RYoEJ7N3WdCWJE#JWqm-Enu;nZE8m1~wVtAx4T4r;*enWZr}L3o;U~
zP&49M=Te*|S2KSn-DS`&+xG%sU_H`ySNS29j{}<rT5s!@^99?QWKkSc{3!?#SKxEu
zlNys^xL5nGHXrY&L&h6$!s;yi<&9vMy`WmlooOtGPdML9p0Nvlb%P{TuLmcpAmWb`
zIs+j4f*@mRuADtXS27wGL1(%0OeSACQ}{dpYb=K!YV)&TQoaDk(YP2sL7u@u9*!bU
z(BrvGrF7<r!q;%vSNqbsIyKZ_g-mI@UX0vL2>a9I3?@#(=qDx3Ue4#;u~$Ma<~|TR
zeiF&R8yJ4g0XJ?|rY7Za>ITWuEfje2-I?br^@3xfp>2u1z|LA?h$=S{_c9veBd=R@
zw__B4g%D$c`69Gu3%_(ESa8H)7r98<^?05au*>zh!AGt58@Mpz=o7M7kG?QqtN^6I
z$YxN>fZZR|3D7$*^)PHYO7kEEL#ZE7<q#|RfI*(BVGA_`s{WMcY`B}V!FBt?DFT$W
zi$ypqTHv^W+uO4D6Lzr-MYyYQqonL;A*6wLv=7|;q!QyOAJUSx(r2PvJYMBRp5t%y
z1SQ40RdIa?=mZO{cPt#U+OZyP>uR-%D?CqjbvYXv?XhqJ1%KwCH!K9M4!4Ko7?+39
zlPN6|UICGXGdSA=Jv?<iQx_VKyI49~uGXr+e79`x1s_^%x~mJ)9!+CSQhgl@u|o+I
zau%EppzY>us&S7+&SX(WMma@6>x6a_Smb^(56~&v08_1DajzU4G{A%q5}3aimpn)>
zjK^vF+eJP5T%5KX1REle6E3z0R0qvlS(msMfOEwPwK5$1!y({Xk|FMytx&YU`;Ij=
zTCm9MUS5c4UB(Hzg~?sYn1L_cMGl+r4qm(vQ@pbk#$<9UY_U_4TQck09zaZeB0lj>
z4-1`?%RNKq^V3N$!0-}7@09oLbhJoV=!aic&T!3hgNy?KsT^Ga_4i%5RZia)Y#Dz&
zU8>Vc=3BjhT}tLQA0=~M+OEoY=>c{Y&;ToDD67oEO$qowv7EQ6*$l*RNE_B(FmXT%
zHqh@t`^3A2l)G7+4a9o6B6RiTLgTLYB94PC&HKC<bTrNQ+~9jTbi3dXzE-d_zs4gh
zU9p$%<WG*Qf^$4vuXdc|K0b}z<R<Ux>gb?)D_CWLoa*Eb2UWbQ%li^otc14&R|)m?
zd(7CJo{kPEY)rN(tZa-G<ZAhBuk^hLXVAD<`f=%a!Ai&AyV(g&hn;Y1iEf)az8A<y
zh2DJGAU{=74yg|OsjF)*=DWA8O=wK>ysO75#;LDObb3OaZi|R6XV);4g2HEzF5Fyx
zn?^s>B{v5LHOb}N_<r-}>5`W|ZG0L4Cz02_6uLuD=*J1B2bTv^r6`4Qc@|vl51eE1
zt07qQ90ynXle+3xm<d+<uOaXDn<3pMkPUkAa6TXa=-{=cDG%~Nh2bJ4mEcZB4hNvV
zxXa$@5>xl_CyifxI>-tm3@hxk*SG+L*qO#PCbKI}m(|(-3W~9_>g@P~suy|)a3s*V
zbQJzFJWfaj=-Ds480y8n_KXY7jg4`op(1eatu0WLU4m7$6XbW1^MsSx^*Gvg+?-ww
zfEDepiy-9ru<-4mVI`n`M7y~reR{ckOsSx@ZVgad3qm6;6ky34%S51sG;mKpEHb}H
z*h0`I7_YwA_$MK<sbK04M}__%y-dPhu)A2d!LCpOOHfBgH|)LAmXNWWC)N;zjN?{3
zfH5O*zX3zY$+AU8g$V@#u3_~|^`I4TEq@oT3-%Cf$wAIj1giH_EwG&i@TQcDu~ZN>
zq8>jj!~w3A(q@XtX03>zBIN@iObNLGkQ#(@hYL-`V=q#;Tk*Ii00w7_eIbm|(q6TP
z_%#6tziUYSg14SSFk|F9f)oO6B2Q->j9~e~F})66iF#w$cpQ+lzh4_PaK3(ayVh?)
z;F`wL8I_ay*bqdJ(DkTatNf$@N69KszBDVLkOB3XcR3f*Wdd5%s+Sub=IxKLc_t9n
zehe@m7~pxdC<!K_H-Lx4x*DRs@obfhM+>W1!q!<SgC81qw+2|j_43lyzJOJGp`~2u
z*+4kCys=&6@_K<~;+~6LTNdvgTSaCN*ZIU@0@&{Ogk9$or;&$A-WAeq0@~6{;-2*i
zwGT(1a!S0iSMbVHv;+y}WAaLzVMV&jE}2>GX3@_{Z;F0ST1<r|{z>V2lTEdz1z{rf
zO8!jYE9PMdfAAibK8vL7b6C0>es`aeHaJI{2&$T5F|Q2LCnN-;+VK<8W+U|J>+Ryc
zuM)wF&Tp0{q#*5+GbO$mB!}WqzYJ#ZI~^SmOo{8`e>&Qh{B$H?3w}y4Ud`~aPDgK~
z)6r1oM1BfFT2<iQ1LewbOpYlIN9NPrne6c?NQ?>|RnbsyveK4HXC;UPr8o%PdXB*A
z6O$}?Nnz_?i7!&9eh#8@M8odPB$R*XBqNz!Sr4b8YMDYnu~@VU8<dwitFw^pb26W`
zAd(;I5aIBx&N+xf1&eC74!LGZGBA{eq$G<2MP}5%E1uK<uX@%nwg37^M=;SLKX^SL
z20<6L@G4HT<JK0$qWMzT3G4c<E^}qX>n<iX4_K?lfJxj3tkwP?IBTuOx7uM3xe5TM
zX2=~9+<6(n3_M?X>;vcda=`y*H10@!L-Red<Q#Tf5nKj4H6ZV=$v=LC<6xIm>9x&Y
z;q14yUF^3}unLW8i&XIANN_$(gcc+vJSXMNU0rddKgVKEyw~|q_l68LfwHX+4{nUs
z7iGKR6AfFF1WJbAss4}<yBmm>5+F}2F6(21h;&ks1C;wh^pnb|<|mZ}*!SZfM6NKE
z2zC7Uym|b<AH2tp0y0O0<Hya;@xxzrQT!Tq;=ngmJAUHWVw^Z$*e;fRjHpg@ew9}N
z<NSn;gJfI+e)2nH+%NbESHb^~aeMMZhJ-CxA;EYxuf{rL<blrI?f~E9lIpZEY8SE4
zt*Z?x#={~=LonQJ5WAC^vLSVpXxr80Y7LF4*cs~aMYyH`Mdot$M5ZE~F#~vG%+=ar
z$t{Ij2EaipfP*oklX<w*B-6Jz3G9yB^AJ&5b>B~-b3>B5HR@VN56lr_&GCvGWy;Fr
zauBdi&ZZL?IIyU!TLJ0%Hi(cH@I#GePT1P_RJ7q(cetce0<sCaQ*&iX^A=P{49^`%
zWsIpDYz}abC&p=e#wXxrk9gV%NouOoa9+dHn~Y&8*(c$YC2okRbjCP&of`vAj&Q<r
zk43e^_{n33h7TOQXLxA5@6h1*{(+;%Fl;zGjgQJDxcvv003fBZxGadrzX>>i)*vJp
z%m^_KbK|zofXWYcZt5AeYX}#6hWm|Cj(J;=nvuTHs^JFZtc!*vh6{&Mh(D4+LPPiu
zfG~_RMG|)n(^6Q%tC=#nE#9Id8p^V|(ukKCAn#1AT%oI(5D=%<q!l7Y7?@N^tVp>8
zRLi;|mJ$!~ccH^&ij*S`mR$YYcUHK-ctFQ^Zaaq_SL7A61xQkaJLw=q)OO;Hi&_^!
z2C27Ag|+Z@l>F|K^Uc~d>AQ@4<9KJt#*sj2(i-R6XrD*`!cUhwBKDqNC76LnXm3fD
zhcK&no5Z%WBF53Q@DaTtUKQh-fDt*+=+Lv$XViS%KGCjq`>4P%4a4Hw8`b1x8yp`K
zz8a*2m~`8?+}IpB0xouuF7M<^A)O?kHchbZiC+`2Rr8^Q%{PG(<45=p3c~**T9gFS
z(~8lD#k!iV$!`j!!e8Q}K>uk{JscV{S@y?BR6>Y)Sr*O{q1u@Pm3ZcckhYwB&O02;
zE(w-eQ}R#5Qqypj%LU|JV~fa~3K!3X-pMDr6o2GkS1!biHpf?g`6xpt-`;EKw;_Vu
zn{||H>FeWTwWVw6&xHQs8NWlWrEdXX?Z1}(kPwq@!XHlg{1StPOlvGKkU0Ao41_;&
zu!HfJ+BZ*t^cDJx1T(@Wj2}|k#^n0^hy+st+16|uJF=480rGHn?o_Exl@7rf8{Uzt
z&fyErXn53fpTZToygI-djE4#}S*Uk~!S1He)|~0f?PB`lB*?{pj<9U!DVkLHT(HZ?
ziUkFk5mMde7>-B?GBaB64qqJ7VFE#;C8isB`_eKI@v(;@YbhjXaR=30=`k;HL|txJ
zpLkcVO&3iUz~ID|>qgVFVi>&m@WL>W(iZewG2SWSi3F5kZb5N|70DeWk9yL^5#1g1
z8&TasXNTp`p<13LHo}#kXSi$vkX+a_a4K)omrQRG{^0c{{SI<O1aH#qjyEZmg;Y(`
zyOrp$HUy~JaVOJO!^!liblF!+xsMS$h|bqXHve+wMHoRcKMt3K1h`EI=EXJh_dRV-
z?t7B3CEppDL5{2waVF=i+u_!2hl~wHv+yk>jv&j*MG&SUFzdWeMvDvSS59T$4WY6G
z;#{-9cZjG23p}@-{tG@I>^6vN3hlK*EWh7b6EW>5R)~x6rFgM+Em<Khg#J>qLaYQ}
z?YBZq3Mu6#DDd*iw2=$wfQmtArl|t%LHIeZID1~@ZNj@;AD>pDnK1-v6KpDewspB&
z-z5HzFG5t36|r$77?aj0V+AdgXh#}>BYvhLqJl^5$_YpZhk*)xlXxjq#UP_AH_#Wm
z0d9`+=;~T|)~aB_Z2(Xy0UV4o$Wnp}xIcC<Q>sJ7J#m`=?#66D&?UTIDlZs7%^*y0
z1v%|z@-@6G3M7wNM}$8(JDn*_L3!XP$txfu9_6Uu{%tj7IbH3JZWh734gDA+5~jk5
z2Z~JYhxlSM2@7=wZ=M<zzUM52!!HJZ6^4;B+y>y4KJRm8y02Z#bPxc?ldw`l^JAuI
zA^QdirYBp)o6ml_R7)mPU>s@Ji235?LKfHKGF|Dzg=*MhBVP%ZI2oUMuBR14I*cy^
z3tElBnWz*3%cX2+VXoH)%N0K5>vhr)#<rfBzhEI|zS>{tMMp$}eZ-F)3ydA38xwxB
zxiR4^70&VFQLj^?*RvHUQ^G%(rUd-KYfAWeq^t<0gnf=Fp~W3ZaX^@H0lQG`gm6$<
zMYb8ng}1khG2ZGD33s-z0dwv_s6hvj1l;2n>N+d92iMi#+;B&7bAyB}Hp&F!O{g^r
z2ig63dyXnAA1F^%RbXrXv@Pp=;jgGGnHNF2x<q@Z3NwLf7wJeC!U`JR2?U8h2$hZM
zE*Aj~DUa?-(9j0lE$DJ7l`XqcDOaK?g9wZ(f;gDy+TZOsBb+#De*D!i)$Yo!E(2Q*
zH<?P^=aC}aO5LUGO-{al6GFZ%ZNPs;)S3W<-~Le%9PsA^Gce%JytCGL0jA(sJZf@Q
z$gn~+PA%%V)Udqb8Z<f&zEo==v@bWFb7K1Ub`jHe#ln*{?n;k5;Df-nK?2#M!$K?s
z@}RjlEyW)>*oz(r2AhD&wWjKx+kL5vG(L$i+$0eGeymy(tom(Qu>^?G8_G9hgNWqV
zk^_{oB)Ts8!sfbYaUu4G_?qQqe4A0~<X@ZWB>v!4C%cjGBdC+lbkxbPEl!COukg{1
zD12YF<GSMQhOW4~T}*j509MDxYlF6H&Rh6OklabYTYie*qk^|^Mf?@P9my3z30ts5
zg7Ip;jb%Rk2$>HLmP>iKVqxuudkcpk#R1mkf?GaHB~*`Hk5G%c2QJ4@rUNQrg{cfO
z*(~H+AVm<8<r7HM1tHnNZEzP#1NLZxvO>m5J6oq4CvYDphnF&-Y6jHb%GT^$GfN?6
zP#>3_jzfoBM^rPwv<t3rG&2=$$7#xUQC~D(54rfFI`p4@#h$7cGZnOjg7RCcVnSW2
z2_Wz=Suas>DeMw#ud-YinqOx!$MMJ6N*M|VP|0qAsW8<QQrxN0>^9feVRKW7Eg?6#
zmDp<nU~nd!4Pn9rn~~n7i^OvYK=|#E&lh|=O)#UYvrlM5E-oiHt7a;;FFQ*{s0QfW
zWv&exp?XDZII9%3xe?7t?N#j}wU-OBAZ7QFSVB(Rh-ppC@k!!XQry)1nBfJ28D2`W
zPQYM#<N2A`AR;M@a)6RsqbrQB4OJKyXTNZ$Ja)K~BY%xONNJOwGqp+l!K+Qa2MH>I
zHVGGDW!B+ld!U+<m)EsMi7-?<u2F6`G|G>L5PSmS)Emej5pjynZw%YhIRoNrDKem+
zR{67n0dZw~w92JWgJWZIwNe6?%wvQzH6C>$ZWKnyb_XP8=xgaKEDkvsdsyNBAjZ=O
z5&Blh(zQfN-=LKeq*OH#=h*|=fI3zk14ol0h5Bs~PY4SAXPS3>)Tz)2L4<8P+r$A}
zxD~UC--aKZ@Bs<)*W=$^@FBh0Z^e}FkK+d~3StV+9X>n@3CK4Guxw+cFpQ%X54yi7
z&jD@YSIXIzMx`98C&%=Bvr-PVU<9}B2p}b1=vP=ckFJzsc>%jB<-7vy0fww-yi6Bs
z&R9?-u?h+DpfVe;vzEbHI8<Z}F)q+gktq2r<<qNLkc1$6ya)*f64cE>{1|m}&YDrN
zW!vP%ZrW9JUMU!cuOlp5>s53pZv~=ytt{+-rV0PDBsx++zXYdvU6}@t<T0!02%;IU
zQ2oWQDmqS=5v%Cjfd+;>q5_Y8SC2Je6&(kZMwheSnkW5zNEhytzHb#B2O<PgsM;Eg
zyzWhxytLxB7XYUgm-K2up}PsDN1QaRqT^rz<Jt5o`BRj_c$_La4~JmU<2-R?sdf)c
z^(zz<SC(q0ktZ0&4(T@je(wqc!ucpWZrmz5VYrC1*N23uJ;}%+`q471iq2UhE8;sU
zR23bEP!y-j#L)j}o-y$U?-}zHQd5L8rY@foQ4A`|4m)ZhDAkT1HSaKvnm^YrqJNc(
z=$-O88mC%rNa@Z`ocMN-dX<3e{Z5>(6J(F;<fFafi8H9|V}$xS61Wht2?ng~NzV?!
zgc)ma<bHBw49`Lg@~EAy*idg)Wj-P;4;2QLxvT=wN2pAo9ld~A+#qEWyaEBskgv%M
zgNBHGf~KOV2^!?N>XxR#uCB3ixd<+7m43~Y$W7+$!6ZKf1R6o%U+EL5m1jieHxXVP
z$-z;>uEyn%xQjzhi3VeJ->tCF%*C+-HITk+)~;6ZOrmfHspJH}Fwep>y1K#;?y#Y$
za(oaM)~#|}9}I>w$A?2mqNR=M{lp6iK=_@PUoZIUeFW2^W$aIp3>_4cwK`SEOuPGR
zx_I|P+8Y?s4qwjhJG&~{y^|N-Y}_o|kb!LIpvX8p7QTjaQidkN-!cJ;lib%srtVS6
z;0l|R22QsG`9k`Y1O9dh-~@!IHD(;KQo61%r4k=Q*yIw(ZohSXqgdCk(x4K|OYaB&
zAm(KfKu<g=d*-PQ%oYy+DG_84Mx#3xK()|P&0j8G=6JsHXz-@)A)<?2`-OroR2cwH
z`v?bqT?p_52-k#!qgI4;L&(m>hZ8o}lxXTrf~GE|@g<m|NmFr#70G8MiC*pi(GM0s
z-`r=lm?}VmBSnB(qTE(rHIEedgZD_W3rRe}k)q3STQ${d6laAUCJ=~f#}5-bjKjo8
zyLfQO#e+A6Dr%ey@x3-5Bi<so5Z5N)7!hOzk8q5Tzy$}z;ZJ$o*DN0E7_pCz5q-HF
zsJ}8dt)shlbPS4Mcb9y|fYA*WBta&vzDZW%)N?U6xjl(zoN*YNJTUO{0?ZK=eyA7<
z5&Pmqfx3d=*Jh`NO&jUh5C$Ub-~dq|{wQ{s%{(%^0Lj^XWLV_~fV04hLRcWdrlI%6
z=M%*z0O6+}{V%~qCkdwKu<)9*jpWn{DRoDVk7NF|A((Gj-FZU@@C0k3mla2?)SbST
z89N3>+MD0uU5GC?>qN=#@SE|G+){prcM|U7EMG{L$=?TH?a%M<Yl3mzRCAHa@6Z!{
z^%LxEequz9Mv9T>8fTa(yCVEui@$@!*E??t-QJY;`2|z^#2>uc=jV|bB50r8j`kU4
zf7FuH*z6jYaX6}>&_Fv>HTaE&3i{3XEF0#R*K+ae#G9h`o2^j98g!3uwpj`N4Z(%D
zL;*_ZmVi)<2ui2~E|@9-qb5{BUw%FoA{oQ<86$O}a`r*y3>mM0mTZxZ02q^0I4J$$
zR8kO{TvgZE00>ZK1Fm_3k-J*6XN9r5p3Ot{4v4SEi1QL84=ENQ+#UdF6}Fh4sAMX6
z48w=Wa}lLp6=CXV!Im9~(uGcty0Vf}!2Sc65d^ct%vQj>47ovQER+qv9e`oYVet}?
zz@!4@G;mI!iDD-Ju39eIJ=RfKLjkKc-~+tsgN?vyU+k{sq2|32NpC|q$b4;@U{$Hq
zBB3hgg#s83*P3AlG(H>yW;2m%5<_#|gqm|xFp<0g-uq7KVyi+=L~Wi5v--aqrp7~w
z^<W}(q?RGw3fDep=p)w#0pXkI_4r<TaYtIdtp>oUMHswW$fK(WrbnHB%hQ2z)yhc~
ze|_XJ^Y!WuSuf8aV7U|ys&BE|TmXE+fo=-{8b^DSRsu}~I9jFr*A_!u@_B|KFTqCS
zr!l@Klv3Yxb_;JsCz3`lH%7~mc`$@%5>w*g5TGqlB92y3;uB}fW*Hr!DN*Np8FfZK
z&%Cj@1$_}Wbw#%E4>W6<stoE-^F{MegFko=H8V)R5e_w*^kF2T>Y^s;wXC}iHV8{K
zG!8bKjDyWf+Qn%vaB<qY2s#;O0(?72A4$Ljet|l_Czt@2D&TOlHTmI20+*UfbPju>
zIfpH*Vj7>BR{QI^ii7^v<RJXP%Rz5O0*JstP<~mR*~1iV#SNisg8)=RgKah&Z1X!I
z^x4t|^}mT6Meq7@K0k68h5&q}&Ajqq!7I2Z0lcy;Ij>0If>#nScS1wJVKM}W_;5<4
zbO@7tf<(sfGe{Og$vDMhJXN|AHDQH{*<yJfelC{bq5~A0tYhIvcuhvAs57?C^9dOM
z=JI%ErXzM&m#0WLM!CVczm_kTM4eI@>;S3LAn7P{asNRa#~7Li;9`2so<j2h9q*~;
zCDuj7R81MQ1?YD$duR!&Fj`Pi6A#v9_^8M#i}H1RGt!wDEDbc2@e?!r<nA3R*)=?K
zZ0h==GQt8HniO2~@CPVzQ=u;|BwxUQD+vHvOsKYMt~^(o!b}LlyLh7i&|z!BhU^Sz
zeZe}0*gqo7GYPbYV3o?5{G(_@sX{cQJvoVQoUq}dONSC6-s+Q7g#!tP(VJ>-YRiRx
zM8<YI7ob9i@iyNz|0zTgv?P`Offzpl2*0z@9|~dew*)gVLx8u!<O>&>DV=pPVwwv7
zrPs;3zd&*`LzFmhD0=Nu_LQ&Z`40t4_5_Qe59I$Xa4!bHL>nIfwhP)?Omb~>XtBtr
zxJ-~O2fb<`=61OupZO4C%`Q&#;jIfXH>=qm)52uo_KQdCc@l|T<!!>dykjBI5abpN
zTigUnhMyq&V<E`?lb9(1KWfG0hk_s9X@uWCg26CUQ`fZ-wp9sm7}t<-joF1BiW-Sm
zqUyT794qP#p**X)zV0@hJfGJt@_Y~gD<jh_Q4}^lE_^+*(1qH*t{Ix=my2D`cqg+V
zog^S-y|uU}e`_?=laDNH`YAE)M+D>EPwSLmwkG4o8CIkaS1DPfiWJ>^@Zsj>gUVU0
z!#g}2JBLfBS5o>P8I&R7%cda$fAAV2&LE>iFhmS!LqrRQ7&U*d)N`5l5WZ??*eSLc
zc8a&Pi_L$Pct`ZU9d0(M6O&8e_@m!-V&i;|5QD^C90rr#CqI+lCk5Z*k_MPDZclE;
zkiaF+n%Q7Z>TECzdmMEL#n{mcpG17CD>{ZBxe=#a)SrbcTms>$w~|lOItdypL)mnl
z%CG&Wcut!*k`!svPnrCTpv{ldoa3WS<$)38mw;dNo)#;n`$xW3w9U$jwntf6EHtp7
z>iU2UaV1!|#)iNbWrQJHOBoDT8+$fyqo&Z3Qn=*mS!rbHvHBntIT*3Zxy<|qjI9y2
zm#(f`ZttBbmul1S4gj9bK-mO*8I3nNdooim)&TM?n>IVGz{*2?sjis4&2y^3QTI=m
z%T*g*TI+cX=?cXA>>!WtsB%8y_={-`U{pCW;b7zrr1aE5E&{{@8JHH1P8)iZx-Z@%
z!x7x9#Ve(duo7}yW{yL!j5P^y<}>+H9m)drKw&k)*~~1KbA?;C$Sooa2m*XER<%wy
zQmq+)k(sh1S^h-t+~_C9sLW)pxx@(Ap+b)l0L2*OxI~ZNVBP3zYKx@G5n^oa_w?*y
zn)-k#9ARw8+rp1fz=WFmHgk#e;}D4yUwXK*O8hXP04n$iwLcd^?Rx|>hN<suU`l#=
zNDgO3&Fyv7bDb6SDswA+=I1~ntK8+r{Q2r%hrrtst_6VA(e<WKS<MHuI%Gf|Lm}iY
zbjf)>?~9x#yn|<jbkGvL<H*&FJEQJ7d~C5Me~Ej);&Wf2HZl%=*FsGFy1=cI4<^=J
zVWC~yE}!g0&J*6j@IuV?LfT|`$FXJxtGKa8sSkW&E7SuHKC=+>I?r$ohs`O0j_4=i
zKPyE1Rm4UKI8p1JmlFsx`AB1zV|nzbUJ*1iXKhUR{9;^>pySU?p?x|qNm5@Y4G-SY
zaRPX0y9nTC1m0*cE0m_n`^F|g`-Mk5gMHOk%jMI)28zLXrtC?6^$Q^#Cm<GmHgr$g
zr24SgrbP9BDX9L1g!%*%X-f6a@wg3Ro+q5uG70~ExFkV@--@^L1MOPt-y<vwJHT>@
z22S7DA~Jo0?3Q&@;YjA7iP+~7r^2C!l0OsDMFIlQl<c0}jbSIm=u=LK$p1<Z`EL{Y
z6U?zGk%LieaZbF>svFGFm|LU~sR4P93UHm<A4lpH!56Fi8gYvGe!D36{}O?Sag39{
zOPCATsW~NM1)mc39K`o2F~R2q6Z~shOb};Sk$go`0h4F!=)R)2H1`#WW%M(oER@y9
zA@bP%pmh<fO3D@VH>N8HfAG43u6r1$ErKg(i*^M?wr{D4dIf;X@q^G*L&0v&h1IQw
z<EID5+71gr7XVi0<!4GeWhgZmM-qHLXkc-8BgD<~CBd?|Tmf#L?aAFd5_oKOI}?@N
z7Q=oSKg#<muVGYi)8Coggg<z>X$T1+0yk~Y+|=A6tGFYSjlA`G9X2ux_GUw<HGxK?
zwZ3s8PQk>_aGCotZ6+D_Ay8OcFg5rGUu-k~d`0jNE>Hmfv`~~+0vG&~fZ?@L8Ou*~
z6XhNf6+XwnF?4_`V~S93Dj|zMpgqAI=ZzjDRYa4jSHhyGAV*Yggh%H@8_V)imLahX
zk9#kE;Fz^Py{SVZpmw2%p4OaW>cm&UQIsmpYP_k&rtP5cYNSrLALBCqDp%j0458(g
zxa*Zfx(Pt|S-8F`*x@w640K|6>{bx2yr_ibtdY5%P&s%p2d2j5E27;4Qw^o2qaSf1
zdRM!M=<Q;`$uQ8YFfX<ZlFBBNG@=*g{euv&38-6dKkm7$P@;|FHP)0sN!1F0M@iL>
zco&~ti0MJLsTND8^FfE<CBc5?Cvm<eB+grj028dU-Xq@<8$_ftryQUZiP6uTFN>@M
zFU)2aU+;C*8^(Q8>AZh$>b&@aSLgkAB=`tAuj^K0*ru%{q^~Gd*CM?YhaGL#EIEA1
z^Ma*V0y5O%W(5FNhemy?k*hC;o{O&pNz?>v<`)k5O~GckC;@tI3pIx&aKR!82CR8F
zmY(}3r01#%pPrhuLg7`9-335Fm;LFlIlQS^!9_~?St{4;olu3qvOwD(!hZmA6wdHW
zun;x;Iy7^e3S6S1!*?J*xixdA=%qm<e7D;f!iFu0gxg6ZBmm*JVSY<+@@9e=T}3}v
zbl6oG+YT!bu8GlzTx)=TLa_!HC+ZcUzDFoJe575ZHYUh|6#2z2I*emUaa;3ahVKYw
zI7G8fz+igkIT#y6B<)cSP;zT@?J<H0b*5a(*UFXDiqtpXFdQ<E?V)f4Fl;B*tgdV=
zb;`yw$02QBEuZbp&p?=NwO3{gHKur`khx{al2d02S@<e6V8y&@=kt;1BB-4@!+X<t
zt7(U-p5D^Lj_PUFCjL1bVmtg5uOb>2LMTRUVtg%VJPEWpKlSqmf=_XA{MFCREz~BK
zz$K5Fw^1HlJiSH{j+wr%@Lt4tP+Ur!`zXH~vUCZ=p+3d@Hm#H(rNysJjH5}BLj87<
z9|;P556wG1>eQVSL4*moM(;#nXP`KM<J2bRrB+S(`D!1Yh1$eH32{BOiOG79q&D#@
zoZ7_Z#2Z%#PXW3nx~J;-oNc-}-7PHD;z_u5{_q*!D#@pYJv8R38hkz+>FfN;x~rDd
zqx?xDATv5UlLWM3<+6SdLih1$w4h5Qf7c7xHQE1y$r=Z-BbUNq`%t9}dpAT+mnQR5
zb;!#D`Frr1l3hBHuarv^19JjW{bnYLkgkV{;fegfc+Ce7lkz&wWW6Zw2GJ`3!E;53
zLThFq;f$4^nJrgpnNp2q3a(A#9i@t0q>Myh^&|*c{Iz6FRLaNg3Y1~aSE{uQ@LtWT
z&x!%aB78U?dP6j&?1+#~2+D6{O7r-g$GJgf<0-pjSKwP^Db7zqW@8&N>GU|l9d+$<
z=n=&YUFcziymZ{dTxl1L{%;|`Ib{PO58l8kz%@PsiL3InXy%aQfvZl$>7os?d=M4U
zjWW1qXVtN;AzaLxthrb~MS}=3>aNb(+5BWatH?#%N6TgeX_>SH+%S!)v-jkyP`WW^
z&Dj%h_3pTJc;o=MIxAK#14UsnK<2=3kWQPp4bovjpH)qL2A>vIA*O>=3-HE>xijKz
zEX5zWE#$g%7fdS_s{ybwkAC3ky#$QHabE3JQ4U^ko*?n72!#pc|2|*^KQ1x$`yp7L
z-8XTr`7}@t3UJ9IPMUZ}kTTIr$=qik-FpTOsBnQ5Z)H;AHk6&{qngcUF@YN-WbZ3h
z%NuYvfIG6tO|YX7Gm5lt^A7t#vQ<o&E?~{%r>1L=X1-b`X^aq2$m5I04h-HuFy22r
zw0H2HW4=36kIQFga?cK2MQJ%StUm?!GqSII{HF#ZocHezA>{;Ar+NR*q=f6EupeA5
zxnX-!pnX8%(YV2*d|oa2pqr^e9t~7A;~En*ORR>XW)@uyUA0?mVf}7}jf;N&CQPzT
zq)QH32_5$W)=KEXj`Luy27fl{W5DV4S=0!vTpltJRzUxk`X1D(n6pK~!>SE8<3Te-
zd4=01TojkL+EGMchDb67!>$V{VrI*w9Mq!_m*~Yt?noW6>2s7V(iqs9%z9CmvOab2
z63JhDm15D~)nkx!G7suf2muDPVY7X4y0g_3_yR9r7X@DKLxD%e;2fl;1t**-EcXq`
zG_#pHC~81m^A@UmuzTfz`fBCuaUe^~pb10>_5C0ZM70cC++@902hxN301`vAmz9yA
zu}liwy9a$bmxptdHCu##<2HNCri~)2!v+kTJdvmE60=L>q2zYC)IC{&ln1ga8USpU
zvH$@NshT-~84-$LfQ17WSXN=E;#`I&DabRS-f>_+pLS^~GlknSL<3eK3urL|nH(_t
zC!CLH_+?q}90#4rX3O;w9Jo&8tB~7)c4IZayQXWk+3L>TUc?NLL=OzS_wHlksPsZ(
z+fismBK{*?=g=Gj&3ylUwU??L;ZS&~aU5E6tl1KA>9<@q=Uu)oq{}!eLt|+vGh?4=
zIK323z%Jcb<wredWLW&;j#i5k2LUy2=&sjT{?zA8jJq=$%O#C^_H)+*wu4g%xq2mk
zrtnrALE$N|2oz4Ddhs&&*e?aC9382S7iqd@k}hoNOf97FO6UfRS+5pfY(#PletOfD
zayVS}0ouOvOs4XOnYR?lv?$mAFeR#yvn9FCT|Wm`%GrKMkj4eK2F-Crz>_#(Q!BFN
z;#@vgn?AGuIyt8009GiOe<ntdLO+Es0jT|(+ulRq9QFp`YJb3k&cblO6OV=mnRQ3$
zkm)+5nJ2LyA>Fv+JC=!8xJ>#nwrYo)?T56Ial~2(J6<CR^!rJH{@!v$VgE)TqN5t}
zY3{MB*-D<&lMsAgf6T!5#jf`_(r?73?Lhjq064AUS_iL{NWVHM(Bw$JxT|a6WCrt9
zg&=&ViSXs}9ggg~+J)>plH$d0!?{i(ds|YVCbAQ3g!ejP_}fYOY`_5_CHX%Gh_uc^
z3Sw~8*ht@=!GV$SzW)A!(b4g-;r#<cj>1AZgntvJP88B55Wm&EUasy`>#Lh15Ygq=
zGmc_nxjvEMZ46vKa89a}XVjUBW2;$XhPM~DA8$8EyuD!I@pj`QV<V4ldGv6lxMTCy
zt$q6r&u#51&-WdgI&rj;;aCfA%5e4z?Z?@T5@%1Pg|n6<Nrpy|2D7hrG5hf0p|SCy
z!v}W{jPRuhYQz@deeGX_o8%(=R_lxK9)ZEgx*=9?C5A^cgEds2nE=~TFv~Y@&T#jc
z_T%mu5_g|kc-(c|-?wS==8apo@7TiW%Kd=h<7@55$ITKS|Ckm&&Ju>cLNWB<==h<&
zLnbSGA2Y-+%cQD9`|aA6MEnKNRU)lg>tss^MD$%7($0*cudZyZ9jnxBnJQLVPp#Pu
zMwpNR2CR;KhXyymy#(^@LHoU6B{g5b!p+i}>3XXNu9;IdTr%uqKQ05Kahz;GA}C`-
zoI|dZPa$CvLh__bT9fX2X@A*G0=1;=-HaFu!4f|i;G03mFwY%Lxb$pdm?PjS`4|vD
zOW?u4mXPieoRj@Au+5Eu=*!MnD-16QWQQMXt&yyCJuO~>*(YbMrAVH9>BLVA2V?0j
zmLCq*N*vsm77h}ujXv@TMJ)k{uNg<aI3OBJ!5COQv;P8V`#Il%B}|bftj5xOZu2I`
z<lMMi*%GVWQ&4QJ1W$quz0>2u#>j2D6xQKb{yiODEzR7`oY=Bi949vS85-dw2g$D%
z!;9TloXuo2VNS$VzD*d_zbaj-*FMBocmcb7h|l!%As#+&$r3qYUl-zS5N?(Md~?^H
zbWN)mvrMr#4{<Zq{8R~IYS5DhyQSJW!4*E8$LO*mJg(A>3-E-)3s{%YLM<BHiZys?
z1|x6?z0$1?8zy?_VDnYp%WP$Swgxdej`PxSXA&@Q^W~{;sIUmd73oboGXoKzRp<}L
zm8sXtGa^pY0j-KUf`hV|3sH{G@!@1>ygf6S%5l3^4Razss|lXJ@}k$D!?bqRauwni
zy>#u!5|0;g-LdAY#5bm8;sxI4TSEGbvy&<}qUuC=5wB5RM1z97jzpZhk0bGV?MO60
z-0e)x@Fgx24IQ~Ig?K~%&ir=TllWd7LVzbx4lmS`7`A-oR*=w>c$?hixde>mN%R-o
z%(vs;gvs{Lq(n9n-+q3?^>VJC5|q(aKcevOdA)CcEBbDu2Qlp)0_U*U9>ir6hDXcS
zgSY})wZoaU6aXhWcKa#Y-I6rVOA1sUIDR51EV4l^vIp^26W_re#Ljjh{g$No@k4r#
zMEaVfK$9aqk_U0GiEw`p;=Xnvdrwll_#wMjBD*gsP!rh+Hb8xx{7+(%IO>SpSF{IF
z%GtJh5HIUHaHy}pZyZhq<NF7WItmJD4dz3(ot{XSDEwA*qg>Hy>nl1-AfnqJdxaAL
z&PvBI0umjDa6JJ|Fya^_PFZjXU4=7p#KnG_VfK~n$LuDF*_SUoW>+2BzkTfXqxbh6
zx&6?=eVYajZr*s*^jZ5hVK{nA`*E~c;^=>-g`<|_$qbDm4L{<QE|wo1=pPvv<HYOp
zoT2`Y+mHG!67_%3I_f_t@D^EF*-VTtZf+#v{UiVwe!tj${BD)_{p*FtZ|9B&rtUp3
zx@B(g$Rpdf?(Lu5H#hfSp?~&{d;2Hvo!noa8?79z9^Zekj}v9|*BCDUt^K&%CUN=g
zv~YQrh>6RknDBQ_dY&@0UzJVuNaUv*+%D06IdqlikfgP}O9(`C-QaPLC(!M4k{Uv6
z7o~hJy2~o?{%)(D%I<VmPy6ZC3q+G{d22MBamyb92s&!F!D0FAknR#__Wp>t%LftB
ziGZ<P7<v*&6+gDyF4^u@TFL}SNX~ZA{FcYkT{Ax%+#zxBa9TJ>ur~UjDHOv5Ahh37
z95myA2=-eF)29iG{Fa-wefx!QI*#J1<VNEruF6%yir&OiDO;uIs3hlIbVudt{&K!V
z2^&K0#RN5C?Ed<6NnJZDf8Gn&<*dBZ&sjNe-jXHG#K2t%j!AL|X6tZywv?Thw{OLb
zT6k_}s&JK1T*!y4E9f=EtTEvKgLku)G8A(L*QIqBlGlOXaum|O*>E!wE<6_N<aQi_
z^3F%Wk*Hjl0J1g@`2xt_nVp6&xRi)qM(ATQ575!YD2Aji0{2*hc*#**rUaKKT*a(p
zN^qoyi;ryZaEDQNL?N)I0v9Orkc0r7mS8f$tC`IllMYrK*W}#X99(P^M9}Pp<JITz
z>VIdHD+X`%Qf#mr^0s5q)`XuxR;ZVF&+iK9InMT|oRPX4;f}mcxg$MP<8??P7JM9%
zH)@BZ2S}hx5^kvp3e`eeM3yw%PXgSMAHsnIxFzKvL*0^L%V};c3Eh&r<R;E#T`ad`
zkdS7M$)H9|l7As3A_{R$K3mTB^MXbe#WneL(RUkNlWF(hbxq117TYy>WiE<qawWEE
zhime30G#O5?Wa%oOVYd~DNuc;xQIYRKgvgTO>RO=x-XLkyC%0_({>=eHz|JnkiJJE
zeM3^9$&nt(HF=+jaDUh2XuFU-oD?s9$R3c$K9CfsiR=WMpgu7!OF9benv_zot**%{
z`iBRHcK3}A_&X=PkJ*;`;&chaZ&mloReeEHeCkzwj6g(}TlaDIB%E!OcG?3sAx7*+
z>Uqcv1KA59)gt&UDbpHdDRSCjN<s2y3RkA<;sa@BH-vP+72sb8LA1vv2bHGv;0*m*
zJ>cMfIRtzh{aUI<+6IT?26c~S8wXE}%EBg}fJgnP>>f#FPtkZ2OgTA~tr;D&?aYqJ
z>A~uwrLlvvgZu6)9L^0qGF;4$-MjJLz7r4fC5+IXVeb#pU0Xlw?UUI1U|QHqu&P?}
zo)k2f!p-lMOgQ?vaeZ4b^#4Qq(LX5B|K--v|3!hj$d24GM}kRbE?R(6mXh+iI7Er~
z_Q56D4@1zMf}mVtw@K~9aknfe!zQ1ArTkd^UP)`;UwB&EFm(9QY-zSqJyJM%a`^Dc
zk?H#ewjJNRf76lDBL@y;_wU<$r2p{P;N<cCxm~-s%#8Oc<KH#uuDBmgRaUBJKv#**
zdwTN`{F`8{+bcf7y*=7Dv}gD55xy>3e7agN^!K$N{RbpT-`zU;?<5e>HOw=iPHrVf
zAzxrAH&H%mbuxeV`Y3mD9T-u(ophtrrKF~PJNLQiE~Zv9j|jYznz`BS>UE|cibB4H
zAh00Qf@ce9{lac3q`L%)s6SGk?TeHcG{KlM3_}TIkDp9DD4Fswt!x53Xqgz7DK8{8
z;DSp2#<1|}bQjJK3qukMjkK_kV0Fx$Apr>O1Q#ZaI3R+Z;KImm!XhWQs~k#HCpdRe
zG;xBj&Pu;c6F0ciE<Hy$IfkP<!dLCDWH1|3h#TC$2_yB7rAzAC3H}i;V3!m8K0hb;
z4dASmlR_7G$+AyoZS+LfxI@|ThLiUhz0@b{$~+|9owFuwbby1uI@81>y}>HxkK5pe
zo+-oaR7g~fh?G8MbZo-_z@rUWFYwrdj_WG?m4!dR(Oy!XaCM27uIR!|;#s=}DSIIU
z@N6ZYg>gl2Z_D{I=k{@0*e0&+#<%}JLlxi3Kj$T{V2|~>W6jabcZFr*1>WbEL;8%f
zk11cZ>cqG>i%w=233&a~ICmdEwd>-n0V2>#y-f7u@losF13c8<!XX5BsO9iNJ=9^#
zXUhGA9_mrK!*W3s%R}uiKbarPzX=nu7fl9hopHz}#5;Xh&UG1d1v6X}@ANgI?>2g;
z)9%6Rot8Z;ws-nDNHK12sqe+v-RaVmK3?2SE17^a{S@7!k~Hs33RJ86cMyo^XYk10
z>0^jVH@<_t(-YXV9p35ZCB=^)(jSyae<&%?<VcU?oqmytaDVUgOWK9(7bL}tAF>~k
z$bKv-P!rh+Hb8xp+m>_`+B+?!U|YS@m+c?vgJiq@zG?Fz+fLt|E>ZZc=yT<YzB4H<
z^@{#Ffru`%h8(wxb8%LvqRkxBqE!>O^!35exvKlo5F~pnW%0ezp9uk<VBgVO7miyw
zTROeo`v4>{`U;zR0?zcKuZJal{V|O;!Gx33*UBUF4{qALW$U)vx8Jd2V`d_ovnTn{
z$F~K;(09^ZJwFURPh#j_)51`KmD4iyt%9mj@H=1W5_^7LXP@T`^;b-#s($#Peq5sd
zQs}BhpH&Beh%WpNIpWFX4^C11-53U+3&7h#5S@Ym><s~*KptoTh~sWi0ESIH0UP<z
z*fB|Cx6o)4OjrxRxHQ%!WS%Jl{r=76Vw@Kl&mKy5t^M$sk@!5A7CsZKvnehUfY9Cq
zp@PN%5$sJ6MiCPhc@ws3%U4uy0yif$@g}S~PNv)@z69ASJx>Bz*Q0w9)(n=Q+%i?1
zv#s4!&9WNiR*2A^F~I3`89@6OUg`zx@-gK6d<^@*$KW?zX7A4<K1x)19XtTS`VaA*
zRCthl4$8fdsZ^k(A6$6LR55#Vwus;CqMgd`>7?_NMF}^cW5GVT!Rp_;N7gJvPXu@j
zDAVUuu{;4?&qDb^xc+BbGvMl>0n9*U&OB7ChMI-iGm)u4u6|Kp8?u8Ia}oRwemG!G
z2*QD&2@&F2ZQ_tPa=|&&Vl_stN4(BUqQQQOyN<Q6EPS_G=>v(6?3Y4D7H3CR-VEO!
zg==G-`x0INVR_vgh&oVZ%tC{=^6Pj3-~wG9D_t*iOUl-}fV`vUZlvzJLZbj@$h&Z$
z0nQLPiBM-q7>$_QRzhdUq*M^N#02a{uSXa`>N6W^g!XKg_(V$d7~&?GmRR_xpsYo4
zll-;lyNzy=w0rQnNn{U;?It;I+A!Pux=Aj;R_(CZ|2M5<98oDr(@%phO49ssQlR=o
z^dEx4B1d{hc9X0z@g3|YS=TP4-wc2gStb0CJ|mHSV^W~WksirS(q|&v-%ZlrE@VGD
zDPH`LU6RPYD=APD*$K8reMbF3Qa&5F6~xKo%iu#w!M3_dt{og28yM;99~-=XV0`xo
z)F&K)Vn@RxM$W<DW^9XnBwa%BTjjD`<x=abe4Ic;w;tXy3Wea|6gFF~)aY>JqXIi2
z(Bk4+v{x7opJ+c0XC)3FUw9lY-M)3lc7Bo&KQSEqQu}f6h{VA!riFu+q{TFiB8}{!
zH~BGi|AD~)C`dTChhx4;Tec)0YX6c{<dVF<^(FaTfzQY)%G&-SWDTlWgL@(}c9a(w
z{yx`!{8c6XKD+SvTPDogoV?VJ3=jX>emvA99{wdQJe(!0z1okp2M=+i2Q^}gaA`i(
zBa7cYU6+f{0bM21r?ob=oIph1r(ZaD$jan$VA{l(>WbyFO<SGdmd@0RHL!U?Ny1H=
zxA$y>|7}{kzF8QAAF%MN`n%%}2MY8#1A-!bFeGkRyCr1xQg9t^2mznqFsfaLIBw-S
z+~$p)h=N&0#bJ0zz_NZ+d_q$38X9_n*(aysiyRu@4DR}!VdG%B%jSoTIf;#X)51oA
zRnjM{^mL|62X~K;9^MT_+Ocl)nWxTM0-gr=kC_{dMhy2e?Z^E|iTgt9xSt{r(dDT<
z3IaTvrE<*y@-%&^c}tW|xm^6&kX1-QE;d5ICy)$UF5<Y;l#5|_NWgJ^l3-p^<BMtN
z31+Y5Vq9vxSQEx3E*aSq#-Hy@cj^2v@~Fhfucw8P1S@6A#snaAgoLm@#Q_l<AtC%B
zCM=4O*rt7BQ6nU{kEuz7#G1U0Jy7nrCgBq9SCn%uz1Rti8t`CZm2ea`8JKJpXDp|N
zJ(|8Nf}sN=7^25<+;op!f;f(%HBdT{uarwOcx1jmQ^{kvK$SCNleUaKzm+a~>iCUs
zcmca+f66C*qw%7_5*{Alnk8JrgtLKM7*(%TCX#`O3UtL!mWyyH6fcO{E{vQ|7@@RY
z6`Aadjw1L{6>fFb>?umGJXtSgsi$li@-Sm<*PR@Vi$5H;Qa|=0)QL7ounYJJ(iciW
z%GWNIC%FmjF}1EqTQ>Vk3m#@_W%fj;FGEZJlgOn{z+VSnEN9;VUBR3e#e;l<=(~*`
z<g|P6dXQxgi|s+)gB0Vw_~q+C-kUC6Y0Yvstz=4!`M4y_XD0=!b-ud@MD!C#WDjx<
zG3my4um^b(o3_JkKamtae$w!z66xbffhI?KBoFe>nh5vzAiuO-$bLyuy!aveWfIvh
zObXOQwyEbu2(HpP{Enof&>mzd1>5RDzW4yTj{Ap)_72{|br<%8ZKUr_mmK`o@(H<?
zznK(^dM$s0Ktz{TAEsL%Ma<KYEte+qQ&8ceXm5bL9*_>CWZOB&@qu;}sR&~E3dj#q
zv!*lf#tayx^Rp0rD_*UGt_YfF)#?P*5fX{a<)P}v1eCQz-7{xbtWstMz^&!2*IIc{
zUQySqWP4@H^^~^6m2b9EFO{eQhg&DbQ5!z&KVJChfCZdS2+ZIuPKnXqC)-bdrzQP;
zY~kr|IpumAH>@MhuM87kX+I`jE-~?UX<?!zsrq&rMH-&=%OLR}*o^m&4UCQr4jHn~
ze8`Y~{_#{*4?pqu3W@apZXM}A78r}{OMiJ+SLg67O07(BJ*2oEg^(FINOyIu9jnys
zweSo43xtmlQ0g!Y0t<}H$Dxc+4TaK7IR_FG?>vZCDY076yCiCvM~|AXcLZ6d$NYO4
zA0*$nI`sIth54p*7fvhc*8yN<0$!mo#{0%5LHep^dL0_u#?(Nx;xd3h<=}fmz$Z9B
z_)l$9?4{>}jD-WxU)L(K;Yhd`kU&p7Sm;{_EcEzdA()7n><B|a0>S7fI~r1UtR|vN
zu=rYaiYq&!CQzJ6cb)vO@Jfk=@wBjzV0H9iAiZtt@<YQ1j@~mIkQu}Clo8)c+K={E
zNwmMPb+kX9Kt$KuALM%i)UU&W@}3g&hswqIDKHL8mnhfkUHY|aJ4<~ddSki^p{4cf
z1<vR?(ScMkzz7Mu3EIpO@QEM)zFHE}&(n-rl45ZQ$;xb>o!|KAU~c+k&c6M=<45io
zE)@0;&2G=`xnukE-2TISJ8IsX;qHSWxJxiiKis`W;_mm;!d-$jZHMezxo2>+e|Tii
z_yYsG_YDv4A3r>DfUkvb3x@tLw;%maO7wrRb@cx=fru^xzwIXj_vEYKpUPQt_QZ6#
zeB1)8`AWUH4EO^<UxzEjIjdBz<tL%wr!Zf@uM$d+b->P4O4c-FQ-xorK*i6fXYL*>
zw0G>Zj;YQc5S>@`?aXR@7DMrSa$<ONeRw+CYnQs~)!s~{md}D$vUl_5JGR`h<@Vd}
z=!O8ZO1ZmM?pC1gJ~pmaKdlqOf22ztS}=cKEF=l$mk7bEFtZrT!u4_-T#z^~y!3`8
zOV+>m%&9Y-g-5`})fiu(B^5U?u25J~i_S-WaWQ!0afGS5r0nfZ+)y4=H<Vi@TJJq(
zNgC!o<^ySRisF;PX;?yB%2&Ym!)F>-NapL7L|E0~9P+BOYN2==TLj#5z5x~^=$^Bf
zWP*LfZ-4taDPaGNm@3XX%i-x0PFw-|EJX-zsg;?{_bLSTI+<d69i$s9RM?4B>vnU+
zg37kDyV7ESWfgm}Udf-K!AUed4y-TkvfY78JCOj>e#`e-xqRD_0yUQ}0a>*}J-Kqv
zZgiv!4Zw9gIG~M=jW`rQa^L4UTg!=*)-vQ8@fnHw@zzoQTmlhYHF<@fY65P862#45
zunxFW$emFZb@Noj>U17bq(JueTn4h5WU7WAMxNIk%>`XB^LXwvUk6ns<G@J$Ja;PH
zmD6g&yg)LM&nclcEEdWbsp7bTG=>D+=qDwflB9ZqP>?|MXekkwRBx<4^8eWT7C1YK
zDsS>mCL{!iydTZ*n42(}Ng^N)1cf9#3<;4W2tu6PnYoj>ojY@fd+#Jn5DW^K=v8qU
zULrnNL=^D3z7^lAuK0fK`q~u{b^ZKYAIpmCy5Bjcs=E7hb@#nh-FGtalb?2aZg*Fm
zI&~iZI(4e5RIC+xy1Toj9Q8^u>>B9fI-UF~<Jp@McxKVOD4yLZd3JABJhSM_R#?^r
zU`x;6y!N82dN-WEel72T&@;yJ$6C+wyClm$mY(GwrXrfRs5?Uzbu-Ka<9sr1I2FuP
z#7(1M|0<e$?uU~sw&Q^oej;OUaX?MZDkCfAn#B~40^q~29xK1SP|e(U{!6x<<QvcL
z2!4|B9KwyWCWSjp0Fi_i+sV770DhBNYhg%yJ83F_^Vg3%o8$~2S4#GTapX@49I+ri
z$_m~iIr3jwaU=sPXi<cp%P;bPOp1ul<rkT$;j$=~|15v-*K967&+_HD{O%>8$ibJE
zF5O%l?SUEOOZ;P#Bhy#_4ibth?}D>*;M|-s*l({BPSq(u<~88BZC#MBy^Ydxl;x_T
z-5Y>YnfnPX!jjHy!};P!*XZ~*ao*2>*#9m%(HqPmB<B=Is<lEM4)7U-J^c`iUS1dl
z9N<8%&*cyjgKQnK?W}JC-Me8J9SDxNONYIYogR{!tJ=?XWhOF(hc&vfm{ue=c0$2w
zqWbx1yMfb;MaR+X&ODCssXkkDVTcjft-R3l6AHDk7BhehF`x}H;=~4$#7Q!0=R8je
zc~j>|;p9bcnvB+NYK1;96Q9JPu;FPUr83II-zQCcj^x=w5-#>a8xbbVPw3wO$}+}v
ze8`odo1D9wKdH~Zun0*r;1Ua?q2)B}31e0*+dlUf&s?h)?6+(ETcQ@v+;{#U7+NoN
z5lvveR3fklqjbc7Fc6Qnpm?U*0GP}2IDRFD;G<wY#RLMLiAKNm50znd!5J;(Ymh=Y
z+zF*s$HW0^HK%~bwAF^N0D!B?F;s`k<=T+8vSy0Y%KG@_dRL@bcoL-$_e+J~y$;g5
z<q&3h1Je6wNO~_@y7Y=dr8qe5tf7v?<zeWoR}U5XcaRW>4yI*erSf*#d%^2Jbf9_o
z|47*>R4V04f|I-h*&)K8x|2L2nhI_{57P<dmh=tTa@-$N+yw<I2l`xl)-dtFGUGgF
zM)vXnDIT{I`4;x_5fB#PId9Xc_3aAU%dlK+1K0y;fzE|;v0NT7)i?^)#zF;+0475h
zU@{TjA(5igVfdMns&Sy24;YfZ0;XBR8IDyr{c#k~USYr+kZNe`qeyC;pdA@Q7MHZc
zBS`0>_DP)|X_VU+wU1L@iD|G)vSSt#J*=a}qW3l_dLO3dOs?qNv~=nE@<<Ve1d4xo
z*ex4nZ%b7KL59U+^f|S1xm1NMwaYu<WX}PoZ(N~%!v8c9fGF~gLSYmTlv5aoIE(aZ
z0RioR5`<V|O<irCG=)YA^*#HWG)0+if{%(LO?@I{a&Z)Exo-R{LA)#^!PkwS1a!k~
zS!X`6=N{gjymd%Ki<Rd=sXRYwz4DlN8u#Nkkop8%<XqEcKp8ap_g%qy<#WQ2BwSH_
z{vg8UWia>#*qrAh0{IYThr~lR^(-nMx>`7<L?AB!Z}U*TZFPC1zXV}`@(7pu-~(n#
z7mvhCgN3a7K>kp@-~gB35e4LbBM@996bERHE0>DfhY*7A%41?su{Px3tl34y+Qnmi
z637$I>l>@paQzZ4cv`wtgh9Z3BHYJ6(JC%o+T~m@j?0wfVtRn^RcHGcSkX>I{Z2oa
z%WKDq{X1a&6fOxE8x@0r_>lx=6=`D#THEAY48|5_1JzLDB<DZg{Mvo0i*mv;ZD~pK
zx$?K`z2dq3sC<6KIz_6Wbhh}J7riv0XbVa5ttQf}!0RmPLte3Yn?(O>ZNi^<(dSM^
zn{L|wg2+rl5<kOMkefZ8Vv{hT|FCor+(<wthw;YiF9Z#S3=a%-;&CJ}t&Rw#(}BDX
z_yv#+LhWrb(76WAGDrQV^glllsX}2;%G4Vu_g5hS4}+ufLqbR~AL83x6*3p<m=F)P
zOQk)vDFV4vZBCFXEpcsyapSmLFOK33r{|gkdQ3D|rK3ex89EO<)G2y`8FC3EBAj3r
zI1fBjMC{=hi^Yq}pgVo>&|J2B%L%{5e0SYTI4U7|F~?&_(rF5Bu97v*b0Zm82{K?P
zr<xGx-*bX)%w7m0suV(Sl$VYcQn03_;8<U~H6`_$9?BYo4n~R^iviKyq!_%mNimq#
z#o3+I{}~zCM`Mg^xcGV-#4Z$S3<FvIjOl_2jzzqu)qDJQv9r^%0Hj*x?PH`VsCqp*
zmJ6>ZP?x+T74FFtrY^~|)n``$clH-11fqS%9Fd*+F#NmjAomgaXG|K0VGKb%3O{Xd
z-$mDZX2K8eg<ClT_Yd?d0_P3x2k8ETbo~%rKTOw;z}2N0?~lRVx@qpm#Xp~*r;pL~
zlXU$QKA7%443(^#<$fCfn&p0m9(|UspM&dO_wDd}=r;HB@Q3@4c=-ZezKEAEdB6P=
z-hCM_kK^SlczHK|xXb-2+;12<W`p}RxPj>Gz1XNX;^pi3#Qg?cze(3`(e>MO{SIBf
zOV{tgRWR_M>F<BRzrT-{N1&j+?hoJ=n)*ZdXZ@lM_wV7y4end9j{EWQBYgA6czKYX
zJb*vG4KM$SAI=@Rf1mqr`1mJyc@I3;>pqH)--VYa;KzOLLvXv#{VBdb&3y;`aUVW?
z6JFj-f4>E;d);^9{m>u=3ZI0xH@H88>(&YP=kU)B6Yej?Kfe<H{963;8~P{b{>Mw8
zuwUclFE514f8*sZ8}SY=XW*YJ@UjgrTk-O8yu1uA*Yv{WD!lvxH^KTDUiRkUatmJG
zix1v~m)rZ{avNSA!v`P3%V!F3`6OPxgb)4^FR$1Rmpyp-BR=>~y!;y$`Xju21Rs15
zFYiZh@E*LJikT1Xcv*;l&d1BcczFmfJMmJ*%iVan11@9kZ|4Yoz=rRmM#B}_x|bTe
zmm0d48o8GmxQ`mQj~cd*8nu@iw2vCImm0E<8nKreu#bq}ON8$uqW2QP`-s@RMCd*u
zavu@6mx$XtM(N|2Moyiv2e-eX&iJU;8UKlQ)ETFHo$(^CGsf}mt(U`P8eWdM5-xAY
zyPsj_I`}7b)$j37>Z)Gs8|tbXy{>u)@2IO@?RC`$@Q%9bPOqyzg?H3dbT}h*)o-xB
zsH<o@Lh7pbV1H3pQ7D1B>NxB#>M9CjP*)Mwrmh-RUFE(G@6Ol+mzj8(z8Nmx!n=F$
z&c(}9Tj25`ynOx&xZH`CYhDDGWqA1sUfze7N3i)f;H7jGTvp*__KV^2J-mA(-VNjB
z8+f@NFQ2^{E)#gUcq?3v#>)+O*?^bRkct0=caPxROYw38u?hLN51I2g{`p~K$@lQj
zabyG@i|KwBg&DVhbWg@$7bTCle;}!JpBDf85&i-F{ge3T&*GoIh<^^6OV6f@e`dlz
zU>#=RKTtmW<IaT(Xg%7yb;ne1nShMxgW;#GAX@FqJi~r1m~?OAN*md%Su+MW111_F
zgJT%)AZ4SLuV4%Tv*CJRcNJLnL<t=fQwYprsd>nDZ!jW;<rg<95_dRhR4A-Y4?&gh
zp^#*k)<N@tbkxkZ(OMX#=acs3>$6HQ=~|jtH?2OiHa-e&_*~#RcgppdrQ%3oVqK?n
z!zaNTBH%{4%bVi|rr`a)=KJuhMhtKFB0e}&6~mBluk|!41bQu^7`>l<*Q$Q{jd?$z
zZ8YkqGqrvq%NpBHXSTGTa0HM+KVdO?KP@P?NT1rEU_*UE&t=q4uh#mB{9bH7y&94A
zLNbo-BKT*6d#L#1aQegh4!ZN$8NinjFq(nXG~a$U9|WJfcBBS7sfPE4^?zp3u4P_t
zbl@HCjOj&0O@beiFMa@gsa|ls&<!(qm1=jT+*hd7wpVr+s>L1MYh+xa+PwztT6q*>
zSly+uVb~U{TI=mA*LvYANHgj7H}9gy@T41uzp&pHd_isQs#I$ew5#X3>A=%)JZ+!i
z4P`xG2n<uYoN}KFlhO_vQ@Jfz9+DzP@!a15c$3cI#c(^kdMS_v^`bokKLm&P!Wvy@
zQYWpcg&%i}z!F>XSfk**XdP~+Qz}D(BBp6m_?C_Y_D1OxC7D8WG3hv0@5D6H;pf1d
zg9YQ}tLtV8x5ULIqU*XYhGZ3(sLeYih=QtYdFnpZ`IuHJ`zN%c?{fT@CI*}RoU!2r
zt!KmR7&cr5m@LvDyd>@c5BnsI<3*KZcZLZ1<u=q8DrR=k>DLptPHd<z@P6ydSE`|(
zP^{@E|4UK{`t4BfOQj9;^J4F3n9~}739sJ4LIIu>+#3ZQZUH&I9WO<^?7+(~UdnJO
zxO?C=0Hrs<KlOPq=~sgStI+4KfFJg`H`DbNy50&`z^$*OKlZ{EQ17eYAGZPpNu#wD
z|E4{GeX*P?m~$n*6^qec3m@iPvF0`^{Ni4TB@@`=@*S!T#?|5YOMR~5kroIFK1qoA
zkUb{{<5_msZy#7k6Z7t)ODf`TAs_pY4>9nsIppKM3>EdIaH+~z2>r6JDgzMo$VG*y
zW<M$oj7A&bE>sI}G;hxccg;E<-~xb;;1Y598*?TPA$LeG@5j6B5ZBxEg6lh4kGRNB
zG{9ZE&WEj=kUa`&!CV9!6^2$DmuJ8db_A?Wb*z5~lLTS$aQ}`f&K#9#Ps3`!vv)b?
z*I>~xq&Nhz8u$@7CRA+kN)-W6fSpWuZ|pZJSpR=W@1|@p)d#WQAg1C10ixb~TJdYE
z<HLRBQVtOJk{)L>q=CS6v-l0h@v`qI{|+!Tbr<&57_PS|Q8GEEp2*JYayFGI6{T=p
z9zs13@PU<%!tXnmT(BN8O-hi$hhSV*u&X>)8gSe(fO)X%F1+FgdP0ES{U>a5P~)Z=
z;jHT)Z++KG9Qj44$;`t`EaayQe_kin^+YTxW%vqGyj~ndNx3<nR33kzbRy`?0*s<i
zl2E~6J0sHWPRMYm!FmGtw_GV)*9Cb(bWC86c+Jz{aNqwV-1n^_fc4=|b+%-!zH<a*
z{MY@^hnq0?Dtk}uCyQfUIGqJ;Fe+(qu`=vX1-n6sd=u1oSYWUntpePR!p0D_@>ne)
zoA&bTEAxbfhSja8fC<B&S}zQ8Ao6tUg&{lyNgO&-E@}TM-WbZyCG~8?I%$hEHxyFj
z`l6*vg{)Pb%V4|qrAxhD{2&j9xkrqK%>BW^4|$5gQTT3lILlASTMPwT*;YUN;q$0X
z=(@(EEr&#p`*Ye#jg7FRq9}DxYVKP97rCo|u(VZNC5BL`*5yFr)-ddU4@sXef-lsH
z!-X!q$@v>Nhofii@-X+aubOGs%4~Zuiv0%*_IKHKsqZdN*NIJbm!|@@D()!c1|d3F
z1CWJb4D1^4diXmUP*{uLsX|C;+>64U(PVjy!<XnpXYI@u2oA5^4;*f<V7|1}iS>D0
z1xYI<ad{+qC~!`(?0rd?z0DNHc)P9jyj>`Gd(D2}?M3p;jAEgpOR)b;rKtKNgD&qF
z=pJXqlK7=I7y5;ysle-C0t8tV$~t;i>pS`o(b3h`cXZ|;Kw4PM!G-J@f`AKY7|;*|
z+>ZPXj`<D_e#k+<9ohDc4+36q+Z9n>=upwU4SCeHNi4*GwU?4r%Ad=<FA$%5OFBZ)
z57UpCj6akuAETIXcnlMoM?z;N1TAoMg4|II>vYa@3fp^}wVON(5t2yvV_`Y7ET1v*
z6Rl_DvjihQVk@COrum>wY%-=fS_=WR3rTH{<?=VfTs~ea12RBFDcaEy-_{At8owMN
zxcT+{z|DaXAKC|z{WuQCab{Y>?igu%!PrQ_S-E`W3P;4zAnL*qK0fPo&gyhloV{dQ
zyaVo^gxWo+An!aWH8O4dRqN&FNFhHzZ@v6v?z*KRY3P>VTpt)s7OrbFdY^M`$Z@y%
zpK-T658rIX*nJihoY~m@=+qwTWahC}kHLAwBmLuWC{q<OAjv&#@wcN5`=^t_>};wu
zCjTdA%jYP!eym{9iMEXQz0q+xvB}=(beLEohDzfJBW%bb!qvf!deTK)zUYFDo+S!%
z`Rp*4jY?(Q?$H~NwYNG>aQm$N!0jmCk5-{Q-o+fHx%zg%Y4C~H8{`*`(_TYFfG=u*
z;DxPc@$rJi>s!y_%niEK#fAp`*)JL@fR5nKeHhKp!vUJR)I2R5p$;=RV%wnFuCh1D
z$Ggm`1g0!ITHli=#@O$Nc+}ZT!qj80Z`vd#uVINi&6oB#mrzI*b`u#c!gAd{nC*nw
zlQFq(iJa<IZ;Qi8cOkFUe5jcDhT}S9nxWYKmFyPe9K!eo4%i4x#p2A2npuZUc8ajT
zA785W!^*O1!pzHkQ<`orN>iLxCbWB6FSI8Kp?zt3^E0j!o9s`&cYYv+qsIyURfR-a
zz%4MortLmqYyv0DjEv*70!{sE867kMp^S%`0fsbM7^ahDXXzr8%mFowz(9t!l^-Lu
zLQ#j25M|lI4t@iLTD}OG1eF5pTTy}W5oiZ&X91bPusa&=eSu0w8wi0q`dKFlYVzG+
z6aRV|%=PQ9wUJCQ@785KYv^^dP|S(eE2a@HI1N)!JMfZ&3;41nc)t`bGUMaz;O(Lu
zp~zA7XDUyMNXov26hu>gu@Nt-=eBM1MsCTrZO(9^HdLmlg$Pkr;h-t`Sa{D)q4bnN
zvP#TYcEW}=J7Bw;?NuycDX1-|yr2J-?<)t6&X#*p2*Z>>6d!B8FF`ci=bp}{Ve9i1
z#Xt^MqdBsnyzq}E6mF7#EBoqfAV>5SQVktK_;_&?YdIZ8jqFm5Y_3~4AC?L}H1jDZ
z@$t!E)lsoB#LPt!yG*oCc3afA_|zz!i%_w7Yem)^rnd(tJp#Wo(x1$hjZvg`G)ek=
z2=9m-t}yZJ2_ye^ttWp;4EaAhhU@y92P@@a2iGCNf*;uBTC6a_<*IN1o-i_PZFz!3
ztHhtVj!he{>R@J!w4sZxn;{RbYt!b-R<B#qMoT1|RbbCbgIxkM_0n%SDiC6`%R8O+
zzOnK4C2jOhb*yi=Sd;J2n@hMnOnGWWHw)e$RDtAgqXh_V0T#@;gLwG^^wYkfo%PwH
zu<tPL^!7CTaD&=A<w^J>?7B{m>G4pkr+zRBtejd4sT+U9M0OE0Cc|K5l*T<frU7A*
z{i3<ZwsoxClq|9rZrQx$^0lz*vzJx0Dt<zttrfEU*VC+^5}Yu(N^oY33^l*9bb(r_
zNeQ3a{Dht{1zC};g7|ApyYzzn5$w7Pz?(h?3`XSgx#m~N)#rfeui$!G+~DBkvth~E
z5yRzyu~Ok2Oehk|PRVLd)So3Dz>Yrb_aS#fZ6Ytgz|gItA0lY?MkLvjy&CvXKat#!
zlj|=5xtPw&$y_o~_ZQ|-gM{CjFed+!7_R5s4g5*{+eA`MMb9AhE$BTl1H1xWvV+10
zV5NK$)Z^U9j1auFp*#XP<RW{n$Dy=3_;q;~cv4CPQ>BUb{Pdz8U_}kygh^3Y*wA0Z
z2?GAEpS{#ee1Xb2>ja}D4W47pxvM~00^(O+dG)y`*9zCwdYlgGgpTt%opT2Y)&AaU
zaeHrd6c!ZsINmEx$9d<$az%mq<ltr&eaDe=pRNYJC|wjHVVa{#6oUu&n<=ZCP*~iE
zWfRnqxDN6{ctMCg(yFg^OiVTQJikQK=X!;`M5nd>n(S9RNeJjIGVd13F*@FZtIxqU
zV8;7kNSmbYhy^*g-RtI%=pPaiA>J+8Q`Si@(;M#fcuXhd+-*RBn}<swa>=TXuq2;1
z;rq0BHG<FXjYtBmHp0dgLyc>8G2Clx8Zw52?QFgwLk11GKGcw}{8gDIC1W}FrcgWQ
z2iobsb$95k+2Sqrg4_;Q{>UWs@69{beE@1pG$VJx3qm5_48?=k%|4gg*J&Zt4u3PM
z-fKbCVNgdRRkPp)MwO|_{iFp|1}0bXD%_Vdz;byVITo|rK=d%Z${6_#3zDPO$=Bz>
zPPPMO+{R&I=u`DM@E0x@n{eMW9hdgwpR_5|M4f1;&xc>CaDoJ$azC-JJ`ZfLfLs&W
z&IR?k@KAWm4br03pp~MhzC!X7V=B!B(Ih6M+1WjwRNqTfX}TGhSy#A3A|lm)IXB$9
zA}~RrRP~bR%isgnrB7RQse#7+PPENbV`o;O%M3Gt3^Z0!Wva1<Sx{x5v68BApQh5-
zQ!Gest;V`ff=DE4sRJ~}XKR@YpJ_LrXTdY`ZhmFR$xd6vH5UG6ih8L9Rkt^Ct+#qc
z$WkR<Y(bSduf7`M)trza6gJNLmGN!Jg2L~|@~wV&b!-$P!M)Yte5H2nSQ$1XnAj&h
z&5~)#(+GC9)<GN@92euTSdK)M97VVX{|oh!bPs_CjC(g(aL+(PZ-C-00Nv{>s4{R5
zk}6ZXai0ZM2D%`r3cH7y*z;a*CL=oWF6-cTTM(VjK`dYqoQVW**Vt7&O!AWfptJ1q
zFIjNUyvt2p#rG_zGH?}^y!x31Rpz`3yNa0@_w&?)CeFoAObdQ*L0ft!AsE?OCvkX0
zWK^+3cM!A1+v)}39Mq4DV+YsF5xRk6m<z>QIEG^^s4{R2k}6Zjkh7r5K=LJ3VaG6w
zV&Ps_CVK|?GV9_V3$oL>21!LKmv9zIP6jT)va>f^aLv54O<h8t1yu$v!ID>_7F3z@
zD(n(wz~qpp7UU7=7bg2RT2PkWAqY0M)*&3K&59{r=<Z+^y{n!JZy<kT+`7wxTL#YH
zb|~J$8NAJcDg$RAsWNp2@3)}JK;|V?VP}vki1c|2lG8bYMq%H^BZE(q%w*sOEW7z%
zEqG?$&8BYP*A`S6xB*LE{kH{G=DZ5Kf#yaA^Ty0^ZhA)`7};7!aCk&6gfjKID`@lI
zRxioWQQ!e{3hfr0GjIwgK=Bq%VYvlW22MdzW$F~pv!KdA10+?NQ-BN@uQQX!2Q%<h
z*1a1oNKWY#kcL!agG)(fGH?o(-RxTM%)FaTox*h%R2eu0OJ3b-L6teL!cJk@3Qr+u
zWB`9Nsh_Z*D!n@pENrbicvfT<oZ^P=5axOBt9OJy2>i}C_oxNu4BWvxpm+;+@G%Rj
z4BUaF%G4cv$$}~a*_Tvl?jTKS$PX+?PU#Mi+*I!1dn7X%xC6^>{!a^@nRm0PJD9Q4
z9Pt{s14~{VYC)Abufp!2xiP|t7PO^z3WAZXbqXiwInb24-EgLPQTRjdB=pD3SDbCZ
zPy=6a1{81MD=xI4%D`7hs!V;wW(%qe6hl%K_7$N_-{iqV)Oi?#7G$UM7tyO6QaO-5
z5~K_qh-KgJv0$Qk-<vv+*IH0z;6N;S^+pS-%z0(!K;CIVTY3i~7@4U9u`A3y3^H_8
z4%KciC9UE51Fg2JAhl4P<(_koz`Wlh;S#g*;aGU2<quN|GVGUdJbwH-OpZMP@4k#Z
zgn!;T;X3M(%=%i76w^Usfz=Tr;rMDSz{_I=pK~&N8(10?*kmZYD)s0KU^_V2ETKo`
zGxuy02Nrre5XiMbbL5MBp!)R$k#a-kx_(%ECE>jg-0x$-!6oUl1zEiMA0|{EV=r^=
zw~vDknLau`f$5>kL=ty&-$~B<8zcNP)EA#K8tFJ@Qx1Cn1RVtx%t&{ig2Mcy^txPp
zMV<ok<ml95$U?`gb=ad~WMZFthbJO;D%o(K!p11x1T)c5Ql{v7B_XsZI%bQtWb^zr
z%zwo07t4fX<~{xpRD`g&U$J=z4kdv9<!K*8hkBnj5hB2e3m5xKV|Z$y+*=^HdyqIT
zs<Vyu5Q3$Iu<K8MWqh<&_IG-xXilptVc_+DSyNM=^yM*iO3TbwSfjzvofTu~+;d_c
z<lN`;C-t_C`3js%1Dp3(`RF0|fU$n@uAr2qX8rR}nQ1B9p;&Op#N!ZRBPZE2=gptF
z<$n^^i1lKDl|$QDI?I+hn`pB+bp|Rejtw2Z1&e$8!E4|vazBG^c?5{32st;;X@)Z%
zsa(!t^&?|%ced=^=CSv5C>Xd&Iy&9SaaV#5ebd1^HSEcJZtf1Xl1+e%qz{ZAvG%P=
zs42#2MXsro=5X9=-}%%&lOlrtNVr5?0~PW<(QBsM3$Ym!Q2E{{#}sr$B-=sePg}w{
zlE{1F;w<NhJ-3Gz6F2^9RXSN_y_Qs)h7ex^&KDL}M*)JM6C=jtjC)NM;cs4hDiskv
zyvLW)u+G1f))>?JEnn|(2N|XHVhys`cSfFEjfYm3;Q%Fny?lpIdRRH%A<O{X;m)ae
zBRpeAn>=sLfmP{Zp}n#Ix`_y`9%I-q_<(iFOHl?rf6tZHL=PlKeN%Cr;Apg|z=v_Q
zW@{>5pHP!U`+QUJT56w35kXVoUIm{=0o52&aXU7nc~cQ&e%Mqb@;=s7H2!K&v*Q26
zp1Vno;lS@sFiLj|B~X8<qXfh=0*dO9Pzd-dpb~+?xJ67NIF+>-Gw%4**5>{GsvkI>
zCwLy%62u#q5v-=YIpw({{`*~Rn_-_n_Kick*5YQMV&ht|6=z?iOgq=g)w_u3;Q%t&
zrS_5w<Y8p6X$S1TByoz<eii(;e*Ky??Q}4t!ZGT1Z;$8*Bjr=4ESbzu2|Qp%>We7-
ztuRubqrQy6Gx#vB*5-{=XcY~!%Aseh%|A-0-Nfoh;qwjG_o>Y$MWiuY|BB6M-f#sw
zBy6}6`y<wHHU8?p{h~jxN4nA=*e0FpkoQd6Ks~87sjS+kjin;BRa+v~u=w~%^aGwR
zO(*QpNz=G{OX8S_-sN^AavjX#>*BT9L>V-ovj_@~9TVZh^fsiKG0~EQnk?Gq+l$kv
zeI`Yuu@|RfGn%&-LFR|;MI!HG?M36Sj*gd8X2Fw6N~Nm{jC&-tuAWW{4187XSbhGb
zmv$iJ=-9Yrb8w8(p5XbLU8b-tTUqu8CD#z=V*EWmoE%*pOQ^|2(KO#)q4t>+kw#Z{
zVKbW7)gbf3x|+!QSY2)WRSw1nD5@}MKw*WyKwQHkh&O6(HmTrLs(Y1j2c=fs6@K2g
zlY`7$8ZvCe(`z07NmpP<<z-ezKzIKO?s9`!=gbH`lC7xws{9afGDem0VFs!kOuHr_
z)U&HUolujB9%`!m7`4x&h%~DFS!_o0svKl~Sd|lbAFIlZzdAlyW|`C_m6l3>-)7t^
zsrC1{;S4P&M>B1t$6H1Q3YF409RoyLT?dBf39wmD>tf?l{W0V2AG4KtU#I^-+>Oy`
ze3)LRL-|lb9*Lhke6(OZzBUu3)bzRy3O1Yo4{X9_8aF%yo6)>p2Rk6F*NOa()$7Jz
z9iJ@2O!AUSOQqMp%}TE=sMzdHKegKq!Y}iRzzI;RoPZv$h=sOPoaq(8XPNn|LW_1!
z?ohL^p?zCPxBWv&U>D_Mqu%I}ldDmiDJQn3`OTEoRIM_#p-oxcA=Fitup?<=D&U$M
zrkrcPCF`JGox1=8L?n$I6=BKp@P%1!mq^;eEhR-F7p8R852lV&-Qp*A)ujdZro&$;
z6TNPLdZo4X6TJeYiUfgv)*gu4G@s~oEk@F%l);g4bbwW*fP0Vcgx_oB{vD3kX3QxL
ziod%Y{KWU)ZSre)F2d;In5_$O#;=Fo#iK?2(=R#3-VgON$-9}cjw`i=OZ4((0`hc>
z=%kxiP0&dhB&p04GiyQpnu#-3-0k1ZYEIooKQZMFESM5ge38VkVJI=BekcY%A$KaL
zj!E;jD|bV4(C$N6q}qKvlqu-XT$5*}i0H_6-quGmYHM)ZVVD8|N=(h2Fu*A9OdvZ3
zIwpRS%(=O$A2{zmmq3JxE(Ce!ehdn2eonaVla?v>!niMqc@}6VO6}#Dtq(%`BOFTO
zR1hEjpqkmkpOAh^vi^?swH1LrGUBF<8yE|2wtJ9^JGQW?0Y@EEdQOPlJnz`HiRet;
zp|{YB?lVV&)%kB^$)CKt|AxDL?w{%UKXm;IUH_M^2jPK0?ling|9mkfV*B&Cl*B_I
z3p>EuDZfQP@$@_nlx6Bp6cl7&@x-V%y8I#{Pv6K0Fb0!$6fg{f#=~}dPCyvH;781T
zFUB{0rZZN@n5;CwagknKz|o%=p+@uJiwuC{A^{u&T@(QxgIrPovIFW*0Fd%H;svZ-
zMgZ~!myLM&Vd9KM@bo=x%T!($-U(dTfwwXxjBY6>4DV!87)ORLi7Pme9RnZ3U!r&n
zfYYB|vW@&x9NH}(dg(UI_1!W3AlN(?{&Tw+C%7q#5vYdwd?5=gPt!e})ijxS@B&tI
z>Nfg#@OfBpsI^ge@EFW01~KV`^K%FDV<kA7W*dz)w#5U(%du<)3<>`orkBDx)!m%X
zPIo4(kO-`Wsn3xVa3P#UWbtCJPAJwwL}maXVuXP7f*ere!hj{IEiq2eR4#LZij72t
zMMHeRf^rb+o0G_*cuh!vBw6P&u18qf#)!%XEL``v23T;@2Q1u>hIIiPL`>;9F~(>H
zu)G!-L4f6Tct?PR?hY)#;-|$qxhOc&1Yq%tXenR`R1*hS9>ksqj>6jlA2Go45EElA
zc`-Vd2CzJ!R~G;*OC!|i&G1EbfF;0&D8LeUtN_c$p#B8FvQ!wUx3YE_0hX1k%W$?{
zzP}bY*^P2ZtCR{V&;zUlgJoO-SX8|^Ct;dx3Sctu8Ag0lGLU36qXwUyf=!=fHBBbQ
z_%5qCbsK$*@hvPk<RYRl#(6wF*b6;j9Mgx<xaLp6Q%d}i_%t4eJcacu9FiPnNy>!%
zRYv>?##&6{R3Z8d0xrKupgtyCmH0_AA5T-^D!uQ5=%1ss>DNO)nT-r1l`P0$_Zeun
zK`^U5o^T~}CPBhP77}Wli89RjkoZwD-wy`vdV?um>QPgGyK~iGGFu*ok#`aUW6)fr
zAW5edWv#n}wSE$$E5ai;2DU!(M(Y?0GLy)PLf(?BuQO%0BG5<P+#_+nV8Klvd2>V%
z_7H${VoJ{mrEUg!qxK8reHn^BA#b`nppZALx1&t-#;7}HPMJP$CE`}8?g~+d!-Ip!
z{UF*_A25_PWNxC;AngIYx&YE%9-%h9@I?klTg@qpZiztIiaQEnUk~*rAnfJB80A@e
zj1cw_9>SKQHj0UvAru|=66?d4Ga|UPh#4&<8M!FiyHYgwWvr&jM9O!vnp3yYN6NQj
z!A&6LrQ+D?CJ=HwDt-{_Y7P}g9rp2XMmz|DHB&UKPAq9YvFxD)s$)=a;wQ;y%nAj6
zCV@l~1qw3O{RkAg|4?uu3nOEvNngaE0#hq;hOi<J0B0gBy$OOtt&IgMNn}MKI7!xR
zObV<B^bs7ll-yofaMMR{+~b5T7kJQ^(sM!}n?Z0WxdOpGgLj1B=<a|*aHq+2OAW)O
z$3(r+C5}~TVNPIZMN}BREqbZvD}<GdI@IMbe93J1o(8=w)T;}ix3eNtW*&Tz0eYJ+
zCU)gfH{Nb<UP7ScjlyoHLahnd?JQx2=CjrqVYkCC6YK8#^Q9676Gq2sA>bDI219L~
zta@%COq@=_i1}>M&?T&<$wY0>XEmp8qmSBFVZlwHHk|zQ6YBKHm<lk(W44W0Q*)S&
z*6Ol8-jY%KgTTTRv56JL&EvJp6KIaXYl)w<0I!u2NHkHMAY0vjD0KhfwL}(1;<cnN
zVlY4wFp3)W^$7d10XP$3+fDEq>T4`CNg^u>uSv3cm=stM=;JkRBe|ur;HHn)xR(jr
zEby5zrRRh|HiOqtas^)dd%PpOMt27kUOU}iU}`<r?HAF?$Xjs5tBSCN;oC>CCxX$p
z;780ye4L3fm%JEbmIlLpSg$UC;m(avqxZuX8DKb>oEPY#h$vi;OA5_>4eC!obLR>p
z^#Rr{BQ$rK7l|vudX7qdJEZEtzfO&<;0OV{W<O$m{ar?6Q+=Ie9HVUZd4e6^Vl_=B
z=KFV6bLuwwnD6IUa5I<>)^0nApbu8c!ajTPnD0+mQ<Inv7mBk!{@;w+9|R}Hn2(mP
zH;?)LoIta{d^3Qfyq$^PB!j+F<7a$vGF7Ic^6HMb0s6#js2iy|LAJUJpil$McTzmv
z9YUr|CRr017zz23zKDSlkvvEkGCp6Jk3WJyM7RPI$cO40i*Az0ih_KStS6bAS`p|&
zK5inpp|aqn5Baz&3Y#o&u`#9RggiC_`A~2L<Xew-1o`OhfP#EWz4OVMKzt`ehUvT#
zS_$|9=cOr37sh)7*bPCv7x;#`he3SN%#NjjdwqI!0l0TTgbHniFEW68hlr4!-#-y(
zFTf)O_Qs+11h993Fi*X#RYqWMF@QY)chzDUHsT(uR0<>g;~{7l{R->FJ&XWuJ7Pe4
zlF5q#a%)6WZ(ub|CXkz8HK%T)59D5t1vdla8U^p<ikNsH_W;(^B#?v3IO2FmM(qzG
z4r3sPR2ifkKA1prOz<x8lVlv1JlPt(h{*j^0*NN76J)FVAt=-U$R(v5ddsYuhtG*D
zj6`xtU&NpTQ~PnDupjpWXCkb;36ev7jRh@9WJMu4N!Dwb6j%}HBROs(xuvq;rjO*f
zp9$M6@SZWH=Y&8ugXB<h1(N$Oydxw>cLx-bTh{Ami&vWfb0<ZDxnLo!#B&F;iWF=M
zL%M}Gdd@?bPW~Cg1B>w8$wPGq>(vEN-Ng~=GzY%O0M#8PP#x!=J|D|DrLf(}Ktlqy
zyI2^kd8}<l*zU;l`}+%{wR~TxAXYDk;}=5kF7_?fqe~eX+@_egsf4li3q*rESWT0O
z@Xlj3r*5N<@Xo=4n?QK;OT}sp&&?p1BZp7n%}zF8Va<WKnOGi2ahoz~V-RkbqBud8
z0gT(2K(w$$u!dnUw1y$^qhuhb&s@6+6qtyAkZo=r3N=7!rZd+`42W^mN$4eNP<E+M
z*-N1z5k}SoRH2H*;)f)%qCk}->ulC(Rs{N>ikl^F94xr$gDP&|!)5}US4`=!CoRfP
zGoT7z6rk!pydzLWcLx-x>ga7Yg)Mpwg800ZKx($EA`U|R19CqY6;mHDSNlPHYx2O;
z`}FDp;AumI+B^zhWB{Jz8U)2N9X2WMD8Te3s5b#HZ4k!j-K;%Efa$mZVA`24jTOY|
zUJ|<yYD#{U_2<_aLELhf_>KhVv{5wuE3Br;gicSgnp3yYhfY7ig0q57f55`5q0=)N
zwK0eRS`M9_P9QoKIwgK&3Y`|c%-Ebo`uiZ;+&NHa3!zgI17h59B+Usbd$~~A-$DOG
zm{=3&genq?5|YS@f=-gGA2YGBBG89U+$?e9V8KlvI&o7UHWT2wVoJ{m`Dq3^p`Z!q
zv>NXSI?>$$1)ZMjhogFj$Evm7zCv$#1pYsmTM`qVf>UgV$^)=Ta93n(Dz?C8@s*D;
zpr71JU?04|#!B9%ojG>{e^SrI)|`8OyZ@}+n+3_ap-5K!X#cekH~2nI3GXone~r0?
zOEZUgrCy!S%ypZAo7abUc1R3s+?zr#E?_M5xN&!LuTf|}R0LyGMW@``<1h{hJpgs*
zldRZX@Pe?VBT&4Vsd5YW@gQ8JrQYKe=B6mjJq$LZR9igm_KIxSahkc>1Vm(jv`;)A
zH+l^0)u@TR4!#qFU*hrlNezn4EtyDw>zhTVZDBHz0N2C2{??BGh+f1ETVUTEY+qz_
zGwvlOmv3M+a0eA9myOQj4Pn+RL~HM2HJJ&k<fZTaIP1dh4-A1OPXboReZyu86Cc0J
z>3fk_+BEEact^gE?lSd#zU@Ls@Ep*VC`aJ#gAGw{n8>-W7RMnc0HpdH@K~@Hd39nd
zyuTU>te-(cxRBI0c701CU0+mLt@e5+L{$n_oqkU8b&I1u^b9*$?C4jRf_#~YZBq)8
z#>0I<ug;f}byr4sxHg>^nsb}0*yS}p?AP=+h(Z3(j440Ssm#)w{RoOTGY|>h>|at8
z7URttc9Ld&J_AH#;LVN^ZYNr>bw?I0-pYp^7hhPi`?^vX^v^LNFmYc;`tFOGQjPRq
zv2QU^oVN$;vsuV65mJGT4ZD*Ui}ucDHJQn$=D;}f!Zm`PYa(Rkz#Jr&9N0;CM-Ghc
zTIj$Yhn>Cy4y-<B?REL#(Ne)PI%HD3Us*Sv%9z`fnN8}(F9Ru}*CMvz4j9yzfY|;p
zME14kop+vdva`BU0DuMi8akvWPPxx5z$S>0-R<P%$sTR^=3u2f?3Biai+$yqH(+#%
z!=vR&O?*nP37ob{{E`!AfUIgi|NM=Y`aVoVrS?PpqALW$o((-w?Tf>HzW`=Mk4ZEW
z{DUU@ARo~OA8Mix)XtOra(~LM^xd&`6C7ktJw;o?uTndvbq4mnT*Wp@%&lC$az&@J
zVkP|lIZM2ex9G_OwiQ8nIDfL`p`gpdl`~<x@x~%CqIMv~Q|)Qb(iAd5(&WH@OjkR-
zpMzo|H*EJG`Wv-IiwlU%%CnaE??cu@aYtd*iZjpje<Rnp$`PmRil4cB{f#S%D?xd^
zY_jFG93ijEnvz%N!pkmSd!?PQ;vrEY`N|19l`Wgrgw2>(=0>th$5X|8xpvFt315~g
zaLy#uRxOkUyZXsJ_R?=6FbNiL`SMPu<AN<$b##hTuvP^sTSB$dx7D$};bKjGOC^K^
z`)}+c#u>0Lr~z9iTLX4RXu#rTG(con8yRUj94##I7i?Y~l3TSPz!&)_HQAi>m94m&
z2>Rc+1g0d)90cWg$7IX%4It00iN-CVu|yYL@!&Zp*Ixo4;S@(49&m%%r|4yF-lxsR
z-Mqkz!A#SkAu=Hz;3W^NI-8I3R$hJX$+g0Da3)CywWZ^{PUqZ#LbboQTHM}S9nJR_
zdK~W+r{lcyw)%z9h;SBt$CEW*3w<6ptamR8kuc3sB?{aPe+&7MXJOo#P*~hRXA{&B
zJ<yS3`3vC%F=9emV+ZV!qf~9Ibgoy}t8`lHcXe;6!a}v~O1ZC4sco<9E>w#<y4RHZ
z$A&>_s@-c~vw~826#wYPk?76>&U2P)z3>&RaO(zi2}9ZK5ErJ$@WlI9NnJNcA<UDE
zj`s|d`w@+fY{$G(^;k@x2)Xs8cS0NhIt|n%JkdDMms6JZ75JTX(ZhPPJ;9CXqBLRF
z2rj$tL=yHw{AV3BNDIH*0#D5%c=d&xdlPQxbW^!7GQcSc;e8Tn^7b<e@Jr=_eF~my
zlS={Og;2f{TjRyWpof}2<MikY09#gjoF0${Qq7)iBKWaQsaa0w*&O*I*S0UPnt3S4
z4W-c34~wtFeeUVZ(zxHif>{osAd6T3t%T}hCF$G80new8j!)F*j*c%A_9*%YJjwa9
zfi}VDuR(og!NB_LN?{PxY{Gr}45&7EviFamu=*T$Ob3<LrDcpt_t}-Nj7;ov@4&PF
zP-5IW@eXCfeF_^hTk=NITf?U~F*oIniQp;<QG^yI%zep*`nlS_L0$-b7G-`8e+a5X
zYkd5Q)t6tjar0%-$tAw=WC!+~%1uSs&~}L;BV9gkRY={MPcAtk<nmROp5G5!_}P*s
zu95ObX4~iA6y!UnFjgb&Pph7zS66@26!oAUmzCdf!|-Zu__V*AG5k3}XGkO8>KeeG
zW1x8OFSE~O*1A4zmGTx6l&#`+y3>NH!=R2tP&Nx*5Xvs8GKGpg7F3z@O3bZ#J<GHO
z3HPlO*A@+xB-q0Qj2WRJ?$KDSl0vPX>F_iY^g|Ac&UTMAI0%Ar?v+qu6bh;<yHk@#
zzF!3|YH%pf8X*odv3Wt;9|wmFvMpq-epU*vgu1Q)U)iKyGf9~)wu9#NcHkY&>(N~n
z^Lpe;5F~i!p+&>s<s$GId89^+hdiZ$holl)=^&pKc95dRSpPVSJr_1m{>JqEW+s_j
z-&^1v_vqEt@0+ULQL<2(CCxd`@iyC1OB+n>{ardcJmHVwzKL(V9g4T`jc>D{%D^{D
zs!VzHehaD$e50gFBnhaFWvYU2_(q(oisrKHTw{cKxPOP$DjC%3xgMTo>>A@tjqr@$
zfC?i$qqHu{F@6)?(;Q=<Ey6M0fQ@UlW8{?x#~7d_cA#f)%<E6F9po6F#5;0~bay~G
z#uXQC*}UcQwV93`MUky^jT)4bRmS?p+583J9Mz9Z<^P9?Cs+9x`<x~&_>5lN)Ezr2
zCMwgUxyQhXf42T{(aVG8p(*~G_{W2xcnkk{f(2Cu{!vn8>K{8Ts50=6k}5fNln1Z!
zF*Uy88*|=Un&Yx_kP#Z<&c|w%6l(SS0dy*32N`Q{gok_q&=ct)m5EU<avi*=xyV3k
zgo}Kd8HI#UdYZ8#uSB@W03}(t$ZN2h$VG0&J93e9cR;zw<(F(&14%PkjvcAQRys%x
z(1{vj{o^e5T#g;ZZ_GRH#D4U^8`t+1c*lxf-P9dBN){@!q&deq9mSCW*!){XDb3@m
z`*e0>Id;4Sins8McUe$n;2R}XroQoQ7E~GdMoE<%JIan_s)BFCsfy;Z>|A4ndbl@Z
zwMquHdWPX?#;!5W)CkY`S*S45GfIo29OLKUJ<Tx&+9Did85`%BpB6brUWssw0ZOuP
zjNid_kYoHV-jQRZy93HGuDERD=1VTyVB{Ga%{z)BTj?4#C?~6o^^LRn3v%oze`G5E
z8z!DD_m02PtDCxGN5w>Cnl$$~R~?9E?;oeXB4{3(;=jq*@h`w{3;(#tf+_?5D5)~_
zk0)4AW#AtrRdVbomn-nGBfjDrbKYB;<Fa#*5gOwD4_2$BP^;%Dc$%?;j5RpIL!JvA
z5$Pe7-BB)b6}+gq$Utj^i~I%SYKvSXuSB@W03}(t$PFl;<RUM_J93e9cR;zw<(oEN
zwtAhBhio+ONF}z?L27_b)EMg@XR+sU>?nR?-f;-~(F1Q>-&-(t9MG$qx?@MlLS>dT
z=QyXMS}XVONHKQ2US~&^W5-=kyoGPvXF-*LZ<JJ-`o_B~s50=4k}5fNlpV`d1>cBM
z70qSYxyA_faCc(0N(Qxhdf{ott})Kk2+#Nds4&tqN{gc$;|JkA%`pbrA{=8L8|Rsy
z7CA;<iExYoO0sZ_U%+;dWBelCkz=I0);LB@3=+gmc7mUu^h%ZhE7%c89B;%9nT;Hs
z7d`YA_d6adzU#4q?y_J7t>d4J+@#Y*o{u=!`|{%Up<2=+o#+)3fsZ4hLBys6p7l3a
zrgOMP>f|rf`3-ipr^g&d7-y>fS3+Sin8aknh_uEEx#>ckU+J{g@0nVOR6#NH9ErA6
zXFhu^xW0ltVIJ||o8x;urlZnK%SZ6qosT5MddH`rcQWygud6^cl&~rn#W8N7XLKE)
z#B+>{XKKmLN$`f|5(5p8V?`!W2`(|GZ3vfg$xbezJ5w#$S&0P)MM^D8VbXL)LiMrI
zlw!%wa_o-SEl#4gw@X;Ea~>3CzGMewMl9Ju*=Vq2XX=|3A;2g`X7*Jog}-QLBXUD%
zwJ7sc{K4}tpcJiIv~&KYm&ODJ0vg}MqMg9oU8|wcNC3cF74n+Ki*~dsV}k=Ti6W+v
z;wPq$CB}13U93LZFW4E<tD9<pbDhJ=^JuYw*<!;M`>^@Tbar^)FoydkAn1B1-Xb*c
z8VjlnLIaX2)6l@Z7E~F81|(G!8c_YpGzDMqtrOQ2lc8F|Vx0)>aCc+1N&>Zd`r&CN
z*oRzGaIucA1|l@@5vVa50o8?hQL%xK!iyRZ3baPp`~o&FX!BdKScg|aUDtrGVyJD9
zll*0D2gL>+$2*D*&|MY-VsasqF(6*Pam!{y&lnvv4@wV|*-FPKBU#}ZWBuX`q=&gh
z`i1HG&zMwlU5~NLX~sN1(W{$k0dtML$|Pw{aaIQ~I7PVpk2*85^of6f;w^mQ>|26%
zsws(Z4Sb@c%G4(=wxG(uCrYZwC(3SRYJ$&w<IS0(xvGTdWr9nLP!0F@Sgn#jt)3sk
z(~MnWoQV-0aV2y@j7KEPq8#G0;XTbE2HGMV;*S|m6Cwj?GLU&C!XXAIi5=J(IK(w5
zn&c4I;vG3ex@(O?)Wje`++-*C!SY|QXpCS-AY{{s9gTwJmwT+(<gtS8vS7vJ1<Uie
zZ4hmi8VwQHfO$r7V0on1&nO<gNW{Z^nv_e|4?=0vUlLR0!3WH)m9U#UP|EFE3*7&Z
zUS0j}sTE!hvQSxG&GU<+JJs?dZIg%|)kT8)(|UMP(#v!%H1zuh9`<@D9;~UUhkcC&
zRR$hbQWe@N$vYTGa7sU@^<E3AB4eF_4T*+6<%c$D`zqS4sFts6FVrULL<4P3R2?n!
z7YB>|6Z`7(VArVO^1vAG`~Bse;00kvC9#dvgp0v+X=rIfqFZpcb<tcCTb%$6BGks+
zjf{yE(Db<+AF*J(fjE2sinjo#U$CIcKy@TlrmFKD3#!a{m5|GUbjO+T$&x{>o_-)I
z6L{*+Rz>(inymUgROJEFptDnRReyjNG(;LuAsM1!Y-|xCEwD-i1Pf5o2!b`UpUTWz
zK^zE?&cZuFq;z*c!LT%k+yN+C(MnL(9tLIMvxs&EHWv+VGL~=@7mL;;yvIP?3E0V#
z2jY&=tE<0#s)D#szXUe-3?HgDZKsFY!pG<Z9)*t>3OpkF41cq}Ia6m=L#$_TMBWN0
z-fYrWgBku2dCO817IUajgsixo$P$HIG_Ub2c$%@-X!5wcEl{)PL=tpQ`V_0<@&aua
zF6T&OhNrtNayh&b;c^0$G;%o&50=}GjUazBgm>g`=<a~>H>dmOTQoQ9U)f3zBcYB@
zld?_`!+!lGIqVNSU{>iSCUq?z_TQjaH`Rvy0Zw_gNgMVrypbJ~<M)VZ1YkmENJFn+
zFpRkkinoXW+;2gZ!7xTrl^g+>i5%uG^gR}2r3(Qp;N6@$7$91%xw?eFt>&fuz0@O=
z$$cHNNV!x^Y-etOv!Q)qH67i4)q?*9V)0K<yhSA7hZa;BsF0+}lvn?5L6teL2x*F5
zWo8|T_Q3=<>yssYT0PeRQ5gfe2;WFyfVr;>Ah@=GNmpTjdGLZ31_&sRz+}4_8(W0Q
zcqIap1t@8R$(jiR91X1%u<RJTBUnav2NW#p#<K`}2a5f*T-@3Aw6(qCop2w0#)wx;
zD^Z)AKlSR$fhWlaLIL58u+I*iGa}kxe%i=<Vu3sWn%RVBW7m5F3~m#Q=LpV8C@f~W
z$RvvoX^j<p)1?gEI;~Ufm;g^q0%3`8uxMW3rC`o^;CI&F8}(*4f|h9#dLp>&UWO!i
zXe1nGL4=oAXhb{InLiCjTliDq2B|p4f<bc@xCSwoJ}5r3n9EC26c!V6Y1k#2i(U#u
zWbC5lF)#t)B@cZo)a1oj0wSzpDsnlB_gU1L%>nTe{<;$i^-Wxh{57vc`0D^Av1Usq
zk~EB=+>MQ(7|K0(N6wn=4k%}xD^`2y9PC(M?Rn|rBlkX6-?!39OZcd&3N9}UTi?0r
zCC^}y(eZy~hUa}u5V^07agS+i@4NKs>UU19K)lbsSbs3x=f6Rsmo`A&Jr}fwrrsmi
z;(iKQrAW~1-#g%G#`bTam>}}oPv-9%P?2Z;d?8ZSPZvyWuo7s9XzjyH2wG(PcqPL4
z1t>{v{C<j!AmjHW-jVU6y93JjojyEPsuf2|ML1A4awpGl-q^Dz!OHnGDH9eEK-OQ9
z0p!2~X6gQiNnOh=-7|W1Q!RiT;FM=*v`E~H;t1r(+UAWd+6%f7Gn9*QFD9AU2Sf2-
zKTJbjCs<Hr5b}~#B}a{kuS`HYEvQNtG$tBShl)jWH4kMMDvnSacRn&kc|uJ<r>*eC
z(^L>%V8L<&LAVf#2l3RVS{j_lb)^MW2619Zl_{?VEvPc*mB>g~!KYJ@;y5cZS#qb<
z^9L~S86z+Wrh;~vFxbt|eh-7S1s<y)@h$LzhPwi4BXHN#%q6u5ckxOD?g~)S2zNCT
zB)$X1fuPr&ct_BS?hYvEwRE%sxw_S2d89eybw(?ZmyCUQB>5&aJiMHzy(4f};CJTL
z-i=*kh5*tGFdx>dn`$A{00U#4TDolg&*)5O6i_umU5`QW7O3m%7E~EH5J^=7)CEUs
zbKmk~3#wA0E~Ftf>JrV>ypkR2iqIPO6UdlY0ZlnU|7Q!X8_2>Rp?C}6)wa*rR+;FH
zq{<X{9c4k4Ij`a-=#l6+`#o9Gr`7Wy5S20Z(mfzSud{&p9`p+MIEB2P1J5<&6;K_4
zydGjqY!UL}l?db&pd<_AbrFgpA+L+^j*u7K9Z<;Yw2IhGFe;iKj(45eO4K!9L|loS
zc*He}Jr`(8{>G429=l}nkk(ecy87)?E0ix87wg2*p{$zDfGkngC=_pjvR-aMm4UaA
zRGFfz+bpP>3Mfl7SMxu1C@Vr^+%hsIRzOpttan*(-9Q%J3B_BWtdCnzWf0zyRGFfz
zf3l#;oL6xu3yF@i-IFDKT0K_+Q5mBw?(qm={Q_$75SH|73SIpYo@wYRpfUnoy_hkt
zMd*rGBG6TUk}S~GGuRG7SAW7gLRWNmK%uKM$m@m{u{F-EfaQ;8wGwL`AHZ5+;*wTA
zE{<xB0&4<{MZdzZ+2OB>*YB8luryJyL-gwE_fJ7=7V3yVPGKko&+WzpXPHcx;abNf
zI-?q5ID@>qQ=$0G^6uJG6c&?r7a=F^Nyrj~NHm|&22V5g3CF~1=7dWw;u5ITa}m+n
zrt(pai!UrHF)z?q;Y$w2)_a4f7WoohiSQ)>N*ei+hKYGsV<X6sT!VMyNa*f>awKrJ
zOQpD@(A@0Eb6V*;4i-Ws=ux&`&q<lhUl7hg{m9(G7?Uy*fJSB~jXStjudY5ZwcLSX
zoiaSyH2<u@QaPU@6J@W?gGMYjiS6DD#aoQl@3f%GVALV0N*=9C&N2agz=E!H<8?_z
z>Uj~-WX*5cjo2d;$9)B|CRR*mEbm(GTL{xZ=w~e0ZXgbiLGcy?_ODw|WiViuRGISX
z#}-tX^NI%S)TvBAkY*nya05PBvd8PWW5z+#4#NMoPPiqYE@O}ua)AWP{tVT4uuS<m
zHFW<Uc&H8C1G*#N)(GQci{KWoM8K^8C5_-#Gbt$xUab(<LcAlyMRx}n;u;_BE0>x>
zTxU-P;v#x{dm2tgnO$WsD8waxWD47X-QwYTuCOf_fS;^aH{}qQWL>-~15D<#UQ1$Z
zuw!J8&VelP)>%-z1>U;Yf+_>2A*o8nTl$WXS6EP$4sB(#W29&<_e0=*?66jZ%D87D
zW0Zhu^_&1tTjb`XZjhVX3DpGLoOq<%+%9;ixw!z@!p%9@4$u0u$j$LegqsUcl7*Xl
zCANbC3w!a7+#KB<P;PFe@ER-gxMy-~WID7$|D>pFfv#Xlt@MX-Kd@kRIq^r217>=^
zF4uo66K?KWjhAM;BcZSuKW(yHA8CzM1k>gE_vy6O-!R3(DrBvMqz9twVH|aEP_UHG
z7ifw<VwmbNz5R_`e3~d$1iRf&APLGrxS>gd`uu>3c&!T09z?wa2m8%E=%6JxP24b%
zbFZBZ_P=?g`E7Hqm@MW0Iusu@hHn7Jp0J?GU<@y*G9APJhXqvza7<Da?#p1>Pxw^D
zhP!)DuLoT@w{~#`YARs0zmVL-QD`uyC77y#F%!_|@89`&B2`g*^H)*F%xN_=6B_Av
z0}&bH$iw7}0W-gZCc8j>JT%FTtD3`FtbZIecNMUG0%g8|X;T8q)Xyy)TwNa7S*X;U
zyd!KTqKe|kcBfW$@*@rr<dpl|LVvBx**sLNI`F^Ie5F?GA1mc6rEzDhS{NKFIfLbj
z(=W=x&&#7VT;L+gtaf=un8Iq4RVi~?&&f!CCFu7~%sdc0zYvo%7zaR1&Vs{p1HR5P
zfjRe_*eB2DPwH(O^OZbolu@Wuc_#-Su#UKtkzsF0Wk);@PXMOP6fVJn@j$i!IzX4X
zk(2B-Q#-_WnN)!sB5P;aG7$KJt`<_tJ(<qAd0v45X2@sDi)|h+wnD+sbW*qJPL3~q
z!H52+l=ncqU)&vPCG(~tT#kVw*4H}|YKn77QN~~P^|;r*Dz(p~2s$`ppgf!}j!e|2
zkB*C#II!_vsn}nv!MPc8Duuz?_$cf?`KIY$s__sGdCrD=9X4YED&Ongfh3?U7l#K&
z9;gvy{<I~WBZ<5xF3xhE*mJvM`qlBtvdVfTi3ZI{CiwTDDI^Viv2m}+A};ef7M0j+
zpeBpx@rt;RiZHNYb1pB`#wsHr1Lpn8c=sOcdM~2Gb;m>;CDp$5dK3#zW4#VV31AMJ
z8{~-RtYx3hwq@iXNh%(r{;*(<FBQm~$(D-wLMj|#6N3BMu_ug&KhBnizI6Nm3r-^)
zvq&;LiAauA%a>WxexFg(f_B(_H55uS|4rFp1)mK}@o%64vqU`2sQn+?B7E`1-pfRM
zEv)mIo?YblkDD%wg8h^F`1m6%rqg0uo)i7wFs%)xL`0uYdkx%C^qKAssOWP?t(?3y
zthe3VagiZs`FSg&&2lZIN2oFvddk}zMUBeMCFtV)$}Gq8u+z+3W}0x}IeK;VJEm52
z)?;351T*uU<|4S_u18KO5;O~N7Cg;3I<i0nIK1XlVB{rGkFxA_Pl8lTL=#DApVvd2
zR#=)qE5tbPY$gB+;Shs8{A8`Z&Eu75l*HRSG4^O^^G2}|G~;$H-jU6ty93JRtr!~_
zC_t15LPEWHoONp=#pKjT>lZGlm1gh=A*NcD-fn2&X_Q5AuZjV<{+QXvS220zemMp;
zr?HQ>>ebcXG_~xb&Q4{ewDjO--54b<zT+}YU%5}`PNTUklXT&Gpm?xIrt>8aTTo>%
zUm~e89~6AVg086ePH<3=eB|lk$nH*^JuEn&`M`wWhd&=7eS?4ONrZ;EcO$1_r8wn!
z-|ty;gMoN_3yKG!)l{j$c6L9rpvqwCQBq~9O24<D%A8jOha-+XL89ZZ@MKA!R?kg9
zRK`dz)`b$}JM^^y$ftWpm1A`nyr#jufFcRF_X@_+7QsDUiGX_nN*ckvW>SgUp|t|>
zos4&c_~@=Rh)<J(1Y4(}->cyq>5v$^H{x%~!o`%HbFbQkT~9ey6NSjco1wSROM(^4
zJyy_N7Odz(Ix&>y`E~a>Jn6%qA=(G8VJgV0;osy0$NC&_OqF7xI<XbrUkwG;I|xQr
z*XKt^aY{5N63dDs4tHToChCy`e)VA_(xpc5G4&K1<a*?jOl$zXyd;LpId=npQWw@k
zm5>`2985@dTNyf=#{5(oDUuABzW{}gGuf9JQ@?Y0LSZo|-z32eX^pi)k$RQ@U@p{Y
zozl{^4q}Y%=8zB_!qv>1uN7l5?J4W|?K%Uzo{#CQoVyJOaPx49wrd){H{ts<LlVJn
zcMwTX=F|<3I7K8yX^0x`h^B>}v4)M=G;9nB-PwG@h71}OPTiX$mECJnIBidRA)Mu<
zy&yu9s$9m7SDUlLBxmoHP`ugfgC-<?%G4`T6c&>*)llv<H~xGeA`7SpF7|kwnAn9K
zK$!4hyu&|lop2rXNJD=Ctq`iS8b9-FbQ1cz8+>>m+ohhnAYUz1dz_xp@g8!`J=<>V
zFPBP?>IA7v)vhhoLS+pc<+e?UVos>n9Qhrep??pfBZMzP1MB)pP1or@_jE?J`%$bX
zI2k!t(aGugcmh4K7VO){0c@e%h`FQV%aTBv?3lBGI?)dwhWgAzy*?W<EC$N`6Ykq*
zK(&}}A=5M5e}uyPd<+E_qb3S><trl-`$Sd-Nzk22blj(~F^i*mbV5>J!*^*?^#bIU
zFt(yO*qvtXRF>)Gg}GXpk76YOQH|+_NM|ie_v6o8?nNsC$`MPuJmaYm0{=PEO5x{U
z;2jM{=q^(P?(+!nVc6E>+;xD|>kB|c#)iR{=TR+T%)rJe;m3LR^#ZEjPX7qD4P7ld
z^=;)~2MC^h5Pzedzd$FUK8u3Z6UySruJM0PsO<j4%BGv@O0_&z>4)4TqW2wh#IWRH
z_;=kw?j!Win3R!WXu10+{ItP+7hUg}2|v6SZl(462l{m!UfbY)fbKs?*ALP4!*u-!
zT-}f2<zsMJH_iRH_~#Sw&j$A~x_*+bpTY;z-G`x)b+g=0<6pDf&(NdK()Dw2-Rr&`
zo)6vTejfgC{}C@=z{?l$@+I%Lf5N*j<K=O@d<8G>#t(P7UxoV(L&t1zzXmtpJ?_Ou
zy%8^8$0zPL==x2%ev7W(rt5d;`dzwy53YiN|4e`X3;z9mygUL0?R9?ux6srd!awU5
zb+~^IKW=c}ignzNmmlGqKgP?0^yC5j@ojkdSNw49(Ea<|f5XQ=!OMH#!Cv=KeEcrF
zJOMxMb031+eeO^3{b}wy=#TsG>6`HKX8QXraNX;^6YqxxaoqGIyuHEw8C+oq`g8c_
zh6(qV;-6oMe||0g`3?P(bDu$#eHt&n#moPN%b5Gyz{7p?VBZ*xYjJ!_FOz!U%Px&B
zQTyES<2|v#<q)wWV|+QJC0rBhvx?Q>^1#GiDW%sz!K8upS5A?+2enK_*a|+thF-V|
z+3^y*<j3JMh?n`h;j#!XZ^p|5c<H?!E(3U(_fohl#LN5f@?pGey#X$Lc$sq}Tn@&|
zqj-5AUN*f9E?45^GkEy|UT)a~msjCs`b}_|gO}^^vIj4Jz{@ju8GbojDtLJcFTcV|
z?<?RkfS0H6@+-Xb-wc-_y!;R^Kfz1?E%+N=o^>l+j=>9_h3wJ+-gxAq+l?1Ie9WaY
z%kU5km(Fa#Ety@~M;x~ebZM_k+$_qaJ*IF+0+)8vz(t!bt@XsTdzZ5Haf;ccnQ06`
zx)e7@gy|wM9drLMhh+U}@y{ROA5efliGThq{`rge=O7qyz_aP%pPBFvsMjp~=OA}B
z{Nv7r%ME~#E}w7@hFf@dq4;MJ{IkJ5RQz!`{Sk1{?)@|1;}MYj0CMz|U@YcA&fU$Q
z)Ms9h4<|^ApV)9@+3S!C@TuE@cPvO{ffmrj3u#`e7hHF<*E?|4)k=T2H}LL*Mt4=J
zuzL@ASa5n;&h=+#QGr-tfC~s}ke^$1@}-h9T7kq|h@0V|sZJRdDLA#_aG}#Fj`Wwt
z2E-zR!bqpnUn*DO=ONhJxzj0?cXc|2T0ebVsCGG5mB*ZZSjn&*=ALViAX&-pg7pg{
z1No}61`56qlh>U-T*iPUZresA4-9VGhRYoaRQVviGX!5?0fR6^DDT3T0a}g?k5s({
zSaN*unkm&HJ}Nj@mjf@Z5guyP=Lfi<#z1liB)P;3Uz1R{h4lJk3#1xEhsN<s4f=)Y
zR#MZ$(34|K?#QJ7@^St-*ld#TnNi9Hgl{<{+J5BRN5f{KJX#p>cpVzCx_PWAIQE-K
zud`<M<2%`zkf>(P7R~I1n#@qFWZfg4S-M6i*7ewl&`0ABYI!VwuG9EKuQUGa)~ob1
zz(Po)_%lcFXXk$4&kQh4vFv$Wm_771<Id|_&z-q~JFnRf+<`$axQbZ*JQ(JWe4laX
zq1JO~p5V{}`+-BVccM>=XVE9ZEK(mZ9(}U)JZcj>`q+Np(cFRJ&f-8}WFS_Mz8&V0
z{|V#McU#Y=`GQa1+z)(OP_32wcl1_afmN;A7RRjm!NJ$Ox5(G?M~rp9ZawP`7OeYa
z>se<4KirQW2M)gf6dWJjfsS<ZA#kA}rsp}=Ne|6Ye+2lxhC|#UBx_!W3w+CiwCcqf
z9RRcipu1Yj503)2?$4Ksy9)zwRtiC3#N)fmBL#rX=MNVEuIIZq6n6DqRj%v+{H*#?
z!s3fEs*7XJIk&~b9SzVfj-peMDd6Rza6@=?ha^;IfgXH_i|tSlcUl*(G^vdyqLYAJ
z7YbQ#C@>v3jFs!btIkk<XCX8u8Y~t{1OAXmFtzEgn2L8~%j+nlwkW3A%>(wcMO?Or
z*dXpnd*sm3DRgb`a&qJOp>nwsMzy2){(Ps?)z#(YGK2@jZVxs)2=c9}cw*0kp@paC
zww|4b33i@MvTUIa{=nc&o!I1o!3k=|7aXF?W!z}R;4d7jdP*K1QoS(D?M4ML5#6Md
zne|}eaKY2d_5)8>4h#ypmhln{#E4jkjMHEc1S2)bWqg?6<yRP&<#icB0gLZhPr0q{
zsl}qF23y}#CPu$0ydV{~q51C$ng4J^Y^YEgg*cs9$QJejrXREZySerKcSLGuuoi-h
zy`_A$){C*rLT*WqBUhG_is0xIRfZlaFM+QIqKuV<@%vrKgP>=~s6NK%ds@%vqXeVx
zNUtb=rxTm(CN_CJqy}-}PEx-+D9F{Je5K&*%$LRr7X9_EaDTO=cGi3E(HWApLpoaY
z-Xr^=_g;*>H(bVKfU#lNqy@GiTD1Yj9}w{$8K67RxYhX*ZcS7x2;;Q9RPM`*$%KNV
zzEz#+c{FdZqQSAxhdZ&AM6ka6LhJkT7}1xX-4A{F<NWsRmBM!Dr(OhTxxq@|+Ofh&
z|2TBvi;4g$<Tg7FY)l1HH-P2vHQJWS87K}87AhbGG$SM+Nv;4udxbL$>D91x)rvFm
zZi(ZS>foL}V0@u;9EXk+b_Kqz4aos5RZ$%(kCg_Tz5>iNfn-6k?JLe)UmR)ggqw@u
z3Oil3uUOOG<r()pl^5`hUGd?LAN^Ign}fDr9zbn<V$U0?m!H^kU#EkATugV+*Z9X8
z_#>&m`GEb$t=HURh30<0^_rVG*p%+SA=v!+i-roYgWPDLzX(x<fli1rk;&h-4R)p*
zfWN@#!~HHa7ND%K58VK&{$Q~Ln~|w8NuiP-*^ZO8;up^WKqQO21f-O8IhPDNBN)a4
zBSSTyhC|^FI)ATzD$)C1)vC&Yx(6%eVR~t>2vgn;AUS7jq=wYt_=s>G{w7DIy6cf~
zvPI!$bJ_Z1f^2C4uX!HJxMI$tX7Yj$dVPE(&0;L?hqjPn7229bUB@dnYSA3o?YuoR
zFdEOC=V6o4n$P?d2p{8GQdgMRfrLoo@xpLv+TVQ0?W^0iAr7pSYxz>In6DC8&{^ep
zXi(lS*|x36sfgXZNDZrF!%73ir!tG9%OSP%^abU#TbhAlwVPW4Ff~{hXuD@_gn<DV
zvAwtxtQKguv^;$Ucm!!DL<5fg&=?TyPJ_9&ZWLiL+{<a2-DSoEt}aWP=O5RqGg_rp
zE1+OyBbFKU7$*?RiOYV_cxYlBFH9&nm30iZ+?_<JV|t&&wv6=tM4|V~sG}`7=EsJY
z>RpjM=znb6HUSEf&BTR1aG-I3@1bLCgF+y!wGZ(_iBBBR?NTO5w{531(=PS7m|>Er
zFTR7hnJDQZlqO8#W1S%qZ$VRgkJCt`I92#@ON`fz2?blIVsvxoD&v)+QO%;e+a{wy
zy)YBrQpe9sa8l=IWP%-Gf(J-OE&9EA6Kq0oQxg=@duXUJG@W<ly6FcUL_iJ@P7To(
z>{wnaV`f5$g6v|DcF72$Gg#&a)7KYN$~$21YDg=tVdg_|c(h!p<uSBWhCyKsfu0Bs
zjXMMM3kIgDkpDvi%He9Ev=btYc~N?GY!tFx3Kbesjzi{g;ky0;4oim$02$GtIQjnm
zLKU}Ar`+ZW#wj};c(o!Pt8ry*s8X)gN(D&3IDcTEh)bVfrfs|vMjW*vK$AEuB^vX6
zkQxmYR0<H@#KdbD$PPGSA_hv{g=1)u+Z@qqrvxnMgh*Kb4pBXD09XapLhP$rE93`c
z;EkSQ<}JJc&&#{2G^8FzXe(oEu!TGhnfv?4uu)$2_Sh(5VMxRlfR$!PRE!-*@=yS<
z*~#zB7fboR5(eFz2ufiRy$UV7I^t1>$IP)(p}I9URI80vd%C-eelPclPVU+c%p2?L
za*E~d+OF!d{AjV;7m(gkakwZ}nN_=nYQv=^-Xy&knqPU>w7*H$6qPRSbp9d1KWM{%
zXGKaT#}|j<h>6KAukhmu6<SzY-@{@{)WGP9EVSi`J@<t4g|{S;b+;bN64~n~HPkiE
z#wOlpPVuW5v6Yq@k5!5j?$?o@B602(XpHcPK_<icf~Ktlqcw?fCjKxXcG4abJ86Cy
z(t<T?F)f=-4n1Ry`}d4GLN?A{nDleKV1F>T?o<%{%=hLw`D|EK{47|D2=3w>e=i;!
z^G(zji{F>AB}|b!@I+AVjUlopnl=<Vo~D>0_7OtbVH=^t7}b<-VNQDUyYwtWa&iNM
zosLL+g9JC+;<MAab_{@%oSB97R$^vWS%RFlg=1?r?>YAG5=K*|oA;cYP*|LOH`p`|
zY1LPsC#^!#_6hNKA3Rd0wf?H?*ZRRafnr~|<}LQ?Mj`Biy)<wUpg2ParaB@dQtq<=
zsvX|3XCZ%ENsJgyhaWQgbhh4RPZ?wSC(V965iE9}gCvM8B%o>G{d$^P|9PQJGwgTg
zY21wP?mQh$YP;&XoEzT0XZpaPdZ?YX7koxpfA|CI=WEOvWU^n+l~BCdk~U2b{r!42
zQ(+ndW~-eXWF}X5`=ao3VubpUF{9R6W{ge(Gvxjn3WtPw5qeClkiRib)LYAmy_3L+
zHs5I~{m>7ioJB9G=fW<^-xxn0Xe~e9Li})F39ID;%i`<PR&mPUZ${PoEU3C2>c}VU
zh;u8vAYiei>Z>8D*w(s&WfA+be#(Nj@5j<sKO7@L5J>8+4nvX}^;&fT_S>KpJ4+yp
z5G2`TbYO08<|+iHI!70)8SsjFDmX;Hu+IAz3kDe+F8Lihk@~p>RR$s@sj?HP|Fobj
zy+{d?GZiVj!eX|ZYlu0t+71Igs;y;m?h&}$?MS%9Y_fPPJgP5XKvEp&rgogW7`ugb
zoIB!nxWhlyj&pb~b<{szB7p0J(k{jVycPC<^-hK=19s5c9z;KF^Jsm`IkEFab9>Ak
ziv)W$^X);x=l0bP3+yo$sw5l&b5F&BgPG;C#TVRucO+CF3$jyeDR(l|XNJc7E#+|E
z7Ph6_3MkBcOF0q|+ER|hhPISbypfXPZ6Y@n2U$X5QEtqJm$GgCnz_~3_hNJ-$~+2x
z@MICRAT$+I@7yT&Z^3DS!Qx1Mq`&CR!a!z?NR-(`2j%+d*97s*K4os|1&l1NA~7<W
zgf2V=Ox@0H*b(<_hK!@jF1~d26%e3-z9<g*vn`#FODz_&!(0(9#D;`NT(3>jJ9*Jb
zZGP|JtWbq^<Lh#;e+y3k5GGjq<v8QG0+cEeIZtgk#S=)A#Og;!D`i*(0~14`o}c2h
zGEuv#MWW_j>FL^x7+pIn#^V^Ac^N#Omzn<H1J>T*Y}@-hXoF~;iv`mPcHh^6y^24#
zx9MC#&lPLd=>r3UPHrQpgWLy-77@^yziYfzjyToY)7FObm$=fsOWnW}C9adl-yB;0
zo`+pX3teq;KPX5&yt)H7=IQ8kI&cFT{1>K7@gLfN1aCy{U&q!qaZolGM)md89ZDtf
zz2N2u9k6Se$_ES|IovpOvNzlA^N$+7848Bp5&@g=QN#GqcN5$mharpKTj8UI7lnID
zF+$X;KW2h^UjhvlKEXeP_zl!@lOlqU#Pks2H)AsbhY)jY5=0}kr+Bbi!iNwi_KJwI
zz_N$%A;gJaz3S3v5bVB=Kd9duRxqVjQ%b+?2vL1Vh-xl?+EXTfpU+nQCV(_yE`3KK
zx5N1~38ecaPQ0&IVT|_bDad=F(r>q+?1?>hquqrmZd}51H`-ox5B68xk_}dW2s;da
zMOk7fL)l{We$XD{SA2x@-E4c>L!SXiFi-f*Z&6R1m>y{$zKGI820{pnHr##<Y$^ke
zChC+fS;TAO1@JLjvi5moC0Q8@Vu^>;-kWS`^Yh+rq$0w*(#7jnkK7St*)m#n*zEow
zw0TFYt5<UY47I5rnc<l?5$}90M8|jev!Gz*@}rKc$LFzLpZv>m9F!RGgS9NFf>c5>
zomytW9D5<zMYHBkj!p|A2#UNBKjN~IT|>qGAzC(qGpv*YG*m9p2B=^p^Id|AW;@U%
zOIWkhE-Mqd*@A_>e02rnYkC+`;=@?s8jBklg&}3=Jahqis0+ABzbK(Li#Gb;aSgT6
zq=+DRbl(T2DC$52aa#SGAP<&ahc)t$x;Eing3V|iJO(=;3?38t9}6B6zY61$E;9|_
zV9fMmW>~go+uczf{1D-OIYYpj*1+-B=l8)bYdd<yJm2jTfv|Gjejh01DMD;^$FZ@&
zu&;d;jEUE`o{5JFChmfo%tFKx!;B$`6m#%Fv@A2+F{%8?>9z#g`;#%b{T1$b;JFh_
z@x~2JM7R}pHRy5L&p&_TrLc<utbXpVjE}-*jbjzqRG}Y|%xmbJ>D4wrAsuqM^Ti4#
zg!h*r4%j6MS-bh-?h7`rZdW>(bHkyD*`g%%g24CcM<zFK%~o!Fe{vu7LQIGPAEx&w
zGl1K?iS!F=-v<+FGI0b_hJ9c1erlgd5ovtMhp`#W`;s8@!@eYu_p!dD@mIs>Kq6!w
z_Hsa}r`;S<$vqS#B_GP-h#`r(RJP;|#=R^B#om_mlOqaZ(+dHSa&zI7M@r*zZ3rw6
zLEBM=OC<ndYn43W)i$*%r#w{Z-zm~WtKJNNZaJDwclmX;dga@VUlPY->;^teZ#SC7
zq0{e(ugyg9HQVvO#!{8WcFe?PG;ceC9T2u1iTsbX9gV-byagi8+&~fusSLzZ#$6d>
zAS|fZ>`mufZyRU1%qs$Cgsdj4d%PmH+fs3+R|KC~4b5F-zAS+<{5!pMMzl#_Zi$m)
zsVrg-MX|pkB>bPGKkVWqMCSiTG|Z1Mnw`|UFjSovwF)IbyIWE5gJX^GmrO-^&8=O|
zwNHe;TCdJ$$hu=-a28I4o}Tj-2fEE460K$L?e?-48<L>u<P|`)SzeS&Q$`pYptL7C
zfwO)%uHpzwjh`STPcEv5yGx$YUVm1^=fE3jSo}09f0!jVox76p99SHeMy1W&K0D2(
zn&cR)N?-zdGozl{1`Br_6(=}O3~_H_HCYXI{Zk`3)58N`5Oht-#B_i>HFCDFJn;v&
z-;2c3v5{}YJ32O!?(C0^?06j%L;-v<TYSup#;P@zxZ5*qY6_^4F+L^97^^~BZI2@s
zs>Yh+_hT0YO>)G?Oz1zrM6oHMPh*wet5+AW$|p{SRc=UvrZ0~G(HU6fBe+@h#78&G
z5uK)N^HI@-B%5cs)xx_N^G(e2c|r562)Ecymn?PK!kGMipS7te`AwP!jWXIN2~+hw
zR#Qr&&ATFOv_TIvAv81EzeQrnX#WoH$Y|5u0cW&nV>7i!V<UTgVvN03-?!RSx1)zq
zm5H5;!n+x(fMQNtPk3<fWA&N{RPaYk0p{Nc{p%&|Hl+Y*4EP+qx_|*cCBlF&j@r~&
zHBVnm*yg|Pzoac96PsN!PZzZT=1DrWjn<HwtSvkqiiZ}PE}H7Lpvqu{i=@hKh07`n
z+S0FZ5hTahyhwYk4ZHkBnn#OX39nL}t2Pvm7c1IxlnIr-3+WXW3^G_Wb-5tkRHOzh
zs4@^KNtK;QRV-*rFH(Z!OhwABu$V<t4GpPQ+jQV#1~Bwc4?!wNHK8L=?r;?N^y3QZ
z(`4Lvia<^?nE;sJ&a+mh+xegHrfnh2&ECt}(3G2vv|BQW5`{BQ6WqF+)szxva@L1&
zCb(-&%FJ-)`;b_|neWFt!kKh;z~Ri!(8l%_VOm~7tFh+Myt=??3%-L3MQrN}`8VoC
z0W!l6nfyP_q_QdbPXjZ*s8<(&nM)#I<~;9Q2(MLP1Q78`7+6NULN+AuJ7dceI-OYp
z%pXJXW)>g;7kxiPVKGjuVK-^!<+DIU22M<PqOdf3OMtxycjyh}$V7yjKTLLION4R$
zJnL^0SN7Exr8)tnE!_zyZTbl)cm@WZfkJ0u;2%w$j?pGo5qmTI!gTz#HIC_c+g-*Z
zY*W{Nx{$6ptR^$Xm%zfG7vQ2AcKu*NHQh9G{U;%@<oet3j$A+89dNFnX3E&v0}Y)2
z$uVK3U>U7;|EFQJC|IFsxM@+i0MBod$I~A(r8tL)YRmD!bM)#0cwj{Y9@w8@rx)tf
zW{C>cL-EjJ(-=Xo1yu$y0!fu!j9}P;w)8OqL2`^8jI`ki@ahuLD`C)?QP}BL3kDg4
zon9`8Hx;P~3#tr6N>XJfQukZXmR_U;$(f3jU12eZy`dr1YFi0>%mA_bNhLw26%l&U
z9gjloM|zQ~U=hi<eT6_)XE0$f!R<?fQ=e3?Jmg26IfM(gXsdw`CN}wyxz;Z;TAOmM
zk+v!!)bwn@l`pcIQsPa{;xOI>7p+N_8Qy#Xi6y-GQ@kU*Np}Yv-dy1$FEy85Z8Woa
zS|a51ifJ|KToOgPKVug-wN;@>eV+61h%(gMVmKN32Gfy0Gs$gAN796&{-{?MfS+eg
zG5C4d-Jl<4Q^F>*o(rLP3;5|+P-TD>Bvp1;q054{^jJZV9Ag$EO?m?SY!kiGBKUcc
z1%nLW=W0Q`Dg4}GL6w0>NviBbs^5aP^dcol&QzrA3X6fC4GpPQ+wZ~jW&l6^yg7j#
zeUGV6enz?<1wxMrfl#lYWE^^yKwSUH9Ek}IW%<nlhpMWb{BRkLrELUAtx8~Cw{9WR
z37d{YO@f{+__UAJloFY8riYO!cyCSU%#i8dBe8@`AHX|8rgV3}A=5K_XcpWRrx7?^
zk_b+NCAAu#(qbE-;lXN6W1~kz^MRw(xR;p9e1Zvb%Yo`g^y&gY^_(dNRKKNDn`NBz
zYf!ueQ2mJoRR*X+Qe}rKeq%vfdQ>4uj<J%aK=sR_S6T#A=ibxOvCm8>-a@2~u%OC7
zq$E{#B6W%dZRtfykesPV*%cN8R2v#nt+syvxy}Hn9vi}!K{pl=Esb+R3a--mQh^E1
zU~$Qa^&El3KFBPN31U4<kDOBNVmsm{L91;c%n7fz5OG7?x=L{C1+1o&xRtX$j9bB(
zYcgntTL+L>!mS0oBiu@N2OMq<2zaGX8>@^oLafO%_@azfW7WV6z9iZ(kQ$gNkrcDs
zb^S3@iW`}zwj7!6)~gF3)8|hyWICZ!n<X;64T`sb5%*hAWdI{2Rdz7qJr=a3hY^D0
z7&~Z+OzWaoT7*o$WWgYV5bEaz@unfv?^#e~AX1VlJCXXC1#Rg?N|2nXNZAz@gG?J5
zQmwWz;9~~JG(3Z^e2$iNt2-WrM#D4s((fhiE%AJTtadSBFu|b_6Y-+nMgdck51DIS
z_y+Sqs3G3GKyYO~t0^Vk<SY*3O>ohgWSQa3Q;}H0o2TI&;Z3?b;PB>3KRzf#sdu!$
z)(CTUBt}X7a$1c$X+^b&k@}UIMo1S&ae&81qhDc)@;oNKEytke=+y-<=-MfULAU7C
zW{E*x2*q1q(0&W53;=_q$__AGYe8Fjz#vGDv5lq}biL@67Gcm=Sun@|gWf8LH^rcL
zTTo>nQj#h=k$TXAw)7$;NX}HG><Wv)pbZVFR@+&?#|$tioVF-;HVZqjh}dYf15#Kt
z9B2*r!bCi}Rv@plnP8aU(K9cn5S7?gRm|jzx^Y9DegFyi?XcbIAnm#umt1OD26Mh&
zV=ZXP`9@l^ggn!W1g{=vHKjzUobh3l3Qk;;Ju{U06cS4)_2+m;D3$IGIF$O_D2&!C
zPWNjBR=b)6tFpLOW7a^*tgol4DTZOwV-wiI5p3d{OqUM27evJ@<uXk^>YtfHg>~Qs
zQw+!+Va^<reAL6BcnctViUm~$s6$d^hdNeT(3T!`2$EyWXQb&*$VXi$dZk4`cAW)-
z41nxKf_PIPdzA%MjYJBzZ-cYt;Xn6QZ(~_Wo}FxMw;(dTYzdMxl`Xr%Vi0XZi>lT3
zUtohXK(tOQqE)U{Pf$(tOA6n%H!3)J`u_z2x;?`@jS0*>w;7l#z(^yso31G4sBg27
ze#6l0rGj&>VKt=$y}TPD9KI%=W}x@&NGyTghwzR-FWt2e^gezxJ6^OtckOlg;n7l|
z%0Za_GwaAl7<*HXUcL;(h<;1lNqyZ$P=OzE!mm6D4D@;Do#&kFTvVvhux+?ptvQtf
z4(6ObJmC!weZx~q+VDO4WflEHi3|95uAPqVSwb%~QIOMDsO>5gMx2$)SDd|U`3m?S
z9nkIlxw27JcsO{zQd^}?<;>xyoz4pQ-x9HoE8@xWC4xdYYFRd5V2~=R7D|I%rSkUP
z;X<_v1K8Za;MMJPENA=HtCy|V>Tj)%y9@k{WgrHPStbNth~-B?-m86a`;h+vL^9tT
zMEgOLl759Q>Gf|kA?9m0IfG-6gHx!&p;9AoOiX``Bt)EkxXPge`Eud_sa5T3H?_kN
z_SGtGW-&fmSk*4Rg&&8<O0^;!TwkcHTCse&5W7gtp|3L$%fH6<1!d@qlPyEnM99#e
znvo$qY^X3c49Bv=zDE}nYj`|aSCSZQzBnXD;y|NzAs6Dvqp<AZ8E0Jh*hj4vw*Q|Q
z5tPdBPPSC`gH*QWgaN}%1ZNZnmNy$YtKZYTrCO*|yDR0sLZ!C7vb#_%?&w|vNBj)~
z%&2y+DeNqi%A@#4cWG?6xU*2L_4bu(z3|n}LZurHv&+{C+lz%NJ%%UVzbe+(jUwMQ
zI^Hu-?uXamcrQfe>S-4}y#Qa~JEu*!d%>rh9Wt{#q8xt<!%k=E((RS<7zD(7ckF`m
zPOBb%(ASfP_bp^ekl}|6L;lGeL#Bz^J*`(a<$HDAG*FiCNjb-QdoAi6rNFzsvv*(*
zMb$-Vw_iN;jTjdJ;dALo5j;pF%PH~&P`uf|Eg>K_j|y|c0kK74N%t8T4nIv_x>P+B
z`y}8GOrV!o@S{-xDiC)%RWu>oYYVxmavH-A8NJW3pw}RbC+LkC8aIcQ{cXiX|JfB5
z6Lg9&2<}{D3EETCJgv6>025*sbgD04_ItvOJS!?}&?%?yML<ecJ81@*CB`$qXT}hW
zOx#&fIqk5hPp8{T)A6^`Z1W760|`**@RsyAc+TiZVHcb=I$WTQePBqR7vp;LfR4VE
zW;<=930Sgy1;S7m>$k61)83{6V0kKzzKz^H^D9%WJ&m^pO==s{@NE_v-c-EpcPKwX
zPlP~iWi^37odu`<1rFODa;4YFx#z?_c|LzqZ`+u!<l%%Y0AAdz1s|{m*BBY8<5JH9
zf<*hS#e(UmEWhbE@3oPW>@`zUo2$97d*?`JA?u1c`hl+zUO#b1<$c-m&p-I}7AP3l
zMU_u?a@=v^!#E(}j>U0!H-AuX=D_GTCDarb-APag|G?;bseL9z1P^_!PahqhsL!ty
z1`F3g(51gvo7h*M1Ak&vMmP<69YTgMeLms71)C8#^c8)DdnXF(#eWBUcJDw?R>QyP
zoVOtJ!-u{m@}9bDmh;4(+Z}@*qpvob8}i16uX!Rg-z_5Yk+36}LPPv|xp8O8BK!ka
z(OyI#h{ja-2d<7#5eDXRzHoVt5SrjQbnFQ;nE#BDV~F7s6v8){-@$^@7|i)NMs<YC
zRt7HK7?8}dPgpa5ol!G`O6$HK3T<9#>x?=B?foTGV>S-b1o|o4B7A|y{>((6Ei}_V
zL72mgkbGebB;B;uk@sb)4gR!NBHioe1L2`*t@@ojP`lzxXSg^rRx9{3S`ejmN_m*-
z8Y+)fg7Zx@wSj3?Lq%BfT`BhGOTBdZv6|=Vbk151a9I>6gR}^cdto5r$eATRCdo;V
z?FE8_C!eZB3f&jZ?^Nj1jHhmrdvl?cn)qAC^Rbzb@xTBsw)C7ZNDYsaMYAPlo6kjY
zr`cw@%XYTe!^y2XQudU=VhIKZjj}0^W@B(V@w-cW*=+dN3v0QTKpIf=ux0~)Qa=g(
zm#oKhea~!3o{H3wcT+zy$F{}XVx<Y9zEH2O{`x5t8drQ%Asj7ux<5CjFX_zl1S@Xj
zU=VK`g5trEgyWXeR(a@&#0dUo613ZbDubw{q{=Q^Zm$Jx>9geo$tE}@A@DpPdL<lq
z&S+!$w^}gBK&0*y#G8uLyDg|P5GhHOok)Gcg0}P`B}mRxr0fcdiG@elb+;cmr3|T7
z+okX{+gLb_kCbB;X_r5SN>mJ7xj&U*xgh9YBi0NB$QM9x1M7LPl+DMySILoep7KTI
zpw!t_tPMHkk<vJ2ogsks^1>*&i&Dbi+*59UQ<lYS_s?0A2r4%8C<&u?Z%fcA?9)YG
zKFJymeYt<a&3|TOq~^aLJ$VKTrs#<;#^~H*!_8ZGFw~1f=iEmj78r$CwFvd|h0x|y
z;$fG%@nY5D1-Uq`k{^MUaxj}CFc&C-l5;%_El-DLa5n11=p)|*&CV_w<%gdShk}89
z1c0>gGd_%~H9q1L4nH5N*yZs}@k3M_@to;$X95**=rBQ-{m}FhYP(4h!6=t$Xu1oV
z5eQAA2~P-32RkMlnojH&>dL6lbmOm1#?W*lS!R8cRHo(`8^?Ib&Qhd#k#XP1*xn-;
z;in=NP!Y|m`MKbcoCGDu#}+C+LvwWW3uEH|%0?^Hdz;`vw0h&ixLPMqy~h)%Fwsrf
z|Gs+fq_&$B5mayYeE7WiAhvrwHlum<4t7jfy%YN-R=pd4brPy~vJ^9^Oe!&za&I;6
znHc4^pklK(`PXJkg&+GzG!h$jOqx>jC$pZWB3e9|^%x3gcJ{@GV;{qUP2kww9CU@|
ze&p0#?94U^KbtOM0{g9unwi25gc{VmLHL@jH2OaCaoZw%fyVyKM4&A+)1S=ZgBU(~
zuqfD{LEt0Zu;4~zwh7FV6W*ZV3<CNLF@rGs&2UFE2y~a}41zb3ZBe>-H%^h^1X`~;
z%A?Ul0%VM@XyufFe@se<EH#qQ)2|QJ8lm2mqYnK!vn3~D2b!78H1h|?>ebcXIECg9
zbZ&VOFl{PfIxOK;Biemn?{ApMxvz$Qw@$bTLjWyQyxUt?9>E-U88R$32zLZL%{B;k
z1Vz;%*g!d{=Rtic9v2~bDl``_#}eSI$2OBc4YW@TXO3bLVicvzsr(l;F|PDljb~`K
z9O86dw~?c5{xhaI7coM)^)^A{k|loZ?SRk+(OGL45B6Ia?ixl$>aOr{-&I&}NKO;O
zaADjxcSCuk;4E9_D3Q}+V>9s;^;j5f@e`A_YqM>l9~m2lf>mTJDx8AP;~azqNbzBu
zOBGvaiVx$kds4!<D@5~~&q-#fbjth-z^=>>=4`UgyE}o077Xy^^A0RHjeO1;ES2++
zP}<apM83?L_Gm^;3ywt$LymRTh`=ZW9aTcq@g49uWlG(Hwng~ji@leL_*&?pKMLVC
zoEuMzg8fkl_vB$QO&W!K3>Z^yI10hH#3<w^ct@iUx;vmoA#`RM!F@{6YhnnpvXw&+
zf1B|jP0B#%<Bx?NR3!4%i^7kEA2Q4FC+xJz8+kmfS2v}We}?&}Fn{ZZ9TA*y=e`9x
zN0Fdef!_izvmJIE&W9aRmT1gzG?1dk9ASY{1CAJ})kYhEW(ffMdnOe|qm5IQyH}$P
zB071f(d0KwPuj67%=9EFB<qherqYu3Xz3SybRuKGej8*whmpbkWGWDM1{O>p&KFOF
z<gs)8EgNK9nr##PLB_>UaMB<HpU26#W_=QZE5WfeO^&XmiY>awM`_qSDN))ADx$@c
zA62L%j)xWu@CO;ASa2HoRQTL_kg+$Tre!?HK+lvg$ha9EryOM5WLtzUzSw)2h_8hn
z`hyH^!@2RaDA*rla0eb1)1*PhoxqsJgA9C23^G2BcQnYLy8~*FL5GeEmvMKRvEe3$
z7|(9y5TnDxdLBiTjI#;@VPfw)yz_$V`k>=rgbV6pKIGt!7?Ao7cAy!MN;B2*4ZXVh
zT~lnT!{?#G`r2?~e=eB#KROG&Nx?XmW{}<f3n(5?iD`EGpDd^{$ZnTZ*=4uSeXFsI
zyXmvr1<59MT$=^+cY1kJ^h%2sOq^uFAOn#)9*VaRscs9Z3`9y&WhYXrENDwFQi9}6
zMar(Qm<1CN*4_On8U|%Zwb~wsr`ZNg4%Hl~Jci{Z&}AxQ!X2UtnE3G)<pQGiqYgAk
z48_07Odkk(^GhhM2!u;ioldSohq1t#=4t`5PDdQvvlchLqgYCHiHfGcoNZHUD_T_v
z!x7sp6e1x}+YiW0b#x$PV1P9rWMKa+y?7}jgO4cUut7pE_`}_CESQG7zWAd}j}6Cc
zNx$^snzTzVoLq6Fzcf~beJ7Vda(7`c5BvA_I3XOJ=akl)U6yfIw!HS^LbpS~z*?F<
z)s|)8!#KP?d3oE9Bv4@?XMW!HJE-j@MWhH{xbMPd1SUw)MI^*7f*lji+fM8k>dL4*
zg2rDxuZd+DiE_@YbW(kqZ#D@j-e%lyGAijW*?0{V(fpE)E7L65NMxCu_}8;inpw{A
zB+8K4fI4Yr!Z!>5CioL=7Vu$Qt&?XKo=Kp>M5m=}_-5g0YP(4hL9^g~8a_8z&hg*a
zjONWkuw%kzA+cX#%|hd^RyADCktpHJC?wUE$|(HExYuHgf&~?uy`>(nvZcZg7bE&f
z87|&QMYMRf<GlOht$>O0$ZqiA-#J*Y3H%Gs#-*O^*pyMzQrLy4l&S`Z;s3GsCUABX
z)&6)AvO`Eh*k!o}VQ#`?5_Sj#*#g9b1W6DPadI<rCv%&bxs!YEBpHw=Zb<YhBBS6F
z5s^i3S42^9-$9<cf(r`nzNb%rJVbH%pL43JyG~bk-&@t)!_5D^e4uYnS9R5?Q|FxT
zsj5@e8-VJRs~ziHiwMLQdoL65b<o3LwSy0l_}Iju;9#|bkH5oWnzY(MxX?1B3Ui6o
zj;m1!X|;pyCe><37cLKoFVt?Y!eRX7HdZ{2&2z=$NPnV+QDwR6u^`+mzVcxvGw6E<
zcBq}RmS*+iZDw`Nw@t9s54|(QR}>=8+kYlkK<+i!nB@w{hoN{Ff7`Bre9?g_i|J}f
zmD_anw;gCpKV2<Iwz2IAD<JO|y^_-k$nPB(WU&JBYeBrNNd47;DhrX4RJn=Ntan+P
z&I}gS1j(6-lv`mjD<BaT-g_VRV(bdYTOc*t6_6nAliP9%94$h(sZ|gY9Mww5e$m(*
zaiEmeI587`Ba>OMqwTMToTROW5a|Wssn{-fq$r1Z2S+)Gc*1OYu%<B?Fkkd$7h?hR
z<}<UdaW*4^j~!ACY|q4kX<!=&GJ^mA;&qKuw!97|FfWCIfwj>Sn3x#niI3j|=Jo_C
z9ONvRz^qf-ZHmw*DlGSYc{{Ng+5{#V{e*Q5y<@@?n2G%oJAv8yt!&pdlIpX;cRBGD
z?8khOb-x)?m={qIlYU*}{U}3rL*@3?HSQMti8c$E7+34~nT0PTP+_CfQZ@p!@L6iR
zO%b|T@LmV6TdZq*37gTrS<pKsY!(vxCDtsoek;p$jilOA8HGEodo9K&I8YI+Yix3*
zBA6IP?<eKN@M%;;&g&YpZ;Q7AHp(NrAz0U#fd$*Rf0?gq9Gp?pQrLy4b&VDt!vR2b
z%5{x>U5g0B7ke)g@paI{U|oX`k@(oeq2OR$gO8-cVw$wBLAcOzT?2E8b&c~;2x(n|
z?k3f`#?iwN23hWgV94$P__9mPszwiN+^!ekt9kv^-X&wrXGeVef|rx$%10;7uJHPb
zssWvaI()gN2ljl3kI1X_jH0*dM0RFz^TbO|Ijm9M2@!1_)I8C;j#E1er}UQVJ>B)n
z*6#Xnsi(ZM;Abp!oO&u8#UwVJ6~$O=ckOL{L`MbXBF5+Q&Iyq-)j!Tf6bpZ|*_3Sw
zg~b{1jZjA^$&EZ4GKiT9q}9$C7?aJX_=S~CS|`-LcrH8IGEF7)y_G$~Ipuaka?!$x
zth=r@S<q^cCC$=U1joHsBMEBa)YyZwUyQ~C(rv62s5ev=FZ|iy*+vdxRPdOw=q7s>
zc@~QXH$w4tAZti;uz_TZ3Nt?SJX08(ScZhti5==8W5zxCGUJ2ez>FDWabtNAN*1FW
z@e1R_gZXmetJ!nH#!U%iEM^I$r6wD-ZH5+Qy96S3a)fOkEr9$dRHha{!Uj++e~1+n
z{(96_5Y0dd5Zc1JK4J00YyWISIcN#|LSBjR3pGk&L9i&M5nK9&|HMZ8^#Hj13-8D;
zq`OJw7amrJZ^p*CgT5oUe}p4QFXrk0?QsTv1WnSX%#FFBcZMKD9YZGUjd;fF&HlGT
zFU5FiF^*Llq~6=CuKC6Z6vQIA7V9@;enM#kL%bu9Ns0u+;LV5BYz^MrK&0e$w-cZa
zW#^<MDf7nVPuiE@^ihp=VbvD09#61pMdR}+$H^t#QUM2NxR8s4%5MeLVPAWxr(b+B
zs8ql`ZUgiwPo)!LAmLaB(~;9y6ZjxKMn{r{9l=uWgq3{Jb*osrq3fQR_1g;>8L8PH
zOyFIB1=9pxAhqB$$FJXpC-5>mi`2`uiNUgI9~2BN66U{Pesvtv<IKNdd2IId^iahP
z+7ZmqVfV!PBS{Jtd?R6lXnwwDkzSX;Lk9)~^7#fVIE{Sn9c4F_eFPZin-~2rTnTZR
zjxY0Bm^(6RsXpIqxjfwzWa%qW2v!LT)VD&iQi16RBD_tQ9H#*-I7CpW;E0!ce?qA?
zGNE(Iy9Wwwf5ooJ$+PBID)oN{G2N!6(vt|(AEiGN^>=7UFhS2Tkb{py!NEX``$b_j
zPnw`7F=#mu!(3t@_TP9%12MYGXCRh}7kj_S&_VA6d=~2j3n(gjAHE(`Vg}7YkCh`a
zq5l@jBv|nepA~eM1uK4i9ngtJ+MnRe>EjxEuCIdodseAYI=eaopTKM$#D|}u<bH2`
zW2_{!s{d-?&=IYCu-6=$7^ANc_0;qDne#P#PTI$)qPL!>G!N!Q6x&@1IX+kkDevql
z4>u~+A^UZZIsUsG2==?f5bZ!vY*#@JO(-nR)>^EBAgy*5H<-_p<~vvgS!B{Wk!6kc
zscZ^~)Sg_!l;<S;qi`Y{G9GKT-tYF9o+^5qp?a?bmuO37Fnc5Br$ad-nC%^dBq#&w
zh1PbwJusE6=WzAmQhbI>b4HN7?d><G-=aBJKwj+=tj&2$+f_#ub6m2x$etxO>o*&r
z_{`RCHc(*(GeT<;;q|Oga_o{tHD69#mOUqIoRvW9VwNmg>Yh>CJZMn{GkAc72jfO{
zQe|46xE6Z?|Gaw4E2t!6icT{O!g?&g*L=4CKsRpJg)u{S&>3*dRDES(<?!fAa>7<_
zUac^6bD)JJI<sV6Zdt}y-62ORG(c_clUR>;(vi$4csFC&x{aIT6UT|TC4q=oYyI7W
z!1bIqJUZ5#Jv_QB$pw`?a3YW=7=9DfXQ$lFnYD6XZ?$L4yLC6Hb`JeDSgODmqVI;n
znzP_R1HY1@oZ+Z(;*L^nXl$4FW|RyPmA5Dv@qUGk(bywNZeRwQftZgh5@;gYfE{P&
zEXXqb=}*rn^E#|V6T}$aNBa4)^k9I+rCPK?6a84)<w}?4&_%;B3@jc%dTFuiLA;|e
z7Tsk!un71B4sqC+6us#%P-@Nt*??`?LyZ!;uP_v1b9Le5l6T!q`l{OX^dnf;e~IYW
zrPu16AozANKBL}0+$5nneG5#>k12~Ld&hs8P*q1_Rnu%$M1>;|wRg=D-;a9_{H~qi
zy_bGQq?8OoyS?|pqxIhV>H5~`@ZdvmE1ima=;<hATkn08?(e1R$LRWTy50v@?-O|W
zBwW@`^*$wj?uVcC-lysM8M=NJ6Q+6ZflAiS@IHrs&G0@?NnfDr7vXx1cPFIxztQ^=
z{Na5WFJHmSSMl;S|Jm2^?g6|!h?j5R<pcQQ4(}njU*CV=dhb8r2GHSc*r=QE@=Z+f
zzD3t>)Ac)a{VrX<N7wJu^#^eEh=D((zaPfGAHmCep`dHLAHgj&^~dmY-hvMAUGQ+d
z_fD+iR=oTKbN&=BcTmc0`0#eTJc=*Q?!R@H_cKiXIbJ>p3D<b<!{qnl<uQ1;%X>H6
z?(!bT{8PQV=#RH!>dkn02mO5uT(9x&#{2$0947t(a<BJ(30DYE`!)PrIp+OV{QO@0
z{FnIoBmES;pWFe3J%X3-;pN+K8S(z4CGMhxT_f}XLi`XRWhUjo%pQ%UQTM#jgMG2t
zHj@}HF=rS2rG3H>Gl!If>tS<7r9N2g9lJ(K=}st^^so8q2{A}lp<=>L@W}+|gT0U$
z`{CsUZ-&byczG{gK7^NPZ-L7!ynF#KU&YJOH^Aity!=1BJcXBgZiLHyco}&sTrS7U
z@&68&lkxHwy!;(6|NS<&Jc*Ze@F8UH`FO#PH+uBVNBo|ON1tKALqa_|TNF3TdbGzD
zV@5m*HNnMHkJez(Df7^m8}XhHqVlBpc?y0&sQxB?{w{w0DSoEFFa*-3iJ$5410p*E
zf2Mdd;m4Z|mn*^9xM0lN18yPjp5kW#{H*sDia!?79~$s^#{$ZGLm)reAjhBk@J3=1
zir(csr8ynvi<BcK=k@6k8?7$96KbRCcgH(6o8^GPXf}n6>}eL<^s<*_0Ka;zXSqLG
z?}bKp)nN5PU={#L_H%NFLA+;kA5hnkf%3`lar8!|Q7PBEu<Ehq-s1T({y1t%E`me;
zL_zjMp9zB2JQxL_P$ZAFP#NO1LwxgIjOs2D7i-enpSSw}R#2o+xXwavAN*fxl)Lql
zT<8HD*e8#(Z`4Y?u-f0<524O=nGv%zDud-NycAb-7FI0jEbxq20MB;xF`b3uPQr}v
zQoT_gUez&J85(JnJ30&7Myidnst}Sdhx7C4Pwf!>a7^{l!Av4C*M1gJ&SW#?Jk!*n
zKtgP15Z5LY7N_YJGl)p5=^%1vlw)2nyq2IB%pgA3q_z3l?2QK;XH?lzZTQw>IS5Iq
z3kI}kRT?!sI~f)YBXlB|T#KJKq_VjE4dx9+BJ1qUW}E%aj_IE?^M(;D_PUV-G13FO
z8Jah26Hta+n&CcQ*t!|v`NF#<jlEIAW6ouU=I30e?_Oo!S2h!wS3&W113AMa1cB%;
zrNWGf%xS%SicLmTzMe+&Q22o9+)ep1;Kp%az<e+zI%X<vKujGVzUD(V=LR`dCgB$9
z35-4W<jbB9iY~Q1-RScUR9T#EB&l*c-RPSRw52~VOOPC%AF{&UmWnoyq(`}8N`Oo$
zo2~MxEJDVD$4tV0>%cFItuViIld!)yP-P)uk}5X|oAGY@0b6<r6C~#=VIACQ7sCLQ
zrjU291k04YMG+;a+(HZ^b1;cK#DTvS5_upL55ASH&Fgfa%0eO~Rbh!-l)!z-&!`-X
zpDP_GPcN^cLE|c~v4cz{fu_7J<njt7sJw!^5$TM#8y$FSA*&nQWVPf#m4&QIs=~6m
z50^waz~}so$-{VBb)Y`IyoyHUE3XTUxemo0Q!;0(yef-CasM&n*)<M4vyj7Axyj*M
z9H_F8LrGOw4ri;0q!8!)$Bc8gInbD1+63wOO55CE8clJ+6tfwWNu>)Jlg}8N?ss65
zg@E1XCSVUZP-P)tlB%$PO~>yLah8ckjAIWw(3W1X1j+dd);zR9{+z60gehBO!Z4r8
zqM0yy%=q<Z2Yy*d*dN>^Y|35s&c20&Nvhl=Y)=Q;(o2{iIa3L9D=a1?tmS;9QQJxw
zY^t^4qPH)G-RuXK=*ScAS&-D6$EKvmyql-d+B1cO4dd9ALc*3~2jQP8Bn<E6RC};%
zQ=9V@3wNhr0se|0j8)=7!a(IhOO6MaF=5p$Ub&~yUO?Ef2@)0FkJH>s3kVBUVnl<T
ziUsS@U^B%Vd@}H~gz94_;8TQxodWgQO^*hlV7N%kLcyK~h1rLKk%&+z7>Nyqf+^le
zN%7;rCgK8&kXV!(yQL@Dwjdtu#n|_HjN4K8K-Yq>tRJ&xXn3SiC=K-%21`Swt>wb`
za9^t98fK}lR)S^4LSMB8U*qh#tN}}mu$a`vk;th823kFg$kdDXK079ER~y|Dw=db^
zWWl-Tm$17UWr$>BRzgo;eBYTZ--B(RBUms6T?S?ur;GADR(ch!hZTya*X!j*VFTIg
zC52_n3gSVdTG-KFf!+3v{)!Op0{oU54cLKS?)635{ODb1jVd;V{Q7K}8Ek;Q777O5
ziIty1ksEtV4D_3;P8e%~=$p#{ef1@kJ#?mV;o(V4eBPZ<cMQ-Z#k~f{!ro3Twkbl#
z5X<ej-rd*??O0e2COUl3Misp~!pFiU_J)w0g1Lje^;?IxC&R3Fl1eq4Hx_Hl!y9yr
zAqF(9dq)-#eCu)-7192g&|mNEgAdp$Kq9RUqg0`%3ZcW5Aq;ldaPGP@Ur;DFdb%ip
zrc7AYRajRo^}-jWw~Q7>>gC$pzFKv#&{N;uHFwQWZ+R!01DtykP&fjob!;gYhJ7rg
z+56*<?V5Wgem!akOh>I;z~G9W#=vOdlEu~G^3dYW!s7nQ)_(jQsP4cY{C0I2Z^Wk@
z7DM=)aNtZs(|VcrXDF#Ym~&;f(H7Ysfr<IC=#OX<gNbpqwr^tQ_}!;CAS{~poQd!M
zB-HBA*1)*@nc8Yogl=5C`{DJdoe8vcfkrTty-}*cm$}BgzhE=kH!gZdgpEsLKg1fB
z)^9yH!Bpw7t8PMNdhDvVcY?9J2^C7+gHowmQY`g{P%ilEQjU&EjZb9*AGQ{v)HZM%
z%`ry!H~1-3kyawt2fcOQ$>}Pr=_?FX8-?Lob$bQOAA}0_mxu7eUfNL^7%0e3gcrb9
zx^UxJNj_1V^PQb{$D0lt4Kxf^5ekm=i7+v}!Qze&bEtU|Gh3%8)a}sXz-*mLEw(8l
zjoCUAo6)}6(z_#Uwi0_I)@-$Y>*D<6p7m%FC8=!4;nqEx+J;oo!4dJsh2mK<B%uKI
z0_Wn%t=b5{g=2i-3NcgCS*UPRA}mQ?1;W%t_R7#)v@1T+Cs+_YR*UJDp1}HHXSSLZ
zI6n>QhnVpdCZ@L~vlXwo?-M*`Eq#4Loi+wQic4TaUP~>tDI$#xxfYwzz73Jx5FVPs
zc}KO-$=c!(W7+L_u}o4G+Qu6{l5THR>)yP`{m8iX@W-8cm~4I+B@*>47A0E0wLW8m
z#-uK(`c%-c&AJ;?LxV@q0HHfEz_5A<cdWDz3-G}KdsGObD;XvPj~V;_D_boJ5aGAP
z{uo5S#PLRiY43@z)5e?|i106KK}&-O)3F)tBZBM(H$*rvFP2HFGDd_W^CGth1zWDp
z=|?kIPIoMG>fuO4NYt}fL}>li+AJ*@vqwpFr-FlDS!-!(IJlUHbW#vAO~D3H%xv5s
zXBp}v!*J}lKg*yd6kuv~#flY275d@aZ{-4;6QGen%?t=4bFe<xlC2&EnD7$PqZmxU
z#PpazTN5xUh_-+#K8Y$rX{^mV5^7I{4h?FvO%Z9(VHBIuK03$_aYKh|^J1B#Dr0oG
zB`<Q{KCV4{t5Xk0qC=v_#iB#&x0YHMGNyz{MW-_UmsodEYU6(qH~uszz~O;!o9s;g
z(Z?KjQVY``u|t3v{)lwO{U2njAc5Kc4sk!m>|^3HXZHUyp>`XaZ43&2OKr9(B8}Pq
z12&_5voAZu&FoKqZ+wT@wAWynq$*>xzfWG|?ga&p-=JVWY=(6YN1FXajf*w=t>0>G
z_5&lv3{O(gsm%U2t(7pf**{k8iYXK!uz{8XR##v`zgAc*4i#ApBY<*WX=I?W1QB3y
zZ)tR~a#Kxr-fr*Bx@=`Vu;AyCtjAbzOiXXVcLR1QK8T9w2@{l3LQSbm&r7I%Hbtbd
z);-va_H|ijet60^k@vB>-1@DhQfMJ|K!`2G1#rQI6cAl_%%cU8icY1=tF5~zwJv{S
zpxRR!s9av|R@+QSsiPb>T>Fzz0qP|R5Aa`vvt!t@9>xd2gSlHP+cA<rZexM(wHDwb
zMs(avS78&Z18y%3j6n2oPiY84sY*km1)LtJ)*2!Rt8sa^s;_fyxoc}zVey3<m#>C-
z<8qBcsV>}fCPYqQ7?)Bm)5t7TMfmMhd4(cIq%*a=F<Z3^%+46~d5qb?#PKmZ?@Or3
z#%35E&)w8Mn<CPfoey9$+BZ9r`EE|)m)d68n|GTsbqfB2sJ_+_l)*ZzBrjuc@%wGl
zZAtET#<i<|=+xDb-eRJf#Uf1Ww>~T<2_}x^1VjsLr;3UL`$@NCL7CM{YGNv+yUtov
zVvx>(icPrXj3Sh;c8$&pKHY;m7@YRvtn{g<xl(bQUj*MK!UKMDI$H5LB8afaw&u|Z
zinv*#R@nlF3&IJD!G}XJ+K1A+=*`FvhbFe8{c{#WTQNchyLm^w4+KEp9w+lN(LV+=
z*~L(&`C905vpR1Z2!`0Cb#TNWd?~zPw~x|Wjs@c8N!lh!N9s4{Lda1`c1f_0QXYQS
zl$?=Y#PrUFI;A28J1R9Yg<5s8wpi_`>=YXq#CApWAKTfBBb+C@S6N@5#|Y-?W8=9<
z*7*C%v>rTEu;zKJCSXkl`?;ozkaAt1r*Fao@>v^8tmf2h4EAun1Pi7;T!A29%x!27
zSCa?BD*X#>GxWA$X|gG?eh)!1FORi#dq!>5JyFZuLgD7N?~~RuB0fPFpDl#33N=L-
zmew9>0Dsu|?(i3q8cEhAi~&vr2FS=2j*Gp6?+|=*fg8E70)WAeDZS{u3fkA4<AY@U
z$J{WZ_~ydhct_t{pgZ?(F3_RZ<ogiRVh8w#uIA(@99|#YGFTlbwDJ@VFg=Mb@oJu~
z!c19(vN>U2;d97&-L$F~n8Eo1<{Cd|;WK7+8q^#Xp)#L<H!^S*b|+^+vCKbpL3s;`
zH_Bc3KGd4vE*vJz(5F~ytlWhoary|p5Lm7ajAGOwOg7gW)t<`=_0hpCAanXu6QA#~
zdXx3_PZ+t}qGaSO94;912&-v4orOQKnp3wia2Ec61&7Rjl(WEQ%ELaw)b|HEnd~E&
z)9W+wT{}&U+>4yXH4u$!-y_&9BbpODf({{Z|AOv`upTxZ0rqe#_(if(l0^gJkZ4G<
ze$T|wiNL@k;9A9HI|j3p$PPRLZpXq>4pup)^rE*nbZ}c90cI2)!AiU%kAUtbl}GSw
z+@)=zJ)1Y!$4u|)?aR{>(6?2Gy@2N<w{<VTI9Yom=CHFXX{HM{nAK?>z>)|Rc^<rx
zfd?>)JOJnkbFKh+qL9B2YD+-=CBodSW38}4{*Se_8F}Jv>lbqt4@|69!0d2VJE{j+
z*K#YHk(YF&5F(G&G@f44%UR8-+ZcFB|AqyJpfJiy(#}Ls)+y{OU57=rHJ_pt#{Av4
zWYo$u9+O6!#p>Sm8Bw0#H?0sdcrDZvVRLQ#ChYTA7a_?3iSnBySywOyI1w25O<d2o
zw8wZhNn{6p6Gwrt+yj=ylwS01gZ8!MH(^HMH+>!N$Zw*%N#!>!>D6{+oBk2=pAI(D
z@q=A*Q+J+zl)f=rS)Q;z^>ge6-JjB5V%Fzz%sGC3)uU#0nqPHvgbF<ZZ)D(C%|8p5
zVYD7H{VSbE%FlWdYESU9juz(W$E;OWepc4|Vp*?eT{x4Rf3QY#dzFy~a;#wQ-&jrK
z>47Z#fVFlc+2p_j*%J$H!vk3WVoTxvDqzf?WeYnZ&&Cpk%EQ11R<5;k<$`VUw6Zf>
z70Oqzj>xF7X&jM&Gz&lEumr-zI3VJrg2b1S`4@3K_NoLDY?MLgop&r0+Wrw&O?l)&
z`}1B&EQs+5lB7FoS@r~>!G}UiB5b>j|Arb9>#8J?73IH4vUX>^=0srNzi}(Y?V$rV
z1OJVqOW0}vX2z6W6av)FN*GF-@ZW~<j{G;en^gW=2f;h-k}|zB=Dj`3Oc%ZZyqu@+
z7960Ua60U{y$1QOdv3ui41ISo(dE(>V{p>UhrQaYPV?JNicp=a;EfFYwt0Y6(r?4Q
zF}=2cKgwsj32IL8*-jEB=@qO+Rz6#%JJ(rfXIe6omv^z|wk0n~Mm5UTpDY-A3#(~7
zy|s_Anp3wi@Ye3Zf;08jzJevD^41>AsIj`oVH<<v<gI-zf$&&wE%7C5Z|(5}5@L*J
zq%!Ed^B#dh^Yqq|SP<g@L=v4a+jgqZ;4eW-A}qR%w}u)M>zE{w73Hl-vOdIm&56Lk
zTjN%W+X@G62HqOSm9W(Sq>L%OC<Le-Zw)0)cx(H95bnrZqq|AvtsTubx66}FOvj8l
zZbz8uT@mHv>BB{yeWFl2?9MI24$|GZ$hR3%FUMELZ$|D&vpUVQJ1s)Zj(|5Z@a*;{
z&n~L-OeZgrYs%j{1L#Tc_f8W=t;pJG<?prLlx!TTBY@22MJ5Al7_r<s*#K06tv^Gs
z<!n~dczSD>vYJ!3G4R%2gax<Zt?{onwwz!a#A4fX*^&+ks%6w{-S@Ed+d}kNOtn=L
zsE>8t5?``*-gYIBV51v41HG%D&^(>DBo@Rt1W8^})bQ&pq0pB>OCpT6jq`>I6ziuX
zkrm~<NwO|tz2-z<;Jk68#Z89;Hv{L5gGAVf02s!UUK9e<j`N0+CY-lV;T<_|bT_G-
zw-p?>+nIBFPD|G<=gGH-vx}5#7IxddgI%M$Z4vJ>!2TW+Z!VEBMk&p7+_%i?G^g$C
z2=#gp-pIgd+c&~#i=LN@;FxmQegm{5IBaJNL-r7BW5y0!aEc7;=GG2d@FMH~KQdz5
z>i;A|8fD+l6>RxWR?~PoY`c93l)`RclGMh)VVi;lXYa5r!eY}qZ2M=_Y~9}&KZk9f
z1nOfQw#1jL9k%5OB*fUpNV(A&=p6xt=IO8{u^`3?h$K2;1ok|k&<mj@5eD1FVM7Iq
z^-Yq<igMT_S^o&x8JnJxjSd_(ZnU_0bl_&-uyK$G8xa7)n9_?vfZB1`P|}3MwgvCV
zVWYcA<*;=GXNsAA7@J~?S{qd_=Q*!t9#a<f%0`j@x>pvw!oc_n%x4EwX`HbgW_6k~
zwk|@qYw$(}&X`ym_4~%0HVgQpT(37k%?Ym8I$@F;tVLF?*W&h1s*`hMuBU{(nGwlt
zii5F=a=F$EcD#wzG@dTkU99HRZ46wlJFwt3T&~1@g7;w|QXiAO0&}0>r!#7q?iAR1
zRkr&CKbaBD2|mI3LgGFKHAUDB8=nAsI2QhFeF90=yBGtU2n>7zu2o#NV^BMZ?7%1B
z)+;RKV2@);FM1C```U_k$Be=!_%q&-Pe6B*$|op7ycC>GI0R<{w%RUukm)pFz?679
zPp@E3P>V7(VYgt;hXXT2@vYiB%rDp-Gmf8MFw3k?^9wGBP@ie=Mh1Sto-|3LG0r$h
zK;w||3=V<16Fh?pgkhS_+GOP!Ja27zRD7+shrZlf7@}|54^%EI7d8X26z04cmti*3
zH$^vhs)H-x3%_%RMh1sR;ak78(y0FF3hM7?C6vrVoDXN@bDQH$KZpfQH|GXa`BB#*
zep*q>3tyH{xPwEo8;~QIj#LAysqTnKW~)ZclFa2Tnn4`r&3W#4H0QvCPG-8B)W{fn
zo`e=r-rgp`?ZvF!<LT{P%4+7)=^#LXxA!6}xD9V_dM|uM+n0>+4ue4~r7d?)l*9V3
zmQmZ%_<OQ>?FYzLGa@>{;k!r(-DOZy1R&TreAvmczD<%YL`?!ovMyo_a3U~p__$(m
z@pe$*z~SSd6c%&<+L+Q|)ehR%mcxe`g~N9T-jTyccazHDTT+1|ox3Y=p3lyf9$(Z3
z$KdrmUB0<mHOk(EeZKp#7xbwh{Uv62K7%>O&*}T5S)JzeT^yl8_re<)IDKM+qs}_R
z>(hCp+`ex^?Fnw*#lk#&oVCiz?W=<`Dt53{#MjPA{5lJ@($Lm&p{F`B)F?oTIHSC)
zaA6$|C5Lk<Yh^g&w7k7cA2RM4snuWrQh;+!uz{sUr8-n#-$aH}&3oyam^d5eA5$(|
zre}l#CW8+%_HoPS0PIoD%O#?tzRzkJPv_;oSk0;17&tG#!-CszUgpWOJ~oy?aO$yM
z%s;TWw!D~7fviWTeZ<<TL_%;HcP2!iMHJV+vhAxVd3=eG$ETsD2%Bf)*I@t0LU<%o
zr9F%CYb05}W(;s5Fz{=*&T+|)@jQ~q4*VK!b;CLUSQ1lu(OUrG*_K~}8HHbSJl>IC
zLwA$Puj#0l8}!|YdT~jlV>4K8^jCY~xa_ETEdS+potgm9*Mo&!Gn-8t_<OC3-g=(W
zoD<X}El|-5J2vNGH|UOy_7bx|8!+Se`88|J>H;>b-3)xVBGlSx#U;KG-Ua8NUO86u
zUI)L)A3gBOP>k0H7pcXU<KJ|mYD*FfbvPS{&cL-2^J!Y=8J?BaNz$=u;?Dh2m;Vwl
zBf-tuELwOjV{(F<<%P!P%_SSljXHfDM(m?NcL;;>&>fPVQW^cDQph*5c#lb6gHg(D
zUPd0x7QvHktR^Q@9avP(;IKsnDK<n%AXQN;EzJ~mB>qI<*CDZgJpe9Eyd!f;cbS^g
zK=IK2oWS+Yw?AI{O4pnP-Zgnmmx7X>2?aKfsg;LIm71`s-5^fgeU*WMR^~Ng8KEn(
zpuA1(KGC(tn%#F{cj;y~rU0e{w=>afO9|4%8NAc1E|7$^z2jkmTasYt&rLvd1}6AG
zvZgVeYMA4g&QqrOp!mX)&2+CYNjI~OurbpcPw#{AYoRnSAS`p8#wvxua&0SqtGm?e
zjno@t#_4lfWU>2duudX|#A4<KZ96I>ET9Z^1dAbJuzO+FH9U6JTcHjn_g`o2Z%giz
z9NwtmL!aRES6EFcjX&?Uu<-}|F@)F7`2QS<CFB1X-jVUAyGdvK4;L$RExqXjBUXjw
zt9cvvS*o5`lm1ui1l^?juP|YLnu%Cj!kos4|HZ6MGvfW@VZ>XKVCcc0f#?j3_#R|;
z{f;xtw%<X@Pz%S~7sezHx?dQKCm4HeO!JYa3*!q;GJYem7p5i$Mh1uEDmBbV4peu5
z>Fz1j!}E()Z!*~{+yf$NH-@t{q@Li*!K|i~hLkfoY)C<d4FR$<q$eP;WJpiMJ2Iqn
zH|Y%NG93S*M0LY#^<b&d%70!QVNgRw<ZW2zhwF<qup6**bOUR=%7p#-OayZ`wC9=C
zX@+)SJPd715)3^#7l_Wl(C$r!*62vX;2IsK46oSc6)GUvHy#j%=6Q_mRt9+WP<^CE
zvlRY%k?#f5ljD!YsSHq~&?Lr@Hg7VS+|H<NOD1g%@Q~n3oz;}m0COgX4KT>IAy{?>
z`1MFE8Q?eI9T{M{n{)=4W`@xKxAbM>W`^nIyp1l+ABvh{&F$^j6}q|AUSdLhClj@{
zggT8!`!2IO&Cm{yhoNmrf}syL1JM~6+F)i_cAjBkwN6sTHJBNef|=yk4h!>f3uCg4
zS>1nQxd9(-D%Bd~)#9WuRU5LQ@!6PcJ;>;2OSWtcW=*vCYpkY}29vWdY%oDa4FRz;
zn2#f|WH5h$cVsZ>Zt@vSm<Jw2m$lT&SB)~5{>!-=%%G-NgZVUe1v8kzOH8Q$!9=Ys
zp-y8k|7upJ8O+9b7|fO=82a!85S^L94En*`vo<G4<Ob7!p6rJ<g!y=qG1<mouG|C~
zKy$FD1^(<SxSc)y;&HiNsX>&|mQv4U;8-;9!+239HBCWGJ{Nx!1UcVng6)E9hq9Vd
z8eQH6VWSIjZU~v3(LD)?C8N6%@5t!V-J~<ROB+=(xwIFjmEAowVvaz6KX22!2dgaB
z`aU1~M7O^DJtp8Anb_rSfH#=cX$E-bco^W8BpAB!JRmv)1HAAo3<BU?XgICBtCSgD
zWW1VeiFXQ{vW{`v#uA@$X042~v10EJT4S+Ut*=%cER=Uv0@Di-q!`m2OxuQ+#nKhU
zgmoutPg}xj>jGacI5)y-N@<OGH-xP*2)!Y3cGmb>B$ll48}W{;G2Kl%YuvdNCT%H@
znxd0i+2dzN*kfKo-WGY!P<633`A+N^-6n_MWP*Md6Th|uJ&jv@yIGxPm0vm@R=Fh!
zhK}3<L}y@?g=r0UqhXiB-K8w^K4h8s>&dqHrNYA8%6M*Ln~%Mq+!(11iI_7LpD(O1
znCmUDQdS%&4=pKdt!yt36-wkFho&6dieMu85Tm~>5w*3&|0X!~0IMmbE#_<w+hP!P
zL(c4M@h_2Bvc<o`JF>-eH|cC~v8TV>b6H#S5m6hKg17Uw!FvZ)6^c7*rQzXn&5wUI
z!hD-^gY15gEbZ^r6PT#~iwR&`qMpVYKW$d0S>vlBtnn<_YQH@%=Yfe$Bg2iYG7v}n
z*BCqYxfcZ6a!h<1)K^N>f5;%zeIXQYr{qT9@>PCe^HLP%?KOYOlwC$Fbj$8BEXb44
zp&1~R*k-0nuYpp!2rGmV!;av!WOTYpbiz|i25r#k<u8Dt0t^`7WQ$54P1+3Cs@p5Q
zFl&QPI}3nKTO0kI6opssuk<w__)dmP*Bj;GxjQhv4)&k{#NivIuEGT)0Cs&NLp`+l
z3`)hvu#HW^;QH!N8S5IViu}G7kPJ@%dYJaCa?qY@MeP1{;^%t$k#ZRo!S@Q$hbvi4
zb}A)H55l*(K!kA<jFKVscDT6-i6z{;5bp>#>2A{DCXHbRO7%wfaIMl)b{)e6CFG5t
z<l1W0#g1VHuxE@hjP@oI^dTmGxud3MR;Qunt0Pb|^IbA6NicMz3`A#u48a&i>kM;#
zKits@A%ZbX@Om;zyjob8t&Hb3D6#Y$wP^;cERd!YXmY914_lMfregq%(8$H+MJA5d
zGg{jc$3%YxjBwZrzD986jjX1Wc9*j_TqB6JAyamC_iiMX?CyK;j_fYoO+LHZjic}_
zrCPlk&r)%*yS#+l?QW>LSiAdq>=|ZvLvJ!c{~{B=wgf%RXyvnJb(-DXH6C`iB?*R(
zd=iMx%<hIdBf{>6a&WuL6O--kE@5HrXFRvDyN9W{Bh(W-`~l4^M)nn|eK=JFiW4%p
zZN0$+@VAV*wgk}D(!Ngc;a9Atl$Mq=HEd}?kPRuav$Rt_rY!ALydz6XcazT29-$0v
zD;pbip0Rp2Z|geSuPD~8?vMST+tuJ5CeR0BKD!BzG!}JVvpUV9zJ5F`YD*FfU04W2
zXJApqxynJ;88aL~7bz<$rbW~%$@cU0!fq^L9JaBa#TNDxCMGCsC1ga~e~k&=a~Ykv
zSkh|+M^0firL?4+y<tlV0&GZ+oh5w%5=%boMR-S+l<p>-B|Y-IHS4=KtvPS?#!aiw
zk32r3)PUftEhCLGoS+dEexeu9u1Q_*T?3;Ry8|@DEF!Bd&aO81h{`7R$nqp6?88h1
z+Y<IPR(8Owu6e_9I0LIzUtX)iDq3S}?Q#e=yKMPc)t-?-SZS^=KMPL98mJEAAIo8f
z8mzCuEYFr|qZ{7ZUal>#!>5@V<*jfA5+y^5|EpH2m(!Hy@aW3kY7b<`05<TvR4N_p
z+jSPsdU76Ohpn9omTJ|B?8uYm?2f_85Qs;In)NJt=Y+CMEvPin2k<vz{3}gP_!1I#
zpu|R~BXK_eY{(!?%gdm6AbjR2obaiuLR78dR9)vl)m~6XB2_aW1Eb28SMPA3%AQv=
zaUJw5>n&twoHG(*S0lY^W6|UkzsDj}!}~X^R!N~z&sIpaL;vPHCi7$7&C{TQ;XC1S
zFf6+?qwEbi1NTE!&FQEjV<AH$9Rlyuki$6eMWbH`Km{A*J9SAuK>LSz7_;WQ5`lyo
zC9ROKoo}Q(gzX?O{13b%Fr>Ro!O%AdIh}d3T!CQsd8eO${+jjYv;@P$nEVKv87?GG
zKopavMvbwcxF9a8Fv?~!)B4{qY0VuRe_>YFeA@&9N0XPzG#LQdxa5isIJ~4*u7kkP
z@s;(Cm4!<>jykKOv(V978tu3ge$|&;Ac>w`*;$Br?L2%<Vs7|N`S?mWXG;t#?ZNnI
zlk>jrWdO#1f#My&c+SUlW7(GYc@|(Ssj>y*{T!&W0AooNf$=jVMa%>sIRRktJ}>}T
z45(~@KSJ%jC$U<kT}C~RLTa|aA7@ty{EvekSKx12OyvL^54j8nKx>C^0DjK+nUe#+
zD-jNWMoAV9z}ct;<N%z5cjN%j-K25=ETYYJtMsnO6WJpIW_)vA3B^t60XH&}z;iu;
zsqtp)B;W7kY8+$W(+qQ8Y*yEN^8`ZjATDXlw=(&kXBoj2ZwNURYv?Y5)NBo1OgPue
zpdw}BbRkmHoe|P$*gCB#!q#2Pq#!3-$14%GPNSrit!sJ0<8{~wGIVdkJ2G^1H>nI=
zy9a!Ml{+d=D<`(Xs{@{T`w}8%{llS{h4Y^>^Y$JlX}O!XJI(5vZ<<KvjZU(HBhi&%
zF>PCKpBgQA;jrClT3R?_S5G4s6(6v!_`J!RmO}}PINeV}@pcOZ#*|YKr~8Q%g~i0_
zMu>)YAF@Psh2hNJ3aQ!J_^4yo9)ntxf%kPtS$A=&h0@B1gNwBm2-AKWHp%xVax(3_
z5@FgkN>ZElC$JG@+W!ad$h6blq%!SouZx3iKRQp_elkvvcKJ)9y%1t8qOMmRCF8Ck
z(0Y}c#n3{rSFK2Zfne#C;Xv@1S)V=c)8#UEAed`b*SvlL0fFj_1SIIR=_iF5#R$;Q
zz9SYIu1xC<(j;g!IA|Ph@-a)$cs3ND8E70#g&7Q(tz<pmQ5ZaDiYzLF7_zB{OpI6M
z%a4;p6J8VQr&fz&YaOV%9_mP39J?Aa2uzVwJrt(uD9*5{M{(J?*nz4?VyS8_s*em0
zS8K4kItWK7Z5ye=o{}-OA7{x_POJguHZx#>9}*){3)TFvZ!{Grie6Z@f-iq_GpUN;
zJgYhI%)&_<a+9yC9H_F8FG*EczJe7`&N&5CoO5q*pfSC)3DWbGw%tioaBI}674dR5
z$Iqqm2s5TVXO`?v2Yy*d+PmB&?V}D<SxB0sDlBPJeZC5w!QYHmUvQu*y=)0$GnFm3
z!eT~L5k8i85OOMZL^T6avmH@I1_=HFs!>C#z#Ua%s@4I5S|bDi&SL$aFsK6a50N=b
zUOtAO*x3fR&4P*$q>cCT5Gx4r!9eR?bj!K6w$9E3^S>BjZF$v^i$HS9(BC~cp?zi1
zC%<D&hdwzT;zTsg`(IxvdMC%GoW@g{bI&i~Hy+^25W#2b$T8LvSPxA5g!Q;4sRx3O
z?fnbeM<3e@#1YqO&*voj&GaseNho^n<1!h%5*F4IdK(4&6g{2si@|4fv!t+WSz(iq
zS8*ONoWTwQ7*mFeUWpUYY(2s_I9mp81_FeD8~_Cazr?tvP~;XJ6N70It~lNZZ$!Ya
z%Xva`p<<EGE3VBE=}dTzPM{)Y@h3@mM*X%gr?%S^k>c}*-m%yW?OV=hf4#RLF&Mxl
zZA-%^PVbnhODy_@x^hP0v8%2Rg)AoaCcSlVvi!1MNh-|-Ky{-^pH17>x>sZo?*#=G
zLcNHJXkVj`7bDw3u`<-~^;jMY11JPXV^pfWaCA)D3av)P%q3S385=#63V$Y&tC)>s
zN*)A?-6wbut=O0tS8Mx<y&JHLt1>-d?R!~5O%Ck~l=r37KAR$R<@L^i*PFZ7%6;XX
z!vmF`N@HwSa~AyB7#%K)xJt?n=MaMpAM;+0&1heFb>@eaH<9<T%G>&_BT#wU5L(tf
zNyVnp;vVbnNv*}=+ix&QTPQ-1xUa{3weq%+@=(tx#*8b6($M9?hM|Gcf`~<<qctGN
ztx$sF{pEa0x!3nWP5ic-y|@=;DG!zZF!4MF%P}#oRtuE}&W2PTpD>wvAfYB3eU$<c
zsQg!{eKtj;QTcCRGul^qo%vyvPvm{9%C~;&JXHDY<eT+kQthcM!w0N;F|}nl*`M`k
z1LEm;9p6wSXuURP#Bg4F&Nw>llkpm8Bh&`e|C2ZxqxYDYf!?<P_4{SpzCiEyhJx+Z
zKho&^0oaW8^<HOwSnm^gAFKDR-zvsJeOP#z045cjN~NF9N~ImB*yN9x7PwNe!7l=*
z6JpoplLnRa?RFZz{GE!hm`&MT%zYJv=c(_kW+|*EU!1L~1@kEvW5G7_DdEYH1;cPI
zS*cE2OU}kwBHvqxoi89oFyCVh-j-2=Qy7M(Nuq_B7=#Ac*)VD5X||Ch%X2LvkZ<hX
zOyt`^QIGSrj897PF|R|x!Fg+Z20ARquoE<<bl7nMwxiiHm=be|h@0C`9x396?j}{l
z&9N%1qI*lZv7=lbqA&in{NU7*h`nRcCFL2VbLm-nluoDxYPHy3aPEX-*L(U)LtD$M
z@W8`P@nIoquY3UC7YhDNh~wEerm4*Hi_64J+5IRwcEi6kvF!Jm)ivKa0b_i4S0+UK
zoR+qi6(X5YK>0;1eAn!SEF*-z3B|)KzHLOzV-8eVtRqXR!t2O(5extAKx6t<WkGrj
zTtqs8330j)irxtaD$irKDUeDdHb&)BS;R<hw*Q!!mpPxZHZPt<#KH_H-a*p#bD+vX
z(j--3Nt=#FpL0z-VjMf%fwuG#CP>a#!sgR=^a6ZStT5xR<_0-cCLv{d0^{1L4qUU4
zvz2agw$6bn3ptZixyjj!9B4}~XM*H><qVFc(7Y%mK&F(<R{2yGWy$30d>*;(z%L64
ztGY?p%N?k)kT6M=n}l8KKwEkV6C`IUVQz)RL|{dDz}^GsRm4VM-2<uFMqoWFVc0Sz
z4!`^$be@XGiW^9%=&XYiii<kTO>3@LA-|V-RRHLR!RS0XE+{<1vpyzPs{|*|`^#&k
z?WM{<Y0E&lAjg=L)cUioSr^VA>plndXy+99Ni?34z0Vi{z5mQag+0W`;PXHZ3nIZR
z<^xzT&0+?Ek6vq@QDKv1_4&8iGCc@5`6Uz#Jf_*)Y2ipROpKfK$aeMlp9wWN2vx8O
z^)$85rU-qqxjAikbj%{)WXk=(Fl`kI(IFvPOlN+06)KVUv8zz6-^z3KIjMFV=fIdm
zf6TfUjn(HzsfhNY%Z^b4bsm@EKMjSI;mOhotIol&pG`dmj~V10k78su*%&#yVXQeH
z4F$()J0`}}nyt34O{mF6Rb~4EZ9kXVXH$f(?cO4I-9p>X!)COv?K<<r+MdY!SZ#0p
z*0XWVIay|z<Rz7uN`seM_e^RHULDMiBt?D;_ZFj_!{KEubXuQeVOp&xFz&tr1tt%@
z{x{-o42ol7T&?Zvbws>3Yji|9Yx@leRM;r2q4Q(ZcAFy7==@u;8SU%5-Z5dFPwbai
zop1ftVW{)1q?+|jQkki={tD~9Nv-v#tJ$g~orgTQL&;X-?PkIr%2wh7pZ)8^)fjEZ
z#AjaHA5WmdMpX@M{~5L2rie7!{!45|l(xTl$`sg@4gaFIf#^LHR{O*bidFm8ZwaVR
z6l|vSNhPLI`mb1bQH;_%P_fAmSNXB)kRgb>!3l}j=#wOeJBTa$su*>&ze|rrk1>E{
zDXb@ppN>~~8%>ej5X{INjs@Gy$b@GdBZ9AFs9dVJvQ-&1IE86w5m(k?;C~V{AZ1+H
z@vcP#@{Qe_iF`XKY7kd;FQ`ZyU^x^V#Fg>c@~|8y#g)-Guw`5s<`Qvb!zhmwS4MY}
zDz1#a;aP!Q!QDO8k)f8~l7sV{j>$7pY(IaEM5C#<kr3lWpLz^3^F_*VBD0&ju-oj0
zV`*Z#UTs#_eCq^@>C*YA7TO}t@e4K(hQnj@P0`_y7(I;~9elug<Q9`fSq5C)1jXB#
z-Gum{8&eb(v*sBgA>Iwh64e!kJ-iB1vt9EHKCr6G0v$>HS*T2{b%qs7t#Jk)SPfo}
zTHDl`C04gyf$j8_5hf|));7HqAF1G#2uRQ<i3P)=SO{nd3E##>{Ph61d<X9c66kL7
zL4y8$+{iCfz)=$Y)n52k6F|bTc|yW-d`Qq}S_)fy>z#$AOE24jcdhUtcryYYv_xi&
z{*#F$NlPnhlm;JuV^-I^V*=qraDH{yDFfA>(m?&xE_zmm&85mh8DKF#)KiN8W*qMf
z${C~^aj{EPnwa{Sx|D;*ZlBRDNL$_IS;YAK3%Uo)QW(^xqxf;c#3Lq33ms^)h>8-l
z8R+14Fx=Ckp<!g7t#nN_wrE5yPg@%5B7DI3u*8867JYO$6d%z?Glh{*gbVRe4;g(Y
zIM8R&PlCQo`^l}a7zZT61bKf$v!vA9sO@n`&C3DN?6L^9x(IrQIUrgN(*X$*qZ|;e
zS;7JNCAKqf2ZUE591x9?)DB1m<(C`~5AVnUp}R@tfOO!t9XbWG)n|7PirL;oFX!o$
z9O^qIg3b`iCHNzA{Kj#6q&;UQ>6P{-DUBEMGPAn>^Fp*k@4)L|)3RYN<ljyHwQ?G5
zypXp*@ev5uo)_|N2ih#qP0(gQgqs)gCehGbypYd2@WH|h`BZctDTjlJk9x>d{vikY
zEc!{%muWw_6&B-#M3^A&I%G+#7jikIX6uEBuM=pdnr1-$0QD#bM6=h*_gD}Dg@}(D
zXzdVg$4gmX=QQuZD-mvoMoDV7W6Ech+c6dI$nBuJN#%AN10PQ;Rcaz8xEoGH=<cfw
z4774VVEW^@{5_3m(ki_>6FiN5B46V06_baVqXV%|eb2b9fpr=WWM8wo<}DLw9wdgV
z$~YM_ARr(+eWr);j3tKW7FZ(9n9~#1IY*h?YUyuSV8t>hKC>zFB`FGv!HNiB@ruY2
z)g1;hErir;vEo27`!Qlcxbb|bQ{hI8#wiRrD88_$VXW3xfhUWw@xHR=geSZbfhQUz
zsqv%-8$rX^Uc4hbp}R?iC(G(EjO~Rmvu+3uA1t-Awt9S?NU}ePR+y;7@1e~P<@W6u
zStBErS*9zQB<2nqqh@u@f1g0GVQ^AeC<8F`@12G5LQf0Bg`OtYS3}=P8#8&7C0M)>
ziq8xznkfp40gDI`@m_~4QC(qxMFUc^1&h6-lu&Lay$5PjFk$GH0*HO13W$ORtz`ll
zwqsNCh6Y}VfCi0{)X?x{Yy?5WSMZLYf$k<1G;}Cy(DDE$@c2&16BNYiYCsO*6-AGC
zQiyan#7ZZOG3NMha%j+=Gf?;$lfm3U;m2lm&9Mmx3Q3>M+&ijE6t~S~)VV=+mC0DN
zjLJiZp(n6@`-{oQERo~?LGhU(#~-OM^J8hm7!c=Jw#+ti5L1H3j3x6wr<>EZMA_!d
zp53ANj9Fs9TU%4JF<=^@THYT}N@BtE2auXAn2K3C%>>bCYdLUE!Kh}36o86ZI{&38
z=+xRFpz~pDSl-adD-qDCQIZ-uPe*|z=sW}O2s-I*@<At^CfCNy+=+QY=kaIZsfH*>
zf}BRJ)LR+a+TC9rsnxqBhVqAPfGL&bn<z3sB*fx5vp|<%H~Lc9mIX>PF?W$!-Gl>E
z$vtI*jIq@byg%YPN%7x=*F_NpsN4q5CT6Ctjm*J1xn^=bOXMAb;xmI8j|wx8cOmCl
z5(Fn?C4NPuGj6>$Uv6EUJ-0Fi<p>q^D##M05JqhmKx$r~ER~T!`EIC(fwD+6L7ARM
zfwI;P0m_@OVZQlGnCdh?UAKOt{Kl8qCktym1(3=D)s5S}{WFoe#Mi;feWj6sMxjzK
ztXQ$)s6u~@zAJR}F~^;R_x`~TBC;&&!kK`7gf+S?o1e5*E%+?nL>m@K;Squ>I{bsI
z?a<-R%n3+eWn`r8f?&Vhm#|>kZx_fq80TD1Kw8Ufv(Sg&LwVQ>{zrL4B0f@I<&iHJ
z$mQ|X!2H%uB+Riuh{zmF@*mHZ?ZJNPN1<TgGU1DH1`;L)MuvBG`==+&!;vL2t_v@|
zzd%)n(pa0HN~qmoYiDp$%KuQCZHmx0OWK}`^fzpVwvQUYAmLmjy+gv=rxW{w_!;#T
zz1D9%Cpa}BLBLt(Bo%7lY{F1m?z;`X8SrE4&M|gSKTJimf85bI+zcQX#ux#GleQ)x
z!gFH=AR?V{d&TGD712hHC94AU?}UP5)gKd|IrU$iP`g8$1NA?H+H6yVuKwOUc-`Wl
zq;s$t?W@1uAz}4T?2lOWZ~fL{Iw(oHfH9)Y#4)MJRLZ}^x@%&T-+_wY_=NAfnxJ5N
zIeIg(b5=<{X>feP=Y<t(|M-Mi@|aVOu>MolgRe!Y^oI`|*=;mKvOjR+UV{bOxN+fQ
z6UMkPPUVx$oy!YLZQ0xZ7<2RaOPBJ>sU=I77K%%mKeW`^!wi3m+`A2VF3y%HdiU~=
zLO1t|p@U0FYY+6UY$fKS{-<y6fP!No2ovMv)N4Q)&DrI_;r>#+QXjj1Ogj#^IX}c^
z-rgj?^ZtZ79dzT9SR8#0NpC51JAUuj-tkJ}h=bMh$H3m_z}|?dlG%dXTd89lS{!`V
z_#IS4*b{4>7nVs-%p}cd&+Rhw;wQ-YIK9{>k_Ij%t=zK5u!8KYXrL313ckgR$`Wez
zJ_U){sKFBn)i?-6pay#5U>QTHL5ogi@P$RhF+L+Dm?M<nM^Ka96tUrv2qmx~%lp(p
z(7vAMK-J!x(NL0aLa1tJ>Dw49oJb7@UpKn8Ht>AV0m#Jjv0<2GQ*f{jpDpA5jYGk~
z!8&~2HSFmm9jrs+hL)!&U@oyvdD0i)j@BvZZc?pNE^SmX__H)n87j9E<#SS=OO@hO
z4^EM?^F^;Rn;XnM^o%N-m>=Uw%phHWon?mvX;vfGo7FXMm_VUDoQG=t#aNJ>21^}k
z9;E$~O^kDCE{84@);fYO-e%;LBEiu8HISO^63{|g8Rs0JRiJH9m0AVjqNEmrA|+MY
zw)3!&1OZxuM61^_X#ih3kK<!_B?cw2CcoX|V_u1kpa6|m;T;)1x|>vnucJ|`43g<<
z6`(P_(tFg3Jk8$uLJoa;di!KhBMn4@0LRWk#5gtl5S%k#RZW{Y$8WW-&g8mk&zZG+
zI}=!r&M~fK8f*Dhv$_ctyP<JU*(t+Ro|d-zRL_`E9eU`zeOUcHCUdh4(fA+~Z|Bq+
z@Nkt65AUVIj1Uby@KeE2m=RHVNXGR9Cgcz1%b2f@17m{V&p5W2IfyC2W5$wS<jazu
zjRQ*}C(7culbD$p6`6za?C<&V?5T0!S;RC-9LEx}62BtS8MpTSBKQt=ez;9s@&YJ6
zV{2r1qzQ|qfoY40OO8M~?>#6$3RjHU#vnCY|5wB%YnVpP@3Fu+<@{=Hf%1GsT(bXC
zR0x#T4&nB`g=t1kZZEGyxV;)BsombQQDDjKJqPc|?WMbX++L&q6QoTJJc7B8Q|>gB
z%j?ExvC<_<FM9Xi1-(C`2TrA`kCh{rzxr>XOoA1gd{)q17OdD4>BQla@0^5LQS>??
zPjfoXTL6)aG4g52yADdYbj-V+eguR1FA?Indjxk5^|>?6&TKSi)*+C(2cl)Dh`VM@
znR4Y=(R&a4uASn&mwrZM2Myv3;rrmxdhh*oed~01@FBRB6T$b;(@|>tN9q1vx_*qV
zAE)bmaP>ZcmrufF?Nskm;^%(&S?_(CuAianXE9-#_a3NZ?F{d8_}2{Y^OW=jx_%L^
z*LZhAdjA`}FTo$)m+|ryynGceU-O@R9q%5%%Y%6N23|gZFYfRjg8TLT2d?-218({~
z?`_zqoAB~YO!2-&*KgDHJ9PanUB5@y@6+`Ma1{*vA^rU@{{0AE-U|g?<NXM3p{YNH
zpYs-Uc<+LT>%Dhk9k=4;Cz$i6c)5d8Zo`MS<K<C&ad!W$yS$%a^3U<|K}fj9dmkph
zA1{x=!(HCH;dYnzIOd<~-9>-A9aC?{%RA`rTi|+)cQ@Ym_pJvz_6x|p-uoq7LDYT?
zKUa=<zZE~f7eD_ce*P$aF8v~u^&+^`y*~v{cGbPtL6@W0V46o7fFkaV9_)+8Hpl_Y
zl?T&@=3p?h!iGqtZO*9F2dlkf*GNg+2?djqHD5g;CZp8RoI*i~0lseld|rvncrIR+
zz7H<T@$w10d<HMidp}$@;N=m#Jc^gAJ^+_j<K>7C!sST3JcyTX;idK=xa`2ov=75&
z7GCbf%O~-2_DA5d7B4s9<(+u>GhY6Jmvird%XxUY887d`%M*C{D_)-WQMhct%Pn}h
z9WPJf<!QW>?}dwpmrvs5vv^tfF}UoDm#ugiz{{g}`2}7s`Z!!(jF(&SawlG9+y|Gr
zc)^d!dh`uiJYw0SlbP|XLywL~#PfzcI;LnLZVcKNFAcoV4rAQs<k9vh46gPlCL8D2
zJerzAZ^J_;WyE`87RmLK;^!&&0b&1}`1!l|`KS1q0^>JGn<jpy!w;y^4E&km&4eFs
zHe9ZRvo<dn^Y(yS$h)WbSpYxly@leBMf8W>{}=BDFAsqRXbWb6GK|C|6urxNN^{1B
zS}&dhE47FmRr!oLr`Mqx5&^HnJBCIv(;ks(C$$X?x{&NQm<2a4%U%O}t3CBv&vO6R
z!74Vpt5$~-(a8e<j0>;9HrH<Ihrsdb7O&jXD8MlxwQ?QauNO)~1@U@eb*ZOc+{2f5
z2dYC`DZIQ?s1KKWDt(n6_?%M>0!X)x`XRPrHa^pmSwG!kveWk(9Qr9(Vt)q~Ostw7
z)o~H*JNEQKy)rlqUnL$a)h>g$ePUXn2iUizT<EC|0dq!r8s*+XsSdIG0|V6^^_5%_
z-HKogd4K*4nHj^7UmnQRvw2B<bZ|>`ps=d2c;opOFP^(?q%_p1G)CdUaVzH5E4^h*
z+A=b_c&=d8szSXy(AU*dE8}4#^sFe#=q#w0JAui)Wq*QG$XBj43HFLMe+sx;-(n+J
z+BonD;Loo9?ai6Pqi`ho(3tlmJh*a9nuuS(A7acBh@On@;5H*d^k!UCY4nF=Nj_u3
z@nHVKF+WB)E`%>0McMA65pl9sicJypWywnUY3~|rSPX1ZsZptdQR<^a7^r}<mAkff
z6&9bfVZ%9#X=BVe)#}!PAc8#<y5>EKoX|mFgL|!yU3C-I``A@)*K1~s|9Sq5Unm&=
z6R62<{37Kqhy;4XB-Zm~5}n@ng+O(MQqDrLGSrZLHZ(H0rCh^Ks`r-wO7N?dpzF&)
z#Rq(=7w(oP!`)(EG~@eIW>d0;hrI;fpLhoNzMgET)RV!HdIN!`45k41PIi^#5txq3
zBTOu88C#4!Ae02}{It1oz0y1{(|Y`B$oaZ3p=?krAYSQJxE+v+^s8jn7Ji!h{4asB
zXXngCISGq|6zmQ)<*a?-xez}4!Dl@Zf|GoOUMmepOORQ<0ewj6AJz-~rS0%tO8A7Q
zaAi=8`pW~ukVAZNBlNKW>$jO6FUh|L_el+0mv7z-p#;O#dIjOBxMcI@mFV_uFV`Br
z4~<r^R8V=O7md7w=g7=@2{x@MFS@V;bh)s3GpTNuGP0XD7fOTp4XnVn2JUv)pq_$^
zQ*o6i9mz1bxzHe(>*hSx9IjKRXWJtu0%@WHP9+r*e%<O!7|037^5cww7v|7jCi6Lq
z_T+uTtJ;`Qm5mQ65jvVjdqqeC)19OS+ZYo`MU?g1PjuZ%>N<y(1-{1#Cd-n2k8PVb
z<LSqhAs96b!f;in9d3<gfKUhLu`yB`s)IT$<9)VybEkomdiHQ`UjV|oR!7?7bZt=t
zoqkD#g!4n~;Ig#SWK0@QCXl5O>NKHm2d^Yf#Bh!igzvSjN6>nM>!H?%(s^aCO{mO4
z-lAK7P?8*QdaN3s&WPNUZ__if0Q(CIu#JStp+{0!fOVTU?<iH^aGPrPmU4HkytPt?
z&qS7c5q>d&L>jS`6q$x0Wv~V+TVcy6A@7!2^)hW{Fs$4k$8LyI?gL^;;6lDnB%xfi
z?$4{gKS6yX6#W<%)-Y7T(&E%VBbhot$ke?=_xQ?GnRRH-K(*dNo<tTdONHVF@|fj_
z3=e6C$v;3Qk$Fk{fD2?-la!pQSE5-oyq<j`t5^Aj1T8cO<YN4If_ymiWni%%)x>y1
zf*8B>2yX(`l(UE*C`9~6`HQ%XPPR2{ls=y^Y;1omX7AH`x0i-`KqrKrY#JRdhenOj
zS(qW3`{npvauBp&rDm2{aNvrrJvd?-cK*_(1C>EQ96}oHBXgmRp5B32v_AW|yY?Oz
z!h=jI()fMBzP0_KV5g~yr~$yCLXJ7hA~<yJ=>@H&cutX8Tq0Z^8AbDm?q{I{V`jCk
z1QIe_tMnj(!-%;7=pGDs$#u@ISSDJ_v*mph<DT6n<5q8~7R0&;utjH~Sgz|VlzQP<
zC~$HvE068~@hc3MYA}@mtP;7qiGkdNXH+I**{b|mc32F{!pl!r432gar$pOn)oF$G
zN>iuKzg4`*C38Vk`?~5QTR`dMdKIaDXnE=xr9^a(;MrQ}opD^gIy|PQLcVo#&!tQ2
zjp}eqvw0~Bmu@!a2Cs3e*`2Kz23GSDC^$2#+1Vz4?t_(O<WEs7EH4p^O0=F}M0-YR
zxY)X*zdTf^z%srtp@Y@!uog31g2e)uhb+|^m7bA-QVpggVd<t5PM530YcL;KD)d*j
z;zGi3t-7VOr80nJ!D0?X094A`MGlA%=tUDV2wMm7V7f+)?00!5Kp@o?GSic|9n8qp
zvX!nVT<B_3G|tj-A<zanOP>S_m|0lHP%mXuBxBfB`7>-q48y{xuoFyp&~yNWV^_F<
zLQn)^Lhx6+knqfrq2s|DpkKxj4~~xMqc9%qE%89}a}u2CTTr-kR9JxBp*u+&8*a^3
z7z1p$84At}8%}DIS1%FRAUqun7zARFHzJmil-np^px9F#+)^1rJ5Jo9jOdN`>WmA%
zS1$(rc~{1a#z(X5rzk6Xa+^%PBy43FyIZ>8b>gvfLwy!U8sA)NV(k4w{_I^9!``q>
zzKgrnWR#Da%j|0AhB^zseiG5GTm5fA&yS<ke{PHvgsr|f{R$jSW|I;O|KljZy5V00
z(Wl|}x$XaDwn87+{+~m^nc4nx+T_@4H<|4P8;+5sh0*E=PN_irL8CG>QXQ!ejFNRP
zjWnw8jkih<WE+Lqg7R=-WEl3*AlE4X0kKnHM57<Vw)(3By@f3$nEx(7$eqm5bD1`p
zz*X0f3ptSpV@B_(Z2Lb7Q`WTEc`petMTsr>kpjc(!gZHR2PNG1Um1`H0<&QLgEDM9
zf=Cc!)+f{<c~{1mJo77{m-&WUt&L%F2w7e@Z|amOfFnBhRuztx4uAJifGRYD(?-NG
zowA_10DXR~%vh(t`=}*z5yxa+*;znA*NVbnbUj>5NOd3WLW(F)BSt)kC+BEBG4+4!
zVY7DKz#bhZ_Xas0N1Qw_TBgGbH_g3Ea@j;gOe|~AvPo$3SCC7N2~@6xU6Fh#Cmf58
z3mzjgSpb>80ms~DGk*guePUdCVO@D^Xj#WdW%grvw)P`f(dje`)>d?07_nZlaOu)5
zwNj72n<K#+c`g>Ndn5DMo7@jM-J~R&Rh?B(aAtnUi-bgSwncEM=kx+=E6q$6diqNh
z8Khq;%jgS;0`G^F9l0lF1icDyQU*&yrLARjS#Tawgip%pMEc?d%qNEMY+Pz&Lb)m1
z9*goEUfdqLUwG=YDN{CK;B5u=a|J_w#ZB-BVA{4+7%J~5;2tf=0U`KR2trl71>XY3
z`BhkYg^6M8ESL;{eM^lpc!VNK0nly-Igh;*%UT*J(4?-MCD;Lx3>a!&>S<KA!&aT%
zuEK_);9Cp$CPYl2M=4*xD!|`_-Ui2|bXj>BOe*)Ob<$3lqOQQcGF%MQCm#fr=y6uz
zBBCbzGDU8jx>yEP!LBtlH(E))<0NM{Xav4Yn^5X1tQi~zrofh@fzeK22DH7(8=*H@
zN^E&2OsmTV<9cN9f}R<92o798I#GvG-%}o_cNNYbD1$>?7^*hPo$yJD9c2g+#_XUO
zpfTm04Gd)jdbU>wz%hpnW!PPPIAt$)mVs9<ItFUl0^Cu29xRCtgwBBoND-bbYQ=(Z
z%S;cf3WUA`^MCS$VeKS+|0hq5^2AK#mi$fSOWHG)&2I#QtWpT0+L*P2@OUs*FzP~M
zB?ey@d=JXFc{7SiH<}*xysL0Jd#o)z!%JvCN&|J+0tMmyVz;cqzRQH3lA#K08Q4N0
zjX^+(kAX!o8@no1<G4dIoX}@c@nI2+;lTw9jU2qfoe32>gzW_JVb~JzQ7A5C26Yy%
z*s7%vw`_DYZ|D3_I<M@t<I&3LD0;kJt42cfYS0KKw!EqPMCRfZ-!vW#K070IVpc1O
zW#KVc(w?h?Z4#SftX62&qWL47G6-89oB@ZK3rGsOLCn*&TEm=MC=}#2YP?nZh&t&x
zY^J6gqduBe2ooXR;ik`D01d3++}J4yJ^}In@0JSj5`BIT=*2kBC2Wb2wD6q!&>9>p
zkRM+zoIw%rxb<b*NQHLng6};@gE$zM!5&`Raz?{?7_*`KuY2oYgL-@CZr-ff4-^dT
z&&`{|0Jb6H+PNwEVuC3$AnlN3%DEvtP-|7Fk(`7F6G%t}a@aNna#Oo_rAh71$dFar
z6tBfgmu}d!0pj3?%F8y@DqFXfYxQLta5N`lm=fkweucc#=Ti<zE{ZeZH`#JNSm^l$
zao(ZxqDK7nHu?D4*rwC4WqYYsfpIK`XR&!07~?i*yba^yV5EwcJ{W*YFVi1G;|LUD
zNom-Rb2B)I1;wYxE<8epYr;e#jG_6{+4g@_=Z&=4d7seS^q~Uwq%flT0K}iJh#qp#
zijVH45%9yX!d&-p7==KO_uza49@T)We>4ce`3%3a<$$BprX^e-=X^DOO~^3Du>Ztx
zM>cQflGkc{u`r=R2ki~U7uXVIdS^mc0t}{TYT5zDVdK%veWT?pMYFRUavV1vEI2A=
z$dRBs%pN7le@39ZqfL91vCjvS9`Wu_?mk~g_s&a@1;fnb<MUmZKtd|RgKblWC+zbj
zwL2s68f{a&o((?VnbPMwQ_Og`>+)5Rb-K%UaAHZ^{%p&Z?}5iRNPKtbx+tgNrEPNY
zpV)Hp6JS*YX7XV+5KokY6R%)(MLws~LC`-Fhlb#JYDGL@3I0c1!fjM^+R_s617YeP
z-R=VJ4Wgw9a2(-3db^Cv3A7i0Du4o+7g@(G1adJ!^8{(ed;pGW>kSr-aB36-k8rkA
z?24fpbdM9WpqC+*ZNPkzXG)_=dZS*4bqe3{5Yu@7+nK?T<W<?qd6ba;Tbn}q2ks9l
ziEX|408inF@bKcM*6BIQzgocTmV2pTe6o4-rrHQ>*B<}r_m%Fg=a%bD2|a3nRu;bT
zzb91aVCMqg7+azsDr)ZCs-<aN<M)n7D-TMN%@o}{Tgf#a^-M=$=f!?{JenD?#9-Bz
zS^E3m9FGR)vc!<YvW&d6t71%dc!}YO$-cxuD-j_)ScTfr_S(b$P8R5k62AdW8plP6
zSH#F>cu~U3c3D8IQix^x&}@Ck&m7N+nNRmrwk9pgr+Z^G^TTGRIiCg>%W!P5Yybl{
z!-1tDgV<9hGdRbTV#sCtF{Sg)s`iZFZUc&C;=mY6W87W%wfMP52X`lkC*9L5Sc@mU
z9vXMT?C5}5FZB6_*F#_}oP~d__+k8P&cZ=g1x`k}6h04e*opAnlYQYs4kH8QlW}4m
zChE)eF6y+g<~|}}S?GDcx4tn}5)0G)R|`Ripxuu^&7SNtfe+0?H_$MzNZ*#BNH<3Q
zlCkFAobWDsA@akEiR7<|;d;?q&r@FbB<v5MO7IX}I=LRA4)HwcRqJ6~8k{;V|HQLu
z<*h#FCGyg;JWb5YEXD{&l@eM%*IuV3bhBt}uYoFC><5uM07MCm%3v7|LhOdnzn=1{
zj^5H}M`vMcwc6VaL4*VNrAtM8c_#$t4sBI`hGFz<h*YA+Lx7^JZ@5&c$y+R^TkM$V
zRn$NTy1XSx?4~YOiM3KMyilz-;B>)(Dg-&MDhPsm;K<_YU^g9AQeSn&m7N9PFUUk+
zrK~C|ZQn|RJ!!thd*xcKTI(Jx*Xs~AENg*d2?lz_860(0acS$S4qyR%M6)qcU)3=(
z1d&`l@K(9E!;eEKdaFRCw3Er3M_+QvVGRhvTv_O#W^|m|SvaM)T<__wSGIQ7hf6)>
zl?6Xbq2tt3L372dm0Ty0Ur%C2=nT_V1p0PPh=i#HRic;xfxlT{&r2vQ&Z2FEI!cii
zMn<fh4H<-OKw4wJmK9k<aLT<b>=eJSQ%zc%uh0I27Xu@M6$pj(zj(2n1hH#)bR~WY
z0}LoeBlm?YrZh1AN3pz3+&(nthYS+$79*8)Qn%S~zsF-bspxG60=yDjqCdT5@OdNV
ze>K2{7r|%mB}jt$;+OIH>~_C}GU(Ef5hQGT`wi*0Xvh_iSJT)R{t>MB|Jm;<SbjQU
zaMk|;`>hnw{6y|-B?&5v7ydr1nS+8wgU3vbUuiG>HlL|{85D1~VaKom!AEnipu)_L
z<_0c}VoK5A$_&b+(q;Utc*gkgwtV?<gJ{BQxQaKYuHuxz-;Aoe9H_b;>PSSyt9_d!
zsd^|x)pYbnIAP)uqwQl3v^^3_TXRu;WEgj@bk|`wNMqXwIBE5<T@rVffGHGsAV?06
z?~)={?FDO|iX|nFOEJQft=TG{$|A%oc+B|qO$UD67RxWmm>c}Qe9%q8e(FG#g@j3}
z+$8Kj9cW80VS?m*C2WpA<WizzO4oGEqmqSWiAPMTW_%qq!*W-;g;Y(2;$gsVYqu6T
zP-P)ik}5Z;dbR^?>7`1LoUc?Z2oJH9^q9gWPG%LuPnAo^7)xQIw$g!d7NT~%o2Z@Z
zK$V54NvhmL?FA0Br580pa=xM__6G&iLP~~ANu$FoqXbP)U~*P<;F^V;UFIfdS2|E-
zA!m{*H#vKq18wQ$Opu(fob4Mu+ZZoy5dpL;_9`Ns3EyoFth5lmTik^2!wytg2%n_N
zP53_RKwEm@6C~#=e0$T}cd-Af#c;sbGsy(cNM&O8umck<#O`};V)ttYsw~7#QspLg
z|KmVgda)BE=PPyx24dH~Ll?7)m5E?X9wvx;K9K8pVlEW#FrGNbfhr3@lvKG1;!+3N
z(hH&>IbT6s5MH2*huz(^tSXlrPv|L3)XsEZoQ2JMuA8Vm-+?L%QIk};iCVV<ZRtf#
zkesim?Ioo|TlrODWDY6jvCJx;5Vueo6S$oY?6VNKhMT}$?Ld`<z)7my1a8cMw)6rg
zNX}Q_7Da>=C`pQvI6VkK<x>*J(wM}(&w+my5_gxI#C_6%Dhr8|RD~sO28C{L-pOZ-
zXJ2!mF1^eNqH~tHh^Q6C4^!s$<hfNwA#~wH#=*xNIA|etKXsG3|8}6tLh2+{VX13x
zE$g2Sw569hL2|w_H;)BHDIqeYZMMp%vIsc~9y1Bs@4;M035%e3hf%`e4pdo4n54>0
z!j5sEExm*ZlJk|YeIn!Rlo*+kHb0bK<rD&Eq%yf%=fFh^%XY4t+`Y(wDhs)jRE6bk
z2F1g0?#XA2XZ;S;rI$QGbiR@|m!bq(%*xH6Od&RjXN*lRcVLr+XkF<hTGu*IWg%LU
zs<3Fa2bynppe?;%36k>_tT}#Mu#y|oj7`TpDp}Yr@rX&)y$(FGkg5;6N!1q}sIrhM
zNtK&aecOSy^im~A&R41y8X@LNd`#)uL(i+S2`S@AOxk|$z&i_R`?Z_2{nddg3u%*7
zxk=lsZ`eDs>7`AOoUgRa!K3k8VB>Vm!=+0+Vp3Ib;E{z?9R$TYIQv}=R9Q%sq{>aI
zPH~_uy;KR3^OdRv;f*j#dQ20xyOveu5*Cc5Fj2eEfpHe1_Ix){>v5pULewNxZlbo$
zfwuIbCP>a#)b@v2{>U9xN|;QMn;X2MG6{*(6PUog)`5K%0(Z3#xS6N0ogK}oD>-@a
zH>2uC2deghIugUaXFvuKLoKPY-JW%a163B=vm{mFZ4EPMbDhtxk@<|3{<m60Kg-OF
znICr`J95YBoLafB7rru985-;VY;zX;CE)XB_;5uN6C0)4)^cO4DXD1g4$tJN=sjb*
znsZ>+me|QU*4&ftz#41LhD6$zH@04eb~m7<qQCATDT>)#WwR^8vE#qvz(M<tw~aCW
zIZ*ZHX;WZl0Q|EJfwnNuj!gUGxG>EPH2&d0TYAtCjLa7_7KAt7D#Kxd#XOc(<r8)!
zl*a7Iz7N@pn+0U-1;snK!_RS`%0dYwRbg?PcEy#Parl67>u3kM(u<lPH(ybkAKKNe
z7-34<+#sjQB;67%fpKlE1J^8M>>M{4yV!v$3mKDCg=MV0$;hn^w569bL2|xwwkYDT
z03}AItnJBjtBgY4!ih}gu5#d@h0MLwP3GR<K$V5eNvhmr?j{G?(#xD6IbWIE%RGxh
zNs=jY^H^q;PXZ}VV*>Y42liPA+=tu*?h6i7SqPk@%1z+D<v?3{ffFR>D{u>qgHDtj
znew)Wo>yfP;>MGhwEfP3cNWt2D>rF-%7H2iX_HjBN!!f-uy=IROPe4$Uum1!pfhxo
z?3g098)Q(aLbB)y6R1NS*kd73&w}C|#sSM5sIm|!NmW>&rge01cHslYt&<(-N-s=;
z+<b)zb_tmWF)41CqBT=wR~dwKsfUbZn;ckXAz<gb3D_0~sw@OdQWX}kdF+@g&b&|>
z<KeIawduu9G$K>6b1Tf-YyOle>JW{~{j(xk9;#&2b`l)LppHx|diz4D-hOb2InL=>
zkYr48dN@xC^R)-#%T+wu;SjvL?my(8SC4rGl_aM?&qIn|gU3K=M?Q%;(UaNP5MU?|
zgLk#lll+Nc&_F0aOKBc(27DH#zOt}VO}VbzEIwM}e~U#Pcs5IB<d*C$NN~)F3tnh?
zy17?;CE+u$y<4zg{W}3O1zEiMTNA2}nIbNF-#rLAWZLj3%`-0(^UTqGCpmxOkw6O_
zz;!d!XLpiMb0$rc_l$WL?<Qx)<+Qo?UMMV>Id94n<!GY3ymNS<(o<=`L^)2a?<m!V
z#&&sco)2`8h`a^wNNj$EjZwVOC(BV%Cg>q-f|n>db|=uu<^@Neej199XP=2Oug3?z
zID#T%emEzca=CN^o^mNpmOFC*4p1s29C&#sU)>OIY41j!eaRa_YVRK`=e2$IWpl4E
zp~Z1O6!8((C83tsuDU&zP*{w<dlri?NUNPl8s{kmha!I8q_uhDggO*a7sB`>1m}_r
zk(hH=Lr-9S#$U{q`@$R3OGVH9Fu@2$dru+>>QqDnz`q5lSpc{&!HD6_1z}Aa6NtY1
zHz84;!r0U~_8N)sdq4&Q;WhGwVfzka>3AaiBA_oYsUiIxfu`%;gbl(Uj0Lwu_(Kz_
zkCmkq2>&eXjx8}IN1ltCfbdJ8FnfeYk?{!OQ8v6}grD#hMaVBok)35V!2V=phEQoy
z<^p_>KiD60#s#OJxpwuYLa_yq7fKB{gLcbEqYTGfceKddB}<J&f8Mf?&b5#J`-g3k
zU#Zl)qH$jAEJYU6O#dk}^A|Dxb1GvLD2<ulXja#}WuoF~z-a|S#u?OeI^-v~{Mn+S
zXX_7nCQn)+t&Km_2gL){7!g}74(i<LK$S(rmZZv-S64ewW#KzYs_2+mt!tUaV4lEY
zag8yYl!WgEBzT<>TH=+lS|x`@J?kMg6K9CfikzVY!-LZtMejDKGtw(+`lhBK{iE9<
ztKlDMEfQF8J~mOug18wFi?1@sS{DPwQI$~lwcxGj!=jjNnB(KaSoCy5|1I9V*p9y*
z0GE&9-QWDXr{Qjw_jkJfgRcLi>%Zta<v>iGidRYXxj0+oGeiSSoEPwIL{8)5W6!&A
z-KI6`R-a>snXLe}OBI_ZXdYmIreA9;YR(R45fj<LV`c@u$z+vVfgEu2L9@E%J0~n|
z2Aos|%K*-~9fKnS@VSff))dJ3xXBe?D`Gmq200&v;vJClPYzUBAg83t7CHarK$Qh@
zN~#Ds^}c0FgPAmY#;lkDX>QONp(x%@v05dGMm=AF)Qq7s$@~cHJosC2*csRx1)hgM
zUIRR}HVIt#8slxk<U$(o<dq2U)F_D^99n?qa%imp&lPw_;7NCr3Otw72a#J0AK6&*
zuojuSpu{{Ob8iDOvBFri+)YcB@dWsUsrwr2z`%WB>K<dB(~K=wo7FXMny?s2{8L8B
zfX5jf)t+h!WPGv7i!71xg;2Z$GI|bFSs<gN$`%=SI#6YSjFKusM%k@QOE5i7OAN4b
z1H}l<@Gin?mHZj?oCc{GgJO(<5qS6(s4sdfNrpy2;SG?@fI_V$0t(N-rulX!Cn)5V
z2q@Gj$pQ-BjqRXu<Xw12P)K)^3<@`Gup2_QhQdwb4TVr)0u%<R3JT!~Q}WL<k<5L#
z_-V7ci429vKV^!dps<k!3cqLaB1<Uz78LIQg^xQ>WdVhfDqAT0lLJ*2P$;QVP>9{i
zv;@-w!_BqCfG9U8jL;14n^>)qKck-eAT@s|L=_NFIRD%6Pzbpc6fS^l1{7*75m5L^
z#?hRhkXIt0P@^OZD10`wRzTrmydx;2yL_O~5P}3@lbsOEF!N=8!454JpcOl02wCjx
z@^YUQD|}YaT^6jMkR>)y%V~Cbi8kEa2%83zg0BvV9~$GUk)vX2i0=b(Q(_T&wJ=2H
z_=jGt!A_2Ah^>8penMd}BXXMwQ=~Okyd&c-5*EQ$o3u7>n1I815<wq6jK%mlBtasR
z9w?(dXBgOLHoKL(l4{b#tj;UrvsgSl4N^0~LkfMRrN;RoEt6qamqShdpitwNin_W2
z(hUgIh?k>5Y>lr#2@sfhT=gqh%^@3<ChDq*1?$43VuzU|y&<9c7-dftSN&S3FSDqt
z8=)}!s4J8h5p{*K(IV<<q8k$-z9>X?HdU%b5Mg~c@<QmdDD!3bKv#);BCNa4xbWhn
zkw4+Szn%{9R*RE?9?Odad)}UqqO~7twJ2nUsJ{4NKT^ZAa5sFyRPf7;(VVbY6?6}x
z{k&OS^KBCpG6i!L%0!I%w~UOYm;is+WJN0&wefVm2gN&#`hV>}mBpxEQf2EE{*MDy
z7NdSil^pd`w=yNc^uQW%C9xTZCHRsNis5}1t5x!6)N?<iX5!@#5RsP?ZC=Enf6;fM
zU7aS`6gB4G8*&*AkJb)h-9N+lnc(oGSqbKqP^Y!vs2D<9tOOqptrcVbBk+#K{B)Pa
zK$jq6JO;Wa04Q{C+R%OGx(ypwTcP2Rt<lggI8RtSC;}FPievF{553_WD0vby2G7N=
z_FWTh401rslg;Xyw@qNg)cCGUmjRu7c7ToTZdAK_;6sn)6c~De$($@PbUhUBfT5cm
zsItINNtG>z4mnU|fuWKr!q9O4GX24far$F`T*9no0+>eVjCUSZt0dB>=XglX7))Cj
zC4s6<s5fc?p~(%9g4fqWb^~6umI-)05u55;sGQ)HS0dn5qa=1fXaTP`V>@Vd`5kyi
z@Je@+6J9sGVD$yLz$+H~jKC{Z+!|i>Y-0J@mu^a8=HcT^cyou>d(7%4KD-KsDr1%a
zuhs44S_*i5z+_IA@cI=f-T_`8cA&}vUL{qw@cL^9sx07DQWb(%(Z5W8Fk@i+x&9ci
z=LWA4I^%sAt5p(d)bjyI9WQtl$|2x&#&=u6E9F-3Iuo)R@T#>;!0U$?hjW5gUWtHL
zjgl<jbw6mWfY<%;j^LH<CKbFMF9&fO&R@OW3SF1BH+aQz^90vt#f)94-dJqiU28QT
zxv~^y8IHnU_T55m8FCo7E;FlZzH5RHTm{pW88d)&o*K7Shs#4LaP=&cHCf{7X;8ca
zu3q3kl?AR!s%&v}vjbHYxGJe4Tn%+EQy$D0r#uGSxxs3L!g$ZcYLz@1^%NmBV^~c#
zM*>y<4XTYCv@+YHK=oyi+W=LqT>?~>Vnco7loP1(N(88Clw<*_Z^U-cnDsimBT%Kg
zNd>CQH?Cf{&I(NvBBF5-wF?W(6Grve{h-2F{G3ko$Ye1l6_1$G-_3+Fcf`EItZqWa
zL~Hz2rpbWHnH}}=z(5L&yx(L-mKb>-6z_nM4>(X|fsv9bTa0|zfhr4(lvEK$s(xj9
zf*Ati&Gp0pEjMtC&<*e7Sgn#kqn>v{YR2FgV`Ky>{srobL`7j(6dXPU*$g<;S|Z@^
zUD&j|;gDA%;83F^3pkwfJ!l8P;at2UIHbEt1&7BWT6Awbcf$pV$1@qxLQ7f<F@s|B
zgvJBIBTTK@Sb&^sW)d)|Com&$7<RBPvfK#dFuXj}tgd<ML>*r0%v1);fXqDzGP~>j
z)mkG3a2{_mCQINv8j5!S&a)h-vH(s=l`U{y;6RlHa7wBOIC<|f&B1JOnq$D48+=A+
zi+2=OtEADW=Rio!7(NpXkpR(Qs5KHqb+e<ObQ@$gpj2y>fYO7onZ8}hX=KSO5m2g8
zk_D8$0^31Q`bxYbD5bke1*IpFDRhc9>TCy1Rmph*>cNqK>en2Lsq<Ld`Lt~)joF8r
zm;~pJtT&p~HE*BL$QrO-nKJ`i=L>MnAm-=;CVR5P*Y`m24)}V%163CIDyg!?*9RP^
zvcOkK72&JV!AylPX8;0Rg$(F(gV+eQ@$SZIl}sA-To0)kLu@P4BvAIZP;n&6hOCeR
z+TTHb18B9j37~y5Ha2gd<&_Aa)hNjVXrIP*5YYY|?+9q=Zc+j52?}hi7e-q}_38!Z
z3A0839jiDNW%r26Cc}<c5;G9{d|ww{ZXj|Py)HDXo48>|jBCC*Gaz<PA7WE3j}}el
zWQnlPf#Mwy_IL-XED%;wWs9(9IZ$PRu#zf5*l_<c{lScZ@#p$u0G}JcM(B)p7*-n#
zuzNsi#sJ&GC<%Ps0`*4XE4NJwUV9+B0k2xi1ibEvP0br#c_ji~HA=F8*9NwO;B^G=
z2wv$fA9%G9KG_MuK^bSTjY@(Y+V<^M>}YjR#w&bQywYa{-DSawaXTpENPRd=-{ng>
zDx;7vil>(&U5bnj%U~PasJ8JxF5@QbYG04JrL;bo|F(p}V%!#+O{7R`tdQFtmvN&>
zYxAuWab7`)p${v@ff>7#z;Be<^ivL43d6_y%*MC!Y0?~;5y5Nk<48g*R$dROnP6pb
zXa+l)Msf=Q()$L~<>Mpc*=yu+{0~760}{0c$Pp*D$XBI=sol&E&iEdyIi$pC4$gQK
z3)V#{^5Bf0CsZG!_Nfle_zBdP*})mVhr;X+&On(F2WOycv^Y3p;+qvAz$iv`_EjoH
zaCF8$kQ+j)MVa5m2f9+^b9BaWXP&<P%+>2wpOqLUMq1BKkxp6@r`%nt;7CV+w=Sf3
z?H{DUmZCz{#?CCv_9<f;8a!qe|9~Ip{lF=W)lv78HTE&9o0#k2VQwo#GUgNJcJ!2n
zdddUk-W03hohDma;jWE?RD|Lk<`PyqP-QWfAgQvQOE}koDvP-UNfpf{=zYty1~UcL
zi))R|P%dG2aD=9K9aycBM5CSskeZ2aM9@V?Z6q2XF^kX#wMKhM&A{ZSIfSi{*>IS&
zRtap_3!AB9LmuBR;+0Srw&1Ur53<-9yc63&a|ok&M{@{tm&L%DAZA<+-Vk`QZq53{
zFBpk|1_RNgDSF+$V$pfRD4Pv4Dvkxxxk1DED!87&%)*<P;BvE&1DL+StZrgX&zn3~
zM$CZIJtUkCREE-g(dc%QHCY1cJE3?7K>dgVRTh9Msj>ys&pA+K0jQEH8D1uwCDFS~
zcQ9LE^ttXBQ0F!^AE7VaEm*CRMx&lxkeV^1wlGElR3C+UV?b3mJ_=TU2H6c*)mkQC
z^>x_PykV7BB4AacBz72S0jqz)b`Y%o8Se;I>26ZN>PcswzVY1djjK0pvLBr;Yc)F!
zqtl@9JfZavV^*D49Sg2|Fbdg7l_xPHvHK5o5#~lB2Y{VrR@b~^!p;SUIIoPF0kL}m
z#Mb+}>*Yox-Kg~tlRa62?150c1ITtdP-OwKk}6w}UFkrT1;|RO<O(?NU#3BrF#rLs
zK?eM}!EA)qcn4s$N+OMVra@}PFx%2F37~x;)Eon}+zctGy%=6FpjK<0fZFNU+`OTd
zS0bQRqa+Kc^{^cTwU^-?K`q@)DyThr^#vDfNIukxMks9XdPGZ%rBd?**ZoXz6?Mj<
z>I{}H!pY<_W(8iw<da*09B}k1v%2OxCN7RjCMt7f0O+iaa;;WPb7a*GCPT7B&g-Fg
z2jslnfhr5+lvLRw=SLi<vOrEr6(OhJu}oPoM_|mkvKUb22AL5G;=Kv0RWfMQa|NVk
z44LufMquT)pvoAmlr~0z<hLQG0g_sK1V~<q4a^%Pc_jiQHA=Do$;YuB1d_kNI|50%
zn^Yiq?CKYuzvcq#h0=u2)QcJ6E?I7#K&gKxI#g>cRL)X#v9YKBlv#j(FiGVWAP2bo
zt6ANI{78M6)yh~IfH|k5ymPoxOSMG0;9=cbwABYTOQd^1@eYuAhyzs?kSVFMh0IO|
zsw^N=QbmxdbuCjF%o7-Q-dzTmxq)Vcns~cowMq_+dY%Bq$`~}0Opk!g=K)DEu<2VH
z1)OUkuK}D|n*?w^$?OA2Z652Ryb=MN8YNi(=Zmqk2skgrI|5F+n^eGg%-L(!*-zni
zv>aZFV)KN}{mt>EtTYxiXYveUgsC1f1F#*t)c5YV0muO}Yi4!LTPE%hQ?XH*Dg!cS
zcJx(JolLdMWJs1n%vVG44tRNk163AyDXFr>%iA5OvcOA872&1oSEehNAx>8e5OV{|
z2>tM0h1DtvH0l|I)QrJ0!Qcq2`~uV&gO$q2D5(4*WHq2tYmtD;DmKx#LODStuS7tl
zMoAV>`8{k0LFM=Hj-Zn6CKXh!Sikxr%Rt=cw8Tj$Gf$A*#{@~NF%}_r(^3UI(i5id
ze`HdbJ2w8_tgiX?iHnWIKxLK;V4Tr0RNj#y)OOk<x<zP<_cr6me*&)^aB+bHRTj7?
zsj|hzLma5Gz(q+F;iBwTrY4vk7;oNH23)zpVuWgV|G;XM{2BH93Q{wM#W)iqF!2=V
zgcwXD%c1~r734DjQEQ6;#NRNU<^+hm5&?)BC0PLCdK66p#0_{yfJk?f3J{NKdF+L`
zFnM@OM5OcK`@Qvzv62vo{;NgjXS6M4UlS6=k@R9mSkc&uI9*Q`peP<Ob??WH^nEq1
z?m3JYd(G;aH&0wt6f9I`$$-U~9Vw5qxWZ&dmgB`8P`m>!?sA~Y0v9D!wzznM163Bd
zD5;X;MbWQJQ!qoErWk<b28<Ef;cdril>{2~bVF*!z!+<21TuaUYK%cfVO|t8-U}HG
zXw+IGtYZnA=i8s0ppjQ1pi!eF3uycbwu7MYt9VDyNOzM88dsfv`URWToW5?|#oc1E
z%yQs(R7;o)SCHo@a<K`SM)k2n$^~&*1(ce}%vk)KiFNL<`V+Id=G_w)R!!C_17|?&
zo*l!bTBA}L=uSB``-I7&ETQ(lp?C+Vo%SQ${Iw+~o(0rOs%)Wlfdf?*P%Eh-s15fo
z(<00mfCJ}_0flam8=*PgAF)~`kw!f~gw%{7w=F{@;I|99CI)^@lcb<{IlN>*vDQif
z#g8y<=LE&P5&^{;C0Ri6X(+t}#i!#PK{4G;Dkwhj!u980u;I+r8#h{q2PK_`EOrHI
zW#<XN?8s5G=2-0AU8hgx60plsn5}pb_O<Uwa$AwZK=uV@brbU><OsGa(`JC}ypEBf
z;aat)T(74J8yYm3lO@(xpm+zYy~2Si3#^q?*<$T32dXTvR#HV+8|q%BKA0~~eGCY6
zgW3p{@%ph^C67iu&xh2Ep|+Jt5-58oR2+k{%mOKZeK+Jc09I?80N9P#Sl>kD1hBjk
z0k9e+Spe*P*bV~NPv9K^EZyY;u!dM9h@b3);F!iYvm=iLJG8^XTCt<mF^ymGS@Bh$
z6?B&cE5_}Z#wFT7dDG}{Iq8tbL*j?{_-dp(k<k&2`k`@H*Z3dM_;c)JUxT@mVSPa3
zZxafO@mOpYMUmE6@wPpn@h2v&%^N1*1Othn4=Bc($Q%-Mkx4&EPkYW#@t<b1TRAdm
zj%JMDviA=pAr>Kj2&tJMWN<X&{E#si^AHogy?(4gqQ)<EEaM_bHy}_WUXC#tLlYn{
z^J5tg1o~oCH_fq(&%uIqVTwGK@rZ=#W0XDBv5bqcJGR7>9I5@ynYD6XZ?$L4yLdO~
z>N)h+V5u@R=B<Fj?2lzci4n&#qHMG{mT{sR6Cu7RM0Pe+szh)o;~B^cq0ges{qTX0
zDWDSh9Ljj~85f*>=GxVXUnxYx*zSH@%-bc)j0An&t`JtXe;lK}L5|fKJ9{uoQN^^<
zf65H}OBnMxkul1X#=yVGtZqW?$>oez=wr+m%<0%tEA?DfPV-H|Z6-@vL9C4zGzi5z
z%oV)Mfhvo+0!fwaT*2!dsIr(VkW|rJf!4K5VK7f%t+>M24Ac@1VT@1`Zvd-Ra%j|Z
zA*5#F1rbouA&l{6N6Zks2deaE2sC%7>Dw7KH}GD_X*fn&djtwxgbmbDAdl@uyb|iX
z7MvABZHsfF?#Fh}+`y;tj^+mFE{g#%LCSa>zqn%En)BA!L1jYBG+9$BF;Ae>0~)m&
zV_|ZJpooE_e8x2X2TU@##^(T$-!ZG3ka5#Gi<MzA0CHBxKxMF!1|ENBvLj1){1p`M
z0FO^OP-Ov+k}6wxocR;ohPEZCHm-!Eir~@jSf(nNBQWBe00XoVW-$}MF+x4OUt+aN
z290_ig4B$`G0xNoXnYQILnJgx>!N`1aL8u>qt+GyjNfEDO_(w8cFmkJ<;t<5_d58!
zbj(ZOudFqgCFYd~VALpy9r9TK<MAk*1dJ!(9RVZVO)6kK>b%o0upLAu#7>hD6-DL=
zje1C<US%vc&XhDUa8wVO%Ab#&>HBS5<#RyCb!K%FGJcwIS(zpS9%pw9mTKvSk3A+s
zvc$)3DBb}dw>eN{fsc|ZTYP+(163BoM@bdoW6-lqTQEzUwiv*bV89aqGD1VVmteI@
z3XOWsfz*rvGS=V-gnT>H7>SU|#3+co88R9WskKHx<Qi<AZ-a7zNM4D6NR5&#Ao2s)
z4uZ%J;vGRG-AyWp?AmbVhNQ4*G>vSMb#d~FDwdZgIO-q1BeRY5#UkTwTB_V>i%*!A
ze~rmw?wI%`v%2QnCg|EEb*68M3_zUGQSGUw*k}7=lNDK_;SZsB2Q>Vh163AiD5<hV
z!>1gmvOq&g6``T*R;DDF9vE$|BnCveL1Bbqct5~uW1;Y~keV?RMw=IbgZut81_#N?
zC=lEaav30~wL^g5=NUh90zqDh06~qCEI_abtrZ}+1n&q0>28vN;HHd0aML)0Ak>!t
zf<dYRL3qOS`wZ+o-znqzox{NJRI|DX41&l$WrU(Yu#pA?FEm+^B?vwrigy6P9tWx{
zKu}U;3xeAmsImY-NtFUY>{g~Em>#Dj8G&GgVtD6cwMzc}Kla`PPLHC@A5TIqCIP}F
zw>II(n=ms80Te?Lb~ue8ha?It;^duodS>3vJM#|jkzsII(Z67_zFy0q;)0+eh>FLq
z_sM#!x8i-QC*ZZ}y1K5bu0QwxeV(f7uIlRUdHa3)9cR|$1NHWFRoC&<Q_odTJ!Q4?
zWaM_73DOD>Oz<UWE>amhWCsc<Ciqg6vY4PY4#5O3pn>^Br$bE8Y(y|YttVM9!Pn3@
zSQC6LJuwsHr#Zz0*Y4WAV`nN=@U&@EL8`Emy5KP(-@jgNFqRK4)UyR66t9d${(b`~
zJI)E;Z8z7rbGE930)UDXS*&pJs%ot~-iAW>c^ep6^1@G}`e<Hw`@DJc=g~jIgg$?h
zN&mmyLibWIMcKWyO!41Z=v4})D0{_BQBAP1V5mSq#mxm{ajVu;!-z%VeTte@sA#qG
zkI2oKE5=Y8!4{W(FNQ4&3ZwYqp(tkYMQtR4FTTToXovWs*@)naT2Hdzizi~Vf-jy#
zPs|tjX-@IQ^N8y8r+2YQxF4JimqE3i<dORIyy0eJIc1mDH-jST83qwJmnPU3<xC>b
z0sV2E-Q29aBiw?xB3KshT+Y0+zg-8M%Wc49$w4nh_0b&EK$9@ze0mGLO2If~uhKHk
zLJPf0!8m2Fm~oo3Ypfh97PoRNw$>W^j94w+MbxaqMys8(kef04Oe92ti9Q#tM(UP2
z*-@<Yc_?hLQf*X%mG;mueY(^kR%$jPSgF>NELiDnG!9lVr|5}UDL>6AR=RHYm3>>T
zNTp*==cvjxc9MZw-eaQ0Sl+qF$QNp+d}plt2Mx^ZILCazZf^EEs!9+l@?<f~BUaTa
z`6AsA-QT9h`H&5kEcxXJP<;#h^7Ae9Dh0oky-Le3zuiKwQt(UJE9RHh1RG0-N(MyT
zTsjsjYmH?_EEn(n)U3iutDSq1n=#9bBRzs!{s9d}a!W~V6r=nfl(QJ6HWtAs@1wzW
zno*jK2u7*(Bnw8l{QDROGs?s0i5Vq7b%s$|Xpn$zauNbR-ftPliv>8eGsx3{W4dS$
zC;Ff`$p-~LWdVvAi}rAqF!JuM<j1P{LakUHON#g4M4F_vk0V8ej3PeBz-U@)x$Eos
zv0AY<+3k#1iUoIduuHq?{CV?MKX-~;z^{i3cw_yw8&9jbH`F#bs|uxjwYq9^x3h83
ztrq&LMX<T?e8Jt|_(hymn>WL2Tt!nBTUPv?X|g<*X5L@cCaFvv0%BuAWid*AniC7u
z*I1m7JOrNLSh>#bYvZ=rVprENMB7;|E;TV?nNdtXvv1@Wtnq2~u&0w}+BqQ{0cCF|
zbwRO7@7bY29T8d)0S-SmRC1{*sfu{7oVEn7gWy90G{fmZ<K2rE^O2}0iTNu~Krqk(
zs!tcfz{1{}{mS~eGA|60MNC9u;StIfL_vIFK;k)_g~YS7heR4S8-Ue23ZXy_$eFs)
z2kx{;YqfS3MwE$c7sM@*(SeL5PI8@hH`?;WI%A=$*d_N6e7)PjG`wvzC^}-QuR3Y@
zK&gQ8Cs;o0*d@nbl&`wg4bFz~$qmd?Htea@$4l-Wg?Txl)-I9dOqO%M(Qt_6ghQ7c
z8QX^U<g*NN=)Ill)v4ej?v&a1KP5CC!=l;>T=G`5mu}T31TOg?DoY=@gb+pqE+NDa
zflDN4B$m_&uLw(KH3t-Edq2jIP6$wxm{tKVg)a~o1OpOv-b*ihAqY#MLorL3)W%r1
zw1sZC)1Nt=z}hPac+_1T=D5TRpM#h<)mjCn5vM#ftu!nvXJ~B)U{VJ<(T1h!l1nr!
z%{0rLer`;bNj_p%aGmJjJ|u1=vkq8-M3xaMe+yyEPweJqTa1$k7%TD00>~p6P9~g+
zX^9?NBBB?<4l(}+aSW>==UiDL7NDfXxc)#Bps&^+8Z(l>xV%?l0(BMY_`XsxUv-Ac
z6=$gEmIj@%`sjdLan4qJOR%l@VuqB|h292KqbWp;L_Ui?Jr*AE5~HPb>_pZc7!^$L
z35uw}IF`1iI2?Q`^_OidE9r@CEc}#(VS$Mn({Ue8M4386vd>dGMoOw3y|=F~5mj-d
zy&;NlKQSHQ_UmtfcFV1}$nGi$D@?uvrAn1Z(zP}k7~Ry`X-5q`-)?TUxdTK4JC=^G
z$A~hf<B78_Ncq#yYP9ar2<Bf=^D9x<qUKMfnb4{EdGtb;y<#H;HA~IcHAl_YnTo+*
z8~tbsBb%e<=Y~gomC;h0)Z7H0pynEkv!LeJQ-7J7SLlhUIX`7f&3!n5np+BX8moDa
zAs+~k7&fPv+9iXV&T9S~9~?LP;NYh$z%gT1^R@ZG!T!QXu{79Ut_-@B-0El!=Zw0w
zk@Dc`sYdihd#IX7ZkCbtT;BW~YB5*VZ02F6bVR7INg1qML%h3#X4fZ7O%a54Sk&!y
zbF*##-2$fKPL>gOe%Xg~*hHyih0V2E7RwI!+nABJ*&v$EcAdsR`({+1jv8BPV_=|t
zLmQRFm?a}H#JitBqNc&3YcEA^CPG4BmXur07Aml5@?o^+iwD-~lIF>Vj71o#0@2Sc
zVL=<6P{#kBhU>4%1l7;BS)SQ9IOyaZCV38%Jf~K6Y9p?L8@XU(5$}3^yk!h*_9FvL
zziD)`DZ<f|Br!+GftabU89=~HJrOoWO&1^Wl$vlsOh(T8D>J9jwKHGIgCDt-syR)1
zhA|cYZuFw<skjgw62to$Rm@6gfTJKD-cGa2!6?JR>-l9T#~atHot_?NH_$MInOGi)
z2%7WqW?SAHsZYB7J4`<hc|>15Z9`*^4~_pt%NRT_nFUVHq}r4jtXZ>FFJ$fy;B})p
zI7L;A@hxHinynp|?HDKhF&=}8({Tqq=6GYl_~cY$8G?|zH;k8xg<@^$Kw!!DUcCT>
zlR}i&@|9s13e*WSj43p}-@Bc<K$KP3@QD;lLdj-(Hd5*nFn_fPkwp0Olr3@|x%oCH
z?N?`|L0V%~CiTeTVbe?g9E_a7@JGf&%jP+K6+8TCriI;-{;|QY;wP>4;yk|!lX{wK
zrUeKE#y^vRhAG(m*pcVFZeV0%vCsylqOIs7_i!npD_%z!%(@~!%{}F)7C02Oqa10~
zbW%AwlWAcu2~}E)Io=!Uc9b!2I#o&g)a0-%%;~wtg5F1S?Tck5y2h-=c2uQ`-P~-H
zjdXDNGP<QI9TA!$1@~O1oI74*LoZ7$>Hw-w$0rlCs9U%)3lf2?QON^gRnjiOoGy56
z;P2}@3zFAl50W%YAb@X-Vi~cXyyp{0Vin6#<aSQ6G!_mkmLErZN(5|Jv?xNc)T)S5
zEVa=IdA>};^(k0_V%bhuUb7Lwe6^m$GhZP+PRo41PJ>`W?KkL&nJ+)hDdyXo-#5&+
zWA`VxOTb&UJnmL%lQ2w1N0~5d=_Kow=e|P?O3IY8&Ze9f`0=Viq<7_Asy;QP_Foxj
zY%=21-n_q0s4Rx7r}5^czQ&?_q(LMgWKsdzcs|gaCI4U8eVuJlGQ#+wh^uw0+u`Ao
zx=tU?H2B!zkLpy+oc@>@Yex=?0J?V=bwLfy;!;1sG-b>;Vpbosjg{z(&o;u4Q{IxN
zp^#;H)P^At?B5Io>kxx58xagb>q+ctkvmrbQHa&g&Y|gH7I7{;F^k}*ImIHn3;F6u
z|F}Cg2sgIrm9tYLUFh^WI>{bR7MhvfTn-L+`I<Wn?&Y(I@YdCG{R34@nAprLg92=$
zS@q?Zj#Gdwc5{ta&6YzHHr%zd6yakBOVyP4pbl?b*(EHc!>U6l9sX-$ss?S?WvPel
zLG_vGVb5%%vKXZ!0(HD=2_&)1;}Ya%%sh^Y!VzX2&qrfE>o6CbQa2>$(bs8|uAvP|
zu#(GYl>Qp+5Gyeo5v)Y($#kq_T3zGiGzexSub?MpB>Xg|7|Gf0_4VSud<hH!2gUQX
zdUbkk677&}Rn#m?nQhL*_CR<=rgQ#YCDxTy7Z@J_8GBxvoq=+>q=;?K5`vGkzEx!f
z4~)n+sO#H}Mb>df_@Ld~9GTdyF#20Y$;D!xe2|BEVK_g`3B&o!2h~eso<3;<E=w->
zF;t%!7ksFV%3`=+1m1WbCXgsD=#}VL&T>BITXAdk%2;*kwkd5Ry|GYVNbwu0JO!ex
zF#$hmVFF%)KH+fj%f!!Z{G;!7jy#mGw<$Z!o1xWlw@@4^7O)w5D9)0NmIv!47Zra2
zV_vEbmrZ$*d!CQAF&k3fdxXZ$_Je8X!BS=K$F~_vBhoP@g7UFQvh*=cB#EGZN-jAe
zj`&7+*l4&W0P#ix9g>6-%cJ2+fu2rrh}~)g32};5Cm4|OXeg7*p(9F!TyD;9xf%nl
zj|8v+A*(6+A8B)vm=aug{Qv<-tWE*3!;O~G5gS>1us>^pUx;nm9JMXB<*2hPwymZo
z7TfqKQ?bqSfz-K^8Ec0s<<b7ZVxbl*vhmT>z=8Ggk!AqDnq~zypFO2G40n=Pl73q`
zUI5&C%>)pR_;7w;DdwSw&G+=i;$_;`roH$g19#0;lG<MU)P%}ntdD8z#njhW{Eu9_
z3HIX6c3&H>m|cboA6Yc3Mc7Dms8&d~5^L`bs@QK2+ehb^DQd?+906tTS=0qzx(S<M
zx`KrfD||+k2@9Z6Wmp2zGYrtw(}O0BbMf`4J{@ncus3in9&Mwt7(sN}sj>v1C!-S?
z3qVJN$fUSaz`GqS`L-AhwUxjlLnZiYA<7D)p`Bpc7ogHWKu8jF+PH|-Y(%hgttYYM
zOd9m3wZhy_gJ5?426|$4&QF=LbDu<X=#XVETpqO@-&lU`A4Q4Y@ilAdBs-V)A({;W
z>tc=hhnq!JL1D@WXBuSbpA9rMIdlgo_6P0eX4^h$7?iQRWI-?^DZDl;vKz#Oi2#oG
z1p=7rf<+_WgWQa1q_jGRp}-pA_tBhBD8p!_sAU}TT6>_{&;-eRpMe|+B-1{9@qx?T
z8f%3UZgF^|=He*EKDUw|c5x8DRKlOa*Mm;x*G8Z+vKY|o>=@^GZiVs~Hp~h&ydSE$
zV~AQ&DA&hu4uH;X)Qb5M*HZ27s)`dGRwJm9PI{EbN|O%Ey+zetZ6sfF3i&Z-z;)_X
zbb~subL<MdD;4UcJhfg8DX4RMC<bx)sWG8V5tm3oJFFzn4U!>{`bP!~fYfmZRdQbQ
zCsme6BZf)n{kO&>{K@D*+mjHSQTZRLSOmPGCni#mL7P9LQX&t3Yb_-%*mb?@oC&OG
zT2R7ViA5z1LcFHCMi78wtXy*@K@bL9EM`$(Xpzlq)5d%p@k0R1-=1rGK7!K;%TaMU
z6+o`5;B*2_X{^wgv^0a$3BThiQsDA3fy+(}7yX*}Y~&a)?9LX30Zy-`irc~IMMI@>
z9tUiswj6u@h?PZI*ce)0Mnlu><ta}GHPj%q146|56AlP%Y8Cea^xe>E6#@Fv>}7(!
zmY_BL5uf02jY;v%1>Qo%f$`RqkHTo0bhu^*05kpJ8Y(5Uy*fRyw#QF%O55up(X}{M
zsJNpr$WE{9Mc*fGRMJUZPab$S+6xp5d*k{rqohx0n4X0447&1Sn$mP^rybMW-`UO0
zwhLB6fK*DBwOO6Ho)-Zd?@of3>VicjZb5FwdY-&!Is^n(^BzQNzM2=pDW&Dbpsl6k
zY2y;|@CyvYNKo=p=+v^+fKr-`2ui8-B$h`sYZv=44T9}r5784-N`9JClyY^k+D{S9
z_qo$k$>_~3zk+5d<ZRmn2?oH6FP#^Xv<v%nB$4ey{Zb~$*4`WB`dh{_F@=Z@*yX-v
zH#f_tD$=hgb5b1v7w;zot5{O~Fmf{{)pFZH!yqQpzeh_xnbz<~k?08Yw8*nI7D1lB
zY#>4sc@Fz$c*?P2Vgw<bU^@#8ZRDgO2u*L-2BEeiy7TTz-8FRgpjfwaS-w<-L5(V!
zC{|tijugZVhFhPoZ_i}I#u{DlBOpRLkt#`t4tzkq6kwQ`mH!RRN(==^sy$$i<`fI&
zsNq4|%<%*Q3p2+P>4}*mKV`}sJs(J&^8x9`k{hT`HXFe#`W%Q}N3(1)*b&=;K*5?f
zo*%#@=WRE08q#pDH<!eamg@ygo@8bjD1T0Rly66iSZg;o+s=QOU{q|O^GZYnXuLiG
zm+FG0M65w>#+*r>Z!lrN%;`!r<})V~p%j0LMp%nQX@e5Pu-ib2Bo@`i&brx%Ad*^7
z+9r~NGzcb=E<G`k<flxDWI#tc6TbK?%sjTY3NE(Trq>~&qrq!cbdo$ueOGHOi8?OR
z%9+H`$T4W+-x_$?agqH-ySc_4v&+TI0HUHxohOYEkntJ>E!72!G}e)uF=-5>Z?!<A
zx6xf_%cqP6HYvgwiK-S|)J7!e;)H<^33SokKJQJC-DyLOH`2s7u+l?&X=y(;7R`M|
zr<+<dNm8yaL(hSwAZG1#1^_T?Grd3jexn0z&p@!3_8zL3_tFAXO|?J#L|a3&k<nHa
zO?usGB?gv$Hd`14n_izn#cl4{5}0Gfk)*W}?AgAPtLX5a?N76XVSr~pqKezWvo=pS
z{VAh?wX<U@hoEiP5}Qfbu>AwFTSB}5cmKQ9DuNALnz~GI*W&1DHf&82Y*N4$Dh@0y
zCPxnAXwru5@*hJ;nASa)N(m)mJw34!!B2BaiJ)x=;iNOY3K6>vAu8yk0ucyws<VpG
z*qgLujg>u8o*=wItGze)%T}7cbe6<+%qo}L&CNn<zXG6=+B>f}M8L(nhG3<-U{QmM
zkejjM5Lo*a0N9}7p(S5!(C|np4H4*RsSMg!gz$NZfe5KohO?Sc8N>)e`a-HNjb&0b
zx@!{Z7EI!SvM|ezW@*$zV4j$*abx&@2329d(Sf$%ABb?bP{l051t<!^pm|r)a}rbq
zfrQiP2`$xNVCNm#LMITkUXF@elGOr1ivZlFp!GbiqQgqUyRwC0fMNec6}N+7Z7K<$
z$!K8NDhb3?5|o5bAiE{R3vl;ityU4>E=^q~xNC9mG)jU=d`;TdLdAiSVDjKFjwUGy
z-vnT$R}!d{P!j%^o>)oXr#Yu2l=-wy8%lzxpjjnh7K+4j04$HT>Z_!nn5@01mW)&1
zkW1uygYlj46X4a%X)njx&CT+uni*fE2)KBw2v)J$%Mr-!nD(MDh_#pV(UPIP$Xr`{
z5gFK<v$Pj&EJ7YW%0Pq!?ZvvNca>0HoSN@~q|OAg57L+;dJ$4wn*PdI9eqYGO~%oV
z(&8OS73=!JW}~H+7<a&yOyCN(q|HDqLvGfE_G;=ZZ-8GzPt2D1DO0u-0I73cLOmdh
zRku`X)=en-z=2Uovn(pu-*4VeNP2D??Imr6A7+$PTtm3th4Ku%uNc_a6yCRE(;Bmz
zn{5XULV#3cx$}0d2-tWx6TDOxECIHN+>ALxu&W&`7P%$<GPLG%hY(IF4iSU47MIY*
zCAh?112K}gL>ulxW+Q@HYCUP2TE313!PN3zdSYtHPnlB7fSh#3T_~sS35vN3R$V%P
zOBYUw45p>N?<9RZTm*^noAQHhgu`cb@}h+g8c1sr&(wjlKAuonoCLB9S0Ch)c8@Rf
z??#}$#v*uR6;=$4;G%{1+I?-je0F&?1(>18rxjf`xChAC{s~?iobp@tnEjO)Ge7Nc
z$_Nm9-=r?6;aJ?@9mvg?8(6E1)r5aXLp~!2pe1>L_e*431YhgAAo%a1vH0p}hX}se
zh#>e{Ph!_Y^H(YSFAal9{=A<mlFv_bisW}!aT-^7z~!dB1U%Y>UazB*q+fa@>&+!e
z#>@4BreJJl8LRySnoS=)P14?h)qbqq+-!59H^Hc=Q0K+s2+(+|2wbWQ79m`L+>8mK
zbfGt4AZ#XR%qNB>LMfp*8euIGsSQe6P7I{z5Q#j>Xhe`mttZow$Z5S_o=WvIf!s<@
zEEDt7oFb5`Y3AKZrCgbwI!1fH_!V@LG|H%6ep@;2azaSDL;a#AWz^mqWO2~OmQD&m
zd+g?Bn-N(9pdv^XO<cs&;6peZM?aJuj$#_h7BOi=jmF$O+XmKjbCV`^=>)1zXRWjp
zh#+=pwT;SRVwXnXidP|!sA;kI#I?xHm`_NzAPp&)N&Ev^@|lFTwiJhuZbANMQHFJG
zEP_2;M}zZ4ln${6vk}1_w4Suh9v-AYFnf3lJu!RWr#ZzQ*3ire50>fq!xJKnCP59I
zWDuGhqq?ielI<VarS-|sko63M1bxCl$&O3SAGMonymEG#A#@NbLS*rW%mX4s0LJ?&
z0ZVnkqJ<wqZpO55g)q_S5MW~XBQ)g`LmibAHH<=1OIp^3Bgo-H1~PPr9GZ;?a;WvB
zZF2ZK8U&NW-_sM5Lw=f5<gl0Kyf{d7Zm8%sAu>mYayDz}Bw2I<RMom2JSIrchlhG;
z5Xx|-K`f8@H_WilzdKGW54W3}Z4p|-pj6b#BA8vl)F}34T@N2sCM;S<m0|f>&oCx!
zwGG8Ah3qp>eP%-TsclpiBV<P)k>?Od)KpoF<xu2i%vdygijD`&T(+P&pSgsWpJFhY
znjBORC39;-6HI0qjn!YX9bz(OBZA3jJ!zZCTuXysCi6^sVkW~+bBf8VB5E<_PE0Rw
zpByW2<MU3k6-^uDjw)JZi`q-%U{nd=xZ%GwNKoCt!H)Bd>+R+mx6eKyo2JsILKefw
zT*8ikiueB!q+$tS3Aq^)!ovcwg@?}+a0>1C6wt>YMfxn1v;=Ey6oTfB83@oJnrAj5
zXr9)SwrSpdGzg}7_tO*8Jbs!}H1Av@6Y{o$(qz*Xht;tJFkDwBsiC|AJ$eX=@Y$sC
zn5Yj_aX}}eix@=nAp?m!PBcGYH`jRW>?4}i^!wzi^At1!MBe8KY_Syd-N?<Df}R*q
zP#YFZPQQmneR3L&Xo|KbBe+FqwZRHP`(6WSIz(vAMg*bNdeSzb{S^&@3GJ`xi3u$~
z%_%~Aro6W_7ezU7O-*^+MWjo3z?~FTpjTd;JmPJyP36VJkK8II`8M2Y8)y(FAxd$V
z<Z_9)e3Q1KhB<F0z2BDoEMX*<!|_auh}f9#s7?x!jlT{0d~`x(G5!{5u8pL=#-esw
z@3$p(UmH`ijJQj@P_)$YeN)$P8|EtY(wLc?J=*Ck9_{$OMF7`ZMO{!su`CP=kee}E
z2(2z=1RK$e&j=KxB<c4yA=4u8TDQg8Ur6KVwDrJjL=bqbC$X!bd7rm!Gz=#3+v$l(
zJU`7T62GcePQEzUzi2Spejq>Zq{J+hHNT^ZgxW&#64e`HJ^OEs1wCwFp~-<_NNqa{
zx?ndq+w2EE@Dz>dy!0CZ6|YW^QeCjf+_R9IF`1M01Aq8T=WaziKArP1NXfVsN?KG;
z8-<{Hdkh5VkXUOrBB-9$lj*45v~Fy#q(LyvyMvyX=JC^<qIqXws>jRKBHd^>z1=iA
z60BB5CuyI&EM05OKbMlQ8@Eg=uc)OEIE@^G9{!_&pB<-%Z?T)3ZDBACAS!}n(Zs;>
zUooAqW1C$fya8vI;O)2IwJ}qlvOzbUD4NE@?c=CEv(2}EZlki8&9?~5@g5?Os422|
z#skRBm}f{=H3LPMZ~PQ(`Fz7zZHjluvxVBHQG0IMhy?$56AiJ`QnT5J;2&B~+U6hs
zLxW)c@ke@M{=rXkihr!Bj}PW+Zhs};#I{?spIcBvC%K0_hZ;1NLzffyMpsbMWE*;h
zL5q(4xsH_`=Nd=a&CNDfHywnEB3Vr15X^%Q;V{22GQ+IG$Yd_TZ;VOlwxN_IgUF%!
z%oxP!ZB!P+AR>^&JB>i1ro&<o%aNNggOF~2IyNwWxB^Z2{6Sw<iakiTzu?0t?w}1v
zaEHTbe4XYFW+Q?-Xgz70J3Na9!Q7#ro|rrE)12ZCPm)uITiT1I{%Wl}-p?1hPp@fo
zM_SQis_P`*I9-_4V_MGfa1z+aaWNnI6p!gvY$=15-C!Vg#~Dn`Zm#kA*=5v@1+F4*
z7Pnc%6Xrud%x^;3VU82Z=DCyajG20g4Z1A3&I?g}W?bh5ZB!P+bs{jwyOltqrp4kq
zW#neebxuiKxH5vtThXr1f?`*p;zv(NtTKu@X`>d*>3RY~Gt9}p>|^5TENbI^J{JM7
zKu{ebsMvZe7I4qr?h%B-nkbe^xb(xRSKUFUR(1y6np+tyj`4kcdGS?oY*>6)t_<R~
zzv@W2UK*s2YL(*fuv@{G#W5%E4CD)YYi_j`3a0gE>xHqv-eZ8VDN-1@rzdTdK}6xX
zMc@QZz0&{&%&Bo#k)#L$+qE-a$z#96tyFzt$>dJYFs9^lMlaf)k{|@^r>SBN0UN9)
zkiX`G48M?<h?5&CmGiaLPEU`s8%wB^uhzukamquysPa`f7WF!pm2n3qtuJ$>RJ+B^
zm{?}C0!5v*k$lZsb%HBJuTurgoR>es+z)S-w>*+9ocEv`0*$_liUC%h<poa8+>NKq
zfNq(y>($Mn_?I1eH<}rZMLY!x2BInX&cLPrPG~J=Ln>)`Px@p04UaKR6>S9W^?pyo
z(C+piZj%tUSD%3St5d*V$RW-nH{TZWp-7xH{_4g*<5DoDJgKXexG;SH;2@ImzowpY
z$rOS}#zcW)HM%6k3$E(<M610x&&OSp%$rNF1qcNpBTbnkOlp%N8880@#HVR@%BYmk
zWjE0i>$3bbr*zq~C-TKwKTOpFZhxUvhJ-b}7JFu-7Hd`1N&WQ%A+uU-LRyuZG`8=+
zkydF{R*>w7d}A#?gQnRRa!pK)p}p<+6I^LG*SLFjDXI|wRl1O+qGo<FAp$<$Ai+#^
z!J;19kejhOc3cb|N=2-W7JWr50>6|BmVnNd-+?wpA>r&W5T!$Y2WBIJnrc0X<s;1o
z;C%rNf-Qsl>4~W+Kg}s>dY-l-D(-Nx3QeOKin?YxiW*ebNvbN13o(OG)Y7J`$3}jk
z$_wfmQ^ugMuQ4#W;}rHTySc{eW-W!)P{1c~ou{%9F!J6?aEqm~uS9OfR95=P#9$fk
zx;%tdeM%dHYl_-VgXR{+)y69*?yC&M=@7*=8xa&&>q*-b_e(Sgrnq0GC#JakG^Z%;
z+KGI%A9jtg>S(c6YlhaI9z$!5YC1_}eVM^%F-dYgA~Z;ovRb(YP5rrns~xAQKe3x@
z+%?;1ssZ?!JWU$`9q$hWu~=&QC~`BVrqXA`!YQVs%l=)XqZVc<3L1;T7VXqVCurvn
z4Fu^B?KB$^v{UOz+qCl(KuOTf$I}zjPJZeP?X)zR=`BTp9pr*fp@*j0>OG6z#p0Z(
zT}tkY3NR^Gr`$+`(8xXBSw1MbeNgaI7N9ts`bkD|f1fc7ikx>A$}|oeEEnpdpzL{a
z`9*IH2!*rr-pf$ubyMDL{3DQd<XVBCFaDSfue<3T!|OI1cN&X$&uL06QwgcybwXn=
zOl)jHy6w=$;%d2GDY#P}_xFJ%^XA<&mGj<&->vh!H}g+juFz48+<OqOwtH{k^p1si
z@pe4Q(`@gcx3`}>Z~i>`=S}h?ypxN*i_>>=`W{Z-i`07`CGSVFb-woj@$*6aZ1+CI
z>4!Oeh%y#<Z$fKZ7kU3oe=YJp!dV~X^kYc(d-o%M<fY!n@rU;>lzf7cPg3$J|J|qQ
z=`)mkmXgm=@>cqA!uvd)w~w5--TML_V7dPX8r_|gJWM&>7dibBr(fpuE1Z6n)30&*
zb)*84-{8N$Nq>Kfk~gEG{ocRg5kvhpezvVx<-HCsw|lRlHeO4~cc|odDY=hx?xmNn
zr{sI|;nI=U9`L?T**~D<ZOGW~JxJMaq2v*~Jm9?nj|aR*sr-EJ0siAI%6&B@ck|!(
zAl>i1k)B6}=vtY_P<p%fL!?0PALHkyDetG^=V#*Q7vkra{DZTUv~D+0vicK9&ZJ}+
zExe_aoJSe!k<`6kX&)Tm!UwqE0WNf)?!6F5LKw%D@jBwlmi&vVtefhl$~<1#v~<16
zQ+%Ae9^VJsETIc9sBmbBnajAbs8}5>4^HiuD1HMfX5!I!!7LF#l&B#H4THcZ%$T_+
z6F4?g^2IM8`5GnLA4al^l21_bSxWxui%2e|<h_)9h?2kh61}73gOq%Pk|%x{$pw_W
zm6CT*lKTph9!g$A$$gZZ_*EoNpyW16UP;OFuOT^-lG`YGB_%7qj^tQM4p8!9N)~(r
z$r4JQP07ua{DzX>Q!@HZBo#`2M9I%6>HijzK}x<s$#*Du+P@-s1|{F1<U5o+{o6?X
znv%~`@?}ac{|=HXD0zsIk5lsG?;_bu$v;x^Zc5Jj9+GvG+)K#=l$`Z_dPm74l>CH}
z^*=yzJ|!=u<aSC%A3;)~<R_H;f|5%fMY4sG`zd*lk|#fgWHTl2q2z;<-10*te@Dr~
zlzfenH9tbKmXbOpH&Q|uHG7v+LYJO-d{-J>a^sCrLKhr(d@lk;`1Uw3IK^=FIP@z;
zF!VU^A%&ds4yS}-u6P`(g<=PI9CCn;i+W2ap%YaeAH*U*d5_)e$sy8XKT2{^@z}S8
z?4ur=RY`~USoJ6Q(<8C9?)`?BzxP}5^E>>2!2Ch{{89Y;N&L)P%6SXK&qDlwd@Z7%
zdER3DcuSGogss3Ur@ZBOL_LR#pB4Do?j0%qIGX>^SICM(@bTE<7=lrc$;f#(nmLW7
zJLTaZQ<Dl_8!FWGM6kFUd+EuLM`8^Bk<yZ+OT<bA1sJm{Zj5D5s~{UyD}}Yb-m6YV
z^;W7iNs=IGc$wd_bK3ck%uWDFu9w^kf<soS`KiY7BCp5lS)}?M0WDuF%)av%1Nj<f
zC_Hg;EC!Pgk=0p5M>x@X*{i-xKa?$KSqmxPGsK*?-OOqHwQ3|+g$bnQ4o`MF?C#O+
zsB2-m9TrZjo3@w7+-_&2TpHZ84yE?N6C^)Sa>XCR9AZa!v2sam8!a4aVg0omPpi2%
z)HXP)7$&PWcRL#g-D;t~S{&}Lj^_*R2FEYrtlGR8%UfLBnUlT|LZvX)*z4@25KL~`
zAPa9ws4Q;5rnq8=`f95IrpjT8CRT*-;EJKU?Y=f<;))@)3VX*VHxPk<pWN6m`3xnX
zvad3FyF-|Gl>L>ObTQ{q1q=ju$cBTD05Nlx^Y)+{ULHxbdTN1v7nQ$-=x+qry$@3t
zlvZp-k_ecCItIwDCc$fCIG=B2ICbjYzUGHBl43Z|Mp=!jG<If9GSqzMtO%t`Ra2^n
z7xqB5O9<Hd9~!WIEIn+~9FP1ys!ykQTX+^+0Pt<D%mT?GCeyL-2xSXTDDjB_i9dE0
z62F@PNCZb<)v~gXL-8^nTmm`#*9J(A`6bp+N@49@tc}F$<zC@0v=ykn)5x(*W7%rV
zaGVY;;KibpDj>+LdTD^9yR#t4F-W`@g!(ssli4-=ZS-nG3%$B+x{12gpD5X@&xd-o
zkmMk<W8#(3x2Lqww{OMvt#Nd<K0aQq)cUKV`AY5jdKn(*Q?QrZPMm1<d?d`1M3=)B
z&Qx;6w1j7|kN_0~Y_wWP1yr^`D)GtyP`(8KrC4RxwT4pV7J8KerDU(dC^dhb2`>C?
z!0M(JdeuHMiOzNwnU-m4go1&MQHT1aR2hL*+Is_DFK+=}DRArWTf?n;Tj*5^+>*UY
zi(CKLLa*A#Ez#M|;?~jmeU?_L@W;ln!_CsFpg^>6rh#prX#s*Mu<aAAVcR!b=v4}A
zlf4RKTXW3u$1U`&eVh|r&J^cbt1RYp;Is;*)!M5dU8@a^ocFjRAO;+VBu14z30aLJ
zEj4?}d-Vd|G&zO7f0*<E-p611AM(#zr#wexNr__{2}ykPNYi+Q2y&;PP$cZmV+n?A
zswZ5Oue#L@&ITA1*ub-4PkF#|3$;CJHA?f(5?RpXl7~@;W90VmQJlt6@r`&-KFd&a
zz2m52VSiFGGIz^t{)B|)W6cj=IT>@ZV0?0_v2=X0M_9F@r%yuueDqBK`dGA=PLF6T
zuDC<6)J%C~1=kPoc&DMV#u8-LCdb{WhTO7mEW;c3hVfFdP^?WI-~to*%GlHa?{>ln
zMv<2*-0*%xgIO%5Y)baGM!AG3v)v>mfJ!)&&M+s(>7SJJ&Lcb!HXu=F7rpTD5-TE%
z_n+i5syIKFca%BS5m4-Pw$vPCsB^1(U3Z+$;1%|&vw2E|rN8qyo=Qjcobtq&I<2bg
zAH7|ns?l1-bt-PH;uiOz^iZWd%184CD&@U6|5~q-HIGj84O1j_x!Y02*$x~7)L-F^
zi2qm(orwLvGc1GMZ#1T}?Y$fyapuMXv5-0QJs;jSS*!5Y3F1mC9P~FvoO}&7=Ye|7
z#Rf`nF_u*hL8istM&wS4IU;jDQ-qne4Uk3CaNs?Q5JzVt!6ycS?MaVd?VJ*Nrrn(P
zRC>oWY+(e8xeB@I#16qJNX`%f28kMtBNaso<|mLmv<=oq04M1^=vC1JOBB&MEeP*5
z#>i5MB4^O?PlYz1f;i0#qDm*6L5+O`Q(}pb3Yz@JnClyjE}F;}BQzv!4Ew}Ho595b
z7!yWI07eFf;TN*BVBqw^-6TL5V|=mEa@%7J4#2;VDrPA(n0j#U@B#S7A(%*iszS`y
zdo@)eS7jY&sqJw1`=(-kxf)|+ughp;x+o^3!3e=iz?#+&7q8_j;KEaKaN1#NQz+BL
zFg6k1lTn{7xhI%|r2^ybL`xCW<3$h#v7h@A@e|?M=<OhxkvmH>+>$u9L5ZE(LXh3s
zZvddB4xZ<C&|Fm}Zd>Zw^dk>^ZcW-1#&S^QnA&sR+cCbzp+0Mj_q(Nn!Ug&3^u#X6
z{M5SNEqk}{%ym(fhM!A^94xwp$lI)#kgz%3E4Ig?uA<=4_#%90T+Mr1gf`{E0>Zx&
z%ya=kmN#h5e^8;AuEcPRcBF%!+s$c9sw-mo{1{(kARQd;O9x_FqD2D<Ate_a@~cF-
zpi5AdpBiIIB^R7da)H1&777e`fHbwCawVh&HTQ`z$6Xjk$~jJ=r%_VDasi4ZMoTj(
z6+GT(*<4aFc$_rGKq@$iDsDn5Sky<la;#j?OVu<b7s!f?89XPW(X}HPr~x)F8?4Ky
z*9o%0;R5fv(NYBMn4UuhvH{I=EE`Nhl_=RjcI$Wp04;SekPXbWWny>?_fG0|ARCzU
zD~#))$uYI(ygrPtDcOJu3fW+oo>(^Er#U4X^i(HD2g;?UZ3w4Y#&O@)&?~Cyqy=HI
zY(i0;uz2vdG!wdbpgu4t&&^b7=H!FFv76K6gB1}=XaZkkARipz%LfW<{;q{?J5VrE
z62fh0J;8FYLXf9PV^pamgmc((An*=0Su&uqywK~oy~DjuU*FCvNJwz{#>Y!!Vkj5(
zh6IL|YA|r%RYvzs%F_aGjglXZ5`cPz(b7!H4{tGAZhMS@{O~5KxC!|o(W>wvs-!9D
z!L}-VG^3HVBRhz}H7_|llu@4(B!^=J#(e-SMNpMAk^{|fER#%P!BLWf?A99$0JPM>
zKyolwm5JLiygjMgf#hJ)wJ?^0TF2C$^S+4jH6=MvK_NN(H$AcBz)y2Za#-u{t2Jv_
zNZNl;m32~ju)Scz^26c34ro%6|LY1WH**ria=STAf_PlSQd)v9GLRsG{Re-3qKymz
zXq6Ok8hVf*MLbTBszZ&DrII2z607Q#+Upf|2j1Kbi44;hH{^pgM#oJ0l97CHya2%}
zqotXY4>lVuw>`!{KDdA?ZbCi?#dHntJ8Y+FnvxKr0>SReXmst!2x@@MO9?wO>UDyY
zaH7DwE6`E|<wzqX&^*U7#3XhbB_+sioo@i3r49yCg1NR#43FXCN!<>l1e0!saUB#n
zrgp?`#`v0&5~!e%5?(-0EG6*MoRSiH!~u#-><jWNMhABv)X5G-b;9z&t7#?-`-1F~
z!8`7uQZpwV+-WzbNe3rKETLE6iwvZLz`meP$wb>1WUi77{t2xoNCqbh@^ptWs#KD}
zd1PM@jS9bnk^DXv*A%!oSA2t8fHMqyxhPV5f~P`@br^W?K4S<b^~p$vc)S4CyN#A+
zQik}v(Q?~k3}lGUP{mEi5Qmiz0F=bP9dsu}>|VupsXDQ8vDcUA#ITTRH2pIk&1jVE
z$P%JkdQA9f+!(%}&}reWv5??qjx_P3WVkI7Ghi%%KP2=a%@WW7=lu$mM)}>wxPQog
zWdykx#-1cLL>UJiv2eeQp+peqG(s3HlvsHqsasJ(nC#XkjcIGCgMkoc5+{>Hv;fUO
z2s2qkm{@@E#nhe?7}Sgd2%(w~!g~G_Pb`G-)0`5*&Z6UnO^aZ`RhzySpTCj7=N3CC
zfSCs)!{XN^GzYr)6>(_tGAc83!q-K1bDHqAGGgg$!WS6`Ux%4<5^a_d@KJ)-HE20O
z@LDNI(uKx|QVCw0eAf?h1BF8<`OlA)Yw(<RagWp(Z}rd_-Jx=+SnhRl7gr|7Yvm12
zd8{<)M?(?3sm;0!F0{uOl1YKmaG?aH`g8%j>x`CWQV^>dEw??!KoGm0DsDm$Q??Gd
zKEuYG=TkK@ZyGs5-1KA2;DL-rr^^v(-AL5{n>Xg%no+M4@a{~3ch5sh5ws?a96|FO
z%QDl-5wcrj1^`;>U?4}BYs<v&7*3zm?Ldw&DP9=YLBnHe&v~!F_?j~2P(dL_e2|`4
zj^L*`B}c6D51BVDOay_zZDGQ%t&^KR+5vb)e!^nKS7=Ifu|oUCph91xf-@&ue93N3
zlPz))%jt9YA_LjtC||Y+rYKs#&>*FxjGv+p2~tK*5Uej4V@oAvJUL3rXhFhgqaFh*
z{=*oGNtZH`F4hR3{laKzCZ&soze$bxNwhbRF6L9k?MoNOP&F+}7bj#ix|x+O9+y$C
z6Qql7fp<rtr3h-1M!KMRj%B1ts1jwRklp%IXgRd7*aGRoTwCTUj^Y1F-43J+lhTE8
z9aKD~_MEp0Fl$P>pn^iW*hWt*UGUSKk}l3O!;3U6VysSZNj0nNq?{3sf1;>SSlAe(
z8PbJ~@P`I(8KTlNCvgne&1n)xZv+jv4qs#-aU7>f9C}0=dBq!9x^<V;FwB(fF^S$J
z$R53dob?-{OeK4)V%cM#TgeZ*&JbOhEiUtwZmhnH>+eIb7g5t+8FPQL(M^*gwLt2k
ztkCNOKyETxnn}50%4oUmF$QwQ%c$b^<%)Z$nwI5?2QnJn%*qw_Wz_2gxnjM*yVs(n
z2%3^cuAq62WuZw7I!dmP-FmSBfR;KK$Q9<=GBG@c^CxvXkSk0o7RGhZ>X_Pd-n%ir
zrsN7LDCCOo&=boQ{4}TJinaN{!G3lJ$gNHkDnyJH1j<M>TByo8DNGascBq=m@d!3J
ze_N`L76;0;USI0rj9%V+4MLKm;GkP5j^<0fmxy0ylOvyUtJbYr?VH=}n<fwS0cNr>
z?Y+UMerv236UAc~RXgWxe{DC{xF`F7{u0i9ME|uub8kMFcdrIXKjw8fNc4`3XI4#`
z9V2?VY>9CtC>9QSE3aBod`|>M=1)yufy4d_L?NAUnkGc_p{O3R$l{Gg#EHiI4XWp2
zqX>T+*mzP4y*dhQB*rFQgaU$R$zG+6mcP1%UZseZFMDOpq%qUe_`O8=Z(Ptqx1+*V
z=n~AxLqQld4y?zSDp<$KN%U=s-9D=0plCzI0>Z5winS>2x0vDpIus*L1jd`<Fgj8O
zsrk_;p2SEMLzU8FXAF;x<lqSb%olO5tN`Zz1rr+-=?)QbwG!-Doq<EXv5bS)#+vDG
zVVYCK=e$-7FYQVmZJ}2wR<i6>+Liq57J8LpCCgrgSMn0cyVZ<OvzGnh#x%dEg|4@^
znvVzxA?+{V1B^=<EZ`QW|Na(Wn11@x#(95d3%yDa%C<#VeYAyMrH55G!0vKg%=Om`
zOEG4au{OTgLSNetxGMmgDHmz2vY3Fo5wf<okRYX`S*x{QKsrxn5R47Ds|CW-b|jTT
zBu#_AMsIY}pr)iqt6<}p2yJS$ioP1e>D9(1M7>`cibjH+&<ow7IK2TQP~*);gc`5)
zBwmdd?kkIh(i$JaYT<7&TYLlgB6?ySo}cEJ4zKRgO4Q)TE9G&wQiCs9<B;Oux=yO-
z8b+$FDO!WuK5;3V7A3E7UT~e4>SFpEy_Tv^O?~I_G_5gOn3q<#IWwWMIG&q=VpCsZ
zF}gXSIk?p8M7yuE*A5Wih@za<-B+3~g(0(R?+uQ1fj$1|FY{{s_NxeRdmE?=YCsk%
zI2O4bWd#9H`QXtGv}dvczku2x+KD3829Y)jLHLiOVfjm{LxkUKL=b+hC$Y;!UKt)x
zgXm!BxHWta4TDL4o}QTW^V6In{pV5G?f$`Hp*D^AmP5lkO&M|hDm%#`j`zh5zq#CC
zzLwW4uVFrMe!wSqG-5F6S;aE#Ym-~tXrQ)ft4+-<o|jNr2Hb-B8oLbAa*KU-UuP}1
z@bN|6WepM(@*`**suj}R3AFbHw|Ip;{!Vg>2ylBZr!FXN;f2lM3u$dA5y~=!nYm%>
zh?&c(o_J+|;KB4DNMjLv0M)14EKINnzP^phVsyD_r^I65*P|1iWZ)VKGXwt|+A|n<
zP{7vZ{JdO*E~lZIVChv<-Eo#~HX>NM){|ITCRzHly4?3@5X{iOPfyIy`Dsou^e55P
z7*)4a!tEL9_GP>MJx_lx&gZdKrJZE$-SN%l_~yZW4nz~a<vC2lkF+~&Nd6J|20{D1
zfz&25kKw=VY`p%L-CW}hvvlJ%0<y83XGM6*V!2RkNqYlknO3P^A9E%n$C%F*|E&|L
zrsgvZgIbR2AxWgQEkC}6UZt=t%U*@8xXoRY*4;wi+PB(@E?ev}!R(j7>6h}X#4Oio
zq}&)zAF)uqB?Kw81gx(A2bOmBoc_dkGAXUM+t4eW<3~_D#raQ;uPjOe(8enyfL|Nb
zD?zEZZ(Te8O1D<8;BJ%rn20MPPPZ2D=YZ?qJVh)mF{ViC)fiOb87<&^)Gl7wKX2~Q
zaxt;H40vE-<F0MVc^AY4{>XWMW#%-xcIGR2sNZg-YEo}K!<d%6MmL%x-U-tZxU!B=
z#q7!&;55<koo1JVt5`xuZyQVLI%cP*$5A6e6e{!EMsw8m=4^+!2b~a8_&2B+BNCoQ
z&LcP97K%zj`GNFq!q%c?31nDDdA@^Vk{eD#d}S3ukae1#Sjj$;e#<J@1C@K>is3hp
zol7J^QWGj5=f5@Z^8N(awJ`7iFYl#_+ri5xvriczW?zeRHRru6bV25!Yu0eBYu1>s
zkv?q(WIm8BWZsFc2y}i=Ld9aL&SNA`J#3@<Nv*WCDBg+gr!!<&i-K@trWeIBu_zq-
z#w{bqfZ?MFGu77O_&!zK&f-u}i<&!pApHD{q5UqSq3N!BsY516|3fWg0!e(He<7+w
zoWMWtH^^=Y_xN}VQ`29yT17z9Y4$Qf-xk(kaCE>FY})2}D}8orio#(uogX{$oVWOQ
zkk_ZRQ&A~lr|PCBwo~!boU&7`nKo*Y+K?CS24{ED;uH?|Bgn$cdKz3xlj(1Zn)sM{
z?`T^>WpR`@g{J}aH5QK}r7}xJ4?GR}?7lYsVU`-cI6{}N=v&)HW`HfRQ^KDZyko!~
za3?p5BH-)gsSC08ijBz4-d+)2WV|V{4^8PN3NxnG1ac)43p~lRz6*hHGY!UHISICh
zc09?<Mg&#YdJ?-Dns+F80S$xqANJD|({+BDQ*^!84;r6zae+zO*LRY(M@8BHbI|wK
z7+BgSeSaXKvJB`u^)(iw)6)05?7lYco~86%A#Z|fKyb*z*i8yv8?^pI_TW27>my+8
zeUQ2kOY2{W-0W$6)S_d0|0Oi1)B6By%8BgDC}GijZ483uzlsLcX_{{~B51zWlh_r~
zJk5WUhQT!dF?wQ}&rfrT=J(Xf&A5>H&SNVRcA8~Xo#Y6CbFtrVWzMpX>n>3pGFH3)
z)>!QS&p=9(#K%zOc6N+^Z#UO?^(-Z<J`@!pvOJU)V4q3BxOtC%ORu<bDb^8NDk8w+
zE&DxkRTnJt!EXT2>}lZ&e{0PL0+Yg%(HET*`Z%Tb<f8D@qKw*z#IS#BU`2<dVY3lI
z8MU5FM;WKJarDwWF<o3sPfQp2X-?6_b^G$Ay4z1C(`meGebRVF0%;6t>m+pywv~hS
za{TD8Pn$}11!et3%<8Y6VbIE_(7gH#yyLX;61%y^Yi22})M2S;l|?QWaVa0z&js1j
z&%}hX!!DhnY_T;cYBXl4-v--s;%ge8nQKvfI(xK5?{D_${Z(yL7USv>fi>PU2qbD+
zEEaMha<gY4NBb;9#|`Ep&q0Ga7tt4-VkE~#d>-Z1p$$#&l0F)%zeqd8OUy<DFVT9^
zHZOS@4T5>e-_sNG5`O9oFR@T!`W^FN@8HgV*8whI@nL!wi*TZLsc|gglL_(174P;z
zagPrQe#!zAW7JRDl=CS>7!*0Lfij39QLYwi#qt<BY5+&e$$KwDP1j9%xABh<dq%Dm
zXt_56O3(43v>+WtX)Lam>y?5#<#81cESWd&rm39wCj4%l=e?PK>Qd|)rA_Du@oKyG
z7EbS2h!=0iqolp>;J1?ugm?1uyEuI}r|;qPy-2<HQSyEyTjzTp5I-Np&vx%aoPL<o
zhbUu#_a-#5b&>ba^w%QqBb@b7PCtfpzjr_KM_%fE9DjKKLdhp6`6MNu^51=$o<2j#
zXDRs{C2yq<C%n(&dHcwT+r2N~0gf*JK!duIl7}hB`y!`b;`Ga$eudMoa{4t+zm8M@
z@EiR1H|g(hQSxR~wBP$zJYuNd#?Q7DtGw6Y<#z8i)W&Nm`3{x*E+zMI&b{>V^^|;%
zK3qET+5_JADf<VMybT%qy$31#EtEWhmj}Ez;PHU>D3zb@J-~n5MY*r0<Zk}^9;Exd
zH`4RS(00(X$548^_d}#WwIAc>rYY~I;^$}L=NIDVm*VFES~m9~sd~Q(-W;fUFT|7+
z+EAXyD}hkmn>@uwjq6b&@FEInI8<1%jY#`iV^Oh+P%KmXB_`g0ig~d$UNozu7-cvU
z3zY$(^N&{%Q0}JWDg>SMo=M4%Dfu}i6LeuOU+BJsZieBDS?M-4k1t`{L;-2}Mi2_b
z?Q#6>>*x?U$JL~h@g5(jr-PB+iImU@3y%+GkO!v6j+?Z%;q_5MmM`xvN=WbXSY0Ic
z?Ge|nd%qF$`&;qzJNy7e{vdw-D1QDVe&#_0LEZxKvk*T(z(w>k&s&TiZz+<Sa8m5b
zDQ`I*QTA~0vjRWcy(7gRNAn*#w9YsLACCcVG|4VNp?XY4&b!gfX)N1a$q(W@fODA(
zGN+$sGI9*b?>htu?#$Qe$)M{owv0%`mH0{|QQ*Y4?1~%LXOF{!<wCVm@Z*d1)&vOp
zhg`R}f*Z&LM+L9&o&>l@0ywlr4OV5cr^XVfZIz;1ow^P*;I#9><W3fWlP++4g-+|i
zRO2L(-4mG`bp=oa*nB>l{SYn&Od4w>+5l^uoH+l9TV|qqj4k@$UL$Rsy+I9;Dr>}`
zX2gP}cQH2JoL)#92O|#gjx8~Glk>KlIgP&H^W0D=Un3;kw61quw}W^J1pqX7F`D1&
zRyOUf)ZK2U=09ticlc22`p}`)^v7AH&}gjw6@Q3d{i&T1j!&p8j+CTuMxegNDhZJ^
z$x<Q%XN2W;U*`r!ZiQo!w>yM*$3`vI(AC{BWejxav7zD<pO_iUd3(?qFOMYp2)#84
zyQn-{ZX+ha>!vO!Ey!}b=n7Vt$>8)1V@MaYGNjhyJ4`>M@QK~?TA~zc^bz4H_4<Nh
zVaw1`RZJBTF15jH1By>e55+Y0p>3!hXr1;<ReuY;N^z!2_9}d)>JU(L6KMR#fY)dX
zJ!}6&mFRF-8#i@tQ=qXHXJBUABIYD)a6BT!$`m9b&hBX?RVjgF%k&%rZnw4ow-g~1
zpC`tY7SE<y=v4|llf7yM&tBU?&)UZ`(c#YGSyvz-Dde$HY!Mey`2xA*I|HrW-vXFY
zpw+uuL#t1<(5n<^C3_V{tA!+VnjjOe42XTbg}$|qSfa}vMyx>GR#1pQEH0$-C1Qzp
z2AKY%1u&&Rte>}rSbu7vS1Axn_Nq0+TK+%r8b^$X>9vnoqRW{gR%?~TY(PybHd?JM
z#vCh4V$ORUok}<kNsJ7B60#b{L}>|A96TD<rc<bjO@ukT-_%3%M1S5o<vA)#8hHXA
z-EJx`q;(<EA4)HLa}s2_)9`JS)x|y^e8NTfs$1RQY*4|cH|!}7cy6J#N3Fx0Scpqx
zK{F=P`UJ!Z$N6m>72k;W<g<((dmE`@-I%smbjxghb3*emc%AdUax$i6!T979McnR5
z+SHMdKOcP)fZl-i(r$oM+##6DraZDY>Iag%r=YSRoOnZ83Zia@pU79nrVe<w6GkwK
z@F65dn;+3&6l`RF`A8Dk6z7U^Er3h7l+M&3#~WM^^w)$B`pQ^KFZ7iWK45%JpxZi(
z3cb$LtL~svD?5YkP!WfZYa{qyns{MasyajEij#K+DrFdx=w|4=Q$>Ew9iCh}kT2}5
zxz!rX!68FH2iq}tW8N5W+m_`3v`fQ8Ck$GPSSFZs<-`SBvnB=OZktAlnA)4%n!SOb
z!n@Ry^u)W={M7o^EF13Gpu%=mJ}>FR2o}t6hjZTVV4H6&lc>}KRI+wxRi;CkiJP?C
zx{ucaUOyw-KO=w3o3vcT!A;uMH)$Dw|ED);pGOPmIY|6XT6&{x(o&wsYl0BI=}lTH
ztVF9wyK?*{?QPj_a9KC#$YskrT+M81m|L~xRty9*5+ps6KmWX2p+rW|o9#(kp>U!$
zcRc+~QhP6S#Z@Eunp3PgSBRUQE>uFKkRk1CgLl1)Fo%iS+vq8~UD1ECD{hpsM;f^+
ziuhe50Q6UJFHFrH3~h*p1dyxWK7Zak2`vI#-q|@>8!3-DrQ$#(Uzv19^MkH4FzM`}
zLKAMjR2y+Nj?`-7)eURcPE1Vn5~_;#y@m4V+6(Ko(SG4{vk4ulk3#>*lRwazlricK
z7VD#%Ad|Y4O1{MJ3i;9Td~tYe6V-(4x%xu`*u1A-1P#iUO67^FGg+>acvPsk5PE#k
zNXkIirbVcsK}ShKBtDJyI$LT^zEmwE(W|J`$Edc75}@egQgNT_VElP!JP(VdUw^((
zDA&hoz0NggzK}-&s;^#k6|PaAk}E`q5#>mVa<aZ|XP{nlCS0fD0(t<}Adipd&Y36z
z*k(6|irC-wWjm=Go!-m@nwrbUZItvkeY{&wGL)glO@G$OH`j1ifQROYK9?|}7+oxy
z&MzE8^rEST-jKHs9yyKC8AW?_%fc;~456UVoPk<~+>RRKGrb=D2{C;r8eIV?fb?jH
z-=RFi{jaeY<e*+DPI=#<0eZKSH;Hh80@UGc!&0ssJUKI8y#h4rAW2Y^M3Mx9l_f3j
zux4P+l(|)8X}BMwRmMX8LNPBUZv%RU8BCAKU<TbPXuZ&I5dqH4S0{;bf{+SQ$YgcA
zJmFS`>Ln)J;7Xy7P#6?`(gCv=K^VE=;@B91jWONN5AMs46_AZGm8$xlD-BgLRB~@9
z4wTR==s58dBI-oXi#3hC<i{qRy+u%Ex~5o?Zl!MXR}*<+3g9oqJc%WQo5@#eMiV|~
z3Ui+8>&3#}(xgw^S!TKVAo$XP&sYfmMfjSXOc&TAf`za+dLe|DS>uQa2&X;8YLAq2
zEE>6j3J@O20v9Ih;4Gw?L-T@Ok@H*gg0sQwbhD?PVF32<KV}Npz=d#`U9mQ-LnA26
zMo^f(8p~lq5bgHYvsZ?Jj3m4@Ye>ARj}>c^YAJ(0tXU%*u^eQMSKJYItV-e^6|Prc
zmu5k*G+eGg5F0HP6a}EqNXUc?=T=b&^(%21WMa)41V9)n*76`O>I))OXsy@TVM?1L
zc{EoYDNn%l?uLRpPJ%Lo#EM(3mul5+Apus)qb}MSDZ2Z}&$Em>)X~V<>(-rtUX0bb
zJO|lavxd6`sz~Gz;wHYq2la6xX!xRg9eo3cC>n%ZbV~7aDNQ=l!P1nwPPXSOkR-z~
z=8lh>2h|6ms2vkES!T1RCp4Qz+>;#cog{Ryph4pSlJTjjV<XYS>`1EdubdvWOh`OF
z857N}JaHyqa&i*xoBc@znv)XNjR}+EV%C@0_)}&A7*EY^MVq}(1-j#6sDTN#qa!GW
z+2~)-1jtTGpiyRbQo-PaSo&r{;n+wjXf|A$2{_E}H5*MDZCI9QQDk2xD4fY*LF+Cu
z53*c+3>fM&ia5sQ{8<%$;#wsadymd&xdJ(zSngo4T3`kUp6PRWcWi`&e)>Bw*i`ox
zOC_NcjF)S)3l8JYq~xQnGg2HL0gDvDsoBs%AG<fe=2LTq>%~E?k(vZEMiw}|&nUw>
zj&~~|jEXzNoMW+opE<?*6Yy$o8eLwJFrqYExG`&uE;MIYBD2=$g3B7$hcyYQ!-tG6
z;;?04ZMmC97GrIZqh?fo+3Z_~h9;7<sxl&+M+n0Ce8z<|crD@EM+f>?x-@C8*f{l-
zwuo(8x{UMeH1jK3REKGkb;Lux7qEp5_}#p!c=F|9f5F)$_7|M1$VyFCS?D+>uT3s$
zOyVaqA|w*vfjaqdyJAh9JPJb(8LS%5yvi*>|A6jRR>L~g**yZioY;a3oeY;1jJTz7
z=0Di1!1e*}v<PiYLZa8X3QPufs&XlJ%qvgAvUI8mpw2dB0QhS*9DFsc1&od|gd8JK
z+=O@pfbV;XTY*B0|H-$dT64#%1Zy3V^(rZ@l-*Yv&li-t3k+>T3{SGU(KlqT%R?v_
z!hRB1y!46*^#3YOw^1#nVzowkf3-e7UZ!0!S+eTX#|CMa2W5muP1UKw`wVJ$!0nj|
z&XrCZlm1xeC;f3TlioZ*IcXO#z&U$^vt<kmi7x_iot^Mx$`6NJmJ>@F1OKmV2Of}<
zU)vRH<m3ck`|T&1n`h5mv*scfK3lE>wYA`419WV-8wV|`b-W_GGuwcQV(erWCv?Tm
zCJ+{eo+>br5LZ$aG9g_fZPkNilm%6SAsqXTV`{++m1&QY{vsm^1lSEe%?VLDZ_)qL
z#MZE>W_z~%_B+9=>8aU)#1yf+Xh^0}v>h@Rn1z<0V$3f0{+w1O!N5<dEv}mx$t<Uc
zg?R|~J3WOT*&)79M0h$W`@;~vpE6z?hmBDzWogOAMHTh&VQim-7W6b_1;|7{au`Q-
zAk8>}V@}?0(8mKK`x*-e^3{<k@3;8#Cbhr%82$*!VOyUNHTDQjc7{%}z^900k<FMD
zQL-u5aSKkc{up_h{Ki0+^Ape|4M?PP6vezxiy3lwdXJ8nUUO|nme8m2vYDL9Gor^8
zUSy3ENe<~byGLSf56EzjoYAoO-8hNL630?#PBc3xZ0v5E^0+A*h0%`KNArC1bmp7u
z!8b=qreVf$nNR$;l?Ur3#4IqJ*qi&rK)rmns26b3XW12NoODeDWx4e<r^rK9td2Hh
zA-u8QbQfJ}s&>veAO!7!i1N;EF4z_RKCjD`QPn7sP*x*kQ4^%IrBnI>D`&C57LT(d
zSQFH;TP!hiLTwM^#%a97*7pc#@(S~Xl^zi?qiU_S(|N4{%jF!<QuDupVNhUsqO)@H
zq9aUee$n;vqC01UbFpwggU^7}P<FDr7-1TrXP<BvGjS#D$HqeZJA1vfBiRHC@db9p
z+Cn@xg6%zE4c>H8lfG>moIT28O02Zr(R^jETdS@OJeEQk<m;Csq1f=S;|)!vp9wb+
z33Q0R@F0QT9&3ZT21zE})xHiVw>ERlcH9&yUui?g2fbytJ-3xXn|N|u4A{(G-ILI(
zG(v&0y~egGyx(H8rBD(0sS&t<HDQzKiSe`U4?pBlb_@feM<7X$#2$-8#P%#i6#~=e
z+o*>zrcc>>mesapi;Tv4PC}}%bkgE}&l3e<HWxT%Caj`fzh=!ggrk9Vglsa(suH=T
z$;F`Nu*;dU*+9;PdMn%=cq2vXs%#D`!@IRo#9j<&BKyCN;zC8u$0@9mewvV4?WBZN
z((W|<^l^%3GS}<?%{BIgjMkV$wm_ZytXL!5w@b4DsexToe}@&!4FbD9$s<WaaHL2q
z6-*O5Ln3jMMZAZ_h;w>`19(q<Owk8M*dFPn*CUzGRQ~q)^RS<Zf95J`^s;0DRxT>S
z_97hkAjQXceuM0^EZ7qhZC=KB0?QcZLdGbM4HbuJQNrd^ar$;{akjdXA(?*K(gt4q
zE&(sn&!HDc5&vaZtVt1@BBY4^i_7DaLRH4d`nO(s4e#*M^R7!TzVg!D4vX|8@JVhz
z2<?5KoUg$13j4BZ+9a5S{0>Vm2pQSMLTY!%TQk7C_)qc6uLUqiDeM=D<!8bjU=Azn
zKkvI@XWzwr{TJ`pe%Y4GolVZOyBz#G&Djak%!Uf`K9dmM>rP^8qvCGhGArf0tlZ$N
zyk^JKuk4pqsn^{JHNlFG-Su!~Vq(Mf$+xPyUHFbIn_xwk!KYT^Nqjm(u58i8oqanm
zy%H5tfQv2!_|%;j|FVWI5Kv&nF~GmJt!2$?fPK-p7#3q1k7v?-ZcjlGwjM&jp8R;R
z2bgCoe@|c%4NB;LATSmmIP!y*X)=+dv^4p=K<~r$r#N)&TwKamBWZF%X@gj-&6ZdM
zG`ZWZSfk0?B53mSE|zMoIubQ0$!cyFcG7&ucezEj+Hre_du54jlL{g^^{^UOzAL>Q
z+||7SC%xbk%VeDxnsAzh_SPLswr4|!jLF($!_?OWGotKLFfwP)rtDXrv|!#mwtYEK
zuooo!H0R=awFb-BxPK`-)6L*dpCb@gSXrGM9VnNGK=0al%}PO$IYV8Zg{-r+*H!F@
zQ|W>F<VvpirY`<L@B&yz5ePhAD&FYks%~irry#iUO)FQf7M-JtPlNve_WUTO6D;Tb
zQhMtz!f?*V2649rovL%O7dGjfef~OUv^WN<dX-zD3aIMdYRM(%X>8hWa#o_$wv|CQ
zB5S3uv|fmw;bX2X0M4}vAlLcrDL_OOR(UIf;sl_mq71m}L@#L=;zDoP0U_G-^Shkr
zTeqVs2OLr7YQIAQ0QG^<VoiR*-}zxh#W|9L$Z`-_{M8bHEV}ftb!Mf9rwQpHOz&c(
zhx2^J4~n2*!7_+W_{^b@9>9ftO+kGiSXMh49Wl@5rH75I(LGVRIFKtUom_@uvzs?2
zx~2FnTwE3R6oN%~3#YxR3|2OjEh`J;j)GmWCU=b3tgLYh(S2;?Y?2Vkt?rTmZZ=8S
z<P0@tb(cStn{@6+M|U@^+&1Y;XDi8EJP5<^CV0QELr`W>?I!UPuq5JkCdHgBebN_Z
zZDtpyCl;nToe>*5PiC?HiDK_mU^nmXh)GrE8R+bx6${)Bui1?(@nfa%)~dErL|s@R
zY@!h>#m51bg1EMp)d9lF<`*<XT<icpX@hf-jJU+B*<ZQ29r7es2&J0;%vh)|vDZ^O
zGH0+*8+OIoLcJa!37d-VhgVP#WJ*MgC{*eN$a(C^2m3G?kjbeI9w4yNNI!i)#=@jC
zQLdNpo=(2O*&e221cktKGX%$RT9!}Kl7A((Z^vLXMieZv9#du51FV$!5F8sW{P`ac
z4pzfB?KccnVxQ}8{Di$by}N11aR%m7ryZSXU^pca7N#lrUK`f!OyWEJ18c8A#h58J
zCEq$rpl_frb+E&>=(?a(cQGi^t6|F7DRDhSI6GZ^E-cHe&JKd3v;HBssny@6TY`4(
zQt8Fl<VVWoOY*h6hDu#sT0s%V1)Nb;nOnbZJs8>9_zzq%Sd9G?Jj5=xzS}tm1=U*V
zg*Mf%zRIx@5!D5u;;C|2R-zmBYcwie21?T=VPPbBTd7Y{pXBCl>h3bh;z20V)U^Ud
zT{id#aDN6(eiLHFnJXqjHaLT2gD3SURARwEA!AQj@<~e$$gvy%2CKef_MpCVa_Ym?
z?FjM2;F{<8$1~4Ae}i)+>=7iq?}AK1VHZuF5MRt7ir+~fis=cMwh{9!yJC%}?~mZ=
zcduE4AqgfM*!YNzf}0oe6}tOIY~F$u<5(Q=dfL-Pc#U0j@<E(?Ft>{#1dunzP=2&n
zD&{Mq2my_qpmAuP*m>XtZHNbzy~u`R2hQRZD1em@-|%MfFKDQ7yd39=V@KuJ$V~IN
zm~tln{<RI)Z20#tQL*CR&z}|WHV~D%*J1A65VYiH42bl|uef(2=0|YvhIA9`%?}QO
zy@|yP!XqA5cL|k)877V;Xg63h)};Mdr`0R|cSdRTiv@g5_yFZX=YAVI)~xBnvaBHt
z$tnonHHgE`cAT@VQ5?83PT5S7d`+uZ0g1#-oI~KiB@oFSK9?f`=nR(Q7w$@oKX&0B
zW%t5duPan1AG!Gs?xwj=S5f7iI0A4wDpm`1Q+t3hRv6VA*Ws`c%=BT1@<{NaHj8f;
z7~t>-(yuTtIKXHkk?pP#R=66+^Jy>O1bp@QbWa(K0ej4${rUJ}2CObkfK?0Qih|WE
zVpdCNWBqEnnX?13KUXQwP4q@OAe%acT#De)aA*;vOX(K7<lp88f~<voqq_|I8uSPu
z#5d;xz@<99x8Kz@-DX#yg82Q9P(p;D%^7M-CF@PCxxFVvprL=+Z%K7Yo{H(&%?96A
z?Yto?ZZPqio*hy-Z(2R)wdwGPx-cZMh+C3e4iYZ7n#ry0gM`c6jXy}Z$eF<29#sqO
zAmM^lzfx<`4447o(zT{tko{)R!gWWC92l}fG=8(ALSAWnWMvS(l%;ZBoZ=oT!r6(v
zDT9MB!#I{wAK*yY<R&lT6|R-y-r9jud0_3JyU%|iU8a<F3L$T86&B`_E6lO|6ea<G
zP)ogVru74JceEKC((zS0d9dcRCSYJ{X@vwq-a1qBuz#keqXU~c_?Zf=tIqp$baW>C
z_a?wUjUuH^56#dR#95>nYRo#>L`Vw@K=@>n77@RrGq~ADo6tF_f;cB78i#l7D94x;
z#6^Xh?IGgQ1LESpki<o8%7eJ{2;zb_AoBQwh)WL<mmXYK72c|kngk+b+0wMIeLpzF
z^=z7qm_uB0qS#Ou4z!m<c``D$d@7oCgllgc$D1SP_f+a*#=eLJ>*IMl1bYuCX&B(b
z;E`u*t`!|fKKY8h0INqQ!#G2?M+g*f2Ycv5m%<pUTdFkdfm#G4$<30xmK>Ri;xaYA
zGjnv`ARoFVosuk+m*JW$f2lAIM3yiNOZR0&4<$whJ{GUDE7ta7K8t~d1&UHA$Pvub
zejH)G0Src0_J2@&V;FM~@(AWwL?K5|n5vjb3jZ4}9qVpAvrQWl@D3YJ?d-2aS@u3J
zR)skun1HZlZx0-+O*34u%dTu|QJdzbolRZ5sJ@Wc3FPcTBm(JZUz<P_ABna!x7~1p
zCf7g_2s}?7G6lLp1#v}a$IQ&6+q~(nF17{$3Fvm9{<Ecyg1^yJPTlyu>AcnCY<>E9
zPUKhX&97v$RN*Gve0?^5d-fT6SO3qMRisi=pY)y3G5YGJYvuF^;36Qjm@WQu{dM9a
zsLiExUxhp%4r1IvjFStva~P-V(jNh}ok3mt;b_Whi62LU*8vXxAzoU6mee5&sg+0+
zkP0QZekKbW#Dkj`Hk_Rl-M@rh(&pzD_DDp$I^oGkL4!@nWBTF-7yM4PTrdzrzGYXe
zi6K9X5JSdxAqXb<w23RXM)PpplwlX)#KFc5mMaQnoNxgsDAwWxnLFqP6>RoZ$Kln)
zV8Vv+XqiHE&;cD{W5SQq_x~iQ`4$D?$T-uD8<X%e8&+A1B0rWIg3(gMB>WAchz3`K
z1z|DwOy<YOi+kh|I=({3nv@_)or+V1iQxzhw1po8(UEZi$=jAE6i2Uc$SPm*cW9-N
z=eU@@n1+Sl8$;p^Vjp<k!jsM5h)d)+%r&!!2WM7Ghxp?*$<x>?q<nq|IwGck`U}9b
zn((X+!_&aBBtV4;V~gAVKaIh%kigqGQV;4TfNvb6j>y-U$qAU7wwXz@vH5-$Gp4W>
zb@2`g2`@3<9SjsCiW#ex56G6aY$B8+xd2X1s?tQ))d}d@#ws{Fq1v`q0rgj{0*9!1
zB3KMOP8w=Pc>K$lIS=9S)jx+jwsgQ|EG9)uxF|~3L*iPMF3y9u1Z)=AfbKd?{6kqd
z0tynyJdJo6BDLa#GvW_R4bU&VjW5@6ub}%0z~rtdj}7k{K^U9}|LUD!dHHI{$J^dQ
z;r`gKHP>LOrXOzL`Ay?oB|pnA+_Az41xV`0VRW2!TDkjaPkS0RIcazRK^a#73Fk`_
z0_AZAfU}EEV^9fs^AKSGm8?ow!79{0R39tQwnMF&TirWeDUQ|p*)2{hQX9eXaq^|J
z3sE;B8p(4rS`|hsReX_KDW;1M5~sOpljAtyHBL>04s0Eq{lB!?*Ll#EEO=1!5ifof
zLy^K<=#JgO5n5kcbd{jL7(qKs)>IwCQTTnu8)*sdD^_v67Y@+tYtt6%{7+gD?u6ts
zi~DIXn`^RVfDu;0ZHLJlM@@|h%rV4m8pr5TlbQoll8r8+<Lz)3c-y4xwC#wvp@q@*
zDM^x!8fq+tMo3Ts%d)H1K#GaZBgN5ikP9Ql(LQtnwq@c(WC<N5Zkb7xI5uuzVU*a)
zS77kv7r51eF36s62k1EU1a4XtYGvLhSRA^8FIv<Iosup>x_+iL8;Egx=Mm$CIQWH6
z&OUR^nw`Goh{Bsz5vCu`^9a7>n^EXuNo?K-`-!ji)1?4qnEr8lmAs!8W)}X+8N+=7
z$P54)nl<nB1cA6CGG{c^B@=s3opunWBJ{>=ryw}?dOs>w8q1Sf1)G5_RAZcpAsa<z
z+bI%TUdNqJud(?@U2G#uV9leWE@A9@dU&dF_c8^j$0f)~NJrv4%N{~u2D%pNxTGG!
zH{DCI(MOFi+I^Zp8HaW!C-udzk_|G)o7fg~+C;K1B+OiTAbSCleU|4*Ft5|%k<15^
z*)94y4xzjn4sbV?L94+vv7>-zVd}Q2)z6)}X)5PkPg(Q#n4rMl2DUz$P<eRFbc@uv
zVLQ5MFmEiPllFsCRP-EmH^L974ZgQZ2gI?=*(_WzdY3fxjMmbraxHz5=O{en=`Ci>
zuBC8y8`3rc$-SpmrfBAfNdONSZ3iIiDieG`lsv-v-Oly}Z1>?VCJnx^SX^f~B?!g?
zOXx0)ocAXDZk^}7nSbiiN;*nG1|Gz#?cQ5By#r@nytm^~V(L5iE$uRF_uk3R@8a~`
zoW6(C_agP)N6Gt<Y@P3YK>U0VKij<zar$9SAEJx}-kZ?K)<xbw(_f3ck8svUIsF*Y
z{T>~>8F{Jqas1)^3nibR<dc+q%76E1dio3{pQYq;l)RNbobW!6=j|gWZuh=`hY`>F
z2O89!lsrs1-WNIj5~pA0^edcxmD8_r`gNoNfZyQ1ze#_8i;_2^qW#{#;t@mrHh#9P
zSmnJAFSmQIp*CJi$#<yacPY7#bMB>=uczdD^x@Kx*B<b`PuV}9<ZZ~<?>$J_Z=vK7
zygcB&0gnf~N2&aL?*abfF3Np1C3o}R_aNQxy^)?rhKMaZhSJ-;A0oYO%KI^X5Ha(o
z;^$}L=NIDVm;96SmePGkizxXq-K72)CHD~Xxr>r(Dd_9flsuo3=Th=(N`6Vn`zU!g
zC9CNS>6w)5q2xMB4p4F{C10oHE0nyFD!rYOTPS%RC10oHE0i2MAJk|ulDhXRt$PQ!
zYx}ud2e?ZIxH|{9D+jn6`?(7TxcLLz^Z{=605^Gno7>M#9pGjT)V&u1scB*G;Qz@V
z{CDZ;!vqk%%I`jUx`z@52s>OcK=|Gq1_<AazyRS;#|)6S6I2)=9KV$TBH~{W7&zb#
z1B8#)GeG#<9RuWVe1Nbc3jxGqUG+bSTCeQ!7bme1ptoSdmY2~LTgI@7NfvVK_u%q#
zx)iPE-hgY;D$e*wB@Zh(I08(dWJZU%jT{1Nu=)+NtWR;hVVRV#0{N4<cD7X;eC1Rc
zZFYw{S^sAS_jtl9`+gyUX^5JeeAD{{m1ry~AwpqkYU_f=Lb6a!HI`h}cjfji+b^GL
zEF>^bZ98?oNqHrSJr(mMSghb<T%SkGz3%-+ti|7opWopJtM(7#=a1s&PvU3ZQqEf-
zeiq^fG+`0_V8!6aTZ#m0ov7T_h1FZ8uAK6g<JEOQ@TM`Q=aTw(saT-cWnf`=f}R4r
zpmY8dcMCB-0{73AA(S|Kx^Ex3`Oe_$M{d3=bUX5vPR;ve(ewTytQ`RRCE~|$E#TE3
z%=mmc<K9Nhq&dZM>bD+h&2{26peR4k(ySn2Ld&xf{p~cfGT5nE$)}$cqQq^^in!l3
z7WBC=4GoAZlf4sn7i&22!NISXwARY-ir`HlDY}b={u~T0-FB(OpMYBZ4a3K>NIsK8
zlr()iO;=Bvf2KOp*`@@|7vO5723K(Nn*<!+@y29c04|lh9477Flh7fxw9hqHytdF2
z*06<0jU?1j47^Dk%L%C6k4|=kQQrF(gnIAH67>jhLA->NN?VIaC~zV1ijA#wIR!~S
zu6H;~1l|h#Z1;{7e;mz!_!1Y&9ykQ@#26T(X07lkVJ?Ly-MLqYOQVA*iX>f<e^_5>
zxLm=(gVADv4~o<KD~bb^d?gfYskJH$iSny7Ej+$2s0s4@mC_p(v_MQ>vMX*3tbIDH
z<<+&Y`nZ+aaOFm~THL$#5@}VduDyh$$nrRu*!T?KKHO~8k9)QI@f9LquML7d_(ud`
zlB-q<Yl{fEctbCOE>3y-F*jQmV5UM=xyBepR&g%PSJ__-Jz-$)EKk66Q7`$iEY&PX
zhjj&cc#KuxwmvytD|eGiL18bv)kUC7JX}_<;i3`|*XgnyS6+Jcnl(Pd2;Jl3{fHnV
z)e@#^-pqB&G@|{)o}+dqKQJ6VhKeK9i3G7y=kYJV40?}J-*_$;ie+pf6z2D3Pcs(b
z)n^<vZ{Ei7%^YR#igKARU7|_L2X1Y2uz+H%Q`{W7I&G3?6&ny_m{LwI(hX1^O9*g|
z(S`0?!%l>XsjRJ3b&dhZU9MFx#0BUG?2f8e!M9|n46z8?7pHb@T#Fw1y%ZEc#1RD!
zmf*~rCq#n37VhfC#?nw8j-%qD0AMY3pSPgkd4k;&*>AH;W;et)blEt}bVEgPO%*&H
zaWnFyc5yg+&4{qjbO@t3Rw&ikc{L8vf$@apA`tB;u6O3JrEq&i-FaLfjxpn`om$Mo
z>$OVvSU{B?s{w!mF0HfrIE8iO4Ia^^i#?qQ1qHF32I|A`lDPo^UQFPHjtOxHefZPB
z38@afUibotIfUDcv11fM2!<$s9)T2v5x1~69wUbH<YMRG!krpOb^)Q`$U%v)i7OOW
zijCk}na~u-kgYU>#W5mt1UU3^v{&7A9gnB#=Ifk7*wyj<1J)_@D5D*5PwFW3FCUA#
z63$&42aEf}YT8&F#eLdz(Z{BhG(K2;aU^G@1IoK;CHp%SL4xUBbuH&(qUG(~WFr=+
z*E?JsTDca;zn1Ie>Q$vEUjroF%1YTFil{tnu{y((J?r5=4gEqEaPW`%rwSEtYlHZd
za_Ha2k@cG|6RWAZaV`GvZw!zf;6kD={HWFDH;I+kBbTIBeW>A{^;#ZRMc|5p4KK6a
z@v-5R06)CcF47KG5#x`V6QW?3VS(MCaT~QNc@6U7q9u4LL6_R6f7&4VPi=HjuzKR=
ztI8C3ke7|(a$)Wk@IC4*H-0KW`^2DCYU(O?703-8)smh*Ls-%NT_=Jdfw<A7y;Vch
zk<IxB8>kV5;vg2FHRvA^Rs1sj5*K3{w5!(#0FPRmUhPqXMW<#O<e;!uo9QcvB1Xw|
zTdK}Q^<t^!Y#Gz1FVuVfQ|os06pD&KNVqjAzt|JBg~HqMg(A!WK?|yw_QD8ga&5xJ
z);h($jGqM$H>!ZAidh{4E5$UcLlDF8o1}|~wP_<-qgNQrkcOiAqc+S=&5nqlq)pE*
zfse$J$Tw{_97dxi>!M0|FXY#@CrUO)>zdn=_1aT~BL{M+NQ@W0bL7w}#=s1hx(opr
z^HQ1Am^Ty)4p<5=-ir|$9GAc2X=}ZJ=ithPEoA?e99wpS2?}A4yG!hJ_hL;exdZ+g
zevd$N!rd5RIk?yHm!UqhGrI%{xrzJ0X+)dpOEvL7YKn>IXk@t?>r%-=dT~Xo<RWVu
zBlK=j7cPfY8PKmlIEumwk|_t6Y|z~M@*!kcSBSM(bmS~URgr<3H!vV)k>n>X5aKz-
z?Q-y}8NxOPR&c#il?qI)PQnZ_Y3))ddX_YqHBh507(#NXIOM&f<V^^@y-sdp-hmVJ
z(596trpLs@L~mf(=EyJkK=SZUx|PsVtUla1KkTkuxtR`AQ3E>2C8%XjIkL>gwfW7#
zO+bG>RLkSI&?I~qsv4s84eq0ZT?RJse9)MDwZ2b%*)|6G?Qxapi?aipRFVZ>RK6h@
zjq+I4xO9rj=T*o3Q2`Cggbbv96yUlABm;7>)Xrt#pi78WrYoq(TbFS|;YFZ7X`~5=
z7?7R92=H9U`m9OJ0@^VSe1tTrO{Yc^c(580`%9ojQLQCjf9XCLNkFM+9<;vMv%CY#
zNN30H*f8&VBEmFPfym@k1?T`zFDWE6#k2r<8iVQM;2RLVip+y>8j{XB8l0W(X@y_R
z*eWPQeAofeab2iHOgY%yinq_?{iV1BQ5@*ohd9?@gzy3yA%YXrbdua4SN=?>6d=qL
zAVee1Eol~-#t_mbv>ZZ=-NJ!h5pV{jM)SMnWz^acM|h_3%n`tGRUBp?mV?Q0A=|Kq
z4j^-h-SVU(;>nXkE6()rm4$2(tAg&AWX4qxF5u^?T^QFqsnv#)JWxFsI60zyNN}Kk
zy2Cl~6tEnhR#3jytI(e^NB;PhIkLVTG#f!l4#a(7y%NMAWV0aQ;h@<FMtA|8gJvVe
z;swqeG#hnFT|H<vlESCdJP(?UoP%bgFo!>AHX?|Ke+SJ*;mv{OZS)7tMhDGCSVg)z
z(lNfSj6a&4!8hY*O8r5zkut#^G#i<FZDEa9V}j9JL<h}A#34;{z(KPSdBYqu8wuG-
zA%~48h8Oey%unmZ+*l0zFpQiy5;0O6Elv5ZvyCJA>BZVnctG@WmgT|wQn)$^=gCLW
zu5gQ59OD+%d@R2sLdHzPF4nMe4Zpz^3p(UCc$i(W<_p#p;n(;6z9BMm!lWt8&VJA<
z-<2ke+d;??<;N9V=|(#l%3e<ELfEK>Dlmw%YfpY(zF5lR)T-F&=0Ld4Won}pc5K>r
zWAiHQj?pK*&QoA2$DTV~1`XS*wjt-om=kAgKR72w!uQTajm1Ea$J_JRj&ETQsw7we
z%f$*XF$M_I{0caZPYj&B0lU1gu*2XjeR9o}5L?O^@Y-w#9K^2dwky_F#1R;9__+J4
z)~va7jD61{76tDfz~l=r4(X#syMA)uYu5BSPahwq&3}pcRNM-dxS^}7x0k&>D6W2C
z?*_W5wmQ<q=J*IRz0=cE7qu$L+J^x09q)9|cE}~SaX}kxt6Iepeo~8oHyv{?wWqwD
z#S=K@_Mu`R47(kl+1yl{J);WZ{KeCpD@pM8Jz6a5O`@ye2s5WNg<fKW)07p<SG0B=
zT1$5-DPYpxZ%(8m#`_w{frtXab*w(Z^iWer_ag{{k0qA(`x%PF(Sja_;~_jPETJ#N
zkDC0(AcNHe1Zm+wK@{CTL4eO3KCn8BDo014in&@NOXz6v+?hm+lcL8JMv%ti_}+}O
zd!(Qfdp`x=ui=2Z$%2mDG))e-V6xM&)Jg27dH%YZ`Rn=(D&Bt{`{weJPI8veY#ipi
zr1;K2zB{u;zJLecVOOm2U<W`6pEfyN3Vl_Ckq-PL;fqBqS#IZtmfM;12}@VW9~nb_
zqun!~2xPS0Rtmf{VPLPftN&A790949Lub=LX}I~46wH5{H$*5Yn>-U_!RfD+(EL&4
zHwvRD)MuX~uJ8%OdG=}<s83?gsBh;LMDSRkDdMOQx&^;{i2Ebu(jc7(nf8X&L3ao>
z_*WgkVG78MP(V4lI8bwsfQt-YB{)RQ^!vp&7~Tr`{CKG!fkY8sV3Q~g#h@Qf_BHV~
zw~~6iGVpIBjZ|IPsy-p`LOLs!`}gHbb=O(D)(Pr0nv1{ARJ7CW*WK-`1i(TKi>nc%
zt_D2K*;&L92?8t4v)rm9ELZW;8QU4sh?yXCBQ^J3>H$a~E_K7m6uRWruUo&a+d2De
z{J+{LN%h#})^|JSprDLoOC3_RcWs+gXws|R<rq9s7-vVJ<q_DgIXG?TE{lVUfbbOm
z4lV*F^?xagK$n`{lZDhYT{PN2oIX98KUs29j^(EHJ;LbIlc(@4pjbFu1Yrb@kcGXZ
z6@wCmV}&(V)0Yn97~5V%a*X+@5iUdMIV18$vSitc#E9l)s}otaLbQY3IM7J0myoB*
zH9q@c3R6i14N>CD*@_Z@^z^V@u_irTXiHC5Z$Kz>4#MgiFcgg8tcrJ)fWs397w0Qs
zt%G?D-pSfoM=<=*;k>~3S0li2W$+|qSJqx<dl`P*xVMx{bzmS0Lxcne?@8PmSfKNZ
zoQbe6zHtvuv+_nkX*lUCLCeZJIT``E)cUByw#1!zI^MZk9x}}r;C~N)UW&P{Iq7c*
zZcfc}ZM_uZ+^tpD26uIaGH^TTYCrgl2;6`5;<*J(mVi40PSck00~;-U(b>9$^<4iF
z))2&#rovo^$EiaRp&HCy{WPIhX#{$8HEC?C;xf_LY-ypn<s@u9aPSZU7nW-H`p*;N
z0pJfmbYbT);=)b=h8~I27SWCES?IE(;7-inQx9YA#FV{f%hv)d5rgt2VM3UVBt;iY
zuxj-QAey8wLW$ad_!8#rd*aZUQjz+Y5SW^jq*A!T6xTXP{W`228Fix2AP%yrI*AP7
zVu-H3D|Yr>+}D5cj_sFixf}xavxNr1*TmDU@rZGC&5oyE*)PlW?cCBITqf@{dz-wo
za%bPpORq$2yDLyxa4p|1sKub%{3r3#aVCz`Nibs^HOEmTGD263;|5*MO`TWyn$!6H
zqC{PRJHQTsHMl`T97V(%ftxu4jaGO0D7ncA)UcfRXp{Icls3OS9WLR^9dQx|H={v6
z6u1pJPCTquxwscr+{WQk9CqzLxRwsCC83N`Ity(lvwJP+D&3KXWUxQdyh?X*47a@K
z6eH$K1L3=`bVuD$#1rDPV{~LzoHxVeu{sw)R1y}k*Q}v(uGk&L3AoB+ZG;Sv6CC~k
z$J-DI5a-dLWyla6qvd^+kB^MAZa$$2*?qm!0I1m5-|N$N*Kdd=m)>-vHKm*!buGJC
zPr<I@8K@Yd4EOM|jNog?XVgGk&oh$G1_Z{P%0o#bXG@u{511K+w4n_Ygdq-hxN!p8
zCC=#~eYA)4(H`idJ%nzSOnf36BB1o!x@$YTI#9u_UL65*w0;-5)fZJj?Per*zzp9M
zg34C%>uKKfvAhqi8oSHrAQWbEftXna5?zykL@i8sVBUC!U9o1~a51zHk!YMCH;2fI
zAnqZ+5j+Z_5!w+t$=?x*C}|9C*zSX`%eFAMsBPC_f!^k5BQ%&pl?J2i_)5)Cf1ApS
zGVBnQZF(C>h>gAildKe}YIjMo(QIGvV85!}iMmj8s!+3<kf8{5L7m|kOS+V-x-2)B
zno~#q!ffxeTZqyl{at-<X&hV{Vt03D_GV}I($MvbI`~)H{#VWG7sVJ}7G~7{xkES>
zlL4PDt16Y{jX-<>IGO7;8~re1w$=wY#tpesP9XM0ZN!gM3P;I-wFrvnzmVGn%B%tF
z-CE(jAU4ALtKf(wx1U<-9iI%WtQ~Cz`v*#(lGpy8)&vMlJ>!-HS;VrdKkVDpJ36kJ
z2cJ-fTxIj`=;%!NzbFCzX=FjQgD^v55c?4`)R?uqK}ZW>HoUtrGE<17R-G5xD=CP*
z5`jKFP!`zTPtX?S`A1IJ13jQE{tHQ4)DAajOOK!}c*A#@Fm34}+R`&VX{mNmlR(ac
z*^;!d!WeAi+(nZSvymevDy*)yxGVF5Xg(0Gy|EmJ0}xD3YMh}fQ8*W74?j1-10Y!q
zCS9?4HTamm!NDT=pCQK5m9Dtgs_NqrTVtY&7@Fe;GNKl8z5=!Qy>`W#TKspmT730Z
zY*cR<5^gi)dT9_QH|)@p>5c9gSLbI&%Y((CNy7^O_}z_wR0v`=j2N`oOrlU_wDHa!
zc=Gf70A1U2MRCY2Ocro{XB*51<w1N1-Fhr=O!Z%rV}a7YoShY1`&p^c78{4TB7tBC
zago>&z`PfbHmXo1wyZ=<UkCBb>*yY&11?SHykML}M-d*YTBsBUNcEkdF5@!}6)gKi
zN`JLJz)|sx!Y-~~N43;{_N#-#1NCkaE#e4haS+!gmnMBT0OmvoftxXKjYafn8`rZo
zzcd7?GFO$oh#KEO^al>?$T8U1lbFKlIn_MfcPU+w)%sw^6b^AsYa^9BTf>pKY2?{v
zd1n(<*>dS$wL4BzX!=IN3|d0#E1MKrn;2MUU?hakEzJp^P4v=))%O!%)rx?bVLycs
znPG*Nph$=kAt+vv<wW{SJR}TW-i$Cv(>aYWXbF5#0E-a#n!%J<@0|Z2z{Lo40;plJ
zt3{#i#Z6MmJSfOSu{y$%!f+Y9v{Z*DJ2Pr_3ncRi@n-37z|8*=j&BJb4`~mce&E~U
zGHMEXjyT$*h_4GfHr)Mi9`aOw9$6T3TWk*waW!&(3AKpVk!>1`Y2m{7owGDcRZd*g
zzQ9YP!5yB=#xd~Wkm70&?n=QvSHZ1Xn5dPa3)B5lEz8s-Xf`iXuh>p^ieGvIrXI((
zOXC-sQ)p)!&^{$wXa}<NiFU=BEPWe>7`_eVwaaiDiV+V)Ua<fPfI>ZEf3aGVK{oYr
zGT6<zTKr8tJ0h&e_+}}y^L6aFLldCmsL^Jy=wK1C$cp<hXr(|X8`b=EyZIopP&09w
zzsgIqfD49kCrYn#(WJAlSOpH@!@$BO9D2v#!poP$8@d7=#wRJ7N((1nzD5bbvk}9d
zqF>Vm9^@O~Ryo>r9$Exh?dVAKNO5=sp1zthu^;re+ROL21imGRDKfr!N8pwWQXzs7
z-~v2^0dQ|9xQLF-ni`P0UaFD4LJ9%PXOQNLF1s1fNS(9StvdrS8iN#%C4l>2#zb^v
zzVD!lS5zJ#sE?CwbawYTDvx1kJ88YnQxWE!=##HKu>&Bco;@6($pA8>;RGAWirV1|
z0@)bdhRXMPnuFD1&ghRCs!fkVeAQ}C0r7|ZD?b!0tq9@)8)D1qh4tEKzaR^n487}2
z${2MAi}le>e06IjU*dNK2)_B^@Yp7*2}sZnCCR;ErMfy~pa#g*#&AmsZZJV`PkJul
zx)bi4S}eeqT6t`xyzmp3o(v#D^j>X^sO~?5@KZxh!_H6f%KaBQ@Dd~Ar&x+3=WM=e
zWYW2Kq+G`I2212Z#DzX5Xqq|;e8qC|fF%*DX%+U@#X72$H`u6-+p^?sFhoRp>Ij}N
zS#k#>z_GDZ-2BL$Q@?!AOZ+3Cz&UL5;?{QxV9jh+4<jEev5jl-tq&~)U#-GEv1)_c
zeB_!{cahV$0-`f*byu*BfmaFn08vPCUZGh32$W4hz9Ab_+yV~L;X;{d`$j7oClSgu
z3=^^RK}d+6`0H7PBoVj&5G*1p-MF@13P6wr!u(kmUWb<4CB-Up2xl9qxv-)HcyFN3
zG^<a7w`(IKvj96Nj?XKd|DU}#0h6P+4#$y@kXV5bVD7_>gsl;*RtI3if-t%evQD!L
z2ot=Tot@pC*6z$Q2V%i;Aht2<O#X4gVz7h#!wHTZzz{p}mDsVJ(<i=fC$SydiJdr!
z6MQ@N|Gih$UG=)Ed%AmicD1sk@9XWEs;T4Ed#_%-t41&J9HIdkVIQniF|r!Y%%%F3
z&YFvy8{}RizXLIXE|jL4&P8izEQjdHnw`kHRl%#YR&ie#sp1u6z0QiYYo9+jJba}O
znL!E+?RCm<V~_e)PVe9-1h1-ZCs2YbkMzP0HF1Zt9v-Spw6hu|=0>g8xlAt`hU=X`
z|9mGH%hvU*FOI8UA%x(p0z^fDv~m~-O_@gncOp5VF}TxB+#v=`2bo8{P_4kW4Za`;
z@mfI-#>gswlS7*OUS~ZU$6)1-)wR()81iU<VjAl%hq<h{Vi5m}f$>EWz4wmN)_j+O
z8wcuT&l|i%P0IwIwasC;`LL!f6zE{^=3EU5;O+<gf}U_V4?+Xni9r=Gj9L6vq7_bA
zpBybFLQ(!+OxgpGbu97@n9vDcy7uz5gywx?z{fBIY6xSIAP@@xD!lV$6JTKgZzhiL
zY@YzNt~P10ROs?nuZ#=SQh;Qbv(CdDF#(v~78rs9`d~PE;SS`Zz%?ibK<pJ<><*Wk
z)WB>4)VjI`m$~6Z-8k@7+6X*yGzcdMRzM~lXV&NOKLG^?B4GiMW2gbfPQ=i(H4+0q
z1b3iGCc{n_`;N-&D6Srr*^kQXM`iZWqcXciB1Vp^9RZHY?1AgHGCwRImDwT85V6h^
z5>S$Hj>_yuWp+dg_;*xh|Fx6Zh00%8JuU{td@{e)@I1h$i#)(W=P-bbCP6yj2gG=|
zp}-c_gIfC4q@`btT6)6(vn-&-e?ibqOPGSZlqS&*O=y{jZ+tnqpAzeW9&a;f3{WS=
z&PPp4IWxapXIe?x@xoB%m#t>Qn)&5*Fv*)2vB1Pp*Yo>-Nmv0l?M9h8#mY`WSdBXh
zt=&4EYc9AB(#k<5X-vyCeJ|va-d3t#*BG2`J|~vRAAfQ(>CLJ`0PFGbM!8g<oNk`y
z{dx#>YSp2hk&!jGKQCXq(e2-S`zZcu#WpZ|?yVMAi_3<=Ey}x9Ub;$w<zu>;_u9!^
z9s#fDq2ge^3S-&b>>4Ugj8!I4drF_Zh&16qT^yn>Pag9;zQ8&_9$)nJGN~G#WZ$0Z
ze=A+8a5~u4V(0@5Px8|e&D280i)26&d?>mv6N}_l5NmG3M-3khd>q8bBtGuK$02wW
z-MirjJC1elfj_(5m&0?)eFZ&VNzZ%XxdZZl(}(-u2^ioO@aMz$DB)ua8<IxaTcJuY
z!0rzO65R;Z8iQem-~SJOn0J2{ZpFKG+O-&5-F?_HB?F112wRZj$#tad)s<mT#z@)@
zx>1TMXnNDCScVag^#D~GCg@8LA2GO6Tffy{1zYW#9ZCgtCvAyrg$9GXR5pS+kNuQU
zWJ}Xp@h=6Hm-9w5(NE5UCFGI08h@Feh>4!E9ee=6o++(+0Q3MCwN+qj^!12Pd^Fjx
z(Fe_jwP`*9)4bs%I~&cpZv(7cb<gx6K>gd`wRuu6==OT|j}*av1?If{{!S4H;c(xE
zomK@-H+b``?CHg<16D@v8;iZZxHHr{%}KR_R?hw0xiE!eYxSY&<|254Kg2LFjtI(I
z1+KAz^4<acg_E$Y3G%B3Tj{imdr0$m=xnHhUZ~UV2cWU$BKQJs2!;LRSR6-l2|U3B
zHdZQ>>eEwHd=UI^r|)yWgTq#Eko=|&Pz~~%C&gf&N<7#IM-$oR<7wM`0+2uq>#fj4
z0K*j`0{05THgr9X#<qXPmP4>jFAHLuUM8^3>x*OCznUZOD7JkoF|Z@B?FZ0UVr=u_
z5P@w^iDmsp;=x8>n{4wR)3(_Lww)+=TMaDIh0$=%cJjh-T+_>fxTcp8t{o?O;+S?8
zww`PkXp66%4*g}u*H%DdNiofXLIj@uslc;S6Av{4&t#h?rEN1lo(09B$TP?LfYrN&
z3y<+!Hv7YwJm1zWV%I6aG*KiWQH$h2)9=r#ql+y8S5g5)Px_0NnLwCGGF|^N9<dGl
z3COu9X*>>pLGpfr{xswwj^j4+Hu!3{`y@SIw*bC)JG@Hy<j?6_JU#Aq-%0Q9qUXEm
z`5t<{7oP54;Nvghv16Y5KJn-M@MpLCSM>Y<JwJ#A^WDdxlN}4)58<bU?q5^U-_Y}K
z;d!6?7APNmjr(`-!To!D`~yBdjE|4_-+dI{K8BBv<Kq+fcnW`b(0v--caNUE+x;ZG
z!147Da8eKB<5O7Tewv=2q337m`8j%io}OQz=NI8A0Qe>P{AK+76?{Aa4c+H{6<%Sg
zUxPopmaTOE2)^9yz6tyILwx)r*8C@Y{4te0ieJ7NAODO$Ts-=RQ|{NX_#626Qz*C(
zq%?Sa5+C1$FQ?qM!t0d#FIaz``zQ3_4Osd{eEdK9{0Kbnb05R^(P7-|zXi2-yWfT<
z9DDv1{v4WizbpRyyZG~c@#nwjPtKi&J;D7weDt9w{9b&#7SlG~kB?8_<D>Z4fd$v$
z<5+wggO7LN<InK%7JNL4k2A2TXW`>#`0>a1*n}TnfR83Vrtq;7c!awh8HM`;Z75ST
zj42wz6m>sET~ATB_feNq)ZKm5)f9DeA9XQB%}-I&Qw{gG0cjEOX>z36p~+F+TACbP
zx<HeobnrAe%4tZG`x(xfCP!I9XmW4F+0f)DbcH7O1N@FANBSz79Gxg}axU_dhWm_w
z`H#e(pTHkjou7$6zYu?ZDgGP-k~@^m7k?JOA6WZ^_~#h+IQZi(hQ}e;-L9W@Pk>jb
zyHxyH27h+DCyNiK(g%OX1H`xyRW4-!iFWW%nw<oCEhFg6KdsRId$L*14rC343Jt7+
zZ?7WGavwgEZJ3gQDZN(JY`9ro1CC79+8Vgk8=T-qs&^J^r2}iWfU635sjb-per;ow
z3H(5z?6*U}-2l2(!mq%46+9a#IUlG>{782=d(^50@R^gLcb>|n2h!tDi`&fbj2k$)
zH9y=B&OiA<Y_L!l9)~I*4_sovRR&JE7(@r&oe)u12X9i$?+-3usKX@RSI7n|ZZE=&
zUX$osPz8S@{OOS99N6PvSAm8Og8T6ZINPGHOQ}2z>GjJ6(aQDUfm`o!(HRLYI4Gl{
zQfynJ#S$i|^dbzUzKI9o9YND#NcsvBms*`nq7J+&(%|LTFk<_T1w#DdSZhI?J8#0E
z4B!1+VPv<tI1E+L#|u+DptE_u4E`9ajFbvBaC4%FRKO?SdlirYe5}Dk4IKaMOFf$d
zVT<$oonIVzAEB{0FS?NN&*lYia~OD9j}+n3FrQR>jxbRk>GGLld=+`~*haN9?H;=j
z7<L{ygdH4ZSNftR+1_6Kf|Qqhj6!vxu<UrisLreNX>XD0{N2s7Oi0uk<LHl0>g99I
zV({BWzhZEzq#DmPYuIiop}Nm8>xyKD1JEI)7axFN;<8YCuL`Y7c?7^2)VmEOY!tlZ
z!WcNFi>583$m2zh-XOH9E6h>A<nn{n#zcJp>%lmv|MRUCadRqEAs&nBoM+a-4W@`j
z128zDvftiJxp;7ZoMoxb#bz@wrU^){K;GV%wgp_`wI5ty{ee-<KG#AX_8#8eN^5&C
z0LV%YV5|)^CNSX|8bO3f;(__cfD#e@q50sw$PoS#AMeM<2k`MBeEbbQ{th4ifRB&h
z<74>v1U^2Ak5A*{v-tQtJf!(zKAA6?$9tAL$YdAGlHtA@ggEz0(2yikWxY@&DQ|jw
z0&8Vqy@+H0R_lci?A4wT$*^AdRlLn0TIWxq92e?bHDi#6!mKoQ6|V@10iff$96i6L
zKfe+HkL2^K`)x##Z^EM{kCF7vR85}#sK`YUsm<yk3<(6b;$0aX!p^|tiMAcaQ`gf`
zEVLFAr<TH%8sb2<7~irxkS#GAZvNH`9>^^4X>mxqrXTKCQG%T0eGXlfQY<tulX4XU
z1_bCSvQS7FaG*n3AaFQpzd5#0=b7-#=1_7jHmn~?_{ss^25+O>5huB)1^&Uy<tFmA
zfI&CYmIe5PoP04%GMRIe<x<pEN%<5c<q5)oWPC--@z-O#2cFaYGXzn!_B}(7tFuK9
zrC7PrY}i#3JrU63`JipGs+AHPdKQ7^p^82!DA8?(2AkK~5NMT?gL5j_(HfBdMLI8d
z7lpvDz1PW}KB2mqTs7UiJWjnHOK;Po?(X_@UI=re_X<R^fTQ{6Yjz3;i#6Ax$Vv&=
z*X)IK?3HrQu=mZH8$ptVxar!OOM2F=0}ayPnhB~xA0gBh(wBh~1}0PTwN2`{@9Cl@
zA%9{oDxm;c5EKdyCaGsfG>=N-?IG)zb9eKS=2;df38MCpH0SmQe)F7I1N43`vc1Io
z4I_X-6Hi<5$DF$#2J7bGVfR>2JU~kHeOR9k-Y+q`o6C5xV;&$vDX?^>T9%tHl(hz1
zmfK7?wO*D6g8BCN%Q70ZEbasjfi^gt<XwSD3dciFa=It7^r6U7;?JTv27*^52Z8%2
z^c3m8_8?RcnD}yNKG_k=K<m5x#(uMn#@tiDunLx!2SCB;-sv}Kp%lI(hIJFKdGpSs
zIrnrl*Pa275E?xPikcV3;WE?i8{uAGFngSbP1bN(&d0a6;2VCtciMHZwbLw!pIbF8
zr?v~HhJvy_4Y3xtU`uooMrj(bZ3Q%E+Z%I+iQr)obZwJBA&9Pc2T7oyrXMPH(daNR
z7&Kg-?CD$!k(%DMeM61$3EUn?545IQ#JhDN+aJld;?R#$Z2@BWL8cY0VRSOy*lWEN
zI3U>`-a}=y_cpd5Z69xxD*wgUuwW`;=^tY~!O}l3bm^}QExCr5G`sftN-)lN^#V5G
z53ymiJ>eI?fW-X%3L7S@S5rp}-^+)rjEX@U*y7z_UvgHjcD$M7+&uqna{*TIiiId3
zzG74SLbg-f?@#eF&@jx1`1nHSn|I&ua6cj}SJcg6YcR3j0R{o)S(}PW@)1HN5+*)L
z9VgL}$tL#rW5?x5<|rbY==GcUOELZU*tz6-O6lW}$ECM}67*OJTfF~^fME&%DE#~x
zHrx(=a^ws6*DACYyF4K(o7gFf!jU7%#B`_D=6uL#Y;$525Xaq&szV}V$fyQE6oP)H
zVM*_EAHapBt?jk&wp%VYdAJhNErkImlN$`YU6Qs5g}1nDnc!^-0=&#eea^fCXoP2^
zkDtZ%@#dnfcTf^i&aC`z8D?zA2s0%3KL$gwZ8?Ea??B_<*Z8pafm6#dS6_WKTvWLQ
zL<Aupbm12v8bwcIgH`Y!2I=&G85xY6wHh2%bIZ}&KuRJgQlKJiX!$B?)B1y9`bE7`
zhm2si=fM*J&#;)w3uP4WZzxqzG`Wj9^1m9Onul7qn;)mkhoMPKT8Md+DRr#hB7S=)
zaLxTum=H_^$_m8V0T>&uE&De>D*M^QI9Pl&Cax|`#R8W5^vmULK?&^G7s4HKt^-qT
zE*@@_3z*a{BywT&5vu3@6sI$Y<oq-L?dR||<^F=6|3}YX((_mJJmzdHorh0JzSrUD
z!9OAhc#~3z?_D<29fmtdouGF-lJW)Z0)A0Mpb^(d3P3S!UJy`CG$X90GlIO{c(pWV
z2Zs=9Z;14LC98u12LVA1D7Ed7nmB4ZOm90R03OM<!<<_~LY~0K0ep<YLwTcO;S?2U
zzNA!{NC+#tM7F4`a8buGyMCTh-|)taOpIruKwx!vVRC+WH6{T)jL;$?e=WWtk+)I;
zMjf1#apHAm!_Ak^ppnrAp%zxg54N^4lJEoBm%-#%8<1T{-ylbR?cM2$YMX!}D3%^+
zumPS%m?@Tg0>S7Bw^Km3kh2Z6Mx%Mi>`HE+Ua#mz<&eiv(8@XYr^7JyaTB51!BnL$
zdJG%Zt*jh%K~@i1S#OGCWwjxoC$y8q?g{O<xR#5>n;q*#mnYu~lMk0CZ7LEaNxILV
z@HBdRvz7H#L0DQ}4G4G6`ug!~(MB=2kC+X+YN8-EcgXs>&5BrQ%&%9((aiVQy0h9}
zEdXi0^RTzSTBn!70DHErp~J-j``;$6w&I=bSYZFd>~2nDg4G23EZc%}rIWo1+tq$$
zf~xh(q&LD^R>u7$4q+CJu%|6fE`la7!k!GxCsU@X9Zo6+lo9sCHW~{t!nRzJ;JM%Z
z4lI~=#P6IDb{;MZ8DTHOH~i=sVNbWAzRe1&p_Wjme3zj+?2+-Uun)GDo*_jqT45t3
z@SEYfHgI#N^siB}JlJ(>V8KNhzT6mx7&X*|1_XR5fpd~SY)8qs&Xu^L*`4~7Ed6ha
zmxu+wob?0?K0CJ8J!}|lA9Iy$YbQ2LsxdWnU^la1dmYMlipuu79~y=kh1y=RJPer(
z-j&4mdMkCD#6l<ewX$L1@}yE=E8FXKG5yZkUVl3RhA9A`@bf-wxE=g#)AssEMia}{
z_DVaN-S+x0Eq4l-E1!YarENmtEiPLoc$<O%mF<-??*JOLYkU1zMwnsPUL!}nV==I@
zfbF$e5Qf*SnkSbhLof}VZ;!RgKPXSE>gD#;Fx}3K^r-83z6{U~*Yl*Z8%D!<Nh<VJ
zc0(>H3f$Ag$<Wqw?vpUpICev<C+vp*jc;T(q_^~TL(-v>3kNAfIN$A%-H_|j1fZB6
zD#!wwXc|~8P`HKRFx-d`X*nb?aPd-8jit66(yWeJ4%1r>34lko<#68dK+3-)%Erf!
z;GrysSUBbW6u#3ehg6w}2rEM#BY5Bm+r@+V>{<?yj$pg$%gAy_ZUB7i5<&RPa2Q&P
zoggnlI1`Cqh;P~14Of~C&uDO>1wPSc!+ocL=T>XWA>F1vl!vSTig0s}ZyKZp=yBk3
zOVl;Us3J%OQ<JyKR~uz<`>SS7gu?t7<ct}bbnxeRk2`!Ny~htiN&x7?sU0XyOn?tL
z{!Uy_51seO`@^8R5lD`=;&{I70UM+ovX_lPOFIj;Ns%=Gt&`xiP6M)<Baea!lPg%k
z#0cvO6aQN&grf}dN;PviHmsXDIi&%g37R?gCpU8vI$N!r0!=9Ehsak^1BD@DJe}`O
z7l^k3IKl<uj0~R&=F;%l66WV=-W?vjdD%~b0BccKpY2UEJ6oAb!<cO#@L=EiDArjk
zjhDvqRpd)HrtDl-IS5(8s@+bbOimJ(N*30bA3K<zg!}x89<zg#U4kQf;P%-Yv|e^f
zf-@^eTAlSO*6ed`Oz0)}?N}aM7e_J6(?(1=qj6%vX2Gek8!ps?`*~%y54Z|c@NUV5
zz06NCxft>eks3xPo1-vH2SdhmM>@}RmkE8iK@y$we7GaqNh!~VhS{*IINh^gC+Se!
zxrM@WX&fKo#hqJvv-&+)z%d8njcv0_;r4KrrJcjY>)~M&Pg{vn?RY&rWOg@~@xbcz
zaH?gwxfExu!I<siCY)L?OL~_F%d)tS;Sgrg<>5ogL69Ww{Qb~;W-br!ZKJUemxq>1
z5>#2bzYl}xyvxJea9POZ;T!mdA3c|c(=3Q@^LWrOOKkWLU`xKD1op=G9uK$1_IT*B
z`7+>H3}wcE+k*T$5IEl9z8C}eR|b-{bw}!mJB<wsvKGMq7V8OsALf1FcGkT6b2g5)
zXROS-Kf#8{%%J9uD#O^J-))+Amv!mboql53ns<qM?dIJRV8F>(qqHw7^X~C!n^5Lm
zT((dPR+KtNxh4FNnn+=%R_0w!9RW0I*SvdWMwnrkcOyr=V-X;K(7gLAVcx|{<xm?6
z2}|>IdwSpAn<<o{e`h~^#zIQ8u^#G7)<UekOvU9z-@;{aHM&gE+2Dv!T!{J}0JUtr
zQY}F?kAVsJ10f@z`W=AOYQ=gjcgu3<e|fjF9J*hAYqzr=UZGnpk``}xr^*A^Jf?y6
zyHRFlYbdY!RnO3HK+X1R4-H)}wjHoETnm`WEFO)YCjfp1v|!D7S91{>KC}Jurff;c
zwqGu_@0W%g*4lkbS@5~!BiM^39)<G1oO?b@IF1D$>j?{f8Q;i)PjBfh_!r`aN)~)N
z*7L2kLl%6l6B2;B9LGVT4CqsW%OE0ug+%IE@QE!M*9e9h^CIo{1O#7Z4Gt)^{hsD@
z)PA4deop{AvhDZ3iG=)8d>q6_9UjVlkA+iIpxN)KGLaBgc8P59xadBF64I<D7e+b)
zet%*{_WN@pY(snpiLA-?mbW6zh}8cO-?Fpgzu9cKdGE}}|9VCp&xRIl%WqaAkKEOw
zx)1?Uq*P0I+bo!SKu$x;J|s4Un;S<&$S%a`7VCBVNMa>Of*3+DI0lJC@zQOu%!^>&
zz&U(22EY*F-R8Qr(#}O4Sd_5wE^Ju0KXVKLItkjJUy{K799(Cs4cdo3Na?pg1~7Sr
zCV94Zx-(ts{5t?exYU`E?ODNF+MW$~ch2<mrEHN%nVvpxHted2E(Ij&jOpoxQvGM3
zSsL@xRY~G*gFRYJP!_N>-!oT2Z;cremq7hP{Pf4?g{==cWqXu9dnu5AVd8BouG)?%
z>L+G*a~&V7=BP75mfc%$5wsLqi*0;MmL!&ha&CIFlx2zBE*!!vnx!sC4uT|Rsq>)u
zWV+XgNZhm9Xe`7m)pALK=WzFbfX+H^mO2rah0IbL@eMzEW+~779^|1m)0Bo?Lc{Sx
z#wCE?#y3s9VrSs~LFG-Qk`_y!Dbh@I<;%XK6<jD#q#XGu8T&$Wr81$prwW&-E+JZ%
z;BrJIPy2#5r}D#NNQ|Xy!{y5EaHVAFXK>|oL)RA86D;K{8M<y^<7oRhsSI8Fuwl~1
zsk!6XdZr9r6B$h`TSFJ|1G}MX3<jKx*&2qfQraezp$nJI)L%y32`)#W3|%**9fdM<
zaq0-5QM-n&KY;ONNaQMqY~-k|ag4vE3|(k%Lgj;R?DCCUps5I2wv64w7RqQfXyv34
zYn^Aj;yn3q7?6JO{u5ZM@Pl_Mb5HatwHpP=w`hU6+CCmiS~>S+Fx5CV6s#v~C?CW(
zvZ2shdK(I963K=_=TgqKJ7h!Q$_)W1rWgpyZcWsYdQp%b0j!qNh+#*GRH#PUQV1Aa
z2GBGXsck7Vx1+X{^tKcN;E`=h`7{#r)A;xZKK>pa%9etKQ&gbYQm8VK5>|GJeDRFq
z;?Zb!Z7E1cAn(06BU{Q+w52F*KHs*2g-odb8A65#`Wbx7&SLUov*G6C3|dSSG+G!*
zUTuwb1P7IxIt5nBaAvDO$XmB1M#hhS!8G@D|4pRXMGeeRHxHAQ1@8aVb@+$Vz!=UP
ze?q1>qYi?Lv0>e)!jT9FCSX+AcPE5gtq?9swXtGxqFx#=_L7at|L6=gs(H-04v|sy
zgGC5}qTp5Uqz?Dt$zr_lPvpYwl1<8wfz-IY;YqYmEM+-1Fx(5grY1baKvx_ikirnM
z`*b_wlLLhYG&7EuWsAG2H}qE<Maa*=bFX?J0E^J_%XTg2rS{oC)peHzDw^FvEz2Mn
zz8+nR*<B0$WN-!$QuxUrBa@t>R%wzms5R&scG^W3Z6-W+)OAxAUF2iYyC7Y+c88g}
z3fY0q5l=RL&0Whb&XzH~6R%z)$$up@oL>DvM+OBg89Ub!T7T`O_sfsfDwN|7*^6Qh
zUW`1j7})+H%eEt!L~vWNQ7*b)Vr$+-Zu!B=?ZqC)>#+<>2Fq(jy|GadqUuam8Y_or
z$Lc1J)BF%z?gk<I`SK+GRmA~sfWP;eKMW`I&AVS0Jte<F568Kyv&A{vW_XG~!j=fL
zqd&M}m>ja0uc5{nlPG}8Fs5S{P8@!WZvpO#tydcbaP9?%VT|pC>tubRBzJ;LTV}Gv
z&d!7HSs~yH$P&%hcn}#_2ix7Q$vzMf>cx@C9PN%s5*wDQD$Bd+>%qnlsFF5_Kk}<;
z<v_8zVUYfauPl4#hHHTeiheN!P8X}%_I}ygu7IcW;Ws>e$9XZV;|%UNr^j5=-}4u2
zed{${-}aiKQ06ZwI^Sz6O1j11q8^6h(^u7<*;REyRy8O`oB^E51wn#*)ds-_4eqZ%
z=QPf=LTfPwbZ6%o&_yBB3NWC3ML5h<;0Oc!7?AZALMDgU#I0mH6lJ(|%UVMGSDdQH
zgN0yOD39KpAFWijK#a&H1tx)^SnAaW*bUI()m~IA52*sESBKD#(pYhWdR4_XRwstb
z>R5>bhlKwuOm$Tk9Ln~~dG8nE3!TvEc04?+mn(HJtHQli!Wdiej$9tFAek~;{hlwt
z1+@%Mj)GkPeFng;vzGg2mbG+;&|r|YoCQae(R_IXrKDZr;^XV!*1%fCG3E8hLG)wF
zY1S6F*!Xa^Y)2hc9)gB5JE~k26KZ!t#xEuIqtc^*K%_H-rw|!MFcQZ;I9e)<((wcG
z#Q=Gt0;X8Q>^7jBfoA-i=I{jytph@(0?9GF>+^(DGA0TO=*(U!2I33rGdmQvu{@RS
z3fm3_SBET5U}I^HarLm&Dv7YV+T{3PWo*OpUAtcd;d{k9CQ3pbwgGIdMO3Ht;7e}(
z+Vx-+y`tM$_xx2-?L<-9+VZSif9aa%uM9}7GuyS!VBQb#pFxTAnvk^!GMEdt6o>PT
zu{v&9yEpc2+4v#~&!mGikqF<Nnlb7#wEINo(Qa$Zsh+d9Qmd69r~n9h3}grq_E{Kf
z3>5=p8(EW0@2j1k-nNkG1*mG@)nL52Wu@38Hp>aF>~>ae?AwQbHto6=|7^Z?EB@Ji
zb07T$EpFieeL-ta6*u<xQO#Xj2e#hUDAgzF)22QB`bQ|-I09}EfI5w8(XSEwZqKf*
z`+^mB-)#AEGc<TTP`2Na{{afNqfZ;i)c$uk7~@N*xT#Ve@>}peY`x+7tptMWc8I^*
zH`CnV&kZ!w-8T!Myl^j7+bKY^NBrsAPG9zkPyGUz@aIPCXOsMPqx>skR5<iSpPO!!
z@ZYtS`rN*C??!B4-^N|^d7oUSeVcadpzk;B*(U$)5`VA1LHxa8i~LKI*tdBTt?Rzc
zVhH=T+^~ttuf1NhzqS8*`h4Bio#O8f(XIr-zU^CRe*3of^;7u^Wji}Iir?+nDaN<s
zdQorZb}^ov+r{@g_w1(M?b;~D1#2rlZx{XT+9T=##?kk?Uo6JGr%#mcmHq6!PL%JJ
z<L(o1+Sj*j5B;w1Ix+6Pe);(((NF(I(O&<??NqOShiIo?&f_N8{!N?ccMUizG!SKL
zSev#8@%OToJZ9x6JsqVdq|c-Dl%Ae+`RBVcEB|Z{*)=;Cmi3ElMFAC-^;5H9SDA0n
z!?H7BSsRpXCsiWAHL)VGR43NpE6e1Yk018ISK6df#9LjUelE{OzMZ|cVRxlm^ba+&
z7jxyDnAqu}otUe0&F<zP8d$@uy3}ejMPO4eV26%1CNNsZyQL4NvcTT$!6AeOQ=Nuq
z@ovplOIYj8F6Z8}m|51F3$VUd>^>A(N(Mmj0|u0>$$^q2ylNvfpG=Px5ni={8Z*Ff
zQh>}oh~x~Abg7zNB@vCM7clVL+F9`2EN1koz|zgzz=sE)*{BYr7}fpIM?NYl{$8jc
zc7HjlrvsznY1srqAzS5Rn@lmbuY``Rd1|dOF;S`32Wp@`tl!qCfR1q*yh9&AuZ~q<
zYSD)r^rw!B>1c^(=^6_O<7>$bjNVQMICegaZyl}{h4H-}-|(Xs#&?2Zu(rrOjg^Td
zI13x_eNaKXiXXYRb9=c|FXhKdcM4szXYSQv?}ArDph{Q`P~({a#ap&bGb((9O}K5R
zTcsL46C2he>E6J40?-E4kz2|8Ro=D%DoN1PjX^dK^mX+z$)grt<bX$YFzM|*FryL^
z?(_&iE~7RX$ev^q=?KV<71(HiY?gu#|2o?ltKh>AV8i5-rqBhQ(Pt|7@QWEuEZg8i
z;$rsT!_UHilZhfm@ZqP@HlczKaoIv6q@uQG6@2)<w4+eLhnzYBXw+`-;rylgM$k5q
ztKh@PQCou#9~Z%gA=`@|a;P>EFGY{Yp($)*nmhJo@+L(psFw=hAqGAk%QtS^yK}i-
z6zZhS8W_*tA+l(K^Y+@cT;!WmBNsegFy3Xb`r!t<RN;)#>%J72UNF1rQ|+z$3a3xz
zW%aj6G=|e%Qe`h|*FXu)D<UQV?|hkb)`OWF+*5``mR2Va(13`tzK@|vq0%VV;rqba
z&$-d->wo@CuRq@H5nTVb&&v9*TkD6Ogz%5$>()X%hgKMZ0dsKtIu3NtG!C3?!GT$#
zqO}g$|Mf*yK}^U3)?OC}1LoZ5_4V(a>GgLk>;LXq;Q=B|x0Ac{a)Ae{!VzIh96Xq_
zv(WM3x|zm@=cW>|Rhnq7%MkLhrtk=DJ?DNKg!4El4zQj`aWDYD5h)JnEq#gu3jL)(
zC$j$Vvtfr)9Pnrs0Vrl<3+lC+7{|O?3EW0jgJ7I<WFiBavafRrcAq+t0nOlOB7^ja
z3<!Wnb|QlbB-?R(jN+pR50%IO3#X_+OJqQmiD0m@OGJuVUKf?avzy2O=?J#a+cQdJ
za2k55R>}kU!D?foK2R8|V7wYX;D*!@+eS{DC0~bdBJ#c;-?B?<@LIFs=G`-x*1&*G
zi|ht(wq`d#rEM)Tl>r2`;T;`tPQ``5Yd<5C8hBSN7b-)bA?7jf&Im+Z6o(sQ5QRur
zn}QC+zdBf4AHo-Sj*OWh+*?h&Xk{Xf(%C7M{#&qNJtqRkK%l*VUuv^IPL2Tsk39XA
z7YrgaSg=w9pu7m))!UgabiwakFzs+<P(~5#3brzW-GFW9yq7+bEy5`8rN1{DcGW~r
z1cd2~_tF*<rP8F6eqJmmCZjK_FOvln&37F3zD(xaQn)moVYDI$+~c&f=g9PZ6F*yV
z%61%?zH4?jcX7b#&vde})ZQWs7Zpo6+q!;XLa6nEr1x&JEQtGa973pf6Zcl?gfG)6
zCnXmb9}RUq@vMKoTg*~uKA8bA!pEemjmAQJOj<5U@GS2B3oKaYeN29dXhA+E>v4hb
zqvvCCs)6)2R}&4d#JS)**rI<ffW0ujt4ZD>0E6`g%rGGD>hf>bL5yQWuZi(Irdfd)
z6)^T4gv=<l(MH`FsvImkxgEvH!Af<=p`aR&up#K%cQO@ZI|KbOHgI_g8nDS>9`>V~
z6={;bjWE}pQZ8dX!6JltSmY91WZI=t3UT(Q7qAKMWW#9tjHnzewqwJAspBCzwu8lD
zbdGaYuXend<lOv80S`{{pJQRi!pn|LF`w-e_ro9r9o-5I!;Hw4Z=v(eyYF|nFCUgG
zI^(c4n91(|sz5AID`X-C<%_A~6c>dmM+#h?P(5taD3l|`wPO06y=M2m2pFaSfWpsL
zV#Dp=C->)UaMT=iTVdrJGMZSn4nVZU*d2ggN6Vc8=5&lFynSujCKTS{vSos|DF{$G
z0CDCWK%;gYfIgfNX2?BAIRHhDddKm=%7Tsn1vCO$wUM5tL>S|xv&L9uWMI5ltK~<E
zx#b&4d+A8+rFI8yq*7%@dKBA(VB%i@Xou@qQaRj2!x^rNO@VvLxW=V7fqR;W7utHx
zeH^A5$GC>|gmLZr_(u7|=`Fo+jTF$t14tdg`EG}dYg~^d0L64b!DVQoQhjx$yjm#U
zS9^+gPsW$qB2}~K=OayR1OQ*=4h|-@sg34y)YO*V)J6b2vQ2HjL?Zq<K7NFc|AmJ#
zwPE2D6=<e5s!ZgAm0coPJnXu7MxI?$8`2SMRA*#lYFj2ZH^{*=P^ji>quyadNcCnh
zJ6Wt;1~4I_z5w5ltF=-ZMTyo*eSM+XaPzL2HL&>*X<=KNNMu_h7#C|j&ZbF}D=-I4
zw^JIXyk(GlwK`S-J;4xsRVRPZn#pDZVHPvrJ;Q+KnG4kp1}KZyW!SK8@!}`}BoMTC
zft?uah<eJ-KAF2yrYZ`eI*D+Q?WkI<RD(&hZHgs!qUm^Vx{S63fDtaE*^bOgb?82G
z_A$pyjo#ioZep@NS}9MvKY}j~O-t$cTkt{b#tP!n4rV~Sb9S(svPC1sNczo&T{Y3p
z*}+}_2;_5+RB`<4;+nwxZmiZX3jmsLn+w)2HLVneud^8V@xbNLxwpT~p6Tl@6D3=*
z%yvv)2hHy0Bm!8iUMJ}5>@BSjU3d}Ov|eq3r1c7<w{=-oz@5S&gxb26Xc+6wsx$HX
zk0b|0lKB0Hq4~^gUJp@YM*RLl+Q2<98A1DjVxg=SKVeAmp3Xwz&$EX_@c14tTs_44
z*AhvM-fn{#d76QodpcSL&VWbJD&f25KvDC;ID6W(`^Ndl90LmE^RUS#E(=-zzJzc1
z(X;+7)rsF`_|u3?=(_6IgnwQE88W`%Z(lOQAEw;Dqkvb@z?Cx?ADu7NAfg&?j76Iu
zY;KM`3iyainAy2*7_$Ep14P>gHzl^$uwmWI_f^&tfP8k$eE-9S(e{Lu8RfsQVN&O*
zspA1Xwwdn|;zdqwtA{SD(B{_<NTLv^KANwS?O33Ze*`owf^oUsqLXz>Xd52NCU`6~
z4AUoMp6}$iK@bZS{qbJiPz%zXzz4J&VVcMLpyITneb12n+=yONm~$qPEs-ksEShVQ
zCfYDox##0FrlIru+y`(7#1HMJDt!^=txB*4p{Cr(m7`ys-vVXXl0-FUY&1zM!^b3E
z5_t|*7B-~lP$PnMbCXRd%kY0t6AAnlmRw(i?3mytGC5J?NX<$Z3~$U9trbh_!-m^o
zX>D4D4`ehko!H!U&}efBUJY=^#2DNoT%Vq5E`pB&;wW)Yb-23^oZhFKatiUtZ3Nm*
zCgn<uQI_GMv`r|y#bwI`Z&MJUvJCV6K7dB;T81BhDTeJIN!YLizp@NRj(SHIY-mBt
z@FvYN?5ipQ8pTlCuuwU2LeHW>!5_rt^hW@zaGhZ)yKXd;z^-dR>1G50rb8GTb1?mZ
z2=oA@wvc`)xV42^mH`pY#nw=S4)&wN^zAbZ(`Bg$TG`6^fk#lIb}9;OJtz3(V(+Sj
zY5S>e^bx8jY~>$D;v`!+y`{I6Uw|St30S1O<U3J^Y~@_nEda&z#6hOmMAI1B%7OS-
z3(J{z81~HMrtvJ&LQd2652wK)q_&XLERI^p(_6?1fJe54{L4tXU%<zw@$ob~l!Y7%
zr>H=)kW*zM8m#ORp`t>_MLp8&TF8-(U@N*NBMZ3~XbQI|7K)G+ZvY&&i&egNhtv^U
zhYUuYe+oc{$om%vvFvQ+zryBt!!sR>%3;&OVE!Z?6peh0GUXt7&4cocfb5KdyZj(t
z)?8~83gA~K!biQ{oWV(<Ortv%t+A<A*L)H3YIb68m#_3(8$3h7le0xZrS)5e4eQ2w
zj*~!*!Hknjl%sy&78q8-hX3r&4_{ioTMmDVz|Y(s<OQpGNnKZ{RN;P$2}t0D*M^A-
zl|i>yfY=b!-}%Vw;TgxQY?@>MTitnpEf#{B0kEKR#(goJGd$P`E-TMd1k0d@hVE-S
zy!<YzbI1fTXA;W;;WdZPu*AX%XkH2H7JhWg$lXKHY*)w{cFx^nceaSB+&y-f4ZCWh
zCj%quT-b8}bvqjN%=@xBepo;;H$q+mb4%g<aXuIZc`J;Oczk#ETtKQOnznX8*pHE<
zd3e~*;>zPoYPb6Q$kVdf-P}b5s~-qPH}e(u7Fk%LEahycyvKx4>jg>g5n@>o_ih|Q
zD~}M`<-DnN#v|mx<e*665pq8?pG;S7AokrpV*f5RW_pA$Fqs}9yja-0#CHrSo-!fv
zz=31n&H(t=3Oka3<nio564X|;<r>lwTaDgEVMd-dtaGj*FUR#E*N{)*8-Da$LohI$
z^8=fIh(>Zk1Ui82_(y4w7UKJdY>w+65;%QQwtb;l@Xh*yXJyhNL+H=5>9wtbQ0G4v
z8`ix(KErwfK+cZW$9LH<+Mcj7k$wjoCdIUxIx3xFdwpC%{KgRnNJktKea8<`Mu$c~
zkHI3ICp~QTk;LNr5tFa|GFzx9-;bX`!vF-k?*|qt+Tv>w-}mE$J$T}l0P{9N(IYQn
zh=1y-;eDsD8!8WwWzcZ4-Ap%1H|I}GPRBP&yQkqaG?O&3J-Y{pz7#<ZkjRw?^#E!8
zs|!%E7md4YRiaunwv;4JAU`HNOtG-an2rP<Y8{K`1oAI}8akUEU{|)7tvK8ZvEg<&
zT$@fHgBeXsr#CkTjmD=pixWr$#k~aDPR0rhCy-mxHlgqqmn{>#O+kRl350L|0W@mY
z38V>A4BJRj(7bX2i5#^xJ-|Jh6NtA#TQ!%S69Yv05rga@M+j$wclk%JO!F=BE~58;
zkFMWbE_S`)O4Y%;LVRH$sLnhL#v?eq5T{=cD;2KCOyz<Sy+-Y(7U1%~z+3H*5K34%
z!C7LsOCSdl?h<duH*%MtxAg83WKJY^2~zoSp4}mL39j!KfMR;qAp7uB3wUI*n&`kt
z-yLE}jdYwK0Qjf2;9ycaPSAXgI!>f_oFD)m*^U!`jYRwbeEbDI-VG1sIDv&zRG>Ld
zP-P+?tn3oWqPoOIEz9gWP9Pn@@$D5EIZm7^9s7n$c$uKhZNgfE9TEN=VML_;ZG6kl
zY2x3^hMO;&*#rYRTw1tHyv^z|L8>FVs4<S$gy@c&L)-V6u(isM<#TN84E=s)Vo6KI
zugyHGOZv1w{}db69VR$F0u^TAFtPYqnNp9^_o?Aahly6h-}iY?n@>O*e~O38?UirR
zbD}XZl!xr{j$c8#O;n3x^gX23toy2k+T{3PWvs{9K1^TwH>~Bys>S@!BwU*_HdJ%g
zuU!j?HuK<+;Z%m5zP&e7=-nmoExKX2japqe776_A#-_@C|2?-g^5uG|KIt3;-USt%
z%e3a8YV{yQ^I_T!NYepSn0Ly>gZ{6(1D~a`%5SRx<HXrwEZ_v510W<2CkPFR8(4d~
zgc2p4cZrx$*F?1hm$&AIA)!cJf?3ikm2~-2%t3yCUcoEs8i(v8C5V;)g`2FkhXNX5
zpneG>_M^)TVR{l}j<98BeDU<oGZyJsWH6S1W6{391;!H7w@BbWJD+<Tr&}D$yB#8q
zZpR~mZVl5l2PFR(Un{{)7kG-tz=Y+!UEaM3_}4hagO`%m?jemi3D>0_!PhhorW!CZ
z2mHqFqA?x15HbjQ%@@IaQYsSs5ezmaGakTTr7<#E4-CN{gJpV~8{h#~uEPx<$b`{q
zahC^RpQRo`eyqNhvkoXSj;^YQS95(;b#>5%z%|0vK{mNbnf_yEF;b$*QlW%0I7sK*
z+Mb^+TU2gsmzoW`YNB|1WoO*lHh~$Pam_SNZI{ML`p^^T$?DQ(0Ymdo=Rz(c9fs2>
z9NIPqpd;PcJmwl}_wod_+4Fk4#l+%Pr>S-lAKhejH&?O6>hpF|04cl$7S?d1lnHRI
z37ghSk>20UvJ`F!hY;%TwjRX`5Xa;}F%E`%^Y4sX+}+6`mc$3_rO<pb>!I2krFKEN
z#oa-T8E$clJ!pE6GCbqV8srY3zGg`DP-j6hJp&+FD69}(X2*xXvrx}85-1M!6#Uc9
zLgI;;fCQZ~LNQ|@FBXsx-!Yu{aAzU$w=)2V#oi$;6c}a=K_>nW8A!g~S&)2f20)@|
zf<l2}t3zPX3m9O2(pkVflRaR9R?W8DYFloKMsF{I8Fk*Rb_|z=+-lD}4c_ph=T?hu
z^tvo-bE?($b#Vae$M$?14xCluJJsHh(y7)DwG)F47(ILxCiLu39}LsaM?m@@XxogX
z6!CosTix;Y9M%&6dv+Xe*Rx@?Jz?dRwgwv}6N;KT8ZAQ|Z*Snq!~A<`a_-w8Te-H`
z`z40y<r+_Ja(u%@&|}xH!JT#m`bD_xD#^+dLBvktwZ~I;?aCIa%5ir)Gz>tbzKx`9
zSQv)9@f~+h+Ur?=gmH%xp;5}nXE0&}DLlTE`|beEJ4q9|J7H4y-65QY=Dthp)$YEl
zFG$dRH*!5_32k?Awf@y|G%|aL2lgmXJ^SA09wM`4iE7f=yOQ|tUYmGX<Pqozyl#$M
zp*B+!@oD_|y2&j_-J;A65lOe{z42d<Sdrb{posdl0t9xV#=@{(;}bP^xo0el7csnf
zDx&Wsv?v!{k@FKY<0MV!<m?`VpU3wOcHfTEh)2%)QUu94awS5^x%ID}jpQ7Kxol0M
z+G~rJ?@zoYZPW5fI+uF3Z!epw_!5jyV83^epG9oTaZkJ7K@{i&?S7M>7P28@VOX#6
zX?G#H2JmfIe#bE5=MlXnAvJ?qe?oIi(nLGd`hPf$c+{!`KS-^Sun(oy*1tNPHed4D
zU?|F#BC46Ti1eQmFGbr#y4q8g1nJcOp1~n>n@y&RS$}#s=_J8KIeoR+_CUj-5;PXh
z9Kmjj=q<$@)%LoD=9r|3b_jMmP9q+{>c9^YY$WVM3AXjG&O(B<<0_-ssFvEI*^3je
zM%y&IPPu&rsa7kAN4L6GkO_`@0fXervc+pfyLS>KLpED1oH^RPKccrJglBBFuc0|6
zX`&t4eE_Esk9Kw72WdAF_Mx=f`d8;5?S^42!?~!o+M?criPs~9dQ*&|-%ntFP1=25
z1stM6E;KGGUZ89@HPPX0>0ip0vXn;h^Vo0_jbzZXyUjq^?`JfzHt5|FC>x>M`fgg(
zC$%?ecfOOh35B<~Y?<I~3IbGtvRqvsK%;g8WzRSxeCtZG6G+aZ0%apdy#uqX1+%4p
zP79P3y2N(ea5Ijk6$8>P=nnDT-HXSwUe6yl;Ii60GN&kZL!ncB4&YO`|7NOi-e^oZ
z&BUaA-Qe$y>%YRefucs7p;7^ZO7c~V)~JuNPz*i4{1Jn8W~jKQw6EQ=9K*wx-|B4e
z75PlTa};{35<*YM|4U{X|IbaeL8<Kj-107V7tK5$+Imi?!efN9qsm-_v%e5G8wzKq
zxAfuc6zEC2{H18z=8{#1!r8fxxagDlR|hxwCWfwJ_J6@uLW0??@vV`e>@<0<P}Us1
zQ-`wCT#kmarw?T(03O+)?6)8R@54tQKK8;xg|cJe6cuQp>{OXZ2P?ZouIQrVqG!|W
zhO#3af$*?DqfmD5CJzYnw8gQT#Y~Ct3WN?3^~>-LIa(`c>!^dX3JbZ%Y`A&X%m%Uh
z5NQ#?{#ZZ8w;EahtBrC^CPXB`P1q}a_brz8zt$KWFV!(}R>lJlrpo(|=0EXE2==Ss
ztpX4uEFyTRci${16oPYU;0){TH<6<qtW!Q`zmE;;vFjWSf$V}B4wllNDSKH78~&R*
zKYSUx-g5ZNH>7p4e-EpMnCRV1-3kNCQ=JEkjJ!3#5{SHQz9weat<NG@5^fbMYXp)m
ze@+!Wj|zS?smOro!<D;pE_a?I+#CX_{SUw4iG>tr>G#7rhM%P~iiK2^DpUL$YudS3
z$WLX9sA|*ugxRpGCfd0a|1SXFXNAgX0wLGM4TSW&u|`2!0MLBfT!?~H(@GHnc@_h|
zhz_Iu+9&(j3v7JGM9EfLZ99RD|7~_RClSCJ)p&xw&U^>uMQmF<_RPd0cFs*7&uCcz
zcRmgwG@fyZhOyqPIuodPR&r1z2~<1{n$Ijy@nmYu2viJ&-KCAnTi01gtj-=1K{Zob
z@kK3>)adPdz*ssTU$hXHh2o1|gm3uKi!WNL6TdCENFy>KM}431LO6TG4=#Ff+~A@v
zkzP$Zp!$CCAu_2);o=C{$&MHoyb0l%ouWY<`Thf;tcMx(vz`F#vlC`?fDNN<&5APW
zk7C25dR9|Mg;HpkQSivyD>NDL^ZWal<m(^OhZNkMEm)MN)JvgZfC9PR7;!>a7>0fE
z-I96S08<w5B8K@7MD(4))UA9Tf1hTYqzT=RB58!sgE$S%Z;BYCJwixdilE<A<VuA4
zO|||NMF<JR=D{!;^0H-#YSP$!l0*niCSDfl#Go8Nki<hRU{U(lUf+GHNKJIuap{wY
z6WK9!#p6DX4Y$MN+H_p{Rz?%k3C?{C8jT;rV{u%HAi1wY+sQ;<iFC?w=^xWJq3{-$
zEfc&=L4e9}i3<P$G-}szY3W&+qP%ikiX8QhF4)?Fj!QMoamm+T1QeOsx+4Ysie_a5
zf{P0g`&?L!a8+e0x1Z>BI58D^E4K%JCJ?x(9UMYi&k61k!|egNjBtCn1W}dT9_TH-
z+XI;f$?bvkdz>$K$nAlvg9V_NDmBO=nrP`nw+A4F5T6Ir78>dBK-1>Co2Jc8?eIXe
zIO_0_-r<1&cw{>~Y(di9h>xrAaRoe-!vhvhQGw?0K$VGTu(C^piaHY)RV}mY@PKp#
z+t;lbIXs*tbN5f=t9eLDU98pyWRh;K+K8yf4g%u{FCz01e9O)S!ZjOizG7xwAWRsw
z@P)X`?h7$etb@@ruM+yBr-GN>d}R%Cg?nq^94uCgj+ZsPQNv8TSb0C0QpNWJs(NnK
zerLE*CO27c`EpV<m0~F0y!&-=2E$XAywqGL-$ddrIG1H&X`UTE5pVor_-BSqn0Nk)
zh|ZH7?WH(>EDTqOMmQ@^A9B2cF+=^RnFsgRD1EPfmLTciE}WI_hrww9#uc>Ke<r5I
zUZIXh^<KhJ9|g5!*ejeZGJQSiNf8lM0}iC%_b@d)b@cMRe#2g6E!#CMvVI+wYTh^g
z34AybC#Z|!55tm&i{cr14Jf>l4l)K_b<S(xscb1#c?~>aHted2E(2oeOa|raz@nkh
z)hDMk?gPDX-3QG6tbPO*kTl;l7yJk;^Go4Su+qLV!cMEY@Hx!vxfgua#9e>y4B5Wg
zaWD9!+1=d63#*^OY1ZZE;zdXuw!MGTgjVatN$+`JSseEpID}BogJnUC_U70b_k*7#
zhes0kgJ+=mWIEW0Jjwq}jT!C-U5ffWSQ(j;ZFR`9q8BhkS$1~vBhaIek2oJ?i+B(!
z2vPI|Xg*`WB#}-Pl-*OnJ_3j42QU}go&NY*BCgTfM__e2?~U*+#8>i0Sc?mUA3bk`
zGpsDa=9ZvQpjeHMW2^po7o>~$ZVB7tx+Ms|`EYUDHzW($IKy@sUOz7dUfU#9<9zcm
zgrV+qa0%-PfI2%)2QOs9Xj_+|407ABVLIBWspIi7w$s6tig7tPjEi06CqGl?E3(|;
zsZ4lPOD%$rET-3i&e51XUN2xMF_0~Ul>fmk&@ceR?tg%Vistyb#P>f~fN=BKKJ_HN
zVl%8q^c5nKMX_<^Z*UvUFi8`-`7^1%!R<H=&EJ4npxxg<2Yt}rAQJMS{sygo_1u20
zO9(?<wlq=A8hcC<pM!mgmqxNQWxGWR4>dnUA&Bxh*g{Qo*yrF$#0!7>;-r)WHzfcR
zi+da!ZimIS>2vTm8BI(lI(G^hZOi8%g6uv3Z6_1!^nH}<iSJ9>gu+`~woLFg1pz9b
z1HS(U(5PLXgYUx>Gemjia}YV|9mm6V7W6qNYd!~RNB4C{!SfubVm%K8LsL3z(X3(y
z6JH!S6m&P3>COf37E<%iVGY97o2fhvqM^Se6;dlt11{zZjMUBop{?fx&xqk^fV@R`
z8k}+typg8?y`}dwAPXFE2GRg>ZrmYH1Fk|AfMV*`AY*8vWf46M6soTFERf!zP;Qu1
z)v=z{rXzh12oQXi({#eAeGh0}M|}^{`yLPgk8IzA6-dkuKF-0%neb4)2Us{o1)A>x
zRVFgR$}W*EYDipEtjw<O0n!m{WAifdJvdMK9@I-<4xeOK&hVpIi@NM!uoK}%<bEx_
zA>V7Isf`lJm2GLe*>Ll|8TUc3z^a8G!aMMIWu#=#JrMF`nL*yq$N=nEbVMoCAs55o
zB)J}>%f*nmeZKm0aRLk_Z!s~a9h6i7J1@qDb>9Gvqd={}fR!bCeVMSALz$JZ;g>o;
zd})GiIs7N}cpI6cL3|~yn+e=!;s-2n{Ow{l2lP5fAR@z)xEQ?4PxzcGmFuz_S-~sP
z@)tX@)}9H>P*>AZ&T<IPwZStaIM{h4kQpfqBnbGo>;tddxOc((e2i@_x?^|TyWq!5
zHFCh(ATMP1@W5H^rw0#rd|_9@`%G3~RFnq{``y8Osg5pS!<8!W;%ad`Un<k}>vC|x
zQ{GWXML|lSw>Xl%60ke`NNTfVXqK>N&IU`^=<UtpCMN5nmGZRvBlzObwA9di3qFXG
zkmA-Sie3#&@0`cYL)ntAl8PQM8+O%1Plqk2GaffP#Yxa24&~B#-CUi(>&DWj)$_&z
zn&w~35ziaj98-AT><V8csozR)^YdZgqw_u!+gnL;?fB@t$LwzIW02KP2lKwzH)}3K
zMbu;B%EwH|wO*+7{yLV0azBbg2=&)F>~22)MskQH@#y(SXg-;RL+!9~Csj9}f0-IH
zJbKJ)HiJ1u%o=33R9`bB`e|oD^1~SbNk%zVPChreQYC>`(}~c0r;#IY*;^1Z0>#3d
zP3J@&WU#8Uka*4vK*GFBD+mm;h9DE~(8EEpv9loAFasdbPV@eL69kH_4uM54VEp6e
z&I0C!>;V(B&qPJ4DE=Jc3)pf~G<tgna754SlXFkU3=C($qi9voy5~Sq^TIfS`?UMU
z`NtdsS3jSJO@0E|I{5-l;sW7E&lm8VP%*^j52)?%;z0LKY}wa6!`UakKj2H^`UA=|
zMF~~5K2{UPcDgf01;3es3T!8C-Q$6*nSYMZ);$Mb%6bCu&yMHd{cIR*TOgEM&1<mX
zz|_$s6Y4p5B;AVsWVTRM-iD7s!vI7g3?thS7AlJ7YZ>3$(75-UIanH{jC}qkVgxCi
zw3H9x2Wj3(n$X>$lKLS29Zo~@K_u2|_d(PbB<O<}xgNBHwp-C#|0?mV=uu4?`&ttJ
z!?z?}7ReaZt>}+Z6LaBK^q(VE_!}lCuOyf$L7<5G#{vX)qQ=6oUgHxr&r`-Ininy0
zUUpu1-zjFS$oWKQIN2FWCujFd0F(IMjqWKpjd<j&FGY}?BUd7noLm1Y*{$eN?X^YA
z&kz=-Sl0BkJaf0AZ_5^w742>&Ob*$Qv9NvGje9HlZ$$K#Vp$cn-b`~$(nLGd`VyQ*
zJZjZ}AEeeu*oRVU>tDsX6+Nn%wutna#7oikhI_H6ND;0BUigmxZM?gclWA%0&lZ&x
zx&AJ}FN9pNuzhkp7ThrS36{QL8|zymdP+iPa&Z-@zM1Biq=|M&^)Z}AJW|yGA0*XC
zxQCKz>tDsa4?U`-wy3q4cs1Il*4e!e{hzbNYelzTB}j(QEf%&<w{f@GXCit_LU;!4
z{($C~q=|ND_eVI5c(khnKS;Zgun(o(*1w8>A9_?<ZBg%+60b)H^`;m_Kk9xdAmUAF
z#c~xYg{rvFxDTtkT24fT`27ww(cuukE6xw6<0NDuN3V2|&%=h3=puujsBMP$?apXo
zZP2?Vt#E`^>xD4jWao1UbCp(jTiPZR-r}-lg10FMP=)w$MSTE`+70o$BO}a^;8!7j
zk)z&m3h0o7A%4&B5I>7km6vfXi5rv(1S}0pZ`3?oZ&-IWY;eTQ(5gnr9p`s>M~y>H
zZ4|Nu)Eqc+;HA=-(@hLhdPKK-U;3{n2*k-m>^AoTK8E|2rV4kA#zb(sOhKJ0+>u)`
z1$Ans&d}C#LWvk7+!2+HBHZx}NURj@NN?%G9Vys{c6V~S<U3P`!X3H)t^gGCeGM){
z69buKxTB!5=$oZm#63lZJrY2;YF%^8O&#_~^E(>$m_F>00C;4FJwAy<{Ww1U7$1KG
z4;A)^g;P|Zg*{SbA}6fu5(%R-h>JcXvm5q^bOc-b{TYQlo+-l~>(%@a#BL0fAnS4-
z<A%6?E4&(0dVLY0MMVB-d_%6+%FQ+EaH8D$KW8@FeEG}<I~ov*j&t1i5(o>j=Q%D^
z%5?~psZrPr2F*CKZ3oiLmI^)2O`}El4x+%u^VI_&NL40^<yyB>syhcuV`Gp)$tm7Z
zEHv;^YWQ&;epZ?2aW)Ra+BwC1VH9f0RqUo_ymZdu=e4n7ae~5jC~*UQte3{2w^A9}
zto1nChn;f8DOB^dQ4r{$4`{AI(PW}M?9U%ctzMa!fRRvRvWbDgB7_AM2MS{#NJ5N|
z{2E4%UwhNSQoIGbJR}+exvvi59t73XsLRDW>dsJpQe+&{LE+>_0BU~nDAE}ng?H!S
z&1n5QCP}tK>ne)$+t{!kMaqdEm|q|Qulc^18Kw;qrsEDvDm~Ev0vpQL^M3T)3a2ny
zEF5s)a8nztG{zwKxG@Px>xe_nV7>;(4=5Y>5mW~{AA%UUO1T?<vIYobO#H}idji_v
zjCO8MML%ae1IrkG&aipZX&#($W7rg~$dFwFS2`ENw&>X%+UypX4ZCWhox5v#8+e<V
zB$6h4?TR>Fusyc!tdVOLfHdDZ7b4dTXildHT07eYC&9Tq-Z6VwqAxaawbd@rP6XOY
zv%5Ks3D)4VXW16qTWVn-vsYpJbFT@i)+>`f<jk@%?iDzM(2%nQC^7oex(9OhuDWOX
z&~(nd4UP>>UK$L3;H6}Q5??V8>`e}WBr#+=q4{JgbhX1tZLW$TyRMDKLINIIE=f=y
z<X!-S=zPG#Rk$n^@GyaI_|Xe^INgT&wpa%ZwS-#pLTt)EdV-J`Ki1(%ORNK2KQvky
zqEpgjrBQ_=3p=Lad5aErvL0N`EHl^?Z!cCS#bL-eSvfg4P1TAh7uME*ELp9sf%8p`
zL`$HB9`yrgZ}}x_`<8b*%hz2;&n@sQ)(btW__3$?7l-BGzj^n=F#K=c{f2G_Ue{gc
zzipv6IT1#zx3dLoTX&$&6DzP`JuaihdID7W_*tCyEZTZUetcrA=rbo`F#fk}*soxX
zwLNTQ-r=JZ+FUi21u*QOdFS<-dB>1EyrWKN(#GZ2!TF@3*;hm&n+*b&3)N!2UL2tB
za?AVn-VErtZY`iEoNTn;2#rExaJ*EPb?Fy=sJz&{4(EZ2#T7i|_hD_rk1(lBCDE(8
zIMkRCr6yCR63zq#&S;!6wDp__pNL^9`4dF<p8~zOkKr4cO6V=Usf1L8WGW#!pG+k_
zqIbwt!jFjpQ0#~m+!~vx0Yy`ZB&^lGiVd<ovUm!riHRW%5{%9ZNnr3du;7qV8%StY
zM-3$D4I~7>Bilgomq^O*!N;HB<4@tC3?x`MMFpCHgenseVP%&H7llU`WzN|(kRTnw
z=D0N@1IePk#yIGnCj+v8_brnJzJ(AV68<NA%g+4q4YT3q?K5cps0kRfuy|Yn7LT2!
z;bLL3Fa}C~lAuAoj|zYJ?x)h1!m>=`C^@B5ERU4RMJHc(Y7@mmX}DBy&@cfO2}p?t
zI#;~Z54ElJic>=QY`j>mbK8lqCP4W_u?nV!ai;=i6v(=juN}}^LEB0JEfLbQJvacc
zNML7Vf~nN%*juGq&qHtMkK+Am7;nZrSg9W92DL6$7DL2eRmx!45VI}R8<<Yi9}yON
z{efXeSlen`s^51Ml>P#w03{>J|21i+l^!HY*iz?;|G|cJI|Zjw;6VW&!+lGDK(4J;
z#=&F<cwEKXRpE|XK=pd*_F}h@6jjiUKqo*TMnvVJpaZZ4`lL`CB0_P{j%MJf14qjI
z7)bF$llm{n`X;^ws)137CUAIw#Lz2t1gOj?4lp>Fz*Q2ShTD>u$zoa09{_?wl9B|6
zLkyt&i5xiMzSm!C@Gvx<=VZFK*w9#-P+FmJ^XL7=!f3gKJRCF~6UF=iu<?eWZw2%r
zW0m|6psRNqu*Vqz9a8KAL^|-pvO;5IzvKDxqzx-;4&dZLVBKIqA8gd|(|AL$bh&}R
zb~9GY!&gXY`}f-<_x<}N_4zm}Z!-Ss5ey2RRp+D#{By6km@81u3<D#VqGD*V&xq(Y
zg~RyeFi>%}$N2z@Ce6-be{~tjMNK()KICUW_xC`Bee1M)KmE}ir|ER7b`F_iwk64Z
zxF2vcKZuSTg}Nim-F@((UL2Wp;A9G76L4U7tCdE|Af(j6V*|Y?0JnVx4qL@=1yno-
zffPaTLKeST{1luwL|Y{(YXuuR2n05Q8XzF}Qh9i+Q7jikE7ya+NxjDf^=AcSq%sI(
z{!UP;n)K+?j{y9UGcATVYqCXJ8?WvXSlkkEc3+2=w&UIp{BmpzIG+$Wy^T0@ABWYG
znXHGUw-Gop1afp|-8ci{hRy@=gb*OU=t9oU_V)C^W|JQ&_Vy~29+2`_&qR5I96EaQ
zWA$FgH~@KNK$yKw0SKg6?ef{+6fg)hdHuHF7fg}FnMm_kXnwkRveEu@b76iA8lP?+
zCt9Cw9^0svrrl>R1YVbisT`Vi3-E`&s7YqD7r!8-8%H6bck&q&20sL(*yaryN)?5o
z9I+|yF%eA74}8ZLOX+CTYGd^=OKz-}rRs!lS+_)BPzSfHLPWQ1ZCN;<;Fi@Jf65tc
zS*O_028I=M%6ii<o^(t{5JU_(OgrB8)zy`q_tth_D?mm&;C1NKD%>hT@~ajjJg?@!
zcm;nH@V^U?A>1~Rk$aWT2X;IwWYq)AVc&Z4dTl93<Brry_9stPZwY;MJ9wu8ZxK9Y
zoa<%;L-uwyuAKqjS@|OnQtX-;(Wcj-rkc@uq$9EHhqxS_CHNuSyW9Z<Eb~C_o#N>*
zOg^>wF<&Z@%x?iodz`R;JA$cnkeA&b(QRA24Cf<x*}l^OXQTvv6fZblFo`G%2Qp&r
z=fxxQ=6h3Z&u~2ih8dOa^fbcV;M-k7fAtpJfXJ=_XAaP`f^Js2k>iP9=ywHCfros#
zFxDWJA9er@${CLw?i1l`;PD80>>wNXvxsinVgooIPo$X_kY%Fgni0A`I|SW>vdj-M
zm1PtecupA@7K{H@INKG8kO(6W=98xM(nYdNSon^m<z%wa0}GA;whaGRCb?fjK<Gl(
z#{gYtQ0ThAj-El}Z!VJdIl~n}E3jy!MsE@Ald+PUEnOw~rS?3aCXRX@r1v}^03OMn
z2kzH#U-?HQD)$GANKt{`Ow~vq0%{8^a#2B1bDt6AKN5d_0)Ifi`ZMw87vj$^#h+uq
zlNie8i$4qC&yIQSLi}@#dmQ|67sKNa?5o#LyC=Xa)Lkn6EQ3G0-IK+KQ|W_G7O+db
zJ0q8ZlaOh{IipY<fPlApAOgrJWisIL7kFl%WAQCJ7lY%>hMRZJpo@V9k7zf8=AQ*s
zVB$Dughu8m9@1vc>A}#fI))d5;0apu5*T1BWpMJK@4?d-l?HV<gMpc{F-Er3u?iel
zYjBqnXu51oLJ8=+@Ha&eP@z%@6yYLD6Por9ctY(xCuhLW@Jth1vN5Wkfeq_Mb&i)n
zg#nF2^Co|3s>OPv3SqTuMWw;{_I$OJ9~=WKiD&Xae{NW=S^-Y_7-EWQazY59mk2Cb
z$9iF4eQxK$Dvi7?!Ft{eHPn*;fq3eUiZj$0p8zed!LnM^WmCMg^HY>YHDihasea!J
zK){vC$SNEwE8~%x$T*VrNTo6|23&n|e6TX+K>C|)d-iNw-qjUg_#~WndrYX?sg?5+
z5L;T8Vbd}o6>fVe*K?9nts-fE1zreR#%mYl$Ge>6tk31WqRT^6E@m}QZj29tJI4k`
zeD1+N*fh9ruUorTv|OzmgbH^pAD<j3fRU&&PFvIRUill@#vyU&5QOHyZ+t@r+EI@J
zGy{MNViAJ*CZLs$A2$@ol{Q6#ZaNo2dqcL&K;?_L-fY-a6FmpEk<MHLd9^0Sq`LTV
zt!Xgn@pJ$^p2?&~>%|%{YnguYiNii%R-YBg0BC*O4q~_#7YLW;RLNGFb9eKS=Ed6Y
zTX9&AZ_Qrd?4*gItt6;+0%sd$cXJUVtnso-w1xK;RtVaxgoz>dneb>0{`AqY7Vx{T
z!Xbo4$DWU&RN*p$H_x1L>mUz}O&2)(#^lgR5;*&MXg;&R+1FBI1{fAe!N~)Z8-#>W
zK?M1EKV#VPuFk^a9WwxrlLA6!C|p7-5`2tO2B)Vx3#X4}52v6mHOh}qMQ?`$T(_ih
zqqhpo$crEA+zoTD#$};^>;J?z{OAQ-pQ!OpTb#AVq=Zab#TG~_h6*UypyS6`Kb1sr
z(`D1L#8KQ>e+VuhQhx)-{xNj+#Z!Kd;~jFlS|4)f+~^r)KEsx+ZM~s#NxTgk)}yO`
zz<L4%nVnnj7BAQFwCxG2Ow$XoVRGYDQ%5@J<gIsup1v}Ny2@2}LB|%W($YtBGFTQG
z)hdQaA+BQxhmE9s*Jod@&O>5yP2z4Q*(g_J3w3onz_X!Y05a`C#;tf*sCW`z>-ZOF
zEkM}%+amQOzG8%Qc|>0+OyTNYkIQI=Nt)1eg(toLt{11F-3>q+gZ=(H9rVGw0U{w!
zAhg|o*ZNm`Ge>W>h*1MD_UH(wT-~#uoN3QZyoj<1b;H(K)I|K-@<sxJos*15_?uyR
z24TpA%w@nRWh*g(c<750oOF}Wf&`;t7-IsAc7}n4VZCO}FkTtaSBe=bhVff8!z4}U
z48z?8KTmMO-m7pL@fd~<`XIxIgnTH&X#J~QaTrE?TxU2M)q7jqqLg?AL%2nXQK;)j
zPER`ub&UhcM4`z=qM~Wl^&|7Ci3Hb=EV^Ep`}mISf6G?zqtJL5y(b|c34SFE{sT6g
zL>LTOFIU^~mMoKKXhW_H?!}N8cm%?G`CJqJmO<pJ*+PWQ1GEEviPkX%P!%>IP-hyO
zmI!Qe>XQ?Jv`?&r!SE;9!cbw=53%8Pu!@Va4KC38Ds&-DTV&i5S7bvjZR|HqIfZyT
z&haqdWC}$|$qH|eOWTCPTU@qG@HPcISC`rF^LGG^(4x{#wzKDFgc%b2D%)A)sCS$M
z!wzIS+xG^r-g^npbR|}_-W+V};Th2S(I-ndI0SQ=0Rx7Bzgi7~0CU63Hw*WnUgs`(
zFh3MszfT(YrRO^QE+Dk)zn9kayZnJV@DC01=y?GadD-PH{#Unl8&%0I-u45nAow$k
z%7OslQf1)wJVf|HPn69q@O7ZC0_2GIYT~;p2KPN-sUtRXbh!@u<q~_F(DH5tI<F0e
z?c%92-$hgSS*aMO%6!Mw(t_)0y6e!^bK)EnBl8`emqg~f-#{ivneXT=edarI;UuYv
z4EB7-?@;DD?%g2(#XKW|n@<xRQZemap}1Q3et8B9DcDm5=Fb{=5fDw9pZGP`jMU!d
zG>4<!=IOo734lkkw|UMTN5XaSQN+g}JXD@LES#bOEzccQCX&I*E|DqP>|8YU&2FAM
zX?|OjkyHATP5HtBxcvp43)#-yWF_nX^jd@ok@9Qs4f$6qCyFR#fO6lu-)y)!(K%=I
z#&~J4Qtug55D2)S$M=9cMFXR=saiQuta51DDlnkF)tq}aKz*~>u=^-}N7lQAAYy0k
z6Sv}W$mHHLUKwhP6|eMj0qAhn-UkK+xSFfQ4_14wa9SOGjlBA!?(X_@UYsaK?-lZk
zWv)IDv!CW>@I-5F)>d9Dypt1|4bbFlK{0Jwaw@B)o0rF{*<*BO^#hCqLwwJ=7aP6h
z@V1+Q8l*7Cm|QrKlp%>7oHrmx(D;V_Y6HF;&)+eC$q^xi+lKYvY7CWzOCuY0L;QWW
zbJ0Zy4(6*PH9s+Q&fNgGqMIGp-*VLojM3<IRuULjUfu0n1qqG{1CZlrpf&;WNU!5p
zaaLY^H3af_zJWrMOuyp+v|l!fKq1Dqz!2s+UW-Ci0-qVFej}o>Fxj~e`p8Fd!E2#{
zKw=zgsNiaCLV2jj1NK#ZW1lz2+WbJLTtYR}UZcHBH1C<1>>a8U09!E51_Crv<Gga8
z>kl}Cu8i3xU*OokVrcLq6SO`~g`hz@uAG*Ybbp9L@O=qO0brbL&@Z31rJPN0!G($U
z`J9{HS+ey6?+Q$CTSn~21B>ZZxkT&1t7W(pS}PGNVkHc=XD5ek5?9O9q4{K*QG<u5
zJ4#NW#tc`>Q!V`8gHg@^(o$aAt0*{Zu#kajeP=<{BWCxi0B+6Oz=sH**{H5bF{=Ba
zkH}5nUZ@~80XeFt1EX4in=Bug_==5fcZ#unC3I}fQ)`V0R0j^!AR~7Dwnhcc3)65~
zdH@7}cNOSk^&toK2=P2CWn(RIZYdWpJV==6wnVGw)e^YIN*LHiQh@EzP_W4<J?JlK
zAswPMQj97AqRCMO5pDkZwH$2t1%uYhQ;e&9Boo8!ERrqJWL6IdCWaj+YIzj|a(Q1e
zNIjeaQVH<tp>%llSc*|4z$-bbAYLuNg8+w__=-X7Jt@Z4K5mI2cNVu6dq*G-201sl
z^US~KBCk*&6@J0M^XU}eNw9RE5C|2FoH$OL-T2tNFWLD1ImP%AAiNk~rt6fhv5<Ix
zmV&I&+owQ|_tfh#;{l!<@1!&BzH$CB$AInsJn#l^kHdwbh=5<=8-A1#0rW1ntX;Te
zkyS!FUx+>aGwjR*x}*4E0P8lvmASQErx%WabVBdl|1y6Lqynn-2vtyz(4*}4Fiob%
zTO=Fcw6Neg;fIu<Phaz*<edl8Yq?9YL(Rn5JWdRk4{KS(utE=qpF0;6O7kZsr<;o>
zCRYnJM$vlWmn)_6TAu*@B@_6Y$5o5Na2}s_QJ2hoHqM5|nv0;A++vyw#Yk*kgP_eR
zPfxiIAaW5(p)avOv+v+!&Wl{(X*rEL{s<B7h*3=lYC+sgrpfVyMwG0H0=p59^f-%o
z_=T^0?}YZ2)S55e-Z!vm<K`XxTl@OA@7^}B>H0l8wqEb#{Pon7<`z|tp?QEbDWLa(
zO#DUAcJ5BwN{@9^RvjpZ6E{*Mh%R1f%p_zCz78^|g*nYWX2wE7>ab1qI=1k9LZKWb
zy*6fx*<JJVb6jy4wsgJ*EvSrU$L*Y(R8f433By(zLN|e;_$Fu`7{GB?aSeJa%|$82
zs7`@CA~hEap@Lv~a#TrSbuh)KlEaF$au$sV4q9<lPF#kx77-a@Xwj4=-a=6Bjo7V+
zeMUbofYMG%g<_vZ!LS*h&5`u@0F10@Q6D!$7}=|)T?hC0*TU}%AyWf_z@Uu?6@7~f
z6EfZSdGuwk%5#W!A~suXB%#~3yfgE7e?ObHOK78yxPOfEpi48~f^XzHL~rR`hsfYg
zu0yoHG1Gg844nHQjIhuc!)su{8)&FFP=NH?xm9h50wU-Z<bYkN<pA55;)(&y&&~C1
z%sPAGBgs;y44J}>t!cQvdZ<|Kb^PNR1eZcaXSg(m3VQZnF{HBs^uUX0x-nZ7T4{&j
z0;sxX>J3Up&$4yq9r}do!(N5SMIU0^g0t=p$VKlryE~E*iZZVR?QU1KgAm>Vo5r>i
zWV3`%s#;JFwUDZL<pNLScMLJUWUf?8=_`R2>T}S%P5Savjf;^5(_4Qh#i$ZUUvgAQ
zrLSjFj4FZjB}ZkfBwOjAwk8m;vQSiJOMKjObx9!>?OW9;y7puAgG%*5$}=jggWF0G
zF5)@Y+p=staGF#k-X*5fQ_bT+*Co7~rb#`5dL5zsn${I=r2n8@eLhSmT#b_$I}MRC
ziRh|~ai0>Xeh=scbyuCm9>@1-F}T2H4HCfB*K9Q}O0k*=K=Ry3*hXKSBE`p+AUQ$b
z`aH0hwxfkq%`2BIOnk>6vZ=EWxtbti9w1w=u)Qfpm4JoGQ6*(zFG(?~1T0LBDv03=
zNyzb6GCJl?R%S~)kz&|3T#e7d<S5$aRbzxbAtF{1XB7e3OnFth#zO2l7Lm{WByO0Y
zC--+l=?tCRpBqnxpB84HhhfdE2Y0)mEzj-ET)a+fnWQv8iPQaGFi|7Igk+?AzGAa?
z5~UQ*bQ%T!QgQ1sTy#isAzXG@g;dZZaJ6#TKa%+LN!w2w?J&}Pb4H|VDE;57kW0Yq
z4_Qy)0)mY(7@7~h07CPjtx_w^$8qBL9<KIy9}bq(9`DCDQhU%_rfLt@2NIrnGk0Mp
zBgkI3Zn#h!8z98WM&+^9lOG2Y8c=%lvBXw&e0=V!I@AhGr%-V`$Huu-lR~u-p`$o~
zft?v`coE|aUu5(e>s-=~=j><A?wUv7%3F020c}9=j1nj|#5W>szCGA<3IAzAI7?l^
z_n`S?T-`7<sH4eu+Gs390<s{O`)veCs08#0D4ih*==^9Bmy*xYl_8Q3Cu2|IaiSZw
zNje%p#IF4*gitIyMle0hNt<co!P}cH2x^ov-g5>_RP`E*_gHlzhE(!NwcuiY&tg3#
z!(T%x;lL77i3ZWOrIH>TEJ-D6@QtJrddpTS@qyGisboJUTo|Yo>vgzuqC$6x*1#xJ
z##rr)3^O;hA*F<mEw<G1wYe{~L_i^h6tl_3jl#RgO;l=NpsAFVQ6@sfIX4QQ_|_O*
zm9e4ij5)+&L+yw_Tg~p8zXoVz6^TwUm)~1P)9A9;tL#-VB6rLhLW%4DkgfZEb0M;n
zlzs!6Pqx!UNJ{&tF(a@^si!@8KPWbuHKO#|cXSpc_3S~Csrt-9n(j>ql2GCC1yDLe
z!lM~c4F~OT&MJk;hhTtKHCi--^n}Z`3EBB7&rw!+W@`Wx!q_H+Xc}RY?rz@<bB4T6
zC{mEnDWnR@IfYV%<Iy@^Y_9GGqr3NfBR(qSx+bcX;Zl9gSfy6;Ze;g<OLsWuhlcRJ
zHAruWxegK3e%oGs&#EN)@=~-@U*$^Of#EbDvGpXTse<&@*ou^W;3DX{L-ky^%gVv7
zuvj0G=(mgai+4-I+(l)%bK(fs_BgvC)~y#3XhV0XR~%GI8=qYw<sXG%IvBE@<4p{M
zV@VA04lWz9VZm$!t-O)-lx#aO4lbPV#KA?Q&bALO@4>;+!R5X9Mh6#q%l6>n1F3Td
zmz@wyU96YJi*5Lh0WnV$tMy6n9^07ukm8La?t#P?U=lcvpKbDZzgyo|Jm_zHnM!`)
zO*DD_i^bkgc|^)*7}9g{O6=MEm59c|EP@G)tvJ?D!m$#)A>}E@+o#R3Ha|SqPnZgq
zJSoZzy4NjMb@Xs0^)=(Z|7AkSNBfW!ZRfmZSrqp_aR}aY3=#ArP&z|GVI=L61N5=E
z5CKp@*YkN^09ECtp~N?Bs$xs}7z2NlRkRJCXWog}s<e@WQk?X8R*WUo<@s4KS+QB2
zhHtc4(OagQm5-Pmvit1^SFZt(bL$mwWX+Ea<O_vLqg)pWQnRrGrq{4VjV<nmHuqH{
zkx)pXVY3{`qPhV6zrTqG`R=(<KlFYke7>TqGXA^<>B&Fe@$I_<{P|+DyI%*SvFg+2
ztJO{rabid$clwz?EWmX)AizU6zvn>d3~hcEjYu>?(}uVk258raME*EJBNFvHoB2%x
zpx9D#427e%)S&roXq(gqs67DG4zve2lqB0zRmd-Uy88EQ+0*M>TLO(lr6Dv4D%IJ+
zQhn4Jui#DdWzZsw=TS8uxYS{0x?~*XCI+8a9K|Yn8-~J_*sy-y?q@x<dEVyBDuftq
z?OO>kE!~&OI9NJwSMZHQ7<$W8gmHZ!b?&^q7fA>&zZn?JSF;gY(z`F|V~H)M%y}mk
zHtQ5(iN$?MZ!(v!f#Nbk7CAw$&1DZ>#5ltgqt{rRp`EkfE6wiazWWjfytlEt!BDD&
zw1WQ18175FIB16o{F;nV@;kPmkC+hl&rl)4V-g4MhoSjoT-^|kl>5>{Z8R3*zGOi#
z_dx`Sw=9OT;WwdlhU6`a`x3_;lCM4p1G36joQyqr%HqDHH)@lgG=K>C>9-I<{)r=r
z{B()Dqs!TI-OkN7I(We*NIdzfFrv_PY_KEwLKO0_fH;(@1%~n;VWW@5!{SLd_h7@i
zbo2MDr(|?sSQ9wVg><8>Oxx1U*Kx2U-FySzNV=i7Y^56?NS%{zZa{=aYr;UiGEe}6
zV=)^M=Y^@w3dVq9%Q>H(>*{E8>e&f9fi?E_%ABF_KG`w~UGr@zXDs9AjF4lojCRDH
zADi7Zk5ojM8NG@HqVDmKpf-G;{{gJQ4DItPOoN~WUum;H8^&zi>@67V?f4-lg&^@5
zmIw_#V%vX)p=FY7|0?e?MR2;P7RU3YGA4Q_gD*Nypf3g_5I%sqm5M_g8x$hoc>(?#
zLp6`Ag<`b5rWjSPKm_o`m{?RDPZ0QD1e7iaIIO2O1p&ScLJ-i_s%=4_7Y9p%z?Jw$
zf&jf`D+u^N>YO0ZuagmY2b8ms1GZ-(2jF;OivgcHlEeU-c?v1u!e~Az7TDt!rVy|!
zhz(v<!C1^<#w>1NBpi!bv?Bt%$n36pgd)MrNB|aqx&;Js=t+MEl+KU@u)H;9OaIb3
z49Y41nCR>6|MAGi*#0%(i0ywjL&+rD|CLF$e<b73-M_7t7(E|ivx!B|@izZm*s#9&
z-^qGvbMxnmAU1z(rP|*7r*W{f`9FYfwE5Fpwwu2Xq|R;r*OzJoLa2mLsI0dBZK=0@
zKAPAY|I>4Q;}6U`#kOx@j=WK2gf}<+rMxQN@`HtpK|ICCHWq_uXTyKo?5=r4F8<7H
z_ZD!v??(`aZuf77(iz(BEjsuhn$l_iX&91qvkxM!x7EiX6=S2<z#=yKw=z^rveD<{
zMvr$9Ii+FmP!Dk-w5u1#YDH%_4^K{q@qflB^owkqu_!d&7XB7&Sl_}w$9igW3+Lb!
zTe!9cZExZKiG!sr{J-#xws3mOb_@4`)VVEu&sb@^RL?TW%9hmow>Fg6oA<}&`sS@q
zI>pXy2~O5p%!zkOZU^DWr6ITm6xqZ;w=-HA8SQq)DhDGR7?x;FadyH=7{@sNA|Qxl
z8oze-^o3@3%_9#dtQ-1@7>nzzni+a5SCHpI47xa2E0LoED`5!Wm@AT{yTiHAe6rmk
z!rkFaYRrg1UVxP1fzAlY=A{G;@f8EZ<(&n?r85AAg~TdC;SeYm{x9Mu3=(@g3yGaG
z0Eq?2EkgmpO9evE4;UCmI}3)P834nvuw8^gffW)E=o<!uyE_Ymmu3$G!#OEd65kM4
zD9dK$o`E0<Ju&?X#LF2vF`Z{BNZIyJ$E8PLwASMi69~Ms(z7F*wE014&=3cu`3z%{
z9F$JkiIT0%OF32<DHQ^4PPPgRTmOXho#EkUo?3G;%Rgp4CEMN%FD4E$arn{T+V<h+
zgE&|^{Co)C=<q{t*&cp;Aa(BWGX%l9g<`EXP`qQJR4oq4gid}wr&>0~%$rl6h+2&=
z?lH+1z!JnzUu6<+tKsCl>=6-X3d{%*33Gpgp*^H^bw;vZVT2TmWZOA?e8KFl`SrPe
zB5l1u-gad;RGX=Jf<Dz|jo_KXtU-vNzGe&l19Js@WY564`uos)GIkts+W2l8jfF@Q
z76f$v4ME~9ks-f)8cJtKqFA4tgGdwX$rp!+8LioYCwp9)ymOmCq5)HE)t^P^`udFs
zfdnodfaEm#l?~fBj}{9DYN)l9nFB#OafTc9MzvV;6Y12P(fsX22ezbYsW?P=d%#EQ
zcF4O?>q6Hp$l4PSWHM}*(bn0p3Tmpcm}xBK@2?Mw6ex2BgCn5K^WZu*4Ke(?R&wr@
zp(WSwl4jT5d^Hc*z>C#@_nuzBmU9goM%&Bz0=!d>?oH{&hUvmoMJ>QJ-MxIs{xl83
zSmVhJPOeYhW93u^-D08Mv&vb$+6jK?i3mA2&%0=<UBb&A7qxk8$rd8}eTZBG4FdqE
z@A*!S=Yqk)FtQ52hUd<}OqYcLMY>uU#S9m2ju=DOwi%J%e$t=$jWqKlP3U)Li2Ik9
zz~#rl{>Dm$QXTH`@$W)5E(CIK!D&oG=l6+Qka6E|{acXb$w*!Bqc6+6RS8yw7ILBU
z&Aab+lK#qEC$<n#$YAW<5xNIC*9Y<LVj{{7i5EgPvBzIar0dYrVic$E^_y5lO(bAz
zOFTcO$qA)_CGfKn2E+St)%`6wL&o+RY`7i9wsa@tF~LwPN+j(wYB+KLgls#2Al?P|
zGmdC)&1jA~wYg<z)ON8r-8^nkTT=`x0lhs6?R#u+0fK?g35&zltp$XRlK^FS@K+J-
zrR7LTVdM=gF_hXO_BRorlg!Z|cEt5eh&{zbF7x>X7nL|Er)XH+ILpQMAW_c?oq0|m
zK<mT>h<l_I`vJa@QjFd*Rf_pX+YaSkda-x*2OIGa#E%HSfQ-~&d)iim@lkbB`4w?=
z<%7u8q`(@X@;coPRZof)JU^@w<8WQw;T$uB`rA=&9cOme{KAo<-s0;huD7w;+08RW
zr<Gb4m~i(gKV+GcWDGbDn$JwBbygdVg($TwXy=}ZAPH4!&4bbzQfgUlV+$j1vY2gz
zp;;|vVFd3fur3N$U~$y7sjW0{iQ~Yr2tQv&2B9qMT6a@zb@>f7&_jXhsfg*9Ad4*N
zq>6VG3k`TDuR|e?VMxKCO41zAQl)Q(vA`FyiEs%aj5Z=pu5@5R5&uYMYyu6oG3Wsr
z1a*|3GE$8DtBxV0`fBGzs;$A|NU2Q0rXb)KK~Fj9l#2%e5g_Qa(lvw{s_{~pd{y)1
zNiXk&-cW6{(ij^OYR|zUgr*EbDzD;@neM#HM>@Rp96Kx5Yfiof9Tta*L*0<)t5(Ns
z;g||clm?LS$eSJ`j+@!?W=9<EK5UrS@3A3>6sFTmaQ4?VmrQ-97qIz`XFFe|(sZ$5
zI{7P3ibvVlD$VmfxzJE)l19^${o2)F{#LdCP#VmaLBrnB-OylSq1sG1nuQ<SgBr|}
z0xC)mCPE%IO4-6c7%_qryMWSPPSd=TG@)x$lIkyChttsXmnbYm=r8p}3F<E+*CbSb
z8TG3a=WV5ayelyr4UGiSVCcC#p89bl?I@H+g726d*Hb`9X(YHr7GyS28i^-hR?U_g
z39KbF5?{tQ(n!$ToYF}23E_ZTa!Tb!MrnqwORb6s3@5G*qWQ_Weryg-oTLGC&Dsu`
zb#1EboV%NsG%ZP30<A`c8J-lV8`v&_rEI(SU!(y4^uvibgx9yDH~BBKyCW0<tO}FN
zQ#M=R>CRgXOB$*W_%5u#3@HRIFwf~hTol*8p8_McY61+*_EZ3|2uALk>UskWGD24W
z4~C9FvSDX`<1{$Ay^J0=Lk-Fy2*;}-IQ)+t%um)J#}K%!lxq&gA@+3bh67j)bp(TO
zMuaoqSS1e!vf#B%cpxmG4-C4%;Bk^1j2-W)4Cf#m<*LOzR2kybJ&WUDeB>NNx@3GL
zN>K5Y5AMI?5(#V;Yj!5<DVerTVuTVkI06V!L&K6#AxmC8(Nfe{kAo%S$0hhiq6WQX
zDrzVob<QJrH(Wb0k!3XG=Jb+=Ka$u&#z*J8kfG+BLcX}h!ioI`!B7J$n>G@%OW_6Q
zOnL!h6}uP#cU<JyZg$r^;?Th=Z7grSu-=lHQIKN!qJto9b?88?7qGP-G8ZFD`^|o6
zKG}{C;gtLv)L2JCAYa;9Fx)W%U<kxG27T27#X`+u34xsMEF@kt1CZcBjzK{1Qi6l{
ziqXXrodv^NX8;T=$}tE9R!BfFLm>aQvoQEz_Ap4I<x-3$#I|eMr`%f*B%w#S%}_c+
zN4ayO1PB?L@GTgQ^%SQ|0^R}6l3rd35;nW71`2TwxE5jKpE#17-A?WUfhQvT(NfNc
z_4};nSOQGEv(8p*SU>B0kM)#nXEV+^9AM(Cqd~Rpv(ADZ7(JbJ7UCP7b?7bIvyKm>
z&YgAk)*6Eu=YC0lLybO`*yo)&e?twMb&3;@CGWJ}WRCnYB0SSh&}(~AvarALBE}h>
zjfn5_q*$Dx9c}74W_NS{h8hldZ}T$(Di_iU`YRK3JPQ;D<&i+K6i?B2f;(bA&xCN6
z=au!)d@`=C#0bgX)eSX0Z8R1llUNYUU5y~|mc@{OPJ_}Jl1XeLgvPg}RB|H>$SRd^
zGWO&WOLjaRA#IY01`w&CL<sp@Ac<shZXZnm+{mPOf(h#31HW#Gur<0W<4OZ;Jh8Y^
zJbC2|Y*?39euMRt46_Y+<xJL?kXJNVw=J*Sj_s4YauDB0UZJ;a<rN=Dos(Byq@!p?
zKIzw{SI=rhSc@&Od}7XPXxX$=h%D<YXDq!<A+yxFor^9ya4=sTsYQq{Co+uicS+(L
zfilJ_e$S-2R{LE$0?hB2-8GLyM6jx7mkHlswVvKGnaWr{c1qqG6clHI<+RS;mu!LG
zYC^o#0w-~xe-xTe#`Yrwnn$QHLjk+k!+!;@R|Whj=3jJ?S14q5{DQ&ZgDK!}KlGB1
z+8OVK3PJ>UpBTEaPJ(dx*p8E5vhh8gVtkLb8sCF~@fp%vL>O($bxPM*h~Q~q4DSC!
zkf5~jz|-^R9fSXntc-471=VIq0<~oE3h-SDbofsgkyQi@aAHpewfRl3jbPQZ6qb~0
zgAbe?^8^OInjugUA@oEkgbMb=aWzoJQ1-{H#|*{HDQs95GoN8SCF3`Sn8^Vp#7qsE
z77P<q64wP_=^9VWJPF@O%%rz$#Y`VaAZ8jg5kc1mJU+7mM(Lkk1U!C---Vv}7(5mh
z;3Cc1bkWKuM;~#|^}%tT4-R_E0vvC~aiVj&zo!L3k#qkV>NHOoRM9xA2dk9>aPTj>
z3{0$!BkSbd--Fg~op$f1KLU88w+NEE-vYTueaI~Y8f?I?>>h!4@{;BmTk`e1(^qL!
z3q}1*%E>Xb79-4V1T<e!A3h;Ie%95Ks4@vd6%$@%Htebip9m9vKI}NQ3A<C!$f4<+
z``hprz{w!bVcc8<u`H1Ar#5{n)L(Hq1SDMw?pBSl;+2kfMgc#m{6LL>RqN3{zzySt
z1NCC94iUT4%}d13Rww$^sJpv9otF!JZ|J;zfM!4C%>cvZF2o0c4%#un$q}_-cv+H3
zt(tCbN>aba+PU>;XF&-Cn)nW}cUpVQ!O|A#>cCn(U#)lh{&52kl-;dI*bPvH;?RcO
zl`>@ZhBQ&br4jidKT#SuP@I&XCi3N>d~E<)&eJ#Ap=tx*nufg1^|xHLqF%hC-s`L+
zu&=zj+qr6}SSt+FN+ScciF~2h>-bfil~-R4m@OpsoDf4Lb7a(ct4Tx(V%q{knCEyc
ziU#2`YpfX2SQx4IK_8J~?X^%rAU=*Y+4f?HjaT`N-E5AvbH2d1z8;5IqkYghM9;)z
z?@*-x@kw|=B*g4xKqLOH>GpG0*i6KR0>OF-f6GwhP7~}tzJ;Jj&fSkEhdey&`?|5p
zeORBe?O0aXox~w{;)HQu?rB?Wtd8S-NF6rO`_fFbfdjui{zOL;O!O|OtMiir;9;lP
znFlsgr?8aw?o~9Bx`)*x9Ye5?Ex;R-FF+Dq!|S2>WU{}3rpkEoT58PDHJsoB33ixJ
z5ZP-HfOruD&$~Jco_EXuc+S-1E4Jl&pn{nB0Mego`H5Fs>}l2-402C*7IGgIxDZq-
z&D+4o37^@hzLsKC2~<jQR8I%sxd0^`J}~hW8{79%jO{DXlU*)oo?2^6OjN4%ff`(L
zSHG=M0U3LGN}dlOF}vjbV#vWGSd_4zoI;mqvYiJ86YGu>wY&-f(Y!Aiq>f#i{IHZj
z@%F29xOH-hQ6<1FIjVHH_3RX5Yah47kUNW8C+J574|h!DS|qD^H3W9~-!k;NJO!{4
zpx33)JRG}|vaV}Wj4A<o$x)?4ul^KcYahMDkUNWB%YtW54}nY+TcTC<Y6&!BB@ETZ
zQvfajs+H2A+FdC|l>pV`sM4X@REn{+k7{DbnW9>{#zJf{El+SpZ~d^zB{acwCpl|R
zQwC1RntUFnM|?HPHe_gd4A&1o-aG9&UXheal&M5JeTpOMjo5&%AB`}T09^*uv^Q+Z
z*NU}Xrx#QQq!a4h|FTvy(X?s%yV)=EgN2@rn>O$FC|qid7RgSyxcO8BvIbL)G%rs(
zKyN7S6&JI^tNUK;UYeunq|>F2?R=nr88OgMg~R901*PZwiOK2a;)%)CQ8op+zL&%J
z#B#nH`b%~$Y#s-Bl|l0}?JhbNx;>sgjps|{Y4`7-F_mYzDHV9O)Ue=^QJ$U>*_H_r
zDcdq3=XY>27bn0A&%Q?qnkffY$Fd~A0e3bPV`9k=mx1mGkLGs=bef3}{aHGq2kFT`
z;(tQa)RFjDAU}@1U&kswbKu6MPGIlX2oxbLTg@^N*!w+bEF0`yBw=Y_ru#(%kZzq7
zi)m~M5hfl<!Yb(7X!8lS3V<p>M*Ks{&L*uP5N{75^n<{f9q|phQ9|Z3P4|GdgS_L}
zj2vfs-GQ5e;d<Z-Ib056ma0Ns{vK=uj!0eLlq+=z<?kw$!NO3kmq3Fz<P5<TNd-)=
zHdrj=8_+A<t~FGFn=7#LP;nTOyyc<$auM(M$wMAExSn9NGF0nvwnIC`JQy#u1|2xj
z%WQCv6rcnN;Aj@m-dO2C(b-ED3*@!|t?;iY44BY6e_dj7wGvejC68FkgkZo1ePwRA
zB`aoWd*8sOjhlD$Z|&>fzI)rimW}-z2m1EhaQ)`3POjDd$V@d#*wD?P`8wEc1|j(-
zSU7KOzrCLD;aZKK9EyCeNRSO^t#xuygYm75rGR$u?1&k#jW4PqBe3TtC$M%rM3<Z0
zHNV#>S7F=|X2D1pxw5{QENG2hfca%S@jT}ywG>}r0=AVI&`n?|z6_d&ZTh&Y*r}n}
zN{7BJ#i&k!KJ0pG$;1~z1;OUzsFK3!h7_Yp4l9y=#i}xj!$F5hph=`GL$|I>@fIp`
zFU4*>>@)f~4@x_K#206KJmoi2Fh$Y{)L@{^5OZ-eit9;lOt%gVNJLUP1PwR>v!0F6
z@{b7-I)ntCPqJ5)t%!FbT=TS%gnDL3SH<J~?J?Xv?-e)?3W|9pzLB>gy=CE^NBbjl
z&+Cx4)Qd-ob#&<=>$-kbsm|ehv=1?43n8+DVBz1^p#477>r7MjXo5<QKE6(h61`hs
zOEcWYSogX7klU!$2jGk}FjO4NPj0vtPC+0+g$flXu+cLyf)_D1_C`h_TsR6j?zSU1
zyx#1t`L!cWaNrB!F>51M_H_Fadn;^sJ+!EAnkSY8JMf#PP0cK3nDI_?salF62@Dl)
zhvtDHC$)+FO^Q(^FjUA<1q~GoiTF79<aZ2apH4Bl_DvOH(1tJ&q1rKo4&`$5Hd>bu
z(zhPURbwHh3JcM@Pavc`(lCbp0F=(C9J9PNN0yPx{{uq{m0UQZ^&&?uY~8pmf>{HR
zkY*l4n8lH1OpC~>ZAEeWL7`Etg6FpHqwC#o;OXE3%BuvwV}$T?Hq=<#iWRs1fAZc1
z%#NZ;98W?Ll1X^WLqKc-IFpb}9z2~SKp^2EWD@dFFviK9nLC-=nam9L-U%68T+mM!
z^t!%A7uPpFQE*jMTtP)ZQBib#yRNIEE<S&*`%pw(|L4@Bt4>!}->&NJ;PB6vuWwIR
zch#v==T)apoiZFg|G!Wce7GMYI0RW~JF=kMV^|MgrBhw*p;TuU9D)_IGYb@@qe{qp
zX2C>UzXe_WV`C%iz=B@z@q*9SOzDc|q2^#_4(f4vG%Y%t$40?r9DO=cgR_mvH&P3j
zM<JLBl~`eBF=3h0ip8@!8sTK97|_a>apH%&Vxf{LbadnEmFhs;_|XWn5$_T)ye0mK
z^spzTEf<9&gn~K*;T+aOmn!ttMAt(Q)?hcZLl96S@Iw%ASy2F|4sq4dA3p>k75i+!
zk`8fg|J8F#B!4obX`mQdJ;fl=<va^eKgoGWMHT8eSd=f;$#<HzQOCh{uqqsmggKZW
z2OFK7%6TDrN^sXiI*QaeWjz;K79CfD^%|@=k6=A*8!Xg0S_&DzAsBc`u^3RNdAx{?
zn+FmV^&k=tH1&`pgNg1SB?O1J7K=kgMQ_E5^H9+|P@Bxv6DfxDQ-sy~q=R=A)InY3
zhnt|%q;L_-Nx}*=2f=?QwBZ)<Vo1Rc`c|Rn7>BVCI`$Cf>QowP%TihAQL%Eq(m7F_
zUXwBra4pouNuX`2cqA0=dHn_6G0!Wzn^vCJUAjxEuU;A5O%A3(`&O>7`TAeC7qGBv
zLRqF4cI*1KURZ&uk?QE~=J3)0H@QM!$oSe$I3W<$vpdD3;o49$zD+g0=6hs9=ZJ_;
zdVvVSgU$c~bh8)oxN84`^iG>=J@RCB)$+kkIaqgbW;&1>&)nZPm)9X*Fg9Yv%h@DA
zJ|yIDygNC#?BhEIs&~^~$`2^?m~tu}$tp8E+D8}+CGlc9v**co<tyB@R*wmCR+WpK
zZr&eP=k*01P&qiS1yph8^*kx9Vwj5_6U_B`z?k2K%|Umu1l+0ZP)0$Ktd`g?No{`g
zqI`$bn)aNaY_|u>99BvO{D^JB11bk%6Hvv8E!)P&7kj{#pU61Kg%X)xWtMf41dSUW
zfta$clROSO`hc#JbY-=f#A?Yq0etIfNs`4Q*G!gVZ76BwL_->PrT>Z8GT;ogo+y?*
z1CCH~YAQk-;ZqR}66+)^Ys#vRAt|sRkh}1XO-0yUIa3iA(l&5GH}7y<Xghq`;i6r-
zss|!ed^SP_yDI_}ELjeThl!)2E4&yyy{%($-n5Jdt1puaXqeL|p0kR*C>9;`X!ofc
ziK`%wQyi?;0v!k`7lfxXUYL?G>s6^4vu3$jg{`?9K~p>j)olm!3{&ri-^*u&x3ixK
zK|gyjht(bMs5kroyS`yIJopgYiUb`WVNWsDRd4uFcK<PUy^CEx&aVFq*YFc~xf?E!
zc<&zm^GW#W4L`-MpJvy4v0zsCerV+KIpJsUuQ}m;tmuAreE_aEh3|p#;a7#9g+Id2
z;pIWRd>$`fh@O2B?;gU-m+<msy!;b>cy0JF-1iP2-y41fZeR`Njo7I-;pMAX68;Oj
zevMtf&aU5J*Ke}xx7hXDaODX64*UDN`1il!<#wp(rto`k3tjy;_}O@PXZQ|y*c-kb
z+qe}k-^Vxq9WU=@CGW(C@50Lu@WXk-x85B75Q~3=mk&b0P2n9_`~kc?0uOHv-wU@l
zhd;*mXNI@2Ki-U`Z^6r3+23!2>rLVN@P2p*6D$7&-tG;53RlRv^eFsXKNbF*|NN5w
z{F?v#hW&Jf-$Hi&I$oZE+y73%%ftBRLvWc0f2+NAGkfJ`Rt!lFFl8C0E@L0FoNw%7
zmU|A9%Y~Cqi^%92cvmfE#Y8^79OIo>>a#hu2IMT8x=B#&eyEs9xYiwIO^-FcUasBu
z@%(qz3`yFn-P*nQOwM$<ie!k2ru#5<Uqz&S6EEkV2AB1CxeG6!#LJhT0hh1i<@`>#
zY{1JG@bWNTPV0ip>3I2Dyu1W2zs1Y%@p3ujq6n|V%e(OMe!TnzFLRc_<zMjfExgRc
zLni0q1&>D!*{P~{x=zRr<-wfxAxnjixkW>kn-r-eWbzvYbmk$)mpzC4pUWC@)Gg8{
zS4wIuI{Y+491K7177p1aV+<+|Su8S!<%BGn2Mx~<?bV6!e>eyKj{iIcKfvpc^PfNQ
zpa0`OGhiD8l+EHlv*8CM$sGKFVTPY@9$c=6jec9E!i8`P?;gs34u_xK@Cg3LQS1+$
zR2RYi&~Ox(TFc|4_&a-g$AxHgiu8`LB|KV0rhiAD3AkY39ENwqa`0G!Qi&XoG%Idh
zvwVA_T5l|`kM&pU&E56us*T#7<?F`=CiX&DPh<J|>b~m8*f{>N96hr8z+u_fKL$Br
zs&zQ$b~$dKYgTtd;zm{sCCf3nT75wNsr!E$-StLO&<Uu0heVkRG)&S-G$|o?>@>UE
zHsJ7;Fz7%g3C2vQ@OY|Oad-+oWAiG^09yFIDwYtlD{Df`sa9vkB$$c*@Pz(Fh%3Hp
zY|Gf$IKDiB*&*8{glRkNw@%9PncCUxsVudaye>VT3}mll(bky1Nei})Z}TZ9>Eu-=
zp{jv&-5#?mr81jXa@Zb&u$og4rz}!xr^_}I*4FI@TC-ZsC|won;!)d0AeAX9PEb#p
z9%`N3Zec7Ia+%?MA~q*X+(krV8RtBiBNK)yY$6EKNo8b?)KgH96)(Mjbm_%DUGmQn
z*}hBh9FfP_M26IL=E6@2S*zaQjwY8Cpw~h5K+mp=9Pjaf%E9j}pz`xOf7AoE{C;N+
za@<?vBr4TX+N=4f#7|c1P-;ujU_8s?9QKkd=ZhNR8R5T&J<#N^pz%fC1y{oQHxH;B
z2uncaM_9k`fGs~^agYloEWgSu3mR<&tI^sfz@warcZJ7bwy0y_V##lO0&YQVn-7}i
zrFsdD6x)Nk;4HYqKV@Djyca$lwWn0mZQN0EB~}nk_dr0}))LHJ7$+p;rHW_6NzE>G
zID#CtO{bdiXzi9;(w*b6>hz>LC#JM+wKQ_1j5-e5b9FY$lu_ssAQ6AhfXdvH?l2l*
zDWe$Ou#{2Oq&w5oWaU(il;vj53r<n#fzCzp;8q~7^ALOxQEM5~Y&I8Nzkb8T>$YF9
zt#9+y+n(D#VToq72hrARn3<m2)=pP*-fq3g#5p<bdyG@FPgB`ZB7B}r+Z3$YWmww_
z3220)X%W%*+sIH+aILKEZ*gxnn`<3#Pimg|UTiR;xli0raQ2$@jpnxNE*l*h3p&^B
zt=4M;mF2zFYx}MqtMBOyuGqM3*-F@6G`Tcb`OKabXZEaE5p3PI{yb@-xhD|WZDO|F
zY|tfv$N*FijO>~~WWoa~hXf)5DpwE5i#?!n@Q?_oSOlLh9S|nP3Y9#iOlnwCDVuGK
z&?)7JNnp&dADfjFZnSebl$K+$G24tK6XoYFC5l02$-Nz5XzAXB78P|eX~?bco?+l=
z-Q#L&BlcHUTQ&nPPtp+D2ph{bh!%0{e79Pbq#+;1ez16vJMoUii?BQYAPKg>!S-h{
z{YI8LO7b*cD)rg6%QkL!?xx-hDamXaevOZYm(7-`<xfbkETVR;n*Q)OW~A2O6MM6m
z2$L@nDyPDv1dacBv$@tMr;~>_()em%q)ZIsTK`B>)yuJQ*XTbmF;}EU{~lEDq0xWs
z0hNPB7f`us^gnt)<)G08R7|5MjWJ;`d|9ax%3y{T_0!e~OcnksHY+L9Xy<+?EnQou
zi!-LNpL%v&W1HeiYVG6UT|;YY-Q-&Pvjp8KZkaq<n>NC=wg!oH0_~9MYYFt0YwgqV
zj%jUnH?6ex7JG(E{~7wlF8bRJK$)8SG)<GIKw#DBX{qnXTt4kZB8Ju@6-Cx86+<QH
z`3ubES`SVuJ)bsgQmz^rpC*WMSMtv>(N?6A-wM@xDEX=fR1QjBK;^3B8y-+OD0u-D
z&%VL)ei4SkavMV#`qodcCooaC1)G)hXSA~#N=w)4S%n+Z@UI4l=$t%FWJz8B8u-f4
z^;*}tu3w9|h-6wxx}G+|b-e~j5xV|X><62nzXR`>u4i}CO4qO7cv){B&Wg5f+pyVR
zyF2;c^(M>I=eqx$v}x7g3zJ^sGjdu)gvvdHqD$A(A2*wuX8w1IWhoa8y=?4#byv+_
zF>zI-YJLc+_fXB>_khYlH4CU*Rr4=BpmI>n0xG7O)yNV?!dH}Ppp0Z_O+W3Nz&zm>
zu~|ulMmu*xY3bV8E~=P5o_|hUA5(E8HE;*KXJ}xpdt3v5l%TmJ4NM#18d!s*2n~EZ
z^p<Pj6Y!2{V0JgHH1K&@59_db##gz_ta)Q)YTYBWS+r=)s&D7g7r3UC4~b|v6Gu3*
z8mVX~VJ5u7Y_4_Zw3-P^%u2atXxCYto&J99OHBL}saG$8>OJ)8b`Pi=^s0c$Rj&?s
zK;@uU1yoG0;+PV)!9p9`7@E#cqb9IQcp)|`DbHx<bSN!dqb7+Vrb};x*6G|<3LL3L
zUj%O$T2$*2*P_d?kC8+wNsH1(xE9qQDME|B2K&M0v9HBDrbXG^w9=xN$~kP`#&w%F
z!$Da7b6KaA=6JJZYF2$|#%R~7V-L5zDps0}Vj@6pCsba#-hHpx+%#KhHqaT#K~n?o
zfZdNgYS(>c`)LzXMQY%?p?VJu{ACZQ95k?i%2fk@&jTt44J@GI8W_fuFc20hH9;B3
z(2RZ>IDu)xPhhiF4g3x$EnNeriz}v!{{V1MU2IA#sg)mxcMYwqb(3r5cVWNF*2=UI
zu9Y=NiqOg(=R!Z2R$hR2Oe?dyX{D7f8K{g5OpL&$^}gNpYIRQ|%fV6lJU2Qa%1J55
zTg|GJr<tlTy2%(GQ@3P~Q6JJ~>+$-!Dvd_9xinxued7@RT<r;lM#d`eY+`h<S|6E&
zgh{c2dabdiZwLk(GIBQM``TvgT5N~y;qg|bN)+aaQB0)kX~-NAyHn{}f?MEZv$-b)
z&0G$-mW?B>E-P&K<&c^iYv-^wWVw-0HCD`*b@?ZR4Az+A($*Mq*z<TURPVNz$%xWc
zdqB@*l^N+&k2JYVqQy*dxj=hazQy^4ln@+kD;GzbdAE$s1w9nLnLX4z>i2-k!C(|n
zxf+b)9#A<Li~=fShcA<@5x&wB?$6;blOcYQ2iQqTSoFPj!}qF<ci~%RiH&*9N*z*S
zPqhRTEE|7gygE=Dstrut+?qc=*~62fOog}$uQd-IuoKs(*v0^1$EkBxUdX7&BC%ce
zy>ry&GOXLO>aiB(Cr8fY*Tdsq$XA7uGm6QuzT0D19i-c>4EN@?pf;TQ5f7*wI9EXB
z%DMM>K;^)>0;<9}_ZuEy|8;QgR~hvbz_}c?<#O)PiPouPMw4$3rSHoZIoHMu3C}*}
zF`y1S`#%ip&OAH!na<{N=)kiADp#I;iU(8<JS(6ooM)fm0rp=9&n^PU?e?rQ85YX3
zewA5rSR~BX!ZVOFt)8(Hp!9%x#*Fzb&u_5>hA8G4Gu{-QvDVYl=J1QB45yif0q!(A
zi3qE-rL0?Mp2pTm;>fh%66W3sYNL9J<XCd7b}thFx}zZO61`WM4xXmQpZESM(vqDo
zl6Y6tuJVXeRC3p#hVOQ+!L~;l)e%_c7i{1i^9!=OLj8hage3GP6`o*`Wq#-z7#oG8
zmd!qSHb@_&x9n?<vA-eLQM2OeENnC@&DuZ^`3yI@1je+5CaV)May&SA;k1m5-E9Hs
zk_gkhYVl2sXY5#WO0&AZ*%NeftaP5YG*~lOZ4C4^YP<Uy;}!JfMehWi=bfjmMKM3i
zT>c@QuD1xUP=8zKs`sZ-Dzh1s4tgJ9wenly5t4@2M(wS?$%M7_@U#jDYD-sI8pODh
z_T&s7>*<FwyibJvZ6<ajHnLDcp3|`s1~Yswf*{QT!xySfDiRB}hX2ldBW`e-Z!kVn
zj|oaX?T!)`Kgr!ty_>2tm_zwV?#fY_#d2#qM24OCVgRCa%WbJ{YPHi};uw`50ASRV
z%fKGew$m2FGH8YbV^5=NZtlDUz)?#kDaM|e0&U_V-sPYYou(In(uPH#pgATUGR+-~
z^@r7gW_NJ$SUsrjuk0NksV)r`t>h=~Eefu!jf@2Sa7-<)4^H~V?>kVjiSLJkl>vV{
zW<*ZrgW-`I-Xx%S<c2pp!a?}+X9SH@6Iw)8qRxrir%zU`!in#v1ZzNiXG0c1E#YpI
z_`S>F+~$tW@(B1?-gmu#4Bnp!7`X>eoxA%uR?N=bReT3>Hr#CKW*DDPJzpAkK^Jh=
z;$Ydb0MB!do+@?|ykq4t;JigEhsP%Bivo5FiK-Swywnv|C`2u#hNOl|(@sbB=t3kn
z0@Zo<heE}GFV^;~_<8qOs6-cSHJ(8+qNFf>-u*#<L+Z(6PY8i@rnKb2-RiXaQ(6C9
zs?Zl>Tu-}SjNQ;qyGK>TPrKLBWvW#e9r^Lo?o)BkhAZi``}SX5<wV|8d;?wM10-^k
z=HgEvboi^APF&IeF-(b+Ff3hMvs_9GoCj1?p-y>5q2V@B5ml(O?tjm!aFChNsrH21
zqo;%!D#bE`l9tcMit|XzS15}C1m!v=CUpZOs8`49)drlW!E6*wkal-;OpMl=RLZg^
zV?#kxe=%mmND~HSs*<imxQ5%QY>h-wS9nLvf3{{x)Pp4`>z%p~39*<G315JCm4T)A
z+($HQYk}5eR0CsRc0?vaALX4JiXH#E0U&M-Tn`mXVZRDk`L&MyCsc}+*_4AXhcnvz
z9STi0Gd!4sJ;}g!k>P@0Z->$6RqW$EkCVf5mMlRUT(TtSS^`>XNu>XaqRcp@ybX~i
zDdl4^;+!X;p=2@}fuR)gt`yvR;OV0go^IuMN;U_u&^F>>ob2Z?gwmdvdjGDJDm^-)
zNL}y9_Qj0WQSoIMSI}@=<|q|M6<(sgOT$e;+%S)m@>|#tc_1gw4K84X_nZi<G;rz+
z84|n=L@rk)2D{eDn7TPV40S)|+gqjXQR@|=?p+WjI&v1GiP<f5CPr;(kBZd_2=y<-
z)jI?lT59hK*8pN#ZC60>ExrQsC%j`TAndNt6_CjNSkmgp`4B$U*I%joM?|0LvbrH#
z%esis`slRsZAabnh=6{h=F*e(@W|)J(qN=Iy1O~NG@5^}mFKRDN6~@gOM`*oiP1f<
zx^i80?aCEPgT0mgeb+*sXgKd}?Wz^<;F^iCW_2wdO|=wUVgtjK(cSXT+UUT@#9+0r
zGSsZr`%t<!)^4j$=x12PJ@WG;s8pk=$HX=|X0=^YS|oQK|N4<;bJLoj62qfk%3^Sz
za2k>0Z^l;7<p9bTjNs~cIWw~4Lqa~w%<+umqlJ82)*==|^=@i8Wi8?~R++IpGnaF+
z9T~B5jtudTAY((h$XIs(ka2``Cr08-;>8SsbMp)CEEhRf^TBmJd}xmcR1Sv^38><S
z52++K#K)o@6SA80fHD6eL>zRBMV7c;;m&%8GHQ!7rJdB6|Dk~|%6GUQSbI)T_8JeA
zIRv-;y&ti?%>yb2ViQosiETC-78Gs#5y998JYdUDWE|vjiR=(!en~`_;;cixCtu=3
zrWX*LJ?Mcm2P(VYkIKI30hI%l38>;!Hf!YyiZy&du=QgPxbjmN2e(`bJ1l0=OGKD7
zwm^GRzQu`*ln}iA$pdc=RQ8x3m36Ffo;QRJR3@N`Q`tc<U!r(pPYAw_^MEWropFH6
zrLzt-QItq9No)>#NtScs63+;lR(hbxfvlE6_29sFwa3o)fXaca1XOXd%BCVWdcc;S
zusF!&64oKa>mX^zq^)`KJ^2bJFZGyE*pLUl94M^ckHVTBP&rVTfXa`;UgQB=ehT9t
zmrG&C*&JDtl1ySdD&Z6PHmAG9HwX#7(F36lB=`@0BzT(#R1PF4pfX4h{e~2Qv)Lnp
zvAaBA%TIzF<U&c%uQE%_X@c7_JQeLS85V4`wh&57k2yUm!9guTOTPo-NJC4N16W3o
z9-Z)cS3;nu)>FPhbQm#7LCsr_Qj4uBx1N4UwF&!x>WyFs!Xz-7Vx-n+1`t^hb4fBU
zTidq@>Hf%rbW?WjsC_|)s*&dX|98@on}bp;x2aVzicG#LreWN^D#k;;+OCQ{hQP9Y
zL4UwIwkpQ%3SAWoBP5l#FK8XEY{2qJZPb5l>}=PyG2UL*)v?I=?XbmXJjRBihm0Y5
zf)`4FF;uBpt2Vk>LH9bIfrnZ9ZQcsj2IvEVkdgC(!P-FNL+di~&Yh(;2UYqZ%%n2V
zbl)B{Pku`0|3|L1&lsII2pykNnQh&{VS^CDYGu4^&QG;L=ui{Z)?L$X5moR(r16Xs
ziaQi{QY%9*AOd^2iI|9gEQ6S5?J;2-!fpgXDsf|P&y|Jqpu~*1Cbv+u#rRsi7T+qA
zHSf^|cig%x%&mj!LGQcf^x5hGl|z;R0hQ}+!-@w~4#Gr0WsD>lX?u`5vxMgGmkIkc
zJitz}cl0pw^qf8?rs<-o+^K%X7*Sa`-<>)Qn>;0WJ7w)^ErZHfHa<#dUN$g7!=|up
zMz7pIc#NsTg!Q$&FRpC+E)S?2*j7O0%C>iUK;^);0;<B<_Ol*f|5dZ?XBbfxz_y-r
z@B<Hoy3>KHC;QhPP&qhxJaP3$52)O6Ww@R)EkVye&ptu0QCEJ~6GvpBy27tAi|eVq
z)%xQf(`_8H^*LS}yMn(<%!)3LVaO++I1stbhf@J?H(!jQ^&bILau-iqv>SswA6Tn&
zk6+wnCue0WXZEFl0P6G8r(V+QrynS#rff-mKW%cvk+OhDj}*Tjc=KaBMqab2zln~U
zU~Ifu8ykg~SojN)0)ZQFFXU!{C(<EULB|H}z8V|Yvp5*4kL?Yrm4V?7vHMCcK{c57
zkk<zH^~zv1fLbb}gRr%$IZ=nED$Lsfbyw<>9aufq6GhlYJ6`!>!e1kRgfFiwh%fbx
z3%HAE+WR6nZT1rM0Bt@o`^Sd}7<BW5O^GE*PccerN8|uj%yykAw!|s8b^mzgt%lJi
zM1yJ15xmIeIMI$X{t(hKfb`Iqkh3&%?5lZDd@p%c_r;CHqEYQ4zaA<Etg%V8v5OoF
zt=q;XEL%5?UF2e}PC`4A=I^ghY0ZOF)K2o(vOc<0p}PQFcaq<N-OzTDqZUfpNv;n-
zd?$G-{<$B7?T@35<@R4a12@!VAX_4D)2cO;e~N2Cm$z(x)pgFpBdSo_;;v;?#P<x_
z8F@W(KLlNjk%PaH%K<!t1TV{go@hI$!PObP8xJFCxaH(ebhZn8D6ak@$44?(W1+28
zyLlYX4Uv_rf1J{q3rmVVDz5$^>!V8*I#-A9htHXbUEM!EQX7DMx;Lk!?+$;8-N??>
zVgTYuI|yh^Dg!Qa*%QKNe=G}O0;bGzJ6jak!t?Fa<T5zM_|Aul-KH;j#`jR{hV%F`
z28&DWRQ|F`?e<?SMX8-xI1!pkt2~$Ne$bf-EwbAK3bv7%X^^Hb6l$w6nv-rToT4Kt
zv&b%1MM;@Ot}K?#lpWoR6}#Bcv6<{upE+p8jEmW<wWniQuyJCfSp$Jut&4;q)!jY8
z$`vc1sPiHgs?ZrM3&tz8I;1k&uz$P;XWzh#boo|Dj<%=DCcv2CZ1+T^4h#HM$mcX%
z;Z`*)zr!0ai>+6KeU*{gU^GLP$0<zHHRPU^XY>SJ8@6oOv}O4ji-YZ>pphUY9N?!0
zM+c2!s@Ad5Zg?ng6%4|0LERk^=N;3w+h=9yb_eV>K|je3Nj*E^Zrv4Ebne^%80kY)
z?1a^(9h^E=E@fHv_Ec9b4Z6F#cXmu)<eUx2dCs~my>LM1@>Pq23rE2HBcy+Ibg%&l
z`I@l(xd~34{*lV)9*7$ot*(YF84>Y7!VE?}kiTbxq8*5>sbZcUa5D7-t5&Q!W7&#x
zmYuP3>UAg1m^lOgMMiCm&s#5(1h*{MrMP^T#^$?#&vzXNMwcd37q_7zR#+C$nb1&*
z&<tloUJNatUTdM=E7^i*K=qe4Fq+bUhw*a|rs`lC4I!7)@&y`-Y4c9~o5O~OcI+S+
zF<Rvf2ck#AKqQaca0}N5kKFKv(li3?TN=7N><<+X*$0}RN6mEb;p-<@gn`^QMTzY?
zt2hsY-^f$oWngtHhaYDHiV}_eHDYtViQpi&=PwD{hj47)!kHzG<289SN7Ut*7z}U6
zZs{4E*NbL!g5J3U{{l4y#NAd=J#xdlV<(}0pnTLF#!>e^hB^;XH30<8%|=E1qE0a!
zF~qeNWhYH8b+ddxDDE@mqwR2=;yh$V650e6$7O~`?Tkm5{^;`^S2ZKTiNS%M5iQ_{
zWCYF0@z~Z3QbI=k7sZacni)Nc73Y{4wT{DuXTIEq5&h~fDO@0W)8<5Heu56|6Vm6u
z6x8P&9+Q?1oP+1&kBqE1htEc|P#ulM?#{_{Y#n`py-pX=_k>|9mne9QA>5^(!n2`7
z0dhhiqQIjgXGM9~=!zyaC_E}wJ5J~_ew^jg@~|-{a@!pz_!i%Baw$?G+i}9~3f*xM
zg^HJyhwUN^j==dgCMj_}a3(rw=3E&v3pG{x8j!$i0Jd;wf9Pra^%l$Aak3m{#g(lL
zmTtYxuF7CI(P;J!jn(@g+iPWV?ZuUmMq0A5h5F}G%yVH!i-<U{xC^K}f&V+r=34(e
z?Yu~m6t%-xUJyGm`<UeMi^k<fxA)CGxrfIah^l59$t)(rzTX^&h>30T+99~P3Dv{Y
z(=|}@r5;c@1ZoPX;vtc97-v!RiDv|7Qy$Re4~pbKyC@kWlun%iGtS1vHo!^2FRC(2
zP-Fr}hhvB-xs}HN{VFIeJvuKQTBlf+#pit#V4(4NR7T1Oy{Fp5bHd(St=D|2_FP0m
zw8jqnVB4E(#^{|XkL<&JxdRh*T#;bTchrD*fFC{|tPWLR&4cB=yw1oh<yQrv_)n1z
zP_xH{h=f%a`B9z(BA<`&-2_1}!cR=3+t&#gxyMP(L%)g@vw5f@ZWQd+NVmA><#ll_
z6?FBFjg7DXw&x62fr?@4Ih-oQj2%YQlGqucgY_dQ9W0=3IAo>P2;l!jqdGJ(!WQAi
zE8|!N#GK;c0l?*zKv;Hc`L1KUKDMt0@u<v(f^{u?BMLV)4_GnPCULl##e`peR_r*a
zpqigR#ejCE*^N*+EL38Kj=p`CACC{2jpIU<Ab&)9_~(?iJS2h&sd=3B(4`7}O6(da
z_ZRGj7IJ~=ASF;vM}IuzA{F~=z><z!Y5&!APau1cAx{I<(Cse4cRz9-a>F}-@+qfx
z;LEHEhtLV)4kXfnln@-Av(C<<E;KI?pak@pSaBW!Jx>`%Vr3!SFR0!p9lWBT4(d!D
z9to9ZkCSUD&>UF%QfR|1)Jr#Jn8SO6ZxzbRg~M0~9eXgO@^VpYhAI+|ij|j(8p3gU
zP4jXw5@_q?!ne4W>u>RndAZo#wDNLYraN%@>X>@o+t+oTudj=@Tc*eBQp=P|^f+@e
zf9+u9c;5XZO-xeDCg}wt&u&3Fil%Oq6)XZfk6UcYY_9d`Y3mjfG!%INjAR~*GY_&H
zHZw^_ak=9E$wYpUzOeU0^==wQ`CNpqQ4XB<u*!@K2<7F9f3RHS+|T>t>L~oC2UHG@
zLIG9WQK*u_6SGe}CL-j=9x&#27jn>Dw6#06m6j|1PaY_9@Jc`CM{FGzI_m<b{K_1v
zII(5h0&$!NZ25_dBeGB;^Q+9_lTJ{l;k%KxtUl>iLTTwf>8GVyJ|bJ>GhsxjXFADP
zk^bqYr&gJ?lU&0C_hG&o5fhm@DPHREX4s;9{Zv=@a`@dj6}F%2s~G@ogwFspNUU?8
zu8f%#FGoILnH8_VJ2nGgchhPHa0S|};NxtL)oTNlk-l;Gsrn~aT<1CoFq$rN9&lrf
zbdARO`CduKdv%%zd$G+)-UoNBJ(tGFmYIC9nj*5DlP~T~smwA@2_2HiAgos2OxzD@
zSQ9GwV#S2Db>Fm`<QQbC1p&n8p+_h3vz*g#cfREvVoJWq#9X@>N}kzh!a#*LA_!7_
z8WXxcwq?0IR+T6-r-89721bf72AKSuV_bYfFno(UhF!AYO+odA%>iG<Dl_JQ#Z8Dm
zSS~VdKLE&Bz>c$OR>#+NcFNH=V`$utP5XSgXnBAStLs$wTOLq3Ooath@!82Ng;udD
z2@eQI{lo*V{4)~{uHR(BaJE<&t+eUypFL3KF#Y|5AAv2nNS_~Ma)r7~e+5)=0?Ri2
zeX0j+`H75!TrQCndce>s4>UOtRyR}+^F~+6b%6&|4w6ei<wsb(9<b#nEDmzHgjLP~
zL%Tij<v?KreiSz00hI%V38?%i?8P3i<)<(Xa=8@t1RXH+CJ%%<kl-zTB=|lLs2oU8
zKxL3%rUQmP?g3kV667EkN`iisS)9jhXTL^k&jZ7%bmwu<&Rr(_$KQoPrT$}!he5iK
z7qzQ6$&0MH1GpFY`NVcj@gkeC&c|P(A4F6McGvb*A$ut19+gu!KF3IVk<2|F@gVG^
z;CDUL2ZOAhOztW^Y(F5Ff?=}-Fgpaub!@KGE3oUTT5r(t(+kLW{hmOPZHkdHUMf89
zf3RW}9;XNvO;v0B@^;In*skme{+9FfeLTURJyWMVc`GFtIp*8q!K9oo2>Om(?><9I
zL7xgcJ`^ejY$b;sW1(6%qJx$_>^N&Kzs{7_Y>w`fKB~auQ&}Hfs?cK;T?3C7V>h(G
zW0ck@fyep)!~>60@ox=0ZvWLunCp$xu$EX>kt-p+wCW5!*?z%LWf555JS;+3tIVA9
zSQXhBcL|S53c6~e&4_PDC-(Nk1_RhE&M?3+lESlbFDx4f`H-Nl4@n_fccuK}LXM)}
zifec9ekXG+7TQ|P&b0>til}U7Pe}ioDJ^;QPjT!utbZ<5=o}lafzPu?6^Hw<8`(Kl
zM}C}RQ*m$Q*!Eu?j~r_uR5B!KRpsK=tDJ`<H@Egl55GuJwTx%bjh@D3SEbpF$;Tk)
zd}Z(WNOftjXyxA8=tQ%+D1fJnRzgOzy0{&zOfE`cako{2_apt3!RGH_IJYQgEVQ-i
zz~+$JF2?5ggwWKzDJ{A1s2~W%=AUH!bEzT^o8O1s$j;_E^5bltihC=YxBu#DWb^Fw
z{m2b(5)}T(4R1yo#|KE|+Mht_@K-k-(KJYMNr`tlk7#Zw@g9b+;o1-!V=*WaNOa>f
z*bmsOL|VSGcWeSS*y6bsxW5);M}vI>`xCj|?}y!oM0(VQg2}Oo;Mxj&7QMwz$XFR5
zl7q_bF|22F?AoOr?9H)>k--4Z(@-EmIe$Av+RTq$r<|xgC;a&PV);>-75~jf&mwQI
zFu%Mx(i|e%>7*A(?-y>c!{H)I3~4kUDt24J&m)Zv#cpJmM*7girBUk0Sfx?>uU>-E
z=!xeWGWuyy=aO9idEh12Sv=i#%#C2l!L4RzA~N0F**u4RO4&&~BRIUMSPoM1<9x<J
z7WsjN`Q=AeXTnt}t>uyu+gTr7s>mZHo{QbcE+zB<h)ao7{9C0&`>#$#Dbbc_2?3^6
znv03oI1f&4^WzM8L>8T-L{H<B6v%gwVhYTY-%&1Bj|m=MSuBw&Mt(WNqlJ;NFh3(7
zlwsoW&Xks1IM7h_Z)g2;sUi;(zZ<)eor!hi$C)@4_f{ru|JBLJ#FF+{ihOa}lu|o{
z^3rO|#lbf@k4$b3zOXhrFfuV%?W+vIf<_;j_KoBmCgR0_y~ySOjds~aj!LMU@^<1I
z1liv!mJJk}f14rO!sb|*pUt!79Qn_bwp_T>VDw+J9=cSKhtdBFyOEvIb@ay>Jr(;_
zMsNSssannvJ2?~bORF>&uYbdNa4fv;0mZf`@#h?0!(Zigz%@v>JrtrN>UfvmvMO8%
zRaBvJJJ5w*y4v7@A+@uMF8s$AThnqoFh_jb+z$8_-`Tb9Vz^^FyV%{d+S$c2n2uB+
zp(nW9yt6tuXE2p5mbs5Bo+3}S31K7AWHi1ph9%pRFUr@rs-Z<h);t#pz|EDOXB*73
z&E}?I;yQ(8>+YRdYN#Cccp5vsu7i}OJgOuCbKx*zQ-WYfoGYQU^bo3ePDq6smJ@Ok
zV4#sxlon;cR0_chvAYp5!NN|oUUSrJB}A1HC*?2_qE#i6X(I+CR&A7Zx9!WZ6KuC_
z3-6drW_Qy{CSQ!Z^B4{Ag+OnyyxMi2t=4FnlKI3~WS`co;`pvGE}RdG;f2a)qm+o~
zcM<ZYW`@On$s?lQZZ_AtXWDHk)y75JOd8K9UAUA^Kwfw!BGf9S-vp(lOX=h7R4YPU
z9{@0@pf-q7%Ib6$FvPXieJ-xwLI|uRaZMZH;#z|wx48Zmc7loPZ{r;k*X(XuiR%rK
zSYl}ryrp%Im$YVWmMN@PCy_nxDGSD1%H8NmDGoG4`#>f#_)o$cRMtBuGI%VdGK=DH
zNo0VqTKUK|k-@J_SX*~bPp!krI+FN?EpRAhI%*2U3yCFg$R!|Z4%}odVNAk>2!d2*
zM$Q5r<C?-&va_Wn9XQ1uMJ`DPo(|Q!g)A6TI+b|t1Xh`mbfC~}s;kSz$2q(UuG>^E
z^MJ}>2bX}#*um9nB=qN7q6w2d#{;(fJGeN=#vDE+yxX0y%Gstm?tw3dJ%S^C6!t<7
zs2nIvK;=haEf3i8Qy2%iPzv*_%(6$Yt+p{*dlYPj(x*;|o++W?nTzWV7)?5JitBJW
zaXP_njwT#^vJk0+Yg#^U`Z+O?QszzOcEIJ^D(tLvu>~-wj1C6%YICAK+F+5EI9m?(
zKwRZ$AiAa>iR%0{k*6Q?p!SqqM(V(mCxdy&NA^yFA{bfQj=`={w+uc+z@U>4+k7Eq
zq|}zd&tt{RcdLjR%&5PHErX2QAxJqTL@4W)!T%^0eJX0;5vUlj#TKEBlS;7AHYdow
zD<Nx?-yc(2^B@tmGvP7TN0%z}xB=HKgMY?uXmJB5!&9~l>H`pu8%V{!HEy8&SIJuj
z6}b`_n^v8nHdAa$;k;8@27ll@ETRgvW$@ov71_58ItA$}d_?P_6}sKHl{HBBj7#l|
z<U*GM0g8Q>L&aA1#li!}zL%!7=FvyRz8hE{U8>O8H#{6Zci2DpEbK;h_SFX<&c3Pm
zx3X{huhN2a710tVPOCH*6EAfhoZL+85TvWHVP#<zjVoT^x==kPc>G(W4mU4ZqPNmu
z<QFhJTJ$g$+FH%7hqDCfPNlTu!hxcHiiuy%`sY$b9wvT0b|X6z>&TBYaVqYuOx*q}
zYmly@SweYfHRj^r{mvs};b0Fawnc$^-}N;HRNx-Y1l-mPL`PKM-e<Wzv6`y+;V_aO
z7toT{!Q$Lc>3il396co?_}yZ8OHF~kg%!I@f#Rn=F2aEE_&lBMuEafKnAj(p!tf4e
z`GEBO7sd8n8Ih0rQm>*LMBjm?8*=m<Q9PuC;PBwf>{`G@unMYI^fMbP&O<+QhDOFJ
zD#64AWs-<}IPHj+N!Ly+sB1ZNMoV@gyV^JopmtlZ5vW(>d$eyAihObO3L#$)`K{uW
zshf%VcRVUqv2oNh87I@Ucx7hzw~bfEw|KC{CL}@@Y{BlPRj`GMjbrA6{}~j1v2nc7
ztl<{ZHRMb5k~z+MVb*;agpDq~aSD%ExdyV$MRKky?4>2GwN~$ZgP)qwNLkm`!bR+%
ze-bv`x2~eBL@ANEH6(YpsZ5^GzpB~XlYtH{2MJ_^DxA!0rnE7Y_M#c9FqeNTUkKwT
zB*e?v6huBG1AK#t@ph+BxP&YG4OH)@{Zdwy_p{2%4Oh6OTzpLNF1Us(yxRjRhs9(8
zmEU6WM?7H5znIKHb}<^<39FoNg)e*H%OPCh3w{*#JrAfHC`>@*M`1trfGt0TagYn8
zFu%$y;R*@5GQ1WsC4=LP*7~5d^l*j5NN;I)uy}=zXT{?c3>!oSEF?yH^U9JE7;D|<
z>)QQ<azF{6Vw-iwy&dO@fQ4WLPHsal2iLf50~cc1as8_yTKXtJnWGt&=24D97{ZDo
z7>=>SNlR|3TTEQlw2Y#kPs_A1vQ9{|ZdqD_z_J+l)A5c?%h+9^(=vr5wCB&ER(oX6
zJ8bQ09b6r4)@#+q)J~WcTm%)i)?-L+9rBe8=Gsg8OxG~@sL8C;vdB1enAn^ao7hB+
zc13B>)~-mIz#Kx56B)hCsEw5ou31lLnYtS+zOX!#mkZ41TA!G95#-U}r0iPa2XSFC
zy|pW%;kc19Ml0zh^RzB4;~nvEYR}1-?l6%Yk)&lzUFIv#f$D+DUG4Ll2UHH$lYlC2
zJ<U|eXS@J^6I@;E0abpxi34jGA1Of}DVF(GHXgQtO^W?em09ej1U3z~Af~K#(`qO!
z-EKP0CM3oFxLW`S8s!-iebQ!%8(<MbCs|Bd$GQGri<pQUJ}DNH8RL1YSmt5@odXl~
zI%qjemQ!WvHyIe!LCiGNgasqWn80kQ%J}#QXu_bPWzejRVsWFRXB^KQPz5~!E<vfB
z$oLXX>lwAyKiSdKoE#UaRZ&v)1V(!6=>RZc=(m%>$)wOSnSoCRHO0yIEd)bAzC{GG
zMk}>MLq$)?5PggQkb8*K`rDmYF<XCAJd3Kzdg?`dMsxZWG%tYzBPO}F)*NQc7@1)K
zXUD-vsWZLe^d-T@gT-P)Er~q<6?;ui)RGt?)H(x6V;dC-@Ih9ELr64Pw<Xj>N(c^r
zQY;P?Mg0gX&O=f2Bqc@UlD?>`-X|UWLqQ$X*L5A^aa#&BJt7EoZc0?{|3a}B5h^<V
zFW)K@9pf+-LdPy9o0#gWrClm`soe9ZSosjBK@z9ew58pHF9(aM?b0s3#eE3N@Q(Qq
z*j=GMglLXZlK<cmHAT*u_hgNq3xT&<rWc`WeWh913aJ_gs@+C!BMp}7NH{$HT_m`e
zo->PyoVpn4BQlLCiCbnUdE5yXn$5L7IZfROf;yrpma!O`<SZ~2`jTGC?@`!k;yL10
z%don56t0HqJv<6~JfL#$C<v%rJqnW^Q04b1a9~}uh;jl5MWyz<Z)f9S8(1%oLIS6T
z+YnP$kHT6gE#0FK-|fjA0g@HjQp`UB9Mq{`%0TH?cv_nLP1ruFVSvxg&PS9)^3%z+
z@O~H90`Fm(cY(jr-oYT=%j091R*(~Q_YN{#nbcj{tSMS^dXgwHPSbBANO}VN4Id`}
z<Q^q8JNzhC%w~s*kx`NTRr?#hP%JjoJneH(vDZ{j&C?K}Ip=8~W>u8zZ}^X5ai}Qj
z$5?S5iqa<OB7)J&-|)wRI#|5F0o8Gezv1^#>_vo%j{nEE3Pr~_jD^s#i$Q1j8>rx=
za?hh;<!_)?N}OKP{0;N3$l`Cnx46GyIo>gU1G}46{)P*2CJpC#)F7*echbIdTwM*K
z!K_|}*2kyabXoS0O&#3A$Kz2Ja&%bW5*&(m9t&lX9uG4^>;i2_<y(9+4k;lv;$=v}
zkx5Uv&@#o!;}Y3mHaFeJI59LlmhdAUSrIFa2Y<(knQKctBZIfg#AcC>kLN-4ZrUnk
z)_zrv$}DjJ3B(jW2T>wt?ctAqOtx;cW@9X1#2V?g2Y;8~`-L9(PVz_ScE|9&t%K{;
zAzbR73g0pdBFX0CpOrc=^OOLX<uz!GR|jfCwSlRdTl2>!d-jeEPK>}O3(f+aH4h#P
zz|KyHU3|%zFlgcHV53UdgiuL7$+<2E@<nBj04jN9ZP9LM@AIMg(w!y8#Jn4kAZC7&
zw*Uy#PeNp(bdkhkIHU+p@Q!Gd#_@6?p^g;qNElz(UCf;$5JG_mkwU1dXf}X@$Kc`a
z+P<ntyA{zclL-#r5juVkfi#oQ&*T^g*I~t+`#4VCNm_CfCW7#kVMh_n4LfZVtR`*N
zVAM|`uq+t$(|E@WJ9by7VW*H(axf}eQE9@l+TP}!b1-VuWM%_z`h{1jK6;pV@zAcQ
zvb4<qEKDqVlZt>?8DaD966VXq=6P(pZ<@_b!>}X`&yg8Xdd~j@)P;{CIwc5(O8p9y
zmabCc+EBv{Q>u>v5LBtg$Wf}*G_n_BULDS&b(|}auMxs>QLGmwtvW=#fOtY4$ygn#
zOpNdoz^{Y+z8yVvG{<@Zn(u(A+(K$3Tsm_jjI-MeESoa^7ezoEkN+3Lqh)@VR=ZNh
zbWpf5)<!P3GCmH`!j$n-@s25Dc2}%2j*wKIGG>R2aiXjG>tg3a#$=0GRdF<Pbl4XX
z&ulB(Ow(rU^d|WtRc5q^aLFonF3F?Iy3OXM;UQxR%TkXRVH<@XUz32j@B+l91i?^c
zi=ni1Rd#G_cBoLpG})B^1Jz`d7NsIfA$UWNX}#w1_jE#3X?pBtn7(7aiI>Cg&Z#hE
z=Y=szqK$C5tU;1nE)QTQm|PyjJ0_ReU7>PW38Qj$>up3=>14G5hX=zRgucPrzS>}Q
zbkKXIbfK#w+-y6moNnDe?R?@1o%NVIof%_cvsRvDMbEL4vM2GFWD=kn$@UV_O)n&T
zUHUxhI<vVa5ltkz(~n?FAo{?{VKOtT#GL28zV+9cSdN5}&2V-|^6+Y?-pw7B;#+?O
ztIUYDEc6tZJIck!ZM+Mv+cxj^fXX4rQa}|CvgAj;klh~%r@(x{1GfC3mK<cm$VxFG
z+7gyuWtK&o1nCvF5K~tBunDE5+lME&RW4!|=Pv*nYAM=ugtQq?X<K#DzD^A%+<Ls0
zkW-rV7++pEPb@D;D<>GQ)`P}yrC!w+7&@4YWl!Yx&i*PaK)@Q4o^32|WkhrSH|bL*
z&6(z%h$0ljeONK4D2~1VBrUl~Uc<(wL&0rqZM<^Z*d4vn#$JGT%*JMSh1%E(N#*%I
zdXtST|A>=|@*CQX%$D{8PXbFDmV}WH+#*rVZY#2q5*nr$+s9hyfXWu@TSRD_hCJcs
zFwNr%I@xTl^&}#UM0@*4rVB`BLpf5W!7Z~AN;MI;xZ~x_k1ijQkzHe=x=5S*T&Uhn
z@~4<aXR^x5wYj&Ii;vB`3$8YIzXwzfHn)Jv&*mQYfGxkx%|Z4vlZA1iwl{IY@~g~Z
zb0>(f@C?M1)#g3{N=vu77q!<i!svcAfJ2RLtE!Mz_o?kGPcpkTv~a`mBtlUxX7{>w
zX17R8#|`gBTg$tE`iQjsN7Azbjqj&n#k%qR52PhG5o{RWbU?WAt&Li4<NHGhEOT&w
z81I<z&F+ddz9S@+Xnc>14OB*I*Hs}S9naz8>fdHDg~8rxb9iiU@l<QAi}7tVp4IG*
zRKCMPWT0`o(QwybQ!`EDXR)8VW6dee>V8Ns)XBQbd)s;5(qPSCwK34wsO|1+j8_IA
z9w2%#=sfQ{SeN1R;w}+mt$j_ics)eOpE8>BiR@obsm$h=+<NW|kmgB|sDisLh8MWF
zLs+dWlvssfBdv)ld(ecn^{Ht!r!r_s%c)n3rOP`a;bq-(l2A_M@y|?bMXX>M**x=_
zguw|PMG&M>V6GJps@UmxMEfkQEIt9y%b4+x4@lSl&%Ns|JNO@m>fN-CLDb4V`(2L8
zEcRL3p)jn$`v8d2?K3@hZvt(zh4Yg(#VxZ0GM6^lNvTpgA;wyxM=qWoAcT@;jpbNE
zr;Tt6LxaRB9<#<7uK=8J3u7hTF$;s;6>4EbvZJJgH5XkoQLRt*?XFj=d;I-*PGL=Y
zi&?FSX%@Cay6EA#(^*Wfi!Y69W>8#vE!5wZrVY1jXb}<Imm>imIA7c)W^>bid=njT
zu|@2-wv83X6>hAU>0I%Qj9$Nq&PZxlEDjg7`+TUrFtz*K9F<wrZUQxhS0hTK1!Sn*
zbx>Nm+SNnVC{r?x`yzmW`a&pwN@c5us_E4vc|EjVb3MBr(Gc-<nx2g>HePlms)fjz
zaS2lokb6I<HG_f5XwY8`_QIlKP#J&(voI}%2yA!?^VETfkxH{Rx;tQ|#>iysEW!fo
zB|PwQ(o;G)v++R6OiC?5UW66vUXYteOKyx|ctPj@aT`S&#oRW^tq3ghg1iIon2o~j
z3bj$f2ubC6K{hwX`UZJ~e;-DDVuXKAKgjtmevpLbv)V3^Fm~{S=uXvyrk`kE$UTG!
zD7!iPLLNw|%*MM8z7T}f%1ExhkdK?Nw(gx)zK{fJntI)g88c_#zes0>al`Vcr0?Wf
zAu~-9-ylNzyC(7?-mnaG9@j|1ScTs~5Ts#n09_-$aqqf|jrL2Z-c1#yxJDk$QJKX?
zYdaK%jdmvhQM!$$PqPx~o0)2dZH}92iKH$qHr<JxP-&9krcos~+&)UkCCzZl;UJ-n
zaN|RR#40nhI!I0iym8}W5#BN5gWVNsd_)q&Afc3CNy8Ak67nr5OPS-MiO;00u+%Pa
zF^8=hOjQ%r$?)64<q;}YM5thQMWEtTgcI|5Sy9myu7h`43t$1MvaG>U_X4a0KfEvy
zg_ZEte9y{j*$+q8@D5I#M<(Fvln7UIfLbTutK_p*ucIZcxtlAagO%7}UGgDO9_J(C
zqPYz1uSIzzj)oZeNdSa*XN_5LsJe3~bf@smE2qHPN~??K{#YF(nxW$iFSz7anQC?N
zSC_SYb2#j6PF2Kkz0}&jh){~}8aqYnY(A>!Cl0z8Yv3l`cF@Dp<mv6+=~gu-n%@b7
zsXBWZUFwOB3^R`aK3_G{wFHv5Kn#^OAZvSJ^073iOn`W=42Bbp=Gtxb33#$($)0QR
zZOuU!U#DCZTc>nip%k))Fvqw_!>Zet0JUk{*qRwo#~}PoD%+n@nT^vN>~VzEs#_9S
z*05F7+T@4{YwPv{VvlR|&<%Ne2FC_4-3vHAAn}U}6-OE-+(yZ>b#mKk=s0G0pN#V>
zOx#68V;SeJa2Eg>R^XDX>x`k=itoP!g>Ax6g)Ia@s#s&r(V@7I_Eaw*U3#NWmnIOz
zec8J-?9ion&WSTTq>1di8M8Tu)uzgg7{Dd6j4uJqTtYehL+<Db9by3Qfa*bg#{Jr}
zQAAR}_#-lupZ0*wVdoZy&0^JMlR|1S`8M9sxPSj}O-3-CAv<j*%U__qD&G<TDS8RP
z(6`IQ(ARmV44PU?;hVXZ($r5qpmLxo0hM1|>3@5`mOrkPgIqGH#f=d;NC~8-y(-@l
zq^6e;Qd@YXyYcP7jPsy+5EQPYcDx5v4x}caGDr<=J&L&5>=D6Omj`V5NsWVCE~(9v
zR<6WBmoad&mc$efJ|O5>=YbxFp<BxdDz16va`RjQ&Z%BLB=BwWfX{*8IedkVlV4>P
ze_dN!&1h{mh}J^<b-KD^nKWUV_B2d^`DPT}%po_1gM)v*bSeyFk(k%31XP-B$qmpN
zk^UfWY=@AWM`}L%!b+ps=m~mchR&W{FHE$~alYQiohW_%m4Q7?NKOHhf^M7&^D~n!
zR8MzFLKLy52a8rHt29$cF^nZYZEY$E!tj}=lSyRwLWD|>i#$59i?k~@q;$nP<M_sj
z;4GOnJ~@T?QJ1AT+5`!l3!w55{~Kt}%`M)V3u#+nE;kh}I!GjO9UR+Rsf|vBFN4Zd
zlGm1)hO?xu)%|dI>OidtNnJ4uEcgIMr)~~khos49_4SfS!~ej}v`sV8o^+-}Us-Zk
z^!-iGSuY<Zq;NNnfatwirhgMsmcC4X4L*q6g*Xd|c^)6!%sgz&M^(dfZ#BkTHa0pk
zsrm6Sx}h0NfCzy1_;;-IVmKDJ8g$jGmBC=BKDIZwXzQ~VW0VALz2;H?+yNaZ6vQ5F
zDHDSF#AtVLSu=p9N5`7M_*kP+>mPwQiZN^lDu4p+IfEzgGBi8_31ow2y)uYi25>e&
z*v0O6e8rQdS411XgA8VF-)}@V)0t@u0x#T4&0M+XZQZne%S9W4u0(aGDQnF$8&sO$
z3hSR}R>7sa%HhLq-dLh%m-d&^fJ0!#5sK|)YtaUf_?q`z0S?h~@*yG62i*xY&&u}w
zW^=7Or<2z+LVe`>i~Gsvb#7kQyMEo)PGuvx`mz7j#8Nx|X6WF@{uWdZdS&h!Vi>i+
zA42FQ?jQM?2UJHw8>u^g=D-VFmkOv{arHY7sN8YI;zZQQ5*9+hmBOa{ZOk^v(j{H1
zG(6C1u^@qM!f#@;k_wG>J_V)a%xd^_1}8SHB$34CIZxSwfd@)pO|_)(5wQm0(eQ>b
z@zJ`(Y2sdj+LVb;m?N5iHp0fQ4RZM)iWT(vk<PHMqMru6<pBlHz&jRD!0w7zMQ8ej
ztfH5+IC|-}%QkM<x^2VezK!cPZ@#Se5`W#Ad`57xQtpm7Tc(yhK@qLlu2tV2Zh%N6
zsaZ?}$oWVUk;P91h;?%5zxK1*Z0-P^sHl%`j+MuRfst}BjBDfOju&*+tK;=*qdMAz
z`0laMMrTj3qjTl@&ZR*o<lgMu3BNKMD-^M3*Dnn$pKZj?_^F=8m*VmD+Rj{8ZMMZ6
zn<6!TFI4ZL`FD9h<)HZmRIa!h^?=Gj^9!h$=6_<ShzJP;$0j5U?eAx0BnXCZBQ`6!
z%V_6pC@tN}NEgY>-e>_F)ZQ>fuCzQ}0q+`?ht^GQd7O*=j%0F4mIrNwTOJxDR?m`y
z<?&|h2ir&S7QADY2fLeAmdCROMyi$3KH)-Q+bHZ?K6Ndlw0RI^kx1S>k^EJ6Lc?X6
zADS;BscG0f(N`NCtnP=XF4(f9MQg=907oSOPK=VoH;Bl&i||0{cFCP)a|dXLf<E?n
z?2<&BOW|q6>>o-8Q%=6kV3~RHMfr*mm}0)cC#=zjWLzIM5#83va9ASzB2@3Tc45qX
zRe;LpSY<|<v)M@gR&>x(h6?_Opy5BtMZ+V-qruR>ne@D6r8I%v!p|Z~B*7Z3eE>>J
z*Y+nVk)0#~MMAE*TjL5pQJh6P8`3LH+S#C?f?EV1B;-<(ML-+j7J&vyJBwg0S8{eo
z#BqQ(ZVo&Z@0dBj?xvMFuxSXCU?0m73F?rAn!{1Tu&cLgv71XGvI*9^`1)<FmuVPi
zf$810_MMI&IL=l}BvqN*w7*7V=_;hA$XqVnROmLFYkhWFEhE^mFU7B6FFXN<5L{;B
zxkyW415{s_rLc}wW>^Y^9zswl7au!$7hIzW$2_2N2uTxA8PSBemxKz7ghL3f_kb;b
zG$9AsFkmv7OTssxOi)f(ewA5luLSuOUVxaA%x|=|7)ndGy-v~0B)foO9+$TOJk;Z2
z*A&tUJ1s-?Nv4>F8E%T5PKc@`Q;askO)(9U+@{zEu@lTQ^C7%rrWm`MR;Jjcm{^@#
zV*QhSqYzc(ZG$Ce_Z(N-33ca)(QKK<*CLH@jfT6h(<z>qBaAPo&`c;Nrqve-v6pUI
zea>v|0OicoM>>xeCIR14tQt1eY#h93JmTA6XlXnqo0f7f1FMb<-;Ydu7HL9#AF40R
zg!*od$}E~Lft<qcAWGzr7@F=gP+GdCJ28!;g^yw8wz!H*U{$Hxbhm{;fJsVCLjqT7
z_aj!KDO5>HjW)uSng&U3rFInHj4QRL;2l$H>~2~qwP%qLY)tO$9~<#jYfj4z2@RL2
z*v_%Bf#@^;fequ02B>*Fl$z}ZOwo2nCG~)=J0!h9MCLLiorn`k*LaJ~=BC-YLlQ<K
z0c+^IV=bd9)u6cmF_(WKUoe&*;^j;i%7<iV*PFO5QX5_X)fc7>*RaYAhr(eoW{_Ah
z_bc*)6&Tydm-xmly?~(SdF7(#D&8Yk|3c^im4kmlK;`FO*zW;be*Xdo*)U!F{0p4U
z{3^3pT?ryBT#cBrT3x3?Y3Wv%)ku=^g}D~q0H9FULZVWUmY3Mpg4<!b69i$B?WLiD
z+g{HgRFq<SnH%hOUkqyzeBTTc40sD$ZuVB11H*hb4Kp8L%gj)K3KaLvG{&m~wV_&d
zumim;<YV?7+a|+43t;xkK8s}|Jz%X8@pLOeQzpfnn2;d83F^tCZaF!<mEZ};>1>FW
z))Luh`FmDdOD>=#$Pu_{3r-A=rJ&FY$Z*|7z{ovZ=L0~ze;>h$G2&PgDxi16%@pLQ
zo8fj#L05PO-Q1==iSK&r;xZ!Wg8gHQgJsKtZMaj7GYKTF!F_9t{~|`|3M;hLmb6HS
zIVv9#%zdp`%<YOW_b^lph++oPte}f-GQ~oh-5cL8s}OZvtd|D?f~dK{o{;`Mn$nUb
z;y8_wC!_xTg!Rv*iq?F#Z<Xy-<(p*}z=PPnR1}<3Y)>_Ny$N|(s&E#_&#@a*(D+S!
z%PMM)Fxs*zqzv0=%JTT=$e+2`0rzaU<^+%2@Y-0ysnii;Uma&9Q!*fF6}eajx@2X2
ze#m)1L>0Fqd$TG&&#K7Ish24OS#j$+oI!F;7Hk@=!sgPRj%BbHbZlS`{0>btC+bzW
z85_qCZF~Z&`THdqo2;x`(1e}!0)pYEZ?`j-3%v^TD3(3}Dz>sT79JRuJ~O2ykNzo^
zUdj6BQiaaa;h%tdlD3*#So&=2Ms}9gksoL2RNPxxy8TyY`Oz|=#<W&)@%wSkqh;ZD
z4=A=pYT&cJQfE_C1=<)^cVwC}>WQlO5Eoq8O{@jt#6(V;dX5NELPm13SiVz6);_G*
z#mI_VOoxc`9Ro(MN|welZzxNG@x*NWit5I{FQ|(-<U)&s<scbe#u$NHTC*{=A?*_u
zy9;J6H8?&A6}&U0x&tISTXV!XXP2HFM;@Hc@(?iN;O`ikUAidbjpB49^g=k@qa$ZU
z!h+7(=w!*G;zd!#)VC1l=$Y1@cX8F(Hl!03EMIc@HWDFQa$$GVYRP3?<ht?S*m1T?
z5T|Od%mtQXlNMN@he{g9H*R!jfKkg<D<HDxKiy?do)iwhGMj7NHLYSVHAF@ZQDc>4
zmKr37&E>{UhU=n~s|k1u{||9#^~pX8rKS61k4~geu>^kDv*WH<ojj!n)=K0;)T_*9
zT7UW6^5=w@U>ar1Z00ZqqE#h<X(L<$YmnF_F!x8amB1$hmbe67gm+8=v%Bdhfd_^m
zW7q+dz`VUOCGZPl^euW=L4QO~5aq&y-Ql%nt=i~j1>MY)S{ht4G1i20ms8&g)&@MQ
zdUZe4J-Qp-2M?Th+D_1m{+ohc6c9nb8ma5Rt&5*yHa86gy~MDTvWB4FeSk<osr-1D
z*+KyUBRch3Jl-tpsft_7aVv6-y%(wnL2YCY>XDH1IoHe{I^o*o0hLP*0S=XO4gn9S
zTyh9-sEm;$BW-u>Tc?{hcz~UBXrMkLAHG-Rh%{X7trMkfog^ryn1fHOY7Rgy$@vh!
z$xr^6VtFJn0cH<RfXUJa2^Fne^MAt-Wt&DiY(C}G=`vw6Og0ty|13Uyaeh5Ys0B8P
zLeNX%H={u2u(xG7XAbd<NcVSojHv@+-p2dl%C;Z&fXabw1yrtVd#?vn4s0u+Dx7V<
z<^lF!HQPSSh^hd#^`wJec_7rC4qW4<9`}ICAzsQ8SM#3ZY(2Up6%<hUMR6VD0bBkk
zE)H_Jy5cEGvjV9MOl2`ozAj(k`a(S>Dr30^+8k8I=}^6grMK1tDhHJzpmJ3imwQ0v
zASwh@ag{-WG13=a%qWeW9w6sa7Yv5n#@yA6ZVJ!}o<n`D2j1L=+EpvO!~-e^t>B5P
z*LpzZjw?T{@OBT_@@oZ-$U?P(UuBlq-UPQyco|w8(!*i2whBrQxF1>iU06u(eK3+V
zq?h@T#XB}XGA~XF;MMxe{m5q$lPkrKYzFWi!x#M<BK9cYtwv#lTmjo&BI@`d4|+|K
z*J5_8lD$vA<rO*loF+va89@(>Q9NMbHJkdI=zb<60q1W*EEt4ELtGd;iXe*g#NaXr
zA6v{1FsN1rhC4(cs5GK@WHpZ|gL^oD00Ph8Kmv%Vu2&)A44SG0gS7#yyHcO*fQACB
zCy*7ysNk;=Kth54N>EG}v2FS|3k8PX#fsTr9%LEJCnm)C{}tO|6@Bwdte8dLC|QHX
zaG4>_L(C5xbaB7ZSbta@XsS?Wr1jw1;W0R4gHtq@RJfm@zlu8shN`gTpgPzcY?1kH
zVS@o2=}`fSXVI6u#)ziPsLHG!=J{8-PbE{xOvO^pfr<gi%<pN0M`NLF`NQr*jfY1s
z)UiuvS+s~S)=4RCdoY%Yt~`PD*rf{HXX_d;9bh-K_#o8FDFM^^aKxi4Q%8e4t`h>L
z+ke%|0;Y>2b~21<%^PM@%5E-QL$ffbS<b^Ks!(Cpe}S<8+RwZp;v(i(rqW`m5DkzT
zRBn;rZ!rPT9jvboRVGH***&;snI;M{daa*bEMq89u!UjNA_}nZi4p~SQrdRmV?h8)
z6b!Q-yHufzg76IZ+#%3<FLoolC=kODm!`9p#*XC12ZZHbTo$?nL{_It9MpMSYiemj
znUqqG3D{F*f&FTz*lmk)o>6|i*C;c@#07pT&shb2`>#$$fuAm=$jGGCm`jFlavqu7
zGJIT4G}uO&1nC`>!&z#~zGEBRbo;Ntra#@m#V~hKp)N~<YilDTFxi3A;P6zoMO!zn
z+p=v@iojPcW)h5|9+N?Ms95$;V*f!l2o|xAh55xk@yRm6HC?YiOliqQLK{N<`>cO1
zRpep+N3a{&g}gw1TynM-@{g5;E&)+VLVo_$c6xFdB4d>2Ld6G8$S=TdIFE9okWb|>
ztB`O1)m13uixOs!-0&tQ&K|kp&E3@4NCPC7Zg{|%Z7sUN1Bz|YR)RmVDS`)Os?8SY
z*RTe>X4_WvGd@wtzOCwD;bEn-?dT~{EWO3Dq;lw7jupE&bYkAgt3G|uj2WP0!4ru)
zS2w~mss?B0R_kJqYjt-|uyVx;DC)e31<`f}%YyMrtzI1rHtZj-!J((%Wn8|sS>FRW
zAi$@I2d3_xsMH~#s*1;^LedCyZNjO`d+@Z@dNtTr8L7eXtf1Ig0Z$q+FzrI^xi7e9
z<+(jU*M==yHf>pc#^PZ6C~WZt{}x~e53~?xGj+p5fvEt_o~?FwNQ`$(*KV&`k)hii
z9UMtJB<<{kyLDGw(YbR6U<4DKS9e07*$xOS2I^S36eEn`X4TT5ySsa5$Mi+cN<hwY
z)@|v9!{nB)S{z(Bf=*688K`1rlxu6v;jxJ(xas>xDx-VgB;nEO>R>_<&%`JvpYDzh
z#btQJaTP6MWY%ESidAPUTXD{^Gge9gWG({TB<XBfuuHM_E{(T$0dwyvpSu-^Oxs5E
zzbrPb9!Qas;cPgoTT3_6TB!F)w!m%d4%J(#O82BR;GuyI0+9I10YWZ)ybCl0)8?J}
zH-`-l?btyuUbM>V4@8fKfJ7d-;TEm}9=YKSB`E>gvovIR7#z{UqqgjG7$3Yof<qX_
zeN&XwuCq$;K&-5K%D6n-eVh#_N;3A>h>7wBf`d{P*^cDcejR6(IF8rkQ5I2`WA;sW
z8+J?I^S)j*qm%Q_9rzb$CLry$y6KS{-o29&>if$_-BUQ~-osGmA*d#Rpt+r>);vX>
zVmM-mYc0x7nq1~)`G8Q|r^-j$(K^L>$c!Yk2`Y}u43FB?e)H$~j;opi;Y{E_Pk~7O
z2*PEggpB&5#g4j~3jG8t&M_5g9j9U@FtdXCO9~g*UksC0%>;=hnds0yA$|T+L4D5Q
zG;8U=Ik;6GV`RlSJR#u(7Q6c{xe;i?){)P(*Xbhqo-l0X5(WRu5bn}X;geCK06C!$
zQQ*;$vm&?7=fR<3BMpy=)y8KU6&GjuwA2%9F|qB&XMBrqeBOYR$TmK+yJ@xY`3lSj
zFbr95#_BaVRj_XyeyaX^px4QraxiPJ^fksN>QGzvxcwLlqv@>Mp<DM&JEw@*R~A*)
z3p0t!AX7q;#^?%rX-Vrwwa&#dz8aOvgV08*qr02KO9Oel_u5W4y_@|pTpMb#ROVuj
zx44%cYVl`nbYNs+u-aD{f~=c;;E1R<)^4j$q@DJ0bRscHy~wqL<sG63``kr)o}?Z-
z%;ugv)O9&XI%C^6KeT3PP!^5IAvd$B$D-`wTSj8Ve9?u)@6fr_K6A*5+~!?}>fM&G
zQZ~|#vdWB9>T@~rC92H4^09J;3;7XYm%lF;8815k$XK9BDT$GU4Px>w`3e^)^P<ND
zE$=QDEw}Pvb=?W`5f7*wcESj#;(JbJb#_vm;RAxL`#j*vzu$y|>tg4*Guok4=}A18
z<TXEfQNF|JOM6aG_B{`jIqX3EwjY80+yg2H0uxZh35=h9NGA6Q2O|F71GfA`#z8KZ
z$O=7a^Y9(^IgxG3=RjBsp?WY1TqV~@9#A<DmVnBSu$FqjmY=XV$mJ5&A;c_~g2@zK
zDprj!p?XY2*9H%KIZ)U-KMLFG0hI%V38?%itl|M%ehT9tmrG&C*=BlnVmm6~6ZtmR
znTc-@61>g>p$;Ut&yNIe@_@>L1O-$E3F5?>B5*c)L@@Sx57_dPAP2cn67;LgvL!fS
z_8#s<JHxsqcsrDqz9m?TM^5(Bh%A$L!JyLJ!4?mR+$bDBkJWSlEuIp-UX^=NLkM5%
zx{6q0U=3JvPsUgLj=u!XGU%_=A@&-Avns*v+P<pTWJf7D?L|V@_j=HE%8oj<g8v*v
z2E5mwBrUnk@C8nlgPEd`JD4>*TV3m288d5s8-ZnKB!36*n1h+!73yFPBP5|8@*L`I
zR4Z3E!-*KzPj!Vahu@u3VaoQf*1-_aR)=hoQ#;}Pi=e{R2J{P#R2oh0UiLmsvd7iC
ztlG@#R*t+#4ldc%F_)}rRr+FCP*;+hH6=ynp%iJ9x8j9_pMFcIoDpW!Ez9&FkNfo3
zW^=8(r=4?N4cb(sISjuk-%Fh0HkYGRn&Wfc^Gcl>&W7sU#A1p+W(KRwaC{azRSwF<
z$BDcPu2bc152zfhNCA~$MdG$rNrBu9Pw>I4@qjJA70E&NGyH_+RjDa0gjLQ|dAkR`
z9Ofxk`cc?`2UHFeCZO`8uxmVE%THk(<U%RTuQJO#B|%Mwe?ir0ou~W^N=u)oJk@Hv
zhzZJTU^M9jC2oAknaK&(s*=(eX?^F$`7ekakuoJQBiNU3tFV0|GTDco<Oa8opmGoP
zjE-G98n6HdDkPo1Cf3#)J*Yj)?Bz*eL-CQlg`fyV_KC@t^FabeCc8LoQ<#b=yaOv{
zF@=h#(ZgP5zMSPetqsqY6D7Rh4{>u99ykb;&&VC(6jL@oXI*oDs95xA+n%9fz!qEJ
zHWJ@Fn9`~}&@#S@R~`?ghj@!;gqeSs(wb%Jltv;dzs2`iA6=@@;}Ts{-8_Qb&^E=Q
z3{OdQgE*E05YK#&ihmxT0ee2;XM?u?>ZENzohjr>h9#{!7bPt$NflB3fb+13Dpcy4
z&v4{rPF-^r-{BQwTrCF#+Z*Y?zU)(~(UMZEAGZ@|!0iByG}2b=`xK~HQjfvDSZHgt
zc=lbE(wYnJi9uHEyM*=8r3#&W!~X>uaY#?I9J`U7ef0r|vu`T?t?b+Wt5cDE+Y&8d
z;<QS0G4T=3gOi(y&ycIKVh^7<k~@0prh(NWZI-p$!D5MAG4d{kM~fcD!u*V!CH=@`
zN=q&rXfW|U)<2gj@-XoWup8N#SVw-GiBoZJW#aZ<os3MJPP2rA(`wAc!8@Ht#=^lK
zP;85~B7Dl%7*KmEa3)|~_(@ZzJrNY|<Mu>3874keEN`hP(A`+E%M>WSthfkiF+NYn
z4OUHQCq`2kE}^n~K&baC#r9npkzewqUPU*Ez5`7+Wb++SJfwu+@K?p+P|?rNvEn@R
zGiPXItkR6k;Pfqc;$_mcna{T?xC5j!TCx+_)yAKFX-|>w<GxiW^2O0BgnT{Zx7tcZ
z-AvTK<596%>8GB_IGLtxC1Zwv+pT2y7GLQ<6N!+m^s~D{SNfwh;F4DPFQyCD{+q~F
z`!Dl1vaa*D?wQ6b)D6Bw?Y433603K<!NU|9DeKxxgC$G$TwAH{Zlpvk92O&hNEkB{
z)hH#>x7S_z=80K&mf75sfg%z&d!5d_Y}rOv4w)IhFqhXNUof{T#md>3%a6!VS54eU
zqRFOc9Trq8P<>$`3_Dq6<%Td^UoJi-c^6zm7+&rHmBRwFfXZ)y`3)Yh<zHatAiEe6
zDX}pY!YU_(;lm#Ia^ScR_)*xs9#A<@n1ITU!XEa3EkA{Ekjtg8c~X%}N#12_1e&#E
zi7XV(KzKkz_@f@^aTvNEbApO*4xY;`5DJ@oNZ|Wl5BMAip2Jt@IQdm(2{lQuZo=mw
zO01zK>!GytP?O{B7O03dIl3<%YhqZ9GT7uqdu2({CR+D-Ou{9EL}2|Ya{&CgBG?4-
zF+x-cc&NDLLrzvgr&ZjU1y;Mh{On&1A@!30Wj4RO&6>&*eiB}+2!><q1k#e5i6z{%
zYD!Jf&!^Pd7+IYOS%c@#LSR|&{MmTNrqt}N&?&V-QhCAi+i_OaXjbY?mI@X3DEC2p
zQ(v>u2l+pn-of<Ga-C({VaPh^j?8?A;QB_4&+Slj#j{yprdWnHneBxC**`HfRIRVY
zyt0VQZoCXuN1Bzc!OCP~?OBUcrno1i4+iD%b}th?-bA>II<G8zoM!@jx!GLnp=sw5
zu@gf|5dWn`(TN=GgvoL&cZXrg#LD?(Sv(|UF=UQY#6=de2pue$eyH9}lBdjRp3f>X
zCd(>4htz*@beL~2gs8^^B`+)&CD$DQlpI0?lcFO7G4eh63b)7SMUM$$USBR^Uc-mi
z)sgT{52zgG3IZy>Y2JrDV9P(v;~@K4{KAk@dm$`L*U3qwt*(=VWhN9@sMjE0<Mc<1
z2n{~ufl&u}^`IXOe%Avk2O1Pm#cA+(yNN;Znf4;V?xP<4$WO1ldxg@gUuBl*Zh|cn
z?nF#kr@I$JY3bA5#hEQvG5ejjD?a;eXF<xz@adVGN}3yMxZ*RtO9`2!%#F>R7^hw$
zB3GI8VCPt%eH|U-fq5ZgfgIUBA$)KIV5*Es?~~F5=3{y&K^ctc6SD{783c?>)10)h
zDHT9+3RcVlNEA7PX<O<ZjFsGC54vij>a60?iM{=BFb<}M23ils$Dk0--)37fBFZ<9
zAC{T@q>XH!609p0g)07YEmRB`V=Wtj+*oL1x$J@52LUpu?qg2~b3Z$!CEJuI#iONy
zxVN(Yxm2OYf4c6$xC*<W1@fSDPuYW^BR?MhnTmThTyqlkV6^{=#eb&LD;b%z8eKHH
zFk)2*Qjhb<81bLyuqv{jAiNdTQlnWNrxD!IQ(#y)JCYwQS>0dRJ3dlf8Z275w>CP_
ztS$;5^~s`@m=sssg6k;tfJs>|C4S2c_wSKZ%Gj#$GLEEV4#z@Us}39vr!&z`ng>k2
zBc&x5_7p^*IQ(s_e=b$%93Jk0&mFdDybHULox^qH$2mL|_f`&X|J6o}s+F{dO30*X
zI8abfH5@63bd3*?vb8^fy3O+j(^}6Z4gSt~6fM%g0}2%lex@%JDl8Ih66;DvnpvZw
z!2?!Bm>v!Ox*0QO&cJ_K3h`ES#2~RKqNhZ#{|s8OvAzp8iE&U?*-x=z7pp8D7TzQ0
z(DF!kI<J6}&p_VDvWU=eVI;D(!tIvhIJ)B6qIL2T+1wIYXRN(Qw8a1oXH}r5e0{Gg
zyyreT79FbIr~<~-^JIH;ef?mptT+X5H-N)u0kffEY2qEnYz7n%@jepTz)x(jcrX}K
z`ivr;j<mt1=<_&mGZ=6l^rkjr{u%0o{>3(9woX_AR1yuTg-qfj+KC;vjp!U!BOOdr
z(Jf8Eoku^_I4)+W;->ns(KyCBMuri;D0vv?^I<%V!RFDu_%OOqS9lMeu{Ut)j2S`(
zF+rY8XMZ5l&TaWa)UHg|-!Y2w=&e!{C?pF}6D|l79Z}Kq)ImUJ<{lNRrGDy7ife<k
z=y_(3wT+&~xA;>3HAv%Zsh`~yy3`-7x|I|?--|2D&3a|9Ho6-Y`X?KG<LuNF@AdtQ
zT-Wy#8ZUEU|J0bzGNE~JRz?E2Ml%z(j<w)Rej#L|?JXi3UzQ>pEu5Wa?fs=@bFBxa
z-P(J?c%>}5&r)L<X3r&QEH+;URKT@N0usYp5V2OL|BX;uy3;?Noi!0lC*fw#+W;Jz
zSIJ7!(#@ZZWrSo`$zL_JaNNC^5Fpq~*4Ve~LnT^OVxKm`#l8lKRpDig@VXm2!6Llw
z!8<1Q+1<1f`x{X}O`;>J4nn_gu(q!T2Z9fJOZ^L7rM}sAR-xazf7;2cgw8T~;kJ|N
z%$VjfYc=z}rf9Nbl1YFnGTTc;k9~{qH8tT%&|_aSn|l(`MB-kmBUr4jzEMsNlNkgS
z%c~WS?THn0Cm*Yx`T~A!VmY!!EraS30rqpK-faqGC}kCl@>5os5dl_c#@9LhAnhG}
zBMuQJGogCWh^|piM|nWy5Md&qibt4aJ9Xz|57_cYjc|}%W{zzM%dav^)JTH#3V(vU
zW;Gzc1f``LkSDiQE+SgwLKszQKiYJJG#^iCTXj-&h=vnxJ$?m|6ft0$^%(Q0wa(j8
zZBEoj;ml-i<pkrfP~I4>)Omb}I7^^|2|+DlWHRWl!dU~c)W&%$BbxJa4;D#Tb5>5y
zhZRL}>|IJ)a+AD<jZKGw+t}K8<+ic=5m;tp58xfMvDsarHg*^xsk~hj%)Me7YW_(I
zoZTx4jc2yBr=NEqska`c_StPkR#NhU6l0ssu@iyQ_hwn&B0}SO!pfza+mmK<)6i{{
zh<mAWjRO~s<a_I~8Qe14fL!p5Tio$-W^&7iWMrpIR2OM;zY3~%ll&>BQHxbpuFZXW
zx%hZ5?}Dq%{Rt1K9Bgg@m7mT1c@Nm~+uR&vKQmbv7iu!c3CpiCi_M)N!ors$rlbHc
zT5CXQ={9%VX`3jcnA7&>01h>}t*Sy=-EpUFLgh(jw}uvOIPN19<zjZPYiD+gjm+He
z=I46h24-+bCR*MF)JLT4f03SL(xYj?Gs^g$z=}C(aUA}JwB#m&4da^*2sgg9QOj+7
z&mWM+cL&}v<D1<TYkWsYD$n@708;Y};_l^&w_p1#7r%DYTvh`+Qtl2LlaJ9%)2KnU
z%GDLdS1jj8Z%LmaU!&BX6Sg=7M?IQnXJU&ytCCMQn`?b+T6y?2{7QXd7?g#tLnfdt
zT#2ZZAQ&p`cqlDhr9CByI;H0b0H8`tBSERQY~(G(pjutjI?ILZiG+~S6jhGZMcN1#
zz8WOCh3_`(1oM1s$2%r`*<GQ+SIM1n4qm);VjKeuS>lMk+UQ_)zqbHh>mq=SX3G@B
zCuyW^G@K@ok1*b*f;pj_2<TBl=%owj&}^>tsc9vk6YwpiWch+R0e#`$AW9_&hM=xO
zY3YJm&tsH;A2#cF1pq<?b^>Wi!QGA>3<0hofeY~6gwRS7;It7gz%@v63-GsMCzt?#
z8{RPi&hE+);0E!eoRDkGBx;)hLTc%SEqrDrO<ubQm6<aDsiqoJ)x=5B@Y}*WB2;`J
zLIt}k0u^fzPK>jSbXgn~UE$U6PHXNsi)REd32LI}mGIU4Y~k0kAC9Eq9h@YOJk!L`
zDfo<G=un{13HVCe{t%s9+!bC&OImZTt_+WjQBg0R5%K;>L>3*DsE@XV_mnlENdSX)
z<`ZVcq3X;r(3!%mfm6<fW0*Vljtx$XR96Rys(cc$!X{}`t!MBzm$iFwIP7gsRm4!e
z)Y`iUZN+ztoiBYR8`1T+-L{MILQorR*U80Gt;KD+*Bw=xXuc#2qw45oG+b39$6i{}
zS{k*|wFDC^FAXXa&9T19U^vleuH9CjfPIHDXQQ^Tu@**DqxaUT9cxZ$R`)l1f=-5l
z&hwTAYX+;0fxbp<cVA<?GEnUaqE~{>^Ui}~yyfl&9(=;Z2;qVMXOgPw<0UZ=W(KlG
zKCy+rNoBuFsm#VuTcM3gqF@tJ^kR5{6CT29RU3&_7+&=?QDwg{VQt-ZK#VQLhu!0o
zJ%eKduyqAu!f``+c6yC8N4PCUZfz@}W7z(6GQ<l8on>ZMxC?`ND{x8HV8$qI#rI!=
z;xu8D!VUyMDo)c06LA~u=X~{?bm*x*9hyJ@_hs+UutSGl0PpI2e{x%)Av>B7p~k*d
z<;DU`ED!9=SQ^;n?#Kxp7GO??>OmRCm+@w!l$1boNy8tJfm`bVn?slwhb?aEP}7DQ
zGzJ-~m6lH4(Hmn!dw5(C$WEKdnigoU%C|UbND0Bv_Hr?FCGV6$Q)?-FGuKijG2j7}
z15F92j72@vvlOt|>=D7(H6F0#U)19umrH7eWQBg22YMWa?xmcd;^IIifR?NNd{tkh
ziYCK%iwArTB7wtK=s5XRW?6h~t1OMyehNmAqXXpWZETdO@GY}u%m8!vX}AaG1RN3O
z;`lh;;h!&^3IkarOg!al)^s~J03Ib~T8gW}%vAO43oDIkqbKMAD~nmaJ-c3*2t2M^
z^)(<N!a%jJzcR3=3A;7GAnV5Y##Z+DLiKc)6e3+*{2nY?p+fGHDU=vbwb9yC5`^J1
zPba2C_#i^1hd~{k*hSivFQjzEV$^qq-+;}!JfF_I@yTU;-jQtl2@*ILK;<L;S!mB~
z;kGrmUL68EdMaFW5HvfV{k6AJ8=VTj4wbbIh6l~b@#<7dI8u^QfWX-|qf<ABuS3#g
zwEB8Uq~U*HXOj2bIFZhj=xY;eMvuxgoN(|lLh^Q-iHWYOrTd>ES#c|#*ZB#25P4(D
z@R2ZA!i5_z>+Rci*~Sf9w{6%QbR`M|ZH5-j8iGm_rfL0<8weZ=XJ`JbTW>De%Ru@~
zJ#8+l)e)q$$;br|U#(t9AR}Ud77-OYv#O60h1Mz!{HIHQHj#6H)~q!e@Sdf|Mk1QC
z#$7veIw2CLQz;f#zspnH2PJgyyBrSH13%7PL$pZ?40}Q~aYKKR2UJHw8>!x)Iq(9P
z7Xm6*T&?hc${knS-^PcP@DD<*q#WfR!#pE?^fr@C<=IN$neZ@dR??r*&SSu3rI>--
z{zFT!b&O3uG3&4w;A?3vnids7V(BZ~1g{x3qt-W08IKd8kzzACY*ZJms@>1D5jK!*
zuuPV8=11zpzO2)SgT_|4cHtdc;bM11EbB0JOO|y?^4+i5x@r5Ci#GVG+7;PVEpMny
zC40CcV$qmYz0RdC@X3OFNJPRU4sK-lP?1oAN}Vv9YkhFqIKI0jTBR@x<I42l&a2m5
zx@l7mb=op96s?I^2E;|3-UQWqsMCM+fXYFg3aDJw>3cn(a!{uNDyB}OfhF97Z`ioU
zP;`C@HGyNozr$uF4I1r?LuuIxH9;0JRr)z-o2XJLbfgk}5MD5psMa5@MC;hWNGg@2
zL}?>jiE5Bor<fuxB8w9JHui%l(eL0LQ=;r{S}D<s<&3p&<GRh8FYCR;SDp4`SEunN
z%T%n#E5&LwYgMs_+g|0$)+{E1<F|ysOIN$UHk)gGV*03E6V+1q84CEG9WUstSI6ts
zMs>7VY1YO@8=XDDj?R^Xol65YCE5wUGL<0|v1ivW4J@CXwHLozc~-zvGdDWppKC?-
zT6iU*4x<WQb?5b3$b_pVoIRuq%uMv;Vl~Ww>OHK6BR!yUuo?tZuDA+3pmMMp1XRpw
znBLS#Bo=l{sborFh6&<l>Lf_1@GmI2B)1#w{0vIVHg!_912cNg1Jn?s#}xk3{5c<9
zHOwEakKFwE1rgUJnLo4<ZvJSH6k+~sLYiUb&t|-1<`27@R_4$7m_ch`7?yPG`5ZKd
zZDdRYd#laiu|e?IpPAk6QEg?lcv>HsK8jrH9b;;@%xKp~sO?r2@nmQ{LA1IGdcW4J
zRU6%GbAR``Mx)vkJN(<c6|4<<$3`I_vbrCJdvrI1G-CR1{!|N&j4x(%C}^ltS}!2N
zG(>iY<~LNBS|<5<Hs1}I%}r;jNz9$Ln+<oH5iWoZ<OrMbZVLqjjN;U5@raVFnb~eM
z2d%9m$RVEOdZ<3hr0bE8^Lfn79=ag^N)M<UOgaITt4a4}52zeWIsuh2l4PXgkrh!;
zHb>+f{xT5*|KtI7(jEXk>R|X@6>`9$VOSxYR189Ds&%5&L`hO|iiIXL#;XIhq1wRI
z&8_*c_{d}Rr&w4*3*sqwG|LoQToING3n^d`v+rj_WszVmc>_7d4SUbUu2cb#lME^&
zhsjabOpG-_#<PJDQeG0j83Q?oy)DbdnDS?2Ouz0irVecT72X$PIkXMi{>TF=2euVZ
zxw7qVJfL!5TLD$!Y&&zev-VEhAn;eiwtr?sRRG(1(!mKH2z93e*I41j9#A<1oO<Hw
z91p16ab-j>qhU;iAI}a-WZwo4*z!j(b3~S_E1r@xC6M?qmBl>yx_pJ}3-y?w?fD*P
zb5I%2h3Y*ly%7(n98`vY%2j1t=K+-i`3tDxDubQ9Bjb%GAfiOuBNMap%wu|59w6tl
z@)!)cjk%i`-4vh|Jcs(-9(Z#fYFDlB5f7*ww1OwD?(=}k9anx@;j137<<|-vk%ejn
zzsfB8B@%ox;eND-t<LUUP+GRL`zc8-Hj&upw=j;x&8@q)go9g;v{PQOqzrUgU%AtJ
zfJ_EboZjYUiyJNx$AWV&Elch!(me+i^#64S!M5RABY^*-W6hw3=dJFADR6a=y&H8J
z64DJ!z{ZV$JqZTKs{Dh-#Q6AFz1abEG{@?-fyziQHqI6o*)h!OFhI8I^TdNg%!|i8
z_%BKSh}pi1qVHGa%7^gxq$L=_c#7`7Ob*pXE29I|fV&kqh6Q#5AQ;^G5;Vr(NO#zf
zj9CI}qeEkCj0Ps^br`V-?|i721`re<)Zo7{vfUk9tJPp~NVwq}JsszrcU}PhVDw=u
zp+taEX~4ZKY>ZEWD`0Y{ds}T_Pqp5)XzS*y7cG{h)&1kOI$u?Wx8U7wK?d>#1{F(l
zK+5^@fyx%d%)zS;f@3u!D5eWS;QUrV37pqj98w6i&KoXfa-Bl0vy-XSMZAmJRYWe8
zUVJr86LIZU)7l<G_jE)HTS^P?jxD9JyF!=J!ic5IOV{`;)C)?G_Kkx)t@^I4oiF{F
z+Fqze_hgi8L?zi^OGZYsnHSkUJ-rs$%#M1jx7`rw#bo5kbBIQ&qr02KOQVyZ*LFh8
z3=6Rtt_?NU@-;Q)Di!x~b}as^jSh@V3|9LpLvT)2A07_fV3|o$mfVg`BqBQ7w!A~6
zO^>^@$+Hl5w%J_k$w66(YjS<e_*xp2MIds#&9%7LB3pbuA1me?W*D$^wd+cAyoy|d
z+X&UW?KVwG^Kcof%vj}^%aJcpW#qevmor?*hlE#Z<szec0Fbdj2L6GFk{C(w-pRM*
zE5dshJtk<mv0SuV&xh63P4P+(s2toB0;;$}V3tBF#~D5#*m|=ET=|^=99$Oz&z;c@
zr5aDtj!9ngqZj2n99P<Ng0hc!pv=KN{9!)=d%y!K2LcmN#R)9ikz`-<fGt0fagfU;
zvO>?g`=tk(90==CKf?Nh2UHG(C7|*ntb=Rrlhgc!#X&BYunr+MxfD#M@KQ@yayf(<
z4C*lvU4aL_94PEWs2;pbuDY??11bj!6Hxh4*cuPm@>3WGxm*f6&Nj`n6WdV<pUAhl
z&P;rRkl=O?ggTJmm3|~R-~p8b2@0qT63mu|%mcRkB*;N7lmz`Mv#i%7Ox?pvQB_&j
zYgRyM+3Ph=Z{wm7OE<59Atg&U7T<_m#W}f6wMh#)8Zx+l^$eoOQx<fLWrE{zJ*U4?
z=Z6K6l^n|cX)h8f@J0`s&a?)yN|6BX^(~|&x7oenRi-H9US$o>xxLCCMqrs&`A)oJ
zUS)PytXDZgQh8qGi_jqmiOQSYpKLvdBFQzZHfo&f=1x}aW%eU~e0uqjwH|snkhfAX
zqAHV~W9d<8?;}pgQ61lgaVRALDk<WHL^^z#@NDVZF}`3n*P7;Zk?8(?rf~ndkFp%Q
z(j2=#F^8Z?$L<fIdN<LZ;&1vlR+-`0J%pfDVJz<Jo+savucUf2|5Pqw9^-v+ow0R<
z?(=R3b6G%Tn9G@hUXSyDEx)<ULH4t7g_)r?NLVPWP-oLh4>UQ<!<Iqy9<G4%J)m+R
zECH1tVQut)Ek9v#kjo{ka-2;=9{6&guzo)ZYkENCKw$zZKMH%12W<H%jDuV*g%y%<
z{EZ&yaTvOP-~<)d*V!|U-{t|I1Hp6n3LPiE$}Aq41T#AP9-1#!kIem0TDC{#INO{@
zxMIElgGO92@tKMA!Dx9W=)@+;`J(lkyCFVD>^K+a%kpiNJrMR<8Rem~a5EUxtIdh}
zXoE#$;w&!MGdgzdXuv|Zs9EX!HJONg&4Z#dxoJMD=z`<tE2JeiTitNeP-JsAjW!~=
z-84T(V40id7kJ0qH0-WeH%)}3^4v5RASvUKLqKAlKAPmSnv?uGENV?Omf1n`(dp%&
zk=^s~&YVakl^hi|X-^5gTc8ag<$Y2@_<Hsp=lNTnFuNIMbFJw-u8H22SPWbIc%N8t
z+{%a*TO;63Fi}~gqvTkq-c9(XI7*JnQJKZYNT8(fNJNR%#&{egblEn>(TSWZ42;zP
z9x*ToTT1KV*u*N5Obe~MTy_3AraHq@Y#Sou+dmd>VRl4N31CkS?(h&Y$K0?(1&hOX
zMC`1`k#bA3leke|D15c^<xhwLP68Y!>qtv(6m6Ij6v5n_&_*G*Ik5wQW#+{5@Q#@i
z?5<dIB0>_F6E23ofe(5N566dgR*$vzj0f1(B6NfiI@nzy=)fa{NT%~RD!RgN!#k}x
z%z`n_uN9AT9AAqkzGgqZ_OOlY6xU#240gwjHe)B@8Ks2XCJ}wbv70*5cAr_XcBJh|
z(7|$!v^|k;%1S=ccB*v(FHStiHqqWp=trbXO|p0`^tyGJXd@br_yNb_1vOwfNChw%
z2cxwRch)T92UIntq-GOhl9$4UJv_b&OH&S6J}mW+<ymervo)8uImPMVwu5KPxPGcD
zd_VkNJ|n!H{Y(f!vKP<tyaOKfh96+pH_V0yAA(!4i~l3+DUw@n_)&KMF?PL+T|dsQ
z{|wjg6L`5BE|<>?@8Lh6grDB<Q|$U_cD)x1W`*yEMlPQdeg^-V6W+&)?q}Br;CfT|
z9w;AvRrp!>Bm5j*9>mM%@$!Y}*%$HdA-sGEFJH#XKjDYhh7ZGi@9^=x;aA`WauB=`
zJM|{Kd=*Q=e__|JvFq2_^&9N^O?LejyM7z49D(0qe}5PM{#U%*4i()Leh+S;tN#W+
z8xQXc-vJMM!?$A_x8mjd_~yUk<=w30o%rxwc=-W-IB)pYo5LSs@sIHGK`6K>yaS6r
zfR{($;mzTD;r8b6$N2ut@HY0xo3ZpQczG-P`)zQ&DSRK^4-etg^e6CkZ}?NVLdM)j
z;ph6P@aO#Jm;C3~{O339rz^Y_<;Pp`@=QEW{A|43g@XAbcxhn4I9~n{FaH3SiSW1D
zr#G|DZf2j{%wE5ly?XOR_;Mf`Bs^9*J4T#Uek#)XI=oCiEh4jP;9Zq0;%4zB)&SkW
zmt)LDnW;6W)&N;Bb(5g#{ZKJeEUmX6kQuAC!7kg$!P*B?#8zU+iPQv)=O#qdHoRPZ
z7F;&t<$k<;9xtoUhRX$bxf3rR$II#Gz-0wq-hr3*;^l;M;c_xwUi?hB+=Q2ftKo7a
zUgocb%b|F=>H@gz#LFw!!DR|B&$|#V6}((|F<hRFmp9?%?Ra?<FTcV|-(_&A;$`)-
z;Bo<8)?N;m3-NOP6>!;rm#^UEn|N8g5iZ?$Y2xKNyqwSrmy_{wA6_2B%eqZ)xdbnF
z;^pIbVbr+>i4~8y&rC}A@?SM6je|?E(qOx!vyqba0VO4d9G#SQBcev|@~JD~az9?q
z-U64^c=-Tc?!?RDt#Ika%V+TNIlP>@4K9oE^5}NB{0c9to(-3C@Us26aM^*EpY4Fl
zuko_}`EYp_UM}u~%jI~vu>zNu;^j+t`5Imt{cxGY%ke01o{pC)UP8Pu(Zh~=M?*04
zFyqUf!~E6*A~Bdj>oCgdeLBbtHTodq!J+(cZah0GWJgZnp%)=LD+6;vhb)yeCd>#~
zo(&Ae3|RyxE&+sW<p3w@A)DW$#1ENmh9+0$0l=3%2jDdaWB~g5YNNGgUtcCBqd2FQ
z>O}uU_&;2w{*M1V20x&+9_K%Q;y?e#e`dfz(@-{x|ICITQ0;T@XGS;|e!_WhxgNHK
zZJ7!e!tGAbpNp1R)MVU+aP0O`NWxGZz|<YJ(LtD^uyhQu3>?<C$b99$aI_=BqO&wx
z+M{->4J-}jZ=hmFdv?x9bzgO4>hgnHv&Ctl8@6oOv}H;ex_#%tbYS*K4f3#Eeuyvv
zP6o7b2SjWE_$ttTGcF#h@2xa@I+g{yHcpH*YvUueYJFGG1zwlML3MXeuxsUt6}zCg
z^CFhrx-(c7j8|%PK<$Po(Z%wu%v;YBaWuz*-4hke!vU!^n!}YQTM?3894H9(RYqz&
zsS0NAkhw%V0{x%LqJh~{s@=3yLal!R_dMUn4hiZ`xLbF{6`ebGKy4^wsyiX$#tsh3
z%B8}yv}$S4-QB&DHlX?ztcULc(O|G@#i}!wtvF}d87rmtsVf{hA4udDxWwm0X=kyw
z7B=gZ(Z&c&occ$qk;S$ch9pLAAr2}xjym`__Cs4>5?QG7iQ$u{j+DeF$3Vq7`6QeN
zbtE&%VFr`nKmu|z3!Bv!j*JcL30UfapgKC(2(GO`N_WUOQwjP<Dx-S>WXILPgpx@U
zqg*P*1X8Y=h|oH-tif36KNz!w&<f9)sbtjQbX0N=hE=AMjcC@l2og7yg~TiTktij9
zjH18$9EH*&4J5|JK1_s)6Z?Ba`X!sx$3@)WNhtIOt_FGcI=GZ1^l?bJ&_9d|{XS^x
zuTAJrl*J<TQd#6F28-Z8PIsaIs<H;-75;;fDD;n3LLaHzG8onHP-gdshr>^Acm)6B
zDE3EW`M{WU90V5AC^*Ox)2(J-)aU>k7A(Epa4Lv2?RXHpUO*JY2P1^P5AVnVj>ptM
zEoIzcR@@p}zP(YcH<s7O`m6Qk?)r7rMs3gX^<x7Qn4_?<d_7JL#>VlF<+wp<Ulq1F
z^^ZXyO|`zST3-%Eujm~shLYujV*`!)fc&#tz0qB7G{sa8T<*rsyNlM1j06)<Z!lPe
z{CF@EP@e`3FnvaF+BN+DvG*kaavjB?vaQSVA>YPa8DDrLOKWU!Fv7Aee1VN+W62=L
zGV<*1NIOrnGwYdIt=5i-9KZ*Rxx9b@+Yn>SeTE~D1bzZP7kuCo=O=;u<i{Zf0zceG
z_ym4c^;zBTy?OoKo7GB@Fgx#c_p9!%uBz^?s;;hgAmrZmPJ5Ep{}Q{il`-%Q>pCl+
zQXsOi`K*sZZAHm3HpZ&^83asLT^S*c4^|AieuHpep-9FSR2bpZHn247=KmOeH<ya(
z$Lr?5K9R9p|5O^-%2l(fUsd(6Y8~#areN54S2KMfx+~i7b?9w(G-UXUBS`dPXz$$<
zyZTF~W?^~Wnu~r43AfEj>GKVEAr6kr054DIxvOq?^=8<`)<$uJ$9jUkE2{6635XoI
zquCyXXrNQIP7SVm0xqU40&-6cw%oWKp00P-kP{_^wVdj-r+~>p5{dou82DL^){*7L
z!QZknQEx&v<h3ENWdoQEDjvs}n9cT%#+bue3$1aCe7`e%@;xHsAYO=rC@$mbinyW>
zEmV-SM1L1lBM?Kh1!(Vru<gKzj-g0}Sg-Z2bG1fcXbesNF?=-1MW)B)F0DVXdi4t$
z+v{VqW6gTyD!RL@yLvSQ&V{=)X_;T&4bgE?@dkRI@y7P;bqdHz$IB|?(;XyJRQiZw
zaPy|Xb-e-;(uf43ujZtZlW?b6WqY$dgC)T!NX%oipuNEeu(-3BL{kBT+?~~=UyVM&
z7X<y|W82N;(a~Pdcvz~#CPDPm(xa65{^QU@L7d9~FiafeUw7An!6hR>Y+_R1Lv}z?
z+{VqPM`z^JXRThXrE44oDhiQuQZaQ3aU2&1k<-ReZk3!g&PYK|$b2QyV@Tsvi!@HP
zNF%Y6Y}D}UA&=Uz8At8f)vKS|X+yMROKLn1m>Q%hh*XfKFm<BhjCg)jl&p?UBcIos
z%{3VJxiZ!6!mWL9TQA(c*Bi6kk6ms*#;=SI=aIZEd@wIg!CIlgywDoViz-EX&qf+S
z4|$}I&p6U+SFZ+@dCebZ8bS=@OYzVv^;);loK@rEi|nIZII5@+l!x1u@B!SGf{a1~
zc!M>7Pf-IH-z_#e_}!34=fsSoa}jRda0XUu9hhC~wXq2~55p{O7Bw`xj@P?moyI84
z=%cW~oY7)bj6!j63{f*Fh{`c?ansC635d$BDL6vyy2+}@snW?~ox7{t&KZ5dD}2D#
zHs;B&v>1--;~LlXQO-(uv8tM&M%2VP*FV#7g-k6y5pC?v)x>-_afcYQn11R_y}Jkj
zhc3WM{|HcWkcLEzmFpPkWT*Nj^0l$MSp+P*P3W&MJ@lL+d0vW3B&{|1s?!?W+%A!{
z%{|}}ncpRn5V(K4M1BP2$_Me!d+^UA@W(hkV&>hHVYxU`VPX_491+7JA7=KK!NNKH
zW!^q4e;LEYN{c$1=q+Q)#z;Ws;mC#Au)SvnDbrEPz&!EVl9cJoHiJqEbX0tD)TwM*
z{8yw85^(>7Pvxo6AM*kCn?qNlqcRS9?&#37uP&Af)N#zIM25JZ`Tf(=VUER;Sx@}f
z2ORwf(@5{VWN7P&r@HG2g-h`}*MEw$f^hQV)(kOy(MT$PS#&X&r}|Yff|aUJAHo7#
zMU3O^T?HMA&lwRAV$X-9cIf#~f1Dkx8g1k`{fk5uRnQr4Z#3(49mi;GY-bPbM(Z!D
zHM?-d{dj$JdWU*3l8pkfS-bD`=dnur=iG4qslEE{-nz;egn=_ISW`J4w-MXAjUC&%
zQ?)U;P+1qLoN>Vg;0f3v7x${zRV<<J_@=JfN){7Q=nauiPXU(1IssSVVO#z6V46Fa
zF;qwu(D{H=vFbg|Z)<;USaY4E(6hvE;xs3VjmTn~N#-f<P>>Is9cnu<fzH*qi(yYJ
z#l+sFK0Y)@CyZS+x(ON-)!<J(_VA{M{!Lh({4`_GA6<e?P^Wt%H^!h6*39QfC9<w;
z%F~r;Y}&5uU6}~z%B@h=k{|u^@`?vFuzqm96$Yd!<eofVCJU(&f<AOALt-Nwi6OVl
z*8x0GbZ9iXnH;SOhzlfJ<+yhB2j8vniX81K9?nTL*WDlo2}Bc#t|msr4Q6m8pS~37
z#Du3;1yvD2UCVVcBd-T@AS@t&(pyAlLdom>Ia(D!Ub0m#c`c!Z0Y{rmV>tVCj@A_?
zGSTSa64_zann>Znr?4edO6AKnjYwm7`s*Bc3ZSho=cBEE&e5s>+LEoxOIzQ|(YoTa
zB^o_k+FI!>u@(LJ^kpj#*($@%V3fAJoxFNZSTu!9l8XU+j!E)_9IXnVG}$Vb(z4wT
zbXtzK6{j=N<WlJ@AFza2Hv?D0UTwbt{Hip1)#wBW0~4JHe-hT=PlBxe3Gusyx#+=z
z>2&l{5Xf~X2cC*gm*Pm_>m74ZMP<ot)K$3nMU|4hW)}<llbIj^>P-q!1N`TBlbrNi
zxc|AkuCi`wb{%b1*WJ_}h0~h7n+(sAH^(wrkZ)zLNFl9g8hT(a!H-F<BzpFltZcLy
z0gIiqm~@tkX7TD@lu~_yET~40J{bn);HlZU{_?5WwPJrBKZX+X=Rw;9qOXPe0#EQP
z?bNq}<z|i)lKn&J4IP2zqMHC%e;Fjm6L6v>{lg#y4tX^jV~yV2-Be(v)@jY%9lb%5
z$Qu=HM2}-<6mDdDdzg!qvamPT0;NbnVG0J>OJfo3AQjl*i7v+kt%n7EDBWmC+OczM
z<Kr0J4_)VG?eKoFI)#cbQ-i8(b-YlJs<IIqYOLOjcTbG;(4r#9zT{G)@UGAhVL*%Q
zs=cQObqs@p=Q#=Emfp_QTO7`C$m9smVk?W+FtW*{zAqBC?^S+v!wYUv@-W7R=v%Hv
zMok@F5P!dft1j_Nhzr*=Xf|Sx_$VBtKnqz5J_O*y#J#6|Gkg693jj-4!o*Ne^Z=qn
zDfGN0%qt+b%q5IiyWlFOe{2k|${2lr2DSE;+OW?#P(|oFKIZed_<UCX!~}8|cGwp7
zNsAwE?emlk<8a2+IO3uQANmssUeQEM1UR59qslL{7G;tnv8r5eqPr6T+Y{XvSxsT2
zDxsf(iv>~-b3{_J2T;>J!qOoYQ%lAC1|i+zf(A^yJ$f7)OL6$ViBA-VkDl@eo+C3W
zHJ;`~S{-X74KJ+ka~j=kO2xKKd3dHy>JU4c4noYr^#AnKk|RFstcw6G`T}OylO)^4
z)GDXVYUEnQ&NWss)va*D*mCtLU(qj`vbmY_POxokc?z(E?Lib^8^gASEnU6o!Pv%r
z$yk{>-hbCZw2j3PsGe{<3(_&kgeCTMaRrz(eM<Ns7Fm_Wj6?KfY(nCk`ZE~0A<e02
z+(`<9v!P{XW{tz8oL{4JkXWNPp#H#U60DAiIp9AS6{ctsA}64mm<nP=zc<nFO2kBC
zwIq?HWPnp6ITELu=i-3TRC6&t(NsfErA{?Q-VSGf`Si|oYg?_^4A@$po<6rofWw?n
znsP!>ZLf7_TVva_>%~NSX4_P=-CK`$v%-l8eDBra?#qdKT_@Id)%`>)3Bg7h;MCpj
zbm{w)9pEz6Rkr!lsZ7FbMH<m7NIvHzOcO;U%oe}8{{0J5(rX+l*%!H1^{vAkUbO=E
zE$@fh)tX}NW^$=0rV2<!qD*8Y(Dlb;;~P#|1mQ*CABlcgO(xJn$d0lN^?+0jwUOQ)
z)4V~g3a~E7R=L)NtTxiu<Y--S`+{h+x5G`Dh`iO8*_`hb<Kh|ONj_<Lr3lG4V;!ms
zsxpGutaL_i@6Lg;0CVZXqC25v_K6&=3LrDtDwoU_XS$~Q^Euj9oXA9zhf8F~#!P~W
zihN2tl9yHm1-ZGIjOPA#4h#m++~4P;x$op?RRGP&R^_9)|H#p{;xs3kJZzft*I0^_
z;%JVQRs|K!@k~Z@$J`vev<jI{j|A{JrqfD}Rt3<UY*jv*8_ChO;xs3kJY1SPjwF|}
zgjclW6WvOuxGE{A&dX(FcX<vZ28g<g^O4<kIa(D!cCuCZ$Zjl0+lrH&XmY7!mk(Hi
zfhA_E7DYHIs11=<+a|~zk}~K>zO$CLm6yZ784Zx$;3~7qQT(Ggi;C4Dp#-{)O?xRy
zAYfX@o#YtUGFCukp@N%uA;{tiFxI^%2O-8899-kczOls?1Mo_Q0~mnc1S5^*Nu#e-
zs7B98%(;l?^jBP?gEnzdYG<&ac!)J4lU^iE0eGRdG`$T0ld;Co9?s*}@FweSM%N`|
zRHF}Y0yLkvlv$%~f2BIwZZ}s|)~>C*cmiVnKoAcw`XSMx;ZGWwF<KRsp6Ik&?dfiF
zw$koYS|Y3u#8QI);H3h=&zg0NQU?JAX6rp2PM{jqcys%3`y432IM!tvL--$;i}0H?
z!aoIo0l#F)Jh)QjCKt?1Qh&KVTn4|lIDK4<h~-@rNvwxoO{ptMy^_M+v$}_0rXGfX
zuzj(F1vAF;id?hES&xeMY8{A?F&90G-I#;Q?-EW~D1;;JlqE$ExnYrU(nkM5s{*i3
z1Gc2{*q(bUp<lhQeEMc1nMO6<teB#dvE?)&>l48vDM7p+Z5ssQ_X$LH+0dk=CaQVj
z<->RbBBsrfh@e7n4id!$297)fBH-0WD_{hkfj5l%B?Lsf1s_nDyX_!5l(86MhNXxJ
zOIgIU)>b+jf)$-)#tq>Fi9aJQmIB~Jae<lhB`$s=rLG)3G~(jP)WZ-Ewz!DC2?Q4B
zsF@%xPR4Fz7Z*1AU2&0${X}sw_^aQt#6=3ZKep%1;RMf!Hmxaz<i;VvLt0pFbh$1r
zMR?SN^w5?rh!j@3_;8hfOoq6bY)oEME}I!aaxINX!ny-9=Sz_6OsOkG3P_SMf@Fev
z7y_b*AeqE&WEUhh`dvYiiv2`EGWe^lt{_Pw{o<k|tuci}$<@JwT3D3Sx=f22FG{eC
z@K971b8lmkXWelmubVI8-ApDp9x9iujNo{XMj%0OVCH-Yj!&l46~gtN;P@EzFa$&q
z!SN~VMs~qrqu&)Asn|~x9D~1lo+UVn5jrE$w2BJ}iMIw1U|}I~kE0TgmlCvmlTz1c
z+bh+{S_gubf@-5RP8a!fSK%sT7#kT+InS0NUM?H2e=nEej7a%68m|PAf|>IrQV!`R
z*A*fUJdv^p04IB?#Hmq=h?FJRjqD=DM!zdkQn8;XQU-rDZHbh8Tv2?HlGe&X^5>gn
z$)6mp*sS$#AI__-xmtrjZE&K`XPQEJod$8gQ21n5hA+Fe-ka{U+^B9Ul}V)MmCLV2
z4Sp#C4pD=<I_+&6ATa$H#*wadW=+iLo%Pu+gt%1!>ebPyN(=665aJ(&zPPI)u3W8E
zYtD8X?$stkuZ>~-`f{;Or$tFQ_#yxtCMBhyH57{jH{TR{n4ryyP%+sjqgf8a;jVIV
zXehUffQwM>Vx(KW(Qpom8zTeBeo>Zn>{TUotib%&mtDv{1KvqglVgTAwEObBAPnu|
z(3L{FIi`(swZP^UPHtMv0oWX3<F;#;Mh{Btc~$6i2OeTW&969F@EN2*I$1zZ`_##T
z-;|!++sH5(aK7NoOy>&(*sP}v`VTE+=Xco`<!v2swC*(SdLePGOhMvAM9K+<BiI;e
zSxF+%$z!td?~pF%?=-`ses%lKfW{tUPl&$e9cE7`=X<i5aBOTJY?9gdea}azK4_FQ
zc?9^beFwmUZ7<X{{6BNFD!_M5w#xNg%X$LguwF3DN5#F@M59BdtCSN6-=uL#8sNCi
zy8)Kqy%xio(c?IdiQa2pg4`i_uN@aB4W$p;8W=v~!{!J#<;iwJ9Dq1~Hmi%m9pHa5
z+6Cgz93ddiTaEE>Tmi<-=jNcyxWSft5EJy~D`p@?FVA5$<=WwxWfVu5SVmcRO<qQ2
zj0NxlY%Cqnyb7Oa8AVT}E~6riq~XN^IJ?_xPX(URd|LV{N<qxJfYQ@Lz~ba+$xW&*
zU?fS{RqqTp#AFd&R7Hdm)g&{D-_GceFYOb=TanY0qkeV$2NvXl(qK`^U+*~O!Dbi&
z4p^IsKuU>Qbe!ZE>_k1pm}-JId))}RLz)6sIy5Jx|0|$IBmE6kDZw8@s<NNvAiLEk
zAq}@NvPhHp1rD<FN`#cOT2fd_z6m=)Qu020A}L8vrAkRHK0I0&?6zlS3?73};DQAg
zPk=5D^~*T<i6{EssZsHWMg={UfeN~a0M%KEsHjFqLyX1#(w+zp?_R#7(o=6;dTh{L
z6fTDP%S3fu@5&`BBjvs&ijKo~g4X31x$j$|`!f#Qx0L_BB|_l-b>EV5aldh{8r|_E
zc37bwdkR0!{r#_yvu_4ARM5f}vHitp;FycP3ScN~rg;4ec$M?TE1+d!dbkKQk=B8V
z{^4|^web4irj|MK3Xi2CPdZ?W@4pT}yQ2}d*yY-^Q1G%HMv<OuvBDbM0}=fpICZP-
zjAL7h{vGSL%?v}Ro2?t2y+3QfPeALMuy%|!5cUrT$=T{Q;quPWW_|81iT70y&%sfR
zMQ=rgF0F<R5ko7T^|{>C6GKQVWUXe;=GFCGKynz7OPEHV|7`-1g9yobN;Vv?S;@zZ
zu(p6RM~9)cDxRyBP!?mVlctHOa?6jC;rkNg$0`K#HRz}oLn3UFksjF4#Km1KL3)gT
z0)g-toS&j`d2$`L%;rh^gpHuy^PxyLF;Yn;&4M9^#RBGe)Ycr7Z>Ussw<Ic+%{msb
zq1hCc_{qZ5756KJNY}?cl*AVsTQ670DS?bFc@b=c{&j>;Z|t|Y-YR9EIB`#FMiYoZ
zo1TW(gj7*)w_^jiwS<sbE>XWkjHNtip=l_SvLcPY<3zozYdZ~kNY6Y`FX*NuCX&r6
zz(hxq1W({0H`8XJ*A{1?d*WFrU3|XXC3jzZK9sj<aU;J}P}zgj)<PpMx?9r7%VrfA
z`Qt3{sgJa985&>2rh?DpMYR#6e@K}11gUqHDd`A8{=<8oDE$&Ng^AK(HX>D++AX<f
zK7{EqLFV$X$#8|Ktm})#SxV4ONh~FsRe+_AHNrH3qhd?g4E59E4E3XUhDsN!OLsY>
z?~B#tP^7d~>2g7DivecAy_4u}Ni-mvRe%PR%w#8l;>9X2VpG9sc~Nb|>dAyzPpp=A
zKtl;icYpIts95EZpG$dFrix6v-oKv@k$I?G8ITLN*~1KF{VD4@r#QO^x+sZVWU~se
zixh~Q6&U%%mav&+YjI||KAu_9MP}0_bYEn)@-{7QCAvb;TSRRwv=SBFEr|wXvkK6_
z@zzSzoOR+dGog%42d~VFY$G)9B;0yJv+Hi^=kZ{cw@7^pw2?8$UTIybD7Kq;I(Z{y
zx6kHM1so<=Lmp2W?&?+6bzgBd6x3D{8_H%CV8i3g>NSZA<BQl#_@~90@U!tuxCCPp
zt<X}zS$6cftQKbuD4LPox<~W2E>0dFE{N_c#R)<5xFkZ5%_=|$aGhP;xhj=vBlHJ(
z5o%=azsC>v&<`pp8R`&HbkK|=Ux(h3R9R{_XWM+p(jx^~<Iycp#}8MQ%DR4CoP`7x
zmBd1_Sp`^VNe6|g7FHyVWSY%BtAN&WZK)0WJPkm=I5|=G)WIfc7jS9(*)EO89M5u1
zx%M{~!S^96&|H)H%Au3rN<r$+A{2)7$J6SIQ7DQ0WV2lI%K<(0td?yxw^2PkivNqy
z5L@p?|99D<MYqjG-=m*u^hvZGe+>V82>-kv{!B+durlwajJv0!SAh@6ZQw~lg~@FS
z3rFOpg??Dk>{FQghB+|kEEch_a%POR+w_+-x|8j3?IExm0MjnKf6s#QA)S*Bn}X^H
z5n8+g!trL}h%Pk73;rUy7Z9%{is&{Yj7b|&C|mUJkLXwcx_L(E9XcKTSPauo#m~>-
z=f=6{7vkra;^$Z5XA$_7Lf*mRXEFR-c~G<je-=ec;U`)Se{KVt{<U+_;qVA$j}$*g
z!OzC%Xz_9^z1ZzP<Pi9{1*2~H<d{L7PROW6xA2_)QJcW;18-xkTm`{B+vCppZa<sN
zpLe2Yqh{TXPs|}O2aC@_<HUHq+y~sBJnK3L7}!0l(;lsNdOJF|)VqzHXI;`Bo5ql$
z-Lo#K@2WT3Q}}Wgx{L3scYE7L+r4e@)vkKyEEB7gvLWXzxMsN98B;m4+r))@-H}cg
zj@puo3;6uGo5KEgG|puCO06TJ45|0tM6FkuZBN4qbBOE<K@A~pNVhRwue7&2w<nI{
z1&VO)yj$r`k4=E%2mFpsHhK`IXdF7brUKD3;VL}1+PJl&G7jE36pUoD-KmdMUR<wC
zV0@$T#x8(8j)6%gp&|&++J)<=;f#B?f}s?#9bK$Owh1BP|KS?PdJCEcZJNQndJP)T
zZb4hSIu4_by(sMb|D}4)DE*B-L6+m;^acb>q$Zs-IO)fb-=AL!)I6&~@6J{P(Fsx;
zr5Kyz7P;Yo!UzKqbSm4YTaqq-ESin&^|9HpW?cg4R;u+KBi5IzSGQZ+(4Q7aZ(E~R
z2RQ*WRb91u^(rDlB9mzdT|El~S|6(;369QIPFcOWTW@Y3S-tuc0a3mSy52@~O+eIw
zO*#$kn5S;>u&@uOjBE4>M_4{F86~PSf=^C}#~iQv{V7%F5S|~`!V~)hbVKXlO6piW
zw&#A{rXX}2sz;jlehG~~2mG1&=<K17?Rh}Z9Irg6S0^UWEAQj6)JIO!ywb1CM~~gO
zKxsYAv7|Mc7$c^nGsMeT_hQ7<vo4;fkL|3qr+XAJtJ&znqz2R9u3DpsKBle!!vHMJ
z_RKnt=iE@3^!^rWY~giE99pC?(?iSkun>%0qrD_4!&#B194QfNC0Ytj(0a4Fv45fp
zUZWQ?VkI$m$K1yL6THmY*jRhI)uY_wy<A*yP}T`v*4RX?BR+eQmq#XsI?Nc|gj(BE
zv^=5Qlf2KN)_Si2j_KHBzfqHo?igg%qnC<4M~Cc&DRc?`S%!ZO#XpDPpCj<kO8j#)
z{HaHK;Daj<iEf9V{-GDQAr3vP8-d_n1_^gZFQ>n+pucy(Us$5wNiTQ7Us#yG5`LoN
z0Fc~}-iYty4s4i1+Gl<W^p<RCe>Hqqi``sF$XgIHh2G)h<kSX7G+mzVAEmIlR<1?8
zlQ6o3n)jhZ%8?ja*z+ZRWcr)?NDP5Ea3m)Gkr+bY{&ggVt3RTXk#V02f4WlVK`D24
zrLu#vB4m*6Ufqx*gTVCn?2<O*$7~Q1xpEZ*7283#W$+m>t^k|tu0XsI$6kU@<!#C@
z_W}2(=WkOkr>X&)^GSujNsT{i--8=<x?=z~$+!omZIJ{l;=8S>jMcgmYby2L*huAi
z*gB8ZTCh=uGa0aB5=$7`XU8p8=DBV*>eu^&Q_co;3j($`sGJOd^qa8r=pO|Kho+mg
z&bG03b6a<+J~nsnT<p3h`|_s0nBeq}+PdY|vv0fgoZHmzoSY|jVAE)x<ZU9F@87Xk
zNORrU=dL@yHr;D?rzatP?Cb?Xkpy$~#MAmmTN&HLNh^k>Eyu!ns}=AMXmi_CyVKj=
zZZ_K6DDYr))ru9D1Ic0}!m;U22i7hXT}04srHZs$IkVD&a`l_18@<_8BLWy^#6h4B
z2tMrm89T@ir`p{H?fYxpZoMblP^*AmU~DIB_*Hgg2k6`2A}jb0%aP*AZmC+9I8eK)
zO?U&Af+f^e__bnrEdjrOdctb@kf+6GRHNkyIRW7U`pbc+XBy+ZiMcCRNZMNlU<K{H
z6sQompyYafE2*AuCiJHoU7473bwZA(+I-2nso8by(P-UGF%(!iUq#`NqY2kOjp%{h
zBo)acF<)MA)7Hw?>Q*aah7-WBzhzhzYtni4nT$fBhf#RgM|qBoX*l1~KZ2ix&8*ev
z(I<m+Ja}q$uD^6@b}ir*b}lKW%Fcsk3c7lT=qf}L)L+`EZwH<B9IZxJsKyTiFgoH(
zrqcc)*baUl%UzT`Q|q+m?xs7M`ln?X?m4=}X=C&_cJsU}U&IlJlIT5*cZe&Ng(bbg
zXhYM?gES;UvxbpJ*bI!BNz~!)(=r@+HcE!iAz+$;Wi#GN%?P0kDNH`CH<tH_o@5pb
z&&)IRXx<}LWIhlK#ebWE;vDGEC|;P<_GnqdoP+wVfEh#3{2K(NlrXtGkI8sid1Rka
zu=wC<<hjMG&_wG_7{5Z|vnPz@IALJBxExqCn=A(sh_t{g@ylQ$Ntq>9K+^+fiRe!d
zEqIfkoCDToo&yMVQZg-Y!T)o?1SH2i!H=0k5&Ta^O0ot2Pl5;A6Z}6EJ;^Ni&vXSp
z@ooH$L9-6wDd<Zk=ARzUL1{~>1uo{-LT{6m#VJcgGn<P+T_9rqIwphFrY>mnAhw)B
z+|zzCZR>DFdG%=mc4hyIks@u`f4JBzh=y|ce|<Rh7Lfnf1yfIo{2v2gMdkn5ndQGC
zjeTVC|3bpFSo|-m3Uvq{c`PxMiC`K5+Y`Y?YD>auB25+=nQ^7)PUeZ=LYxQ+D1J0=
z(d1AV8k;cgPC<MQBrWg><BqZhe}POG*TxF)ZjKqFJ9vlif-)=9H0{n8A4Y<-=Zhok
z`J&6k#z(`cx4?w)!C>l1nK1qcfEArE&Iz6{y8FnC@m@l8g1QJZhca1w2?5)a#k;5(
zIpm<3EFKm;$vjz{LX$-{oj%P6Sw3JQ|FIPG<>;yw`B4vdb2j?^sVwxBAZ~MjcwB38
zgrOn?M1L_DKDu*P9xS(!2WwcjrtL)g$6I!;O0(VCA#7b~PA?PNgt}=a4RGwr#tY^=
zjU$+37Bu54OmZu&rf%zj?wlFqj7xnP?po4essBP{G|@g<($J+G)0I^vvw>x<e_3&u
zq>t%eQ5=w7*!Qn24_FuMCd$h#I{lV|7J+wI^fdW<hWxG4ukiG`;@9wxe7iQ1%NLl#
zLH&KBnmfpSi>TxY@KM+X+#|UY07N#DbJ?$dj2!#5#$mzp*-~XHtW1j67I}VfOI2hH
z`MJHe2*d%et^8hFguwmUYik{H!n5Fy_S(V}<F$oZ5xQ&aU9T-<5HQ+bT$0z;k>m~z
zYy7RkAi&oCI&)EswO|bKL7aLcK9%RKb(0Uc|BiWgiOD{r;q2r1c0CJ@y%qH#S_XbH
z9hgVwFwpkJ0I>fY+=^jsc#9i2y})V4X>do+vI|)?*AFyrOhg-db2YJinz%zu5iuj9
zU9|!(Bso&|1BuV_t=P=b);~Q<*PN4H8NXpm@;iNs)BQ?Vl2@afps`U6{=|Dlcr)!L
zEKk$+%lzv4?-|w^RJo1;Lei%NN5EAE4-f)*!Pz`G+K>s&YS7gAR1iW9XS|GEk%<wL
z%&`7O9}R=CK8;x1l^yF7X;_cmfK3ovCg{$sPInd~d1_6`?Wwu<rRLI3QGjD8cz-ww
zqJRtF-VNXjt`GNU{5@O%Si-GkF^s^6#9ebnFNH>^Q{L6+1a!JN5&k5w;FBOLt25Ap
z2QOL#o2I8A$op_uo{CRj#3y{cV=k&7G;(khGFYw0&DAs(ISEeRgP-d;5=boRIx@IP
z5PXNMDWe}`gk<a%^d%$5ud?PAp3=2yVjq-lV*I|$5CY?u94<e5MDi8a)H-l`1)VZt
z17~Njarq`|M&WTWVL`rufN|w!u^p~1oj4&znc!0C@{M>*ckSAW5|h=a25e#z@?tEa
zvV}@fB(X03vfM7-gv?8m?au))^oS(zlFDOy?yYbgHs%`^<+%04Ps))tsc0gar;2|<
z6(=koV)a21gbAgO!{Z;7%HV=W7d}uc{#kTCJ9RD-mybK)6m%*Zv{P?Q#$Aq%8@j9@
z;39PStId|PIf`rHXFgKdJOQV_;XiWHp2QP`xB#LO7;b>V5;*?kYaq%%10oD~UrhpG
z&r*~EJZgc#65w#g==7}cB=3$?E`!tRW1ZP4NG7W*L`8s@2{H9!Yi^!y_wWJ@bV5&R
ziZ~;D-KI-6R~p*^76d;4aC8>L`h1nMB>u0C3`VohESF{tzn=|&!xmc}za!btH@_by
z_`TvsqGCA=hc7G_hlcMrBH$u?zhrx}U4sxP(t_zY>zjE@Ob4Pc>)Q5`x@P;Z3n%)+
zz{S13d#VW$QF?QC8{1=qD^Dukt94+LHP=_2n1e~|F7jv>>rnDllte>rha}-giD+_&
zTSL0r@`5l^6^>jfq?=>THSw$Xdadweeu`d2@P)ifq6a1Ryc+cYG5zH#fJwp;iix*V
zIdK8xTi^?E0VF-;zx9yxazrDfxIw<s8*CTN{UdO*yB6qgEl!4>BA>G90EEm=(cx3Q
zde<Y6bu%urXs4Z9hfg35=<xIF@CkwYwGRIs$U1L_KU#;6DO!hLrM!r^0W}E`Dj@c5
zR5auj*q+=~k~;r5qt3TtS*YodW<6bG(Kf3Hn*_gzXe0*yGkju#BgaHzqNDw#4;XX<
z^A;T~+*qx5>hq%D-+($+Gbp*#{Ljd&%rzCo-aZ~PR(kdbQ1&0^^l5>p{J-y0qV8P+
zi5F4%f7h?B|Dk<C<!@1m(UiN2f3oP<C2bEvH<O8)U;Bs|JP!Gd05Rhb{R*3~7mWbN
z|8}^v4KM;64dBD}rJm`^7y*tb04%`>FmOoRrE2s|7_i|R0S>}pAtS)K_=K;@2ym1m
z(^mPW0E?)E9`f6a&|%8YZVEW{a!?7OipX#nDy=X@c_}#>pG;pcK70=LvAikYsQ&j=
zDJMqlJcbq+wK5C<TA9k$Wjd9O%QdV4g_mMR)p8XACRK|eRa}W?R{gKFs1XbRo3qhp
z)r(De<m%N1((2V(cSDQS6()<T?d#>@#l)bjr2rOIgwrZ$MHtjyHi~ILJ@FP|WOxa*
zHcYsCN=GDwMEymYox&Iyt{@Nrm+~^zBI5#<!*JM78JL6>TUzT4C)|yIi*SMni?6zo
zu5*kDq5pd&b*zZWQFg)7IMSpSuW@{UhC2t&jmGgUc|jPBBMw_Bben?#jmD8r5L`az
z0Bkgle7)e(XPU<GLx7kp8b>TAG>(6RPro<`Os4ddU*kyX0@66r?vW`DTx|3y5-n*Q
zEg`Sgb&_>OA<{dtLMhruY6D-%L|@ZO{M_0{0&zh5m|y!y2;8r=kN=2l^mX{7wU3x$
zX&*5!BF?}qOoTh1y{mmhUV$~=%SzHdKGD)Xsu*xvMG!c?tkVTS2dN4!k_FkMzw9=^
z6EX8a_{0QCjtR(UA{YCB`yX7$nn;Bvfu(s-M_xwTTwZZ5on-##T5(>;F+-<SMgfY+
zlj3@}K(v!*`qZhrm_YVLw3BD})%8ENZ)hhub*A_x#|Ft$Yj)ae#+G2xXq}Iz!NZbY
zSs61d(X+7$dr?_=O*jfdJeFSo;KTN_Day*{6#$l?tQ<Hb?kYDr1sb6iwZrpRJ|BmL
zl$BHXgs)0jd3>Cli_utGlqGaury(Rg_XcS!^F_>K+?WppW7l1*1BDk4MyI(?%SJJ{
zU51;I6q~jKGaF1hgALKESThO_kx}a0g@8$^W9S-}x|!9RrFk~Lz1%Ju&*u99F!V^c
zvQ>P~X3RJI%W><8sSu^(o2lZ2bx4}d%_whhcnT_SULm?a9M9%IPr+S|jvKoCJOVC2
zms_reK-;K$PKc!KI4eUeZ)GYXALm+Y+={Wy-JyH!UacwPaf5k@yo#mAgafsv9jA>8
z^h|rYIWGOD>0`LM4H7Uswt$3=&0V^GYpmJsLIiG|rB2-s_Lxp-B1Qp6i<spHoy%ML
z0D==}pa_DQ%>TP`dCMr3|Ar(&4)!#13E6YL<q|V_uxXR!FdY7*TpSwt^g{$(Kt5^b
z<=h_FD_)vBZH0_&5pzh42R5y%<Lx0!p~YdF7HNbtq<ctS5QcPd<Vqpk9BTt(58>;|
z!ix@L58=BJmqgR-Ax{9@X0eB0IbjdE0H4SnLQnbaA*8e<d&pwNS6X4<q8aWuQy$n_
zC%Trx)q2j@R8km49Q{Y?jabwgy`d8*JRaLs%rBcj9I%Y!w~P=1_iM|@<;YN%z#nZH
z!4%6ff_V|~2<l5BRI}_|%LwucY_2|Al4ax=+cF|!@3N_07eI?hTyWkg#1JuWgikm{
zYf%z1Ey}6KSVAU!!2NeEXiJDd&%BsGE)>c$QDZLKM~<k%aYm20QTo6>qM}#yj?)ap
zt_!!(Nc1BQtq~_=7eLUMH~4%rh#`yEXkO=6*WVWj;7VAkd4XeiP;w?1c^2CQJ?x`o
z@Cf8L$Ha_4^bTx7qB-U;i(-`lyc!K7kj$sUQ4wO6`2>Iu+u@{`Wj;#4JTxq!qwfk$
zksDCQ$rf5q@d+b}uMQUzUn(CH?nWRjzJoz)f`Muvk$Sbg3VJkr1JxrqEM%biAwJ=&
zGEj;0A?mii7|WE!WWspyY6PLzLLg7F`_ktN-@YQj&%Q7;M!G*|-737q)Ap+99t13;
zltAE5SWSRHH?GTzHr4ApyL1OSs*F4J-gKuWqGqV&X$5X#tB;ur6XiXMsODWEb+JlE
zoq)YzRl<<E^mlAp846MtCm^+qvjVo|jLnO72J7$>%k8jH4W5XANi}Hb3HL~uO=_2k
z;3m}#6ypS9qX1p3!r(zNLD198MEeY&v`%f@x}}q1rgYoWJ0^PisEZ$JDC-<?R=FrL
zCb=^KFkplxr-Lh1eq;eNjnv|l7$tg*-{OQ*T0+Ru)1;UOMH(Z6OHyjfvtQJq5H?UB
zLqHVJ#7384H!QbwnmyvxuoC$$!WLJ6(m1|E5<}OG!$OyARp#+M1ek)imQq+_Tf=JX
z&O&1wT@Ro0yE)V1oJ3RDji9k5YCp)izA}}s1b<X~>-gZWp6-gJ$M(EAT`;jhN~^$I
zgoT*jtHFcho%umgUeH!>9DxWp^P|tVv1v@FGTgljDMK&txTp+~JhJ0v4tp2@7n#GR
zHt5@)-33ssOY<59=BmSW?GTwu-#WCyteQG{HAS)WAU0T|HQpGjLGZ6u+q<4x&vs%`
zng8n9xcou6<6`VzA17+cF|@}1g+n{vG|ddOjILP@!{OhQi$g=(Uq!%0X#1#Z<R%Pf
zOgn00HF<eL@^!iTkS}=tt)!mX>xaNOrf-^-ai)2k$VhNo%sK(HlO)psEX72<T(l<{
zS_m@~!H|s4nQa~x*eNu9{R<&Dq<7x*g_K?jtLNy5F?I7zw8MF*=l&v`sIw!XF1vJh
zZE~vV1Vh!SOiHXSi83VazJQ1O$Pk^{>MK`5v;V<q_QMxka6#qN%H=8uff5qiK}w*<
z)#ev$7E1XQSWr)N>nqCUr7c?3Q=sfAtEk+ml}!`v8R@cBYxNqvS>>sQ02LT2OMsf~
z9dPSRw_Dp$ud3XUo2SL6+8!Vnci(8T7;rHx=fQY)N0YeXTQDT?cMutcpd9J1XB_Ec
zb1{(d$KX0RLH(AZE)jZFNbn31@o+aG{4uUZW*~nIddlyQL8en;1G1;_$r4!Bl?VN!
zk@UnFRb`b`x>9vQm5NAb3~A{~^}?Vw@U?C9QmvrNeLj^y9Pq-(?}b4K+^@Ybwjdi_
zhk_>h0bD3`+gyYxmKO%*MZ_6s6o}B4uy?&MkXK+vdR9qZ7{{s^X{(-+oH*CIgmJ?V
zcV52XkVW8l4gYR~+gM0~+>Xd1KE4&7P?ij`KBoD`8;6XS`hffI-Ul2qy7S_Zagptj
z(aq(Ok>}pdIG>ETf%@P+<&y!_AMTVP&q<28u3JT((#x-Ew72f?dBo?MLF`z>9pfRt
zIygW6g2rg4)|ox)GQ8knrrp`uJ?om;-bA}KvR$Q|^`d&G+i17CXFX%&?6c2mHb&2y
zq9XJPNUcL)rLmo`%I&HvsMN(h<=o+;*3NS5WBoClOMjVW!^va2mXG^b89WI2Ju+ej
zA^I3LA<-ja_*eRTAshuEo)~`);7jww_*?;C3H}EIhs0fCNB2V`)S7yD2V_5q!$STC
z-@zw*RsIJnof*Xs=4a8AnET&`F!bCHE0pXG2wCn6X8e}r1IC0uV2vxhFfncf4<caO
zjo{x|O@M~IWAR>cyFD6(J8U$n2P0tGB$}?{dNi}eyR<{3Pb{~K#$tT}0EQkVn#nNV
zP&&u0$I2mAtYfL-B!$OoU^RW?Toe=LDKZ*=93Fqqp5{I!btEQo-LHXyq5H!*M7kjb
zcR4z4=<)&tT!b!Pv7ypzbm{7wYm_=qxbt)?O0B1ycEn9HXwa&`|G_U~Y-fF3+q1w&
z$QZQHRj58W1)4m99&g&xpE{<k1=1!aO0O+<1dYAxY9ienL|~{NiD15|pINooEX8sd
z4%_A8&~QN$0T<zd#Ym;v*CNqFgJh#9%R2V*k~(G^Z$ht%kzKHiH?+KocaYgb6qAGK
z4Bg(A7lff(9JW&EHpld1j5mDg;*e2M<IRUkq72V?liKPl4}+P^G2U!h30f;-zriE-
zQi5v>OP85#x|JBa4X9bD5Kawh`-sQE)pK_pWmn)|f?20tgA3GDaa}lrT}PL-0E43i
z*rFgrK`2!EQ0ppa(Q^PnwmD5ANQgPH)%jzf<&q6k=~R47F5zGdQ+#hGINRF5B|@)8
zuZON?IVg<fgkkDYd?LdXJ>@q{kqVjA%A{1}vs#>Cip~o%!&KKhCaljCTH5YZ(-gHr
zZ)*kWUZXdCxlL09;(%!?ziEmPxL=#5{x>qx*WiyfO<{^<n!>z@cmwrC5vrN?u4xK+
z1?Jn+N-|A}TbW>91JjhgbV#pFX$h)}BwyUL^mhR_#K4R23B|}D{cARx)FD3L1$%K5
zAko6%ycnf6@H%r@rLtYz#4C!uxG83=G!X=xy#@Cj8;@k?Sz}#6qSsM-&*rn*r%K(^
zgl$d{o6pny>h^(4ocJ)NL`Xf-Ey*r%ax&RY_}M;U29HC2vro)8MCV}>63sqG;ZDOQ
zUL{$Fa~k*RaD0T=fUX4arP+WkCt%)bT>Ih`rRZ^w<i?eunaa*!gtB9}h#4y%F(FC@
z<BOMI92-cuUTr5skA`m?dkzi@8OQF#Cwx`LG2k3F3&b4HwOCJV8BawZdKChTr0mwQ
zGdD>u)A9QD+H|vL%{R(BROzK1^>NUbj41D6%`LoW()O}_c5V=(_)3Nr7{$F~+<S;M
zqwwe$_3_&fFm1FA0pp53vvKckvrw;8;RH{Q&ayi9LV*ngI0yr6*1K@Pr#@p-^h^Wv
zaqV68&P)gVK31SJb$vJJq#LarcCl)sHP)OS$5bq$SOef<$?hu63I2&#TM{cVo-U$4
zSuVbfrSbOxFrb%e_s+&*rV$x@l#`EDct<^P6x7r%YKpmU>5D0KC9E1#H%a<r>|at3
zLqHTz{YPKIZdi(c65a8Ne;f7g>B&^g(_k&B_@^faf7RP7jKBnYS|h!gHpF)Q;oyOm
zntWpgLFtpIicBLnW4peeKm^#XnT?J~1D3;Zxb$Voj2S}d5&=g19)f_2h+lbbDN~%$
zn4?!uDyd^O3rGJ9Lz4Xfbl*REmBPd)LW9Fr{SxQKdUsr25Qc7X*h-<>91LizcYJNa
zr;8kbjq!jlU0wQ2i!w?>pW##smJ`N<jYxrHJfNri#skvzk@0|3KTPZAVng1#25SfF
z{!Y(wAl%@gkflh2LNV?*6E}#}BDF!U`32&R!>-bvJh$n9KpZd~<To7<0{3gv!HbcN
zHp3rnI=~dmbbxsgaR%<DBiw}VUDE;b3ao_RQj+Na^mfhdcmQqdHjMGl*S|V*k;r6|
z`yRv$G3_n*!~{o<$=w`bxy=XMf9w1oVUel=@S7jeT7ymC|In-Nn57eYh_87u5IhHc
zjIp*{rh&E1>B+`uyQg}Q-l15dK+K3}6>We~fMT^#KNiTbkB5Cq)BQ>y;UXr0xBJzB
z9c*7X_8~-r){r-r^Rwy86@hZ`VUn5P_<bJ@gR!1p;U9zb=%d&K-JM&V?hOB&$6tn{
zAVkOi-vNBsYTsy|<+^_l;6yCW{-gk~1XcFHA#oR;(OaPr!&ha09EXKe+26(|d{wIK
z6^g{GF-mNUoCMAuz|ZyE2-9_d68mzg#8&YSk@w`qI^Z>DU#z25cS2irX2_R}BfrO*
zTX-rrO6+}4x{2}oE<*^6-`-JQFMhdAMuo@4=uZwpz@$Ghq>HP{%<AjX&ZeAHZWoQl
z_;>&eJxWwUV!mNfj$2Rsgy{E<p^6ih4{6FdqbI@PDX1s;6;LpAe>i7TE=s{&j*c6;
zT#tZ@(B-dCaqLS@epi{ffsAA;h*Wv?7#FV@?kyXuwJOtKngK)2==7`zWHb08GE+ZV
zWb8Y~lA4n1GP3@Eb!4zP?uF&jtkH{ZBxcP)_J-e)?B|=`nbtm|KEG8i4h`S$M8HM(
zUfsEsNue(bGxB&@NnNuw`l07>R3|LE9IZp+?Q*|EM3aN=4C(%MUJ!<KapX!N-5hhS
zQR(ybTH(pusPy?l-X+mAmHz7hF<H(7U^$`E|0F(<N}rzctMo}9M=E_%+%V0Yi{}0j
zsEeVq0JO<hn=H9d5!qVZm9EC8diAbHAnVn*k}jskClCkJ`1#fNguwk;jsM?}b^aLs
zXf-~jSZaLCi-;RglMtZ-V(+T)kyl`S{<@OX_`<y(bQFV506>xC69C^vED;0$3qCQy
zkz=AUD*eZO!2RD_fGU0Clr=Ak{S7c0mXS1<dOw@zKd&fO$saRDS}hx(<UfvAwNN5F
z9r21_(k`OvKh&>oAMohpLzm|5@0MiV{!S)aXFu6TjHa>#5d#6FQ5n4p{?udjC!X?p
zLMyLh#vytVHeoL+|IZ0WL5T8y1i+W3{9j!FSc39@;E=dW)Mzm@Laj@O7v$-wI4q?6
zzm}fhk5c|0#VI<@1Yi-BP$4fxAbKu^sXn_2;MB`iv}AplZ-D=LrY{&DZeh(UJk=YO
z|A+PogQl72m6Q{sb{#_tj9M9re|=2_Q?uw)HZGH_0fooKs8}KdOez*bs<;Bptn#;9
zzVO;5$3qtaDxfk`drBxva5ee_oFlaZnIE}&wZZ=C)vBP-)Y~rS3@^W1E?zzkjS?gN
z(iFg=O{Z1Rg?UhaS!>gPdg3j_xNs}9HcYsC&cjFu1vNH12t<H!A&;{0Jt+f|uu_O!
z9eB>ek09V8oFI+`C}y7KcWg~WDuYZ<F-HhKQ&Pu@s2XJ#EKMU#dhwdZPt$Pcz`4;h
zeljlzqiMupD}`=zFrd*i@(F^==Ny2Irjf4~T>4DYG=32flSR{r<%Fj3hxkOAMtaJx
zX(TlPX&Pzw$P@-HHl*_~ETycOB*A%@ueZ{*j?@Od&=QFI8R{E~X&ni~0j*<xts^0D
zzt%ebKV+ky!ym16#1u>Gh<Ool25w;@-1+QXtt0XZtodpsX&s+voQJ2{o!<6#v(etV
zZC9;1?Oao%3u0t^S#Xgo$QDkg-2r$aW_~I@F@cg}0x}xNlYPMbM;4+6QlUp+XI|8h
zmyx*T73b1Lo|oCxSW|%{g189zF+-+RMF9%Qlj3@}Kpc>t=ToKbVgk7r(Mn$8SJ(g8
zzOi5D)TuV@Aj@1|WO>1W6f$wbD7FNXLNE65G<aC@D=A}!C3+DyVJ|8vC&N(?qNHp9
z_^^Gfr{pyr%Jl-k5|oq!hs0goMi)XOhOeZ&9*2dLl=t8hzA7c<@o{o4##z~-ETI9}
zfROZ@3oMmgQ~Aux9cN`N*QLjDl|1augxCeWO8w?(xTnno91z--d>|OR-pe{rc+p^V
znftVC6odO(h8q~%G8CHj_3=#GVP~)*dN*rE;UO|=&37VTQsx-C#wBiMwPtCa%zs>N
z7mX+LrvNbYDAAJ{^9}!U+<IavMA`TWsyJaClBR1jN*f%Wf=Zi*ME8f|$^4BJ+~w%F
zq04_pzy;`X%heEj8FkLenc0!7j&pK%dQzE)NaA8JeIs+Z`*W||t2L#32DQC?qQrq}
z9F-^At@<n$t<1Eio8!`7nm(>{+mL|4p#>z2uMC%0Lj%T|?QY%5QX!lNdq}4=5kp6#
zrNMTauGV*qRIb}}$!2lgK&^+@XH#peQqIJ40Ko|~Pz1qD=KrKz-ZIMMACg4K!JbAg
zA$!iZT*_kvIp)q}*`5OdMn0`Xzy;(}UpXu1_P9Qyq^=b)gQ!keb`V-u$J;?pg%*cx
zTD%}CmAoJf>Eg(hLb^HD2F4D;*Oi4A9mWpAcOx!|rrANx1;k{rgJ3yf2e|>C$PPkJ
z`RyR2tRy?g$!gx$3Ii9-{U>OTYdxp06*^P3e^k!bRFa&pbxEnvNDZe#t<f7gfx>gJ
zUBxUS1mb{2B)>(35V&7kM8=V!YVb!}L@>p&h+tksJc9a?2-Pfm*CK+v0-LLKC0RuD
ztqJCmVD8|e3z$2C=h&+09>fqa@16Kmo(1HUKH&b_7NiA4Tn;-grjHAS(oEEt%jR)*
zfXzcx6YG5)H##5KM^y8&TQt4k?MKfC_gl;3OMAprqm4YLFKsgt{WveK5r=3OKz#U*
z`uw8j^n|5%5!=iM{p$MrA_2r+34FNCW?UfhEG7#7#7D{C5y)?bi5Y?DzhM&+%`k^q
z6svkQoS^W38;*()bIe}@_^_Q#iaF-X1k4Kxzl83GQfP|Yc<@fP&~}PX7*Tw0xS04(
z`IvAw0BLuO8nh-DrUnwJSKGUxM`~j+Jn#9>;joZlYUN$<gs;jlMPa{`?k~=F-eNLg
zw0Iu^(`z7@QL<a4E<}q|&AX?rvZJx9-U6+pm|pZfrBb`P!t+}e>h{9W80j95n9<!T
zytLDHs_4ClFCnD_0*_%e0Rr!HoUmWCsb1d+*RM_kvOrVYsrRNktu856)ksyuovs>H
z5`(DTT_JU_N;jQ=y<t_tka{ZX>QIonI0319$CUQ0ayx8Pg3m<2q!KjrgnOgRrnJjQ
zTvw_a#1)GjJPkl$?PbDfR3GbAW+vKa0Ht+m<6s+5#MVWPeYZWmW1^>{TKNI#v(6DO
zC>KS>6!$y;3>cxw$qPe|nMv%OJq-O4LYAH;#XKm|7~R)WYD-w2rkU(!bs+keP#;4;
z6wts%W7rK#{YtY(y!url-;3Limq>GbEv6)fu3LtMF4?NYQvhyr4*{m&t)&#!*jEj!
zv3C_3+h`Yjo;^Z&bPskTXl#kv-Ae{i`AYCd#lK`=@K;ZF#nNMY-kdI&*dV1<;4Q*J
z%<h*450ZDr2Ss^78^PHGBH)aVKF`KHLUby_-RF@q%3BGUIqXjmaFID|YJ;AW+yzjr
zOY>TTPP)Nu_Aq1Vg{Hoj-oDX(BN)vwG+3hrSBpU0;7Y6QEll-nCnlBoubz#|-;_Hp
z#$@|dqNb2Z#iMB)+WDsGJSN*8mWx9}+uuXLMQHn|YuZB7hD3_QspcU#VV`=4ZMpi8
ztE!jXT@Dx9>xaNOrf-^-ai%#08m*RaG3x}(PLfOmuoQDo$Wv0Fg)l=A4Egtjq^z+7
zb_z{jiwMCXz4KTdDZLa{&(RTM;^v!Zhx1U+{l$}*p1Z&7(%rSmsitNtA<}g!leCwY
zL>UryUx22>?NXgqU%3*R{SQvFAHLv%3o55plq;{=lIe~A<`--hT9Xx6P-m})yUE1W
z0s4mU>M2n6lvPyj)XJub_KbAZs<nFH`l~$D5TF7>WeHHTy<^*Cz1ywXcgo*9Ek4!u
z0D;qeqsd~x#jsol<J}!i;)-v<kkn$gXGS3?NBZj-NBY=Y3}pN;xDHOxk)^0hgkBXA
zJi}!+xSJ4u7)@jb^24B~{C*f@G9^C@vZwLM5?I!i2mPaw^eFnBB1rE<Dix7V7}C;}
z>U}|N;A`9Hty)2s`!X8>alrc`zxM?paKHAxm_|10prDC<ux!zy+vXxnvAi!ZFCxxB
zqd<hVguUy1fxH4U(rqPqUmUAuB;$S2Rcl-^ap)4p{i4ekwGSeWh<)$FCln!rjE=E_
zTZ(IQ0`;vv;Qreeu>VDOUK}tkvMs~iTpk$b1bbj~V_h)f2IzzPlnVwBJ6eIld@$s3
zNHMi_7fQUo&-vUkhz*N)UwqcDuD?%?eXRS%5sb;WM0E1lCgrO>Rt673eg}-0L5Th*
zHX+dgWB51qd@CFUA&wW{0Pv+bUi_Z|z!KaI1`dh4qK-ZVjTpYW!J{}V<ZiJ1mGFeG
z%H3ckBlb9d1B<4_=IoCUnx6AvL6Y6y;1t|8<KZW@f9UFcb8T#_J>4?)OtAvV@&RMQ
zBe8?JafKHo#%tgYvDdcOz+tQ=K*QcKaG%1OQMkiKf%+Q=nD&IG>$v>PY~U{Ktmw1K
z?V>SIKLY?mj}on7n4d&U9xI0!t)5O5C+Rm{1FMo7=i;t_jm*Io93Fp*p5`qj*VyJ(
z>nDru59h4tOHy!`qvM7yZ$Q9B=<*dCD$Pc>hx)Z^w2Gg+EsQi$K04xvWF72RHTXZc
zVT|ppk8AT4xCC{yHxPOT)hDMwaYxYOEm`_g$C9-`+QdX@yW9~p=B*~tT@E5J)Q?0k
z-_)PSywxukhlUI8M!-e5U@=muUfiZzv_x4(9KTmm$81|o=nXKk3zp9WEpOueVIClg
z$w736Zr_p@grQp;wo>Re$Mj=tHGJvfkWo=v%@<3e49`}R+UhG0gNfX+)ofV_Q2~s(
z2G^ZZf}8axv(j`cF=iT2vrwV!AnVn#6;FMu=k7YnuE4(pD^9&OHld5_!Wqmsx~v5l
z{3>7#4Rcp0RQixxh7KUeww_4@2{9+OI$r}?F4+#1PQ}OM5)Q@=#rI}{v#kwWBJ^tX
zA?RwB^T1e6*r9%aPh^Lpr~Gy(QXP{Wij<0cR*SPk(Xl{ghw6HUD1CHL+gq{B>%`Lf
zUiuLdX5t1h*3=5VbBx}vH+{J+Q3T?EB`UuqiV(P8TcUn}jPx`3qb*UGVp*avFCyMR
zeNlvJroC&4LSBLS_K!=lM2Y*DU|t(^9}^TwzK`kDR{?H_fuDj;C`Jb9U$fbwDn8%^
zcOMgA#=0A6UW`#2c%8YdQQ7We;uXc3qhiKL4}QQATkz7c@ksWaH5GFMgI+&Xqs`9g
z+|x4|*7S~xlujAHVLPwOeQMM_P1xQPvGrW+SGNz`&BTW>B>?J?Zb^1GlatBD;YB`T
z29HC2b5G1TMAu;x63snF;SR$lUPXJuIdt0$$47|mX9B>NX8Rc@VBVoy`#u%rm+zju
zjVnXEY-cb+dHHY=v!{H-geVt`%Uyy|Y#`x!wOs%`8op6%3l0kz#U92dd{ss<;2bs!
z#KeWQSWj#pE<zxB^#O~c>{hWeH^Gh`qx6l}x7VhdJ!`&EPM}I3?Wm1|zGOuCUe?^g
zizRI*+h^wnF^cbEXn|4OJ4U_FvSt(>9iuk>BLqwvY(v1flFw|^yW6aVDpfeB)1xD+
z&UH^<`v4BYIGXh?oa3p_*c3g}06koLSG_aSY4qwVknZcdK^NU<?XZhg8?CYC^f;#4
ztO0PbWY@%}^bfw;l30oHbP@e%x%f5~#;*WiKrhwq9f8G6BQp3XC!d~hk4W<Sm8hne
zYm~m7Qdh#NF?DmK55PW7Jq!U+K;<8O2fJY@{7H1jEBtNLyN4uGF;6I5Qt=N-4*sgQ
zR~Uf__OwQNGi`{?`hNruwAA1m>jz4oL=|Kjxfz@FrwByALCZW=yHoqgj2S}d5&=g1
zRuFIz@hgufWeOu2bHeJpk~(IyaP%t}lI-W4`~C^56efNqG&pS4FL7?Hc4y}WVdxfz
ztrWV=!GOkU$JZu&y2t_87!CN+)uqq0Afhz%84j;tIbk%|i4;gi1A5ADG$0)x84XDF
z!?b-aHsob$uyz=HnHm(b6lv)u18Rd_^9#hCja{WZd2W*dfjD3?$Zs+r1n$=+gC4Tc
z&G1K?3^2tq8DL&SoPoRP2shz-*JOaa0xRKjN-`O&ym+G4=~XV9ZjJRC?Ur+J#mi+&
zqz4c;#I|q3Cnh>_Oz-B<%3FNE{qFo7S{Xx>II4d)l-1-0;b&W!thM0m=w!Xst87<D
zBqz6NyoCUEaNrosZaWZnAgrn2jR|Wi_1@S><$Ac`V64`H%^vv2X{S2au1!`(>&^De
zI;C+G8=!fvn~nMV{h=A8txa2yYJEraJ_JniUIxD6L;xf|vHPId0H4v_V4=Egt{S~c
z7^PDd<534-L|ynJmp41`on}8?9T9W?<$HnV)}4Lsy7Oz(y*6B~F<I-(USLkw?BWR6
zvJ2dDR=~g7`1m#`y0hM?wrZ308`fwNYd71SHI?q{<Y>FOrZO@za^tEMD>jUeV+;}T
z1yU&L1!T04cBfmJYPM002KQMs+chk@y;twR2czJ$*{gSZBcjG;qgAK+WOY#On5?fi
z+pNQ-9*yxHP&ls@zp9MadNpw5X#mf-)mH@btyqEn^rDH~ZR6X)cWA}6R=7BsQ)!E9
zIdtpA=WuWw+B*fFr0{SFRCZYh@B-~dpx6QzWR04%9ZM-qAr(u2Z?uQsKb;-M*Fk5a
zL!K6&QH_=-<OGm$e>q^9&^veK3Q5V!0IZ<oF90V2yOdndZza|9&4m6`qbn10u1?7D
zA_jKXP0g-@kbvuMGDKcEKa+*fd~m@{TPs_MRJY!+RZ=Vb61BpwU=MfzO5J+nR?9T$
zcysnIE2lMDnm_wYMkLV>PzKtDGmEwPdC?z*i{WbY=#v*M6275Jr)JjzR_E$zviUq{
zouH`i5k-Ye>HVdh`u6em*c>fX*f#e+0a$+-WcOyL>T~@=upNBcdlzNT)H<!XyQ4RN
zhOB>DmJy$eNP!hSj@>*f%NHYtM&=}W_fR2+E188P{I5JnjKg<m9K<5v)C{to(+qx{
zv|Mv{dKu0?n5p}ydjPO~q~}|~^dhnUX*fVGy85r8tC<DGhQhO&=1S6AmH>~fn@&R<
zmA6*b$X|$LdNTAim$Jzn{v1?!1<Wjhf*unTRKg^*i-~<&!DOF;u(&k=sp$tNB0T}&
zdI{cXM$a-2J-2v+G_|{P(3ME2_8hbvg(UWZOOva@3A(@x^!#9wN|}LP48Q_spy){K
zt~I}`%{;#l>h^`%<x;}2m|a$7UfFZ1Kp074E(bSjF&8xuusz2-ms%ULCh_K&3q^-B
z&oLu%jv)y!cn_mlj3$)OkJ;>TTMAlppg^N_A<iDRlr^w9=xrFY$7U_8`Ia{0HimyB
zW|Fi$%Eof5(?smf6AvRv+Vcbj+&4RRE*BmNC*T6J#Y4d)lrmd<7=RU>EwZ`i@}b@*
zb|eoHrlns7L_J_q3p0l@8T=^%wkLzPQZsT$LbKw$PxK`7WU!&II!d#a*l-kw$B_TO
zQjnhmQ44y?`0KKUe}POH*Dx85%MDam222?0lfl!)73Ec>>Diqs{u4>jo+{|}CDleQ
zGkzUTwgo1N{})U+DHFw^uP#1OWWU!<qi<i>TKtUgoG?vb=1``IC&7TQY2wGh!|m-E
zejs|1d73y+iS^tj2AUo6gJF}xS%{G#XrZFdp>ENhk=H;?1$96I)g_4J93URoY9wJz
z2?5bx42qrZ+?5AQ;yGBu`ioS(=;61ZyMA)enu%>fvGw^>C~@DLvjwtA(`jZ;Gng2{
z;6!Lu+_j3)OF&l}n-O4+eJQ}Wajx3GO!?(QEau)sd%QbBX24)2e*co9fKaT?^{*%b
z##zSqpH~!^7WMULLLh8o)CT^#V{T(KC4X<0za9FmM|+^)6~Bgm(aYdzV{|+Hy^B7V
zL~tX#2#OkokHVPMqo@;rOa!nPLpq}<mzDY}X{^_3?+Nb+x+q}WE7G0G$QOmnILo;p
zw=>!MP{JK>Cd=<kMhM)moylGfY!uxNf3!0hrf6p}%8HOZy3vn;_aIX8PsPvAi7lgF
zh@W4IpI?ceMQ}V8f|wmFeip+ISOb^f&!T84{6x#)&uy@XzIHA;93G+Uk>ckl_}Lg8
zEnbeL7tIzR*#F=V__zg@&R8KnosdzDZs9q7IQa<y`N2rARagnwN?&I#iZLO40P#gl
zdKW&G=RfvdAMku0G!LA+P`o?dX3v7riXE2hb8CMYxTJL&_3j)@u+hZ;u>Txo$;oxZ
zJka7X5pC?v)x=aYafg^1;>P7Y3qIDd!kTf!%6`@Kjp}200v`RdxO>)myb=eTP|yar
z{)}$B*%&`VngV6kc)eF^G`IEYyL&1{JXoG8d+QMWSA9+!<PKQm5dD|@>iYW{0ma5j
zHbzz^K20*)#{IL8hQV0Re`G!e>(T$gCWs9m%q6#SdDY(}j?9-z?Ml5goKyEd3rA_l
zsrw%R_<}3!J%D2&M!!eEyi@m!5#0()-c8p$my`-3iBZ<d*Mv{W4@1M!_N~#IbjuF|
z@WV#Kl3lgtbTS^CY(j)gW0*K&xR^L~9x$<j9874=P-Ic{=wb;KQu#tfC({@{E*vgC
zo<sPE?sNpnLF;+T;GMPVsvNDlcM!eaq3Kn&>Pt?m_~}8xOLVgxYugPu+V-`?w!zt}
z>8Yu9r?;&OM%LcV({1p@p1WJ_<yV0#xDXDa$?hgQ&7aTP%MX+^N3hk38lf24qH-!<
z(w0bLnCj)gRDjf(%12wjo1;|$v?W{R($+G$2IN@NsSIzg&D_E_ELsE<0{>upD9=X}
zCpFQ7;gZ@4a*7)y!-Ow9TRJTfX$)WQ$&4?9rT{v7XFfXnWR6w^(3xzNOJ~_+*niK_
zw&H{(nmk;>I?CNvDTedK*kM*tRZ0jmmcvNxA9ElsfYiR0kJP@Kqg4T<CR>${)P9kp
zZN*7VG<mqBwrpJN*A?yf6n5~q2_a6)2~1%0bnI(~x-ee};9(yZy8JphN2>zpNwz8<
zJ)M=KZN=$HG`UoI$_FeVirB!tyjR;_z;1K+QN;cQ_umvn>>3<5d{t4z=nxbtN#kzS
zvGfpP{rd$3q?O7*)7j&PePn|;8HsgeIHL$*ncy;ZJhwYquc*_$pznhNyx_1?=}tqm
zayWkoM=v2^2OOasg#(FQ2qf5Pj6pueLGMo0#~RxkW8$V;$b+<63$Cn%Bbgn7gGYxe
zGjJU(o|Hu3^1!4xCaENfn2q+q_A?pxq8uC>XYQ7JBJHvk{T0%L?VYfR)dWP66rL;~
zK+cM5YIuGW&dNH6=<N*F--xxMu>He?$Jv2^(VSxS9L0NLbh7IbE@H1nAK=y=bHLR-
z5dT`#K2@q<>(-IXC<P+y<N0Fb2@GTg90UI;ZW(WMr<%1{Dj`aX^SnDcwW*1b%B4F-
zDyLixA<jnI(>o@5r>qfgpd=s1=S{u#ROJQjZWmuR*LKz`*L2$38(0pGaw^{N<C<kt
zg}tKO(J`^iZU?|H7-F8URQWuQnMQnZn#dl@><}0R)qhbDr7-GyOG-^S97JbzB(pbB
z|3X06=R*T8FNyBQZdj4bX!?kcWM(7YjbxUJccCP#_>s&8fA#v!K>VdJ!ee{xH>~j3
zo(I-Idng6jLA`61Pze@W$fQTI6P&jeNC~ZA3tbAR@X}y1kRaZVf{Q@hN+7b!pb=92
zR;t^ZZHQg~b16g^(9%fc+2TlXh%X_sDv7^}#HSY<oLfT}K=$0oh%bqr$IA%JOsX}z
zj95ZgQaBJ&LZ&e}@y(Rla`e&2iEmIJLqOPaBKi<~&d-hCZH{R~4;~B#??dsFd94Eu
zS##01u^ZXsghaj<AQCBx<7+V`F?9WUSm=_ia$*vg3E6G#Awc}RwUojdd(`WaDJf)N
zB>kGPJpurS8G4G0?J?Mmps^*!a_4|lzDk?}27h$|&H*vvhYdv<m_l;+3&CtwR1R-B
z9(2uQR^sbHkz`9?yg0Di7;Q@QK-3nv9q^P+otAeyI`w)Bmv*CI&%@u@dJ}>n;ZwU)
zgB=w<O-*;En&PR^+DWB5?HTzQ1gyc7nF$Dxix04@oW<W}16GsjWgH^ssAtMh)nSHu
zmS4yQiBIGUWyvOE20p?jZk#r96ZPHVm^b_#ucxd@vzp;9FPCG@jB_z@Y{IG(GmFnS
zSyrW6Q)((Ck*=ryg@7m`kzRt`$R?3&#JdtH74L}>Y2a5|t_21~p_Gv$VWA0Bt(KI;
zm+A!>L_G`sRBwVu)tlf`{RX_Mo=1^i^-B|YR=p74suyHY^{n|<B`6+N@0yQQg5qWM
zZunWHXr5LHim%nX<ZXCO<ZdR=(?+3?K))!Ml8XxT{%?`dmP>PyG+3IGOB+hv@pi9A
zk{yNPDG-`#0^ZU@Vn*xnz2%AwBNAUjh)xiRm^nWp@!cskg~&5+k@imNUkHdIBJsW0
zjcg*(M!YK$Q}LcC5(j_vVw8s&X&U4qQMDEgMA`I)v<=yUx*=tR@3zz0QAjBCgU7P4
zP&l0|>=n3Rz-+Qbk}VX}79?hqozZIlPvz3T;qR{#&Jy?=GfUv_44beYr_>a}oF0Gw
zfch5#q6mNg6uXg)ziq_3{GE#TME)N96>Y*|$dk?4X<!Pm=idbnMPc^5-11uBGdFsY
zqa8_U-)AQ3LhVk5FHp}<;I$$Uy%v8`CTQmUz?^Sb4#V)7uTN&H5K5KkG0c1h08Z4Z
zV`d4=oI$I8QA$lY`e!sM>#2VsAc`>abFmxQnAt|W%gm{GPh{r7U!8-Kbs!ltGEA$Y
z5Tl<KJWPcdePX-^R|wU5^<D#l+^PrEOo|A&Bby<;+pA4ZX<fJ}WLxJhk=JH{1nA-B
zaJtjMu-2+@iX<59zcN!UUl_jc62cQEam*~v_eX0Cs0X#E5!J@zGh*wfv?7F|y$Swq
z>U#)?A~NCC*o|y5K@N(mk{0T6HdDlC&>tQax@4;|YtWB!`G*g?pUp=7<HPF4N9T3a
zKN&pgB-h=UAe9pnXM(|Bt;3l>v85fmd!#Z@oU!3btE$k9Fcmyp2{S^DR&3Tr`Q3S~
z0Os}{^eQQMd(U{@R-CIl!d-V9FBc40@x_za+1dWGOLxQ6*EA=Bh}v{2BZB`dmuJ5K
zO%ayt)K*`4EHwKcoM!L7;DQS(r&eB!xBQ{s7v2j2ZfUmr*9t76PG4^$k1#rAUFAMA
zWO-VD-qU5k+4a)CLb{IiMk_~qqxI+LL#1MF+k4Fr10&FP*u8LQel%&K`xc-s{s5YH
zwB_p=N96cigl?{a;$Db?N-bB#MCesv*3NJh6q>)qRZyn@a>P|o^pyW9C_05tju&)L
zn>&yJYq<ibe*_ZWTA<FgNSj{V4$7t&>oWUw;MoBuEAFKqA>}4+5F<==b5Dxs54GD~
z?x-CE;y~1n{82jyf%|pTjx&*cswiNhA3(^B+vXxn(NR09lot_4peuBQ9@KmH3Mk|i
zm@!653gAKan~MM*B7Cc}%vCeYB6%MR*Jy7>^bzB3#3vLQgU+I-#JGygB~UN)0r%fA
z&lmE92B4akFdpkc;Hvw6R-yX6GT9!V1|NznA<0+Gg<p*k7s?}Ubl$g5gz``{j{e}d
zUd$fMqi!MI3veJqbC5+{K8uTG)}Jxf=!`Y%5Y?mGxTP-hEaj|9SujC8W_`{Z#L`8A
zdQAJ(_4hqeiVf>w-`~U39(D%Xf!yUIV=(UXhxUlUeRL-_Au+Va^+Th4HSG*1z{i8(
zhz$ww@fH9d=J4q4P0X?THxjU+1o-&GaMAG5c|gMov7x1a3zDh)6O~y#xW6=9eEgLd
z$<T9^|B$0q0p}`ZtMZ+z{I?u!D}Jt0G}+yOs#pebr@+GbtJHWYhs=eqivtdT|2iLG
z9i5|90fZ%6m5;D~BS+hc6P9T5a0zRrvl28j-F;4EnWdtnDj;-lDv>P|&dY(V0Q!0+
zfQQ9#sNlLRN2>zpOSa0TujOiq&GBZE8Rj<UXk&3Y6HOm3ogJz-7zz>o#JCvCsBA%B
zB8lN>G6#+VsH>5Wx^B(UssQSet#YX=Tcnh`bF{5ERf#4Km#T&wDdnLYhzlUK2lJ8I
zhjX+lfYfBG@{!tSa<r{Dsfi{Jm(<FLl=8PZuoFN}f1Qt>{xwId0_aJ$Djz-lC`a3h
z)01d&sq~Z&SVE+ffvOR&wl=KEhaV~BmAL<+NGZp?0iN(xMM^o`Qc$i^_lI4D(G1C!
zXDN1s(XE4^wC*03d)Z^9e0@XFTjXQIr=W7S(wM|JhZysuz6%`Cy6P5oI07^U7s{)^
zDilYhGS<N(gsmN5ARnv4SD+3j{lJ<E!V(!Wa$=<k@S1i;r`~OVXIyIxl;<L^-W$_?
zZen$`U-y(P`ksjNq{*SMDaXWLxf$uqj=ypus|g5iuf$&&VXY|KUlV`jOax3UXL^pi
zsbR)nd3}2P6=C(*w<54SzufULKBJccU>FW^1UlG_z=D}cT#!AwLYA|xFG;B>$=4-L
z)8+Yv-a!2e0b%=vhDKny3A<tWh0?SXAA!Y2yz3#DiuXhh!NFh6p@*Oyfu#T|$cQT<
z9FaQxg;80G#b8P6gty8FiNW&RU_$VG4=*GTnPaeQS$Wu^MM8<i51q&~c{EIoLEQO&
zrOa7Vkxy&eQ}q^@Pt_|NB(>f!bFED3-aHKv1Ta%P=`ZCgD@K{>%kf5SvfaX~7tWB6
z`djrbKUS}Hy|f6SHsNYSe@V%z2JvElwHv?KtxNA#B}I~YgG)Rh*g><tc6tiSTd(>{
zJ59FIPO|IN>Em$fn!&>aA0nl?Fm+L{jZFx+!k}V;50z3~sJf^JwS(~*7+6a2;fiDz
zuqo_8ZV|C)q_pZjOh|J9%3@x6mqY8uK!Y?Fnk?q0&#*3cXZ*H7ng>l3^U_-!S}O(`
zq`A;!F_jLi)~oGk6XB?5-71|Rf#`Re{vaTR0w5pt_v&4Ku3lrlJ_iva^Ura=KSwo|
z6;O%oG2H?AsJ~b5vVQey*AIJz4%Uso`a61&AL$HLA2kBv0_qmSv;I<Lx`nBLN+gh)
zLWK};(=<dc!)})aB&7x=7&s`+^1AyPnk^y{K4N{bgfybjmDE<6-FT}QgJubCs@xXO
zx~(eF2B^~P@l|QPTC<5C+wU63EKx#aX>kz2yPAZ9Dv0kML`rlZ>Vm4*6Yc5Fj%Kaf
zC6ZDv8rEogrq`gV#FNetUPx=rR7GA%;@vGoGn4$lOi*$NGz9xyLy(CCK|SkC)q4$s
zC3wXMh$>>*A!gFvL_;hJXv)Pm{r&E>DpNe^j9M4Mb2hp=5q0WWXHGyw3c@M;vP6w}
zm7x-5<(!Pa`ioh}6;rEtvNF`{IJ;KQby(r-T0OzZNBs>tPOq(#=$4N>t3^~mSuL~f
z5bs0;^3nOq0JP?TS_dMr$R4R@{hdfqJu`1k0o6lMfb~)&>7H7z4vbL{3PQ|@GU7d^
z5N{0@BT<CxM*~d#!DQYll@bHdX&sg{iw6x;KR6H+kBeq&#yvw>+x!p+%CgIR!&D;E
z&AbseS>@?w%wG8QVtpUK7skw_TFc!Fzb~bxkd3Uj7k)SOF9d|W7mm8{c|erG4`4U4
z?S*Z`yL;hOyeIC32Y$8X&Lc$Jr|g@t$M)PO=7Godycr{o$~U5XCkZAlCq+$!Dp|}2
z{Eb196NUvzrnr#gq@X~lIRcBhX%;ZM7|L)}lqMAR!dfNf8@D_av7zi%5X4Mn-mEXp
z)=p*XWz_UkOcHB{Rn)H6PImF6^H4H+@U^&%&#~Ig;CMaPxhQBoSb7$S&xxx=e-hhI
z63HGgBd8Oy;wmy9#n#k<*k*$4br<E{FD^Z<0&A=2ebV)z%e`Ps(b)D`TSxzsnV6(_
zdJ@~nq~ftPw|wYwDdB+;+se3Pms-`1QI%EitkpWvLbpzHA<8|V0w`Y@Je6jFQ%MQX
z&T+trEvT310~7^qe9BFx`qtiax@i_TyO<3PH$dt$+6-X_Sb_ya7qB5v&tZ$IK2q;K
z#&92NL1P8&45~(Rj}dZiI;+9Uv}*G5+)?5MY{BQ}q|{2nF|l4PI=#L+lbp4k^+qFR
zx^s$q(4C2odSp*)YT#Ig+Y9>xy9Skx+g}C9PGi_&8CDG}-5nd1iHl>m2EAa8&4{T%
ze_;1PZ;ureoxoZzHpi-rwN+M0_I5cgjX_geWv3ut2*}Z9iw!%CL6jMKO`+adA%#r_
zk|o9#*FaTK-cGUH!5y^j4&P#{WU;yCZ>&PK#a2bsJ1d0SZdCxEy-YT`s(_t{+iwLy
zZ^cc5Edi`8xhY_;TCA<PDZmyS_7+_gk$ZFJmGwmK(OD6>W#?&{FYK*5FQVsOQADV6
zRS~iKG#F9utTiIh#*9gcDQIIz6x1s;UM<6vC~1~hyeMw2-ByaUm<C{m-&&QL@PXfI
z{2-y_m=)7{o$S}ayJHJ?(Q#YGnG^+wpQ26Mx)rhjz9xA4Ths#B-y%YtXSjtySpgFw
zwV)T!cDN9|Ej)U(UyiRw$$Hx7G2EUHLyPi{gysZ~0?bURHM<ri>wOJBOQ|hH4dQ81
zeoTD~0Z~Mg@*miZY?>5_{Cv@-R=zQLa6<a(p-Z+ZbF`@}_cc_8)!3&1;IQM1MaK3N
z>_*VolFrN3lBM!hqLys%R~Mnjh!A3qyFyk$#Z<Rx6&8~1Uk_%;!m|CoLDxDcksjyR
zQTD|S6h~ZK?vOS&P?MDoUWn+p3(j9$E^iqP`zGS8gt-ATi_Z;Nyv>>^H5C$c4eDPA
zh$6D1h26*|J8Z<evLhAmiLztxS06#y!LC(E<A}X+v4V_Ht}a(_0+grqu#m92CYVYJ
z3#-%ds2h(@PAOcdE6L!mDzhDxdq=r^W#q=&2xAFy12apI8yUir|3OMkAx!TrkUmcR
z3jt9?ZhRWMkxg#ch<D{iD&7<2#^A3`M7a@1oop$Q2B#2r-XA;`g}L+jRtOyKDw-JB
zS%^}+Ky-)^%D-1Gy&Hc14&gX~pE0upe$Eh~eDRx-YYJgTkDm_$!1K3<Sc=`q#?Ln5
zU4Bl*dm=v%{_2^?&%uPum_4nMLd^cH`Dga1c#Lwjj!M{rsTja1JAuJb%AZp%Zy4Tx
z7V$;`?_*|h-j9hw&fJP(@)@~ZlhTSpa^WiKdkBak^Zd2gjcjs34oW_~(ZsOOC0mtQ
zZ{&v|XT$Divr(TNRyTId>!{xvJnAId-Ps_O6BB2H!C#$^vw@OODoS}~fyM?bt+GP1
z!ZU*hEMW<lqZONVc<=M`>a<Lpay)(M2P;ks6(u{ePPd|(w-qK%IX~j+oCYl#r~FUK
z<ysS`Jhj!aamu@1oN~EJ9~7xv6mw#g3&+IurwD^O+!`q2X{wOr7(esur#m6a_eu){
zPl{voUxv{rIXZdzI24Ue&d>b|+O&cLBr;D`xWi_MPL6J~B0BlwNUFcUu<P`cKRP*u
z7pCas6nmB*ua1jOzEVdg7o_IJC#M1wpIjG6iBL}UbK7Awst>m3j!;e@4n!!=AEBHO
zxL-#o{~of?cTvcw2<4b!MJUI-h`0hnkVF`{WbZ~OM_z#g_G?OtP<||hAm35%ZKeAy
zx?8u6Z&zwtv8U1{7KsvzumoE-J>fpU46*Mq_=MtPP+;9`amtVP0r%gzAmfw+0tI#e
zIr9>!{6f3NYMxl-XJ?6NK4Moh7Z<HOW{mXU2Lu2=#;&M}M5&h|)o8O5%JK9}P3L5s
z@f$|i=lk@h`<AfjE)uQ#JiogB2NrzbcYEOGOmORlGiHbLavi#;L`WE(#YW&tA0>lF
zAb-s6m=TDsz$PTd>|TtdswwSur_(&wjY!IKX%8%t7z%3PC<uwJeItMmQ!S@N|GmBd
zu!LA)1Bb-h6F&nQG5lCzSK+Wwtgzeh313yLup@0!uf{|Rvq(y8bIwH&dIp8*J$tmU
z^RBJ;raP@J1nB}TNNqbD9;hod2>P(<5MPbfcw?;AgS#u~IxDTr6+D<93?tS%Sw{*l
z1$3ONeN+yL(S12X3XE=2NUm!19MF@jx_$1pxoUJXNXUsuM`6E+=k%A!ao4hk<cCgW
zqjEoMK;cm_(YW4>fN8sENE%nCiP5<3gHBof>z|C;y8trHP@eVt1LgLd=uuqb1%SiE
zrqqNPWf~$cQ6G@DKsL&>Hxh^dsyR$hO{F(G<wPoGIShw?RW1$<_53*kE<!y@0e=Yy
zzROVXX=X@N@e`N$-?0w=Q%N1RZ7qS3zxsX?ZOaQyIq`A8zD^{OusThnDnr|UmluSg
zZ5-NCXxp3J2gm3#iefH!x!lVE*xW(L=WCaS4@&HLHTu7Rn0^K=AC?nZzGL4EPo(9e
zr~Fzz+MJW{qCFeirn}haA59uQSjf=*gWa{T=T~bgNkpOu-yqha6fGasuNOH2X-~s$
z(&9R|mXAOj(DLQi@(}{}Yc1cCk%dlzKU&L&DVCNG^CIF3+&o0M=h(YiKI9cxN1a!a
zmhX6@<rDh&7(JgZqb?)t`kKB=5l_Uz7vd8WAvvZTb0gt%eZc*9Em%#T#NmAD`ZnNx
z($twt+xLu2Dl=YDtiCU1q_jpRK;L&9uWF%a{2D$T>fR*~coB_X-LJ0yp?yN*XUH){
z=SPYVyQHo4b2Hfze7BF7!Q+r$?-w%;(F`_WFY5hX9gcz!z27SVeAosyMelb<0bmJw
zzkx&IE?J|Spb=_~T8&OXkCPMOPd#?i6FmvC`ln@)igVF}2a_u1DG2fw92V01eGs4U
zRq6eXa%5VJ=FcK3p&J@SAbLg(()?{un!g_CP$ZYBc>a#EuTn$(;1rxsfd{=?c2s~R
zz+*i8G1j%hiv^<#+*c)}81auVwCn|K;9s%^6do6&&-pV1O!^!{=D3Q@tPMOBwSnoB
z?9gncFBnyRt=!%lt;yd4;4p#eX#^30iMoSWG3L3~eU3m3StIzfa&c%V=*I}S2nEHc
z&E%S+kVf$Ex7boTKg$eHBS@1`yhd<2G(Hz$8roix7lhFW;?R~t+upn%q7mf6mk(qP
zz(ym;=W&;Y(=>ul1l(rP2x2**5xfYWNFzv3`89&Hi6@O9?dsTe-o-|r{D9WN5@)TH
z&}(CKg4$Wg+OLA*Fhwg!ZO{uKfw)a528w9~3B&=dV1BJ2A#lIe3O*m%=rZ`DwSt&p
zX$3JaBF@0AMT9$&y{i>OUV-)0WhH3^k0h-iTx=$M|FrRpY-Bo9xczaDzYb!Cn6`;e
zOmHNqNz#@tMi1Eb0r%fL-+Dke=~?U5cQoqV5&1YfvPq=Pl20=ltmnnc?>Ttu9M+ag
z=eIV??pAjwR@)ah9`9N33Mz#)p_;-IA<yTIS(abLMxN8ZQGHA*$u)Gn(HeE{oj5YF
zvE8b}U3tCPW_|q`a6M52@3w)EWW9;?BFj2{tx|gQumF4--{f=HV9nZ1fTXAfe-e}_
zb<E!mf8>5-6TZ{J;$FYH{=P;)SHkiwa{U>XD>~s~(<HN9=OaEE24g+HJ~IaE(L1pT
ziTcb<I2V*m?Fuv1Xc&Hxe-w_=5dG*M0Qj(7Q;L4{V+71c1KypcuoQXjp)6Ophf)%w
ztVf57hOf*68k`V=E*_k0LWE3XnE38+G4ZW=z{CnO!6>ruubGz-w%AeRxTsr;-x|J1
z3%IR$5r7A|cqfQ@+oSKG^{VB<u@v6fC>@idRROm(%U0#Pt+|q;ZN+bE7EN~d+i8bt
z!zIlTY_+0BD2BGEoXQs?xJ0C}QG9j|Oa;)^x%p`8@*J%Spe@-dm$sJ4H6X{DPGxwz
zE=LQCQ<!M@a4BqsSpX|U#E=&iQu&g+L>fa=D+iha$ScZ6Uca5ARRQEBTji41V%$@3
zl!+vUu~+73TXDh?O&%^`9p&z(6fS)7I?O7nN(mxkISg^{$bq;3QhQrIQu|1bRt1on
zY*ju|`)rQ36(=>(<l&OqvT?CZSG40(*x)!vf0qM00rd1}K6-jQN2>zpNwz8<J^eUG
z+lteZXmY9aln+>f|I5HFyk8q^P=@dS@^0K^k^jr__rnvuD*u-iN+l9^=FL(+2+h!I
z5s=m)!%iamnYWK@7#~N67SxQ=skh2h8^Uc?WLy--`DLWCc>>}Zj@4R~(RyXNTOY@Q
z&{lcys5?D2fetdG?Ir-+QSVen!BM8WrZUxOjKTT2?QmqSJ5?WRY;TM~xo*7&d5~6X
z%~smrd(#o^m~Bs2W@@4p2;2_R;&?6WgY9Q?=96&b_0Sbo|7*{l=ru?aLPsTt<O!@M
zAd;k`a{(R?E3T>GSs}Qtw5tTYSR~jPtiNZmRut~9@po8*fXUy%^c*+Ui5@f8feV_o
z+qU%BAK)kJbWY?RxqB_@ka$#3N|B*^$+jUl2AD>1%Xp(Z)vV1{(A7+oZqf6OPHk#p
zq;lzwk;*Ao@2Yo3+tYBLI0P4>H_(lb<MXCod#dsRxV{}<HrIC6E7x?|+Z$MJWJL2u
zOq5_!cQHlBVoGA8b49tMV<HP)27qBONa1vFrONdfn3==_*>9f65?y>-N=<o;ZRo{F
zy7{ftzYq`w{8yqHcEgGuNYh8W$BK=3H;!B?-i2<k^4OkxD*>ZLU%eiE&q`qgh&*ms
z;jujr;N6~-g6yE)HA|=ji!Ef*BiXy)uLVSSh1ZCm825|FIQLu}Oa{`*^L~IXDCr^s
z5oMM^Bbo29A#tR{v@apD>W1Hh#8=*oWn{#?qUZ540yC3p%`PLd-cIxWl-fd=T#oLn
zmJ{!xK8Ap><wVqj&jarH{UCNDo1Boy&lhF%^TR@yY*nJeq1)Unx6}O1up0YS032rK
zDl)cz8$7neSneE<%2$bVz~HY=z&U{3P9ww*TW+L*DI|wq8$1+6<?xo{4_dTH+^A6n
zPnT7dwQFJJ=UlQO7KHP0>C7qO!Wmd2!m@G}*NV*stR~gVc&)QjJyXVLbGnYDFhf1d
zFY5J{%GuG8FO=1((~1;7!AID{jnhUBE?Jd#i;T6$>nUr}tk$=~A4rz{A)-`{v6*p}
z1K`9}DP|U*ak8vRPfn>RNB_)h^Hl0z2#6vQ=~V1Sw%Nu;yepAX@t!D=27a~WT42xs
zj@%oU-awt|!W&xYB8#d;t>#~qpm<olYd%&9ikH>9;b)a1Kmbpx1jX0tUGg@(CUQ3u
z=xL)+NT4qXrsSdmz5iQetL3|Uk;Jz5vC^D8*+^=(dp#19C>%k$b|>I1O(bSC8gD6A
zWEhdSnGl_@QOC^r5s8y2HHFACZvh@r|3W|%5s7W=MmCXXBi<E>sd!HmiG#m-G0MY?
zG!3$es9K8#qHKCY+J<aF-H_s3)|J+dLPFt%!DCriD4b3fc79uzNV0`O$|gIb)&Ajf
z>EH18+X-h0{Ee9<@OOsmx;~XsQwVc<{QU{)UkHdI{QZa6jcojFBi`ljRJ<qh_u#K+
z6Ba|BY|c&tQ;0nu2p)>U?0LE6wZLcY#7mBFPd4Pcy1rj7u^VRoE@3!<nK82jW`@nI
z5@(_!+R-oyTJm6WO(C4<G4sIyc>Xjh%di{SnAt|W%gm{GPh{r7U!8-Kbs!nDVM?o_
z5Tk#4{uzCu_)T3x88gg#y3Q|`FAU$GM|_dM_n29n?_=)aV#dRmd`4_9Old_SnXr-i
z9s;7s1iuNpkxeGZL2*^mi_yP<OHh%-(A5|gx@4;|YtYrH|ILlbdbd}boZ?OQvspK8
z8CExD=5^G6J9yMduDdfqDkmn+1cSd?hcm%AoU81?AlU(`M=Arw85^#&stU~r=LQc~
z!qP8CD>iFm+xom#0268fy-Es(T3D6073b=XaMvBj%cbZoU4L3G&zf7hQd=E+OV@7i
zmM&VI+wNa0u!uTry^X@Ji&MSaXND|K>(6_-do>pwG(BZpY2|2dwEi4@mQ+lsd#@RS
zJB1^_S72O9zOO5NM2g<m#k~*(m0GTfiELCAX6+1-e9`<Z;&yx!iI(Da&{O`n9dziP
zTzKewHg_P4yRYjAB)+xal}OQiy-2>4Z4QE`#_OQExhF-mN4xFij^axo4#exoAFqQD
zxL?QX_&&1F|3v|#?&`u6D_#fYMZ^*JAVH!B_1=xwfxH5y+8auW*Kw4ZLbl52I?ggz
zWvc+b+<)w(w*gLwagW6(6dHq$pl6HOae@!H|JDT;vqJ<e8fMfExR(*EweasoxV__I
zI2PMq4-!`nRjvRYXJroHA$k`Z!Xs{Y-nUPL@Q|G%hw!i<9(4=x$Q3NGfeguEj#@)3
zkJ(A^{$GEFxEmFsd35nQ)P*0+;{u=c2Jv)}aK-EV>iYX0DaD5KptCEA;OsEPb_Uyr
zUgaZWFz)k*^oYTI^a5-`Vn~ncher8o-Wg6{kFjvXh6MK52H?Z=^C`#eZy;bp3G8v}
zaM3U`4`^5+cC_{ZX8%ZKRu}Gjhl`Kbh>;8pXYqSES`~1xQno7J!O9QiXj}1vm7>WZ
zI<Rp5Dm6~ZU*tejz=_?@=Oe8Dm7`Swge6;*kFdUxqiw|rOEh`7gtgLH37VPCjY_ms
zlvD+T5>6$ug~EU4z*Yc#{YO6fI_&M?+ra?(lC5&-Yq?rtbG(^khPjh+w6QpyiKY*i
z&JNWZ421}PVqA=6RJNcmk;HIxP7WLeP}c~62Ng!>w0KdDRs~R(Y?Vu0*+Qjk%+a>u
zR3(}`T&fy!sFWQ!5EnpdWBEvJI!CJlNKLjXAE~`8N85^%nrQNHNv(`fDfj2VP5?dK
zmye#_o1;|$^dwuAkDmS@N85_ilW20O^pp=+La3C1su8cYXTq9k_@Pp+#)Th+O8I*n
zH+)s0QVzEilrh%?S&AKDSA7<O(#m_7kh2F%`T7PCEJY}{R9F%nBc)rJYPKPC%0#VK
zX|`(^S7ked#(?N5qqVV}J@BWAkDr3zDvimhcBh9yPwKnst)9MX9L@kuO@J0vMpmIf
zDwVMgM1X(*D*$?|4qr7|Dy%ZX5*gj;DTG*Q0=(uLx(h~Rbn4v(xc0Qh;JRp$SMQDK
zGbv(qv|sm>E&Bc`ha4Cb3xKT1zln5a2VnUJRud53UJ1bRBi4$-wks2W<@*TO={c@<
zhZ%t7^%P}-9k{jQP6$4gOt+7OU^(*lZ1Gfhe2mlR3IGhlL4Idm2o}sVLXp>+J-kAe
z!>*^M)D+^?={bv6sDB|KY{$^ROU0wpu^X0SC{0W8Ay{n0yDoyMcu#Z@9Q@TBx(JrU
z3UIV*7(rOlI^nG{2475Mg0L(LCIrv<a4~_%9E4@d%EJ~d5=tz7>O`i=vtddc#T^+{
z%A7S7`Lwn@Rd0d$RK0@Fn)Qa6Yh_aR=IL6ej+x>~e<@#CG0Ie5jyGzP?G|3SaE5%;
z->P@{v3j-Zr9}v}30EWfOG;KXh!^{--T1|BU3#}FDU#G%uhXctb~Nj2r>C&I^{T(L
z(_|~{B)d+XKHi=ooU#NTA{O&nLW!|ZoAvE9HX14>_)sa;ZK*Em)z`s*4XpE&;=>im
zE?`sGgWMuw(XDOOeVCBu0+hwP^e%_ije!PfE;L!pPoH63?#}pagESACDCVWNIJ8y_
zG)Qxy$zm!USglvv(I&!C&$?AQK?2e5Hl;vB3<W?w>hION{9L`pe0>fgM&_U6et(W?
zEGwWA+he)|@=<@U-evvj)vh1*3LUH)fAx3tB0tg@sy=E21P0VChG+ey%5)1;0hLG~
zHH8Wx;HGJaUWVN+3rI>0N-%Ixn&ox(H8fj9Bz(mBVhL$PqbsScG`sOuF$T>N+*G+O
zo^@MQq76``+2gCydbMT~KepdBj#;9F$kO5<f_pUy2UQT?J&2U(K-2|QuP55mogGbx
z7)m6iUNo%H_DruqRf#8^A-s^*nyISM8G~8HOiKt)7NVI+J!=SZ2s8xy-7Q2AWC1h9
zsorZ4EJ4FisRTs7=xovC-b6zz3TVp3H(g-&T9qlDbVjWUN{B{xCw5gm>&yuVNkKS;
zUzVsbuQF7^telhaSAQ`JxngP+PgaJS9cS0-xehCwU8^TJ`KZ4^r~kEe65aBVXSIk5
zD63`G9pascKt4KO8GzP2Q0sKsGqOkOS$`)IRL{(tQ$Y1l6kxp+NxG-js{>;cgn|%r
zqKtTtDa2cY#Yhw(`_TYXe=wQ1N~Od=bXtcc&Ei4B)DI2>#p9ycnsLui);2%Tpt9_;
z^Mopq>1J-gO_o;G@m*=iMo+Hq&0hG$VtpUK7skw_TFc!FPo>n9qkksw(<JpT1cbd8
zj?RP61Hue;up8O-!ZzaFy>Ket6ZgUczuI!=5hCzY_RZL1d+rnSz+-#fjDeWs8&STK
z1QVB&q9#I>Ean6L#vsWF!-6DJTu5?KP@vQtfyLZ33z%IDWw<Iz6AF7_trGK%Tb_#8
zP<AT_V!ktP)|X~$r?T}jYI-UriM7KjYS(KgyLi%hC>cHYT3p8GSnXzTyq@b^6to^J
zJqyI=#MPodiR~weWDl4T)CpN}6`7A>YiiX!SaR<dmmXJvwN>;!>H5&+UNEL;Z2PRO
zqyNcFOj0~OiEU(3@z|PMK6JU1@W6;|Wn8jLt!l@p%BpwPYMp4ITc^1Y<sMK0l&=h)
zO0&SJqy%W^IN-z<)JyaMih?#i<t9^oYwtPTGz*+v%!Y;=AoUq-hOh%H!2+TS*bu1a
zutilLsdpb^xR14<v4VC6Rig!j5pr%itHH~(YVz{jQQ`$`!RP0s)JnoJv0g1Yy}mk=
zoVA_xMk8jrbBcS=or#ZnWKU~q;8=#+3;P4R29=K6Uj@icW7uLDRt+rO9UGO2i(|J2
zy<m>bh^aw;VD~|9j};W1z*;Xh$Eu9ARaQy%b~!GMK~r00ryySl$kAqt4LglNlo@(W
zq25^`g-r&MCB_!lKvhxRPO;p<9klKa-(ss|vAO1NtU|TLRz=i1D}>u_RREv8Og6fz
zfSrijZv{bb#Z7`O0jw>#DPXT!tgX2zz!n_#7F`vQdvoWN^+fK`SrNHq=V_WR?5#U5
zqUT;wM5uCA5wZI;7*X%6H6qc*j7f<pXk$ne)GIVzEyI*3X_i>LC~mIZR*JNk24IHY
zT9umcf!}KUAfe@$71Mg1?AO7&V+(iDaa+cj6a|MLqfOho6|w+s4&MG2wE*_FWWI($
zSpgG5wV=<=cDM+=Ej)U(UyiRw$$Hx7UAR3Th8E==gysZ~0?bURHM<ri>xB(}lu}!W
z8bs28(WHEe`WOPDh$iJT*o|zO6p8$N;ieuP7P@4sGKZVWa$&>24y&<`&Fk2HGk9!C
z=jCe2Qu!)TOE&nci_l|)UDyyRsF><Dt-?aG{q4bnR#>**H|Smmg{e5lj#K0{3Ht5?
zb-luDz1eKfV36>32Yemq`h}_K&Qw!8HCj6{ZxqZEbpOI=6MRS^g#w9-+a1#825Pd>
z!3z-`cd_}CA4-<eAwtj7us;C+CwiM<X7RZpi?`X?DK+KjpP3g%sDB|Kip&eoz;0xl
z7i`44vLhAmiLztxS06#yA($kCs}uN>0Z*tn;=~u~1$jd~3;s}Vf=ASw;1m4@yrQ0o
zU-S#|486z@<?40?Cqj8z4+{ya<AbTBu&_EEkGk;y<&?q)Mo9*LRhjLm+(fy2Wh`^!
zgt3G*C1#c&H!{R0zb&Pv5T^ImlebX+LO>Le8^43y$R;;z#Jh4M74M01WAIleqTGn1
zPPUXtgHwn*Yr$htm^+^z9-v$-E`}VU{A1<PyW!^#6OI%388b`Z=L{jr|1zbf5N7oF
z`Om0-As~wI^B1ri+4$K;yvxt2cu(Z#!CyTS`8hE}c@iNrW>2f65VL<Ec%TY1dsI9~
zx!PGID2r4O;FO)f!Q(wO*-I{j1cvfO??~pt5W<%DGQ9swLU{u3V`g#Qj|oH0+=^oI
zS>KN@x9?_ua0~$c|LlDWm|R7b@B|VP1_-YJ@({0sm`+G01Qa2VXdr+P2w4b%kT~hg
z^kn*GW_sxENitCoSVhoA-F4j6WdU8^3W_Y?`?aE?psud(x9Ix#UDxOOTG##0IdyMU
zom=<bzE$`3JhI6L-97hls_N8v)j6k5*_B4hBNvXrVPumF!KAqPjh1%`T|uuh`;E*x
z<ZRl_+icd?bZQu9PwA{b%X-#Hwnw!=DkmmtgZ6KogW4dJP+^(!%mR%~SXyJbw89^Y
z(h3f}*d*(F&vEr>sY2zr`!cb@a$51xRk9a9ClC%2Ull6nTU;Z%LGu<Wzol5NRfWn^
zdmUS-ykQh74~(03rOL%)C0?vtBqpxz5dn4Z@rinxf#(p{N2^z!8mUn}Ej<uCDYns1
z!fX^=o;-aX@|Gv(`~C%OYQ+H(nWrSuVKbB`$Fx~dp8Oq1s#Knwez}(?r~1NFo}6mW
z^6k}e<;f4lN|jWeT#%Ykpqw6{0_F07m^1B%t`)OP?eo~7zgTW;cP>#*Aoi6gcP~*+
z2;8enls|wh^llU~VTp3QqLnDedp>ammLT!5a>?|TC`Vp_kjKJ;N|YZ-HORMDnw#l>
zi^k@@fkD2KlTUPsC%W(nW;cBsaYXF<Rs4nGqg`R$G+SW;-WPJ=8z$h^oinOXIUr78
z1(4FoQsuHj`7`wvoobY?%v7UXZzi@%dCc6%N%t>;V(Lq7n!FzBs$U1QIphcHrjoyb
z-)SA8H&jAmlqN{Y-xPWH<V;=X<eTvwM$mKKXid<0s&xNP44L0M;|sp)6E~@fT2~`;
zb})ZVuhh+Nu^BkbWd_`9b;rzre<*e#u~zq7BvnaiH$?``??x+;^1HP56_*$ao@$Q*
zo2uG90N&1Zlv4Hg#2mm9YJ|0&5@Rj=2VkSl*9bcTr-f>SU4Xyv&#*?=LY>r0F;&7e
zk`fB;PmJ?Ht!J+icIM@k=6HP+s(+#PqdW+k2G}WWvb2{h9OltER?>+pJf`ko7_nZ0
zxG2s9pfW3HN3>?A92B#A5km^hZc-_(l7BY%N8%Ocv-q9X{9xXt>>>Ffud-Pwvkv4o
z%v2Sw=OJKPCMuFft2D6+*K1%dwehu{j9xoTvCc@Q8J=e&uNOOVRraR_fbGO)5U@~A
zG(=vaA0W*zR!+2Q34{gJ93-g5Yfg+sDipIj42Q2M7Ke&@S_n7~^@NW1bs+dIK*1-O
zA<?x@Tw=b*2K>f?2CT<eEGvGs%r5E?7g9O#^}k+6B;nv!RkVGlD+oo~IJJe)wxQkI
z*XB|VVlH^O+;afjBc0b=Uq@+pPU6T*{{4WMRtE1LJ}10;U&CMI-J@Ub-aT5BlXs8S
zY;1WR#YXFJ^6Y^jLkABwmcv><w5bBoBp&J2Z5?<d#k)uCbKAiG85%xhTswRB2*f_`
zp1XIC5V%)+_r8xT^d0z+-aWjcdH3+1Ph5eE2OrlQ)9c+sUI9Dm?FD)Fj#Az|;fIg$
z@5yJvQwSTThp+ohfE{Atx%i8T5C@f`Jbd#_z^%JyoQE&K-BkJb)}m}xZ8~}RPS4~j
z;|<07`C?|s#m~2hH#Ji{eZ40A$<ZYcb{<dPQnR_%yJm%_PmyDaua6uc`jfi1FM5-i
z-m6W-w4Voee_zZz_~&33rqSPbg*^&v{C$@Jc)Nvbiob7t4qyrXzP3{mHC6qSp%bBP
zTJn!ZBmEfosKhRz{o~<Q>nT~J;-r7qeiXBKB7%G-P7C?_8u$zU4E=qFMPyox$4?_F
z;S*YnK%^$M^7yR{J$_B_odjIw)kfhYfQlD!@_A+S3y#5l6!;-m$r0CI0q__PPq3lo
zHWHK%aJEWFG2=TKTBgAZ_;S{P-1DORI4?uM<i}BDj@D~tFW^b&1x%;p2+d}CgHh$(
z#g1NiOa2i6+X+;|6Nm^*^clp8u>gef1l~#@I_wGjV6iw<6!bm>oQHy9++~5yk;@bK
zg@Oj$IZq%dqj*o?XNe>dtk*QEQndXUR}jh*h*Mh#Z5w*u#uLbeFPD7|fR!hZ>+vWJ
zr+EUu3y8_$3B>1wCve`I;TL%V>6g1FkQVRc38YmWTgFGR(W1Pc<zV704<z*R7+;`F
z4${`E>E1x<gEW8y;+}v*&F2jy5c|A=?%qH`;9l(wT!?IR5PV2)AYReDfq2g+&cLOG
zk1LYt^#&rZfIao5g1muqaU~!_Wg_o{E-{1Y8Hfd9(3SX$2?+<KqI`W%GXb~iQ|Id&
zfWb#n^rBJe4<a_akxFx@hR3Sa(KsD|y@oXp#2}?vc!RaNH&GkMYvT=Eci~@k4>pIE
zo0aX=N~70%F5K=fkJ5cun~j9;55ak8wR*L`JnZ55YIsZ<_Q@+%w)c8Vm*Qel<mmT7
zWvoVN$<n1us1C<StzJ=38<h$y?S=tXu-RqA+g5=RAFINNEs4aAJ<~T9o*jCDIqlN5
z<3AM13pgqk58=?n$PPC!#T(p^(x3wYKL}kED>)nqup=?fa=W=<9F~TWs2cX$TRU>0
z?4OS#Cp|h>^q8|8^nGae96b+1CT9A#!6-3Z^JVb8WiqW*zYZ|`27CmIk?r_5SrxoF
z5*@9-o_Y>nwerkW=ak2rwZ`}e*e(-mgv%0l2JPhIzj_QjJ>BpRNeT{rX!g;`hb1@y
zqSCx}nRnfItyx*-Rdz$_)aZ8j)!W;<Wl4AUrt%KRTmc@Z2Z>ATK{^(CV-S+JV-#xY
z5T{q7@Ef9mhS`D!T=F=zfvpXAX^k{QD@w|Uu>@@`gHsqsw>O8N$zTi@f=E*jbCHBn
zuIz2E!WofXSkN4<AXa)4n(2dg`b1ZQ(S=O{zS^}#NDD-ofDtr96CmIPV9H`rND$*|
zdZ#Af@XJblpghqxP~8b-P)7&YtN3_$L%u&&uk5VW#v34uCxS*tE4!P0AkYUuMEAkv
z5{T&vATA^WoTLlD<JKV88$Rs?Pa_ZsS)dQ!rMU~=RvwLCp3IV>6f^Gs)c6}Ee?h_>
z3;t~_fQ?^JK(RSAxxPDK;rReou<$M+;|gx)nxuAqoG_k}zdrHKWeIous5;-dYHVUv
zZJWPpD`#)-oGfl&k>Ma^!kVp{z0HE0Heb6r5DoAhPAmKb#@f7PvzEUe@j<jU6x$)G
z7SB3`(Tjg4>H#D6qU0Obmv`gSb_QR`|I!KIPTy~AVzPC>*u-)`@?^Z<J(&12p@)LN
z?jQoQ(Zj6+>XpHPTK^;&!n#Yve;WX6&4=5R*Vft}`@xTtxRq}2D%VFRZ}VSm5d$FK
zivJ@VX7*UBhT>r0O^hL+4LySt;rcmZD*m3PLfA7;5~OWvq(EPAlEF8VNG6vB^FahG
zf^edblhj8WatRRs{`n!r{f!uAX0frtQoBnwB*W19ZDtz&YYJi=kRVON8AyGfEox>R
z2<~D~A%ebME{LN5ZPQ2)?hPk()6n!yBVOU8s+x^O_eN5ARN4F<Nmf@jhjMM(;G*M?
z_7t8&+x(X`k)>#x{oi7(ZT$D+a5Y`>GzZh8F*ysA$*&00LYW*dlu7LRhEoH+)e%K<
z6wDP<B>!nm35Fv1nHXYbMRI1KNUT?KlGjM1xPxJ;WeH-$&dh5YESjN)%~N5hPN7+4
zG>EyLA*y8$6Xt5s9<1;!6pZn%re<ITBYXs;ZrUzpHg~d9k^`dJW+PIuu5FG&ZDS0J
zOPR~<Nk50q*<ek5DLQ8}0JB`-7&>QFW}Rc=aTaKviwWOC^BgTSPe{q3w~LblzK|pd
z9XMVZ+5RX3)>khVQr8>|cO{6{iP2?OI_-RINq#-aazg1igJDYN<`h&rphcp32Cipb
zSkzoQkYFd)GcQS(@0!0ikN(lXXsW28bWw^stv>ZVluQ!UOK(F$*Yy&H3{AbH4VTNL
zci1yZ4i)tlYg$cFQ4a#JyejH^cNL|hbQWl<HxTNDwmK|WCxz;238x8sv?F@zQwUhs
zQ?H{=IS6E>r|uNv%B-hOZ>L~lVnUMpNJTk8VA|=MDF}8z#!S{uUn^>cXNY#XjLCiq
z6I!StdS25vX+fKHMYJR-H>x-Gduv2*9Ef^@`p1RATzt@O`JO{TbU|x&E9evju@Hde
zRS><I6@<XuEYJjh77~+W*?gf1A_@SXNSbp8K9usw_mG%$1@OoG;^B8<IGGi|ai{>|
zqxq6s2sddDGI9Pidls3k9<G(v{AqYI#e6xCQ70A~RVHN3JPr%lZoZsR&_A!UeUL;Q
zRRPx`+3HJ&qfrHz!{GX0i#@UD&<D@8rneM*upNNq)dy#1)(0_&oCV6^N<z3;Cd4ZT
ze4-=DVFCf`%HeYAi-SR|RtJ}f;bc}0PetX>K3_}n6e)_VFEOQYdkPvIhAegL4D?XF
zw5WNUAxeWs+@o207Ahn9s!$l1xksT8nc|fialeMCk0{7oy^&-dRUHo?@#?CB$}B|N
z=8EGXdxFoQIPSNmxfI3mQ2>@#ah#P|aTsWv1#07+gl?fWjxh69IVIr39nm0PM8LWR
zc?WgNL7XZL@>Vgj%o^nEA~JMIt>l8lbj^=a5bl5+scZZircvk!|3Og*FF@2gfcTNj
z&l35_HXvGaA-}mXxqiQZUH6l)nyD!u2k*gh60d+%P1yesSI(?YWQ>iaLWz6dD5No-
zwqrs~CT>_b2709x&Qv+#&x8EN*c%o*Ic@+LP+7cnQLue!qA%F{)C;<=ydtxt)Y4vC
z7Z(PrG1=Of6POv#Ze3e6NIm}0T9*^La9*|kDkqqjHBalZoG=Y_Sn-Dh{cP}``ZlbJ
zvcX>*e3ydnCBgU7;QN%|dl`LK{2Kwl#s3Tc{J(}@8~mH-^Hu^Iu<sW5LonX4@RFTR
z(qO!!ftv)dn5{~T@uCu^H5XaJsD&6_jguF_;U=_;k~?m-jats-4{5L0z75ar8=eV)
zd-aCrwZJg`8u*YKp7Dy@@JzRSWQ2zQTi~+mC;i`vuRjn2`hOB%e->YV5no+U>K+v2
ze&TB`e8F~tdHB`k9{^we0{FNd49&|Y{e$5rJiAbQ9R^<;{KLf`N75gXEkM(~rl4KU
z$5YKi*nrz#8Q$Diuat+I)sf0(+EgnSQe@caPj<;CyTp^saPtw9)Y$?2RotHF?Iz&X
zJyW}5GMkzg_>@Q@97T3hKLe&Tr$y45Um0!IVHfqJJn-bgxR#wtB4%6p#WfdO7%^_@
z9-Q&D{9=bkO9!+zv!C1Y<TyZ7)p42FlBwnGOxH0kuP~WQ?mSOeZsjTN_%gG()@&w-
z^-#sej~?f;C~n@lSdD*#$<w<`RJETO_i~RhGvnWhT@XuV80Pc2>}nl^N+h7<aC9ZV
z6UV$fV2=u$vXA!x_?$-bjer|rG~YwO3^dH6J=h_d{OEBvk=vwtgKLZ^9_uV79w{CZ
z(M3XP*@OzBaS%U_fIXqN1<RW~61i=O)M)L+Frv;Ez<eD}3l+fp5B!CHh6ON>juQrP
z2j6JSCMfAv1SJhBV8HAL-#q<1GVQRyC9G&G<q@odf@YqFcAkf|Q)ml*nCC1C1W4*6
z@^gg2$o1E32)S)S<;;5t0@j^*zhEr^vZ5Q^SA;0Rh*=CO@Uo~z5Qhxww;39`-mcGN
zN6@gppcw-VX8<3?8Jsr9>2z-_;{hU2Hlo2vM8ClXyr|d#t73?UBVb%w_=*BRc4sfA
z`7D}Uue28HbS&|fFZbw|2fN}c{TNOyL&Xm$2rJk|)*pgWMuLxJWr~tt=BRCDmElW@
zMb1{-Jx`@&P6oh$3*z4Wyb=#&;7uh>I1T!dA`Hrd8a<qT9$|}9L2!)`z?ziS63ogJ
zx3WJW$9Oi4(FTNG48iiG8UI;0j7ezxR;r8OlXQ=-D5)bqdaipa?uD-R9>4Kbp2dvO
zTPtj7m(5XHuM9n!vBVP5VUP731&Ur(#za2PSs8O7f#`76*WE}UQb%*HvLVs{0ZPz~
zBj7xOZtjNKXx1~I#IuYzZZBwHI`{ck08n0f<Te$mri$Y9c(YuG?5@dHFobOUcN@UA
zGvWiBlTkr*dy6XwMYlL@h0v`713p~}Np1y1$OwHHj~&abg4X==cb7-Th84Y#c#&5b
zWxNN5SRlzi3SEh_T_U|+e-L#0Taj*Gw`R>6?<7xHc9aSgW7u7>@wwgjTp2aKx7rh~
zPk69d5w*BVJ@81+5_(AUi*i3+n0w4JNv5HFF%<$~pMaTYY)cX|KLKRL$7+p`&o?v9
z!9pj}Rt16iibl+^w(LoSUJ{Zc!_i<UVMIaTZ{aU02u#1+3j&ijo8$v|Gr3F#W{PrZ
z>sTbB<-%NCjs%HouI0GqGD2hYXs>vb(_4ChVCoZBJN|CDByx_I5r}>9GWU2HA#ksb
zm;F1k)#E65{9i$^3*upTMaIiYbk8SFLD!3q9-HYc5RAM6x?@Q}p|cZ6MSy*>S=+g~
zIjAzh7e?~YF745-@KL5z7rp~<MGU<Ff1!|R=j=^gFX0NAWY$3@U^p-M$_A|ESJZ3U
zD)r{}`kqRox?{z<TL1V6gq9jB)>U>wwcIiMg92YWp=4y=wi=Y)t<-l`>MMdI2?#-j
zaj_LpdahCL5AV3<$QY?8QxZLUHf|*_nsy4G<*6bu<ZozBmW5F|bW8H=Jv8IvXR-KH
z^<}dM(0&^WNspkd@@@z-uz*^tO)M@=hF-5&8ovM?IpNmfRZxn$xr|((Py=;r72X4b
zaPi{c+E8_{2>>yt8C7;KehgHGq5Sk}4_8w`LCbb+h7X4+(P29RM0K=(czgg%&q45~
z^$kH`?8Yi@Tdg(>jclrqS7ty=@N`pVv=c^oVuCBo=329w$YX<o2{m}wdLrQ&rYX)f
zvDJQZ+{1z~ljE<&E+mEpzl{nq2n)7jmD$Ihp@#2Fpz~_`$+Zb|ZUXRjJ`!W8r~;iE
z378S+Jc7jUs=%#I6RdFN8ulFPEMA7iP!2eUdqw8R^8$oV9sXvlc!NW)j(|4eSLJ~_
zY92fwlz-5x3(t)7$_w!s^eW;uZaMVo3TPv>R~NtotXI*QJV?{GVgE|WaRuS@rgu0_
z?{esUTt2z(cO3d?nwRl}Gy_6ZN^Xo*`m2N0{>j@~2ST~*k=npG_{ui47Qi3<kl5Xr
z+z`wjl`<y7`yT{N+0Nem4&%3&y`WbHrN1DYvw)^vz-Q&74!yFVbVpo$&Y@TKxJrzT
z5e@GTHYCT@w;XzvkAkTW<X3km)TkFLOw)KH<X)sohQF7|8A4tq0g4-<y>>ZBR9_@Z
zJ|x+akxg@ecq)8A&~$i_iSVv_?AP5EDETwc0{9*bc59<p7CQ9Gg582%*@~tU9C~HJ
zZb7f2ie-OTv&o5U!;APRo8DfBF2@mSc5Oo4b>_vT(BEVO&6@B!%Zo?g`j{`I!-+Ck
zazXfT_=sRib(ziE<qq>^ft?M6W^1<G>d-3-whVe@%a)@Ky|Q4-pjQT4qTUM^uWi`U
zP?0w}bU7zmVjrB@@&!aMNr5(d!n2*?e{jH;{S?0hG`W^4)|#_gPB57|@Hb=9w>tFd
zRqf1)TckPR$PN!V^vWJrpNrsXzr~9=vhV`K*250{`bHwQ;N;Qqv9VemeDZL5SCh6x
zHYUS_*(Gzr)tW$JXZ67GB-(}ZH0m-9kzy)@1La%cGeRS1*BSo4?SMZE&ip!ncd*oc
z=Flq(l@RpGR$lzkp;s0>5cDdl5@_bgUoK}fT`_1cu&F-iUVEcFpL#gL^!dAMi}}#~
zLX0@a*+1C<efG0&t1V7<=#_=GaKzPGhhEv^Dyl7bZXPMum=wIr9Qu}DV+cfcR%0AV
z`YQAhi+EWmGfYh}Pi*)PjZNV?6xW#87;?aug@zaa@D3Vcr$etSG(^xVTMh9dhhACG
zebB3@hKOX3r)!6}wDP}m=ypEM&>`>e-x4tuu%d9B|N9&eX+QtAI^x3)y|T~|j<|Zv
zp;z{}a?=staOj((j(GKPU9hZxf4*8?2#j`CSuBdnqe#{k3&O|4M*>Hayv%gQZyfMv
zp)-B~;2m_voOjwAz!o|q=#{O`IMkt67JLx&DylOmxDo39bd6!gVxH{K<$U@gUo7T{
z(BDFq4vtfNwgbNGr`T34T;$Lz3$@^gtE(J(WsfU2wNP>Bo1<FLw1GfmXSD&O@TKR^
zg<{`aM;saRYWTEJ60uJ(eQ|>WVlDK=9suv4FIo=0vd|YnuWa?jKREQtf<b~_MfJs8
z%%zmmnyxU!vuuLzap-hDjUhVW9GiG6kxT(A3CCIfqyxh2XW3R|e956#7AnILSC2dN
z${tsS%D}W@$q~ZaM3)%h|I(pv`BjEMWT7g<4Ol|Kk+$itMr%tT<)iZjN7iAI5fvOc
z{9W)1{|pO`921{3za%^$`BIFq(JnSEk5}aOEkmes7YZn%>=j4Oybv~5s!bH$SiRaW
zt0xTB>QIS9RM%)sjBJBscf5idGG#plp@H4OFk(Iiks=3@dpnJ)J8}wQNUuAxh_wVL
zi_{&tdI2n&FRwJm>!Ti4$24oNL=ob7Yey%%(eV-3oP%Xss8|bZ5$xWEbxR1)aCM~G
ztPFVDCPe*zgj?QOt`3*C4Oe=-O)w80{D=EpcU7B1-eQptwHS=2ZVtHDI~QxgjFcxl
z2_67L0gM3vH-Xaxjf_-B$D06n?dSkD*xi5~+D)9@u^Ob@U}X$^yMZA<>{Ypc$F6dH
zph5kE91(&7&G5Ot`rsLWna6K@jlj+0H@<e-vBOCCWJXvWA>p8Aj6uTFQ#0nQVh5~B
zDV%|TN#H5&MJszF?3dT_9aPbiD-&*%{Ci<vUF<6nu5bN42{*3<X(veil;}*=W;Q{Y
zp@8Gz9`aDVGFGoNVE0nFS*?wFrAqI1;Iy?HFInbYc-dtaF7x1&=_OKLc8fwaz215C
ziLoYZ*{jzpqy4b$$r~AOz*$kljhZL2K!t3eIEfcLHX%9Cy?V{2Vy8(}uh|HIVOGdK
zF{;<#%_M=IoMj%ZUc-Dz)R5^is;0D*WM#)K0D^>YRk>!6#%BXU&pNcNT(bj*p;gWx
zGa<fmO@R0)vgRVqMa)LJ#KhFiokCa8tHcFdw7Zeml86!#-|;-0S9Pkxugo>S{tfUt
zEdndM$A-anYQkoN`Sr?Rb7BmP_q+D%>e6eY_^-xcSj{hCBwCp$m9GR2J+m@V`?p@`
zAm<*x@y*4_IYy*u{WT1Dn@UHQTF-eP7VeQ7v@a$Q*)_|V!d~%8V0lT6qKvwFZCAr9
zslUUt+lIEUG+MYU%#07c>@@G;MTW@FAk`ITS1aNFNr44w*%1DCGpSVz;jbr>Q$v)i
z&BpiLl$LBHw;}w$MdPypp$mUo;qZMNMmFJ~BR(n|Qt_TB9NNECLgAoDG=*f@<fH-4
z#l;`Do}9c~eDx|=`-H4XRwA+T`LI}nMPH9tZ}m`#PVpPpW3b2rjodR(p6Kbu6*c?_
zE)P@&%j3gMZ)bUUyy6X1#ww$*`T}DTz|o6+4cKSiU-3!;8ogc~9xL~kmmwHxXreq+
zs|jnf*YhqK^d@TK-e{#Vu#A4;B2PCgcU1>qWeMw3Y=hRQuuv=y44_F{4rUjYtkBU4
zJ)%ZS25!&OgH>gtXPMWtlK+K$!po<5yDF6(;)#*kXmbcIqBR^^C8iat_7gB+rY<vz
zI{Ln3!D7R!0XZmfb_4)Uv}N&T0pbiZ+SwpYTlSQcmK?^XY}pcx&jv&uakd<XkxiWG
zh>wc1RJ<pOv-WSz57?I5nW^tZ&Zui0ymf2H^jo*`SzQp`;NUMSc52T&CCnI)>9;S}
z%~(5*Fm+U{Y~o#vfg~#x_)!cT2pB-Fj}CtxUFCqw(>nI6j|AD>K>>_r@DvE($8Y>c
zDRdvd@y=yn=KrG-!}1D>;_#0^9EX3dB#|8a_2$U2+-Z}aOIaUkEqd}Q>(-m(Rt2ww
zKPktZ6gHN0K`&>ZfO}DG277S95n3G`sP;oKnTAw=!bj>2)@vi(s5b-854}fzQ+Svh
ztJP6&V|jF-+*sy~H!1+BS=kPjf%FxDmW_IHL$P5hMQuw3QyAKHrWS80mcNu*yqV@M
z!Nr3&^Q%Q|Pk}jBu{nW_^^TNQZS<RA@xO+~Y6BvVio6qtkxfPFlMq#rsdJF1B2(Xr
z3i<_Gw<6a><$O&3`v;1h8l~c5`WvI-Zk;iV%?LK8^HQtk609$@CfMA9^=9Fn){3!j
z0-?xV)?{e(le0T?W23iQxXG`)V%;(iJ~l1$&cE{VVDZwuE?5ph2n>a+fF~UCxNgF0
zU_66h-k$0Zr}sjsDuh<B6@g92_lhM`B`v>26Ote;@n(K$nbm3fUn#BGh&V$^{+h;U
z10s)<{5=jMo0Qa%AC;1+xKEUl?ccgCC-sx%Xh;2wlGA#aOSF95dX{sG7C4Esf2cgV
z9ef_Z>(Wswufl;2W8=ec9tsEpEp36kENGtfdYTj=Gp{rNMSun<zTJS&z`L@oUfWTr
zr+Fm8Cb=Y0Y3ghWmc2Wft!=m@z@HK(B>)^Q-V6sT-pnsdvP9R`rnKZRKIM^EL*ugn
zkw=i6hr`GwNOZ(U1xYI269q~8w>G073F*!&n$#J=rgbKl%sAP4LUYTEn`07$y%Oe=
zlKi-8r~=Xg?1vhx$0!NeqavOj74alLE0Y?SV+V11iqJPPmu3_`cGc=T8X_y_B3RVb
z%l*yj&Wd*~i4m0{V=m%ibCcN;C-w<8S-XqnJ|$h6G+7Cz3f{~wU3gwEF-J`L?(HdU
z*$4;2P<bhh&;~>v`SJ=JMmG7PqdqEMQZb(>U)sMlFeR+ONH?uhx#Y}s))Si`XB>L5
zNuJnop=$_A9X*0+PUdL@VI8-W6qQx77pD^liz9R9i_FHzv0(Blo53#@%bF^`>+=ZM
zCci71to0bGOA28Hr+`t?WZAS1^`zEbZ{u*K48FPkp-TS_vLnwAD^O!jWss=lL1lC*
zt1hy;aQ!)gA+do<6A~;bNH<j5g*pZOe3XnSI?;eU&YB0gybw)W2eH2k@CdeUG)<{3
z?MdMx#QygV3~Cu(#NZbeG&b&m|3S)J8m|4rw{B&aiMoCcVRv~$KTB!IMi>V?t9(E)
zBZ%<<T~g#M@{z@KK>BeE6dtm5tE7P_`VN$Lcmw}4y{J1rg;se-tuS%W)~x}hNAWN}
zxXytedVjL<F$DxPr<ZppZLAIoM4esrJ(%s}ouetzUnvljqf@Ow4hmA^MV4C~vZA(3
z3Nw=3VT$C8Vy9FolG71z9z`-2rLtV-C#Eh6<CUIe16yCvz;algtzZb*Y|jg!!%jq}
z=yshe2t~IzZH3US0|P!?+D<%+K0-!$&s-ZXh%y2-sLotV?e+SnfX66mEZutkZt$JM
zQK_eSl(+>MKyZ8-t$xL_7DJ+#QzR39wpE&t#xv?w%Kbz5PB)oXu$1<OF*w>3?{2GL
z=Fn+R8}iEAYg(MO1h5*bS1wtC8INEK;qDTAOS;^IxR^QJVl4gF#ZFw@Mx>L)-Yq_p
zFmaK?@~-{>q%DZ^@^GsbqF*>W!6L;83?m~@&K&0!u}&xAp;m>XNyM>v@mtI2{Jdq}
zX^^o6uLURRofMj{*pf6+Fkvht7Xm*p2*3l)jTh)5ygO7Gg;QCC0c-~Ws0xlNstpbI
z17t9WtHZVaYnQLw0tW?#1E(<pC5Gv1s(U4DYorD!s8{-7PX^z|whMg4<((DnsKDXc
z_C6?r+bD0Zlm>e)LEPaY0k%91dgpFB4;)1po?7KSUv}!+#r?yzMrHAq>*0(Hv7gGT
zLBd|}-Y(dBr9X_f;MpEd?)xTlmQSV-5`uI824qCR$2f9f5K%_!PmPfdw<k*n+>6A;
z!|A7n$(xx)1OkEV&C^c>ArYjv5*zK~_e}i0Z+d2$IMzA%?y2VBGh;Z|gDpZ_zZ-E)
zQ1y_-P5fLNququ~>qppHWK6^!m>Y02J<*42x79rYAh0;>U#dcK1?**94F-ldNiF<Q
zI_=ccKmx3U|CTJnB#i2g%IcM;!lin3`%rUrPd|9w0s|t0;X&>16DqVR+rfy~M=`Lg
zT~OOTHI$@=bUAnLRLi-wF>>w{L(YM8DU*SsEN+h*EZTZT$gFMXxo4uSBz9%5?g1bm
z#dOgovd?;!EF&rrcSKTIJOoTgO9PSBXi{BOi>u%a%GFvg_SsRe-paUc+DAOKW@R7o
z;3_}UqFa}KADC+CcZri%vq!olc{v}k3e;-;BtkEV{iX{B$44PMr8YWQi9Kt2=ymj*
z|Hort@6Z<kIsTvIum6T$xA}jj&;Oy%ztHFZ(r4Fkcy|td1|G?0V^Jctu~;2l&E4_f
zM~ymZTgTyfqszfFwOrY|%gG7Tm<$Us1^pM#_Qra#;Mu<s;fGhzm+08gwPKA<r*f<Q
zQLj#rwSe}sbAq=H5Zf^)eFE_|I!C?azXQJ4clr0w*LZ-K5!@(#FI?K-zmq;+I~Ojz
z8-50LNFJc86Y$su|3Uiw5PiOfKHp29?}JbO{rK?#_*g&3|DgE#5PWU$KTMw=q0f)v
zjs5(0KqKqt`5(i-=K23Zw?0mv55woJ{#)Sw&@25<z#sl6@#9nY@d$o=T3-7M{(2NY
z9>b5%;>Wx2#a;gA;P-~1<2Lx8haXUQ<qjOwKjO!~;vN4B^!Y{l{5Sgi5`BJ|KEFbr
zUxiPBz^~EYU&p_{fgkq(pj-WK!cQ3Lx8Up2!xsB*fQuXa*JB(1gdg9=C%=OqZ>BqM
z#EWmjkMH7(3x@vbHvfBg`}_EDAKbXrzZY-66F(k@i?{i2g`c<iKfveb_-~^>?!>!y
z;m6(d_v_&ER{!nzduR~D06&DMH~9Y!pAhN#F??M=>Hk!G{Y-rQTzvgPe0>uc>uV@_
z{9manw>A8i!IWP=S)zMB9rKQ*$9$|<HtzpcJo-EF^#}NZ*8U{E{w%)!BEGtS^Wffo
z;%hE^!C2<uSC@YPeEAFD<9di<UOwp`3_s!7h2rZl_}btfF8(-@{*W931HEd0czF~$
z8Cx)CJmE&k-^1^;mLPv4&u-QZY2Vx@IDB&-tYA0yku{_uZxmpY?{#VKbp`Kr;d@=-
zdqT>W1gp>eXTTy2<S&SNWOW&scZe7xX9~b`Ou()8uDG&MsW(>CYf$a0xxK!p(x~oO
zu`b9NX{=aR*;yH`jg5dSdIg?Sx)UNFecNhq>`$e>vr=CX>|=l(5p)~wtbl}*M!i40
zGXd`D=1^?_aznsM4j<}O?}a}ndanrgM8wKRL|A~Y-g*O$<fAHRAo=`fz|_ai@og}4
zq)?<(Ae-C8S6nQ*H6I38hfz#!f#=TyfUPUq^`ayqLgFx1FFeFGZD30#TjytaE?z-s
z2$&r5H#8^9fr_{#d3ry#;*#pNdbvKag3@;=`E$j_37C-4-a$<0!7D4C0~7#iwz1;$
z-jyp?3|F_U7^6q%&jwU_TMj$*cR+|iO|lxMoakOSj27o!RF#7GLoq|8c}Br?QNlEr
z{0;n0>kVzEPCFtTb~uWPCJ^ok&J$d{Sa^sR2bZv}+-l6hUk1rm<D)zJ8r404+i0Y`
zyAN>)7+ifC`jNt{=ivF6jNa9lmn*|5C4W<-_a|q<n~d_4tjYKelQT<9anMfAl>DvG
zS-%V)@g|vZpz0O)JXupGo6WWM7V=y_2k5gJnMcf>(<FZ&_;oI3+0*SGXR~*viO%-3
zH;%KhGyCifrOlrI4D5oaMG3=yeq{JJO*@Z;EK)Mgh@Xpn3vU~z_wu_US%zL<6R^R4
z0(^@~+!q6QJFDK{y&L81T|mGLG#n5yTcV|`qxT6F;YEgw!OkLM+f*P!Xn{nk2<uTX
zrVTGLWZckMWbBy&WE^g&!VoWJS$kF6hM`7XX2|)w&LZb;2|2!Px$ZYQ^va@KchIY7
zVeAE=oe?5eq!Ovi40HE8^f7;dY|-_o(<9B6wwFT-iQ1%<6=K6AHLYL-qc!b1L)oJa
zD6^2!pK>F%uRHY0g4lvyMTsrjnSVca=v#gw6J72wk#W;KnaH};gW*GhFZCOY%(@=1
zU$I+|*`M9WY@tK1EXXYARg}#3hiE!S8(m@eI>Di5`H4()xU)odXk<MYV!{+<2Wd}+
zPX&qR`W=S1r#s-yg3eX~crfH`b?12wy|SRQpjQT+!D^f1ZGXJN@by;?J<CsLqQjk~
zvqPAhA;g18Wonl{)0gTp!<X-XFAMq_bfd4`4!yFVub@{^`pTv*Z*k~behL#^?kt5p
zA<1)<Ol-0HzZu=dKEX)vZU=-~kl-C|BzUhwuPjI~=#@c&na<7mfJ5K%lc4Bwp(N-A
zEaBXo7;hu@R~fB639PIzTwC&w#vt}F@R8u>JRWYfo|45=D{7}hjPZ#GauwRwbZ*YK
zaNh9G@Z6l9cK*Ur%n>@84^FsQd$0i+Jpy%}{Ro}YFKly!4rVP3S7D0*IQNC?NbdF(
zri&8<#{Z8yP;*>BCx~9F{VGpJyyyq#e3!KZh>C19y7~^tNDp=gQi2!dgJQmFSt3EC
zY{4e#;4mTBGwlVhls%}uh{+2OeCY;!X>W^jh(bgLFnYbKs4@rQxB-C~JOU?{AiB4W
z!|s{#4tip+3ZXD>tc;-?DCVJcEtsF;&+^$S{A62UYe}>M<g}dSQzFu%qNw|3%Q$(7
z8^ph4G|xlJ{@fE-7`3$^oas>G3m%VkdHx{<utUsxf9Q%3XV_!lP4Yb7IPE0IL{%Cx
z4egQ=drlEm!2wBzsG6Pwl8$~*S1p`+941-qdp;5YQ%aMP(m3m#JRs?pLO^;Yl*3q}
zZ3SI`ZJx`Q<L<vA4oPbCcE_KRq}Q?6szdgAkc{Cq$H#`Dz@*%y+T2wW+BT>K0Rd~u
z9wylzq~pTw$o|^sK(Du0)Uqs{zv<bq!C@_)a94ta;w4KKhg@t{b_ydp%v29AGLm0e
zECs0gP0Imr$mT|MIJ~J$8cuiFkKdS!6CEN!2o!ONjqrk$wj5|&)rUKeMrZ><-$ieG
z`qHy;7}_3sGB)E+UkXqkJ<e!OiQ@|XW{B$R6rzIuBo;4-cJx5WyS&5Nb=L8*PIY`F
z*9`mD!s{02FV%4vd1l!E{UT7Zdc})q^{!hxg{feQNvTI0#e0d&PH)Wf%mbm?zx6c-
znI3l_)HKL+I3qGis>7*~oGsH3;cApn`p#0A7rT6fz^+jzO)Vx6v*e_y2U6(JMv4bm
zP^#`efdwLEL)GEUMC#8h66sti#@gmdQ=d+0$zgm-(S4G}X9Gf4bhcvfQ5;4#F{mRx
zDs@uvo+x$NzvXz+R2tx1Tzs$f<mBbztIq;AN|;TeY9Y^@lcxSp95mJSP_kUHVO2w#
z{h0_#nA3(d!<z+2GcfSDX=ffZbyTtAQ_}1R0BooB@<_8|a2VO7nU46VG)u*MqBLv&
zR{TLzsqaNk->^Su>a1d?R#jk(>9;Ta514RHn96d{R174Ui))lpv^i*M{j`q#>LWmO
zcl@BKPRrj8pEH#<_qkN{AE#VZ|DQW&YOGlHQa1iD01gF+p%w9FeywPG&eV%jT6M4h
zl!m;S#%cp1kA{2+4kMd})F&aTAyeldQA4J_71eav&zX8tu~VZoTugssG~5h5XDX)i
zQmN(=tW|4*&ASF_y*DPAMmyL6^E{%5eO*u<ZoqysI<ui(X^z)NMF_b$RECP&SipO{
zj)(BoE8EA1%Wx<}y-Y{n(peC6o*zPmx<=w%EGCX2=!EkiFswcG$3c9iSi)EG_mecm
z39AyknP2{9I}YNzDQ($^%zy%w)cqEX&;~>vsr!8#MmDLdqdqEiQ!$??byMGpk-A9t
z(c0W|DV2)F0sgnxsZmllroS;#_pm6#b3bkj5GnoQmJ}o|qNAQiS2^Ir-;+%JHslmg
zr0uX*=MrgrC{{QEb)1nfPMTf}JuA1&W@Mg*q+DwB<JJ-=L5(`}ViTs)QCQ+BuB#+f
zz8kX-%(5<NJDh@nsB=pWBM==rx8ym+(xXbdxB>y&q+LWZ<XV5HQrs|WA|~_AChe^|
zHSH}!%3GL87di_|{zFjlL8}bWTDWwn>hjX1;e*0Z=vKG5oY_(A1Uv|x62!aR1RSF&
zZl`$Xj6p7wE-@pJYRZAHRayQ4K#iT>HDF4`*GS$|&DZSE2o`~3cNh-;)}#W7LkEql
z`1=(II1hgxO!-6JD&k_vEQw)Avf%hTY@lx`XrMVP*%t3!Mw|8xL`e>Fq3HQ_t{@aW
z<8&56&kl^Kj+x-Oh!OHaulZw8VNI90^UvR19)XNDNk2p;@+zZ{FBC)}fh<tROr-XD
z{YlX6$Y}+w5AssRvcxAI9)M-@H(jzRvBW3kdZ!*)pj81WT^k%<&;uZQwx~**qRKxd
zoMRdvmhwlytEhUX2mi1pMX!DU0A(=38C<fsj8JT|dnkfHgu?tT&_}_Q>eDG>aSUZV
zl0X?$)*4CU!pknZkkdw_u(d6H1l6v45HM1RQN*5FquF<-lD%hGI>r2aswrlfNikQi
zHqJH>XLLxR0%ylV&0bD3TFGEKbT8a%1cl0~O+10VIx<$PH${%GRv0*_EG$xg!<xd-
zK%^ir$d$_Opwc-}PG4A2n7;}AN_o?cl0`e%K_%sq>IuWiDe7PrraShblknImxua9(
zkpG@)4msV)h*4E#`3^T>foR*{5}}twZdrz^vY3i1s>&YmUid{-W$BlDRaq+KNFEES
z!pN<1Fq@(_S?grf?(tP+mjmxE7c^iLn5Ea+*AGmsHA{V!TL=Y$kC5BvoNLVzh<&wY
z-D}Mf0{7}#v&SR5Jpn#sty#RH)tbe7K5-Ck*Y$Ci@ATH1MP31o|G#i1KoPZOk0P5M
z_I+;d!vnj5Dzi-ewd6Bh^h{7umb<LhA)bhZ*WfP{H+g&ts)p=Z6L9OzGqr{+oq0y4
z)|6C?U5op5Rhv%rVNVauJV<(k!)vyKp_fn~S2Yw{4K{9~-Zd+#!D<6@sQr3*WD<~}
zg3~lYQ&UuOWffH5EFcJ+4-fQ>H!5NZ>5#mcQmVCTa$P%i&Qq$jVm8;BowO5Mm~|m1
z5iVV$H<^EGw~3hc^Wa`|HD(_CUD$=hqO0fTC-)E?ovE7oa(fKgR84&;fVT@9q*N=s
zg@74VQ|FQC9iqvo9vitW(i+4ojF#TqSxo%X6kwv8Tn1F>Iz)$Af@&T;6y6se$>18p
z$A>$MkN1nov@LG-m_x5DD*pt%GAjR|isC2}^{5!ezTwcf{FQ%1m!s>|v~amSi*=^F
z*>4>1Wl>w|7j6_b=Y963x&?&=y>g?lLmm2-pTb0!J4<25CEI%;-<hK9sMwdn=Y?oX
zc!n`<$pNhvg!mKy4{K6eQFn$zuPg{L=#@c;l$pmu<uS>6>m2%)pAbct3nfH1U<pOe
z+S-RkYkeT2I$z{$4+>f;a#q24!#~3!XNPgyJFcXeX5osc-!=p%of$yc*-M(O*aU^L
z8hGd|Szr{o6&cYDI)NV7n%<7l+OFXEbI!}wZ!<36;Xt#QN|}`rA9^XXA=VNgD4M8s
z!=(}pP?KzD#lvH6@pOBvHa1d*<4d5VSPgT<;S3zOjh6{E!g<nt5r&@ocQoPfAILd}
z(lqe)SiQEhIv}2<#d3I<J-ygp!<c^)(%Q@QNRhbd?hKox35L4djxtqmPEAr!#L1YX
z=_%rLd$9vn*+wr#z!cX|Lq|2#$s$hA6I?B-V|cY~ex)CZ6V~xyXR710mJ%m|>zGNg
zYpB{kq{y4-b^u7ZiYIs?Rd1`njtapA1Cnmdl1W(?d2cNi+iHiy8v!sNmsXd?4l}%|
z1STiy>;;p8R4IWyE*SYO#!w$hY1<)#O6_=fKaJQ1gq|m6TR`a}I1Fva11Ylj0!qPD
zMC%gGMMC6g6PFmezS1dl1-(j4){AzR_S7>o%-m)F<4$$<hq>m~|029@Q99|TI1H<~
zB{qxhW=Z8T;r8*&N=5D8dS+g!#Rx2|J;OZASf!BS*sr&qGb8{1E&`FgAkeKMMTLob
zlJkEx4yOtSCZ4mjhpK;7$f{|88FbxvwO$#Zd>nE1cK>+2UK#D5fKsbaaWzdbWb}5O
z`2J)OZ6o6XoGQg|8~{#K40v<86vOE$Z99xuDTY&N#5N#w#b7Huo{q!FCOq`1hzgI?
znMf2K?cW-ka#mo{Car_Hq|Gtblbl=H+#E&-wW>wC`-jS-+biBER%o_2DC0#;qXxh%
z<%~MPf$3~@nN5pdEbl34Gf2~tV20w&{L&_iVe-P1mTUw=Kr>3Vynx1M10s)Xxe14n
zO}6NWkII%*yeG<*_HT`yKh@;Vh&Zi-xnxVf^(5z(Esw`~lC_cmP!%Vr08nj;mFWnU
ze2>|q&q@S<<EC4zX0b$n==G`&dH`hzD#~xGR7Pc~fM#u=Jkjf|s|=RMhnwIKt9j^*
z?d{%l*}BVCc~?+I1T2=pB&v;JDSLR`8>k?BNKF}drgsr+N@#fCJ@dfbgGWSz%~XTx
z^xNRb=w0E`$6P!oxX76xOL&G6#6!h$y^?D86G0?MHN2T$s%0x5@Mua~HbTjeYmd+f
zZ9wFaYoEnoWRq(;>Z5Wk74wO5t^Hg7vKKHLV~n&R=aQ7~vL>4ZN$JpwO>)oo9j+@+
zwU-W^m1fd)S`a%Jh}!f060vwa8@i=!cY||YL`mh6|15r|HD7GuZG?hR$QOB)&ER1l
zNER|STpRRSd1((pz&2jmXei-~OE6@@9H*dHDpk-tc>KuVa1H9yfahynrN25-9uAzc
za>XnL?Fxk9=*h+6NbS`;5dhmI5d~;g^o3}iYWiY3jF~cJcNh-W6pKSeXJ;eeJal&0
z1rbUL*`}22!4^7zUgYV}R}?hN97?b?PxLFJ9=wbQNN`Jx+Zb=#8zF?B`2lBg3{_JA
z+6bIH7?M4+!jXe2QLKImq1k4D2CE~b7sBce15w+ud2}(td3m>Gzp5bO2ymyiWvBLf
z{S&~C8QqqBkJx;B6~^jBAYVoE#KH%?G8n(6(4g8E37ZLNpEX^<5Otq;e6`p{9Z5@|
zm&FEb+L58}vL5Uq6{uQ!K0SRsu7#ejAYb1T*@iv4x-Qg&NWgeK%zwe#uG44!1as!E
zK3Z;~Z8Q1hz?Y^`K<u7aI2I?evsL)uf=#g^*04G_Lnquw3)^8grM;!*9|$ho%%g7#
z5xZXr_-gvhN@dX971(+kGTVozWIX9K{jRB|>7E#xUNlo^IzrMQL*?f1>8I#@SW4h~
zot{55)%094>ACf@OxhV%iQ`bv6!Y>hKZi6jiApA>=`xi$nHbqt8(!UW{uMpT<VAY3
zuQ@SRS=}R`X*Vmo$EvV<4m_5tp~OO^blRz>owm$diT|ImM8FVIx2*}VTJ~$17lwmY
z_ndd>`BCNme`@49-90+hba$$gv8~Dn@N80HDQhXGiO@?TQk<cD0H&je@&S(nazyz6
z`sH3efOhdx+6C?F<O}P#@&QL8;Zpekl;6vV(2ZgN^bi#bP(mIa`Wx6Syk*jV6@3Yt
zedt<Y2~s~~Dy~4@<uV=BxikQQ*jF0By)*zJaIY>6@H1qkpP;bue>K0W>-tF_uV|$K
z@SacHfl2N@=EhHNX#nIE(2;%n7gHMG=x{Z`N&`f^$?_pq8=%2`J&QgF_#q}<h`&&n
zwA;n%rzEDU;sA%6fLm{w`NaVmQ&Jt^T<&6MIF$!@nnQVjMr?h6xVgG-memIU;>T?e
z=-#?$K~flI1HaQcGdd5*S3!jUI9gY%%wtLfNN-Nb-xL9Pa;8}c9oWLDoADiCYL$fc
zJ<H^;c8r^+48YUP=329qL}Kdz92%hnK0(G^HWkk{anpV(+$#aZOoe|Tb|JA6z~YQ#
z9S*uP+x?$sk0zV#{?`C_yGUKiUgYNxFk`!aco23NQF~2<`J?wK$P!*;G_$j_$f!>N
zG78=C|MJe_<E3IgZMVVxqeHJOw!sFyGPc2H+VTH(hrZ?C1}nO36P~i?vd--I|F{Fb
zEH+wy#Ertf;Ls}z3JZGWMq%G|=v#gY6J0Kp!rXu*Y_x8xevQ^v03JKP(fVSXE!t?^
z^&$9$e})^a504l(aXYOw3qlx}r?J@wvpV}u>obF$*4}Ux@`Et@6n(q6^?D!()W+|)
zjx1o^!Jw*r^~bv)q5}V}pA1aq0}wC8t##G@-j#?deG~TntR=u*G;=EFzGuk&ojIGZ
zb9aUrMvEBgayumACMnp2ZA{YiY{D)TJ7AS|but1b@35jzbV7A<6Sg04dMV`mwaEEF
z;$MUI=Uo!W1a>Fu{ux=8AZ<f-XmE#Cda@OMUa`1WS>w+Hz<_FM+1QeeH<RR0aza~l
zlkQwZakyd&lEdf{W2dWA+Hy#BQoCWUq!HSH(9^+ew_sm`!_czENyWu)!46PwpbPa-
z1YLBAq3gO%p)2TB<}KKVF!td6j@)AdxVcjUcww&j_DA4#i*4C2!eLm=H?dlDmq03~
z(HrwTb6a-%x1L>?5Mz^<*05n!+U(Ch$9nRD^t^k(r5gAf3B>=&{n_tBVl2*XR9fOe
zfzx;`fj5&{&8{VQbq=Nx`7K6>pG#@mM&t)nq_oDPG-4YNy4J9jBL9lR$R<VfsfbFE
z)R{<>BJJOr=Ka}e9n2+d?zf)g+|uT0VM31DpS=n4e&toz&IoH@$_1wM2iV0pDEFb5
zyAsvbX~r??GUJwcA5P{}8&VIjpyb0G0Gwz=;?4Z>A<K^H<5F637@v{`$I$p}K;)4I
zC*Ux$Ndq16QE8Bh_e5#X{;i%21k1=S4P-9<{Yz2&>(Gl$a%bNeuDwt@uW$vNn8THp
z#-Mig^$>^-o#xtCEMuvq|7HYiv-FSpr=ER@Du#&r`>@hqAUO3Mez@MmMHKDy1DP7#
z>ZhvXhy`kKU>PTj6^lo;C1?Zy+r<<E8Lns$r(&vUknQnf8jRgxIJ~`B94cCTDFV(z
zi^nBWne-R8+XpCoC2YL^RM2>HXrxx)!pWwS?jk}896hGz0&m-!1EjAG5bVnn!`_<$
zZ;CW_E9_WCtsTJ-RNP}To&!S*f_;*a<hjqy034~VSz*aRH7l`r2a%!;6&PX>r9vTM
z(P1EJrz8&nM5I*Sosxejh&lq?shyIky<UGftQev@CHG|7iy?PPHfU=_;L2a^@k43p
zp2`t##P4kjP9$u|OgSOArn4hL7zl6H0Us%R7i0RYEOH`twNrsdV+EyZA=^agCE+v4
zuu}m&v|^{i69GA5rvm+Q->E<;#k5m_GEBJ<5VuodQOr(-hOt$Fo{DT$z^797Do{_j
z3(xP7QCsJ|3It-`UIq8P3WUJDdauG$k(o|HaTD%Uz$@Bb1-$1Ie_)=7kLe}TyH^2u
z1$4-p3)-u2g4(MvTG<W97{Xz81F)Xl+y@oMcwkFD+SP}Tc7>02(WA_my9}{L41E#)
zLebJL=QeG@ul6lmVghd6GgJ31AeKTTA&#bG^TLIgO%!d}X$QkunR4ahnv31W5Hod>
zCM-4utc+{0BvPnx3#qpIbMc1fUUB|nY2!@aZh(eKwQ}eQc6y%O05!9@)`PQR!$_2F
z#jcUqEdh(-=zt5X_(zzay4gfk`<Zdy91t@z{!Q40#LWT6r%-k{+RkhUc#S=3Y&HZ;
z0(d*;T}rC*D+!pfAz&^Fgb+){@qhd-`C7y!Mj`ig77h1I0U8bs18u8?L<})v9-E~?
zXv{CEE;H0T(pl6zEGE@<SHM>sdS#Kb9rP-ivwZ+ZtyoWo7a7)m=+M9XdE27fHtv|V
z?B)h6A#b~_WHegy0gs)}+kO$w7UgZv`zZXvKf}E3qvJGCT=KRi;e~%=n2`Wj^VyTP
z&%U5KIw111QCZ3g!C+oemL__Mw!^tmqaMmW%IOZdUq;jgapr==DEc78OmWt}ObVXm
zMvIv11q?Yb*VB{7?6Gd-UXiH)(i0Id`HmEs;{vsldCXT4ZI{BcqcAj2R|e~~k?`QC
znl}iXLOCT-Mp@=nN4>?*g@4O0y>$7yb&HX6M#@deAZE%*He2EBVv(#;O`ZXO0jFf6
z7zxXGGl~7Or=n#^HQAWbQo=eWby+X72`;7a*?`akd$#Gym*X(BupUYF_;h6*@zGS1
zRJ<pqnzVoGQYU(T{KnTPihlgY*GigZqB^a0L&MtSus+Rt27|zf%3)neAhPGMo*OE*
zgsd_+Ik7T2P=*?lHE+BDj)4JDJ|D~S32QBd;g!jo#S*?1DXKUPs2Kl60w?i|k2jNA
zEtc``Olir6YlAsgIcEPr<Ff&wGrnJe*Ddna@5W(dV|*R)QN~Zjdm`hvf9q+;_>!p8
z$QPI$eOtihy*!GZ)<`b?zR7x`68PJp7b@$l*R>Za;|J}P#CTkqwo+MV#}SAQWt}|^
zz>}EThED?YD?{zO2-wC@i)NiIMe>Z=QeJtm3FYLQY}p~@s<2pWUS!(pH^t&YrAYje
zX3znhijEMSQ%y%KKaA-mc8B5cu#a_!o(@64dFY8~Nso_sCA8w3)sads{?Huvi5s&>
z+8$=OjTr_`E(ilTG*8RyVn#jmWaxaN<&QU$WJR(8KsY;up_(g^vs1v@@Jt?rMf&G}
zt*F*cLzaV5Qo`g!nj#y-1hQEP6Xc~rgo(pIRK68=Rd64H17MXN!~I=Rp)n_M<RxL?
zWk`=fLr|p0)RB1qbS!L)qhIdnF%-F`^cad<vKV$08?9qyY7EMv<v|dAImXaKA7x-$
zh({?u#t>VnNix(QzQ*vkpd*oDN6twy1Y%#3jC+y{A#krwl6gL|)Nc5YNiujvOOnBR
zK5+>;<$d(!Pj8Y8@(O6pmlu>IbEry^p`wFf08N;;@@`k3xXY}MHzIC`ZSTTgOpG|_
z43!G=dJ}N#^)odUh7dC)`7h^SREC;!N_y$dob)2*ddT0<oGc54K6Hz4`NzzROe(O*
zbfNf?7>P&%pp;+DDxR+5mXDZ}C&!mS(s|NZ9yXh6y?s`svj`GV$sN^5LBazit#XN?
zU1zf7t0pGeBi=n*B?j^SSFj6-*(wKVgc=U1GubIWw?~CdcFIoyd|}xs|4zV+?38)L
z&mo$O^pwbL;a3!|Frt|EFZK$?qH^9G0ADaBqSkZTVU8*bAt7;~Es+|neFUZ>G|Ef<
z(HMj}20kjW&OiTnxYc?}7OgPp-?d*?7aS}3L<ISDBv48mI2k7h{|plc4w7simo1=i
zm{2DlLrBts0JA20w!m>0!nXRdsFW<z1BiwqF1oY_8MU3_Ky4`%$yKa>7D{w6Jtc+_
zn4YNLw7lW6P3Nx?2g>)4*XwZl^6-Q>3wl?rzM}z$MmLAxJZH$euGD++sOEthoVYSt
zgX5&(zPP=u+`j{SW3<&5HuBcM;ac~$)oVK{_2@R<DQJ(8#43h>+!n4R3I8kvOu8nh
z31^^sdU7c?6gyz$qF;}I$)&1<0Ip*ab19;v_AKIUue4UH>qceW&~-2F;h}rGhN}HT
z<g+IWg^mWVR0b+(W!ti<qyA!%qe7v502pvVdeF#$z?(`&avDtbghs27@tQl#!Om|n
z`rn<>c7iz^t7-zTpbCzT(}-<A=pI+wtcX203@tcHYAZe~LZ6DLn>BSNgc0MJMZMa;
zRmx1lY;w{78<v4h!oz0k$uYdX$nJ^0&omNIp~z<whz^A!??;M|h6iUV8>$QjuH@Xi
z5O5wjclKIupxTeehL!6RLP25#GLUAYBApBF!e)@|z23I!0G=AL1O96EM+~1_kQk+X
zyjX0h_`*kNjvWxL;tPoIsirg*l4P=!-C;QVUa>e-6!&ceoQLA(BE8AAT6#QEJj(|5
zUj+?J7x4b=05p5{ODh;cHWB|TfNi(z3%Fd-?SHz0P;`saRtViXh<X(l<7Ow9gARaI
zT#T>mqV$;-7o(}q5EsMeL|m-&ari}XG5X~m7b7<|#l^_aiA*J(P*H5O7RtDo@P&oz
z?l2fe_bC__-cQ*kPAzkN<lm2r<9rb?0<kXw<{kkf1n$)lu$9O>z3?F;V0cA~fZ;u#
z_yN63K02kQHv)#d0;{Ei3yOd}K}EpomGUs==xpxWR<6q$PhwprAM5H1AL|m2F>QDa
zVv87g6aHc%#KF!{F|n&mz^%8<)R<U^AwtlU#KzX4<B>J%6eBw$i#L>nI%_L-S9r{f
zNo`^gD?8B~nHGwe0Wq^1Ov;qwOd$C@F|$2pbFKSlMa+zoj0!bHV`p?~O61`>*dlNo
zE_oSZ?lT#5yNRLp6XG6Ai<uC=g<Y5dv9veXqrxVZb~k{xTS};)Pq3)C5dx>e+kOWD
z>r^c51D(ahdy2<I)Z)$+OKVG{Mr-3RqR^)ATrBMsI4u-Q`zHRvKf_qsk*45ZG8s_K
zrARfj=+`(+kkKxLBP|dxl(NUvmRw$G)~l7B6>^}X1oF@vf)ju0aE4L?cOsSt>t#q{
zmhJ))NEYugLG^vs)!fFC46n>)eIO?BI}9^0iP3P#jWAW?^--~1ItaaabmGk*990vY
zxUx2N-RN!J8s<oE1sCJ+u(z#(8%NR62s=wFyL%y|SMmC5U=2YNP-hqJbj#WI%Js^s
zkOE3VC#}iXAD*TCOE!8=7yjH6*de>EZZ(#$Pohf;!ZC8-e@FqIV6LP&toMiRh&jVv
zhf$m}ozcn|Bn=UUz{=?2C#mrZM1mfFGzjiWi1aVHX%f#cyAEs*i2Vx_q!iu7*qU1#
ztBgw2M+ntF>S1U}w_e2KY?#O3Gg4&n`F5BRDF=Kt%=u!Dj)a!%6m}qR)n3lS%+9KI
zuyp6WfG!Plt+_+h?L&$9S!Upe9%uOJHJfZ_(4~=V9DWuE{4AXY{Omtm+m(o(^P=dX
zrx|w6?>u%66xdli4cM87RnWCcKb*MyYohoGo@W@^+<6Rj3k+R74H!CLC+ewW6kQiZ
zQTPJGQKR!XI!NHCHVrtMyK`50ERo4>jbcbV&hYcn&g17`fuCEZ0Y8iSYvZF$uY|i>
z(C~pjmUJiKt94||)AC`mh-05%_<Vim@p*{A=bfF$r;RP*e-JIE55Y&ET4@h-#3~8Y
zwPBS^Pgc~&ik&MJyZtZ%jx6KQhRmE5b$0u#sOC_)=?%f^t?WTnnM!%YD?@t0PPK+J
zOTuJLi26#gcu@&aUnG(hX1tLQg*TI|#ZD(g{Vb(z2TN5YME!(DYy(1%m)j;p{Tzp(
zMa#+e5T6jGPen8#Ds?6j6QbI`brP;V1!X5wFO#NeFl~fWAd*z1|MS-K5`a*Veq{2T
zk^T=5hz{jKo&1SpezGCRVBku+^&sFJ((UTg;2dq`by&XKTNgT@Kt+!>%hgdl9tgb_
zBQ-b=s9x!Z1Y|lc2(MRFvQ#&whT?NXRKmM~fP+K9D+6-5jt_-?1Ax$tf0Iju>doO_
zgSBB;uwVm$f20@Jzun!qZ0qiZTixAcvUhh2yA-~`_JWJ1g|P|1K_Q>*kRvU8EZDU0
zu!#;0mBAOctpX+Q(6uA_(yW$;yBp1Noen_4Yuw)>eREI)lP?xpZ(F)lHn4Q5H)RM_
z9-6Eu4Xvq?|4?KMhp;h(&k0p=pd1}{`K&3H!XJb#3Das701jO~J3P$&Tqh^6lN8E_
zhrLKth<V**8&iNgNC)LE({WeIOczY*rw!ay>PHOGBg90X!LR^RUX*)m1Oc~kkJVV?
z9dVBxErz)RTFU7j8zK;vPOujlSTLPnw{#v0#|SLk+%YVqy1MR&BEfWZ-Pw5@JVD^#
zwH?Dj8;92YQ7ptcv>xa@9*z}wxUXY)2)$4t_eYeq|LG_q!WWnbe6;hJI8I>VQys%Z
zx^wD#Q9Q&rrylP-7LFHK_)f>LF!e5|KXx8#CkU+lS5a8A(dwBTO@ZPw^m~LGThHmN
ztuE}>PBp?L#*v>)wiX=>y0~D{iDK5HNVS<fV<CRJD+#HEIIc&hdLhm>goL7=TqEob
zo1rs`oguX#KOF(*Sdh04-&lsSvkkS%k&De_#~Tec=0!H-^#u)CcZ&I4Fy9uNNMib!
z(MNV6^xnyAR(_^+t{@b7<Lnkf-VS`Kc9d|JJzuOi09HFncwSSKjMH|M5FKRLQG(Bj
z9VIs)Ins_2`sKc(gp$B%M+s#EBk#$`eH0t5qvehg^ypyb)pE*153|t1oh9^KOcHWx
zjWy~C&#~}_WEO~XjWq(XZ-<Hd4iiG)UcJNQCCE%Kf)BaF1g~g2Oz@sh{DC=_KBj6;
z?+z2>74Y%gUC<7bC#oGL6O{(k6o%S~a0p>_XLSIoxN{e#e737kJ`1N1hR-skc^~49
zSo-bwiwPG8OHS=Ixz_~Tdgn~tYa-Dku{0$cPA<aiT(fPbT_<N}-gRO&7`yc(ZUWyk
zEA~jl43P2^F|qC<USmv4N!-Biv`$KxoSC(8=F29VN#h`afAegd`GVP8YjzVw?CFVA
zTQH7{bT50-LrlK@&_r1K`ElPz6Ei>l53ma}U?0t&>``H}kLGs(-fjVvvXAE11gum0
zXpZ=lz0$R)Nw*Nd7mSJMIwRLUnzlr0wDu@WN4SFN+&-EgA%W69n$vKC@Xv4`%@Y!o
zLCj_vjopL`>vITJnpmKNvTvq&>V-kbJ~ZBBmAbKdWoNZEj{9jQlmmtQBw1f#a_US6
zlFU-L&i^cqUPvE-j;FJh03Fklk9P^{MsCAbImj+Tz~mrPL&uds=6t+W8S?RJ9uOoY
zbLf;I3Bf%buUsrzR65=k01Q|l3N_O4@TOuBJ{ieg!D8x@?M!Jq!GcQL7@^Yf8Z=@X
z5W45lHXUy_4ns@FBM}y#j;BvWG#xK>CTQ~Jd1igG_HXrI>?26WOCnw-kkUXJ`r&r)
ziNVh1b^?i<XxCUzi;<0oES}R#dI5pxP&VFuNDETqaCWkxM<W~WUId&+wn1Go;jzHP
zF(e83cX<SJ+cXIlP1-sblD2}EmoDWFj|Jfkp40S+V$q;dwmxP8R(cLsnZzi^5~IWp
zl2LjLG`U2`Md=@gZra&_2BqVKPc@~ppjO6k*MFEZB5|0D;(v;O^HBV}!QomtYiYFL
zVMZQv9w~;Ib>-r}42ES9)(QuaO~3pP5sd@dRVeFEt{_w>3umqn(skfL70Tk)ZiJFh
zR6GV}@#s4}=byj3JTf+{wxW?NkyjaMoKg^J1Z@8(9t%V|GPT$1yP@0Pigepwvu2HV
zk{7#PxnkpUyYaSA|EnPnd3dn5AL3KZN*`S-^}r)NOX#7{&mHF%rH5s;8X;w;vSERI
zfugej_l<2yME(;%PdU~eF`N$H%!u_voQPS)KKU|KP@=Y0O@v+&!XiWL6NQS1eQrd;
zq}V6@a*usdP=ZL3+|gVR1N%gIvvoYu&vIBCEtl@Q<<dF`T?k<ilpdxasC-xk0N`M%
zlv;b#FK%J^AC@a!=SV1l*cS<PkAxBe_v%RKbCI>4gTlxE)%>om>nDA@qD4aSo=@C@
zUNaw^ZPObGMP31oadttG&=W%qv014I6$y=0+>;N-hC&;By>K&Pj+pud_zQ(i9wSo4
zLSJYCZoO;v#6lZW5)8c<gtnSdDTf<Q(a>{pL_-^~;n27_eD5p`hXRwJN7gPLdUDeI
zAU|ROaoAqgkj7cbpRVJ#-eNLaJ1))>5q*Q%Tx*uoMQlj)n1t!)o|wd^*t+E*6KCzG
z$UP_;Ge!P`*oDNP=)pQoha>FFNnMZG<H9B?`Urrx^8pzP6jfdDVFG4EMGp|XAL7Y4
zsw;Y*R<z+oMi@WrEHb`VJTjsSkX(V$wuEZ5b|;J|T-9_gF#2Ac77C2c{WSc-Kf}Q2
zu?b=!?&vO!=foQNbqH4)Two(+kBlz9FcSZ2WC@LCev46MHx62MGq+u+c01gS<JV)O
z^I1!Pkm-qyp2)h9d%!9-dOQNAMZ6k1t_?EBM$Z$X#w!h18%=(W6F<laiW-_>CZZ87
z#8Bq-=~|&oVovAqA|r{@i^Y%%ldb^3fDjUqMwk?DCJ|!xFzH;xofOv8lDNc1`0SLn
zlDu9i@i!F~J)cHs148#)+lECi#$jk~YZ74bVbK8fk*Km?eh?t&d0%r%eA!s;6sCd>
zjdLoMDT{ujr!9U67wa>>#U}c?PIZ4Y*F^hU;Pvbw3crEF$TiWwUj*)NHqlG?MBmma
zOzBJ?4aleRJTY%vK)(H3PmuxnG*QVYB@L)ynb?HnmswMa5vWAXV!DIVtg!%uIxOr7
z1foMB`S%n{J4&TKfPnL;)Kf$Ecq1VuPli>c3`Zi8^40WbG(?YeRe}(GBO0SWP~PE8
z^;ofpQ9=4gOu)XhI%JT(<Y6{TOpx9fHDiSs;Bp0<ixoZry|!Dg8LWU5G1aW#60`q}
zIYAPKHs(Qq0L2o&M8J7i;vljvDR8ejv=a4jk_oloGtiF$)(yJ-W2qKffw7lOG0ue!
zhsI~r%E5a{gGshMg@O_(5R8FNOaW&z`FU^?lhu%79x~)aEQ2)U<PrySXhv)hVu%Ce
zhC;-F!$4FX1Yg-kxHE4a#3cn0Q-C{_2a($A*gS~W$LB!^?*wEyPzktAmu#Y3hrxPn
z#0w)8P<F1`tis9G)se9p6lPnC4t13`(ePG#*V45hTVk1bqSOP>dX{WympsuZiKVj?
zXkv{y3;HYMhVU3&12bK4)<yapFLYuZm36^gT!QX3KUgC4k`VM6vMz9)B(g59LpGqS
z3;N}rbwS}z%DSMa7gwdgtWinOIw2+Nq5+u{Y%w67PDs1Jr&IDSsApWI`mdB;H0Qhv
z0<kae!aeVT5V%+8UF<>T+J)jL%)7uVTHXcT^NC;3Det2%e|qySkXOK(ySSjdi{mKo
zf{KQ2mZ#*!opPu>n10UT8xUi}%y;516f=1i04m?&btd4}J7!|O1z}SnbLvhyydb7w
zr#y=@L+b^~f<rpzcCcT1gP#+<SBPs9a0M#O@?pm2Sj5bmBnXS0+i~rcw21C9Z%3sv
zM%Z3``l-?&n!c2UPnq;8$DLsN=Sf-kxY=Cmff=955=TTTf?tj7-aj(-aoxKc`vhB~
ze#OL7`)P4cQ;3-s|I65g#59Ft6Nx$u?{p?-;XmvVW0SM+698}L153$S_#pu^auy=T
z6TBuuK9SqPjX?`2?!BD*sJ#la*vZ`m;5&_pgLPr3=q8Gh1Lb4kGhzX$U1!X5LT54a
z1j3B}lE}QxS<QO~f3sdKb?DWrppE!k{=i>w3p^l}r$Mhi7wOf0r=QBZg%?=A&UEP4
zHxm2RI<hf7hE9aO#t3L$Iy=5Gd0WukB~TGx?{0K8$5(57HP)8V+<^H<K#Vi&-yVt1
zwi3~3?Zd$B;c~Nc`7mEY`A7LM&&7GeKf`>Oqhj<<TrP|z*u`9Y6k$qZ80_}!xiD+5
zK>G?0XHixBgJW9oNPuepjtZQ;iN_aQGzyiY#L+F@x%C=c@2-swM+*oP0FM!Op968H
zq!P&dnb~c$h-u%<a0AmGEgJitO+!_fT0Ad8%%PfNJgETFT!OiVUrpFiE6s23TsU&I
z8_wDE2CKW_cnUbe2aaW}PvD=h2Mf*?7-;l*82g$KCq<O&bvV-p%IGsV-ND~LKO=a=
zgnkaF2%N<of+5fL6k1}|j)D>LD4VR@3sy<U{s;mlGjDDJSzMWr1Y#bgsg5iSlNll;
z<==#@>87xHg$?(wJ3rju$jBE$OLlfnpv%;enlCUrtI&!8hI_%ipl`HHKXUXnQ5?k_
zIr<M~lkL_Av0DOzvBZ%>aA@S;O$UBbj~soMfgkg<g?D!zKf#fa_f7+TQqN)dWE4H-
zISh|<9y`Hdkq=J;cG{fK@a-sm;!bGzZs#!+92fb`X~0l;6hkP9qf+{}Q51zQFd6;3
z&f_RJ0`k|>fTQ$N9S(XdqQ_!RbvOi{k!E#ARQ5ulvJZrordo$h{do^h={!CU75MZz
zk56Oy$l{cdm2dKqqsn><%o)R|pPn@Sb;Zt=O0ZgsfGH}hma#zl$!YwVtyh)Y91(}D
zW#oPHc+P*Au_*4zrI41Q7)|ld>e%Zm7I!Ma|5_sJgam)QnIx@}ldOu#18=6Zoe+db
zvu0Jo|8+EC8xVR@mu<rTP8^1o?nWM(_=JCbDxzuEsWXw7cHRE1MKbMLt=xOLFE9;=
zjl|NI6_m_zwe>_8tE?*tM072c%(btTUSqFRh4ZkHVV_;w<&Bg_Cp<iuU_~AM8o;^u
zAi5XOsnP3QH0agGN9kxz^jnojyDPh!Q0N@o7-N-swKhP9UBc-G%e-n6paC$bC01!v
z>*a036@)ij9f3RG5b17I_f+(=F`=n3z0g=xL}(uE&^Dt9*RC@Y>>i}J;!F%BD&8uP
zO^q9Sf$(NhtJy`x{xB)rHBDF8_&%1>k_}e}#H0knhiQB^Aaudt-v+N+Y!LZ44kMdj
z&=DUM45@fe6b$X(x@Cs21)KV`Zs!t3Z?c~H1X1MBi%sB46DH>6uDwuI#?TZp6XMcB
zD8WF~zLPZs!eZZvOS1g|pG_7QHXIoAUfF{CBVZd_FlyM%-B24<)y~=^+0(O(M2|0M
zU^zrfD;PpH;c^Ug*lC?e{y|dYi(Ek{y2WWLgl-)eP-TVlg%V$#I{;Q`w>+8_rO&j3
zo=B@?NV~=7MB42Jq(Dl$rC;u8x0D4(6HJLvEFUh4jn)$=<(8t2%hQi~q9@~WqS8}s
zsW;rL@!yR>N{UlBr`i&TeW|wYskVf`y*kzQDrBfl@F7!e@rssei}!ru5sdfym?kj2
zskX=~;QzS4pj6uhZ~}Z~6Rd8yX|66a4R|ABgBW!W{$gUoLA9$i+Urfgt({YvMq9xH
z>>}02BKE`8ABA)lz*iaZ<qeLH_BX4wQHYpB+<T-v0P%1Pi$m;tqBidJmq%sc{QmKJ
z9roPdf)gr}j}Abh1ONyht;;w%T&j-lfNeQVui97!DHhwy^?~6^qk(J6T|*UEV%7;b
zwz#d_zoQA~b5%#Td$4YW1lR%mISg_2UJRBuD%1y9tX3LhmHsNk^(VaXMrCk(7-5Yf
zpv4h5(E&6n6?hg#ggswDy{5i-<^KL!o!Sdh0m9yRrONhRuR0h9J&5kFJnO7eX^e=X
zW@UJohD6wa0mdW4yBMBbdFnC`US8=z{x4zzUI73#IF@2D9!}A$Ea~;08=xM0UIt_|
zn!$Q}1eWcP*uawou7-Mnd)JIUe&cI9I;ST5&dn;cWihWPs9rs{3nmo)T|Ze8>#kRr
zf~A<i`O6Woo=3q&7>MYh-E;IT0Oh&54blU!gD-<`I7%Qb5>N*iegi&&#n5*Ao9s5;
z9EsxAOQuI+t~zbys&mTY&01r81d;$J)~K3)J2?)n{?mS4UES~xOF1FOqDU!STORPo
z8_hm&zx54NhRYLMmUMStUTKckLAatw(B&ryAw&ECtTKq-@p^xyS3t+-z+@d6D<uGv
z517KtgjR<W0|xp=s-xpg=r6rGR2^(4byPg)(Ock03}obJ1>`meByl(B=WrQD9srK?
z6mJC&hfYO>iHYES(KC>N8M*~eCG`o<_7RAq4k5g_-XH`_^wTC~q&C_d3f>K;w69(s
z-CijTS4Outhpt^l`VLN#91DI$QKtlT2teeYVKdu7pN)C~lGL3D3z{6R^_Pdi<*G<&
zpsDqm(#MFzyzogm7upnq^1un*1HJ)(*{lH#4wlD<n|<Nck|Wdrj)E?2tY4nY5`>g!
z*#D{VH%k73ggbtAY0_HIUmM<49cT_s!iHl1)gXTS`2bc3ly`za1F2PTJJ%$&^W%i^
zl>GIHcP>k~V`MT8t{R(IRomvT+Nuj0FMFxhkPg>u-Rx~HZ4M;VW)x9S02pP|<}I7G
z?K}}*QtRU4Iv|PWtWy|m_+LT|r03QhtPhq4dcI<>221{zPUz|qF|h;2CYA#_Co5@T
zxHF-Df|R~Uq-3)oXdO_m3=Y)#Cuw2B9Aw`EV6FLZyE!pdnQZNk{oua%Tj}<$a(#62
zHviS&a&0{&%U-cbpJH|Xk8qePv%EnYi9^zu3@E#aK3-f2%`o-5evX)o&(UOvDDa{<
zUCSv2A5U81MLk1lrb~bwm1+1J1T6L!iH<!=9kZd50OtFl7`XuPh!|UDxv<LJs*r3*
zftNgh*ou1o=aSLwfEtPJ8A^<EVYp5n>FAt0kmALlJp|c&LXb@Xiso`A=aosBUDL>S
z0#%cuR4ys9F-gx+wbF|esjHPkP_4*ra%pj@J^AL)E6c2@Cq=KU0$`SU#s3w`FimTm
zmRV~k{LK=zQ6gLi$wRQMh)FHH*%2ji2?ExY#L3hR2T7;|MvoXtW+icUoRX09m%dt*
zTt!+U7bJ%8ttkk1K+a586I+U!^%<fjDok?g&IF4!iT+x+E+MkS<#hUTgsUkXkaPQz
z(xdw0B}l5e{x}Tvhu$WaCAZm=b`BNtVr$AuQ6aAaV0l%@(=)3OhQe8*MQ$Q=3oUX8
z^H6ajz~?%mP~L=qb%k;R^~gbHDuwcVF{sQ6<*Yb`lF3CVnT*s)4meDiye|dW4v3lQ
z%H*M<W_*SyljksHqWO<4WV!ZM`*p|0q8pTC9n~G*L(0^3$Dyb@w9ay=@wh!9=TIHr
zv8JOG)$tzyEU)T#T4vRuV{n#ej&BgQ6V@Mivm@%_F9=vy7hk1rI7mgMF1{p2l387x
zqN@v>xs(`?<RnrMR&O$uaKz`65$Z7bnXVEJh2iFOLy1|PAu6GdNoZjxVyG^=8%n-o
zxw7CsDG9}`Wl7CZy>J$ir>+;sCna0sTH$PaTF#*ro?%T&DO%xt0G3xPWcNua{LK=b
za5~|-{b~ZA>xg=|3IXft;Z*98gM?J-VYwJoX7zBot{${}fV9ZIWGqq>P7s*7*pY%@
z2V~52bum=bEYA>i5o6HXX$!I^;g$Al2ObCy-?LB;;VWylN+OPGhrdN?)U^Wz!owH2
za+tKI+#Jf`mDYrlq8#o5V0o28_As|Z-z?D$Ekbp|dI4{CL?PUVfOUm%8+F4$1}cSc
zix^2}g|Jjt2smw!3!9LoC0U5{fX$0c{6Cz6PKTk-bn*YOqULmli2v)^Y9Y*L5jlGn
zl9|6KRDsCT+kEY2mGc+=Y#*iIjx7#8N53S|NA<?fkc@S`afF^gCGf$u$ItBvKZo}C
zsWsiDXpi3mu)Nyi8JQhUeDY>Xs?@&|!i5fbQk(2mP8j%RM-<F~{~A#+k6RN(pum-a
z`K}mdW(Bh*R4{INx|07$>Es2*6wwnAJH_osn(2z@I2dkDx0RUt8KQ_bOGOmsXUk0P
zjPl-iPpF}RW?FLYrcN{~sXVG>)*+4RTIO)0(_EHZU{BOJl+3x-G?k)cHUhA`O6H7A
zO2)+DELo?lA$$uRGZ%Lj@X5#9NfOP0Yo$c<w;^DCrE)fP#KBxwisVc&mduJo=0iE`
z%#i#=S|k@Frb2e6Alv~t65%s60k=`qtUC~6ClYYCN?9JWaVMh^iFq@N8o9btO-oXb
zs**dAR&`Z!WK7q&Jh|JRymKg%JFKZIMVY(}faO&t*$xeg!{RJaCx1^EPgEy(yCdr4
z0|;1GCzI3>2Z^cF$=`^vWL78VsdY)X-fXwgFL_HIsg*(?GWGKLlnHP^mQ*kPn=ut#
zpMb}Tnt%c%y90<H$=w-ZBcct6)?C=w*qB_uU%<5cNm%coogPVuK6nov;gNj)!%&~t
zFY=aDC~@x_hnI|}ZQNFqiPhtefnI6V<JIQS=fS?G*c;imfciH8j4hL;*81@5hQ1Lf
zD^Y{v8A29Xk;(qnJ!O-vOA3G{Gwdf@mlXg`1h++&<z#C^0T3x75&|q@#47$?$aKhv
zP3x};7;Q)nfg7~7F(*uO!PdGwC&)OpUGawmg>Uc={Q{nqv%x<s_&z-NJ|g%&GWcE;
zd><8jA02!jL*EtuMgVy6|H422ui@7Q|0eppm6{0z&KCGXh>HE-B|8_5Au5gr{ujVv
zYCJGe5tWfGb-G4)GEpGi*qxL^Z>g*gcc}R<mzu`85*LBkSBcBL5*HzGudc+^3ykBR
z0w1yx7haK-xagLT4AJm^3*2`7r2jkd^#@`^|4-uU&*JMZ;;ReJ_ks#5`-!i)@CCb~
z=iyhEe*k>>3*h5=STS8b=^qR~;n{`a>oEA*;2$pjIFkO5Yymp@jDpH<9YH7Ef-;4w
z0zo+xx%wlER6fw99$*IMRfsq0+F#+X;!1LDG6A>VI`su+?9Gu#5wB;!<mI%QTJxcL
zR~-(Vodna#KMw%5o~au^PUqQXPsNawG30M(PL_qv8M;O2h`4FGcgCNvs$)-83%V#_
zs!IL_ey6om2M`{(8>u3+`hxOsqoVDn-V_0Hawbcc^JB($7>mBZ<fL{rsPde-yW4E8
zH5(~nJ=9M1qlfMC8Yj#d#&5A1c$tZk_A}sqyl%`4_%FpSi1j)Q>-iB<JRvw<H<pA$
z3hc}YyRWy$jm-(WcLMmF2Jwx6EFtV(OTdg1c8`u05EHDg@D@E`_OR#+;iJNlX5MDh
z^uEqw>_IU|+w*2W<<KjO^JaryMbDd^M?#jPFSy2V_GO3O<v(>+bUM0BN-JAqtj40m
z=LRg{)Y-Oz!f34ycnsHeojY~*cAPCbb@q4o3;zsHon6Q@?~*XJ=ThWRG(L4fCzy5|
zK}ZV~gkSdKW*-PWyn4a8&>Tvy!~h4-LIF@&mJ}+hHpJ1RP!Lsz1}B3A)kDz%1;>Fv
zu{k`NG_0qZ_@eAaO&nrc+1(HINViwyi9kY@JTxUkkfkyU8wBItKeH*!y~t2r>?Q)%
zz1V+bE#XQl@ifx26Yo5W-)YSc=75VSd6f<IurKP=ntQ0~^nybWFmZ?)G-$@;ldK}u
zhg(N&(yA_o)EA+)glE_YpIqz+X)>uK>4^Z?PSpqQGj&z~A}Qxt0o??m!)IKqDHex{
zO3p^Wd8p)YNg3e}N%fH;g(|Q>o`#qg8QEM>(2(`wewHV0wPO0HpR+^CD*gbj%ZMtH
z0zq*hoPahJd0*lRLXkJlZXx7t*aay?goA;oqcFIPjZhm#pdLGxxlCH~&)*G&bcZ7~
z;^kFFCN~sBCPA+sg{}xQBDL4+=R>!@73ubi*Q{CNo#b6rg%aa+Dksb|f5;!*_*nRd
zw;IkXA0A|t9-$I0K0?=rYuh1W)@YQWyzO95oJ5Aw?cVc4aM$-p|AR0GW=NmJlnKPP
zV8$BTl33#>fYkUHsbMOAGvi!!JF!3y*4ZRI!wpJ7zifG(z#S#O3`1>YIB^A^6DO{`
z0e{hnEA-3##1-<+QuoPY$3;9aU9``w!;#*WgSEXpBqlgSg|WGKgpq3cIV;o$X^9KO
zRip*x9Ni%h`=UGU(H%nIULD=J2ifRt@FAl+ctu8cN_5XB&cGF}j|=1JJ!b`Z1$4^u
z3JUZb8)_95=-C{E)|nGiKBwY6U2!{+zKjSZR{lKxLUGd0qnVQE;;WNbzGwn&y>m8%
zeFT=KB=~c_?gJ6+I)#9o_fy3Mg5oCbpJ!DdDC7t92cQ|6Jsfmi%!DArEej3~P`eRV
zFBTa*i?yQ&R^w5B(oQS+(-kNBlgWDRcsfs<=yzswt=UU3vC*Qq4V_Hf#y!B6GY9^g
zwVW;a?vbOIIq?@@7ZM{!D=g_e^agY$nDiujblC)xjtB5|9wuXvqWt;C5HKT{bb#2y
z9OB83#*U)*$$1i9WVG{)&LZRVDL}^IA}g~pCgo;`my&^)1>v*dBVxs?E;Hm@)>-7N
z7n5rnMBC!fD~ljn(5q+=Z9%A%BAAnx8Rm94^f7-ZO>{lFO63bupJf)>v))3YAS@I>
zDmlc4Noohm2g7Fst!dX8%3kDvvNu9RE8g)DdIn`!`bIZm`&)-zSrA*$t0=MYLy$>&
ziAxM)uXE^Iej*cHE|kdJfF;Ch+p1@ywO@jf6}oLY7q2}CXN%&sAH!exXBe+t6k{64
zL~S)ALpa%f!>mKF#<NFl^KS8H7Fu3ljH*B7K-KMH1LVp3HDXJTV?NAU0`wIT$L!u%
zu9soIMy1~1a!<d(2K-IdjofYm6{q?d0*(wF{UsZD=vBp-u1vU5^6!P^UTlJ9Gyr;9
za0*<hI@(;~EnkkOoO+|<BirCCP&kw>bd$nyZnePQFQcR2`sMAnLW_+NTX>P-@OQ=H
zaI5rV{~7=T%18w7=au-zO}v@p;PDe9d3z$G+#gWINrkSk@g4M~<d%}60x3)}A;-4>
z0NYvXIbwtUAvlalX#7?>1I#B$7#|GO5kDug0Y4S*G*$Dw$8UU<XE9s!7R8F%5G$LO
zw2l~RhQ$TA85UYAn43fKhhGrcIn3-m62yN9%FWEVr-n-duLOI3B=5?r!I6@ZgH!lc
zEhiY~s>=+C=M_uaig%w$w4K1ac(VZB1yn_N7q77KU7gaB!wf6ly^_Xf148Fr--Flr
zA$_;0t=#@ya0)Cv-YnO_Jel;b!C_?MT^;dJ-c7}OBJZ|;>qJyEDa6XABn@0HzCFi!
zN&?n*=i77TI?GE?x*=9b={9ibMltp*oUAR@7%OYn8Dd|7L{ePHL-F#<2(bygj5m{7
zEmjY|F{LFNMhs?M@$&0wd^RBR@ba5+7}<DPM|_l*Q}Le2%kAG<!HvfD^vh^44Sp`>
zzSVk;5}4be7n`KT_ET5WK&3e0!obXCNb?f~16d_|@nvCMbSA&^r^RxaS`qyS0o$yI
zqRX2_Ya#O(s<-M(8EFU!=@kD6qtHJUJ3f{E_Ip<fRkVR9nrhlONaX%{bb2t;Gwcq-
z;W1xMmiabfG@xunBa0Al9vYd86e5kn#AP7KNAWBh*s_8KmP0?Zf+1wn5GCla-4Zgu
zxuV;XT|p?i#c3;qZXJZPO55Zvr3e}2P1}4<L6i}oU!`rP_Imw7@P9<pHs4{UZKf3-
z)s8@5nVgNdRL&q-LpYLFuhjAadZ1`_Phz6yx?pp5W0lJ7Y#7O%v#RGpFbJ2x0L*^D
zDWK`|ez+4msT5G|off>Hxv&$Vm&D36LkcLaU_}b(^N}?u1(bfdr+`wX7P(+3SBL9?
zxD?Q1j1<u2b=+cPB!bd|ED<!wr76exf`+aYvrhft3o8Ey(vj_)4oV>QrGvVsgAxMw
z>U7W-AxqtaLdX9VRO*0Y9(YAd2gQ3naR~;{e2lwIZ#pRQ3h1gA6qF8nq)G?HvQ3y2
zIw8$EvfktqU3C5-rh`s!-`~B6BVymT;4c&>?b5}vrGUQO1U$1Ve}t8<rX=~3Du0A6
zI;DMPulx}<GZ~lg88=O{qt1gI7KKdhQaveSF9bl9KW0GY<`+$lX~&9rGB-bGHaANu
ze1sDxYQDtgZ1TgK*ovLsVk_J4n<!~N1MYd6F*D$Q54(_<r#TlTz7+8{LGF+i^KS9G
z(Ue1eS1j%c97DnH?NMNpd-)pxZ?_arNdWsr4qyqnIc=xJSbRSMo#=dS&JS=}C^zSr
zufQ+-GtA9dh`Bi-OO#@=ax{_>Ci|lZOzM0vNU~?;yjd?qfQ=>}6J=LBLAcOigQ!LE
z1o@7aUOnNh9qBYxOORbCrrV4apNKOprzy8-M$Rl+E`A2*U(Yi-j<o~?QAD1Rtc<{<
zue{2Jx{`Gu_fVCuv=;$K28||oVun%FpH3MU>4YxjG0D^{FR-znTkP1C&+?f7*iP04
zemCW_MD!)PLDJR%Dh_iBf#`50g}!2OsOV=i0?tD}EO#p1)ovzLH47S+?rFEJmLLY8
zIoe49#ivA#(Of$OHx$v1xPnkbi*r^8(HgqGeS(y7v~!snp`pBv_PYxr48zf$+UwZ*
z2zQ%~_9i5{q>4;(v4<v$?qLtFr58&`g-w+cLO6zVea81zs0LxD-3zl^utPn4e)HB;
z;D)83dCmGvWXh6%GYmCLO$B^TIMg4;U*u4yU+xZd@_Ug(oqQo&*vC24RZRsXGbpSu
zVYt%i5pt!6l$c&qf%?ErJ^usJN^^Fi6Nr6Ibay8@A#ksDqJI|I=riyko#=Q)bE4xt
zpEv_ox;`$Dr`L&&yaE>dlM8a9A02g~2ZuATRf~Km^rHt4F+=`$h$&*?U*azmB<;LM
zX(qI)rtljRaO)j2xtanAJ%OSr@ur_ET_B=SCx`meG8J-;v=r-8kDIUiW<?PNZQ@)C
zY9AHB&P?&FAOBTr&dlRkKgMjXHB09|*13LYWSY4H#JJ0Z<Wdti?Sy2WQV20q;V;21
zOrwkaS@tNfaj~BR;O*Q#DK7Ria{x<lvA3NPW7&N;bfWVv_GLIN<YM27zwpn{#eR5%
z;N!gP8dZta+aiP_%>gSf`&$f$wa{yr)r*U3EnAKJ&e=;87woTQM$+3l)9a4=*$3G~
z<+j_DpZ!P#tozyfSxeL4XWzp*kb9`gPr3^M)6!WD8m;uqe)f}aM+KT6UNWh3J(KAT
zrh8si?C6!#@>T$BCvpu>J0dXAKa#dgP@eWCf#|TO{jJ5~P*KpE5O5v}%H?VQP(i~g
z)YDFSDBjclKAP)Xp7w`aK`2i<&RHQuYp8r1Pdk^Y5gN+tY5z$<gkgBvQ+pljX@7f)
zr#(?<Dpz~(h*p|dTkU0VxF<HDJnrHV!|6VoI<EWQe+P44u>U=M*7N$`xydOwL9<H}
zS+(Rp3Pa7}f5+#9|NW4!!7uW^(=T`bJ2}h9|4x1rt^(rx?~Bl5M>UO+fR_uRGhFcW
zlybq#r&x6<!IfbuJM~0b>;ipralmB5IeXy=#6B;)yBD4ixL14Ok49!X5<a9C9<OL#
zc)aHmf8b)+$2Iiydf|~*z`kEukQZKZE7UWtjgJn*<g&|0pp-E_5|hmSOvDl~@LBk)
zI1l_eCg9fFX0iufo(erB{`Y60e?&Iv<b6Lav-e%L6YG1Ao2hrs3g5dL7wH=`T(j3M
z_V^5-hSX~lpE?85+XqY@YVY~oiscc@@KK3f0~?;pD`Yvvt!8sjg8Y)|wtBffvEl+O
zfwrqw-_cmHaRQF6AMG6sudH|uR7R`TMjI<m?_Ifa#c*}oiZObG{%lm6mE~jQ{vB|3
zM<YB|c13UoIUMd9{+#F?n^-ka>xVnl(e3ECb0Bc#rLIO&y$@mY%^f3=d&~vWFtO5p
z65KP~V<y3`V;2(L@02;gNH-i@XKD@KW{(gXXZ(u+yq#yrAZb-=_$C5o)EYjBoVrx-
z^i+kcX!^fa5Qlkfwd;&hUf)^7+$qLlTUz&B4!yFdb{h05TJ3a>#H*;F0e>@GeaN9#
z`RkmD&f2(6+R~OAu!KNQTjn=fy9V&s`9RM&&K3oFzJtH;&oIzKu}i6l<H9_e^b%p7
zEeJ!}oS?L`Z>D&c9x%~jIv(|)GJqv0G2Am+Dc37vtHlfo_q@Baz3+I~=Z9?KaxWHC
z*k>~W*26yEXDtDV6tTTRuhz;0x_*O6sXwr8<Q}kc-TxN?CcljuIxY?~2Y=3#8Z4<o
z93)vrio@Y6vapd^nN?G33_IF&hMYsbuCsA&<fyuE2LfQg1?>$n>a*faB|Lbm#ny%E
zNomO;jG*emJ&DF=10qL^#D5A7L)(l%5<EUcq9Z<97cLd=G*xl+S=+yLGDb1=`mFI(
z%P21ms-Yp<$3;|B@&N0ZF`|;l*@<4`*cDj-LPaHiO&~0yl5&R_<6C)^;cj!WRINnX
za}jVJk#-7FLPnh)8tp<zSiQ-xF;Xlx6eaojDG3oe)s)0)voUI7cNh*|S}YC~MZE+8
z=b@-v@$I_{8kR1*{bvBs?DctD#!j*n;e7{ywp%v`f=3bUYg|F7_%_a2Aw=sS$JI_U
zZazk6C~tiG(=fy&3&cjL2k2KN+fsYI9wMDa$+idL<J;MUD8;$u%1z%>CNHMPxU)4w
zv2F>`h;+}+AqW8|ma|_4dMG&NolXgdI5C(i;>OqCf;+TDdLs0a5MLRJxS^O6G4KDx
zUljAEU+yt)3QtkYo8lE*EyTsVkB~8MBEHy7XY>q3yd{CA?>eJiNY{lx-KDse%NOq^
z5c}fY?(uFy;9ec?{yj3%Z&B2QrQ7g|7VpM;KJf<n1buWRPH(&$c?ERVo`T}tveu%E
zcLxb7%uJO}$&h#O6f;@9ZvcjfjgP}$C`{VLbkde?YTwxtO~9>tW`5LL;Alz$-*jZG
zkhY>#r`Y$?EklC=5yX{qi<`1{&!VVjFf`IYb`kKCR75nGikTP$Ki_1jcD$NrC)!%G
zxz=nYhuE!Xhec<d`%=u?Omc2A(bIl5+@s+!v*BNXU6?V^aNiywHqr1w0B^UdPl;G=
zBVbb$4Zpdwh`B+G#WouLN{3!qM8kt#*+#?fa_Ck5Xt?OCjiaS4ZMgwUh=#XiextRs
z0gs)JhCc^qi=yEl!C&}i7!9W?soc7m4E#KoVxAQ(TQvbDJP2zLj5J5VX3icEe=shj
zEVOx2OkCWZL1FRtOvM;F9vuG!o5b8}3Kbk*jezyw_`k50fLx|0IR16kjobrPe*do^
zVB!=tbX-Yh4vwGQHaISLptJGu|11_iDn9=I05G5<K0b~&l`P@2Qfz#D|8FL@<lqNa
z@$oJIY-jW6F&4{eef~Tgh87<unI0b>*AX9$kEh~2F+Se@trCxqrw}f))6)POYSSh}
z{$nCOhxt`8BINHxCv%#gMTN-!O|U>`jw)MSEMY6bwh95~5o{~<5P2po&lh(N?=z~}
zP%LIt<Z(R!wqyCgs!~*i$en7cVnK1{hh%pc4tErbLq%Of2sjUQ<qDVISkSO^QSLth
zfaVF8r^xab0B9$QQ$#!A3PKSr&RHQu>mburxSSi55gN)HE`K`=G07ltP$Mc_p4#i!
zaQUax!{u27suna49@ln<^MxNhiXPS8;oA1TkxHWh8(>O<RP8zpoo8uM3!sa~jTrh~
zG%g`3#j^OlKsf~m*3)SwZ(yCT;{_jSi~U4KF9|`HA+U}DQ3TdMkH09ePQTm(>l6W_
zz&b@jxB`g_tREE#tP7$vc9YX%T5MfDma?6k`XU`60)f4_pvf0rClLF>>+a!oLf~E<
zUjG`h)0a`;gyD6(qJ`J-o=+TtPDUSnlhYesM_vIhz&{rhUYF;dZSEuQNfQnh;fn|P
zM3?piGi~R53ot|M``?Hy6eaC~Lut!B6;}TXg5!W^_GWU4!YPTV(`Itnq*FjW`(|?4
zPV8p#xS5(Adx+Jz975?wVo+5=m?=eEpK8yKc|zwsW^=P-|G1pFl=IPOkGS?=9i-cq
zN#TW!++#xV=_Xd%3B^3+TVp1{e;RfnF=Eb7IqSp;Y3uD#U=t(15Ww3l<x}FA=j8yF
z5XWpgCC1|Y1n5NP<CxFDX`wjg4*Z3GhH*^V)hmfTZdb2HQ)0FDB!q!F`qf=sbGq=K
zk5&MfDA}W#v5`R84X@naU#kybafo1>??Aa(_8PVEdVggG#WUX*7tbty6djLfUKh?N
zO=NC!PDM0NM8JAPbCk6NBvV90Q|^Cbj#+t?3F#NJ4&)xHa?0L}fN4#w28}$CIhJ{}
z?(&yJB)9Pj{gd<%8{^*<J4WRPeH8$<lfQ=Z9?_KO9!XmxsF2VL353P2N#>$wG{WvM
z9R72$I8=0U9|F!pC%K&Wj}$a4-Fa^rhc)-Qky45e#6C=O?chCDMEfyU5XyOvb5;n^
z8v4I|Kvp^Lx$KP4P+sT#Zwev|W3O9kuVZVuzBJu=FGVA{-Q{2Uwl;Y&+qO3OI62_u
zUxxR6CUr~*D`Ak$`F7#%^YmHETZ>g%kjmcROP2&b`Ty*_3!EHBaX&8El4YN5*~Z4k
zFBpW4SF&{S+eWq=OR{VWy^QW;%SMj0x?4#*KHZ*o_bi_XU<WV|HoSa}d72Oi;bFqV
zU=n@_39kTo|C0P6At8XnBmBZE5Z(~}Rn;@yUDG|Y(>=3ydqV#Bqnn-SsqU_>s;;hY
zbx$SyEQo2Ivskg52%kR*m?OgHbmbpDr$`rt&nfi5O}H(5uJ)x#kuqZEYG0aOCL?f8
zt>6K&@FeVPvA{WzI1)Jb51bPN59`4BQ&EwgjHV_IoZ}rWaE{MH(hXeIhPW7>-N1RY
zDt%)~fpf9rY^*U-9jhOz;VG=`8fq;Mp7T<85NlM5xtGsGUXdDKk5}ad&~G#eci!Ev
z`_f`wN+!)n5dC_iTCYI*6}fh%8Fg8M>9$dOf8TFSGyCQdP+w_Kp`iNmV6?p|cwVeM
zgYiWl9M;+}RjhlQ*Z;8AJI(4kb5=I28`VxRM1Y%A%X4N-pJ#HY`+)dwRkI98_*`s4
zYT*4GvE9-x(Q#jUbB61*J8xVf@~;H)ZV{o3h<t~L8N1d_K)%KLueg;w#Pz7rcKk5P
zn1>roP9EtkFWxSif6O)W<}JN%`nl7U@Gc0Fcjm9+&4S;oRUh_f)f1qOYF4ytArugc
z!>Cm^UX^H7kZ4uFTlHy=Rt-TNnXS433b0ls$MD$XFsE;1piFyJp0V`v9*uv6K>66x
zOOJBx|MSkGW^HeKY62X-hmV4RJq~|Xn*az;cTR~LE+?vKN@s0N)JE!i>m$=I?HmV(
zULR<TPL9>4w{(t$A0zOIj@I;+C}Pq+Ddx>*NsiKDUT=lnWtmKVNFMVohCXF2ZIzy`
z%IQZe1upAqNR8TRz?$B}W%r`^5L|Z5zrz*&jN!6Vjj758nQ60u5cmB^QM&t1NZHjf
z##EIyFo+u=Pr(K0i{Y^gV6PJ_N)9!~)e)e=9<FwzBw;5(i)q*i$Qaq7!s{1>80|w&
z>4?#BtfrC>BmEp$1_<a6Sce1FjKUpOc)+<xn1V^F>oBF}$Bix>Z3h*@{45PttOyWM
zik~2o8q19YmCUnYyU(JRm&*yY+wEc?3>~-ccEg8h0+&8X90H@N&&3uq&4%CdoJqkm
zGg^^mux%4dWb@TdxErbOE+q81$q|7GH(@ulop5C4>;Q~DD9N30nPZZ=6R!JPXQs<7
z8;vYV#?;XrX;F~Tpz~-LI47!gLCEMVBH@5@O2nJVw7koB_d*nb@(j4LXZIoDBKGVI
z9R1i*jY|6^ZI&<)sijyiA1t?*N<v;uW8<Q)hJ+xaW?DiR-p!<hJz+e2f4MwVlJXuT
zTtreV);jLfBscu~!}tN2CCiJf%bzN#%esvYcL7m{EpC=J<}}$Khl<?R<dJMD@&0pP
z5(+cN(Je*1JuJDx%(?fNkhY?j`F}$fOSGYC!&_#ntsCAxYhvc^>jeVTW6LXJ@-eV(
zJgAJeSI6F^T=rHjx#*IMmIoKZ|4Ww=LCeOtO%aBotoy3qIR<?Le?MG1DQu5eDgF{<
zs^qP3+0s;WD;!_i3JufNzo{mmA`D`Vt#D{K1(tvM7vYMw!qJsKmQSD?Vflo-@JYyq
z<)2Pl;bIYmBW5E|FAhdT(UcCAgKeM!Ba}Lneby|shWldS4!I8Y{<bQSID+Z>WBSCv
z!y40n3M$k&@Q=jw@s5V+<Fk--1Ve8jM(k!6(??x_Ai=znF#WS=c4{{O&9CjPPL8$3
zrZ|jv@%VUL5CDBqQ0$GPg3Nck2{}f}ycVy}v~&ZbtfAOAL;&xLnPI(2xbvQVMfTf`
zm`}7>iXw>3763GHno@Wr|7xT1&|eBYM)2fiA|Ri!ZtpCrjl(A-Ypv-!p!_-@*tx+{
zu@}03RW5YjQkxauw~gHg`X1l6_09v~zt}>j-!c9Jrm}U@;vyUB>SlGFIV>Mml>bzV
z7;qbFEy0ZIZ<u`QJ}mx7zhzj$=U@~15$S)mJ8xW&{+9!Jx2Qq}nD|>ntanKNJA2EE
zw~6MvBK?2l(JBX|KWddL(*GA8t#Uy6qgM3@>HlYs#@hfHJyJJwNdG^P9Hm8(9gu#(
zWS2-;SLO60mV)$mHKayuBfy$?aa{>d$K;4J;GdLFou3VlI_Kqa*+lLJc$?=U$>*W?
z5YoTkOK^ohW2FCymg&ld^=tEi@YDAqO}PMowMzb7vFjWWdcgXl)kqrVzuu7|Vg4pf
zHVF?Pt7HcYuW%IhUqjC6*#9C{6R@(3-J&|g&rkvV0qgLSSu+ZESRo*1BVh_YsjlPd
zHus*<na2JvEteAt`(Fu!q2qS!A0MU(+{|JBH)XUU&4k;gns{N4_J=}{>#6T9B=p(J
z75jfCc0<Gd$?(~+e|=Dr*nj4jq+<Ww-^z>qXHhaHlZ+UG0evlZ9*u~Eg1%6#Q{&!Q
z!5+28`AI~gN7(;wq6m~{z?D6FJ`yfs&r(r+W~ft3F{}MRxxG~2=qqV#T=dnD5M<O$
zO9(^w89&(*#>4lP%R?n8??%E!B*g}gM+fy3!~Q>6QkQib9o_*%%ftRNO!h~iBDYn#
zVE{kkOF|hy9NkjH+ryG8?4Ns&327^e{eK6#SfUM8*neiLt=RupieUdqUteshH>3A)
z7JzM4RBj%Cr3NDt;8&x|!W0W9@fRR(CFccXOIp#q0KN<s+NZ6RQ_Vv~7|R@a0ccc3
zUchNzhAYYopez5p0D|m<Q;us<K0(>?0-i*90qw?$NRL*;x%b9Se=0d>5$^2V0BRBU
z)xulkI@vonfJhw44e-wmAO;@RxdG>*Qk@0=$lL(DqvZzRvyhNY4AzAh<D1>w0Mr!-
zBD}k#+yHqtN7`0@Ss-nf{|(3?Qr_$E3e8D3xGHOTsE)~9XA<uG?kwa2wAxL`gxUuX
z{9trBH8>>hP0@+qaiY|WZ0!FvJexJH(F^szI8O+fb<7I)+lJ@eeGm8R+!Ki!=p=7Q
z$<wHWTlkaCGMzvK@K;B}$yR&U-bNGhLB^_6t8b`|wQ7B^iT_ShgSx3^5rBW6Ssfh9
zv8leNS#3_OyrEe=P&?RY-q~7t^Hh6(V|;LLd}rk?wPvf{7;mk-bnxPfSB};9tel`C
z^s`lO*H%naNA83VPPA4=!n;ywWqdg`2>VS(8zb-p57lh!4crA?f!_7Rz@MNGJcso8
zBNkgYWU{3D2>4_9mJtZ2unFC;e7gw8-R#Y-{a3p4#s$mo0C~44K?Yp-5+Y_``KNc|
zTM`jIIr&1&Vu1>nkC`;Ry|)~DtLUWbM`$1OXqCf9XropoKSH~Zj4WqgbdT}u6CSNA
z{xMq7XqU)NSK;#`mV#AxH55i|Rp4XqvFhKz(ITw+t9XS!W2}0yZh&ndwPxr<IAIh?
zNY50e`TQXD2VzLM4g2)s&l|;FSD7a_$294{=dt?TwE#RzaVYfudMh|s9~%qyz)f2-
z8sl`ocF)NE>iE9oPWZ=WqzeK|k9G=_(g~)$|HX!|@Zv(j@FPfAhvEN|)da#)1`IE^
zr7|c&-eq0=C2K(8t|}Pf=SY~MJgU>Ugv<@VKM^;pCY2zuRW+py>*2|d>-t!@hYGAZ
z5eU0Y^#)jlOiB&cWvy2gocR+X;Q(hcNQy}ad%}3QqFf#-DOrYui%3b&z^b(+by)|i
z91{v`N8jlA1vFXN^9!!^l}#nySNoDsU=@yTDdKJT1>MsQ6j;S=Y(m<Kf>j4f5|hX@
zD6lHC)z-tEUu1$+wh5eIsMrCBu_x~3q-`#>S!6ocIVNYINqy2LVa$Yo_8b_olHs20
zu_}6`Gj}M3{Ayljs)AL*o1v?Dj&#Oy0`7S=UJ=|wSN?DhMP&)@p@<zf@iw^U6oPv|
z4%2slQV|{^tcL7VF`-5KpDjk3+8{k~!MI^`OUMKB26%|X5rD@Z;2{Pc)&S4zQH@>$
z|44ub?`QxIJ_|`RaD^M<!gzK89@G`^&aWv6;5m~ve}XnEfM@5fCaxEG>_nDRIM2MO
z9CJWFf&3y>{s>-`2lsr`B;0vhKf^tOJ2L|Mtk=B)QLh*DbER`cJQ9KZ;g<GvH8Se=
z3!`ouut(=qxIgL~%|dQ4&^pV2prS1g#%kmH+WVK&UWHb>HnI8w@u}boqFejxd)uqG
zz}D+Nz=ytJs$6$;!vB!xubS0$=B~h4_kTXYlnZWVZ3UQp{jtfU?qlMQ7+J<7{1G-G
z6){@rDCcqidjldZ{tx%*$YIaf0FZZ!EM>&;k0D|Ph;)oF88M&2BxaO+P8$#6n@o0|
z-dkoYnE_^;B0dqL+0B?Q6@xLy#%1Fo0z^}{8FQ}fEpt|h!F2`CHhHwl0X&OZl?2a@
zjVGl9=j3h1x!XP3SR6tVO?QbmxvSn{k{~%H$J{VQ?KoL5E+b@3yU$qG@?e>RS!(zR
z+kGCbauBwtRY_r6fZh&go4Ca|_6m=-6&Etm<Whyqk5~#$+jV+2YWpHg-o3|Ze~K;w
z;k56?al@Z6PJ5c^0@=`7&B+kUiN}$oTv$4xwb#Z_XEhkBx7wKc6URYY0i<OSOu7%i
z)$zzZ531vEtT>z?jvjgf$tp^WN%dnMQk}7%QsI|hMsDf&<)f^olJHA?w=e^!^arfN
zf61CrI6R>6sZSwc3SO$NW1J)v#oP{iPqkyQ<=IP>@ZFH2YI_pChCk?BB0RI8QXg;2
zv&P3K5A3Nmxs1WF<IP%ovN<kg$vkvC_ShI7<C~0!UoDr1Y6J3@fiSSlz5y8@D*fXl
zmwy8?`*15&M0Z&KewtB}$BsjF!1#}-e=Z~nV1nV#u^ZYZW3q&H5Kw1)a+7f;-%~dk
zcYkXMVnkhpl?_W4Nn@Jn4*Mzm^530@CBony0euvc!@m-V{F-}FY}|tiq=QP`m3Lu=
zKtxW?5*d1{mJ>{K)osSaOTLn>MJ|FFaX{(rAP`Q~U3^%A?gFd0pLR6fVg0)?qb863
zDc!xE`sYGI*WK_Wcs>8-({KZJBcJZ-j8E!rCf`$axBFX9M%~R2RyHJA<O=ESh0a4#
zSZ~)-r*T1+HtEJ(fiJ)`f)<s`tI678jj6JBpE34%C?wJ&<ujs-pc=Y-h!~qP597nM
zTFae>AIPZ5qkl@5UrGIQAyGt^AH;6t(`B9UNnOt5d#WyXe`_V5hr7!!lff+dg_QfC
z^BAQlw?`|6<*_jT?CTn+)FxaQq-I{^%iQ~f@Gh=ST`^q8pLApfC$l5+E*rsrE?3Lc
zis=7C!Y(VK<nrdUHRf_zIzqxa*^99LeWTp|DYx-!z7ncr16efFvcYmUnS8J(jEBd3
zHQnaBn9)c@m5dyXgp0_?0t~1~r!f1}5mA<P?Cg>{R$zYUL|w=?L!1E(b_0AOo-4UM
z&6k9dTO77h<krJDt8`5sQc8$X(R9uAB}qoaewD77+3JmpVGZ?fXR`QD=UryHW>z3k
zWx`Lf49=D<g)>Ul5P_uC@WqgL{$IUhv^upU_3I(mM_Vdd@X-*tN;Q%?=TysuVG!&2
zAsGFVQ$MrE{S+^CS|S}49-S7tpoOqgsaM3xG{;FFxPld_pCPISrGC<tf9fY?Xi@4X
z<?8Txz?S-XhLQTYLZphth(hE~b*Laq0F82KGSfh*J$ykG{(}r;d#8aCi6d#C{%N4Z
zz{5HXw1p})fkr3%??w3Og%Iy(X`uKlBrQPzEkxXHcGEynS75GsdP!-Zr>Zni_#!hU
zgHB1ej#js_#JpWt0@FaJc<k>D$RkqU-@z+1C*4w$vesYfq>tB{g!}WP4`dATWk!-d
z>7<XiMz3_w{3m_H)mTsZuno`LIM+dT%Ok~;GWB8tbkav3WNd!a)Rb;2SmZ>HKQ*hH
zBPV*q0~dXaXFixx>xmw!Ty(G|*+M$eLq1|F+P^nh(tQN{^D`|Y5dIxDAvHg90a|)#
z+V4voW5S;%Qw{l3VuiTHSnxG>7PuVT@i>roTY_gKe*Jp^VktQ}U5CV2bbkmM5qr?R
zJLmr&a9AiO=a{d-75<EKau#DwPAt#1Y#dFb!~*TZNKDT4pgsA|PIz0Kjf1!hRthld
z6y{6d?|AWipfTRwPv-?xgFSGzPa9Hkpg_uz2Yaeb_zZwpI#&-&IGi&e-wCo$OL%)v
z8cnAo$R?E2Y^I7Q;7H41D(sS}{Gva`@z?W<j$<`}K+N>{2mxzA;jXF}>A6Ul*2b#S
z=z6DS7A528lxdMI=+YjOP0jNH8|I74?YoLq4gz5}TN}mORIC!&mm2=a^8eMz31<<B
z9-o}BrCc5=`Pqnsi^vblnaU2ao5@roC3Q=Wu)Cg)AUdE0*l7Z?r$X(bvGxEpl+f<<
zC82~C$E*~gHRk&6iBT%R&TVQ!hKdH*UtW@67y<UoR$I?Qc#|1m@9G;+XgzjW^vHUA
zuaX)&N5DPP9Mee&F&!hQ-uJB)Q-ko+-T<Rqav(i>e2bo;z#U5=^P2aWs+5)RF6e5W
zGZe6#2&6xXR}@I6EB`<`#k(kwPO%Vf>}`Q`b%p|p862cAWt^3*&QORYG5e5gY6Exm
z!goq9%{zEbB#s2n{e$Pkz{5It{wJtLe+>V~;5pvWg6H@wB+bB;Zioxy*$tkfu7C%B
zX-UCz@xgmoL+_+T^v+#kOE-7wWuZ8J9u;Da{8y1vq{LsutMWqVkDG)$Z|TR=6Uf*J
z*33v0eXR_Ah)TTz>6hg`H$m&3HI{B0r}xf@Llg9#d4$uSm>dTTQ}#hbec<cP8d)Tw
zevDaNXO51)^#FvE62r`Gr16v)$1_dd^fI(=8H(^p*o0XOt*>-vflFxpLLl!J?#T$P
zUr>NpN@%_7kQmGDdC-X7ht|)=VWH6aR=mQWacKRNguvUP>zY)FRol@>MY;h_(e*zt
z0@Y$(O9t2xr4BZX2mKLVe@Aax-ShbRb~aFj{WTR|KMD!!@%3%2rdf!u*I5G!cU8ql
z_ab3hGOJFbcb+@G{xliTNf&iK&*XZ8%{_<8?Y#<C9t6T}CfA6tBLh?8BKachBSfOd
z5%!15<)M<GX(U`kf(k|0A1SF@rAF9k9<oQ+-%ev)D8l~xz9dwH9mlK`p*5y_mk2wz
zstFk?8e#ujNrGWS*fU#gjj+EnBf_3)G*yT_DzZ9=vjj!5fViC_(4Ja_inNO&MzDP@
zHC&Ioe-*~Q<hXnGs27d9bC*+Sg65Z|s%j<tFmyFf+#Sn_xckrXisJ5c<sWyaAQ{Eo
zDQ?2209)MsG!)<!;F7PvaK#ECbVlf%N>TQ@9@NN8U8j~vk6p0u`xtX0AI>}aP9%;*
z-~FTS#K6Nk`o8c#LCTJTe`NF>?`Y9?d=`>^;9@w$HT3L8-%(e<zdx#^=)2TbIJdYl
zIX;R987FerWf3^C7>ihv*9VbHq`(!tDlhVWp-H&&=6;O46K7^Dd;L0$i^wXyqVAXE
zj=IZwtTA`n2>s!lh`FnNc|_a;J_0y1>SqvN)Ca-$Ayap{M|}McAl_<L*O`-oU=6*W
z$i|xoL=w+f=wpw`mF|P!pV4j^gs_TDNDaGFrUVn+xO2TZQ}`ZthPVXb+d$qeB9sw?
zpCDq!nZn0Y(lH%udXZvQGTmQ0_=X)+pxtMZ^2**arX%{|dW7!79<6dX)ii2V@>J9L
zlCR>V4EW7>^@vBSil1jH8tW1==_*@(#8LpBuF7xJwgLFqdw^#YM~eWSzric~83R0o
zS;~pn2JdLrOTasukcRX%o#37K=s-!lSpxS@Pz!2sYH5S^QH<BBP24ikUog-6dfWP*
z!#)4V2CncTLBTy6k+2T;{5`9wB)CUEm6aKE{Q<L5UuVrI++h{6{|XYOc#Y~hE(&vl
zK3B;ZEbSyX5dFj<aQKQmz{os-Rh!lrceMMAIX^F#IqEFO9|K|F1?>enDyZ;@10O2m
z!H1;W^WRSSMtV&i@PRu2Z7~pb^Kc4aBjKso4Q=xQS#UcvqBA~u{#z#BX{Z(kkKg-1
z;4oVB*7=BD>gTZ9rItxvR$Gi2vO6B4(8wQ<<arFP0(MZdQ=`TC(8w<f`R~nnYa7dz
zYGu-HLc&E%+Jz_yIp_4)X%|Mq=}jg{JIm#UlBC;!u$zt>xHd9$rX`7;!Nz6*_Jr|p
zs$3o_iMksJ7m=t!xc19S>XvT1!>0q${O9m?jGbc{#{0K`w3oywp?$G031$9p%t{ej
z4?C`Qj&b)fAwxxR?LUGprg<P9Q-?a5Ewj}d0pT=`X8V90*Uo1|3E!40H+>J8yqS${
z=c|S=Zb{KVxaVdUgaH)G*}njJC>iU{mV^_%6igk~#@F9MJG4c5D)ovmUpWqILo+9^
z?l0gKVcm4)k989)MOZiC6?|H-Vck!VST_lub(0yDA*5RhX!b5MYK0742-aPLE0SV3
zH<37kbNl1m#K6NE=l&Wh(tn_-iH~T*I~vZ7&qC4-j0uJqN}OGs8+8TdtbHZn-11CC
ziE~HkE6h!mr6klHm0~XIN&gQxL~48-UZFARhUsK2-PBQSCzymgZ|z^STkvK^Hk#2V
zVTF|ywR&ORmpfwK(cs&@&ubg1_st>LJL;MT^8GZ0ghoTrkKp%ZrYd#Q(IPv~E;6g@
z%vEu);@>AHN1ew|%*V`Pt~1%weKh=0aLZ_fYq1G^gM#1Y&JY(Ad^?bLTg_)6mCqt#
zGlYWQ)mz3K5Pfk)!JqHZDhCuiYLzPr{@Wg{DvpAS#<~Ppy2_Rxu@n@%tMVJQEdxIG
z9tB^IqeUqAAL14Mj8Skp4V8O0(@{WoGaNA~7K)ky6On@zNJhG$;49}pMeu_*C|S(r
zX;`>;+DE${KQt44=s76<0XB$**Afa8Uyg)zQ2c$YCJ>i0&KT6OZ?=-sA23(o)2tbV
zJFMdUpG3kG*il`_6=ZHu{OYctxX^*#;^JQ@mp=*@{}&((?6BkF_)ysrJ}Twn;@``t
z$s_))aPjX@|6EAu*oxz+eBu9KH#A(FY`Ps6*BPJ0#WVSyii>xDtHN>d48di}nMK%`
zHeI0c&pHo|0cfIrrv{g^;w$PX%#RTXhmE@Oqhrjr$-9hq%l|7~g<PaE>bNp&OObF9
z!*;O_jpv%>`Qpywea4y9<#I+Lj;nyM+cL+HDrD|VOBDmdnPjmijEA?E%R?nyw<6&p
z(p3m1Z<N$6-IRxmfM^kzJj0gX38cLwP6_RPUlIx?$1y8KXgzGYg2}l<nUJBPF!^ht
zi)jvthc#6&d1kAvF!^V)Ve&i%RRhbT;@WO-zVM@>7*QP@YwX)~pw?<t_th$U=~U|&
zGS5?`2AqrH26lcJ^-Gvau`K=rkereM^=z3b3aImSywD?Uv7f5w6=CRd0P1KE1)%;B
zydprIuKWRYLcR!4CnSVVAT~h#i3vbm2&J)moQi3fx-9l8K-un?4j-UDVjAE7Y%${0
z78wW;3_KV8^J1_%kvIaY`@`zQz{46={}igzC(z);usYt+V0C;Jl7?WAF~r#9?854(
zD-Z>^u_Rbse%Ea0E{dMC;R7Ok@gPgg(@HSc_PfBN2aldNe;)oP=KTMMY(tyU4JFE2
z_bFWcTS$%!ge2UbyT~OEX9QHIUF5P#FGM~6E^=9qbr-p9gyzQPVbw1WEd5kORV9Uf
z`3~9>ziFsTH$5zZou6V>H%B&(%aP0Y5E^X`*9z)iLQ6bjR`EQOE8PddA2PQLLijXn
zLMmj=KWEm9Pob@HXMqbyeg%+sTgztvnU@qGmI7pU9TH>pempdy_dw>;aaah*ydAIb
zXAET0c3vs$w(Y!{ObO?GG18E8Gq@)CQA{fWC~FU@BO{IGXnlNNysZ~L^<52GjmhRn
zt&ecbKepkR<@ciJNak)fkcGWBg=C(HgmonI4ptM0Oc_X~4C=Fhth~!?bDK4wa933@
z_AVq$YiZSKbk}oZn5XNZeknw9+pa+W(h9LYzNp+js`%$`0%13^YXt3)O{rm#tR;bh
zg2su20~EwU^GrtA6UM{eE0>2#PTqusi^xf#p#6tR>Xsg~cf?=Ky=^oX*#X!`X{<e>
z#!6`4>q|lf?QzUX5n5x~?+(POpgp&p2^lIHw12!L!H5)I1?@9iZ9TK~x3Yuw(lk=I
zUH;OyvB{hHwz0|L6nK}vjHr7*HB1;Q;fH+}#;)YBdG@FkJ#&>ijzW?(?=n@@D&Z%g
zt9i~`#d0ESzUW(UMPYNg@(-I+{E5Qm6!G9D+!i)h`_QCF88LIU4^1zV5iqA#NS|A<
z?td{xRxDsnB#s2k{R8I2z{5IVeljZ3iSUmMnByHSV2;m1(hXe9hPVcv-GDjj3V7i6
zloT)*JIux!Bh|6`p&FjH+ODD2@}M~{g$J%irI>s94CEE5@uhfGUcCGYlW^zv`)wau
z%tOhX8Ht%+Z&d3QH@_m+PBfz~YwX-MTJP`st!QT7JmTjo4Js5vUmlFMR|U_DwPrBB
z=z~L9f8A8A?qOa3Ls@S(tLw~J*|2U*JH-$IZb~iBnGro;a;W=&_{Z5T0}_s56H?>s
z=ZNi<c8QMr+MBalU*OIgmjL|pfxKHJC?f#>93p1yQab_p7VE#_R`Rgcqek2D!ze=@
zZZJ7{eQ$a3kZArf*UX!@^uFomPQw?O0sijHU&WgRzger^;nAumKpoYrDA__NAQpvD
zt8Tn1(W)TPs>Hc%AM$9`5Y&;`svDpHYgKX#k4+A9`o;yytXJh3OF!e$_*aPJB(~(z
zqg(s`ytAlT+uNR+07viPqhMf<!=KeA;J?$IQ{slpiE5hCS6dUck^0{H$n;A)$4yMF
zI?x!M9IH)l=^P6`M&RQbt?4aMq@;aP%$rY=9Hqs&-U_?PGMW4kZa1U#sTg{fSW{Q!
z^dpvnj&(JpMs35un%<*h4HO?j$9{lU_%lYwPBo?~8$zbd24W;`MLN>WcS6Xnj<Kbx
zw1Gj~2zlBqNM8(#T>yKVU@>y2F|LmK6!vhnBP9tp30h3Ue#Safc-^9qqFa!#juicv
z)l?Evq;G9wK!E;$b@-%j>myjW!wLsD0SQwONp&4ptGV%_OGn#5#V|ihgB2?RM3Uks
zh@i%DBf%u|4A}0o=y~OGLhWt~fG~92zPk+{Dh=ZNPoE?Xfl<}xVvCt(!*6-cq~IAD
ztw=N2wuvRO`D*9e71VbZ68hZah`fYXV>h&&Z)E1|z>7X8$(?VRW0Jb_t@~SNrpqlG
zjVwyW)X^PbQBcvj&ZA-Ao2b^Q@#`$lP2roz5eWx;QzG3=rsZA6yB3OooRPRbxrkxZ
zab?dYkZ=)ub_R}qY^g@2{gO6I7>LwTtd}n=x0gyn?xV5sV3YzAkx?@(Aq?kcQo^1v
z9=^F;9x6$B7zr1V6pOWv`!vZ7|Nbz3KxWDEBJ1*FC3RW1(cu;#>aeBF(#D)7`~6Un
z+nPL5VkO@1@g<?e8%MVk@%FIf3M=Q{V?x@BV&z|gE|zFR6;__vYU>8K&ze}d`+9+Z
z^w{#sn0ySV8xJa@?bWe&DVM#KOD?+PqUFKG@c+`KM9{JkZc~JvDC@o|c#c8ez}*km
zP72#2R*K&SnJO8>&z7d5Ti^K7R%n>E{!KLj6=4u_Y<)w+DKPwn-+?Q_@af7Q!zZwf
zVkCsT@JYyq;h#=h-(nGkqhup6FAhdT9$kmZ!M0C<4N4u#K2w%j!+o*vM!635{&p&n
zID+N-WBJ6u!y3z9j0$x;{3Ee^yrW_H_$(wH!O&ZX5xd#N@=;eHNbru5u>7-Vc4{{O
z#jowHPL8$3COC|E@%VUL5P*D9Q0#@Hg3Nck5;;c7d@)|3Y3T+=Wi1EQ4!Fxq!ks_p
zH$=bPi1|Z%q9}6MYymJ6rzM3~LU>vW$tchKrNAi!O<pDf@fqv&&Z63QyIHTbrtg6A
z>wsYA21~_WsQy*CP<=~nR$SjUW*_K#T;J9^4`lyh3!Q$)_IH{})=hhh?3>$RR@a%s
z@?k~yPql~vx2@I^%&6XJ@~Qi<_#^z5VF^QQLO&w>_qp@N1>t`#kavqFWPpfMM67oR
z|7&~8iw8yXT@n62@Mx6-!XLHD72*G&N2?qV{-{+wLij)B(RdpWqetjw4&nbe$x&ML
z*a6`eOm>NobyZG3VkroJS3_#lwhdSlFRCly>6jF82K-aA`pDtg@ThZM9+yqzY=F0U
zE|NTe;zJ1k_wfpU#t8otEz^|^<JaZ`5xLopl%(SiYn1%EVAnY!^MLV3tB^FTf4w6`
z!um~`Y!dzn>tNxPjl%qgk+6>W|B%%LtSn=9s1EHjG(dmAI(*`H^${)HVTF7QAYlqR
zsjlOywr?^2CFOELVg64B!q9O$=8q4RMsfbn9Oi#zMk~@xxNWL2F#pS_?=B?t*~%63
ze+G6#!~Dtc*)e~8P?DH`=9r{n{@vfoi}`0!GA5IZ7=i(Lo$Wjt5eWr(p<1WLyR8#g
zL_%Tyi-<&zF#o$y1mq0G^~psHqgE?>Hjadg*t1kLpBd`ZQp{@qX1Tpopy=~yY&;mH
zBm@~X(-Ojvea27rgz@lA<?>KT${Uby5lOMZ;?a3L#W4R5l+<P2Mu(e#XnB}_hRJ>}
zROGfwHw@sreMu<s#?dWByge+r!u+}Sn2@%jnE$^+7fZCE3iHowwH5RKN)gOI>FbM4
z^k(!vM*nTAqH^(nOAST_z^_J^g(()R%5Q?am7EWdEonvb0r)alXrH!LPBjk|VJvgx
z1E5hA`2a`%H(XIZ0A2a#0}xb4`2d92@CnM65AY<)2WU4|M0&I$&bc>s_EX70i*RS>
z1W=2(uNJPC>tyeo03vZDC%``^fEajK=LDR9N_8CkBXa`qj+PUE&qC4@4AzAh<D1=_
z0Mr!-A~Z_M2{>_cy){xB8>^1j8j~#!RVAJ=r}=W^3#sf%yh0<=4W!Ci6e{HZ5|ePJ
zIdjPW0boaBWBzNPZyJc-`5VTv;6SatzcJbhs?A!^hHUQmcYA-e9gH@D@kTq?TW<&T
zaoCj7fD+AM1Tw1jH4xMv3~p;o!te25vPG}Mzmfp%Vc7>i=}3M0iqjMv21qye*2ikC
z<w0w#R+|X+Hkv^-*jqaov}z-bacs-@XmFs>gku9^@~v78%8b=p?Vzz2+j$_^QyXg>
zOzhV@%=*Se_IgvYiioTV>8?Y<6w+NF{1`67psoAwnXikGPaa6v1R7xr{)rYd`|vkS
z<Gec3#m)<6US(EYa>=S|s*~+TYx2N>YIEvZkqCo}kh^*RcWejiH30wVpNxp){MpNc
zk;Yh~xjfj@Y*a@_s;%}NO9uuvHTI!cgBI;=#3~U?z^2stJ+;x`V7<Mcl&{rpqHawE
z<JAMT!GQr%kP7{aP74qkk}4zb#%hD*;e2Cg`<=CRMf|}xYHgv|bf2^hYN3NV_k%vR
z;I+vKOp@F+QEfuC?OL-{QI|krJ3S^M>VBk$LEK~@gQqL20&tGkz>QJe>aOLr>cMI~
zZuTy4zDC9xty<;T*x}LISi6e+6WyL1Z`a2H(X)VxVe6CcHzsQ1iPzWPQyZCV*ILN`
z`gpyKn^qbV0i%bnwFU;LF<_E*!C|Jg=B{RK9~d1Nm3m{mLbsqbw?cyjBf((OP291!
zrxu9PwI+<|o+)A&NWq=8ra`tw4YJaNbhaSgip+?McYrk5OE9@G?RBfBWodrP+I}+6
z4jpLiO7wt{RhF8V6BF;=0Xczx_k1>KDT{OT)9nu`;jt-CLWg9vV?lQh)<@g>r(qQz
zJ_s{sxCqD!J2e7!5{yB~_1vCT&(~A>QwcYwKG~Y`BuqL12UfwR_QsxY)o#s(1=r+3
zXY~)|T)TT`u(J}GzMaqB85uwLE3MzoJ9cX4z$D^+otw&Phm@RWT*w3@d@0Uu`YGVY
zYdz+tJG{(&hOLDEbPmAUM@>vkcaE8uS^+Gbw&UN?Fkc1D6XNt@5+|1sb>|qEFh(0A
z)8sz0;N^orOr3eqIU3u+gPAX(#|Nv;@#&X_4?1A+ggb>_!){*WDj)G@b?Lwabh7(s
zV&6DljKd3P90aU+ZY;~zX`D+7zL&Oy@Q8^jf9&l@Scll}r53tKN+fI_UK9)4b44d}
z+lR}&92TjB1TK2gU{3F!WH8x-A(F{`D2IPs)+l=j-!oy}5ZZ7^2ucZ4%tmS2$y3ca
zxlma#tw;wqYXZ5ZNG(!clat1OpxEh?#zJZgHvnICm(2px#h0DMBV)Sw4iIykF2c8A
zceTl2S+2=I@GY`O{X7kPf%q$?f#bC$7awyh)f1yX|9c6e|9NVUhmBK4|8t^CxsCog
zLm7)psVijLvx_nl{zU9qd7-v`HsMczu6iN6$ua8_6TVFuR~cByYscja(HeoG4_TJ{
zhH@&Ca+<X1*PtBgHeHLBa3#OiU1AFu_EpY8lVR9z0%AoC`^tQVT@LVEaPqGpCJXC+
zY#bZoqmD(=?39N-N;?(aj)Zl8{!(g8A=7@5=ud9b{?x8fK&dxm-*c2_Mt(elc^(~=
z%<Drx{m!yR&qJts;ir#EyK97jbJ}|2Jz?@y&^OEM5BH*aDa^@9;6apAeG)juXgs$H
z54j6=fw|xTXW7b_3*HRGip~Z34$d}tI0qd5R}inolyHI$cyIy0Vm+A_9!0|Xw9ugj
zd00#3J-$@*DfhJS^zFHz9jQ(<H{^YZO%R{TV53Ku`+0)+L|Nn5CliFS&>Y~)IXm!|
z#MF>AA#9No0)Nx9Iw`x!so>ivk@{4ynAgY6z<1r{x4=B`O=l6xm<N6e#EQ-Xm*!d%
zBp5gcCV~GXMvF<{DA+p4Y!*K3iRnM#`w7$kRp;?GBK(hwp5!+DPrI=@HZOID?0&8{
z7y|?B=dVWS=UnJ&!O)Kw!9Fqi4QYjw=@pcBk<%Dk-;JgKmEe&L5%26}OQeJ+XNMb6
zboJTciPpYwgR#L~-V00;>zzd|W0DvGVnrv3Rk<b!J0Iu3T(O4uE#`_7S%MLl0xXwi
z^*pp&y1HQv3F|9{YpF#Z?z37kTrE14d)hclU<534D$2x?x<s=@RzWsNOl7dkqid2~
zeHc2ryR7l@5Tjm%j#L&=QmHYS&U22yR~@H_+f%2A!tIbkotz+k7sXbeAWpOKfLn&&
za~Jgj^TWf=(v~qlJOadu&JWM<njdfo=K{p=I%0SC=>g02WP11r64s}Ohp0s!HdIXy
z)1p(kr-!BM^Jdyg#iH55;XO8a{6hvaJv!dclgHncHJW`gd9<X_&Pch=IfrCW5K{@|
zA!kLM_Rmynq}(Sbl%Jp|>l4b^8NK53%Fo=jpuoKHBWFR(m{%75Pw{!>x?J;07B}a>
z>f`&wbuqmxigqG!DZmmvnOM$%F=7+Tcbz4`2v>bebSL-3a`COMdoHA+(FEi1KAUJR
zL>~NVgt98o)q<fcF}i&+(Wq5Q!UV`IEPk_$d_CtBvnOqek%S7jL&|(|a@mIBt4}UZ
zO5+8$DZ}n!Utngr*;(>3W|m(EVntUht9@n`Ih=E0)v}3Lo;9sti8RaSq2bcS4kwVX
zzFyftZSip1)q3Ry(Vg7W%Jp(uDX{HMY8}lq<&b2P&kHk#z=K_K2>LKYc3)XC;31m5
z2$9{LV)XgeOfSRFNobQ$D{G+>&Rm0}UL<FuccDD%v(Y(xHsU?wGt#@=b)mqF^bTin
z%$Sir1jLHYNNYT1qy#(Xz+&h3iS1%mI#w)pS_yC-i}Yk#`V11*r={Pc#(3CSH7&hK
z^e6YUbcvjn@JJ4}i8^hIxl}fqgnS6FDd!6r?Db$pKTkQIFKc}JWXhRHweZq2^_*|y
z`*|lDm0O%N@RC&Vrbx+8PBROBkeFu9Ol<|9V~)WW-4^===9r_PHn;V5#vF4p5Gy*z
zT<bN*$Pt|j%bx!g2AOPS$^?T&(uBZ6)1?Irm!Nd%6U@(w8=xPH{^Xuu*2)Q{_*osq
z#4-r73Fr!U9n3nROR@jixP?<^|E13QXGAjv`#q#0x#aL5@in=3TO3g0LZY((4m@d1
zZ#*jM(NU7t?#%6{Cmg~rKct_WzJHh4O};aeitT;ln-`N==R}2aF!7kCGoV%4NoVTN
zm|ur;5UdaK9}N>e4`{$A%sMy32OjN;4mumeGuQI%nbS`m>0DQUkl0n-Szm;N+P~M?
zRDh1T_oK6+0J%g8ap&d&w2}!Kl&3V^*;*n=N>1q9Qh*|NN!Wo+)19I62&?J2b8Bf-
z6D!NkaEX*vgKOb_p?q7yyTMl9KfNV982!B``a2c<Jrw<YPW1OTqQB3L{ys1I`~2wd
zz4W&h-U}5x^Ox{n_yV}v65dDuzJ#icY~vm9Ls+#syyWJv8CLCdFjaz><@7sd)sp7C
zb0XRsb>wCI0iMVjn~z@w$L`!Q9X>#RL|^tlThvWwUvfV;TqmbT?}KZJ#F2w*{SU4s
z1|HT2*S;21DEuAxM;=^@cjUpf^e9BtXodd+diUJv@Q32hk4YuNpNc;}7k~a&{Fw(|
z7X?W_O8i*>f8dO#h4^P)cntgrkA;7p3roFi)8Pql31t_HKPSVVE#WER$Eox~ss%U}
zZ!YPy+H>g(wlpp6jLvC<Z`i^IZN<#QLZVvPc~M#TjBR6HRF?V5A46_ZgZ~7t$~(>W
z&rHIdchBt6ocTN}>r|gO2)8$1v%Se$wb%D-i{#Jm54W_ZtC4xXUzm5>=sni=U$nLI
zQ=P@S0kqTR%fmP7`IF9tR!Y%VZRP2rtG591r=3tZoS<@ku3(6aLD6D3=Q~V?ziz5p
zx8r?_e9iVh%<4LGS~jfTvrXBw!whXo88$dSG`ZD%aQwe%YZ;vI2iOD=wtyMwISDB}
z4QH0+^o2n>Gnb?~7Rrk85!VG+JboM|zx&Cbl0=JJj3+1j(0$Tz_*~|(K)#@peJ?Oc
zSi%KF%wWS}ZUth7R1A(BCkw`91U9AJXS_MDx4a2NcV3(jg88d?>)<zQ)g>OSdI0Lk
ziu8o{OD0FH`rAaS7NCLU4HLIm+phCy+vii;);YB`IWf^_ws*DQwCMI-lMOihdHSW%
zN^a@=ST019lS`~H<6CsbN-im6e#BC~$=cNr7`1%?%tX8-?A<q6e~iY6zR6m}al@bS
zH(AfH&$>%vRA4j83wo%!MH5>3C8R3dSg>;Wzsj1m+l*QJtb$A+_jw4UEub06oQgkx
z5qqh}pGR3u(Cy@5&5v%NPaebvpVwOfhMkrN6IJ-?LJQ8DAFTy4TEY)CueSzhZ816+
z01-NXeqyp6RQ8TFs_mr#keaBrT5yhd6|bV>-x=irMY+`mU8;}ogHzOz$btGeovFU3
z2FIntcOS(0^486ObFv3a946Ty6<%W5#NlY61%^1x&Ifg0T5gBcX9e#^!ejuHCcsRe
z|AV??axxAo@Kutf!HN~ZFnlZk#4=MR@r-^_nZbdrch{QD`Y0$5=2y_FJd);JLYirn
z4Wd36Ph6F-3TI|(3y+RA_cIHl-DeW?aJdXs-{pNB5C;B{pLSGG;d4GdR5q2%ZT|1_
z9u0hsIUy>dJFI_?X4K@7F*1eU{-*DPyqEgtLP9?p-SykMAH;5G-`=GO&i?IPo$<+U
z?`HCyhH7E(_`MGV4x>eHtu7?#4z(?S1K)LVKX-SAn(XGnadt*g-h_WHS7?rgMhl^_
z@IRFH2Ejt&=KMk49LrmBooBdO8D643>5~jU<SfGx3H8BFw4144<jcTfL-obt7Z3@D
zFBY?}&N3^<o-jM`%W{WQO&mW*!bK(yz7k1%ibA2qBpH?^%4t7JH>JMTDf~2aihro#
zr7C?VeE2B%WWsUq)d%pr02!U`L|w>dpH7AbyDgy&xjoUBgpykvwo>HQLjl!?X1Q0D
z5F@k)e|;vmcZ=5FQ#~*-mRPyUyG-P-ElDyW_Nx!gX103cVrcfiC7OMo_|R<XDIGzj
zF}^GM{?jh_5R&+^5qyDaYz#i-1m8qzPL7YGk1tO6K=+6__DkvGvt-}X7JAH1^g(;X
zP>E?_6O2^JpJ>e<qm#Wve~EN{_?lSAEei#vXhlU>mK>jGMGGW8(K>=+OrL0_EB{Zl
z5(-809zhV?W`nXN+uS(|1!@He)CwVPE8u&r0u_s+88N_3We2Uom;ISmYLyHx2v+{R
zT#S38-9+LD+U<{a69W%xw0jH{tB$58{BMA&0nNrc678<gvygNJ<98v3{U&D>_(olU
z*=4dM;QJgkVQ}D^@~7B@p%vx0Hx*^m?t{oyQs`IU6`C38t-Cm6(X^{R;`(ZnaOaV^
z0DB{kW(4)VF=>CXW-rjYz@b1k%-c3}ADnZTw@?cV5~FLHAM##i9Trr+BsSOwi1&w0
zE$gPfMG)`D%<4LGSu(7ExBU<@W?=0_m|^{l$*S%n;}3URMkf3;Hld&3?k~FYBy@ng
z{}sr)t<^J-$j=e6nS;B3)LY(sUv$S6?q2v~clW>n?v7gJ2X~+9(YE4nw`g*5_2mh7
z3nB9(mI8NoH3UX&?*-9_7l^%syZ;L1o8a!taNO``40oSyopCK_w`R~pDB@8hD!o^j
z=JTW74yWZY)9>&en-5lbNNX-E{QbxS9Sgsb)dWmQV&PvguyBEIGt4@PhQpV>#`eNK
z9m1<)gb#fz40PFHY<vn|Y~NR{j}HzMht5SbEeki-E97X(uSS=dz}>{epzz90q3ufG
zBDCEQxY<G5cb3~>1)AK3ged^0x{fRRn>m`T(2u0TLB_{{8s!w`McXNsjN&W-ceu!d
zxknmVBIbTqxolOK`vD*fTqLN-z})envg}-X%f;O9&#1{K0wTlCFQERpkSKz=zXZFX
zVOliH+A(*X@kz`*lkYTCHq5>ITkEnh_gwPMapufA^C9n%vgASDqoTYC?<!Yx6!LEA
zTPST0hBK_lyX7sp<TSiK7vw#3mSh8YM;mH_7Flj{L_#6&w-AXQBk%uE?vScU<nNGh
zkx8T=^8WRbI;PvG@by5n5b~a3rTznGyRGIUi6Kvgkh3rOl2FJy4qGX5>!E-OdFLKh
zLX6NJ6hYok`APaz>oR*q>{rNpW~(=z1kFw&?}r5Pz6LjR$Cx=}9FimC4Z7potqjZ^
zpTlRX*eY)}8zQ`TvA}%_j7`Z{d-kZD;w9_~Yv(I+A*tH3J(YSz*peJrJK7w9wO@gP
zOISNy`D5(_eUZg@H7=&Pm9}B+XIim#6eNJp+05FZq6X9+70uXJPHmE*4bi5z$fdqF
z(oQ6fAnpE0J2CLEM%sT3)#@5FJTcOacQm9OpM|6;7&;6w;yAlVJL(F|Ca0Bzw9`hw
zLC6){xl8WnXz}?$7MZ6PVeyy!$R$$XJ$O|fvR*R@ciz^I$T~lVW=1geHM~wQG~Mev
zoi-fZGEj0o<^V{amgp1CJ<?sNgtN8Tx?_r=>|Ki6SOj{0iCJCeJ$;{)z=uxkz_)_V
z$q(l;Z#4Ok*_qdyjOjiO{y?*39KzRO6H<X@z7_hu<knUcXK7shwo$*&odqtq^1Fe&
z+e$P8SAItUVkwYc*C8?1o-cq##Exq3Aip=_un^?;fAI=`#*p91Trptz6|ElC)>ciZ
z#9HV@NJLJkFyH3~`*MADm#JK?H<%uNjy13Fd@u2qIcw#_sQnXT3yfMB;LxINwf1Cl
zJmHkdyKG#($r@02TvSBw8%UVeib_<`4b2S;tx(=2?Z1S50@|I1*svU*2B#r9k3mkG
zzO8KWvSsSMWy_>7r6BQudc=d*^M9(VQ(?Y*5Vxb#8u}L*3>Sgx^8(zqH{7MaY!tJI
z8s?3yz(dO-J5({kpF(ThjC*9MRE!V>AvLg(Z&%sZh(wQL+m&)hTxr7jNVte5EEuhi
zsLiomc9l_CCLF6v>X;tecHHyYiMpU6a5U-J5x8eSgS~`K$?X-sB$V9Zu$3aW9tx;p
z+kArHcF2RU3Po~%At|5pQ+r+sHv(fiIYN<GPJ|-w!Yc|z(v^QGl41p9MrrlPq6SHB
zzzHqjJFfs&N}EZH03;Q{XoeoCsM@Sze556{K{{H3ad)FpCl}v4^hhL*gdY7vkHo;k
zI`nu5)#xDnBSVjPM+-gTvye0cmoOo&d}cTFh`KVl=fPv<!FfpVU%0HK800Ca+JkV|
zHSG1NwOZAEiA}WfIc)HWp0g?OEyyU+;Wy$Hvm+_dnJiC5?d$nnlW^xP{TO}J4ho-<
z(BrjQg<f&Ti*lWksMRuU3p(1y=aIgTlj*&pX~u2O&XwBx(czSlRxF33oyHnXI?Hc)
zu&3Fmj*e7Y?bSC_$6EbxWaXz#b?P3y+l}XcRpFnSRcDRp(-4*?r{WW4b+9XMQ+-df
z+MHT>10G&=u+hA;wesev_Ws8B;NJMo%3Es9R=qLaT6yW<#TTy}tM6GkK}G0i3wFVS
z4>EEm*r`^0+U&|`=~{<dauqu<wQ9660zWZr7?!xsGOyx{^+Y7`cuffS8kjv{X7Y0;
zKf1HuKX__kfB0E!LTd1I8O{UCgFMn4_qjJmResBzQ!X*qZvc6>6_Fw3>J-7R5;0@%
z&Z2mxj3a%?XtPm(A}I1MlbnS=bDv-x_A<=}^1bHAfHI9rc9J|<NQL6(B7PIyWBfR`
zxBNJh_z}A9U%JqvRSx@?qE`9sUwVc|+ludB5=~AnC3(^cUmUtC+DVCdHkKaCp|G-K
zTt-OPaq2#kvTYtbbI`giep0sEqg4)47PTrVWedrN;e3nkF`kWkw63_EiAI+yXMV&|
zK(nq>u~FMcU{>ipX!b8S&k|_%3LH258G~jgY7UMKG1EK=;q84CX~{*P6JmDxrp7+l
zyEP66LhfzE?nf{I$7t2>ful|j*4z8VxsPxTQoFWqDi{aXQDPKAi9KmB;eF6Ucyn!=
z`*Y-tzHRQ+tR`Sqau?6|c04Ioc)bA(#XfXlAv+Z=i4~D|5mejsb2oBscQ97FyEZmB
z0PLjl`x<y)W`jz^H1^iVYRiN1hInrTob1M!;$=lJbI`4Jj`h5S^^HdZ!sK3wV?@ij
zVOfB^;Y8n+LDVC}pmslCYk~jde61?LKqg38EHG3(CxAqdhZ3Y{JDed%WgwmdH^(On
zCqPgA0qgK*${iks_WT7BPIMi|D;4+Lp0ZD_626-wndv*|mdDCffu$pzRy!n?knw#u
zJ~`G&X@$)5W~D11uK+R}{I8VDKeg}eOPY8a``+-OGT8}DO$EjdaSnHm1}<^^r8`VM
zev(m>hx)3sW`9Wib0JXxcME@p-Ox}snl<gHo6h*;zPC)ila$!@y>)-<>?}ED<B>(n
z*FaIs=L^o`5h2`<NJ#(lL?XYsuA)U_AeD6;#^5mALuVn1c=cege&1lQq*)tX0$=A2
zmh5ZRYU4{XlsE56^x~hVtB{LSMqE&ey8;Nu^OB*s_;6+v_lAs`Jo={;cOCW5g@mrS
z;bM3_|7Ni8ChSH&#nl;~RNPFyrz&pux6VqJS?&g9l1lnki*}R1Cw813_xQbU06lp8
z-Zyg6VYwr%JS<C_L+QuJ{iO>~FL{eBFUokS;Yc30J5uUIcaMkelC~Qi{*Bq~aPlbY
ztlkzf$;+UhZqdEMCV7{Ps05Wgjm8)`QE({7aB~tCADUej=h*J4DX;|Ad$3}uj!yxW
zGCp1#X~T`!?`qYWch^U1tqi-Z#d4V2rQK%};hW190%gD7NL&}|3d4Tm!{YXP0kW2R
zUg8$(;bR$fxtQNbD3k?%lzQkwqKF0mBkV>#3$C+1X~8o&pK8IozqPSU>1N}XRd*q~
z@H*%5OR)<ctr(UESA5RbVN|JQxJFD(u(E=dQAgBv|Bnlw^J>1dkxRr%cpZPzk?Ft8
z%E-HH1b<ep2CBvJkCCv;;y4*)x-_<|@I@9_JE-7VFfleMzO~Y5)*+Tu9gB^yW_y#V
z!N)IK7ST)Q1<R!{<IBmvNVkG6W+fU;l@xq}N!a3XtOzhMICr;M(=9bf*Th2|RHo%|
z&~&fKTB!p{#Z0RM`?>^E3HF5X@Je%(Bo94?U#Z1qNVtevu!u%#9E4^IGt{xEq;3_M
zETfQ2zS;67Ux`yfyWW?C5?UOyQiRq+`&4=`kESMMsOZrbcb6m>k-1YxUu3p=BOJ0|
z9DQ*i9(@rf{lz(bl?#Sy<D-Z(RD(T}Q?MQztu-%@n?Hps>-45jcL5K*5PDzo;S$;X
zeu9@csf=!pX9-!*K(AEl6%m`rk<pDY43W|OdK3-H=%y?GjBd)mq(B^{=5ZrvJ6z&q
z%IXGiXhk%28!6pX0+T~yIm!NL1GPZHfP!uBlkk^!J~xp#lF#j*&rJ+Gtn<0wic0im
zG&Av05_m_;=f-Ct=>?+eA%gO=o6n890@itdNom|dQ(JhHg!m>4j}6Gj@n;%%wC!(@
zJEXXu!Yec#Mcgr!#Qm2h;m+^%V-h!TE@Iq_<Z!Q6^?9Xm$EmM_fWP6&4N_m@%c;S5
zSu?0Av1V}F2IpOUpQEdF$|HgMN$T}Df15sqD_x!0JLlqirml2T!XoEfeA}$9GxtW{
zdd3ADAsuToH-q{EwjQ1Tzs?4*68fiSTX-MN!zQGrXP*$IXOpnTo$5^j_8IQHa7n;E
z70A0qIWqD>Pa<MQ0`@V9IWU=PoP18p`S>OijFr7*#)aiG!(|byIGd8Z*i}%C+Wr&F
zO7D{wkH%r4<i)Lcg+JruMbMO3`E9w2nwp8l>3=ah2rgOv(>|U$R1>Lm(N`BSHz@jC
zW3az5*;HVaSU~3}&xCI~_N_d(jDj|_Ec}1iXFVrz8><PJkc<|;2)at2lh-~nNoOgK
z*5JF8a4dg~pgq?6fO4hkch?5u+tu+=x_Mi5f1?rXfqgvfS_{bz23sI2u{tp^Rv)SE
z83SUC;ASXYZ4Kz9V#6oc*(YscLpH(~S=f`d4Ox`^*LBD)Ti2YL06q%ggdE#uEvSwi
ztWLFpOD<b^<>0{XEo+9ZU-PWpLA@1>*7jB>$J$zipKM~#jRs#w+?COL1GPUkuAh(U
zF``wR@Kgq2k9e_4P{0<0xKn3OV2ohHn$<DG1iB=3DotD@%#ksyvy;^MP`M0O0s3hq
zoG?N-0;x%z2}`u&ov>n#?5#}u8rt7zw$ZX2AoHSZR0|TK>#a6sgh@5HyILP38v_cl
zYRP8usMb}-ApTixE?FKdSu?Z)|E%471O8ce!+QL)<+dUE3!mK`xpT?#fh9spso<L7
zAu73f{jT+QP1f5}^lR<bVfk}l$vSwrW?!>D0!lX7tjQ9|ds{cJ-@yw)Rks;8p<O_5
z8!Y`KCGkVlv|${KGFVntz_<w%);7jRu{Z0mwc<yxWc~JS>xl(7Z4`eutfRiepY7Ds
zEw>4#Jo9EKHn3!qV9i$XXJ`YxJ0yM$3ueNfTd<{Tqq}SH@4%AbW)*|Zocp5AwYNn4
z-@Kmc+_3)UHArE{n$7Tg0R9TfJJxR8NcY!ny)pW`S^V9$UHsjCee{>A+_7#gjq8qe
zqA5GB-@cZf->^;4Uq8H!e&4iyllZ$4=t6xF6LxI4p8B_A!_Y82e`Z8y;~Mea#!b}T
z9UHe1b9QXnAlkEOgSfwG>lS)%^BU1E7+djsgQ#!wR?$C@IJ&>(c4GdHtwZAZ%~3r!
z-z1*j9JPB0`2_78x^XMLH*}NW$Ix)}`&LoU@ESpHc+CbXH@s22Hyrij)`<SCYw5ko
z)~>yiD6%aqjT1-o_wpsnE77d6DiGSRbXa|X8YUia#I*UOnn2NGcbg%G@l9rYA1T)s
zsXU#xYsTNm)4_*n&X>c7K_EcG=Qk5I{Afl^9+R8O()kGW&xM2zJUSjs6n-4Lq2Z3?
zncEYjb;c*NbTau)^Rz8NI`gf>6w+DcKVR^%EJBEh_~Ye@fX!_j5dH;cl<Dd3SPk>*
zky-J`taxNr#M#tiR%9k(#~T;Sn+NH~+|7g=%L7PG1|KHA1a~vO1eY_uM7J}(Cf5^x
z48WUW!i^uT1s62FM#oUNq4JJ$MdQ~K?kFp%xuo)b(k+eY7_O;&BXUpWZ)^j)qw$;A
z0^K8J1+5PvcU2OIUDo(ba$Dmc=(@(&;JIm++a;&ajg23GD~p%NT5xCMyWrBsm*CdQ
zOLZ6g+W0QIxbZc(x$)&NxVm_aloRf5Tm(u;D(Lpc_kl&St?2&7_t6E8NunDp?}IC>
zuD9N(U2j&`+qSFg?bmD9vYF^2%lqIa%WH6z<u$m=@)}%bc@1u}y52}_z^<eFEboI0
zt*(cL<u$m{@*3P}b-hXQ0o`i6Pc*@`mSw=bR@Ym%$ZK%3)wSaDj?EiXJHh3~GDH(J
zPL>DPTV8|vEw8}^SJyYG^5BZg`{0h_HPHl@T;0D(jSINu>i(^YC*Y#X`{1Ul>y3&g
z7$$iiTy}N6R?<|id;ApLckTLeyyk(H@AlpiIWeCj(m7QvFXBj%hSHHIIG~E~Zv1aX
zHwp!!j`?N!s=&q3juN?4APQR?2cnWLaaM0iiawp2b5Nd;zQhwjG+P1Y>OQ$#4%%GZ
zr`S8=%PPvL`h6N7k0Dlhju`q%O&!aZtNtn>CHZsJSqd&&YO^P7gw~WhLMrxmEfOve
z`|A|^G~F#FbxdC+ho6NZ$-f&h?n1tG@-}F&8&(?G719cl+pWGNl-%O5l_Iwu3aIjP
zd0;#tMn&^;?=49(jQrfpR&P8XEPnFSbd%!KbO~q?!f7~p58y+Hy1{8F^>)2FRzFmu
zG?t~S=t&R+PYW{Mgy)p`3z4}f+o^H^l1*m%&QcqM6%xk#<uD>8=L~0$#Zt>yT$45y
zV);cpHyA3OC0SaGl+Kwq%rs|~TR3x7DraEDn!*=&lH`g%8J#2VoN11%bm0gn*yVPP
z;FH`O=}JcD$REu#M=r5&<oYxjQ4140U)1v?cgi8DbLuZ<np2lsIJGK`Qxx;DGl?E0
z`BQ|D&Xs?fX|7yl;YzA;z;KtHDflGG6Mr%~M;@PPj$CcwNUHd&pr4&D>Uoko<&e}l
z_1&4~)U{sDsoL$sGr)vrsildfQm+W#KgVt#TqB6xK8xlZ747z+EC1a-l&DW0KBaN<
zRh4bG&q=h~2Ry$OA``;c>_Y|gobk+WH&FdNH!b{EnO5e#*M~?P+3VxK*M}H*Snu^Y
z8CB>+_($&b!8_VsAAA;)R$ww}h&imYyVnPG1+4k2OWNxLS?uu1hSpfEHo>r_j{ZPc
z<ce5KJp(yH%6chYp|R+;wIC}VrS|t+VG{1Vu`l=cAh%{@YtL0QFkZWQmgPF6UJShL
zlMJ@ecw7H(=n;a9>Btzy*}zZR*UsVC!k=_b7o0|ISRT-IyMCY_zP0e{rdD)Qw<0@v
zZa1rg?=<)Ow-$sLs~s=NuPiK#3N%43?wA(fLUfPWwgYDGyEEH=>yCxl;TSdn<(GCN
zJtrZi<X33|8r$sN?B02SJ3Cx<?>ryKyG5kc9+N0Isy?6a93p1y-Z@U{a?GkQxq-)0
zgaAS9J`<AH_m(RUmCqHISh-?x$~K;^LTl7E3_a@oHl79!3vJ{1KX`>d<83^PNC<2@
zcr<Mj-p#G}uJmqT3dz5N=bRy&d?;yL3LS*V;rO}H<mR31qD<O8${JMI-BJ+eEl5}x
z8qxKSu$rLj$yCQX;WTgDOfylP#0$vJt=&@_nQX%scH(1FCz_3Y@b#TR_)aQp1Zly>
zrLoZfj^%?FMgeDNwQJQ;EV~<LSK)T<rgPcr<3uppf;^?=`jRd_v%IP~xc_&o)118q
zxPOA)Y-vwK_JHaTui$eT6?h=P3gpL@!yr-ZPqg!p2~t*14VC?EF;V6^lwJu^w42Bf
zq}kba@`G|Yub}7eAz=!VsIKEs<lT1CxlY-K%HFX?wN2+*4ueX7j>IN|^dZtGdAud5
z-l(P>$xL`{(qag`cArVbz<k}_aryTUPn8dU3=odR)5wR%hsw(GTJz__FC^Y^J&f+L
zK0YO*Hjh54ocMF7k1iy1wBI!+{;Ajv4eO_A&YlymGe4OCl*xOtCbpdT?r&Y_BEM{W
zvS|BSCW>Yr?L0n_TdDFDP}fs~wpnovbtdF@grV+jp3QCL%D6Iiw;<sn#;#zV&3H*2
z(={)=42TxWv&qoC5NNxtYK%OaeZC}=+~Tm6BDWq2sPb&MCy)@MqIov2fi9*^A}%)B
z$g|08^~U32R!ipD&}nv%Eh85Im&dcX2BG1@%H=ZcRCsPqZwjj^y!E$1?@P{U$?o@w
zUgD&XF}|`AvY;)$QmI#jw&p;_P^$$p_NRD7=it$mKQcxkZkkId9?I>Y4H=`b`3myy
z3{XrDsb}J0RI6Ns3Rc~SPA4tbyzww1aRd+Z$HRz$hczDd7pOQNN7E9YeTR26JPe<O
zqzf3;2{9NnyLcGt3RvWuO2Wg=AUtexVidL)?c6ny^8G5k)I7Zu^J~9@ydpLJ240ni
zlzr1A+<8YoB4vV)8iQs8HM`!Z)(b(qA{T;Y)MY&$&oW{XSa3k8o@Ue*9XzK5Rr(jR
zclg|?M>)%V5y<K!v%1dv`yR3~MsixAK1ulM6iZ<p%CbCXhG>b&At`++o^p{B=_~^h
zJ{6mg3Tx4kqRSz$j9+et<3{A?0(*mNUFFUX7hLNyAn&#URG^E2Yh6Ud3|wo#<dp$z
z*~*Auwe~U-l$(3Ym`&v~#$|b`xSRrQbroErwgKo-@1d>pa99Z1n!qdk8ADsA8m7Sp
zb7|TqR*xqj9qF2Y|CAr*dir*9jzoA`Dr^h@832x0=H`8gN#otDk%j#y34P7w*+C3n
zi*W{qZ*~xtm$7CP9v~HTd<hb!#kP`M^zw5fEQ89z1(nhINQAHeWT`y>C{t)p2A<+>
zLw~nirYJ<^4L}%pKo;CURPdovXg(DA5tRkVDh{ZKTTCxMm{C`XJCPMBS9r?%sfR8k
z^r)^Yp7J5=hK8q*ZMEYmI_r~oN+#!1@s#dwor$}n?b6CdBa4zTU**JgDdP27=g~0G
z6V&6>z+RS2DD>n-L?Y}hdh#6<1vwpZ?Qs#uhyluweG>^6F=PeNlLbeY(=lDo!oP%0
z6+%xkG;JO<*v)s2c&>IS|AHjOW7rgWg2Psd+<GXWLQnWC&!y6XunNU<?=LBz^HY0X
z5ksFN6ptbzLh)Ck1X3uTuKYvs6hkA!M8OmmO-phE(s?0~cZHbUS12QDgygB*py5Mj
zf0~9`!mUO43k=B>3(pgYBjI`f@H{c_unx~(hsv}X{*mE%yrYHZ@mWavfh*Gx7qqh*
zo=05)r}gxb!t>(DfrHgLe47T2=-s)CJ}$O%mrO+D&Z{au4~x$e#ph|onJZOC?vY}T
z;1x459`lLX+OpRq+<9+52JDfu$SJ`n#itpG+iy&(-79>*I#>8Utx9VY-!_bY-1m{@
z)GpF|<+e@c{4`<_4ngYJ2N1-|O@-?o@!k!aEy61NQ?o8jRQND*Ift-3c_hDOR@a&9
zf?@p{&Xdx{pWEH^V$9yY(PUfqQS#qzV;QCJ4cLTKT;h1KAB?0r?qP2riAUX8;Q~p#
z2gtiEs|;yZTW#J&#0*GcA!Cz)MkF4K$cT7_3B_OamJ^>UpA*T|N0<?1QEW}YAi4^v
zQQHflN4>`&-h{(K7{q_!75<Ddh_lj+f(?q$6i(RA7b7|8bb+s!ABwpCR&ZBn!%YLe
z8Pl4mjnwznN5ltbaia=sJQ0o|Y(9a{>5NpzM`~kmy=RKhi#^T8owdY?>gAAR0{!2t
zgN40H31fu!BVl2?1S`MIY64cy4lJ;6fj**zJFKE<M<HQ~rm3#u>LNERu$JsiP}z!~
zBn}#T!diq3=r@v*!=xnxD#&Z#&MKEZ3LrQg2m?3l00BN!YQ_g8KR|GT&Zu}s6gBck
zOaoSC)a|pbg0DXafnQENb|Ik$GF<_Ki?JITU_ge@4jAY|kpv7fM<Nw4=>FC+eQdf2
zF&myN(#C9)F}E3!*i)T{CnBLDv8eK?@kpzi9+6N8!Y{!pf?D(zL8zl_$XSf5my3Kx
ztyea0FA^?d^SEBdo5Cjf7gXfQ2wipgc_npJSH$poAnJf9B)XJOB@aOzZZ5DP&j)=;
zD0#-=EJdC@6jLD!+)+q~SJ8bLZ-*|Hs0x2|W^C;<TfOl((DCHHj0eP7csGFaSB*Z}
z73`Uu5*{LL&1jG(uv!EPN18QA`xUXT%95d*Z-dVhU3}3+@U0?vX~|M;FURDb0}v>q
zmn-zI_Au2O76tjN*_SO8vxAsoAA`{>d7nx4I2PS!!q*c*wzWk^s`6EY70Ll_p|uj=
z*5BY2fm?Lt4{lMsnL<evW90VUw$J2T0=Q7rRzSFR1&P)Q6$OvigV7Axq2hySl9>&6
zQQP>`79NyK5AWS5MB)hC<qvle0}pGs>$9j{|A+=C-i?BHG`I_&g`_bU1PL*AGP`gW
z>I%$5Yf6H<o<_S-P;EKf)vWD<FHttDc=QIJPt+S6@nUZ<@Bf#`LsIXb;8l5`*UwGD
zok!;Y=%ur2MsTk!3A?N}zzh1i&IkI^Yqg?Zw(<OvxrTnRUU~pvm8`MS(1Jd|z|LFf
ztk^}i;RI%Nox?yptT5Qw8B)OQab`(ohc7kx*Gn+WGF;&$*n~a+!#23H!UYUl59Hk<
z0SdK=Vgd>bTSLTp1%_37%ZWS6=Y&gKLa{Xk4C^YSMr~(7kK)BoB|IG?#b>}jDTw~r
z@ThZMp4oCbeE6t&^B_!iE|R<)hlRkf`|t{X#$edF8K%L8hiN(|7To6|Md^=$GnpR`
zyZF`^55vRRXiXT!fyJ~3-|@}_zdYV&ChWzm>4jZMg>;>Rgmt9rg{&rE((E8zuV>9D
z++h{<eGL+(D1hoZE-Z2*UDu1z&xLfQ2}cQ7*L%xlkixni0m8r!JJy8{l?w4;={45%
z$&9)^fB>~Q=3~@j7ZQ4i-4*Nl6m~-ktdpIyV_o`CB(bi{kx0e5y1%u2tA^lqv2la^
zK*lWM#&qI>cD=)SfFfr?p#!M)sR7D-XxD>8qQ_|0FHt(=9K{vPMM4d<>*q+gh}}y-
zL(wjIZ?x;QW6J5Mu8QI3p_8ScT^UMwGBn)H$2HKd6Mac2dB))^MV>trQ=whlSxAUi
zQMBvYk|ZQzze2k*TWv+Vey0!6E<L^yA!B?&+^>z)F|SQ9rX^!u*`o=Vmw{crLm$nt
zI^d1|(B<-g2<)0@)<<fq0n!}2=pqfVY&pQ0T?cp$wOb$a+h=;rpWtN})h0f^P83#6
zTTG@>uZa042hNG}l)yRfLL)~wCtdmDoCGlt&PmZ^KGWN9P6Fmv;F?;)IdvH{w)Ckz
zKiWo?#2c>?$6G%@e}v`T|7@}RrWSJ7COi=tLCa5Xw3A32K|B4?PGaC;jdmVFB|C^_
zC`LQ+j)r#Pvyk)#qg){d$7UDpL|uWI>vu{*JD+MrJ6ox{`&4-y>ujZN?|TdKk5v1O
zcvT+K`MW0J&incw>1@sL{=Q8-G^$nag>qh-CvKa_dC}^$Vw|>-{O}yZIQ2eyAe<MZ
zkCKLOw)z0z{Iscd-4QeYO@5y+tLw~p*|5T!XQqk(U(02bW4OTQOwM&5DF1zamVpXC
zi%m#{Hc!wcJMLp|Hu`<bofj_H<~M-6Tii#1a8U?CVVhqiVg|N(3}FlMj7DRpU-CJ{
zdE=W*FcvOypON1RyKbvlvCxO)w%qwZzGP;&1fmpYQ{c_6f@;+E5g3u)!<+wtGD`5~
z`8YuMGln-4`3%}zV*@uetrM%Ok0NF1f`RXtAKYAfYYc8yA)3)@<B5Yp5R-dda&Gl2
zgCLXU3q7Pc*B6%l9J!{$pA}XUuyJ<a&tGHBDC|%x`12YhOu+%wbzEuWhCjDNl2PH3
zLf={1qzg~939yxvp}d>^VzU<St4X(Y!{stdL7_JTVc?A&3dM&?;rI~che8)18{>IV
z)Ff^(`LAcx<$($*=yNai(1nDKx41%|cVag*=#y-q9r}z|e+Y6ymfko0-04bq7lf2L
z3(z(t*hRM(yMD7*?21~I3VJ1*n_q?>=v9+nS!jgA=fUgw5w-9^?1s|_lX4}&?M&UG
zH*8<h>i*WHJ{F3JR#qK`PvL@bZ+0H1$f;DAAlmlS;B=N>r*?EcgGlrk<Nj+D66vaN
z%jsf@A_l0*?K4QY$mF(|PinEDfg{_w9ZGEKv{>vfm()ky+&U^_Cz@OGspA*K$dhsj
zE6d~_AE%937w*JHkkR{520a%UD8iq(VL1(!;7}nY|2#3-rGJK!ql}lL<Q^SSz(04B
z6FOHE_<!oL>9Xd*I|ck_w%Q8(e^Eijml)ezTWX){#eu^{SMs1QvA;3AX&AP~UeaxA
zY^(BYqH^(au~NI_4h?ipjWL-o#THI@o`-#Jg$WW1=9M62C8r`}%hzHrwN<b*U*QX#
z)4~9$)GK1%$N@{EvnOEb8&CxamZmFzSeo!4f~5%n;FGfrmVPn@3=^<)D`WpHmCwK;
zGCv1Lt>d0Z_&ymD@P?#`#1Tl^ACe{p9@dcbR#dP}Xo6x$8t-V3G(HPSXD~7uVnB0t
zA!*bV2!^aK36ef94U%RFB`o-(UP++R>=ou_-h*5u1#jY2dBF6fNx1WYxd2S-yqb|c
zxLcF%h~5G(czTT&Jgrx2MW}5<`loXap=RCm0I8Q{4wsJR^#M-(MpFyB!=L^*^=r-Q
zI){UVSfT23vIK#z8?uWsgZzle!tNvH4_I49EPNL>p&tP2kGb>01+e}IkS`6R{V);h
zAz=Oa-ZJB}<uk)2fYKGP?kcE8Z4W??dJkCtAr1=x)<4B7{22q*PtGzBHq2U6Jh24-
z9V98eGjJ~RW7e148e`USLvD;TiW#umj$9uC%#zJJPH%i+*HUfCeGs{#W75A!vT1fO
z>C?*XunOCsf`lnDpt_Drjog^@&7PQanxtfG&y_J_{VTEYO(q{p%Vn2BrOyY#si-tQ
zR4T=#GCfY8#4Yoo(${9x<q@Y<sPxs;Ll+V{4B(1NUx(e$KoT-^c2qiIy}_<rsPwJ9
zVpr6vRE#Rw+*n-M;yS*`WO#qCnp`V1!r>6S?tn^%*bS!<wxZIRx|NDbcYo{hEL1w(
zMzN8~s>N^}TyW_n&Ld?&R%qW-qtp3t>BU5%$GG&HQB0&e!fmIEF*0!JhmmlR39dX`
z`mvJws2f~Ib+q8p87BArV&v0sX?&bEX6f@CQL|dSzs{iNA_F>q9$YwY{yhB8l~HjE
zbJ{M!szTcS9^$r3M-6R9VJ}77JvyQQYVI>9l&>g2{lk)kB;uU{s54t_1*jiC8~|!P
zX4ws+{#EF(nAyb|dBH&GFm<++6@{t!qF!j8w(?Ik4HaP>bHLQ-{Rx=*Y+#Onsp-le
zrY3ZVU}{1E_*`v+scDC#0aNROY;2!an<~}z>DI2qD;fKzsg2w{3GbJ&0&lRINE`vH
z{lRKt;9(6`pNDGpR5U~}SdDiyuo|C*q&XOs3^ABFyI?iy3dBe@lmu3bL*A<x@Z7oU
zK(%>i4gR(pJ9mwYHCi<ehG=EyMP=tf*?Cb}wrbmqd?S^<5wFUFr=MvO?)?4?!_#z(
zHXNs2YYj%1Q-eczw03RZ)FAOPVh?afFlR>a=$oundjZj_askoS`m6}FZPXs?dj#6v
zKM&~nLMx@{`={;tf!b(otX*Bb1wKjF2iSAdRI%<zra$&PZdTWs)3RX&ou6nG0d8PZ
z$}q!vpUJK6gX0e~TLve*7n_g@GoL0hDY#U}{p`*D=!e{S;sQ560OU)9n_of147ho5
z8oyoxJCpT&V#mpXF;7K?vv!}!%X@mun|F!syg1Ry`Kx*B;5Td4pL(?Ffo_|)@0Xjn
zqgMTGqE!pf!19KPTdZw=<<Yj!r?#zgYHM<0qS0*cYJq#zzH744uC=CL8U;v}LikLq
zhDDQIB0~y!kBF&F_(I71h^6d1?`jB)+V%q<dk^Ek07r{p{BPnF{)}P#Gpr`phTm%z
zO^n8!NK3k}PWb&<Lu0ktL@+ttu8+kVE6AB{N$^!@Y*s-gkl$mCDeOxtJU&FiIv)QW
zRugplHLx{Rw?2<<*h`<m6)T0H-U=EMwejV_M0K)NYXu{X(fISZ@Rb?PgL-R#*f2U6
z0Fml=P#>R|YzLLSV~uKiDUzC~wpwu5conaj)dRJ5t;r}4$Zu5ztv2XVeSBX;<UoCV
z64VMl-n+NatYvb2PWFI_!@T2l+3blp94)lK5QkYx&nUOUT6zW&rihr*1YBI_PR|&V
zlW|a~kAoDiSP=|^I}c(RWXU9+96%~FII#8ZTC-Un1>wbXA4(mM-rOamnHG>B>e6~t
z!Ybdh+0o{HhJ0)HnFK8@m!Vn$2M`AS5eRiuP~mg_`5CpQ16oOl|7hSdpTg-5>)*8*
zHF+RFTKWd{&xM4JmN}<yU^g^ypC-7J^bKm5V0?1Rc_!b}!Tk&#ih5QTl5_{zSa1%X
zgwEZap(eYzaGae{ls91{qr)yE9yw!2L!*TiweUZb_67kv8iV<XBj+t|$#tILYB{An
zkf?a{NNvYIg-Cd`VikS}g}{i#M54!O55HCJkgAE}#Yniw#KBi0srgML8I~o=n@Z}K
zZk@s*Aeuk*s1tP|pM82g&~{rwM`}dQDoM<1d`T#|#bHZD>2jv)_>xcnKKH5;VpJ5s
z{|vNGEnEsahYG;YZ1qNfR*l2R?-Kxi>T)QkG{$#9)O-}2n_YEq_UY4<!NL0282I;%
ziJ&<-K8`-VSW2OL6fHZ%a!T75p0?0q-cTR3M|dg10)7rgs^neT*<*CFm*}fq+I&qc
z<W^far&0&_8@k%b1An9N{sh0>{cXIWUD|Zz4}TN-MD~Lq2yU}&@b_8hFsvYfS|P-3
zMZ2*=pkZ+|BQg~oDr*OPvOkYZt&-sd!OCaL#ke=%O(c#0-u{3$G4QYkynlp>^*`{B
z1ibN%26*GMkaPv(cOi!TW*6{AU4hx9T@v7Z4lM{szd7KIfh@ju(28=rn~Jg(XK(`W
ziWK@RyebdwKG!7Nd22tz-N>66LA!5EPWo807ufv_FR+`0V1Kx!JzW*P>i+x1#BLk1
z56(HPo4V%#buY6H3o706Kt{{@1?gUIYL{GOr>u~ReC~LSSzTu?ONJHbKFuZo+_2h<
zFoQa5va0*Y_`}?mkqL*e3H=0fhweOafw}hrdABus1_HT<h|L_#{hPhz&GSTeTw(54
zdbG*`=8jtB2XjB{(YE3+w`j6U=&-Ah`4LNjxw{$yqqeJokMY8=cVCab1xJfu?mxpT
z{29aCr`rs!4dvDhn($PvMN-mh1t&ZIF7>7B@2QOt=2{=$TOWt;O)%Dgm<@xy(T7k+
z{!=j1;XO7Ve3CV_u!F5I@YP6I$G|_vY67MtG4QV#7`VW-8CD%AteRLdV8bDhKN#S$
zLxse>pt`SGA0Hej4w;LQ5ukhb3i*WntI=g9aR11}peF(sq3njh%?`@`^>RC`z>=>Z
zVG6t{UBeZ9Zj>D|J)#WRyeK=xkWqgm&<+=Qu=YqJOT^lLUM^b|*8XE43|u6uYGCd7
zP+4{^z2#!<r<|BxQ_2!53u#eU`(hyM=8o!UmMhkNDt1G|vS^mIW9>TQlUREu-)X39
z$GdlbYh5<ho=e_2+?`oxKEypzmOO}iRFpU2igHCqA?}vGh0^w<BJP&A<dW0y`dkqA
zACRVcD1$;S(T1i1ELr-b5ce+&dvP_-9g^q0SHkP~lg{zmYVFA;n9!+-MA9sK!e-4o
z${kWQiQJBai%cQ~5%*?E9n)=8_;esz2yxG_QsY3|&3qb&`<=cdl-%O5l_Iwu3aAiw
z?qMaws3_w82IykiRO_Mh3USYD^~RH6?*BJ{O7-mALjrMMgS+`+tQ;~8$r17f+wtvI
z2G)+xVYSJi_StNRut#En`%V~}k}>w|Q8~p+*cHakSL8xcwPkxM^@^}1IWTs#IRaz<
zC|(i9PFMaIJ3(HAu@m&ct+WkeKhuh_qaYbu%c-aVu}4KSwv<zwWN1S$auA(jTIzcv
z>_p-S!tRf-69W%xg#9m3tv-c@C*D$ycQk|@pM|6;7&;6w;yAkqJL(F|CJRbJ*l7dc
z;6B_)F86UHqJXl<JiQ3>B)^YbA_e{yUX_Qaf7c}3dAOetb>N)Fl^Ma(*YG;MQ1nZ4
zq3FCK>t1oo0LgV&xPfo!)0Qt=_><0QyeiskE!~t#IGiYcey-+oHz(&iOs>yZ>@3$s
zAm>xf>N@Y~`(y+@bkhojttUopak8X-cxmz>8;7TxjFD27;<m%b(xCeAZuqBWU2_{y
z)qX5bo{?o7!t=2SsQ~i=bdsdJ-IwS%f12DR%%6%Zaw5lAaE&_)T=3+pfV|rZ)Zm}m
z(Rx_{VkuBx*C8?1oQt6my@&cLI4lJ9?Zhkm8AE+1b8)wUe40=R$vYW|$cYr@`TQW?
z({8M_X<M3_$MHN^+Nc&EcOoT}q%7APObGX|<`tgjC9pSVt(+LOU5qU-YGr^zi$p{(
z;f%?<Y+Meq1{59_70GKOVOk?9QAPJNHypG=lSbTc3Ht)HJ8AM+2_H-BWnR2&nR;*8
zGA_si>JblGcgp3<2cc17#9xv@SfD)T1&`nRK-d1VQOqK0m^YW0_KTpkZpJ+dFRIue
z3PNf?!#cl4BvefME+Wz6U1X1D3`~lrkkxvn3GYS1MKoc-XnjO&hV8P8jLI_M_;g7f
z(_`9>xLYUcf`+`&q-RIoK0(9n!E?2X?4!OUl-%O5l_Iwu3aDb*e1hQi*@LhOL2`c~
zDWCIGdtM1Y3yjIL%?Hbg5aiGCib9Zd<sX8i7y&ujw0dOGf+RQKL>AoQ1Fn=dlNf<V
zDuhuCZ7rU?sfXGi9WBAQ`Pji?Ax9!{B;@EHawG;G)*;7*CxMh51^>v9Bi_+Mj`%Dj
z&A=s0h%2Aj4LPE&fX{boNg>BmP@@OO8v9^NPp#Fe?n?mH@;U6|iJr5Wa1i-Js$0P;
zW<ETon<?qkU1$>SyuP1;jli>*B{LFfyjH8wE6jLNt~i}mi#5h*8<$7=J}jp9ie?qW
zuJcDkuhia;&Yq04VL6=KG}dU+ww&d`o@S#uI#O-5SKm+_YxTp4ltZQ(br070pGdjY
ztgbT$rNg>C=XgyB_>z}BVdim<$&c>r_m7oY*bhe@fn83Gl`cd3zdXnz&2gW5a}wn}
z?woQ7skVW<+p0Swq&h*wj4e8g;u$i|=tu^ajRF+;lXscqyt23a=*$2=29#-3vXkV=
zLMjwL7vY-d9^=Q`d&`fviXnB~ru3Lcs~ol|MXmDNrt}GqwiVx|B$}LDIffY#GIvEg
zDKXE+(o+eO(si6H8J7_frrl>!_5}}~y%hkaYF6CpA&F)Ei=UMJmq)7{q%3MxQpy&R
z55xHu-D5oaiAU>-%b93&sdDB=ECnO$Iu#qWZ2&&@9wQsY(ISlOtdrpif5sTuiJF6B
z1IRQ_LImD7v5^OlIzK>m`KHFcmN?6FZzFa;f{A8rZ~Y!P$@E~oy`Q0F!8jaiDmRx1
zCHADjgf~DYl(&ABAX>N)c_Z8|!K`yxO~9<=?zr*oco6KwRC_-h01HF04>!0$5-MC0
zD<bbAs0w6pH*6nl><-3ich|-S2Y{VaeqRI6!)(wCF^#?TvD)%rydmBjX^giTV~Up*
z!OTIo+Bvi{$oj^k0AX@V#4)1f+^{Ub-f*H<WDxZTEvQWn*jnH}IbW*^FpvpS77Gkj
z&zKGMTyjD<lpsaB-V8x11K=FEIX*ZzfpO{&Sciwp9UcYlJPQdYx{l+O3UhAf+b^`t
zrgwATQa&+sZ+Wa-75FR(9YzaZC7}(bBIp&s>BzB8N-Ja@Co5g~cm<H*;5W+UpW5Db
zrzYOU_BMQ&X73!fw*i;9{vM5Yn0&l2qb3jaRomO{qyD*&C;+pC_hUCSkd0<dJIJOp
zKDoUulkX%Yw(V`*-#R->PT6>5(egD=gd6R59*@YzJtBj>H6jt_R@YUuXbhyXuEQ8y
zoM02F@?fxj-(aw$SsPsvz{4f`nzh>ak__d|yAu5ql!)?N2Bo-vB)CA*U??s=OslnA
z#r?k-HMwYAG|EbG|CajaLPA&E@U`%I{ykseKVmoXDXz}=q~d1sJymhLzjao+%yK)L
zNh;}EE!s^2pV(M>+~fDY0rcSUd*8@O|DfEFRvwn6&B`H`+ejCnUh)=MUX<}t!;w60
zccj#b?j8@_C2co4yy%p4C32C=NVHu$oII&ItG9(r@&}zYt*}YnB_l0CWly6qMotu*
zy)oRJgvAFPK^wVJwB>qFO@Sq_-h&lOb$kl2l=1P}NE>d%{#dKlyt_UEpNos#4b$n;
zVmZw1((bc~aCx~xpzL=A2*>LR!+zt#;`Vz1vNmRgSiy)}tcPnd>hchCWx=nd9=eby
zV!_v8H}Y9<o%Klzp2_)C3*P;$jb%zV8^5f&3)zM9oyRZ5E_k$JSe{_N$JaWkOfp;}
zrsh*+#bQ+k<Q5{~kO3*PeVLV!ci9NuU#<qK#qkS}u*>2&8D+XOwycl<3~LAa@+Jk>
zf{C$7@hO!?vktMODtv=USZvMqCNqJLU$!hNluQGbOJT;B*O$u|l>_{cN!a3XtOzg<
zICr;M(=9bf*Th2|RAS{cG~ErFjFeKT14_kAs{=dAf~f?1!g%;GbCe_xU1pVt0ZJ|Y
z3<(!e3yNRFy~xf7HbWhsE2&!rCd-cKK)%`XA4yz17_Nl&?|n%qp~W#PMQA;=Ph|u1
zXlg=+ik@&W{|V_%p9lNZ2^X2I-Uw$Y7$;m@h$mdc$$oL-TIGVF+BkkiBB%y?CZ}LM
zHd<?5AoqF-2h-_Iq3#0lI0<@R@);7@{eFU%IH?3~j%Nv3&_J(L>J<^2$Z>`Q#xO(z
z_tQ}{D1n=<{1dn-?~(#>l$ytlpzREalPQTCz@Zh<)NN#NQwdB8jpZaeeVbaq17hJd
z68`c&F@i`ON#FKQ-zEkg*6G_TQHhqLnTbz~z&l#{Ha-hUFA!Z15tN_Z^lj7?u+D#2
zQu?;g)E1r?AwIdnV*~PW{1pZsZQFs|A;sN>S7<tlxMM1Ld%H=v^SXXY-Ug0E44aYM
z?bWJ2uhi|8xl*@PCDzPs+n~Iw?=!cxPI)A5KS{kF=WSP;ch=g{#hJb1ES_uXNH^sx
za-7AKSzTxDjlMN88%~IhwV9hg{Q+Btc1&h;=e>VgwuSfM%diQlY1t=4Y1t&Kai@Bd
zc>R0syl_dpei+ERMK?0?L0?D2jKu3>5_4ZN3pDwhg1+%hCKw;?Ei)b~pBXNTU&Yy!
zq{Xg+YSh+(9`!zH@#Q!yl(hJHyuzPx(jsU|to*i|MNQ4bqV#SgAblQi#q#GYK6NNM
z)Fb+sBIX1|UttXPHzu13q!J6~9OaqteTg-#usf!55hszbo{RVeRueEG86|!Zbd|mm
zuYEg`aJy0bwmckyUn5A5^<Lyi)$gti#J8*CqjdAO>i$L}*i#+36FxPMWCw#Skd0WK
zm>8>%RQHSlu|{w+l&-c0^ir|m6YT7hHnAc5He+N@hAhhZ>pEnYt!qwA03U^LLT+ud
z7F5R$R;OCQC6}$da&TbxmNi4yuX)z)pxz2bYkRAcV{I+6Pc|{=MuV>(exA{L1Fb(c
zuAh(UF``wR@PboyB`wTWh0|k;LENdcCoo2^Va@88VFF!}Ih7_Z66VMl*4atsTv9H>
zRbc)pNSI<$s_QrcsmYuPOSI#iuu_iftxWeC+TUol(Xt#M^P+523lgF0tu|(YNj12;
zS|1}D0}8Qf$!7AX)>X$K?pbXvSspA|GqeN$tlfMA{#kd!di=BHwjufpU(+4AbIJ07
zB|=K6;F{qfD!F<6uJw0K*4tC`Ywgxy`Ey{&I(WEdU$Z^}N;cW7$r8zXTQ{%Y!3#oF
zw;4B~T|jUffOV3R_#tZAFb+l;EGsKu+yn}18{?zcn|0V)@grEWe*3od#DbePioYAy
zQQzUucIxSt+XPddc{3CnSh7j5W~=x!w1M6o62FE8GvUuI*wVGp-8J}kV9BufWHINy
zsB`Tt5&t)@r#d&Rzj+N(*s*3a{2qY6g7S{F8#mJZwOenD{%#h3w`~`Hw_hLqr7Cx<
zTTA1*W1VQqj_bFtrRO(n6ZF>)Z=>Hgt=}a6ZUnkeU&MqR8?LAR?bt9hOwXSg(b>30
zyti=^wRgwHZN!`%n>L8{Y}z31Z`!(r-rKxJv<t>o{N5ny+q_lu4<wH6Z@HbAzhmo=
zcz$zK&&@Z9=Ql^~9zs4rJBM!EO79KbB=|8j9R0pk)HA$B&>LQ}fyxbU6z>g3{kS!v
zf9qO$Z?d&(?<9(B3rpj~5&gY<$?{4xYpe={HY~*hq$1sfi3c1pZ9b{;r0h=YZpRo~
zx(|M3xwc5<=UfVeW8-h+=io!-7xF2m-2BQ-88vx;LMl6F1NF~^gbp}5o<9_B!ER`H
zBYEcb#Au!I$?Tj=zLSvH5~DNUN=zZ0RsQn@_f?7zV*bT}az()A=?@71f-}nW^mnX=
z`Sr-Gcw|;QGArV2>M<)a6S3os3+By(v}5jO!j0ttBqf6n6JLV68DE0S8DFB?8DEp@
zi9ZJ5O)=rdkJf?<8egMhDBMtaN4cW$>j`(1mDF5Pc|Ylv#&itVRK5|pr}8(p0o~E~
zO>BYgk+Oo;2a&rf3B)dI{3f}r@eg!e<7@ETw9D<1Q|QLV55SehOJps$v+-SUY2!<9
zYvrZ73w~{U7hT-=8r<CYau{4)yhh3icQ-BqB_tJed*l1SBH31Sf8+b;0>>oL4VL%8
z6;{_<Z`7_gtLtss)%Eu4wQJc-bdlwKaFgXVxXSVx++}$UF0;G_w^?0pq&8sJ(S4Tp
z!G%`WL&NeKTxod??zFnzB>8}DHQpzh;9AQv;9jfity|<ZxY_Dj@p;GQ4XT~sa$^~y
z2^uHMgX=A?!Tpxk;DW2`n^bvl#pQi)$MKqIf=jOM-=xL`Tyu5*R>c!=(dB(`)7AAx
zMH38@ybmtBx?U@3D%U-Jitf91eK}t9K+AJ_?}(h3&k^aIs+JdVq)0>Q$P*k;MR+$}
zn$e9yfv8ty5O#62ql85jh{6`fYmuZ&oYk9>qEF}M9F!-dFY!bW%~pW9y6-5LgEm+9
zDfZ6zvWjx4E~4@A7-E&*h@r34l(Bp{>gNb4>Ft;2{<_=|QnA0!AmIYBzfQp~&waV1
zj_Ir9unI);??Q~bkZ+y*1)%MQl}2_&<>h|fmxPjA9JW&A)<XeRUM>%eC&Z{|UheUy
zr3ZUFbYA7<X103c`C##rU!I#3U!F@qix5u3$$J1FLewq5?}XQ@WA#Hd@imrJ^dty^
zrv({r!gI>_g~(i#?Nqq{$tE*=XQ>Tho)E_SOc;@pbA_|VVyR^;u1OmUvHT*Q8w?fC
zk}NGoO6SZ4GtHUh7S3Fi${AR(rtk%xB)Q^GM(4=oGtH5eE*t>`yWGwZe3F|ZUCHPi
zSvS)hxx~Ve>(gXJElliuQO}dyDTk!asb|eJr!Kc}YE>GiDCT2l5<N=trwAdPE4yZz
zD_2>#l4=|<++}A9K1uS#pN!6t12fH$t1TQ!6@L}<v-3qgPjaUmk~*iJGt->9*2_6n
zyL@;CnD8vMG_h3baPk29{yBE}U^%hN=heU*vCD_9{CD|Kf<CQGDUF-2s%*P_PNH2t
z;Q6f(2(7WnhYAcT*D!mJ57jTz<^<FBV)_rIm3i;+AreRS`1tSfAqF1SdwgDxD)bsO
zGVvZCyrb>$!Dk_91tz10n8P}|dwft=z?!cuX^#(NvBM`CT4S}^1jCv-`U7E+D`GMA
z3FHVV>qqbkjYYTg_N;i6+Sl_@lW^z3zS`G=T$+(BJy+3yc<ts{mTxx?4fy_WOMAL1
z!aV!$7sG2Cg}3$pMjj!+IA37+CjZA5P8Xa;Em$7Vb-R9`AHJ>d4O1JssacU7JYO}d
z>&&TPw{G59XfbTjJ!aE>Z1%o8v;DX1SePCD2%A9u4t&cid`{xKvgA)`0vg-u-t5|0
z{6u#X?{HB00FZZ!M610eQA}EWf%X_8X6)KIPU>>ZD)abuvj_o!+N(@Rp59xoEGeHW
zE-`Y&;*{+>U4_=D?TaANz2Cm`Q&b$<zH<W(5dMs}?<}Gbw(Z=}v`tKVk0TZ7)qn=(
z-??+n5KcanEG{JqLgR4U+-P#sPIgfyZJRu#?G-Tn-7y`$O8j|%{^%eME$qIGJr#yV
zbbSM>3A&z4al8{w@5W6u6V*w)fV|w=J++a^b{&oqkG|_V(QNE%Ru2rqXHa1SNDDSB
zjg1Cy3?IBO3iv{+U8{~_+1)t13U_liox@%qCxURmFC7-8<@k~=KC`^4IjDa->ooUb
z4N(6Cz1h;9h^ztCAzs0rj0!wZAO-GY%VChH_9xnT$OI{?r-sV@wh$dhL5g+}8G<xB
z+fD8*m-7m8el8MD=nxJ?-t8ux>y&+{>>X=V+jNfQFsKCRNNh4lA0mB%;T;=8JtEZ`
z)wCm-0k2J3ED2t_&!pnPa+##^;9sSQr;!Jb50#ZoXkF^TScekX{tJnBTo0prtdH-^
zsLewKRWAG=P#;}L=qSHyF8m|d4GrU`Y0jPtuQNZH_>;+dvL?1%`0j6A=pw&te6nc!
zS|*BOzTA0yqFGYqDWI;W25Yn88R`tkLqx*i3`lmg9n)g=gz@kzC>+vn;Tq*4pb-O<
zvHLO-E@JEo=GXkBq>kyD7ycO#EtFrAp?g07+HR{F-8Cb*{hlugCAT<irO2&^0;>EP
z?g=EssAzu8(@rl{<W+u6W~(<I4>Nr-zlKh)gDe@j0JuD!#Wm;*A671x>88SSb9z%~
zyztg9hTfN)%aYyi6TQSqA!2-GC1gQcex*{c2yM-Qh@n;sMC>LM4LbLZuKW=(3T=~4
zQaqH~K^r1Q;qn#a-x*+-9!js;R%iR4Eyk8=<;Fbx2f1AH#=(fh5gg1P2O|a^);QR+
zP;s`PX^C+#yrbb@_$(w{z^G1$!Jyg2!BAJgBA-+e4t56NV3QN05Qf;fYa-=)ReGs;
zdMW0U9YS7_8n^KZjYqd=a+XJ_5VC_N;m(`;2_X~w(-<=&Xxa5fwO+{C6}gZzqb}=l
zc$SfpBH(~dJ<X^sI%rM_sPrpl@36UtO|g`nO<98!fvR3-R@Zrd-y@X9NKPxXr=CE2
zPO%hjipU%-)Gg1M0eZK|q3#3X4`*2hBzy#$kP2tf(V@#Bss%A)Jo8C@7O*#X*2mrX
z;c^Pyp8<Kdm7fAzqBWqxv;GeeGw`edlUD|yWh*0s)Y{8TQ2w>IjQL#ojB#0(DlVr$
zT3rR#sO>@MQSTwG_u#M)r1dkr!k;mub*f<+Z19$*ePU(t5Ymw@3HVL<;jO1{C#Oh+
zrKQ5gz>fjkh~;hGmzXrpKSOV1VZTZ4=9|m2gBZU5O%C7eAS<VrJ3uPfcq$U6MYfV$
z^zL&bD}&0y1(nhINQA5aRH;1x2vcZJ29DxxLoY0sDGEus00;vQ$buV43O-Z{&2=UJ
zi9!pIRUAkWx0qgDmr+-Wf0wzQk>6@sO+9oWp+|FFag?>#4Gl*j+iJ&Abk-+vluXX2
z;watUIumz8+ohF_MiwPwzRHQ`Ql#rV=g}}w6V&6>fL@kNDAeR+BGF^i<PeI2oDRA6
zxQL^HnjA#JMGRR%)Z`T<bxhZ@a61q!gqmb%+RK2po9}F(CNJ?Np->YXwo>HQLje_P
z!e@Cdl^%pu2%dX?N%@3)!xZWjG4we?@F*f81phI-q7Xb?`G?>sc1DJYf+;MDmTYh5
zblQ+2X7?4!h#H}IDmQ5O(AnEls3qK5gfBsljMlf_VR<5PBrNYAmL~=t)?xX-LS_0i
z{3FBic<29T?@i$3II4qjS=QyXEX%iz58ARpBe91LpR#3;E!h#WB#>lmu*7P1cO*?~
zcW0TImA!z8AsogGG2nG@5+LEv5s0~oNg&S0eSVMxLNEaWiNg^BA%XDaCj8%fRozvu
ztGlPGx_b}B{P<b3UEQy$UcIC0U8R}jvCSv`z>}$u2in;+%OkJArnRpiv%DxVa7VQc
zchEpd-u;7giP-+ZFaVKnUe)Uh@bv}a^#$7NY%BG1#2zvBPw*ELF%H`RWvKtD3Apo)
zxn!tEj3R~vf)svc#9qH6sdp!{{pL(&`=l;ot@m-u_u)BjVNRSP=_$Lkm?tFxll}){
z!#Uu3IPY9*4$k9xILqv=Gv5g#HgV?Mr1j_WHu*IsXDcS!%JfIXtdhSPhmh!xI9cR>
z5mg5>EXNgbojodSToIc9yxnn18OaS-#1#b0a78R;XfnJIk!E2L5uY%kcviWX*i$?v
zqNff&#k!)<n&5lrN~A__r^1ZN_dTq|Wg*|gG5m#p2EK<UBngE$7lg)e!iIf1f(tiW
zRxXIGx59RX5^Nf9H%x1yHe5ec9~KwNVqyve$cqgjB%8psIm6ZQ;o2zt9-1Pr#Za?x
zwAKvxS{PJ|0m%sZg=~Vkcax#}!aofG>lr&!tS3O_?6?D7!-kQ2!pa@+Y6MJHG&OZR
zRb+MtTu<`GtL(-rhrPy-Uy~jI{Xvv+7`3Fh2(k*ew-t*X<rsJ~00wNtI|i^(u^C^K
z?2duuI-)q|@FvCqA4%!k<vbNS3jUC0Yy(0!VA?tg9>Hm7jsg;d@s0w0DWZ;o)Rjnd
z6m<V;t-dy0h!~gWfrSfBSb+b#Yg(3YNbAE;J1I)eFvY&fdYvQ)Wr{`KPc%qob0OSI
zAWC*2{2YlSRA-#eYzS2%KncH}BH%p2k27eHN0OLbMU=?DVN89}dBsdr=Sct0V3HOt
z1wOotytx<#ZnqaU=y{<l2u07hoQ2S{17j-J0^c!2$SZF`#>RpuM513MWTcLI$4Q_A
zqX`-Ji{f`T!Y;5H+#WPEIVHA=l#|h*Ex~4CDI9LrAl_FP!78ivKI7SNAJO`C>)>)C
z_-NG{Es0}tXbdc7^l^p$t2HKWi^Ypvea^`d3WgW^^ewQO1t*xKuVdZ>6MnD|w5^>!
z5}B_eq)-O$7D_AO-MS4)oxEH0%iX(0250hak+G4>`?v&?3(3QUq}B&^+dd+#K4k_E
z4u(=gcIfr~B+5+pchT6mYV#K&3iA282*l(5E_Z(yA@I2NcU6(So{It~NJGIVn!gL%
zeBv0ihWKbinO%Pu@(SpoRzd!*ODGKm*_Qjenzh4l^(55DfSMazpQtam%Zq)%HgxwQ
z4vD>Aioc5UdcDE~47b2T1&?NHpxGFzHQR@q&#$%WM+dexh9}2r<L%bK*4nY!Xk!BZ
z7(hqPF}P`RaH!E9gs+a(ngcSvv|ejbGqenhG=^Kv;h<$|5F*HrG@#VVSiKcKh4=fz
z(A2#_agm5P)KN4ej;~!Q190+vJ<Y}UrB6H7{S~*4kIXms7n`Mn2dt8|R+_tD4miQy
zYw}%p_sT)YIq|FTpIYppTG_AVu6!@PPaBqp%<ekJ0eQsw!Ol;i0xpMB-(>Rl|Cspe
zzFh9vIWf!S{|OFZ4tT@9YL5yVZ`hv$csmP#LG~&!=ZgfaEN|G4%f-as7mo=WdxS!3
zf;X%yks7_d4Q3P^dMf_eXevGj{*xfh&WEPXrCGG)wEw1s3l<#l{R<J~$8cH58@Buj
z@C*M8ykQrnh=w?an8tHLj=lq7hx;(tL}t&)S$}Kb5W{M0bQY9`V4?Ql!tPY>m&5l=
zgq@Da2#20~3#nXPzlS){U0tWLo&ZU+<LY`c8%FL4D{Jp12$)X)YU+5P$n5IcDpo&}
zt1F2(3UGE^Q!Ij%v+GI#4ETt5c41=@9hU9vdPYj$4h{fSU2G@K*an1dTDNs}?ZIhi
z&MuO3@y;%NDWcA<)Rjndc6I-%cem!k?IPp)c?HHa;D$P}@p4^ey+Cpgt-J!r_KAkc
z*bTV^p%P_00#UM;>t3Xe;sm{td#^yidE{QiB_z}1oxNPYQ_w_pR`hECv=A>>3RC_z
z^kKKhm6W8e^?T42gra9$&O+$ffiabri*FVp<dxUU^?8_LfvljsT&bgu^>Y2j9Po1K
z_7&+7;|JooI!N8u^(d@q!M?8a)dXLc;j?_FzM7+T@H2YOF3Vnz01Qqv>%+Cp;L7Y@
zw@&j^wk+J3T^D#Bjay&y@6Gg@pY9|WRrVe~Ckm;i9VQc@SA_n_;NL_&CH$NJjlamh
zNx$6vo8(#`b0Jxixu%cvZ<0g456{$^e^aMHBbQGl`)HXgkuPFOp$EnGXoP%g<3AW4
zKb^Ds2*l%FPIoUSA@I2NaxOj}m~0{ZC-idS6V1zsZ9ef0TDg2Qj?J!@6L|$R*M|!7
za$X$k<!mLU^{MxDA7?8uudg5RN32~TOcqvv?<pqW&O7I>hqE=qiG4S7lc?6clXvsF
zEcV(+jEmN1tZy@J1wS&+e4F|l9Xy+>lUGUeYqsWqV{@;`Zrwd)?vBmfW_O)=PaCmr
z&GQmTfS=(~-edlNAro`m7s}nG8M9D+6^D@M(p;`nb}+|sGW_ne$Ayhgvkl<w>^;i)
zCM`e8r#V5u44>u_@+pKx8I2UbXgk?=gNKYTUQ;eII>jTy#sH--o8Z>$N~lI}+hIoK
zyER8}S;(#VKKzA$25!wr9D}B7;+&cq*9oWQ%?K~tdcmGCyHoS}TLY(N6|5MoHkKF^
zgcwb7$(Z9;1VBd3A7YcElXy2VmuAaXZqFSESa*AVko5#;oE^947uYazPgt4%KZ}6L
zD4?c}CydN)&s~x-Dx6a2LZzE^;*r^Zttbs;&Grk#T98MREbG2gEV7gf^qT+}a1-wW
z#YV+&e2KEVKo=nz1HCAE5|0@D|2(BH8-JzLL(1j(Q<|X-2;I+O>+<|poQCG|BpDd*
z@|38L-axeoWm5!Q^oXJBlnauV#%8Vty5y)5on6u4W~bqc${O<d0N8HZqOY)j5`3QB
zljeIk4XYI<=88JCQ+bQNh`TbY`&S!XBorg9v_6bIg^h3f>(-nosZ;p^QMM-<rPK7G
z@@;>LK$Ps;zO`6dSITW40?wn{R&b>j2%1W=JSSp|k=UaJ%`pcvcBF2}#*Rl|z=5t4
zQkKy@Hrs1E!cHIr8N8RIz_St2dGHeqETg~@7|O-uHA1q@{0t^X8ZU&&9VVh2{(PGp
z;kmpH|92Hc8xnWQ;h#F{Scm_2l#6(Sk=EK$d9CX`i^NviL2rovV&BdCAQg5)w^Z0x
z<#vLyzE_;oHXP8L&51T9^P@n*iJj+hKU*P!#DV!EKxGAoAf(gR3MaNz?r46(7d)q#
z0TQ8C#3n9-I~q58!X5o({6+3)`sMD9CO;6lqsallm2;ds`XV$KM%>Y@lzdxyKgAc3
zdhZ*JE;O15lwOO66fy}oyP^ri<F06TS2Q8;xOPQ<0~zd56hT44Ek4m)(b(n_&!A<}
zM}y|<x}uR+V1xLQf?Uy;Cb^<nAPF=6s81r^X!Z%)W}bK<;Eovl7l=<3KY0v?s?h8L
z6L9BUbJ-!S<7h^5Zg)qwA^HfM+|pZ|+|qitv7YI;rTmk5=b2{HbZ}0uO<gYCi#G@S
z(-o8Zy0LYh>a&-c-F1!!3W;@5Uyw!!{JfC<Dig$4nkekPV(yOWm=*J{z#+^9NA*s7
zT-Z3Ow*z=Pi?4F0$|JLKRBt0-B|55W<sze6JThzyCknF(j_R(2YV>vy%&2@v_0_m6
z<fwib{=z>4NA*Q%0wT^=tudZBdS8qn!(AC{Dzp2lH{2Tds>1}_z{4msV7Clh7XVC>
zy^0M!_m)!mqCEtx`=ak*Jpr0##~1xOY#6yGtjzUqK)_@XP*cYvMrL31GaP-<NtBY3
zjvLyF_3L1Rhm1b{pjdP%Z}j^BFkpvl>c+Kn*r-^FFH*AiBI>Wq=8gV*N?#7PZRL&r
z49(C6gl_(~^+x|+oQCEcAwd`Kjh3i4(3Qy>{a9J(lA|iY8~rb34f&sQt+4-X_}s!9
z{r_+pRx3=*74=4^@)ms&=Z)_E)#Yj4=wuniq)l2c#@4~cAN_9Yl`>paDBlyU(%Jmc
zzeylU_DA<#lq@@KgpovmQgCY!a2^F$oIiR?L37jvt|dFh_@h%q?q(QppzUJ((b#OS
z?~?t|x2C|ep@BU33APg%MV7!&E+*eZNVb`u!Q@Eeg)q6pM3g_8Z<QlFm)9Tt;(};H
z;!gRaQ%4=^kACcU@JH*W%5E;{{|yrs3SAtH?*m#Z*ejh*WqG~Q{46gxPdo4@iiV2N
z9vQsSxakvK>9->zl2@93xqGF_8AM)bGX8TF9p{y%L`cIctrN15C9QHNRhD#XF!D)C
znlz0uG?EC!o`$H%=bI)FkNc+Geba=%<Jvd<USzX(p&$x;)A&U5O=Fu+oP)+lA8nYk
z>zhVifz9GG3-V1b-93Tzo>d+e?Hj|V>;U$4#09bGSMXPH9_GI^0e2>6&coagD2TX<
z9|Q;bnio&wg*MNFpPgTmnDS&TXs_C=!SCw0xHW97I$k|oA3y9#XuV#2e0X$n1Rou)
zwcD!68$MF4kGFcg!_8XlXv?dPk9cE^X06|Qc4HDR7K5S_HBaRyf%SI`t{)q1+_8!K
zq~^qk7=`@6T*z*&ue8IlG8lg!0h2aZBsLG6WPl-#+<Ah&Tu@w7nlE1oi-(K&D){%n
zbn1P2O@QII;6HNvdKmvE-O0Nn((k-{Rw#7ShIN~+txmQZt;w;mYIEwkX~GL`{Eu-I
z-1hrWWV8qV2jn+MG*=OncY7~fWd}dU57!`;vS&}NJ=q*@Nx~J>Nf+T&J-Fq(T_2tt
ztv16i`Zaj1O10IhwG&{p<g0?r#jDUYeIkkn^?LpN{rV8l(IL6w5G3G{--DP_eC1W!
z^lW&t*@R;5-cYqE`+z#^^`kX89_U0&R0pm2Nxmzmco@pTdz0gEhui2B@+b{YLap67
zQ5W^_CFZo5sy1%~?ssVkaN~AZ9Ge_%*C$5nwPry}BZUvtWPp)R4YnJDIJkCwtVTa7
z_!ms#hQ>G)zHg)K@wQ*@1(HpCg;{LDSN-@yVq?5^XL}IJ+@nYXXj23%LQ6N+$49_P
z1<QzUd-81nH%0iN^#z2FQwJpZ0!j=W68=9wi3wiC$tONJzM<kTOK9=4Gk<5<aAWk2
z`bhi8^o}0M|4RX^;Qu90B&}O;KhH_(=LZS%srWk*TXrY3_)$eRxM^Z)6Wmw0>0l@r
zylXSX8-?#*cW}SAUy|(p+xIJZvj4z-EoLTSuJ3FuqUTTtUi}nC4t_7JQ6Thb7jsfL
zUS71bA78ZF$5i~UUI2T5g%eZLoh1`feSp5{_%hIPNw0#z3DQ|hq+?@v>MUv24#5o+
z)3nQDX11#USZ66Tx2Gm*)14D>9NbHA4>jLWZH`aB(tp6BBsIB%{O{v5`|YS<TF$wR
z)vR$>IJZ>ejuXT}Jed|kI2F%~lee5o@bx4raWLSiz03{-tUJFip@G>@h(!2DmIg%T
ziMeH#0RxswKV&*$EbFh?CUGzYu?|QG5j!`jZhujW>p*i)2bCab|3X0@1!#|Fnlij)
zt3Fynf6!JdO<&wtOkW}KMm5IEkrMSN2enmhaba+eJ<aA&885Y_nG}`rIsj&=GW_j0
zT}>eb_aX)N9mQXL6sp_SJkbbu6P|@eSSrsleBJSlQk1}35wNZV?xL|c$Umh7o-d}8
zSqYpSrvzGRBTlkD=_Mx8|0o4b4pW-rBK_f_mTHcObf1Y?dH&9RA`l<wA{|czLb!`_
zKKuy>{q(Z|m-WtrNR;*8K@v4&z37MY{NLIWa}HVm*Ve?8BI|zyz-CU?OXSUu-Tz+^
zo`tMGKgAfuX#u|~MgIQ+0qgSrYcxIwVX5T*Ux+DYmjBlT^54Pi7V;S>iCmDFCOOSZ
zMz{lV=C~$V0kgHsUocL7V$tV_COOD7NnmKru1e$=QC%Xex#{}jSBmO7r0nQv;VL9e
zU4xvA8(ukNE;csVQ*jOza)mV&rKpgt04%QxS(n*<6ku<D=#UMBXrV(+3w21~Yv3e+
z@0OxDo`ryQ%`rfuauAM6bM%UdW!4;51e(Lns}iynDGgU3OkemZXm&u!9M>0zi(2YA
zqA#Aqgtq2V%dRriM?z~zU6JC2*i~$&AyG&5#cPo?b$zh{^@SQQmlyZj6LJofai29I
zrKpTI0<gR)V`FBOp&@X7XpL79u7%cE7C4gm;^Ql&D2w+ZU|m_<LxXXUj7nL&Ow1><
zvbZTw7HZ|3T;?I8k@hGIDpMz)Oj!sAq|I@4^0A_bVUDPiI+N@wxWd9ep*~{jB)gBB
zYZnF1aSS2RN43j8Af+1GMfJx8%#ZEqI)`@oduzH%(JucAz-CUnXb7Ai+U2{1YoT2-
zc(w8MQZ&u7izAxmZ>@>Iux)%>%q_E~vGz+d2D1K|X^snU{&qnnnL;1urdRtsm~BqO
zl~~+4qB)))YK|@ubQ#5X7brrvU~FBQ`+H)h2bHL7Zb0JJmCX~oOpt4zZT7s8L;Gy8
zrp*-Xvm1cr)jnG@oo%{dbbhF#&4hfRj+TgUQ%(!`LXw<x5C-86+pi*E{iw5vhT^bm
zS4W*I#cZ-GAj`nokm2Y^Ghq8QQ$Uj`h;=|hh}gNQfSN@ut^>`L5mwa-Wjz{+qM_Cq
zwNBipnySfuh~aj*LPryleDpx`2BcqI$DA2A9WG4XWKZ)s6w7Z}(_D&Tc?ST?t5~ki
zq*!9nI6t(>ZxF_XHaXqQH{is8FPEZOK7xRC&2m2t%R#6r&GH&Cv&@?1nj$hQgs(mi
zB&KoxGzH-f$O$!$|36{2mkizhzeORu0BP?4;`?D7uE-;?0nu3mc`2>w9SbGLE(~Fv
zm>My%{P`z9?Y#RS8XuD0;&QJCMP%?V0oQgXIaTOS4rwwiO-?N)rl_3*qtcQpRc_C7
zA(TC~A$tao{~~~KV7k(|3B1a1v^qRBC{s22<=)ydjCH#6D+NJn6#`1eTXnYQA64LY
z@7$apmNM&47XePQz;zDf8(p^}RcB8=__3O`<{uGsxXWL$3QI}u@=ulju9W|tCjUKM
z{(FY}_e}ZkS@dtszZ(EO{g?1R|JUHxF8{^!-+KtW<h=v%hhXFr;G>+3d^T{W02Y()
z${0B+!8%JNu8rCdT0@)^x?S`~3FX{+=Bu1v=i3Pg#N!np+$%s30*~to5KjTN@hkA3
zumS`=2`fNQlaK7s@_!DzcGtB3ui~G7CpPr|Q~dMa;-CK!|14NWYImXdXA%4ZNob4l
zp9TIB_{U!c|G5jcuY0Eb<?s_!^a}CMO894&f13E?4EiHv3(%iWEU4_msdOa)$glk(
zGdw(%(H1dmT_9W8wr?L|j0Uv}e-&2-;+ZDk&Rb_Z$=-645UCn*B`jIaeN1O5<hC~<
z#bz2dGyV+#uyZYH8j5Ujx=p|~pYw>nt36#68s^B$g@le<oZp}GR|kZ6Q&keSC#+D#
z-^E)xYr?N9;!*$+Tcom`H?Q8ibIYE6tF>UGeGwQ>%5+5M?3eKy#*|Yg?{urYk>{F#
zNwd4oyrYKLI{~z$ab}Iuo-@SXV`8E^;@zwL#~|K+1r9;jCqPBKAVPt3YgAAX!=&AS
z^vb!Y{!RASv8n(6TL3=io>$fX{|y3W*8dk=AK=Nns6Nt88gz+#$VlZw<s#z)Gk}bh
zLAj1V^aW_C7<gG0yc)bBBjCcv3^#vTE^fXc*7g+<-Z)`19~}J6M)fU+QQZ%Hq#0iP
zm%|G}r^-?NX=GGOrCQ-*3!kzP{)58^zmYh?&Ka%AiHSxN(i)()Q2Tk44XA80{YrV(
zTyp{+c=QmMT3e}xvpxj>k-(yS=LRg{s)?>r(&()Lcr5>_iF<Li=&Fg6FM(h9XK>X7
zC6kcUh`U!p6Y+v{nrz)c>}S7M!aB}{=|StS8M&T@(=P7ppiIWkLwx8q`W37vKv1*{
z&I9|ZP%#Rsv_Yx0LzAPUP<5@1Mec><7Ui7aDdxrnB1_b2Yl?bVJ&kczD+>!rjfb!H
zd;8!+f-3=Hxj6A@ZKUT=voYqW`a7+Io-kF0$=4MjEnhtAgX9A7i43d!?B_3n+A-SM
zr?Xt2AQxtdg%(z)bl~7qI1z><7zRfUR6yE!S%_^$oN1FY1V+XJ^LRS;6>**@24fKC
z>|A%UtypBMYVg-1;K<Yw`-#_`+ybS8G|~zE0u}$=fWWvGgP)%x`K&ThAI6fFP#X`~
zIs6L_)N8!HKH^LHYS=dA4L57xG8plOrm$M0IBT~;GLaIn;#c`NJHbAWiOAp~Bd&wR
z;#%F6vR@-?<E|8JOp>?R?@H-Wh>EbW*1%>vnbNNV8>@R$nlxJ*5PJPA+j~>)z-ef=
zYLM2Bzc)oLgWJ6+zg`x)<ftNr*h2R5qr+VuE-2cc7*+Eow%Wf_*6`nuYqkA*;d5Rc
z?UgFz!haK#$0XutSDV1|)Bc-r8dj@K+9Z01N-EFM7jbu}bpPsN+)<=TF0QLnAr_&l
zKUwUuD_tEka-~Djjhv>%V?GWIGOk*jYQR3*ni%C#=Uuo5AP~<Y5ZQIw&S2;1Rlrjz
zYl~J#Lp>HYw<d>=K*<%4?2*0R4cG79*6(et9jZcsQLiqa2mEZRF}t(+-xs^?N|k+A
zpodo1P-WPdUzIJ_@faXP&=YTB0`3<necR|FNf1h%{U^=X286E8Yz5peaT?hKoW2xM
z0hhWGi2|<sS7)JsGf0{XwNxlkp|<oO@xwvB&Wq_G2Yd0Q$;4%|I&y)PD2o|yj3`^!
z>+$i#d=?5Z<D9kRAo6=;mW%Ki2fA@~CwU5!NPK8k^Uc1j+h%LVxfIRcS__2)MdL7v
zeOSYlbk$zhQS1&u;4v`qR+N<3G=EbF;;96};#Rb!GTWH*eE5`!^>(r3q0Yb0L%=rY
z--vPQwg<t_e`BLLR&8(U>GO7mWx{D6u*Rz$-sG)cw+@<C-$0iMtoHh#SbMz*C)jOa
z(ei=4?dH)MShx-~u%`FnNiac;x8ZJq_7Pb~z17C5>2#C9vFd1jBrMY1ny3xe57md~
zkArv9`pY+Ym2G?W?A|l5agBEi1g*my@JJ6O$zj@6v<dX9ST#yP@9zna+%unMdS!;0
z_VkFO!tDWt9DrY2ZoYZ-f!hHIR1N-sx7oWL_Cr7e>w7)%V}q#4-!rf9aTVa>)-8K>
zZQpg%z=k#6^`nj9qaHagyc*V{zoXth(wJ<6p?7GsI)2m}t&i8PfujE*iA;_QB7sWx
z+d}s7wt_{-lLX>zShrzg-?}UNHm(mO3%I<vZK`umKuvw#LB+ENHKsiXTzjy5wpBx<
z?N~_VeUWX(D^moZvCUYn&nf6ZY@K`5Y`I>4ZAu5Z_Ek9Y;2?OihG5>k)%+II;_!)`
z2<yc`zGWt6bO=b~vAZ7>vi-5Uf3qa%&S#c}EQg&$oNs2i*jl`d;SiSb*fcZpcAlRo
zr#)!_aTIHLxcl6sL2;5vevR!tKFV;wJt+>H5r^$l1-AcKuu2ri*XGd=;glmH(El@>
zmY&76Rd%D3^MTv(FHlB6+FjMrV|Ty(04LNhmyf#B1nRy-sB>73Ng(Lx22jG3%Mn3b
zXH|C66f!r<2aMvrTRz%O*D20HX2hXQQgKvfI6x;Jp|j0PT-Q~dZE%Y}(`TEL#o5NA
z%Rd;Gu@<)Kr#z`p%Z57R^dR6IXPnNtp|62E>ZStWQc3nuiEWJnzy-vrg65pV*4AM@
zvurlEi(uHno+joVXl%AOfTm;WsuY+uVsBP3l}iMiPsp~JqcpN85r7;}hzM|)$mOAh
zgvSy@I1-&DUp$X*u9j}QvpP00S_{}rsFUz1lO96_(TBvHx(_;a)H}|GVSg(!>_KrK
z^sRLW$`Nri6q_URjsm~fA-FYe?=zm=gYQxWdN|^)f(NVU32jB-Ns#;?L+a_pFos*8
zqx9YcnuWfc04x`L6LLC!&vPQ%RUyss=rcicT8LUA^osCUWVi_#UAN*U<X0dG(oM+p
z%l#%~%2pxuPq_?SbpfM9xv;YW>7)-_!+k_JMrs?i_lMyk(4LavM!oaMH-9J$T64~D
zBM^^gxVdMz5dx3v47b-H1HBqWOmN3BJ_$42D%9o^Phb?RkHNF$-f>*<SM@QSqykc+
z$D(r*47pr+CBDU!*&iSxI17eOHHVFWI!?SF0NbS@bQX`+j@3q|cbwQ+BzE)5Mo(DK
zS<-4uHitnoW5i%*5!xxIcbqDf=f!|Cp)Vo<<F{Q2f!TA#^w{I+|1(S`dShT)<)7rV
z@URZDpQ$T8nZNLG9@PVBVeOseP-<YjHCk;~hhRr_k6bE>l;@PDyuLd$D;Vr^l3v5D
z+pMt3H_Bp@M@was(+oC|mX^#&ye5a^fXky?keJN+e`PJk&)gSdVIZ@vJON~ulv1a2
z;gzr$wQhONxJ?4W|8PNh&MSkhzRYuu#59J@GSNA5>)%;V4iv_z_zQQ8c@)M}7zcK`
z3AppNxt{6VnvqoJ&EbB!<&^7enZDhcj!SlqTc3yKkB1nj98+OXgJjQkK1V~mNO$Jv
z;)*|8xy_qQZt2E`d2*YtFuUu_zr~MDZr0OonEhC9VESjfiHz>JcTaDQ!M*=0IE2LX
z=94vA4U}*>xy*z1sIbXpz8%2Z9U_cETq>vXRsv?^GA|~U4$x$z>_(bJD5v;@5yc(l
zVxm<%CT#Zf3ats*rCo{C=xrU$sQm2G9k?u%UHW?bg?|RwrOP$pz9zVxcPFOgk{L{6
zF>%7&hydthf;%73BiYkSlP-*9@+RpeMrLnhgUG%8QZDih2v|=R{VmoLOgCzVc-`)y
zcC|j<k|Fpq@e?EKFh&m|%fiSxViycZff%GU9_4w~s>4TmAQg?LlHy;oXqE?u$PxGp
zQc=f8q;VUf@>K5HR1X@q5l$E%9cGFOd-Yr#AY06b7>Y|-OqpD1EavPaSAMkE2`k6z
zBM6w-R?#uCXkv0@l$Z}m8r{;Ol;<HI;v~bA5+Yphjw6j$K%N1yx4fZRef+R@sMa1n
zQXA>__S7btwHAhyj`Tq8NfpRfgBTL1nQoF*&wRC56skm%KL@~oF;Z|wq6s!C*~ck0
z*&}Ua(&^X@H7@nIoHa2n`C&@m4kk*KX!3oUu?+~_rE8lv`6HZ$=JY0g6rVS#FGV!b
zBy}ak?!<fS?)xJ_jorW6g^4Bw5;|MLwC;_KLB=d{@>+e#dI_ZwMtQ7JbeN8=Gy|su
zp#t(hOdv`M$iHNDGV9sUt{k<JnH~bpAv14#V^IP55Nw?uk&ofn$45whYt#D6GDNBy
zK7zoNF^^)<VX9YTnCkzYpnO0GW+}{tsQh~addeM@pPP4seSoa)k{FkNRf-%eBrgAH
zDIGWnT9xmJBM){~$#MBs^UD^Ozh@?9bR=V3ettq>TZ%Mvxo#;U%J5`y?!Sy-5f(BU
zHU7UKGJl-mfbahucq7j2utH$l7t9jHaXFFsFT!b+9GQPN^zp#L1rUw^|4TYU6@<f;
z0*5ao96G>MvF7R+En&)aiJqIYMBFnBXZe6J`u(^@q1mkz(vw*TVu}vJBMxnnoTI|S
z0lJE*S?{{8>a>HK{+T}Qut0o946KE%`Xj}zx;piI7y(BFJ!<F7mZI`P^uJutoOLUO
z|37dx&0g;(F+@MbTJa?!DPcH@3DL*qB>qh{9g!tN&lh0S@q-kYHezp9FqKOLe1VW{
zGe^VVfgDhX2ymE)3eo2l=?F*W4beZXl1y_BxKknesiWR;7RZrkh<>%85dD@Bqu;8K
zX*m+4KLh;<Ruo%}CjzDm4%1J^@wrZ<tHSiT7f;Zg=ITp?UJ;TsLzq5FToI;!1(G3!
z>C-RwFntQOB7-MI;c)d87p70QRj4rimJz2PUS}c8I;IEeQ~!Jq=3j!-B!{7Mpgw_k
zJW$^~P@fQZTnFku6<O$76f!}eK0eU`^|8$-u2_cziE#+WWuX2r&XcoXx1gi6YC`Hz
zaS#C8#n^NU)W@@95CXeGZa<O(^{*~6P(QbkiO1a=W_T7!AJ|aY!`TYeCwmy4U~P6~
zT|@Q57++r*1T?c4>~}axs@G;MRR5J_G0MwJWt5c$qezR(ybjfWYgvo&X7|O24b?wQ
zh3X@vCoD$SP<<I0c5gwU`e&+8eI<$lhlx0Ghp#Lc)Lvny<xho+@PF_Z?jG}~4i&Qh
zaT9RoopU&3Um<8l!uGddfT8NsDRh5hrn|CuN3r4iaclM7c@e&^Fz6D(e*wo0yR|Gl
zI?rAl{|`+T>c*RS;`qO3cGsDoR1h1>zk)9|mz2>)CL{mdL`?T}aF6MaSqJ~$a0rPp
z{mVs6zo;A)Ost%s{uOJ2qegap@z%uqlcXwrJqA{j38M$V+Z{Mm^tlA4g8G*bFe9ix
zxNaiwHarNuYd2<C+)?r5a*?sBcx2cd02F2u;`+N1s?pnbfQ-wJ>;F$=7K-b?5f=#m
z4C4A%av>0Rb(F?xf+inBaCDSGl80kW_SpWLWN}@HLZ7I^9qSnQJ_1!TTjIK;aULFz
zG3!+*OWSPMhbKp?&7PpPcNiKhwsnO;Wm4{D2V%Ytwu^8VZ%i2vU%B!B7V)QN4{T>W
z0YamW;|FeOVc;}I{2vrT?VuLh?=>j504mj*w?Z9)x}>e1DwMn-j8AFUR`~-#@f*w^
z@aP&Ug=xC(MwZJNt+(hhfEHZv2JzcUunGs18YHi#^&B=mzNI#Tk(LD$44{i84rCNt
zp`jGO4xS4YgoGo8WuR$2AsN#-rs;CEReL6;d%!D|WZ3$p5r!cuGe$a-xnFVEA|bL2
z4x62nj@K2tg33{U9|Dd{9Vs}`QGfj3m-X&qajkMc-U)yM;b7!`V58EF5m}e{7A4)6
zAMDD~o&29j>DNINs=SYn(rj%&=y3wJc^{v`X=r&Lv|owO`;f~JO`8!x6%1)HaTeb!
z3te(lnOB-$ip7S_o0#DIaaqIvVXoEoABE4e$Itjb!D(2nHZego%O{oR=!>}fvbukD
zF=qLQ?Uud=&~EzU8-P@Z(W_-#HUKNvCJPrE4wVN(wcm*uxgY9KbWRW!6K=hX`8c!&
zxN31a`@Y?p80Ey&eOYfI5ZUj`+7+BIs3Lsc`?9nha`fIuy9=`}FLvRTE?W<PgXJ}J
z88+tEW&BnwF5%c+T1>({J*964Qdj!yCYrGg2wk7qO1PVG8rdYAz7$ajm%0*(60ZAK
zSuV^<g%Xu&*>6@FFLr^IEQ=X$j4WFiy)Y~0vrvi|ht#YWX5BrzlRPEm!Yr%#W?$CV
z&F+j(=;taqZI-!oQ$Nhp&Mupvn;b^5FD#?`yRI5i#kk|iF)@xWEht81^mc@jy#|J*
znT^AeoE86RyrmOfrp2^D_>?JvPZvv2>d5>F1Z;C;jvD0#_L3P4E&~Fq7+w@jc1*Yq
z9t~??x*WrYaO=;8zV+++)^F4{10=C8&GI>?=C7sT!jMtR530T+SNrv-7T&?PQ#!Cw
znZ^b)X5=wKIm*2;UxhN+fp1h8*I&Rqow!%=4U*4H^9{=YVZ6gy82>DOO7bSoVM!JL
zEJVP0_~$I0aoY8<T0e47VD{~HcLP+7Y_&P{KB1tg=GgFIBp(bb<CgDi7;v!rjxkbT
zv;F>?gv%+2N`+HK5$jUG+E7FuG)2Z|g|A$ke+Hr4W|~r#Db7d2FNE_QCZbY8wu91*
z5C@m2d2VfZPC+Chai>y3Qb)bxG+>5kN{Any5@L9>k}qu#uhNBuEH6a4AY*ewX0l_!
zpTbpf1aMz)l1Mt%&vYVYl_bL5!9pcyKI25_6>*r(kR*a;MUf=(t4NrXBtpO3lSC+3
zgRD#x>&5k0T$0Ec7*aw>B8qN|L=k$4E_7fo#khly+%8s|#u56`1@gWU`iGs9MF_;>
z$s+E_B80%>I$7i%WTls(unCey@QIczf^9x=2S%y*7~E2BvPiem-ZI+cx`N_`!`j{Z
z2M;%EwWG<Uy=61oMZF)fLyY?n{z3r~o=qIK7b;HpJtp8eUD{h9XGUU#skFD~&nZ4Q
zdueaE;&G+D<JM<>RCkt>qR=CB>SQnNUB@UfiFmDCa<8b@I5^R)57##DYK+%<;Zo$0
zT61&?!j;(LX1#TE@DQ-sAVhry?>=v`)|`@XH{VztZPn&Lknz_{{_Dord4i0;Vs<xA
ziiPXs6dPbnHNk_o^ujTE0~4y>Gm+69_wIqkF}U}?i$h2ZEIv>w^())Qiz6Ypi?H9I
z*(kfsTgd<*9x>$pmpyWA%8&mWfVZ=$sd!p>PE?V~|3biwNaaY~*Jz+}q**w|DDR&e
ziq7b@*WDH|+ouBfvN5rerlpD4fH>e%`3UWtti2k%B^>&!h0)4W%Ei!X!jS)p$VgAv
z%*O|Rvr%2`Fsl2Zk7}A9<K^&zIE%?qMJ~tcEJDS`2PPh|vEAe_wr?bkt#d|ea$*Af
z3xlmO2!DRwWCLQPr(Y@ggl>nT!>bswjUmaN>CTE(=>bAadRrNNKX_FTo!QLrc+dfl
z7QDINjq=7FMrA>Ha#U`V_d<uU<)=I`<Z>zRjF??xKujjxt>AA5FAA!QHZq!fzyX66
zH1}FJntO}Gs4Qqsj>?VZ-tREB{4^(qTrSO>ZXQYkN-{}qx&CtSnjkpd#K`Rn4#=}0
zx6ind+t(dNWkGIoR8ewUOvgTsI{A#@?E4O*%TI7((1jA58?c0gv#tjiqqi@@#=883
zvmfA5gA&e`_Q5awGe|h2i)5rJA?6|(?f4}&Wq*dCLOUB+EwU$@T@xgmVL*oHGQ4F)
z-ug{jW3Sq#n2q7dW)m)>=ozXu!(a`;%();jIz9#Q5l$z!*-#~w{VC!}Pb%wSJptmP
z@hh*@Z$ifmF%3=CW7Ya7-bmW-ZF$Ca@0n<*p{qL}Baf^-kW+>?%}~fowOPaLvf6m7
zehe%?tp-Ax@>)k4lcOVW=Lcl)!L=SEP_-WHMP9XecybKT-0B%?h`<@_mweS+49vmt
zv86npA-I&Kl-WzhQqE5H(m=5jR-q)l2$)=Oii$BXqRi~2rwZ1uYyr{~m)Go`pmbF6
zyfHpHMZ)5adizKqJdn^wYOQ*cB|k<(yR%v$o?a|ERZ#bh02r`G<_{yN8yk}ZP;!OQ
zXqL@lLL28-`Hb<%U`lT;UXn2KaX-z`28152Vw;v!#c60^+@#gw(~@-LN5i;NaWAY@
zo_QTj_pkabNtZ2A8hB&-kTD69Y!f$FFOf8FsPv7e5s2*R8@q{lg;mU}92#v@+r4HI
z2PrTN&P2tdZv=Y1AxMy}9jZ=_wmseIW8Of;OlLe4Pa6X_U%eiws5srP82)~Nrg(<O
z#-v^?7@m+BVR-S3QPaCpdb8nHNeU`&<DE1|8xT6f`)&B#A~WqhIE`!!FOeUWkeFb=
z=)%Z2_*7Y_k|WBTgSbraKy{Q4SUqMd{Fh}7`zrw0&TO7%g&(zEVPdbSNKfUiM3LV8
ztNwi;n=AwsTcR}ZxkUPFtd}UaNWU#=P0lFS)n~#<Z6VuD3pHb8vzZ}(d4ICJwGm$u
zb4toD1Hg&fI&7RdDSvTFZw_-*QvM>EqYa2WGT;)NMm8xgk#8^MuPzH!azrIb`KOmP
z?3-qEg>SZA;aDl3%3X<4zWY}j3@P7TY%yVz)<rH!zu0=2a!dLe_unMTd3>)AV~NQA
z<V{N3QXTG*h3jP7-f(pk%SGX7zGWfyqb?#Q^rMYz6<%B{vnY{&7p+3VNgf+#PUQba
zN^dsu+Su6NPjj>Zkw@e|h||a>@+I=^MgDurLX{j*Nh1HFWexk08C~IzTd#1e$WP_2
zM3LY9t1T$<^GPr!d(wK$r2(FAy=u8Nz+<{Q)vF9O8lw^O&8<gjV6<s^?S@D1>OKo9
zeh01IP_uEg*6jDL4~;p!`g>@_4O9epB}N<Y$LJI&ib*JLM@FF@0l||oI4!RZW+Z?-
z1>cRMLj(J+lSiY~u2o0iw)6V%5pS6M9q?WQ>gCl5D!x1hf5K6&He7GjLcfw}QQ{6`
zrhIr4TmFA7mT8sh`57&Lg6hG>{HkXWE-<$_h(~OOCl4g|Wur9=#j^|m&z!yC6r4sj
z#UoK~uXrvg3srJNB`KcE${P0i8C~HktXDWz@uc!rqT=cP)yL<*>|}BwZN|A2-#-<l
z_#8&DFLZEib~UxBL}hfVCT3rzg~V<ON3n)L_~n%Lm@1a<l|T6y0=DrdM?xcR`zBno
z69kV`_1bUD8{G1a)}|n!0RkZ?y2LwH9i4<y#?@9&kNDZ&(^DUt7=^9E;IRgtNJs1K
zDS5D6<Ms7Xab5X_r`~|iMrxz&YV=L%s}gP01H367GM`rnT7E!wWO#Mr*x*S0Sbd}h
zBNpDV@J-mCv>+%$Oo6JI$QN4_+A$3Eemy7;jN2;#bakso*(w0`;p*5}(tt%<FyLdg
z!$~hvQ}7=2m52h-7QCqjBGDi*%k1asrEnAG-@*&iXeDdj4f%XpF`LeHYxB^<+HjW>
zp)~(~BvqLk^T;PypRA1p|FwC>z<rSq7R!5o3_}<3S`PqVyIqysn8k%Mohe|x))l7m
zB>y^rh<cJcC#@wKYV{|t&<7Dy2`i+x(F!e<;5f4X2tgF*_*KY$*cCBx$UaLT`~9vk
zyCVCVwQEgjxOS~qSxb)OwV^PIk%);5^cQM*D*lHeTzhtWk0CHxv(wE%@#Xt^vCH=`
z3{s%_FA3ENXDn<?A{sv;DmqIg3i-?y$2jQ!AqA|%aZ1smKA8*GP#nuX&=zrP$@Xz+
z^K{rj#ZmUz0^MIGbURG4D`oeuT}w(ij+kSVcDPDWZP2qWlr<(XpA>cyelLy#)HNsB
zQxQ;c5=W8jasZs@gv7?AUUQJ_#VKGNR#TCzJ{gT<<5rB3Y}z~vBH42U$u1*wJ4~`G
z$quYtE9NP-OevHrc8?*=MQL^mu8z=;Ce5yl_7Z|2(p|0(fm85}#V)#{;2Q{~2|^be
zOQ7J}QouSauA*RlGUq6vD=Ap69HZT|85Tsl=L*_=Dk0iodR=Mv;M%p?Q6`Rba~@|x
zDvc0(XU2LqS?Scsq{A^1C!MSzgfr5MilsfpNYAJBO<*K!EP;_;lLFR((i9`<li8sd
z$(oKHyZblU!I-Z_8deHozVih09izo@KuK5TgS`%&=i}H;${qc@AChT=mHhYNQYPsQ
z*z3qn!tcdihn{kzK3ptKC<6Zg;V^-~v9SaK|7;3aht*UBu206?>#!AL`XX(f1(EFe
zf@I%A=ysT7SCZ{ryA~}=DHN+2o<f3)66_CfX_5$bS<prJInnDP1kB0x$HlI&BG(@h
z{u0O)8%rS9|49Msu#$>g^~qeI<gpYm`f@R9O`B#x)OvxS*6$Iv9p>1TT0y{)c{7Dv
zb@OLPa8Y`_XnhL3f`FBsgx?DROHVn)UV?ziI81r~IPoxvjY+-cI80ui0@h(Q6~*e4
zF$FAJF-Ed!^DKyDFBBwu0ioMrl3hu5<6321m*>gAyOCsr?+NKHLbsg__P_#I6@xHN
zH-QB&3rX1}n)~*$$mLdA3^9g_Lu*+Qwm3uLw@Iu~5XoF5NM>(QBx5ry|B(y8LOOiu
zg5YL(@`^_MdD1m-FEeMlJ02)w?G>&DLgjNs*JB|*R~v*$56b1C+m<H`M_i#;`Y%s$
z=+~!EpM!8w#i3J2z2jmScBDA;ZQH?58($w<OZN{dL&M%-P$c(m_9%U|vI?43^=fy~
zZpO0d6}TN?eXocAUjy0f?PmRGZS(qd>w-|U!S>WdZSyLO?^@M^z01Bfdsw86s{e{7
zm9WP(^q%Qw@HWejZ(n6Lt~x+p32(1@k^Yu#V%x6T=x^CZdnDC_f65l2i&PW+y$Y_a
zm0m8~2t1Bj@@Fd~<wLE|_(G<>4fv<v0^jMJv&KmvsRG};1c#6&TAhwW=oOK5nW4Zp
zW@m~5-;bbhp#tCZ%e}xiRplkAP6b=J_J}L+eJXM<75En1YZUjU7c};U7g7p)Q~!L^
z?0+<@(cxU!n?O8X*xS9ZHzDx2F6{kjWT8)>kO>NV;}fm0H@5l26<7_($09<rTi6?U
z1+@Fi3M%Y<W}t`n4~{`5e;os`noPTO!dDjPuds93PY_GQz<-awP=Iu+MVl5=rwV-k
z$OPPZ=fEwkTC+9KYz)<!?ZeIILzR)E16v!zqEybn*4nY!Xk!BF=1>vqW02=GIMjgh
zkhSKqT5|w)DX?=nT(7l)8rK6Ojp0^vIB1y~9D~UD#z?DQm{7v^`qihw&#C^s0^Afy
zJB7m;De}DqYfY;@oeF(#9Gx7i1A2lP0bYWiiIba-EA}0?R_`6SxjxjaHm3$|Y*xo=
zcQl$uTLaIS0_=|W9}1ofJPVc+6VL`W_OD+*Fj^lPn4nka&sM!%>zk+!AFUqNR!pr#
zxN7|qQ=4!hVG}xj7{l^hCgxD^JF@T<<fvYG7cOp?;a1%7!?n$;_wL-XXW!~MP__Gv
z4c6S6r)u}9W_O+WNf)t|yH{`?<gzo`$fV{f6EWSSCfxLeC3ug)e`>K3)F@edBrMq*
zvkv~nIE2Is-WR2laxm43QG1#f*^U-j=B>i^k3Dh2%~kf;u_?iQ8GyGlff%S&CAilS
zFar%s#D&-ao{VbK(RM;b@Q{(pGs;EA%`<?El~G9;pv5c|YIouDk#cb}BG%Tn{`N74
zQCXA-m7|K52wf_*On_TqGYy|IntG|j2=kW-6$7`i*mdPQH(&{6Lc2;yqqma)kL8yM
zy%blA%7nfRf8n1&nb4J7165*5g=%tM7*>`ekZ{Ki2a4>aLI;A#dg)*!AxHK9s!+YM
z3E7-bP@oxZd{hPji8t%78O=V#hMoJMp#oq}M!<SW(08z&06|gL%U!p$aGwbVLGPfD
z^9S|pm&Q=LS|5i@5K6T@h)Wc_b*Mf*0yRNp6;ZW)Z$&GviVrZCr0N}pdZFVzfea0i
zS`i%HqXxsZ=!e-fIKqr;aF+!W;o>7!BYivtu!Ch=-ARrk26Pj#JRupQIi|T>UkyH0
zx@|?Eop<mTGcnz5ULmBxI3|q%3{jS`WFZ*{6~~+?M2f*Nvr~EXr^T+6%9Q&F0**`_
zDYeYXtIv@lpfXY)#u_bfk`@VP@-H~7hnXPqRqf5;W(_PIP*!-#Q}V|X#tlt^M2oTp
z{I2^rI>AFmT+27=T7*j%2O*#`>X!lFKnNIRS+P;+F5YYQDvdn~Q4txSHL%%UoYJqu
zY_&>WG+P@GdRZ6S0<D+eG_>q`+E2t6XqC$l&8`>sFEjFpxsrKPS?H3Z%A8@pJX}y<
z7rxfKiLLgIvWEXFxmMf10zS8>&bbq(VYS+%d84%(Q+bZQSnQeQc)Ndf@jlo;rAjWY
zhf^Ugf>;PW5!FS}H;P?$wXca8xgY9Kj58oCE(^soBgUAILsOBf7AJ?_VrybFD%UI|
z5YcqeFhAJXIPVNLv0epiwPwlTu(>q}g<_xzJ{eAXy&JCIy{+HdDoYO6<@11_%_1>&
zR)pzd*IlWy*9i2`>KdvH8}qBO<vJb%ga~@#O^l}AnbNn7E;5S6yq#uj14374wgT=U
zoJKYQr!PfRz@@H4qJZoE)mbRu43g$TEfq>ss4YE6{BV%3^J03)!G5XO1y-UgX1p<?
z%qZd<^I0gwjI-#HgUIiZSuVn7e3IXp-ASIpBoZH*)qJxr>rZEE#<>*Dt6|i3_Vxrt
z<1h+}i6nLROENClh$cA-6}5=Rz{D_~Sf7jpp(@4vh(MH7DaN}jS*18kT%CU}M8G!Z
z->Ai`Z!cWZ2*=UUy12^*0|=pBoT!v?sL>q5qb&p!Zdku={YLG4O49ezEFW|JTc3gn
zL*Dcp40?{poMpjt4*cpA;0|b3!Zl{pF~aqPem<O-uR_`Cz%gVPC64Kbc{=f};us{H
zndX?2g^}9B_*1SaSqs|`9V~W973Um4z<D_5<bY*hqZiBuT)_zydBo0d5q`soWU`<M
z=Gd-v#IQ1M*q%p}Bj<zCfzJn<?RU>4PEJHjvekc83NRan&Vw8pl@)Gs@%A{O*Jg5t
zHbl}cgtr|gqGI^D={dq`d1Lq=E{HHB?o<qa>Zo_D1d~7{hQD(tK7e1jkjR4+1n~y}
z{1m!R@$uS=S_Hm&TA@$E5GBEQGu5f!M&V2NB;dT@xbJjqpW#HrD(;*6Qw0TTPS-@}
z6>;3n5ciFCKN0u+4J1g4`=(#+ao-fINm`y__qc|Ni~BwU!*nR_ThWXW`%N!Jg5uKS
zziAwyGg=_;zcKQY9J0>w-vr|E_;2_4Z$jX49sm7z$Vz{M!X}9S#wS|*H@5l29T?`}
zV|2*u#(yKPfM)pZg5tj~K#oRc-9I>9yA%Ek(aa+d*RX$Zq&gLBHH97sUtK`2E(l&-
zK(DgB)bh&#SH#du@D~b}@HFDE-B9u1Cz*gDmUQmMgCkA@JRzE9Br5zSboNGjc8U$Z
zI&%nhw7b{{@tD;M$->_bfvTGGCiEXv{9U}Ivp#lyB32b`3VP7>u4nJvHWy;9*O`PH
zPCbDm^2A*Cn%#9Co)@wB1|g~N<a&e-&Wxi2F0<laVY2F}CaSuxjC&Mz%*y!J;Sds|
zu+LAS>|nO#gkaxdj~bg0>}LXaJJV81DCkZCW`tlbLV*xq$q2yatz;Mwj~IoFm5YY@
z44~oEzyq~;HA%z(BY9)5Usf(^UMv>XHum~{hf!I?UdvHMW3QKR)QU}0@Q@MIn;piN
zKk`}(+s4k)mEGKcB}86#m5fGjs{xPYM_zBi)uPDjPv9^7Gl;xCJ5B?|#b0X@UKlvm
zAgFMM3>*6F@z>Yfi1EV|c#O)@lRI_~wwGZ5F+~f*lXi_t?g!i-I#mR5=7Pj1`g3eL
zxi|b_T=qQQw1~C-G(!%o_3Q-3{xus$?ln^Gjc*`eG9D>1$1`e~fw8v|ZDRmY82?I7
zDB50JF$MQtVK{Xxqx7QNarLv|e|<Z5_HEs|8aZdI+721S3@6IASNQj0k*vaqehz>E
zr?f{g!ica@NfW-b$!?-(Sf}tlXoXEWrkCWDE0TLkILD;<#8nJz4*<5?4C;;++ZfnW
zaT;3C5J~p<7+4+g(V(GJywg&}MMZZ1Y9|H_S<~}lcR#2o8j7oiG|fbHTJMI2&6p5C
zHsqfYg*p&{Dw*~ZLFDfSdr_Pzzz8M0K2U5FN*GFl@F~<Cg8N$_83|+oTz%T>ji~5B
zv0F=Fc)R$)ZN)N%V*D+{7zvDzjWfge&q?XYVa*le-%9hd0iiR#zY0FL2#4N})5ym7
zI^v^@pNjWH#_#^sWh`1SjeLRG@gxUq9*G1=>m(O{UuV5g(&HKBZ--H+2(BNwN*NW8
zg8P+3hg_PrQW0E_3PDxQU0=V0G#Z`_xHh-p6N!GcQF{Xdw%MpfBe>Qgc^Zd~>LIvH
znzmW$*b&NAA-HTlWZLR|#o|K6HND%FniU-(I%k@WSo9Lhz+o*6hhHidhl-xQfPnMR
z6Va0HAMq-<>uJ}=YW?^lj6~=b?6lG_8#4?%RuBeqXr7Ka#Eg3A+eBsw8vtxfk`>82
zf6`E=FjVtksDDoZYa@d4AS^OI2W&;Pb{euAl#&uA-=rn7L5vYdg}hXVFmafO3Z&wu
z3a)w_0IT>IZtsc;jS~`QUJ)C-4Dm6mkYxYkJgAN{a3%br_!#=-9v?%_YdYJI=aRXx
zquA)27ske*Eb5b1xjuBG2R2H%w-B#Vgp47!QtKqrc=*P^e*)}8a>mIJh{xk(+~Z^j
zfyZ^6%vH!zm&1R;I2nAR#mQisPh5gVc^_^0vl}OayaM*JKQ1Uv<}?*212#vfavVt{
z4%-(D2JLJIQbqg_>)wvPm?&}38!95^xhCMw+vjjZjKt221j1a0?itykQ~b-i%<(V5
zqQ@0Rj9a32&5K}+U{<7HFpfHVkj|5I+=~bX3N8*RBW~W+7}xjr`y#;|Ps)V)z>h6<
z#~Ht2jQMhtf4YZ%9E8F8RrpWFB7A%CecDL8#O$s!4{0H`65`3)lJkXOEe!n+nE2?9
ze)s5`81(zoIE2LLn{$(BH<)2Lp*IiN<HaWQ=Jx=+owp?=7T_%e%m}?%O#B|8$%ws)
zGz+7t_=Hi&C(FgeM`r*NCyN3XB=Q1$n2|R@g&k(q2_7<(e6w7XJSx`HHtObw4x_S&
zx{;%bM%^qzJrW>Qr~&baVeH==#+E<gMhrQ6QuI@tYF)X^4Ol|NO;>4X^!7r)V{n?S
z_-ErKD(Ap|64c=N(A2p!iz1))-?VVS0*Lv&5JA2kSBoNU&b<nL;h#ao%_*9Wi3_yR
zgt<_-zsgn~wlLWPZLSCk9ah7XWw{}uI2%!u&r`QKL9LQjO@$B$Vsr(<$oC>dLvg2v
zFucZp5n@L#dw4$U3D6aF0lZLE8VsrhCKu_`3+*M=whM!n^m>x5TvZQy*(~^J%gFq;
zsd{)>3Sft0oXYyf5d*eK3udl*Xf;ijVn{d6#B{e7LK%!-(hy_Fv=nhHt+a9cB8wgx
z{4zVST_eRVlydP@5iq%Ul&C;LEi<<3K9ZweWebW^3hJO=USr6w4Y#o()HnufjgC%X
zPzO|4Z8RauQ5KT&h9=wI9d)>2V6xrQ26v?p*%0p~BD|o8V!wxOOa^mo5=v4GVX$NX
zMvMW=2ZXLnGbSwS9`;v@T^<!2@&W)X#l{0CEPxxn;C~$>JPhATQXk1qqG)*7V!{~T
zYRPAe`KD8PbC8iLQslKXSsM_#`^h#$>^E>4TBHbVMdCxmv{mRteNL&kPmC1l{?&^Z
z{mwj3uq96$uB*HybIG07OK!xROcIFf<>}tmz2s_eyIplO3^_|JVTgNH`GPFI>TN#+
zLag00(QF*6kJLtbDSSdSg7kvY(1&VmsD6h6On!+{4*w*<lp>RY6Jz&d<QI{`i`!Ky
zsq{I4a-wcS7-3^lui1r>ef8GAP3hN0rbq%)V(Hs7TN@C%Sn}TqpIZd5{T)stn^=;|
z5S8QEs<-|}S?H3ZN-SOz9WF1?%BY$*F^SZ3buyLNES0g^O98N*<t)!?FUM)*T5YVt
z$B<@}<y%!2s%%$!nK%GeNBMx&W46K@%Nq8&8C~Jatyh@DYIK{CDpeD=8Qs6S7`Mu)
z%8dsOr9zCBvUE9;-dgOks}p$4$d!2{tk1hWsLz{UgEMN5={@v=<k~@f+FCm$?4TS*
zp`v!1uA@-VmUt3P3=_&0wfkHGQBvK-dy6GZbp(F}0=7AVM@@DYM@lCKMoc&~92#v@
z+pTanDeO-f-e<J?+r`dYh1ER>fbDdxq+LZdh`gDm8WxGmbT4aRIQ*kxaj2;0VFa9q
zdR7Fr2L-JJy183KZcO>XFBLS$92=^b@`EYo`p*;bNT-rneh{1OPco#8mq=tX8u+^u
zcs6_1JopI)mT}W5Fyx>b6qA33kZdzQgUOM`3t@7HiKy7w^Fg~r$boMlz6imoT3TCY
z>9#woV-uqh?`8Ou(Z(s84B+AZzyWuv2x01|cbpE!#b^=21Mx)&1FeE~isTA}!CPAS
zLHQ`Q_F&0<2^0%Q;rW2!f=dpj<Mu2kl2swq+_NcUyypH)gkBLQhYTUrXqpfq)f<rf
zD5RQxxrbC!^dp(}C@PLCrnr)WE5opANhd}$HN8R6)as3t%jRhW-0I~wLN};$u|Wdy
zco4OF5H%t2xDKMe2ASw86f;4wL42YGQDd7=e1UNmK89z^ZV)x{3c8mH3ZkZ~v4cz1
z_Yc<YoTxXapyXf!s||{@FYznbWQwg9`)q;y49X8Su=1ezO#I@eh!MmlG5T}y7mAuZ
zDpQ4AS53g3kId1KYk7mcL>k~ML>c{<kudB%T?XM4n!PnkSW!T0Nz;$5QW&?qADi>x
z+Ffuw?GVEKlrAvkP4|&R&Djd%ex=Ek-Pk=(g~gYd-F1!=Dv1s5eqtA5;3B*0+w5@j
zpoz=wOXnU09<y}*>v0H)LEt?i2plOrm}fa*-|w-<giYA@?*n){gIY>J>e~sJ5%$gN
zBs~~O>)@?q3yG<?_?dFi@QLElU}HH@I8BJl?Mk3VZ@&sNDnBmww{Te~F8BNR3;zt_
zaxd;89^ztkHJ+2nF$gu>vBAbOd#vuj4UO?*wPw48Aza(9_jXU<b-69Lc@6iNSpO&3
zDpFyAh{fCbYbL&a%!ZwNqp6||UyOkD=-eN&o&Z6!6K%NQ8hxE|PgohNe}VHOn}C`+
z9zYVK4Wq7(b-2o^7}Q=!)f_*pUoll}qaBwjzwO)!b>EaYkKTfuO;VjzEGkqC&1nD_
zk6v(UF$4OrQ85Z%fb20eS?ay5P3g(O?x><>R@3}!K<H*|+hD$4oQ4)hLGmj;m`_K1
z)XScV_e3vy_phFuM5wZ)8<HwidgABXG_Zz($Qa~Imbn$yOJi8%k&zP(klCEI|4AS$
zoVCokmeK7tQY?8ZNmfO`c_dl1`iU&dm>4!i)ED`PX{o7#rmC}{|5N~)J$S7X8DB<@
zoP<v7cCC^gm6NII3PO33aYYLuX$Rg^PA0wsh)@_tspN4oy#=P2q*iPswM4&iGNq1s
z$4M~ksFUeW;+;&S-h)V3vA3g(t?2n?Zx!6txNaR>AGwO2iWkVx<w=KAw{0o{T0<Y>
zk*|NWad>d7)@oG`*D8lrZ4;Zxa1bxRUw3(M74-|WuI^eDmaP)%d!EllcapsyD5PK~
zSvqZ;;>2>wN%j)9V;20PojVetSA=NG;3Pv4D4b-U!(ZeiqhIb$GO|~bDkfVbS0iyw
zvP;QHCTY7*&|+V^0mX-ed7OS2jx+kItBEwVA`y)=Jh2J%HWB4?YH@a^5s1f~Y3|N6
zLf~=jO#3o2+n=I13Y=;9M02KLn@{|M#t|QFDzocMLtX(*cV9uyv{OkzL2Ai<ky{d+
zWQEQNTNlVywio<Q#0|0S&+%7ruCaeJ0e9Xo^R6)n1OUl*xL#}Z%b!#IaKyrAQxqvc
z5zRB={JJ(w{&8}1^=EQ(g?+?2wBi=!_vgGrOU=o_b+sn^S~{sj2)lkW*xsF6_UxMr
zSA#wAT5D#^<G4EC?5;EKs3F!xbyB$KTo!82nH20dF;S-5DF*R=9}XeW?R1fFJ0;O>
zFw1gWQCsb?W8;c?8i2Pu)GN1%JYU`&R@J(efEli+XewmX85M0O8%pqyk;?vZk#XA$
zAY)~4E5hd0Li8!}iQ>iX=7V;*xS0@ZYg>)zB@Uyqs75456|F|JG=f{P84I5>ntF}H
z2=mt@5(BrfL3QOjH(&|A&#qF^=<O`PWBI<%b+}sO`+PtC!aoDwCsns2Asy%C)I_}S
za-NIdhnsIW5m<ORgNj7rs4o)pWHF+NYO`G*o*aeSP6AGkdO2;sX5{*ZY}mQa49d%S
z4g%J_oPWT20t7|9d=KoaLIGBE>s7r&laMSAbwbdsClsZ?2Ry}W`2ZE@7asANwf1Cl
zyw%efXQ&g`76h+~@*o6P0<1P`^3&Q#58W`u3LD9sekD&ykGy!+2g%(<pJrI)>u1zN
za>>m6Qc4F7)?<~Ki6aLpAgnG6@-MSb&JY+GePLvFQ^Y9?{usnLJ1+Pi6^m@;xcYkp
z9GN;|KhXt$3sh{=vRbrzo8O)F8mH$-KC6t>hcRrU3K1K?&f#Bhj(07zp_nr2-w*bA
z%u^UVWRh>mW?f)&&T$}Y<>OxnfCIud>SSP}QWLz_>^^?`IvMAu^y@HN<?%n4W@`gN
zcQx92{4d05XdZvk+VLKLxeU?56WQuyTvisk<fsxIzR}_GVi=67c@v}UZDkGr`dq8+
zuY=FCJC^;Ma2i&tP1+<H-;v65^hMl#e%-&at)h?$v4|=P^<tM@>FSt~`=JgEt0*LB
z@tBW8gN&;dCpX$JX$N5=dZdX#U0wFyViS^Cr|k^3lN606tIBBwqr&FaB-D9=RD3#=
z_j)&6zk6H1w^iL!NY9hinB7_Z*Na_urONIFz=^618}qBO<zUJW@faXP><W1k6L4=y
z>Dz%Ilsfxenz0QCU7gtqxVPanvI#hSDWU={btMu7T=%ce!ZI-iN%K8=DwL>DTY8Y_
z{vcoH#ex~w0)MvH1y-UgX1p<?%qXW6^I0gwjC0nKgUIiZSuVn79Cv>;yOTVHNhCfr
ztNCVM)*sE*jB_cPSHP(4tl9~R#$gouuyi)5yZ>-icPiQqkAaE7G1&q*zb7<iId^0}
z;ksm%Vk46!`qlaO90Y80{*4%?ZhH{?`!~{M;+uN<yq%My?fS%M9WKZemzCEJZ}Qf!
zTL(?6Z#Yt|kGEEPecnX1-h@K76kk@w6Yv0dtB=;GXf5V09G(Od)OfpA1Dh5^u%ltC
z)y7MRJTy%mtB%%16<lhVs14T-)raSggLl*V%QtzIZF~0Y-ZQXqjdu%NiUxCN147{X
zc9=F{q@SXi=qIIe^!Efv?wL<By)wg0dwPUD<o19<4#2N1H{ZPa!0mtp3THe3@r<{_
zeh6q_eXlHWyrI|Y@9#g*Gq3P*72xC6Eqiut-*wZ#hBe;xqmALC-t#6Kki`KvcejE{
z&S2;r8m*2Wg+lz}wQHc}en=vd<AO-~dwRBEc&4C`tq|(rNdoa8D0E}rx-0uOt`Bw-
zaQOzeO?B=GsHx98sCf3E#<T~4YY&#swrYs99Sf<v&*N%$AVmNg+l=M<oPr+2*11Q`
zmUnPvN(T-SR_&{B<iSzlWDUW*d#m{^rp4hCI}z54gWNt7Gdct$0$CeEwnNTFNz$Fq
zEDc!>JBc{o%yO}{cnZTIEaS0hX8!FwKT%G5(m&%U*79)oxk-cKB$NCaJ8{$)4!C93
zfivQ;eX78ARj^7F$Jgf358;#}BG8}2X~{Gbl092xH##{VxE=ojWdx+%RUJKc_uCI}
zLcODW)SV_!*CNz8EXO1ebaVqKVanx*Ag&|w0x~HcA#<~Qz$otC^3is>PH_%0BMxnn
zilZ{a0lLcMskpAII@{nDf2PkiF3D*hEOyn^8RvZnIL8^Mb8hIG<BqziK)7_P4yn7P
z7^Q!%pgHHTwRQBtWwg0{ibzUux9}UWSz)ui0aR=N6{@)?{dNjW8?iSln93yrK2FHC
znWH@AD-nPkP>2X{n21W|<FN!0j?A0Px9q9OH0OXjmCTnq>K$jpo-mrsHyEGHrw1`X
zDdN<+k+c;FlK8?n-`JXwrS~RSTj<NP0m}s^#HHi+JSVbM32{97OwgPbqLv7~B0Lru
z65`NxD-z=RkOV0qj()i(#8H+CnKmhxfvc{#gt!%y5C?S9M}%XfzEQi%1cCOHijmZN
z7_cW$whWA$B52Jy$&Elfp5*49<VFZQu9MuZKnB`~A|^<3!zWsj8@Bnx6Bq^SWAJRb
zNp2N?RUbR>hw)y9N$s2jLvFA~6uYIwx7Y^iIXF+wf}vB*L7A!J#H|3>&SBG8JX$+e
z8=c;9VrLOv4>#>E8$Dq`XGyCu*&K$yFxmmjjKi(8J5H4wkBb3kLSIAz#&5e4?rfVY
zrpF#n|DRzp(HjHXD*q&>g@<)uW9}jI7aq=Sc4M98kPtZD8m+dgLr{bJ9=TL&U_m03
zro6s8G%FbFb2ve&*Kq4LD{OLiS!{AwscdqZ!6wquk{OBD<Zv8td6WwhlUcuA)?z&9
zz8DJwnRVp}AhV>DI-LuzgvF@&D<I$Mz_h;-{@LZ9CjK~s{s<WX2>)FL<u`|Ay=8uL
zi?37IEEAkt{B-=sA@U!_U$|q;qcBwQ-#;<|ciuQxGn`v9lH$BMJdd@Ua-0Y3a-3VS
zNzQTW^3eS83<Gsz3JhwF?Z8s;0rk6hOXnO7@gh}}E{6=u&s6-`D#rUaCYN+$zdSk3
z-!i-F%)iBtO=|8@Ys>|p-oW(EKbgqrj(hiNx-q!-e}Y3uOlv+_qt#$e<>W9gep+yB
z$gTz63QSf_i*R~9ydXC7CjfZ6!$V3g<u3qd!2K_d@Ob2k>1e8Mq*;V;k`&<j@WOI2
zabEG5u-VHiv?gSgb|q4yx39r+l%G}lQ)Cp%D&33=gntHErOOrL$EB5OEGCHYuMiY%
z#E{m3lCr0jo*kDM8od=R=_Mw6Zg3#8`#|r(wlc;5=PTFv*Ku}wlIYV|PcYr6SN3(g
zhuRol7hLErEXdk5@MLkuh&f^x3`Bw0qctAoch;)IM|vOy4V#0o<`(@Wi)?vtcpRyD
zkVvZKl|qz~^49dAK^x(O03zwQb8&!dF`vm$oO=%)x0o`i(pb#dNvf<BJ7MK;9YVll
zwN`YDESi{9871aJl18_*DAjq$hxo`aC6Wl&yW>cs1q4ZTuVr>K6eb+1VF6^iOuRPI
z@9n8gG;1vkB^~L3oD-;(EdVzNVo0DBKbkF>RnI)XSQM%RlVboFFh&Z_$d$xKCHpv~
zX3v#eu46aYn1~*E6XTNmQu=l<O{xTw4$asGgzn0<&6j*FPD4vDA$=5|FR3p@G{Gcw
zCB*K;d+hG}Bf*T_zuL8rVxBQNv=BmPOPJQZu`zhHP*>fw7I~{$)=MajFUnJmq9f5M
zm$psa6s7|V5(tY*%1h;bfb&53l;Q64NH^iOgR`Cu?aGNOnfVz6oI_^b_Qs+D@gc}M
zJrW<ou#b;W{MM%Rmt}}hH+%zu3u7L|p2JkH$S~FaJ;C^Z5X?@P3(@%Z2K1CW8b3Gh
z1~RZBHUf$9_}@;EgN4N7e?O%I2SKai@p0tA&MG+`-)er@;_?4|CT4UbV?2I-LSbq#
z4PCBViik2iS)BX7!LSGm8I2bIUl5Uh=9WS?A#o?w6$0BUp{E!emlKhHDNd{8i2Ns)
zkGhotb*l(<4x&nhmaEgVgejLJdR)#DV9yYn<pajwSC@}AnRFng=pZxV&?c!kDl;6Q
zs}Pz;Nq;!3t2*T1UVo+!IW7_TL&dJTI_wN0;D~%jIg{ByR9-~>9R<x<H%|C(g$2)E
z-X}34KgCGVf?)@{nwW@uY)(41CR>csBl2IJ0@H>)W(8BZM8E_g+h&f2odY?b5E0-o
z5fzco4bc&f%o~yahXv7x#GQ)BPaXA+vw#hv5&6}EBJx{CNPa6eCVvL{6Y5!PH9ifP
zE;uSb9mnT7k*<o$=gvDpcbbPU5qd>P(hO1gC~-wp{<n|}DJq|Sxku%bPo3<X6nw+g
zS6oy+T}sgheoYaT-!j7T!&@uFr4{%>j9c)??P8Uwe{Op8KOg!Do#XNe#N%=K?s55q
zz~eeD|9i+nkD-tW;_~r{7MG80K5+%c5%?H>a9qaapL9LUj<aC5Sfezbg*sF$0l;>l
zHQnO!@$48xysnTcG&wH+>LTOvbK919n7v_rXMyv9>6AU3t;l>bgW(C*W>?lVGCvIF
z@|8hAvxdQbhm)jwZPp_52g+iU-clK5rNJoD;xexz^PgVUV%+4u7_pK0r>V$%r1XTv
z=o*<X1HztBP-Om@7{7_hllupiC<^=}!c7vsvOs@@S<w7&5k~MA?jG}~4i%w)*aX~p
z^Bj!OSGb#zDE%!MPpJBIiqzkjIZ|JB6dSD{w?^-s7t#9K#2g~_FNiFHh=dk(cIH6X
z{(UCvbmPf9Vf(K#yX(wPDu@l;U%?lfOUP&=lZ|gO5z~Dg+(Y<d*1>-x4k0mwf4NS$
z!Nkgm;r|1BT-e-0_C5e_chFG5=29Q4d&u5Jz>FCF;8uyi<rEF#kG7MUIe5qj<BR1Y
z<8#F$!)D{JFq;s@-<42}-d+YXDnE?>cX3%LjQ_{@3;ztl_*Zfv5Esg?v6?V!-Ge~r
z2!mTAIL>4b<-aKi<yU%&%B70>DiH6>0)#O{y$aQ5gPWszf>`%35?E~K3WLgs`DbjJ
zxp#odYyS!atS1Zn6YB{O8g&>ya7zp0q%qw8pwPw#wNQSqL8$~#kk-8X=@673ZS_>)
zx+%i=l!k4DrlT8D5%9(;x@}5f+QZ0JaWNHCH*K}?I{8+k2@%@iA_TEVYLGm+XTc3R
zy>LVtu}8~-2?k<YEOD&3S(XCW!P}!^j&Q`V3?%5Dkc{aZ({#DP>IpM3-2+~!B*Qo?
zjW7&RnK7`L%>0VO773AMaM<i*a9maF3MvQv<p?-3b)?`#2mSGXE!N&*ajjB4b_3u*
zI2frO*r;@4MAl`#EQyu)(<7|(2F6N9Qu=ieg(}UXMzgg6p~nZ<rg``{4K2-s_ABve
z9&#C?_e^EG7VE`jp-YY`^Gfr(uYw&oDIVU$R{M2j4gbDetL@(fpJ$Jo@uzVbR;x{j
zi6-@=@*I5;cP&=;uP(-|kJxVMdw}6)4a&EVctcZ>G@(?8(Hmr3HUJ+gcG=Z_CuZb+
zs6){yL0C+<7AxlC&>G;X#mQ}dvo$fw6R)}!YdeAP-woE=xSAElMtfIq!l1(Ma(nE2
zEta-JjwUSH-HY|jVi#WNvPT7eXn74?hK>1k8Nd9BOE`9A7L#!QoYJ?AGLjUb^w~es
zjBP;Z`pj0s{S2p(O~UC*5tVSME0HMSx__1BUaV9oQK^>w0;MyzCKH#<>c|CFvMgr2
zF|ur7Z$x;<d=^SE<B*#5UaTk2?j+Oh#j=`j_GP_lc4vG-KR=VF%`%s6`l_`UNzhFW
zqu3Xw&fe%c3KiRqC&$G2y|iE$mB71!K$Migd$d@BQb*<^2-xPx95u=f>?Jdpu!`Y*
z(6B3{Ti?;J2Bym~yd)Yf_u0_5eqG=CjoM~_B=)6QKIhc@!W3K>GHUrj)pz6uzaG`X
zJ9ueI2f2iD%*bPea+G^xz6xcs1K+6dttptNomWM2ui_gdpPA+xmz<D?id|C0Kkq=m
zdHClnGAB#MY1hYU{m4Oq*|*yj4Nx4i)#lXuv4W<WW5b6Ld@!txTfRq#hQ#42CJ6+a
z?f2g#Tuwn$Dx9*d_199s+Aw(@G)2Z|g|A$k|6xM8%`^?pN5U_J^BpFlQbD*yJHm*0
zQ$ZGNOQt*r+^JNM)KTv^4J-}OR1iNt6~ypn?S00xd+=3JFle*43LdPYC*oDQmyqRy
zC>LaGPRLAlEcjEnDpmmQ3r-G6$NHI0#H^A-xI0)-qUJMBgkBMc=?uvsXjT--Ax}cW
zq~s9#<(?cuL49OpqF67k$KsMh&cKioN)AzUV<d>sOLT7odnqMJgvJs2(gpJF4E@8-
zNg@Q|@gx!VBoRX3ah)X6kF4|*6gEMU2tLu0M6k^#?!YJ&AA?)UO%mx=!COX~OcWF+
z9G2+bKX|xVs~t_Q;4PckF6vgq4l(XC@fQk^@ND9sB2|3wJ`?bqtl%w>G9$6URKZ*H
z=M)#5y@Iz~=_CHG_H<S3{Eoa_=;gR|nIA=*<)j?qf$JC@CJ`?}DrtMwD|T6f6V3W?
zZS$_ic&!)iJRYevN2ef6i9K%CTSo^E0ecO?)yKiR&zr0@rzG6XH&#bmwK))6{6drO
zx-oQ~;Nm;Y?&e8NaGjiD1B<EjckmXAUQp!3PwuZWk<lIZ?g7OyxcBeHAtVMAA1Iaj
zmCYksUV9Pt8#MdTz+B!+2Y>O1X{tBdBiANE`HcYH&X%U)Xyw^jMJWF!0W%_$BjsJA
zc!)F$hZspJPG%o27ZVT9047$_v@{VL5C_~DA1Td#vi555masLk7Dg*yE*C>z63hFF
z$VgAv%*O|Rvr&D=VN~}+AE|ZnUk)z_%`Qh3x%;ZK2o)P2n0Um-_Kyx@`$po}I%l*d
zCnmtJFxVP{u;=GZHo&Ja{YuFvbomn<TE&oU3`q7&cUG)Q4-jI~+sf$s!K;Gk%w~qi
zB{$mdr!DS6SP0<3x@1dvXF80^g7W03+$e9A!`Sjuo)~huly^qVt}!4clkQgVw}Tf2
z)kPZ_&0XVwK?|C@(v9Y}JB-SL=H#f{Xzo^rvE`>ZG30V-?sW4|5>S#!a?ACXgVzMX
z@g_!Y6As9;Ah%IBa(j`(s4U1$jw(uSi|N?MQ74}<oOK*Vm!IIopbI59H(&{gW?c_3
zMsH2nrj(y(_G;V=QKH$qaozCGAkmEOi;<>;HPdoKvlI7VWP8_+Ut&`>$@W#Cy0a&l
zT@xgkVIYR+GQ3PhCOpyB*sHcFrD}Mx*@QbMdWNdaFi1l%b1q1Xjz8!?$K7i96XM#4
zCq0?$eXJ)yTr_UwwYSzG9ZaTlVP=?yrs}b3eH1So?f14kW4rfEG}O=y9gvAf)*i?u
z8z1q|mLn?4gP)@|-l`u13s9?pkfyxWk;ddGgh$sPa}VwV8G+*TU@!8j&BK#pfaX@u
zSOe0?<n1-&qvm2@4vvp4<;NL<b6b8@UZ7e^nYCmr<?LiF{bjKeRv{!`LBJ6z#$9@u
zSxZk9tY6szq$%#G*)8s*5ziarqf;a-?x?qq1j3`*ta&4~R=vrR9-|@MS*;NNTr4_O
zF!zrEFkp|&A4V`YHYWKik}HZvvuhR;+Bm<;XN*S{-;~^&i+3c9cw7j8?W|3Dn2K#W
z(o&p;7QRhdEj}GdM}9PXI~DiBTIHFy&UF8(-;#9M5~YDRwhtMTFUdCXLn1?mRaR*m
z-xrjeIc;M%F|V+Sd6h$>jcU8sOx_>`7APKlBhZVvJR`M3)ydJer(1o@i>8?Aj3qO$
z7KZ7~#WI6p_^XK-5*QvE3t)IcW`yCzGd9OPDZM$6g38y}O>?vXp)<Vy1o+${BW)i}
zBOAj@<VPhWCKfQdFftANvQQ;QlsWfsnc#uyC?BwT%vSgXWexjI0PHT(ZCCg%>lG#e
z9Tn-R+?6QOyMNWc56&zWf{HCs8u(ly{R-<Pk_S9@k$zj$nw(LttIvd!+CsLQ7HY=G
zW-~+n2a4qnCFS2k$WM^+*f?`i{<A5)*@$RK9ZJf7isonoB9D~+JWeB<l$Xf2m-62!
z3srJNB}w^zE^FBTIHN24GwT(OmGY_Fl_=%Af3?Ao^4-N26E<mG<dXCcSuay=Nnhjs
zn`AkU@AY9U5!s)-NoiZE!*#K6Yi!#au8s~*j#k_C#(2v@>_=ThOz1}&*($95m1N;-
zBg-TTmB_yY04JX0v2o@^{<SH+Im}Us{Htk>HX!nd{OfQU*+jlXzP-rbR~D+|h)NRq
zwX%jiG@~ng*m{LyMSd!GC5rs+Uu{8=pHG4@*^|~|E)C#WuUc*m@R;sS^(sS+#%RQR
zbL){B_!gR8yW!Ehy3c}&-a)H3)NCBBHT%8mLt{>_{vKL!0~G;YiO~l9F**f`ViJnl
z9l|$z1O!jU;6O4jn33T56nr<14h`(PP9BX`yH*{6yPoUAN4#P3cfflMaH`Y^D!x1h
zf5K6&He7GjLcfw}QQ{6`rhIr4TmCl`%d|@MJV?u*aN5Ae{HkXWE-<$_h(~OO?@#H=
zMr#;njrY(DZ9wEvJRihqWK%p6_4bPA^JSq*j;L70^T3G<;Pwjm-(Axc;p_cIS>u0n
zMwj|q)=M3$fl`?)Q3G}V>f`fYh%y0@Hsf3x@BwS8Nzi}}qu3XEy8h19jiPE4pno+n
z{W4o^k3SQhm}_8IaRsz0{?m9%XQ>Rn;PO3u%2x1++mqFajeM5qSB~Wi5U`D7IT9mr
z+c!Z%1yLkbz4#k*3%9(ZwJC^ffQSeRGx3g9M<+2bqSezQe)jkD)W;@9Vb3sltbs?<
z(RzDIo^aQAeSK72SH9t?H{i38+Gx8PeN#HEL>u)0Z;FS^`4xheACN&AUY$5LI8r}W
zAF08Jg_|sV6E-R>h|UmGKqp!7Vhbw=*M_m;9n=TLeU<>ay49nM76AKjb!;qYz@jY}
z@UhzAq!+0vcn|tYM1g1v-c$pTXpop?hII8(xEu3t;naJ?m;0|uv}9c8y0v-eVQt6`
z5lZu~MpBhYGLL+MaT#kP!GCR@G4PoB>x$*QKZc<TWqu6+wsYr5_KgdKIa9#A(iNui
zKU_v2jAcD(EzwY`KY4|ojhISUA-#=OXsHCpk^Ni*QCza9LiX*hh>1h?SpwO&y29*=
z>}%GpHKpO&wO(Z{d6d_N!YD=}CNj{JTAqskAztXQb9Q`>Auw9A)6GHg<$F=F%l9x0
zQlR<;gzALD7B(gkjUN#eouv|md}fPdJoT?h0qdZ26)ozMxo`~ywCn?I5x16X7mzkj
zhaFTLWuGn3eFvf2VUk@byMOIkQp$0}9HX?uRf=kZ_u=9QSz{9ONnt19_u@D}U2~Fs
zxY$)zB>MrvVFJlwV+kbt*%Yu2tEos<pNvMbaVy41Hf^2-k?c8wWZy&Rc9>*Wk{wvP
zR?JgunNlcM>>fj!i_+{5aCMSsc4f4e5Dby-a(xJ#f`44>qALpiA)z#Zg0Zm#3jUuI
zunvo>C|IA&IZEhC3YII!Xg6(!1<~%gf_A@0h<2D>SK2+ecCB`li6h;d$C;2yBgEdB
zv7Sxwe`;jX;TVaNPSy~@8R^oeCzG_p;wVP)0C1w05*tfkq$^UuI!s0}l0KOoijl18
z=&`$hlO2rtTBKp6Am%$yFy95VI1VW3%6zcbq4Rtk+ex{jpZ7yDjj)pcEL_SYy#ae2
z*-7}l*z3?!j?~+Wr3ppgw-F8#GzB)6K;UC3U>#Od5x71XbFafzjOmNCc@{*n=L?eE
zN9cB#WLJ{yUAq=7ODPnq8J<FdixTXsacPnWc3IFx_&L$*A_UCI^>xLrup-y{2!9FW
zij5_Z>swR6I;^B3SA8-UD0wUejJ{lqTGOUk5Vc+)sP$EZZHGB_rB)EIWZq06SKa&>
z5?qvCKZR?PM6V!VWhdeHLcr2fPO+aac99jueui+EK(W|Z0>yqa1+2qrDvH%7V+vTd
zVvJ<d=2;NQUMNWR6NGMuNp>aKjcb*4U7jZc??#dhz9*!+2;Fuz*aHh-RSd(}=_at?
zWkGjc!n#k`kxYdSm{jEQ3yt<K4y|QL*y0R{-zKp}K_qjLAesLtiezkt<v(%(SV)I2
zT@YL;PhQc8KTo;_*0GbdyW@dU*ZN#ftjgz#uE#=rt~Lmh9+b;N=P}P5j<`beR)^kP
zEK8{B(5a)|aWR}VBh{gA+YWx(_yW;d-hWUU8uku@BFlHPM|rFjDiYl*u12M};mue#
zy#m)Gtnc;k|7#$vz1^%It!-YvZe0+QHrSq;sBK<_fnK7*wCroMht=As{I7UY342^a
zm8eZWgST1c7~j6iY+QAKz7pPE^&<T(+r+kAwb9?QjrK^Y3ICKWLKmqf`g_#@CKn$^
zE%~z*lJcQeXnY}4cL4tsT;V&NbJjQsBvs*?*WwV;L@U^l2)!bb^D<QU#xzY);d=;$
z3sv~0U+xvYsVpx^b*kLTwMSfq?^BU`slvD5UZc7<y`Zr-ypU4aoBHQIU%wU>>u|2@
zO&}hx?CoCJn-F+hSN1-NEOZ2gOi<YypJ<i6vCSv0z_LI-Ruh`t%HGH;pxr-GP-X8k
z13kQda12uV>llF5WZJD0zOq1ng`LZ$5lh6tzmC69fOIQLn-){2Dty1z1l)P^z%8v>
zvo+9c4Aq+L!_DVIxsjs-TN}foX3oIY+OgVbV*(54P&Mmgknl7()POpXwdS!}a{zWJ
zuyZ+FueE|=*8?Ms;Z}1vXqg%ugAn@0NUL9%P+CC)e9|w!p6cH#z)X>pQ@ERvD&JeM
zI<V@~snYkx(aEtope2}5mdQ=WRr`)xqxTNnTpwyyn^OZfHmhT`I~vWSt$}Au0anNR
z4+T#Ko(0Q@8E69=``51@7_AQtOwcRzXRF?>^-WZVk5&(BE2S-7xDpdnn{WYP^ErMP
z!|_}u=1}oFvhWq;q+WRmE^d_JI^6NYwau&d?%c9x-|9I~w)?{-Gj-$AJY~BdHoNQ0
zPr8UL-MxbIAeWiZMkXykXCkKiI=Gkcj#&r)vp9sr65bc3lX5WCicx%;SJ{qMS>~<6
z=8rvbgUz??v13z%`x^k>&h(K|4)|*X%s|5uaT9icC!^eSw4G29JY=NuujL}+XET6|
zl~G9;pv9~eYIoD~iks~>9Tqi0djLFav~0^DU*Iq*iyEPFRM8rtOQn_xa4YP!;ZsIa
zYaK?IzfPzaxQ(T*E8n>ROQ;jtRZ1GYy%(6L{5qjuKnXx~LU-W0;h#aB(3M;RRbpy|
zYI0r}R6c;<!ks$MclKJL13^T+bS#pPqXK|cC|}uxbWW%!&<r;|DszCuoAuX>W}oRm
zvzcmwz8~?S*96_gdIAJRT`qUs(!zZv7y`Y6Le3x5vtAlQ?P`4-GC(NT_8=}%@YbRF
z_y`mQm1RWL_PrG?xhg)u9FnSc7z&1t_XILDL~2EFc#j$k*P?@L8vI0N+<&_)m<Sgi
zu^Q=c3Sb8(kGhN;M-1pDVtGO`MsrMaxxN~Fs&o&FKs)bXY9^+;%`1d77{{a$fFa5<
z)+{8$pyHSlg-9_tW_C)izP{L%QW<j72skozq|`D?uRceLfXYaH7>l&PNm?YD$-m&R
z9%g{ZSG6~Xn>Da-KwaS}Pstxo7&SBr60OP_@Vg9z5UdzHWW@D>VsWif>fZx^10i74
zWyMCNyCO0zbK-T6LR3TsXbo((pH1o4LFB2rE}x>=+JMm0>uoEvejcZxrPtGbBECYa
zT!v_Ry|{Rpkw?s3%zslBy5y)buk`Y8L4jTPTJt8h+CMF8_&>?D+WxoTbBpqv|AN!7
zT5Zz2(c+D%JV#$F_RM;`-M_kcAMBq}B^TGjsSp=I41|_)-EmR$XYEWDE;bx0;|tWj
zCT8S*s6#QnfUvkM6wizpV?GW|MXp+$9DNU26Qi7%if?)cfrzGwhIzrp#(8J3iS;UA
zt2Jv5hs~`?s1yTb@X2u6>)mku?rr_vR#|hnE}sYdY*vY}vm$INcHNaKy8-|Qt81t-
zY|O99mg{&75F+S_H!+&pozk}hr7LxIGtJlrgs#qP1>7@n8rcM#z7$abm%0*(0<Qa4
zXQ6;INSX_^R47rQw)7zJ!$H2zi|HW;+bVW}l_-lDZ;U82syN4d778)rEV|?%@_S^K
zi|`qr<jZDvlBY0<#D``z-|Wl!`q`RsE=98uMr~(rPf#=tqo7zwQg?52Rd*^{5s!h1
z;X7&G>`h^);cJD)ET=-uXNn~cb^iS%0=7B-MlEK2d*PNwIF63i#bq`aI0yyfM1_<?
zjpi60Z6T0w!}@jWH)`iolD?N_`Iz(HqbZm$<W0}Ppy!CpSr$C!z`v6M+(z{o`^1=0
z#|YOG`uT8Tz6xcl1IJKB0OFXh!aSY$R&fjx&P;R6$-+qOVcaR#l&pnqh?eY1-i$dc
zsp6ay5pW*PIXPe%*yshbsU%-PLkzPBzu`o3enAt=v0dwkVP)K~odW|7_RcXD25h$9
zJrj0LL`<^PU!MZZX7%$Rhel<En_RqoCZX46a#C6;-bT_cgtr|gqGI=VfkKTC0+*Rz
zJdaxjmTtSV3Pr{uq9J_B2;=sG2t(pd#qOt$ddEs2{7CG6=TLm$zH%Xv2Pp{N4+8fo
zWS`>VwHLL>d-b$JpM)Vw;s`lYoeHE2UqT&lUU0m3I=0VnB4QQq&HbrD*lSMLMCcW9
z+|3a0jdni~?|nBCB*lBvFZXzF3eqGkPqBMkL&e2=pMhaI6z{EQ#)$c*mm)!N>2cpQ
zj?ft`koW(E4q4~8Zvydn+_!t&HzDx2j{ANk$#xVrLEJY!(c->ejxP{*V3>!G(IK-N
z_l>*)n&CwS#eH9Z9F5Gne{j5ZC;S(pnMWY5VgKMrbt>3u3Ox|Mx`19?5WKp8US%rt
z1B6zr+4e5{g@PqKjW}#KR2=wwO~9Ssn}c!Sh|2&!h@KgV2EPfNywRSWV#2S^96BBC
zE;ceeX4OJ+@VCQ-#+uV6^cz(CUA(2UK6ZX0Mip%dda(7bXYbuM7h<iyW)f^T^#o4H
z6Knkyv%Aj2^CAY{AS4x*T#wMfnQ?T$WmWtuOh$drL{;~dagV-^SsDMkIE2LL>+@46
zJD6=bq1XRqj~biM>wg3Ab|$5i5YT@iU`FWmA`}P#mW;q_-YU!`^Z}!gGj_xB(6%(Y
z7PAN}J{7>1jfPVL&(r4BBoPCQ<c+z0O1Y?6O{lSsxxU(AR2DJUa#Ycn>m?kuVzU%H
zWCV4S!}#(?T#I4b*jKu;n;Wo%i0iJB(dg|<!1LutT>k*2AVpjs!F9twgNW<1<1|oQ
z+_fg*g<<2*5NIe<U?ZPB?)sV=F>aUwj!{{9a;NUW_A(3{rYK=}(ymd7{eb&JXNn-s
zT#y(=k2_FwmU!%WzG)F_eUu>w)_QgVVt<VdBllrUxi#)az+^O1WR7RkG6Q07CECWo
zp)l^1o=}v%xLXP?yuvW*SVrkZcjM}3!~gnr?(EyTbv1I%ShXE8h#5wdZLjdAVv(%E
zhkgqH15Rm=VuTN2qmm|kX_MVU(Qr=Tbr4n0L`SA~<bx?aC7ff@eBmls=zTOl8xXpK
z#Wwc!VVs5*EJTt$KK4~dd^A`n74NiEanX?7zuJkxLe}*B*xe5*iiTpUAx$$;oz}ad
zVKXKIknQ;O)+=a4c1#n9>>-5L2a1hC2t!E_K7~3%a9;}~A%QG_J5PJP5fwEkc55jN
zZx=WCBc!NMp>r0rp=yZ}#rQuEIEiO`Y)tC4SjJ!QjO3mi=BF6{7c@T`5IW=gpM%dW
z!k`!8G_o<ij`%3!r{X=4@w<O@8H*B3BVS;4Jjnr@M<PJdI?2V~-?d(-1pamyg^JvI
zt?MY1uNwC&iH^85ZKWc&?jjI=Igwl2ie)vmQM(=i+icXLky~q#JdHy~^$^@5P1`JW
z><Hzm*htuX$h6h7ip7PBXW9#Z?W``6niU-(I%k@WSkw~BykRX2hpl39sOV_|0q3D7
zq9xrw;#F|h)2@%z`te5?fzU0;X{BK{W*E4qAPnTtJRNh08THUhiOdpq{@7^00U!-^
z3PUvyf_hU5*cnpQoyhncuoczXX~=R=N=lf#n3l)}F@`WfUMfVGI7~zZP;pZQ-^Drr
zR&g=h-W3%ZCnV0iA~tv#;$m<kDB@!N5{Z}MV(6E9Tnw4}>1;!uOXj|gVxx0j7!!lC
zs83qu`p|tI*eK=RLcB_mF^1Smt&2$G;b#p0V`xYu-;r~C41st&KE^#hh7fpM$H#md
zS?ZhcpD;cKpJ?$h*ya<Lpi$mOTmJ0E#~`nuS-qh6m^CUsMwC0*KL~fb)}eABWaIB2
zq%APU%4p6;QnKN93kJn^3$*VRi0?3P2EJoEmZi@GEE21qfWMgNanLg=a%PbUxbwj|
z7&#-br6Eh;icmEpQ8atex05ysr-+(unIme_x{i&miCfu^&x@Fk)Txqk!@TJ10YaO)
zE}aaiXm9df#CE~jfn#4J+T=-@RxWU?i|u;GZy4wInhe@K9_1hm)~~{UYO(eU!;!le
z->02T#q6$gyiiSSokl8wl1_2D3#9w&Z1t`&(b;|V+@pzNR?pvrLr9D!IyZ^*1IjHY
zl<1lEc(Dm3+6mz8tT_ft+#RySb^>OE5-l46aiME?Gk9j<NIO8IJg>t8Mj!QZ@lX>(
zUve#rrR<!ri4P0@W}~{pVN|C>AJtfCBhR*r;RPXM<fv}CDl#fBGAfUc>SYe2+6#T8
zj_O8ufsM+jN~$k$vJZuJcfu#kQ2Ba?LB~Zx=%%J4AL}e_)((jr#y2fouz(ud)h6h<
z>8PEAoFT1=+Hn0)eR%qnos*y(@>pYJ5|W&Db(X;&!=sShGrdc$Qaj8>zMp6(X>(~2
z&?c5UdO-G5e2HC|(G6Hapix($Y4o-VP!k;DEB@JtvUA`+3Ci|-XzE;=WxFu#<7z^v
z^Mwd<Gm;Jk8hsLf;h#aE(W<UHnwVmbnj#Ps|0Dz(9xCv31l`8RTt_Ycn}cGH?Z5*d
zRH$|Vj0`vG?hMEYi?Q41*_3jhlhh69mm*-j5aefAPk_AHiQ@TdHjLa8R>u5qAYd})
ztEuA&Ix&hTN+LT)+EMd;aFH2`RP@2~c$_o}3jIfBAWnBB`?F$kq<rx|0l<I~lKn;y
z4mK+8;wzJ^N1{PEQLDGU7mc(rMp(Khx%VWQ9;bJtT2TJ^MF7}tYo)6$+rXTYa2lF_
zo+M#>V2-{RQA>a7TF~;v1?F`B>dG)M$C8@aTBY@4=$;g{Dc4H*A$~;k>9E|&sfl7B
z(Hft&-BZr-M+KLZ;~d{oES)R)cO3%GBmXWBo#SbOE!|J<2!m1Ao?<bisB1R>wvz;s
zKoxZ%l4qK_m}5Mn%e+x64i%M+BH%n!7SRF0d=iUblCX<>#K`5P1x;0#`u+s~G<#H5
z^aztt0o)CpIMJgb>APG(D3Zn%Erg^UB)@Xp^4)2K!q9q}r}D*nV2VjQ8wX{hDqp0I
zdPffoJ6ieT_v0&HP)w4A*cG=!w&4y*X8zT$ucTMVKP%vBt_b)na0iJzTjPz&NINto
zi|yik8n}=T;>`F6tbM^1IMP@B6eng<kp}#bD>y+r2`56Y2%(iB(g1~<h&1>M{6&!l
z^vgZcfSi0}k0&n<R}gU(IG%(ANEJ8)?e!^dWFI*r`^bzH7%hUx1Nw|24-Ask{A=k|
zI%uq+6+s~QEIj+<i$Wj}k4GW6M<EabkLxIeZy~$=6$+%FN(VmCq7bmnCk{f3osWjT
z*^NR#UI8sOT2K_iX@T0=KM0vmaJO=#jCt6;AZ%xQy~TS0E5y3LL`<QW>E@kEJMyWh
zf`umF&YR|7RDs0Wj06x|hc;W;p;N5Dx-2GS66OIh#9hZ2w>0mX7hwUxtQ;Z$o}}Ym
zcs!}3S#TfY=3R|(J-T?doc(J}zUju0dCG!3+3c<}4{0IRuYa<(<lL{wT9`b%+Qdh9
z^t*fOW6<wkg+u7(tv6{mm|;2I`rY<;vGLaL0PuDP_Y?==O$5yF)-NWU1!yuVe?*#v
zNmzWsDCBUtm>8Y`Oq?vP)gX}<;KK}E2=4U>3`&HN;2}fFua=9F7l`$=y=U>&4x_TD
z`5{LYt@*JC^+<qJanKi!7{-3vVQl&9eTX63Se3eRnH#VKH+)xVX!Pa*9)lBYd2aY?
zaJ9${{|NrVKLa=XDVmOnEAycVb74KX1R;bQZa4{K_qbmXc-*UDp>(++qADNaCO~g;
ze5BSKox&RkNqU8TQ$dWbKp6Rcf=wd#sX_VJS0P~C$No{)6QC>VV}7B!-!QnNF!^dg
z{d&K|8}-7HDZ(HU+(DG*uEjrRv*7qL>do8SwfOZEzz%j;b&&^-7_dz;Kl5FSR?~F3
zg6SV-V!B%kp$x_^X^1goT1NLSSp*fo$g36&ewm$^lx6#LDaQ%kfi9J|Y%v0kOdSa|
zF(&1f#DJ!EgRLVj)X5Mr_mLd+DqC8uTANBr&@Zns<kyDVcn{S$mWml2ox+k5aIb5l
z2{o4F^;O=`WZS!=-agWpZ1-TOln~iaZAR3Wfn<?>5B<ap=GY`$gfWDrngTFl3>fei
z3Uo6NChH#dl46%fg~L1%00&~j2#3K&rTREgWDkc~Oo-w;EcuM_+*K*PIgp?Vf4Q9I
zXahobgxZF`Y{F@1;V-lUi4T9#ksl3zNyWW5>v-lZeciu$5hL4~X9c$8X~T6Dv*d!g
zz<SALoP)Xx?>qvLy^zh@y5H~GYu=ETdS4=LRpkrvrdMzKA&_0|o{47TSbd~6(o3-@
zq7j4^+(Uh+)`qM0P;SXDQMlosB#%-=QE*V~etMih3J-V0TrAjdnMAn~Mxz4dMBRok
z!p5XtvkN2pt72c4(yzm8l~{TS&DI8lE|&bA@Ok$54F454jcj5`E<-e|G22zKZ!8O4
za#V>?GST7k`(PPW^Cl*d-c#1_9|FL32D3b?{l46*jaU9Lq#1Vrex@u`*{<|5aqg>*
z@&T*IY=s{!YuI0%(G~tH>lG%k8r^23O4Y<|M)$8S#vO91a^s0YsSu<0X1bh2|Et(#
zR|oHyk^A8(55u+yi`#?Cfb(l`M$Iw3hwhJDJE*!fH7D$#97eGZQ)y@)ced*&RB#_2
zKocW|(p=*z8hRmtD5+Ff|1HV;8k^05MF0QK-j{&Maa0G(vSi6?NtSPXL9@2e$X=}u
z;{dYPwk)5>mJ~?_IhNU--JO-DH9NDO!}8h~%w;ePhvVf6V8U&{Ha7$kNPfZ@69@!C
zxQQVg`S}w9ge!#n@4c$-s@GlJ)79NGyDL_oJv-CY{krPi^<LF0HS<0X0o%;HgOR$&
z2F_{pVwW&!n5fi>&4%wy3LZ~zKjYm?@*TNa5_%B;wzIVod5UWgdA;VEG^?EV<%>hb
zJvSiWEZnooJLpjGif5ZUl>sxHb$D}5W6a=C8O}P4nb%Je^9Z3ZoOOuJ_A?nWBS%SO
zGC6vF3_KeRk_A6r#}ZC41cp+W1|{S!A=zepAt6T|&qc^n3`DK_<`Lk4%w=8o{hpk7
zL*h=Y`;P7Pw&TI?39kFT$-M5{vnm*;h(7MnyGvWPEiV}lI_&bhg!l;;<*xz5Ij^pc
z$L&d}SXQmB<_S%~Z(7zf5_&;|91^Uq#?XXVUHwnUezdxpzNKGXO^Y4LC0vXtC2p8Z
ztE*T0tE(lSgi5&49c=AgY~?oU0grmQCtzQ)t(hhe3u~s+ubCzU9@cB7zk@>bO;j`9
znrXbEt(nF)m*fJMSGc$;V|Ld}qpW}h*p<_o=>n~p7EzvttlBmW=Nr~Uxi+jdYbxBv
z9+O4ers1r^nyA)>kD2PWEq@B&kOX}(enVB`PpMP58)}91(lFrmd*|2+Yl&pBQ)(J;
zMb+96RlO_QwyQ%YQmw?kJkd(*4sSLVZ8MSeZ|3~!>`o(1v10qY4lqd`;Q$9-6?(ST
zZLbSUV<$1svTl2A_;u~WgiDNTxgXPk8N7Iam?d|-n@xBx3gfaf>C&(HHjvJ}5W5h$
z=DSbqSD^iSGKtciRo=VoF=4aHdpm%)3#7%YKYcO*3$60zhcd;N@}d}sp<<WYT{KMO
zj|Q8Ffx>CTGTe>~8hYDVFrw}+!@U^ELd$Sph~Mz1w+#2O9n^zqX|5)7V(R@kgz9^0
z;BY2in!A2$t$ItT-fZBCt!plGc1&Rv;D)G$HI0Ri*sk(Gq}%#wroLXrx}Dj<REu%X
zLBRTA+!wPq0fJ^{ap9X;H!=@c1*zYFfGHNBhK>`D$i;=h6vqanvO0NcH|)rSW!P}A
z9IluV>;0VCgg9pIy6fPOInQi`m-2Bv7Nw~^oG&WW+L;dkU>G^QH?(#J8<n7N0wiBM
zljLx@&&Rwe&E(0?1U^jTvjL%pvuzjg{R0j|TP;KS%e;tBM|?259*cJ(m8phR=cgVQ
z#i;W9IAm2gR*I+C<G_XtM8Y-A6p?$cHEBYTcogKwz+<u`?R^BoB1xMj-M0Lx(Sl^d
zn-T#^lPyKSSu|OoK9IL`Cvv$IabMseW~I)|X{fpwy59pLC111_S5zoQB2R^$+j*^$
z94fhVa#|27gNzi-g{4!-rb;ex4<Nu{S(8gw<-{VP<Wg*}w;c_3E|^^Us5!Yr=G|KX
zOZ8QzMcp7Y`$JCurVX1mY}mMAV?SLLH&CF<s}I!4O~n_irH3g-S*h(Go-8#Q#r>ti
zME@0dyu`F9s*0Vs9q+!wDL0(kwO8HIAE+}l&&Q%C$F2ts$vHU|&l_1w5Ai95kQZ&<
z5h>6Gq1qB8$4~`|<X8p8hmvFTEq!u~;?!h{DHh4ih$%UCHYLX-Z;QG^)9acwDma9(
zUUTIkdTOwPM8p>!qMrIQHi6!g5h2-<Xar&*iIzTzMhHBtlV~jzwmPaKFNua%v?Lm~
zxg<Xr9C0zGGP_AMlohaa&(A4|wt7b$_8B|Z6{}#JCQH@8F$dvh<_+G5*df7v6@JSv
zDfXH$;C8czNijr9BT!5z7$ukrqRyFURmViYs8}zFO@t6K8mpJUzz;Z$*63up359Bk
z)v;2=snI(i&@}E$*6O7}=Z0Df+n@p=Y|HVthC|3<61EUlYKH<xJ@o$djPwtNDby+2
z9yeoC;i?A^Fe&~eBA&;20eJtwtw)%5eBKR7**j(m?u+2>O*66Q64U{P+kg-0W$wq{
zWGwmXh^O1nn+?|6ylK<si;Asgt<jpCEY_zlo*}fLdwvVYz}}C*VFP{ePq5lBv6ff?
zHQ?ObDps52<}@%M><zndz!@AIylHJ;-&SHvh;+hPt%n3R$}RKYiF(IO;5Jua-u=^q
zeSLy|C2)ELK-o=9O&eTEk)T5hJWSil_#=&i;P?UO+;a~ef+H>(+T%XEi+f-sBqV{C
zZ55IO@aZ<_lYX1`0vsC?F$mnju3m2_<x)d?aH>=lFKHCib9gs~`n<uz2ECGeCq7HH
zB1)AC1O;UWr)rHd3O<0is?-$EiW@Y<79H<4L?$#3!+Q!hdP7h>LF(*=cD>ir{=;4m
z2n7WoDNuK!T&l}=7agG3*g@F8OgA{<<Yqvbx>F88pc;pbefGvY)~eS5q+!TJ)8VOF
z6W>^@z$$=du_D*msd4-55G{vxzX}6A?MNPQ&Qrr#tD@*XJttx-_mPh?Hx%6E5iM?V
zUC>@WR;wH;k2ep@KxJC@<)A#=WdK&FgU^9F0*TA{J%1AQo*zbxr{HdjY}paf650WO
z^JX|D2DZCz9?=zrb5Wv25c(q*kL+{y3DWOV8V0_iirIG~d;ul1@1}kJ6gITJyZz++
z`r<|3-6x&L*u?!AniBn-g%$cBcpUT>_V%pce)$YI5N7ez^i2Dxsp)lq*%|Z6F_PL(
zg#HPx`YCahO>D4z6dV*ZUK^Vs*N=tIeh<LZIYR9tu^&8~_5x}KrCXi3+kH7i&y${F
zL&0tL2RO`))?6|phuy?*J^F@o%8qV3LXhGoL<*52d33zd<Q#(!MmfJJqI1dvI&QD$
z0m&}@*qU1;=0CE`W4IrPQ6^Ru>n+^_Uj`|HZ2dHIEziO6=QpeH5j!W@uO9}RDl8qO
zZ3>oqG8hga1m6?vk%Nu7-q-88znIX*=#K~+LrzLEJEA|F>U};B2kpqU$dJsA=<niM
zVY@x^X0Rhqw&tD~JF*vmS=tfzSRAgkm0;+b7gpj*LbR|F%Y+xZmJ=TDh|*dqWYgDL
zu8V;6^&4BMFE-9Y$Q)cMhLhMFoUuD*p6AOA>HhdznWBG249Zdr&qvvuRP?v!MYR;n
z)D1;nGAjB;3eDTlRDA>H4*SmCCnE%LivQX?-|w?<Q1!nBSyWg3D|Ow~;40v4_WYbd
z_rJ-Sp<;CZdjMEg-M=Z(41wcsUMT<96Q+goKRz7B;!J=ycf}6;Edti<z-y^nDHNr0
z9bYX*me>xQ;@N>fz|NN+G69iyG421=7(}HQ)ZEtoU(SnGb42?qH{Xk2QusGvC`k+M
zYPvs8+iT$>?cs#RM(^UqBR;PNb^Y&=A$489LVu7;`Jx-5r96UpldAfcFIjZNBK&ug
z7eG;Qqu*JxQH;*-gE3^)`3a*!8qK^x&F!eruL;p{{yyH(6+M3jvX-vr|I3=_A%Fj8
zVmOKQ{OYYDgW{)Je4!x)A8uxveS^JlB+3oWNxyy_3^ro`M^I;uX!gCnU#)Auq<%en
zM$_$$IOVQfdG>e;?G953pHqYC{i(>6x_V#9-p2L&4fZUYRKFY4`t{a46r<M109aPF
zp3If!_?s85{2vphg<fASUHL#D2XE<$Vs9Z}U9oSc&P2EiaT-xM@Y}?A5-WCRt5EDB
z`HOp60;zFdd`QuEzMU!lyJJw7VwiK=rN1jL>dg_wzb~Zt)sh5DRjeKqCLm7vKczdb
z_4znx2HuT4s+)o1JvF9!&27PZ?YTOGEqKV9tzvA!UjeYJw%`eg!a4>d&I^O^4nnsu
z2#aBVDbr`z*cDUoc?7JRg11pOQs_u!3f?S6lGqfSElq*9^2fN^$rmFs2gx2`D10Oa
zg(-$Rw@t!#@}lA#F$tr-ZVs(^OK1^7&k2Lzt%Qp+412oqa-W}rX5r{R37CcBLS5&&
z;TU|tZk0j?tFR2-W;e@>u?i;vu&h?$j}lphFb?O1Q8<#YEsR26!DH5dalo6R7$AlG
z`kKvMgMfA8u!y>oLR%{1@IRKu;hd|ItYh`1iL67yXP9}oFb0V!2J9noPKJt}m=_&W
zuva%yz$3nf_Legzv<lwsa&{osK<^vIb=L4nJ0s$kk6xDj)jsnEO~EMgq&`Df?)8^j
zfN^`?&0qmWteGdq0#pH5RtvB$kp=KkH!l?bK0>lk{3n~&=5rpv2fAVe?nJ=45x9Z6
zmO>{gBk&Y4y2LYtGj_-9Lh!|hbbtJ<Oy$qSpe)7k=C;beCoiha5tYxKa?;cZbw0X+
zbiYvgYCB5Y9N=<a&HInrzs~2>prZdv<V0Q3AML+|OZi9bSvG^F|FAXB#Ay0Y1F)=`
zelU@ySGb!Os{R9nWufX<==-QR>G8I%DEO}-U|qq#mpYU}11bgoE-|LW3chd^?)*xy
zW6T#JQufIoV~YR(#h^09u;;eo|F^uTIY$(~%F+6Ao-`+{9_XA6xH7Ep)4ay#*PzNj
z@y3A4r`?=l#=!;uWW2Ly@tx!0ZMnsF8~~P8=dZWZ`HlIptY;OWIU?GRjZqX&A%(tv
zayKDhUDY2$-AJMHl&W7YMv_?7JEZF6#%9wdUteTM#dp4)srD;lP?utuKI-OV7-wr<
z)Jwrs-3a5<n9enB^R{rhjn50kPfc;|{&+8X;xl^CHcTQD>(hZ#(Q+Bb!%aoap8GRQ
z4-Q(hU(EDi8h~Xr6&EKq6=qz{i|N9C!n&{=%VgC9&INc!SIozY5U_4O#;GqU^r|u+
zMKPSj=Ho&%A6OG3OMM5jESVrNqx1S0gr`7`Z*<&G;LdIx;jhgL;W=ph6d-=!@ADPa
zENnoumq2xl#>}?GQc4&5us$2RD}BXnM?fv{m%^@psKj%R_;WA)5r7U1i=D@xjD=!)
zUKKu<U24VE?oq_V!a1ivuhu?m28#sU44paPdiwrpuv6aHki3qF`wW0_(@dd#jkl5l
zias_E)W#cwVt$d#rDi26GQ!gLTFtbdoT*<rtj0{nj(MwvFw>K@V>&G8*p5u2^nht=
z!P?t1K|~({lOTSzpqcg+nE?73mG+gH;9$pyF=yIW<pT(?|CG#-%sxWNJs_lOyZaqb
z#&^wZcfTwD{)_zki2VCK`S<(s@4w2wKahWaDF6OQ{{1oiExC8X3!ePH@Xvh?eB16m
zi#}gKua%nSCio%L)|cQRyZL%ZZJi9dNB}dG9Aj!LsIS|riEisARn<Q4*aoR_<sA;Y
z!=#086g{BweLUFVKHyuy#dafYAJwR}>SLuD0b-#7XZi}9M1#Y+0_Wm=;A{OaNRwZI
z6R-FcIH}1+0cp6u0O`A9#{H%E^J@}J_qXED@5G<qi$9B&liRUa{8<8jpxVz;{IkeC
z3jVmu;o}Z)-*?TpE8r`*D67Pu)$nJ#dz|=j0{!sC0{n-Yb1J)eDk$-ZL1Aq8vIl>5
zO3t!=-y&Kb0iU!yg3mq9Lo8B9&%tl`72+&}0k<FMbv49<j+5MEs7!aDfaeo{oEd$*
z_A)4bSBDaUGvMgCTLEDEim=O&>L|L@%d8K$+nX~*=~dq)^tp*_@0;_d&xJ9mN?u+Q
zLA-*yowu|f6$V3R%xT5wX6tmhondL}R5Ufq>2lYGU)P?$Twpv<&a`>Mo70g7HQm6X
z2*Y6{b*4%BW8(}oai4}=5b*}EF}DZ!c?sGI-z+>Uwl#E68he%yBET^ewCqt}b6(ud
z0N&1n4Ef4;!l;F2o6G<#;-IvSBnkT8?v>C9&*Lt*Cu4oXQ{cl~{Lww#qTu3vP{|jf
z5@#aFB9es;N_#ne!=K(kX(t+V+*&UMcO4=NT>zc21oo~$K)#;<%$EFYv}AifnCvBc
zgt6jlSO+sZGAgEbH3HUSdaq({0#pR+d%tBXITTPK8M0==>4FGo5f)59ac`;!jJ3Oq
zhl)`87mf!j-C7!JVG&^GP`P=aT<t5$+PmJ2c+k0K!l}2aRlIw$RcV%|Dt?V&a481h
zL3~rSGA-*GQ@~ZeS)M-TW$t{SzG5KZo+o`~B!4?2L{~_Dq@3llHv!522*k|f5f&^C
zjOyE2tQR5B2L<CfE%XL9;E%FyWFD|OF6tu)m;_&OJ80hI2j4B<UaOXzb?Y2&B!&a+
z@D{IGq(hd_B{sw_<vT=mpxx&IFpP+p-E>MCwkrk4aT`+OHpiJgOfOE6R#0a@A$cN?
ziiru8yPMG(P;vSXiQ!)u$+wsCmUf!s%zhJt!xRWm{P{}+oP|FHr+GFe{uDC<SFXA#
znmKF+rdMCKJVUT8hoGGzNXDH?Xv!!fRmLH5_d$p4JSPc)>>hzwmKKEKTO?a9e49c5
z)tP17UI*AH>zQRw%84^1`X4^k6WG{ZZ(9MXEO=(wW^rbja6W|Z0TB)9fT%OYj1HhD
z8KfSw020bv=$xwnH#wiy6_1rwshF+bSCZVx6`aDRSP^_!aL<6DwiBGzh4+cmx}JvL
z=(H~Smj1LZirbOIQtXCnNnr0_pWCP4)NY+%gLUYRu9Ja5Z(`!50_a8=YorjO7eOo<
z^RhA{K>hJ&3Id5wLj6rXbn1)%fmp~0q|XQt0uSqqz<v~|arp2v0(iyG2o$KzB`Lvq
zxQo;G**%jBWd$_($8t&z9M6*jlp|-FUB5x*19&>%Wr#u&-WTFGR3@EbT5<m8G{zE0
zH@!Fvxc%0-oen_s^&}B+iD#1Wjj2)qDT*nYg8wEWJveWI|AO7o%Aix1JnVleLqCep
zfN+}TK-~WWVX^5Xk6GgW?+L%IJs%ms81d&tS(#qsO)Mbsi7-k!Qy_hm-#`KPZ?OxJ
zQT}5zj`hMT1-Bc~{;%7k!Y11PPXOL-&KeW#{}KTUp<yYxx*nR`VAdnhEP_Si5ylih
z>n<k#J%3CDX92Ni9F{N-Fo7S(!`$d@IXAt{Po;EZ($L%92_y2R7v0Nyd<w}zd5`0t
z2H)_fm-kr3l)NG1p$VDrSRO)PzAFS4C3(gpT;-N&n{YE@u18_t{TFBU!Bi&WK^&2u
z$vBC<35FQVWSq0r%VfX-ZPopdbx;QyI#c!9EwCATTphzl@{;fwHsr^#j&x<nGLjz}
z^6W(NH|ING6)AlJ0;U*%qBc%3cJlD9TE845`QwG43_67^GIr#^v2dj^T*MD4EL_Ro
zYQVw2aM<j@1{~G6Ha_aVOoH=OF7b$em2tt2e37DJ|JwjC;DBDe*eUQS4>m@Ln;RJ^
zzK!Fv{kUY<;%G?v5W~`VOn+@+(Ne2V`_Zo=VaWzWhH$n!fy2;(*`%?}!EBv;M+9nV
z#Zph$Z|9La?{$*XJY>6Ul08>j<4}@81<g@{!%@39do4kzWY6OXgheVcO|s|DkbwD_
zDW$?*iGZ`Hu#Cx`cjYuNT{_%p0LqWnyj$&_bMJ%28+3aUjyEnfXAH@n82NZ7z_xRo
zCC8{_&;4mZD85Cq<-)fq1W+Y=xP1?>QPyP7*I<Y_vb;+6#P%A_77izSUMiD4bQZTd
zMH|d>)jKD?+@z!rO<$ZLFxa?onC=&G{6hckoj3FkI2$)?7;ySWThsk(RhCHKv?EWg
zQ;p1*Cis4+L>SpQ*E?ZBg=7CipkmHxsd)NjO-u2ah~Q~$x)LdL1)+5kq@_?hiL})3
z@f)S3=v(@<6vdBK=$GqrQ(EdcWKcgXMZr98#^@!a=oUXAC2xt@oI-uzCd$3fp9G~&
zMG=UFR8;y@6d~}iPDL#n1~FO!AATwduV|?#Y;!5zj-e43BPz3-ib7cdJ999nRMZK=
z+)((yE6m9!Kl&Z!y(t?IM<l-I;x|+wokFk4l2PlzfZK1I`^l(APqI;$>ejuHDjk*P
z5ExTF%0#D!=2bolR(9Gaq)z7)(Bk_I-_I(zv$YlF`mpeHlFBS8sXq?Cu01b#z?hQ?
zoFv7<#DO**1PWuNGZE5fr3^%H$FK{LS*aB|*LsS-J87xg>~Ud}mbwMN+s&?H(o%H-
z7D`JUMUyDC3_O^Z3bs>V%e%-J<4?PbjF;q(44dh`!fZrlsw1O@-nI=!<jpg>mzkPC
zvQTE~z4#4(dYP$Xxwbc?rZh<tGuZ72!*`6pYfGM*>U=I2(?OkYXWaJ}tYeuyHkG=%
z4gu?_s}Ha@0Sbb7jLWuqsVm$XqZY#YX)8LytUB$~CMc;P_t*5v{V}kuCXm<410X}z
zr`Qm>f-ITz3L$HDl3riWcfcxQ{8a=@5eCI4IGIVD^g2uEU#CzhH=4*1J21E)6JL$N
z4mmDQ5i`m0E;5q;N4^+P8Ls~efMLMq3>P*kb-@`ed4_8V;>NS&;!WZb8{v|X=y%zq
zmO|O7BLJ|S8P?<PmYXfyqi`5nc8avNIXfj$A4~`?K{g7Yi!L#Ao!KpP$zCPSU#{XD
z&pRG$WJ4J2))3CiL~-|2cszN=#od6zu%b8#TQDCPD{GPY$hfCM9*a#r@<*f>QV5>P
z>!5Ot3^B*WTU0*s%R)PKck|g;zI>>x%LoF_VqG%kBX7-VV7flElnz5aGDagdp~H5n
zI+TyRIV}jqw@9{J_%?+As(d7Oy#j2MH6QuLoH#?GU*#iXdu`l&_TMZY**sKJ8{bt%
z60(z%Dkr(ooRqxgvg-^<NpjFOnV;CQW#_eqM<@cV=P?_F8wt!txxRbTO_cDY9-ZaQ
zbkv@GbH396gd590XiNytK+IC#4cwV?o;98?Pe>*1YWp9bRts6x=H8Le3qqSF$g`qP
zBJ!-C#&48orElr;tdts|JS#=Zxt%iQS!oXt%d<9Sya0%oXw~-#CED~yz3?Lv0(BST
zw1ejCsWYtvVj<I-KGRAFJghUV|A2z@_o!;z|AZQTQ05P>Xqi@Qb4fO~Awyz>aCS4T
zC@U~me`QXYRw=8rut#QExk1uzFmC$$4PuCd_viR6zdY+N!+_`Prax_AR8P{Zm$0Q+
zYn=kr>6xsJw_uHZlB)P?XW9uj{b>W6F(p||M4AVCzVu<)=UDe%dc>kdi~=HGMKy#6
zoSR$4YO~y&9)N8R<D~(oQl2a~ho|c0vC<IMtbyyz+7!FcEKin(%hlnD8WgY{TC=}7
zwr0TDU#pD|H=#Jw@OZK5J=!cDEWx9-2@}Xlt<hj`=|yxk+=*trSgx?U<&_fjq1u#P
z^-duko`8;&#)qyfRvIvZ(ye0$iq-vIuWoMD{2opf%XRs1b9&0VW2^;znH-+Nszr^V
z+wYhIx#&k1tu<GcT=Z$-*Ug9Rks(nrrlMEq;=nBkZ(`BEbzzirGZAf|fIEO)h)P87
z-2{TZAltUG?a{wG8T+mFOk<O=zXZVB#h+AOS%yMX*~kkCSSVw^lq`jZrtn5m-Yf#Y
z;u;g58@r2%r}h97%ROTmiHz_agb#I@p`_7Wl+=2Fk|pRhM52SY5-P+chK3h)7Y)zv
z0UA~ZJr)log^;`)quuJ=C31|cg<<GT-Nn%B2}ADlVb`-(>9Kvp5bq!SX1#h(ieB9d
z?}$6{#=XnmdM$hP`9QCDib3#HxVYk9r|8?)Bm34qq0yR}s@36?lF4GdNe*OV#@j8v
z7VNHw1Bx!&MA7Zl@v#Aa+@n#L(_n#z=ec_~2}aW!7)Ad%1=ijii8U|P;ZyX>>G<pi
zDSBnWXR=r6`0N)c`j(x~M3=kEXD1k@c^(^ud2J=T+q+M&TcC|`+{#hwX^oA4bToj6
z0F<p}J3U3OEI3Z~D#&q5X)4WeC$BM_txeIp>^vtr-DRFLL=ilEgn4cizuUV}FkP^b
zVeqmP7_`uH7pLR8ohf={!F94%L9R<?PoI{eZ`pZHbh*1ccd|K1<#AJ(?T!mQ;N2@Y
z&(O}8?@$U<S}<QD9rHaeMXxNFPxdMu^WB@GZ`qkobh*3CccO}Us*tP4PGQy)zMl%5
zdUp!O3$-$~dmsf8E!gh<bZqyL6uq)wJK3vrZ1<TIeap^vqRZW7yVDfgX|qv^gL^C$
zX1<e*4|(?s7L2%uG2*|ZK&u5Kek&a#{zr;lSumpPRXRrepA>z|&WNJR-DSkp!Mu*g
zPGR;tM!VI!OE4X4VXSuYSXXBk#{>8jvx~D+^vZ(OWUtb(+NKnJ%g$<|%iU$Q<HHF<
zkB!32wvyfK-6z;B(8d^UTMG19=(elUG29I)dS$_IvRCOCZhwltWoJ0i<?b@vNycon
z$4g<JJ2r5?cc*mjf~}12?o5G23%+}LI=*{Jie6dpo$OVR@0L>5pJPv6V>o+lir!`C
zJkjaya^6a|;K9R0nB$gv_j$JnR#TT5zCMrwUlu&}o^(9+w<&sM!DF&lK^{vMH2GqR
zzGdey(dF)PSf5%$<MB?Iy_V8VUc2Bed5tmFzokHv1!Mgn9b^4EMXxLvOZF-qV;wba
z@7HE$EYaoeGS<=lf-H}3!hE#^@9~-iTZv1Is~(dAM;2UlI)G2%`>#vUD+{iYy-LSb
z7pCZ2cCHd#?lM>TYx_L5F>n>$<26gJqDzdc_N2g(1y}7%$5o>#dS$^?vRCQ2YAQwF
zvU8Q_a(B6Eb#R%e$30=@TFGwp?h{-VXk+YlcM9ZLu-o&}vD+(C^vZ(WWUqqkw)l3~
z@lc1#XgAFW#Nh>ot+%A;S9Vqt-OZKN(gBMo6w`4bY3OYy!lDLmpH%k>#jMAr6I3YX
zQ%E=b=@p7ur7zGe80y4m3t`2|n^V|23^2^e>%<IirB%alhOtvE9TJ;49a!5AwNlCr
zr!iF;D^HZiU>STJ7Pjx79&~n8$4ZXq;rM_mNIMCO#^EkJpLi6`EN+d$Li%Rt%z&=H
zjY-7kQb@#0g@_r7jk>Bz&B=&wy-Lkz*_(g>!74Rp?ygOioGL8OZNT}>&er<$RI}#5
za;k%+W@9s#><;&`A%2~`IP;bs(-38CnT|ueoe#>Xmu_yA;UMhMTJr#K*J!Z;eABAe
zOVzPy;2Ss?8@68nLexdTh+r(Atp=SdffY-)7AN5(>;XKGfNJ=N=V*fh9;-YUK;W$Q
zgpub*-6zjdp#nnW37#7IP29LWQLjz<+m2x82pmif3|XGU)qT#EMx#Wfq_qvv+LnR>
zU3TCf-B@T$Pmb0qLu)SEvlVv0(3<CA@-(S=kUsZ-S2?(K*9|-O>{vVCKR<ZE2K8eN
z6r^6GeiCVi_#3X@efb{#iZx>-Kx-sWe}{@NjfeM81%nBy{}T8s=dIVAk+?<)skL2H
zO{PHxLy*MNX-*MDzg_~n0eh*&;rx)z&d7++cOxSM@SRex;;Trl;?}E?5x*E$LC|u*
z<_+8-T2hLR6Sz-0k1zM_Q@!Kb_$bk74thll=oCd*o(P>01jRms`Jjcpiw6RySy&C|
zXdlIVJWC1jd^nHp?Qqmk8>1mYtQr~7`GI#{tlc$?U_&oPaKs=-TO2(?Ze_x1KD4i2
z`4_7rw0qFMcs4h_YrLu)D1{Bs@0HS^v*$nwe&LlW7}^>r{T5hZs+0kqUTf?C$UtqZ
zHZlU&KtM<9#WC<sKqQ?ll}2sA8E=6PSO)I}3SP;l5EvHHxN6VVpx|D`d-TYiuht(*
z-Y1Uot7GUKVx?trJe-G)gfViUJ7a)ml4k6!C(TeNtR9eOtHB(jQG^d@nWPjS)MzgT
zwI(TVFs~?X+&Rh3@ey(}I|UK%%$F9bWYrxAIG{3+<01<pUeAxS@{b2AxDUd_N8A76
zw}fo|>&Vq}3SioirO8#J!ik_?gc}GxI-DSONX`Xe=7@*KIoDwQO_)={e=bfIi@3LX
z?BD=;^i?d!i7k!R1WY%};F=CPSJw`eZYkBlw*(DCFNL`i+>CS6VpTld=%a}zP7J6c
znieYZp|%4%`N+h|Ym7TzlP|GU?Z#IEU{4!_PA9|0sM-w4Yd0PVXynR)uCVdFJLXL(
zw4FLv>_Hlz4G6tbnQi69_u??LI(`&JF;{Msh&NPj1dYssY6d0!*>0gr_9}7Z#-+sI
zyub1qqwm+d)#0yZqObc&c-*2+<2P{_R`ex_4%TUml`EkGobb7Eou3-Yr0uw=j(uBj
zq5@702>HkeXN0hr|2|(fP*W5`Z(ZME#Y%UC)k`vJ^9&e*nGcCd5Jx6qSv?W0c5O77
z-0f$JrQnRhfLp)HLR!y=YKF~N%dQ;J1K<`2U+NwLk=#%CzPDc-OWt5?xDF@FI+sI0
zd9qk>3KNx@=Om1mrs}0Jh%c}8{fKI7auf?QPdJSOFv$SJUw2y7auZJ?b;zT@NOTFJ
z4bu)d3vg?(+6S)zXTf`u1X0?*+37!jaMQ-~p>!ZXDf(TgjlyZC1ATad>{UVDxE8z>
z1X=~p17elnevmUWR;z+P0%xPvya!_34Yli?Sr~PhDeVjL<wNCkYy`lbOop5eY|QR-
z93LhxS5BrI*yx`e(~lHVs9ch(X!JH9beF`|WL=BHNM^DmS%NMJQi!ojh-9PPLY3@M
zVt3?3lK}J1n{Q#1Z**%oQ$3}8D=X#QU!4egR?qJS9hnz(3sbs=2);B{K}32_ou7I?
zdQbW4_($%1Eou2j?tEQmJ+Iwtq3apv#tkx)sUEcE+{~tWJ=QUy89f=`ryeNDX*Qe#
zPX{Ex%pB4*Xg;CDQYFUfC98Szp?rB+S-bZU?qv8pcmOyyX18`prr4j0d6SJXl7v<E
z?6WjJ8xUFS+2?T>$?Tbq_@EMr#e1X@>HO45Mn2^ehgc|vsTFW}aN2MrT;o80nlE|P
zq`}Zz!_>+Uq%b__&l^Hv@#Qds1St-Va|vGL16{m7T4HRNFf=<d^w%)Z;Oxlolt0Q$
zD)-&iVwF|p?(K)NIhZY1S{F?sUGdT@FvB6`ix(kmS{<vj#!H)>H6kGi3Gp?Q2*WR!
zG4uWo%d35~iwovl!`KQpLEZ!Jk=X+LT5HzU4E8;>B&Ijb`ZP{$#&Jo-WEmz`U<9Q8
zr+$?uoatK28L#0w7P&NN+9^Y%_L?Tn_9tOcN3mHGP+%zmJ&#ZJ;d-Lt_$_!)lT0|#
zNJZ8OLc5WD^Zdzz8;s^ILBL+KQ262!Gtz7FWng7!&H})Z(<*H2jiI?H=1nOCR2iBl
z(fDjYWHB@s<1msL8XfULLlcYlNJG>4sX|iG<k~Y9aM1Rw7#Z;dJE)kKdkq}?NWQdJ
zR>;tAgK`e7PB1*?Yv+&+f^4SLUcu2Wlh^rR>vMmw97jR=LT+7X>EL*e5|{aKpF7`&
zyIKxc8l&K#SJ0qkBOm%JW_##;ygycKecZ?hv%0}?i`~<nP3AAUf3^o6Se;-Pcsz?k
z+?{-k;Gmb%RX*5{%=f{rgu!~ARB*sY`z?IXpPTQ4CJKYk7#uKA7_RccetUKY`@A{f
z*K(8?Br4iM+DOw+XBXE=T!DDikw%&pABgs{Z5-Fo<kUbW-g|N-vk%%vnogYE!3JmI
z1{C?6oM|TR04Lj(^v*gHZ~ubk%i?qenU<s|=oaT%T#~FJps?mhL_=YctVKf|NMl0M
zQS6i{jrUP0GYplEmS6`=oz`74P^D_4g(*#1B?Xgem}d70z<6*&V*sYqVnUA7Y`i4i
zAmCO?4Onhnyrotzj#f&2v=Rzt<#lm%1sr+|%dH2XdoUw!!c-kzgHZOj;4lZsXu<+5
zf*2FQWp$WYMuN4lY4(%y<xVxtz5oD6PP4Hw`!stg<*|4qL0)5H+#d6`6zWDzwYSk2
zZ9rt1YVX8hB%5mM$PZ4nV{soj)$aV%w+?TqV;mKSjZ8{(lQl<WR-$jEHTyzEiKQJ<
zhwg^hBU7Q}Dy#%)jnP7KP^4m~AgCoxqxOjir}x+d?G`%(t3)ZH2x~p->wI;K%Rr}K
zMM!!7{!(4)UWi2&o6RDGFfrQbz?twRn3d_f5ySCBy(&1<dU^vR-}CZS2ukTai^vy|
z#KOkjDZM|7d7F*KlKiEV-YaR0HXyPnz1QL}k|{kM`9Y-@i~C5W*ZHZJZE@z9m@r0<
z8$c#K^$cq!$f~FIeiG9z`Uzet|FUHg_QQa?2M!tBK&r-1e#4n<bl#UaCDYfpX1qAP
zMx<*R&Mn1Cd0g(H#yxP8pozxCVm8dEz^#Mu1RfmbTm|Qb!MZlsHtmdIb_CDu5{=`m
z5l<BxTz_pDA`bQG^;g2dT%|*``oYHfozu+&wd&x6cV+!kO7#Zp(P^wde{kc*^_BAI
z`YF1Fem2U@(z+?w)>GVHYOI&X&#ec2jC;FbC#d&zdT?rb^LTAcuGs^WBsr>XP~W${
z`GO6box)SM?Am_K_N&%!S_>=YCd#mY5BCpM%CP*uR2^@Cn+x3sUlr7UrC2=(E!EP6
zfRNIy;7)_W#x;L{JJ=0Sfai;?N)z&5h--hxXIPU53hpyy9%y51{>6NCozmxjPi!8c
z&#^JPK2NeJ;Ri8qvQfk#UH&~9pACpCy8K5tjAXi8M|@D1$KpLwm&ZQ!!fPXT(7cp4
zwBMaU)vSY^c_aa_O^?#U$@C39hAIahGb<f=$9Uil(mdYmsNlXlFqF;dhvEShf{_If
z6XTWTXo0ffQOV{rFyP=0s|{j7^wIDpn4Er=qeN|-x}I-9@*6^Xt=f-ILsK7rfxV#a
zS%?9#l&}y=ykXD@6=*nwi&uHPvXCz-Rfh2#fjJVh^DNkycMqXNsm`>1NnkJCdO_*O
zQh!r$k6JzdXffo#F1z+)fE;mR8A;@;aqvjwm+x8xJ`Mc4X~s-#0p15BbelMAg$d4e
zG3ZP&bVcnai=oqtPc~~GPFQ@P%Y>C8d?j@)#ppT`_B0}FtTqkqtaK-F+;M`tzli|D
zq#O?jZaoHpDF&-ZStEQ2jeVR>N?|4#KjFPyrs75+o(HK{DFzm#qK(#Y|LP2|3?GFL
zX({%Ax(`|ksXtCn+riJE^`Q+s!r0h!P<HDj(FW|OwB5Sf@0P(K;<=K5acZxQa^wY5
zov4~0x${+ElAvzDTCN@LkKwBnJYXt$v`OHc53V(u0{aA=2>5r_Ua};hVp7{3Sfl)i
zD5ro@ij&(x?~B}T1pzbo4=1NI_4TK{Y9>oQ;~to+?LXjL4p2mFt`U<*2p&Pj=3&7`
zrZ_&EFM-uW?32Xr5fd?Nj8a$0H((#<Vb(`6*Vcx1Hui7F^dbdwtAN`#XzVs1vP{yx
zi^E7ZNz;iEoTSClByy70`KgQc$U+3ESe_9q?q!+u#mB7)mRVmsEp)b*o(~n-P!ZyX
z7`%vZ$t5sS9Z;aY1}ld}FiVze5XsFrU12yhjHwGlJ0rqLZnW&$u)M^e(iq19;K=+V
zHfGltN%N2A#=I@X7?oyNLu0f7kwr5M;4qSD1|9i9%@B+GNX^jssV&*LoN;E{8#Aeg
zRn}C?tR8Np9G^OWO;-+-zvzl?2%YQ3G()JBVZWHK%qYEZ6JbBXlfcH_>4jTj-ex1z
zl0B4OXwVpKKxEMix8g98=>;A6LA?-*`$)ae`Ke1YGdN?+xEE$p3x8rww9IPZW~CM)
zR#Fk}P;XGaM_;Lg6<y;Ti9Y5?be?oXoWRFaM#MdgJ`d(AR7!EYo#+#xIIyvIisR!k
zZ?lp5kmC4j8lw$}EQ;e3IE-Y9Lq~p4am3<2QgL*CYG>}u&lokX1DO=bTdj$hS&@8^
zwoZf>V(zII%a9n}FP8dHZ~_+iR4TPYv>y=`5kX;=X1Us`wHjEir8?eMY&C0>P^@x{
z3b-6Bm8P856im$#3eNdZWr?+t@DtWz9;j8usY3O5ALOUy9b*UOEt9odN|RKQPVXV?
zaHN=tzt2+M4QmC)Yn4i|9yjA*r#3S6#9A1wf0M7kDy8&aMC%BpgpIvZN~;b=zs*LY
zgp|@T0N8F}aTcYt8i$cgDe1@$Dy3N5M=GVxPrYaki4+g+#`b*)1lzR|mF<;cvz5>o
zfwV}p7;Vaz#g4=@07ZBWedn=oqS)C^62-v;-vBtD)%HK@y^{Z(RH3E%7-&>|3OR>(
z@`}OzgU*J*4Hr0vYAv)3xNiP}bFlE3vP6SI@efbQp?G9fcZvBh*aLY>Otd_3tSYkz
zfi}h(PtBK^l}*@9`ZB^MU}NuWLM7&HnQTIt#%Kc~i%qEFFp}8>9r;0<5R3aro6z~G
z_s&20<EA5ah(XhFtY<oe@CJ-WoW#8>Uv5<9!_fa&^AV?Kn2s<2&c}T0w3eUDbA+AV
zp{;7&?jG>x{j0D`07}xM122-8UJ>f4N)c+04ED)Yq|T7DX7_blcI{c?rRT!yNYz2G
zOdG4q49OqJmo1bceh(ozLJ?zQc14_I_2}Qlyvas`h8*)x)A(#aWKqJO!(k*-!aCxE
zN;nqpkxIDpQ|qjlnd`q;=)rOnCyk7RL?O7c=(x}w{DuFXFH5LZMuw3vO_(XL@sKsY
zWma1673WnIs48)2$%TI=7VQT`)rA`dAf^Eyqa}=3jN-Bj+=%KlAWqRoI?dO3<!a!N
zEZk8FCHL_`IGSnw6??7*eOPYv`Nw66&86Veu7S2SP66sK!PZvloKqWhVd4GS7*93n
zxyHv<qE(ZPv`g$Og?J1Aj?BqoV|Im@wAA|9F>gyTMwNScERE3yL>8s^I2=YYrKlr6
zs1##yAE^{OKeb<9t<gnk;o2>>UqN*W<&31P1(oPBd7T5lI$y?7s?*SGraFZm@q{Ri
z0Bi0*C*WB<X05<n9>crx@hg{GbAMJ9z4t^|L(NX9g~f7ZP=wC9b<P$Czrw~P*n5TB
z!^C}#uTSMpen?eepnx)35R;xNLcXgwK2BSnpx}AA3OmR!CXE4Rs9_FzezaaYC<+9K
z1$gl2M5{tO$M9*?;D&eU&jJ{%K0rr0K}o*W6dvRU8MV=A=i1g}8IE2Y?4w`?8{5$B
z{S`b}1$Ke;Z+6bVgWkBUUOWgpY+>u|elR@Jg2dQ?z`?!DM-H?xu9?i2^_5*H6W2sI
z%Gj9QE-XPt@Ma9+P2v(8;j?4jWuwwVuJSW!gf<|uScT`}Fp^mX9rZ!05R3UptI+wW
zPaF<n$*n@{po0;N$Be|vbReSf*uc$D0NYamP%s;n0Po6M^W|X`<uHuVV4zNqQ%OwN
z4Dj+XLKD`)7GZ=^%vSc`RszZ?yd>?p9Xoswct%*Nwd<RG5Vwh=KQ4p|TK+}b&~_<r
zX)oJVYPRat2G^DTRYt+D<;!a7aI}9yz<~{2ICF?R94)w4VLffIlyf53$Xy(#0=fG6
z)?%Btm~Q#TQdkD-rx{lMEnlpteF#5H%h!sd5V5`HsAB|2QQct9Rjh^KaM@(E(YLXp
zQm_?gEkVFpIBO|!mOqZjLpOwd6gRV>osrYfGB^lrZxG3RghxS-?Go@3?TU3zN((}<
zE>bQR)=i<+FYxuL;f!T&1V48w)3oj7SBN9f0}54LX3TMAPRt<*@Gx{nSfki}Z`%vH
zHF)Z{i>HpCMW?tIac%(z%F0SVP!WR;1Q&7oA;^kXCRhcDLjUfaH^7-q8#iniaQdM<
zQ2$zbfNm6JgNEth0)6@wA%ynr<%<RK1&a0n?z?{?x8jy<HyW`1Djn;zDAP-aP<ljM
z5!vY>#4q7hEZ*!)4oQpwv5r$Lz8C@^QPk1k252;QyQx!jwAU0JHc<4Spy+O>5Q7Bs
zPeq$>_FTKClN`Y<z8v8p4_1QI(>LpQpXxQ<#|(IXx-LnyYLM13lazEqdr*B1(6U1%
zFoV%DW724|+ZCNM&*(K}_8Ta3Pna^QT&F#0gq9+mh{_CTlaX9=uzxxY+r6gYK?4md
zIt`_FfC@@jD;pwOtF_*~TF3mK^&0av1LmKpV_x_J84w@x1uRwDtoKHz&;7lo5BRbn
zzxi&BK3>^jES3iA5ZNL`8yP_t8ctisHH@i^&>ZTQPO}g8nr4T>G~2rZa!8D9JGSmf
zq{)bg4*w@6Kc*J2P6MXv{iFkpO`(0=LnQLXd(p`mR+~JB{NKjA@f4<^emGgGKh(^f
z{RQm6L|FUh6*UpF#!vK`f1hRG-|IO4LV6M^MZ$bNiL+~DNOFKpEpv*6eFhiD(MZ)8
zxEkVaB&A?}iKdPMuz+6l&+|mDZUMg3YYA!_B<N4$BuH$2wX@$Q;mOxB2yZ~Ff*z8-
zf%s)+c~~R>B&<#Nl+4SL1OzTmKGD}E>|LOdW`#sVBC)maB8_xe{%)^j`Bes44tsNZ
z{!qNRW*Tqq4;(u>|NeWg`S*=s{%!wOn~FFSEl9`1Suo0#o2b_&{i@!u6AzZD;UTk=
zxPVNo1xDLL_6L@tffqO=t`_>Q*bTEtx;9J>&=zbSq|ZGt8yLLu`aRe0x?%wKWK5Nz
zusE!D8|vS*VdIn5ZP*C^$=EY>1Yp9PC6M(Y$a>Z%YjEKY84)^H{;t<t`SvhZQvLl%
z#*Frm<}A0G95lhfrk2Qg4~1q-PcV-xfq$llu{(HXBG&Dj^pLw3mCrNeCKkvV!X7$V
zl(aUs%w4kT8l$h;<6QQK3>u@4&#537Iz?-!^Dt#1Lr3yzwq-kZ?zv{i_DEZXDWZD$
zU`b|-gv9jDwC!EM4I$fG0HX8mqk7G|A2aaoSK@fL8`iGJ3~jPle}L9+fy{bH;c#+t
zbdB=3UTc)k88pfXT%$Nw?$~w3-aMvto+vk_Cr4|Qq5iE`U#TM6-ln^u{wuEEr7p)9
zPU@F*eR^&d7mzeDXj&ktbMxbS&COpmaPye~ZWgYc3{!aak)|=Cwi+>M`nh0_t)sAn
z+WOUuk&L|y=!#rqDkr5nhhNrf4*#}+!vn5?oV)}$oMwZ#+Y=|_^NYtlv!Ocx3m)JC
znT=78`5q71*=vpR6N5(C7_gaR_35c*&GXQNE9jX{xulXJeYSdKwAd)Apg&YGh>!Yj
z-F3sxJv)S}C(51p34`l*U!MHg=;#S{Xn?Bn`8yEkMMLyy6Rli8;RPvBsN2@3^;!~s
zVUUE~z9j5~>RxC+i?X)3U?RC*Qg9;~CEBgY1O}2`xeEr%hRupx=vjcr!+adpvO6hd
zWdX@`*r`@9D4%Rd)}^V^Yiasjsx6TH{{F>NilL3Q?f_nU0USuV?TAR|1^1J%lf1or
zqE)4WDl;YbrSQZ}Gwwa&&%N~Lz@O87?r(78;d1~v?r;5X{|(>nc7I2o|3ja@r_cYT
z&qb$U>k;@VH!ohj9AMl9VBMdO03g~_|4aPFx9@Hb_qlx>Ca2elL#@}5N|`CTFBTmY
z-4?g7U5juF8;j`1fg8n}sSm0*)Q4q0;uhQOk8K~-sI{Ps?u<(y-o9+nqC4OW(09V$
zZHwFo=ub<cVG=R$AY9t+K183dUIG{117GEa{`b?>X}E2>`vLm?LHhg<ef|Y~ei%O8
zkKo5&!pF8F+`kfkJ_>)fyC0*^zoyT>!G^`|JK-hUmb(83e=T)CPECJHpPzuw7r1YO
z_5&|-KM6nFPvOU>@#8c2@mc@c-{H51@#Ay&@%Q-gE`0Ei`+4}j{lID4-7mlwC`a%b
z9Mo&^;~%ia{UUvSi9Y|4KEF(#U!l)`qR+3wr$FF8)9<h0@2}&>0|4j+?l<5o4E3Av
z=epHv+&96+?d}`!9dE>sZ{eNa#*epB%bW4yTkzvM_~7ybZ@k<6E;j!Qe!LqRUf@26
z%@5(nBXIF<_kQ?#xBET3{|NW(^y78ddLMqgo__y1e7?Ya2Yx>=0nF-tAMW1n{wsWf
z^!yP1+%e<+Sp50F;?MsRfBr-KX`>k3jf%$oPj%()hWjEQIkFA5xg;4UB14`AA1(J6
z;?`e^Kfi`Q@V4KIKfe=yelPwk0y%@W#p2Hr_yc2EihmZlN5LO=IecJ|kzF(H3it~5
z_OJ7~?`G(PUrr);E^7M{C`6d$?0A2lJ#DAY3{9x+f{^HUBigt``}Ids)EH2k-5&(N
zmik~RmUOAiY+Kx3f-7@o+$S7y#G>{RI6I*<vu%@77bg>KUydr_u|NYckk12AwBjD^
zzfXU%cOOOrQXW+9KN@!`vU-6y5jS)aZJ#<uluo<$_aYQrJoMDXGem86@V8e$jHcSC
z6r07-N@?Z=Qmd{74>Ul0ZD;m6fml366a<#@h`J4gx#+GE60sWoY<G_nKTe<@{$l`Q
z+mZ0PDv(X1laiWNL_@*7jkmNPORKK-mzw*A$t~VDJXLGr8n9wz-*B_mELOP0`1dao
z_b*cSFOv5&nfQh;6JNn^XyvlV1R5oQ%6|?6ZohB+^^H=!vA$j#E!CU*>$jB}<%8=l
zhZ!**+0j^kIm$$B3V*DxKuxq;N{!|)6h<3{r=SMfddT3zd8YeeB0$a1vVOca)~Jtp
zEz`r3rRIU!cw>-!0ROf@^`!T8dT_UZHa!T~706P!5~v!iH=u+VIZ9yf-6sH*jpV!=
zMvZzI^)o0-=67%xqrD8qR)+!1;1S?k0bu*u$k!LvIt8fjHdz~QRZ9K>z__8TooQc;
zh{IxXarZ?JdFFt-y*X2quFzf4wEW2WYs;{mqCUO;%6f6Kbf{K8*jT@F8n9m-obax!
ze+rNrRuwkZpFg;9<N8W@bo~_FLO&bjW@+6NY+Qljc0Q>*QX-M%5T*yGrZ*#@0dp{O
zgtC4a$4Dea%Y01)MGNkB-qL<tG?h?7<tj@}ckKxPI44n`xiBYuh6(hdnrGw^3v|I9
zfzG-`_%J*9ZVB5b;6p0Y-T0gQ^WPc7eBQGLPK(?!j8T*J_NkE^z=;-fA0yPUX$aLq
z#NPrR2?=!|j!^C@?1DEBbZ-v~_!y0`y&)FdX9ezBf_Hh%?yF*3$)^(!FjSmlj|%tA
z@TQ`1N-BBum2iXL(Z>RKJNGQa@OS#a&Lm(VG%O|S9EpcOv#1p%9$}am>Mkapls_hH
zTr-7M_jm|Uc=P_-eB>Im31`yK+kOf9$D8RF+><fvaSD7yh{x&B)IK|jCZ2KcTTJtu
zGZEx*NR~(Ax0~=A{=93(br9O=k!qo^c1E(|bvQr@AZQXNc=I<*e}dXM3xH~B$M+cv
zp{dq|SHV($tWE2Cgix#&970j&4z7zhs#tN?aL$AKz~Z7cRyD&#0j5ll82^qTddLq>
zY<*&77~M%i+^-Q&LRAUGjj%TX;{GTSami~T_U$a9>(T_T#TR9gRlR`?_z>$xX8&2$
zt!pCSz|e7SlDHz`#ghD6aL<P*j!c_FMA>-f(1F^TMu>HwxG@B(pn|<$ATfN{Mp9kY
z&KEVRdhiPXFkpfRv)C!{YN*&4#er^Q@xI$Q^R$yzm48Fb+fsxSR8{%=XpA->^zwl1
z#Z%KW?PKbt3E0_FDUX$#Gk3R_!A}uuK-EUKH=%-b38px2!eMB&0ZGff0&ucjYOp4J
z7jmZ~KUhCF7WcyDIgi|VuVX<mdTKrKuvgp@I2Wp($MP-{(YRiP>`Bbr&GRe#Dem*E
zX(U0Y8iy$5;c#}`3{rwn1z&F_5N>iM=a+WX_u8s5unc$KK*q>VpDXqD&j>h+daL5`
zE3uYu(7C)cR-P<Yptd_yU1#Tv_SLEAEtFq}6E!9(wIZAk3Wsr2N>B(M>a<s#$2;TV
zVR%OwViVjP^!nwDCO^rSCMt~iW8x$mofG0`Bx|qvnH7~~Jk44d4v(Jd5?>#MfV1%R
zNx*Fbf+b;rh{wVn`xT;17-`BQ;c2d2ADz=kb@SqW5XhX|ytJuT3GK^i&|lxU4+KmF
zHb$wV4wzX=QqFPn_!w|DVvq$lvR^5%vjq8r4=4kEmPuvF0X}&SV94*86^=4l_EU%n
zZCD_r2~iQ`q6t$BL{%^5v!sAx!U$-vdhs$@z1UMY!prurG9}u~i8&<hRPEx}UT-@F
zx*e=te23Vm+-XJ()m6o;m=+R=*|OZ&9zBik$C|9#nzc%8KcpEN4TxG72!tQ?708<9
zz6cTtXZ_hgp`0rm$J1t&fi{0CXtVnO90DH|t^kjVrmI93F>&?RBr5bLBp5w!L9n^l
zL7j>(>opZmFi`RSj8qJkqUaZOE?~8(Dn2nh4(UCtK(T29t3Y8zcdohSPq%f7-`8u3
zpOVT{sa0k?j4AAl7VC_JUJ$Nif>mbda*9=EA3(E1tIX(I`c-BWqNFSqC9ApD4#qKP
zdE1Z1T*o@F6zfREtn;Uz>xe@`OU~&2m|Sb@`ZMYspL)AL_M@Pw*PjuHh4p9Y*Pjsr
z59{@3A438AOH@JL`ZK(utv|yymt+RhFD_<ny1f3Z!=f9M6|h<DoEF_2i*k-~yHA{2
z!A*+ax=6M%r}&468xq@p!EdNk@>x*x{V?G6o96C<8d`wUlLa&vq3cesOSNETFiAR)
zl(<+|Y+4{=qRl(z#R3^IrW6ZeDDNq-F4hT@$8lNOM7dP==R*Z|wpPKcxY=3?v#f$y
z9)4YW-qGK<>g8x(xVRG3t~2#_dKeR()E~q&F+ZMaRf_@f?rGSC$W<+?gWT$kt2;|u
zHrnIEW@*bh0H52^mbC;dw6vv9Nw$Zp&^jN}Jrt1E8yKTp(_O?|kw0RB(}B1wUB{I!
z9T_+Dw#6`_?yqz?6Ujm=UCQ_ke|jrjj`3B2X=RHhbt3k(6rcAUA@I(UuWWhRRj{&!
zsxL!P^KrRPc0Vi!hA2_hQS3PAY&}pKJ4jKb@lq2GOMu<_6ZDfT6CC6`R%wlk?fS)L
zs{z4==9s^<L4@nN{W8Y&HHMVT-XZ1gXx_R60qg5yD(p>w{yf&l*rbl1!#a?8s48`Q
zCjt%(8omF-D`U>u;vLf=*1|vr7&0jsnpCXiYdX?miJoADp2>IgDoJ|}0JhWkq0|H-
zFdW^8Q)d!{T6Ay+fv{L~z*4aZleF*27l(?29zwubIB4Y#+-ZvWx9v69up`IQDLE?-
z;beUBshq~Brywm?|CkO3CFO5k0Q7M|dXfu63KE-@+UH{5Aw|1{kjc>Vtr%!F={X%e
z?w0|mMfO^BOHV#_#7@X~+bk>kYeKNi=t2^X44#XGrx=JzK5`Qj5V)+#$7S_sK1+c+
zm3)lt^|obTXoAVdSMcPca6RNQOV6@Me`K5zT;hk8c%%zrq3&>bT%@kfa{P>0qlwN7
zb8QF?g{ky(B*B55KX|)83m0zAT<xR~ci}Rg1T@V#T^UbJNF}G>aFzDpKCa+!%@K}-
zUJyDcLD~a#l}LLGAj4DIgTAFtdr(}G(jFAH;&#xK_E?2{MrjY?uTYwU+O-H-Y+8ff
z?oSH@%Ki&Oo8-KvPHPZ|g|tTcv<4yYuuf}SfC97$Rg9O`z$;o>1KV7Z37l)YI7Oe`
zv<Auw*qcY?l-8iomzLHDENb<eWnQDfmx4VFu|tBp7r&v}=oHzD+uEUa3f~w8+<x;M
zPi!=LlGzyYBQA|psSR(JbmzUmq}UtA&A%q{ymS8KHh{^|vY@+}e7Emv4e@CFd|ztz
zG8)ebOGzj3%aYM}X83jO`A2nQN~2E^*PFQu7g=v$v(P^cBcn6!(<e0yxOeZtE<`3Z
z_$J(LY|*{n9tAdej5h;#yQr3mu*=!6+M@gC8GuD>OzlXL&@^HiI??@b{S1<Y!u6lQ
zZ}`&-*RN1)Zi?4y3?(LCPe%a0eFt@!JYMfyh4Feg3mjvpqP!&>MLGrHdSO=r5%<ow
zGwJ(0>sV&TL&eN*N5Fc_{9*PcKtZo#=8v!rWFD%Dczy=~(@akd8ePl8G4u0xh=}K?
zTN;DCQeIfYtI&a)r-1ml%?kd9!YY`!;o3D71jYzI&lfu?rv6g^Y^Qxf5jR9|<a9sI
z4^}btZxV<u$JAFhbSck~!&V~TEF5-HrQ86mG2t*y^LVIJY#l0RL9HIfF6ZPlR6TZV
z8(J6L(qqS@r_GV|$3lleCcVh|L|}6dHY)|qN!KB=?&T|l^l~&^6a&^KkgB7}Js*Ht
zgxCZ9v%*)%^4i4OA5AE?8D>cGk@0hp{1gLGv372{0)m(|);^IFi%8t5SbJ=*jj{GO
zsaQKX9KzB_KSKrA8{T=9x)VgrXt~HMfyDvxvCY(g)$EKh_fm1}fVk7Y&nECbFM2E#
zr*H(DK<%8P@bPqB0ZK2BQ`!4?zhJcITWbDf1f8YZA=ZLI#H3gB_SxbrxgJG0Lmrz!
z;s#t{|0ZZ8{*!4MXK2Xj#~b<;8wyt3TC9$hgilQm_z<v}IB<;akZWJ*9zRe)R%8K-
zK#^2f)aBvXy_ScQQ<)Q$mEtowVGFeBUL^E_Fxv^TQfS^qR_fLGjj~eoEqzvsg36SY
zqJSg!Bu!Z<T86K(QjJhr%3r516+(QuXL`Rs{S`>7;DjSvUW!00<fYQ*r3itCbzbU?
zC_=ACCFA9#@QRj~!Zw$r0)t8}#-e67FNLxKHhXDKd8tQ{F#}I+9~646Kndji#(g*b
zZHv6yj2mzsMr@HFe-gjtm#6wn7%+sy=WIn=iAtgTdXlcX9Gz|U+EiJqKT5nIhrP>~
zyfV@3z4Ib@#mAN+hxOPnH2@}5s`bhM`o7}qCAEGU7OBpOmGs4Ge-eIOd){(`F}HPG
zi0EDbO@x&U?JQ>YzhMk@CP?~Bmw_Pe@39M!nJ!vuq<GjHU3WI`oYb^8B^GsQj|1>_
zVdt2n*Gd8w+Pt&elXeeNp{+aNJ179DE;9yM*IksX%^xK;VKs%{h&*6Nh7G;#2f)tV
z&jTKTWT8CZb@&Z`dU?PTLMp+O4%DPhM1g+HGy!;f$<u-7TqO(BN*g8vAsBfp`qn3q
z6HNFF<Hg-L)cia>l^FbyQb7V4JK3868F?fI^_sG5M}*$M2E3njBeQF((u3m&n5Nun
z=;+}mP7iMJ)QnTuDXR=q$=N+rq*0U|hU&x)@FFFNL!9BWL%80o(nJhP>N3O8)APlV
zsycfs00xwhatu|S#l|RBjLyvjtIjU>aOW#)p^E*>Y^3+ZyfZ~cL)D&r360bSgr57c
zOp&?w;xM$@v!uYx2{N4o!P>L26d*J%b;7l0J3n=<1q(Cs#DNZ337ec%%bGl)oE6G@
zWEe16wz^0lx}2?k7<nT<4X+g5XAp1}h391~v+n@=Zcby=Wzc;q0JX@!%AIKm#qgT|
z+|z`H9bniTMYL#LNFr+30rtxnXlYfHEqcN`z+#k?z)mI!{~96KW^^G5M+VPD!cz=H
zWu>{_6cD(qS!t&g&1Wfar?S$qz20^-uznz0*?z6cO5+l^kawf`y_CiCy(MiAn0Kwv
zzkBBmvfiXfRBJa$$TH>UJ)+e*Y_vuv%U(GgLrQRtcU4$W;dBoIeRIx3$5VEtfwFIt
zWe*`PO)DHdltWVYP!(zuj82n3TO1p!wW>`bF3xkj+i;Nq(2R;n!Rcc1{Efm|Ki6wT
zVK497k;wC=*E+o~>NUNOPo*GLo|R9Lg?7{C(UH&#!u}-4v!WRndDh*i>?qGl-_qw<
zDJepER*H>tAIOwvJsJ6z@~l$%M4Ycn_t7purljJtuGAau;JIJ(XWyxJ0}_aZtZVwL
zD<SZ(&bsbHfw}=zj+b@CD_YhS+gy?n4B@#L`J3IWE6NI3C^x69tJt-RvI<9wRszR}
zszx|R6dKvg_IZdI6540tH&h{=k_2&cO0^U4*<rx#H_purE8-0?)04#Nh2Gmz<x|%s
z%BOm-Fs4yWgn9d%Pow%nN|8NX<2_t}FOW3#mfFEWJ-M7{XivRWngco1cZ7welQd@8
z82Hxk>)P{;6^yCV<sQWY!B_t>(}5ojqoFg_(<e#|Sa<&dyAYWuJu{YXy)kwtZ~6s$
z<k)N$d>FvzmN)%00So0#Pl*tCg}C5Rr^kn%@NO1K1JezRr+(O7w0%#E^!ZS1Q#)X?
zeZ&y&Cj4f-`mYqdx)<INdpPS|Sn-o)A+lG&Bkh-<cI6!tmssD9yv5!V`FdpE+9xzx
zQ&Y7%EMl50)|)rC;H34&jCV>Y9U!lD*(NZi^2#z$r#7n!{!0feB1zp*S%lv9=Ro7`
zC#nAuIf;_gXCvM4r<bJe^R%ofH?1i;!831SED1hw^4#<pyS+$`zje_M%lJ7+A+Pbb
zGCn*v1s}c?+-5i|{vPq?Uiu@sLuI1hh$GdvsIFmef}y_(9@NG86_~GTOgEaPN#{@*
zqE`D$)lwbK)o{it5Pz!fcYwDKLK>DLPhuyh*x`bk6g*rEI@e4%BVmm;;=l=^BPg3A
z0~q*%f}HRQ+TS4I(L3SHy_z!$ucXEImD0G6+JeCClk@8(*H%wt_~COCcgYzXS0|cA
z$dyh<rG0743sXd)kAyA?CdZKgeMMdb(Vk(TM+uVgp&9h)u3ijg(2{eQq{Y!Uq}CE<
zRVfChB<)Cn|BjNjc?U?0Cq}sK+2?j(eFy@>K4@+AgE)i|Wl)m_LES8X7;@Zv$!AhS
z%Oa37I}2i-k?(+2e)x6-9N-I-#>5L^s$t#f6h>>cN~u_-l`&hzz9dqgw6z}gg`r*@
zfI~=&x4=Gn)T`J42a{HvsY-DS%F|BtT?wkSgeRL$6kC-hss(&#aOUNU7Qv1=_~+Lm
zEe4J>Hfb`ppvH6qW3PMj#kN{n^HKopsk+e88f=V;HbtkCgG+0cN!)W4=wD^yyg%lR
zDO9>zSo0Pdrws@_sc*Zm<{dZ;ZD9>LUFL-~Ist+UYhv*qxv-}5Q`>Wv07k;N*QYfT
z<oma+Nf=7aqi%`J4aEgYRjG(u2}G9{-#mi+lV6xuDcA2H;4I2juE(eg*SW<N-2s<r
zHN%pUU*$9~T{zv30#J(;H{m5EG2;1ifNdA>&?geaw?9n_LY-BPWXpwbQwX41Qo`M`
z02^gpQu5eCxw5=kQWD$iZL7if1(%d;6$=lZic>i98UxD@aFqf2m)<m%mL6ctZ%~^`
zGfBt=qR_I!30x1@%6WlCJf5;9?0MWk@QxN-h-B`9knRKtd(;9VVSgpE5+&^ETl$1O
z<=9AuDGS5(rYT{+61iX<a=|)qB17Avso7_e`1Cxzo0|alUOyy}Iz3My7Si+S)ANMD
z!#X{`1I6cBR4`t89<ONWd2Dk@A~1OAV$5@P)AJ}RpvP~|DLsF@(B-t8&$u00zrnZ>
z`c}jc32z<0q2lP2qKflARhqsP2Hbw@98J?}%OQJ`s=tJ-&0FgfVDdg$8*f!gPLeeI
z+L`voB=-&KuQ8_VO+<Qd?x*ZEdZj7cd#a8XnYyPa${a}4zb-5`o#Zh~qW;z4*R|&(
z0~nL_D|9;Zm=14ZQGo}-DCtar^htXI1>ARH7b27P$Dq<55OF_mRNYC@f7~7wHYxg#
z0eHI^YfOstBLpmzqF+ja?V%~OuQ|{xB30rM#uQ)gE++mde@xiSpA}jolEodFH1xK6
zVMN_e7C(e!p=9xI@f-g1lEtfZ;Ws6WH6ar-)mI=0-xUHc%_d<?CJ7H7B<7*gxA22b
zfcKe?xa*AFaknz2TXd`5q0GLS%GA6ZN2(``|0g)~V8Zw!(QC+0c_Y-0E}E*>#!3xJ
z8~ZyQns5-KGg_}5EY<zAu1I8M1H}-us{06%dA<;WW+#=^pYMQGwDmCvn4$)XH*lho
zIF&Uf_`a}1s{l<YEd7ErR;$7RoK;+4fMF>T4`8Wr$X-E+sx{Uu*Q&JIps#dmX{^=s
zZY1D7ABA^+CspH5$QOSqIdwh&26T~xhmup+s1ysA<K)Sy6*?xlPT@^VM6Qi_w@r>o
z#)?&%>KYoc4G29FZkwjsj>FK>RHW|BX)2u*!8BDYB_h*QouAsK(<UpIGy287J7jbd
zE@hxN;Rb8^g>qD=G$O;HaZv)5qdJ2?SmdZ|4wt<PnZ`HhT<&ZbR}Nfh%jY2AEZXvv
zox)`L=N1cV>T5WmNFwiI9P-M1M@e1+amWnOCIzBYHV6^bYYs_si0u3G#i8Pq_aNXb
zoWfPRm#T@+X7XnkvwSwEf$F;4Edo%BtS0YXLaqKuc!%9wF_hi>cv=vOpOKuo@N){)
zt+Jck84a*k*6ilbVTd^@O_kk@?e#X(wrW>oH?O3UP;x=)Xlq(bu_%>EexX;zeXL%B
z6|8dCJME7ja5iq(FyQpVLvpXY7B81K5(q!=ClqflUo6B^%s`Kr&OKKek9AW{`3@cH
zl`<3xa8e^3)~O+Y;i-CgtTY6~7~HVIrVha@_eH18vAw3vi7=lC=KG(n)27j^O*ybs
z6sip1q{~(y24Gb{Z7MZsX16OkWzOt1Wgcaq%spYskm#f&O;~I)l4}n3Pp9E|y{6$A
z1{zj$8cKVED<tgY3!k#GIK6$fj`=6`8uN|;^Uu^VFKkW*#AmfSv)&t>K3DacK4*vN
zv-eT{K`ZEtfjfYKxuP@CYPRYnGCULY+N7VnE>)Z5X1N55(kF4JoU^6TC{fuPx>ZE|
zhQ!qZU4oi5{a5VnAMk$AEyK;}snQTVJ4l~<;P>E_*YCN0*A@PqrCX=UuyG0EhQs6F
z{SEbR+OTQEx(yrQKLu_QR>7C2D&<lgeGuV*M7xgk@|3RQ0;Vp$Sky9N=@;o_>wJBE
zulahtfv-<xe2pq+UNE*NCK>qJ)<W%FKvh!C9_uw{Z#HoD`HZtYjSb1WDb$t3K-pC`
z)}Zq>ag5I1v2)KgJGT3GCeqoE4=NulvFV8qpkCg8pgGh(1}j%hHSky<z}M#Xae%!G
zNR&YmOC;)g{^njw!<7bUxPVE6ujl{3#lhMJETGW~FX{r31dX~xJhRslu`4VQ?PsVN
zmuDO>9yE54Oal!M;;LKFagVGunwOrP_0H(jd2z3)^Hc+M?o`zAl~sP^Ny4yRriqf`
zv)>(^La*sHh4vXJ^cF=SE<aFDqj>=4#v+PAf$zLTDr;P0p7dF#_1k+*>!N|yvQRFD
zJ_6F%C1R6+W~KJL>9tPp5A~Yf69#(A!<bp9i)^DuZpysmEZUipG4rCwI-Nh+YdRkc
z(|PX|Y*rxE_?0_$U9s18emq)il!m#})JF#}Pfw24DntEOUAA+8F3>#@flYkzK%a<C
zQdzM$h}ZAF9H!p*j-((H1U%&wdBCC94{4pSNZKx-HDc0ik5*k`{;}5*Gi{KVtC_@j
z#;_|QbH(+$EE!y5SAXilq_A5uBh7Utp;^Fe<kUKw-26+g<>vVYxw(PKjW=QN!cU%C
z5u7q~GeBEvYB{yJ6rauL_U>IkHSNHV$HBygXi}hBw@CldYstFTAX)pEWO)_|cPUY#
zV>Uz!LS}PNw(^)$?p?sP+~3zpywYM@m#_cnwS2waAYT_U`HHe!feCRp4cFY1E<jAb
zX@wr!r?qzhnHIJw91xMUZN*yYV{Ys5TIqL$rK7DyRDIJU;`E;32}lNy5kwv07HPGm
zS_z|u0v6B;g}t=m7zMfRh6VHINuPC1cxta{{VoHoKhP=S->etQw0<aGnhVw90Uypp
z`*}JBofp>hnit-0;Drw<UWkx;k6yIM-pMUiEERwUJsUU7+fnHJa6zy6;lp8m*!vNq
zm*kAqr>EdNbD0s8E6Now*t$u>7-m+XE#yJ?*MHfbt%+7)ZQXUl&OJNCA}SHj6`^B_
zTZO@jXqkLTOprMYwnL<uhB4r57~B|$H*4MT*60on4w7k$23ZhKA!-I>ESv_kR)2#{
z_<DhsI*UXjUdQ_!qNT1Iw)R>#eAb{FzL!KdWDWftzN&#RBbR~pKYrt;3pT(+ON83H
zr!RP9Oup7ei7XJE)V8O_VS6GN7@D7i=Qaj=FmH&iYnwmrwYK@1LE9X+c+n!|oO<z^
zfG0u|lm(R&Wx)d6cmAdecx(ss!TB3zMGZxE#YQ(Rut?Akws&$4KNit7*>JBl*^dpH
z43E-NnhY{JJGSmfv=f&s56+CVf1(_OsRb)Un6CGWskW)9S)`3AwF$qn0kMM-425fO
zlfHCe{NKjAX~$!KZLFpyblxCrBzysNG&4?!I-T<;d(HX3NL5azA5Jqd6|EGtV6@7X
zk<g)r9u#_MCpfJD?-QpLJQt87PAi~q=}#-5QsY!(iV9Hk`behJ3XVh9ah(WluOn?8
zI<bImVbSmSQwyjMyf~P9mtPk%^{E8}V&T++^rsdO0uSp`3to(3^g>iL-l+w6MLV?s
z+gy?itfK2;@!i=ywE$%WEcBalI<?>gng|MMmZugpSfUip*j1@4d2B(0pKSR-#1V<_
zyYU;UkWN*)<0=xWa|_-V2Hbwz+&{OV(UXG<F4eP(jY67}3pQDwT+lEcU0|ZqL-XqB
z0^oV9!HfmluHnaR`=^r?-0i%jeGaDp%84um-xzStJ@??DVts$ZFK1S8_XM9$gnllK
z=OlYZ_)!JnmwY2EMxEp{%Q*&L4Zp5EFS)^ZkikkubWWT=8zaKMg|X6^2<eY9Fc880
zF?J#HD1(#D{OgUdJEs~fy4~J%ygBkbc(2SP+#oprcQ9hRN|mboz67QYe*ZNA3!Q3k
z6#2l)Xuc{S<-vB^#pzvSEb^%CBI85=-)&?p_tc(Zo974cvH09`y+&E18!j+BY)FBJ
zdpj}3T|QF`5FSFuPaGxmHSe2uk@fH56#cVcTG2n7s-zv6HXX2t11LJGmeAY22$IwN
z11Nri>WvPdcp4H2e|iT{9Ltop=>!T*HwxA9WrXHCwcr;dKY`+u-SSuo*m&G%I<*NA
zDpM+gR6yiijMv6f@Y+koF{}58KljofPc_015t#T#9G`yfM3KD-1{^$hVn_@N&YcL1
zi%!_EJ9r`^EQX>w>v-nrhdP==p-7%Q5kk@IoIG(?z5`YjvY&&1DFUR1j+4#ElP9i^
zILWu*J_wAq_E|G`%oN<4;j8aOhq&s1FrQ9=%L<)Wv4u05BPz2uB8&R>1&^+vlP$yx
z{Ce);6DvGp%$8<)7a6O)Az#d^Gb>&PfC15@7(!=OV53q+oWYZyS+N8W%&nWa#76kR
zn0KWpKd;WHcpr_>283SM-1dx$zrbN=XH<|yFrQH&Q6D^iehKRB0J`WBL)RC&g)Z5v
z$l~(B?t1LnnTNmItuB8n6NTM};ql~^>)l6i7*-S};R>EY5-VHu#8T&xJMVS4huZn6
z>+;oIjOpUu9`e0x&LR0TYYIxY;sJCkD2eb&0+C$(zoy(6rqYR((tf8fTB}t^^Y5t_
z$Du^1Q>#{{2m7`-*ieGJ<1NKXtK`5s&T@6UJO)KZo$`dH<eg%@<V+Qz%qcou)so|b
zCL=J|x3yKTLq*ieG(1#>ny65(8{Xg)Z-M3F#Zfr(a{>yB$d|`hjAOK3a~;827}ZXB
zdbAd|QHv7g%66OpfFo@OHs)YE5dVCjOXw0C;Xus0QjAd9j<qyG8xXqfu+=PsIE-YP
zMMr&5v&3RPQnPe^>UncRHW=mOdYwrlt+u9oW{vb}QWaDe#3?}KOM^bz1LvjDT@Ef1
zAf16ns0EabvlEsYlu@aW)`EFcy|lTnutuysUo+sW883~NoA?D5;*E=MrCUnXHERc*
z%S#hQsFaKv%6lM2AN8p|b1Bsu7{$i&l~tvUhKXVko-8(I*G5MIRroOJ3LD?8F>kU_
zB$Az!E^5*EY(QkuMYrKFlIbEH@j+b_i}y%f)cL7bb6u24E*`n_RYEczx%1Tn;B&o-
zq{I6mB*goLQUc$(oag`sxxW@Sl1%z(pEWmR)=w`SZ;2x7aoWkh2mKif-85dDMt!uu
zIfj3x>LvP9Yczv832%&1NXxwra5+_%nXtYqUtv|s=$%BK2xWwgy-`M=h<THZCJ8B{
z|3l-m0g*)+eF}$>Od08j4=STryhkdd&QG<&%E;qFOB0RCr#S5?8xRKXD+q-D6@<d1
zg2aOX{S(*uO#0`3YX-=ye_FI@&M8b(YQ<)RbEK_jk3{{h(#@?h_&s!kbcN{rS<f5N
zT&zZns#!|?;d(}1V@l?~^A$p+WPU|7h)^=vm|e*%C1eN2D6X+FuD&DsZ8lmWq-a(G
zV7uI57DaPB4kMYO(UBiiG_kmkR5YERs)QAdHN$KE4KY3Z_FWv#_>91Doy(+1e$jhH
z^2BBlLO$jh))ogFBb*mc4#JWABjG8pRR|<qVJN&RUl~z)U@OT;gdV`g?0O){%x7QB
zn=<Ku8)$qsAhPIyr{OS?=>Q$^K^+i__edSk`Kj}`4v6Ph#(#0JGl}q}*7S++1yb~4
zkG}|hCT$E^o$QKf$jHU=aVtmFS=M)oF!Y6y`N>OpOWWow>o?>pVJiQ69|E??zXntE
z&b4yEfy~AS&a_r;l+aS0Z)cqQ-h9WcPPcwnTFzBGgQ)8@&!jos`V0BuQ1Q;^5O5aW
zImt`F@1Vj^GS}`|(?WEjnY5@OmHhpjhMK{Ov}MvenH~8q@sJP=k^W`ukInWboUpT!
z<CKB@Z4B5R8QXTCe+libz*h=up(OuXgmRl<N}Hu59~nOv$xks5bq+XR8Wa%3tmlBA
z{fubNOMyFe4tQ*@w><{3iosKl-=VgFZgON59oX3}SGds*P0B@VG}ai1I0>Ad*kpcU
z&$WAC$M>dAXNNZmH;VVl75JNO@)zC<fu2tt7y3aY)Hea`8>3NF{?Vz6U}dFg!Cz=i
z=r`b20WzNIXBnveMV;zmuA71AyrPGG61fc{L_^UwEQ#{(9hu`W9G}iZm-d>63I-nf
zg3d#t>V<z^dc#_Am<oI<APIFzBoKQJI_yTL^UwBP^Upd1|NJ`4Kk8KXGz>&~j2~)A
z6$05Mt!hqUrm_HR&uD+RXwW%wU#~fGlYt{2)Hzc6LO@V?M!g+N;&b}>sR@`(d&HiN
z=2_o$+Pl4`{Syqd|FTYd;SpsbeY7`|)F&c#hz4WNB8TS?bxyjq*PL{bfs>f;naMAb
z96)7lC@DIW#<z}#V$Vj0;rMhOx~tbbw8g+fzty#o;Gwj>ktDx`50hCz<>-e0AtOTP
z%9&nsrRk*ax3j8Yn;bfu%n1YzEDA4oI@xdT98+eFeyRQsI9Te;=?7f+6;!E?syJq_
z<D^4}q(Wm}E!GeuYo)z+fpmkcII52Dxkox(^558N$-h2qkM=%blzcQTdZ73ZTJ)uz
z71fhN5*uSvbygIz9}mi2_!p=*(MkH_QQm9n>GJ>XUd#WuLH_@WRX*P2h;s=v(=SdE
zuuuS^J}?}w5I!6s>zNBz?72D&6fUZ|pW@|I5Ohm}A9@u&aY5Wn5*-E`eUJk?sE$0P
zQ0afOSK(tuKV-pk1+>m|bSlKXFmUuv0?tVYPDrbS^KUX7&yI~S4?&(A0fg*yY($J?
zNg&jJy}R0IqUyHBrw;cnaPtB;d(ty6xmmXlAM3S!xINY43{_Q^7vd2sE3|4ok<bfb
z-*1Adx>$KYRMq_oAV*ZyrElr0>QW(0+7M5*5&60-Q&rvLQK7P`x{Xj-UAl*r)x~=Z
zWquCaC=&hD3%`buK;0+&x<9Gw>Jo^By1MD>>JkDE>$<w%MnU=psv57ZE?&{<>SCKq
zvVq0HT&yWJyLEL@R=|^eW=?f=PbCLwtXLf@RiLi!RH<sNuB+b%)pg-MbB*0)&jc)y
zC?A2}P@!}xA8A|`<n8S73wA6C18%>$=QVa=7YG#d*k3L+2Ibf3!QJB8^q{~ZAxEy~
z=}CdzE5h$hRb}@HiAuJHUuG<|Ya-YC=6tDL!{AcX+kI3ROaaBrU+Fh{C3XkGQq)O2
zvy|8^gkRU5zg%FfvwM7)*xp)nv7pm*gK%_Z+2aetNa{?J^c8mvG;ud$7a}X}E<xt?
z2lcE#omAc$tSZY}#S(l1$58Oc_9$>IDwSRb;O%yWhE}Dj^19b#02WcHv?EDEOTPP|
z6Wy;=I)r4QN~JgBH~i^UDm^jG_NH>B8e<7p{~QG5`v>62BrjKb_Ez#zoFYW$u~dX-
zfF1NkWW3(re=TG$*&~b<53vqrc3@PM&a)A)UdXh`-UO%!?vi?o7%&v%@$(Td@M4py
zhtZ&m)p4hIs90{6tNWeOt);P6vs|mv;j!gvU(wlLh5{r$q6VF7CY*Y!TE)Am2+$N1
z{ZTH>06d6qf=Xk3g1m%hie*6!vMT)=6P3xl$EE`qpC^50B!3<wL{~^I3$unuK0Ae3
zU!CuO)#k2OAYck2C~n8uN@QWyAj>b`j@9tit@A5dhWAb{!CQQ5BrFPDVl;gy-yy2q
z)9(PlFd}-dspKNID+R}yDWt}2iXOg=UL3W-!nCy_v;_&t6B&n!n}(?ktM`iGC*QD|
zX7k}!VsMxO0g6Argn+Z~CuhFMs;5z0`ENN5Oy6o~S#q{5hoEgWB;#%_I{O16cM6=V
zt#jW?3qoz3L$c+<w<!crZJp!FJHSR+x6Yk(XSCW#fqu1hF1FX(R)8uCZk^jK7U^l;
zmgZnlvP_E^>Cp~w09jezEP#YE7e3=zfSa7Rmc?UbRVrpvsQ~We3Qo~H;YjEO_t(Jb
zNe<Y<`$Q^WGcwL^anBrmOP>m$cpaqzD0aiOq$w3}3bMgE;V7;{77?fHh4TS)qaivL
zpA?|}_%j88#FKE?<U^-U3J{2eq(J(l03q<OP6}*Ak-8L>j+Yd`D_T+j+gy?ooQJzO
zeV^T=0Lltz^6{LK0wRGYBwMBfxMtUHka+-J$g+YMBH^9DZ~3JG%3;9m`{rgE0LxSK
zBmr=Vpp?itqze6Sv<m&>z>GnE6LB7#H$i_IR*G={sSN#S6y@H2-yNF0c>g_Nap@de
z9>F81itte~&Iv=Y(cO4Ic@8fQzpgzW8Ne9nU!l{P>qFke0ug^6MoDK1q>t_!DB!*x
zyAT=OKStwNZ&ckmMDK(4sIZChzZbyg7Uh44fQ1gxTS~!D4^5%7*#gZXNF*L%O!4{d
zV&d=e$ArzySt*E!d`Cwn4ZZF8Frx0~JKl(7p?t@`<2U^2<vUjC!f(oSXhJ4*;R_Lj
z?*f5$mORt3daKNI$h1Zv#vX2F%=HWQ;>^C6%3$1$fb|T<f3i2h5QE{|bHqUKD7FS9
z9U$AFLJ1Dke!HbSUK$UKF5xq5$cvw)<GL$DmJ$5WkY^`?e{#M9RuR$@5HQXC6}53{
zkvM|?cp)f*PGO7WUU?jvNL^v#uGN4Oa~h@6!3La=LzS65g&L0bFO%TBJ4E2!zsk7a
zynK<OV*YCYFyMgHdFa$LY*cd2c`v#cUGQA2$0frSM?=zw7?v)L>2HciqdIY7h_GY>
zB10J4y$pw;1+htEn}gUo`GR#<W2qOJ<cWJKWV>vVJZD?uFqGs$366{~8XbBGLM3@t
z69~7vNuFDffWCd?a%00pviC}bH4tzX6_zo{^P-#vrb~x=JpfI9>YO3T6C)qb2iSIw
zv&6Yd@;o;!2$kePvgN|JDFjd@dANNKuu;||&j(<LIkLP;^2GLfTOZi2V3OyhGRadf
z;o)>e&s2kXt~$cxI_0J+RA#PuxO?Xfuq|BeGmhG~L^B|*QM^FLt3)F=Y;&%6!h#CN
z{%?VbIj5uI>6bMf#b+Xdr?u%yq|g<F)=9841+|k%M|~Z?Q96pgrB6pu+?aw&6jkK<
z+?0+wj-{h0nCHzHrPXWGEq)?O-V(Dfh5EovlzW>$2}+%UA`lBHsPri)Lf~PYg8Ckc
z(RWeNcqu5nqNSj)%@vY?42cny*-b&Atbm<4KBpAa2`J4{RLwh5^gGOZQC2(~Fhk;d
z6n@Ju33YTBaQpRhHwo3~Nfzo--KsZIrJ*)ir=c3gJd}w(56!DQRAVMZBI<Nb0WGfI
zm;<S(jbWkboCryuidq+bU3*^gfH4=fl98G_&w(}`{0U>FGZE5fqYOlFFTpNEW}{Z<
zT<eXiJL#yW*yF+`9kmO<+s&#~-bBu?)uxl}1T2(}I*KMwpe*XJPx7XjP(CWyP5~|N
zB4dndM`XNw$s(wh1pn@sDY!2Z?~|b|i>)|r{#db@?<*8Xq^3G@Z0K!kU_{<Tqu`#5
z2MnD89}&6p)1j$-b`m=`<K73=X%4vVnF#VSqz|R0UV`87r<a;KmgxdhZb}n5F@-%B
zVfdaAxNXUEQ_fbAn-ZLdyFzexirPdH$mVpuow4Bz>sV%&P35lEB49mtbq{+JpdgsL
zx=ajI?!Hl5jQqS6jlBv-N=(qk7`d^gFA^1b0A$E|BO5|jkR`KTA!N-?*6V}$4p@bZ
z--m!H#Gv>DXETYjUS~;hC>ReX8tjnd@-(ui#-r8r!}(%BrMNx~fMLMq6c;usb-@`e
zd5TM(aU@L@y~%JI(|2Rul_D*m(o^4}5!!&z1Mrr+EZj$M7+QLYw6-}tB~c&D2#S-P
z7)uxqd-_ec&?S2nxy2>e-Bmj<o+fj>!2{fajZBU8JtvyGY{(^@CPndO0NBn0(<$!$
z7oawI%EeuQ!?2<_i9j$R87ph_glX4V+*2Ws#U>&732Uj5WKfA6RIZUR=41)UcN2&%
zCnPV)mk*V7xd;Jgu`U@Cl6!I*SO)1ZBqU=r;!fzWo#2KNlGmjLq4*ZbmJ8pe5I~iX
z<gQnMjj|>rpOF)1Nc5|OWNfdEyUzZbB_x}NYH~+E`qq9*624EWq@=k>WB)amU1!Kj
zl7kj;TFI6zJFhi7LLulzYjm>Qj69zUdqX`s%bV$_&H8j*i(^Lu@#pWP-~XU7Av^;y
zOKk&p=A3Aa=gSjPiM!hO$EVdoR<*fzB=mytH4-FR(I*j!);FQ(Qlgc<rBAd{ZiEu8
z6gKB}%9LmoB>+XxA!^H?zClQ`ef(}e>V+SX5U4v12TODI)Tveiv5;y_pK2up9@eSW
z2T+jSj;h8>wc-^m)rxH{$;KLFNQ@B9ZmJb!1?K9bIi*^qtkO!LxZQqqgK@XtR}e!a
zykEd?`6XJv6b3x!cKZ=pgpTV;p7j!T;KN#{03q1P+IR~V*Cz=pubpWp-0i0g%$Q|0
z5oaE3_R@!CpJd&8DI`G{1w_J%DtTiy^J2AGZcf8dL9n%fpK^vpYS<A%;zF}LSsE@^
zhbL<FvC`0*{mrp81J3?hZG5;1)tH9IVSV0^yt8<)1cyG>CcqyR=VoajD{x3@#8v%_
zBnhcrELYgwP{R_hl%NmQrhMO2tpSy#YS1<4NNIfN%3`GfBPiWEcA!|@@AXQY3?bl7
z70Y$6v(r=F9b+vx>S=O#s#q^hHimA$V-6&ve;ZaTo%5jSlhMBnzivM4iwud1F&Di;
z7Y9C-;Y}>+cl2|uZAQUOpNTe5z+H}Ah{{Co-2{TZAlo%x`y`WXkN(|B*+0gfX>3yV
zrvrGqxRc5!%Mgf4*`GqdLMi*DWGOr}g);VmW)biek1+9hLU%E7eh)CQ+%uMu$Ozv-
z_)wP_N_KP?CEI#{k|pRhM52SY5-P+chKBv!MZ;JR(6Bn_v3MvcgyiKI?N;wDk;P;!
z3`5WCE{1L=47tw_)X6<!i1!bEvtGS8MX&CKcNF7ND0lg#8Dy_MALtcNEeM`MUyk?f
zH7WY`^~k=pPiVBJrfT)(a05=GZjuApn7LbO(6wN9Mf^{6*(Q2!ua1w^PNAi7%Y<u~
z(_mpoZA$peoRE40qv-onV9jDF)w|R2*~e4#%7V{iuhQ|^Kcwhec0Lnb?k=C5V3_84
zY!v3TmF#ZsKB3nFZH(i7oC1Fq9QUv3IPO;|dS$_JvR6TlTS`-Djyrjc;cV&itS2IF
zcAgWR?lR9Aq6i*7!aTQ%-|gKfm@e4JF!<;c7_{KJ(*Qh#J8kXhK#E>jaGmT`kn57!
z)6FURmYwHBm%GbzCpV2jDvz7OY<FDf0q<VHd4_hze7jSi(t`PRq+`Bfie6bTpX^mS
z=BuUXTXyCXUG6UPok%WPAQI}aQ<(LH@276}?i7p{YGrKqf)q%!V7uq0W4l+R=#>TA
z$zG*nyEmukTXwb+UG6U1ou=4Mn~hQ&++(RQ^POaT$h%*#V8lI)5kHy&trm><;dG4n
zaEe}8Frw^LI!63jioRuMMA7B$GU95P#i^GelN3LjJx05gGaYMTtoE}Mh_hg|e^1A1
zi|(@b-z`{8_9`8#txD0i?5rlb++9{XKAbT0*eI;)R<fJD`-F}Qv@wQTlLCDf40jfQ
zPcgB$AVse%7*6&o9m8!+(YNdjC%W8ShC9iajrMpc%yY*E?)UDL&RwvT@!h@@ShV1~
zz3KSQP0=e0zLUKQ^4(I(`g82bYYb<%rs!RE&J&&PF6XUe3m!a7ggI`xcb|8QU^R7_
z;p?6h__E-!7pLQ~*Qe-}1&_&I1$iu4(B#1seap^aqRZXous*eh#^aqZdo87#ymrA`
z@)~2TPo+SU1!H|Y9b<htMXxLvOZF-qV?C0hZ`m13bh*2Xb+o@|!{eJUUoF9Vyk@~x
z;u7Pk|4xA;3$FTAI<7kU`Caw>Wv|k4)hQ|ZmYu6am%GeWO>b?V$2JD8!h5`C$yIcT
zan*(tII`fX0RW%E!M`{~uPk(x>{U9hx;91MvU8Q_a(B6Eb#R%e$30=@TFGwp?h{-V
zXk+YFN`X8Jb}Oc1w?>LyS+JYzRgm2l-+l*29A049dRB^lWoI?f-CS8M9k7T3F&!6@
zhTis5Sp3`l0x`#6lAQ{~yb<Y!KfMAmtMmoBrus12LRhi#=I3m^GN{nx^<jp$(yC!B
z`Cly^5}P<3SlbT!ILi&EF;yBXPn5^Jf-%#B&W`F>$q_vqA5fKOCt=Yz+=T}ckHR6v
zv<tHtIxL{;Z(|a1e+r3+Iha*dr}-J;Tdz*@7WO6}K(IQ^nY(L~C8r9@a~p7Av$M56
zJ=Lr^u$<~(soB`fCA-7DY=|FZFV4J`$23G)Q>Nn(Z|8$@>ZO}o<$B2(tu+q-ca0Vs
zz&CUn_1HA<4V;7x+b;ki>LOr7FqY3&gU*$}iltkNlW_F)0G>oZwR^;Kv_YZNgj2f$
z2%OcPF!Fq&`{Y?FR6vM4!3xsf#0}dM_1dJr?Fe>`z<v>6$nqqv?sK*@8YQYBt!;$X
zwiFcTvIGC<#zJFya<o<%T65W+t*`@z);tfBr%BC&^tlJT%E7I>ZrHhJ$Jzn^`N0b|
zs2^)aThnXQPa^FQf5Y{=FW<vov1W_}XpIEw?@$pw#o;|v!C->wUjqKhdCN6tB(70H
zYHb%)k!g^@5G3(*8XbCHFF|!JNN$b8!6BQSkrAQqMn(qUJEdO5SCLvR!@m8I5x*W;
zLC|u*<_+8-`fiNyxlcN8(W14_n!)0DH$!o}cAx4U*TzSQPIJ&diUFOX2F??qGlHPl
zXD}bMuy^r*!{2H(prd^h^YJVt#B;#E?d@>XP#dEmLaZ7Y(fNUQUaZ|Uj9|qJ>>~>?
zrru1DBL+Fz;^+}_D-%}nq5b^IzgQii-Glzcv$^qI<5lA*f&p%Tey@}UojnIi@C&b0
z!O+$~>9@cNQ=tv;^jc#FKn7}KwUH6H1_C--FOGqC0wU>bsWfT>&UmX{#QlX>K~Fw~
zz_5VEReQDu1@|i6qet$1wf<1@K5>+v9Yg03D=m}b;XHICjFAH!hyj{Onz6T@G($14
zdO)7726K!?5k8=0l2Uw77x!XNYm)K?^NQleos--gA0aohQwVWizO+!Ks%}8Q0hNIq
z7g-4LdMHk+nLQ|1D(d?c+y}u5np#3O|8?Z*IR!B7$kODhQNcveFTxE3AHCRg4#~M7
zEGEEH<D6@-?k3DB;XfBAi*UwVvo>~c06qFDmf^&fMr#75n`LlK2c4^Hhf24U>fl>~
zhM||j+zD>Rxhb50LQgmPXyS<z1L}yTg^GNr?W9}v4&_TMRkN`HfIV#xI+hF@qiQlF
zui1Dcpph#Fy27Nd9rLCX+D_H)yPL*m146G*W?QlGB{&SNejkNV%oQ6Y;)5j+g+>lm
zYz!*tw{#0#vR8>KHZCOw=hT(g7=1t3tq#906Mfw`z~dJ68UF%@VMSkZnuGNjW95pT
zSn51-=e+^T-1(`YOxli{>e#mhCo167fRK-ja7GA=`PcJh1LYALdh7ZQD^|E8tX`5)
zn`gif%zQ{xf;ch>%THz(OTih10k?jgi?p5*)e4(}aoTN_m)koZ0JlK+Qj-KCxu5WT
zZ@)N}yusLT9gdWBE{A~fWU=BDCMq@0Nf<9p)k|YgIAyKxM^syrqgbAH!f70UNd_4H
zy3?wbn|K7NLmmZ2qDv5Mn0CNffLn{zK6ni{3*MU~h|>PePXGCXn>L;gB?AFU(eFZS
zv^3Tn=))UiuL|<UwcxEF&?<Ny5UT|DgPfVMS{3|}CU!wS5aVvBUGL1osLM=gA9r`O
z`M0sCl4{E7SP6hVnG87{*qGhvI6h2XuAEFau+cv*rXMLruUwL|X!JH9beF`|WEF52
z$xN0cOVA}j3NdyGk?i7bp-T2Bu{(02Nq~9h&9^Yh@95TWuI(x1|2Qk<-CvyudRDKs
z9&}{(cMDUxh6uhiRzXC1Po1B7KYCC3>i9?Qd@X7DNA7%GXFadoY@zEJ=f({(ld0~r
z=G@GtdOg-Lp&30H;HMra$!Rtm08eG&VP+0#8Z@6!VyO~i^^(;*xi?>4R@UyNggY5N
z2VKf2hK<>+U6LvG{V{K{F-DTG%AUQ2#%BW}i#>Y>4kMX8(-9w3BC&XnR3e?9I?2eV
z7Bn|Zt$@pe(}pAA8VCBhe95b(R)#SfrdEbXvf)90-Vh3lFNYZ<NO5qSOYkBe=(lHg
zpuyQu+$b}t+_tq?WmUO*`=M+OX3Le<MUzNZyz~mpa7g*$MF^W#$11Jy(q?CkNJv6L
zd<`YS@C#<lyuZWpY9H<5f;rbPw!%%2_rQB(wgA7@nzc29eNQck=}ogfjZ>R(Tv9Pv
zhRGEe0jd9~U*!pBy4G^WYq*X@E)AN7W2a%V)Wq5TBrNJEHfsV3EG3}l@yR}1PgESg
z1y7=q2`3t<$T~r2H?nV@KUr{t(cC2n*lQLFUtD4;|Hv0ct9%<R8k$!9FL6wSp~1%9
z7@9}rJ3eJ-P6EJo@q#Rd<}@5eGDD*yK4@rS@g8YtIzLrNDw<q-#sUu7o)se_o?r(R
z^K!3&gTE+W+AAw$=(oWNg;pmR9*ed?kj<3ZD>&L^@;V>v_PIY;j-w!bA-68Hba1>!
ziOYPrBlCT@tL1Q|F$xZP1r1s@@}bvfd+2?<KUQpg+{g&Cy1{Xa-P4{;<}Z5gY!5t;
z12GIdp2Z>VPCiC(&`aqmAM7jU`(RhXU_DPNIN+oG7Cz|v=lh_E!r(Io2MiR3t9-B@
znccxYZ%+8N93=*cinfq8()796#dQ)_AYOH(k*06Y_d(l8(@$r2u)&#l94BX*iT|$W
zGx7E>Xud2e#mclKMM1YX*W!|76#<1cM<N;ulVmL#>OdM3l8$1hOliE2j(WgQ>1e5m
zn-g%|B?DEeHd>g{q*YS?pS^DZlcTB<o`i&i;r&z;rI?86gv?A5h+-gM3{L||B!fl?
zPI_i)GF|DJ9{Z6nQ507fLE1%RP!vTF6jAZD3O>+vcXiiQf1m66-gQye^|8CUx~{T{
z|2gMY-Fr{ft?GJpPbUta_H??cPThOn_ndRjg+(<ivwH<#Jh-8@3YOGjL5|C8{7Jk)
zz%AP~D7P-|tyGI6WxJOup<q>BwP+S_*fEq_uY%#hio6a>b$AUz+1-G{93Z0!1zH3#
zB7)2MFtdyVyTX>)C*Bmk;LWtmJ{ACnW-sw#_GR{B%46|Jg8Lhr<I0G)rI@2yYA>fb
zCIOLUsl5uP5pSujBj3N&j>LWFQoHq2-#fUaj&W2JHZm#EqY`se)^KL?9T;OY>Co-)
zJ5!;hDX0W#j8Y*vC{nRg5Y&>UQF}#%(|c^3c8l%9b0sk%3ALWpeyMJ;40IYQLQ1=L
z+f`ThLM*aauNNVNiP1(2&VsjLRi^Jo48{}nuHa1T=@%IJiuo!8mBhN5$QKe@#EYF%
zdV3?@mPBI(5?M8xV-gTql-@Nsjd)5=N4{U_MdChG>9v09wHvK26BEYhQ4`3dr(Tel
z39{;`9iPFpi++Na%D-%!g#9q!?tw!FH;}54$!|Ebjn4Zrr(}A2myZ=^mWy;v&DvWm
zm&V*Z)HZB`odiupXRVW~XThxl@B|(lW?c;DhCy8$Y@4>k0iAGem$*2_F5;<T1A~{9
zAmUJ+8N3J%=Cb!ys(WgK+h*z$m8pSo@0Y>n+SMBD(WwodIk0BUV7W9hI8C?EKjC~Z
zyMG$C^%Qs8wL$mzxk1p!0Dd>@1ogho3{20gAFGVIHG6=PI7ihD==;{!uUoy|Dm-uF
z6<aRda`E8W6;LrZUV;KX+&@$<LHWNuHC6*R7lseMDyaW*acU1-nX=CTgxJ@BI}HjO
zYyJRtup6KN&lelzI^@3)*K)^aP?P%_?lWcXyT;i3fqZqH(&zURn}_IgyqH~|$0<tq
zn}|0hQN#gV{#P`=Bp|Zr@=xP5;^}f7@qS$%iT6-l9{JR(FALd0b2Gote18U2(+@lI
zNCIG+9;Jul=^J_sRSrC6Ryyt-W4=2`^LVSHf^(a1D(llv#RDn?BMTrV#y`oI&1Yf4
z{vB4UMM3nBi0_?$;3$z>s+=qN1|)eQu-B@2RvMa0{Q35RI)6kAc-y-Cc_<7zp#lwt
zaPe0juUym&*G);p-PIT>!?*wdd&~MW60k8J9zqFIooW3N-(I>wLFqpbrBh5<RnI>v
zn8mltu6ZhuBT6hoiTo6td=!xdRQbG6Y2u6(CNC=@u$W@TipWpZh<uV+>2P}D18t_K
zE4h6%v=p;zNzW$`JtLK<e?z5nDb72Zln5|L$}yk3Zizr(ipeTcZYF#QMSZMJN?{!s
zKjFP?rs5hQl^4^fQcTQG#U#qYdH57C2%mrtSE~(ymiHS7S8e=nTD9?6G&;0zN7$Go
z19XS=7vXm6k+j3QQ4Y)C2k``t&n7jG3G?3tQ=OnLKXTpeV2PkzzzVJ%UKznxDR{ut
z>1eIMIiFl(Bn9>fIuY<4X_2j%H0j2x5q>h1RX{1lHSK`+#ocBFaWeQH#?)xVD_6T}
z0ZXpp5G>JlPgoZK6cLiEMWhe>Cr`2Em;WMD9B<E;z-s+<H|dFx^%q_YQ&;i#T_5XV
zR-%||Yr}Om_m4%4A_a4+<ibNV_aq>)tj!+AX~bKb=|u6b%_3<Mx;AV5)VV`$|AAC2
z&j=RvvP}Bo&cp<B6@Ges@xs87UV0i-Btb>;5kl`Gu;o_1xaxr7^Kb~M8^dzDG>DvL
zl&&zG6~@$s;W{J2FY}cer7`}4h!CPN@M3n25jX94=xf5?mPD*wE>W7{5CGh{3g4wT
zjd+?tN4{S(MB+YFGqiqcV|FfQoEi1TOzPpMomUT6QEE>eyQV7#N?Wu=Hw2DzW11mw
zm0^EFzA~fq!ZS!_Li7S&?3`Y>BI0eC^ukt}V-gTqJcc2hMm)WsBj2wVB5@z87g|5{
z%*+hV7&GdHnbgA55)&=6*YF~x7O3<nnEWT)q28c0k6xgJIs7O`qE{rtymn8tFo|*`
zLJr<zDkJ0`MxPt=6)L4T{+#F&qB!tk=M=}C5pPQ(^#O<C4w_>U5Lpz*T{w++ibF@f
zUvWg@K2&kEerj9p%+DA#Y5<uO$)6=AVrE7171}WoR3AgtVhQrWyG4bM&;i(srLvE<
zAwumC^kb=)rW%z-4ZE~VjrA5A^~xmls2rufEqiQx+G<S0(j1}Snh#Z$D3OGJLJ8(X
zr94KBsmFRDE$!Yhy2rg`va;8nq)v4D2w`I*#Z2V(O80Ik5g4nK%f)JxqGE?NGWEo+
zFj{{-Ux8Ih=_^F*5T%3{JExR>8u7Ly8YQ5VeoS*r0wRl2`Z-P`o>J10?^jBZxDQoI
zt)IH7i$sbCcO%EX2!iceXUgW0Vvm*37{0VfxELMv7vT(@gg;ysI|S1J6yY_DoyWq7
zVo$N+C=Mq02EcN=NG2u!#l%99S;_z2RiSou6f~;7gzO@oyl`OmfVFyH^*U=`rGb_K
z%jMUdj{U}zB^nTle|XxRibqy;msk&jJ#cS{h?e_KQ)L#xca5>enfWravI&C#*vrfZ
zdQaiS&e?=ZBHorlU{&PnLYiX|5Ls-(vvC^nY=Vw_zfFk5eW*=n{nQ5!Jo)3MBXWv<
z({Z$CI)w20j7OBjmGk9BWj+k!k2D`qdWPu;1K@nj$Ew8gli7T1^Ui8j<+?-Q&&yw7
za{zRrM+aUcF}>c?)8!(x92w|!i$|>u*7EI_Z@gk?xtE>`mXE6QUzs*mKQkoXk}q2*
zMf@5<a)@(|7qctkI7OrHh<H;H4H|IF@1gl60g*)szZ0hsPYLUY_bcH@yoV~`)=%{(
zVrH)YBBA@M|4!VsD<BH~%A#WfckmZ}E?<^VRYr!HFin`r=Y4fze#@-1J}8c<Do``x
zK*@zX3X8UZqUyqZ0ua-Hj}aRq79&`8f%{Lb8pJ7jNvBDTSDNyjjfERYq0>G-2q!WP
zUO03K=)+R2SDun3_LPE8yBw}9w+hg933jy7;H=7s1NHVRB0SZ&#~J@DU+z!}@yA5K
z5QT^rvn#~79oBnp4u4w`jTTUfe@M)vS(M^JoJKsQs3YI66eDpTsuWv4wOg;&Xrr`n
z?G`yMzdD63My{;+mFN=pcMkk1`7(}DorX~})hWd0>0ufHYVJTM;1NA$t-xF!!@KhF
zD}R`n`?IR(9VftcFm^aC6w8%B5nBEI)<z4z!hR*#a)rCX#C?|3r|t%RNL68=fHGPT
zlb$X@zN<JkMmwFL&v|JIHjZIT8UxJGx*YWUNVT#@^aT(Fc<|_Wqf8sd@M+ZGhIi@D
z0vK#MKqomtC%(osp5F%<wUHU?vc_ZyPFx)5rC<h|+lCkSmGM9o*!<PE-a7MIdgJD5
zaSv>)g&nuM!SJ{iB*G5(&g*49vhNz>noIL#ePtIe1i+yY3%r=!E-XSu@Ky{$l*CVL
zhA)hGS0<})70oaSh%8oN7fvIdRnSrIw+fM%548%dpZfH{AeP)JL{8ct!8mnSq)huF
z8mIYghQ8OH3V=S@s08>>{w!Y}R#6Va91RBQiBT$v37Y|4K1S$SiG?l12&Gu94B=J+
z$|*Q$kL%bfLEzC~scP5POAyZ$Cw`m*KWO<EZ6Dh+`IY99E9`osI#uJkQvS*)_~Cq6
zO`VDMK?LmE$AuOm^h`AWUWLJ})OJ^_iD3VBag6%n>c?7(-Q8ljC5@%942hp+Soynr
zv7+`N{B2skRvd+h?KDRnE;x$X1#_-qR~Qa|kS`7uXMG<5XW^{H#94A4p=WIf`zUT^
zQ~PaBQ_J8WG`&g0^AUbcOq0ZUarLQU-Cw2!p;#9wmkaBr(CX`?J~bSz%#Gj|PG*|6
zx%5JD^0`l;s-GEi^u0FR*-b%!&%<DZHHsYf<{hA0{fCV^c-Z(dI=sDzYYR9>)@|?u
zjWFmOa1p2909o<!IBOhH=-a;S`EXRzn$@dUS$)tIsBZ;5KsSnRLBsTLfj(s;2%&vD
z`C@^5fuhxb`}QBit+-|LRR*lzu47&FgA-^L=@IdZ$WCuS{1RS8@n&msxWrf`>NrL5
z#RdQpMjZ{Vk4D`)Or4_Vb(*5X28!+x6x|LdGa$j_VQAyl&}Bod<Opt&a)f6)Bod^K
zzFEinWu3<Rr~&UU(Itth2C0sjq@)$v{pxEKl^rU983>mdlSZ4{q3D!(L8mFR+d!FH
zf|OBRI+K$|XerW(sLX&i8Oha!<I`z4(P<j)G0?EA)6n$}P(g|0eG(!jR%@MowT}6{
zoyL5{fccl{m>2#)2E+$^frP4U&PSuu=arqN5BRbHzxhUuK3=zB?2!g_h^z=PiHx8N
z4Tr2_4P$B})J5acY4*BK(`;XmW;>3691<hj)=gVuX)+?B#s3qFAJY}EPOD76_mK`X
zUJC5%-asO6yceCEVYSI~gZ#JgZajQxLmwO{)fc$To&9<2z(QF2&ueNTR*iRcntxwz
z;NQzR|3Z2a8brc+J&v<$WJq#=O;@^#g(ZWFQ)pb(==(Lm-AGEo{4SbW3cx&i(Lc`<
zy}AW>Z>J@wX^^1TMM;p@{F=;un}jD{%OJb~Q3buh^$o<o%q$N@0zksbxTIuWmc%D;
zdGd)~o3LY^Mw%585sBE=zKt}}W%=Pw%ku38Sq^%0Lw_pXTs@69_a}}Woqs>qY5sj%
zkbj$xYD*DoyaDNWI08nwa^uy?q-^F5JMo}Q4bPUH!~!x=3yijh><^Tpffu+z{95R{
za67Cb>9=8WfHvag0s0(*)xf|-R}Niy#f7V2PsVf!`iVom+lIcitJgfEfAt#ppBsCo
zfdEWcv-q+;1X<7eWDPF-DI-GX%5Qd>EAJ0-CAHlTWz297scX5_<e&)-HeCr__fTlY
z^aS(BV)$oz7`ugMCSu*vqzBx+uza2&H!)Av0QS(yqNKI)O81gg*BJlSX^ruaL1Xmt
zH5CLyr>TZI4^t*GbR@54TefxE(4||qgxWGp5mifjY&T;hB&KtwZO1%r2-#i%h|ase
z?lkXy(!jf4kK)~SSi250w8>)q30l8-GV39QgUQL!HOj(UI$YWH1%pO8o@*5AqODh4
zxFe5cohQn*naPn#c|+f(OD<9oZEw@vhQ150yh8mPVK`}AuItlrvpA2W@c~nTq|VL9
zbefyLVc_N``M6oQc5ax$vyZfl5xv!jNz<<dJ8T_=CDiIyGe$CY%%dx`$kbhw>Ky*$
zPILG_8#vtO8n}xWABWRw5O;gxV*J43anEe%4#2zzI8SC{)Z;*phpg(fM)|oxqpb1S
z%+c!1biLwvXu=irOs88?Ns+#!dS#?ovsKU^x)?-9{Wo3l{B1*9g{vppoydg2mD?|f
z|7>{l1P8Q=y7I{#2=t;2^qC}DIgi41DNv}}*7cp1gkKvZVY`%sZP48d?Pt;LEiRbI
zt(O$sNJfcvYchd>q*v~O!Lng<A{TlV;4D~=LoK_NQdZ`XjC+6!2IZ3t$+|RM(m83m
z?W7)%8u-t-;n1F*&A(5z7qU-oWc<}D0y_<zrLTnF2>OCh=mqC)*iznHI^LL~&MLFE
zb2E(R>RIO&@#j|hGjSK)=ll+LAPxhToJZxi|ATKgI=`pSKhWo6^!Z2n?0EuSU4WnN
zHquL$0*vbctn(!tH0`ecDt_bpc((+{+&mVu)cxX6>weNLvqk4MVxVH!;uf}j5pH2~
z5yP0cO1zoIphiPu_yLZF5VtVlc|3>KDh=qTJL?dL`<L|eTsvEE-VJ{@_c-sNKMfZR
zlZb%_;HNFld+GCyi{OV3z*l!?|A*+;8MtkW^I`h_AbmbWpC6&mkHV+(G5q*Ad~9Ce
zJS_fv0{(1qK1rW{MW3I-3k#ih!%H?VcK#awwb=O^y7ag7`DysP!MP8vPrTOo4E)3S
zJN)>2{P-+>{Db`MbNKD^`0)k&_<#8EK74SW^F{c+W#S22oG-x_=u2=1PU_A0@nyW?
ze1$&0N}pe&&wr%PuhZv0(dRedQy}o0^zU!szrT$i?*TwJINyP<FxBtEpUaO~?%V@E
zZgK9$cf1WhzK3`IGk&~-uH1`1z8ydQ1s_~G@wOYC@8jiv#gF&Hg&Uj)@bY`{;}Q7r
zM(3UI^+x9hc>e<De)`8-@amoT@mBixUGRB>^Dg{8F%Hb?{1EQm;`|6cL3(}+f3BT%
zej@(-O#Jx|@#nw9p9vHr8#RveOZCf*HRmQEIkF92b4W6NfeiT@_-Hu47PtOJ{P`{X
zfww&>{`_A2c})E20Xc(f3&o#B@CW9y82|J*hr%CcDSTkJkt=4MBj79C+t)9-??o^O
z*;m4UKx*@R=t!95?0C81p7zyeh9-1)K}d8H(Z(fOHX=!}>00f2zYzc@)CY^Pw@Z0;
z^TOsLEYX>Dp1xo~Pje9*qF~Q%UfY!F;=hTux1mZn4QL=H@<kwu*5#x5|I(lA-HTy?
zln0f|N25+fRxj9HH=ecItIiXp)2`*Fgo1;opE`J$Xp*h`%_AUKGgT`W>&20>J$r+z
zRabyf^$}m&qTMeLi^qwAz;Yf@w}CJhouh<A90Py0ILC^A98dp{j{%6w4uRKA0ogP<
zDXD3MTqrpE`IY8rRDQMFuJ0Ts|9I!{bfu2PV8!yz;d-TBEOUvG_xFhVd({0s?)^+A
z9+EQg0sMwmE{jZ{Q4*;9P!MqQ-Gf)w>}qYWS{bpc_1)F|cCEB$@B&yG<Jldx!3$6(
zD%1Fn!7?;Q+iTbA!_XmZ7@mS=XoHZ-hl5Rb!-{||!<E6Y%4n@R>Rp)`p0w)|m9g3Y
z`2aQVcX(pJeRyVIyMQt?09X}BQaBPQ8mQKwhnQ#Qou>nJjbywLW{dh5^)e_)=5KJ<
zqPYa-RE1&8UJdte0)WlSLSJ84VHKdk+hk>|QMP3TpqhMeDl2B2=OMzdn_Sd=;ZvTS
zaJJNEi>?cFeK-w2Hh5VH_ES`61}~}>C+&Te>Ym!*wi&?s)WEp+%iwc?%urTX8$5Gh
z&6>e-X=HGkZlQnHN_D$`8g{NgcRNK%HExe;GXv8z>yf~KIaoSEU%!lVB$A><zBGiQ
z1!oJt(tK(-l~6L>GD}To4fz0^9&5~8h+{s(1o^u`d21!e1!orw)+xe=*|~RYygm*e
zt`gmj|0ciuo59yL4|vwt49g*>1as7+y?Jsd2XLZA+{Xy@vmoYL6RLrT-wPix2{jQ#
zDCeg*1aJN4yx2G4!!^eCrdV)Z?z?Ld-sN3(ZjZc5zMOb~p<==7Jclg4@wpe?R5UI{
zT^@Y{+#q=L4=~MSZdriguam%jN5BGTSWH$q6c4`3qFI!9gkj?3_G02h0G~4^lDK3F
zt<G@}nDEy7`z3M>+JrM{;B8+8a(FBJf^!mvJ01rgA>#2wxYT?~98Emy+_{j}H%~&4
z|AB(?Wc>CFBoO}d`dP<9Xip4P3xyT4E-PM+6Qsa_CUJr{zmAZ}VMNvkwX+O>YHCON
ziiN-u>zs?B)*qYGN>32F)q*1^8r{L~B9JOd?rPQ<a35G)w8pAwxah!?2@>Pq^HcDz
zDV*fVFuIY1xPL@E2~{N!cP@JqAns|Qh>PD0v3FY$U6(p|EmD+8R`m;P!rR#}GW*S{
zaosiq?3+6BN9>k}=egwHh?_n{cVyZf;`T_~H&Iz$3$PA!H--Qew6K>Q5`(90#MNaJ
z`JzU(4;}-+fC(Z@;J_ois04}=#0l-*x1TdlGj3b?Ya`y4B9x#GJlaolOaemh57=Bd
zJu}-pylRib)}C@{v{awHvAG2PDPjz$+UWK=w2-!8iSsg?hSnUAwA||fCtF-WtiyL9
zcRKR@4TK|cFKnLm$aS|`yn$`&rv{0K-4hQi;9O{X9?82*M5Evb>`BDhP1i}}`xX<^
z$OWOA9HNv5!`M+PNEd|a_<A{kaN;XD+1pj$Y^(afGTc3cj3Lbvm!>4l>5f{dw+|uU
zEb46v&tHkOd;``6_GoFcScc~A&~}|2G}>FGuD8&C9gfr(FIS3iKq#EXQMREIJTz*b
zvd*%`#KZ8862v69Iq3Au8BIQ$FHKbV@-xIqDafk$8Ohpder8=|8Ben-42M6;7l(?k
zA3?xb`1(ZPwpD^9p+dxCVUPU^;U<jq>ml$o*RGG|G*jKYIIjbs@y$z<MitY({02Zv
z<G#vgD)3^MI%<KL#U$k%H^<x>4laopWWkL)t`yi=g#5uLlmS0WTxH1tKD7%lBuADA
zN0}`9uZRhgut31Fqaw&f6Q-DmYG2G(Nj}Ad5m0~o;w5hTVo%`+FI)b~l<2mcn8U@L
zYF->U>dlA4u>H-8uN6C$Tdjzpy{cFhQzemDExSA0!<X@W*pyW(S}Rv}LwccBgQ#_Z
zK**@CK-L_OMUY51>n{Wf<=o;pnl?unX!ANjo9z>D3Vc|&0z58St`c3u!c`U}D)h%B
z7(JhWVBI)Cor>j7Q}K8M72lbWivC^{eWK9?l$)yV6T@SW*25MQYge-t6p850HP?YN
zY@Oo!J5BM&r7~5jx{QZ0g`Lr2ouSYR!j+6sU4|~Fs4lw&%??$U(YN%~Wt427l{_V>
zxz`TH(QkR1PsUtFKUj)>QZfB<`Pok#8YnfR`y+C#k#%P@I==LFJ|m-`sq4-N#C+XZ
z`noeh;6Yt?_9hgtH=qjg>dx>Nt?mr3IV3ZfesM5s)8@Lf7R5Gh?&Qfi726z*a*lGl
zQyg2tO^UqQ<6dP>@!ukDNNhiW-%zQvO6x{tF;yYWr-Fc+cXVGN4HevUq;Te3blK^3
zsS0HV;-mpdd5bz?Q(=sWChs~R3S-2aQWU~azEfab)CZKtuncXyWLM=nsNl?1^~=8p
zg`}1AWvPDoVeoa$1CIX2YL~;LaB=0Q{m#_h{{}J98u96?SqzAGeuF~@t!6pK&#m6P
z+EdbU<ZN;?kf5aHFaV!hA;)3@7AR@yRg&%DDp22Jx<@3;wTBs_oZeo<oR&Xg{L6r-
z>|DzVmzInhc-ub%TerW$<##ANRN-<V5(xk4Rk$23Re`CZMUy%abNW|=Bpo1#B*d?1
zdEv!S(L!yPp_}=byFqq0l>b6>Xv$I?HDGO;ut)b$G-=GP!zl@{O@EyJNtOvta2_o;
z#>77TV!cs=AVYmrmNbYkUAte#xPEgAu8&n0^L@m&UKeu-dlR5PkGhy7DdS-_fXoiC
zO0Dfgz_dtLlg3n0?24FW8@=;6L=6mNej$T`AxXtrQqz$Zi}eH}^mM+nSIOB)0Gv$Y
z2T~G<z+hA(N}ahNRI$PH2}FWo1D1k~nVfx1zBp7I^lAj0g@caVDvp`0T3afxLC2j>
ztE8-Z`X=L(x8*cPJ@uHd>c?~{C@Ft);m@6d^duLC)FWP2YM+aJi`48QLMB7cM<bvm
zNz3Wzao!I=6J)K$u=J#3OY8)Ucan0VI|#u^W*3lfWbj-hJjFy*(vh1WpTK2JI{qLh
z&IlwOBS*b?i6JHOdY*I?u7_J*=~))n9~q;>miUL3aHJnZf$nf=Or)%qSu#^rtE2P6
zTpNNz;VC^0NpN7t58f_U;lj=7)<Ft!7cS#3fu=d9DWj<gDdZF!uF@Uc#}yo|Il`gP
z3ql9QNOz#F66ubmx4}0`chI-==?;oVQo4h}R@@Gn(j7-3pHaGl_$!d!pzB(MEHa%z
zZ<osgfwHei=QVXYgFwuuGt#Fs2!RK6I^$RrprhbJrZeytEuDea9FhrKYdg3^pWAc>
z$_m(<_vMt%pwO3=&hQnp%FAv(qsB|X)+2UEaL>YT`6V=-9t7NcbC)JGY8}aFY><(b
zTB?+Ww;Q_k-d|GaHREPq6ItGU;N&!bxiK7qZf5-5y~k*XN24cwsJY8z3<ss7bwEA+
zKHjT>uY+y+2f`L_mz7oI-@kFUR}t4+u?yE&zra?XQ$b|3#(nx^h5`4^Bn}}onZY;R
zwqr}~E0d$ZNszy|4!|diW~s=!yK+-oa$k}GSja}ymLv%*AFhN!v_DKgjbx!P{k`}N
z|LKM4k5FuGiqmThB^F&f5P-Dnpf2Ob>8*<~P7jBFW9(G)vxKupry)!)gwYpiZ+$zH
zzIU;KWp+3ygi4E@=OJJ{R(>CQ6QH2evGPx{0c4)4igbP)0sAJ6E@kXk`I%cqq;tfv
zM`3T27tU~-bIjmoDIh*>tAhVSBNa^8aP6830%L?P<%=B^OaB4@PNsbVkv2qd=rTX5
zphv~hKSChd983RszBp7I_7eo0g~LuPmujFj#x2Ha9uKvOsY8b>=*`2}Wx?xpg_d5J
z^q6tdkh&O_9y2CAZH}n_K`?+9Q6Kkh=E2KKLG$^vh^Tvc3L(85O^<H_nw+BnXoAqX
zZ+waH6|lTXV(gC+$}`2-k@0hp{1g*WF?Mdce1e!Y#{R6FSR@c*j~ulz#(s~Av6I6g
zERE}DsGxeyJD^f`g6J|@F7isCD8PMeJzc=Ab;ek`T^yYdcgp*c1l$jZ5evmB9Kmfs
z?VO|U(R4ln91-6Jt{rE|4$+=(sri#3baveiQ3DDQlTOiFvc)pD4n;Ua9-BeJ23%oz
z6I>+zbJH`{h7DF9-q5GmP_W{r;?$@ud}?|?Lcq(!funSXTk}fy$Up_HXy>sA6iJ0e
zT^?T8X?Zv)l{rz_D87;twm@6%g+ea~vmGNFh2~vkqZ;^)vQhLceKv}M$&`(vfFt)L
zP1z_ayI0w$S|A-I>+)TN5Z%_9-Y=KG0%@0^$3+Xo)cGg^F`ti0pN}F09@P1$m!b&0
z7?q5-y#{~L@=<urA*sNil7q3Rxy?tRtbolf<dlzkJQ*|a)OJEc*D|y^-fi4xBX8^R
zZZmGUxeu{Lf_yiALq*amSR1uIR~v5b4FYc7(|!3V7llIUbtFx70Xo_2wW+dIPm8?)
zhrP>~v@+4^g9k+Vg3pbtPqN(AX+dfLOz24KwfmDk;@l;(z7Q0pRx+ApTh3>LuWKH#
z++f_Eb8LX<Uf@imwhY%<tn52M47Dam`V5zWAkMdO2%#A+sx4AH?9Hw{n{|Gf92-fJ
zUH<{#lZBfjl3hO`V1dm#OFe1#FcsLU6TE{0kLqW}Acwsnxm8V&|62^;b4E#$aGJtz
zNdB)S!v@~=H$a#6=l{NkoJ#q>6-Xfbr<eabKA;jzX+TZtMD*t~2vNFE;N`_n1D<}d
z+kn=!VQv5fBW^`$eSEpVn9nd?98AHBu{O_q8t1Mj1Xr;)0W$JP2<p9K*$xQ(0-NwA
zHjK<JtxDQF69LmwTTLB3``Bs0jh>pZ3ftUn!qi%Jh?+5q_QKGG*aBXp<Zys9Bs&EA
z$|_C7u%v!wINFgfj#PKqApi_0A>|n8E{hkHv~bFV=VbidWtV!mlge7CV)-+h>14z^
zQ)Dt!k6DLingm3K)R<GjX=puWNr9OYV>$`^J!T^*KxkZS1$)f4erja`7G~s$0v)gt
zNpe-sNlczVmKx<fH2fE}3RYR_4FsaiS?c?cH>45bVwHqHT?8nFcP|3YqVT*-W%eCk
z59c&TT?U;$1E2}=uI^5>m}2-50Pbl*!;UY!97eQoT}UEo*zxt%2xv)IAPaheJH8^6
zl)z3V3I8x5ILYh+5{?X>i-f0`h{{HDzsV<XS+mi<&xtbv+33hoZ$1oI-<PFqzFB3X
zvGgtA-DrL<W$&c7r0x0gek=5C-}ZdBucSy&Yd5)&-Bh3Vh}P4v))<*AdF^iuslYBD
zs<5D91=4$a?)m3v${uN;?0s%~Lx@LHWuu33NapUFf?fn8Gvv<}M@K7-sX7rC*E!y8
zSX=-!qoz@CikN%OMq!1_@g}0Mm+x&!<O62ZI=vs?X?h=*N<pgpDqkWC?WV1xL!lRh
zd5)1^MKdn)tAl_Xkzb{6>GP|U459og#m2c0WXi9eg#1hSRag0hoS#eg(XKzHq@uH}
zG#c*UIUkm*@6_2=0x_R$O`mNg1Rm7c*0WKd)}hMrvaR@wmTkpr4#^0H@EnZ%&26?7
zWd$shol~||?9xS9g`-2uzGFhwMK~uEF0z$v5ivtTdlh~|71An65VfXMnbj8t0XN^&
zU71zH7h<F%3DtAFx24LX_Q%Sjdap31PfY~5zw6Vda!M((rpvvD3-AS!rCw<r6y~|*
zLmP&w4Z90+r`HFCrIi$B$({aL@O8}tjTMY3)1@B8eL+|GGt+&y1<}wN>**7u2CO@?
zIE2sy>60S))|+E{@}=)ij+`X<()$2>Zpp!W2v{Ir`nV8*SBUc;WqMrj3GZf+EHK@`
zc<OK4i?+WKGkp~tHmMyT*<7%J4-@{)M)j2xqq-H|5qbFP_3}thcU1nP>KCDQ<pUEx
zv9bM2im`n=bZpJzYmMpYN)?KiCX3bjiyCl(dTrJ_g_I74rv;N3a*}|U$|t))Cbc<L
z@LxJ$A<5~M$|CT#mjE8ypPYUJQj3z)J#U0>_)jl6-Ro&tQ%+h_bRr`3GDddrh2!U>
zPucE8aO74+8IF;;M<K7#w=zCF6z7wlC#<%lz7%JwXP^&ZZ-S}c4qmq|&acNjRc)qL
zw<oQAC5Tq-wx{eWoSR{dmLcvmwc7&T-UI1Zia3d#n_@=`Zc6ZQF<@OfZtV(cv|SdQ
z0J;lhbJr>ictPV$cm?feaN*HA;Y_`XH3F}sV*9c^CQ(}uxP5khqvYD^1co2JCUF*>
z!f|ziX@*?sv{c%sM7%IX<o*yCqF{2I3D8&MLlEs5CVHqK8K0U#pAK|lG6M-Yhe=u#
zeFJJOW;T^#UrN#r5%_N@Y3sLw#CT$a+ngo01M5TZ7xq1CRS)8jNt8iN8U%H-0Ak3w
zC|~lK)X<U;<jhSW%nS0Ju*wTR4*~o50;Mr_A<R@zcUpy!N~LTUr>G)klh}tu>XWw8
z!#*(7tE=FU(c)g%H;;N1FTla0Q`U63I0|iO$9pdV)oSC(rQ^j$xsGZ9AJWuo(RWg@
zNrAEY8Pg4nt19^-Syj^P0l=Py3slnJ#W0f^o;~(g(kyXN&NZL>mCf^&5pPVP$yFWA
z%W0lTK<G*8gj>v=>v0-d9S!+f<~kak0RB3fNc@M^(X@VQOU{hXNEr3{wAO)K{)xmS
z3}oU_rG%z}qT-^e)@F!6w7J&ilgK~$`Lar<ejEX3(W!3vMHM{Wt7pS?Kv)II*K(Se
zE}YIA0ce5(n_vY=gm``lU?+=nxJ;*YGD!<U9odXz%Y|=K2%xGU;og{!jj~pd`~jwz
zBg?CUN+U<T`4}*M{tA*!qR!xXxN;+B(N}GNMFr?qdaGBeG{8{bfVP5W_B|JfLdy!@
z@9;O}UXKxtr>yyT9xf2Pqs0_LnY$pQJ4SvUwSdUa_W^Q5exAOi&(BjzjcgAkU%1{h
z<>!w?F6c)t=m+01u=|-VOD2iV#?!mG32-Vh5|KI^Pax*A@#(YigusJ38-E6hPXQH-
zmyO3?v}`<Hb4VgEX6az4b8fToC@Y}H&(A3vf1J?eRJ~{1^{n4u-0wVu7$V`_g5OYa
zw8~6Hd7mmP|C}J;=AB)ZmDj2sJCd0{pOxUPunMqNpR9~E%C;3J>%L;PxhBqi1Nv)>
z8F~|O9_aoIy+*GzeR)sT@#1FcDQMCKdHI>3xU`bPEP44x@O8}tkpYak`6F~X^H>hQ
z#G(N=1X0qO0_k(~1`0T@!Xbp_=nqF_ze<Gpyjis;BY$UdR3ypBzX`x6Td785L|;$9
z0vY+mB-kFB0^65;mqmn1Ji?gb!S-U}gZX13$+}sgH6%COl1T$^tH6xfpBsKPl7(`^
z|AgQ0pI&bGC|&qX`C(1S#0s^FAfyWf-dU3TFqtGgPmq|0I@`iO=s<VLe8gR+Y>&E?
zG2M6BfHM1JDlzjS1gz(Wzs24JQ}^eG&lRJFbd)zk?L?yKYGu@}QI=S4XsE;aiq=TA
zvd6B<G=s=nWdp?!^iwwMwjjt&>je-rH<_!)@}01Xvi=_erf7lU4P2na&RmTOzAtRm
z8az|RO8>zctxUnWnp0R$fZ-?-4`8V=NLE2;sxewGRi>!8px3^}9&OaU8wt4Nqu?g*
zxN7|PJ9H7x%rGh`bu<75bdiJyl2Uk4DHi_L@PM>GDRqR7Nv>1)B_<+;h<7K+Ex9pb
zm7Y4CW}F0s9sy69o?401(9%<+?#<~bofQ7`R3s&Y@wbB8yjwrDS*J}_E@$+MdUwF+
z#;jbR_}~$V=@-aNq0$HqgGNOMRBr0G1R_ChD#@9#Bl+^a(w4&rIE%J?+%{n{<#EKq
zno12P6iMh^j6-Vq&QfK8rn7ShBC69IlICpK*XD~u#VM~rz*#tjt9CC%)8OSA6OMO*
zbQphzG0WR?ny9YJoecmqK{k^QFQ!(%8{Uy@tr*B^-kBDJ%4#AxbK&O{s#|3>xijix
zudG?kFToVUoRuWj-bKI4YDSKFvuXFVBeI$oQRgSO{&b`<BbHc{!X&@YYtlYiwV`0u
z-P}&w;8$5|R<B-V^}$2#mUt~r?%qfsWZ+LI-cG()h^JVAeh+Y;bI<f>tebMl*Xmd=
zm!Kbjl^W?#mWBX^r>mt=djk+-VD;)G?FQy}EIMs|)@j<D0P6{Vp8q8}ZEE$(v;~!+
z&`baqT}cIE6;uOMrc;w<Zik{%=69W@%;OD|xg|&$5}lN!35rcda&_VObQ&&sbB8tG
zDFzyrbsD<%1}h_y%NIVC$l`SN)jH-+>@?;r1Lj|*V_w*t42aKab>@6DI(?RPnm$hn
z(r3rx<vA+ojDb6Vfw`hJ-l#XKHW{ArYGqO;ukERNsa~?727MAY##tL{HJiHI(5)is
zw?X_`pr4>MP2Yvv`&N1Xpj(FPGt>44dUk+5hv44>7hO4Y<rNpoJMC+xOR!G~;)cUx
z;QejrTf2Jg>i*Sh;C~9-Bow`urpqO}iav;NK*C)|dU;CMaUN6WohMorvGj}UWb1sr
zrqg^qXyEIU8DFEyIUpF@6O#;lozz0@m`7Dy&OX1>oW0(_*=I7&_B1vm@1{{#5(8yd
z+1P4MYT^i;y>;8rrCYbiJ7ei=$Oo17*lc+s0aQ!7C+ZveMxkQW)as4}0;D!i9tYSl
zk3=^}k`Rfyp1-`)(r}SM8rCsskb3@4TpSYHfO#}};YD2_;-FENh^sm+5my8yqWMy_
z;_{3G#)C%pkZGXlL0oksI_{w@Mf1|Lb3PcII;Boi=XnO|T&Jibl~sP^iNmlgp)~iy
z(J8dA(-hiipwQbDg}D4c`;7Votc^t!g96`qiB#6O#sM;Boz{QeX<8Qzw08U9V(7ys
zjcp<}320VoA26fV>3wUb={;_sw|mwy3w4og^vF$_mz+gAQ!?g&7_m<0yE{$iJwZC}
zxR9+1Ts3~t)+;XDk#v1LQmom-+-d5i^Oa{NM=IqFeHTA#+ba5j?g<HO;)_@His&SD
z5sQL&<@O6;>5cD*3o=H)(_JF3vgq|2v_T|D+RmdjWYL@)t-8d#uhSAUW006jn8bL-
zuq`5U;gwe;WN?jL<<f;oVY_6;HP@MhW*)PlOY3ZM^NCK&&8rM@^L!>Z-h#mkKY4D2
zf636!0Iglua%$ZapUvp@?wCh4?Z9wPeTfXwq(HT9kv`vP$-31bSv#3zc@_zGDN&+h
zE<_7LW?d*-d8{dS%wyZ#-`7gK(qdbeuWxl)zTRq(uXC7ug;_4&g1DWAt2?C&5YuO>
z&|~|wcFZF)fo%!~MBG-kqE`CHotBPw1*M~@MO3Bf5pjCY@c1Ny#|XmCY74d6u38DA
zh5{CF6&iYJ%`pmY-3<%oA0T7aHR1nsn%3_#(E7uzBL4Miu|)Ml`O;jd77zGvCfXmM
zbI^I=khgTWQusp#UU*3HLWtaZ^r9krE4Ns&s{lOc*|_0=orTU1$99?@J{shQ9Un7#
zN!Dm}W*UwycQb-+MY-aIq;AqMhM84p3waR!>wDJFrdU;2o342NwxO+}h)TqBMd+B~
zRza{LTIRkaBFG#B+al6T(^zG#9$4dxH*3T3YIFw%2FSF9gDi-r5H+jZSU62+h5m*l
z;p=%?>MRnDcpdLuL`z*aoZ4yK@DB#v@PjzIA#3RG;8hKT8Mh3y@2oXz*R6(ymI$@C
zPharJnETo!N@Sksq_#aZ4%-vKz|i_6xVACag9C=>y0+=>w6^({LE9X=u%|~kr(V3q
z=ZVk)WnSfkSuh{>ow;@$kL`dyICJ%!sG-oIB+*UtEaLZrlRG&FAB*Uk?3_+(vY!|<
z8J?V{G#O-cwr<)QYbP#Q9$Xn||A}@GrYqPX!t{HeSZbRt)r+(-r7|u%8xT7f!BDsc
zH|e`BjQqFpZrbtKR~fCS1)VpEBoaQ4I$9aWM4it0mv)--f1RqGOds_BF*U6ey<oJ?
zmZ8uKqH9l#Qwp%Vk2s}Z7a&KRQb6C*pHe_A#;FS#HK6AGkxZu)9E+}FzX)yjleP|=
zR6w_|=y&vK1vCcP?NcCb1iK(oU(D2}6%dH|(+bj`RzL_ms81^>p%{&$qVY~Ez+be}
z3h<gkl7U@x9c;ckx2F}Ltbm37>zqz2IGz@QLYm#v3TiA-3P<XyRF->OL5&||`8vcA
ziEk6Xp$ci$r8}x4p*pYN<{;qaTf6tXf?7uoEO@4#Rjd`#oLI0n@reaB<B<g>`n>mm
zI<f$G9c>IYYP*!5sxABY6`U>nO7nD10hAB71$=FlwQ}X2eZ}hTnrvfMaEAQP$3p+?
zZA*K=?S}tY%J}qn4+}@CARLp2f^yVKK(icV@Rz~YH4jL(FrH*^B%?mpmA-3?2!9vE
zN^2sdKg+;C1m`n2gwV4LPBJsHH^cTEYw+FVSV?lM!8ZYXvR0L<|GwKbQ62RDj|41m
ztihq=1S_j~yHDKx*Qqb4_akGGU$++-zvuummU{Y6vCXS|_*l4drFYS7(hWZ_JREUn
za);tpcuO(Lt+*a;5bAI#fCq&ipp#JCd~AohKeF*XA;tLaZ8g3(_{Nu{Eon=pO$RLG
z1d5ibCGfTffb-ga0>x)heCPy<^++K6r*{Iy(M)NZj-b$Vqu`SFBQ)vN0>8vRg5q)8
z-E$>i=W(rWRmMfEOsNP`0iky>UVCN=Ub|VGuX>C4b1VJPTkz5%|9v<={osiW>`f>j
z@ZgG<&t5xQa9#von;XQm;NS`0yy%FHWG7E#gvC&_g$+FO`a_+~p-|)=JrO|B+#EeI
zlJA67i|k<p?Bfnpm7zyZTp7~*y5Ky(nMb<Q0j`=5=F=*0S)l_fHgZO@L~Hh1XjlJU
z|JfCEw1s$qZ0H_5vcfaQ%+dCKWUO{=zL-~sR?GlkKr|_az@Zg*QK=%%;PDTwScC}X
z)=m7xX85{@ccth#tq!TUnP!*-gx=UZ=^+)fI1TNP3bF|1Ln>U<`_K4TgnHYDF8Ya~
z>)q`_mpiJ^?(+WOdhFVohaYa&kUyG<!p?p0c>LD&&L?pii6~6M<v)fbQnu)c#a8eb
zlGaaMp0Dm=Oc(X`fbW&$Ad<a_Dd@Tt?*VNu+@>0Vh_C+dDAk6kcVgMzZ52i;l`?7m
zp=xmqdW2e)sq)M~??wwR*pPVKTP!zh3ko?)Q)8u3=rU@R#x*5x6|1&2U4%ZT=yXll
zmIO^kV4!zXqgsWQsO1@Ws02+>p<y??!7A>Bdhy~29Qrv9okiT2M_7!*wNY~&!LBf>
z{R$aYI+R?CCsB(o%9ZW-FM)Ei?ZAs+Z%tr35dVCli|8jd!=-Nxe^-hbD%-Ib04H0<
z>$W4QX6eOg#M3M~>iwD}67!*&rS(&P-W{^RC?7TIOd9Fu#M>#DC%r~`BdH2%3}O|a
z^`$`{4Z(qFbeDxy0;DtW3^kv!v9>|2K?#)#X)RbcRqge?h2^67eEBMC`ItRYs^b@^
z#2XXe?7jBX@)ZNt1@?FmS|y`~@*arLN4;vyTuSu|jAG~KE2~NyokOx3;>qI0?AquM
zpbDQR{lexq6!E4M?4)$jb7+1^KxENH&&6rP(?vSs{kkX;@1eS=^;2);x+s%eJaXOb
zLNXq??v1O!=enJw!~2Jj5bs|oCGefgi4I_ZM--!Gl1V?EotPUkdrYq$YltrEQQAq~
zgZ@kc-85F5L4CBlK8k;)t2X_q)arhngf~Vgq@~^fxSXn=nXulJudpg*^eQ4xh%&;9
zol!=2MZ77ACUJR3DWkX0{E~pkqKw{#(}<^xbj16WQ6%0&l~L=bnn7jcabZFejmoDu
z<0%^u2Jb5fg!~FZVNyZjL7)DK8hj@G^UA~wkXipUXxE%o7%x|f^$_PsD`*cz{T23$
z8YS?1=mysnq626>Z%A{oY7wetF^z}o8TU7)WWJHF5Gp0}HKIX?lEI7FmCRy7wr`H&
zH#WzgN4zbGmIx@CpU@nWfXJd~{u8GWPtoYe_bZx6+=nWf)=!m#iY76`YyJ%}J^Wj`
zIGphrfujbONs)XxF@ZBHlC$eY2>F;-SQ{<87~;HmauAH<9|BK#SA{^*FARmt?h2R4
zBn<A(U+IBU0dQyxA1`Lt194V9XGgp##r%}Bv5w}K1Vk1cupXxoPY39T_v?U2yoc(5
z)=!<mbwD(~GX9H#ok@gGNlc#*5l%6RAz1}Koi<{lj&{W~WN5W~RE>u^%z7t*XwzZV
z*XAo>D*w740Vm17`cw4QWp2TNn~nD!YOUNTp&VP^&N%lk@}0Lj-ukAroU3>SQP*jn
zNprmQyYt1N;+=OQ;4HjzqL+Z*N}ZwHT)SsY3*pHE(xQe`@~3i|Y6dIPbd%ok?8w8!
zLqaq}`j@dkUQTYp2|Gt}oHDTg6altF#<uAjUrf6z@Rh<^D9QgQp*+bnU7MvO9~nOv
z$xks6br3i&4e|+M)`P%%?hfa?6u46dfk%#d^Qqv?`j0(+m)Zxq)^gkEz}9xR!i~0Q
zQZ8bRvB^NlQQ-8%TJsY_mkq&|@3pNC53d!j67O|O@z-80EAWLtA4mfi`avYrj{@4~
zd=Pmw)t4El{uQ0-Vy&Bj=)9$eeiV5UMhJ(Z?N}21-&-=rK{!91hfe7<4;2hN^d+5#
zMB58_V0taF;xKjiR6t_tl29PYIq0C9oz6ciJIz1+2LAbNkbl&%?r9i^^cX+Yl3E0^
zpR~3)v6(6X;N*<<r;7%iBhT(MN3Jz+<O4cKy1oz))IFp=8B5}G`T?pjm`!^mIU5~d
zW7lbaQKxDDbOY`GQK!A|h%%8r+?$E(6A?RvgGtUJ2j>)ZP8#YoC!K5HB<6c&@{3#!
zpuRSg6y1=<w~mIAoQ)2``RP0~(rF&rXyBnob!{YgD6Mbgl0ShDlUYIK=!X9(BSPoO
z=}vQ{>8S7fS=+F+79CDz`2q(CIxn|6+OK=gDKkgE)c99f*z3&d16;@!s?<nToHN*R
z(V;_9p)s!+YXDMWrM+XGbOWqAs*dpPBb_e!FYUDCUm3JVJKkfId^9b3p!iQ(^j$kE
z+9wAjHo~UrtSDqZ8dP%OpQqk<E9s9$d8etT%YU=e@;_#f|A$%Y<F%GJm_RfA;wXUx
z3P3anhVvDIrz2!Nbm79GOM*b*N7eXKyqr3MZmjWBuYyM|h?_~GgJ8o?a$qObk*5^s
z{crXvBxdwe7Ccu#8%#^5Lfi`zNAJYvoCM$mv`R4l=7!_hxe?|mxCci7AzPgr5g}PF
z5E{QeTx~XCja#ErhdbuEd7hg+={X>|S+@^w>a=}$ajN1B)mE1`;t`b<TDP81=moLw
zH%41s>^vaa>V5!_BiicHxAbjwsS_r()ukqhye`YsR`)nmsI0ASEznn&?qPj(@g75)
zpNXqP?EsB}Z#j4Fl6`+tH`XN(^Nn@WH`XNt9@LF>KZb(z5ULulu`d3iHP*#z4#@^K
z2XnBe*xWYOMOgt)_MJI3*6rO^tQIHjx?T0P{n9T8z3g`B`~hNwg!Oy)4OK>~29Z&<
z(5j8@_k)0&*L1FpF0|ut5#j5P>nmQ~@kCfOD6CN{59s(&nw+jw>&2<M?CVjSnz7t2
zsBoHJWjBDQEi}b)xw6lisWh-Z$Y=w?;FG2OHvUkByguxiwRc0?kBa!AT-sBb+C5<T
zUN~ltm!_a<x-><*X60k!CD_JaoEo!6VMrtJb#&B*mB5%af}KQc1s_O0Q5mZ-z%ide
zSdAKtiXiT`>%$6l(C1e`9<Xqeb;w1lYS$apDeTY&-BIeL%2crmrFr8PpoV}dfL7E@
z#Y?oC4Kq+9mG@awKxjDljb63Ko*A$%g5AgVHO0y4GMorEVZ(M}92+d8pm$4IA&szG
zpD5PdQPtplqP=z%ZjrES>%B^3D(Bnrq<LmJ=$Qq!*JfZBrd<C!r~|VoSJfl%mk5~J
zC@vB{7uU96QGWCU)<$v1DT{h~M$525wJx98?y9AN_hrTUUOXyeS;T+h25b;gn(~wd
ze5;q3xU>f2!g)UEOB8RR4@h)_&}b(fSENi?jaN|j;%G)IV>Urnk_%Cg7t>ETv%bk0
zrPlh^W28a5RxC{o*Gr>&>?&Mx4~oI3@V`ELvN&9ysM@uON_mVP9au-tUfWB5U<T05
zX&6vC1|u0Rf$c4#4lJN+?IIQdMc{Us9LqB6V!K}V@T(@HZioOQ#zXJ2Jp6*n2Gu74
zab<77A3m+)3b05q7r*MiievO@H9%`?m8>CBH`Ut}HN2P0;n(1`>T=)J+Ki*{f|J7k
zmRZ~L#V!Qp5@VOp$!4Up=G8FgwX4n8O#L=^P;q~)@M2E8_3*-LdD;5Bwov$**A}j8
zIIk_l!b%Bel+ICiNnM;;e!Eax=&`+?w?*w0F|~zOox`19gP(Ha#NOti(=)JynVNNe
z13z3l>+ZMuA^bzc-jv64Xo$x%am@m~akT3Fdn2rAv7Piy@b~IjC!#f_Qw11K4L;oW
z@5X;qK#e<CG^XZ_bG4jZf7aRS&n-6Um0DvGDu8FsQwNId<ydI`SugzOx8A+I7lY-(
z6{KP<T(IeD%7NZqpWRURuITOE?g9Y!hdRcoivd7#3H6K9nNO-HbjVZ97YfeOkSk7n
zqBfU~R?7QIWA%yI&Al#NmjGBn*VBM`!ClVzJue7*&yPdqQ*btiUfCLQCD7D*X#Moe
zde}j`eitXWb#AQVTlhog?b>PWEbNqyL0~Ixb4$LjlWg*gGZ;5G7Xyh{gW;q2NO{w>
zOY!bx0j+}bkEcMV`GwOnv#5vq0fn=6RFvy%7@=UF3yFP_?1pR}TD8Z=Dx<R$^kch>
zw*#=|61a>x-`VCNI1b*M_y)QRNBvCA-ss#0-4B{ii9_01hni43|Ax~%GtLtOJ`}tB
zT*rnB7$fXD-M4vxAjn1{h}e9&5RP16>v6mo#v3X2;i~ocI0Dv>H8_ukk%TW?41a8i
z$6DuznZ%a<Wf!;B=~BjMe|W4X7y|c4ATY&bB?7yao%ZEL#}w@KY|#6Hsm~Uykb{YM
zq14&jxW_aR{2^f?l;w|SEI5pmFP4n#Hx_pzhgLyDfu~1IeiVNnR|xkc=jRN@;;o69
zDZ*Gh0KgI&3ug?co7fci5O~0tf;$M^f(wo)C^q#O1-z{-M&Yjzux=D?rvatVlgcRE
zCgv2|D4el9g`ZAxljuoiB)%4b&=ixGM#4GSkI*mYh0q+da|#guCKbF`g(LydTm-9{
z+U(|qt~f4~u$~-=lq2>ph&-`uVpy1*CqzPtUevooYD6ub6)~|*$>U&D+M!QsW%xpH
zhm05Eum7Bv0*tF?3(d>Cyy~!*E`@w*r7=|>Oydz}1?SVMwlg7yxy3pD9y~&9i*o|~
zwVmtW!n6Mf|2eOKZ(E#~)8`FzyNl|p;U9u-hr&b24lPi@7#G+{KnwxQ5cFVl^D}I-
zS83Tm9TC44Q9ne52z&+SsPIqf`XK@_Uq6(-euxlwP}dJV1%$^r4L)T35dI?Thv<@n
zLQ!*m4H9=PL@ULg-;yvokBUFP7k?fTe|q4EMQ}zJia(3s53E%e<DVYqQ2664g^z2&
zFTG;cIRd`Iy+?^Z$H1R0&avVj$J0NgSb)+z<q&vy3S3>If^39bC^-B1mFDqY8ra%a
ztxVh1ddc=x4;k-ZHve+O91ZSb{FYxC(X)eqo73%&yF!JJi;3v+q2`w^ovM|_{PjMN
zw5IfSv0SUTS<rHYjt44DL3`Or$`D({kxD~^VQY0fRLB>BrOF>L6IN~79xaWRM&U${
zY6;H^f?Agfq|PDLJPCC})&vwF>7iR|U!}SSih(YH(ic3+L!F!mA@&*sedXlfF(`lW
zM%$>_yx!&Dn;m1?ok8Bpr##~-1gw{5a4rVfZEv!IzfJ_~UfyY;S-*B&%p}E*eke}C
zJjH0SHqqOAg<DRBEIlet&H`boO+ZEhi}D~3S*i@v;Wp-b<xTFnT?KsDI>VZ-)SzCa
z0)=Yy@Ctx8UaHpWs%AsM8>+&AUv$WqIIj!GLN{Boz#|~81-Ml`XTvFy<M!yxD3tIC
zf74hdg7P_HW5tJk&1j?UHl|mvtCuEi94Q?AHBubiQ@3ka9%34(Rt^X-tBonD(}9vg
z?Kx`_3S|JAw)0Pc!k3CI7qpQ@_QCetW_S)u?f3&!eCJbKI9yR0G(6H6gGe%e#4Gd>
z*G#Vgtp=!o8QY*N?cvcfP!1=J5l*P>L!F3&ooY;u;Aw5+mivHEXL!jQv$d}TMTpd!
zz`n)?1S6&eSg(&DLbq!$X5U-E03ZglycLgx3%nMG=eF&^SKym#W!s)cN(Wx%@ju;R
z;VmY7L0wmU*i?ixJO*|}0M@0-`_*G%d|oj&3<w|D4=34i!g;@Xj{%sXRf9s;QRFE|
z;O^)5<1g;%spdx-Q()Sr>cf-ps+r#23v4*)0*}`lTP5fQC9hR`va(l|#*R0j)YO*e
zGC19sQhYIJ|4yV7-S_+$R{karFqf3#IWk^MN;F;~5pRXquot5ZW)9b<hw1@!0)bz&
zxq9Gt5e~x_?oDp+vxIwz50XT@RJa#?dzKq~0DvV7_om1Vu80*0A;h}D0+kW$76-%2
z1l~dDr||ED!~8zH61G_Jhcu$fMO+l90Oh9;FpK!o7?QAn3sZ~uifP1-_@1mQde3|y
z#gx*d_-@2~3|U``Kvs&0Nn|y<jbFZ;7p+pTkV^HvPLMl?RNr%?l9djz@S0<$+<Z?(
zD)eo6zbjPDKZ@+AtNEjS<K!Cu_sO|8gU0`DVit<f_=nz`SmQgN#OZ1YzO!QKb3X>V
zUbX+4@N81;c%?0>{qaBzrrLj*nAQQ+{-0tRu~qv9lWLd5Yqi>yB1P&yBP?bj&OqGc
z7yRp96H$PPCQGh_(7fwRgf9>h(?s~5ifJNzPo;gA<Y)g%;0k0%W+HrV<R)S$IrnBT
z5!({8P=twiAplFbC`f4{{21(d6LA^g*<>Q{N|?4vA(v8HInxMO_x>-XF{E&kmG^&<
zm_}?9@dnRCs6b>_1TdwrlJV)<Q8KgkiU>wYK~%{oUAOYNE-yY!AwKO``D~S|5gs*<
zX=(UFkw#6G!1ISvzDY`n-=w_@Sy4A>NAdS@i}s%6jGMuty)!ZQL|C*30a#Xx7O%kF
zhrq5kX!jDDO$H6Gw8fx(76I!9?QR-F3f-p++MQw=u?^a}L4&4ccUmO6q&$(;$p(s<
zhVMk6JOz5X*ED=HFN$}GX}DCH1}y~|Q(J3KL>h%l@_L74U%xq6_;#N;I9wYWw*`yv
z)?{n*47Q*L-j-~E9AOKN0$^Ef!RlB6FdchcZwP)bG$^VxUtR;RgwZ;M{7J3kSja@W
zA^2T(weTA;jo5}@g=Yv_mMKWFA+4X_Ii}*zOfEQ4TLvXEyUzPxomgfAK`lYc6fD*b
z?_Z^?sWv5E${KHtRO%{aofxX*N52|>0kW9x)h|NWTz~IO&W0KE_m0H85TU=v0a#Z3
z9WNnGXzO~#Jw(VgdGL6pEsFaZ1gtCW=g=5ZxTwm5-y)_FTXCPJD{c}Vf4P_x5K`DN
z?q`bnrU>Mvm}vJZ>KpQ+U6&|oElk6z1!KD7yu>h4d23;sJl-Vv)vwS$h^(k9^rQG7
zxoZDVa>mV|+TWj;dm>c(CjnSi)gCiU!wBZ}h3Vd^qxTS+O-dfGv_;8(83F4`{(c%m
z3f-ra{5!-nVk`Mox{_~I;49^a^nJ2Nnd<*R1WHp(zk5~x_w%A?m#F?>86xo&UAv{;
zF-?H^;Yd@U8X%Y-&iH1@+J4i}`wpLJILZ8eZX%Arr#cqBSqg8<EqZej0LyA3&WRPh
z2|;AnuLl+px=p46uY{33g#=5z<`fXHZYmbg7*gm;Whx#^XexHLa~Fq{KQb-teHAlB
z=R}Y!1$rgPx-MLFc3vElf|1)1E($e8?*5;22Elzeohi!a%~BNnrf39NRbQp}O_BS4
zZi>c|GkAv8%C5v*7O`5H0$_7uiabPiy(!vB=r)-mywVm^bR7cLP0{md3@LP_GDXi7
z(}=xl*_GZD#oO8^WsuBK`(MXQ(ybAsOM&L@HA%0{i*vffBwZ+1M{;9mOe-Ysk2E|N
z<N;r@w%@#b4B1XMFNeudaf|YBa{kO<Q9hEGNg^!D-vO|!7G)sT;zr@F>y5~V2*V~L
zf>+vNM81iDbtCct8bb>0ri{pY#WZ3Yku!Zp#M^U6lndFiEro~dLMjMM)&DF4!6}f@
zy{i7-^P+E;sQP_U6}R5QAJYc31{7%=_Rh_Sq(u15$#M7j%t>GC335Ag0z&9m5bYRv
zTW&$LCj+pocIM((b|wZ=yWRjDL8vzwAiNUB0x2|s)Q`?;1gsmN!)OdCbgnW$hl**$
zHb7_SxtA8LJ*1eC;Ysu)GdP<f5Sn805}{oe?s{fk^i08K?Fe^mlImS{bBR|W<=q}>
zJf4*uy5vy5A#jl8^mWBjZ%AC-my@$*hGoS>V*ZF&R_p~}S=D`iEOjqY*Y!$$j1X*6
z>UgCsO8o`|tSj{*jUk0zQ%e1XVj8iPdO=s}9<@wel%%|nMvwm(Q|EU?pfbg@yH}mx
zo);y%M4hW*S8BEuPnF}Xk!oBOyC#Mz+0n1Q{{~r1SKo^eHdo!BPR@oIRQIP6^FoB`
z{vrU&s=DJ9yAs;EUTr^2$Tg{LywVo6{e1+itL=}{7*gmjrM4dw(}=CMnMX~+1Bdw7
zqtyBpH!kQc^Q5Q*eeqULGUffN2!y7XeD^BvU*tv4E>Yf>OK+JqLW~*bVb4UW^ULyl
zkK|gvf`7t0eG2|aHbSoHPr;iz7L$2Aye+qw%u@kaR!zS)mXpr$*Yzs@1j4dO<>Qqw
zYNwDzsiB;+5wNcEkEJoB(0WScA0?&{Tjj4z(YBN{ev${7!rvT$&J<Hu=&WJ)EFGPf
z<b}=@RQ5+dQh-ngtcYHzNkD`juyRdg=dZX2tkff+Bs^fn(D2)l#O&AsD;vD7%fqU}
ze7v(&sH14}lGM-3CTOC=;cNy_{!T~Di&Kxv*J7f1L25|)2IXdYG}Au0EED3JF`8Rb
zPbj2jH$RA8=~eStsmG{N@6D@H1BsDWX>Lpn-3tuOW?%|hPc|<~JqGTjXy+K+1jYl;
zF>1PhU*rD$3-|BM?%&tCe{XUBzRvx7tNVA>{d=4H_x0}IH@JUqr@sl$NqQ+fl*}cJ
zI47x<`t{qL=J6i3`<12)9GE0;(hlr^n<7q5qO(`HSM6LSZF=gHlL*B8$w}!?P9g*z
z)F&r>2*k<x0DQ=klkgXHauQy0P)z3b<RlajXw83OPA4ZFR<q0F1LVB0(5Ch~bKJj&
zSRncQ27b%$l%#J50XN^&$pc^FyLrCzl%5X9TA5BSNOHjY5;#MmiicLgDSyr;0N6YW
zX<`-Ptg=1jI<sQ787}}!^qz3G)MtxgO+InGI4;jbg|`o0RvM`mt22WaRiU{9oy;`2
zZ3Yfvni?4Qei?kOU9I8CG=pajtXVTyE{zO=Rfb#WpKxl8-9HV7zZ7@dH4o8)t_6W<
zdtYY;;P`hqSsbq5DJQVYKF<7I_Qh2nE)*^ep+~{l!ml)s++MH3SslA)m;e-<4QDfo
zHrHKs?y|alO?|z!+%<MH%g<Y7ojYdNMu%&q-NQAQo4wwWcUjBNI}Z*)6S;x{#S@xK
zy+?T%Y2p3h0_9xn8^{9711ey`znOIQMgR+2R&R%Q6r=jSTm&}=?!d7&M*OZo)cFDd
zkK<ek>@kDDA4sgWc>(a+kdLDdlN`kfrTxwbc4~5h6`Wo0Ql|(XwvlWBoNveb{~V;l
zG2q;JG7dpROkhGK--N^wB+N7zP9^D2GmQogYj6B%OvIl?fJJ``%vN+6wcwm|G`#t7
z@DYN*C&H!X6C+g5taIl=xMitF?OEqZ_=sPhJQ?4!5pbj32|*b=)a6yPj)hk@!Bsab
zdO6My4XREOLAU>7vI1mU2G5#oPQkey0BBd5cj{Squdo+~FklT$sK&Z<evvqQ3Vxh|
zlm6f+y)ineNgX;?srFW?W1#4*0vyU!foxC}59%AMt)j!MIE>=nVyTQr{ozS}BaInr
z%HC(uv0QLF9D#*nSm8U-quU3|WcS(0ncgU`F8Ngq^HHR>9>ctty$Q(gC-NAP(lao4
zAX{S^%jm|eeG~SSy%*?Iw7}L))rzBdew?+hScAjh%4N7?WQK@0QmyR4lgNOg@Q5{5
z+6!kwPL0)ii*N$tbg?w%BUNW!$q>GSp&_&HX+roSA#W`ae(9#_%rx+|5U5dbVJyT`
z5d~%v{T5Hc;QUHF0FM4GP6R8K_Z4UG#5`-iU9I@Anj>6>y7Bg-Zb=C0o))UA&I!Hp
zOn#-g#8qP4sLEg2RQKmQ)$?H}VrKggFzII{ptuy<#s{lT{`O1h$;cE|e?KT*-?5P1
zyb8{PKJ~qH<w|^N<x1}s;rJPB@Xh(o`@?96$Z5DK2-uMrK!=-BK_^*{Tz9KsW{frl
zQ1ZCafX#jli~yWyQyxKAnKZ^5V2sIPVJ?WRjJ(O5TNlK738GG;aN_gz;exNN`pmS=
z3CylA96lH%hs0r+j~{_U#ovF4fV1%T;_-5&SeNr?gvkZ*i+eMh+UIkcnttqDbK&&N
zZ1ZqX!}c}P<<e-WK6|6eeG5PCFt}PTR(IR=*`_y%Ss48d&TU9r^x)`7BF&9+X-{38
zhy(u~Zc4?0WQGXDr_+K^OpG+lg^5#0<2oq^+<f|Y3N^+TPUcSPk_)dXPEMD7G9Z6t
zO!B`-jr<}|pNFBCESGQ8n~#KHf7dtc?dP3$p0&)v-E&wOrF++wa(}^9#;e8A(Mn^g
z-iyyr(5+nAJv?dGY7i4C$SB+jDLy16ZFz%0r<nBOcR@gNBusDoJ51Od8we~izY`OW
zN2g-XKFM2rDI}=Gmark5TX4PwjH5+i%xk}iyXZdWcQ~C>06EU1^4tHxw;P?`)8`-P
z^D+ATBYpNf0k1B=Pgglyf(tsusU+hRVB<;_1j0Y&CWT-7(eej!Dq3VVGLu5_S@m{$
z=g;KIB6TK(K+I=S(q~c#fd_Ra<#ZIAK2$8uFPHT6Ts!OFFEW!-plc3E0>))1D%Eg)
zEpGjd`14!%1J2*0;?M8JpU1?X9*`@zwov?81b^Vb)W!Ix$2k=KI7{K<T8NBZG3y)w
zU*X=P#Ghl}&lcxc@sH!_A5ua<zYpb<R5_8<IhA4TR7bOO&92?kqus+y-4;Y74e%2D
zh9aEB)tiwn{pKLx=G(h3+2Si?=}6w?eBVoxr(oipSm}GstSK8~BGdc3J{#ko8HKWv
zC1xJ)1y%<Fz`UGFCv!BlptwjmOq`>6aRjh1KP*9x2FDt7C{pHVD#5Wf4?G6EZDG%X
z9{f+GIkM($UK>P=<cJU=X35(a=-}LpLkP{=933J!B3Ki+%FNE4X(pFGo6~Y~e(%^R
z!2sKz&52M#l-T(oj6#bDGy_QWay%b`8{H*=%JFFA6DzSY!#a2)@pC-wIgGG((uM^7
zm{pk?hSb3rB;=K!f+>a(8*}vbHKPqoG(eP_mbt`t)HBAP-09j;GUop{BSU7NOC=fh
zAYeVK^AYwYAb6)E<zHe0$UIdQN&Er=rUj>(G#I7$k@Aau+KYnb)rM`A#(~LH)>1GV
z6qi652d1^cj%5hO)sJ7f()SL3h&>?Aj7@%+FYZ*d{rf?{j>Mvjwm-w7XnPuzuxS|H
zChb^2?IsDxe-EaSDjcd}naD-SJefd1{vQZLn*;KPzZ<wczg3zNqooKqix@2$sZ`2x
z*%=*=7xyyeuyUGMmT<f~1uYtnX18TD{uCH`D)v*+_><FuP#lZ|%!Pwfh@y(db35Z>
zsI1ZW%W~ooS9Dc0K62EXmx49%N8?{6qVbz1?9n|f3<U+@!Ir2vjdE?)(?tvZ3q<Mr
z^okju?dkJH?&o|oLX?GX`2wI)&Qbno`W&8$?NyYYJHvu!HIF$Idchfhsm6)&<9#B^
z|04WGQGWWCKFUu)I*RgB;D&2%Q<VP%<gk8Xq<-nd1OonaS0E4)8T+S^aFgWhM7>G=
zXX@BLftZi|r;q&;0uSog|9%vveefY;|M-g*`^Rez$p^0D9bEj+ZR{Uq1+2+UImP~k
zw7Ta9?HnFyjA2;;E1+e!^mw;0*Xtg{5()5I@EfWU>6eGZm!b+~ROJ7zAmHY`-52@i
zhmLh5@P8hEXY#mzs?)$sVSf{i-q-bEe~!LcGBwGf{*RMUe?P3b2>O3EC@E3|69@gj
z904p$o)ZN9ajc;}kx?-O>NnKJj86y0+B`7XFPAMEKMJBl@<9mcvV{5#*mr)2LkJD^
z`%h?Ow#I*vS(#s@nOgclf6J)_mbssV0k%KTAFg*O&cEb6JkIY&sTbxy4DJhr`8Cps
zrPyCHoP*;LKg^%(m_fz{$sT1)atur>M^{7z#6P9DTA=1g_9j40rvu_oVFSqQb*V_+
zX$Y9sgKE;~bjB_ne+rh2yH*i4)1Xf&GcGl66C?LB<2}Miy)NJRt617v0Guiur($V{
z!ek~c5Dk7ZfoO9y_=<dSsCZ~A0?xuiUS+e}!7@4=Y%0&*ozv8^#Dl#_XaQl=&n*MO
zqi|Cy4pdCMD=i4c#7M(jm^ff5Tjyp}K$z=UA5Ucs2;Yj-$ZzGU0>Y7_-n;~~sXrim
zv9Z*8e7U#G@F~>w){80P%NHNlF82j?bAu{WuP}Xg1J-g5&_?460_Z7tNCjxQ8zXo~
z^L0X@7n}x6HBNvQ?-K#qkKi{7(9*Z`0a}WsP=J<}*j$;K0<_0dfYxP*em9omIi&8o
z3OeCn3k}XS(M@h>99%}64@hq)b$FIQ%!g;whi3_a2X%P%uThjf2_G^%i@#{$S-j?u
zbl}>{!6n<=hG$V$K)1g!-|%b=BD2trq;A*hP{hO?XE!`sgUGCQ3v-lzidZ56{vm$L
zFFgC>AmFYH&(?I@bSON_-r2VBEPIQwD%(V(10X)eCzdTd>w`5H;n|}f2p7S`;n~MU
z01JunISInEIMz^)C~0{1@ZeYvgz&77Wn?rnYbExoAUfI^o;6_KIRl3vC*<#-bCj=#
zDvQhcFET5$KF!q9hi6+(EwEr%3<LDM;r4aa(ZaJnCZh1{78rzHhV4hG7oOb)_XWbU
z8tKGBY$?MzI3DrCv*&u9c7|kGrfqq_IV_m2Hm0VqWEwUEYo3KQSsAl^Z9uYtVodZr
zHlfU}iVEK@LBN9R1?q;_n*ep44&Ux!1IRp86?&UMz_eOalSZdBcKG%pt^;^Eb8;pL
zmNOr>awUI-zna-E6^uu&%NKE~nE53^z>Y*AMw)1oyT6z@0Yca`3~!UBAfUTi2h3FD
zZw983DtM?Of5<|~T!29M+9nWf4qx9Fq?p8Em?spgyU4u=IExHrEM|T<r-@|=UI&Yr
z(Rj6tU4H~_O2vMPgFl=WgyLW%U@jb-LKIc(nj0A(LuHL!|2tA6zh%9OT}O`E7`y(9
zKrwS{t;mX-xmAd&ZN4JhJMq^xciZ5E6%by?Z-9n5N7AFI*PBWxR3x2yoPwh@w=@)b
z!TB6aHBKZQ?-P;qBi{?(D3VU!(nr!M>_w4uiiU8#9uY~e^=qDQpwiimq;oGnve22v
z!6nxDEymEuF-;vwClK?I^z@N*Lf}CiNk0ii>3H~%k#zh;i=^W<hol3S$qufr=Qfg#
zvH~vmhjWUgpFwFaJRD@_aAj(zw?|lOc(QZYJIb2}*wvFg@MMqoq}B$dM?J|r{PPi~
zB<|0^Z~4XD&kX`@ex&=#qFW!u(vevF6|KjSJU)MMM8D+$FJ(W_`pw3ey@|em+w~>Y
zF(#WLj(<iHWV+GH&i2F~3reG0geH#dmm`3Mt!NX(_HnGCK3dY){;uFyn+Fe@=2DLR
z@*s*NZ-kIDOF6cIBF=R<gwS|@UmU4*Yw#%i73TqF1#eD+g7kTTmM91;=wAQ>Y=2%L
znI5BD!96fAJy#G1^<Mtq?eJ_Mf1t5~Sbkp3Xanw6{QLnsc-ixuyp|ToRF>Q$>Pr_S
zdXllyd)RO@J5(w=uoD66*@64nn*cGL&JKKv4IuMWRd(PL2$)vDYSQRv$IcEc!{Y8l
z1dsIuBlK7DoxO@Ieh~nt3QnrXA|f!E2@S-?KSm(h92@`7d~v8a=w}Ex3kNOrxJNFu
zqN}^r{ftQtc^`};hvik47`Ymnqt$q$;%*ry|06L$h!bFR#aup8-2D5rAQU$vF>~SO
zfLU#wvQlw!u5NwIl{HR2m=mA4=vQ&_$Wa^P<W5M9H>y;!nQrScWjn2j;`B5eiZW&u
z;Xp4@^4;2H3zUI(^2I_(g@dsHaG!I0I~wa*E5*4-BsfuXn?gmU;2aB6jT7I-`$T+u
z2)|K$o4%!wZ&P@Q;@cEC;JVoq-(F6Y;>bt+m8pK0=~PpXeyN~6zu2oDrw8MNH6r8S
zG+wT`oy$>YW{ZOpi1|2p`Zzct@Su)^UyUO70{D<|aQsD!gX1-aqzIRV4z4EWHV%%m
z0`7S=r#SeNC=TwP1`cKAbl%g>;n8xX7AP%e_d<O+-P<GYWzN|3h&K}H>+oBCvF=v{
z0XN^%eX(xy`RW~sZ(n47ck-C_Ik95e=C>K+*e2RN)b(-fkO`)UU7spr*I_W{q89z#
zL5Y$v$;9#Mzl;DDwzf$Sug0;4`dr3EQbene`+{R_9@y-dON{!nL9|GI2q9sX7`1^4
z&fnt@LSxh?MN5x+qFcyK%u4-JnyIFbMYo)4V9|Ux4AAqr+gGFBS}#%j`KK@#J^ma<
z2QTLQbGSbcbJj>JmW1~*8YGH2@5HmKpmTT4J;G|LF*$;#fR0-(@uA&vQJiiiE7|wK
zxuH<kUYUm8-!?S=#*%j7$yk%c>K=fEzK>n=1*zNnD#nz*VhG9XI;p7kJqTEjYX5@0
z2~h7p^YJqjh$xNQqcfv$6mE-_>H?t<nkY@x;P_RmXq78~XQBaOyavtK%QNDH);gTN
z3q3*HpUko<saUlqi?BmEj8fLKW~?!Lyx1t$E&D}{V!4Kg_OA0D_fhg7nG<7~1@F(*
z+cvSxAwpUMER#nfq<34fS_I~TvzcWGn39Y71vcRm^PR8?W*>)uDPW?c1=m}#(;+Vk
z;bk~;y1v3YJ~gPQOe!dz_LA&faEfrwoPK(Cn1W`TxWaB?_+FVWzIVw3@tz8R0lh@+
zg;oKMy?XiVwX+4mY<Mwj5$S~H2=@E1a0p<Yvlacq-gJJ%n?igZqqpgryBRsZb7_7_
zKx9ZiI2&;qTH*mMcFV+rPJ#t15>SAMw%Ed6{z;#D4jPtxrGU{higN-^R_n}!O0g_U
zOi!03REh;vOtLkM3ql>$do+PakT8^oO*7G#zcSqIM<&WIbfa|ZJ_MXax9$nit?r@J
z`SO#j9rGV*{e+b(&ExRzT8pJwZ_XFnYWLbrLBNi*X_!MJ@qI3dZ=0pjFci6>%p{FB
zz#KEC?~y4xEsgAWY$lQH3X{qQgXEMrOk!SKU81D&FA;DSsbuyw)G8CV1r6`#bDEZJ
zHJu><n&8lEF#(g=bantF7h`p4)BhfS3_W!?Vn3lWBcDzSLYWbyTP}>7LIPE$p05Xd
ze3Ug)|35Ir94(Q`)JKkb^AVsN{oU9u7dzUvyO9Rh0C<rDH(f%@PTIhxXI0!piI*p_
zHdyPpJDM|Wp*DmEeaHuL&$mb8?kEH9o-1(Y9W-vnokCmSWO1{#^)<F@*GqJ49@}Yb
z9&5nn^>I0I&1&q`0D%^-Q($So7s4TAL&!wCLWj7o@NKa)V;(qo&1%lV-7+YhTBmlJ
zS|_Gb$7(MnkAw<cs)b8Kp%;X~TRL5>OxxA^%xvi4@MsuCt;y2>Iil8tzNN1<q4X}*
znoxF+I})Z^lP6NGiOX62BJR=e<(s`&w^v_6HxHQEFuF@2jf<~hoLLzFO})30K+M;a
zq^~I<1Rm5iCFi4Por}uHJ3t<P(P~QYnnTip=^Y2NLUUVFg0cdZ<_YbsDFNk#F??<~
zLTXC9d)X3b0`W#7J%Zm*)nr)$sbgjAAm9U_ro_e3oYa)K@9t1diN_75<7P~>JK&P|
z-URckDUmSeqNe0EL5Y&0nz*Lqwg_Nhp^pSLB{<el-^v)}kEkiRF*w!(uckz@jx52*
z+UM|HL9|GI2q9sXni2yQocnPIazg$-hyGZtM1j87G3+L0r9P5os_AP=T23_(-gyNK
z(DSqBpr%A(mTF4A0E3CDDe><1YD&Hc_qzc(bsD`!S`qfRp3wkYoA~<}|0{h>NwEs`
z2mYcGTz|WTB{-MbKraT{%l?`Qu?`v*cMj8?SREltDtt>I7cE|igBOPizD$)ytkP;D
zp0?V1Qf7}uI^a)k_DpoY&e$figQ?0W{u}}8l{a5yZvqC*ql`kP^H@qj{>rBM6E=X%
zQ&s7Ne?!0&1yGa5#YOA_iUE|5&{ST4!})R|>B9^skLHUL7483D0GujeprZYV)?`jf
zAZh#q0+AqT%#u-zr`Q#S!^eFP$e-UDP4U$U2sjI0WlB@6%4u49nyR^QdS*6DnhI@a
z%j%8-j64<ZDfT@*EeOTFNWEOxH{i{*F5XbdDz0^X+>|w0wIe4MaphJet0G6e`7qF}
z{$$loo+5~?OjQmh#N7x6{@eR1p<0AbHxBsCdFyC2X5ke00A}Bi60?{Y%sn0BIe{B2
zUpA&|N2$}Z-f4Osok{_z^bB8A2<@S*JVK!tob@o(I9q}7K9Qce3BS=+VEUFmJwuUF
zO3zTBj2qC{=^2;P0xd6%=^1tNEfAr-de*s>{s_G`ag~r}8W;ByoV{qz$V*P0o*@wP
z>6!HD8A9Meot~LR(YggbWO@dF(b6+`%^_*QNQr|1mbp#Opsau`8qFy^a~Kt;OhLgt
zUpr~PGnf7ohz}Cghwxi|X_t=$0XN^&eOq}EQyodNoP}>no>Ey6Ynv|7+mt{tQQ_@f
zzbRL+FB%K<+b><pHa<)^vUqn3ztTKXZow50<{~-rNRaPkFg$T`<fjq9LL%!)4u8V2
zhI%$hlOz8e9BcDHVzpeh*Zwhx1WEl6f@MjC7;x@9hC>KVg)Gt~LxhFJPs}PD`Im{U
z0-T--(&+4k4|9c5Ag?xo_mlV9avFiaz&Bx%?N4*~^$8_4P6OQNNezKMFNLuTt_D&V
z8cD>2zr)xBbX@!t#%bPBP8cjjVtQ>Dy-l#bpnr_}8R=IhC%sWqxJXc8@^34?6i8Uk
z-ULYKbeQ}+Hh|2&j|yj=gMeu@rY4O}UhFXW$rL7UP27n47*V(8J5v=sybJ)R3P7sp
zAtEc85pr2e?U*{7K(smdUCtMWid#wuI19HN0-`Uy{T6#P@K(keFVAUOnS$Rm0d0>4
z>e!aS?`z?vRJ^CycYj(CihYrKxv+1*#w7`Ub6x7=rmVs52ap>1tr1o5J95;<o{DE;
zh?bVP`bL8B<=dgHUESV2Ll)6%oru;k&>S%p1R*iPY<(QCk#ndz8V^~!9CBwv@P_7*
zgfefzxf!M!C$x$8iO}X(@f(FU>0A2HCPgF2Iiw{lSC6L9CIvY9$-DI&L$A(Ui+x0P
zDx`OEK6gGZy_VErO9C+;woD(kBm^GRVaxBJ*nAT{WY`ja(ZZH^%^^v^m5+l9rnwDU
zqO5>N`~IB5mM4-<pRQEv<CSu$vU7NEvE1;5Fn#y*xc4w`X3>WLJ0!x7A;$6xXD$c=
zhUmtXHRx(GSgk-~qWbRYe!EuMGk8H|v@vN<)oX(n*n91AWg7o6h+(|FcC9`<QmGHa
zQ+w^|Ab34!v`Ti3F2j|<vC3$zI_h1S8FqL5XtxZgr@XH->I@o*L4ll(L^jX&y)=1{
z^Q>4wPTy;cO$be7dVkl)JN+}G@J+JN=i@yOXdnP=E~20-g5o0MV2PukYa)P!1l5v6
zL2<01PLMIS5eQ|Sd$t$KIz2en<^jrpxdcQn3gSaDLI~}$1Vjz!cP_*sga$;94v`lT
z8x34#)@CTp<kE*pTTU*pggg}n=y}8Ks|JtIJrpsWfKliX(*RPv;Hd*Q27;#=`NRUO
zk6}Gg@N|P7JRNORt6-Wf$p98P9adqqSevlUfZuDSdZ{v16Th$U1y(b{VvO`6Hl@sN
ziwe4)hJXd{3*=3)Hv#heT>&@hDDtBQnlCD>OqUxqi*N-y(XZTYjaAC!V%6VUF$Z`I
zRWD-`XbY;`Zg?$Gb;+jc%rw+~iMsxpMcpTh^}0Pd4SgvqR@JUm_S*POVaF=gpmpMl
z8kM@;D;RKe#>ZIsfn|t$P5TkIIE2SK9oWA+->Irl?VSjiVi8KPa2XUkuz$UjDB+-c
zJp)5@(SUX7)M&XeW<%3UNcR*+>(BsGs3T~uId0V^ioj&ngk2u9MrP<950bk~n6XGq
z@#%V{4iBTiN`@;q{{C0TuUzRHqQCJ~KzlPTdoW+rtBzM63<7o}5ztqr9z@qz*su<>
zCmtT;Yy{fchEawE!(gS?6EM=P<Gd<h{XW1#s+hM5SR)T7b9V#zmOBVUoAWK-3ld!7
zFvN2-I_vJ}l@Na$0cR27#pC5lQFWb+&bYWYGxqrJoTio~=i*I5%etVS)-vnzpKwzu
z4pdD1v$P--6C(|CVd50hsJ0w%55dP%S+g!r{xDD@zfhLSx<roJ*dJ?~D2(@dJcX!M
zwZTBo&G5jUuzJ4kPWgiu(k8r-Re;Bw^EJ^JJSr7qs#0{mz7brdErLR!7n~lLYMgux
z-Y4=koA4XuYv^10d<}(LDPOYywFp<QAPRmtYo36N(J!rYzX<qxi&ZamLw5y2T9H{C
z8VQ#h=Qtb_ErU{LaR|hG7AJichY)yBXK^k=VY(DPWEKa1(Xu#r%^~@~z>I_OoVm^7
zpsaxFd|OUg9Fb_9o~iGb<tXHpYriu;sDbz(QLW%NR2o@aJk|538U);p#pj5rj-+VL
z!Z#()%fu@_CwiNT&rMY5{)%A1zGy7agG*C<E+EWB+T~3_zLx@(IPLPb2w-6gumqiX
zaI8VUz=>E5N2Fa|9~|oeP<*afEtg!&LqQ}+>W2_4ORmL$bLT-ELTIjKkuDi-@j3m(
ztior~Oe1|(rR6mIuB-D}7@+5<wlAxqiq8esD3$Upc(tBN5g7IIC*Ogqf&7U^60sn<
zmEjk3T>RqmOIdONZAxXtu}9&Yrf~{B!cnqCt5#`LN9_Ua;GR|1#!0(c8Z8cPvG)x>
zzf#>JBang%a)irR=@B;7%npXitGo^Y>v@%bVQ&JYb~@($8#aK<Q&r)zUm;*x&#6hH
z(-=GEy$r*#$iorL!u`cqPcT9+c@PGfpC_qeRf_;{s&JQzRUrbC8M;8g^%n%9%>mb^
z<cmYaL8l?$EF5$sa?e1$G->azOsT4{=)kM*A;vDx$Z4us0<gaE=_mW3mTwt|U6+<K
z6?3mm3qmnB(l!_74p`X;N6?iI6^P~9*T-vF1F?2a%;Jt(1!5ydZ7hGUh(PS~@R-A@
zU2jxH3;1Z|N^x1bWrHZ4$M5D~?RXzvgZg>=b8Vk5PTTRf3z-#OOAV-ya~L-o|GlZ$
zT7_}Bn<aQs^Tk4;7o3Y>s&T@&c%KO4z8b$#7?-}K593lChQheCc;`yn6vh>0_sA}R
z{vle_Co*75@8q`Ic?D{~Yyn#WF(0r^AFw3^9@GKbTTyIY3m-CIi@#_ATfF9wB;cCQ
z!KLEd25eDQ!1uOt3fLY?**U64+BsaT!BM;15!bHwxYwB<^)TXxME61bmR|t(qd~yU
zySuO4o-ij6(~&stIob=8hjUlQDzn#KVJxvXk>)*JUt+J%iVRD#;O+^syq*D?ix}^}
z21P?g`4Y!?e-Z&KBxIPRv>wMA>gX7&bs}QC-wTcv4sy7xG*T^AX9h3ALx%T3XsI^1
zZKgg^nHm`Pei?i&?9#zP-oY~m)~p#UmqrG`VS!udpHSp$_fHo`_Y`+)8*$Vw8@U;0
zV0vaf?$4=L@vv%$cqJAm6&cOia{aL&E+i9#&@D@-*MNHG4>*L-Q19UeIT5iwc7<7!
zBOXd@O|o<yX*sFDlJpxe<@N`DLv#(re=R_f9{**?^uoY>a8n=*tdUDBsJ_iuC{Y;r
zUOfy<god(aa2~AjN|oZkUh(Mwm1635K-=?u6U92VKOY5&gp=f}_E>KpR;Bh?1t^Y&
zTJl}wmEcdiR;;p$Q*h=yJ%B~5qV{MMYh3|~xKkF9i0YzUR-<OCGW3FAyOF%d{K$20
z#vwj(-CMkI^TrA*BDmREbPDTf)jV9AGk3wnDhl7k!LNw`AEE(_3fE<nLtsFHFL2zz
z4V1V)wFUn9kP^-KBs1;!<jv(jOlfTD1Rf4`S&F?mYPtc{(K?!?k_+EbnpKeGsceow
zoK7bfifjOx{d^S~ejx&;D1(|ba$oG^LO{XzRS;*W*0(bfSM!~>io8|;aK^L(qAr<l
z<%+uMn{yR`XmeWO=6rFec&CYgv+&O1jcmmmolbCXX6$iqPE*U0M(`$~)p4Vf&@z2+
z7u=MJ0~Hg$B`pY*K0q4g!o(>Qu1X(p{p#bXtm%U<BQ^4ik*M@R<fu18*O)+qb1JkZ
z=Sr{89`C~ht?r}=9SSa*=f|PD_F@$)5)qF;ejtDFLfV88{Aa*p&Iy2M3_|n$6kMee
z0NlYAT%~#8q0kG?2Vtsl5&(FgNC5l~exn2ceM_GJpg0~S04UDG)vGB1a163VKXFgL
zh#-0^B(H{>?iipu+!$hHI)FyN<;D4&^oUZ|Zxe|5bU^xa03q<8P6s@OLiB&|A=3f)
zi<S<+YYxc;MgklRAk1w#0A&UA{F`%12OLEzzE-yFX)LzjuCxCl^Msav1n@yZdm4Vr
zFA?yRAmHX(yDt$San_MEz%%6Qk|zNMVnr?G3ydiM6H(sP^^sULrxXc*<F>mU1_v}S
za}oZ(EGQ5%@|!sPKNJBhEQpk##2d#N>gE`uQ4!()OM+u<9&k*TOPzNqhzZF8Aymr}
z{5K%pnZO~02LBHW$cP9hYQHn<u`kVp(pP-9oKV2+e-;eTb8FjI@om&G6!yOf-mi!K
zHAH$r|JT4RfuO%eCb5XRkYO5JhxoPMXZp@g^>zUhtu6Eyg5iJeL8OAf7-g0XKeL;m
zLarAeV7;FE7WO7Ul)q2T9ox}O67z=DG3F)+2lxfL_U(q`qi6^-U4(Q5oZ(vEXWLWW
z5wh4-2r`J3sbMfHV~|fAhAbp>1B5IkB|PBQQG2*nFV^WyS$F~b58#YpHyKEr)T@=U
z$h1t`@S|IP@4nYpT;J6rW#oMuLwZ}t>-P3(Mcy4_3wnAC$Lp?fkJcTqo?mG|FO?|^
z(_Tn(O$@Nb&lDuGptqx4g>+YGbV9Jgh)us%r=fNes8+1?x<~O1SoZGq0t7M925a4F
zYhR^-ZCz~qF7Mk^nS$1l;HS^5vS!>NKocu?kK{n=Fyv;b_m%1sy?AA;;c}NaFR*5f
zm#Ve;DiGOnxv~!i<F=2X*Egn0_1b#tk?U^1{E_S4NMh{{U={wj-TSd-11pZzdU5dZ
zd*7L>S8wmbi@>b#9dJX}>7l+gt1tJitx*$V8e&Iz9_xv*4hcxaJNya3JX`_XtLr-U
znfSfG{o;41Fhc?H>vTfv)A>$SB_;kE0lx}1k2=bv;1WG{LhJ3)cf#IKx{;akw15R!
zcGzYm>QGR^N%oUSc&{tr+ex;im|o6B{Sx};1Z?N3Eys6WK>r>q&gjW?e*>u_SFV&Z
z@VAcA+!n@o-^!O7s%g~MgMbxXFtATq?lF+LTicClo+>vC?6!qHp#9)K>B|SI1P<A?
zeHT-h%>~;z+@A#}EWw2=4UFrsKvjTYzy?en#rcVk%>Y7<%`nx={ZqZ1gZo1_OjVji
zKDLBYy~ID&OE|crKMG1Ezv!B(^)QUnK-FWF9zYWVnt%__040jB7x-s;0S9;5+|IUF
z({fBpMNKoXVvJeuL7A4X0w<?R#i~3inw?~kmOwGUCkaHGivcdlm$u68UWkCR*xg?6
z*O9fsta>UIiVKfsWm@v+L18!O(0RrpSLZanECm5HDt$L01`k@613Vu_?%BgdK@rEx
zVH&6vmJp*1ON|I%NsN?^C1(!+Z602=$L(vT%cap$efGxY68L9*W*QP1cP{Mdq1)@l
z>TcNO&=hATX+;wfOU^W+!nqB7xH`~Zc&q|HnZ*3L2zMmO1l>_6F-I=XMa)x7M3qZ$
z@7*VLS<5Bf3R4W@v=q2g<r0yj-h2!&|94Mj(%z(_f|fzam=}J5=Bwoy5r%;>Ra{n=
zV5M9tmP`9>Ytn|2@-a_$2n~@6f{+!#b`JnHaxQv^#>24&JiJltI^7<ObU-j_om`cK
zp@g=Yj@jcHvI>}JT(RC-hGCSdcEKu_#_iFW(Xxk6df0;hcxuwxU@c#F`Eri!E*_^&
z(~ozWrY9O`dPfvZAwuA;34t_bK5rLM*R0;|qiR==RHy4dbegUw8|b>hKvxl$u2?GY
zqjrDGwK_=Dn$=vMGQ!ev^Nmj9<`e^No)v)`EnI0vjtFjY1myux$I_2Fjipl!SUT5$
zB{#L9X?ru0)^Yq~1Epi;SDnU8p8+%HM`Ol|hT~lUYt^@Idml$mW@tKo7JRJ3e!}Sn
z{FwBG<eaq@1rp7C)3^2#A9gar(s6Tir*Ts-;3iTO)>;@;4MWWZKGb9brDNtvoyN==
zsTMD)q?V_z#mYm=afd=Lh~?o@_c*ngS@RL)6L-;lqNMgLK#nM>rElp=YN;ZQ0zFhW
z#e)>4l3J>?>z9@}&{)G?i5FQ;OK<0~LuVaE1hRG4AQ1EAwCT%f34sT7Iqe1%p!KL?
zoL?^K>A7~+!C$m;TD<0vOkjPDgJn5$TTY9z0=j!Jr*hgO$qPX5o3$;YoRjaG(8>j|
z=pRSCkjU=BZ>TV2JUvASM72d84FYc7*?q;d9>zLSOMABWw&bO>{jo}EJ^02-S`$U?
z@A^twIi(bZw8w7u3TYLTxu~PPDJTn4$P(Al-WmZcOkxw%(c)M`eH&x`HlmL9Rl%_~
z4>Xp`rHuBSK}1Ln2q9XQGFk)Po%?VIp=Gp7{SqRA%IarkH6Bbeo%BVtEvFMmF}xfG
z*#06~lYXHZ+Rwr3^%`1*Mz4hS3vh><a=CmdB!0+K*GMF+^D7yi!Ci=7LVJ<kgTf=O
zSG<|FcXD1p88dy2O)|3!q6%$afq?Zw+b^>>0XjQf3ie|*fXq`>Dd`^~VB#S)X>>1R
zmx58Vf+#lO0j1WrGZOzc-+8NT;r|1GGv+xFb;%4~pq$}f2}GOA8BY8-kT^e2UGdIw
z2sjJxi2Sy2tP&^aSLQS=Jwe}GI6X6)B|(q+yJZ=}Q(@$(cu%qKva}#nnjWc_3;PCa
zXzQ{fm8R#K)yGX))AY~HiA7wwRcZRjQ5%~gzeI%P{Y{Z06emSm<#o3!viENlhV?Z`
zaM$tB9of4z&;em?ha%Lw@KVNrJ~<Z-L{lbfyJYTG32xPVuTXI+IA_CD<8({F`$TB>
z#rTc7CD6C@p<Rm4P-vGH@?2q?Lc0|9>G$|25ZU!bg(3sH^lol@oI2{rY=K<@F(24X
zAJ`=X9@K%|SEBg596n@V7k|+LyLinZiNH0VgG<G^4eX+<faiU3PJ!LyDX`m^s!hYz
ztDVD>a45wL_r=*AJ?<UM{eA#(MB;lNenZvKD*9lI^tc981$o~U1l+u*`+~eK_5^A=
z66xK*UYR`HyEaz1m%YRo^EDCZy<H#k<?~7r_&rGmetn?kBKrH)ppZ!EOC0_Eb_B4H
zKw^?6$~e|g_s6IcBBH-v434#VKr&x0A>jWCVneb)2<5VbfDOoZ{u74~8UjAjC@Ufk
z?7POS%OBEAEPXJz<-`ID+0ViN+aC-L)j1RqKK5ZA5%wX}3kx3)w*|t&8rj5x>+=lb
z5n<s#CxK^QV8e#+(IRXKUnTd6SMABlUf7oH*58gd;IJP!Q*T?@E<!f}>?p8{oDk}g
z40qM)c5zH@{C9gEKP??(zFXr7F#Rw`C9rKTc^~7x2=E~yXw-Qwh1A|Q95;|b96+ov
z#Ka_OZUL5U9eYt>?$0Ty7VPmjHqBHaDpdx>c}=X9HHHi|76lQ6i%|x(35WYT*bm`c
zfZu4XOyAP4mC4PewK6$Cv{sgAGOd-5Lk9166=1(`vOSgIvOtsW8Q@AXa@9<u;BL3`
zaY?My-31B6{Hi(qs+kaYP_LRVM?rcve8^QZ{-Uj#@tQ-jfyU86n>x3vW|S4spdZR<
z)vTQd=D3Lop`6K((Gg-yIqyY$kf=`MxBOPfwIJZ;EnTxhMnrUEJv=vu!kdske<=LA
ztIl0kx38(Mx0ZV~%FEANWt}@_*G7kHrQO3dIHAT~Z^^r?<>#GuwHI@8-92U3nH=2_
zWOup9Nxas*CjwZQyOyBR3C9}hz8L+!h_&t;f@A&DI~4vSK_p1(hY&2w64!up=OG+I
z=n^;Hq40l~W*X@iv@NF*SRLE~1N6Mp_O%E!9t!_$c(q>H^#9rW5;(bv;{Oc<2ua96
z4sI9{ARCh1K)5d@<bX&nk_|Twv%7Dz^D;ZL%*-Y%iX3vv;sN23!wW?PQSm1Vf}nW(
z1Vy~@hxhSQQM~<m<G-r=&Fj~%-_h0mW@q7#pWkoO?95hISADy>y1KereiZ(D@TszW
z4XA|gPqs<&P1wG+EBn_BA8(iZf(+?O_VB0DP_6w6vFW=J2?ukVekAn-LLKegroT!I
zSPxa?r~DZSvn`w$H2R9#xlLM6yi0J<`U^?X6CMR7vvVLtipUN?*k}tcQbbUIw1v)_
z!{YUpKQIza&Tu*~TNw%j%|XI82nxTSu9fQ)`XdQ0$7VECo2;i0f59>?XysG$pN=#|
zrU3V0rX&QoQMZ|ZTUlk(V{jt>Nw&Trtl8#2^<@MWZ&r)^r$nwJ^PfijS$4@Rk9zNX
z&T_A%4qC`K%PCp@wpmWHo5e91@Wo;$O}l#v3{@w~3BSi9x7T5dMQ&NkJaWszFD!D)
zHt(|0j*8r7@F+a%Q(n8>E6@VkWj8Sruf%E1<FrhGFY7q%Hk>wZgCBmJ7Jn0n)8c0?
zn+dq*b8)NK+BhxF74W^!%rs8RUL2JyecVf=kD@%-RQ&|DvWwF`tP&o%VN~O^P`VC|
zWj7V!Ia#kc-07#WpoB&zP>Vg$^Ofdn<ts5g_q%KA+X~zl>A#Avtx?h+`+-^xTU;d2
z!&?d0xaMEB?c#0i?gj8GzkXx8yGH(GL<Ckig;pdb{Y1sPAF3k<YM)Oa78CcQBqbrQ
zvEB+bQ2PUw*Ox$`RzNM2T%`Y~Lh!X8qcEF5ZG_C-7m<bdKy7el@Vtug>{rq*dY4a=
zR|A_z+*604Y$2b8L5^mimP?H#9PJOXkpi{svqqlLT=-N8)CN?-&GK^+Ou)wJUq8Jo
zc>T2Td<(LG&$ROzmsr!1Wm-VhKmJO4xl-p9FY!^(!AcG4U9!hZsuL?!c)Y!qYljr2
z3j7_sbOFDqEoAiqWg3Mog<`4D4MiQHU}X2uaIWlZ<uAs=*MThZFyBvJ;?NrF%u1j?
zm=5|#8|kTEgp~hB%t)^Oc~VcH{_wjry-byjLqzs$%phDXhE%ex{Z83|$3t?39Jn>*
zTA_zMH?tMq3+XGCO5zQW?rLQ-d<_(Xf0FAhZYlOU_|8Y63UAvKiXzX9t7>$*lmvdX
zBnE4rGfLp&H3hzMX?1uIU*#F9R-JMW_=-7{Qvu6}58&nQ#td_y8gT_a!T;uYeudIj
zsQZOayj<i|E1?OHAzevyE1EC5onk~c+Q%PfXFF68ygma7vp9&DptuFoKK|H)fdC%(
z=mLW)nPPFKAAVV5!odgQUxgplh**Ow*^XPhr?FWj?D`Twhnpqz%+BF^8tTX-7)Frt
z-5q7kP7nKv_;o+<Xn8n;>ZLiip5YdUGhK{ClMiQZR@LFlFvev}T6P4!Z$!d2_}-zf
zR4LROSWdZs?tNK;$GsU1&E_zsF^E8wc=X^>4`J?sFBu_FfcS1x65<dBb(jf=4Q8V_
zgpvJ~5T<MoVZMXf$S(3E4q+0xK6Mu`bm3a@8~7!3d?OKk=%7i@3HR5_<}dX0REEm+
z=$qz#TK{~1`Y@~7lpgq;<IDBWL7EvKrX<U8su4Uz8oay};@Ar8mtv{6yAQ!obq-VT
zd;BovU)W-YDXe9Fn8ISD>@bA|*kmIcf0%+Rzj9qX5RpwxdS`vg^Td71-&q(Zy)zQ8
z9Hy8brZ54%tPfLmcnqe^cJRYLOu^p-4pZ<mm(2u>%eWZMY3*SO&K0olmt}OAGK-mW
z_SojR;*D3?vIoA?7Wj_j4|SrP*c5KZ7McwkS5I6QU!W2mxpV9svM|XBp^VCT%d113
z(vMya*E)I$brX46JW4$u8S|IL!y{usW!izv?*2KOLaY^MGaJ-t;?F<w*~~c!#NzgC
zgd}?8HP-ow+yEvd(XUl`9eIfYFq31NK~)|;5Mp#^b4(K<ez$@w#2(X3jhQbzHluth
ztuk*g8Ju~Red^$pt>;Q$u=$5K3ATrw<J<sT1kZ64p*D_mw!s&bBb|Wy_{M9MBz15;
z^pA9IX&mWvRfpg;vOd^+ih~>mgq(O--g_m!k;wojH?^GjJ4d{|HIct%7X3Uu{86_9
zFV@3T_B}&*u7C$axaZ~FVQs7MS<aZ{QUd?&k{YaCEODlADiY@Nl`H&KsV7kQXa~kW
zEHPj`R1rA54+*n9tr#@A)7pXYlS9@EAHfzF)yB4emeTHq!{{>(J~-4zIHImhX9*^s
z%T{(Gxc<0G*!8982iK3uvEVv=x_8QD9U^-3*D=NHQsVEA!Z3`YpCWXLD55zqO8or;
zj6{>;@4r?x=F2d~7l?GfJnqFb`Xv&!nMUKgE0vPJ%N$C4#+H9q!g$-`(0>NIO`GVu
zH-td&9hcqI;QPOr;tixPg71GfB_R-u3d{t-22)W4-{o~C1Ss3!`@)Pc;(=cT-xIk$
zbpos=;o$ovJovt}-|5+$;smjnJNQW=EF*#o$FdLo$3}zYU*`l9WI}$`oKT>?<=pV8
z%w3IRK}#72^^^58$q4o$s4qLi9J2wBIhK06I|YWS6V%7=@u2=`*kVC_)-n(3vzQzU
z>MuYWC0p*Op#Dt6Uk3wHhwq>(@qPBK&XBhP-+CKF|KRffjqD#jfBMhi`evNSmfJlZ
zd1C&jaj2h>cqP<t9_nWTd|8M3&&J7g2K?|t{rH<es2@Lb+5Es=yo;Ov)`t3VuE1(?
zRYswHK3lyP!OzWi5B1_p^U@Ux=__rGuSl-f8&OJZ0$+?RG$l4Zr3mz2suCW#W9$U_
zJ-K-@8I?HytK>fEVgAFk!u)bCkx~9A-F$e=NBKhoGYInU<_G!1v|174f4@3I{HaHd
z@qZ+NSlsS}5aUN)V|}5>O=d!j|8AAnk(Va?G70g2UKNLrgBaD>g!m(*?|u$hhz;>i
ziJmPy!XN%nT3x<jGBoo5f9lYb?d@H_VDkg~@pgyB_kRIQ1mpW*kv78nzk=_1+gI^m
zSU`2$C4ZMBb8tBH!}|*x;eCv+drF536zEv^VfRKj-w%0m7|{My0?F?shOJ!?5eR=L
z5)KB!UyynN(TsK=eEerJ^|nL=ZyXY4`#>>hbT+jE;Rj&;G)?7te<G=RR<`38F|=KQ
zuw@h&MMzuXytyc{uwMjxfzXeOiGQ}cC(56UOyUzRS05g9WY=B#M3Uj+Y-K1gv<L~?
zV5pJ6tW_E(DhvDMjD}_t2W|`^5C}&5oEivT%HR{TUPpRJ9()9dPc$VV0>P-mOhBxx
zl<8+OA`mRw*$}2|1HrY7K;nsC1cDQ}jx2?9G6sTKXg3(V?VH!wW`qnXJmtl{EW1+|
z&kF@~Go#AQ2KNds1F2;km`#=!1kMdGBm%Rt8^bXa@O5ITx4Ro*s5*gJ{2mX?-ij?2
zm}M>Vz$}ZQu)r+aV#~%fDlp3)?&<IV(c#5#8V;#vHAeXBJ~C>O!?KJIIjZBn&G&|k
z!?KLTD`8pluq+ec%Q`IkE}Tkt!4E$yi@ynkW$`nY%?{jqxwvI(ZCDoP3OH>GvJK1D
zAR=4n*<5#Obx2;4eLF8KTZ4#f;46}o_asV*P2kUAE4#4l7gfSzDlA(I%4C$nvQnQ-
z3(HEqM22Ofbn_C3i^&7C3(JORwIVG0J9UQm;W%<w_OA)V;`R!Juq^T#>j_0}IugRN
zzgBsDDTHN1kny9KU7?aoJ2$-YP~<A`d&vY({w&!9+k|B!r0-5b7W@GfLj#&p3=Q4e
zceCr8;SZ&u?P)SJ^RR5{(3FkB&jE@JFSvQt%>!ZCkR(}HwiBczhh^n&HNvuo!1t7}
zY(RB<1NKX4c7em8AC^775tbF1sZOpDhsBaB)uD13Q>5X(Z@{B~$~wJH2<&#GBoG}%
z2T`O&3Wh=0hUph5sbJXlaH%H{-DrnxPn8(3_QpiW?Gz*&8Z<hi+F{!jvJH^am+2r;
z)0cNW_+Yt<aQ1Sdp*cTW!HMMMb5+8wj~k3IF(VjGUM2`cf_g-6zDuCkuJk~ei1?ia
z!>|lnBZO!!fH&bp*m^l5(d4l8)vCsP8OC`+Z{dk&5&37Xm_t_}VVgN*nY?^QMgy}6
zTC2&+xOk<;tZ#)c8Np8=_$E^lB4&*W%ml#(Q&GgM<wYh0DBGCzf1@_C+s=!abt2c1
zG3z%g$;;YSQA%c(SB0cp=JoO3NjR5ztTD$|0q($k8+4d)1U*@Mw#DCNkCP)h;FiWt
zxpw!1FjSogI)0Bw&|kn7i=eZXc?6w>yI2IBMMGq}o)AH=bp$+LC9~O!pv(SyVq!Dn
zL!Pnjv%X_$96@I!UWuTaN6?u7U)B-y|HG;DC-~t<(D65c2s(b|ve|*#WEXeWt&O1L
zTmhGR$BZKA3;2m@p;kXPUn!rPhw7odu)7V^GdVYpB}Vb;uN+txf7u3q+1B{WK$Vj=
z@t2Z^zuyxeNjBa0z!sVv8}C%4LGP^+hI$4YYf#E|QMJ<TRO_3n7df@!=0(dYJwpRd
zxn5he49cdKDuehRi!kMP3mhWkyDRlP{1p^bUF2>3q4X#F7(Q9lTj{A)dm5h%=e>fg
z_!aT(h@$c(kTQs>At`Y=$(Pfp#NgMb^FfcxpRAQGo!)a~tUgMwPmK8#YK_4f#P1jQ
zkyRb~t%&I_Q)i(+y~#2CRSCr6cCv(+KJpstn?**@5@Px%s=SW8d|;YM`gK7Sk&lfS
zb=t)FBQ)Zkk1WK-`RC}*DjxRI`2%V7tC)zu{5&941j<JKSYWXE=K(Z3#?A=d2#f{K
z2y{f>I5)Tw{#H3R2ta{vJ5P{w18$c7xxs?QxdEngH#{aR5sv?jpc2JeLdOK8zm%Xf
zBC%`jNU=Z@+XNnugoCF7*GfHsU`G2?;GGf!)<YE$%{!5BXwc|jYo7|Rw@XP1*ZK=d
z(I3rr^dh2oKM*zwN{Wag3XryhDlzf5GZIaXi9emK3<ZLoLc%r(n$SRxzrji_>LI=_
zf#jzd4bUbwE?5gbZ;FOHH9r1B_>vJ61)9HSN<yF+m6-{em1Q;ks7l1gWpf(>mu-A}
z>gPZk*=@f?d_0ls$oRM$lhcj&W7wMMg(Jk;nd>hM4#Ha}y}3fYk>Z{1vMFibquDW^
zq};*S2V|ddTsv9nwwd9wN5qjBaGPSMO1t|9m`OTuZTudOYafolWN~fQGLLJsuo8=F
zv&eyLo1@~|^H|9a#8F43+~I*v6z}Np4RpgVZe)wIKkQ5gU~&dI<5!-MZU>5mxnRce
zZ${#k__uldn+fn`9sfQ7r`)k<l-xh;)Yf+KHWz;rh=1c}E}KQTEp%}=+1mIw&J}Ra
zug@s{y$_3j4;0H#?h@0;*)vY(=6g!;8d^A&T>38Lle6!(`QMeCu|AX=o6_fF3r$d3
zpd&Ke<oU`X#@(Y59=Ut$#JD|4dctYQW>n(ZE28_R$Fh&pie*Rl78$>e(%C1*eEd3Q
zfCe$^{rs499L-k5sjpLKl0QYsaq1frh{XgpDNnK@ud%*Xq~S=2Q(vv}I`YznV<xfb
z_p4&@@erdzo7i-O7TkM~h1l5i?Bv<Q<I!<nl2)e&O@?Y7gH9c)vRS?i7;O03&C5wo
zw@WPU{3I|Fj627PxDjjqGJIc&H3wA7w}MwlIv~ZG&&8*xpfY#Ody%R<GysR&7;N?s
z0zqeZ;T0p#-huQmf0VLTuM9$MZwHEdV+uR>U~&V6>SmyXJ`X&G?gyb*R&R5=l0f+l
zNg&oPlZa-&5eWyQ+0RHlf#|~zt$v;bAc}oX&u|aCY@1RtoeLB~62)>2UQ^8#a-|B$
zndtx}UV~!mCC~sqxC%OfXF}l`0sB?-g!Z*qbp{G>6FE*(xs!%-y-r_Ys8r867Yr3j
zHGG5jh{m6XH2E?alLVO`ONwj?WVYwCRe?+v2OtyI6{-aQ7v!hNvo837G~mBvJ75vS
z{v#4*ff6xWaG#}p401sXmf;EM`h0d(0<4j0sG>}ep7rwK-R>4bm0scuv{bJ#?n{!q
zCw?BplHE4$d|;I0X-6Oo;$=2=yIi|mza2k}>oxwp&5J@(*d8P=!;1Yz8sB~iJ;nGu
zk=|xwo9d5mZ#F&(35#O~cYhp4pok2v*r^8&K^2UfPtX8U+73Ca)ldDa({N$Qb{0tb
zOhS(0WTl@-h@+M5$@=slA&yqi#L)II9tm-I=68$);h=CQ?^Ir%2mWs**`1y3ToAVP
z3?yu0TQ|qpR_~4JZ1Ln7N%eNxo(CTs%}4l_nwDj)WGiiPTWzyS*!9;mJUe64_jERW
zn>-sMSn+q1R<p4m#%Od_DrO^sa<pfoRA)_EjHOScS$VUnPG5$U<;AllVpiUWgl%S}
zw7w>v*sBZgy%`NFxN5qG1JRL5Rj1FnaIjSDDb}}LJF*k}C$D&S*LH1f?CbSH6{}Z|
z@Bu_Eo9@v-$&*;!U(@fwUv?V^T`VJao01T~MZIMLT!R@XPUz+RKnO>+C-mQfA;$TC
z2I3bd^od-bIvI>(`1y_1{07?wFVf&G0FB6jcTB>zo$SI|@H8cK29P@;cZ9qQXH1)$
z4enn56eO7OIeW6~rbNi@bS^s#*1)#Eu`LhDPKYg7)-FMgp#pZz>Le)5Ka93Cr$<Qh
zDqSQVdI;8LK#6-*+=>@9LO4v=5HbmT(vG5@AG%T*?dJf34?RSN@K|9gsIC8uwzg&&
znPX9XP>zIhTN((L#!_$R3*H3p{>|_<CvtDv|4#Njo?|lm3t(DVjtOg-=a{f#U6y0Q
zPWNO-A}YsZF9ceLhpY}B_vmPxGdE)0-T+3}mph|jn4C+(_>v<QZXLJ7cDW>s#4EWZ
z=D8$HfG_J@lKpUM?F~QtToU|EAeRI`bJ=Xc;~f`Ig<6|Sf^!8{n#Y@)OHzS+McrJI
z#&@MH&?zW4Hl<I(7MdEHEs)41S*{Wu!?`4$Y+8~_;`KdBxg-q~^t)^7+X{Ri)_)cE
zY@>Ack~_R_3^2=F5}#%(a!Cf%ndDDVaxTeG0<pO5AK}g;@*3+?MS4&Pxg<rE*Oy){
zi4Pq=^}@EE;hR*k_;`p>p-nDHgcjUukp+K1;d+MQ7_BdYU|qwwFG;J@ttLY?&m~D6
zsuI@e0R|iXbqjJye95w0lKX&}q+F85w;Q=6_rv$SK%97nCZJlrDD+7>0GCGp-s11f
zb4dzS$U6upldwn!Pbk5$)H)|(ki8VnrQrLYJWoBzvu|Qngr7<g+WL563CB>>&O}PY
z!az>Mk%u(?(myrk#{mD|jb56%AD3Wb?O2M88wUvoGj1M`dIErEkv`!c<4H#e{%@tB
zeo11$dZ^+U;R{HZ?f%7}aZ{n4IMIpoBlZYSLAV@$qW-ZYlmE$9CL+rJ9UyFUP#~iG
zC{~)2;#o;?So{PdK{zay4xuDWNuNkE{A;!{6u9~`61KsW)$!EiFGBAbY&nC+QzP3A
z4sWwLp2D>=HLGI+aBhS>0pA@=NeK9&_A-I5;?1NdZHPlE+3JSSWP3<;bVd;I=B+rS
zO62;~ox!$-52?<Tj|Q}jsW^LyaW~X}e{;LyriJ@-D?q*(A7Ld+7G8H(BzudYWbs5W
z^JAEX6L>-{bP6+OxeV&Fi|g~IwzhF?_&@hrh~r(nt=+v2{)HFcy@~zHJ=$Qm5><>>
z*@Zs`U*%XyR_s(GOC-)`<lO}~BY`bQEcJGGPZ+b#9bo((KcCr*Ep|S`TIT07EL6(Q
zXIR8cUP-mjXFSL$H7+C1XT+ByiYWJ=!&Sxjl2=yubX?f%&Sw~jSI%e5&u5qbU)JX{
zb(~rkzz_d?27ePcpTW;uHd`=c;$ozwwdXT9S71>Z&ggt*XO>k_hKzf86BYQq<lEng
z@?cZ-7HnmA?(%k(@W>5g=MFDQXjD#F4#%G8XDaix?&mT+N1dQVN&mfL{x&X$EiMx1
zxUZC-r|Eb7tlc&8CnLM~cW*g`R-BG}R>iv?4JV(DJefc&CbUkuX^XtZdNg`|+3`m=
z{IXB0ypFt-pq9zK+8?Sy@U<VKFq^ZG2${P-Ko(-pLdFMY29FE#UrDRM3ns%bKj%mt
zh7uY0Brw?gbB?e*VW%47{#!oP;NokXVQdedDrXo0m2k)SQ<8ka#_6A7>>sSXh{|l#
zU2NQb4MqJmzAveMA`BoyM?l2M9~QXeLfA>_34}1(aq@j72CRJ^5zpKU3A0_87&JO}
z+HvwdSe!gvxe4Esl)5O}k&5u)LLh7uffV6G6c%j}Qlj6xGZIaXey_?_h5{`sk+2O~
zwuh<jd-*AsGw`btGzu9F%PRWK1`xQMfi^ZZ`h6aJ$q0J_zGs_~5b#CqWddJijiW@r
zWm_6TlWp|-delaCdqWZZPUJeWh~i-wqh(v$;0=Plc^jaPUESF<oWm8dQ7aMKN;O0y
z3Vg=!W$Sj3M#iz~WI5QDHI$tVj*Wmv5)0mTw*o`e32EZ@cu4aBY_X6gYng{MSrmeW
zG}#tbHjhyuO%~YbVBT%RG4ysYBY~Jl;?q2=PZ{U#y}s9CT$+%PcqLqE9<F2pd|8Jp
zKZVoglkme2SK@C1;Y$3>WitVHJ}z#US{ts!xdI;Tq>RFqvzSdEtW@iLl~S>CZhlLl
zG!zP5hQ8D0eMj<Ueui>lQ}_qi$}WugW0mm8ont4A=}V3aWmF=XuMTxe4{jc=72FJU
z6IpdIN<AML^Ks7b$XM8h7V_M^;rVnb#99&k-1$rK^N$?;oSr}|CYVNvej=~2&JQ*E
zxr53pJjb=F*j+7DhZn8D(nnh>)y=g<>xS$7m2zia<2Q>=hl)tWO1ZY^u+BpdT~sP|
zFB)WDVgFex)}4;QLeJ*Hrof|Iuw6oLH}DA8aOdFgvG`V3y^1BYpgNk-)Dm$++obS=
zRCzQr5E>zV_dsMJHV`^BX1?&4sPd__${cPoIP>sm>fn^E<9}eaYIwoTO9M}^JuFgs
z3WzC~|E&nM5j1@bd{GIS2GqwlUfW4hCk0JU2nJ1ihN@L~0WaqRAjh1ITzgNU)}LDd
zzlT|eGm`&)ekh=7NlOCKY0{9a-4zjR9fyQD_POxZNIik@!es!L1Vt1U4cHSQmBG?b
zEyrX9SI;+Y$n{oAr9w4aOfds`lBn|10Gc8yul!xAs7_g09Ug?FFP_j}<K-p`^|~`K
z2-OcNxvEpEY;mw9q?0SupjP4qLzTKSkpr-2I0UTh$V!46XujZfh{4!s2lOw?cBmpm
z`vxS;Vi00t;r2&6pnsJ=qqu|KC=wWBi#l^F%RQx`UI(gNLdJZdrw$b_xjBMrnti!i
ze*r+2>vu}Mx$a^1odzY(HyF;bX^MYcuhij>al-n5Qwv_rIQZZYi{VOFiuIOIc5}9(
z7bUK4Pzk%f63|y>C9W>aVTC$8HEGDf9}O2<(<CZMA%a=o>rocz^!Tm_RKEqJU=-^X
zfojAs&D~YbSzgCTH2Iw6QB~o-4CB21s1#C<dohV0M#46ec!$1Hr69^oCZDu;UzXtU
z^^AsQbJo%rMBuaq{j}86mZ#xMMhFxje#(@D05R$?6A&BBMse3b_7FmtvOR5i5w($B
z2uqx{Byt^D5NjRJh;I~iiZQL?W<l^wMh@ulRWDS|DSPsKwsCJ{@{^gL(<Do9iV-kH
z>bbnX;iw91f?}z+yFUWR=$zBw_xL%@To4XFr(rGga~c+AW#=?31SgwUm<r)}HZl`|
z(c!Po9X!z6*sL~=Y}mJykXGX94dX<fH|`%XYRk4k#-}%o#4D#a=BGDIfG_LQn}s-;
z=A*f3JS>I337p>GXD*u`7?^P}p3~aX8=NcPIxoxU^oAd>LfG;mKMjR><$>Qze$Ymg
z2b-#Ev4uv%#>Epwe%7mm$5OI6N@!G$W)8=m=;twd$>vPYQOV{}(jWU7z#O)?NTBCt
zl5EZ?wBoqsA{FocL?R!zT%JHIZsSEL#e=-6{y^g@VAKvyxdbSZ&9|t$z66rZ1=KQ0
zHorv`g0KA;h1n#VN66g08Ci%uV;LWu8D6qE`<1jByw_wH=BFvC!w9>q?jSJOa8R3f
znj(_TxzyMZ%0tj~@Cb!Vv~h0oDfm=5HwmbOZ-i=+e8I-)C!4R74h3*csdT$e4?M`!
z$AXUVR%{_xs|;0poX)@tJqvS72ApcKr?6;^vo(JfoO}9_M~;FF=}J)gtTa?>$3mQ^
zRFQD-JmoQ|ClKmr$GX2QF<?DZ5hnWv5@!22F=%uawPW3LF${|sP5_JSCu;qLr08E{
zJ9-hL`WX;53Ui4V6$+5H&?$k|XBdel2U^EJ1&Yqj3l|6)hlFhqv<srAvtAr<E~=D8
z7Fcq?HS|XkT=vLls5XJu5P!iZe9+3L24H8w7>tl9z`d&}2?1`@Z6@GWR@wC95D|ct
zt#1fxwgK4X8G*%{)gl0!$aQ48dxZyJ&nT8kaH?D%s`6Uz$;Oq%W7$_u;HmQ1jt<iH
z&B4zgUmpLtcupujJL<jjIm^A44WNaL)9jPwKhX%*B77^mSsarAUo4h-yE_ktsuRA&
z@A2@hi!GLB&syf;TNZy|;aj$OmyLE*_?D;HBV3d^A%SR5VxX4wDX%+j4_ZLGKrJKj
zN}$#}P|F1PvJTYNaM}#Q4?j?gzX=3t@iUjr1l;qvxK(Uzpcdx}_}<$x3e-+#r*bR{
z>D+vw25;)hj(FhnHt%!EkGccp!=~=d*vc+&dz(sl<hHSsUe6@P1u`n}+v5Tq(!;oi
zXyyI}x`<4vk5b8fV?LufI4ZWF(1N-%{d9VXP%C1)pHZiTAKfFzcE6NBEGAS)Nu@_#
zV;vl7D*dA>uOlx(;AIlx{edbA9|SRavkCD=h~E7^vJe~MofI)oc#Kc_L|R3DV=^f7
zfN$!cl&$C|fWhVmd}C}4i~F{HS&sWk!fb?pw}US!;opF|_(tksN!q0F@7=-hFH<z6
zF@w{P>#I~*{I`*8+R0KcgWrJq=3Dy<b*yvV1F7`zRD9Lxoj3=xQ0L^@AsHHS$IoZp
z2>$B)`3rM}GCV5J{s5C!d9G0p=C%SA{!Kq=gl7|-pBt(<BJI4L!>&7Po_})b9mwKO
zF1@qCw_HGBXV5~NPvnl@yRB{hW!tdy<pprUI5H_PX4&=PyC>{PCO<uae2fK%G`Jp6
zwg-kdE|70P13ReSFGc<`OQaFcj@F$#_~>*W$!N?S4LR)SK}za5X}F5%NRMKPLxqQg
zW#uZ_Q5qvCXS5F$mPia(`}ZOw{3;~Oq6=csh(7H@1;xOGO^^(z^sh@QUZ3r_MZ|S2
z5H<?hiij(Uj^<k_#|g(V5=}l%sAMZcft?Z(w!zL0OQfA{@-c$<WeFZvWHdCJ<AcT^
z0(sl$B%~f2Tnb+@LZATg#ik?#h*5``fY`v`iem%WzJ@Smdu;F#)JAr(5pisg$n~jE
z9Y(2S&JwGca}~_U?wf-Lvq2|~+fZ=P8h#wQYp)YAA|CNj&IPh3&u1H71V0UO%sB9$
zEJ3KUZ-6Qh_?I1Qj;eqc9!tI5y#a=*6ZpsP@xcGLu*CxZtYsefXYo50_-An**}O&t
z{-+@<Iv9F7c;v9LLu%w~vu|{=Z+Nl8#A5))fjnQ_5BeUFalSSq@yaoP`7r<!;LG|L
z;0HK~o`WC$F#!H1a14N-xolowB*4W0LTir!aIS!z-<Z)cz!YZUYbD1S#3T#Zbq;?h
zc|tpV1?0gd?Ko^@cK|S6B|LJ=*f{|3Wi=|{|6}~_=)wO^t>C}kL1gGZN*Ny<^Pzt+
zCWFBLu72P@K&BO8|Ap#A@FTwDu>au+#NvWSgp_XNHP*d}j6x-(bhoR#j=bbRmr2ln
zr78&@0x?>%3HnC}-aQ3bhz<JhtjrM}MhyI3S~bov8IXCvKXpKgyFUjQY`C+{%kYl0
zF)ZA_8Tt>Vc?Sg92=))aSCn9XKuvt}bf6?@a2fP-y$=gLj@r2G%XFPXKS2%q%btS~
z1qmp1iG6GLLWEimK*GWN?F*!yKv3a&IJa*=_lS=hcExxm!DN7q!D?j_)bHYjUj_?s
z43X=0>RTPB+;}4vs|P`je5IU+QeC}Jk}D5|yr5_oloetJ9q`*8Cts@<>g>^2=m7o?
z==5UM7&tJgS1Toc!ZPT<FTHeouisEI{g~!dQt#!G(3_%OuZB;Wde7{Ihsh$|&pp(8
zJGV1;R%Hlkrj&Dd+=V(1Oam<CQ-%X9D8c4b;h3w~)6b#M?Xcfg2O(Dzv{tB1^xoR*
z%sHEm<s=x0PRJc`NN#Io2+OxP*!I7-v{K#z1>v01@WR}%#{v|qf_{7ivPwb_vB5%b
zTZ{GniTFwHkcTe*AYd)mSFG0R3t`HZN|mj^j8`Uxbw5-t)@#S+esbxptABFoZERY5
z3@pT7ZfN|n<^U9XYZH-q`2C#24mo7Q9Q+W#3T==L`<(sJoI?*;-T3TKF(Ao8oLPEB
z>SU?I!6V8Y{)v%1d;+o;p9iHcO~1D`fBNmnmmy{PjrKv--PsOR97eng311CIxvp4J
zaBHr8ko8{QcfuM_!9}LrumU+aU59H`VurK1PnqEpy&1lN&24|0u9m0zDeOP{;rdo>
z9`?D6{daF+IC!Z3AdEG5g1yVZ2m2!kmxv0uEfVk^%2peqIMl~g!a^??&}XOHy)fr)
zY__Q7Bk~Bwd>39x3fTVq4d+XCa%9{FncP$AIDK+4JA%mVmy!e!!Doa3r^qmpd5a+7
z^A<7G)#0J8mdSm8EDY6O4Q1YlLp>!t)Kg?~ziaJKr;F*2D+?F^nLXlYmxV{WOeQz(
zX|SBxg$_j`O9Y=07@im~Zjy0|_;Vk>%0^K$y@MUBJOJu7I(ZexrnuVB0xZhe|6Pnk
zlh6L!v(>FwZVyDlHp}fqaMKamu$neZY`dGB0l*%UmmqRNM#Hl?|L0HK2TuPnW{`UN
ze++QmSO&+dQyf2zo0Dl$LWxRJ+L%C$vPcD`<emydM<!LBKIg*0Qn9C4-*)ZDPVk@g
z;XydJxNAGesoNR<vrydxml;O*Q%F%#a@V0K+?&vKt50nt!EyOmP4gp>ZZ~Cs9v5Po
zBg!+G<^}^1*%7kS9-4Kw*%6n(5aW<$AUlyAk;wI_(*XS6gQvrT9xQtSXf9-kHKHz1
zTeURIqc4z^io59|Y><nEQt=`uH{d|M_TGl=;0~n`1wL2!{^)v;M#eb~$#R$;A&1-K
z_wEA$4v0Y=;crIbM8a;A_Bwq5VYTDA;{0QCb1`~S4SbL*75ki?;hs`Mp6riv@IUz^
zGIv65-Vv+k$<iLfd<J!T`)KQQR)kJ(Ptqv_2E45xs3scc%~I;2hinLGbxd;_)awUE
zTd#XW==FpMz4CB$B`4xN;*z(&MTZ%6=ppiavZNK1%_l}%HhV|N=A;DK1frDD!r?JZ
zSwLA33`*(qqb;TVBBXSDgp|A!jexa}7Sa*2eC$XCCG(BZmdu<8$-FvQGL0ZOeoI-c
z<{YtMjw~E&YC-w@c(mnnV1#_4?1hh<#W@x~jK<BJ#ixX%V@WG0o8OJLY}zAalQ<O?
z=P;HUCz@p;(b$m+O6K3AEtv&In-`HmE1z2Pok!qkJC=Go-yTkYbJ0PkS|8r#L`FUP
z-^sqmGiYai6*eL)gO;_-GiX@?91HZYbSXJV5tTv966-qrm078u5l*~I%${Yv%h5D<
z7Dfc@ifAwruVl}fXU{SLzO1un_rVFYC;afUXYn_I>{<NGWpe`4YFy05X>Il_&K0oT
z0~uw{?!vqP^uDF)WbCLZ^clCx?R?X}0_DP{?1|VygW(674MHHI>hV&Q@W{<$CwI0X
zsZmLtJ-X2wJ#)50D|5C%KQeJPN)sO#^NF+mkPPx>r*H6H-d4)>wYw)AEeGC?IOq7e
zb?3tRvAKDT6?@*R7UqtJXO4REwc@6H4PH8g*Sr01<>tNWRp&L_Ywv!ySnQ?AwOO45
z{^TO3&DIi##m!Vg+AQ)K>(fMfFbQe1n^ay$UTTobBy08>RS-S`Vw7f+H5(y!_iAJz
zHfwf*m}fk(oClM|uO&d=Y%(14oY~ajC`StgV6gc)vr+birObX1x(}wz3Nbb^X77V<
zct<U(C%}OZ^Uwn-;;VA6Bxi6F^fP8x1WQdcl-tPFG%bys6;TOHACm@Y?Rtp3+8!hv
z%&Yx~)Dwtvv@^fHC^29?RB;sjIV8+5BnFLcrFP~Qt4WXqlg3KN?Lzw3B^5uL?YPD5
z?{5KN%kxbX9c{r=(ilF&NHjT(;V;?BP+;eeNZ1BD{9M~xHd4|Tl!N(+&p_`PY&?Po
z^CR004sWwLm`D4an!d0jaBhS>0pIOSNr>Zl)Ltg=Ro2k-bRuy)FI(0Snrx5fkIV=n
z-n<pZ^NCzX);xYa566dV9w!)17Gd>2_lh1j{#%4!L$wgR{W}ytZhTcKbkJH>xOwMZ
z$}-ST#t8$-nz5~hEW1@4tpVRFb~?4YyTed*iX!0mcu4mgY_X6oYng|1SzLyNblFB;
zHrP=iT^8=?Xy8YQ=!T*}i2+^Kw``={F0_$$0bNGom4L2!K$i*dWgXD%#pzRkAAUd=
ze-jAk;%6?K5xD1bajV$cfG*Az@VqBv6wsZ)0=h%x+92GtIyXN6Z%z!$zPR*_Ht!pf
z`+Ysih)v(Cv4y51E&31{>G2j&5!`)~N_gb<u@l_&q{c-uDiPijq%P@U-o;vBUa6DF
zSZ|bK?jQ59UU^&w0pHnvz&Avy6~z)BP$!2!>&Q{xhZBg!1Q01Tl9AU~w<ppTBt(7h
zS9u+INrEqv(C=4OY4|XR(VR`_H$wRC)5t<>=y#XMxx(W-q0gjM<@+WBGY<l%4oum=
zz8@HDeh@g;=CDZcAApBoBse6{MmYFS@HHhI98eqIXx%GGJRuyc6byLHG6(K`_Y~mf
z_d@?Vc-0xGY=PU?UcPPL5WL|7PvxyEIRz*hfQ19jXU+#Jf(+lP)ty4Gf4|>5@;cIt
zvV1$^AJV{N2SvH2M=w*n-Pbbpf5h!B<Qvq$-xC%RlBP-0*c8a7$6Q2s`-3R7V0inl
zk`#?XQzGq2#v0!v2LKtnShVxtn>Y!LO?#S)TKPNNe{c`L7TY7UmiZo;xwmYO%p4%L
zNA|@OwMX6+0p8&mzz*(QH%x}N?2WMRbjn6DaktF4klk(fc3)Y>#RD0MS9Z(hyJaT8
zm-TMB11HkK@WbCN<8K1HW&F%#a|0Jg7uVF*?v`<`40R8UOn|FQ1w5AA<~}$cOu{GN
z$H@5JVo!bBjj&d%-!`&iy;v_fHCC?v5!_r~BwzmTcirI0^`w&uJ)7%Jtqzq)yv2qu
zqGzCZOs>S?wik^35$S!;4D_8_F;wos(mE0oy_QVulg`A{Qz~0?U6ove7peaXEc-t<
zz5i(|%b>nOy;7~^RuoZl!I<$IEE(9E&cK9Kl})wW(ha9e9baeJ@$~eL_gn|hML;2(
zcIX?gwN~KPUKP@<>xKCeE4Ny*^3ilwX0NN1hBsBpokanJ@Pv4;B^!6AvoWR1DO79y
z4wNf8rEB#nNeT~GcHfuY{j9EjurAB+J?O@42n*pcOD@)?b1}IKs%<$@li|yjo!^_@
z`3`3l`YRPl@ZYuUb?5Y6cRHzB*$fq<q<;U`vfp{>{qDG=1lf88soOtUc3VvEcCV$?
z;X$~c>Ww<rzOjaNu$C@8vrC@&ZC|%rgWj3W%Z!y+n5zIw&lab_kR*>?EO|I2orj$e
z@kOU`6`!xads_BePVaXb>`6<N;Q@%4=T07i=Y6Ds&$DD;uXF|`EH8t%QVgwmhg)`h
zPkP7F0}))_ODubRcY3emPXg;M$#{)rr-y5FiuPRU^c>4h&r0ufhqYCBEK2IN-?G<f
z>Ag-^SE&J<LO$e>Wyc4mcRYzrU@&1T9C;31ZrS&m^uDK^;XTo{YG|O?U8%oXlKNXL
z8Mro`fy2Fyj}1BvtU%_H(xyrkiW?3TdvXm4ttxg`3)NwX$vZ5WJUyMs>8t$W1*=&x
z2zefUz><U2=^X5aWfls3u-N1W3f0X{J>OHRz}sh%Bp$Tn<F0f*c1J$C9e6gxNnqp&
zOGY-NGr|NSGXggN%d$Y8vE*ZybUyY92n33`R&giXsQ4-==lhntoSn|g6uB0M)cy08
z-ET?nein8Q^==E@)uBNS(C`M}ua;cwmd?dAj|(tn`JSqHOpmYA<G*3&6P}pPKtl{r
zI=06tIlcLcvYJh|<l>5SE@pUQ=qr|@dDz#Ihx5~UXsDv>Y>g1Y0!s$YOJ`sYPY8nr
zsMQPwd8@Vj&>(~eoL*^e9Bs+TxO7hT5u9LIq0(?ZRx!&hxw$c&8)n6$DpN~hS#Qb6
z@^nUa+AuT#>zTZu=PmpFM0&qdQ5|(rfm<4P$+G{Q()*8%n+{v{Jtw{I$t*;(0m?J=
zg#3rAEIXf=-uXl?cO<-PyV0`ix2AW^_Q~Ne$vZ9k-9EkFX^nK5T$JzlAxj31NoQc!
zB|SZrA=ss_E|d$K9Ne%=cz@WEg{A2%@WKXApRX++c;A*U$zQbW{+jgeXR;G^*1cE?
zBpH0ul8HB_GqGoYiAuE&W!a0BHvW#W#LAB?S$Qm-6@J*t<q@^%{jDVnN2RmC^C=}3
zWZ(UtmOLDg&I5-9l=pAT$G~F3H|^ZTx2H3aG&N>fcK^2Y?$f8n97`q&=}hQOjYXEM
z9GlKc+SEASl7)-YSxB84D=m3=G@Xa^sd2g`6N}TCn7XtdHq`#vu52HAEc^dtdjEWC
z7J7Tz@}*)~j?E2PcHf!aJ%3G;b<bixazylEO9mFEGY|kGj=$EH@9mS8syA8kaCABk
zv&5>&g`jeAizOE;(z!@N!rhkLpOfBwG7>&&$-tC!22zpmX-ghHn9hR+5}vZ;;=Soy
zj8_gsp0(`s*7Q#IVv~Rel-lxDr%=KRXKnfJ@QKjREqR%r&dc6nLPGguNIZe`lM*;k
z@NZ~4`A17;&PZoweiAcnc?eUt@rQ`zwc|gQoc#xij;CZs1<+b5)X>930ZG<#^0(}q
z%Y3?gW()ZQxR8ahhb0^DOJ^g1nKD%WX=?<?VL>U#v7du1nR#<MGgF03*h|%tP7br|
ze{y>NyNmu4X7Y)ajJzYAk$nUs!;r$~R6!Y_k>VCO%P-3j($$vS9GA|`zKPt(kUiUy
zo!6wZ!?z^tL?_YWZn9+Mfpk_Tz>?#1fx(xMTDR=@$n=f_d!b%n0oNRfh082icx^fh
zdk9oCSO9et%9~_P-fYRq>(e<2x<JgJhfUY*mOSjA&Vypk`71?|Qr>UL#-ZtK%oIwg
zLSPZLM`2lf+>(il(wW#zVIo2ppS9%UW9fVZaDfv9EXKf~q>!&#@^EK54_p?d3V34h
zU<IlpVzz$Il8?4@KDg1WLs%2eR|-QVT<Jk3tVm`sFZoxNtb8b)l{DM+f0is9pU#4&
z?b`m^c5dK7>6`>G%H6>5e4S>=!(r(>=-94(EZNvDosD$cb+9E9o6?!kvRy}6@^NxH
z9|2rM+pcAnJY1O0gO=?&&61A~r1PO`yIyO_N+q3@T~-%skUCN-l%2|u?D=lC?EPKo
zz4L8BVQZlX=9?#*ff)yz&N9xVrR_pXZidpi;akTDZZO+RV&+OqW@e@{6EGez2Szto
zGI4M^6VsXF1Es7$J5H?zC%Tdt-eJi>e>w*|9LdhjI6fo>?z3dzhI9rdG7+#k`cl^q
zS$2I&de_`s@hqa)W5X|4@-aJ|5B?AdpQJ3z#j?!W^3H`$&ybSE{0&QnmZUQ@m+3@h
zsOoHjFd=`MTvFDLEP1*)ou~aHd4dy!Xeqs5$<Ybv932qHQLLE$Vae3WbfyRvf2Z%*
zIji+_ZuBkwOiO0Qr!$jo@%Oi6Vn#X>DHgxel7suxIY_qn$5}FPQaS^17XK8>uBWDV
zt!42yTJq76&IirncUv-4OJ|5|@hg@*J($iD(c-_}lB3JhIig$qYb}{NEuE>I)()bN
zAnz@1w(NJm^nL?pFFpN*qU^xG$Fl#2();IjjOQU@|FQr+V#&ap(isS>C-9tcF~Ti+
z)RKu;r85zb!ltU@Y?h_)q$LAarZW(b!T>}Gi}0><=)T`~ESb1HoeBLz$)8y=^Qm-Z
z_!7^63C?nHbLc4j50)HUn$7`xxwo^z?E-qpfKE6LWWii7oXi8uk`w=;C1Y<%XDrcX
zOnTPNAH6TV|G;cvHcOr@yIV4_E}enEY>BZM2U;>Qn9f8%3K2GAu_Xf!r!x?cLX6FL
zwIvg8NM}OdW~{PgW^Ot&f#erHZM|7rz@;7XUhuYP#FRbDlCx4eXDQaK&ys`n=^U6@
zvzjGiSEn;JjoodJyNYqCB?A|vGr&)!8o6W`MQ!7k^JKery(K4~PUnOl(fOPxw<O<g
z$-?Gz7We^(#DXk_dn|dlC7lOP43G;{hof8dvgm(VvT$lT3w+naypKYS--oEw;hGTK
zR74M;UMNY6{%0&X8cF9Uu;{B2dD^o7-P8LIEO)Gb85Pf2GO$BB1A#0t2pK~9HH7<B
zN&M215jUL?p8AYDz>-puf$$go?r++@ZCo4v&%F^Uyq&i#P~{xTy}d4-4?az5L)`;-
zE~ScMyYJe0g6~OZfm;iS1sNApEqS;kod-?xy|*PNz3H5!neX|QEbN-jLaO;b(vpYn
zbRN>o_fkt1R;9B*G~eqiIoda!qeSz4o@M_ZPVYb2e7lwmw5KzmXTG;uGUB8&l4QQG
zu<ZWT>D{MU?YCL7@R@WLQmyt~mOQ*aorj6*{0bD3Cv~r7*L$aTJ;T3#zOD-1J`|`4
z#g;y4$-}I49(HD@p32Sd&s+A~mEJSIhS687;uVY{Y>3(BSkl4QExEWZor{@l{KYbq
z7ekM_d#D$DZHb8=S~78)HWP6A-5pc3_cxYId_0|r1xyk=2@!)7kQmU*d|O{PG1;qs
zx8$vw&Ko}l=UK!kC06B%r#*%18148!cFyLW#@yhBJ<QDvOKy77x#2Uo3{`X_*yb#I
z{z!Vyd<G9DRZQrx<O234Y1g^<_y>pU7fItk*0SeZde1zT#%?NkciAKkPPXLWj&u$@
z7oy}ia5xYGK$m6ri_*IfJ)sxOBQIF?zDIiR+<WleC6M3!;^j-qmOT7dIu9}6d!1#^
zXX^H>EZo;v_Iz1-&l(H&O_p3-mCi-_!u@VbCKhNjk+5)o*pi7I)0r?{xF50P?fP`y
z2n+X@EV+5yn474D``eb>45xDwvvB{^vgb+ZJ!>r7zqjOKSvnUnw)5YXJ#S0zIc4FV
z_?(>!xiOuCq=kDo%kBr#yH8lS53uZgLVEA13-_URJPeIYELF;z!tbTv!zcXp5`2Bc
z-3J-PcR<{8v4szExLdJ>FJ!pWv4sy*xF5w9z7gTxjV*kx!R^BqKAGUI#TLF_;NFWZ
zd{e;P8CzK8-<^joEWGa)v4v&t-FIROi_g1<U<=E^yJc))U3PabY+<2v_a1Cv@pAXw
z*usk9?%~+NGT-i5*uv7=?lf#+Eo}EdY++?;cMZ0%M6`P?wy+MfdpfqT9<sX{TUe3U
zy$f4d64>2<EiB6G?t(2WiR+$?Ev!!KZow8-h;?_v7M5ytPsA3MOLecn78Wga&&L*4
z4|UJO7FO?c$6*UAXSz3H3rknJ%dv&UB;8M73(GpXJ7EipEV^^Bg%uCoiP*vdgzj6h
zg(U&q?XiWm`P^f$g(dRbrP#u1b?!CT!jf_B8?l8I+uX;ng@x1Hqp*eL%iII7g*C+7
zw_^*-dAV=H7S_~q3)sSvR_?Lb!pc(a#n{67PVS@F!XiuVVr*f#BlnZo!pcK#C$_Kz
zkh>6DScu0x8e3Ql$6bLftV`pbgDor&<4(aAmT7T6h%GFY;=UJKSii)*6<b(6#GQ{V
zEZyOrfh{bR;j(%cSgyj&<L|Iyg!?{hVYvqP&Dg@i3GQTUVdVn%9oWLE0q$|w!VCNE
zYp{j)<=qFcg%{Y}Be8||$lcds3-58eug4bNrgrzo7G7v}55*SVDt0fz7T)W1KZY&5
zUF+V7Exh0AwqXmem%1Oq7T)r7kH;3?vUCr^7T$Gq55pE-H*~kd7T)=DH(?8J-MJ@Y
z3-7+U7h(%<pSd5v7GC~xE7-z|Snj*9g_oe*A#C9dBzGpZ@EVYNFt+eIj@yqdycgr%
zfGxbH;+}#nyeQ(%#unbtaF<{U??t#bV+-#ixF=u>F9EnKv4sivZXH{g{qBy(7N(%P
zGq8oJ;O_m{!kldPBy3@dv^y1Bn567>U<<Q@-5RzqC)a%tTbK*$UXCqHKy^>U7N&%{
z`(X={Gu?-<g;|pBo3Mqcitekhg*k)nmDs|>J@<BOVb+}cDQsc(ntLg>FkQ@j3$`$E
z%e@a<m_g;P!xpA7xr5lkd?NQ@Y++K5`vz=bMvXfcTbRM(mav7HB<^}_Vd{o^HMTH^
z!o2`nn8V<H8e5o3;BLki9_YKbU<=RH-BYoJ=h^NEw(w-x-5pza#Ov;WEj(j&U2NfT
zCqJsh!$$W#_&YrEb1%Ub9=W-_*us-9cUNrT`IFm?Ej$KtS78f}U)+7Mg$E(-hp~kx
z5^g)T@JPUQu!Yfi_tn_KAi4V)Y+<O{eLuD^a_sJnEsWo~v#^EnRJRLT7}IpG!xjb>
z-P^E*(LML$*uq$vTg4W}vD`heg)t<z2U{4^aX*4BjH|deVGH9NZVp=*Z*cFx7H<9B
zMcBe^xVs0oa5L=w7q)P7>Yj-$+$_46VGB2G?p4^rU6Z>2Tex*`cf=NM6x{2vg-*Kr
zIJVG1c89Tr4y!u}Tj(^p%dmw`oVyKM=uEjAv4wt(JAf_pG57=FxY7@ejIURE0uP&Q
zoZ8kl|1$Q_*#&SSEgm-eP|S;G?QRJ^8JXTw8GvVR>a1ksrfOlZAKp%jBy`nYF+H%C
zEMrRmuLf>uPp6GcDB?3TWk}PwW@N{z(>GKtZgU?2A&g9fBINxQ_z2=Q{jPWDekCx*
zgBPzs$(TITb_xoYy#cwLk#G&fxf1@;Kydt>v)su}8Ke2|vT9$oG7x+{LW+--pp&LZ
zb7cRyP{P}(b!=)d(t(V01cU2}yo*d&F%J?)z5wl!5c2Lzk@stN@=@o#)aSwbCP1%y
z9(?Lv3$2T{wY%5Bzvpdp6P`omDn=x^{rHzf{P70-aS8so6n>n#oqHL!FUKEmgdf+s
zSFoQ~vY%JM&r`uNv;VjTe!AD<k2m2D{F5R6xaxHN_UX;YBZJi&O(oR@^O}?3k}`Px
z^**1A9(ykM{IKHUBpWUok13Ac1WkXK@j)0+7L)P_4HNe<Q{jmz_Yp>dZsJ_Jg*#?}
zKYQg>iLDt^szYV}^sarrWayqH%hWS1M?;r<!hDM?s_2zRQOn5Uxh4L-P$#<z3|E4k
zTBAAK**Kx@3=Xf6Atn~9uhZF^QQKS`%-0<DHfX*)G|&zAOs-LE>Q~8>JrcrFeA$$Q
zuvZ*rR+i#JHe7(E*at0roTX@Y<6R><(ixx=pHJQGd)ZhC98{VkG!y!=bcCie5(d&U
zFcVC8yRL-C;vppyj)Qafiq=ULIj7*rX31}4#$0@-o_F2h&1`kP9%e7oLrh7CiP^!`
z5(iyV;m=+QFMYCyCkr{K&sWIt2Q?&<d{)yGu-jbl>RI<4g$}6pRp_X(_dHZ3oNg*X
zvHWc?CDC*x%vnEF#%ze3cyczk6`qXCi3fQlg}lCL3Yj|>)-GfP^wHP>bRa7ogZypa
zj$%bs&akOug>tr-k_aouVBHZ*7q@)|Bm@^z*g&#hVrbjNdz*$3lkMXBO_eL~@m?-g
z`kHQP7?WP1eyVBGojSMPc>KDfzdle>=h}bU%kuN4Bm~Mo%hi$fY83zK^>3Rd@?GX)
z@*V_0SQtbV_^(Z+CBXYjQxZ)V__USfUMPGH<<Fy@8lV3CCV8$S)4}s<bQ~x6DbTy6
zFFVPUMAHR7acQO8QyQv;-|0QPX(FFAw?}m8?fb;0^iWet36yu5k_ZdiVEq+KIA16X
zNC+<Y5^g{Oxq#j0xk<avSkJ(8p-P^@rHt@|V@lh67EJ*lFw|#CLTInYl!T|ft)r^F
z39BlbYPqEwPL~|~TQbrbjwMZN+f3ypwDvYr5<+WlHYMR{ZMu=x+D#|jp6d$b-a;+c
z4w}nVs<}$N->K$s2P;Q2Kbw&vad>Hpe9TmYLXnR!60xzL%x%}imE~O2)2Tmhme@un
zf#cCp^ImIJR>2?Gi|{#95@IeqYf3__f?SaXOPJu|Asa4W75u2tj5M8)vqh*R_6&88
zA7tas;>gk_<80{5(s`X>N<!#xnkfm-s@^@SI!xMfFUv@GIHEM&EisjvFr=?CB_VWo
zoGA%UcYUL(yIEcRPQAb)$S1{I%d2FhLL69{3QMNK6Dlm4k`OBFGbQ1vaP6q7Fh2P5
z_KY-#<4M!pEv7OPn%ibdLTK)7rX)Pg-8-t9+u^JN9HU4(h|g!FG8{;n%06o<ETOW;
zOi2ipJz`42Q`yc&Dl^_e>~vDKvN`;W`|mT-8jdARYcH6}OK9zRMk0Q@(1aW=rX`lc
z^~s~)jGyIjeFj^>9InseFLZLap1?1%94`D5FNbSKp2Kw~e#UaRcKo5CFNetDB)Fuk
z{PACy>dV9TywSz?j!R0AURschQU?e!i+m{@N*cTmHdUH{_dG@-9^P@MAI3Iemt~cn
zp#dmZrdD@Y)hyAC>^pa$(mPag8VL}c-P|yB7PtbHP4Y^6$*xG2Y_=IX$+>7zIIWO{
z?FmWbpq0o%iq1h(pbq+K<e<rl>hva@qOT&I70rCJK2tRs?DCVfIFS#&voKhcEY5BA
zn!K4VzQ{awRg-g)HOU5}X!AxoJDS>jE19y#obbV}XC$%=6DF&Dwx@O|L&IL^W3Lv5
z5=y@SJkb^%WimfOmW=LXUYG&_X<+Kv^y75KG{NvFnR3g)u$u>lV$FN*E01^8LumMu
zJsN&b7L6_%I#SRek4%Nb3v|vj;qW|}a?9bcN60on0oW)&<bGsr9`*qev{<h$AQq(n
zqG28yV^blqC!IG<NbE+Y+;T|l8376Q8eqssthUF*Ysk{k#l#^5Oz@`;J-LfykCW-l
zX@X)InR3fPG0OwRk_{V{cjddzTDLsEddWJ;i@eAl4_nEC(ZxgBq7fRG0){%BGfgmD
zK&Cuqz`#qX^YY9g<8Y5X815zuMi&eVQj9}zT<T)+E;?VDP`Hasx#dteFtAwk!_$wI
zDkMsl@`aurcq_i1-%=<IIU#6#(;gaMBMV9w8powT1AU3OajH;xn$D*tRGuPJZaGwR
z{fcovw)Qn&BuhsZALHj1dk;|+{ZD#_nu`7#nR3e&t+}V@wAb?jAkmyX1?u@wRnP78
z4mI_BAenN@^{f+DI>%ngXObmDnaqn-C2yp6sHx=jWXdg9vR1t48hb5YNfr%7%ZI62
zzMS5nrj{=uQyw!~9w-dv*`q-D`tV@bar?NvmLDLCMpw&e8$5YrDjYsc=S&k0_mL^b
zz`@{PT%4`*Qz!!x;@qN#g*Ri*Eldt{lMgO-UW?C!VY-|YX!xx?4u4J7i7pQJkJ~_q
zv3Tkgk)~hLxzWVl&lzR<;e6&tkNfz;?}P|*)wy8Esnzp+MW@tT3+)eg|B1E#KMP1S
z$1glARlVx?RAaL%oj*;5PbE`UjLl?I62jPU*kxdB3`htrc>aU|31RY<nx5zgE_i;7
z6&DBCZ~>PLildv<wAa$=@L;`?^K$oc?HgI?jHOG@?2_;OQ~+tTL+5BKjN?nobSjym
zT4XvE8Hre98lR72U`<)gm)UUrwXe8oh`(c#+u+peP;^3mh3?JGlHmxH9SL^d0Z&Ep
z?v?fHI(yk(V@g8I)hoGr;_}T*l`yMOcH}H5x{_;DuaX>+k2XyQv;9gV!_a$&S5IqL
zT~Y2gm7jq3y{06ZuYwgrrBZJBg@u8^k`t|hZ#Gc{eb9S{!+TFq!PiXXCsgpXDT%NO
z43-<QVsSfXKtgcQXF3q%0#>Yd8m(BSQ+&ostf&fQUW;3t#;PSv@X0^TW}(7ir7cuD
zLtixC)w9O}Mmw645DMJhl!T|iLyQz?vV~+T<xXArv>2583qBZhR7P6Ev7~A3a8r2+
ztsTlpjG}un^<=)HgGDV=p|-9hywjT{ypd^h;Sdcy39zNSU&W!=U@y&erX<81Sj`oZ
zwL`Is<kd++A8wk^r^wEn>OgEUm6rf;&6GsbMXuq)-O)7BYx{7wnaWS7;AT@2%~wIX
z5BFFTRiNp^Jz^?9p@N4@NrY8k;D8AqjxQz#Bm@_orUUU@fO3)x5WiVA_5r3Xa|TP5
zVZ0fXJ9((sD?eWO*Nni0qe^oI{%k5afucV!5~Ju0>=)i%<@%svix8=_PR;&VHvX_8
z%#qyO@J6cx_~_{MRjaOCGk_UOhk2SQ2{BuCVI*P?M@+XS`}>t=S@=QdBe$+psDo$*
zB*h%lG{wXuL>y@<IRW*<Oi46d_%pb;vF0p<GuJz1IE|9TeQs059g&)FmZ_|SxKB4F
zG3w$TEEVM%*OxR^+z~kfuQ!#I5cjYtiLkg0)^gzv@a4pSgy7=0d_~H7H#BR5(^GZo
zP~9yUY?fx({Y_K*?78q-0QTM?g}T)>=3Y}R3Lw1Sl!Uelj6J8B{G=v91z&5L3TDma
z7j)A!@U*G;ga)2sBu3Gvn&m~M5(N8)rU`a7tJn)Mu{6p4)?Tu|HYFjj{Y$Q#tj)_z
zo}Zqeftf#VmM=SNZh;jCNK?Rc;K0&>onlI&=?Z`|%woB_P;(Mga8%P&fM=Mz`!ppS
zZYn`xUk)`T(R3xuJhfWb?35E!aCXyFFl+8+)_Ix&&M=jpP(YU{iKZ)H|A-T&1Z`a0
zG;Pd*%AWpNSBF;{BTY3InaWkDW~(WQuxbo^Sm6e955Rzg;3CBhHuk~x;ZGdGF?V@O
zv05p!FxKgXYO&A_?+!}-@O@1~$G&hhgAXmjakt>2V~fv)a!~UDQ?&|YypNF>MXzkq
ziXuFo35Q<Jpe)xfH%+dS;q^%96ArwvPeqDfvX|l)Oi2i2Kfx7|wFeeg!~b_plXh|q
z|KFHON<j8krX<3`Hn2p(nDL2YKtgcAjhO)nFT}rBQiwk`7HVuGCoC`5i*<NSP%?+}
z{x=&39tV>a**^gKvUJt=XCz|no!f+RfJ{xS9AIw+YVEOdfEQqkl>;2dpLDI_FLcTQ
z*6@q093cLQR}OFjF9&!We#XiHo?t2|0dOuU19S?2?`y*a<RRTNx&Yr{Ne!|rC3N?~
z2(rkL#gU|;yI?9UVH#h{NW`N%ZgnxX2?^Bz-`FhCjm&OT1BA0iW{^7Br73k~ztmo$
z7bi<J+k@2P`#2Hsd>>iHp7$e)0KSJTqv$Mf1>qyJ=F0l%<kL&>zurmbK=V4rou<k&
zI4?}r-DEcQ&f4%mccmm*m}l%&_!YVUBdh<ZD%?9#g^gh-ntYPZh^8jLNT%#DCl;g6
zF%q$EQRXV2##PQt6T8nTsr}!;4Q*jjX6`@8GSQv6kOm-GRz7pNmE}WGRR32xGn%UZ
zGnw*OQN45FV3A)QkyL;1FRWER4@l4)VN2BqhN7tc06H_8s^6bXx#g;F82Wm(xLHnt
zI>TP=U1WLasy)uo^I<3|KaI|arpnilDYsnZlenR;7B}_Fn};jxHGUac9J(6cE852M
zQ78(31Dy{|g};tWx#bG?R`!9RQoRUSGNG)bkJ@YfezHt-wH~vw2Zo}k{$4sWnyP<4
znR3fjKb6n*!K%|!RNh7XfxYIRBa1{=^ZP~5cQF!0@z2tE(Nz4m$dp^I_+7c;1Laxd
zFzBRTT03<UfJAegx;fFhmj<J#e+N1{n(E(<Ou6Oi_uRU?y2u}GulOU#^3a|1F>akV
z3`OOO>5OQqd=Z&)%T>NVpYa8Z3A0UaeqacSrgS^`N*VsYFH|?hvByC-SxCA#SQKpl
zV#lV2QuB1)G@)@WnR3gau{VbXGX}}1xWOJ3Zz0P^7ZnFbqatcpDj-JaY-s}GS~6uS
zAWV)slH<FcU&wIL1-09xfX`$0Ab5l<6I~F*_=RF5$|~^?ofl2bKgcM@9$&>Dwqzc>
zoy}*sFNMyf>(5%(wN_H=uk6+OzjRS*M(z)ap4-ZR6z%?$&XT5fe?+FN%<Jzn5~CNx
zpB09|inZ&PpDCeW_OGlR{~17{IgbB<X(-_1Q9v+_&XFbvb|F)4IS3S6uwrA^#`Vi3
z6fCtz!HHza=$iOcTi^{yfx!uMmNa2-ESYl4VW8N8m1~xTY{8&C3I@o6(M3V3E#Tu(
zK;Y6j(geXKGUb+oK(PgD*LAI2yGF7FciN-i?PSU5q9D~4cmq;ka0{I!O&Dw=Q*Jp7
z6kD*NYwglgB@{eqkAg3f1*40CR9nEuqk!OZbdEGZ@EJ1Y7!VjFEQ*{*z5y{Hp`B)u
z{nm3j_fgjl){B+$dgTyu`{%9w(>5T{9RGCxX#X@g76pU<CL?7;6NCR?l*iEaGa!e~
zrAt<=k_=3Ty<!h;nqp&?8D&6<cIVMq($ww&WXg(#*`JXZ_3dX+YU?(3NhmlQShCC`
zJA*73%Vj1!9t8wlbdEGZa2lC%3<wO?2(ip?Lt{Wfdzr~RAeNlXc%wZE-%8euE(&8F
zjk=!Rp(e=QM5e5OY_yYAiHBW}+w1#LvXChHj(9xkVS0y}`u+r&a?ADYP3J&bXRvhZ
z3-;=Lo-7lJdLwEx{es@1rh0!yrrdJ%dV7MtYGokbTkNTa&Z_tPwYAf*8<1$uo*?Ex
z${&k*6giX5i>B(QlPR}c_1?^eXV~HO&th*#^C#PDei>ONx-)y<=-psrD5~O@&{@$`
z{Hw^6$BN<ushmNRUbk2L1!S4%Djq$wi2843dWV|o-Atz3a`h%=p1#XoyLXXALecKw
z>g2th-l3*;ZzWT1xprgk5Ik+K*{8_jplJ38RkQz1?@&{-pC?mpxn}iq#r|op>c5fY
zLs9jSs;d7&?@&|Ke<V|GxvJyuezpI`+TlJBNHoXc#?|*IRkd^I9crp}KQiSpqgwU;
z_C|Zvt|!ZbGHZ`kRlAnnp{8nAktw%awKMto8NZspxPa;2p-t1}_A0)FEEioB$K34*
z4o3yR>*?%h0$`X-x#a-xJZpFuH6m2<VSC-*M;3{$?)Qn_Fnc3W)&2oGCz@)1ADME?
z)$XP83}IRM(lAt+=hva6)3xu}YyZ1s$>?f7=8RPtkSA&J;PJQVENQ~v8)V8cFfce9
z6US@3?27>jalH0+R&-+YPI`A?i%@NKVQ>(TC}D8c3)a5lu0WzWzGJin^2eb-Zz`P=
zP3TP~Q&ynIm2Q9=0X<$W%7BD`-bJSMP6QXc444%c=h$!orQ6;;x~1F3pH!&I7jn-h
zPn&4Fivvlk+;*NR_C)2jvl)rl+@n}aWRg$D-fT>$+;&N`L<c3o1}eQnB?k)JdX?L{
zQE!Twc)h(qhm!>wf0xKaqRE%TRB*nVEMZSXqHfze$Rg6j_s9(4Ribt}+0;^0bO*hE
zO-p{8spc|IdYOeo?}Ya<^Q8h@{T-|pdz{eT@XPj^{1RP~k(a;}OEnVM8~U0I4M&}O
zU!b$2sn{pTl$9m=aYiE68fK1w-DL#y7Pr95cIEJ?>feDY%Ot%2Bg;m2ItOySBS6p?
zk&1&q(K*t@!SBhGTaJSnJ`M&dSQ~z5AY=y)`mHqt<^qW<ymZwL1gieX5NHfW)qal7
zjHdSYAyaO-_W3$c*tDtYY%0{9JPI+S{|)x~Uq=><t_g@-2jt<X2v|*LM-u_BAyaNS
z0(SG~f4x#Kl=53DrJ;eaFL0?n1}-LxMi&DIM0j<~7YGhWMZraMhBQ&Il}x$iDA+TE
zg2v(*HU=NE2f_!*($NLNyksEwV^Xnj51l7XEZj||+;S}J6T(8RUg_DKui>kiVL1Gc
zJsiG67LYC+0!3hOS!27sfL#a<OGU&t>1=5t;%j8eEk{InjewUehpOd}pRm*Kto_9C
zK%zN*V#*r92c)849GxLe6ukJ-L&07lyTFB(A5@aC54T6cp>)A(Mh@DO7YQ*a6%Czq
zrZmy8fK0jNHepUI8uC5;h4QAb3t6xS#cRn@(p@S7Rpg?U3IPglY$`U+q4TDRjWfxV
zTaFElUFDmt;c(NmwsCFvKleJagmiHcbHVN!dWV|IzLHG2<;vcL8G^oI37&rpxdflG
zR<ip^vOsioyJyrwz=xqu?~l{j(A4+?WXdhqxL)Y^m-fp4IaxNk%EyTvag*{V^bR%E
z{6jM3maAFgjA+*Ht$qGofkbnBe$;Wqb;_yq4mEW=nM}FmI!=xLpJcD$SChp;nZ*&e
ztB$94sHx#&$dp^I;qcx)GQL}}*K&z08j6-9Zdn!S9cpU1k4(AcTIRNT5W-yS3@2YI
z*21~oci8LrHnL!JbsTw)BM(P)%5J8!qlthU$&_1;fXU1aXHnXa7yc!C#eab;4_(FY
z5#@!mQK<TUg3g7ez8@!3j?uS4W}--L<mo{MBt(kk%`5?7^s-2%tf>I*mKExS6%|O&
zmePB-`-8P}_#d)fba59*?`096&^SExip=tV(K*q?-rvcT73^`X8vsXOk0%uxkPz70
zVw(ISxZt^>R$QE6!v&=G9zM$Hy*PKIX|tL<ZK5%c14&EoeGT+Q+kAQ06Y0GtGZLed
z-kXw)s)({e7Ns{lk&Id*OGr~2!DQ54z(6PCUa>nxdjFbsr!QG?@oB`Fry@?op?9+T
ziPB8C&0c*s)5RBgj-*Vck$~gktIr#QqQo2NTxcrstz^m`bHZ$2&q$1(%P@&)yEfcC
z5PC2A3&4nFuIUqGap=z0K(tt>+Z%+U@5kwEXzKe>GUb-*dncyv-act+|H)q0zbA`A
zSJ$(}o<!&x2B7Hq1v(3wdVZcvx#fDE%Jqy{q_ujXDnA&T`=j;T-Ump~d=*`N2dZ-g
z^eqOW=zUK*E1G)WjZC@adf!Fp9qtcEvwXF^)?Y&wh_2QHF9?RTj>AxNelndAO`R_z
zQ*OD=cV{}UR|~y(yS%?LRINo!`itz<zm+T-UG)c&MTPpKMx-F2PUlGz2^Wwlw;Tzx
zBajd_1NYeD;BK;Hba4>4L==aENPF-uI!Br)xQk4=<tX55K)pEN)auTlv<7_BUin`m
z3q)7>k!yfI3}xm&O=m<?=TDI-w_N8_*v!W{Q!17n`HK3uKUuqbFOnsqtMowVSIl@Z
z4n^z#q;sOF^}mrRw_NMo%P&H%SH1}KWiFKFdZ)eG7XXP-^zs7(QS{zUXGK%*2a+kb
zT<_D^Y-bNfqm>UGF`i?u_%q2ev6}DxNK{XMBb^gXy{{)zZn@s~W_qtWgN0%>&sN5K
zq1>B?JjqfB1J~GN;7YQ5bTKeLDx?!RDisfx)49^b!zE<OEyn|2^?UG=XgO>JK5mbI
z2gnl9MZjKB2=K<C>iolWJ~VZHADME?b<X#AXfeS{a`JtZ>Odi!UGx)s-T#m*8C~7a
zjnaK+JSqmhN9RWq1K%Z6ZaD_T`i~e0&-|%>w)XcY1BvE1ev$ruL;DdWns%mhqN(>C
z$&|;4-s{yOJhuW{z0jI}yuIF!A<IN})<^2yABj5OkEC;=srSRklv}R%8O-m)daI2M
zen|C2d)4=m#iFbFKv@{%pXF9`1_z^RzlY9@ruNS#Q*OETXEE(#c`&v??t$FC@PdD{
zz5Z_`3r1J}fplV_e|b160^UkzM-u_plPR|x0n-@*diotG{eU72&Hg9swf{I-D7xB@
zJkJ$FQ8oW4ofS>ZKTM|Fa?OjmA6pvm_x9R<fh-tZ?Z?i2F&q^E&(qn_M8Ge|l*b4H
z@@OwHH#(|#{62rNcKG)M63ub=BM~4EM@7JHbapfmFq2HV<p|(W{ssU-w*NKux<8pL
z65ZJ!d7{@Ch^qBvbVf9_zJyG<<yz-!{_2%$@?9%eFW=C$e4TW<v(;Yjb+S-&^&aW*
zOGEL*E3R~0Kxal%_hmBWmg}Cc`VGD3S1(z&ZsnSjCH>!Rum5+E1*5C~K!GRW@hiho
zFmM;0Ax#Y2PNv*)45aw{U$fW$(`2FO>OZDZ%Tx3YHTC=7WXdhqZ_?S#i}uR>Cs`sC
z<wjKN_#3@LP38WDOu6OCO?257{GYYE-VP+1<F3cl={S(yp{91{kSVuZyZf+kOv8`O
zcRTg1j#FmmapAL=GwpS~kt`tHnH;FeDVFKzVX4mgdOBO0h*(Re+;T*SFimWT_DXvs
zTuv5@E)sCoN7Qb)gx;a1j$covJce{EVppNf_yhJj{xDfE6dgxYZn=-%p{9;MK&ISs
z9rJ^AG=UckRqElYnLo5w@At?u(N%Bc0joa})qa1M&WWbpzfGpxa=q&()=mDawez+!
zkZ7Ls7V%K}j`R*SRlPl#a?4e%lRtHgy^@b4OGbC1<60f@MEYU$4mFj02$^!rm7JU)
z)n~8X9<od*>Wz3N{d{_dn(94|OnD5cmnA`mys#VX)%#YmOepG&cq;vRdWV|oeG{2-
z%hj8j?)135h94!1g`(kORDbJXdWV`C{sftF%QejHv!DJKn!qpEtM_@bOmx+|0~RYj
zMAh#v=sjxc_h)3vG5R$q<t3_t@d`x-Bt&tW9@9D+f(u^Y%8H9+He5hWva?3FCfN>a
ztMGEXboO`j->7?#XmI05(u$HD0e#UnD<1enQL@F1L~K#AOlw=QH-~2~>D^K&_c*;d
zCc9kM@L=dl>>16HAUr)>@H+3PpyE2}taDE&;=H@dUaqH^k`Oa;4Oh*Fc5G{#f7!N+
zx3#+$K(pU<tMJcx+YE|}F$GNJazCS3@6WArHp$nKFKU|Xr_JRe-wOS9l(1h#>|0G`
zCg5B*C7~^Llc%B69^1aNX;Po9JhsiWpvwO3rh*f)zlD*AH6^ii(@Z3qT;DLlEI&>b
zu?J64;P6qhh%_xb*d_lhbf%t8Hbqq>Jxu37(~bE=vhL!Sf$WtxjSZfQU@1iNWdrrR
zy&iu-mtth4LuG{?38Yp9^cWn9V)K4RXGT+{KQ>jV!NQU}9d{3FwDY9(OO~Fxyi0PN
zX8xV(I4Lu9I*_3GL%K6G@D^IMX8j>48lFODN>js=$do<i#9}vrk%%?TnL}X@1q!P-
zuIgI3YPp<1w*=U-EO7ZMvT$^<5V#>9g9U#~3K))~bEOG}qsf$84u+Wu7}hRbE7^py
zJq|XL<)Vv&Kq6%f4sbXM1p4U=X+ppuQyz;D=#n9DyFCPMCCep42*7X@2;4+xND~4#
zkSWJNz#xhv0zusMFd!iorXO(cC2sSZz1zvR#oSlhQ0#RiJM>L^5PprU8C?+W7rA=~
zj6}iT({x@m@%I#?9J>dM-$!KbY0L;LE~wAWlQy0u>GVZ=o&J+9N6no?pbm$!w)mq_
z^!hhCKbm^|3z@QFSN_OIjGn8xcLV_PU2F48SFPQ!TtdQve^`5)?LeYAJCB7avm0?O
zhNVE_KssZZkeEZJJa!?m_VnfJB}klU4~dOr`RE#aZAh?TDUeuCXG{|kYsr*b4vD>D
zti;-N%hyPVxY8aGmy^Y#i--l9MuLq>0mLPAzBB>xdNSpf10uL7Wh?E5<*QanNO-^=
z2_GiQMHdN4n^G|x1p@cc8PbHn2gsCL4uL(xHUS}!-*C#>^>W1WhxS1D9$7lNKnUC)
ziS{4^gHqt|T{>HuaQHTva?9bcPb3^7J;}-cwDu%-1`^HjBs<a;35E!NTnZ?5q;sYT
zitWjiTMi0kchL}@;y4^*kBKA6^3k;tsjj3nECmvW(HYZ(#35wLF_18bLWw{Y4`&#V
zXkj30deB_e3-uxS0JUll#|l|Dx^Ub-$wcw7C>Si!xzWU6kx?EC!7RxmVRGnPx@67L
z<*Sx2lU&m~?3H^PU7VURtwfI`G$=*OH`CeD)bfpF%8I3VD<jdO&{j}#tHPB?z66|E
z9;AMOEFaz3p1AlZ!%`se1f4NWNIXua+;T|lt5|)o5F1X(Z&=>d6}A%pXAg=$ktL)H
ziq6y}KpvO^i{H~((}cwfWXdgv#cnDrmakvGRt|Q~{g<_o$N`Dw>{<e^k5w>dm!E5S
zr(4`e@DV9M*oV%OCJ^={Q*JpBf{8a9Jh7d*Zsq!r1F_B?3aiP&(KQW8i8rA!DPVXF
zohwZ+oJ^+NaxerF@;t$<Sh*^^Ok8Y_g^S3t(ZxbiLY_P%1qxf~Old-)PNv*)D9ln9
zh&9X4kTw+`w8z0cWWng-An+(*-130qQ9y7vog+;Uyo*e^<sg`?f<Oslea9XJ-y};$
z7X=5UJB`stUtgoMqzQwk$&_0TgE=Y;)-74zwQ|X-RcGZR7Krixw)Pvx0g2}Ljf>ME
zp$ty35-*aKIHC!Uf08M;93Ij+2zMbju35K!?b78NHiX>BL+z2#*)(J%o`b04Qb4hQ
z&Y31C+R2n-Kw%KE7C~<w_B0^T!k~9BdlPSzN)C)`kH$@8&FC&&N!gohBntj|>AYy-
zufQmeg@AW3Zh=zpuh(3;4X?twSHcxocbmOl-$s|EX0$sgZXu0G(eIn-JZb9pIx=O&
zzFfmdj9#caxIbZHTeWiaN;wVVGr*E%jQi7M!RSu!r2R=?JPHUtMdwHp1fL{RZaD~o
z`x7R#)l1fguMhs#9tFQ9OGXz3N&A!FfD{<~lFpJQ41P|g+;SKMQ~H_I!q>(2dePbv
z><%QFvmr@J>GwyY0ALoKA58%4N~Syp0T8+@c8Wa!mXpPzYXs5(5Or7VBsxEu0C+W-
za?1e_OwMI<W<%Fn`RSD*djwR;a?wRVQgW^sj$#8UbcQq`P$E-qIRt{KFuu(4s#o}K
zdmy}nEFE1SB&EWH2c^K_4mw+!aJY?3x#e(B_6J?-m#mcY^}lM5gfEi?ql<*p{Q)13
z0)j8mIno5d7s!-jKwuC-5<w^)iZCG2!XT8FdD&Ghlxu~ada+WL!cY_bW9^;p03@2@
zoyKHd2FIdca639Tni%{K!{8VSL<Qu~Ian?B$N|R1_L^Npm!(}GN*$4+--UFZH1#{5
zOj)rp2Qd<(7l`uwj-c2s7%G(O#rm)`%k#jOWi;wsvUGG;n;5?%a!?8!&Z4uW35V0k
zlw;svuwIBIhZ`LO652~n=0y&?FnOW3H{a7=EcNDD4n(M8@2&QTyoszJT|~zCKcNw+
z`5QOTIno5<Tga3ZFs2kQX(kNn!ubfn;Pdt{_$*m88NeVgA{7RY(K*tD!6RhKEr)>@
z9Vu+tl<zB+N_o{$`J+7sen*yzE(T(vBcb6a%hGS?3~55(S7gd#1p+;VT7Q1fDfbr3
zn?hz_zqajd{gb_cM00i_f%nLR*?hs_s5W2^Iy;&Gm`$eKasYUF-p&O>#Vv&rl$Fib
zSV~I>1*_~)u#zksT|*Fabgqm^g~AFtPnu9zN~YX$D0tzBzG`J4-&^ddhafO)4}mRY
zq3A*&CM(7ti>mq>ofl2j50WXjT=m|8IleF_Jb{q@-)FD?_mCx{tN$2ZKpv0^f_Ksx
z(geYsWXdfEffpJ_nH9@DRc8QJgAfM3VUK}l$b!+uK+JimG#(WKU!n7(34tfclv@q~
zZwV;Y@)(ca5`HtYZJf0)_;0dMbk!fT1o&f7RsRn<FPf_VE17c3Rqt&EL0sKK!;x{J
z4twn%3?xQ%ClDNt3V?ZZb~FKS0GV>j0pMjzfy8?7y`7TN8#4Z9+w1=fvRHIyf6RGQ
zU^J@wyXf3#s{b@H<(8{on11vC73E)Tuly^>LeW)zyy@p-QB{8#ofl2jzky7745_{{
zh^Nq@dH-Mbs{bfiDE6x7V^LLqKb;p%)!$2|+;Y`>K0lbrngbEwsN<j?+pGTvWWngF
zKgQ>m#-l>uIXXX@5O|hMx#bX;!f$a#9!^i$&f4Lh1SFc{^6eXaW78jqCt2}K-vl}<
znrh#HOu6N1_x$}D?Dk{)z2oeae>7Pxx)VPp@*f<II`5C5v!e-s#bnAY2Y~1Bp~ReO
zwNeeO`u+CWcgRA~)qae_=Z{5IeK(yKP1Wbglv}R)UAf6eaYZ`&H`(j{2C`IibszI+
zo*0a({I}4V(Nz8jnR3gO@5TC2UhvEbB&78fo$%!UtUUl8BTGgX05P$Cc|a-%9-%X&
z34({nlv@r0@BTZ=tn6$Jnf~9|YyUT7k?3lFpJ=bo8;Pp+U(q?yRQvyuDYsnhUKMH-
z)?lGpFBVFr;pin`@9nKU|2=?2b3Ff;wA83!seqVGXG;?hGsu)%4v5K~C%|$(q`c&n
z_5fHxmWQqp*gM7u@L_mT6&t^$bVf8)ej=H2%T?}~{(2=U$zzMX)@x*u=xRO2^m`*w
zXZj$W6HT=bkSVuZ?cVVY2y3uXD@KHQ-(#=(cap`TtNNJZoxo^R_1{V7MpON7CsS^@
z`n@gR&|q(&?&Pb5u+R65z4pICmWr<SW43%^FskyOq%)(b{4bIzw_N%A@m1cF7bM6R
zOOWPS8RQw?A@Bd+_DJ{#Swy->h^fUEGcpwxf2DJ#35!3IDYqOJUhePKLb09)OWN(^
zdrFm>a`b!fc<ZgeJRs4Wtw2ofuQDbT3J1`6(uBhPWXdgvf>*0CAhxQrsaUH!RRs=b
z*u$ZVEFfL`5c9BM<hWEwoJQwM6B294lv@r7@2=q1LM_j(R1FmCbp;Gp*n{CRvS@U{
z5OY^BG$IuSZ=iFe34_;>DaXLT;MS?QxcUk9R=NQRadGv(7>R;=E!0)Kcw4)B9sGOV
zHurk|&s+FEZ{z>m$o}yLBDlE4o{Kf6Bm@_WO-Tq@EV7ZsP`5j6d#FvhacW!Jd@NPj
z?p^@$>UZ5LmtK}H+FuGJM<%TE_J2~i=Q;93j-G`$n30K)K-gcYmJ0*Uwtm;sya>lU
zYdQ-~d2YKlUdr=ZjKt_j?U)5Is!0&%zschCq;xcN#)tS1vXnG6GP0M5o;6|tojxcO
zZT*$bho&|BbFvcKN3U4J^v3WzYp~YUolSC$hIu<!d%y<(i7Y%|WqyqWj>8mfis2|~
z-Ji~ordszUQ}&n>CUq}HV)XPs#n*qK2B!#;W$Xf8EDLm;MwW=~R1U<&ROR!rD4JhG
z=SEZWr;;hRT=P?X&DVwpx+^6~^_SVJ{taZ2=&C-D0i~+m8;qj+*U{P0)cu8I$}QKu
zu=;+^V6a^H{r1|wmn;-r?I&7&e>jT%-%n>qQ~&QJQ*OEb#oVvpOL6kMx6j#Y|5>s~
zbhV#2_r1X=y8jlP9ZlVTolLpqy5GgO`~8(tuVnQn>}b8<?*Js4<Lw2GLR72IhN9?w
zJ32F(djHQ$Pw%_>dM|8&V~|33NiNNIguU_?)8!pmnoo800|6~n`C>c@0v6FZibTLo
zZEfS)@PF5MU5E|&LUI=^Hvzi^pb%RDsoNe8d9rA9mw`YYR1_YhK`Ed(m(ErsC{!$*
zMW)<xEX)*GfZBL$1q~gGzQrC0BV@Vg0wLKjG)AOGy04{kq=|v6$dp@-fwZOJ5qktY
zM3#y!0>;lR_8y`t_(6JynhO3HnR3e&EGD^M7brBze`T-Y|0T;sSH+2w+#ivOfuGVj
z(!{`z$dp@-fxUf0k9A@2(kqm_i!}JNce36F%m5P2*#-piVAPdg8JUWSX>`ssF|iAo
za?3H1uoqlv4}ufP0?{=HX!8$Mb$bH6LrvWtOQzg%-KNC&2JQ7bKo$x`zl&A<y7Ue;
z^}C5ox#jv5PMeno9$L}wv{&%k$x_i(aG-jDYQ??rsQSN!&X1=4w~;BgT>rED^&HBV
z4mtTcJpLJiz?1e6_##;_x)2Dw^ru2V3`s@7=jbeHqTn-R$}uP~$S@L#IXpSQfP^?j
z{sTF4!5fI+g6El7aq)E<E+9SVz|l<)n$%S-U>WG#3P+BN&YD2=hok2JjwdZcXjkZq
z<~Vzr69LJoj08PHDDz_b6Fq^3<#`lYp57QmiqPR?F=?t~Byh|C2{DL=e4pcV28QA>
zBeJ><r8A>xkUGhfJ?4ZdSYS#*m;w$cD^oDph6^wSYm!Vsrs+~FwQbrN{e^n2Sj(*%
z8Yp&G>aUiL$+o~?Xn8Tw;KM<s*@K#?;DkLGG$kQGG{8t?nU%!EJQ2ma)hU$f{gQxh
zZI*yXVm6L9nTkkA`36%G+EQ*eFwjiQd!Ovo>$tFOsKeEFr#E*-vEJW+wj}sZHBIpQ
z%!SwtGSLB5_K}H>t-wS_iO(<9$@`?KIE6+&&Pc?rgV|e+y*AXH!Q7$8=2n(rkfl<t
z-tXkr6?!%oHpvdfb4?TTUUT8*%3#N#9YxMU2e8mF=&_(IT+iAI`CFzW1nj@g^%R%x
zZHoE>m^K!JHU<VO)jCtgib|<e*@{zPb)|Qx<j9FHFE&jr2XM74?kF-|m{$54ymSnB
zyeRtlr>StoB>0;tiKgqPlj-NMV{=QZ4kRAu3gz6A5<s;8Q)bYq<{IAklAfN*P+87Q
z-GApMt-vFlTvLa2KpA-8s-sZuC@`*I76Dfso=@0O@VHWRwlA<|>A>%0N}}mH+mGq&
zaL`$$+*jN*RCRJ^Rfej$CF@q^PIZRm>9nkAO4^Sr>F|!81{)p2z(z-5u-LH~*-*5y
z#8jkWCcVm(#3*Uy2r-jjq35~$xuqpYg_f51P0iNI5&qPHrJl3V(ZkqKw9;!TQlXWC
zDT$_Q<#;w%j`X|%s5XX14m|=iY)*BdXYCe(;p+`4EVM4Ysc9-ZmQSQ3xx2u5WQ!A;
zIk0w~=>rZ!x&#gtZC-7v3Zcy_Oi46do9#@SM;)6x37o0AQ{(=GKhN6Nvii}5(tK&M
zeW+=gJBVxUsE%%rAEq{c!toN&g_5eJ51NWtXz3nP5>40A?o3NZADdf0RAzInp&&^s
z&ooUdyK}7^-BBGXOA1l-@D)=b3Ozh&N+PTWgV2tM4)JZ40SUoHlfnx#mh`fCE*f0)
z`5_J|uZ90<8W3jAg?CwTw~K}p|AiQ0gvtDusRjiI{%%U5>Eh3=t5%@MDoVay!ChFj
zvIX|TPPMO69l(b+q)9nvVzXTO{pUi@oRN-t1-D?xNC$ZHJ|oInwjXd~>BaADN+PTn
zgQ<nH6QZWqnng{G15Jl};Zm_mqVmzdSyI|msY1YKpxEPY>{b=KtA(n3-*inzD8P}Y
zg;q~BRgjo`r!W!*AtqxHPYuQLq&YOuEa{C*3y1I21<kb==O$Ben#PEBWBx)QV&?%^
zlIrzMlj?5VT@cZ_*l_5Z?1g)^DG6bZuHgFl5EN60tk|#;suV<iaMfNhf5GC@^O+VP
zQrCzCiR}<rXy4-oTO#S@BTduGe6E+p5j$C6$alGsA!X(Gkg1r3Rr#PPiKc66Po^n|
z*>x2*d!e6`D)rndcrZ^=%{Q8+nmxH{4(q4`2R!Nn=W`t;<UrBIGp2$Ry7-DIiLfpV
zS8-kugBwNz5`v3fHjvDZ@Fp*TbB?YG9PacxRS5&zP0GfhQ<n0PUFO2!3b=A!r;6JD
zW2!Tu_J5g@Xu7~>;-&_Rm=;R8^-c}Ko;{&m&4Eo5{4BPs;hlF>{mvBy%mEH8z32T*
zNi<yn)7Cg}gu47f*xBVyaY}=7Zonx`6aKWhW$3uW!Hzrnp<~tFEjJaK0RBm)B(&vj
z?D|gc!aJ+EN*|s+)ZzUGc{9JcX_DV{ZXJ8>sPy511MgYEe7~vSgzOzgB6c_7zIG?y
zi}Ffjc?Gj>0*A~!4?ZPSCF2VV+adPjUv`fl*XF(fTbE$#QfQsJy?Yt_v&MZR{Jhq^
zg8jUb{k#f(p4#SK&Hm#W_~~8>e>LP@1Du?CyL&Y<^wV)b=Spl{ZYmoQW#Y2QU<EWF
zA-LfCJp&SAb}VnsI=t)3GQ3>x)YxvD!Bw6e_cd*H%$Qr`UBg*vFSuneQz9Z=A25Z0
zm>%ylB@q_Bf&RRJ%IQe~l~~`(+~Tb&_BlPnJz(`#gM(G+m38`TMmoh&r3FjAWh#83
zzppbAqiWumzL<IY<PHt<_8n|7^R^u`Z|<}B3mp^pUHsyk(AeRhc*brrH+FBt&zQ0M
zt*NAhnc<Q$fT=+GS8cd}(BbOQMfz^NPG7Fj2UU0T1BL2lxS+@iGRt_MH94Cd1&%EZ
z@4G@@mM-j6Mj{^XabXl=bFuS!rw_^&ha>BUH%n|I6X#a_9u<e^P<sh>8cNV09GG0{
za#jR1Lw9Y?AWPYkm`G~xB1<efuUNtN$T4%h$YP@`V$rEJn!}KY#nUu8BSxuiGESp&
zshRD*hD_NLp)h-=nvxL4mxIpA_%5*Lf*TJjE+*S>0ZYJLqq_v`j!Qtd0|8biVGVdU
z3@VG<dmLQa8t@KN0Scez4o0H&YrtokCAQ=>;M4XJ{FI>tGhYK{M`1Ix2>gsJW@Qoh
zF<E5Mi+}>~kz@51fv91stH2NFY-+9o&yguBtH86SB*ZGfVP|E3KWWbeHy>79+-AcC
ztO6TGcNJh80U3goL8mNl1QzX*%_4wfOIrjMLSL2}f%%L?>lcAF%@SMkB5<m`1Wz%P
zVCIX!tO#g^)_@DhQdZW0GFf8LYk-1p-HkxRDAgrkGo4G#C7_>7Sy=)cQxakc;GnZI
zzRT^o;Ksv>i-T;qfF%I_d^Dfw*ekFRV3!3U&jKIf!8}Uog!vI*EQ`GWjxTK)c*s<S
zVlVI@BhmV0;JIdrEqNJu)?R|&GL&HE%fKF<fegblv=qEZmb9`I{F5xT=%oP2$QU0v
zfwUb6k5pX_{zm6ib2<16nX<AR{Lz$zSPnS&tPJtj?YZDa#EOfL*>C~N!P%p`98AIG
zpjd{SmqMv{k(_6?a!NKU01hc_1y})nS#AWDG7_y{0s5OIw&WGSv6o=Cp#(Eu0VWGX
zhK&AoWZ^1C{~EHOqK&=+>ybnBjJ_D0YUi({GpA|iFDFx0?EEFBB!r#k5VNwdd3!Fn
zsj%YWL>n%^&TkoAJ3kBUe5IT(bXSK4`T1|y;r}*_C<})lN0w&pzhNpp;qX7hNVMME
z|D{=COE&j^w3p!T3?-Pkxu2l`Gi3F5pGt+MV)bVM37UfuZS@s&j~u0E^_4NI#(!5j
zkDA7RDw(ok{3n}|5XPSa&dTim#uWB~3vM{9xcG_<7hwE%8(rf+%`^URmm}X(E!5<C
zU_GGNEbKlGD$VYnZwew|_s?S_T5tC+Z<g4S?fxb95`4X(1T(k$Q@|$rm<*Zx_mah{
znEZE>MHOxG6=07n);9V6@KkI64mx|9*8UDMWyRXxW=cZXSq?KRJ3DO81veK~T%2vg
z1z7tNN7vdnT>T!b0#I_iXNRQN{_kN#S(tnrS(?dz!Bl#}<Uh|ywBF=Tg{RY+BDQ3c
zKN-5Exvt)H782Z<k)TU3bCZv*z6{Ke-Cs<Wv10cZk>wR__Z4&#Tzz?rs_|b)=TX!6
z&nHt>jQ>HVB!uzjfU`2YJKA%>4TlvMzc4jlC<`$DSB$RlpW(UsP?06t^j{28&BBJ^
zxYA7jMWz}QhHEP$K{s4kr}^K}EU_h<{@d&&c(b7dGdKOy!Sn}V88ZBjktM7c{zu5t
ziZ=WTwnvW8cKCxMRL%ZFbPhGm{)1%7irN2|DG6crIoPZW?v3_baHC<xMcsxAF#G3^
zuGw!yc*@RJ{^*?K?oXVajm^hFrP=(Qpf5{jbvz@{dYeDLSz=4J`3KocaIT>QGq?E|
z;qfsUGWe^=;#Ca(O0uY;4ZZ?wLWIX3o@(t^(Am?p_Dji>6>EQ@DG6ciIn1o=Y|fqw
zZZ5327-z!;So`xv*V^ylIr)QyYGJ^EYrVDn&|oiAK<<^y{w*-7EL?pYU7Fe7W-3A9
z>c5SVXua8guvubDHv1p5m*7VXC78L{-wn*Z3eJ%I|1Me1iv9mKS!U7pUqSfDaoP^Q
zI!<*V_y(O%&4u6@GG%2U_=+hBu@G?JS()Gu*>k}Sh!q!aw&4O6f^nm}5bPrs0!-j6
z4NDtrX)!op*K8I89AVmGus`%=xd+&nk!by5u(VlXOI{34w3pxsh7!ztG1!YQ1`z-a
zEeL&NSt|=d4_R)}3xb03kyld|gov@Ki^BPIUNskm^T?EyMd55y5@J!{0JJj4$J%qj
z4T%*Od)aUSi^7egyC|?y4>0GvOI`UQY!C`qR#I9IJ_>`%Vsn6lOIr`_Hx;1R9Nf!D
zw0=E!rdeW3UJt%vFTp1bC7AhoFgpsHp{3wYWHBpC!SBf;i(U#8fa{ieh#IE43cNsP
zQ*#w~o=jO;1%6>lLaYKDcK?sMGY^oWxE}uk0?K`Rpopl*<%)_ThzGZvi(HC=<LvIh
zPP4nS%*-N-_W?4xD(ZU2Bi=_m@xF~FMx*iidL+ig#M>k$8jYHm_<OHvx@&r>X1ZQg
zGdn;2c)f4gdi~z3*Pp8HuI{$t@ALLvaC}&KajT6NFbYgJ8U+lFKK9o4u8W!*;9YP2
z?>`*cKOE*`C_&6W81`j(4sejE3Gv3N158a|0Yj%fWYlTKH=lds`5cVfHL(ah5}Nl4
z-grp8hcN~9-b&NFi4nVonP~qJd(+lRTk#QlgM9|iFwCF<Gm5{UuV+q4<_*+$kh3cd
z)VGo|r5>oIx^CT9@0=|sI(dA)iSC`|_<TLtvNS$lYidG_&%DU2M#fX^z2LC0^5S?K
zF97vjON;vM?xzm(AH(|>#1Y1c8O9TY`G1<`Okn;W%tS%V7yb^o@gUhRCv!umBonLi
zK8-POz*b5ie7=}}OxpdhdZqh$Na(}dpCi@WtL*W*0lv?}-(K7gT(g`M^=2jt<~!8a
zWEUS5`sVb5q8kn(cY`!C96(N&dSs9eg`77v74O1IIYy~d_oI8MIYR7Hysrx%TcOVY
z_LA~YIcrg5%H*kY7EfQac-H)xktqwS=1gDcyTnv&UjY$%ZnurYM<kN)0hhK-tzF;^
z%FW4m8-u$KhOJfJ+<;mE1tOQ~VmaM+&AM1dww!fNoER--CJNFb^a2_o7f?;KzNWbz
zRxPkAm9a=oB9+dYU0wiQ(#ArGA+6+G=`v)#c?GFLm#3Z?y6c(+w2^GN-3uu9Lv?(#
zspQXC@b!*)h4Z+5;XFdlk#6D4uqhmTrYpO|QzFiTbeA;?W((PJyBEw@6>(B^kyI?5
zu8&3dH@s6ookl$W%O}rg_677YIcK^BwA7}63a3CO&<FGoGz;o|vgLL!sGa13!Zmm4
zc!U47S%U^z4_f`f1noRQw{)hMmyQ>##GO8LcQwnTC)sklmx+Qq@F~SeT|AYBk2J%`
zABon~B$^x3k+sqK=2+gqHPya&4kzbKw|FeLQ!E8CcMhS4pjl88$(Gx_pcFG7%w~Nw
zm5x+LlX(TyWM4oH<Q(Z1kj2a=H)OeB9J<Sz1+$85x!nt9PkEri?BPHaNhkQXpYp2a
zYWu3WlAI{rs+nUxW=V0&rE?kGZ_UzaBU^6w(%GYU>EOo#@+#*=`^tHqoG0DNnH^5$
zVAyiuJV$q1vv8gvTW<Hl873D_Jmr3ANKrQ5+Lz7O<Sgly%@O8h;}2RcnlI^2YZlEH
zWXtVdG`q@0Qy*`Lr<Ip<_84S+TD2RP*gB_G)6FX;Ct|r=hR{9MESJG#%k5q+<K%K_
zN+#g5ys1cRT~j=XuR3bNg|6O3omAdnb)<a_%_rwgmpaFo*HBOz<ieUm4@0xCjv!lZ
z_re-gxUgX4$1h`WBITFUDfZ=bA~{>S<+Q-QoczJdMYN9Yyk-$KlP$M<5$!G)QK~M{
zTwlv*6mOI+_1s}!J-3q6q+30+%&R9aYPoD~qI<1bHrJCaw|m(PQIt(O(WIOLy<=Z7
zZ;~^lTQSotD#i;~E|%Bn4r><6D`d;<UMz}BfvM)|LNn&h@ZwU-yXPIj#MYTHTU-jv
z4OuRjAIaU?s#!2UkS(`+!R)4>OHRS$PiXeDub6$dTE)z?08DPoa><OL`>a_qBgvKv
zl#IdBSh2>JuOl-sA=V3xF}+_ayx=Prt-R>LyePP8$#_ZW_S2&2=+H%p=44GQm$AO(
zY-#erp*wVr%U@Rtw_2l-6mut4nWMn{o|@I^SSpQ+hO?C-R+p|ZEjF>5w~?7Bht;J6
zu}gT5<S@+FA(xRmB%88>M!O4g+sG-??bE3qt#bOWU}sjUqm{b&Lb|`2q&mNN&zEqm
z=~!hh@>g9>o4j~(WKq?Ug;S^disBjjqIi;?WX(mV$AwT7#S$Ua%VYFVH0$MIvgNFE
zVoZ5}nJ7r}(AS{up)M@EM+nC#Tga1lz3>b0&~gU-7jm9-2_r7>fcJsJg_<yxxxvdL
z%BOVaHOuECvgLL!pHac(6G=uJSLHA18N7pa5$ymbw$5poSke<x5%Cnrr8JNpf@Uf8
zBU>&|N(NI?F}vmCr-2E<!*flK3E>5wzgc;~=hy}&gctmoFar}J7k@K-G7Y_er}>7J
z_G!Kz$cF3*M9McGNs^C#HUBXn-xDl#jx^dQOpgR{0#MIP6g&YaJPkBH_v)ULI$!24
z+*+Ay9ie-^C1dP-`xKvBJjDg)Lnaw6{sdn)F{1f0e?K|%*-{iIR`-(gq*?Z@V*=;U
zIa3|E1Mi|cra2DXQM_LZA3C8=blK$$e(qd3ZTgJKOXe<)ELgVq7+)v<!M>B<rRP$4
zq9m~`=lRS+(~_J{_Qxnu@g2ICnmzs|*|IeAc%7Ljc+7`h8iU0l@1<?=ta;OqshaOU
zkM6#s^{jPUFcHSARW6T1C=8I}luD#C-BZmH=}5NR?j^EkPKo3_<Xh;X%R%<VasW9|
zx&wx|Z=l1HA`wevvmf1O&9d2tY`NXbCU?-8H*0<bsj_JC^aZ{_CuUzL)#TLZ7Rm$?
zReUi@r4gZfsaYD!$(Gx_H2UTcMRCdYBKxAafSeTFqS&8Q6xryca%iRdr&$gevgLL!
zhuk@cONq$5$qN?1dnA0cc*?#o9w(<qw=igP5GhWnL>{4gs#zirk}bD;iR_X?4Dqsr
zRmoUvb^e-#zuFhcXXFHJog&GPR6cwCnC_`&k$gb5-0nq^dkP4T@vn^~`9p50bgT*9
zpP0ml-SDBe+E{%$ns;Ys$DOQCZw7&ht#f)K-YlXsV+{;lE~EZ**EP$i57~0Nmr>42
z19m$Mo~g}e%nbW#nMzKKE@Q;E33aLkZ}?$^a#0*k_fWGa4k24^_oB!>o57UT)J5Zs
z`DKx^FN-E}YIMtDJZa)8Vw4M`f$pPbVK`*V?Oqr==FCiTZ=UCkFW1?Z#?|EH=#~cU
zL^n4|xj3$*d#PC*mys>EdvWYqpg5H40$#Q+kr&A+(k&73xf9(%1^$jLp((Tg;CZ^Q
znuYQl*>bxV%CNjb$$2|W6TBoQmOs+`+rC!5C1**uR>V7nbZbQlSLVvsbayq&<x8^V
zb}yIwL5IEjr8e4<H|Xp&*!rYq4=}NHPHO0bjvJ+19J|rI)GUr6WXtVd96RT+gr%(k
z9ym<ruS8pHUmr)3^P@|VN#yxzPM~s$%%?l5St4`DmfO8Va<91JbdF_?4K#TKIo-ZO
zP9dj9w?f1>Id#Vw5vN=rC(`}YERc0%%k5quN`@$BB6rzW$Q|VT=vIg!LwKNaiQGze
zRI@~GB3o|v64@zlm`TDr3~OQGeEuZlUHbxghnyYV0+~o2WV|rt@_3W(re=A(PPW|c
z<&k^G28S4)H{~>B+nueashz>Z)|sZ#ZtLYoDi=vdx~G~&^5g%1MY2O4L*OP&e6@74
zdw_j?>_^YK=E}r_$OOp-DVN4RbSE`SV+`4HyYnM|c)=TY@C~$vro0(ywS93!$l2L?
z!;2TDTpr8mZfcgtGP30omB%HWDmql)zmcc6o!mCUS<|JWqRw%WuvyXOun!yNUkc#~
zjOCZf1@>jqO3spQnb0qVxKYYglA(L4StT3EmP=G6g^OeNyz!+45E4tm95qrKUmLH5
zcX{Q}<Z=5ld4!xM-7*P&ggkcz1WrZdc;$k5knXQ$!E7O0Zuf%8c_f(K`<D}#e<l7i
z`-=IPoG0Ci5$|Bqy+Wc0ST30l=niX^%==`^?OrlNau`#efF)b;^|3<Fj}O|#`b?)k
znAkdJI){>GvQnsWne?H%s#zvI$(Gx_OmgQbYno%pmWXoo;#B(zIh>pvU7XP7DY;R~
z#c>GTOU>e#NVeSW#W6I8A+SghzWN+(uIGyv*C!hDZ`(B4*GL07N4hm~IEf;PVC7PA
z=+0`E$||zu0;OW`Y`b_oo<AsRU_v||f2-+}hr$c~7_yZYn~FcYX!5`^JICv?Alg_P
z^*={{ANe5At>EHMgEui(aDb1>m3p^nJ&6bIf5uD{eBi#|lc6Tb4R{)yXC2YxdkW)C
za^|xKjd&XTb#k6`JFmdg;5ofknG;slG4aZ@SLlvuqUNRI{aV7O!TX8?R4Sgn`q937
zf1qbk^J;5>r?1rA>qaN_^7nNAG<*49WXsZk@=s=>;Bg-Q6W}@JAU&0|p$#v*@sCxH
z8Df3%G7?N|os*XWw`mF#h7_k%BE#vPYL>|EWXtVdB13aZq^3R=ZDe2Q#n<4o>yUZZ
z(3aWP$x?ETbjODR)6)WVq6k(V^cT^c)hv|-WXtVdDtqRX%E~w_2#BWO1FMmEBbzb7
zQ&@>){^`s{`+7N(oG9IT5g&5F8K3tK)&liXC}O#2PNRFQSu`h;Ew_8o49O`Pyll;D
zrn)847;VU}mM!+xat}E}y46zP5?X<3kwTTr<W9P)nq_i3*>by=N$xP@%U!Cap*m5Y
zHw?XRUnuX9bEI1+v|&gQtXwL;qdTivDsPi5w|l8<uOdqRt(%^^T2E-Zfr+g%p)K&Z
zUJyzY&vAC8`>0tM+mJ1nU12Dn<D6(;7~{#Q(M1QnFnEkIF~-q-)GUmB$(Gx_Foxw3
zLwY1BZ+KZ{Un8~TEa}!rfhVwvz(WdGE|)0XUCnYij%>Nz%Vlt0xriqV^6I3`zD_PA
zr$@I=3Oqqkq)tSfa)F#r_fxY#&LvxJ_X63uV1eXML!Pm(kSEFc(XEgIPf%!8h+;1C
z7~N6L5_y<xx!p@-bY6+T@>Y0b4P0m7&rQRPrbs#!X>N?C^O*95eZ~BRoG#sp5npH5
zxnhE+HihGs8S^RKZ_NVwh-|st3uuqL0!k;N?Bk@cz%do!hiG2q3?6EI%CiHQ*gB^?
z1y-vSVT~eSxnu^?9o8(Feq_t-UNXDqm5jXJFRx;bu&<cu<TUBBrof8WA{8UYD;LZZ
zy1$wQa~RojyBAD8W8?(p&u5zLD<(<KlWxV(8KVeTE|~<~Va<}MCtGg!k{Oi4nEFH%
z9}1P;w|BjLkz7m8jBb$}s9wWX04rXIa#{R@?xJQ{TtT+n?q!jCm#4W2r@3sd3-<<V
zW9#xpomcG3<0W#2bjyQwmq!X!E|VANu4<OaFUgh*l!?K*K(VxtuYEEwAr?5kV7jnI
zc)?fJS$VOw7C3fZ7OhJpe5>sG?na%d>z40cMZb2_f}Sv9%XQide4<VLv(+S)H+E+x
z%3*oqb}Z-9@>e&GBj-IEqgdUzFF8%RT{lWSFo`~^6hUR(5^EbP>27IKW_0mRE#cb6
zL0<fozW4Fxu46mSzK4&cr&4o)V}ZLnsvh=7D0TPIbRRXldkNWc);WRmh0H|h7CH72
zb)i`DdM<cl`B~3R<ecap^ZV)_^92{YZlHUoSqo>7Ew_6u>?CSIS_hiTiHGg0;sJ7Y
zbgQDkof{=5q$nj;+(-9Qvp()7TW<II$QeWM>a=o&z(@AA@n>>obZeu)3&54NAtIEg
zdw-;Rs96=iCtGg!s@P3X19K+bFV8!H?FSzzvm8=-g9+MfTem<8tUfDPAX2b$t@NNf
zt63}CkuA4-t>la_SS#Y5d0vqmW?v+e$l1{?k^&F=7Az7GrCc2o=w518$AM(a?Oq+*
z`$?jH=T*IZX~fB?(JhSv*GCJMM!`2;t)#oCSr;{A%LVGf;Chj`<it;m4NQnLr4gn>
zrSO7ZbFuOw;KG-|Luu^6-rn;PwaxXhq43F?bgVJ$f5P`J@*$vGzdIMZ0w&Yz4%1o^
zm%VN^H6aRtcY#4KibCKY^ENOcyolR8Xb#_D?^fFHuy<PoO9axfRq>d=wmuH2wlJKa
zudsh$+V`S--e)H0S4~Zi%bwE`HO&ohL`Ku`M5FJzbm!fv6I=CBDP;~m<lVq%uy=iP
zL%ceXu7qJD+js7dEtT2+Y>|)Bj^G$=x|}7xNb`@TJtdBhA52Y%qm*~H)lvGMjTdl~
zZZ7Rn+I2B3T#CUrsB$mA91>EYVJtz1=tTS48P8164^fl%Ht?5X@TB>2wtQ>ltaV8K
z!3oDEc3CCg%7^1J`;;y%VM>d?3Zsi6*Qb(mo#l<VQFIbHM{1TzB@W%?Le$?+mDxbD
zu85mMEp%5jXX0y%_hJce4h`hNS4L}V@pF(kw&cI8{5Jbey_ud#<-H-fQ%4u?R9{^3
z0eJ)6FU=mlj%-;v*SeaSDBb;_9kZnnPr=6zYgVV>y`YimWMXwJ>Er2J;Fjf8yf?_n
z(LKh+jUlMz92RGf@k&K((qaE9-8;>qc$sXu-HW16wkVR#jge@5{`170_OPyn3NS&N
zqUzSd@BlPqLz1cRUvf9KY8Jr1$(Gx_00#LB0Nz8;(pZys&33GP8SK5)%0RsRN{xhU
z8Sud5Vi-ktOtTpFB3o|vV(6PK26$yjlL7}T?Canda#D10uvY*M+?eDNIEwC*W(h1N
zTP{!n24}|N<eJY$4NQnr{FEu!gctnG#>$ID_FnK)Rx2;Y*?0jL8akEsLPH<-^3l+F
zv2<Oc)_=v}e)1u$J{~cspeqjdnjQ_}YSmrLMBytA$946-n~?orLiY0sm%!%}oE7lD
zP6mF$?<$<jKd5jX-(0{q7xK-;e6s;Iyu0eKWyf_LDx6dBr~dfUY4FpWPR{B0ivjqH
zGvTL<a~6{unA`|*PK9$eQ#OHg2I3!{gFj)DW@i)ZVoo>bY~0f&C&2%)eZFX#DRH>*
zOj#BB9X4J-p-(7nq4%3yQv=`QN)MeEZH%sp;iX*PiOrV~4(-H7UFsNCP^o`mnmSSH
ze_<v{RqCv)_gD`F$Vz=A{)7cS`$zc4DtkVw^!W}e<4X8{UcB>J?at?Q+jURsWIsFJ
ziMr)sTh;BSrpZSypl+v@wr+c+V)ZNW%L^5enrN!dSF@Fn&@gHiLkg<d(WadzYIX!O
zQMhLB1k5SFTr%t3j_Uu|IJiKI;ukNwu{B<h&Ac<21>}5Y3shXdoJUTR8Y5Ddv{rgE
z*kX5q*f%;@p=4bX7c^(nUDKS%&LmrwCbH8^O$avd^0H#Xo;F?p8#a}e4Fd!lnxaW~
zGa!7*$3KC)00Ihw5ExhxAzDq7CkT;YCdz;ieUK0$r+J*Xmz-6J6L*o5rRIdxF|FhD
zIUxd+PkZm6JE%#ETgjFsTHIu6LePSjniVZJ+IRu9IJ300*eQn=iDY_ZqCTFeh^&p)
zH^+Rlihn>@VK4*33u4CKOj9VB@i{Y52Fw`9nBiuYCpHfp{f1LhD}kdom<Z#FxzszY
zVtH%e1f$6xrA&_=bT2jOu^rj6M2{|}CImfr(OJ>s6VuYqo`*bDT6*-$rAI0*t%5od
zk{SjzFsvYI%s1^oL5(@gL>W+{7pDf#XdW(7<eW;lXd<UdJ<pK3rFB2TJR^}Un5=u^
zoTP#7o+c+8vSo=At4vJ@PVh3b;=~a)UcfA4d}%q+U*?4Wl;l2$Ck#+vTtT3?+cb9q
z6hC7o$^aC-b3u{+hN1r>CsiWFYvf$1Ng?%1tN28X#>9e?Lh+)+-_ZTjM8&VkmL*jD
z%G88F1urx!RNQ9c1)u`1j8@Pq-FUqwzkC57!>GtP)%Kl=^xrESR$yR3tmp&#qD`!`
zRUlZ=lbN7r&|pz|@e7=N@Czg2>^^T=aR5215-j#3Crb?rsbh36U-$!*PeAseJE%#E
zF=WdUEk>G}5VYW>W<`r`HeLWNt}HDrirolFLnvX)DKMlUPOLFao8UwvGf@VdD0Cy_
zQgS{eLR?HvlbR4xm)PG3*-Up$lMUyQElX@T$JB&i11~QtHmtVs0@!e2Y1t5bBjim8
zC=5biU_pd<-86ZE5U(&3Wk87HH$uK8XI0|F*W_fWIU#k7?o7ger$?Sid`WjulNMi)
zElafci>V1g3tnngw0OzJ3!p``w6xH@5pv*&aF~JN1u<iP*q7zm$5>{f449#DBjjju
zY9(+iA!ket4ykuSy%DmI?xiL@s>qflddxL7A?U%2&Wav;+js%=m{?kR1l<U^48jRx
zrh#DvQKQW?bz-J*Au~}1)F^f%<PmaCC0sm6PL&!LQn!S2BV-HRJxxyBL$)k&;!aZ&
zf)l*VtT=JLjTgX)lS|8qz#AdoK|EoA0^<q-#W$w86QKBtnJ5EL6ul9$(@1JkB~ok;
zCTLSJH7TTi3F$`20J?vgsOU?!ETN*8sR@A!UT9XR_`7MjqZfdRCrXQo;2R;!Agy7r
z0s{+T#ZuEQ6s%apOq2mDir)x1k(^Zt7VF5#Qo};(7~RVkK{rC0=?-erB1yI^(IR1L
zLePSjniVY;*mwc7*srv-=smR#zKS<=Mss5guEO%Ku6Pt;2?G=uQxGT~GR>O+#r@1g
zVNito#2$N$squXGF{Tv$ROB(Hb@2a+$CzF<4O<i~58J9}@3rv)iuU2s7A?Pf2k)7w
zh}6d${R@u2g;2t%Sqv$tX1_K~o2c0@nTf(RTe`=X@U=ad&Aj{jJC35}QySI=fr&8Y
zz*3j!-o0}}lds43r@N*(p!FeJmIkz*rX~a%czIc|;S19u&rW|UOUnkBq`@POj13LZ
zWd0k6j)s(mK?e*fhz?6kyHC(zAu~}1bm)PH5YJ~GAJ&sID)He2a-!7JUa3=B$LcLB
z7QxAcNYkCuB*YrBWr+}trX~a-c!^mNqRPe#m_3XsEg^EQrQvv&s)*FC^eq&81mXz;
z5*SwyBpx))oq)s^W}*xr!7jS9ltM=HF!3%qrxGUKA*V`>38`Bs7v0_PWKg_GcTW=(
zuahlHpm@d9ga8FEGb>QsW8(#Y;-J!kVxV~XfDe5#Ds~zj4k|FRAXID*`=U*wvt=Mq
zF@TvU15~h;K-r|qu$V;7ssxJ(<YcK~A$5%Ir8Ha#Bm$IiaUk76O<e3xwk+Xdtf>is
z3tnngxae!+1>j;vX>n2Ps>F#9N*GfL3@L~c>rB%oIMK{ZlmREYxu@=V(}}Ce`IHE8
zB{@xMLP%X=e^uf#x@($jXd_#e*l?k#3Bd+lURG>K+IRtMIJUHGD1KGq_Yh1Nbikm3
z=<r+9#0fgQ#Y~g|9SUES_#Zi=5+D9UPL!GtQm2G*RpL9kbDD(shHP0P#8;*!1R;2d
zSrOt58!vzmy-G`nz^f96z<FyJkifWtATbg4WqGPGo|z~ENEEv&5h3SP!o+fNs??Z}
zx+R>e63giBX@X)Y*|G$RMW!YMD0rD!fnuDE7XXUeOA88(s}k2hL}8!;BMU;sRi@b!
z^NGuui84S%@v9O~ld~$p;t6uH)Uc2`CakLxkJ25~#Kl8o%Mvc`H#H$}!As2w7nj(0
z0l2uSw7A%2S~MN?-QM^S0tkZ+7)THuelSgzpu_jfL}5B?g;hO!-sZ0A*&BZ<va06*
z_<zN!o`HKC&Ywi3^02Kc^<SpRM=zjKFE4GS4rZ6zYod)cvHFTgG8U~*#~Wf5@CBi~
z_mED4?1oXm7++8UPcZFCQNRZ>6NL-7WJ`Po@!Wc;Wtq*puy!0dx6&YYEIDQBK~CzP
z)`@zz^HpKW7vPVkyQw+UEg@T$hPs8OCImou*;xT(e;Y3VAh2?%l&=8VS=_Iyi^Dfq
zlJS}-kfaH=dEckK8UhQ0AQ)f}L9R4Sq9Dj+%tRRwWP7};C32fhZ5~3NA}3cu$m8Uk
zsSzUePwT;Y2vNo<GvpDvpPCGLkZf6E$QDx*f+4){tQgW};{`C}sM0cIWHE+RL{=t}
z74Ug4cuvB<QvQDsWf(xgXoG<AAJdEqpnS(nlmSqNDGxMEb2iI)Y#9n`{AhWW*s=?l
zpk3QkvqkEv))^LT$q8A;%uaNdH8Hb2*|LP00j4GdW_USTVdfjtgCcvb^JB-7PE~R)
z;?+k}_|8I{r1(zLBal~GsjKT0BMU;xa??H(NLj{AlmSxMMLbL@&uJb&PA6wo0>~-k
zWNCH`<szO4P{zfHbO$wYv5st6!bP*G34se<YF4;dYU2gWN+PA5l?)QIk{n$4ryx&5
zNMY~-Lkr@?6Q=1Cym*wEC<9*f#VLq5obq3W{AY4nC1CuKoGmplq@HO#K!3)O6QN9u
z-_t$RB*t&amL+1mWokkYgBP0>F&?t<0*G;QX^D|@Eu=BF4kj4*#o~D5DtOo-+TxpM
z?6yxh+`s^XxG@CwMVotPt3hyMFf&mG+!%!1z}&j2#mwf-Hl~tuE5YM%a>~^3kh(|r
zYN{$snIMPI-P9z=M6zXxAmdF<2!imkvm(e2HeLWh&Mz%NdW$*7n&w2>e{ymL#1h72
z17iw;#;K-x6VNz`nJ5EjbjPEKr8AEdH<A-7k>aQ1JgG?`^-1eK`qK<vDp}ver&+F{
z`=*J9tH_omJX~&SLg0ZHm=zvcY`g$G^e8PJb`W?da;x?O2r3LtU~oa4c;7UEf)npC
z6J@}O{>TY8ud4gBoySrWEAgTun4nF@)Vz@TrggkNFMKh|(~2L-ecGzYjUULCC2o9g
zYC>>>7n~J0erMwaaO2w2a$^_4jh0vnzA+24W;iK{uZ`En8f$%LCez3@t}alFFbE!#
z$p=HW90WWLWhTl19y=gByySYh&6{zoBxhG5NDVn@njO?SNuMBcpfW~|r#q^Nkriai
z5=M?OH6bv<OV0`;2itf77&*AK7#UI&BmOI+H$iA&OhPckAdXybnnuBqYnh2M;K+_@
zj^tk<eV&|N2_(;vv!(`#)I+U@*nmXw;kak$o@$chNwQ^$B#)Vz5G3KnXGM~q*mwaX
znO$0v@DDho((oF@qN`53>>Cb6FuWj&bb@`+rsmmN5EQ9kCdz;!16gW|p3ICOr&c1!
zp5%<F2_p55?gtzcQOfg>VRSDw>9H%>vP6%aO-%@T@S?M#$A2y9abIcau`N7a5nBxF
z)O}|zt00wO%s4QZAXe0xcAH>Dl$j{ZimmX7MX%S~M=W;0pNc$UF%14+@rcFAreTX}
z<zZV@>v1+-z*u)+X{$Bob0f7-xA=U8uWoOIaKflt3@fN^e`=aKQMcDH6NT%xWKUMG
zXN=v9=ACE%lAKd%aC?@VD)rzdbqnPgV>di`RC}84p600b1lh7Qsy%9ILU4kYnH49l
zvhe~qaa?IRv7<P<cDo(s#?i)Aeq3~h7kh_+3ydxZ7ad_=mQ&&%StpbME(YL<wVPO;
z*F0$KMb4}QjXlT-Q$s`QoYsT%&#C=E%IMgQ?xZF<hL9~w=ooBjLZE|}oE18Lutdj6
zrA0^Xdra8M=KS?WD<P|4Km+3nf<}#L4~jX)@ytXSK!d->1lKjo>x?#$b1LCt136V{
zTu9wQnPad;idZmN_rwB%GwAMVg5p%NWeF4~nVJxw;ALh7iWN3qz#L<@(t<)-)7%hm
zY|dL|^gM(V1}iYMAXYqQnm)mbXPAjHV1-!I%#)foyZDTpRtXm$le4A9h14_THO<+w
zk%;jD-9t@cyic|)5#v2m6M`7L*sO^0WR4e?Y*W#p0{@-dHo`f#OGU+sHs?IPxqxpj
z<eQ7xCL0mD1L%M$N+}=o9w1Inl8NR<_zX<`BxA(>;eZ1J3j)WUurJFqlVQw68GwU*
z4w2<lG0T`uPO5~BndDrlu_5&f<#UK$eDXA78r?rlXiO$smY{K{sR;oMUT9X(*ww}h
zV8!~<vSNFQ6^eOA24V_ho`JCi;bNm{{=_`vOlG1CaM6z~Q$z$uloO3R$a$5BaVt4p
zYGO!T(|Vx(WeiS?LNkq<=q_qP<9f1X2^!a$nh?<7<z@wq(`>u|XlyAhG;%It;5`z!
zx7*O<yHWBv#1jTEFs>kAd}5kA0gMlsi825Nn_qY-%{wjWF^-y4i5A;|3EEstO$(`C
zDDw+1K6!r8h3=mwDmsxZOQ@(YH6c*J3(X1@e=;ri?77I*r9}mwU(_eyRa5cx@U}Yl
zink9Jb0D)}-~wX{!o?A$y(n-ootY>DT=aMI>ZLUg84cvbO2}}?`BEc8>Kon1Afy;&
zY^<XDsELhQvSkSyQBxBF8@%AGurbBP3z%V4lolI&)nPgTz=*AkHrL}5+Az~tpUC^1
z?av^rFvx-71(D-6(-aDF+{{dr0XYVy6K-a`#OAT%H{{ex?D#b~V`_Fty`#J8P!Xj}
zk6+Qf)TGBR$d)B~{M^)ppa(BHD|*~u;|0*;&eGB&XdPG21Hz#Oh80AOZm=)flsj7k
zf*M_!i87!@v2|SgkaH^GVhlM|YFtR&Lb=E4O;EG$iF>Rg>F#NAVmR5d#EIQaO$bi#
zGPB~uHa1=WCnlAa6PoL|8X>AMCK(uA5H41mW>Dawj+rO}Tm-M<+Dy)@1da2^2~$Hu
z>YOmwah*eVQWG6#lPyc=ILp+8KnE{5D|Ezcya03zFD*K9E`jn_&gI`?eFfqP0~#1t
z5Hwyg&7FY83(Q0rK%>|?t}n?sm2mL|IaO+0NZmr2V-#M;^%uH(nxOcUY*_-uN2VqO
zD0rD!f#R1oUH~ZI`e`W_W9Y2o8VgSzgux07Er=C+!@exfM@BIdWx$GnbzBR{X_atM
zMb4HQ7gEoJwvKBq-9t@c%pzNsh%v*|gdhelHY;N6W#a`9qho1_5xjisLI@}fUSMEB
zyg1)9d17vHE;CUEyePVSYYRE45-si_=Socrsb46!SBos)x|8moCM#|yTb5XHi>V30
z3SMYdtk`7Z1+ZdOX<4DQeCsQSDGXd-Y(cpAyJ`LeF8<0)lmRY+mTwIhPtB`DjJ{xk
zHXBnDL+YCFmT&c<yQm3`?qtgnG`2N0A)vv_%?cWynHD{I0nnIPT4>~4yAW$}Hng4I
zc5<7u0hX^jiy*6E00ZL+0>%Q<9u&Zs$4ry~Fp4hUY9=RDqD7LND>W^oexb}SM9F0R
z6L&}wbpJF_QBSrkp(1W-LZE^dniVQ$+js$}SXWw9Xf5BmA7Tmv7Z_U*F77qWpTNak
z%tRUBB5?WETjaz_$asUCFEuixz6o*p)~j?MHL>wB*|LO<7fnqFZ194!!p0poUH~?3
zD=jv3mv0R`C>(NNctPao2m7K;wX?M#$kCgbC<Ah6EZ-VWPOZd_apa7t*&+2#sLQwZ
zrF*GKk4my-i5{a(O$d7MqO+n$4;wFl9*NS@qvyPM3O;gPA8m{!n*HypT?>(fG1b6`
zf`E}S&6)s46Ejg57+c}Zan0YjZ;m@1e=73kxbxuu6>pAfH4R&oEDzhNWE*U}fRg=b
zX-k&Bwmo`6G!8438=}e8F<h|>%a?2F6Dj{&p|(I|VU#dN7*xXdm}XIw@SV&=;Sw&{
zOXRj^+07;wa?4Yjw`loIa&o0n?{#v{)T5r%Ke`{+R>mnWTYiP^r{=i#64|me?!91Y
zLO_HUo)tuHxA6iX(p*}I@Q>0dAd+Z`HToWy8ZaRohG2j}4CxE|vYa>fVkXLfA%pUd
zEzE2lLJlP7Rzk@B<dmrqB6W}MN9j~y$^;opcT<xfdy_3o1Q}&&LJ)+PofSd4+js#4
z8Bkh+<SZR%iYB8CG5COte*)bM0fjO9z`%mYku*)7n0+Lei83Gu`)szzX&y5!BWG1&
zMjJU<YGz0sL-}mB2vDZQg>(lsX>mT;vP6q>O-%?|@KUp)MZJv|K#NhOrA1%%?w9%m
zeDxMy;*g5wy}tG>h$akFU{pb<c*8Vv0u`?^6J>yko{&*Dp?RG6j+|176W@?CrRIdx
zE3NzLz3?R`IvEmQ(Y@1z#NWx5B}n|$)P#TpFET4gylmqIK%%a+km$o8k;3a4{JMtk
zL}dKLa2SC>1u<eA?91{*WM5{Y3>eV^5}M6t9wL^JGb$lsDLGMUL`a>|I#v%6A~=~4
zi|Ed25@G?_vP6h^rX~a-c!^mNqSD3-AjCzbB}6w)i27K}{}QOnA&fBQ4;W4m8!j<T
znV3IZ#7vX{8@i@2m3dfrl$=Zn3lEWVq{f2OAFZP`vA{|s>z7zHbU)oMO(NV&wk#3h
zE>jbN2)wYYh;V_87eIs~N=pR3YN)vhpQW#e<eXIIE;9TcVhRHf7+Vk?{$-j!fro!G
z6J>yh{yeWaY0X2$VED`<EwK_Rb^sH!sg@cQQs3yV8j@m^ClUkcK5Am4AK9{mjozjv
z1U7iVSz+TJre%*_05%4d78^s^M1tQ#U71K$L=wr`7;IweVl~a_c*1`V<QPaXt<2Rm
zia`eP<0#Ya6#Q7sOq2mXcESWlAiq4lBD;AQIf<NK2_r4!v}txx>!ErxjzXczG+9e`
zRg)$uvSo=TO{OLUO?dfP(d0-QFMuYKOG}g83(zDPTNO{GlTisMk3oE400rX=0?Nat
zxfDQofSD)*pzM-&l;tKkk16kwQ!Fv%cjU~enIiR4>trLQ<VGuF<!!pRnppWivSkS?
zubG+<Sm8xzg_Zkkya23RT3W2^ro>9B&@5$Vc&|_xP{AmJpt2+Ei#BV|mV|)HAZDTr
zpfcDGl~loL%Aw>0OGr7GoHsR6q&{jr%mgVpvC2R>i0-Q<P!1qlmVmOKsR;oTUVv6W
z>2Ko&0OgR<0%eavK=F+%xmQk3h5*B03I-a)l=Y^`6ihjRnJ5FM49RCoZie$_D%X;8
zEMes*<kYFLB6U;i6f>;khAWfh3c9<RWVw`VSt85DrX~bgco|xeC2ivckY!eB$wF9^
z{s)LG45VO$K}dPmG>ZZ$?=TZ(fE2Ao=@oDU(~>K(<iF&csaYcRPsoeX|4sK(6C&S|
zElUvj+SG)A2roP<h`edz1wbTST8QW`N<WNT=IR>70D~AZ3HD`qsxyI^C<BJ*EJ}}(
zb1Na_IC9D~yC>X5>BrLD)FjB!WXlpkmYA9l1mR_8MUVq+ya0l1Q(A%qFG{}-0-_C&
z>e9r(g2-{TY4XJE<4R_t49HP@QTorxS(TXa6ggR%9TV1~^vCHAYSQ8nvSo=D51N_~
zwBV&?MT^U9yZ~DCFD)$s7NvJMG#pf5R6(ftpK0a<D*nSvlmRM=EK1*<oKlGsL%{@X
zI;Q4?)GMJZO5cU<ohBr9B3qUqvAwAY0SR7YR*?A4wA9fHfW%#;g+%d1>D7?ZFs2h2
zR1hN~rrjqPv7DJG14a~HlztXDqY@%cCnrjc2&q%TSd@MW-8oG{oJh7T5n`RG2|);6
zVpfD$X5$4AVoGTVQD{;6vk*oYY`}1W*zmMz$^;vpU?$3d4a!C7ACZ$OVd2l@9I3G&
z^@ru6^gq)5(j>y~$(AJ|{MOWjAObHeD<V8<;{_0*cWH^BwJ3d$!@|J>#ukK!-C$p|
zNprRk1RjPk6J>yhz(wgZ$cdFuF_oMzH7caO32{;S;dCE0v2h65vV@I^rX~b7c)?j=
zW3Y`EfQ`LNiw)YM^bHVP7}E<3GKe2%m?l#2<5Xs%4EUkDDE$_4ekF|DNKTs?BT^TI
zzbO5ubXPTLat+zCM3bvbO$eIs^0T7JNj6>pO;V+$33*Za#}Ho_K*2bJfbxN9E(K8D
zXC}%3D1=4n+a69$vBZ?lV1hQ4Q!_>CrLD3ky(8UQO|1NAT0uX<&rYy!PyAqNLSTg#
zp%qr%v+)A3@?dGPLR^$SlU(uYa>XcvpfZhIY}unrKxHyBQ3g=aUX&guCs;ztN^;&b
z`)DgHO0S{&stJ_i$(E&g$_i5x0w}xyt$=c<jTZovGfE2-`l9q(A;2&uDi~-GQ*JU%
zreMnT%tRS5g|aC9MRJZMtUOOnof<1rH*K9o>Ce&K)g;R^WXlp+o-{Qf$imCeiY(XK
zcmZTNvb1FBTGfP4-umB4x*a@?83sHsmLPa^fql{D>e-GL@aV)$6o$uEc&&fWVI3=+
zx~?!w9)v#?d9DAh@c)X}`tNEQwkTE}wpFoK*mwcOx@&2RwKsb<YZboyuBI*;_rHK*
z2E-CZ(PB(NMLX3rZ=z@qXC?|4ZOLBb-yQPF)0y|oRUJ8@((o1|=Se-hNqy3~kKQv^
zUTpFMR@HRhG{>?C*|Id2EjKkG@W2bq3J-_acma5Lq_lY8%a8;f{Dayp5KI_+z@UQo
zaHDDB1Rs9NOq2m1dU(fBDi07ZkTWU);+Nz^sR1E%itaKb5u8kjXX(yq65?sHWr+|^
zn3@oT;3Z~7h-+-T079HoT0-PJ`w&~#6j!`;W?NXf5(XtOupmlwhJ9I1eLFG}Wk3n`
z?1RW@9w|nVvnr8dFLJWfq>ws>^6Y~MP^QHmbO$wQu^ZX4M2jJ&CIl^bsaetDM@w43
z3a1Kst&ebKz1y*3Bz{kOgtG?jY}7eU5;iN^oQ;Dk)c<iB{C{iCd}38H7F+F~PsAam
zVUPlY3L?cy)9w@Vi5g~to;`!)O&DD)t86~O^O;A9bIBQ%D6xs0C^aRdPNB>vvc-~h
zPP|!n1Kl}ILYzUiED_>VQxk#^yu_>salDNeFrU~^T0-Q^CmNdT)A6SIcr59ABmavK
zP#BcJz=A08ylL_TC7xp@%77AVJ|S|NM~c6avnr9|Gjg)jq>ws>GM^9u%JYej=?-er
z;sdf}i5Bmhnh><$rDjEoXKcIxT3l6HTJU!_u<H|zv32-G(qyzY-U#3Osg1Vys4;qK
zIMl!ZgQzhA_GNh%vL`c92GkgYr}LOwH?^4AJa)_@=T>6JY;wxf?2x)g_uUPuFlB<w
zq`Rp}kZEMg5<w=Lnh*rxWoJc@VK!a>K^`kDLHN_yj3DsN-1zF4|CFQ^q6uTNfl&ov
zBV(F5G1=J2Oq2mOdgAevO=uo1?jomDqQxELOsQ!h^@{G(*g4V3khqoZohBr1B3qUq
zalNSt0SR7YR**Q;#tVSNX{Ck42zHk=!SCzii*VsWXAA%QIeq~o9dCfIfZ$KQDaYR+
z$S~M}!3MG8bJK(hc6`E2lmR<-%O*OTXZ#Ynn`QPx9#48tqo!HnNe?hVo3N>QBK1`3
zbiJFZ0TIiL*^ch9CS$sgElZ5)WNJb%h8Lq1V?H!JB+v_B%mt-oOwpAX^C6>Qpaf$I
zLdhJ{-V-P}f|)1-loVWv(L_$D1dRrAp48Bg`Xq#v7!KVxO+2h3TbA%pYidH^fftw+
z9;VxP0eJXXY4MPA=Y%cP@}H*M4Z(!L2Mj8R4?i<aoZ!Q4%tRURq3}wK*T@-_0P!1g
zqSSzpI)!rQBwH+5=fs_pU(=n_B*d@CmL)>`!qkKy1TQfwLfmZQ1rTCEX$g^Y=OpK*
zdhToW`%Djq5*SzzC3?cXXjAHJ6$nanV<yUg62(_y>_^V3M2daL$x@R->KMwMlboWF
zXfcNFpe8Lwk}XTL7;b7p(1Mqm6)n2jcmcF%DlIK?<`asQ7;7MyFy<2&R1hf|O%o?b
zv6`7E15y-TiE%MGqY@=HlM|(;gw!dN`9z_W80XQQ(<H<>WXlpE&Nek62*FFtiV$@+
zUH~B;EiEB(<`X$L)pO?)uR}m#Pyz!BqQonv$rF@#iJ2$^N)%s-@ijTC5-GkUCreEV
zsbeVfiJYRzIw;OQzMwm(NsGUbElafc)YOEa1ur!#TD)N61<>M@($YeICC2_U!l4ER
z7(|V+urJHAkiD6SGN6XeN{l7s+)C_NNKToW9a8s%yAq>{?xrR|=8`Q-1es-OLJ)+P
zofSbw*?0j2*}b#`87Uq`<+sDKH(J?uj4LA1m1+D`x^$Pd4WbNV5`xhN;p9TojEYIf
z`OHKa;A9xCVc?18H(FVqd74$XSsx_lSwhPea{AP0k-DmNhTd(~ppfPJtoP7e*2K)6
zWXlp}ZZ|a{FvH8y3Nz>0cmbHHFD+&Q7JPjJ(S(5$j4B8xUzui3;N<VjL>b_u$bzr!
zXHrutkz)Xupv~jd<dAwLlm%aX>E3BVq8Hh+1c~mZCIlpSky%0FucoDrUH~K(mKG9b
z3%-^@s>5Ih1{=hVMW)><*s*|_C<As77ksTFr&;1jGdX)|o=82l)fRju=^kq`CPB6=
zF{a+sgkTIWMk~h5v+)8Lb9QMN)2Av~8%qwI7j2BLiZ#R<)4s){4?!?tumpn&V#)oc
zi4!cjmzgNclCAK<s6QO*zA)-@{He$bqy7c|uXth9%cfzAs^wu@Rqb6iUO?5ZDQ(s6
z$j;JhqK!4N`U*IIj5UJ9LiR66`Wm7NqkJ*Cpz{6FG=rjizhEW`mv6~l9W{VwmL)cu
z*SzJ<gN~qPRvP{KgNZO^(^BWO9;A03E(a-}dH10^sX5^FBwLmSyl$o@1Uh)hS)t=E
zriGuKR6ki-boBG11EJv?@|HkS!(ax66~v5%rX47lQN>J@0W*5JhZANrj}|A8b1Kmy
zO-_}1t}Jy+>wYv^u!70DCvGLKp}VKaiAJ(zi4&_$O$bi#GPB~uTpKT7im|%1oaire
z!auoq5aI~~6c|?!D7Kj9PJrSbW}*y0(K{Cu`LCXPhn!T26mODqr6z^cFRlC2Ns*GL
z6tC0$(?rE9WXlpNUNSWyP{9k$3Ke(Scmb%mthA`ePAQTxc=j@T9^#u)Y(Fa;Qeap?
zq!<AEqRpzaH6TdQmzgL7QuL}}DdlG%c~goB<eW;NIFOtwH7KNR(VkM|geP-if4X~`
zoES^CEOBCQQxk#{yv(dP(aXjQ;KZELa)N(825$etI)YRRH%*B&Tyl#?;UY#lk&f2;
zu(1xJ3uA(TQ3he7*))>^8%buO46rd6Z?Llji~RER<}u_-a)Kp>Tt?2Dnjumj>3%+@
zV5~Aw+UUM&0_8%oWeF(fo0<?n;RR>~l!T2J0F>6!0ww2ZZFcq3hmYSvEMedSV+z8@
zTc&vv_;`bvC<A=3r?pu+^KkJWazZ6sd`Hfc8W&QZP@dN2rIPhcT*CN<?wckaz9L)Z
z&Rx>KqC*A#bHsP+{%&Z?5uD(aX2pqDZM*<Z>`+=x<UD4jxJxo|b~vEGpn^a#9`<E<
zdNPigC<9Qi$E<ih^GLCroKcAs%gBjRlS1kg%41g9Vv$g>l<u4+Di)C~XPpy-SYT>G
z5Q3MO6(RPu@d60ZxwM4XK`eWQpX%AmEBQE)`>54b5L6gb3JflY6qlPOP)sQ<VJ6Ce
z6#a3Qp3STBYQ_`f#7e+;l$<X$Fr>a|9j|xUQ;JbO19^z<qb4`*CtH@daj&Tf!3|z;
zR@}JA#tYzvQ(A8HV%)&ehHD!2{_7V%Kqz6*0z(R-#rLLZ6SVjjGf@V#=!WUUZ05}>
zhQLJvT0SL63<eXl>6aQ3QkS$=>OsN{O=iOmbk{W5Fpz9nVnaVu6M_xAysX&pPtzht
zFMtgvmX;0twn(bEx*-miI_25K3P>ugp4G*OVFmHw7}E|Ed^n1kC<8w9;we>5Bu*vg
zRAR(Q<Wy;Pi|%ca-0);hw9wtt<iuLCWr-6hQxk#{yv(dPvDn57;KU83<pf`8;p2pV
zrNxsFPZ*%UxPn0Om}%|=C>~}e$^aC-bC0C_l@{-llPZzoJ#wzpq>%bWccq0dJ{c9i
zqx+|cinqy@B~<*MsR@A!UT9XRc)-RBK*g!0MTO?N?_KAH0}PBV2pBuVzGzeGY$*s}
z?8r=%0WgBseNQH5R-(qC<b<iIA$3le>%I@BJE@6|gUFU8bR1x6LZE|}oE16-*?0ly
zs4Xozg4TVX2H}J;$-uCJm~pac>I5^^GZSUNjAHA)uP5hJqQ$l3RH<npb&KxVNbYJ?
zd5ZB9x_g?OxPok1;>4w<CIlyVnOSk-1RF1a6a7ldiNJN=e}Z_z00qVs1d2bH=1zd(
zU1p*TKv8tvcc*#Oq)Mcy028!{n3@z)zv!Ng<dQ<M?)$&wzHHS*#lOjxB~*NCYC@ob
z7n&6+-m&olP*Gi4R0OU2o<c5abwy%WL8Lg0T>aS^5TuyIOq2mBimm&uCFfKEMU<Q>
z&2G`2QWRbHeH`6AO->w3wk&btXj2n{6THl<I5EM-3*ZD`rj*|sC$9Ux0ip|If`L&6
zVdFZ}ObTpV%}kU5Hni7$|AL%gi6K8H=S|HJsgJh8y6>mxzG?#Hak6CzD36$$5J2Gt
zXa$rjZM*=W3@I&8imv<KW_~#Mz?g#Y(E;{Fn{#IiK;YwlEcIo8kAmyIhm#X3;bM1k
zp47OI`Xq#P-$UuXY2slQvSkSmJDHjgc;E$Qg@^xG;^FSn;-UC*?--;sjOhgi6~u>X
z)9w>|h%ggnz=y)iz0W3RR070V<V2|fA$3X^%e_yhJEuvAQ^=MjLY!!7LJ)$Nm=z(G
z+js#Jh!LeFgx+%RUqVn}kOG4XBE_?&2^6GwnwcmAQUosd{*;_p2^b%d^Q8uc)Hfk6
z_x>~8M@?@0k!)Gw#_vr{2yXC#v*N}RHeLWXVx{FqvE|--RfR(f3@L~fd%(Ud&pUQw
zCdz;og_e8IBIi?r#0+wp)R2(6#D2N=RJv=LY&e{3Sz^N>rX~a%czIc|VTg?vz=p$0
z%Z8xk-kTttFlG}NRuCUHn5It5CeC0c%772WmV4h$&Z)$RTga(WGeYVX-Mb;Vi#X*4
z7B|w})8xcY$(AKfTw`iNaDtba6(>%$@d7yUOldh0xZL|Qh$jqCU|d0<_}Dae0u&!G
z6J-F3qRYLz!&iA}NtH;kEtsH9y40kQ`bBqvMJ_263oJU*{nJE6N3vxJ6+fC5nm`3F
zG%HlRZ{r1^;?~llqT7OKGTIP>Pj2}i2$@YTW_2ZEI6;J%Y1;RK5Yw26!i3lguchyI
zgZo<gf%sFA*V69*|F3v0{qd$@i+bf@Th;4i8!w<<cP?$c_Ft4v!aE>WwG3U5gqPAM
z)A5+UaL<N#XcSf#F2)s9xM!K>P89Cx%tT2G_nceZ!o322DpI(&!v8A@_iEFyMd9+W
ztqS)P8!w=62bQ*Qw_}g-*F;lwzE_An2T_Dkt{6>Fxjti>F;T8hG82W%wPfE<=;?Bx
zQcCH^<djPDun)+YQbR=QmDW*u5An00vTlj@hrLgCOLO}59@(-q{ra7$2|)#3T~<_h
z%*G3#!s60WVIZTz%6Kvb&+o@!7REl#=_ACRM}|WPj4X%{!(d;u^N(y92tw@2Oq2m3
zcJK(n(pw<AGs)SNU@?uHG&L-w4r)C>4;K0HN!*xB_fV4?hmtKz+&I|Ogy06RIV*1L
zY~uxR<J{76V*ukuyfMz-Y+T)33-5;VVPhi%6vo5?0}H~&nWo7T*f@=uC<AP4?_ndG
z-H0N&w~~`9QR60Z&eYV9`lofA9yRj9lb~@u-9b%gTuZhrLE|T;CImEi#aTh)WE(F4
z8dtOnG*T6j>S)dCbS#yImk|1(@d*SJ1~f3RAZUDOnmhrGKQR;K1&vg}<ZcHa5v3(p
zf<_lGL7Shcp&|8;HZ=U<Nzmv-cTf`=6=cg2H2!N^aRM5=;;f+Y2OBQ{8V{5f8l%}v
zqdtl!C<*umBwT*0W$!Na&Q>ZSwQxl)9dC&FSaJlp+|{*;@dmMEx@mC;mP}zL%77)K
zy$J{=9dhobT%5tE6OP}`w&cqyavnANtn~=JNr^_t5_4+lPHQqJO13O9=QvXnf;qf0
zt(bF|jTgY2WNDeR3u8`0ys;T3DKJ}!txP20vrjekiB$fK<u-_nR`lwM#R!8abF*m{
z1!ZnvCdz;^yLyz#ra7BsWs-kQPIC4*IA}CH1-hXNh+mO&r`b=flk~_^AWVrSzo0v+
zNt2(GElV_c%G89Q39mpanp|h&1<+)tvY-im(mJ0e-4=yI6O1s3CS74)w7Gn?90X0a
zVJ6C%CaNTlAtza)$w+eU)HIR$$&e;)m=aBf(;d~M$?jy!5>1Ahnh-SM6=+414mMr@
zO=?O@6Mi4J5!TH3&URKq6k*ImFq$B8)R|^XkR!%SlmR)!eOxJ}=aEw?apD|urqrB}
zdPVm>E(=Pc!r64UG^ubF*|J21(@jkXD)8#EqC&Ne7eIx3N=pTPAGaxyOs`DT#}gHi
zwbA-!KOtU%h{7NQMixYf7fiD!2=Pm1q6`Qj?&EstRb=-Ia&{$H{Dqt}H7ukK(!GzH
zAD_gHPw5_Na^oYiWr-VqHZ>u*!E4Tn8_(K!0o=HxwA|pciKdqHdf#kfZ&(Wu1}iX{
zAXbcmeOaD|?8Qu!0V~98LP}{BIi(UH=8`j|287fry0ZxulthJDbhk9AFoSGaqQX>D
z6M_o7x~!<Mhm99Ng`uUTLSJ_Mb4@dRx;pzEYaboXhiJl}14b1@hjUFcCuS0xn29o=
z!vOD^Crd5=fVD5P_mDFyLE=tw!qkwEI;VACy$hYWu}Q4Bo$j3`D{diMmRND4sR_Xf
zUTapY*kI!Yu;M4BWkvRV0rjz1lXMIA?+{8DpumuVK=D`8v<Xmr#!Qp}DEfJzNGbE$
zcL_DG5+-_q3EHenjR~o1bYE8{B9kD|o$i|^B(^16mLSpD)P#TpuQMx1d~90n=mkJx
zpVC62C!0_pAJ!)t{g)*cKt97@1V$9Zh<T=cCm1oCnJ5EB^z|5_Oly*yRtXUaa<<fn
zka|Y<)goSC5+Um8u4xh?PPQx&Vx_4GK?q)DR)m;o;{_06$I=plzcQe?F$H%;VWn3C
zV4}r0HNF?(34;?DR}d%eGR>Xf#2w5;8E|5d$BArm6}f$boLdPNuaZ-yhK1BUx^E8f
zM<)^EWx9Ww#CVZxSt7>srX~b2c)eK><5n9lfEf3emKX&tUG`fV4ks|0AWrm#ebFY-
z*{&Cy=)p{s0Vj%Fx*SJNsf34p$(d5)LFyH|OP7^&w=}6RnrvC3!U$6nf(pF4tf;V^
zjTb<LquYZD(lgm9h$4*H14a`>g(lOC2`V%&6J<pODW#W?Qz}v6B66nGRFHZ_mkR2~
z+%KTJrAdWWvSo=18B-I23cR|ksNmRm0aQ4>v{cY|%>Dl$qA&=7kp&UrHPh?~Li~oA
zC<8)><q`Rhfp2I#z3t>SzWn-M<m^hY_$N7OYFJ1eq`N#KKfbJo;`JE+pnIsvjlYpC
zOWgR})P&#$uQ@Aj{MyC~;Ks(%awGUL_XCa!2OAhz5H|LMeOaDv?88iy0XDQAb3cll
zT!|Ws$vIO~L+T&xCsz4865OZwC1@N;cTf`=^U0PaXv{G+A)vu4&I%f1Y`g$yjBXcb
z6nV`3QV1xFxdsLn1dWSLlPBgHo0*C7f`<P&@Z71!!{p>j(0G8HGc`1%{?UepKRgK<
z_t72HgvQ-u%MvtxW@<t}gIAmtG|sc}0-({Qw9qhq%>7%4GYpnsyg@Aa+BBzvC0{ZV
zWxx{S$J}>>s|~b-OMDpwCTJ5mHD9DY+nSHL_oq9p$(%l9%Mx>Xnwk*I;gxB{oG(m|
z5A*_<b6#ngLwL;nXvi<E=+zaA5e89aiD_R7$}D6i%78MY$K2PGlPr<t1aj^)`^oUZ
zRQHt$Sx3dSk~G~>O`5DBTb5|jXlg>xgjb*yO{#3X0Gd2q7Bq1mP0pR7KLU}3K@*HH
zh$au3W>L^&3o}v9G*Kn_U2>8on!H2Koth?6KN-@*4O61Yn{-DtY4SSRvP6?tOic)y
z@Cvk|$vrk+08Ls-OOpbRx$m?r9CBbZLFCvT_C=eeXS-gIV*oQz2ILT{JEX_lCy`Ss
zabf~FQ)*7M<oAm1eO&cp?g!G{(xk%vWXlp2#+sTCRN&QRMTNdLUH}!kmzD||kGY=+
z5rr|gz{r9KvCcGmf)LHjL>Ul5+{ev-3_N${b~QP>5-hGHCru3tse^Ry<L1Yg^-!Ff
zTt@d$lN)Vh%Mv#(G&Lc(!E4Tn8%Y~4fE&|F%Z&nSMSl-bgux1oCWsZkHO-h{#aqlo
z8L&dkCZxyQ|3^-#1c?8TGo=QE)GNBP3H4*{-_hODq{263%Mum7GBqKnz^luO3UAnW
z0aR!!EfoSDb3f#maOi+h1<_$5?91|8V>~la26PC1%soQRtOSYW<b<gqA$3kDkGU_S
zd#A~YrDV$zD;AlW5Uk*}X2pteHeLWL;9->tda;jiX1&|7Vk9n19O0~i7sJ*$P7*dN
z+MJDpE7bpS8vK82vB%u6fl$JjMqo%mpt#C3ZDJa6IWs}eok8j*!25TV$!0kXdd&T4
za$Y4&JV8#E8WU32gz%XAqjcXiA@LB|vIL3yO-%?$@H(@C#3eRf03;ep3yC6+x&H`}
zguw`mD2Ne1m}X5d;(KPI3>XpcnEP(WQqw9SVhEU^O}*5Jkb1`cG55iA*E9*S1KF}f
zh=Hai1R;2pSrOu2rnQb<03o(5Eg=FQb3Y!k8U`mYt{_gVFzrFXiDQ_FGT?;HWA0~=
zb1T8(RC3DHu#mbZq{rM(qWh;wj25zGi5P25O$cJ}db1+NQ8r#QS2wrzPA6(2jm-@a
zcvD3ZKmU#A5|6|2Hm9R=0N?C_o9&$Cxar`Wz&CyQ|J}>A8~J7>-&FC<9elGL-|U5(
zeoh=W+c?+pUyj91XQvT2y`91Qm$%?%FXwvP406VC4KBu1%$e!*!A(DBPuz5L=HsTP
zlfg|le2NbpoQIoE&NX}kZ!krzC*J^HQCrJ5+w;xgd~+7x9M3l^_@)EjT+BDqanr$h
zh-+POv!gQ%HwQc2aMRJ*jGJwpPPpmdOyHZT{Qoxb&6#}j6yJ>Jn?3mEO1`;}Z=!rN
zk#A1sn<w~YKiqV19_Csl-;Cj#gZO3!-$03=XTA95cD}g@HyxbIxi*q-j^djiJF*55
zuHDQx=krYuzPXlf4(6NLd~+XeIyeV%?Kr+UiEnn}n|=9aJ>P8Mo2&Vzf^Y8Rn@M~#
zoNxB$n~r?5if?A}%{sohjc*dT>EQg7Yt4K!fNw_eO&#A{#5YIq%^<#+%r}?v%^`d<
zi*M3=vkl+$=bO9uW(wc*=9|6wCdD@o^3551b0ls$IJ<J~5xzNxZw}>~4SaJI-#o@Q
zr}51NeDgEDS->|<eDf&ZoWeJ|^G!Y9z-LCV3eLt&2WJh}p5&X=d~+G!%;B3>zS)6q
zI`fUgHz)GV4SaJd-_-I=KfbBvo4I^5gm3QVn-P2y<D0|y<{7@Z6*nE6o%v=U|K(!7
zIhSv);F|~dCdoHD@l6fi+`~7Q@Xb)Z`3c|b!#6wf&Ha3HG~b-gHyin8G~aaLoAdbQ
zX})RUo9=uwjc?lcW(nUk@XfYt)7;t%QJad@0Bx&dNhB@*)ynv)oL}{Uze*=#u}HkJ
zroOp0hsY~{%uZLhP*jhi5k(V<B#JbOwJ6r1SdZc)5HV*v*gZCVWIX)pF%(arcnU;}
zAs7EMmVjTaLILkvuW(kQXh4ww0V7n_Mq--|70wzIDHP2pPC(Iu;zSfDgNQK}vz>N^
zUp<E62^3GEcm~C@D1L$Bc@!_8_%(``QM`iUH56~4coRg7F%@lgS_i-CjG`-w?ND?_
z(Gx{)6n#O&7=5w9p6lUP!%^&oVg!hov!5H%`S7bI6l+i<LBt%SBeooV8~kc76eCcK
zL@^4*XcS{W#GL!Gf7|;t_*EYieNps7(I3SC6a!HVLa{xFn3Kr1TKf(B>I4+)P_&>}
zkK#lWC!shQ#VIIGMR6L4n1d8S4|@&k2r;ARgQ72rekl5*7=U6Rh!{KYvB4jYg<rjo
z;!i04jN$_nAENjO#m6W<LGdYy&p^Z+JT9?){~O>}13<*sF^a!B_g45-D~j__oR8uH
z6q`|8h~gp?7o%uHaS4h`QCx=NauBiR);=ra^|4eWorol3)y?txS~eNMlD`1<@;ErK
znbp3~@E{Nx9t}dn!$N3yd<YE>6rte}BQ!j8goekE(C`>S4UehK>|hca9#ula!%Jv*
zc%e3!wZr2~Xn4R04Uasb;UOqAJQi~_IM7hTV{<b*D20Ycr_k^)6&fC|Lc;@BXm|t*
z4G(3ZJpu<IYD;<SJ`E3U@qc)f3k?r<q2X~aGz5UqkOV?QBnS=JAT)%8(2y2FLu?2Q
z`5`m}iO>)vsC8lyAyI^eXb~DRMra5dp&@mIhWHU0a!6>%A=D<Y{UMNqhGY^NB1&ip
zU=nJGtj&y7LPKZ?4e2E`q!(&Pv&{@+LPMSj4Z$WfB%II?bwWet2@RQt8ZvM*gP+il
zf<i+a3Jtj^Gz6s3kd#70WC{)0DKum!YRJ;f45C6qnhFiEDm3J)&=9mjL*fbz(JM4$
zu+R|3LPIJG4XKP8QhGDPv(S*!LPKB+4aqGuM7Yq9<w8TK3k{);8qV%EGr9{6F)uXa
zz0eT+Lc<Y2XgCxI4aWqb;ou-N93_N?!-ddrxIhhukIih{5E_mfsNr01GaEpJh9im4
za7Ymvjx9pNK}Kje+6WDY9iid)BQzX{goY!M&~RuH8jevy!@<hanp=CWs!vqIn8hY-
zskRH+TKn?ZT&&jj+itaqhG@JIzU~{vVXd`84cl~2CKBmLs->YiQQzjAvkhG6>avJy
z7q?~aHsLoP=ePDq#jES#8+((h6Ki8_LZ1?=Pn-aH=Xfog!^02VYhyL_(PT6oPc(ws
zwKh@1mXywSHZeoJ<Ee$Q+`q}RZWpPkgYh;QYiwK5*4i@?ZA>&y6~Ae&Zta?=c49SY
zoVC_9&Z%f_-L9rC+PEr~iltc`U9+n9|J&BY)7%A!7MnO7x2>pvSE&38M%0trnp->7
zG&NyUXW{ZrFmr&&okj4IKWgVF_|<&pXq2tnu?VY@RZS39uXL=TsUE(SyZ}ONNWpJ<
zxWAd4Tm`yw3~PEUlPq#)IsBY)R)B<Cq!G4(tELw~R<cpmZFHTjV_x!E2mJ8?P@=Gz
z0U<=4UAO}6@pmWiO<%sbmv3(5o0WW1#W#2G4WE!Zdoc~>m<K`R<52u^0*Iv(LEMRA
zn}b0di{kevj+zAG+CxBmk7CSWAQ}z_v34?utEPbHF%`sfAY$w~3pjTj-{n}oY2+K6
zg~0#a!ZstExk+es42tR&G_oGVbtsNM5k$9>K-`bwxRXI_dkToVP%J(b#Iq<io(7`R
z=^#!*@ePW`GeCTT;`lT1Cls}3fp`x^?FJBoHiBqDG5Tx}x1;z5#VwmaEX#oCeh!ER
z6uX`a;tCYw&jWD=ipl3=q}OM|=zJ0Usy~XOE&*{TicXh;cn-z>mx1^i#RHdvSbGJC
z@mGTQ4#k&OftYtSi0!Wh@fC`fuLE(}^&p}*g6MM-h+a429>-<(xc4patAkODz7xb_
zDCXP+;$0M{-wk4~dqBL5B6Tl_PWOR$2*u1TAg)I7PZYE62XQTmZ&1v60K`vGe2Ze`
zgCHJ9(eEJ;btv9ParDC=Za~rH5fBeN2IBN5L41hf#HT>?dm2PDig!>fdIrSoXF*&7
zBIYd1#xmvw_|-%dufGDK>QxZGLNWO@5Ramm{5psyQH*~B#62iR{vU|zQ4D?)L>r2p
zZ{bfU`o0a~92A}20dW$FZ%{P;7Q`ngj{hBq-=bLfF8+jK>F+_jg5rqxKs<wD;vYb4
zK{4i!AZ|i2=6w(!pxFOUATC7F_-7EGp_u*wh+9!i{1C(=C^mis;x!bbKL)WD#newg
z^!XHogW>@ceLn-S9K};8x_u6!0mZ{8I{gJi1jX$rdj1te6N>qN191h44?)D()yfq>
zxbwb%UtNXb=zoCt6vetPL2UaKh|5tN`cDwQL2=yIAih8`=wBd`D858-$af&FK=BQV
z!@tK}?3wMq??H3A{u_TapZzL(&YnFJXIDkxm|xbV0|4wA{uiHgMP(6JF5V86o?Q87
zH&l+{%Jw}`S<96Vd!e#DSCV~DIh-r;eyE(qm4yRPIi4$j*&dY@TzPRvR61~F%V1P4
z=E|^LQJKz_hxn#xH~d{!ri^f&-5t(<Uqf;Do**7Z@tfhO?gipS6vIb=I1R;DDCUj?
zaWjgFQ6OGN(Qyoj&rwX<8^oYW5SviU+y}%G6hrm}aVd)b?1yLD!?F%c83(^wfMV_e
zAf7`p=|B+oqZl(D#EmF+J_y8F6F~Gl7(};2KrA~P#OBE$R!jl0a0ZC0QGANx_*oz(
z%?5Gk91w@k1@S71QS(4Fqu6;qh-XnusRD67ienals6+A8ks!t|1aUWtQHwzQ9L1iC
zL43Ld#QsY`EIkIqXUBq=ejJFI5fEoYLA;D2T@7Mz4TzN}-a+v(itlSdtcij63`KM$
zh<)ooJQoM?9|uI+YD`r(-f=fHV8?CF=B-~N{QpoC8xtVDL$SCC#49Nf$EC3$o`pe$
z;>i(grt;0Ha3U0SHgV<C6Hz&nE4!bJ%2QlvJq4BVT)Fx*RQBM?urpA(k}E$s6O{|O
z(s=_aQLY@m5tWHtx$SIJPUgy^8C0I&%3<fC!Y>`MOYh+63+LnSD)}EYU5v^Yu8g}J
zm4mnvy#kdPTsi+rRF37!0oS6^i!0yXfXeM$8GaKg{9+WlR1dq`cpLt1B>#g^cc5|<
zSB7pu1ux#ipB?`&DiQuaV;@K5X0EJ$3YGJ@^7J#P^x(?cXHmJ9D=+;Lm4mr*&96|I
z&6THKM1^1WVi)^icd6I#cgOKR`0{mBPU6Z7Z=$jrSNgq;%D!AV_8nB#b7j)+P}#zj
zU4D<s)m&Nm9x4@Fsr@4=cXFlrPpC}d%KLvtWjI$J{s@)*xzgbiR625H_NS<<;>zgH
zQJKk=9)CpzZze!IOa6w+ZCqLOcU1TlJ9c9M{@@Sa;P0CGAKd#bDg(H3*7vB4;>uJ1
zMx~A`pZyn=i@36+q9Z6raHV@kR0eTnLnl-wb7gR6R4(PpQ(aIwgez^^qB4ss@ouQ3
zxiYB-D%)_ScP~`>b7gjKRPN$Rx*sZ2xbpr0RC;se(m|-~&6PeoppxRs%{!v<AXjD&
zM&%5y?79moM`jhiX@Zl~sPhO{_8pGOIb3;v1S*Ge<>k?+Y~V__{ZP4zD<cj-<uR_D
zJRX(PxN_P=R4(Akph>9wj4N*+hROo2Y@C8h6IW8xQF)Xr_sl`%6t4VcJ}SF&W%nad
zspraWi%?m}l|7cCayD1i@XgHS_`4^$^0O7Ftmewx2r8FxWndJQIb8X+5tUZ1bXtQ7
z-e!TaTAxIvGgm%Iq2h4mr_HFG$d$GeP`QCCudhetRIcoPDk`;H*>oBz{kSsX3{<MQ
z^5vPR%;m}(7oswRD}THgmAkpJ^b%A?aOK%cQHgQo<jYYxj4Mr7qVfz^?z$S4Te-3`
z-wfoN@8Q%r>MZ7pb2}>Ma^<NzP`QFDUG7BX0j?Z-7b;1vTz@wzJ8|W#dr_(3%5U#O
z<sPmKy&siJxN_kGs0`)GI}f7r6Ru2s7?pjva>k>m?8ucD9z*4Ru3YpuDtLnkI_S4g
zpmI7_W<Q0>My_1@G%BOH^6@jMbm7Xu&!Tc3SI&42m8ZE<`%6?>xbn#JsC4H_#S5rR
z<I0*BQEB7K!@ovl30HQ18I=aERKJ4Cwp_XGRZyCnTRS@Zo_=(BCpgP(?b?v2ZHBAt
z-g){q4bgNRI}gwPMbEluDiT}M%ue2U+sDCVhMfav*vW5(Ee6Q2Q{Rl!m;LX(Oy0=k
zN+zqAyn{(R=gqKF-V8f6&9F1mj5C(~zLCknOy0ue^-PXqav76-nB0@e`AlY*T*~A;
zCa+;~5tBWcJch}&Om5HQ;Y^;z<nc_dV6p>~7c)7X$%mNi%H%L6yD_<$$xcj8U~(#x
zo0vS4$)}hc&*UCVUdiNzOh%cU$mGdPKEdREOg_wHC6i;AJc!8|OdiW*FD7qi@+KxP
zXL2NyM=|*$%mgxQ3XoxAe})bE88+Hy*f5`A<9mh;>=`zqXV`$AVIz5l4dEF!c4ye2
zonfPOh7HphHa=(Az?@+ta)u4X88!xI*x;LCqi%)`w;49hX4n9mVIymX4XGJ6qGs4o
znqgyTh7Fz>Hfm<raG7D_WQGlp88$Lz*pQfEV_}93f*CgYW!SKnVdGtf4Rjec!e!Xd
zmSJOBh7D#JHi~7~@RecXR)*b^&#>_-!v?Ah8=*36Xv(lLDZ>V%3>$?qZ1~BraVNtD
zoD3UjGHi&+u(2h>29*pOO)_j4$*}Pw!|uRm*tn5l14f386d5)|WZ2k{VS_@3jRqMu
z3}hJpGYtG0M*IvzeTFeU!{DA_RL?M+XBfvb4B#0??hHeAhOs)sAe~{CUo#FOI>XqU
zVNlL68fO@WGmO6(2Hp%KZib;Y!x)=kaLq8PW*AO0jH4L_&<rDIh9NV<Seapv%rH7;
z7#1^(hZzRK3?pEMp)bRjmtnBWFv?{Z-ZIVX8f4wmc=?cHYeeh5_00|O>O{ISm4<7d
zu~o2`$^EgV()(^qvbix*9j#fNj-}FVtpig{b@9e^mHgUlsuCWStAmTCt=+5G)z0a#
zCaR_FV%W(6kR50Gws`KnBjhO!Z-Z_f<nFLKnOF@s^edzFP0^ZYn=>1TGJ?U*+4CT1
zGPt+fWEXXl%E@xe{jueLrnoJ4E84O$+7$Qg_ZJh;--&MP(ZyS@ilrm?eX3MC+R)^)
zQ-3(viA{Fxj45s>o{BU?ldHiRzTCuTs2OZH=Xl{%7B}QNg!h6aQ=<<9Q_I0I-VOWc
zo5B}3#e8mkcL>-T3<kNafcPdaS~PueWbv{E(<AdHFYp<9_h2wIW0GrVRB@+jqK!4N
z`bZ*K8%z4kECmbB`QQ}yXJT<Pn5MdTDxFBiYohg$XiZI`xiOvnpnGl^UV~wN>X{7)
zvmx5VKj#`rw>0_lbtUwm^Ea;>hZgX!3Im&lw>omY=sp!1_n77ew_i}>O12VUO*7PG
zWMw>7Uz_rodlt?84+P7V^I;NHe(2#G!kL4*IP?a<&5?K-p%6{MO^eFOC|!H3!7^+x
z_I%g9!Kwz8?wy*P9Su1b+HC^C`)pTbJGN6_KG{BN@IrWJxCUOVZERgrJbODQH^6n!
z%-IPpnDe#;{DoDWtGzyC`>e<7>AgIEcT)PBjIXNmr|0MlH2XJ*Vy-qc*Qeu6^>I<w
zY?ohym(Hb|+_poMyKG9vYT_xpX_Xu0&Ctp@!rSd`%BDHx>eUF_ao1Cz_0=GX<tQQt
zdndM=daB#5Qn^>rr;&zcsL|?J1ithZNv!k*Fc7<`&g<flN>j{(Vph6gr!5D;15sy?
z)%4<=W0vJ$!)eg;tux)Gdnz69npRF-xNO1VDqjd4PX`ODLGYdL5ny3P)xzmV`wX0j
z20ru*1i3I{$>Jpor~52?jTTm%q3gn|`P1@TXn?lPTb_X+7pfL4o>ev9=fcNmp~}l+
zP!<*~u9`Z>XCMM?onLtdhAPuo1z#RcG%l15zmKu;BESXj1GWD-jVq^4o;%mK`<k=B
z!b>2E^<u7t1xptD4E!DqO!r(+*Wk)zq9IZnukpiU6awH1k5#)ULx<_Z+Gu^e*0<B!
zu;qtdOZD;3sk|RMAbqVbM>Y>X&y9I!<$ht9ksLk{+Bj>xhU#=TH^MMi-vT$~v!6fD
z1=s0lVRvshQSLf5FWS@u&3!%}4sD!Iy@owKpR1#=YBakGJVAE0xd?<9;`;givT{oP
zpZCK*|L;w1GDIrTF#GdLoKe(Afn`lFrSOIgwzDs<h1QQ>=e8E*uV`HxUyJwZy`E$S
z2BCpJf#CHg#!0_{hC~Cz(cIvR^d;D@v+;Vjt;+T2s#VF@Dwz4h{5~&F|F{ZTPrBM|
zy}O(z7I-?5hFR3w1k6kPp<fC+b{5>|wjW-!y&Jo~tNwWzn7HwB*Mt}a{K0b<U`AK7
zI+B8M6c$|McKH2Zz=>VqS}7h#GL~*mdV?wJf@Wyy48PKCzgN*fc>73`IFy-<1EIO|
ziDyF$jjBk54On4<>qUIwe2b=Th0fs>v7^ErSQ45RlL_X)T<A!ri&sagT4;g_V093w
zkHdLhZVHcwZghV1`f>-wK3U>@je5gD<NU)ra>TLBVxFIv5@oa988H3!*L=^Lq2Ws)
zc!c6uX6t~me&J;<XUr`iRL3&@Wo7PMn*I4i{PV@nxrRj;-k<Y%t{VnxH0n-hbUTRr
ze2Ye@mg)vviNxo(tkt8~YT{jPtASp|M5|hF%EMaBhCg;*^jZko=d{2B70x%4UhlA$
zzr&VIuyTTXDCV?zEpyny+MR}rEe74=wi8FFXa`pXYLV1+iRNTVvFqW`+IieFA^29v
zM7|F%p@C{x=26&pev%#Y&as*ANoeAH<+T&VC3cKI!P+mlY@6FL9q)sNH-q3iRHZo%
z2M;_+P#at4Yxy9yJaCKKQngDsJL1;_d<_>q0}UrU>oy#rsD)&#DH>1mwy=<_7Eayj
z{RP$cX)sa?g8MB_Kt#Yb2;oM5xYs`n&AtJ_n+;R!8=VFtvB=6q60U3eTu<X(pZE4!
zC}wQ#-|ySla0&#@_p53MCs{D*$vNL;9oq(Za%OtRs2K1>oH+GR_U$ZedzP1I0XfkY
z$7<HU?5y7x>uFCy>o-6Yu8f+x7>qHJ&qraBFY=OHXut9tfkpfQ?$>$B-LI;31l>k#
z`sQ4$^<xi0>kbdOtyKrV+t?Rv=SQI3jgPtQRC%5^Ykp+$ta;NHEuQXOw_*ES1-o-z
z@%AZ3RFP-59bWTUFl+uy-@gBd?Pq%V663mP@A?eqhv^eyu|`&*{t~+%oOhbM{!*0~
zT3OSaNP8nFbALVL+UejHwe#zjLFMSiyC%-)7eI(XMO*`6SDq@_Wg0ge)?flQ81sdk
z%A5wg*;FV2F9_E5HC#A0_I0<dm|UpaR!&(sdFq_$i+%f_|0>vc2m~)&!IuIy<}I1K
zc-GwMUY{^Wo<}2NUvrI!J}qFRYN~g-%i13fO`Y2a?ZxRbYySwgALb=OoF_^9Uj(yc
zU;KwdE9cC&T-OETluawAELrAj{scB34h!>m`bK+*EZ97<xGFMrZq=gcK06133Flg}
zovNkN7y9hnjdpf`<$>IvQF{JVEtu||d9#F$zy*dEdS;4rC?>RW(R6X<%i8}G+joPt
ziQElwkgC&y?IVkhs9NZ+&7E*@<C&h7F#*9aD_(Xlx$MXa_AmGFycjM1;8_gnF4v-z
zpB_*!PP11v;=+O)AFRo4_8+zvW8+`FtCJko7%nW#pE`Z+^l84H?(;TSX#o*jdAU~R
z=J1qtRR-;R<=NT0NRnMUi;jrEW%<SV9(8;NEUgB?JrYyG0!gWyzHniczkE+b6CZje
ziqL2gcV_z03uZ0M%gonkWW{e?KZ;;6Yh=c(x%sg)Ky&9U&xV+r7K&y5^rL*;^D!Ez
z`km{9xSUbQfK+1<XzcvTv#@Vq$1Iq<aPcg-2DL1r2<RQOHrXq>V#gBC?2`El7FJE2
z4mV)@b$2A#a31vx6=7}ebx~Go?_krx@4GoEQXtq=Ib1ElMaoZt;5AmHUzmxxv*yk6
zGvzmEVElWofg=6F49uInFn`3H35}h5JPSoe3}zvJta}=pkNkt{Kw$H{p>6`SbguWB
z7a=p-J6sd>reCZN?!)$j|LE?%2${Y15jl&a!GP1|SqbWf#S16T@-B@sH*Q1&J-t#;
z19WjR+L(&gu*Yh0DLxw7Ij8-}jX|8w@M9~m*(P>3SzUfPjVpbZ<e1xk#yt=7_N>lc
zt_fJxgLlDNd~Dbc3^+;8iaLAI+FJgMkpHG7b7M0aSn+2!0fh~u3uLeX+B)xe2Gms)
zUAu~%O8PHNG6z1z_TxTq9T2A-xpc$NqetMjG+qSo#Xk)iI+uB^)g1u~qT+CI8mNbt
z4)Vv)ThPSF4_yb;6q2rtGv6mbE9X|PsXBI?{Nrh~BKC)|ee*}|uGI%Hwuko#Bx87K
z)ffB*Xz4udHCKBM7v{0<;jy#ax_=d$?)0&{XLZ)0X?1gpqG(1zLnr37Rv&WEn%^pq
zd6(5#(wedHexJCzF6cGpEU)PlXyyDE+%&=N!}tR3jgN*b1HoypPBplkia}4Y((^Ts
zWAhum=HhZqZj~yJ(EG7v#b@r0)tSa?AIfC)fric;ueCZ^*gBR>CcNbcEYHVc)4RN;
z;><eNWo)WQ^pn{3d#|m!u(2(BsxJ;V`2G9d?sI6r90bp{I492EcVp}XU!Lo+;VoW6
zH5GBkaFsY6kJi_>sN8=Dt$gKK5f>wTyO&YW@h{MBK8Rv&=iPB)xjqgXUg0%V9}v*6
zDUpJ84B{?1YkV6v{=sXk?x^M_xF`{eB%}U(^}t7$A|SZO>bY39Ef73j4+Km!DNvL^
zLx=p$HKYdV3DG!QSWMu}a<&}De_+pp*3Kr+g!+Ur#{}H*iKpNiXWl`6IhuLHGov1n
zPJnf;Y(#2^r_*@`K0pIQyz3x+z1ePl_HkLN(+Yo>bD2fV0NlT>T#(mktl5>=?7HvW
ze2F7OYUV9ua|@ldKk6UQ{%sJv<3z>C?R|GfS>sQz@v1M~#)2twWB-~L*7^i!=zQz7
zF6MeZ(OCP-zk~K4g5a(f+dDhnyi-=z`m(Q}_1^z<TZ?L!eXmQvYecf67Hc~R_q@s5
zvnUO@ZFDUZd$hXV8}^uif&T&nQ4rj9fftnl)s%%<S@AVkc@G4)Qq&EYda)$<;`kdH
z=<K;s%z!lUU>>Z&INtXRh{Ilv1E&u-sNwAs*^_^up)p=Y#jq$F%HtmM<7@1YeY~SU
zoC3+sVFK11^DUxc77l~P&PARDag`H}Zg$IOWz6eBTtM!8hYiGKQBglR4JsG&#xwHT
zcKJ87ZTXMeaR<4J*ov+?jjqJ|Fxj<{40~Qd<H~jC=q~UWTy@tD*=m@eWwbg5cR6Be
ztGE*0`4|j3|Jc^Gs^_ZTDlWeCT*Za;&PCgS(Z+7B(Mc3n+5J8&qHLbsg2uJ_&R1a5
zdAhr6*jv_FG_mnU7z^Rn*m|#namBwgs3+Kp^m1(-sO4m$F%qp#HaEdE3f76{oF(An
z1I`Cv&G}nz*QDNRV=xITk|Q-qIQMXa#m5kwHGRO^ull;yv>kLOc>co>pJ{OF`hm%N
z`@1H`>Bh{bZhnLKc!YE005CXvd)J_L#4sQ8Tf@gJoX^3Kvp+oi%Yo;uY%SWokUyBD
zMH^yp_@p9y4&vb)pWAR=0E<pPc#N2vJybX9{JEdsV|*CIxeu&5R}XPb>m8Kfu?rEr
zH^<+AksW{V;Sy)JUBT+@Ah^S0wHyYMHSBh|SPz0vr#Ok-z}WKLU1P&tW9|xfDB{YT
zpCf#wx?71|(ZtW8bq)(XNaQqAn1Iznd<{M9VG3LR?lbx-8r@|d*RT0{e#u5FXDy0M
zfxASD;l>?YDUM88ST#r7VqpFswkPcB77#q2^Ne=|E2wLl@r5F+17UWW5GzO6o*u$I
zJu%$f({zhH$*aHF9$p6H&OUp&dst$z2e{S&r#R_)SdPk0WZ^_Q0Z%i)X}qta4uhRJ
zk9d2WY`jN2v%u92KI<=_^?@Vo<G~3?&_Z{X!98JTPQu%xc^}~(*-dV^Rqc!ERNTX#
zygke|&KT|iGlnNaz6TRnAYbBc4j$>IZdNF}$$gZ9?PU(^z`4ZR%S_|Fz*P^$lOJp!
zH{m}1?(Jim@jmL~aH8htG~2<CxPxa#xv5%ayo07>q9&GthaYjhJ-oh&A35HE<IRKE
zUSES9I$w@<_gZDW*X*T99-x0;9mc@EehY##?g-<3rC{+>JzU5I6vP{w{Riu3xRd?&
zc6Tz>d?$Eyz;~L!5;he~JDn?C`{svcs<~QS2m`^mbAq>r8Rik>?7`m?XX7q<djp&I
zAPuheh@@a;85B@uj^aIQmNT7X*_Z(~a)#Y0uCF<53mRgp0T;2I<qX3<N-ak7zu4bR
z_6mFR`9txv$%`jP7F8`-ICZ*j&%5ATQ#OF$wdx%g=7F)bxzJo5UoOFYeZHT&FK@gI
zX<u-qEN8_k>$ZQx&YXw5yn4?+722blnqfHAnmi5~i_=c;p}azkbNbn5rwZ+ig_pkY
z6nj%P4Lg<7rq7rRYi1$~mMuQUXLQa1U~~%zZqz%kqZq}NQpZ%y_X>hV{VW<D4e!U{
zhP|Uw$8g^CPf>Gh7YF0pcW&@@K}v{fWf(KM1&t0K@A~aMt)}C*|F~f0MuR2iV$U2Y
zzlBzyF~c{Y;qLIlA%l(+b6!|GA6xCQju{>dHl5T2*RVIU)=2=2Fl%E;_o>oY6I?Qe
zC7}s6;i-+)iw6VQp3a1wI6q8u_vD?r>g)-pQMjDYSIj*Q27}*Eat(T?*SZE_t$JKs
z_h3G5hwpGY0^Z?daL}QTuxlT{n9-y0olvJvc8z*xueyG^M*XB>rY``i&RlrY6!+Jg
z+3T9lnQpTi&;A522gA<f8LoBG5$8><Yop$cXy)>fV9#mwj2;{`Xyx#cjS+0V-T)ID
zu}G5H{R!HA+q3IkdeBXUyx5hQ{RGWc&2n>K=B^^Q5iseDp6%N8t~=<uo5ZIOpx*q+
zJs1o+d(UyLlK6u?#;q!{dkENc_L=J%9#8ExAOk$1>MyUuz?}1xXOo-)>0x%(VXvUo
z9p|~8l8ZKf^*%E?66`s(p3%UGTz=8Ez|+mKB=i=nhxR`-#muMCeE0dT&)%$Dw-{ve
z{!9-B)6RXK{X;0dSD%3K11`O)+4gg^yl<83IVs!l%y+USq8O7VgFWX4&*)(kck$*!
zY-JRlP-er>dU#gXH)w1@+rzwRm3nU11Wz=;eM3yYukkWy7dW@eX<WI08Jd=FXBFDH
ztH#Zmde)(~Q>mDBJb5IT8@|vrr#|Wnm@7K#I1p?)*La529Z|q=O?@mXE|apO%9qQ#
z(DsgtT&KM&2ELjvV0$Gz?2>&NJkD0y!)Y13AHm<#Bf++FueSqr(HGbOvXI?Pja0Wp
z*n5?;S9jUr`V3kgu-J8-lop?5|2<b`dk-+{yuHM=t)A2bdF?;?KLKmbu%*T(74xM1
zz?w7t7}unF-ciKM;`5FrVAy%*Sl7CGC@*5Yz)=1vSain0`!M-rNj;Qnnf2#)8opxl
zz=&(tyI81G$yg5ThM9*~_B2%*?t{QhFW&((1NPvoiMqQ{4-!S(ckfuhD3pR5E=V|^
z{nNp;^SEbUJ;oKWFAqXK^Dm+KnrdVBW%GXbQ()TZ<}vjE<)Bf({rW@{=TdpJ-wBL4
zOFWAtfMi$FfKB|yPtKEh>>!V!<?B4lyDEKciPk0fgJZrtzKw0g^@WiEZ7Y|dnQ8g4
zeS}t=)oyR7F(W(>Rw@ggN`Hqhk3Bx-n)L2@`3?i6NyU)X1a_QvJY#AED2){z&^|@8
z3s$;5s?R}{X7NB(fbe**<qWNJ4XTHNf(DCYa4eX0w!~fA>bX@x+XW!_EZB2CcU+_D
z!=#{5)inO!V9Z(WmC^uJLHa8AV))yf3f{wQQ0ykLYXD!)=Um_5Gcd?CfP}+Wbn&g*
zWHUDD+vsbui@FJ04kA`4vX;AI%bU|~!n}7r`FECWS&1vCvvGK5X3Wfn1eo~*1Rs37
zqeE>57u06&z2@D{WyZcmV^f=4V|x~jrV`(V1`8m4`B(&vohMVS1@9`Q+MTQgm=d)#
z*7)rF2242fyzF@Qrqy=XlEQpfRzPd#a?ixxZZO5lfn5o}wcf5X_~J$9sx!gTLua``
z?XPV~EI)AVZG-lD!CQ5mA3*Rv^A5m3&zcg+^vXniJmG&!7rqhFIcy_1dF<J)lX?p-
zkUs88Dc41Ov!rt?7;@?}t~KvWLc>MAz|<Q=@fDTMBVft-@*LNkUIw$PY_khET=(#0
zm(HQ*g1yzPu06fJ#bXGcgLf_AD>0q(t^`Y;T;p2OTR4Q4*d0sn?k>Jq(;0Uy*t+8e
z*Oq=4u&47QwcdLW@CBXDcVNhQ=SJ6>Ue2&Xxo2>i>Dj|qeL8#I1ok@L?ArT(rJY@D
zR7DiWjkN_W4WxWV5u2h=O)3xi1V+@LvPMX$pd>!5EnV6kmlk%}*ct<30=!(bk`;aM
z3k^n8B*Ftm6KXLr1myt;#2A!Fg5UV@YDo0|pSfr5y}R4(tiBZPp1r?0J9qBfxo2k1
z--Si0UeYkvTrSgv)LfWujt5JbG*q_l2lf1WN_7v^s#JP8?lX#6Nafb|fjxalv2MPv
zb}V=E+jlP4B$?q<ZaRz-nvv+--h}?uTmArKu2e|_B^N(co*M#8=yAkz4yNhgBII3{
z8%GuBcfDA%1DPQNDZ<r@u}Iz)Qctc#-*dJ@`yQ7{aY8o}+sB_LYIF<^wtcP+y0PAb
zsEVy=3XuiSWXl(dbgxnqBFjhddY8XJ?w3GH$8qJlNXCEQx{I`g;Mc&EO(zuW*Ol8B
zvx>Fw5TQrGla(hG>feuGNSv4^I6zw0_n_^*s5BR1o$$9SEjd4M7nv7;6S<^Je-BM#
zkG07Kq#XfB4*#IE8gHFsRQV19ulf<dEBIsYZU3iNS@ipA;!-~W_wCP$b7R{HYp_z-
zyO+e<egX05uS)cHuq-zHAaRYq0XONg;{5K!aRabJM6L!+>i<xrU&F2vB;8MFCwNl#
zmqPs>7F}k?Mz}zzbh%TC*gohN$nTBXr}_1irP%oLrp=@-fe?a>H7V7NtgBx2>|k#i
zsc`dMQL?J(gr%kewxC&Ie!~n7fb8$q&g?_7^1#S$NG{mc?cN-!I+o97qRc_}5pw|q
zSq`xVi}7nTVf>+dU^|t_mq3$avlZzg8&y3smzNJ|v+4)yr!wmb@hwX2Bu|Bogsg>r
zgmv~FuOWB|*>3kquBy!wz7Jfva=pUcL~0FgbKO^o-_*H~6jUzc)LccofM!kTN{&BA
z`aH;H$UF0t?*A}15eIElFAy~oDj3qfR8f8nl%tJg@Ztlq&H*Fm?^Txn(5gIFZ3lVV
zp~E4!K!3wte1G4Pb3hx($^j$YkngZ8f8WZJ(|$tUL7?PW45}>8ua{uGp#{WeF0+KS
zKrckjtx=epyQtb)bcwF1ykV}Ba1U<&N3U`x3z+{X3dlaD1^5rE!_|z@1xnjpDe)5K
zvxHXYpU9a`Ex~WJ5x!-x3oco~xYaPXg1H!SB({$IMjOhEXUXm%Z6`qT%{Ha^J$vIc
zHv()XZXuLW<ZURT)Z`one~92F);V^Q_9sA+hNOz6`E^BXPIgvlBT_tJbtV!~np}{2
z?H?xkG^p|-1X?WGzq3eqNud|{4iuRTc^8ZFzab6E)!#v~)&L`gJ<9TX44E6K(w;J^
z&B!s(WDzuGtb2aZ0kiKq7DLLA^b8=<3V|9+@@sjOmY6OjZ4e-N0tz>l=GXG#G*@$D
z#2o-hKH94|7qPF}Tf~D~Yf1SUnly6ds8aj}-|PExNb_2@M`as<sZjt|LC?niO1~a9
z+=_+m{yn(1+HQA{_c~DW3M6rA;zfbZ*y360>&PXb<nl4)xn=8BtIfQ(RN9{7I$QO*
zfn_X)Xph_pu^#KQ-+Qcmk%8lOYhKAdvR&kE15#!|_ve3b*~`Z2<TG;D0Vz*HLdbIc
zno@lJdYF`t0gyw-mEzZw#))ZC$w>YIOXfqrs1~;%!|}9UjAf*31V9ABN0#FEh&JI4
z+p8+9NZ1i@<m^`p^Xo;;;G3^*ilP9Mv_gJKW<Yky`sLS6krH2gvVo*7K;&^~Hd&Hi
z$5I%`qb1-C14~)loC5Wq<Xw>D=2IcAAa`T49K}*r;9pseKSARPBLsE7lQ>z(^Qc$S
zCw*ePu#yTrh)uT{v0x*q5Lr)<Wvy@VTxO$=tba#Vlc|vTZ6m8mRA|pN`3sn+FtW}?
z^eiM#Bboc_BWo(My4}2ybvUw`72Dk37FiFKSh);8vW`X8R+h^J+mUq+_A!QD87r6k
zMAlU$R!+u7)@+HD6J3#YFtWN?tjL;+tY(Ub6IRY@m2iSObmlP;FDubqm*3pO4}(VR
zZ0QXLnfM@-%n2H>xjmCL5?{gOUUn&FHhLE>c%KAKp*D^QGGriYo?gxLJ=h_K<P#ma
z!67Q+K%rcU*Fdy<63)kV$80gEPZ`Y4V)xEsFd1@V77Hha+uc#0$Owwj(`7dff+@C1
zw!{Gq`Ak=C9VT;LHC|OXtML)@jg}6+u-j4-Maf?Kd!~07ai5lwLJGlkR6CEVLiqd5
zpFY`9ls!Cp*&uL4FG5#vL~@AVQ8ZT~sK;VHsF6e9ybv_>Z-7sE$O(m2iI-wj(6k5o
zkw*w~B5MZvH!WkPd{d8Yat0MiW%)PJ_D0MR%BZWiA5!Pch~ti!k5C@JN~`(i2qfBj
zve?VZm6QkISJ1R<@TmbVUtn>0TSm|fshHmW0gNt<Z|Op=AHD|HQaar(bHGt!F0<b3
z5keH2)*0AJ$ctc?D`4>)wiWUx2D6g}md@X0Y%`NKXv&yG_c-f@q{ZM6BysjRNjnB~
ju_8-OHf<}7J}?Jm7rHbnc`{V%HzRr5I3{(r(0%*AN2XeJ

literal 3618389
zcmeFa37i~9bw95ASlzeeb1d6vC2MyrAJ_=Xwru&7yguX;AH(cS@6L?o^7PEE)(6;t
zjbs`y@fgf$Fa#U04F+Q{_Ynwz5J&<EXZS$^{PN?M<o`=Z!jC}m|GxLCy1Tl2W~XO%
zHR1nfKT=J-uIg8>UcL9~)zMY=%zt>+tl6{Z&sl9(vboa1L8~;LtCmYet5j<^D=(<$
z3Ym+1j~;4ly|;09qu-gEs#F@oPG6>+u2n57ldCqIwF*bQmMaV<E2&zxkQ-?@i<0|m
z)vEwC9>R;WhZ@fO>ujrPH=JeF@`zQfjaBck?A(Edvv^NAU8kavwq%brZWYQEp=3>=
zUd)YKb}czlt|jsIxP=1y>{>Ndv&M23URX$3klJt-fGE3~MkF~x6#xl}OuJEQT!ZIG
zC5p3)`?G!7CE2CfW!dG~71@>9RoT^&BV8_y=Egvxs*{EnTqp@HBNmrIN;Q`O33sDr
zwpFV$W2}QUt7PZOCA)Des=Y?@_h4<Xl&X{qR=L!0*885O>b0_6FBVhP$%fY)$W95M
zzhOBGE7fw|N~4Mk_vy+mPM0f_)!bN?+UvAaPusCQL1`0KssN5V3-ETf3|_79o+d6U
zr3b;iY^_*G)^fFi)o|7+gbCdQsTyc+ILm8Ru~Gn&ZEjH1#pz4B&l)LbrFAe}sAnun
zu31&7Zg!2c_}Xl}IARZGAOVX9_w0udl&cmhp^D8~MHD-4v|cTvx<U#)OO`8CGI6ut
zS!IK<BdKaKi{E4^g;x$aeFds*vQQqwo2wMv$$bC^C#;bQip!*`2P8ea%UPN#mCE%}
z8n_|TH;zN#`x5v&CzBgbqzftA-nDtOTn6m}Bgkr16C+~-6RBz`R~k#y(2N6wE>Rgc
zee=2eBEOtH^W0&Ged3~n5W&QyR-tm<IYW5p<*1x{ea_C+66d56*{U_VYjd_%tJph-
zh9)K^1`BQz4W`S*q4VmsV$v?xt7&T&nwoWh8{h?$P=tEbi@SgXl9np)vvjIhN#({$
zy9g8Mgj69ZRoI-UrK)3AZP(`HNFh}^uvu5st<UCj&w=ukOJnB}14UZS8B&kV8A_d-
z7%f*5X^>=F_I5;y#d;}Mo7|pAl`;v);b^Xw8Yx(aS_8#Y#!7$>8DbfTu?No?st7C2
z83LOn+Ne7#xt;AA>XvrpX?~KPLX?(sYTCAwqqzd~iS(u~UAJrH;vk-qel4n0bLA@N
zXk3w)Yv12+jvhhNkr}8AA<K{psTZ=BN<Pb3D#*(vVgaF=S3;XNZk(JOArHA?rChD0
zO0@yXv^indCJWZC&Ct!UTxp<IuIx;lc53C|ixZVphAOSWkyQG?SQXNi8Az84<?7DF
ziKC;L%$aAs7;LF#AY#O%y1g@TCf+vW>GX3i(}kV@Njlw-q{~JVljVA%L=p$`A#qtq
zT!O6|@f?X&5UGtJw^1>5fF&48<!dj$bx34WHsei`4YM+Xi3=tZ<0Q27q9+&IrSNhs
zQ7#oG69o&(k;s-O618%oZlmS17UxFGCt&fbuwWpqmPi%sa$+o%D<x9tv}N0rKa~(!
zOO!_wS?DqF`GhG|7^BwB7JU-L>Q-^Z^-8m*+0?j|ut7`-j7eK;J5q&2)w1h_8U%L&
z*b;WRXn}@o&KjqhQEd}DPCfNx@TpYi+_gF^7qhL5+Ei^Ip!~>OuMpWgwx3G*Q59-p
zSVLkFq}){)CGLvY%ge|~ZQ|+;)t58`xVJ+&4_K50-N{lXfhxF~M(U;5MF=!M@w$&s
zgo%h_T}vEMJA+=iItkq!gIWZPjA2S(LBKbWl_D&Ev`Mg?<yNIWk~EY)d-2_k`y1KI
zDYTqrthjm4C^*YX^&&cFn7nE+MY`PYEVR)ra);HoUt)=q;S(%CwmNzpXW_-Uu|a+`
zpUoC5$+c|0C|6&)oUsN*3gt9>kiLC6Zd}S-caBn>Z!%YcSmbI+SZB03cyFU8S}>j}
z)M2PVLAF1;)tL+LsWJTOMs|C4AUlePvr6^YNnbBL3$}+X9_8GYJtcd9axMg4$z5n<
z^YZG#ss--Zmiu5n+<?@i3od3bIa;hWhUJY#F!f_~v`oX9V*wFUumsgg6|5xu9kQr!
zlNh!eDM{ZbEK2Hk+4gcz>#V=C3gdeB;GH_{?mJ<8?pBBs=wHZ|CR2q%c_KMlzvGU{
zBm}c$!(HGW{IIi7<sqgx$M_PH;L8}4)J}2_3?3d9a{7uX8(lH+8QxT`l(7z~@)i*>
z{5*TV<Xt8`X40;Yj^+-sO&_e<<OczBty)h*tE~*%dt2UEq291cXmT_ne1&>#bl~g(
zJ2xi9WKYkYA$eEkN+HL_nX_%1X57+@HJXBvNmk*^=_c5S{s62fu`ohQs_;3o7P`>J
zA%&GP6w8@9nuNIQCakWN)5-D(xpzstR3)EQy>omxDM=<z;U_uIl#8&lic`np?IJq_
z)O#h_Z$OQ$q+Lm+EzRkrj6&Q)m;K8tlVj|FC%MZ*wOBY;v#A!h%ayT(iUF$BRbC#?
zh2u(RPtEQSJS(*4m>hx23_(@+mmRRIN>VvpE-|a@dIcsDLgJ>}stQ{V7P4?av5LiV
z3G!r-3?Q8e?t>g8tx66~qHY>~1hMlyTFs1tsF6WWjuuj+)zVJO;b@R64uNCNI&&&e
zJ=UnD)D7EUCJmSx!^0%oE9Du~K|B3-BLxXdi>VSBOFLPw7Bne~;7L_-=>wCE!<=ck
zf|GFQ$Vt9c-d$@xMnjH48&u)~F@m}^*C?9^JBU~^gPt(k*gISJe^d4)Li(}A)WKX4
z>5%tQiqs=n$dwRSr7`4Jc4P&tYBmWp7@U!I>oQjHbL)1nTH9Xr#uEJojEUx8U#(y#
zVbpS?llsvTdX$C?Rx!d;ulB)%Kq+J7oNH`0IA6QH4&im%W3}&DGNo+&+}roSJaVI~
z^{1;LiHso@YwN}4Z%#f1PjeA_PBaE3A9F6+2sW7wg;iIa5*bcn^aC#`XJdR*0O8qk
zfx2+bk!9R@jlfE?#msKa=DE@Nu{P+JoWF?2*t48@^qg&BALoE+z=$UMtL(4nt<~N$
z-ylfRRDK?-p%l))g!8NM9XcF-C=}@`H?kA*SbABMUdY+#$QnAk>V4fIBzhx8vx0GB
z&{eACMsqaQURW<3D8bDFxkRiKZl}2h`92J)<oP0gv7XB`<RLeXP|sdwW2^929*rTR
zr5`C8A(Ptum#jidrA#WS#s!>^y*hi16e^t415qQBBMgBBRVp!8kP7|u7{hg?^KMof
zy*1k9eg5)cU6QZ}&}7~CYq_e>D0!Zo$Yn_9X31Mp8@92~e6rEG66u=apCm)};aN~0
zcSvfol5t`(AzjU}FRR$dJeNewM8Ispzs9KE$M{wJ<^+5c^lQ|^zzgWZ$Uk=n@}~+?
zZ1$||*~${LSH%LT2V$I%eNlF&L<X}%l2r}bfUBlv3v`MM<&B<VG2`X2xw7pt@ET2x
z=Ri4Boa}RUPxc~-+>pIdBD=E}NO3C|1CMeH%A9qA8va4DUddoe0zEA|KWy>EO;qy*
zr1^qPUZPPN`6Q_VP*M}><TZ>_Y&^9@4&xNG1!ELKDi)kfG~5CA`C5L*d!FQqIkQhx
zManSN-?WTQv9VHs7b$IiSjv$EauC%NfF?i+Vi6L*g~-r}>zNAgx%Psbd4n|!a0Rtg
zk4S+)muw8&(phpKeFTxV=yz3%2|-j?AVJVEL7qRWxV2H}A-6=z!Mie<r82l;gbdPk
zN<#LEtSVRPTdvnCb@G9<i#DHKG*u&+DWb6xIstTEHhL0OfHbvqfYfs-x6qk0m{2b(
zhB6ymhgXTDqbetfJ`aX@CB^EBrO`>lhUUfEtCk=yJEKg2zoA6_sgEEJKr{asW)}@S
zc-+C=aH$Nhf@T^T`K@G7eI;}M3TG0X4@y@3Bx61!Nji^*N}Aws)UtUPC7OS2I4{<-
zPU%c(FmGq9LT<b|Sh8wErAl!~<vsuOA<I5<2p!-+u~-;L6K%+>xW?`PVGJ^5xh_gs
zHtI{~+|rNH$1PhMmXPnhoXOefK_|Jxopa00l<8KT$wj1QS(QBKcTa<p$Fs44=cfms
z>k)|(4+zG+)K{(4&uQqxqePXkR43G_!#XUvSL=r~^ivbas)IPnP4euCjDg9K5WBxY
z=fTV(?4=qH(G2XSi?7?aFEPCPii;BGTy(|m%l4hWd(WP0F518U+=i6A&U;nHahPaL
z6)~^AZ};#e*X_Op@9o=nejztlu8!$<meSnpL1+smreN_GRWfj6@dScKRbL^=dQOr3
zo$US25;bc$NI89z$!okxAD$$><@`G_Q?>y95vEBncb*cgeS%e4c`j(BJi@8~gp{o)
z7{Vz>O9~kwi4`$ug2@C4CGgx&CgnK@+X%l{o^O&jFyU69)c{x)_WWq%HY_>TN{)~P
z_oMZ7!gESxMb;X5k<+M8fKy97JHNMF(lGv(#R&8k{CvGU_w^>Oufgf7B%Nm%lqQo-
zEW)hh0X&2gfZ2LX3s%b$He{dQS)$$%N9tpw_xxPZCq1-J^Egp)+w8tMMUjpM=YchK
zbm|S5b9ig%1KuD*QjR8LB`Mm2@{3C-6A$-c=`gg;RnZ>YnX0l~Oyrf4O7QbdUI|s}
zc1)Pml39zV!d&uJ`LoF27lRjm+m}?!6)kiRy6t@_6Xogw^2_(m551HsrQy0zFTv<G
zdL^k8k0H*S+fL9jj+r;j7Be3WeRwdZoc&|Gj5PlWOI}0|uSvb+{Oae}`<K!eLzR>Z
z0?B|TdaG88NcU(8mH0N0+B@4-w`KH_C&WrfkD{lT<VEi-T0v7hh?TK^q_V8Bp(zDR
zdS+Qku^ailZr`#B>Ypo(mT6W+t-A%N!dPP<zj6*12#>$AWD!rSgwH#rSxq&=g{879
za(3D(VC;cLqLnsfEmrGNB8<aIofg(Lof56uF6ka$oJF(-!n69q>~$JN2{p88sayf-
zT-VIms8iF`GNu^ZSrS)Ls0dnXWRsK5rXWMk!fm?-Ubgv^mnvhwjI)%i31SSA=V6UR
z&sVMCG@9;lT@pgg10te~QL90=;i|}x=^)nTFsV_)QipnJMLL<wB(ciI-am?ioN(UN
zw3Y(rAS!KTIw`L70c#RUl93VbLU^>80H6wStUL<ZVWkRqK%HlSx`o9w+{u-AJ#rDv
zOVA`at%%C<4HnKYj>il~4a-}p4A$G=0l}&<Nyn!lnr%!qY)Drs;thu<av0Gn&JbDc
zwUpGf;wMmQTQsbsobbcyW2i&<0LFt_eY^ygGFs@?Y5n=scuGcT?Uk~Lrj0AUi5FT(
zz*MQ71xl{!36)7K)s~Xf3)V}wqsOJ8cP3eztmwHymGdN(v#siFR+*IpMur3fIgCOq
ztR*sXcSO4m8VYlPr6u@1rHq=QY+z=4v75rv7i(NlXN3PWoWBi*g1nBkUUJ47r+F)$
znxAi#24EQ6Y#Y67syIDm;>_ORWn1oLlOd#wz*o+J5t>rYV9pm#kg}u$9*&hB4&>yi
zxF{@Dt4K4ZX8H#2T^_e3b&qn`MX|}tQp}a$wpEMnoSK`-$22TyRzw@K6K=YXMwz3>
z?2Vha!Ye_o*e})n1uZ^%H9gwPNTUmy=!4myc^p_0uZeuTceBX^=&c^E^&T#+IR;fS
zs#q~px2r=VxzbQJN4q_|SA5KJ@ya`^+;?<>_g2Cy2x3YLGi0@}n}8$~W(gANa$+S!
zN<`F~c5^Tn%@0{RS5b#&X2GTb>0Qy&DX)YFgPbd32<#<N@2-cEdi-%a952!lj{r5I
zRtY?@&vWhSjioAq9X70MlrR-Bt_P+5w9pu96^%mJm7~E9W|tw~^To9jtFe|cpjOx=
z!1J}d%nYlXDq!Mr#Db?ylRs==Ht4K^&z%DX#$xWEl?i6k3miW0lkps_@t{~)4D-yI
z?yNkru&RbpF|DV2Jr>uBh$h>HX>=qxi#>XT+>>-MZYEf1cVa9l1FwcNmu9E~ykL_F
z`-ui(_ms)r7{;eo5V38CjH1G_UguM*4w(Ff$6i%6%cfO#yh&%HB?{V*1nPJ}$Tg>%
z^hTfLSh);8jNB~Ym*&z&HwPR6%>RTk9Oq`xt5G>D3Sg=c6ZFXJb{(N?SiTr1Z*=OM
zcEw8Ppl89HC%HJOLrP_^%EEJK?EhK^vHyhjXz0GHRc3O@+?+3HmDA^hDa5Oc?5Gn>
zbZ~R7Hd5dRV5qE`#!RY`H0Y$Y##_oM(urP!p-s`9(58hz59z*ch?ts?@tRY1t!U@b
zUF`4*AU6&j30R{ROBLyBNUGG#nP@!kR*@>R1nWeyT4ZS8epKA~OjbLc18XYi<FUy_
z;XclfTPG%IHv~^1A)Abl{Mm|r_02zt4qiw(#-B;l8?K7jAl7q6b*zz#7q|4{Cuyy&
zv%BcX8@FT%%vpd1D(s99rL5OSoMkc#gn>0yt}xV_?W{4Lh@%VZ?kvD$0ojz{Y`?Qy
zZLxEQDGRSso9OfwzU+qVrtAY*=RP<tSYe=*L$yq--14l$8wh2&_VpOhUj;1&U&kg<
zVYqA=>~aH0L%t!^%?zp>SjE-R$-({VtwHYIb9cZXsMi|K`7TNjin-+)-lW|nR7^Ay
zp_JV?+4-=~MWLxGVnEg&MKYmI-ZUf%9WU(h#UXUqmV&KKwe~P#E(=S2@NS*GAw*19
z%gRlpVC86_&D|MV)=I<Apbd$ahp@#a3rk6C$)ZTpEz*7^d7h6pW?(mGP%LQFhz|SG
zP=e}G+b;#1B`hpKU>~V2!;_PSGweRqO^<q{+QSZY!gv5fILykynqapjin%g`Fm9XC
zh<Xgu^N?U}H&4JdiS0|LUBLE$hI5`vlvnrGI+C+dA9uf2!@11Gpo!4JqY|Q3jbxb|
zn9*_}S5ES#A3uwH)U>7k7$VfsBPK^INVqJ`@LrTXA?n(1MIw<`%p1-HE}FQ6F`r2a
z{75vXSQDqPNofp?Fik62vHOXK9mG>l<<|KcWDx#vEk%`VIOn=l>jGJMTDLE6rorx9
zEPq6_t*gsZHm=T@#B@DvpE?0UZ!0~ShR>#{!N43nE-mpW4||zgIZ>H4{)%CP_v9Fv
ztFRSSd~8cns8v;Q8$<k2q8p|Cag}vSUDft#N=|A!wJt<1(bRBGjO47yjmO*F?%Q!i
zn4}jg-e|-9E)Ly<%$2tI-n{z>i)q^yM0&$;|D}bmwWwn)N{`39I)*KVC{0_HB;}!b
z%Z77dh*j;;MB?dne@*-kg*)1^nvAyn9evns(420oc4D)oqeq7p?jhsqp^d3++FGIX
z@l2OzJ`rtMSKcDz+#K~@TQy=%!wjKIrM-(u*Y)$ck;g@<7giOL=_)&8*SW=Ot!PWN
zRVK7gC5KIMB#g>+<p?%+h6|>VDh8JDbFoc7RIK0CjHVjX>YCYMrHRvec724FWaO2G
zb8U#0P7Q-0uU@z7a+Y@dPtjurXbX#}=5u?_oU4)IW8nK8x0h0KyCGD2&6jELQek~^
z_;knd?02WU@H+(UDp<XQxr|Z`Bg~QocRcLu#Sxk`JYvkBD6WMqq&7y1ozdnkV1&Yb
zxYDaAKOv?i$CgQUgTh?`OLt2$BSwE=W3KH)TegZS&g=Zx?nKVntzoH?&%D|b>nY7o
zm|WdHZIkOaNEe03ZQn%T3qVZCpfND;yTrxQt_(LD8+hJKyO`SPE+XuzYL=GrLake(
z6-?a~@$mOWu`BC2G9IH`gAqqQh#<B-4QETZBcko$?!<=PI~b*M?Kd*EzF=fv+t@e)
z8#_`h)9!;o%(<u17|W>d799G-jwW#My-b^vIy{6+($XrVhn5WGb<Gsr8TjXmbeh<U
zDcg-#s*@Qk_?{f*RB9A+KT3M>Wk#8%&wU<?E(&C{Ik`X$lf^6m_Mu`O0&JkIK|Ha;
zbp-aXz0!te%Brw4qNW$Zk{pjn))pbJ;e@S;rm1af;-@WKMQxl~R*?*eC%4l$;Xn<`
z6As~d%=R@P#jd*;I`RiuS{lv`A(?F-WpFTHP9Uv-Eb-oEp0L7dRfOnh{b)UuBB3PH
z14KnkEAhAGaFGXn1NbQG&^~e&ChdV;9pZ>?{kDZEH2369rnPHWLMS}jq_w&Y1L6%C
z;}3tZ4dD*ISEq|*`Dm#KhOxaq#7?c7EpbqrOGX*Pu-Qn8y`zSmp1EKxA{Y<(glQ0q
z=P-XTg8CyyXNfPlyYaVIWO!;q`MXmyh6XB4yp^_uG&s*1mU)mFqsy3tZdz4%71+}@
zPP-SN?W=q&8=OpK%lP`=n-SL1)V44vcj2P2ILWB3t$Nd(0DmFXy{G3I<wbhL7S#{w
z)^5*jCZXrA(J@HJfGB$IEj3cDSKvPBP64|$gL9vHCx67UK&&B^njOX<%^i$;v#2B?
z^gX{fUq4766VM)P^{C;zAWU1-gh<r%bsN@=*d@a#n;oR^fLM^UB^rdx^R-TiBpkgv
z&5#r(15?YL4WG>sYnXUfc3Rqlh_y-2fARG;Z85=cXU}j|txYu2V_fOJrgc1?EeQ`)
zJgea&q$N|-R2DY7;iFY}<{n3UG|2*ROFRLEJUdjisXIfp7UngtuMTasNyrm8S`S~a
z4+r}Nu-z4VS=6(J6Q0NyMGg1EojQ8cxA?#|9b<|xZE?&LH4=|bu;xb_u4r>i4f`~(
zIkrQ^^sS2FGf!>K;DQfUaNGlJ!`&LT4{CLgy<M8_Rby@cIKU@-ZFa6|fiAGxyUUfs
zxWXiB8lAr{Dt?roCHUs0if>fW2(*navX5_LUX>bA8olA{jH+HsJ@qYwhRsj=avmHb
z(MNbuI~ZbiEB-zzz8@}47BTo&0;h&_{J~(u*=RHk9bn@6uwf(Ew)5qm8tiVG)<1vV
zaISG%+NT;ZHs(YwvMqFNVOSR2KD8~=>zRK&IE-*;%x2(WH4MZGZKT-@khi`vSXaLT
zud5%|?rD|j!`IS<@+5u!6ouBUc1tY^S9gVG6V-xu8HHQFef1*z{t1$ZNyIiRh2FE^
z_evw>s7(_~RE5VcXu>dgQ}_1K79>1x6VD|I&B*z;D8=mp+SrE{Yr-Qq?X_CVj3;aU
z*_pWH1{R6JEv=1MxY$9hafAES#Oxq7cG$u6`on-8dR2(P<qamo^N+5=wM~_8f-7<~
z9>Xe9B{czhhm3I!mamU+55I|WlC>PPWJ6G^*Xk;hjH{iQ(5A2}HnlbdQHR@UY8?LM
zov`tWr-$C8bJU2neQvq?8NCX{RSVgi;H?&`B?!-E#YGq#GI;|QtrJu8I%xgW9P?T|
zLo%p*;^Zhk%yNzm`_M?IV~?<57!uQTE7p|a7})xO?@j|VBvDRXoUT{*LEK&8;|<-}
zr_<Q|?S#cFwv9p+a|dWKXRS|Hu@89+=keI%Ew;x@$(tr4rAQMNqX!L)P{P`-SuiDm
zZq*~$7-Oo>-$acEot5xB@C^nzjO8>d&)wJ<ev+TNzPM`@`Fyhc2XN-3bG$D-IMXHB
zZl`R9p$$$XOTHB4GaPl@u#*01N?-3UPKKS5dLN~3Fj8gnq9kvm<Q4wpDvnsokI>`e
z{Ey9Xo4ou0<=SNA(mOsS!y3w9%$2iesKywQ=M9v{*fz?uzmhmciL14~$O5dSTuLb`
zbqZ;cJpUv;KVCnNnDdZqFQ;rvbT+Q@!}Ms4e#ExNs!HxhC~3LpG|SVs($m$hwPIC~
zl#ft~w>_42kV?V^GlBXONvN2(*t$r{>6Eh0Ek$p&mBiJQxYSMLdK{o<8{KC<BP#Da
zN9k+OS^AgTB<XreTFf5<%7e@3LB#Au#7eTfa0R`vEo4ClqlP{5#+#ZHVZOoRRe9k-
zdSRex5y2T1dFg(72_LuzEIZb2^e#5Zx1I7uZ!$1v(j|M5vTqKf#k94%D^GH6YmQiK
zkKP_D*^i^_5u<n@_U}`c%<G#|;qJ1NoP(6J>1?(7I7IKEkXJ6ISB4_17(Kx)uhr?b
z2tkON(3dx=^v1eyK`hkIQ(}Y*pw=z~Ly0m)Z0`2?36k++lyQUhJpBfY3%ik$H|k`+
zV=AvdMd|Bxy044kxBrk*-Bo8ccv}76PD#h87rf7llq)F6kD@$Bh4SzulH^!GIU;wD
zC}VODWjHp30u|w5fneDijfLDc$#5)X2otM%X34XY@`QJPigP4c&Y&#Ehlue;_L6OY
zvaJneV~)O=(!8CGp06seE~4b{4iW8ON3@eJ#vJL<)R|zMLm0!u@YooGl{}B|hWF^k
z$7_DAB1FH0kcW4ec7R;ARSVX6gf%=f)-hJq5x!s=IBZTO2)XYeyy3mNnq1ZJ&9`%U
zGH?Q63J+`A#uRM(CkfvbTJqcvPuj;9)#l3xX?Wxl1F65QpCN4Cm{5=8Vq;Tn{Gu*6
z7}d7dMB|Gwy{<R7h^(AQ_`-H0CO(<27mP0^jN!3S42(2~q1TlKXN_=%)jB3lZ&5+8
zzK*bZ`;2r`3)YreV)F17!V}iFHu3m*x0W!47aiKb6z17J!WCAFHgN@cWfL}Uhpy&T
z`;$RxaA^#Br5RpLsKZ|@w2zwV9-8kJ+>a4%%#MUNnZ_8Xhj9CLcS<qCR7}{e#jAoh
zRVGM3L`cIz-zidMkgg)E-83X|J2)RK1m8iZ!@Wg3f_XoM;9EiX!X8LGd=UcoS;8Ck
zK;q#IuYU;9ql7%XI^QjF)q3wF?ALT5&pa|TKZO>$7Zc{Nj{~|poJJS4FKx=}4$;c&
zydZ!7bkWSJhYe(cc79VP$E4Y}NmekQMwlZdIwod!%bVaW5Z*|o?g+0e-3sbAP8Z4U
zYK`E1AK{I(`Y}ij?c@^N|3#<yMe1M-+z|`qg1teMhdo4BQ(AfsWIc6GL6;_Uk$r~{
z+crACW~}R$MpGkBB6MLdQCDPWN*Y6&a1&vS>?_)=bwC5|B7EWRY1^kz@cAYGZQYU>
zkoX%2U)V8jkHjXDK0!DmeS|jH*i^zd6V|Y9@@iIFGYOHaS|aY(67I06>Kr%CiVEu2
z66&xfwU3&VGdN^@2O$lMe)~v$Tl<B~O9*3lrKWw1-ukQ{Jf9GTM-4F$(%~b5YYE{B
z_fYNQ3VmoPcxMyd>HBiV`-)!BCkXvZLVi*EWSbx682dG)gnOxk8>g)V-*?r5|5U>7
zeL1fOSe@3uJex*}xQ>bl8z3&Cr3G)H&L1V5VY?e2r>Dm6B9!5e7N$lSrM^!Svhdh^
zYGfg`y^S!17ip))6jav_5~A?8No^qV)bwt`5$-;x#?eGQ&mnwa?|*810ljfgu@Z@!
zOK8KxmDp(gpUDa4qX}~pJJnK_O@c#ecrxK_(mln(8z#ArP={4TukyFmv66^m1}CR_
zyo(5BSfe{bsfL(mMsqecPVe(jX|b!PiB>s&M{q8jCR)ACx`KBX;SCQUV)Gz+p5$@D
z9`;jWV~0G_ju#>MQ-n07MATbWi-lBWZgvEU6m%{X6h16M7t~To0^*w`RAI*@9x7G;
zR}ikSMQj^aP+YI<k~Y7X9@8alLGk<p!WZ`X+pcT0SYAk2!#-5oSS4fhx2GaHNh%@S
zv$tJ>A@H9gWH&Vx_?B|0N^C9Yr%(amuAq}mZ{EghVMLiwM_7OkH){#f&lA!Jspt@?
z(yLEQ1F4vU)#uCzsb>??2vLhcDw&eVjd@bSE2)I=uq{sGQ3<|1NSg>_ME4z&X8*Q;
zw-Cy(dlZ*QWACO^e+yv_k1^w5)_b)DVU7@XC$awTSOn=qgtR+}^&?dhJ49HUHdITy
zpm#t9_4QFg8DY4j?b||0S*6ymB4pu(In_38BU80q)dguGy&NZGO$D+gX;bLqX9#n6
z9M(>y1A3StOcDM^8*SlYQoMT&p=xR*rmSv+-hG@fh6jo5RMXVACkRnz66aS5k+>HU
zvd$#Vk4$lGhgnB&CsKP~?0dUQ4iO@6^b!|Q;Hw;|>bnW2r~Gkonp^q><+EL)G!Ez$
zlop}%mZjrT$+PKEn+O9-3tOoe&x46uj7)~Rhxn@F6Ql<Frxi6#{?NC=RU7-RmlJAF
zhvHIAJJkizhY3;V@)h`sTyVauJL2eLU_o@45P9R3xV7{hJ0SQD5<XAI<KlBa2NrBA
z37cnr;$owf4?3b&kR4CRJTn^?nejQBV0<rO^o|y26QjrcNqRs2VQ!x3dOacVMy@^r
zTJ{=|CTkYq@;bD3aYdP`J3B-bVWO52DsRHRU8>qOO&1XQNITt<fvrqZep*l(rf4^z
zj4vmi3F;>V@#Q4a^xWJTF`m@lN(j9DZtXT{$kbd;c)X*S+QkzvF%Dsg{F<+&1em5}
z4<Yf~%63VKFezsNQyt$tsc)U=vnRgP3Ew>N$4vP@LWcb96nu$-6a`<V;L{ZRF$MQg
z@D&O+Qt&4fj8O1Z3Lc=~YZR=Z;7=)d0|j5FV2px4qu^2szCpn!DflJ@FQ?$oDR`KI
zzo6g|3jUIUw^Hye3O+)?w<*{_!Cz5Oq2RA6IGuv;P_UYU?^1Apg6~oA90lK};Cc#v
zK*41c{E&hxDEJ!+-bBHVD0q;9|3Sh16#STi?G*fkf+7WfOTjh@{*Hp<DEKJ_>nZpd
z1%nj)oPvuf_@5NiDfoK|sucV$3ZAFn7Zj8z_}>(KjDmll;6@7mk%Ffv_$Lbfkb?h*
zg11xfe<(PLf`6u90R{g;!95iGl7hVy{3`{=Qt)pS?4;n|DL8|IUr{hX!T+V;%@q8a
zf<+Yk2L*E|_zeZ;QSe&|UP8ftQZSE#|Dxap6wI23;5`(ZO|cUwHiu$QQfw~8mQidT
z#h#(qe2Tq@VhbpC4aF8x>_mz!qS%WmwwPiyiuF<Kbrf4dv0Es%lwxZswv1x?D7Ktp
zHpNy@?9~)oNwLQ$wu)lI6kAQP4^eCl#jc{*T8iC4v2_$%L9z7|`z*yaP;8W98!7fq
zify9UVu~F_v6oWpXo|g`V#iQyKE;lu*l83yj$#Fh9Z#`0QY=BS_fhNwiqYPm{AP+Z
z=-G)BOH=G5imjvA$rL+@VlSZBO%&TgvAZbNPqDXAY%9fXpx8EwO;GF<ifyLYc8Xm~
zu>p#`mSTexdk4jaD0T_OPNmrS6x%_uB@{c2VzViBI>izcJA-2PQtV8Mol3D6QtUd4
zokg*aQtWJsy^CTmqS(_E+exw8DE4BCeUM`3Q0#7s?V{K@6g!t<b18Nn#g3-f`4l^u
zV!J8UN3jbib`ixcq}Z7h+e5LdDRvRX7E<hDitVD<B@}y{VwY0vQxv<5V&_uqa*Aas
zwwGeBpx8c&T}iPkD0U3RhAH+36uXjQ7gFphiX|y_HN`$hv1=%H3dQzQtW2?MDfW4a
zT}QD`Q0#h&olUVDDE3N<-AJ)b6uXIHZ=u*rD7J-SH&ZM}v0Eti5XEk#*bv2Tqu8Sq
zOH%Ar6niPfR#7ZPv2luxQ0y}lOH(XEu?)ptLothDAE($T#h#$p7{y*lu`I=QP%KBW
zLlnzX?A;VQK(S{jR-l+gu_DE`QmjO={S+%xY&pd$6#Fp6Zl~DGC|0G|VT#!lJ4mq_
z#a2?RPO;-DHcqkkQfz`^lN38hvDZ^<l47$cb_d1oq}ZJlTS~FJD0TtG?xt9tVlSiE
zZi>B}V*M1mhhjHV>|To9O0ic^>~e~|l41_UUPZAz6uXaNXHo2a#Bgs`wnSehuT<Ay
z$!)s!V7jq)uCp=tFiY2;U`d`X*V+(F%*j<{l(ssUR;e`hF2>hc6<p?ba8MV*--%NG
zO@RdO@>C*YO(2!7m2d2wgQLexba2*iKWby|yioZxG{y@-vg}%h9xo6)jlJj8owe$U
zQ94lzw})lqBB;a8YU6nk8=Y{~E3TC+7x_ec+=9Lce4!6w=|VwVD@He)(S5wQDQ*;Z
z{yKAT1FEx(uFS<1&}F`%0e9-+ON|3Ks)w#-#67^ZNnDvnM_U2)I?NcP4kRt$#}Sg5
z3@#C*)0Pi8ODmRKEy>rAIvcaKTE*TuG=#^vM~7KJ7r+nU+-b_`yE1RsSy~-U<G4h+
zK(>mbvtFRz#WuPWedCBzst0pcZIltfnH!=bwg?lwXJA^MD^=<>+$)dEI#KCH_Cb8!
zT*ldOHQb4FknT-H9ahuj$e08(pRUsPQDf3>l)hCtfUJF4+%JVYQE`hqF6nmG^PQWx
zD}Zh~!(<I^vcsjH8B~9bjjt<e>{i=yr!creHyvl^W*<B3EW`EEV|8LO-6Dz`Qk|vz
zf?R$C{?(mDI8l*rQly4r7xRII)}`;?u=>OW?5sYp@T=bz=ys^d0}EHr{s5<?82Zjq
zfj-U9dshl{A44D6A<#yKUVXkm4={B2DuLEWT1ucdF!be|Kw}JTxm}=#8TzBTK$kLf
z!WmC9EuUoQzRLxAIYZyOQJ_Z{`pb+!Z<Vxv7U%#&|MFh~eT1RkzUD)Wa|1(PxaAp!
zDh&O@nh!H{Izz|Z`z%AN8M@}{0zJpj=D!u_dWJSE_$cSRjG@0hUZCe0`u>1GS1|PF
z?-%Gz3_bC2fgWUN(U%3fpP@JWl|b7Wdgd1b6&ZT_uLRo0&|fWhj!Qp|p`Wi8Xgxz;
z*(T7S<b07p7c=yKE)}TG(7RqDP?e!sMS)5T{boX-k1_Po2L!s2p<mqaF)sZnhTeD9
z^9=nVL*M?8KyPO#zxxxM_GX4kmkD$fL$A*WG>4%dmIXSGp`T9*^b&^Nc)vjN7^*h}
zdI3Z4c~qeHFm%rQ1v-JDvpy!!lMFroIf0fjl>3@M&oK0>?+ElFhHm<)K-Vzz$Uh0R
zfT3%aeUfW*B111c;ZqE~n4x961*$Rh)nS2N$I!f+1iFQxOUeSRW$5o-C(u5IR=!0b
zo1sge5a=F;CcY)ms~LL!#{xaZ&@Hn+&9n?NH0uO`KE%+0vjw_}p;ulm&>alD_eOzM
zFtj}*&}SLC@Ss4W4881C0=<)=e|%7&#SFdtT>|Z8=+FLIpqDbV>}LYKpP~G}3pAgh
z#-h(K)u%CZ&7}er82ZbyKyPH|jV~AIeGGl(wE~et|G>hd-yu+g(=K{apfp2wJ}=NZ
zhDN_8&`Ava!}kTciJ`{-6zDF7zWhsp-p0@qb3V&--oVgB%LJNW=wFW$Xfs3q_Y{GS
zW$4*afv#of#|H&^Ekn1xTA+6@^y>!&x`d%`Jtolk42?Y}&=Q93_<}&Q8Jhevff5Y8
z<|hK(%h2Ebqd=!Jbm6ZBx{je|7krLu^ihU>woagTF|_?efu3e)(||y?G4!2X0)3F7
zFI_9p-3%>D3v>=cm8w8<8T$Fl1v;9cZ#D!vnW2|HCQu(klTQn@lc68}P@sz#`og~n
zbS6W$F8(~%;cAAen*>_O&?7GvXct3^uM+5ShTb|N(5D#s>9|1WGBod%0%aL0J}l5H
z7<%+^fv#leZO;pI3_~lwE6^V>^e_KgpbHsV{GS3P89I6C7nthLF_bt~pi>z7%{GC~
zU}$$qpfW@I?h@$p4Al+^^a+OUc|@SI8T!CC1bQVy|M3%nHZk;-e-h{|4Bht|fwnO8
z2TQ)ll;s$D!*K#V#L(ytfrc1zE)(cchK{*TpjR<8HY(66hDud|#u@tU69RpPq0fC%
zpbSHw|C&IrVd(Pj3-ob@UiEW<o?z(lUkda>hMw&EBc^%>L;E%hG{Dg4=>jccXx?1{
z9b)KFN1%5z^w~!QdX}MU9uvr7=$Q`)w3VS%&k3}jp|j_HnM+^JkiAl%4>R<-qXl{y
zLtFX<I?T{NpC-^jhQ7I5pp^`rd$mBvGqfNj(0ds=Dksn+LpfWZ*E6*H<pRxO=->ka
z-O13!ZxU!JLqC4EKo>An`Jg~~hCcCWfp#-=!Pf-pXK3lS1-hA`KlzbBw=(p|KMHg?
zLqGV9Kn_Ef_5Cq(X%9nxxkjL~7<%d`hU(5zoF9av?%{Le_<@GABwfaRlW@7qbfwl3
zb^9M~5~wvE!f<4yp2Ll;lr)z{Y!5Z=Yh0tIW9g3K^3cBANHtZR9J-k9^qnYI57<Lj
z$?#!RKN-3nhj0@9q0<L<?7$f=BSSL6U=UyaTLZY!<^bGnTd!aHK4%(o7ilprX*|fY
zzEt$dc#iuO(nCBNvWI-9R;hc#2P+s-Jjj#2^uj>k1@9=Sbak?Van{HP&PleD<EQb9
z&S3NW7}DX^U>ZVT)RHP#s-!o7(^S$4!8heZTa&CyRp!y@W+9H(E}~J()gd=VoO5#1
zU69%?J*3X6Qomf5JyT`T7*ik5I3x#g(TaPDOU+JqsZziY9iD@R9!leyu~O}b6omyC
zD^=v8_H|#YjFpC#6d2u%i-9^GZAL{-A1gK_r=1;{vUm#-^YDskXcB!26474h9$&N>
zb@}9;*G9$N(0y?!dlDT;dB{4Lw&V^qV$6fQN=7DdL)4LXVvpad3|}H(C9BjcRg=_*
zU;>HqI$J_naMK^IRVtSYb`ldnRjY>CD#{t`4XQX<8aZ)EV-7ds&?#t=@7QRJ)p|+N
zw};YwL}3DHJXbB3=)mfh#mW(Vm{=N9<Q*46%j9_(!Zqb`6{3-PtyWePo)nFW&O;H7
z2xVdJa*2XavTP1v;xen2KU0t}MUmpKpRguPfGJ0-I*y6SahNk|sxU9OSdSOmqUqAS
zDAX-np{84)Ka|;5Pr4BgSHVdmJjhG4B%H?#4!Vwpt0A5xxv6{g@HtgO$t3L)NhW8+
za!h-dr#p4lv7xM0sL-8*tlJxu;vN;nJ{&H|6+F60BI9tT*>FC{E9-4EX(UxM=QlKE
zqH}x{dx#J^ZAsWnv!qm|Y3}zUh2HDZW>V;fyH}`M7XA=9VJu|R?lYSWR-3Hgn=Y35
z)icu=kz(NQqaWnGATuBao1+9!Ik<GfwN(2uRqYjgJ<1R*PYudNDeL7)x?Hbf0jQ9(
zYm)FFZw?`XBhJp0j{gdUwA8&gM0-2lt|dKwoRsRksb?iW*t3%F?^(&)dscF>XC-gz
zS;@!stYlgWBZWWm`aIaPk}vLA$@QL<T<uxOB~^0MF6CoABaK#RN%&`cIz?vJ*zLKr
z`;Id;l4exX>|D+m7b1pdGhdeH6~DZDjz_yH#yqAEaIYcNuI`bUN%c{{;xP>#`)IwC
z=0PMQoaTX_GdWWY<2!|Y$QM^vRdQWstZeOu>qVELbRC!47cs-(P6p4|f{UwYng}%(
zIMQ>IM{+{rDP_Z}GbKzuwX%o!J`r!R;>akr+`;0NdiN2jD&2$Pw`5-Vzr+2`k&zN}
zLfx6hF8{Xfn;v^v)AcGQ>T5%z^;#WMyF)TD!*=nG?h9z6v&8aJHkBMtm1?v<lQfJA
zpE0}P8b-c8hn7z&N2H#{wDJF6{g9cQm7H#u<j5HG;F|aCM?@Iepu4(uYxiYFSQ6e+
z&boY0_xRf|BoQl=o;j%<5fa$f!kVYc+2TwUE6X|Jg2<u{ar#02KCc&ZIK9|8^mgU$
zO@j|Y-=$(76HDuijYmm3u=vK?PiRG)+G|eFCOppTS;;TyS;_NyR`LsaR`Pp#R`Llw
zEBVQumAtHHB|p=%lIa7GUi3K+@^{+3Dfz^n)%nFeE4kLQl3&-el5go*$!mL7^1hyx
zOrLM{MxS5Zvyva{S;@maEBQk`EBUIPm3&9fN?y^kl0VzCl1F=1@;iH0^5UMA{L-G4
z{QjPmOrPTRrms4!XC)VURx*9g+#7DcuV*FGXWG4~bE9W<PWP<jbv-Njq@I;bpYZoa
z!tUx>$#3gf$v5<@<cXe@yt!v3U)!^iU)!^i-_f&@FX>sy=l85+I#{GP)^m2xN>22w
z<a>Ko@~J&5`MRE!{L!A3{H~sr{B+MszO82^f3RmI)8R+Gv7YDjtmL^pEBWZ2l}v|K
z^`@QsdR8(WyVaXIpV_mLukKmN3wu^F9h26Zc7D8PC4Z`CC7;`~lCwQ4`4v4Y`O2P^
zd`!<u{)3*Cd|}T@PWG(i&-JWiIySO5cDvlOl0V<GlIgI`-f)`^_Uui`uk2aLbYN+3
z>P&~D_NL@5Ju5lavy$n6+1_w_sAnZV+Ov{h)w7aU^{iw%e7H9f_L-iQoatG~bbxbj
zxJ`#e_on10dR8(Wg58@s@90^{hk91>yL(phvpp-B4ngmYgl+9v$#l4TZ|c0fXC;5Q
zXC=R^XC)t&k{_NsYxXSq>%oy>bOS(dL~UiyN<O}4CBL_4CDV-!y=mvy_pIbuJuCUn
zo|U|`XC+_Ivy$^YD|vU%O78Dj$v5|`WV-34H#Y3@o|WwMtmHjCEBUNmm5l2vbER~l
zp2209`RC{^*XI$?)jrO$szoPlCsT!q)TG^beZyIwtmM)MaBn7EcZrkea4BXgowac9
zrL!?PQN{H=ln_dkOEH}l>Uve&Pf)^Lnz%@45pvh*3I*IIwDn%T=X7y3HDTjK=``-z
z%sY$H*<1lvm6mWLC*KEJujLB%puC>FS-+LPeZj0**?hi=pIdP!Q4PP&e7+^r#msq}
zB^Tg&p_*mWZ9NT@U$W1;);h=+9T{2fYY15j=z><znZJ`zFQzIA;rTK>SfEHA<{Mb8
z#&CTk<@BX$wQ3IcBA}{th3nj0hHe&h7N!ey!vM$UmvC1S#};Mk6%U~E25~<srPQ5;
zINyqr8u>{SmcNgJaSHCIfC$LH8iA7?x(*jC*hAIw2(CFDtKMPRxdTIc6sh*m9=Z*+
zTp@<@r3d5S1Ko##+aho+Lsg%Yjmx0iI}uP%yPEbNe>g~Y-{udYyuEYkBf`7I;7)3+
znyO?2?C#%JFXm7}BAc=kbUv7sC{oiWaG`6$cc$V_w=M3WinRZlY9Harn~4)9PllON
zYL5J2q|ybgufgxFjr?on=k@aQ2Kjl2f9m;%@tc1W1;p6=8!6x_&x_)|X2S}r1fi(n
zI+qL|hi)<>D4&bz#PlR|rfBAK_H5gBQz~07Cw#KHbKADW9^BkJnZPlS=>vY=B_?vU
zY=X`WN{m*^#RR`Q=rZ&X&@Q^g8j$}G)x}Vh1vpf)40SNH$ypywg^QOPYIT@UTnol3
zBaHeOl{S4%@=-#^^8aDPz;~u%FeYmZ3JFm&3a#l8ngv4g(@b&)g7~Cc>-U9;^@I~r
zo_`7%e68&iw{5!$SD8Wk0>X4z31<ooWKxp}Bq#U)EQXYAOq54O(rivwNBkw~Htc5N
z!u{8ayxH{%u2``$iIK^~WVzm4=>D4M)<XAOfW{3?Xf#D_O+-CRS^GhlIo+tgCu`pY
zVl8XeCuW9ohD=g{Gc1z}MJB(^RXegWX`{W%g~_pUX*z{cqx1}6MG6_rl?VG=Sqhj#
zr+Vax(X{mEgPO3h88P}5v3F~AUHv+3>cX6b%_XRV*7kJaKYhCJlCE??S0b{(%-T?)
zGprAbL?3=V^ZF2{Q*joNOF@^=G@J$Su|{%fL@MwMa|g*kUSQWpDeBA~Y$&hgapF}o
z7t!l1_AY=$3n;^lFTtGbWwk`kPE@UQxd=xQ!-7Pu47+cMU*XqScH%P8PRaHJ96a5^
zJ~8EY(A%`v_W+CBD7QT!7jtgs-ss{hues>P!9=)2Aj(svL@I+bVbh>|)JoCOwD3Gr
zwM42=C{NhbPf?AipF`fs1TmL-I~GGq%%;XIbco!`!A&jVRrv7W$nEtUj=6;c3ygF%
z9ihQZsPzgHg`!Jvbp4DYC%0HeIba`d&N7tv_q?82UK{=CDbs5WqXq_jQ91_|t3w@q
z4w-KdaEF=VBreVsAYPYPB^g49H}BIOLw?%GZm{5->1Ba85PeY?vCqmZ3tJiIPj1Ls
zCDudSwU|h`W0~#HCJaMUg+#7cDOYPa*EuoDJi*vIF{b&lJz-(eAt6Rke9v0eg11To
zud&Gljg(m<=_$0@8cbZ9#m$2X7w!QZ&t;He)nK~tKCU#*jb&>#Il-_CcnSC1vEsvq
zFrpC)HX#RPhMDjeWoq>Qm+EDR&gJ12?#8c<(w-HfJ*F%{ba*0X5xSyExn9bcBUD$F
z@&#xTCP`#Us#&J?hyOy$2xjD*g_tU-(&gBgRT_4V9`PoR2D9Y}+&=0aZQr=RG3>aa
zOjmaJGAH>44BUIoxmNj72KgLbe!SZMSPtvw=WC4T;?r`%I)4J>vX-JgjFXNslB`tK
z&RSND?`z}qjYhiMNzJOpsmJ(JeV1u_IoA4f&~=^3v^|b@EoZ5kO_aPe8J8#VDNs<N
zph7{Ff*J+m6da`B4hrr<U^$D5se`!VvzBe_orCGJ6gvS8XYqyQQVlI)?`$~p#tP+;
z#$jhcHkZK-=7=p*CA$w6!F9q!7$!FN&T{&AHqb7Y3X{m&hgn9iX&Ka|<X-_2lrMEF
zkrbE#S|#G~63W$VR>@hRgmGX3lVUI@ja0tHMAMB_47+Tm0tAZ2_&(@6I%3oYT;n)E
zQ$Pd0)<Ma}OqY7YGpEwcm~TYPhGlOS3M1wnO>-Y2afylBq$ZHqqF|opG-r~01!F2Q
z&alRvuw@j^TJ#+yyMR07%O$!fb_{-=%-PPbm2n}b2$0Id@>Ew6QY6!}T-}7AZX<^w
zSgN1UU7n5M{F^bS?yRCoW1hc8Bat9y;LBg1!X>u0YqXpN<$A4Bui+i)Vuzi@s%gtr
zpj}Me8Sc6-RsbxKIcLl?mJR^yQ((PX0JIDO$hL`6G1ESuq#YL)tR5|wYw%MoU*g``
z&NAE=T!XqK4^qe1z?0?ZPji)|i~?#lP#!H$tb#=o$aa#Z9g})08zrh2)Z8|BfQy0A
zizf>->kLKCe*jF_JKtGl9mE~Ds70-A>%{ra{ERhHA44(ACsNfC?5Dcw22U2Fb<!3|
zQR7hlaUjV)=p2(PflIiBIbEi!K$BLrio2b&n9C|a+t9qAK3!`#D}<eHMsT8D8yz^i
z;T#)C382V-8A|Ca7reR{@9ksEguu(rN}?75Wn;>_QULXh{0E8f31<xr5UN-}u_`pW
z!p+%e{o(9UsAet$*;6CC{9BPd|2729vP`{L!4!Rs)-0$Ymh%IivMZ$u^kfA;VIijW
z^Bz@ftDY$*4;D!#R$2#fuc(DPh-+3=y~)j-t|iBFI3}NEY(+AYvr{7ltnHLbqd97l
zg<7yhTb6=&T0miSLGm({GpTKU{z=e%$XNm-3&s;JnBdvYDpCftcxeoRQ^*x_wZ;`I
zx8&cA%)|M2QGFky`mU>36-JeWC?_#J4hGgR{#}IU11Fz)2G*(G%dfnLUim|MWpOPv
z0(s0(hp{O8*kNZS?j*0J4kokk><Z-Fp~EQ99C!Xh$bTsR6utU1y?Sgqi*a=t91&Rr
zcbLp#s(PSaX&lZ!fn4ZZpu4%!C|Ic!B>z5oo_{+bdItrMGW<@2hw|^Icy<&9+gT)9
z0HH(!P+yAn$F=3D>KHC8r`4cUc6|igtidwC_+)6!2g_-zji<6MgvY=(>H-T$Sg@po
z=L_kf#QXD)Qg`w;3f@FP13}$cOgZ>ATUv|aJcl{`aGh5~=pnzu2A<x@Q)g6nmbn%K
z#c^TF(m5zEQR_ZQ)oW#)Pip0VBKc5PG)r-$Tu2&O*9IQCxfdJR7VA<O|7rt2j7had
zBDOAwOQoRyhj!tnS`z(6{#mq-v+zO%J_L^Ng6DE9V?jT#AZO!387aqAD&z4I_c1r@
z66Jc(HSg4>eHl`6r61nJ6&%_Rz^lxc%#okx$hJRNTzi4%iY6|m`_<4M<^VA|i{aTH
zwFuO3pSqS}<mq(d*?WV+4PnI2-A80~(&ucrUUy*0GBE4qJa8$TM4mdrpwLdE+aqS`
z!JbB#&^|m52{D;O8FCml(%L6fi)MH*(8M$l{?)2=j5jf2q#33IP<zU(F~N+>j1<j)
zOyq!R1jErX9tQ@L|D6ak<YsHQdApGtZ$#Kni2Vz#rXWFqXsnmL-&m^j^r!tXo-wk6
zy8z}F(8rvI83}ht*S|H<k9j~WSl0_yLfs2K2+soD(HOdI9i1H9FV7~oHk=*p<Qw!C
zgL&NHS|cS6W%hn?v(0+5W;!35sT*OuDh-j>Mb)F*vUk$rKl~_&E2KA~US8&;=73o<
zz4$I8^m(LRuBRK^v%!P-<&-6f`4~7Cn7B1F-<Zd#mVVClZ$md~Z%-6+CE8?>9I>Es
z@LLLHYR_F~hEmG#xhUm@r(&+DU}1!rD_XmD06>Rkv(vF_xLmTfC#pI7Kys9JxDY$k
zLs)lmaTFx(kpieYN~SV-+|sz~VmM_$K^?A29jRx~-D?0&UzXg9B<%vJ?b@>cs++cK
zPgDxnh(YLil&<okF~AW&VcHM$Ka<G<zB)*~cYB>&e8GR+{ykj5D*2B|eY3o+a@sVH
zL1pi{7B*`;=Ee17fv>7Iro`cisT7ry-wZzVjNz_3@7|7y^T{ODfl9_LlJ>5fZ>3qj
z0{pt*(^MswJYY>KveepLGWscYlO!uC^yuUzX@jl#9+<H3*V9YVb)bsrW)%i(+jamW
zkTH9!?oInedY7_j(%vPst0|by$q~xoDw3-j8lf!WwfT-=cdv_Ycl$9;%#96TV8L|5
zk%flwsEuJOa$dq&j1j|5yFvpO_}v%{(*_~E!nB{L;OUAh!}R>FTB*IWRp)|1Hrb$v
zR$l72J!WH?Nk*IH!#tX*uk3dgQJYDFEh2JSv{l}s0!9(2DTyq>&6+1aMycGxx)ol{
z6?Qe3wk4VJed8@KyuY`#+%f##){=8P&9+u6lQOm91-Jrf3ZpZhB{A^IDwbhrO%i=P
zx@=5k7(Svidz*ek%r9U=O%IV?#2X4Zv&*gLb?<jI@fC<^`@$BOe4Hp7Gmp9+lTvwP
z5c}p%h%L1y_Dum|gY&rNG;-dUsSVkndt799NzL!Yk8c^&+1Siy({=C9KN5Ilee^5(
z1!>l1nGE)Qn5c`_*7^6~otBgM9{-+3Ry6jj1N6_{Ws(Zmpz3oSQ1#GMRCyw(sG=3M
z{8sGq2&l)I0piXyiTg%;;>gt)P1OsST%<YfCer7up-qG|Pi(^{uCe24H!vynuqIUc
zG9iCvg>q9s!o1;vX3o@7sov2qL`$X4WVHX^$7gXIsr)I>cOaGj-T_rHq*77!XDG#Q
z9_GC8RFi}Bz~I*W#qo9cdnhGZhuf7xA$Mk_aEWhZs+ka$yTxuUokv8?_uSyuaUJk0
zhRr()=sS?E?Hy1RL%I}ILFt;k!{ixYgI7B{psIV>5@KgowpIitIy4``^3~_%)R{!U
z{0Rov_IJRw7!r16XA+j`fT|c0rl<-^*gTp=GWjNt433pMpsjm36Ow0E&elZCpJ{f4
zWo@~cTW1t`3nm&IJk$XPW60dAI+M9Kc0g4OnNw7CCUfuUfVS>sPDq|vnOmyo@%*|M
z7Pf^dn<-`PQ$xHy-2t;=h}ZL-iPzUUpelxVDXKaXukUt1TleB6B+smPE%D9wYuO1)
z*8;U^LVsGy->2z^hHU+F2b_u_TmRUZY|ZM6?^ef<Ek#vlvbDSe+Par5A$ewHYgK6Z
zsJVnK@#WRIq^C4e3|ZUK0q0`K+KE8lf%AW62UNw7HAPiW*5>o_oXI)$%;4FD9Z=W3
zv<cBOD{Z_Lh?m7Q7s7UI9<MkUR!kllJi4U=9>tKW8#|M$d<Rs;kSj%1P_Ei@`44tL
zTlZ2WB+sl=E%7aKH<zmgl1pb0!=)b@vh{`zI2A*-UfY>$J=y_PF=R_o)tPKP)d6kY
z%a)Klv$C~rBx=uu7NW5AS`o;vbBefyQVqHLatB<DA$MQsOzytb0aY>NPEi$<yZO8~
z#pIrPX7KDM9Z=W3<O$I;D|u@ow&iGkgyn9znOkR66B&U-gM<Ik0S9A9-M@Dxb&HqG
z=x9Ju6_mR6deRLY(AK@o3CS}nb1Q?pzO)>L1&;P1W96GSgXvsqFyK!yMD5fL7#Bm-
zwgY_!gMo89pelxeQ&e>(YWq5%t$R@ul4n-bR)@C}YB3568$J?}Z%`t{Es$mioYevQ
zVhCKSGl8=^pelyIDXKaXxO+RGt$TqJl4n-nRtEP^H5a!fzN|WzvTgnpL)6~V0pntb
z+8a9)wI@2DDu$>jsyY+3=Q^ORdr=dTXI9i!1U5ly844S=CBB?Gmy$GpiXmy==zwoA
zB<*XRN!kxPpelx>DXM~!HWypWO}_CHgI~YsfU@r8ObDJ?Iop7h@~FM_nj>L(TOEEw
zXBM%G%3yGF-qQGvc?{{B1@s;GaH~6@Du(nas)Ewj-f$t&0d3vOpO8GW^0(alghNYG
zSnL+N8Fe0!Hs5nY$X?U|%VG%GnVkvQB^^)|L&y|WAt9rWLrk{K<3|R^uIqrd?uAT9
zo>?JV<9_JleR!nV5tg*&W^SEP#4VU;aIn+?2V=-wzB8G-s{^WH$ef}oBy;|a48psJ
zO+*iLKwI}RCnV3X%td^5rbQ`2=FHqWqmsEmq9Jqd?tp_aWbV<<WbT;`sEQ$TimH&z
zwPoi%+W~Fe%bbur(=x~BIvJljYEg=kIU~2usAbMfG-U2O9dIy)%zdjfnfqA>RK<`v
zMO9}q_sb4w>t5!B<e8PZW$u?wHa?owLKK#^J};lnB$DP&Fr;kRvKbvFEC%`xh6zV^
zKvfJWQ&a_|Y>vlT;Tk<KxV5zdy1JJzA$MjaY)!;>*jj|ba<(#<TW1x%g_8{~UeEy-
zV_3FxJCnJqI-n|s%qgluGIujB8jxepmCWIR!L8dmpsRbC6LM!(=GI1i=C8RC7P?iT
z>^iS-E+XAv<U|LIj3IV*XJU6>2UNunJ4ID|v3sZky1ExTA$MlQZmIvo2rWWkaa*Xe
z=^P?t?o&gwp6q~GF+}T$&P3}I9Z(fRv=miA(Q0q9?JFJ7*1dQM$ulcnYoiV((Lxj!
zvlW5tI;V(RDAf?VA9ujS7-ILs&cyDYI-n|s*eR+y6T9DbKwI}>CnV3T*qx~5sKv=Q
zTDHPccx=nJ^?M?dQ{*)ybp7%f9bT*k`VNK{Cv`wo3<*_K1tqlIZRMwRKwbATDn!q$
zjIQ-gS88XDcts$)DTbj`L-6)?z{D7)@siF2@1_o@iXnK4s-WPt*CUU0KwI}>CnV3X
z*zu~CCro^@mlme5EnE@Eu5+p$IhbmQ-8~&JF^1UP)tT76t^=xKh@GM;BzA306u+$l
z+PW7zA$exSZWXU6=ub}l%m~ZeQh#1k;LIdL+CJI=?_x;XGo4A>7dxOThO{ZFI+M0P
z?|`=MrA<hlS!r9OPbJjS(;qrsXwJ6430L&M5UBsv0efOJ-Oogzg2y&3kmD3J;bLd?
zLxa9wbwFPXffxFwwVgUc=4>kBRHPgo+;8C+OLcm%+!(44KDvXB-D&R-zYq}@@i8}Y
z&jN0p#Ytm0k(v$^ERW=I_;{nqnU4$PpxcIXQah(vHuCSlp@4Kn?`XYHkgo*`DA?)4
ztte@#7LGU1AF~40pvU*)_6|;vLk*Yvk5cU4s!x`@f@;n8ZTOBU6gFH=N$#0l7#8q(
zv2rLUzPYArLCh21+*5&Jk8zZg|8ybuWNchM<Q~&$3TSi|LtM8|-CT;gK0Mny1o;xG
zsvOZMbw9}{33cadar#DcR-v7XX6JLprrhx(<JK`x2J5>@OK9L+I)8$}nB4}sT{Gr9
zLdU9b4#ikJJQmRi(O-j+a%QqgRV5$3Q!Es47f$$?OP|C%WlD^j5)!44)0I2w<_$ho
zHPO#MTN48VbnO&hD<|m*NtfI71``+Kba3k+uJS10)ZN@D--k6pS6)d5zG#Xs2f`IE
zCA!YehiZEtuKSTIv?j{+LI!7$+qPWLw+Hn2&xYrFm;LX`l^yO$<NC<O0xlxP)mwC=
zbNDXcmBCt?$`VdC<Y8ob<>95SJluj9nxD^Dn3L!?dpk;Ork=`p&<z}PGVwv&W6(@y
z*vzcd+`(lOn1RW8_qE8a;`6y_O{S=41}E-pK~tRTYt-p@lP)L5nG<nPIEzu~Ou3lK
zl^V{R3a*A(f(N)Eq>#f!3%DX_Awa%(k_|m)ms=|u`MXgXXSXX>IyZ_tDGxb|abCFU
zK-lWz*x<>X!j@r0Zp|gv-*B_H#%MQg>iLPE-1AT(?ptsBZ>^1nn6whzP;W2&eB?3C
zitpUBumQa(wwNdsPtswGjN*Dm5xi%*xq-aQck2O+3*3T4Kiy(PC$GCkQl8UeI%yuZ
z&A2N82fF6U8K1>Ufd+qn?!Qn?$}m+iBHiHkb0nD4*OPk&>chgUXahxw%}UMJ%_@5Q
zy~9j!7HMXhRrVemHT_zPGUHf}kOBG%5ZB{f!R0eR`3LcO3<LCaszw9Bq5Q)XJ%)le
zA_$ure-i{vP0JQ&YHFr_Yb%+W_GH><omQB;()$mBHSt=fYrVh7ulML@Beb5LcC7O&
z0{Bhw52YG>p0l#K=5?S2p1%Jl^SOybLWxIO-#1KeO+ANWEfB|(D8IuISKl{LHQLj6
ze-i}ty=4nD)%U62+Cuu?jx-xm*a~k~+WsF$UfW+4I5}Be!9w@v)ZAWPuH&R0UggHU
zM|5Ee21a~gi(HCCy?+yIdaRznbxYZD#=Sc!joX;4Rt`e5Q^AeBS<NyTjW#^J3gwxO
z%UPkCm<~$p-gL}GW0+==pBVK^w<xIt)94wDmva5$py<Y6SX7Pn42GZaL4(nf?@bNH
z)Nf_TV9dBW7!BKssIIKdC9xZ}Yu_ShZPan<ZCV?hyOvF1vL$S7bo#Ve8-3b)OKYPu
z8IAUq>D5Nh+Psk)t%<dv#3N&EKG>q9IHn>r9C?!K7Y9W**5(<iMtj!A&-kFVY03Ad
z)@JIrT3Z_}?%k?`A-JuG>dM+Y6uV)&wl+7pC+#;gFt|LqT*~0q$Fkfi2fwB^VPS&S
zN~N>7Ba$wpiMUa+#f*mU6o12N_?{d5{@L^@l4mG>!u)PxC@AsB7>fUBQBoW&4;hMI
zasA?;=*Cd|ma5U7q3|<4Xee6py{Vy?`mKvix1?jSHbk>kv0a&hAH{CEu1&$|nAB1C
zL?-&-AGkvsx+{^?f1(O)XQzU5;!z7F_ur&oXt_VZ;N@wnnk!r!8CHz&)O-+#o35l#
z;xwo^_!Ss^&=aG6m$WFUgZg=+k3C$!I4HVN^UJ6j?Wwt+@j*3j$@iveKJ{D2lbW}Z
zSffo^;p<9&Pl??oUF+`|=0y{U{?S4?<xNmf>HuB(nxIQx)k16w1rA<KVJLAh(O~M!
zrdQBCMZSZX+N8gx#O@V&J~Pc!W%bOc<3lY<i=&C5KKntgV;mISDD%TqjrNq;&-|b=
zx8!|OWuE%2qez*X2(Hl_tx$EP#}l!eqia1LRQoQc>V%Q4br<Yj`(dcA`_y3ISEpB=
zJ)QkBGq8!yQeyWyJGYI__eU*Cilb~Hef<H~FAj=s^!3M7jrR1_&-kFew&Z(LeVzKP
zW1~A?EvbgYwZhhw%6>6+i*&8Bm&wH_SO(0cy&hLR)LWh~ezt0fdPTMXRLcjfs-4J{
z5{2A2x?{O9yhVSk?^!XFSwA#5yMA?Zt%@V4iY=ZluLk0#jx;59ugmj@gJ$<DkBl0g
z(xR*mYUsJr{anL1D7w++0jfrO+U#e2P@7wFzNt1({npu}%^eA`(O9ht>Ppd9#BQvv
z75zfr{WOXGk#f1fqvRX1ShKUL<Wy6JB4)&B*={nC%H->|OvIy;g5Nzh*+RvQJ8ld;
zH&P7lj!dsAc*=eobGJ#yO^MT>?8Lx;vhyROh7&EyileEauDixHjDw;ZWuK&Kw5RNT
z)(4fnCFh$e`_yj@#FJs8g<4_nO2coC-9lY!_!inFZo1z5L~Y$`LyOzHUFhlQm1<9K
z-_Ja2qPLXTz23ItaDTByNpVyzq_v;p`o%%fjn;mNs?na-`WYY8+LnB8s<l(UwTZgu
zX!$fWv=yeVH1zS<t<klH?vh)Ug7aIsQm&Ru6%r~{dEMB8BmQ<OeV}I9wHCdvzNpFQ
zc=bbro4=l3+4gkz-<X?Cbe9sl*WGp}xK^xbURoUG3+eAtAU<-N>sC=U+S6Y@^Mm@^
zlJ`yZcj~uJA^mMvat#@5g}W<_{+A=K(eDb}XvN)c0-C$q#*o=vhjMcz@IerU(oIyH
zo~O%2e56OS+=GeBMzKnr$l3Be96pI5gHWPp6S)HH1&?vYt!mB6^pOLP&CTWX0Vz8n
zUlq2n8ln5P4D%66HQMmv>D4jMj$FVx*2IobV)u5W9UtK47A19MLvG~y#X-@H4{$40
zqdgm<7$5wOVIB!{V4%Z~3~{h$id~ATwm-X=&w6LltDYGIziOrkzW0c>@BOjcmo0v<
zk7%h^P5X$c-+DRq5xum1Mw_>yx2t~Vyx48twI}&v^U^wV)E8burre2atyrLLMQcZY
zKKQ{_=lA4&a(ea2>kmH0ylv7SP~ws455C!=q&UVr<Wqi~>lX(_H~qn1P&L}?5B!V|
z+KZNaZ)z{5e(OZC7gI^Eq0_B!cBRwL#%`Ccb^1)-)qqnev}A3q&7E9AxNvQAjfx|r
ziW#0B&jsS93ow*;Wc2u$7A191KX3VE6W1>eif;7yII2c_dhBO>P>);ky{R5g{T83F
z5Y}U#&>BkI3Sn1DJS%pibgjhC`|iL?^wVJ$JP6#4wNk96U@CSG4uVi)Gwe*JZyji~
zSGO&EH${UxjPQIXO30}YDnE?`)#&l6R4J3P3779siNU^Wv&e#VuNsaIz^D;pM2$|0
z(!)kB4hy)xk2PDk1)bdZw|{yS%`+rda+@}B2q>|8Lo$!gATdV6^2m_dY>Tqu*nyBs
zU~vuOpy<Yw<f$6%nG!$igQlb<=bM_6so#3{?}FwSa?z?zU0JhzvE`y`YxcD7p2b8z
zkF9Z#PIa<UD{mFMRx)Or5_-~F@}%q4DsG6M^ckNq+DHOp*M|deQi<_Yp)TKG$h;W6
zUbIqny-Jf^WlU|64Xc!^qvb-b%-Jn_u<ts%&TG`T-|*V)34|P6*vf?YDx$|fVnd8e
zCXI%Cbb1xsGhuJ#hHPTOD6xAJ*6uvWvn@)CV}U|O>=~|O92DIcvFE57?HMt}{NOwn
zol|63{LsNge>zjFQWUj4$F)F|%OqDnG$i<kGez?Ej%e%tsO#26Z)G%Yu=o1cnPQY*
z)q{n$)byrZ=G1S!ZufsLqil#|EAqSQ9UqA;l3n+X-{Z4n=%lg=4oaX;32om#%H0Xt
z5QvAV>LfY-Iy1U6ote5j{uYsYKlALlzQEaY{5sZsYT3j|J5D{7Fz&zVrtJv~1QI8m
zCJ%P+zG~lga{2iTx<20-bnx|c`5v*m?%V<tTXrUZZ+l`3y$t}k?rzbOM%{sH=vGt)
zLj*RjYu>}f=`d9LdHw2fK-_eWffBp#SKHg<c~*<EI;f#H%WwwQFb;}tdes+EHQMV{
z{j3k#xt5%7YUieY>r1~28upWW9)XVi<eoPxEdxw?#t%f(4Bco|>#oe>(Xl0`Yx6kZ
z-fJAa-;|Pheu7pfT38(4J;;Wk@jW+qSejn#^XyBWdDz5nr^IQnFKz8BePxTX;uwdJ
z*M1MzFb;}t?8|*rjrQz|pY=ie(vtH{?aS0}ZSw6a4alk?Z>=zOrL$wPTcc~8J&SeL
zy(W4J#dY(w&|bL)-OXwG;lV_Mub-G+DfjgFIp%8<J*LDXrN`fBQC1u!4C(Qoat-64
z=thtKoT|~D9{X7z)Z><%Z>q;rzja)c9=ifLXnyM63SC#q{E^sAG7ZX{8n=>eO`9k)
z@^CNg=4+|U2F9Q=n~8=pFIeAPt>Vb3Vv48CbAY(1(@%*<N|}#tQC0^v^ql^UT*Ejh
zx>4q1sT%Dmv!C@rWp2s&rpi3^TZS@6h^`@Yt<ZI)%>Q-dmHCi+BSou8245y@2<7AF
z@k@(<?&lx0IBQ!-Qx{y=eMS1v3!6#RN1imtfcXM?N$u~=-C^}_Ri`_)unzwFt_@G!
zpI|i5HPfpzo>drTooUj=Q{psOg|@!;9BWZl9F-1r@fogR92DJHg&b9*J*(hneb6ej
z<a|@BF!ft@a4Nu)ZrW2lGkRc1aw{6UGBtZ+w{zEi!yUnk#$_V|O*vjGAA4Vnvsh$*
zxgFTv5Y9jikg8PhNvX0#z>Xcn8Ty7iBMW_c8-m@!xP-4aH%v@8*=U}3Os^VxhUP8Y
zJWUJ@B~F8(X=^*eM_QB>$4Z0@&4;*#aZq$)Xg*5SXwT3n)(2Peuw#8Ryki}Y41xIC
zOtDK*)%I%M>afO`Zgo@!qbfg`sj7VUh_?LS#BO=+FoIo7OPy=l#Z3LyW!^@VaEryW
zaYpO4D!HqU<4v(!uj`KEF54;;k~QfglB1RdS5@zO3o|W#&q3%r=sH$~$TBr7BHd`B
zH5;0n@i=x-@z?7-RseC+u`4AWsm`OnMOhux&>Op+%r%UIqMOcR8&#vd&O@=jv(DrE
znPQis>IiloSI<;chL32=?~mQ`k)20Noom{8O#Rm7u{w{|X3j88t%~ld_gEUc`MT~s
zoKz*3JYY?l-#%2zg~_pU2}6inf)X)^!2UtrXsDBLSxss%ab*cZjH-2eJy*qEYPEYp
z_Eyto!m9*NV9PYV$E7>_LOZTo3`7<xGR;23eQGq%q3P8wujhCbH&2sc2PJmjbF}lB
z?Au$E6vya?1|4tV`o%%fO~3IdRinLr!_WAj>)Dd;O|8e&Z{3L*JM0?jjUE{C+=|w&
z%+0;A+q-LX^BKj_<bNl#lh|Wbs#Y4uZDqD6a0O`!rjE?r7DeP1Ov&0<scChq&Wb?A
zOhXk)H5&L^)2q;)!TKgQa1(<?iATm@{e6p);#ixI!TK53FAj=s4Aw8G8toY@KjVW2
zt0mu?8my_`dS4F>Rx=I4#w(>m*n8z^ks<x9YSxu``+98Y=-RwJuB`wr#>KVYxlGco
zkJ#yIuEKX-giipREY}lRT2V`3zC4#n7}?=<T_qjRRE}1k$`^LDctwePHUGWLEgY?5
zTh_p|YE$GjS~;<?xwVO-z^aKn8+Qy4HyzGXV)r&~UR(Ra&TLUu`!#&{?XzajqQ6`9
zJ@DSR{xq&?`?zk!J@ekh#&Pc%Jd5hnp1Je4LD1Z_Y=WldZtAyQt~Z$UN`(yZZbffb
zMr>2;Ht*Vq?aJXMaCk%Is-5KTiKn>T!^@6wVhhu<!pq2bO=A*DHTYYY7Ugnv$}=BX
z=5G@hi4wavAMK3k?rl+09EA_LNH631#X-@H&3GkMqdlA9XME6RwB&nJn=$oUCy|R3
z{zTrBOBP^5@LD15O0lij4b!z^pUeA9eYFkyBXBv~UAMlBQ*0Jr5kMT!>|m<F;EzwQ
z<a?U^EHk)?W>aGKn%$mb@bwmD#Zk<VZhw_)7zaf+y8R8RMti#LXMIq&TXMdsZcqKz
zN!lN1DZ+;6wL;pJZa)*dVY=4sl1=+S-K#*zW96kjKUeh5J(X(^qqfmhy-?%J`mU|k
zEk6A4;#9%5_=C2DM#m>ulyI6A?N<YqRudsh{e+l?z)UilV&10a`WQ#R6(2n-FbjyA
z4i6~tNLhhREz0VkhTf=PJ=ZV}if*jH(NvB0tbm{OK`YRb^G&V5)NkD|Q}S*|Yb!ds
zG9161F2m6Q71!dX^!$Ab5M15qo#|J)D9&LN9Z<2;MR69R$iEmrTkmb$-RRHX4&t(T
zwF9j`f4-UGEWF05)vG1jG&=56qXlo9UTr+jrTS(<{A%LjC5sRoLToP?psP$`-D>0?
zK@MO2oVDbm>b-fv^JK-FiOyowuROi=dlOZNWupMZ@s49wCfSn>Vo`nM$jZhNk&Q%c
zvSOL?VWb#5bf%Ywo{StO#NEiqB7OdpTa~7p7uc41`Hc#`Ynm$9MStRWq_x?ryq%>d
zPIspS(39b}bc({0VQRu@k>L*1;7r%poJ6tvNjKM$u`xwz7*?l-G-pAzK2pu48xJ-7
zc4pB<2UA5Xb_L9(_t+4XuTPVxsJ8eTp<{c}vI={z)^%8xDW~Z?{^Upjhi#ixx$*Y7
zvu2%p?zxH4YPm?83anZVcXH&4IKrsr!hLRzLcN$9!N<?q$kIjymHDPrwp<QOqK98p
zUv=cL(@wp&AKUNfvL4FI`A<yjPS{AqO}HwzI*$qau<ZnWjGn;uiW*NxRPiB5CdKb2
z(gmDKk+@<~Bkb3atveZSB9X{gqj=Zd@aNvB-H#nCqh2=Tr2QE5aBwt-GLmji7Zv59
zKi(Lg*d>|MRSR`V^0WTUMC#`4iQDU`QY}}T+_hsn>Xor}ZAL{lZ`CvjnuH+08b&c!
zQwSIh=Tm&SkkMnkL$jZsYk<!6kV7|ixh>a!+NnFv-kw0oJETB=W(y~AL}fi)@~T3)
zPsO2F*<z}CAkJ~{LY#gxDF<fllH<4f?aAUuxv*>V)mL8)7I9jVI+$IX`AB$Sk5N64
z>b0#afc>0@co<x$*%c*_+uiJbMljcQg`Pxb2G@+NfPERw>h5ySl9uXAM)Pc+->V=W
zsP=mmELxtn{$2&el=(DE-6}&?ZaP#@x@hT0e~2#C9%<qiISW<)*+}JI51-)HM*a=*
z^N{>l<UfoeP#yI5+w7oo9XUapT@U7RDmUQ4jL|b5IL&T~y<b){7me0SeB4vRimX@m
zosw@MzMB%)|6frtXHmwo(|)*A9>8q3b+B>RSy(FT=yLsdz$(?MlSo{u5;eREIq2k9
zz_y!dMX9Wx>3oEV%EQN=H8g(XuwwJ2X7$-4+Ca}ju3XShbk_Pz{ea7cRQ|Qnpwh}l
zu7od_(fUG6_GS?zb|nK%((g9OoOpvjXMyZHXyh5i`xefcMI-qS;CJt={FD4sSIj7a
z^88bHG@O5$!#B^vgJ%#`e(SURbQ0Ny^B?8-a~yt*!;f?LJi`1ZDEK6Ty|eS5lAllG
zXE^^E4nND`=O|%L{sSmv@BIAd37Vh(0w;Zu!#_fJDE~Opvk&IK1R(!q3jUaauTbzO
z?z68_>}wSKDFt7r;DhwyME=hZAI=^%oc{(Q81}!FD)lxBzDX(hKj-i-IQ&Zvzs2FV
zIs7XQ{~Dn%@H-5Dm*DSF@FWl&%6}hGRP_h=xnkv({JZgRIR7px<1q?;NICz8g7<RD
zd+6aGQt%^saZ&cM!}<R~$v>vxLr6H3e~OZyrr;-dcsTzAqKET;OZjK#-^ak)DfJx`
zJj(Dp5gy9FpW@k38h!j7au4T!iV*hZ=lHq1k^g)7`Gx%agZ%uH{46{QxaJ|S^Z&<t
za@fwl22D<4Luq-|kBdkkuS8JK|5CF4oBaF=KPc_j^79+{`A_+oh5SgHBR})-gSyP8
zpIP|@_{lFqa5p|#yQYy}iYW3fm!FmR8P2Z~U=0JVhM=M}0Lhm?q;G)b&hYf->rGSc
zFjJfrm*RA$Ys-lXR7c^C?|B#>N;QUPrxJ6Rs%;b_3o^`R6iv~jTZpuoN*hVd#2^fW
z5jzKmuCwti=}@&if}4=Ws&`m+?!eHVa=Kn5TR61G8n+7N3IRhj-WunzTe+6RTR32L
zNDYcGgyLij$A-{D+12!r&#VpNtg2+KoYap7F^XwO&j2$NoH@JkP1rc28OLKfKI}GE
z!zFLny;;HbGdjyQ2OpbKv26rby~$TodW=RRy1GrNIMN&YALv$A_Q?kmH_#b?`%se$
z%C+tEaw47bj`H>+NTsV~jN!&p)m*ubuWjk*aWR58NW7lTVxW-Nwv8S8#KpN%s+6|2
zZQG7VdaqZmEHDNwwG<6T38X^{$K{B@YN9+*N~Cdq0EWBUwq3aY`fb~IRofoKF#|Y@
ze5{TUn%q`3kt!TuYHQhQxjvSalMk64_+V2r7B$|UuntxVIKkZAFs6x?(++d!0n3?s
zT8=HDHFR~5y5dP<%qrpFV2sg&-xmY9Z&L^h^5efF&18PPdR|x$Tm{QN7trKYp(ZwU
zd6^*qW<i&<D5wKX{-~?TR0Ajux51q4fsb=zRd2Z|u4dizZp6V{*{s-2N48>OzNlXI
zNT`99ZQJHkFtY-S-4v7l14n}XqnazbNlmN<Tc`|$S<$&L9wySek3<z8{qJtBjE=Px
zpM!3>>3*AoEY-2{JT&|F=Mt}ZpffM3r-i1{{B8D1bK>?B+qT`1opfD<^R{j4>+{=F
z9MWE%u*K+OHxCYtpd%l-yYqV8gd9`LTaPOiPI|8v>H96Q{y4b<eO%TmR8&WqK!1Yi
zztPFWgq1o_vT&WEO+6CuS*5XB*2cyFpuiVh7Iq3v(p$BxRU~``bo~jMb+c;zgC>Hj
zUNDz|O1Xj>u&nvF5!b3<4BRueWXp^<O>ut5Oo{VbfVd;SDysPxN%OyvaR&Vw$LKA8
z2U=HJ<#&c^L)V{~UU`XX>^^^E$G0EZE2C_MOc=NZg+^cPk2+RghR>TISfsbgopZI1
zH7qKF!M3kVFWbDa$Ctv0^KLEoE(?zWobe096p@QQVvXfW+hKkVU>T+k`=p&!ILY)$
z7wQbFhlLonj>S|OM{r>i)J@8}S6SS*WM}}(h7V!M$P&MBb8Hc(f$uaK)+-{6M)|8S
z?_7Vi12-~CmRE=@nysYzEoWJQSDXq_Yj)0>N{&Wk+y;q)tjL)>jLabwlv00&`Zb;L
zj2znL-Dyr|KKiS))i|6Tcjk?x>}<nXp3RMA3;174rmAB$cATgV`|pU4few3BlZprX
zwH+AD*DGTfX42)tJhm#(AgPwXDA>k1^>l8IlFIFgYP}Q?qz>LUWZ+jbF9YkEu;QmE
z+BYBK92?Q%iGcyd9kcDH$m^Ga1xI%-1^HisMo$Ft{|2ySvu|ip*I={PuEeNbi#L5$
zO4f)b4Cu2`{9Lx@B6voyO53(wpQC$q68mfQ3@+Qbuna-zzkWYQwqjflFAGDh$qTco
zY7ro0Xrc<W;u{E9j@Wdi@mg?@-QO+^rpL4%{A@Oj6dFWLNx#{w$F!=fNyc$4$mqa$
zd1GLzA1oC2YjV%Bp)j$kzr@!xW=$8WCNnE_>XE3_v8{!q?b^n7P4ZD)#L-PuhPS57
zt>r3#%^dH*EZ(+lSJ!j6Q++=+^i}xO38fJ<*4cr5%a{Nwlv5ej0^Ny3sS-_$(WVgU
zv&*BSxpWSyHerq6E)Z)c?&hsk?43hHtUcqbhc>I>AbRzo!M@Y**<}TDZmMvjG{Sh*
zWGxE|ZXLw>58LvQ$;22|k1+ZvLo+VY&ux%FH-^|&s!A@#7*~m8hu+_|ZLsh3!Gyan
zqGU}ZD%En{O4rEGz>$5NU3C(JeP<}DQi+;XEn)((K;x_^8nw40e#=WE?C(nl`_5#4
zXA7JoY|O~;Q6IdOz&|-CH=rnVCum9U4~<lgZqac1t)LCbUqwpcAJ1)Q()gw>T{Ba<
zG|UE~0~-@1{l|;+U(Pu5PneU0z9oXE%oJzz$cVVxD1i<vpZ6N2Uu@;NNQ%rhDYR&l
zV7oi(qZQUANk$&w9>XlsZc$_hZRqtAR2SV(9Mj5*nDn${0oy$KB-f%F`YhA(ImflO
zM<!#Y%50eVS5Fg@u$9mn#p$7q{9)ow{$WUM{ysu3dxL!}n;kgfy%k@ksi!$XsK_!E
z9kl(ETpJ23sYpmEk4$giHgr%apCC?)rBq6}vvZ0}v3)<GZnAh7(p*gb`};PRUe?$?
zFUc(8nHEKK&|03R675=3*F<!*CK<76+UIrBW-S*;-)*A);*qFfP_bIoXPOjivnbYk
zna>?G)s%|W->&oHHbPJ}{+3wpcOu$HX;{jiPHz)NxdbN)H-9{1+}z7XVS3!drVRhJ
z$8cqf&g`gIQ-glfg8j0YeFb(Q7p!EnK6G8Am+RJoEmVt%rG9Cf`NuT3h8@WNTtde^
zB-Kxws-Pmbs{1r4@<~F)uVzg2hA?&7$xtFVlE|M-Ec5I04q(O^LUD#EhGK7--X@Jw
z?30DNC!(Z|R)&IRGESrCUw|!6`7IRmBf!XFE5)}VP;T1eu6J`eH-8-L3dN<Qoh--Z
zgs-{RD2Uiutw!h=_zo1*OmA?XqA!m-8=Q(-KGnMvBQ_-k76$65uy6j+H`og9x>|oB
zzWU&8KdA)mw@K{B-XOT=h5$CpWJuZ7(<^1(I>>Msv9G%QuqlBa(RrsH{oC~leF%fi
zN7z7wtG&$~Npu^kxeW-bAXqHH1WAVH9WuF59<J2%XA`uImAx$AYl)I&Ww8C|QVeXi
zP%2*|KAyu=2IjYEt|T>{$`w*0^gRqS*ZzOmdlUG$uIhd~@gBu-_7F@04<%q(kw&r|
zXAx0?w<N|Zu>wv~BaKEQYo13llUXb)G&B@QY&xa15oHU3urC1$Eh#Nq*$bqUmZfED
zOG;_`qsyPAlu`=+?>YD0_ujp4(Y%>ABRj~S<jv^4H+MProO91P_bi5?`;7}VTribJ
z2dpjisDDM0K3(Y*#HO!(z*1k(+Y6(Z=1|nz>tL^WeqN-3ds*u_=8yF~`Oah~>dNiY
zXt*gx8N_`1LSS`kNZf6YZEAN{-dKjO1V`>LdhZyyQIHCe$ONz#wlV20s4(C4XfVmo
zK4C(+x#l&L`>kYGA_$Br0ml29T^e@}d$E78F2|ztX%qgt4}j?~haiCGi-p74azB|k
zz0Q^6wW>vlDBzF+PDU@1V`3WNb6zf%>T<B(WQ)5J?8WJX#mYom*4F)veo!XOY6ir*
zKiK|tH^qY}kE!~K@fwckt8?|!`_*YIrztQ_V<pzk%P9BV2!xpyj!IQfbOphTpn2M#
zhM-XljR_v=^`^Q`(K@7;)GUREUO$E(anOl*;<h%td7Y(xG-5$*Bb2+|7iVY=N`4Ve
z>K^IG{&VWm%k|Io%~c=c=Oe}#q678RmmLEb=jzCKHZfOUiEBUo9UPk@h066f?-9uN
znb^q3_DJ}R&#?!-7KZ*+G*(}U-Z{*tzLdvxCa&b>jB}vs+;M(9lP(wVm5j1g9QzZl
zo$Fh2g?m+sTQYEOgBUz5snYDua1lhK<EUkiLlzQpLHt{eW?o8wza37uydLKc=9u!r
zj|maHm~)o)OC4)|LNABd5ks&h&{IQB(G?bc$nb5Vi6AI#5^LszQsctHfqf(ulNXWP
zedv4-A$|SD$$r|5*z2FRCzdC`XNsHw7GH2PdrbJ$XUemsDncg8bQ&=0a1);_vF1`^
z1=`ZPhN|aKm&vVT&?0OWi?A9!H6;bQqQ)8i!A6T3_WpA5C`1TEdz9EMXQpV);&2vD
zt&=$F!InVl_Y9Ge7f}%fdVuv7dq;ZWC<SdmJwl*7yvl?&Gzq6!yuk}!&Q{C0EP_oU
z1d&|F#^6vkizyxKSHq}v{zXb!h`CB&)Mf3*s5so({xI>xj}ZS72WCMMj3fphM-nH7
zBFh9aFc>F>pXlwqDO)9f#j>?!|4wTcN_DWmgO{;)b>TTXA7OVR)tug>q8{n0HRir(
zU8jy8OETwlt~hW*tvWp_6!zgX{3r4`IIlgOZf1}?B%M247$%F(hQaH{MpNXd<R;H2
zp(<0XmEa&j{uS1`-M8-9xnXb}3+)>QpGFk*R98*)I}=>q$mAT{Hg~O^gl^tl%bE{T
z`bM@ZS#)(bvYVR4&LAE-Brtv(w`uMh^#@Lkg=e<3Hhir5!aOfxVeEThq4Y?-_1#G#
zxPxmv;Lsqa$%p~QkzeY|3hC+WT;1D|a{ym&iCUFB>mJ<`R3W}HyICOxVLj~Rh87uw
z1HBWl%Th2e1@$6Bd6#52{RkE_t-|UV1(F%oU<VTR3=Lgy)?@fu?;;_e{VOKs5Z}x8
zYB@b#xFsng@GTOf48BsovK1yLJZY|s;F2hqAowKJOCb4CaY~&C>IvbPPs|p8inG1R
zCW5%rbzbh&M4MY^mb`xYzG$dmWK1&6JkJSN#f3WU+4w@$eTkU~DEx1YSTCQ#zp054
zI@D$A{eM6`d-uVMf@iMd*ZU*J8^XhS?5{w?X;Srn5BiIz1VpI*A4X%1tN!-)XxQg_
zb$+?-ic1D*{nrb;q;;K7>yKLdCWs=4(Bx=zDhZ&9b9#H>X*%M@l{;u-usQo1gaBT&
zS?&Fyjx67zcazf<T~X<88M-0(7G*XFg3&XBI0<0XxX!<OJCYn6F358+c=AJE%omGC
zq{FYmAkPtkRQjEB12_IMT-pDz3HfBZ)pW9-B)f7!VBadh{=;UM($(_+(?8f~Eq}n#
zu+=)0kkNrwi;OizC@3(`WMO{ERgw51LRC-2Yseug7B}MlSX-d8o}4IY1uf7vu|Q{_
zr+6G#Zv2feP#k90kkTx1%g6S%0#m$Nz}r2Vq{IBIEg7h%g(`&<Xu1c*=#)wHW;8)8
zbY%uf3|U(S%2aXIgu<5vsM3xIJ~K0u(jE;os17%-3_m$~3J%Jde7v6!$jisqI%=>F
z5;|8ONEY>6u6{+cm==V+Hwo-r$8Gwgz~d+1!ZJ@-*WkGH71<iGB0kNxe@w&3d63n?
zA0FOW+E4XCJS$=ladv8@-5Pz_M?t&wwaOIbrz|CuxvDFH1^f7{LG+hKPT85Tp^du3
z=?97X6jJvwae#20^mZDPtCQOIVQ@+pmE#T8MI+bPAny9c`E}7S4kI+tjq_`w(Rye;
zA#CvJp#n&8c8mx;bf=d|G|^@YdgycK(?eY@9IA#o)R=%GdT+#n`4rJBg(4bnhz@0$
zn&``^YwuQcVPL~LyZOC{@rJOQmK4#Kp}%-yP=q4-02+&{h+e4F2=X^@R$g(vAXRji
zz;0UE`Bc%U)o+3>f;MD18lOyN8fbcYd#}U+G$e7PL+e2rB8qh0hY6RhZ6dSTcF0+X
zfOhc7;C}X>5^8wy>GDPz)Y0q1)J8j0*AMb)gkWe~)pd_pVINEzS6zQ?i%1GY7R5=p
z)L4`G?6KT9&U318oSKzM?`G*7$&*`-Bwb`I#rkAZhf{qPR;iB<IFT?ROZno+t#p03
zD*F|4h1xp|O>_EMvMU>e>M{|_UpKqduIBWY{=r78wp(^O{%_7{v@l4JgIqa#XDvtP
z((LMl^dyvE04ZrFbBAk4(TA)P5z6i}TW#7QSe9^FZ%$j*fA>Qw=~LwWg4+JI{mUAM
z<u;@cON{g}3X}Ohdp@Z|^5syGq{MtX0eNKQQ^FarPaa80!?@Tq<{g}ah^8cRE_LeN
zInMLXSKlYjj~HeMlW$23IUD^YCWc&!#^Q=0=Xu2tvD#5G$Ss0qXf@}PL84YX4nai7
z`*JiU8JMltFUrWckNz~AwyNoV;pyPh`kePrwSwN0Aq=MaCq~p*fC@!y)EW*@>As~_
zD6rwuN&6>KGPq|s4ze@XZR7_UU)>%b!K0)YH*jT(zhQT4+jT3zU^1usId2VQk#)!%
zi1H=ywS~!@WfKqZ**G^|%jK(DYQtGK)ee#=iAM^RrIZ61(;CA=C#~?9lNep*&sBNS
zosHCqRgs~NSv5px$L$-W&Vp|71Jc>~>}5E^@>)FC=o8eDW3_kkdMCF>bP~enqR_w%
ze5BDU&d}Weyfx&Enz~8UQSRgsEaSO?f$7+a0XHsUKeM-YyUQDTdxw<N%zoB=9$(u&
z_XLhpy^77pEvRA;ggrxxBDSj@Uo8IFMz{J>pXnKrzS6&*>`J@l-C55{Z-@^BZQ-e{
zF!d~<g}+TKe2qul1d6*teAz!(m(v9Wyln36Jpfl5^2uZ0VcJ`=$Q3k1_+cR{Yp%$A
z&zgbfAG@h$E7fpq>jCON3{9R8(wB}d=Ld{ON1KQIlXSRH6VP+f=0RQnVU~RIJP^=u
zgnrm&9JyWK$ZL3rP0X?d9J#i)cgw^C4k(M1=c$w~<6H`E#*8Hg;CfC)$NDR!Y$k`~
zR-We(3f?u%HmPvM&xD>B+NAo8%pnvw7ahYs8?l~Ez~05MPkJ!yDMLuO7XdweNc77#
zqnNC{^0D@#SRB6DkkTnRsBh~uwz2wVH#j&eN)M8^y;}!Pif1^}aQu(K3l#!M$*YGN
zfz-tzyHU;PEBO7074&VX&E>ZLQA8Il;Vq3_iB6{vH9oI63mqXD9SV_*%tQ9qpx^=g
z%=f@}YuyU-ApR(OgdXLePRH$goP4~<lUGK{@HCQTj&<L*@77yJ_wU<%+fDoSj>1WO
zbk~mCy2pf~!{UEBQzc85@?SSR-Pv7|gnLKcr(~JM@)2jt^!u2@3f<VC6&jkzVxMa{
zyRP7Imp9U&zKZ8l8||<{pN)p&nGqroAuSN$Om5SswUribQCZ`?FtC3e&QFhkvrmP(
zI1C{jRN#KsK6cLoL5Ta<J+IR{PepXz1b=W<E1H$!58INU7EQd0f>}ZwCgVk{Cfan5
zXZ1ZOz)jf5Nqle}id98djpe5@Yl%~^lT0zP@~hmeNYC;ZB)hbqxo&^zS4#Nk>WV7(
zN)<s}kq@;)pWj8d=wG*}J=#5F$qKFf<nAv1pbD|M0)$3XJGv{Yic*Rnsv52NY!(rT
zaB>>9x;Jd^wyevn19VR~okJDDxlpz`lSTSd&f-lHXvJ+lssOF(D75;ldVxO0JTM9_
zRO`<64mHC=&YbCW^5CN}^V^7L8b!U_>L}lp<yhBi@85~@E!8$otB_AMR~$uPUM*`4
zh{m+n!wcbxae4~jqGi1lE)7rp<KYF>!R-Q2Mn}oJY;@Eb2JA;ir%`libhLYj2O?dM
zN7JR;D8*>ujUevA>vfCVIcKOem3M=51t_&wa@%TO1oj5i*xk5E)!3z3cwa_bD+WT^
zDPar>eA26%xg0OOij$@q%y3$1Td#?!#{qFLvGh65y`5G_H4c8n)oQ6{`e#(99qvA`
z|F&-TcLqR*jlT)+_fyGb5*+++LlKm6mWSt>XNc`DGLA*Y;b1Lc;UeRp;@nJ+dX3vf
z#v#Q(A>{0au-0tN3a47ZiV`OdpPRp4K{iBrGj;RdbPj}b1^9?evy*_89xswNfjoOs
z%o#ZhIKqxClHi)+P<E@k?ADF4D6gd@Pf@?8?MI!kgr6WkqlFRag7>dQ2;ROU=IdLV
zjiVcwN6wQp2=9^e1wjDQ2R;=s@DPomr9<Zl^cPQCjPQLcqp`S$&R(IzD{DLG5_JT9
zpFnk5ZKVx`<zb1!h$i%pAm1Q48eJjrSF^5nOX|W2w4#rGlIQxRoDvijtA69Pov{ok
ze-jWb8|P>mXR;;`>Sv>bTz|FbjL~;QPA?EcP?Ly08|MPGy1~OeD%nM~T^m0eM-5e~
zMS7DgKZ>jzRPez=T@FpMzCQo!n)>??&?!OFjC(Hrpub@c2wn;hm^}Jt&z%zWUx_1o
z*B;d$Wb#BxXC-nxIvFEGr9~@^#Hp%6>jZ}Y!bB&kxRyjN6x8mclvp@wN4id`g2c&f
zM9CsqA&|13h;#QW3J2!kODK~&N(FZ|W$mEsk<_k*5?h&ajSFsIN3m)sua5G)IO-zh
z*_%`nhZpDzEwKutnnD)I>@fsqvA3GOgg^h40t6eoJ)qFg^Syp7YUMaCh?CU?U)Aw7
z7KN@Eq0~B4S%gg8JhErEzL@4iZF+x}?DSmf`-s0`5B2>{0QJ32<tJ5CgcAstWKc_1
zn<LeoAtI<wA<2p)FqDKArJm@x7nD#%iD@n{oyO7LYz6dU(f}{LhxV9mQS~K_xJ3qM
zu8_&skjBV7CAl<mu)37-ML#GU6f&*d_4E7_jj^0xi|8supo#J>agX+B4p=j0@P!UT
zUPIU@V49n1lb$NSE9g<jU`)PoPnFd>;2sRS7$RSfx=D_W?Z*BQEtXee)qkc<`@fQ1
z*dR7^znJz9c%_>_7WWMPKm3DrX+OwMW8;2NAeXm49KXW^>A1unKwY*HN+*%R1mE~_
zdS(I+^sceUglgAQ4X8HLxCZ;x)S@m+IrQ5EoPuCKCt$w{J;l=x<Y`h1u)k<4QsYfg
z{a~uJ3G;BSLUw3}=@{^>Ul{nl^Ez{gkaskwUe<o7zCu9tDeZ@99M03wk-sEH9}hBD
z<F+6r-pskG@0_~Lfc84x>PDxk)A?{~!IPsq(s#V!h_&?@1UAYTI5iL!VWJ1=V4G<K
zxQROUveZc7XJ^DPLkPPi^?yffM2t}X51_HQ>i=4$JVHZA=_?<l_`g!n5v{6{0m2mj
zsFjaHBoU|Nax^Asn61~>I1}tA)b=UV?sJqW<mbQ3`LgW$`9oLeb>ZAN_uNI|Y~%X$
z>JchdTM>G)gUZY}^+y`NyemGkMu~Q=q(0+s*xjvny#`Y=na&>ao`jt0P6N_-zIYf4
zC3Itv#GRtoNV$ZzJAwQk&`7<GBYjYTNwCI!Q?g!0jqB{>xPOGs2J91{;jXI<Ob76p
zo@aU|FOTRXgc(G^*A<;<^oneTS^$%V4N)L5DWOR*_yIxnI(lFtjf=tO&{E>)4{B+Z
zaAm?-3j?F<cN6fveB1w1ZTjy`cCms)vIoWV-^Huf1Om7s+1vetbqOp;9DX9f?amr}
zl1Yh>79fUTC;&fY0x+Tt4U(Vn56+>jCT1N3$=3@=eqsS2xt<^?JQ`pon3>AKc2>nL
z1}40|l?f~YHNR;>Hb$Eoq`%#MNWVcq`s)h-=_e7S$$0^Gm+6v*wBfqM+VCGan9loR
z)QcLBf82f`KO}(s|Fs{;aTs|+T7~3kK9+8<<NB|UOu<;DjLcbZaIhj-4Wyi<qC>Qy
zo7Q9^D!M<eY}aIlLk@8Kc5;>;qzkiFsfbd}+*qzssX+=N8#nn$<?iAmQBT1aUilZq
z9|{}wk{XPLU2D4AZV7mkz^-|h=mkOgn1xi(@|Xx|^Rwj=(xfxL(_|uqHuy9|SCp$5
zsuw>Q<%5iH?XW-AXmr8rk_e#sq&wtS9Py0Rle}U+`T6pQZkpKWT=|a1ujIQf7qBrV
zSvy;gEtFB%-ibynio+^RZTK3RvRA5#P%nn!gQq23_$r249Kc8D!rReUTwVBLO&9iH
zd6Xvn7D1ifB@fetqtH4IV~@~;<!DS^VYXghP0TP`>1QJL>A~_Tv-?W)sdBUyOsZnz
zTJSkLaZs5_SBuE;c_SS#J7~<5?0>9r;v@0VHA-7^wc#m$!>+Kt>+P7Lxmo@P2{FCB
z#&ncMOnY86o0%%`K~&D2Gm?qWL9o7yf_>B=qCzg6M)?fdGU>4Sa26gxw;b5Xv8)-9
zyT@%wg;djN*i<%Os!)@j(_r2aw7r`ANl`Tb3K=;Rkm(oO1hSWiD7Xq-3}|fFOPsJb
zPj70OWVld(x<2a%p`%jx82b4EkW*cV<EFC>$m)#sg%O>_;VzQQT((ZLP;C8ggxdc2
zTT6|mqSnpiDNWiG-YNK}PGkWzbtp)laQ9YWF*fkR5L{f8olkg)W!ipq1itx9+gCL=
zPzV3b4gF2jxpzaKhfBUCVz42^(bA^=5YtRZ%YpniVpD%F8jHKBU*g@=O$><I*dG>%
zNvo@fK5S!;!hnRxM2^NJ6SMXDIqnogHh0e(t#9zO`!&A7cWo<@jkkiZ76+kuYxh3T
z7|_?^qiY~iNnY-5>R<LZ?Ag@c8^D16NBVcLF6lukRgubdIY~pMox$;S4JqF!cAVlN
zIm8DsFgZkYn3^&YVO!};xrm5}X#{oTO4zpXno4<t62DtfVyH;j<mjhW(!>wfphmlS
zSKwTbIf7!TWLQOcE#BL+g`>H0u`mtgy3gXQJ21U^8x{r8#<PbZb9g7jevO>E44Qf-
z>x6QO&G%Or4jO8H*N;JtOcRISMM(4S6D&x_)d19FPx8rH8Fow*Lt~dhSWyaAmK*~;
zn8bdBcuCN`>zk;~V?0P;_?r_~LGd<<1eSF;k%k|>R1gZ`uzu9Uk&|IS+G72%{fqU7
z!HebN&|RP`#RPq|ceH0sA3lP8`MMQr-mg6ACi=-`*YPa|U-4;yJ}hA;Uk{E%YlhMO
z#&EVZhZrS5)>p_hVS-7&W2Go(^e%kvI?aBVKWdVarg2znzZ<vq+VA1(s}XQ&zYkw!
zwx&PgyR;YVwLie$AK~jC^Yw##{S#d6Kc&lua6uaB4~vhF;A5}-QNDhRuYX1lme}t?
zC%cy0AE&>T+n?Y^pXBSOa6N9n4bP`uZhsno*q@=xXX*0iborcf@ALHS3v_vuE`LFn
z_tFn%>@VW`-l?^F?Z3pADcgQ6P3i%<e2Jdef5q3o=IfXF`W3!@m9Jmp>)+ri0Qk53
z_t)v~Z_wpoG<4klCca{--@?b9bJp2!!p*(*L)6C`>GExQ^Y7^LR(|qky7?Bm{5}0}
z)zlkL*#AI}zeATlz=PxVyXo<J=<*nDp0MAJuP5w(r1wv^-@$*pj-Eb9m)G;(Z@~4q
z{Z9HmHA#nI-^JT|?SI1c(476x__%w{{#Wtweev<{;^RO0qsM+Nd7Hh8F1s$l<z~8E
z{}f!FL6;XHFSvaVT_z~8WtuMc)5|ZX%UPG<(nXgl9UR<Amn?CQak_koE`LFn<@CxD
zTx#|YJl&q)E>CcGC%CKQ+|6<B;siH;f}1|U&7R;UPjGW5YFwX->U8no``4li9{i{2
z8xNlI>+#_4q8aeu@1Pm*;5qbx2hVmH9z1(R@Zi}h#Dixsk_K<n-cqxFEa3MO@$pl9
z0Mb7bA3ql#zYrg%p~NwsEfF8f@PTz)P9LY)EAU~j!sTu#<hRV(tML`@t`Q&S;A5|S
zuK448{=@O0!y>1b;>QKhq$i~s&|IoEjmwyR{YSOYh!N>3f(Z|6kiJpb;Z`<vSKi#@
zZ@4}?fSeuW%0Rg|o-J1om+wNUn<E3;QJj`!w#vYE_)g@DCHi9^kBW~+agsJVUaXGd
zS1<w%xFPQR7*7UJm$_2T40xDy%2f!2)|)~^z?^*?GvlBS({}Y{pY4kL$6>poqZ`dK
zgUrOz<r+~3#R38u3PRX`<UvA)+c8!5V9OTWR>1~(Km^4~)C##f5hFgH&7|=IYJ-v_
z;|nUqQe3tQVDq_N2UwhT_~Gp=<UAH9F<)Il@mieNpI(zL_C$2nged4*oM;xH4aVH%
zyaKwZE7mOGN50cFHuCD}lU$=e*1H<*#2k-GnWNL_q^)KYP~*rfKEZxFfshGrnUEEA
zrhtWR+>z!Ty}jv)3FI+=rMBFIl<h+n@_a#o<QoXB7ePcW4W=x|fF?BrkBC3!wq;$H
zN--Nz>}7To?$=YriApL1zw4^HP1TzmQa*s=1j>q*a@$D>=h0DDdo(zW{p$n{!QcJa
z&2Xycwng*PQFXQVp^m68Y!{-w01Yc*9Bv8R`hcn3usz3DV&;xEE|m`AE*Hf5c<+xG
zZyau?s?m5m5~XN%C5VE`#OKzok?UyIuGyO`<~zVNirvs``vsNyG%hbBLQAi{iO?{l
z%#9aCPfzK~7KLUBv9%R~t=+|h5(gFJd|U^)89$EM4*Lvpkb9%x7x`Qv>*0p<XH&e8
ze%LxbP%91}4EK3@=%gRJLS{doM&3T+6AJF?MIo{<K8r^>E`H9xypD9%1m3s;)2A8r
zMDNd#Jemd&7YX#?QmYMf=;tzrrcRSZARV-;6x8*ReludEaR94$v)hf}%sX4<%mf!E
z2|r(!YiIK1-ARJc0iwZ`X`cNwHXl!RArQ)uzfVXP!jZiQX>#N!v`UC0uM`~l<4hKD
z5Fj>3jx*p0&qRmG?~<E|PewMx$ofm5uu@#T%zsj0j|Xz25Rt#RyXee>UEp+`6iHW*
zkqqY>aCz{krHFx_KxSV$qoRDL6O<ErlCrbVNr<%zYN$6`i!T^hu%7#p9TOipH8m<t
zu{rzla5mNiZn%!!?xLL$Q?aq%ty_HR`#nmk^&H9>R~dqp0r0dqgB%BJ^SOqj+EA5H
zH@88l2tP+kqrk4m5h<DXCESx@E&e_7!oZ%?`vPOmb#!kvYn`$8B)fL*j(Is6R$7fn
z0p1jx_0dwJVH;)~Mj^RS5T>0eFwNrOH-Wvbta+(_u$rtHr}2h3n;g22vsFP0Q-|)K
z3$%dJ!}{{vG+e*tv{&k-R0?JjRGG>S4Ox_A5E%{z_{GYALnM_^nYcMsDjcSqVMFPB
zb;xqCj=~<`rJv`-dqXq1iR#plb=BZt>6m;OMYxBo3`~*PvV*z$CK`EuvlQLU)z9<y
zH&<WIz2TF)o2xHHaM+yvv1OQVR|XuIj?Cc;c=ufWbXWoCensNNep<Pg05J9*`bO5;
zrdO`M9EbCV3v=}qa+0EtDVd5{Uo3xDCRQi!h`|PF-8Ah^mQ1;E@YFp|W8S@Zp4R+%
z8Uyh0eV%qFQCER3?<W1?opkvxy8MvjO6UBGUOU0B9OuW!-SaH|G1CzL_|59a_P=op
z3wi!TbcGG@BTF%#1kRsU?WU+#Sl1mc$<}-KwkDFjhJeaMJxAY?J8ycWzv23w9XW5J
zsNc~{<>)-;OplOA*W0V0B~Oy1S1pQV;_Qp$IFi7Tf}W-EDpJ_PQwiSF9(i5)uFySo
z?3J>1Rw)-24v*Lg3jswF+40(8I66_t(S*kpS~yg}-%85-FwGsId&nP@L6nn<T5~Mj
zYE{F1o!{Yyykpz&ojk4fLO``GB*GAkd0#~HadrT?g}Q<ujavzVZ{>5ClYcQZT8aX^
zxjje8Dn6m}?F4e~xs6U-0Gg?j{uYp%bW#dpz}aY?>Z#%Q77ltU@mrcxtCX`yFIT}6
zD682Sg=`9q;h(2`{-A+M$1d`?Qn{-Lm5~+{W(zta=AR?1gV0yvD;?74Sanj3Ok2Ls
zC5zau&fqSeG%1+NXCg;^74fis@G!qMh@M#DNrZbAGjpA-+wL%$mesh4MOm$RS&aes
zc$U@dZxI!J9hZs}%lOWTiu5evM>Y{aWkH>Oh(N$MUy_i}wN}=WRW;3vkOsgo;Y00a
z1!FNR>P3wkEq|I4%zjA_O-?Xd;%~TK?1*3{D$33ymVK?ackjND9Yfase3lE27b-9;
zaQqn3kCIal3=G)MgwZrlnt9bC=OlO^S#U}syQwTHH8xhtmDCTMcl!HlrNb0_I5q}P
zAM9(CjRCS&miH}$xzW-gY>he_r%D)=A_`_qr)}(ja6l*^@=ZB6sC|+)yy@aZ4Q}&f
z_JbfO$0f&;@^}xJ1??}Q<?zPOe7U{Tf9#(7J3oKjICrrh104aiB?<BZG#t+i;S;sa
zr?GiOEuCEaqSnFXr=NCOZ?Eue0V-B<C|AYmf(VY7$w8M;wH&2anW{PA=nLQ#z%D`@
zt{dvTPxziqPxR5#S<dJ?P2rfJjU0XjFB@u;<S^7lp#-C4a*3w^3U+TpnTx^%a9Uw1
zegd_G0`WQ2lB7DLl>E$8QQ$uM%VAhE(x;BP@J=I#+$B_kgo08)dQm9eZ=m?W(*d$y
zd4TCOG0-lWxFSiKkn-z%G*SOSAlgv@94HTyu;4PTi-HEcOLCYJ0y@UaX(a3NIA9Wb
zml2f&%5pUqC>Oa*70L|o7gY;5p%=DVZX`uD=q#9RC1D`rY2|1iRaAm&C*qK3Po`jE
z{?cb<s~L<12RIa<Jd>+T^;zR6e;~0McR;<x0=i0PGN_$|@6f8aSJHN<G1058<opWG
zUlU%oCX3CkD&?~0Rl@E*FDjP(sK`n!a>;=CffJUg3_R8s{EZWo@L!5wVrK^*rHWa+
z%;HDL_sT2J+<1dEohu-x95=85_h$`-cOeF#Eyn)#FGg2`i}B(uPFdSL3Tg2M;#(gi
z;$!1k3Gs-zamZAj3Io{TikTxwJ;0xEm^eb!;*rxBb<Zdx!DOupX;HX?mtnTUtxS2g
zgcfLhZ`^mwj)TVXoE$^a7VLTLU$E5;F4!l0t3&bw2`bY?u;j^n_82dbq8E}cL}3ER
z1cH@{#Z2cb!XcP{N2lev4Al=40*tbkwnH${IrHOTLK?E<+m9@38bp>W4{%{~*vCa7
z3Q~&*Rs1*viByCWyO9*a=G<Hp8bI!9KS0h20f<p(vVOBx5K_?yfkoAkWa)f6q=>C<
zC8a)Z9h0r)BK+%h98RuT0XQ+6<A7V+i&VM$_jw^OG%eX5+M7K_;p62jRDBUwuAKcX
zQAQKUM8aEvq_R9DwV7fqk7_5T7$|dAj@NSeYCo8i>zP2hm$!ZBJnqk#aS0vE$$ROv
zAqv1%XG_>}0vgem?UbGgVahAMcN!Eo{G$Lt_Ih|#`)Tc>5Iiwy?Zq0cxyKKR)D+Up
zUwoAcsWwvS^fGIEk&Q#hhX9f$tC7CoC&!SyH2&7k()h(8YiH8<7c_N?jToE`mB0$s
zY!LsfDdglLiJdl-$s9rmNdy;CH}XwDjM%to^R?PrR3w&+AY|}hiLio<6=gCUqGFX}
zsl#fgSr8#1|1MJRz$nysY6YC1;kRt|;|fZmu`SbCXrSqVy*M+wjgo8hq>rSBtQ`kN
z40G?}YG&Ft`$+pq-)azjw)q7N*4xY3OqPx|Ma~gnVvzP(H<^i0=ADe+LJUcyMGah^
zYCpKTL%?Nn$|8K=vd4zH$Q(1oR75#)yJ#14|GetTF66|?*QN^<@n&Vnx?^3jlr605
zv(`<aR2Y3CAq;(F^2JJ)z8s}rWY-<y#_)^Dd@+q!U$1$)<Gp+N-(Po@|6LxkA}0TP
z8e|o5S|pIPGDRW`ydR23U=xFiOBr_z6m9S~8WKL%ek4qVOqpFvM>W4uC%C@Hz6*|%
z9;eg#xjTd}s70bN!$e1-falsof1K<@If|a0J6-v8P)zg(=n01c>>RrSA@s#sN%xNR
z%#vSP32zL_VHon39mAz{6`B&RtGmvT2N^4$j^hg!&6eRC2DS<x9>_YQS?mW6#&f?q
za1-9!5T4Q#VVK9SEG-vjLSE=$Ea#jw!F25NLRv*48f`8*^}4q;qCG&k%RVcKoOlNr
zjZYV}v7c$9iK9l&$HU~cTaeejF!C~4{4&})bufrq8VKx;f#C20fPkb10|b0a1HlVB
z27(uK9t2AvFzFEBI~o99)iD6PqVoV)&Z43Y0(nmZ!h1Uggois1gcU+e)}f$oYGC+G
z$H4H(q`+YMGB)7o`Yf6ybJd%g9mNi(2`Tr;{cgNCF&ny_?ZS_OWTPItVYYt$#=(t)
z{ev6&2RB-S*A8vkFf=%*uWR5N+9Lme#@>;A??0Laue<MkpPOhLKr1(G+;nxy1d4N4
z1H`IzodU#i^wgB2P-}p=GIjN49XkjRd{+a+Q#uBSOBMzYn^PMD0Ks=PKwQ-^Kx|qV
zKr~7kdpZV)XLTMB%Qswg&EPdUVaR(LHcWI32<fDN(9&-BFM`*$VVl}G?>5D6XwZLg
z$Dseh)}j9bZlXQg)N4Bih*vEPAg&DDulcTq5%2F9Al|z$fM}FEf39PI_{_opqEW%+
zA36qzZ+9LL%Qp;Ox#?PSo8o&KS^Rg$fbip_fN+v-Q=8`9ruYpF`cLTTloD|PdTLRL
zIG3A<w@qzMZ8lU)QX=@S28dM00CB~_0Af?1HpO=}K<wxkAhs?HAg&C=2)?TU;@3I`
zh}#wl5RK{Am5u?T)OkQGyJq9yCViI@w=`UMX~#ftUs51ANj9masg&VDzVxws-l|9Q
zyt8A_eOv3$eKR-F_$Jf{06yL^0DSc11i;^R3;<s}IRWsW9Rt9>otywzvA$D+=u-65
zq9EE19&l;L0I)VG0GuRSj65^CvVY@7Ys2QD%~yr#LHZlo20z>}=nu6H{j0f&#<!rA
z8?PB0^o#%Mt_FyajsfD?3jv6$uf58Dn6gpc)c|p%V}O`i2tYKB5x?0nK>Wr+0HSe>
zcy-4B@%x<z1eBhuH~RD-+|r2R4>|^dcP9mclXR21dfrWn-_W4{rH(=WFItEG=edbE
zn-o!^&sfL28Fw{6{By?u@!f?1M8KI60O3DV`bEb8@xKcLh(>qo3wt}IKAeZ1T2vpJ
zA&o{cqOW6sSl@X-EW7&3D-CPDxTSH2Z5;!_Gm`?rNxDg0Gw&wFZ)niZbPW1qtwaA1
zHxX}>3OL<m-V9^928g>l28fx30mLT1;{yP}cQru#ZpQ%evV{S}m4PZH-_-!|_KpGK
zEeivPO@V;myBZ)q)-gbQxbuKmcJ=0~48I3)O9R2zItGF-Ck288HmN3>_#XLtv%9<S
zRgcp|eHn!h&h1(u<NcO6ZHYicv#t8l+{6YmiLf1%ICxYHNzbPx%1k&xk5u>03~ah$
zAA-utGAEh{(MQym2->WO{AmSb=A1#4ym4$6>z5j;ExV%avhg#5z!5P08&#T-31kgH
zv@<2gR+UUB3BOE5N?8kLktdsqI5}zVLbKo`)u;xv^V$!z;Sivi5$GS3>2Dl}PzsmH
zt}e=`A)zRfsu3zVX&)$|gSDAbtO-2ZvSt77E`DPeKToL@=;@{h-N^ZeBn`!h;qJ{7
z_=9u1p|a3$_lD{2_0-n^%J51H!%a|%FkUdqna-`IszoXzAeu|zTep$i;nbamKn$^3
z7Vx5jd4FyQ!4Z?M{L6@1nc}#O?DdkDAaMscAf>ZMA`c{UKyC-5f<(?=${U#xiGh*#
zm-8x((!wIkZ>^#-QKc&tWJv|KQ8jPM2<I%n=!70|^{JF~pf+B~B4s4f+Vig}))fL#
zD77R;fqH$E%u=)=lKyHV;g?GEQ_d?`baIMN5))4<D2FM^f(}E?&s&$)2P5cR#H+8&
z=a7mso!0}T>Sr79(`~3{dSI(}I26%g6S20}P;<OZ(oDd5Ie+%+PxjT+cy81hm|JxN
zfpS41%{v>Ur%&w@sci`31^Z0{wN=?Vlp3*SPzpjq*Pl>@v;N66sho{fq{Onu#<mbm
zfyyKW5qfiZJm#w4nyQiqGH%PPT+>LmNiqR9ffg#W)8oZFnxJg}nY^YECyWe`1z$2`
zlUAP7o;m4geM<yd+t=cuCxozmh64|sYL+vU^oDPbXt*VMp%E*3xwh$b(FYp~3SI7+
z>R?zQmRfH*-w8N$H-KCk=|)XBA=2H|AnD$BBhi$|hyp=ol8J=#)4LK23rQsRh^*sG
zqB5r)_A3V~z1To+yBip7RoD(e;*gX?s?M>o?P3EJq-|2)mX?R5<H3s~@Sr6^t4B24
z5~0zE6`}RV0&NR3U!|5sC#_|)R(i7!c4FSE<h+ey?@^1H5c%v0As<uQnAS1_LZIVZ
z!748xGv=-?U_T_oVT=Flp^}r9;8nv?o8Vjg)+lAl8s-;Md>z5xsRJYXw(aWcGE{^P
z_wAMIAHnK(P_Ew>vKppbzk%|3B7JkVB#Z+PrNM4kb5_E*NP@+y2Km8ZJ3;_#;`bU~
z|4gz(5hRiw3;~6Sn2$&`SV+{gL6s&*F(nOvlCwF*-=OhOA~w!9?#ON_YYXL6cK#O3
z8yXO&bQ1-Lr?O~{1Tg{9H0qjAIvy)MLtka}lfx)jjEuCz_0bI%bLg6w1TB;%QpmbG
z5v>HDs*~`N%2zr|Dz}H=he0X_uSB+0q^~Ta@CFs2K^{1f$<Vvg5X~@G66HQv=$4W=
z%K$=5K!qF>3_-SS^|ow+tBSY?f_iUKCnhW*8WpXozqqUd2sVqtAF%n2jR`9a3IFsL
z3^QY6NaZaA6v8l}d3$U*9_d61FrG$KHvvsdq;tsZOS21Vfjef*<}s^{QEJo=oXjxP
zckJ&*Feje~1Swm=U(Hys$Q9zY-t@mkG~JRAL}OM$&@w^<z28_<S}Bo8pU+aPuioe{
zIx(5S06dIDWqpjXCLV7s&*@9l{_R>?ylZ)lOHh82j-tmFz|iRWcXt8+T`m9`pHf1y
zEh^Kkz#8kPF`zP2gt#M8wk4IIOIgV24<Xp{e$mGQ?Zl+`RIGQnTVQy%Pm*nGPu|UV
z2y5Fxxpg80(#B?7f0oEYkDXYm)!=ln0h91byQ;_b%StpSAjVc1U;#D++9Vs+B;98v
zOC&*(ZXpDCCYnCgV>E_f`FvNI;*7)TuDf-P-@yA`lsVX0lqrSG+C-V>+=v4|R3t#5
z8(<C0Fw(}7g{<TO2*f83_OKkjTh=oqajaYurwi)Lz(F4=-aIk17oBTOMWBOEwrKVY
zpcK(bOHu}nUP&3LnDEl5A_@!%G4G=x_+e1R!Tpf$FSBkj))&fH7m89LRXr$WgunEt
zwI3cS*Rt!GqmNdQGa84<!?L^zv3E}q5y9y_ST^kWE_uI9&N|8o_lH#<=wIA1-a^Gd
z?H&A$O`>a@3zT3Op3X(lk{%M*<uKQGaYY8awr5sVVh}?VzaJJKqRa8x1d16BZ=k&Y
zgVcurM+)o~BP(Orhi7~Ei}MIXG73`b(akT55GFfT(h&A?-s7F+yvIT)s|I1oa}48T
zx%Ouk@7h_w(eCs#j*Imz$NNBI7_Uv1rExBC7Vci<Z`gKRZFapB+|Jxks{3ozDj93Y
z%ER?+=vb}@Vu3m?ly}gGu;!qQAyE-)^onR;<iYVADkkE*T&Vt;;zU*y%+a#VQ;kDe
z`Q1o6zc5447UUg%xV2I~Hb}0i3p~?TC}2U3-;@;#!XhBpofno=HyDZgv0P3Lf2)Tw
z`BOO(VHt58U?4>*_Z1;dqAgKAjSfV;)hvmrqUsFuetJeVE7u!~bn*;KTev@N|H8d2
zWZ{ghw|?rn?r6m{PTgsEH<3>RFFL64y*va*Om2JA2pl2=n-q1G4-20mkDvr!B%OZ-
z(7ZvLiM6Vc)>qq4TCWKKn?YI!`<9({TF}9UW~uPPP`>PwANztO+b*r4z~j6=t{bAi
zDEB~A2~{V52c#%TM=o1Xw|lyTTBFWZ$y)q)4X%a<_TPqjV9b_P;i=g!QF_iJ%&OMb
z4++CcgGIz}nqSH0CsW+=DEnj4?kpN1>5cx0GIPV?O<{f*<$I2+BV^@1s~f|GYoqv$
zxN_T-+W2&?Du2Phga0EYeG3kEoZSWmZj00W7kRCc6QtF{#gedDN#6tEoI|CUrR|>I
z5>=h~l$4z$(J=evL4qJ1Mn0x(tD7FsPFca>7IZk&XQ~$Awugf+-WDsFa;{W`dJ}Q@
zl-xmWmq#IjUh@3Ay*KV)8`&Y;C%r0`*^D5&KbJY8Ae*(y>B3<yUFZ~0SLolRzBo!3
zdi0D-4kHEVaUBhzm}$R)8aB^w@CL88p=WlXPA(Nb^QvSi(xcRv#H{zj29d516g&hf
z^)$C;rB`EAzo$8|l1QlNnUt=H8XDUo_aJCBT7qzqdn|GfoYVd)a}Tc|`H!6yBp(Qt
zh)gSDy(?GfuSlCiT6goMXO{acC@|*^(Tjc*WCZ4rwZPZy#e(Pd!-uB7Sne;9kpRW*
z;U#7cVy$@7>LGVsoNMr_eA>Pq??w!Y3pMGbD?BEQCGn!l>nns>J13fW$4XIX_Feeg
zb(;M!f7E2$(=?rqy&Jdo+VA1(t08sT@55JV2KpnuOU9PH_6PX;BYgd1zJ8Fee}XHQ
zv$8*gZ@W&nKP)~z!cRZS*N^e_&*;Gt`(5Z{*K+&g^w)Cx6a46teEk%z$L+V_`P9qp
zPvZ~!Gj#bZUH+UdpL6bgp1ys7E|1dXFX-}K`r(ZIMSR~owRW%lm-qrB)@x}}576aH
z^u+!vzWy~|zs%RK@b#;F{Tg5Y23G;VzvaKbPJe%cE)S!j<Muc46;u5dKK7im&VCba
z?zJDHKHf-|Z_}H9N0+zqlQ+}Nx6tM9>4&SP-gv_P2YUP+y8Hni9Jk+1kKaR=$8ht6
z{dRmkVgDn&f4cn+{^ND@^g+73p8tLWuE*_n()X!J3M>0A-rj5f6RwBm?0?1wPK5qd
ze0*Pg{JZ%0PyXn!PwPix|3_-iPwDbsxYX<)cpjeM2PbOwZvhFYVlltWWJE99Y~1-J
z1ub&uoc&|b{!hfmPw|0~{7iiOTzvdOe4Mt5pDhs|%kY7DE~k&v>=pR1SK)&3)5`5S
zz4DT|TjuQ5xOE7F;JP$xDzk7@nI46YO(lIetH)nB#!H|1FMDetdkm!mDfFdOtW<L2
z5Ypkzh->j^ww%wAhd(OhLf)*v$FW#Qb&XKjY%)RRIP3+&KaQjza#zU-Z#<hxlMjBb
zx~>9~l7+I9<*IYMBz#E@x2?~|?s>JhS52LLIxViwS6VjlvCZ`|G#ryFEzf6<X7h8q
zPOmQ`$IrR?vYmTx+=mZ>_uQ^cI@^-`>8UgU?olM@w7YR5$U^-qyvSSIwa7QLzR31<
zXrs|37AZ&<mzcSSM#qQRwZyk~c!@=l)x{<DFY&Q<Epe^GODxjJE-tZuiSKXM62H8|
zODq!QE-tZuiQm(%C4N_jmsq3%&f05O-nP%d$6otf@yGf6ha*-(>$rF+#I!<)^MKvB
zSHVU5i}~5Z5V&(iuOE!=VG#C`wqt(LS%^QUZ&Y-=70K82Hu!?S;d*J{)=IWq87LRW
zvt<-7zbjkG9U0hO%+#iFu2LD;PLgl2M1KrWXvk66nnuTq)lvKk3dewZroxZ$WMHD0
zsgyGV9vg6~Bw<soROjsDn9wd52JEeuY69`WYv2sk+pDr^2+sv;%l@4rRKMEWYmIq;
zeBD&FTB-~U45-F)#eo}Y)oJN&G@PEq*+dRj^QY6zOnSPM&K)ic(<C+wUOzUPvU+>>
zQ%nTKD2OZ&leK&vC-nsw?u*u8%oR__*K-1@69qMkg9|zqX{GP=2;ju|Nj6`C@>467
zK#Jn<qf{<ZnuC<3K%mBzK}mTWKk-T9y4|<#*|}kG9S>;3;M3p)GMVb_b@0qM!nFUM
z7QGCRlj`}1j_37DBf;&o$zk_TRHO1OjP7LkT|bt!g1#TXkcArc9W)HA;lZ44gc#5>
zp)LAp#=iGS8lKg6Cy7Qnkh)w1)uHl}hylj&imWfA)3mv|w<G%~2&vu@J<Lg^^(6q6
z2JKm$M(a0NE%kG~1FjQTS2D?vY32~-BdNGQSM=E?)ibbG(-v7@QO-`*%DFjvMT)FH
zuOMtWhB4ds;R2fsE8t$tS(1u_Iwrw9`ncp7Oj3`Yg3R!-dtN2jAuLH6L)3}yV&Fy?
zcZfrL62DBAWSZS|`+kt|+;%<AzD10Ix5O0!S-;I}u8Co7A+%?F57_8!r=NffUI*{Q
z&g*h6CpQhw?%`%woDsQ}CiB^2Y;R<j^x`;q0eClgYbWRPpp$$AJ-E^k?cmr?C$rVe
zlvOI{GGvUTLkM26O0}3dQt7jbB{Emy3pU#9G2zLWDbJShxK=J_3mLd=P$(jN5mcub
z9=mMhCds9Pdo34{#)N}ru}iVl)7#-Q#QU?(hA-z#N81O4KOM~tyEDgbq-)h8c}h}F
zq1mAEbGj7rz@s;;F?2af393e^&uq_n5fe#wF>1IuP($Kb1rHr7t8n5!xMgt-T3-X5
z?l(rzy}j%bT`D-wzkbeU#SHQsbA9#Bh9Wv^f|{3Nc!HW~7E103h^~w^$tUt8gV0f*
z>k~q-R-f|jPE7f9BdtW#d=uittAf}lmcWp$>tEj@<MY9kX398kDI7-1Il=kB>54~l
z6JSiW60yIH)@(Li=J#FjyKHc>oXtAHrX^%YB7Fn#Lc}};hbdTC6U2ZQX5E&UixSHs
z=BL;qu~+6_jyo~GHeCbzodkOV+jNh8;H_L(N9RCrQL0j2Lb!<`Nt2EZ-+X+`6GB43
zOf}tmB3X<M+UC0&M6OS0dmSw*`H~kWu-Rm$<bKBs3(XK1QiggsU8>RQB2NIlPD-m-
zZo(ya0IFnm3Q@419w=H+@C%et2(MR>U;rs5tZ{s&*aFHEL6{|c9_dfv3+qG%I5_8~
z=JTMLfklsp32DeuZa=cDZV*|%Gg6d74Or164t#56tQ9eiLKa8G;6KIjYMPuf1xumi
zhwSa?%4rBuoXUYkPy=8_95v$QJkoJ<d%7|;UQ8n+MS7Bujb342P~nuy$xqW6SS$+C
zkij`9fJFtXoGs<kh*ulCZQrf8jPBpJ`?j0*?HvV&8{M_zwlVOm>Xg7_WB_HGkL;4{
z9u6+akjIBlr3vf1<~<Q;<C97*3I>+WpDzdksNU)Eh)!FQPG~ktI(f=`Yp9V=6dV%T
z$k#MTK8Fre)3Cyg&q~K|VxPqLJo>>_*VDDnYv2`uj!Z4WXR44T6@+t<LK&!JD~9)f
zoBPs0{Dx##J!m^SCj`VsOhEk)ncZN+VlQUpfUo}U(mnOn4#nHpG+RhL@E0IQY=Dro
zw(E|`dP}Z-T6L+s^!4{de5n%{Fv3B%I+dN0GZ5$?*62OJhPDUUICh3z=Y?Q~Aw?hD
zw*&_qa7OA=X%!IMCgU<J5n~~962f^gha|vGl!97G@s>0Wh+nAO3$UQ`?gwvba*ZOI
zcG}jGG$@Rt1f@GEL;>5NlW!5R``n;R`+)I<MvBnbVbIW{MVy!pW)oA0iU6X)Sb{us
zc^(sa@N+PyE5(bnOU_``gmML_8R>lPF3gKJOmxV(Q{i4;hGm$xWNl(D1n>x%JunsC
z=EX1}7$9Oq^yN0KBu&++YJ>9QF$nY7EX*||9Tu$(P-0{Y#lk4j5vbM;V+m^u-HNs%
zz!d@mN{7HmuyJtXrvAYV_>VO#{%bS-a)bpwELcP^r0ZHlFvd2a$vE`bJc4Q4>_^+b
z&8`h$rp7jV@XujIoG&oV;S?1_{)j{@6milm7)ke#<;{0_cb5~)<}!#L3M!LfZuC<T
zW9D#$VXJ$?_HOrwL43h%qM<kz$?9YnoI8&@)YuPcp>J%5#T<EfhV@P~rH9JhS)EmH
zlgt4%H&-0xWboDiTduQO^WiahqVYcK&Kfdo=c=>AXt@u&#zb~FMueUwek`smA)5Mk
zs;{h9EPJ%GV%a4joWu~z>iq}QZqK?ASs7^;A&Fg_2azP8#3n<>iTPWNnSQJN%rq4O
z0)v^>(`tGo(Qp7b*n?78oQTXG5<~i|4fqeaa9lN!A|E5(-%RgoB;JYsyomSzI*WLN
zAy79FZ>^KfiUhp~EQ@+kL#dy&AEh>jOwL597dIGk8>rgGkGUPk!RZt--5eR^Xy)N=
zM6#PTY)+0Lc@cBfz-gUSRId(MI}<T4yg6IWB2I=-l3m5fFllhUC(t__*J8Y-A>_rF
zV1f<_L3SBgWJh-e2spzU?d{z|d4(&m7?T#IjI==}MZ>(OT=Q_eFs+Wg$o;X0qlw6f
zyx!xOX1LPWJp=>cm?nI>4z*z%yb?ST-5lDR>;kwRAx}rc@uG{QQ%TSoZV5q5gQ*<+
zZTPUBg61`3pjcE@q(pm)3$$2DC~%{r<eWG<Y7IjJ937p;fz#+{w@75-6^u+#N|T@n
zAl{dCDN4S|!jn)i8{1H+)nI$E*i_A4d5FP}Fd)x^`8U`_@)Y1&v?QeSwd{ge5*Eo*
zmw&y&<}h~b4xWl^3)#~bgCRN)46)CZIXe>!G14wM^VuwC1_wjXvoP)AqzHzXj2K`X
zXM~OgLr7?MDi|W7VzUz{A%Y?97ts?dR20NfLW__n2rtU`q97u1#!%hri%}3KRY+Ka
zQ4q%yqB>s`gg~r>Ty}C|f80ZeJRXM`$YHe*1#t<^&T#fGb1?~5N7p~jQA%*a4(EV0
zEFLr2GVDOGniTWwugf70<g-HB9DTx8ETSAd3Jt0Yqb4;13+359$2B~ceBa2qA(Jkp
z#}T)PlPDNt*wxc*MY?kaxN=fwB6I<63+W2{m<mXd4wqiUR0yk$XCkoMa0nvL0zsS=
zyoR90%v2F!3)1m;)|oCfO-_Ur<5YbSTJu0lv-rI+S>g+_799zeEKRzsUnEfhp?3Wq
zy!3_LsrSgFr@t4G4vfPuIlkHn#B@WCDC##3NxOM<*sEwU9a!_}z!-p!?{r`vAQF2&
zUCyENp0jXq(}B^$6a3(~n+}X$W(zsJY_Fut-PFJgF13!N18Y1JMgR6%DUT2`L}?%e
z7{0N?ewl(o$m#~K4VT4t>%6+YVZPr!cFzOuuOGYTbw<q1*9j;(Rksq;&D@J46~9J+
zj>Qvrfzov|C6~z7<fIQIbXU2XmPpCKO~|E$i+M6c5C_AF$x9Q;5V2;20)VEnSg@N%
z_UzV=e$9v4=J7uc_<uy-lFJD36Mw_?nT}+Hs47^DPF1J#DLpa7E7t0vc@K@?#I3hi
zhab{GK!7Py!aIbj;DzZT0#ZdLajI)inW-y?nJQ!{vWemn5ZTG;9QaRBeSv;A#$Gxw
z_*N_ZlpSIWQBdP$IB>%gluBV|@-+(MO0(dWg<yvM;AjaEkMcJlVj}Hv@ixv3?XE#A
zm`cCEVT8+QGWu!MYI=#u%fG(9oDJvs0TBb0&X4FS&erTx0%#5@4&bJQRwf3N%xKPY
zeXFVi>1<=s^{$?lER@_>PA`-;HG^jwUx>mRQ|yZsl)jSY&q3+Sg;2SQS2sR_Ov#$i
z0gT3WI-!X4ThG==-pPR3W4{|F4o}*|`fzXW7AP%9nrUq*6l&=_lGr2MsW1eFK%_-s
zmI&7_^G(GYlpnRbFPemUGfi0$s%h|88{VgmRu=^iO~<Z1$zqp#`1~whC1Dg4HKgYO
zhK5b_>o6{q5H_t8*mNV0Gd?!i4^w&%796(u2dg8Li8jvx+bmXn*g{!TDR^I^ixXQQ
zjwqpm(+)vLkcNA{RYEXA(Gw_Z;?pz@Fbtp0^$kWxqqDT3>ey5E&%6~`%*CD}uZqB)
z9ZX6s14qLzYQN3+B?GsQ@Ju?3Usv|_9+*m(OIhm{vbqpA+5#~l&3-jNo^q~oq(41j
zBWnhP5rJ;u-01fRRuR}^bY)<V_Eg87S4J#C6999uXO3a6cuxaU*KmV=-Dcc4Lokk)
z^EjKBY74vvK32CB_oTO5Jz}fkT+P;=^s(G@ZQ9yiPR~%N{(6BkY_tR0Nmn_d8#UA`
ziaSYmG%bHPA%7T-Mt@9T4MQV1XEit~9lf5`(64l~`*6hiHnA2i+WiSHr$D=_Kyl4L
zPs2oNu+5k#GXQ*mhu*~OTfoF);8KWe$Q6oSHboX`VJeopoMa##U{2&FC*j$MXa@HG
z2B(`Q)A!M0o{Yz2t`=J-Z?S6MaG!>w=(h;oVJHe+#~iMXi)-}9I?{b7Vkw&dyNh&x
z$15k0ZW2h>3HWJ9N&{#!lAbBp<u`b$O+c#!BrTIm>M@5eD#2c{y&@7>Aot`1%2guO
z6QdmtW3p+^+L%V}`(o|z6v=CJL?fekP)IRLiKTF_kev~4)A2`@k|KEXotR?W=^G-@
z6Jne(P#rtZ(w^$bxq=!F(fOMIw~L%h(Xdj)(=5id6>u6}Qr}^dN=Su}88Lpj0C<_}
z?cH5O9WR)f)Shi^uQ8K!w9mYJL8u4T1acGN{7i)0k}Ba~B$8%StU|Ghy`A#8z&_<*
zW~$3UBLf}lQ=J-u8iC(U=E>1RP(KvhacwxjbaLp6z?_!Ip~piG&th^&WQp|AQzvc4
z`?CZ;zMQAi1VkF=$8iYN{xGE}`v@-5AUFa$j;KuJn0IzbtzWkRfkm0feGSYv$i%B`
ztB`yx$|Qrty@ebI1lc*%(K$}GOH%>XS2nOV-;Bn~_D8H~6YzIWY+b;dE!NZrn8uA^
z+1}o5wdooOVaQf2w2O*$v|?>le#x|Z9+;vWj>LYH9Sl({$ndOwC$v%AB3L8cF}WTf
z3zTXiTzJb6jKYMs%NrS+&MvI^CZm(xRI*Ft?x9(xGQq;O1%QvkO5y-e!z^mO&D`Q#
zfmvyuM-$lUa*OBr2ODi@yC-njdv+HOTL+K;Gdm&m+<ftHe}!*Y<by(vDv;R%fJ)iR
z#*xhvem6&R6&QSTcR9)mPC{`4L|RGSI$SQ!RHq^~&)-<!kttmF@2SD0V!%xOT%ctT
zsc1jYN#$k!WlY9u_)<nOF{V493$<%m_32QrZ6+a^zUE$@Ut38i@eNl}zi(gJeYtj&
z;vBNr&(<H*pPx$M{PZwF0*8hyihM>A+=1LQ&Ri-3?#XSYSePi55#~b%g~K52RH<;7
zG9(P8^VK2CJ+4*7gE#QQncPHmYRI~3aIkbtzKz8ELskZKoGrVuubv@1>inv{6dlgh
z&kyKvuD+c6!zXt*S6|BM!asq+Y<3#cMv=A*K5V*CkwVOVy1~Z`?<YK?^LCBr#lZ&K
zMq~9AVsbLg`qZJIjo;so-SC3l)!2e@KIPHzah!!$MvrcsZ@o5le7!b?t=Gq~JlcBE
z4gY#Qy0GhI26230$!Vtvq1K@qNUe~@GE{cLv8gGsjM7*m*Ayx`WXmaQ2lPVq1P+}L
z;L^D~Y#2g3%S`2vxznnk7$EXrXRO1;biOjw)zuG2iET`nFfc2^v<}FGS|kl_qk@3s
z&`_{;ma*%~w`Dddktqv#9<upr8fm!s#Da8KnahO6IF8ZdM63Wm*X&XDWrey+QNZa!
zhO*eoJm6{MhT1-|L+b?_c8*oz2~1`-C5FprX>Hv~XlWhYsEzhkWYDv=7V{{}aTpSS
zc!zvByj%Y?Qte`hX>l$LNEI=DmG6o&P0<gK1tt&u8=kS1R9DwdVm46aF%hJh<a}OK
z<b;}mpp4aV-E(iSo|8j0MT?TG&Sb~&6^cpK8ruzLk(n%5&y-sfVP<9~MNTB*ehLz`
zR+I#_QMj-Q3ou-mWE!sIwdr9v@Mp_7iS!pMp<*i@_e&IB$&gnsDwwdCp5cV&B-?X&
z5S}O}?4X3|)4987LYy8pSD@N0T-7CI-N@O6XR)Zbht`mHJ&SP7JQX~_)MQzbXX-O?
z^nf0p>Ned`EY~HW4)?8z^8YVF4vDi%$c-mRNqmafE565aNDM!ThfgIw;H;=&6R`h}
z034=aK4qRMI<2x@;7Ji|QI{^4Y(%H+u+9EbEFur*w@)fYtOJ0?83uqj(rN@+KUJXh
z|1w0HAQe|b{iy)zyA3~~qd<-Y*jOB#GcdVcTafXn;rMk<*m0xaqkbsuxZ$trnA6iP
z(zzTBt7DDlTJ4bv^r=vfZ6<<lK?D}hEde5kLz@kmZY7n<&Bs9LgI99E)S?{Kyd1?l
z!PeGgQ5|!4M_{fm0QiLqF30Murppzp^;wNX%qkA;I8no%jzkHyJ5^b~j!E(Ux@)v{
z;B#iEadjb73}<0<Q%t?f)eC%4WBM~KQp_#ZHbIjN2~(B;V9L0?eJYNQTd^qSqG0vN
zfff%v>?KWoIGPkns{ru&rKH7Gi$ftplt6dO{CS~mR@#XIN}Qc0LJGXxtK2lvrW@_6
z8$12BG_&#g8pkBlPa!BiM0THB^0|i0Vp3CghzW4qhORNV7Q^Pl9{H$nG3>GVutx^q
z<2&r}wZubSMVA6yj^N^kJ<`Jy{J<0T$S*U!(93p~fAQm$YzzO1`1mP44$av=6CXbp
zAHNVEr-@R^OT@=Ae4x(ea{4&UUV#sL6)ty!zuq!uuf|ujGf$u$Q4jXK^Ow>jbT!UB
zqo{>E=&|q8pVTjeF{+xTvJl=v9Xfjsc}L^UpCafmQGb-aB^P%0aeu@0a%aNs2r`tF
zz=*gr4cAK`+52h(qYOZqLQUD4T0%n68DzkQxezwxF&H3a!v(}QIyGWRkkTFvBvpCY
z*Kz`7m3>8(U(t6O0D*tf1ZCPi?XS{GhMA|Xhyg(zJJ;RDMI}YaH`wXJAg>EC-|(YV
zGH1MhgNBvvZB|~UXJJI*(>3~I;fW5Dvot)?XZ~*ygJ?!IF!~bO!CJ3&pbcigFUCud
znPU8<k)+{F*pRo~;q-&Le3FX$I3*ryf{H73|D2XFMC$e~u`fAL<Qki?a&JqZL~=)n
zThTO&>u+nh`f<WzmPvi!X~Y>>RHb(v@7HV!C%!m%FR{XPfD-6n%FIz`@IE2`uZbqT
zg^j;V=oc&2U$*HA`2icJ?er5=*tiV#J>p0M>KF~@h|ShDcIcifbK;!wWGrj!4w8hR
z)~o9JE8|)?KMXA;>p3SR+B&#(aS;+&1fBAGA}HTiM6lJ;#)A=^HNj@waCn-95-b8r
z8^@YtvZal;c4Eq=!6j<G3GreXA*(Y|EP-L#uYW$M<gd#~o#Mu)TrJ~APtl1%5SXuc
z@$Jdttm};6Y_Yp!=;FNS^LVKBtI3CthY4xMjj8q{iwxD87g@eM(q!>sN6zVB?P8^h
zkFgbGOqoH9^2LS-RDahgG(}y|I2wT`K0%{v%mI(1%d&d4O5N8Re?dg!EeRGhY9&}K
z=atesjyWr5m5o`c`+DOq@5HRm){C(i3EQIPmyjeOYb(!7-FF-auC43{6I<PqS*=x8
zZfj2(^L%@<D;%`b%DT!v@EWyW>hDXw@JrCj=+%;4-`JL`DxZSm7pNc({vH7)w7q(O
zD}TwL6dzU?;`?IB+rXqvA?04(x~7XYm952^%7}bII!a{Yro@pHmPkJJi$%N16{o#L
zyR|L$Gwt7EWld!tGc~r@#mc)>983K>#S4{b0{r62s#T@WQ+;K<V%b+ZE0)Qc%05nF
zh-C{_Q~A5?XQr~IvJV6XGwno;W6f~aff~+U#QR}q5l_}s_Cei5yr@#i8n~if)b{5k
zS0;M&9Hauvn##V(nJD#}jg^25QfozJLUk^TSV>Xl+ke|B`sidu(JRVnKs*@+<VDJJ
zuvQ&ZQe{15-@2Jd`Liu~$k+u4*+;YaS(K!iq)1h3hO)Oq*o4Ut;kx<R!w|tK2S}w_
z%pBojI0#FINbXpF`6-3F;zjap>+7OsGVq%s`y4XaOyoFZ7Af6@(F`HAQ=+O)1u?w{
zphXIIYEDZ2>GEL?(xpL+p$54Vemj;z*f3s1EVfK(0K+rf;gG1vNhdG7;CM*fjTkkJ
z*E2%XJp86p01~>5(~2N}pILZ~4n<7{tFQJ#Sns4KqLY@)!!&wj9^RSUqG}8>3PK5)
zU}cSOAEB8H^5Mo9<ny}^jO^RCt9xjFaP|4_efvjt?%Ufv6vRpI_VY~6q3ypNi<O>Q
zL-#V>XLgq9%DSRHTripLg^3lh-=8dX21x+BgpqaLNg=s=VDWh3>0=`|?-<##eapy}
z(OVDfxMlB_Jv-#to%>+_mIDW#yYH6mV-41>AET)Yw_gz-JCa=YVI}LwlLfcy>-Rh~
z+>~El(2DH|Suukp9Xt+S|5NVdVzFSoYcDv(tpy8H5u3o**j`L;25qxqJEf-~N{ji(
z*=_lOO6eG`yev{C0cx>U{jXT9dRp|8kTSgjWexju2eo)vxydJcEryEizID$|U#OT8
z2Mu}KzRwjE{W(}V9U)e4mkfD=Wk?|ln-OC4Y{4VM9*h`798-cy9$~~>H4z~uL6%H}
zSX9M$W2kA{EE@kFTD*|BFz>?p;=&?Vb}=rjTB-~U3@k)k*q<eY?Y_7$fes0ouc|^<
zd<mgnhvUN5A|%Ny_3nt<j%a;qR(glgLmHuzDfGSwD;x~Se3>4l3*|bp6BWbn_8Z9(
zUXX?5Xt0IFq{;e)4jx2Sd3RrP&>qKNh%wfJhy^21*-khef}R+`4a00c+X=flE@nGv
zKHCWc@bR7P<ll+F{vTadkWa%>T-<CY^zZ~f@MJsTmsyLUm+k+fu;dR=1MkJ<WGnJM
zIA5XmZilKV*59o2e&u{WN1b=A0e`9Yb2kGtI&HU-M1naOr&3>ohU0DXyiD_!dMBh0
zFZHg3i+M885J$s-;O{1sfoAncIZZXgZ=@RJ#&M_iNINmy;DG)L`j%Y2nUufbdaX10
zW*82mT#MaEIb$fw^%srcum*K;1>|lX*|QsYW$4`8xwq{A&Us{AcNu_6X}*#0jFWhC
z0&?N7J6^0+Evl=9YH(NxoYrSEHA?l38bZK-mD?K?-bd&#U)6XYQcKk%G}(Ys?a%as
z(jgCDsrIv-p^NFL=0)pgdZwzMd*2+<NgQR>C%)6@)wy?2SX8Xpt#M|@3!_i2OHK}t
z^ts*MiMbtWFP3Oj8wE2{D2tUq;|78hC(u|XL_VF2v5t+`iF&BFcdJZ;e}K~9?<-HB
z=8meYh(z(^0|Q#)QyoqLFG|*t!#BC!&~K3J3BQ5E3*22w`E({b0Y4lnrY4+fh_2vn
zgX~YpG+)e9fySO}>Ts%0IldrhD0c)uE$1?*aiIKpP+8<iw!Gf)h%qD4?HK|?Sc;{K
z!{()9;{`#J*YWb#+l802XjswQ2|ClUP6}{qI80*{o4$YNNeG8m2pq04G@4*yZocob
zf3UVgE0hGr%mls-8HrROQ0qB#u%QtDD4%l3qPK2oMpQr$n+NDZRE!8m&j)BUVd!~5
zP|rGQo?{M8N6Ux&lXdo+CZOn^`aj4EA$FnxM#~t$(2$2(YBTc43WBfUF*h;o7Lex|
zNRytfOeu^>PZw)&Pozp^xQmJ-kUrAmd9Xe|&bXzFOj!r5HQT7d9{*v&8BU|>9kII0
zxhoy5J{z%SO~BVht515+Y6GKH9Ej<Iq_*0OSTY^T$J&oraoA`?YIcXw?UD@DCloYX
zGioZTW|WZIrI)KwCrU`@@>v5Vq8xP8)7nJ|L$adR8YxA}zQT$_eab8jMK}D#p}tS}
z#KpWEC}O*agYHqqy!3_e_hTYJeKqSQm3~%^d`bP}Qz6Jko8x%TW|iI9z1<D5d2<{C
zY0(_lyg7~m_;@zQ*<DwGqE_Nkv44Q%z^J81cTQC7-$LFu{6&v!B8-Z?kokp)EFc#i
zPRP2m{I>K|vFLC$PH-acX@b!vnmyBHKYdHio-^ogxL)XpJ!h6?K93>iYrVaD_l@ir
zvSdolY@vcek{sGGg$iv@58)V|Cz}naj3`}<5@Z%t6hOR$QwmnZQ;dz3awYWx=birk
zS_u`PC$eK>C=3g;4=I(!431-{*qI3Bz&-A4Jew_8l_KQ$>9h@{Gc%Q@3horzLA`s=
zbEb<EH3)L32Im=<EKQs0?RD1MIM}wg(`tB~fxq0|=|6VQ{hgn`E}7lvN5EvXlC5Ys
z-j*zFT<%HP78;w^Y@$;O_<$jeAN(2)gPEi?bbwv3QnV=FHOz+DOq#-x5bSdp1`Y}`
z;v+#5h1jE+Zi?n^%oV62qAD6F(oaw(B&z0E0JfL2ch+*Uq9avo$j@@yDQin%R>nK!
z3a(wVIt48QKXtVZiL82eIQFF?leIhz-19OWVtNo>3`d{17+SG_fzaD-$Q2yp3z>Y4
zDQw5cjg|En<HSUc%&nkh1aHZZE1DHS$_0Yz5lvH*D8E=v_fMo@hy@9QU=jDllcI-Q
z6jD7vfk{+|<Whx**TT<H`4F{RtEfQP=ky^%Rmh&S9|kNCzuO-UXT5Z}xXwu6AagA}
z-qu;$cW+CUI|Z>8seH}HTIwfmt<aui5}89TFrb3TAOg-=85BUxB2F=zuAn|D)mQ~#
z5g{TMN%k<KK2h2PI1?z1w>WHN*t&9)RONIQ!HMV(Y{B@MP6{W}xU{7^-2SDLD*wDo
zmmg7C2^BkciASv8bdA!)Oq1P^`Q6wUuQTOb-s<KwgOEa&^|3L}y{+XUjNW)s9Jf)<
z)n!!j;AunbzV-dN76C^4+AFjw;Ps2c#;tMB`UOFg)4RPpqT4uXw%pUN!9b<e7!4~M
zdeFI5todFTxD@(i&-E>qKGWan#7xg{(L*DWsM(rUhA1OTgy<ymy!wd52;-{X#1fAb
z-cyP|m<0*C@WHW9Fhhe#bm%A6ssNk7p|@el+U`E@3ZF9hsSkpt@M%$Ubg>1bolU^Q
zUou>+8$s-0R4S3Ak64h5c!xlRO@TzPKvb8%5b|Ht8(ef;wMzP$YV?5Ej%FPW1~Cn?
zE(?O9Ti+Yh7KP(`n;9V`&SitlC+X)3kLWkp8=bvNa>u7N1TURn|2TqR+sF|=7SU}>
z9FgXuIO3&|D9{2NlHino)d>ikrJ?i!&-foZG2<u88HbQ)3m{lMHs%tq&X-rI2YU1W
z)rkpT<SenqY4nlAqVo6?U3oPGlH?3}u6*OA<|leqR%e(k%(ZK5Ofg%1Nmq#5decwr
z#5^rEPm+!UxxOa!L@jMXLXS+jJKvUF|Md}ABVbse|4DtTWTCR9^KgnORw<7Rj5PG@
zaJE1hB*}avyw23NmM!zvOX+R+7xXe-naED2Yk9O#ft7SZ*&)Zq^2NgyY_yZbJT^;n
zFU)sxEIO8Kh`<uxmbyyKLr1@5G&#N5Ya^O%Y0ISXsx5Ps15OReqNbD(lF1CdJ|r_F
z>w`D7B|$=v4wqnRXGGOsW^J)5P>NwmuSh9TkOW-GD%O@Q`*)L3gXmqPS%oFAE0d=@
zO?zh5_R^!itRJG|WugrHXcWzn!En^c%-RFLv`P66y@v!+bSK3vyRV5x=mq+hPM7kd
zQP~T+X^`FPxo7bc%eu3Mq*S@;tTilpaD0VEh1bl$fTvyUm+UpCekO$ZQNGtB`ss7p
z?z6f9Bco%UPo*|KovX^9@sHOtr1!&jjzI~7G@WS>=OOEm%Amywcvz}N764%pQalLj
zr1&nC!paCfRhxi$yGy-8uog`WlUX`Terr9*4?NgsZP<YS*K2Q57ykD)_F0?oBD%W;
zMlLU#?`kaEItXL^IfbH94XxK$&LUyKjyStWSc`;3N4bU>CN5!l?JLj5_S!-F$_2uz
zWA3BoE?r+f%ZK%8-4N#9jtFz(Q+r+9w_O9zl6dEo^%Wx5;GAe;(XXa?zZzbH$F*P0
zB+0-TA}HloLw8)i8hT_C>MyKc4G{<=>Q^M>SF=(aix>e@&RtDX{~dw=)8+~KmYi=*
z-QRG1qJ6$Kd=ONb$D`(*u9By8O`P{lLJ5T{^0;WimHsI4DIdYZT1y625uUMIIM|5P
zsWaJiq`cw)ABTn0<UoUib2v9tO4;<0r&_zS>2g8d=TNGt;ta`dNS|6PA7R0f?~v-t
zM_<!ctz?l>?5L;0_4wiB2afc3?Ham<U=RB7pcNMv_YnDY)Uek-MaMYM(`|62TmQnj
zyXSiBJK;w+Wh*a+=Y>6J+_6^dnoO}%XzkEk&))hPi9)G#zLd_S=kA@`TYr+e2Y(G%
zF_1s^Xm(WI;}=$|7c!Y+Rlak!y2E-}wv3xu`vsyC`%h@rAEL`g=<+dKvi3cAxNC|1
zLVVQE*j7YOg=z&scrU_@6ZVVw`Vzk0i|a0sIsb7S*F$smOYvcU0u9M?tV8rSyZ5>v
zmgn>j(_5jQzAwWM)AsKG)Mzz89<UEm%N)e2ua(gooQZwn$4Uh=QvmTi2<TEp+B0+0
z*_`dpu4xg3n^+V<nioMBfRAet<S&U#AH~HHLFkSvg3u$I$YEhc5F!w;%$pMuK~`)L
zEKqS=_U%<Swf*6zG=HYdAJVtv1d#voH(Wo`b^%1NenSqafh7iQL_PLh`jh%u+lv{_
zna&lHG=q!zOoL+AHEn|8N`J%l3cANT?{c8b)vJOhXE(l?)>mS~D#Iyj4*O_*St*?>
z&()tS{D_~S+?7*mTa>$N{ZjElzvDF_WkC6S%HCU@ON%{i>Rz$!1kA<}MiQThy$z75
z_XtX`dW3Nn9%aGfT|Za9H26tMv@jQYLOVlNrpMl^KdIj;y6DLi3zIo`l1`_Ojgp9p
zIOSn7Q)Z@Wg(IVt++Eq>4TJP|u~2}&6|9=@s+b-gDc7=n>~T9Pl=I=e#X{Dx7xvhB
zpn3glWOB%irVDVm6WD$KoQEjt8}GR8vTF8Nb;w%Bpjvl*pLHGoq>_XE6cSZ-$Z}q>
z)?I%+qzn}>Dq;utcls&F^?v+ySDc5nM(<-z9~F}DX*|qK%6D@_`yr<+_0wk%hZG?u
z-AHY+m_(!Z3q!gIMwhhgESA=u#6?PT*Ex+{;~#2$ZeVwAyo`bl12>l8p-pRE8Q2f+
z$6_HhsqPFs2Y3Jn<;uXO)P@ZM`P}$GiC^JAD>z2z$LbtOBOYKtqVRwu)&W6`snYDw
zL@@(&Aw>y6pV62un9J#4E+Yn_J|X0X`XYtCrSZ(?`QhQ9M#$3j*kc6VG%ne|74(7s
z0KLy^832C!5DkGjDNQzKOjhle8Um`D+Ent*Or=IcJKFeEreaLx`NmZCB+6OTYWLVL
zH2PT~`cW^~ubSt%kW1u`G?4yge3062MsJan{Ytzbu;B%0K3tOuVh%pky2okkE^f>R
zj5RtNS3v3ULFG)(i|Q?zTgCfCgU@T)3!mQ?Q@YPszte~H@!@Z6RBvx$RQJ!fYWF&T
zmZSQjF{&jS2lZjm4Q*VHG%>DkgpR9zJ_WhJU3#=Koi11JtQB!=Id?*G{PpmJ6i6n9
zYwFUmwvYLdOqUH59Q;Vu<-Vw15;*34paJbKn*dr268u7QDE93pMim3a<fu#(TMD^L
z2OHnf;Pw3`M%Fr#i2=74$<7ZDI2APfn6^fLTfHc-&3vdqaM`sWotVmK42(Ms&10XB
z%hb+mVpK6OPL9gNxMd{O>#!5IG>BPEjIDK?6GLt<&Yc5SjkH&vQLykM+?k$N)mw7^
z^ghu5cWo1Zi-BsJn?tpmniy3KRFk9fp&F@+I^dS^Ee&F~HZiu=QB4dvQB-TLG5fr;
zVK<a}{9TSnGOt?U>unRZ31vm^u`fca_7iXkQD~loNA-(>)vh`F!6kgIaw#=ZpzY_$
z^zA6E6#aScoNcK`a^!nx<b1l|QGSHDvRT`|z$h=nZ#^ag=Ku#3XxPm*Y)x0Pl_6^g
ziY8kDhQ?lCj#;RrsjVVrOre{Mg;*&Y(8adrN1&Wt(??hDjo-QH-f6#tI`qcCuMor4
zhjm}XutGK0uUvwKTvD2ytFJ1}_6t)<@S4k&a^0$5g#O|wEA<uS>?Ab)IkqU*&)~nN
z)42i;hR|4jC2mw_OIc*15hJOei96Y2rF<@vtInO^7iMsJI(Nc;g@aPRuW-r!9!<t)
zFVj|dPEMmrKO%%Xxs4ry1PI~c8GPg{-E+}55poEdf@t#?-Ef2&kd;Y1Pv0UBzb#%1
zaRM%7D9-R84UigQHu@utg}+l9O3TK6XVRy_()yMmX~Vg&H}|JYIjhIyebNjk77{tu
zV2B$>B3BrlpBnjU3ateip7q)2D`_`wcwS2FE4(u7U-qMfEna5GZ)*tk#rO!-V>fU3
z`n<n8`-60k>1}BMkNh;A#@lSg?nxV~*imV3t#^r)<K=Mo*t#+XBFz`zc%R&Dzk@z~
zyRB!Kf-QVjn@g<S_FRcalpsSyUOQ{Z2DO0a+N%AF*0qj2A^TULwbjS_+(|AMll&*G
zCrt7xKr=|Bu%8j~pvQiu{-nN)H!ck^myOU~rp@u^TF))d@dgY+OzD59VHTj=*^*Yd
z-x%gu?6d^DNZqpIz=*Rz2J^R951~0pWQIiJ$Xh~}F&flndoH!&>@m&H)+;FpVI@E=
z5b!4o;n%CEGo7u@)s6Ala{$QkAnCy?7>JbW35`AiA7$pvF7y<@C4L*?2~M+u%)YYC
zecJjrB_a$_69(eQVf{oy)}{uy*%_ctb2={gl#%&o-t9E3b1ZWz;JzWP_t;MX*z0FF
z+aCO>f<Qg>27b~0pC<xPI|wI!=6w5Kd^=(PoUi}K*I)4UmwY{KEj>M*u5!I@CN;+;
z2u8DG*UANOj+xqY=6n_CVU)8YSJTs_p7ry|1JhX?_)S0<xFT8@(3)*jEO0kS$|>Bq
zXmGaHTaV{7*^m?JXK8OboQ}65<C(^^o<~dUt`U)jvoayuP%Fa2?f&ju*z7t3z%ftF
zmbkNy;Z5N?C~}Pj^A5pBLAPSi3CJ%ONcqKBDaTsiN;1ZRNtvd8QBVT_k0dwOs^D&l
zXNdjsxf<93<uI#)PcIt2C0nhP3ltERwU9E4-Gp!5yYryPJWjNQ%wr|QU%`EaT^cM-
z;~|Es<6(<!X?Xi$ZALnS4Z+($eiyM_ohe}VLanE!_63)H>kDDBZ{WWV`NZbXBLsmJ
zf=h+-?$^>_nRh=x-<Wsvw?uijOR~hy+M~l=ovV!EVDAXHc(If%#9-ik(F|N~x7{54
z9KAc2nf3Tw9oFct>a=4%)QI5&8j3bV46QKn_xZbXF=E%6PB8I#hv1{5hcV~`nD~W~
z2b*gZz{SlaQ*8VRflWm7@il@My+?z596tWk?OFKVPv;7V?L}xaadSakl=OoL%!syV
z;C&4Rzp0I^Ary?uk7Y`Qztwtbkss>-HTf}6*@s8*`0)>Eu*{EtMBkVn^S4uuA787)
zmeFc4E=Nv9b7ZsScJt)(%nqZt@;T<qI$!ob*2rS@GqCEN6R%hKyYq17^E<(r=N*EN
zqLyON32<h`R{iT0z?=QcrnvJH4I$e__b560e8HcWYw(Z5pNDToSlo1ts*F*g7`R9y
zLv67zfuv<wIy0(RC>4^+dl`2Dj>62kD>vvk*<xE70&mo2)E2&ep@7|h)>DgoU0(>3
zuY(YLSQwA5@1(&pUw;;TW4_McPC33l<fWHPzF5h|5Ve)7vk{jdz4cSRrrXWg&-e8h
z#oEvHy{*$xz;lf@G8)D<L>sM$-J|~QJk0&#PB8a*hu|Zt+cD?_nES;6T$zz|F6bmE
zVBr*dUmMm?wETUs;8DM(EkPXqer<gI&hs;QdkgJoxO+mINkh0BS6*K$V0N$8Q;U3E
zUjUP@g9dyE7>}>Nfd<Qb{UQ3se4W3wk*_}r^SS3ZuD)u=F<8}n#a`Xp+CsiX18>U<
z`2`F{tlKfN)a#<Fhuu6G$p0;U;0ON)PS@98f4y~?wN1oEQIc0dZ(Vd>&+jW!4al6=
zp4YbQ-oItrmeFnd_TISjCZvISepd?BrRd*f)_&At<!t1|nSyNEI)YpRlrLb&d9NFX
zvZK3p+}1s0b>Ft{)>}r^-+j(2!A(KtDkBR)Kx+qfY`bO0h}NLI<!y84q?R-5aM8*m
z*4>+dmrI5~ipy1;p>*%qyM6z@oqM_UscN-U85$TUrAyf|`7y{q`jpVtE8U{IyBVNq
z4lo6X1oV0|$gSsBkesYg?GZ0(`>`;p&GV9!2Lj&G?H@hsoudgpCtXAZ>sJ{S1cMT6
z<PX80!c#f@3s^{Sw2<!v=bH_3roI5q^j?H?3(iED<I-+6L8K4#a2}08Ay5x_>ZnYD
z%FC}Z3C3Y&T9fRJfU>ue=Z$d6YHE#J)Tnon?@68&!1owh!c9*so>~}hu1B?JnE4(#
z1qqd!Q3)T_i?qSOGRnE!q!Xpd<lG&GUZ#Kiww8&}Ve8@raphXZ!&|7LaZhD-dc2q)
z?iQIL-QC0czDf}}ydn5G=WQG%ACTd00U)_AcpIVbmD~hgp;VCmhM21}ECr||_Yp}A
zl(f=-xq#KMXhZB20?+ZP!0;aL-4rqfQOq>a)@+aZqP>AM?XKD;_LD^dR%rTo5L^}s
z_*a2|y;8u(J1qq~3sOLP4yLc!a^S#@k<pRc_U{<ovt|E$enpPM6<mwvIhocQZq!!h
zxa-95D^jPJMvu}5GT>-B_(kCpxyE>?si)tKub#GIBl`z`cl9@&jQJf>2GHCL2*Zc~
z@|pv-JbxX^*=3Kd8?x>=)Mu@mtid5CtNtpMNS0B5ag9CtV_mH>O7#G%v+EAst*n|o
z_Dx3H^JVt<Z$CI4bPMycIe<QbMSAIL<EHlb5t;{`ate|QoD?LbS|L-d1*J!sFY<lm
zbv~2De8a7uUW!gcvYgsv*F`znxG=mZ{-EsmFl0x+1W-jIUYfCC0&?IPVrUCA68dyG
zHz7*^!P-BhZdFDQUq9c((|8u;=+He+gh3cv<O9Sjv5u~bp2_s2ec9fOw|xG1o(Tz5
z`nCpGkU*$EUgHU*WUsETncj)8m3l@ppRKeJSK%Fm+iWhqk-o9Hl)oivE_HCOO*{H#
zWI4@b^D-xX<DSC3(QXaiR@=Fmt0N6>e?20zzsvbef8o{Mx7BN6Ki3~=3}KX3S+@y0
zixaXRw6dGu;qR{g&`G(Q>(ErZ%je9zoR`G`x0$)ecx)!_F&;C^m-n<)I_d}8e5({E
zZBH4^$2-RH@qag?N}+|uLZZO~u*RMykf>$xZ7I*e(>84>=L>5|N=FdhP<|i1x*Lj4
zb?UfM?MU9A2c1-U<|lTTgEV1>QX_U4e;oPQ+n609H8Uz9qfC&4u8eTLryA<LUhB5y
z(<nE%_0%DI0sjXyKmh(>L3cedqVBr(rzsyD9661==H3U|di;?#jF#8Kjlg>!HOzrj
zF6sqD;JM**M$BFPa>gyIXCI;1daJ+RLVj<7aCB@a5MH5PkDW#YlvgWilox(3SpbYV
zfmokL!&p|Pi6vH#9{5NPUFy@pZstsIL3EcnM~01pf#_<vxTh`h-$nEmvMUFQ=~9B6
zb>{d@o@1OQT8Le=|AD6A30NflXglc+<ls1y0jp!)1vq_u4ET$E(|YWl`>nXYIzI?U
zwY7*^dEdSxd=sM9f*BxB_Y<+#LPE@qnk1SHmHMMb!BLYuiuZ66F<91089$_Bv2$00
z-NnP<R1*gY<-}cPbs;s}3bVSzv+h(FYX&6_1c%CJC-kXBzpBl5eX{d)apmb~IG%*&
z!xaKqr*Y*>fh(3jwp@Fn!SKdpVd&z_Hfp#PoROTmvAFUewth!KQ}gm<`$r()pgc1n
z@#Ja}jkD$FGU7Brt}gnHG~0yB>S*;6LEk2Lwi^Ym3xT>A&_u(oX-AjtO*BOw-H_IM
z#QM)0Mo3s9>^d(aBxJh|e><h@Iy=a}7oJwtVmX&d=SS0-Oc7r6qRe6pFXy3XJ5N+E
zjoN+c?>i~Y8j(|DeL7w|`_rU09M!IS^zT21x+Lm{#y%YRs<wx`op9XIm31-=VPvgX
zwchOS?v!2rU6ixC?IHUC5VId4D27^e9>mi&S#&OI0EeYl`e!i;*TNHxyvpL!Ac;tU
z&5il@z(ZId9@5Y(!UE)r`5(MVRN}H+-f2nRX^9fG$X-tor1GW_IvW4y8Z~}N8+Sw0
z7^S;7CM5d})Ud!90inOpdTL5wcDH05++s`itV#Hm++bw?Kht3OsO4Yi8*j<{EzvF6
z1ycJW`&)`QTAG^}Y<N?B>q)z*Qji}-7RneF!pe9%sXFwbT~2E(YWoa`i&5$c8$|-1
zYoxj4dSG7XHp*XU^vNVuKc$wmGrMB|nCx?Cr9yYdp8~LL+8yT$)Osog=5C1r2&eYJ
zC<OOyexB(H*8aa5>O^dQ{^O4pBCIrGYM~vC=z8N5U1R&<&j?1|{cxSu6M$yg>}3KU
z-up#ZGL^F7fMvKSd1I5wf={ue@O5`0nRWTR#kMpMU84;=L6N})(Ncj|J`gR;vCi&f
zC+u3ic2dJ^^>U{ULyDPL(LJ*;QDhb6ET_{Pwc7rp8<Eyrqm_V6=jmjp=pNi0Lc^F*
z=qUg_58LEI%qsKJ8{5ur=Z-@Z%BUt>vlcB+s3aNHgloaSQB1$_RG*HmURyEeu11K*
zBVgCW#9h362{qgbUOstmZF)Rgrn*}yv4Tjbz--FUVCH*SoAaxaowI8O{e51kCcx(6
z3xTcE_@deBHJs6&XfS*vSs1!_^M}-MD|oXM;ggD$g`eCqGvQaYX?-D~X?ZR9aWle-
z33%-HB!NX7t9}-bn^J{c#QjvWO}L0l>y`-OHo>u7`@O!~8+b(eT5F-(KcSU~r%pxj
zcsF!Aa@@Pl43O-`5w4o6QZBF!R}KzxRdzD)$P{5xl*7U2hO4ObB_0*%LdDbZ|J8jP
z2M4=!w(9$}!D2hnp+<|#Zb%f^u35<ylvW4Jh)tlNYgW<~8G(WxZ6}mQdhD+QyXy0v
z^w3+vtn?%T5Sx|wTe4;)2T1KRE47lK3|6HL4O^Aoa?)FsD7Jr&Rl9gbrHI^DawGR2
z$@nvAX?wo^u|}1f<5OiTM=u-v-PKQ}<?M_>DF90LHiBHJLFo!SZIeN1p0sWw=-IU=
z`LRuzlOj;tXHD|VRdDo_hBnwf!@@QE)}$75vAyE-(~wjJ|1_d%u~Cfz4{3Ab4Q5_v
z@u0-<5{mA=*iQ|6%}cjyJp~9M&rtq9kUZu!FA<LmH7>Q(k_Mh5+MwG49%)+gfoEY%
zOTUrqgk4qa*QsGv#azsQjK2V;rMYCM=$e*Zj)pO#P}34U4-@#CkP=;u>$kb%mP`e-
zJfYHLl-l8%mS)BD+hbb#Pz3Cnn7E6VAEbs`!OKg-OiKZ2mFIa^V?B>1J7X7HKF90S
z1khaloPgG8Y|+d|+J2}#(O~$m$->aZn(tA=tzb<{hNWL5G_6DpOC*X#7?ys9$1NI`
z{=3;GT*ReyO9XM7;McBUN#E-YJZjyrwEmgl`%DvL?;4gO#~o-`$~lIm!D}}83`=eb
zW7Olb2Cv=ZH!f}JgUKntxWqq|_Nf3y+rfS{hI4hYpbrwKrI|@z3y2*?I>!2wDB~F?
zsPa0A5UgAu5h1HYzA2_B6rmlMUBb!S^l2ERu<PumXw@~J>6)8p-J{-xw%%i}##HAw
zpV3>weD-Vfjm>BLEm`xKBQdwneAaZmEZELAHflR_G|L#dYQm}>g<7PH>PecUU_8@E
zw?-=%&m7;1E$U8xcl9@()TYG>ReKV4#m*R_0zhQHh`<(Vh|1$>n+#D=<-6w4t!src
zkW87N!VuYKfAUOGu-$@&Dq!_7>`yZOj-7K(qWWF0)276X*<lV%h$zlJc`A{RSlriW
zkig<DjNRw`+AvyP5LZ)rFEz}Xl8e_6!56^p^Vwvl=-PcgiH0$wP`eL358GLq&?8(;
z{?EAMCg{agh-i62#h}LQJ`aoOx5w`D9}%!?V&X1dexDj{1ur)r;56+h%#u5%RYRnL
zi6T&92nXgHHg33j<JFr6Q-gzp8#i6)IFm58G}(qGxBN0$2)Wqxb6(dbfb3!y0lCxI
zrCEbC=}&v2!SIqT;S|~g09-74A~oC!mbGLj+K|w+615YNuoPh@>c^N{v=j9<+k}g_
zv~GzYZWH|7wG-*Gfxam>(Xgu*>k_4jpiu$DHvlm6>&5hz(2KM5jrC&wmZ)CrNQ`Yt
z4A*=OQYgin8dZu<(gdY?^7CfgNz~E3-jZv4@;j55B{MbdZ9dc(_-_!JbxwJIzQ4Ou
zXc;@By$8U^{%wL=sP<mN(>7`EDv_Fwi!x64LG<gY?<Srp{XG<&eG0s1mO{rnrlCtL
z1-^kotQwUx@V-VkZ_|dRZ!t|sK8_-8&rri&|Bp9oJuR4``yp)@El=1L^*%@qv#94z
z9WulMD7s%tc8ac|`zRWYQgrEg7#D6rUU5~C&vD01;G-+i(ekt?(S1NnzdefXe@DQs
ziHW;-`D1Fh6}-G^q+CNu(n;kGE-Oa&S(E8}g&%mlz44IU#U~7h?`9j(nANJS;rP`A
zj9mO$j)t33I$ZoBFn1ciG=)~%2DB#{44;-P3|&0yriNR=vz6n;Vm_OO>v9?K@Q3E+
ziMMfH*QPg=(DYhSd7Y7Y(;1SG5ux^8)hq_ONW7`pCR`+@HB1DFo8b1Y+N(<n22Qo^
z9+6E5MWo#4x<^Egd)FD*In6WrCp%~Kx?qZuNyKy=N?>E*d@l<+5E5qvb4>W8K6-YD
zDr#cQU5kV+B8xTm$kCy#_t-aMs`FbU=q+K9cqx5jiv)j5)FR<Zz3n@xzj``d8s&;&
zTmdXbBC~nw&*<$oYQAudFgsUiIeMKS@g94x{-pjSnL|nMv4@fnI)x+ytONS%I&rKq
z9%`Gyn`p^9XB~LGzq^yvI$!|JQO$ihy_RW7InBiN`cpG+z5bM0nYg8`(VzN(=Ac%X
zZ1-m1Rb;K1SK<Z15FbJF@g%&6to842p|Oyx^#M3zzmGr?YAtyUp0?RqVxkA<t^Wr4
z^;k=ccT8)E{ustTpS8p@OR-cB(6k+D#jY9V?qIi29Yya%>^Gi~gzq;E=Ii=5ngr+T
z`gi)q`wf3fbiZ*Zq@}%gGfFnO02i=0ME62*PphiEoNIB;Wdl!(r`}-y%mKy!I-uZh
zNq}M{jgzzv2NZ2O47h?buWwIR(^iitK8n;f!I?o(>Mi6+%4sBUd*#VEm~Tw0@$L0|
zr<b1I-Xk;V^5KeSTQv)eZM@^U%c|L9)gfyg&uiWFeb#kOHLgl2oyiVa&MVfs>#v7u
zCN#7j>GL2EKx5|@Z1driyFzhmXk8M~SlHeWqlOlZHI(23vD&vcxD~C=@sG9s%9G2l
z&p{85GvA0IqCFuPwGFFI=vx{tZ197`!G)0J>#@gZ>rUem%vXFXaKPE>16IHuq#-DF
zX6KB_p5cLrv^}tx;<>L)=!Rw{RHFeNZG1vgF(zcDU|pr?UQw!Tifq0&dhGiQs4VI2
zb$-s^pc@(-ZjBEI`+oEiDYM<{%=_7B9^1buPp%LwO&^=Osf{nw#Q0*!lwy2wwq76B
zx|NXj@MJ^CVIC$FB2&&w2)?18i9sYOQ$h#4l*);0p@m@S@kR8F{=9e2w$vk^Oz0t3
zArqcOKXZ1*2$|3yg8js;X(XZ>vW7~tL%dN9jTOi3Y^FM<Fi37=E9Hwijvv>0HumJ2
zQL^Q{@J{S&uh7(E`}e3}FSl7ChNX8u7twtPvh>(rxdbBmlG5y4eN}0;U+m7oY*a%2
z8jMW<`sL^^o}N@+QO-_I6f<-GKYQN-7}r&t?Zl4lIOOTP$b;NCA(4eF*@_d#1_xwY
ziG^&*NOEEmg1p+jl6Jk?RrX<7NnOI<24Yw!w5F6&poO+T36JuZ7RsZvJj%QLl+r>e
zP~fL6ltOtF%B%l3=W)-S``WvA?@ET>q1~1Do;&B9IWu$S%*>f7>|Kd&&lUfg%j99l
zeI<Z3*5C(mdTb~~F{u6kl$6q`lZBTMMF<iRg<k~Oe2pffaihj7%D|A;ciL~Q601Z+
zt!Wr)qQ;;47JyJYn1uN-{orPa&eS{Ji8Qqp)RMKUwaMwcUCdP@EKbfoYN1TkY&i!_
zxIaXZaGLh|ItbK_`E)&e7+*KOHlp9C(3Fe)qh!n*@SJT$A7iV<habwv$yJ6A`MYbp
z{xsD>0|>yVYF^FeY_mu$9RGd$?gNgJ5rC<}=M1j}aP9l>G|f#??vAuiHm;7KP8F>3
z4fNh{DW;78%F{-eCdBUBc3tz9GUfw}j3Tz(7S=-bYE1vU6TuoyR)Cown&!CrDNRC{
zVtz({2~&*tD-HXD5KGMd;8Uuam-#Zd;Chb4g-aO<phkv^W~P|)_GnZ*hW-+$5PzkC
ziq4y2B<ajPM-pd%wdCh3KREe_;_qBh8L=IEjQ1G7MtNGasw)jP&aZ5Xx`9Z-Q7B?=
zQOS?#*ZI5q`C2{^M(H&r1f(?QdV>2hwuqGB`hLG3E6r^s$@PSQMJQ~cAvm^@j&HzC
zhY%uAy9$@nY2gZd1fOjRSJReyd9eP8!^zorx?1wbDRE3~G|OIp0GM%JX#^~_-gu*U
z)wk=q@GS+~HH-!#c3uBrw~egxj7-~r!(__S*;Hc5lt5dDLYg@aU2TX|BJCd56OiUj
zP2Oh4d4`@gVKEfVvVnI5MJmOZ4@Jv!)%2Irov?{OTO`0D0?kkd84wRZ4!DX3JAny4
z5=kw4{fpC`qKUwL0RUr0!W?^!<*#8&&%^fc5INeE-$eHM=ZTI(PO4ELOmG=3PpASL
z1;V5lJ0_>!nF!psN8m2O#0_1(jR3bpm(3E=GuhOvF%v!?PIt~G81aK*r4pdc&<mk$
zsp*Bq%`&vICk%&QOBaWRZoWc*+o7AbE|2~=rD?e>!fj`-Ck;$Q(K>3F(hN*t@E@Q_
zYZh#`av_A>_mYAz#7k?J3h^e8+9r~g@Aw{CYCn?p=E3mYCIRc4NZQD82PPU@iiGk^
z9xO$NOw8PxF0zAEX_Z=xV?PlU8;ce{%t#V+op?f_cNNaXgqsKUQY&fQ+ed#1la~04
zOj?f=ej+}9iqDgUpNY@^5uYorqF>IUPsRRw$s}ydA3_i~Car>_QFb7(R}LV`to8Gh
zq`Wn&RzzZM#co}Nc8prt*14vg*po?rcRzm_=Djv8e_C}W3H^_m+^YCd(n*U}zzP)Z
zry(qzMXTu$LiY3yShVz|Ww+IlQa~za(u;r?N0Vy!7gF1^BDhpZPg9B5g=}e=c?KhZ
zmdsggX1Zr&+9oVU)4$E8BsR5XG#z!oHGA>BhEgT+Udnn3Fl)7y>z*N~El3PKuVaJm
z2zr!B%ZHxjF=@Rk-3gl`;5!JgI072Vz`0@>Oj`dZ-6<NA*2e)j%A`flU3wWI!{N0M
zLE4npgmU*0(Q$%viaF)c@`P%zQKK*>tv{91?~F<7hY`3-FmXed-zUKB&}EZM_)IW0
zY0E^<xp#(BOM)32gVt&QPGnXv)IvyGYHDF-D~46}gyHa}ba7~?<^}@X4%M_}(0XD@
z(@NE#MH*NWgVwgBlxK){Yf=z~cxmlYA>ITs+ZeR?e(#~B_6=GyDUpa$ij6@la@>Ii
zttHH0&&0wK_REA$JzdlXsnp86#n%F=hxb-~WIlX`tjLyfdQy%570fQ>`}lks9#&{O
zb3Q+`N$9SVU8p4JDhy$&&CPbyN}BC{oBk4JJMmY#W;;h~UJkRJqo%eH<rS7CT#;RS
z#;~^#s*Q=0snQ|JQ9H)4NB!OXJmu$xWbj(TJgME8Ebu&I!tF2om~e<A6!FQUx&jbi
zcn=L>>1<$4hY+F$bif7{mAU_)fE8l^^DLpZeueR*&-CTOu@w8SXX_4v3cJegkK|Gz
zM%B|TbN|1vDT$4t87W5{gq?l*=Seci#r-P71QvIBY)?O7!)SX!%xUev39vY=8M?+1
zU>R&r7vI(Lz7<7t#`bhR0Aog>;Z*cIY{Lu@U{M{L1KB#!afs-T0$~nhv^=3|SQH3j
zd-^W{qR<)J)9n$sOE7Umm$wq&cIYx;)_u0yCxpSYf}wOVWT@-T_Nj}IywudiEK&^H
z><Po+bh<b+RF);c?NC`;wyFnHnpUc|DpHo3*s2x;*(6|ZL%g-5AdG0FwM&I~6UcaD
ztK#|r-<T5sHX$`!tMn3SRQCRpKuq(qIkl2!^S97n;%qMdO7(2+XpLzn>}eiO^P1D^
zCak)n#Zy3bCgXlPp)`L@#ISVMgZKHnJ596b1ub0Q<uGq*dA7%SAF^%kGk#<^{1YN=
z+bK>MfcwJV(GZr-fY5XZAtJN`2877s0p9~!j0M5Fh}wjp<8U~s1f|1sp;;a?-^-T1
zB^yGFVgQT;W3*>f`7<^&zQcu3Wz@mMu>}<V!qA#T!jD-`%XZejWN*tNFlxd^+q{qf
z3vJU(old4pe|72Rbf;*}+BX1j)LEOJhixw*ydH&HqflC+;{^0*6iQm2HWkXp$mw_H
ztUVHey95(AbU93b+o8*(dH<PQN(zJttI2e6Wa#S|Vr3Jc+0YlEd8z4(ov9hR*%OAt
zUrHB;hRzlVa65Ena_*~?TJ^9?pTgMZG-uO$aZ1x`=hW?t%w0Tyl#C`P?-vLXN<f8%
zke`<ngdt>F$5aS8fy6f_Z>}wP=&JoFk$0y=CcY?<$Z;=i0fCQVjwuH$M9;3>0s>r3
zmTT_Pr9+9btMDpJwYgD*T1lhGm+3EI6cK-=Y7{Y=FUZu(16_s3BinJ~d?eee&)KC~
zrj{?4kaw9S81g>O6kfbqR8#p4@uiF-_e!<;``a)Texxs~b}~Po;~zp}b*6}nz?oAz
z0hUt1T)#(j_npY@&TcKdvaz~au2-@sk|9R?`ZX(7oH*50cmuwNR}>x<Uv<S|bC`SK
zjreJ#@Fwy3vQ_xukMXC<3-Bl6*F`iNDZEYm{iovd&&223#pgTlS@?7McqcxF&nmo2
ze!UxCBZc>f&%Y3#@1+N47v6wQhR-SdCH?E1!e5C;?-QTz$LAx3*W&r?iwYmWKMEhD
zkH4mm57Ebmo!>q}e|?lbK1LrOr;j(&iwlKM;O~*yt40ccgFlef;N>)_-=U9B(v!mf
z5ucwDpMNVpKP^80PJDhweEvN?B?A9J{QI-?@6XZ4qX6_s;UDoQruun&?Z4>e!fWv3
zNa6RWk5|*jKT*ps(8nK&C%;cW{sDb_kzQOo`|6X0FVW+FrjNJa!6St?(&IPL$CvTr
z$-?XK=gGoXsQp=m*NcC=f}XyTK3*mM{k!;lr0_@d_v|zY@UNovNa6qD6UnIm1z#sl
z75+_reM5eIQ+|C*e03GROHBK1`uGNY{3|}{h5vLtJSiUFGT`$;1Vl)pv0xBtTo6|Q
ziT?_V*E(c#KiZmf5}tJQ)Y!u&oEIDC<g0V#+^I(tl^zFRA-EbZIIRqnI!&~c89eP4
z*5VdI%I);=f$jMC2z?yffsd!t$D{P|$MmuCiTGGcA5W)`N&5Il`uGxk-2Ehc+)E#?
z+=-9hr;i`f$Is~F2~Wny7Wybs`QZEMgUUq~M3qS@g-{R`6exjh;UfB=EPVw^?pH5-
zPm;oa$*&*c3q<oH`Sla|^)vakVy$>~w)|R!FOcLp^aUotS79waP9S5`*r~!}@F(D0
zAiplc*GS=F`H%JDAC6oFj^4QvFPA_qfq6*kArHC=5AY|At9Mrx=WAtaSEYQ^u2ikA
zgVlU##@fC6(1erXUAnU)TQaTp<{^wt4EB2Zi?r}&w#BG}HwjTmDL487H}ZW4s~C7+
zr95R<YBQAw>}vjK-yXH2Rr~hX$LwNxp0>9>%G`8}@{UfGYm<2Em|f|s)+(8rJ(IVq
z;xV4|VLPl=vVBt$CB50~@mg=CT2oYuUB#Q{<<Q2nR;-wqMX5UcAJwj#spoUHHC?V)
z*>b6b)WC#OU^!D-w6c}OGBBR4S1NWXyJ*R7@LHu@pP9AxVT>3=uXQKht^sC`wP0Iy
z)Wsvfv@TXLKUK+87V%&<pPi*XGuC{0zFy2!^fTGFSX!qeOf-ja^jbsH)?&GCWh$t(
zSE|_+V8qT@T~qa%RVvpkO3s?E*tzRB_K0@bOv#$gmvUkNOjQuQh#}1a$_{I`R-3Qx
z=<AahvokpinUL9=FZbD{z9JA^t@Y{DaWYHtp_ONFN4Voz+ivqyy2C<+=UmO$zHw7)
zc$e%P_a(;JcSH=Um6M`K@m#OuPZgd5h-$Zb7}Jt`PP6x`id-$_JD&n!48FJ0NQHA@
zRgmlm;Nho&4h1a>eu8MILLDyJF*r&yqFu^N7452KVPbf}Uzu#pTFBRC!KMo&7b=<3
zjBS;tNfh`c0fa~?TdWhSTD!~n(iF0dTL&uT9&1;=lqqHH9&5OgIck^iUC*LH55!6i
zwKO4H=E@bj*Sg0RybaM)tz}BJ;-Zzw32@c={Cv4m6KqROmF$6tsbZ*7D&)$gn`>6p
zwu$#ES~?Z;LPijq_gM2Ns)#Wa?Hc5gb+lAo5F=QyZ!Q+8D=S~SUNgBMwnHOla7z*w
zxc%}&FH4GDyz0U)<IC}s_%ecxR>x$c2eH(<Y;1j?^LnX7R7{kqwpnaigox=p_EW25
zW7`3fWGgmy1~juW*=)I9s#)cdq&`%Qp`A!mA<;Rul#*4Rsv#e|HE>{vUd~}}&!cp#
zHC-vsiCs$WsW(@#bxu|DHSolkJ!j8BL+G*W4E9WK1F#QvV%y5)r>8;VrCN_g+aZmW
zw!ay>WLGjpaFVkTQr}g(Mmu}es+V$h#TmWxGj{N5nG%;17OMHVJa*__>wsh*Vlmp%
z{X43g@koadteP+3&pB~IC-mU{y-+GVDB$H(4n6DiSqxBbv*mC%`Ndff#;BRjGwRxS
zjM|tJ3Z~Qv<@Ut3BPhh!Sc(go#VRyH$vniYAa2Q<bD7Ff{EeUbxAtwrrX{HP$dP<0
zPu!S)z&>)sny#0i{FX~Q^nRd9V;t;A=Uj&>N8s99Jfm>|AGjW_)RoqmIq@zQBD!cr
zA5wDHRL!8VLq`#=g>^10GGdCFpx4xwP<dJxLQMbnDz1WFQMHTHy`YUrNfuojh$uFA
zj*y|P<g{d8zlN!Y8;XAohd~^YnN83n<1c&<<2pHetg(825#=I~mE^zh!wFp@@T>TT
zG~^ofP~G9<M@yhS{t^1}-R07Bex{CdBq-e)SDOMSp|D15L0_FNIhlj=tNefq1_c-U
zwc*Cjz1RkY8cBN;R7uwio&AkAr;IgiFQCEP9OkZ$%nr9p0&Wu)L(yCOGjR?^2{<n3
zz_4D@A;(z&iq6&Axo5hr-`UXL)A^xa7BX}%yPn)VIyACtV0>_L_vpx-Lw8v_tq0dx
z_-})KJUdIrlgWH;!wzc$oiFGBvY|&l&dleB?L~TWc=X`dB(#so;lacDY1M`{R&$<?
z5AGftoL~*0!A+Hqqs5)j*X*8ku(G-<7M(`pa*L#oVda)kBwZ1*irxg&Yvei5Lw?S$
zjQBp^dE&D|hV3Q3mko~%3=fVpBfX>IkgG|nO~S*jG?OoZ?x+g7qUCB6Vmyt<=_byv
zFD-Fy2w7!6aSG#vk2uw@j5vSPdE)E|8McQw4?PYirs0Dm9-Gpqn2Dy(c@$7zC|88g
z6r%CK!1(xqy<?EE8+xo8tdVjJMn1CVlD&3hbV4f8`oODSzdo^;)dO)TT}oJV4TVH@
z3{{=TUt4+>U>hR!oovhE$SGgd$5=U%CQNb$Uyjit6kl#;UHjA}-AQ^wsNT!0=WA7l
z42>R^^*m#YdnKlmqNgWF8`~Z-1rOskKC4xl17oAjSXXN`^Odq@n*{rdepU0XqxS@|
zzIG2aWBn!!_lrDFH>2FNw2bn^5GwOBN@mQSFQS08SN~Q2c4@rABrdgN7d=Qri;%YP
z3e+=2uMLwM@EUWvzb`-ZJ8q5p%MZPx$I`!<Uh%W&S3fa5(-Yx?i0qp&_ideL?!jQR
zdyN;3%h>^RlRkj@f`)iI$3Ba8%wQnREwd_Si68yF_5nH^$F~JsHl}Rehsk*|E`7_3
z{E!pUhT(oRUECW>z&<}<mnC3tz%e&JQ6@{iR1ugNpWHp%lAo6zr#zYS1)*hU%T?Ix
zm5*BxptL8z`3<iaTUO7$b2PMH=?F=+XNLUy{5VS6#_&{0_<S{heDAI{sxY_H+KniL
zE_QO-XhFHFD0#%5xH#Q$bVyWlN=zNPTY?`27MJkQye|Z!UJ3q`334DAmy;w}NObsP
z1<7g>7lKrJGf7L%SQI~DS3FeOJ~&2t4|bmP4ul}eOL`ADh}dcEU(}+kOA^#h`L%JK
zL<;Oj69PM3`j=i{Zc;<&(tm7Rr~jI?kK5ULt&EVPoeHzPkTR2SvbhSf3j6nR4#Z8+
zCzqC>$3oW0OVBq7&2k|RVGMUay!+bi%Bb0+SHyjZ5$DS~Pn?H?C+$-RE>n}-M3da4
ziOQ!B=w_U=+ffH-hipL|xU-IB89bhuL(D{&IuP83Vg9Y@V&13&Z}tOrsRPdlPzN3%
z#{fL*8M66fR@munH9ttujN|Bs$stp-ayHxoa(QHA92pzXE<Z<sC}e=p9>OZEku{f}
znN@)S3nZsWypZ!;YYuo@N}j4m4nL2EB^=1hKQOj*@AYFiZDrz_l4<x_`jv@8d)Kd6
zArWuoprO_BbN0G*>W6t4Lo?OMT85Mg1PBUC)eJ>TQe1{zsgw~qL2BTU`TRVby%05^
zZ0D^b<o^`{2l0e+h*K)A6TujsTA6Cyg)+k%PzXm2K4;xxpb90QH&I-UM!lNhb?b4^
z34%Bm`3rJyazM%*YTdeZ*&>W}){rK_JC%>R+NHs4+#!rPIU9uPc(c36#i^c<t3(^t
z5XAvRB6y^>V7n+5Q76(NSQW774e28-+V;G7W2d#@md)cE);Z4&MCn9zeCr6wg@OWy
zCdi+nHc5q^h2TTPiwF{hgHA^A%J&?AAx>G@Bh9W{np7M%>5SJm&l^Jjb2_>KK`oiA
zjP<cZ$#L^2^z9qmGv8w)vPRBK1iVqG&;4~6O)adIU6V7VGZn^Ls^aVnSF6FScx9(0
zh^DK$I5$-;?%c3zVmC~$;`Pbe;=H|6Jnj{r6Zm)U?y<uMCPp_pLzVsQl<Oq^F)7}5
zk8{6_dJuCI*x%f{#X?UGkh!C^N!WoA4x|7{Ra5@fMFZ`z@J^4lVXD4}@rizRicd2V
zxp4KVxx50_<$&Gj9?d?)6xAfc-Gi|pc{2!Hq=)mByi{&)+_Jf6^XARYK#OyU2ihZH
zPYT#Ow*czqsIfaexyK$s7Q`#`-woDXD#~du!Vk-s2<#<$GPR5|hj1W_xBy1-i~%Et
zZm5dZrBAN^d?sIU_zIGuW?_QZm`Zg-FFQR?WrXG`7K&=2z_71ID6vviOO1E2)bj1H
z)kfr{00+ka#b1w<OSTk15)GD>n+7paliu94GXi=zmpLxG!}Hwqy&FXR=MDGu;&*7`
z`gQsi11*+kCg<#GH8W#(O>fwrIj*RKq{xGWf)mz4rfNOtfIYFnwPXY)0^v8X{%)`)
z26yir8QMLt&l(sR*mrn*Xq-2Q0A)yA^l2f&-)uD`6+sADgu6pJkSOfmY|Y!1d^u;0
zjSsO-D%HHeOm8iN2>yIm(Jsx@W_R|x$d!7KA@a3J*&Ls}`C>VH@1`yHF=zoeM2CV_
z+}LwL^W(4CT=oy_-orYb%VcxT9OxgOh1I>OcJvi{^we4C@Cj1u<G=M*YjFPnn}I!-
zaVCJj^&;GQE2mIB5!oD{v8RC!LuUavY!XpaN2EaiVK*xyYLs>uVFVDu-mrcY2xsC#
zb|HSQC@6H^fhV+LT<9n-lzO0C=s@pmraJ4qYg(%<ganN9qig+%Z}sn_fa$-hTzmx3
z?Ey8Q9oB>TC59%61}!(mE=X!Sahq=M442x<7CW7Xy`GJe!@Iu@%|BmTj0EX4azWL<
zc?E<XsNDKZ9IzY(b*}$YEq2Ng_sV~AZ~^F&3uZm2`#)h-XQ7ByX#x*Q7z}-K^&!Wt
z>b#xJPv^4^W*oGMu}#*>lUQBw#{j80$#oaKDu5)$?<ScpcULZfZfI03ZMj~f8w29R
zC3F}=^zxr>=<*j2HHsgJ6y?*VbT~?y5{OVVClu;+qVF55J!RZ+f|$o`3~@Zv5#u@h
zP8TYO9>uF>1p`noTWHAQU%rVL1*;cVG(erxdAs7qRXEo>W4^%}#ega#;-~9H%Q;t=
z1`$9^Bhq@r%#=j5x=0Jz=-R7k+8&L?d7auiI)Ot9=2xYcgsYuyCBcD8$eZ4<kF+7F
zP#Tq?4_pB~U8xSHqZ3efvgKmAvU9^s1t+5o4loy5b42>iDD|n-MN|RIIDy$~)aW-T
zsN%s~%}qf~-V{eL`BpFe-L=uf!RnTrj*`gE+S#KNI+3rD^<x^xJF<b`&LQ1IAPDBR
z9LQ6gpS$dtUdMz{F409C@!s|ww`|VL8Da<2TuqI_y2Ck~%U|fAw{v@s(m;3Kve|V8
zrDgHWbHk7sq3p@6#Yz4k3Obf4A{a!mK9M|5mSmNgE*JB-ZDcklEnDPn=-H}N`$-8+
zEv5rT{_L#0={z$hFM8k-6t+H+7&Igu4$~$6A)Ba2g2?1~%pgv@tNIk<a(eP%WqN~~
zZk)Lbn}zO{$iXx87AVR;B_D7aBOpSu$#|gMV(wMJ%sIN&LGzZ!5V>{1J~M4iPL?ur
z_T;3s6DEU6L|Erblam{yY?U?+Fp;!wfO7;2xI0KkcM`dHBRpA{ooEml3L#oFi}MtX
zWHb>Axsxw@!|v$U6LQ$nwujjSc)Mf^$MUl?$bjQ4Kl4(^ct3?1iLfyD1dT;^5#L2|
z#<E79u``x6MPg?xYiBHLOv{XK0z6|`lcq42Qh3I)cE+-%4j0-)1PdKg)@j$i;f!VN
zjAe~drJS*>ow2OJly=6lcE++M%xzxNARV!_`RI&gjd=v!7LqfTwKJBrGnO@q;y7bj
zD^<Ie(6Z)^x%~v9=aw*t{76V7oj2yTe~3)AFc+)PN6OK6^D*S|G2xCfT^?-d#qt6I
zqdeh?TLS<fda(%z7FhU&&IcBLHv}CALsFr472fDcFS%(il7k^&LtdK7AYer#jgi(7
zit*B6O5zvic7g}rh5w|vx)TMo2$v!5yPZee_a)-Kg`Qf=L97zNJnE#p{CEFgO@J;X
zuJvO4Dur?KDjU-Y`IIuD=v_PPL2ncghRb#IW_qbUgD!ynm&E02^t9Bt>{7U-pyisK
zoh^w7v<#wK7pq`?<ix}ebcZ1nv)6es8y_UY^Yxv_^A9ARuU!T_U+1D(?raodAsoH8
zdC}Vx62t24oyY1AC04gC16HqbVby);5f1!Nirw!;X*3vy&(Y4~^S>oNhnE4LZrXC=
zQ=gPVQJV9jv?(Np)#=V-^+yt`Q_FzWeI6=xJoAKN#~Cl;@aPx6lU@8O^G2=<TY|=L
zioH0Uh}&tYLT2lJqVwziW4Z2&onLqF4X&tsbcJ_a1FhoS_)zN51oTbsy=<jo`7XV@
z#FLqB@vzF_>16IiY!<G{A*u#(@!7J<)9u#gbu`KmrQPd$jJSD%jE3bR1^274nIr0g
z%Mt6Yd<}QQ=sqrmR+cM^=Ej{@n|&EAtkh;zI>a5x2gwr>zC40v3afxoSGxGdr9l(q
z)P0E`1-!#oM|7AVAKOY=`G-mSrI|pz6+CvK2kU$YEzS8{XT|tL*QkZ$p#NkkX16|w
zc9<lHnqe!9rPwJ*%l?_f`b!1YTVJ@@QTaY+M-R^iRG?{GM%=hbQCY-APQkRQnG>PY
z&P7h#ZS<n9@mP6{YLmKRxT#LH5H?XZd*98{tJRGw)zs<|Z7piMF?v{{CIUY)nG@Y`
z;+i!go#UCBHOXt%2n7CO*R1&>iL=ks#}Jtn?xc@L>EreE@%QxL(<A_#IyUseNzwSE
zXn0aIa@DjEz(fKS0Zin~6u?Ag3j$Ukk+8faQ;6fRl{{-DMw3Fxl=VYYG=r`n!d$mY
z775{-Nni^m(bw+7ScDKboBm3#M9MjSz>VV_FOj0l8~`JeN+L#AOlf=)*<C~^CMjDY
zPSyoO-|^P*z%sIWu8!z)ee+lv<*j?lm7}<_AQJC(;Wo@&xGaE_)f-Xdgsz>}<vmex
zJ4n4L+fq_@q<f!65OU5!%)YC5iEA8sDl@oiP@keICbfm?Cd9|~scXR~B2%l+_s-Vl
zikbqHM)%^=Zhl;|xx!B;&b4%3fsrTc0wZnWMrw0yLt~tDUBpCM(PK<WlIsCcX-cLf
z3E|7HF+`nWe9G44G*Wj-63(lTP@aQA<K?4t?^_YBo$IkmnPd4Gy7maB3E%)2+K(K$
zlZuvXy2HAwSf0Xt+1)I4Gk&Lv0r(nMX{wQ=eFEp|qc&<ZsGo3%krjZ*axa-wYB#Dj
z5#2#|{27Yg`&%C>C&;Z4>*&kYeoKOBY6g`=*w-SO_+XzDG1yj!PSMEiPXJ|zQx9Q5
zpL%XfxG;=8Lect?vsNJ0DgF!4$`g{cDiPu%>(_CokW=5z?=HH2P?XTI2E^uiNLYQw
z%UP;3u)CPY9hGoX@L^gKw~HtSEQYCj(_K?@$TEDdN;BLe7C8Z(7`M=bf3O9opCGr;
zWqa~fs!oJLD4E=*QM!u+LE!L&NAeWrz1R$SpJA}#AC$AFB$#aw2G5mjQd$NKzC#fr
z*(4!mw{6{i8x^>K(orNukmMvzi#_tuHuY#egPZAEjnQp-*IC_^0(fwTH3W^O3P0V<
zEEWVQ@sLK}MlBgp76<u0L`gV2p}J{OOUe{ykO-kRJ4ai9gsyr<nHbozrex_I{TmI<
z7@}%m#KwiVo*>j0B>$kYPN#n3l*=gOFlRwDzSPs0(uB<MHyUqG5i!exmo7QiRg}8M
zGq<OvH#f~|YQubt8#3QrelvoPd|TmKO^O=6+}~CaeR8m`i~yT}J<X;?<JFti`T&mL
z!$>eYaFc&_+c?;_EXC}u7PAXxYCfE(S$geGF}B-NG&@nw{&M<DXpyQm%ZnuT1-q^@
z?8*t*uyt7MhA)ud=yFIX?>_V?nyq_RU(!*r-R;vfl=P15LA%>|a(DZrSkVM5Y4n4S
zw+uo$U9vYiXCLEqF(ju3_>q>OD@FH1ghQd|N~%r32`?lN!JP2?q{BMt4C~>fAPnjQ
zR5M2l@-o?>i=l(>$E|uO33M)#O0G4uXNSc+LfGrc%{d`*Y%-(A)S@+m8ZDx_Z1kb1
zN~b>G;jf1Pm#kvBe3YP&I)lVO&VaH)>&AdK^x`xERYe(2sH9)1P6hQuUIwK3rQBro
zc{(v3IkJ8G_9I7n#S}zdN)bOpZ);l*%lnHQ!q7|cA~Fx4MQ^AV_s~UWutlYK8MgGs
zsMLxf*W$HDO?*E)cYnC_^XVj8lTf0bh}2&;N1e}uNSP1!;)vlU5UfVmAv|bZ=bixO
zLFRSW3OMY8^y~2%h)<;@%&$?*$C0@b49S7suoU>&o>&C%!A4;q!449%^QtOv=ZMu!
zKp>IgpPkHG8F1kyRFN;-OdnnNfD*Tn{_e(y+E8EX1d4L2i+6`y3z~fz_IB4vuW>_f
zFY;$17u=2=5W9{`!!h8`mu8G8K8cP_oa!n(AK$3I_X7D9RE@8(QWSRn+f^8823?}W
z7ikp*`k|_ZeSm%tdO-BBFT}7tDq&+gESI#?2&VyVRy);Sk-1KWTZ?_>$Pw4G-ucBN
zN4zG>o8kfDv^XBYI6gUeiGL8BF)!d_<Xznx(NzKxH8PCmpk>%uJ9wv2^J|54)j|jH
z+C@PtkMVdDkiU3nWMXh^VE4q(-Gh_6#zuz+$Hsk?UB*Xu52ME1fzh!Eq#D7Ycbls2
zwR_*t;K;-zG#3=B6SU%z%g)XS?FYGuQ1%xt9;MLevMxgh=*=zt+j=+Se_Qagr&!%-
zI6iq`k@&4*l{<cQ!W<1Q30YMy`_8+$4i??YBBJ~texzOl9?ndak0F;53K1etE{ao;
zS~_IJllHjwT9ombtY?&;*qwn|=cUdGkPg>Ny<+LRXNSmNNtdUC*z2m0h48S~p+})i
zvmDK2Gep&Uol{vJHr62<v`Ccf-XgSrmZw|Rp)e|=v}?_jlbknKX?7@`vsyl<>v0UF
zG*h(Y3oaR{#}+Obkc39g!+miJb8yl)2hJm4`@{SG8FYnrjNC6eaS&eBGtlJ{0y=0`
zDM3ynq$t9f)q}}h5ge*B`;?c{Z}r@w`NbU&&5gCQMcDI8cJ<VKr@Dq$4nM}$+LkGM
zY{d07AyUFCu3x6@5UAHm#lL07U2z6QL3`x?M{q2PPE6*fpkoR1LB>KIL}5&rLNa3>
zTcH9eAffxnm%LzSinZB36?)k>1&?*#oG?E0;rbHQx0lfET%W%)tx2ha?_eqe<;u`&
zBBZr1NMb?<Npxb8a`Wm;7i@!iL&TI@Q94aH#Tx-pX@e%5f-sv}IEAWm$d3|!=#BL*
zL7`(jeSw|sMq0u|2Xu-EE^Zh$C%)tXoq|`-1au}3=oAS2MGojJe1MqsukcY-5u4(d
zlT~p_$7zKg6^JdWh3~;;fM5Pge*F+%_nj*INPhi9e*H{-tyn9boh`ps;cNJ;!a4M{
zqOclYg|+xN0YN!-s_+>62{;$XuZ!?CQn*<DW4-u?!xnUqPbvO#4QZyx&Z{>7DI1+%
znK=6o!hjgWztUgn#aVvC54ch6c$_8agqV4g*vcmgOFf;8teHBp8H;UM9;6iNO!j0Q
z(pAh)RWj~NE8^lsTaeg7{M3&x$1BpxzT&eh{Dc6zqw4s|fbQa#Yq}7bmr3h@`VO7O
z&T$I!J!KQTV5CEocAg(_!AyD$F&2z*Zo}SNC(0IG{}!4Vg$=^|ffdKCC!IeVM=FXU
z%m|MX2+E02p)2|HsxX)g$Xj*Rh;;POGx8se+jzYuZM)<S(%FvTiaM63y!k*Nd8_Vq
zh|QkD&-Q&?T0>e`Sm@QHOuFDkCqzXlbH8=E&VcKO*Z7ylA!?s~cxBk^IhBPsW8`*Y
zMAxnGlhM;|0z{vlMl%G331M(HmWhoaYWi*23JrOycrVTa0VMxg5q?T^KAXYG5LBsi
zIuq66cgoHI|KbcntE3ZBcrwMEz~;1W`AD1i0PKNUDhR@wagjEPXw5R()<Ly>2pjj&
z`TuG*Y?%|JlLO~Vx-){Td=&k7P0^8)=Hwmo9Y$w^5raxb>vsjwI?X+l)}s)U60NJ?
z3NNjDp*Jp6XJg!!le<)gyJMUNdIN|)zVQ80I*tqj(*6>E14XU)(sX{NE-Rn$mG?Yj
zE1XYhg_Zm=^$n-}fL)vC1p$&|cYs+LX+G$N3G^en_sfG9$|&YWg<>djLTz{+lXEH%
z8M+qyvvT&GRv02enNm&~jz6HwYel{sR^*AXfjvWmV_x43%IMUUCV`xs8ad*ofv^gR
zlu{c8cJCe>AD^6nduN0kF85E2J#fnd2P?Vl{ad#V>^->9KTuvAI52bUa3!N$Ga-Pr
z#8+`CypPd?a0ZPW+`nsZjC#3ypud0n=B?Yd-{Qa=67_#k01Lhd1fx*Q3bdpm!fH#n
z8$nx(xPX+Mg=w0sV9>A8>`vIlY&nwy0|x}~iAvq}I*SgS!BZ%nBxy@~<inusjytW4
zbW=_%AC-GG>Px`fb7i=jX6zEK{uPUh9v%;Bz*zProoCr=B?^6$@vv;;L<qn7SdkQ?
zNpKak9Ar~HiV`l$w+f#1@RM#zMLi}Z1M0?6Y_Z&9ag*L_mX`Fc3tlbXZht=8ZhYoS
z-{Tj{$c*0*UsAx&-Yffx-sx#GjK9-gHdZf{=%ja;igJ>>i|ViP9Y3TE<BRvC%NJ(n
zf2SX?Yv=C@*!lA~bW(*|qGcz=fH*wgjHB~(zJfa#`T#BN<e_8^ouWm1L_k&%M=4!W
z#=Md(S8%JN#&rgd>^K_QFSP%(duGW0m>)-J>k-|O^!RG{^@zqk=8E>Xl9gVyZk<A}
z%*hG6MVDlbom`@A<YbsGXt&7t+|r7So)BDmcdJ`*p;M5tIOF<A8l~@qI#ViF=4dN}
zzph@)d5AJ03`SmG?>u?+hoHo}=Y5Wm7ulX*^iqKeL|s(9#^t`>zo;decHm3OqsmP}
z;7Qy$Qo<4?rI7`ciqZuYRYp8ZEgKM-AV(5bjYy9uekG#DFY-j)toOsEWxcH-bmnEf
zi3yY|M18n??RpXZUPbk`Vh&|}7bx9;xPXa6gP$e2bzU-PMeQbzaa5Y&?xrrVGo;-K
zW8Jl*sams5oRZPKcLt->rvP0BY>}q1iT2ru3_+?H-@e;1eUOgOf<kmBr4<`gfoNKM
z@SW(g;5H2N*QbklqYypL57?y;JtaUP+8baBf&C+6$zTj4{X|h)9GI)lAs-Y>E&wSt
zJzGn9U>V~2{PRm&nb{>tmSfVd%p5v;wkNbMM4xHCDX|u6J3z#o-nulIty{-6AcQ|X
z7;Ii4CQAKGw{D%-|18(GsYj-YRmLufX6>pkT3cj!T{5-}3>?@;RX2&6WaUxVU5aFP
z2ho)*6ty=M?d5Y<=_pf-v}*$aa@Cg&s1GT+5-_MLGOEqnqR3E8oimpDuml>w8RA>)
zIzxQoH15$|J4AeLt!yV`@DiHu_5{mgzY5X0B!kg573`|M!K@*jpTbwXZX4Hw2qTV&
zW8o1ku5CPV`aq$VoryL}9&IKN_=_BE)>U{qX;}BrN0v_ZN9g12^zk<OxSAeZNgreM
zF^Uh9NRVDVDPB7%UO6e6pA=19=>!FE!BPUaaD@us!l*5P3ri9KFOV9xyom*g7oq;W
zJSwoQtA#VfMSJY|VtElMU~1M~6uHHZ5B|qY0sa+2ijWK^=&$r*-5&A-Zp?Hn)-C7Y
zph=k9J0-Tr2rW#onfdu5)nkA=maYYnwv4<wC}&<-$W(I5HUrb{T{2U%>BpL?*J|2_
z+uc1z8F(t)-6H!G{S#no-QB&`ouZhFP(^V;eja7JZ4`GQFQ5}L<sJj>C{pl=K9?e;
zTJ~shvDf<ctA6_-y|60Y>0n2u!b3ZL-M@;?`Ka)xo)EHi1`T?s()zGkVuyqN?Fi5b
z{Lyd2VC2qDV+MnX@S}4CHhIUb&q=POZ%*_x2mR<$%xQnRM8(8G6mGmq2@fDC1gIYc
zW5RhcVa6SC$>jsqYuB|rAn|>Mnus&Wzv9kyh2lWOrE^xUF7iO+YbdOgf&U%nKXStp
z7iG)U+9rE?8qO4?w8AZyYOiH@Q(Ob23o3|srO-x8MrFY2TAjDEd12+I0F9h|3@nS3
zTvcmf7FCHV_B8Ckc1{K@ie&J)JUMJ&6<0YoaQs`SBIMQ~8IQ@Y@IgX{&gR}8AAPh_
zH1{C@)_jEHbb3p`d4{?P+kt{bOl)@irwGt(i5NF(vP(fnj7g&~mJ*Yyq=WAlB#;1A
z17Kz;jX9soNHIqkP}0Gnt2y7lyt{iMKfeQ8>3Ft+%@d)*2n51@N!FYlV7?tkWH52n
zlcw}ZRS{!c-Nc;VcO1b5G!cm<qOEdvErVPr6wpc1LvH-o`&GoHlOw<`9m`kBC81Rv
z%T)4Yg|CM5^G}J=!uWZuo{=LC#NM=urpbBX>;vJvkYE+ep7=jvA?2QUX%J%hIH-9j
zPu4Hw3$``MqByAd1g?Cz;?N716AIkPyDke{Z9d*BTgO{h;nOG^(O6ln<xVx$;Bym5
z>y%vx%1)s|-Zmm^O%nB`=&!Z9Vj^TZSI(Xiihtu=be1d6W%8v{g$)4KSc4yGi}UuW
z#!4DT<2-!Y$06ym&@mnnkD-v3PCZii8V&ohKw3Yg23o@kc{puYB`a|g!f=|L!6Z}^
z{iGzJ)O>y{2s;69?1k8gDWT%~bFSY_Ijx)s7pb5N8FE0WD-PWY5fGz2!|PqG(|Hs@
z8$Zt;Kj4BRrH6wus(khy3UySuM^(lJm&PU)C+A=~WoI*_l_6mU6ba~QbbkagU2AG0
zPA)Tzw{pVYN$D7nFj}NEm1ilWZYVE66RY%iRXEDzkhP0NIshZ01}1nV>6zN5Lo`Wm
zlNEfLDQ)VQwLV~?T>2dJBQLE((tQ!26A-=G5NOO=xw}u{t23+BF0Nv0d*!9T)j^@{
zrA~5;%cJNiCFyyw6n&iSK@Z+SSP#2cnod(yFyD>a`Vih+o9*sK?8+=9mg8qC;RQpH
z)*7|#zg0KxwS;h#xd5EgoA3fpQKsT)I>8B>48_Y)hL#*`EIC+7!qu*mwB%uGS8L{o
z7j}wzp6}wcHR4EGwKz{ui%@OLdpLZIdja@vvR1DQ2miYf;M<ZR?wPICw7~mrX=-A@
zVzc{OmttBM5W5?KZew!iGiKlmcdo-Gyo2{I#T1{|4r4O86}8wY$*s$z+<Gn$)0+OR
zf|^yuF)sH!sxl6x-qAL$hhiZVI~h=9%)pzpB=dRZoL8h!Gp|rxYhk*Ijx&lpI1805
zzFxZCn2MovDQhe{Wd*iitNYD#iP7kuU-tuc>7G|&SMpfT8jErUF!jL_2mXX&Sb?_|
zmO4j;(KoC_a3%Cj6e`JPikYcAY_>3`8>>8&QfZe5V&waN#{ldDvPVx)(lU;NEzOVp
z7<3fS1QI^TYO4~2@wLLz#4giu=u(`XyStG@FMCv&ayCesq*H)I?goVMkV~bzd)+#5
zm!59WA{lB{<OL$@Pj|QfCD@6iCk7$30<QAZxN2&yTZg2T;)Wq*t)%QgwS2ZuWU;LF
zRfOYaQZD_Z1l3DfEG^60flNa?EblngFja&6OlgOe#o2?Rf$>gv_nmZ?(YCgb3Cs7c
z8LJ$pNnG6JBlDYMqRZJ#Ji0>RlBYT9ku?3>Y|xLKv);iW->jM&--a$FFzNXS%^~C>
z08S#t1N{mrIn`qXOdl@yr%F*8<LZcbc`$H}#hW9r=(BTQ9!%=GU%8r>2d^RTwlAXF
z1hT;_9?eIeAg^!AgM3g?xbW`13EfPOlbV7ehkeK$>#{OBl?}Rl32uMq=RsB!TFI;n
zA$F>9g_qeir>o4npGTrymU)+c(7E7D=H0u9nnWUfV;v$Yph6ObXCoI7s|(ZE+^RIx
z1m5N22<Xo)!K&LyMmX1b!pZEuPSO5h7wz8=L&)=C(c5A2Gy(M!+P!OXqojUXt^jRz
zWj?pXtFLnZZJ_{$X{?s}nldZT-X|Tn3by2|1miVnug{G@gs<wsVW~f;TmjOIu&Y?N
zaXKp@(qi4ZP1t*ti6LV-Pppy5oK0KtAZ^j`^_K8&Vek^RhA9mJZr|RSUNSCj;O}lg
z6o-JVILLWQK+S$?1h&%vZz{Ri+lmUJM--@qIKWBWk$O`zMWo*-B4n8kfDomGTn(g#
z;oRXuui|l%7S`>=xgrDxXN>1Z&_i2$)pG?OBmfbl3g0Ao>sJKK!a?p0bL}i|^n}M8
z?ihJG>)<&k6<%Z3!7ov-i5iasQuryZ4C5=ley{7)`u%~#wHQlRTu$a=BM@Oi*SFbR
z8YBfcN-l-+Wmt)X4Af`d<)24%nSd6J>g7hqS)Tk#QS(e7tb-V!OESRkiA6~;5wiij
zQm(6)Q=Z)2-IlO*R?5Q<jXT-{tl|23>9Rn;y1mp=F80ldlgpPnMJ}J0SQgxKo@>kE
z-BYXB4B|SUI81=;j!)QiK5-iPnB+SV-6o(d!zAumuhsi-{3)lzD;p)R{DWA61oQFo
zN-M*X)w$k{cmWj`V5)N&?Oidm+RfshlU^DBoV1(@P3tG6tGsM#G%W;Yh%zN#@gA1w
z2mfK|@-e?+PKTvKAO_cAw9(@nZDOcun#KGw$efS}jBdwINd2CGqbJZ1J7L<n8GyBQ
z;5v0e3e!G0Q_`DZLu!Tk70m~oj`}21()t9Sj{1|IjudRkPYK3r7`~;`(JRF1XhfI#
zhEbIarc~*kqSD3r#rtqqCVO-S#bV)SmF>)dMwwE@Q3>(11Zv8(rc~_|hoKKl%GSP#
zY@0B|7Z)i4FITQ?k_|Uyrg5_u_v<L}TxBB;MToh@;Y%c%(6M^rJO^K!2)&)oXD!MD
zFW<Mi77)%0i)yxxyeK7in5~v9JXH!xp5tXPXne!1Y!|0D#yWz@4*9|B9x+=Z1ezVU
zZXq;!Uy3+k9eUiErE{|X1uvbJWqz4=Rd=_StR?Eb0`T(SW?b|fju1Tw_HLt#9CS&;
zm0(8REj<mBc)p{_P5v1NF|tOP6#pB%v-iKkhjcVzNU34s7Nv`}B5n9ETf$s_cXz9j
zies_2wb%JjPb>vSk1daA<ui?1lmr`M&<S*l+`ykE*($!$dZM|~x&&K5>pJO0-u*;t
zqJQVrMCk{=Ci)U0z5uhmR};O?(L{rHG0hKtL2Q&ydQ-RK%I7T}<@1j^#S(ug=|UWM
zFY)iioLs4KnDk9Ru0i_d?UGz+6@vB6TaxRW3btg01mjJpZx%pjZp-kX>%PR@`o08N
z<%Q}wZWk$`ovRTkNu$zXFF6kRk0>d24`R|q+wN{xYcv)~O-QFJB2XU5WODXYrXmgV
zgA~&1YHc|KpkAbj9^lXl|D>=&R3a+st6CKscPuH=_^7>zpu;MHK%5&QLWfLpyFmxm
z_hOC+M<!)grWnuV(35aH9Lqp?l^K9(R<;X&&V7>}8U6sD#5fX^8$U$RMh3xyrIJlq
zHYvd{o3P4Bt8$tzTF8XtGz{rRYvVcK9-uLxxq#q{J@RQ6?#NbWk;I==c@@u4vX6@d
zxHJ_#e40Ea=Blz+Vq?+mD8%l_fzf@3?;0JMM2_^y;laa4D6%v=OOMJW+^a*JIIir-
zWV>_}pwmbVQKL9gwxHNgx~9*Sd^h!=)*!*9o@07ggs>#~q7$wgl(Q}dmK-h)D2PQ-
z0V5;y58!f?W*SNih_+XhO0o5Vh7gqI${$I1nFD!eYGu^qz|iTMqB;n+L&OAwYIw;N
zL1JUDiMuPoQt~1FE|sKAvDX42W=hV#14*0~m=0?c@=HZ0y1PB3n6LFhis=2sA0u-^
z3?Zc7_Uh7w&yeVMyQ!`-ZmPg#<U7YdMC=@GDaoG}8$|*TLAufox%qrjz-+-?buXk&
zr^L3iA|3;M;oD|K{5r-JAtQ32i4A{!z^M7UeZN!d_8p01F${}uZzA^|+u-<^=+!VS
z#7no03q6}7N5FY5(&e4384vFy0kxU)t$X5EglyG(C{goGpv43czRDH&A7W7wOwVXW
z-;nF-byNMjR4Rfc{x6#9;n0|uWp5^;3cG`W14X2E=0FuZb9F>pPCh-IqU4PLtnJoo
zl<vs8rWUa|6<2?y-pMDrihkr^?}z}KfOrjWx@Xkiy86pU89DjRUJM>11i3fsI2VH_
zTE}Wz7lRL=zt$pJBQ6F%6TmuuG58LtAGpb6H0AS43pC`3Bx-<x<k`o=K=dOATWfu(
zqwdBAGmtmhB8neU+Q!uSJicYhQVy_Y+t{J?!vCNScV|wO`c&x<oM*#3bjcZf!Ja`!
zJ@+YGqsy<hUr(_yktPfMt~3{38`+vO{cm@Q>3>tOn;g&~I?2+xG;Na#p9^&vTd@!U
zM*^vCa|}l$0**W_c!!Thbl8^4;YQxxv`j>N?2*V?g^(9_fW^f=^AbnYg&yk@@9I72
zqG=@tC%0TTnx4>t!HW+s3KJ=9K~I+B{dK_;2`Iz61+_A)SV2tcsHbck@%=$>it7(L
zJuHU~)wX>7<8dyV0BW&%4V>DY^jWVviGJ|AlfFzG5yPEy8+Rwsp(l=oR8P~tl_c>p
z{UBZTHG1K91v|(sVxtv%a_r_N!3dN2t#C<1u+yMqURtwY=hN2Y&L;(1@tr4m#GxBx
zV9OcncC>X{le_oMV&Sn9AdWE0%DIRGk(hPf7dDi0#IJmdcpL%hM3mpv0IaPg&*-H8
zg3pJ#4VzD)vsQ?HvnG=B<5(fKMvOOPJ8jDfu~{rj2;{&+Z-f=%4gl-C6=FzADK|mE
z%c~OiEujOd1w!+hDi9MN<h<hSd5OOX?{cDbS_xcHwIi7AN}@KwrV?aZSIc!p%Y-I}
zHLLP)$c-bxn2bi*Qj}~->_}rc;v*JSxLU{U$}waNqez8;X}Tb&15!y*3H8MyOwki*
zTPx3770Mh902P$`6oyujynt>L?$4C!s0u41%W+Slhd`I;i3&DHMi9z@MCsJ>HM%zl
zlBcxL(jP3#$5vx`x)I7CvS4ukww|(@u5m{<i)P(QevB~%Q{%)3Mdg1Ze6g8CguOQ4
z&C{cz_nd`r_{GCtg$IZ;+y>zF0q=8W`lU`W)A59aADFpdSjxVdfa%o&8m~V6=~6G5
zN{4W$QzPb!`)d)4>vNf|58y&QY`KxI$Avz|r@pI7FOBH1mCe>CnrS9ljas8*LmP9w
zDqODcDPLt0NHDhb&HVLCG4soVg<gC_B-lrS_O|_u9pf7l{<yg@;WQP_tp}t&R*PQW
zR-jD@U-X(1=m)<k;V+4@Vwe*4I;Mm+cO=aLQN{)8LbsE`L1&oQ>Iq@}Os5#*Q!bJ4
z#5Oiy&OHP*?BJAudxBzJ$0hgBx(1sYZcT1(P_X4jnP9vLwMOY6yE|_$SQF4x_LXO<
zq%X>R6ShicMZc1+<h^Op-7VW&wagT$T|!5q5LRe-#|R|-AXPSzD7XkXLV2`HRZ1fz
z5@ezc{v?-6schMmO1TnG86;p_5v0My*Zyv$8PUW^^W(2Zsdg84cYCnqaFbW5JNuwV
zsXL#&$;o#WHSUBRV+8=W=C)URc+mcFP;$UeBnOA(hw$b%Y5X#!V^}_Fa#qOW?rfY`
z)^X`!`NcIfIv>7tYbmrZ^gQRpw4qbP^f*CGatIgu<N+T9wGE?apAL&y2;xES-n5E-
z<Y2c(fNe`tb<gc-sf#o|i74D85dJ}|dXHq)tHg>WK#bW?u4oxVEXS4_ppqr=b<t-v
z*F}p<u{X4?Szf@m8Ldu!*{e>{4}Nv>5D|V1b@K6!IvKUaX>sBgKE@G6@9TD4SG?7u
zE6#O_Df5E%Wan3gZP%Q)=#?<JlYqB^6v6u>Z_$bbD}uKrR|FMo$rcI5YxuS$^Wo=&
z`EY-^l*bhdYZvY<9Kd~dDkFniK3XNzk6n*Qi@FOp^2N1xU7_8|WV5(@FBC!KQx_mf
z7sSPPx(j6h`?Nt-MB%udtqXrD)dr<Y87Qo99F?nTb`F+8D^dbbmhDN^>m+*AN}|qr
zswY9W@LfY8YoTc3&3fw2dn#_jC;+54dSKASD^=1#juQ7j^j#PNqr6&{9zrlqD)vmh
zn5mF~6dJKhRhGz^u9rm3AL<_lSyi2j?taZ>L^|2|N*M{~MXd>mz9@YbIneZIc6k@w
z;eD@W`!ZrNx4H6)5Ez^@Umn4k33e!B|9`1q!~`IMHqJ@O+`l1UhF&W1>9~&=L@qCT
zIIHH>cAtBij8G5Izx7-hHbVW1+z2k!)aFJsC$)EUiqzgF$wK&}?{7)+$!jw0$v!?w
z8cT{hT@W*5Bs2W6m~{dMGrQ57S_TnIi&O(t+)BAx8|O_G%h{uo_tznOPqCz}hkCHf
zCEGk?zHCi+9=R{}4z%!X9gZrtrInonBXn;Zr^UVzUqAo7(;mT&G-)~3%-QEW1fW&<
zzxS&0^n+iO{|Yf~3{`$>68h1z^NZIDI5^!<3e|Nw(Xcm_!4D&(Oah5ucJ1#8i6DEw
zN$W(>S{0Xn1RzEE7o_RWNcl$#7Od%SORniF*k6=r@I;t39#}rMcL>9yK@_gK+tK^{
z)YVGV)^!A^6V}da09d;ltD2^S9U2_#+kw;9v^jy&Xu_tM;Aj`LK_8U_dZn0m>+Gnb
zRU{E67}Gxy4|+sd)~!J&fN7M5fFrD_pAt~aCMuzR;U-EZelvY^;RD%>H`3qT_)r$_
z*E)5!c`Xp{{H_TQ1?#1s1LA8_t&Dn`R5INw8XBe%9qpV(0p+D<@0B==u9QOsWa>N>
zvnxsS1N=$DTL*^@$_}dwg*LDS3+jD(1Vy(_eFak~=N>;`v(m#QOw=Qc8qbv{ZA!C{
zu~0m*iqa=2*rqEGN$(OWU87vJxZwhf%QX_wNBOL%k6X2zGV}@R<`4!wb#qReQL$y4
z^<y{fDmwF$VEH;?+1jt7BXX4xs#~d|V_t%R%2cKyi%W}DbR^MCqUa78mLw=`Q({$g
zoGxQl(YcLmXM03Mn{-=J2d=RutfJ!#!=TIIa<3uhSwt6ZLr!279S0(UXLM~1MqbZO
zm%NOMcmjY^b6!>?g)R!1K5^2tijIQ?ieYR<Q5xf|RM9yVfkmIg%$23uJuuy`)T&)s
zs+~r@0I1)I=r(~!H;YH}(YjcxRdk|okwBve(wu6H9O9pEqpIkfHnO61=ajCZ;}DAG
zbd?zTOWva`{op^^{s~c&M;|0A@TTK4<#S?+K~35IgNJcg5h&eGa)1tQy3OOT`f#U+
z{sS(ecgp7&oEo{Iq&q(_(Ay~<7=li;4@k17bqY{pQ9kE(ui6^Fe2#)GC2RsVHH!bS
z2t;^I?}zRdzN^uBgq@Gu*@|7OS~}U4Q1ZxqrIXcFl!FG9Ps;^L+z0g$uOLPpDZ0Fo
z@2V2L6F4uRA+^~iW%%vxo+y`#h+5DY_guOARH`P*>m-JRMkpJsJU+GZoJ{s7BkG$)
zzYEQyMqN#+A#nvnX~JSK)}}i&7McaXZzBa{AWNC{$n2tV=W=3cX7VQ|dt7&S6vFk3
z-hHd^eOg$z#&K0R7|t6%h#-l!_Nng*R!9IMXjl0q$zI<QFnvnKaEfH;pjaH;QiaTv
zyLI=3%cPW$_R9=uVPR!mUdC@+Cq2)hZ0MlKb9O9TOLLM`s5G?I5)>!7>msJ^rR)am
zUrHJ{-O5{w;#Us%rU<|ZaB6fe8nM>7F7iqxK8C2tC6L`g%<zz0*Q>>#63ol&2Up5@
zz0qUR=xt5PIt$~WhsLIs;Ak+4bk?YsIePa-EU}Mv&U0-O8oE?q09<Sz9Qc6<;0f?-
z=!ZtF>F4T*4T}#aYOX1f(z7Kg?GfWkFhwsZwKA+&jz~r8O7O=&PW)zbciD38{0R;c
zA=-%ck$uK{kf0y@2Z<Vyc#MNYx8u}ms?KQ6iaJ6N5Z#U+A+~vr5GOmugAcoS@Y+cI
zjB_Eq*Wts%b0rtj+5{gSwkJP4DA<yLT47IRy*C`*(&6DQad;TW<!~@iNr)Ydeciet
zd8@%Co+&c8$I75R>GDm|Pp6)AyGgN4aZte6)G>jd5->+n^HC-gS2N@}!UU`}J1g8S
z&I(ZwqN2<Y*b|Ilht<56$+r<PyUz)i1_9s<@MjSWkYLL&yW;;A^qv4jkWzF~^3a<F
zOy3FNMW-9Z=@rt-jv61w{6``%-?p;zsR-Z+*2F9;jan-^18wtl3mEBa9*?gPzTB)6
zCy&R!wvObs@_2kz;J%gRi^${g9RTZm9*^fs#&uK8xjK)Br&4JYKP1@Ng2ad#jS?gA
z_05+z*Eg4a18H69yf$)k)2in`c~wvP!LNE=a44SYX^I=h*d2`=^=x$wW4|Uax*b<O
zZ}%vlH_#9}5kPYt0Bf0eofU~y56#n?VM9tl^Fg-j7fTML^$AcvSE2O#=H&XP0xlUU
z!GII$pC`|zYBLj*B4w;Dwao!!M^W(!CV2~(QfO}|@8VR;kV;(D)KUQilv2S}URbrO
zHG5uKx9izFGPK|h1zjL0Awf*Bh?ofgGTLh~KUG0#8@g(Niv;r0K~;uOkeaJHlBEir
zI|n+SjJT9>4`qF!3_$Z0*pqSDL5xLYd~gR`SPN93MkcALpnMC>2?l5C1mLRWqTOp9
z1{Bm_L9e1-i$&MDs1eNc#Z9$5YTSD+M%W1dSgg$oSXEJ4QJ{)l8fh-}FdVKhV+LY;
zG&sswqt+z8(!8CN=B7|$S^xc4+VtIJjU9RHZl=d?*-T>!em6>kM@98;8g*orN3<12
zNhY{ekt@T1aP8@75wfHeoxzumWWNv{2|xsG!M`EJ(U5@Y)8v0&riwYe`Btx-((X6L
z9y4FBT*P|$^#3(VHt4?PPPY<#!hseefF@W$qxaKj^&VGS4r$5f8HKzA`%n<2z9f=T
zUwL}VZcQhOMlbY?mLv05BZww3B{m{}wnd3FT1|<MoGyE1e1xV%oiAn78UH8~6^Wz5
z^_Fi>*Hqj3S?2nt8iPL1{Db#ALqGV>Grv#d8^e@tVsc_CE_#kp26Y0Z+wn8acF&pS
z9i8H`x4F3Nh8X%7X8?M;!{?e;NCu#F3OUzoNq(+Tz?GH~pSvDut}!pIQrbEvT^_9G
zYWDd@FZ<9Be)jn+5kL&~LHTNZhbl_R*395%8rS_S0-zg8u5s>XZT7Iue?-t{Tbt9@
z1v$#zP3{GL-0;`{=#>uh%4;OA(4vI!N`G=*QNSgyB-q^&+5qknHUJq4E;3~upd7AS
zblL@3=2bqX)0;aF7Zo6xFP0baGj6?77#j+a;_e9!;3^tLAFoXsS0s2?$kTCI9J{-_
zeHGIwq76s>TE1M8WoT7|12W?wr!2a-dq0h1f-D0_F;KH-$Z{Y~_M)UImA$2q_6(T;
z%sZ4EwuB;^R(V?VT*kq=qKas$*Xhkz=V2Hb#84)W&GAFKf2hKw;hST;gR+E1)&$o)
zf&rQseoVkz-Wzl!a3J%DD72C*FO+5|wT1K|9@~B3pfzP9-3FOjs75gLNM;A$u*vj6
zWk~1p50J&AidaW`dYaxiW)~NuPVl0v3Xuw<Fh|IEkM36;1}nRd?kKt9d7JN(*U$@{
zFiBnsz^PpV_yZ|EE)_6Cvpe`h&7OsnTrdC~RTnmvoDH3I@`NrGwwiVF?<mMt=NYvF
zN5rO`&z|!2+}^46yiMX>4uA<WJ^*SLMo_+^95_x3LO#XS@@EcuI0AI$B~My`m;n6O
zg2Lf5G`S~vp+_|Hv9vVJR)P%gi<)FwbF-RlFKtW~cU*k(&zB<Z5`PokWqB#k5atMs
zTHFNsMUZXhwNj$>W15Miq|sUW1PEW0?fn$}A_~{L_P~zr{|*Oxgk58PsfVIR;uo!^
zVl&5zenaZbx?;1t4JXf+bc#G*ELT&A*&E~NYJ6PudTi;7s?Dw$dXFyWxt{S(UK`O#
zTW1&d<Zp_nb@Gu#O+O{ZeVt_77l?IAFk3I<wlb_(A+1WXC|xPO<>0-|EeDm;T77qT
zxa9;fU4BU!d|J>ph=2ClAm|6b4dSE3C^2jhgB}}1vh$0czhCMlGf{l0Q*8cu!8=ma
zZo>s8eROgOoM8034r`q631XPoYlXp-LKqaq@FvOkw4@;xj9ZdhFcfgbv)=vl_;Q^~
z!zrqjv@xrm9=<pU1gP-{t^i=|hbg1zy-82r`6D~0KN?Aj^cSQszQuh6PC(OU-w6n`
zHc2~>p2e$59$K@Kf?d3Zgnk&hDC7JdZ56S|AVM1EJvM?qsB#eUsaV=*B5WgNwBOv@
zf2(MUmLi`@uAWs!kzQ*6x!_@DD(5nbJrwvNZ6)2^H{RAaS1#3N@eTmbXHd6-UM6Ep
z&YsTHi#0&LaZA6`3RW4>m+p#L#C(Sj8ujkka=B{br47Ev$Q>ZxX9sV3M;I5J>L!$9
z0Heyu><}PAR9!L=C=$dy8BB{tXYi@Da`~Px^x&Q=UGPM5P~;QM97QCHHI4Z1xqPXP
zx=g*OY$tFwH&69+aR-(NUdHGk`X*yl>*9W>H3t}(85^dp7}-~4_u4L}6R*l)YRi^u
zIy|7JX%f~gG|L#kS{du4LR0XV-H0T+VbdY@n<2X2H4}|6)E#<{xRD?yDBc#<;4@6}
z^TQ<JyIp`077MG}OGU<KXzk})M0dm%(bg__lWP}T35m?RrKe##lg}KtK0uoDSzhRo
z_PnzvMRb<h9IuVsU-*Dpnmr<VU3(Ls_qom!-oeOH%(yG=KFP<{(&QiG-edXP*Xqre
zgFmtqQ-5secFzaX(p<67E>(d~_FU%)@1U|2vpq*B2E5~zW`<SV+^ba{KC!j>0SEu9
zOEIrir26oFTbkCjjsel9nqkZ4^L(s2%lljM0sQ7tOnj}@DtX^6O&%u8K#i17`wCRf
z^G(^8HR^RsF=_W|%R>vzw>st9Zrbs4{rOVNWQ|hr+gLqtq$;V3!vSBi$2i3fee3kG
zrI_7yP0lK9%o;aGgU>k}1D6Ih;@y5>DKIf94DIs#!!-Ytj$eFAQQV*4U>{^Gc&p^Q
z4L}~w^It%=*Nx9Ub>dW4;eMpzIP_#3Rhk=nB|4m=l{;x-^V48-TJ;vrf^o;`I|{nT
z>t0iF5{w>ROXtA&2KLv+oy#)g+~Lud?dUheINxg%`WL(=bo#+>LjMu*e+(1)Eyjc%
zo4WKwBMs&RO*fP$JtwAbizlY<!h6HdT5TPF&I4d==zM%EBMO%|^nTbOFoDDgGLOGY
zN*r3Q5cBxf<mPb&{J*3)i_dW{jmvS%Bt2RP=V+|V6l<p%m$(c}%J`)j>Z@Lcq96PW
z)km}tgQ3hd*)7fGp=OXsP9iY6p@)<DJ)E>Bf?(U?q^Gzz>2WR-EF~5c23Lev$}4%E
z7+HF;!z}byl7(o2LRhGcO0^2OWT6B+ACxiv?QSh20n9dB64wfAt1PEU0j>K)8A@3K
zSJZ2zAIO~Rj=Cjpfv#97N=0I^-F^*ey+78$8n`0Ui&U&8{bBetX5->)8tN+8Qpd{k
zcOwkdjZ1WyQiC^#E4|^Q$B63P;iMOEl=E%ocm$8M#kDoT5(z*A>BjGuR68$VhQ^Y5
zonQ@wk}fM@Icwzg4x>!(at=(7D^T>i2c{b;(Qh7cBKplv5z(*91s9Q3&8py1+c0VG
zGh@WBg8RA%unDN!c*5OtTdPGI$7@SdLcoYoG<>_ZdBnT;^QD*`QvS4Ar<@Nu3NH!v
zv>=J|K`C)wC<rjYI-7m+`7MKp6*8s<s6=9X{rb7F_3NeC>{{2SUB!KAZ`Qi>=e)W!
z{ovQ7zd!^ZLzi~lF^k%?wS){5rTUUu3tIGdJH?OR5@aX^xw&KJQ9(GH(JNsRH36Fi
z9YH@P*^Cw?M1O9hz^?)>StP-L4G#x|-#ArWyjsVhe-wJIE@0@Z^(qx!{n%Yt6T0k~
z0>7#dvO9o71j4xMG~xuXYz2PT8IJdAb%`qcUiS=-y6#jy^iU4x&Fks4PTT>z7Jw7o
zZV1{%KOx!su>xj%z5Psu-`Xrn7*G-^%B&PoqT3Lo=NQ;Xufp$>J4I?wlw={a`{l0i
zOJfP+rvzI^5HoyIGQ&18>$X(Ntu2FyrBbQ^DsJ_9pf<(wKq2CjiqNxi@Y1cLcRWu)
z*BHK?pU;ZEu8ktTcK-iyN#DlfCy}hKme2O(=Meu|?Nf<mJQQ`RkhyWiiW8>_S$q{1
zzzKdGe}<SjhK_$)RQ)|cgYCplz9^)G)c6xs{UrclBTFC?gY^H;NSR0r7NY;RQTA5>
z&q_S}Je2)?6=7W3Zv6+!R_<^7e#Fux*m{iB>h~lv#h$(VWq)ZjDN<<AuKhVlp|240
zZXI>H?5`xk1Y8s3#QBt4txf<l@?gvEm9zr9m9oFQc&S%bR{~^#spu=q{tDAihL<7s
zmHkzX5|{l&HC!(S8W%}l5XGl#nyKe=w%14QZei&b5kojJ>LX&a2E%6~h@j4k@kCS}
z4oN`H{6QgYSShN1iD0bOnZQ+j_^W=vuE~A@ll7dc51kLa^FXCMj|4V44X&sTN0*N5
z(y@G{ToSQD$B<PwGgU--98qXarsAbbJLE!Cmusf$MRn6hyaEWm3qK;PY!2yOto+=3
zxl+rNYAh*lZI*5vRqUe300g_XfRLqMOV(7SeAKS=T6g9v)mjhUt6BAVIRI5Ij|L>(
zkWED<LZt6Ok&8@ek-qbk3kXSsXY7()!M9EboS#M#VH<gDdi9x4?CfXIBg+uF(8CD%
z`+j<JEO!YAIcSIYl9a}rvO&m0SF;el#s`onDnCySZbcrn>Vi03v_b!tq#^Ey;nJK{
zr<#GdW;b1Pv49TelWjLu=k08MI-k|#B5#*bYG>-iOH1H}S;|tqCtpQb#GJKYPvIin
zQS0E?J~*>0RxX3mD;bbE7!H}Mi6SZe6#A?h>hthv;hg&-bQk#B<lGtYHdfJ(+_1Hd
zz;r?#UIV~7AnV;f-%G$KoaPmVFz@EYw@Y4bRNbQvqVTUu3STKOn1E~cf)j$6#Ix_y
zJ=R^<a;Et>2#4giVi6}HyCX-L<P~Yt=a5)E0~-WxqtX>iktdBrCpjVKDX|n1qk)}@
z)p8GQ2DtD_%mfk_yePA*EjrwXyrz_zT*8{m&&<}4(7jp~!k8eEjHefm>>Ij!aB}zP
z$elxX9SPi+dR<OgFY|QMBC4Pbk0r0*ekSzp5C6hogtLBM1SKb+I&*00NlLgu%<!+0
zlDm?^9Jn?vGkCeTahYO+O-vE;>7Tk8*O$;Nu@XvpS$rk*(p^Fg;-!JP;16!X<l1<;
z)UXI0TCUsyKVX*%`VCCg!<~)#1o*r@PwJqR%OeS31<JqLrco1O!IrrOt2QpVLoFm}
zMSCXhe5(uUBp@gqqcH1Z%SBR_`En_Tx)1U`eBh4HF}6%&U`vwmV=irF>YG7p)Drbw
zHi2}Hd8kUe%cbf3OdTtNwcyAMX~QO4Nq4e_{>py9F8cenpZ*R_;0UB=g~QDZRnbNk
z%WS3&9SyX#D2jMs=gNWhYUS)v5GAFq1PP*m9uhiK%h=wg>$N%v4{7)ng2X;nCUT}?
zB=ERGmCogHgtF#~_&05_H*VQ1(=+r?wC%CH*eWSaL>`r_%cV`z733~ZU0E~$Y?Ug{
zzo;vcIYy}sisc%e)?mrSQ00+~4pB%Lq2F;}pijFrlbN9{8KIt4q~9!NkdlGYZsKSp
zhF?~7#A(o(Y_?o4;jDEmUxmL+?8JJ0PnxaO=BqpU`ozF+F2lh4?l>|@`YsyVjxH<n
z-5=^cgXR{{%=hkx{6y`DhQf0^C!y<)G+QFhu4`0t-sK|^UACewG**=|bM~o*(@Wvl
zwWxA-X%O|CQd;uEjz&up2g@$v71w>O#uZjD^*Iyc7j+tI6pi{ebJqj5eTyP(^-BI!
z;kRf6g_qF&b{wN9JQp9sXGuA#Mkmz9a}C`yK^L`jUKJ$a0pdGyG+golYu|o6!&;PK
zOH)jnQvH7eSz)K8R)|I+Tu60~r|ElgvTvbfnJTQjDQt>sL!Pt}5w|v5E-vJAwb@g{
zk5xlj1F&)ge<??hLO+F%1JrPT$9o8!!<}Kc8V-5TRTvF<;?wSs&~{uLFJ0#|?-}eH
zL^kfA`qlCkE|I=TtvX@5_&2eV3FtHE0P{mh9bZcd^Uv340{e;p5g*e?Ub)AvW-EE2
zn?#`dyk~mQeV*$*j`Q=WX(w=gE&!(%2=(6*=c|*#OpbFDydONCp`=q0_<n*H-)q!6
z9M_vVh3kz;@e)MeKa#k<DJe`Zt`qEmPjzJQmy&YXpaVjQ@qY=CXI+I9WZ<O}V*`7J
z2FE4`cJCe>AD^5U9UdHUbQPgK1UF%t#J%a#N6_N_ST63N_80e{01;n!J?=2&h8vJc
z+9u%V!3n8Sp3|o(j;v;l8QLnHN83*%+R96hwrlR67<=HB2M$(>+xxd}9oTztVe3G7
zap1trvBQ-NM_P1KhO(2LN7+v$%AS)J%GwemV`3C(aQfvgP9HruGBG)FaR08sF}@OE
zjo2EzzVmDFGr0zT*!~*4Mj|k_Qb?sy1-FxR!5XR0O~IlR&hO2eGt|Ae^QikDiMn?$
zJ?hroJ+P&}fAiLD+i&4i<$l1>@%J4^$Nm-SK>X>n@Nt^3^F^AShsGxl3>@$>vi~td
z{0};h__Gw^zt=wE|5Jd7zhf`Z!45XTvbABNQnyv6S7kG`<}(yhBFrwZH4YpY>cO=V
z;mt$)J7F93zCcBhl?~JNRxdIVh-9|Hm{0w<%!;04WCPi=JR{;9a<O`fEK>x@mt*RZ
z$qpTME&yN{D}<saa!f^FiJuAR&9L*A@7gWyv3oJh5paom3<QWJ@L}M_i0%@ckByJe
zje%Q<W;6!kFFRwcD7++)9Ra%V{<9TpohKGA!R*aRr&ZQkMdZnsPX5GjFqrOQ1>s<&
z!ojYzaFAea%xO=mX$e4l&2!po1w>;NjDXcs!z-0}?raB^G(mb{HCE+wTW)s@&5aAS
z4Y9gu2DQyfc=BtjSFE`2RG`0jQk^7lt_@>*Ux$||<90K@wQAOi-#XfvOU|?w{MG}-
z`Ajww<v6@Fun8mjXQfN@#&7sbe!#|WxPSFon5)Needr)OT580Be#4s)UX}s6xj#>N
zqjgMKrdV7=piDJCQ$i38x$m%9>WvfL@7X*>lNIr}YGF&I5_x!m>K<C8L&KL?!%K4%
zawE{IJn7gkrN7W|S!OGX^ECwJI37#Khbe%;x0e@vqk<ud7m|mtYG>vU@mWQGG_Fj&
zR-Th_nGR@OG!b6OW`098KF4vB5##Nh%T$iqwQ7{-@Ci-u{N;yUb_UbNL(4UY7x?Kq
z+;w=vk>;z!_odbH1>WaNBKmA)Bh|h`-HCJ^UZGuw9t!e%4{7e;Td()<D&sx$fVjh%
zoX3H<S~hgVx{~1y^LvQ<@DFGRA?`ypyh!(9)be?Ef@JQ){cF`G&m|!67T<puEV!9V
zC%6fd?e9&AY!to&yodYOsky#eQbtGJhtjR*ce;H-_T53pVcI=}&SAM7hd&^SY3exq
z?{w+PoNB%=R<ad|rbshL*S<iJ=68|;HRp|Q2@vs*^07UKR~+%+JKS^lSZdk{&*5bN
zoR;Ts|Ah+amm~$69O<!Khugde4|W}H?-a6cO^TNw3cpApyFV#VFR~MCfaWy$?@9U0
z_zsnv?WphYf`NSp26hij;#4p>Jb2hqP=wateaN=cnRJOFXhknpE1GM6MKc0Ke3{iJ
zT?jZU9i^~G@)hDf0!}dU7$i?wxaqEA7&+ovew$(TmphNyOB7}wTzbr2dSH0l#BGP~
z9yoN{f&F{84DRpWeAw%)4s613^peiwXuZPGucw8hw&ck(#VFEnB3|rb`SHQsV}lc%
zcmtj@)W5CssJ~R9{;ln!{>>6^v3-aAg7M{DjYPbk1OUVD$2yPS%M^Y;y!80(+J4W>
zQ}>PEvM_Y${#&=+xqE)^!ot%FyXS9z>h9^MP7l`?#w&-bM~C+haH5R=8pGvRI*-fC
z6)wM&7A{W{F>#?16T!Yo-&2P6m6=qv^B~>e3WfF+=qi!EZnV9hij|A68$9fD1iD>L
zN<(PbL#f`2@3B%RQ-7|Jb{&<EOLz6mf%Yn~RywJT%S{)KGj91K0AZ)T4)`lKM|79q
zSRRasCj}5sd?H|M7lob#QYDD(u2gJyg;>f2NJ!3h@!XbAOLxtJaPU}#gORjwkYH`h
zK~pM*2|yUPr95c10wUaPDNUbVSi)_&-PpJ1aXOCUspLjuapl}`FZlYnG$RgYO&pb~
zRcd}p>AZ{YsJwi4IbRY98X|7Pgf(L9{=9Ta-8d_s>j&&|R$de2tQ<UR#R_L)a96@H
zDI9{?I_}GsvWq$|hRltL#F&{X?hncv_{g$CUPH<f1OFf1%~r}N#SGV_br1;&;kO(|
zZaEv*A#uyGSQpnAM^K#kFdT{6g^4a}i%1Y4{GHiZeBmY{c^T2ibRN*j#VCiQ@Ba2$
zLv*uI-k^lb6ZbDGnG%llxb4UWkBf`aBZ{b!3T{p2k#zu0OPEaPK4vq=q=Oa5HMy{`
zfZL3c2%24MyzC5KgD;A5#o)L66zj+d-wno_kHlLOegavmU*bLgZbZ+mY>(O*X}Xc_
z$j54Tq>pO+4oSj7fJ5>c<B;?L33W;0a+;)2BeZ2;NyGgl#4Y(28c2v+QVlZFEg7|(
zUa_ChE%`XLiE~-kl3OxNNHdpFSR*FMKbjH|MYtv{HQx_O8d(<C<Y#5y9du2m-GkpX
zsd`v$*W}q#9#>i5oyJwvsuNza6#$&*)E%Tx->69Qr-D3M5t@qL&6(mylEPwJ`(nE$
zH+b<K?wY)@Q%JYcMEc_u(yvVlG&#~^xh8jc5gzQC+|wy!KP4$%f++kZh3uV4fqIdh
zU=uVa#vdf*Gvk_6Qm~`0$%}T64vp*@7#|FFPWm6SEwz#^VFaz}&1zN4?XPN4fQWB`
zd>VI8;%uX}(_UPJ7_;xM=aCKu*$R<b5q?XNT1})PblOo0LE+Jqu1wdx2cel=9nk?-
zfKNss+GmqPb#5~_kAAHmaPTjV0H0v1Fg7?EH`F~b+g9+zs4Qyo33xP!%DNPlJx7c;
z!IX{cXqC#YAD^)8%=YQoq3Q#riT(3Kd!JS~m>ax*w3wfG>gJ~o9D6!n!Wiut_THNA
z+6G~7qr%>s)52bYRW*_~FKI4?JKyV>a13(e2DV`6|5WGE->uO9H|?YUV-k0<Rl5mC
zf+=S%S%6ZOlIo^7qC^7w;F9d$BG8?Jp#0AW@Cl@b5tKCUwgqL><P)$|5UW2y(c0I<
zcoR(72+CGzt!L!m1KHAirFy7v{P^g><72Z=8@%;s|L~SWrTh0C$PVxAKeYSc#L)E7
z-3vQ+a+%rMtBijy$)<X`3&LrS!s&(RD$#k*i_-*a-C6Mo_xAX}$evxJhxob}@#$*8
z(BI#A^lwt=?`t3ZJpx304f9l_lUvJCs|w5gRQb5o#r)kH<6OygV8rouiVLMKB{l8K
zx%<;yOd~yqB;JLZ+3$AsI@6CtA>Tp>SeQM>w}rHSUw1O1y9Dwz7%5K<L`n-Z!I&}%
zLkVP0kWB1VOnIkR*#vknGO<;rJV&qr7gXvuhJ}aHUAQ1D^eHTyNDB)IR>!+DBmiNY
z;L@bg3W#tgxHPhRVUZKOf3xwY#C3vm7ex~%_~lvUw`t-AciN@r2p5jwI&L4ka%o0n
zg}ijQlA%OQ5pM9{CXCeIkuIqlC-|TG0lS>w{XtIftItBBML8*QftOJJF>8}2y2c&K
zjyGI*pUF#o%&sgV)9!*bZIc5W{_0E<k93b!%pbMkhMp_qb}HQJgh=I6CdW1g0FO43
zUeK|J9M@I+mBk-$w3oCeTwmf9S9Eccc;2odPcPE`&R6nTj4OtFTg{g_w~q=OG;wV=
zzV-hZs`ys^*M9N}_gLR>q&b@TuCQ9Z!2A50h(24{$F#3ncjCD?OHO7N3HbfgH1_~M
zwd>-n2SlisdbRAw$W-N{Hou2>sJ}=<2=P#>;YE6=qn6Jr_Y-=kx2heM3!;`h)WPzT
z`KN=MFcJHsl*lH+JAIp)>klMlEQ@z~ZB9^S2ffp2_u%(Vs~(oyJG}*{WK<UDoxX)y
zb;3K{Cswi*iKa+1NYUM)NV6v?P^0c|6d>ZC!DD-;pGKH;UsMkFPLEU5P9S|WDSm>G
z{zQfJeMx~PM|v#p^!;9h2YaWhokDgwDPDq*{Un9#Vp5=9WGC1F%~9^Aq@yt2X(a_a
z>Yct|cx(V^c7uJ>-iK^E{k?RFB4|Z-sug`@Qe2u9eYpS;UuKOsZWrg`tW-stIi_W+
zCT{7g!l83j_w5l#_F2kW_e#Gv0(^pf$5_T_+}hdF<@er)Ac@ge)YKDjW)OYdq3G*v
zVzdb+oSeSaA6k6+mi}9|-g?`%+qZAdOl5QSG(Y+TwqO|g=X6&u2t!X+82Un57)r2m
zMyCFjq^cDB&KJAHUXa&0;5kG6S$3-GM-b|tqEP>{_EG<1iMQB3=L3#-a`}T(6o1!5
z!RG?-$_PZKAONih@CoFB5r8!AHU(hR)Dy5#5RDBe8oNx4Ho=6A0Bn`Ux~0tX%D|w1
zbGg{ci;QOn(p~EyeC|^Cydy1qCRk^$xJ&@TcoU=w+6stpZ-O+6cwq@|!WLusitA0_
z=A<UxgiDVKQ*IMqf@+nXCqY=(<9iaWA1a}|vM4iWTf0R4%4(EbAx3+~01u?g0LI6#
z;0NsTF$@Oz81}-)5Hww8@6QuHN}_fmJOI-Ak9bc}ZBY0eEahIvR4S<BhYN3+DkX2u
z7U`Q^wDXlDRFw#O$gyA_@3D5@xknW$Bu@l91|rkvOtCzLuIEv+5ZC`~YYwg+F@QM~
z<IJN%H3}6P&qStzO#QN+HnM{jb20o5K{#Me2!R7h6EeiL+QcDoXyqByQVB+`M?B&u
z(QrS-la92pEPS_G9{`Du>_rhHYh_2)-i*K=rEB8`_a(d#!t%R02z3E&j+^*(yby4q
zE|2xD7d9!%HoJiGf4Cdz`>tpd;tcs+8fb_!L`@>n84^V!-fb(PGvqF%AaIG<k~1WR
z)Mqx-8130E@y?X!F~UtUq_FUINm<L{Ci$@JyMu0$w0rQoNmLKZ?I!sSQH<McALu6e
zUb=K;j#}RqE7^*ujBu0eSETvPq(IGy=<5PRe3N5rH_0W_9(;$pNiL<Pop6&}1i*<R
zX@ibUBMRx~Ck2`u>9O1-{a%CzyGgco3fY^J;w1>#qYBxZk^=Q2JHggy&Zz&Al+TQt
zL`lJpx=F4a8kraz8`wQDbob!ot}#?597C<6(J@cX!SH5mi=9fBP=Z$ZfLi6r_E-5C
z0z`Z{cH=mzzvC1(U#`@|;V3`_c0!=##kF{^FdQy+9*0j;I6SuWI9#=D>-KH@Bq4ud
zICxR#aWJNE@Pf2((3Z3~EJl$=_RwpC7<%`<p+Qt59NNP%-=r;DlDBkzNygQZys`Zy
z`6G$X(VK#UUA?tj8XI;Oku|7h4eg1^*l}K9`1|Y5<8MOY@BK@Uztz&b&B;su$nfxm
z&g0>r!oxqNg@@CGwJ#51?V$r4>0yo7BK)lLi*UDEgdexR2tO1c;_uVX8aiNQayghb
zDW<w&1#Ht+7u?dBda(wZCn^$d>EG778UNd|VPmr}h#+9mSM_(bIvmvJa|VPOeHaoq
ztX(z}e)dVhb$D$A_ymVhbDpJfYuDke{@95)m}OKPg@*(z8>DUCqp0{2G4uqpH)o1g
zsrX!n1~`MeerMRYBi&^S!p0$mjVGpsjRdP?PFU&bOy>{nnjAm43+36VXfsE*=NUu!
zGdqv+!wTj1wvX~d0z`Z<YLCMXlFf=5%^_kmePMZHoKCqotVgUu3gYlY1o#93!H7c|
zcbeib3J(bwEl2=7T~T923_Zc@jW}$T8qYI?v4wLed&2nhmFX^B5Jv7*7<qYG7)h{F
zUXhppgb9q0MyFOlga<}QH;5OO2#n}AF0r_Q5!|)ZBrxLoya_qbUbrSv67E;DPcFTX
z2?`eQVd7HhA8ax()vA@ToEY_~h$e7h_!|&A_0_>g<F3L3{7K{5yX+F8H;UF^=~%u}
zF3r(F`R+_5PeB4z&WlajGVc6hy4-1^Ha_nMY$m_|nE_E7jfaLxbY#HgN?g9gi9oH3
zuF|T~#~_Y^9PrcSBCdkcwNTrIkz*PoBAHi3rT7vD5PGSKyPP$9MkH09u9vc+r)(M7
zm#L!b4vxm<9}ZioZ~77H#26&l1cKz~5hX|Y+O_0AZbEy^k=LXxoBhwyoxPyb=Yq#v
zG&!Ya|6_E8IWLRf_%XAh?+*Hn)9%6VH&#6?x8L|yppubWpx<~Kwd#Zm^A@p^DKX}>
zBF)W7ff|)>lK>I_02148e2_5d_S1*^jqjnRok03{Qv3u-!x@G214)4<M|v#3aovmX
zV88J~r;uGuikBc{&njfkCk5(7wpY!I5mIGT`0k{mFn(ht1v~0DK5rj6jCYTY+&Od?
z*In2Xwvqlpy5tbFmU*?7uTF|ZvzD(CAmU4__lmn8Mas^REtjVAGpK7(w0n@v14%$i
zww*&}4>F@DMUaYCh+-SF8N4wEQ*?eFF}L#7I&?*7qE)L4sw2{eEaXvZV+zGAN%zdz
z6|0n)1Go*m^#&^s<&|{JO14k6+$fTjxU$Sv>ZOvXyW!SJY1AIi_4}88I<R~53BmZ?
z=9C!yy{q%|S5Wl#j-{u+H6p{?q{leo{K_!#x1GntQH6<5riF>Nr0Va8QKaEtzX0h5
zVJRM-7#yD%8u7?J??Z<4?{*&PMTPWlw~zF1N{q$!pg*s>yK8iwq*kW55s9tG5h#O$
zba(fLiAvqxfM4)02p=h+^kEnR3pVDXC>~TJp)^;{L1NNP2l=W<rxy0E5Vg#YCz@|`
z1ew3`-UWP+eB)YY#?KAR7vwvnGp++*Z2?}ZF~<9*CSm%j&$zwLVB0e_h*nw#2viQ<
ziU6PB0AY;V?x}5QdFlBeTfzbK*A1F%I1<hS62uc97W$V03%!9@2q$7DJEBmKKrjZW
zPIF3jtPw<+VDXLW)T-==n>KMg-E|7WLP=raKw4NxusY^2klwa+;epY8hwmB<$%o;4
z%80Mpd9;@m+UMIx`<ws~UvGap-xE-^j>^dU3d<iT7Z+z>99AAtuGhQtYu9#``bPA^
zbQi)%>*q<FiAzNLQpErxB<dz?GfTiHLHs+f2<f?EMr}#4Rtd?<Y@1)){J>Cd_IS>|
z?P*63-9B0<43Erj%kH^-+w8*dLB1U|Z_aS{<_O#+m}U^}?pL^bG%egESkq3(zV&;C
z#&?g7?U}r1aM#|^(c#I1WBd481h!!4|C`REzoO9pvG&pbVF4n(4E$D*4BV5i!atR>
z7VN3na`~tQtOZKFg$(?G(ARO1IA@j0wfr>7d`j~LepOI<t$lW;QnF@|LlwWyK*i7K
zXYL*>vUlvTj_A(sk)2n~oy=-|o&xZDb8>j%((r7y&n|7MSNk%RT0RS}WM6;(?YG>1
z%Wb#az6oJvmGY)qd6Ncp$B{|B`e~gIzMd|17{UBCxsXCI|1T++HD;D$S-4(Kg9{Vq
zzM`I!OSGi&-o-^4OM21y$bS+s@>YbYzMAasPTor%()W_vCR+dPWkni`*D^nTV_%w_
za_S{#t-z&w{HNV3C*im}ajL8Ee0<+`s&SFx!cB@At0t^N-E`J1G?P<{kZaD5Dd0F9
za?M%JHo=Axw9!?Sr2UHEu2vRY4bL2PT9vd<&=lboUzz!QpGIJxlPIQ7ODQie6`lY@
z=>-v@p(UtnU)w~WQt*d0R#)uldL@5K3{Iix;j01sVRChEq@|rofa##+tEuI?DJf9z
z@+BavPUtBY@7YBjm61W*#=}W%d}7R@0I|ve&)Hgzr?i$4w}|Ts^#|HV{eA%=zK-(z
zARPt%f)WB~C~60O72($?%d&Yoa&<P33@J$7p35MqNv7&?$f$#xqr#9cW|0nn-q)eC
zWE>c&AM8r$uAI>y3KGeJd`?LHVYyJoNR`GFCUz2VV~~_Mrbu;0pdf+hF;b#cQoW{n
ze=%RPcl7o3DLR@|WZ0XV;yfMQl;P~xB5;;qdO<i_P&jL(g|h@}*$K&dK4j^@#Nb_r
zCr1YM5Aqf8JYy(-bLUZhT%r8Y_EG+N0V2LcJ?4?96L1NWW0~?zxkDByXB5&`2`6+G
zg)C;Mo`s2MoXqF6msSf|>2#L99<7Pb;W}1k#;&F=JU^1|A{pWNL5WWxJZC9y){<a{
z5g-kr!*X&_5#am8Y!e6)BPUxW!1MMmTI0$U$eEHoVHo*F1V$1JK1d2apfK{UX<;M<
zDVP9+iRqUCL9KuYkLi~os$N(krvDam_=_9U&%=FrOn+er#|KxbqQ-~2yC?GVJK#zl
zGF6iU<5{2%3N5a@fKoarn^Q-+y&e?Ru@Qm|J?=;^0=JKd_#7>{swDSvD9W4_+9Gar
z9+}JJOTF`pM`XF5oJ@Zg9Ptfth$x+Wsamr$sNXY<lzya(j@k3j11tpnjKMaBupOCo
z)`&pwJ@mrWN5SthlF@IQTC3;Jd1VzLh1)kQ0+Yh2PMrjdNW2z+wa5A??Jff!Gl32p
zb79proD^2eCG;SImX!nTj{urLTCBt{<bl?Wi0hhA5+71a^E}s~LO#_sia0swJxej$
z@lNmq6Y)_P@(P|9v6Vq0{+E@Af2^SA1eCDXF>M5hFcaB70%obh0OAs35f#_YyEBjI
z8ElF6yyspGd%}=qr@Q9n7R{6&u$kBXX9wM)dBwmq1g#UpNFp$Uz(rCPaY`rs4+rsJ
z2}&i^auAp0MS4pf!RH}8r6++(qKV(Kvt_s$todT5hFHqE9zd(sWqq}pWmA>5+AINp
zx~eyZ>Rh>8oAq6>InBq)*0}0linQ<F{EA`-zUrXfgBONT?;AN?H%7a=@3t%X=|yXg
zSV+1jMw|8SSvz}F5P@7^aeu5>o)M`Rob{s(G=u*yl`XqcDOVyk$>$I{!ZyjvgGa%|
z=OzAua!LC9bTMu=&_@7RZ=l<gqlS?O!3^6uQ<9etEAseNG5iGb@=>w^3sdm3{i8K<
zh2*7|u8u(ML42Tfr@A$lfljqZgmu8KkPx7#Xd7Ndv=JmFVu<mxh^{8tlW_@>DVyT0
zQNpo`;*ayt_UxQ<AoXcuZ=j)u5!w|Y!{U^-K49pa)ZXI9M?1`INbQYct)xF}C_Q8`
z(xW~)OnT2zr1yF;ouwtcXLon+FPHK-5@`HokSv>M?_gCLLFVLR+H-2<a<Phx+T~*?
z?3uHs7PZzd^nY;@fED?uZO=o4vg}3JS=6rPBG8)wL6SA~)Vt21rr+{N+lQ8WXnJJ+
zbIO%rL({KFn!Gd!wVXFT6G2`HD8cZ?r(C>I=-6U@`JtEb<>a%YL3EgTo~xMW6P;(C
zR(6`gyXYYGZhWW{<^;41ar!q~!G68xcvTW_M~(BQNp0SQ!#C9C3_lU5hwu)`hs^aX
zJD<H*ZcLGiyi|DOtMco1mrL0q%mC#Qr+W7TCQ8pKhEqcVS~rUP*?zz-EI%(uk^h#|
z-~v@~sMd6aDL*qyD)>T%B82j_S&O`8cjaq)>r+aR7kb`Qy;h@(Omy?9yIYz;AU;Xm
zr+<=E?C$Qhb}iC<C3UMFDty(NsY8nPkk)TyAujK)=d(v~k&5mH)aT`4Ap9gj;YGeP
zgt+8n?S-&~H&7onuD8DZsu!NrOVlML)4`5RpELh@|Ef6Keo$b)Mx7q29O-KLGY5Tj
z1n2~mWTYmISu3ySh&ALLw>~Gi{=PZU&m8oorI^#Rm!A-sNQlCxR|;~m$3tu)9QqBl
zL2w~~MfU0&FSrvNj0g`hby77FxYbER>9G*^fnT86kg9#JGIZ`iDRbg~5eIl*mkxTV
z2s5Y%*~^u))s18tRj&#CDC9M2+glOBLcHs~;v>8>PikjyoX`d%2+bRa)3_pJVw|8u
zTd~F7AJK6uTx%k6Mu}ZzJe7&Wq4{YZwwf(K8>qQbqsF^<95><37;=uJj-07x$T=HS
z#>Nmu87Xn&3q!ck3%;=qhg_{*cr_mWEV05vih-}+YiDFGpiQp5caxL(#;1Jg=D|ik
zG>;fvWC|mZ#m76kC=u9LU4?>@wNFXa=k;r37~>o8J-njusQ9WYW|<>f#T)U{Na0Q5
z^JS~>!yn^MWybvz@hfRqBZaq#zyDNx{+alEyZC$uJ`2J%`cC{cd{*II^6TB=>3hWI
zUx?55(u1=LZ$Kx*=M?^u{&h~_uf(JGiO=`r^O3@9@qG40g%98#g%8rlU(?5j=;OoA
zZy%w*K1v@SqmPf%$D8TJg~BKB_sHy3BZa@gA233{oF?`E*!vPVJBn)W?8~r)eTOEX
zb0<tD3yUxkG$9E~AmovR9VT~X?qqH=Gk3W6PQnDi;DQ;wt_+(B0{TD@1QmHMPoMkp
zR8+(rToAYC=X*Z&;|cooJLgnYcb~5AzPGCTPG<bf4|@7`byuA_b(Vjf+TMwmZ(xf1
zO}aio*Kg7FNxFWUuHT{Sci}1+_&xglef<3cygUdQ?Q(wzw@}rm;LmvrTHSZU!}adn
zSjIhgc^cpR5nk@4l=tAnf5yv?@xyuj_l&te!Q`Lf<q=5O<vxVT@5jqC@Nmq1FWio~
zKg0K@yZ6(NJ23T5yu6Ek-v!rQ?gMz=--i*UXW{Mj?$6<R#kl)R_;cO3`)l#%H{#E4
z#h?G8KRNfOmqTVh!pko=z~x!IY`PFG|Ad$CW5Rdva^4kiIR`J_--^%hGTH@~ZFso{
z6W)cF*W}@H1704+ga`5Rp&qzAf|rkB!oT393Wo-`SL5Z^nD7g{d=oQ$94`-G!hLwT
z5zXPN@p2FjhwqP<zhQ6kFL=2g6Rsuu_TO`boMVN?s4`<zkuj>o7*zo7A@?yNe2j?R
zMFfu#vAc-SF(Pso5jaM~?IOa)h^Spe&=?W3iwGGbBF08&o-ocACT8x$UCD@<tC6F`
z%>TeUV&+B2TVm$3#9*xQ2IL+wv*a=JcDy5IzQSYXy?95=e4WS458xd!laACQX8r^@
zO3b9)<cOJfBS(pu)B_}D?u8sBW>W7HnduTl+Wt>)cP3ueTmYAY@bWpl+>DofH^JqZ
zjd1xL-hCP`uiFfli}A7_R`6$d_cOeE6ff_-2rgB;thg91d*kI>czF+A=3N4p@8jJI
zc=r{&v|WZjFNMpMc((*Edm+Pqgm<^%-B!E|5lfI)JCG5dz@PVH^}mEaU92=7T<Crg
z`HVaDxd))|(D=UlN0J-&Iq~OD@CP*K1@Y%E;?G~jpK0?bZHD+W3;uv!&c;8}+&S>a
zod*}tH?%bC4z9d*9458y36HJ-p;)-sGpSdDF%682h0*6>n~GJ~9Rm)bE0hO{LlAo_
z!Ge>1TnEDOMAD1Qn?Ha}n%xjN4Kh-E`#w~>ZujShvAWe(odJtzXjZ@_*i#lgOzI+U
zkb_w*i|hR3HO(SJ!4VPu_z2KlF`A<77O;K$;36I8vruP|88X3-=jcEp(N)hLfRVg`
z@pUt5v#O)Rh4I?li&kE+9yeR4&BDeXU$+l;=d$=?K%7MJWL|jV`XP^X`#|$FEP9?$
ziVk;u`4SX7Y0OPo315)D86!wh`(#7333i;3+s2p*QU)0Y1?i{8RZkEk!2~0u7ZxA)
zaUe)a&UtI5$BK@LRMe8>fGy2PdXX8VzW|j@F-Xr(Q8{WE%+Meq6EZVMjY^a-1rht!
z`o;(Z(nRhot<j5&S*cm0g^)#rTkA~R9JXae!awfL(qt60KFf`(nqYlIrL(g>S58{%
za~`m*Dc0wlDIzzQWhpmU>E>9Q1PKz>CV3PKH$N`8dlUY47r>wO?!My3{`AAcOrYvl
z&4fw}@nL7*{xm)mHgC;P6*g85Zx!u7W^V9WPY_2G6TNW}lQ5_>VE!=JHG0Oi!V(zA
zFISe7OWlQXb!&M?p;EkRiHbs3maIk~S{g=}zGPrz5O&F{RJ*!M)h_r7CYvqs_wu7;
zNLhm6PS}1AzMwjHlq=P7cNcJR-3;JqxL-4-ctdlaFcgjxJDpOu3sX}ZM89&EK%5#i
zjE8^s!kcs$Hx9bNtLFk)P%Z}GVOAWR<PA&qp-Szv#2)7x48e+f8VehS?guT)Z+8Yt
zFija3YtSGLoeR#b@g$;)NyqE;Moc3e{?yPh%$S;Kme3<EE)h-FaTZKjgXtQ1X8^`R
z)S4M;KGpa*xm>nSXoK&i_%TfnX!LW&hTEFYhB+~8xCFZWQL|ayE8`OQlJTUTpD2>-
zPCrE#a_eh*D`s|}^jF7k9A97C%X`+HFIPg3P^{^Z|0SseJ=@p&QfUJ{KEQhnBip?&
z?A_H@C_qZVy<X7aeh4}KVZ8hcUOtMKkK^SNa4EPu;WdbR+yH-S^Pw|Vg$ygu=C6ha
zWA1C{`dYf)2v-P=ypDeCf-3}8UJrlVPeDe~XkCH7X^U`QEawU4+>39;_R`-3ALd=L
z@;)lI?p};JQ<#Fwcc?T7nubA7ZJy$h7Ud77Bn0%yo|A*|EW7L153Hk!dG~v9l*K>d
z`S$UAV&LC%Jm38qD(b((rQ(W!I6WDw$mldBxu_78>;s>HfM-42g=ztg=0h3buGuTe
zV6te0e8!x~bI2Xi%irN0+MP5$)kj=^&@--G)qKQ7exeTU+P)HYazpkgs0FhN;JiSz
z+PFvyHnKp#>QqL0`f;i-Y$4EdRRw1&lxU07O2D&sI4i5L^#DwC3Su?zBXCx**zuVP
z0-yjJ8*!Ai+o)jeKYJ+C_V+Q>EX+8FsklIZs5id2;7yg$!S2#P4iI-+r?UwrgW+;I
zdImF4WZTg!T)@!OT-aJ-ynvRJ-~=?;cpc8h5=}@eT$3NfO}Ake2<i8ovsax5^UVfe
zA}@k*S-|$v$Uv{-jsVPqO}OC|f6yTW=-orG&cUMyCL7_b=?`mu(@PwA5R_!*;UyOG
z7Y^*N6YF{+7PWBTLQ=dg>_thrSxG974`@;$G-d&MQ7B2M;IO+HX?Hu!bE?9sBKTV>
z7q01m*@ARdXs3A1)8TO2FA2AOvj|{qxJ+kD8uJ~czH<d+T)Z3Fa3gL=AX`suFO7X&
zIIIb6Fe+(q%L3T24mO9QS!bl-u*_&HS_M%4Vb~s~S{kV)%&EU1`@%e7p?PY}D1ZsW
zS<M#)*%4XYd|?Q8K@z);G^4!dIIj=o&nWk7#5!q<G&dAd<l2Hoi-fFIob%!IhDD3K
zR(y<y!`xovchKDL8T^pXAM4AuZTxAu-L_2;rRyz1*EJqB?y5Jy!m6UwL8-ZG{3mj6
z5n*X7xK<RQQnkZ@DV&4(Dz4mw9(<u%94vI;P0pX}8IGR0*N3^EebG$2c4pgxQS9GS
zu>TddP3pVLQJvUicljc~R>i9dxju*vRsm#T7z3LIydFMB0}3mWJXHuOjeB#rF&fN|
zarjo9=&YUDUV_6n?FJ4nEaR#PsT1eraV<2hm&QfX=%K(l#j^LoFnb%xjPdsU&FAgj
zg0~Os2Hu`2kI*R=%DM#mX=<Xn-!tg&&VuiBmbJw%xLfOIlBNK!fe8>~l__iJ&o{rJ
z_Yn>K>E<_d<{&^?Sk1wO>=}Z9wbTu$3j%(M{AM5^_#p=YKg+gld=T(s+op)}Li>v5
zt;?g1jbb?#tiYD6QvO`-fP?tlTi6wfewcpDWc;~o`5487{bQKWI1)N3A!vc|2;`1p
zSi5t&Q`p++tl8*Uh>%3O^GhK)v&^3{au3WjyXapOBM%geoC_tT3<1p2iA}~dhiV~!
zg+fvn#&X#SbNNUu4>(9h<f5G<vrs26Yy5JM;O0@gft$TUKC}-a`%&zU<H)pz-7(U3
z&IrucUA}brGDpPGAnL*qKBl!hC$~GxPHEc`?|^$Ipma|v$U9F+iA)<$ZNB^*Eac~;
z=F3m!u3H+Cx^4-M`GVeL;hK8A_sz)dpyO`wKjUuuqHNp6ciS6nn<2{39-7)?9m_n{
z86$8!`B2X&oY7W+Lm9|DZT2^%4*RE4n4Jyf#^nF%Z226;q{9W125lMd_pn`^*ko^X
zJPa%mL#6SA9yZJ(!aV{UmC`|6K6BLu&k}{Xd}El)M!7O>@6s!fwYNG#aQij8f!k5O
zAFaZ|co%bs=IR#$PJ>Up)*!!dg!URD0(?;e1n+7-i;om6en<0JoVh`lx>(nspKwt>
z?D|IgcVaX@58KIYSL3v!2&3iZVb$#=Z;+2SnN<!<Sw7nQmOMJfe!rJToxMqzIc=}3
zJ2#5KYuG4*#zs4xvniwsdkPH}VbOj!jCR84$%x#&NDg(Yw_!sf*kWTl@>-3Diji+P
zy+=+n6q`Vk-GVuX(0_sRb^=4OI5ML~)?uryB5d=4FI9SA*>ELc<mHY@O*a>%Nlq&h
z+Q*wOw8sdc{rB|d=ZiYA$^P`aD+5zFI-TIJ3QVL0+yeb;+VmItCUD@?&?pWo(7>QJ
zqk{$@l<`m_z%Y##y6I%u*>n+_%mF0~K}UuTmlz?nLQ#jF5Y4iMeLQ;$)qD|V5|j(D
zdrcYoN1z?BsSV5whCLE-2OLx~_^=-)o+xVuvrZD!<U7GC{{2*#>(}3FC7ELWLYMWd
zq1UlOF`sF^VjAIs7vmJvR=nik0=}#b?-#*E&iJ?wyj_$d6mwMl(cEJqCS|{t6hu>g
zu^l(6=awz>My_qk7H6<f?JrT(LWC$QaPFK;7T&X6C_T*}Ss_L&+hN<Pt6<Zstrg5+
z5vVPwyg&ad-(A|~kCDmkq=aEgAd2@jrwv2>V<K|ysmHVF*R?$q#Xt^Mqq(x8Jo9-8
znVZbNm2GtjkR#d(sfGq2e0)F@YdIZ8mF!TJY^+&09~KEdH1a7Y@vw<t)giGm#LPt!
zyG*oCHd|D`_(f4V7olSF*N9njIK4d>I|)2zq%Y5wjZvhxHc0v&5Z)1UxWdG<6h{8b
zn@@gQ4Ef<L1m4wGE)6;Z0*S+3_hN;SQyj$eFolt6X~`2LS|NVsS~qUEq?MU5(uNMY
zZi0Dm9UC{Df5y7D7Fr_VtN?p9(AOa_Qx`qUQHBtkUE1y}>>e3i*w#YtR7Sc7i&gm!
zz1ha)VbW78npyCEJ+!jz<_GQ{VcUbT{%y56!?61}?)Uf{Jh)Ds*hrfq&|(hXbsZnm
z;-OeiZBG<fIkXm1H=e{q_R8jq><KXy2#f5O%tf}Pb<M_PkzKoa)8-4-z~1lPtfCe1
z0}3t8knO*pY6X>GU}BZvq!<}$d}ZlgYNaMk_~hm%l*Sa~mDwtYzvAH)dd7YacHJuQ
zrZ0hIwvo%{8eb(>n+vADjO%G}51nIAfhA`L4VHRG1`0352}NSrDOv6D+JPbgwrgY0
z``z``@w@;7{Wpqsh@jo;kz`Ny8Ni3y(d34lT+aZIi_>{InQh}We_<X~NcgRBWAe|A
z;d;(p&r@no5=l7~J%g!lLGOt(z{}tzTPb`1R?0U)ozC^l2*F$HOG7Y+T+E*9bZA-~
zJYCuWo|GnnsocbS{`8_wU_}+)gh5eQ*w9nN0RsN6KYOW*_yUD<)(J*Q8a&6Gb60@0
z1jMhl{Ib)Itro7Sb~>%p2(72LJE!#)Dm`75;?}OpFf1tUbi7xb*3(ai<%$CJ$<EDe
z`i>*#M|3stMd{2C3DX^wqv$-qZ>FptNysd&$FdR1NL&ZG7G4lykF@Hm9TTS-hqpaC
z&CBdToz~hLvtRKfA)vR&e2Gww;n7Z9eGaw(XT0}?v`OlYSdfF8j%*5v{yrfQ;?1I^
zvPSxvUU9F*V;U*vZUF+^JX{KqOIEdgIX2?^w0Jdw&+b=|1X^u`l`DoS*XUxnAKFx8
z1PR;Lct!dRDspY8B47KvGEGXxa_$YGdhQXZr~lS%p||FUx6})AQ*8N=N$7u@H>~>}
zC@s;9+zKxUiTo{O4`MgxG;Uv~hfq8GW>o#nf~x(Xj6|wt!wZZmQ<J;b)sR6<1S&?G
zT?3OVc@=KUnP9oRh8)?4G143I5-m)xGDaS4L2}eO`PzKg&$_pS+c=E(f2uYYe&KSl
zare#{xU?UCLhujvA*c}zwLRcT1<sKv_7!`^$7=Jz1`EhFuI*e<n+J))TdtRJm@3p#
zwAA51fBfV)V?i{D32AnArzh3F7E&G7&A`aI!X*+BsrJjc;no#_2@0jEmqc3z6Ihe3
zwrElVM!lRkZmh8vSWso4v63oNjoo5Fm4U`es={rWN@L3wBsW)M-Q_@1qLvQ93z=xC
zWi!_-cxK+ruM0WZ=_|O#!f&RiZ?~Z8rh2aRM$ZUY^6I@7RGIVY@er@(h76&wao$tL
zx5q3f{6Q?=YWr74hA|S{RT<2et5=VdU_*j&*n;_H98YVTt~`xkXLB9I!NGnpc8g_C
zRLN0<d+@(dFG=?hNMPLix&`+P+{0HOdkaAKv;|cL?m<#z>K=Y$L6w0nNUFl_VHUQ$
z*P6+QPQ1$+_<t>kPUj%@ViBD21aMd1RXk7f6Ni?~1<|z04=y(q!^<W&brmnNpvu5i
zSgOYf7F3z5N7z-&!nmKO9yD++9x*LgX+c|hCm|TwTqm)AL}XO4Lw68!#M|lx;T+UM
z#<5E+IA)-a7ee+Hj-lUzDg(zLsWP<^+bpOukbFs1*fGqeSh&}e$(}*J%$j(Y1=;Cb
zgQOyrOLz@QP6jT)va#>6;F@`3o4SNYET}SY36{M2qy<&xyb8O7nJ_rysRelidctJ?
zs}_`{cL;)w&2<R-YNKL`7rHx`P4B97;SJ<7#;u=QaLd3M{1mdca0Y*{pvu4*NUBVo
z!SqT~A)}-!><m%`k@mMBIh`Y@7xt~+GuQ`c&LoIr+02VAcxGVQBvqzv;H4H+8MpyU
zUY%`0l{v4%ZlJNA!9^CdrFR5^k<E1k`$x=$P^MmY1ug#D>LnRE3M4S6Fl@m&1E(+m
z*;_b;>n*4<a0-$tQ>Rd~pvpi4BvqPIfEh4eV<z_xX5y=?dGE9!Ii*uT8dCKQ-cB-;
zLEpf#nLlE|GxKIPbqZgwpvu50Sn}#g3#!a{6?O{Kmw5_7Jp=g7r2ZKTs?xgy!NTUc
zg99UH!6|O&4q?9czIsRagTQmfxj$QQ&cGe~4`grQ4(3<Q(YS#-kW`tvgM%%oGLU^q
zmF5o8ObuzXAUUNwKyp*LgBJnKne-7XoB0e2o|!kZsXO>53#ts<fhDiHET}T)RoERg
z)<+n$pe?;q5R7cDQ#eYW15H!6>y9)p2!F_(gr3ZN#f=sWHSiU$g6u7P#kd7k2EIa4
zW$G*Lv7pL8F(g%CUlE$=o7{PbIuGMf3$oMsi|ADjsT{~7BuE+bCoJ3kaSJAzx4o$Y
zdCGz+0|#QstN*Z|%A8kr4&+Z3w54|-f{~dz5WCFW{a}W!nnSh2o03*{{ef26eK3<Y
zFISc1+=Fo5@4;}1S^01{Bx&=9X$mq-ggz2Kei|o^ABA^^j>w-kj=PRZlC!?fLyBqb
zX<&7Pm~ebQn|TgC=UDhQur$b<aSi<|zWq?`&{eP<9Bh`*spd0xZV?9-dOHxvwLx>`
zi@c+H6cQXWyW9<#>)L+tg@pG)aC4Y(a7p?cK^8B5Q9|)C_A=)_c?2}bjN#F7oF2MZ
zOyZ7iJIQ%}V}ut&dGSy_(s9h8Ip{s(bQDx@M!I_<WadvwugS$%<SAgD+(5CXScO^W
zIBOmDs2Ca_b8q%U<Q63x?k})1iZ{WT=qM?ZbiI-gS`;0##agm@{;mOQvH8U^AvyCN
zA9&&jiVzm}3pe${p#<<>p7ud>sP$<RAp)GZaIt4#1Wyf=dkX}24-&^kwYSh7La>w&
zcKzuoj}BK${!Z@{&1qI447{Gls+#(wFOR8{T4oMsm4@~`ImXbrFO5maxi9A_wU!O}
zGMq~ToA+0E?;)7LSl`X4NX`0}p)%7_xGu~%Wa6<4v4NB9ne)ca-10vOYs7hCft5qs
zSUQUrI~&D8T=HxWS{xfXehU`&_JG&GWr=b>gC+6^5Kj?uZl2Q&XFO8AoW<%PWAAm@
zvUiKe-ciUHxJf!X!^v@1f{DKA;EfvgWIi`{glfqKz{R8wj32T3y)B`n7^fAvrc#>2
zQLlb)ruvy=5%fpGCE^;WkoSpRGv$tBHO8UvT~UrH=!!_TgUp}a#yOJ6d*b43=b4>1
zg%%Un|7t}#S!S)4RGNkm-w4hZ7FS0Bf}j&4#%wcgHJOFKd2NNV2yY<iOKDi=UqNe(
zY5kV3_qc<MI{8?vK^FVY$djw_&}!OJ(pxXzDwG~p&bJCPKzF!vD&7ds*xDk`TXSGl
zx>#thEP!qzf~&_E_6sJkM)`M?LC@cFr8Ut5$x+`_d_izD+Eid-T&dZbiXSJGWKlog
zR6IrXGsz-oD%|_v^C+MiV=8`%)o9#Q1eqT;6^Xo$H5K*0+S#c1KeO{Tl4CgVyB&<u
zZ9)muFLjiFNF$)Al7vFQuYgJfGUFC8iQrV$=Cj5PpW51d$Y1pX$MXcw18YOPaX!In
z+M83JJL13J(Xt8l`D5QWv}-MH1}ZkL6<cw3mrJyBtz5l}h#n3ggY7rZUL_ABgH1bN
z|0Ri2oQ0Rbzw^#py?P-X45@I8dhYEJ9bu$=>XapuGgJZz%t#%yE#6$1XrN}K_JfRL
z@eC%WH&UThG|Vc8(pa63Pbl4@&c5NwQJqb)NMpDbV>KE#T)_qj8?MCmh&5dGzq(_$
z=nw3Xt~3a?N#{D`rD+?eC)FmERoll{DpFguHnE1q$4{ai@O)`HVJ|Q4hPEd5iRfK!
zM<Un3bZ4tiKG3<6I2Y3=!o>78q>(<+_Jop5lwCHfZ!fA;Ka(ud*o#rDM&tG($o#Oq
zNaTI2y{P}yq49FcEO=5*sdV)+;}%J+tH;v<17B5J&scfxxvdB}S~qOo6zrocOz`}T
zE>n1awzBN&>I1~N7+uB0iP6>1CX{5NXqv8mit1;QMH*fGJXWJ|T@5lntgDH<kJZ)s
zU*({GfT9YW1{7BK1>zd+LA+CQvq>4JQr-KE8z{BvF7xMoJ2{w{OI?NyczUhlr*s6m
zRNl<W2<YyA!Ch`});TkRFJvp~zA8UQoQzRrOw2%)gVU}_2=&?3`)rRd$wUt|Ro)Xa
zHXJAmY}RBNU)UF`(YPuHnIBf=MBc}$a{aH4OqN+DbxFCU(%(N!y#AgVo}uOBXrztw
zc=J$ip*%23#{kh**MTm20&Lc&b+LY_p3JzrHd~qZb$S)ae2h+GVtSnp&4&{5Nc`mC
zqstOXOQqKrQyopRNaLcfz-lzE*TDt|>vbakWA(cJS4SqxFq6Eb+*0ZF%Zytk#xGk?
zvB?{L8nz8Bp6_LW1E5xO0y@1cF1MxPBrgj-%FIU<nzVazs~Uw3?b}Ma?H@`4yC@$X
z^+tyrT#edHIk7g4Z>Fq<YL%%CZOZCChPuio>`0oJ3Va0LG8?eTx%OMKKB^bzUIqdp
zCXE~tflwZXFU;n4iAh_yrKFh1g;Tm}ds4%xX7ML?)uaXYhQnVcCwhGa%9Tp#PxK0q
zDkcbgfYk?Lzl~4yx*8+tQp(`SI6A<pT)@4@x54vjspl$3Y%}H*`^4`K2S4%scZ>WQ
z(nT0u9J93+NBlbJT|8RUKmC$p?A=g4le{Mw>$p;z_%qo^-h7#WJRK$)>FcZ{Xrv4#
zsmu~1YeD^*g(Ftn?f-(6oVt$w#FU?5#xya-7fBp?2u)0>?Tf)rm^+nI$E11Nm4|0y
zxzAyiYWMNbOhJF-nmjW_M2EKWy8bz%x(4xy;S>l^Vyf=A0Y>>#0@*RpG4YdR&dpQp
zz<IadHNbl_D;znOA;>#-K4jYXm~hP}EmQ7=abFViEYMDr+RHOr{|GG`;ZW*N1@Ykz
zs+m3f3F)UK>nBX$tO)dx5jSnzz*ul|p$ECRV+)%aaMUrm=Y-hJ_l|8FkDkffe;2*z
zK7S}k{@E!0FL-x<hPyHMFLeE1y8e}}f1~R(JP^p8j#p{=&%%k=zV^^09s*g|0Nzgd
zO#+I?=dq(Kr|v{SK?W9&j(VfR&m!{l4XTS@KVGZG0b_8|jsk{Z(6|L#BIwkDA2Ijc
zZEmvC0LLr!;sTET=m<5s1ir`sI4%&tG0;R2;4#Q01t3SD`~(0gk0ZW})yoJ#o^$??
zH$P0Au?U{Nvt_ZG*M)Zi7q;T9oDxR2G$#!2<fJf;46lsKI50Z~K89Z+dklcnPj9k~
z{3#CYmWkeU8}9mE!5F|TSVk~V9-=$SN}5O*_!d@j>N@%`@Qs*p$jwB-z{7AdF-S){
z9Glyh9~ponX|_-oV@o_9ybJSIc#vS<etIsvE$>OFr#lN4Mg*3?)aFVGxa`d)vUs-l
zCuD0OA~S&y(J?@JK@O;LVVsgwml)p{3CR+=CpkgIokWF2MSPrsauDm1lgOelO-O(w
zS+8eYk1(+Hfs~I^xbATcu;8YTQ@H&M>jL<NnA~%sYtaZ!c?uapIOS=)Bb-8aQwyi~
zv*Dav6bfkor}$Yk6{iG>QCK95Q~ro8!Ej38BZgC+V`9uDFGlCm;FRC%#RYK6q6jtm
zEqsw3P6@Cf3a12;6;7Eynut>t2_yAitX@VqW%(H;I8ra)Qw<#GMpH;DGy_zC23P<F
ztG5K6sCYw7!Zh1tz+_+nR58#&U;sKs29k_sRG+h5uxT$=(nMm6<5<ZJ$$3&8eT;Do
zW*l-6Q5fTNJ}cOZIAQqGN6)y_PoYwp?;~MpJPtV#%U3ugIl7WG0ru34_!A7Vn1-i9
z^cloiPEMdcCQ6m~NirW_tfEwU+XX>CM`;@pNHkHhAcNgAAyb1G*1~wgmC%{Q1`}CG
zsBsp`Fy}+!N6CEO6S(X3p?I!+lYqPPR39>19)^*35(8t<T#_Y=veq5KS}zBtMtJ1<
zz}83JXdPogW)fLZ$Xk+i6l-fM0)6DoJref|7TolaH%A0v4*^IgCik3B>PC<^YQI3<
zci<f%Z@QaO$Qzc~(FFARs5@pTnLckO;#M=<6`~HK?MIROLA0$tU?}S`CbnGCVjMsk
zr2Rp?xB${#8lg51!50}IZ8elEnk52dEAA+S{beXOAriP$7^8<-eT)$HK_0@EqBe~4
zF+(Ui?j_cS-(W;E)P_k$F3R>U7uEe5D`_H;^0Tbu)OGZc@=r1229WY1aawf)2ss`V
z{}Ib-3>8P6@$q~{JP3j{Q#7m&DrtN^*>ee0$DrWEPm<A?6$)Ok1KK5KtR}_?Mk-K{
zvF=>RboZg)L>5NIPLsZfK?RXaNQj-DD6GiuK_Vh7y$OOtt&IgMNn}MKI7!xzn4nq_
z=p#68DY?C};HHn@xW@@wF7Ti+x#xsHHiF<#as`4r6YmJY(cP3na4(k2mFk8~4~u%E
zL!744#HoOxg-~Jmb|tbt2;ZX4a@m3}nHjD$=<Ra7xBz-PIYMPFf-f>aZ+nRGTzSHc
zx5=9~4^Z+(VYdpDnt<I-7G~%YRvRPiw*UEJxqVN5U;u*&!z0xYaEp9{p|%~Ycy1v~
zoKAwhJw;S>J1c1-QQMnX$*Jq;qqa9-#too09Q^d>(dm&f6<~_TY<FTwjbS!gqRZO&
z-5J$C2rNtyn^-v9I9|Ief#w*zmiS2%@Y=@`NHkHMAY0uJK&HD7uO+fD60aqF5rYAe
zfKgPhuT$8McLHZ3Y`Y0wLw${fCP`#P;WbItE+z$51p0W5+emJyVz_zptZ8tBH2h1V
z-v@5o-Gq%7IM0}3azZj20d6S50=WG*-Vt!4yD0_Sj`tUsS`T{rSu`^Q7hLhGuv!?$
z&AZm~AHsSDKVr_J1>c-FFgHgpE&%3Ei_oX(@I?k-PEO7XG*Lu2F32SX>yCu-6JXtG
z!dlH_^)iBWFZM!m1F)W>oZkvl_292lWh*#BNUzb4SX&>*h~(zR#DgV(ztaUfj$tKD
zB=|dpm7KbcKKMHcGj0U@!P;#n5&gkRS=eVU9{in!B{c~CaG^MB<MT4Ae-Nb@gFjln
z-Z=O>CxK>RzGebPc|8-qNk)G!iXZyLQB^q=l^55WK%$B21lj6d2ALXwzhmO*ZWS_R
zGTNHRz)0+u^hFGeNCGKQ*ze`Se5?h=M7RPI?1$<ai*Az0io$-9tmRAytO)e6A2*TQ
zP+4%(hkV=>g-sT?*qGdNLLM7|d?>gA^1TD^2=dY0l!APVyz|K#Kzv6<#_PNsnhE#<
z=cUEry$@nD1mkvrZ<u>{l!-8xx)?i_CU*CTUR(g~t%^{g_rVt#z`cD$?9OkW2(%aA
zkpg>Pgwhkh-YQ|99%8jJ0(%Dl*aL7^DVAU(?vZl2Fw`>|f_BlbuvUDW5ztU8CYih_
zOT1cC^((BTi3D=bu#!{P(Fbxr#*7;Qa`mEkaz#u$ko!HB)F6<9!Z_mipN#4sL>$II
z4yiJjd-%r$nq#7PiJv6nxa3jSm_<Z;zXICCtiKznIzhI&vmsLhAeS`v&|7BJIDAfI
zVI-1E`XUA$L^2_vBe+)BkKchrL|AzfB!~JM3tE!Mib8Udtf!cuS`p|YIc_7lrLy3r
zkL0+Y3EM32o-w)Sgg`ce<WO=2l3Rm!gyiUMN+G$$UH-K3N&{f-m`E@e%%qukZckQ_
zf^Fdt-sRXHK}g3xV|d_7eAmpVr9pL<>cs_6-B}Upv>Cq00M+d$P#x!=J}}EUrLf)A
zKtlqyJ4+a>i&))^u-(BcdwL4P)qM9rK`dhs$1jB7UF=(|MXzCGaGMf?)00eL6v8`4
zRCt7yG?56e#!60IM<3yhVa5$0ygderl`5W_K`=+^TIj$H_nnwoV<2u8=EqUo-5J#}
z2scbooFK~p#@(4fw19E2n4vGUm?80_WFV&xVSgln0u%8Mvdw)MGBrSHrbF0C42W^m
zrYd``P}#RbMIwx>38+F9iNy~|WJQ50N!E?5(X0scK@~Sk+&EZp(+5@Dz=zEQIIo!8
zb3%R^0aYky0#yA5?+8@U-IM}VtzC`IWs6>nAU<y<keVZlP%tSBp=Mm?nQmdW)CbJf
z&ce4Q4m?fMiwl6K^$}|GXAq(cz>{2zpm?UkCdC~Em<|R?69ChCVT}Gar1b{-+8q%9
zOxyAUBL%U{m&7iFnv!2-?Rk{WU~gw16W@{0x!oYDemE;>BB9fARx-Da7IpNY(-O=$
zE9kTeGqZ+HXJ%B#AO>hUbXuK2bS!jA{KynKU70|EiD(4b=5B^en+Tnf7!c!*lQ2qD
zZ|4G`vM+~<M3`6;=!7Z~ixQH^ih@p(tajFDRs{OciJK*E94xr$Lnm(P!)5|pS4{3X
zAwP{kCloXRo!*Lf1fA$^N<pVn{cu#*;7Fy~)m`W+4Z;6?xwe?_6r5t)U+RTTf;%E(
zQ?VH~im!Z(0qx|T4g25)c3AQ@?aaCBc}gu8TXOE@3;nc(-Y7`U4Z*P5q5f+jZtxAA
z65eAD{sE>eT)ty0T$*Uty?SvzGuLebZeAPW**-C>ac>B{xEEug$Bo+>dyPW-p)44q
zKBZG$7YV%w%FZWQv0LE<VN3rNvNtnTZUH~;gNp=LJH5<4k|HyAKiG^?ZSlCn%d&36
zY3Ax~AR+^#ee_D)=rOQYqbBw`_)ZXhiN|Zl)X6s2Hl6_2H;G1jH<Jkv-neb3!@K_0
z4g!c?#GPAU10JkjWOOs`B_@}@Vl*_Qz=;wGdv}JN(S@S6KW8PG39IC#@BTRJ!X<(s
z(Bw(L3b}#U9AV<)cRBqV5=*;>O}ifM$oJ7*roPX&UFZm20@@Pg2;4DX>UHBe_YLAW
z<OG0Jn+qNb_9Cy0Ujgr*0U6d#q%K@Y>g&6{wn*0(l~=R9-ceD7f>o!-NxtrYs1H5E
zP8K`*6{aAEV*5{ANa8@fIA2QET^!-zT6A7$&TXDzmskC;U(??p2KkQ}Q<msdX6en2
zhwRM^M1nVKO_5oQH>=x7n)O)#L}cL24ij!CTCjCT7A@Y&haC~0S+e`OSQzyEm=Kt_
zuY-N}MOCRp`mflxm?&PvsA!4<yHwP76D!F~J~ao%nHP3opy!$hnK`f_B$gal3Gc{(
z(OnZA*jEo_4y-nJ%{BSK;emo@bjYN5Pgyfo7;{rM<5z$b(P|Ofa0d+Pl_0iHg~-18
z^wUpwj&;r`7XV<v28RymiBsx!3$Pm^%<gvb@??(|e6z1y8gvFm28-RLs@Gw3ii5+Y
za#egvuL+#CLOjWdGeA}>T)A??xxNn*QK{WfzGw=;up6KyD%~-iH}_Y-tmr<8W`cj%
zU>oEk+TdRrXaltcWslsbvLk(Stl0<$nNv&A*6=IT)@kj5O)yum9TRiQmo8t{?krml
z|G%Wo>v@ZooU*kD%EOx{S{@3zJX|~r7FyO9i6ONWDV}Oio0q1L36drU{xMx`_Z|nu
zL~hvbC;B_KMvDuG%<_}l{P$tjL-DG@ie)FA<Ub?VxWW;q?25-+zW%`##g(AE-Z9bg
zT8fa@#SO`;v-bQ8)?92StawP2n0)1goyz8otHWkYEOR5-rQ@k$zFf2Uf`l(iWjJRN
zN~;tG`Z{{ZJ$BJE5tsxExO8c|)4FQ&C9Un^6s#42!rG{G`nEFCJy@*DZz+e6VE==C
z#5e=?1vTJ(6RiQ;A~fKDMl?Xour@N%bU0dA;#X}tBP6$KL4YsvQEIX&=_^}tHxcxI
za0yIFlsO2>^G7FIp05LWZca3=jrtNDbj5?`oLtWU012l!<nVwSj6Ov#bMroJH16gF
zW(-D}_6?B<@c?h~z=~6NFK_u}ryW}@Tmy%bv{GGKPj7cl>n&7zx+=x3U6tW{PodNC
zUU6DaKm7_nGwKn}rtkP<&8MKv<HBz4nIRIUJ1R$kyWzKxA9*Oovk95Sb#yjD8POdb
z*_U4nFNhu!(i+=gkBpXUeWla9%)Y17TDx`0<_auSTT(7{7s}PG<sF4e@v0@OOFbil
zAT^aGt6{T(fzmMkSb{y#Z3P_XELFSUD_G&S1kfdPWw%0Hn35sI`>UjG2}mJ~lMIh`
z_Lh1OjSg+ad8H~@44??P^`&=Q8~{2U)FnL7INz63H6@JNI`Et|(erw>J;9A>qBH}E
z5nOivge2^O82dV?kQRRV7NnX*@M?Q=?v1;l(@o{V$N;A(gtyl#A#AS>I1TVi%>~;V
z(zU^*0P#X7zs(p5EfhDnl+#9+4qXM<veM~vf;5n7c5V^Dk1a~gazfAM$``q|9SHQr
zs%~fsO>MvULfli2XO_l28Z!<q!<Zw;;>916P<*T;J$VH1e8%wTcx~SB=we}yqL09n
zoIeF<6O29*n<F+}@@6q+^H%ZaCi+vGQ!ey@nvJ_3nhC|ur(c8l;?THzJY-gz3lHd^
z(wel4QPX|4=gULmWA4p(_8&@&dkfy7Y`DL`$|&AQdaIa<lgTE%F%euvA&St#gt0GK
zQGdeG3gm^*XOZWA_`n;=X_}8;cE$ylY}j;u^yCuXc(RjwUc^mB*wA)}EF)b$uN9A+
z8o2y}LM~qw>G}Pzg`Xp7;u<L*GTVL$<2$D?RwM0CtKO^^SG#kPdQgwc%I~;gcr`D4
z+8^x1ZwP+|bcWRPt*!z5>4)q=ndY3vtaWYr3gs;%C|kkp^bQNE_JcAKLD_70K`6VV
z%9K~TET}T)l^9#~T9#=G67E|mt}PlWNw9|r7&Agc+^txwl0vPV4Un1%`XL8JXS>H5
z90Wl*_g*M53I)}a-KokW-|vGLH8>QgjSz<muzEq;9|wmFW?RTo{aGoz5Nf(Qd}V`r
zjZDh?2-btf^*)MsG_FT?S&ZwED?yOpnTIBIgO`fHXXM!$F&^@`Iv$d8Y^H-eFzg^j
ziLw51HcJ;aP(EY&{sfauuJ29oj*sib)$W+A-chnpnI+9R&h<9iQcD|5?fuVnc6h=c
z!+jIq_*2N<!Z-fGf+_>wD5)~#)%2Y~8`_YhTJTCt5>O4xR0ZkwjW{Pjb6Iw-F+x4u
zpJ1^{2DNg&45=Br#yC?WJmb;O43VBuS{LOQ9e7W3jDflc$M_Y-(}Xxd8pp^B5sooH
zNo+^Y;JnvmD4gUNm*X8dM!K6)j&a%A&6_q~uqM;KqsX$Eu2F+>vdCE9IETL=oTGZk
zRDK;cria_O%E#E}G;zT*_2MRP-%&A9nI_FW29Ex-^^aHT49U_zUJBV;_{RYYsto+2
zq{`Gk?y#WBpzkQDl6^;c0xR!R<12C6qB$-*2N|Iu?j=~Pl0vPVRgjvogN!ve!b9E$
zB}RHkWnz?zyd7TDTx6g&!bPrzw|uTP$wl%)go_MNl7)+W0P8_6@_l$mE|Tu1l#5(?
z_WIQ@X(r3QBjwmk2dM!%QDUrroXyf@-%&hc-tlwTjuYn{KcyEpdHar%g~}{x&T(#Q
zai|wI|5i~-^SJ7Fb#`Rw8@~nFTlmJGTTo@-8zohyzVQzhR2le2NtNt7%7$gCf^WpB
zisrKHTw{cKxKCiQN(QxZJ`SlFyT&+EBRu22H^g{GX>pWe+z;N<9Als^!ZCh=@w7>f
zkryHyV}Oz@9OJQ2Tj3aw!#i?}bT_3O<FfNNY&!e=^+ukt-ngU4vYD<?gL1OSSl>8@
zzaaaL@*z|C71)>)=N(Vgi<`WCN5w>Cnl$$~Po0cr?;khl49U_zo(tJq_{S?Ps50=6
zk}6aGIAB4Qfq#@#$-bjpuE6___)46%XpYOyK}KkZyAF$0QmB=4BBW;QAY%=V@Q|;E
z5~KT$Qe~8jd;`3wxyV3mgo`{GtLNFECb>vnh;WesO0sZ~@5Fjg-|-H-BNs_`Q_4jy
z-MH!eGu9b-$a>?Blw&g;qz33jiLw51HcOX%NAZk#$H$mtHa)WXLA|)i+jo>KRAxzY
zj&oZp)l$z@Df*6I*4dGzZ~Q!DZ{ZuiYeAKPZ<JJ-`o^DIP-Wm7B~`NTC>xfk3cleR
zajq(w%d&Hg5$fT74vSSXsFm{&q-N|I<4le4j5A*q;~AyJQI2sIyr((FKwX4me3<dH
zNsf^hA{=9Yk}MqKflyoF7!Sfba*TA>9LK1ML4vr+M)2n+@j2mw9f67C_1Gb2BS+7R
z?!U`D)?>wS9xLcB3s%rN{)w2IbiA17BM$h!pt!ZanzTqKdWA&b<49-_u_=LP{SD^q
z?yr$L@e6fUU{iYlm)l0;nW}3NGK(4QHJM?8w8jd#=|Y`Tby{n;Pp*knK{50kiMCW{
z5B6GceFaNl9`RDW@}2<4G*p^l`3PRSmmmqT-tk08&BQxCJq*RrgjKmHj&Tb;qdNp;
zd0j@vGqq%=1aD|AF;D^7SHv25s+8aoGhec^jg=fy;xtQkc4Edsky6W2m^8gAq4-#7
zO0i_;dMGcmB|A09%zViX%8XdDgR)U)$<E|AD?)%#jLht-R0@C5&Yj2&q17VK3O)!b
zMROMBE<0o8x#z|N1_B!2z@nYN+Z~u`Bmm&G3Mt&#F&hEuJHpCXmR4kJa9|cu#57Vo
zV*2<o#&b?xtUlT=*m+DZZn6c=bq*`fqs0d1hz(op!{%Sp*-_88nt-4$L-rP-fgf5>
zWe^&WRGEeber-XOL1;iyMWF%Ju1r(#1>ZVxO)=@JB`ns7&<^)YSgevjt(*@)Y9`o+
zTvKqdj;;nGG%)woaR{g;%!`T*%!3y-AQY&Lu=yWiTulH%Y33yJLa6EL@KtoR4dx^t
z3bhrnfy3~QVgq!SMTeMN$V7CAmu}d+$<Q-K2hD@h19>*nG0I3*xWrh$I1}k%Zjqia
zT|WWa&_g0z*PGxKm*~Y!wt%_DUS*Orr#QP67@Q(pzE)>OmOgP6WN+aUH(5|+;1eZP
zrarOTf+_=_D5)Z!D4Uh338u%XiRP*jqL&FSF+w%ml~}BjKdqcakeabej59I9BkqI(
zqhkU!vMkCW-T?1u4lz&{;Sk%ga-QjFl0)Q$2!|M;B(`H`;1J)2^`KGYoA8btBHcB|
zA!=ffAa1e|{9yUX41@@F1VT3T*ikQ7ewW9JyFFIWT^6jExL|o6w+*7rQllXP>oCtO
z_AZU|`WeN;7l?ScPm^-#`aviy`b%P{Jea`j+Q+b&JRNMh`+rO?u6Enx3NHs)s4TDM
z`Nh$lYWb12Nkpe=BEkLXoqST#*K{t__4@`M_REkxSW{CE`$G$=3_Pr)DinA14h9mO
z(hq9=wFOm?+Y<#gB<lZ^AKIktt7x~PYQDU+P#v!k4YWB?Ww_8&>?`(+kJaYGu2F-f
z-VxmQ`_K{ag0Q2K*hXsH#bCNLw6r17YhkYeS5();RwqD%2(@v)gp7$5(DZXT=Dx<*
zGMEHxW<vHB;PgNXsti;|Qe~<-$68QjpgNMOgt;8}Mw}U+C>hks`2a|0Ch*iBt%~r4
zG+4C~>hA&5ptDnBRjc3y4Uq;^NQP*bv1t+_{SYfeK(GKM^&nUy`>9-j;y{RWBi<1r
zrMoEw!_pjb2cT?OGeOzHFenS3MYJujxoCKkv4o?zShObLJqF?iu#qPY#P#dN)$W_D
zATHD{fz3U`hw4q==ApLmF?xZd@DW3SB(l%&o3+iWb!OGYdIm@2y%MrF8}!v+hJQrf
zwJ9=-IaDY@R@@!P5`|neuh9dk8GDTekIQ>El<YZ?1l^N9#p<}cK;4DQDIhaE-EES~
z;e`m76QHD?%c*;?+=sCe<Zm9sJMuSlH>Lc|@&5T1jdlB%H`BvNsN>V5tW!j{Uw=t<
z`vVEgDt(<vUDLb$U(t)3Y~B6<r##!Fb^G_eo*k3pw}@#3;2E7Eb-jW?H|9r>y+s7z
zcNSC`bYmn{$q|5A$YJh6|7t;2x)8u#yqQx614PX=SC<gD)x5O7mwJRUxlbdDluOmb
zcGh}08`>9E)86e7uMN7WhKz+tB;XLp-XapP$bu>Z6_Qk$^6C@|sti;}QbkBpv??>}
znCycI-cl1KeOftR0NKnK&_(!03IkjS_4g25OTeV7Fu+Cdf))k{D38EoUt$KQNtlcm
zA~0Eil6sh|kubnk6bFK3{dh;PjP9lsEL(zS5q9+!d#bs(v+ZeXd&fKBKKhIiFPmnf
zHaULkm6Zcek`IIe!W&_q5;|u@)WQ6;kv)h7@&IUN6K=q!_c|EdCK!(qj3s0iGh4*O
z6(Fs#f^WK%;X0kx$#zVDCnkZgL^xP9Kk!m;&UxTDYwtVtYS)97X%;a=aM`^BN$}7}
zIL?9yFR##ucBnH?4M$ses&Ipp9b>_x<}7dxVlIzB_L;?89!!y0Ow6TjlV~pb8XzKL
z7cGy02?#HF=qI5h&qD`9SjAN2aun~gs56@b;wAj`4#?CuaZU2qyb$591C+#?Ejf{-
zZVcrYSP630zr;Io)^s<eoOP~P>7sM6V|}&frH_o<`&@nBOeZbjqbe%6yfAEi=c$)G
zgGENif6NTev>Sth$bD^$drV_{|H9;+imTl+xdQP%`(pjU44?l7GoQ5%@(x&EBFsSq
zTim^|WfTdT{rewaWXASyZ!tjR*PqPa(Ljc0{(K=))=w8qt+NuSh^X!JObD7}{CFY4
z_ys6QZTyyD^N{gdj(24I=x$0GzvBl-2CBv3fg&6z8@ZEbc;46v6JX_hnv@BP2q5b(
z$pCU7fmynB*i13KiY8dPGxg#oTL3x0DbLVok+_+~A($g;J8$etoeTA#y=xHix)ibp
z`(YaL8nB?sAmk;fN{$*6UzvdJu%Iek(3ogQ9V!;p)jX74s5nAx+)I!#$`fh=I(?Zh
zo~D9un+3}a1YsPq2l3Q~TI!t0b*}|g21+BTGUe5y7F3z@O3X-D#)ngo;yBYiQF5o1
zvkHjH7=cMJ6|~EQ!JdGkJPg(nNLE4OZ@~*1?h2@lz+I~u8=Hi?cp(CJ1t_V9yBY}+
z{|xIv(Cb;eBj`nUQwn-58ZN_J-Ab`E)EM$Qv6;wA#y&ife3KgPUe4Fv5x6VxoO!kX
zWkT2V4(9WEag!~C8em|oQ%g5nf5GeG?PUzqH9=i_LiQG@>nIDV3>=80st)RcBel72
zX}6#%CF(*NQll<WUCk@mp{@w6arZ#R#0qH20s3<+xNaZ|Yax3J;B~PDRR+LIQe_If
z`Yfn2=he<RfH5Kl=#l6qW3Rf>r%CxA!OCZhy>t&q(Cal&eGhsCe4IjFuZ46Cc?DEQ
zAg||`S85XS;)Mw06`&*w<aIL&10k<l@Q#od-AyUv_2RPFO)x5&AC7mO)J)X1hlscm
zIq`^VHcJ<1OFm;r>tSq?i3@POPcN=^)8q=}OUA`Iv2-ZwGdcsZjBR}qvbR84->{&{
zz*|VFOi|X4EU20cC`(jV^FMYdD?(%3PatDr1vDkf`ilkE4P@a@ki7-UYT0FMr%ZY$
zk}6Y_b%+I3=DdnSSx9u8?Vc#<)5^IQh{_mcagRp`>ttZOhp?nyQ|Rg?kfx!lfXWDT
z^<KujCZQ`{h(K2XO0qy#XQBuax;hK*2wl<LltNc0lGhC_Vyi#50+v6X+)S)>WB_Z0
ziA!4fctBKj6j&2rEcz9O&GOiw6Nk;N(2J|xGYPR-s38J#3PV%y-0N_Hvz$zr;abP-
zI-}}hID>h2705obd3VDpGK-ma7a=EZ30a~LiRKe7hSZFG!eQ~6Iqs5+xD^WZTtu|C
zsre{J#Ag;YF)vVA;Y%*X+Ix!HBwxY{5xyiqNj+aucVgcCSP60@58xd+61tmGjs(tj
zDHpFQG&VZ&l4kmjJ%vySdX(+g=cLTxF9_$L9x`|ESteyo9~AjFy|~)=<Z=g!b;|H)
z!~C=R21@x9Gf}>y^PsM!H;C;%0ohyh)}OVY%AnUFsY>pxOU^O@{k;WU>H6!EiqzvG
zqRN`zvg@%&D31G0WKFD?&Rp8D)VC0(ozMkiLGRO$T`*a!vL|G3(P2Nzf+_>mkyM%T
zs@;Mr1J#jKQHPxxmFWkj`Y?ev)I`aiR?f#jGBd_zA<su>>>Q}OhsKn9Q$6-|kf`<8
z11cj>*1t0I(j=6{3lS(QKuJB6)yPbg%TNpmXkCtX1hnXGiUF<B!S2#PV?gVai2zze
zk8ei9b5Q0~*b541iHA&2N3dBuIM4MoW+p_M<qcQs#Z5Y(C0Q5m!2pW+tk>o)*4Zd>
zm(GDKVb*IPdkdI#iv?8%zCu!!472o&BHv>{RXUKB%|?-;x|;j3gIEzN<GvahqXbkd
zX8=;0<mRMqkemA)6cccBB1yTq&qJc-<^p63H#da!@T^ah+#D}NxVZo&S-81xV?D^t
zeFyKz&C%VIa&yat*I1s%t&(E{(xHX<$3#sM=m_T2On)f10SgwF6F)i~Fw?trmHvM*
z;pVQ@ctytlBxDxjr%gIONNcPjn6A?QjZSOr?UO8;Le@%1dLXDC#!-6)1xxvSfu?v8
z!&G~|K4{f=!^gB$8cY?zZg&qPK{*IFG*(dCBcLK)t-^x_Q7^%He)FbHYrA3my78QQ
zHBN|Y9BD2z=ZeV+{-YrKsIGe*IJVS+Dub@Oq{_7Ge!2x!25?ML6>iJmY#-MYt8K6#
zc`{(Nb4hMu)Y4o4H85rZ`uuG>4@;yfif{hn>6oFcx@JNn{TE=zGscno$$<i9ehE#!
z0&47`Np4)#(A5F@$5BI80ox}~=C7DPN<f+Vaix7{l!mqy%2g-t2%CwhqBykGsg|7l
zkV6DHrEa&-Q|)jz^%pA+{5PC0SBpI(1Nrj6s54S2^o<NSeWkL~Bl5z}OT$%M*CO()
zba+OXqG=OVD05n`%}9SG==ToFoC=;_h{>xM2S7|thBI>mzRo+>Am_d`Hs$3!rPi_`
zU(Un+7=?0$H*zq6HN@K)84aO_NPs3A;$?X7FCAZSD`t%6um#Woy37rnWUrd;ZSZcO
z{<XzY1#*b2oyChm;0wB1NGbPZI_Ktj0S1`i;cR)a#pA{MAY-UHsoM-E$5*^yqTeg!
zEfDV)cZ6!mys3ziW8jFj_2&{wigQU(#$UGes8_#FQ~gY`pz|_%ON061(0Fae@TgdT
z1N-d_6nlzQI4)yuxzJY~9fnOO@0<aq8qeO4$7{G>z-o*`;k(?Mkp#5m;>_U4b2Ng?
zpWenflE{1F;%w)coi{nAUmck&tE^R$XwaNwf`1R1LejwZ8n=qf;(V`RQHjkuYBGyX
zFN<-?!oY^jy`WGXDG!AVnD><N?yuPNUPOoMj)^!*s(tJAXUsT__1YIDfH`b#kR#Gr
z&GvairZpo6Nm8*VWNbDEN|Op?&O}Sa9zrS{VH4!cGty9&!g$!8Ef0O^Xv2)tNXKlF
z3{N7Gdq47JR<)HGRV`?T-S0!Y(tv+Mc38n@15>=hR`z`H?X=CpH)_~=nTW52bw0_n
ziyZ%P(`Avde?TAae}u(!dTh;eqW$a6W<x0v(dQ}(Aw{3*Zc0U;TdSqy9bvs)=8lLA
zIm^$R8EuwJAU#5rxzK02%~jN>DY;}Ay{F7_yb&AC%w?tt7mn%0)oz|#(OHjqu@TJ7
zH<*jyiu(@alp;a10Iz}6jH4rai2#RJeF}^`2<0ftUh^bK#Y8lbl-S@rh|>y76Q~9C
z18<%=ZTd9)=ibO9At5eeu!o;4-Zy@{5RIgG<0m>Hb&cOAu@W@&_HTGc#*gl%l<`|O
zGSpjua1q3Yy7D;u*1%ko7e$)Ea7N9vhX)CH)r$0XLko|mEQotm^u+aKW+=bM<dr+<
zn7&0CL;0j$T<y-uWhixaDs!bx4?ghvC~@&UnCU#0-{{=QavsYsA$zb$rUNI>TTo>%
za3ZNP?;Xsop}ob}+wTV9f<2YG+=>eH1bYX`N1h%K+1#mT4+{=x&M+Yg;txzn-{2p6
z5}{%4FR%q;r8wn!-xpalgMoM)1KESnYN}LcJG&Dss4^IXlvJ6j(n<@e%y~t)IAT{7
zBsxxECQACWa=s3-nK9&xb)kg)x_}EF_S3zinryWNUej=2K#@fJ|C`J<HVN+WLIm6k
zP*M->H8Q7o7)65+-_>|Wh>z}?gZMNlNU(Jp`n?~{kq(Km`&E3VEL=?PIrlz1k$N^w
zwi+))4)FBfMK1|fT<@`h?y_LTE09j+soa<F*&qH;(HJ;1oD=c}_<O~;o4}&lTyRX~
zVxcmA1-yR-WLRq@7+E<lKRk?Mqd76dtT^Ow7uGgji|qNU4<nH-Rf0R-N!Hu-$S0Xt
z4|;ia43~56dY)1f)<flx8x$N&nDw?ibT*CosWeg~88E*Mg^x4YLpR0{?yiK)Vo<)x
zOgE%8)(S=HSpt9=*J+*9(zOnPjqaw95beX&%p15BeKIYTwfu*526!zW(^xro3lQMu
z;Sz1vG=6Wy_i3mkg5U0=NP;q_Zn(!OLMlo_RCh;IEtJM8_F0>XjUb`h8n0NtLB+yz
z_~uGw_o@`0zo)$rp6;c+AYzm%U&fB_o3q1Y?$oy-d$S=hO-TH?Q{POHS<Kw2x^kzv
z@izexSwKZ_u}9(v#pkgB2opY!clh(hao15v8u|-pg;1Th;%A<XPC|d-X&<>&`AVVE
z>2wZ{c9LuE+;V+SX<z{6Ji#2MO2_6(p}ZQ7a@(RrF(=e(uKbP<)&G^z5yBUtj&<#r
zhRbwMJ)TWgap%1e>Kh!DoTupI^t9l69$z>;u@>yfBLKG0B#C*$ql=S3nrxU;fI86*
zbD%skQLoK`sTRGZo^kg>Goe_Vcp>L$xCcOH{=^Ig7o$cDx97`4<6~la21(E@N_5;`
zU}X-7YSD2?eHGuO(bczL>j`5ks)NmG=1ygv-UKmM%k$4nM9i2abNA!VT<%3J0?H9f
zyFBBm9s)lJ#fLg0C*vJ;M(8e61n%<)@L|~2<lNf<sn_-b5g8c-U!F&`ggyfU;o;=G
z`&I$fZ=yefZT**tM*YJeRE6t=J8MX_{3@M<+H4A1k1LBOag_f!p)d-F#TGWhtodPX
zS!tx)1Cx}9-uvf@Zpr)L@49L3gY;)a%E%zp+<gcht#{u~*V|{ogAc&1ob>i6JspMD
z*1I33`^V_|FLeC~T|Wv}_hWeZI9%3EcmGxV`2_q~?|zc5|3=qOVZsdeeNf1{+3u(D
z*KGGQl=NA;eh#j?-1{KC|1Iw4;fMPLynGQaU&70my=VW9cVEHFSMl;SygZB_Zg(Gt
z`}O^Yt#`i;H{d<qft7kEUcP}T?l<ZB1YN&H*C*-vZMuGkuHS{LVBq)Y_xJJl5AgCJ
zWVFluA>2Y$pMpQ<EogP$4G-75cVij%;N@w2^GA5Omr~w?5C0i2KgJK|_1`n*{sfbM
zikC+qVVC<5Cchsq&%nbm_q}jC=Kc)dpYGmIKkmTPJMr=^`h6E%cexMXeSaVJo1TTY
z*SkN5D|A7B34g8|cYiJZ{6_rwt@!g_^e5+@i7LAqFE7K(X>b{F|2vR4MhRmh)UU<<
zExk<YfiJt%yF~4CN00Qx2G>Qz_Kfl6kd|;wtj#V~21~u;yQGv}0~wRms=aQKj6JCJ
zGQw8y4mPyHeaMan@$&F?xIBuNORj;-m3a9rUVe|4heqM@LA+eF11^{2W%{*nnS+=2
z;pGv$Y<>k?F2&2A@iOf?xZI7Gd-1a1dbk{jmv7<adwALKO1Nys%a`%;I9^umgv*(D
z`8Zxag_jd=fXk_Pc?d5b#LJ1V!e@B-0A3!$%c57qWeHwBfS1Sc((@X)^y3B3LU!o@
zZ#;6*rIQ-*@G+OpEL(LW+|ijWxFxeoJ2~UFfiCTJiJL{aw8s=~P2kdQ8n}AXrA41O
z|K6o(`#9F@(hxO<AYF=^Bf@kMn2xxA6k`3H`12?D0}Akh`12R>=da?=H0W_a+6?h$
z7W@JAnvH*e@9@W+2bb#rAzd);?g_W>?%v|h0{FAu-B<kBpMH2o8(RI~neg!tNPb|#
zu&)FoF$p<$2T!TZT9psalopRzcjQ`BJ}Q0$?^uv32DC+X?WK;Pi5Jp*jh=DM&0g=o
zRaeSAOT3PEH&nW#T!Gzt2wQ>E(<WbkhE^Adr3Sc?pb8UpD^7l3z!@&X3|)wu;i0Kc
z305mO)#6~G-6;<B42<-O)dq#3cBf~cRDs9+u(xx&Gf>*z?i8v$^mU=q;apN0ae81$
z!&Vr3uEI>oa(+83WEkqrSDe+5@mie4?sVgN2F!8G79zQ~Z_5^3_fVk1`{<p1_yRNN
zgDyg8JH8Cia%6C*;;qDz{ew47sv7ZL!RvK7@ZuWbu10N-05?=0NOplFmw4uHOUT?p
zdi}lyQVpU*{rE)&?ZR{`sp?_q$uTB(WKy?$oIi%uCi$KfrEEa>X6R=`*^iw2P}oeA
zh6_U;uR}dn_hBq4*!P=7ud`}?AlpWWs^%O~&4;K}EE@Jf&n!Kl6YF~HMChaO2emww
zKVQ)JL$5Rbd`U0T(*TRQMDb^?;LqoF1Ak_MX^Lgf(_!||+l)IuZa#PB3GV!GH*g0!
zz2GWh`SZsxf8_g&L(eszL-PfPe!m+yG-n(7w0IWn@urXkQXeoL?S*e;2V<gitVQr>
zK9pqEla}T?g$<h5TijOcEe!R>3ev(bm;6r{pN?xjpY{-Za&`ls_Nr7%Jy&&AV5L>H
z(h|q4+MdDJytl~L^CZT)mo}eudkWUQr1`8ffgkR_LRi!7IS%_rH=`rn<OMN3&$&)|
zXpZ_L!1v`G;uc}D<~6v|x70_=U!37yKwAL1E7knqFktJR{6KL>p%>0dAt;P^d`D@h
z0I+%GU;*HIe#!d6_O44x<*NWctG1M|_{@yT;+S)Df*fdo_JAll6`2BFE(lkI7k5QM
zaTe&ohqzb|1#zc$@IsU7Xd*fZ$aQZa>vaXD6}z!=VR*&q&u=S)`b2%j!a%RzB@#?+
z_$#L3BiZsg%8M+BsdnRl{S*<G?Ibpcd(s}+b#w|HTRWWGXuiKxYKLC!aK0zs?sRl?
zcyk%T9b$JERyzptt%`VN=e?m7sIPB6JNFapypd$tLLGdk{A!)p<c`5nYU>y5qRaK%
zXvN?c_EkM44|l2F73OxmjF^btt&^E`XJUWB(>rzpPnY-h3AvW>5)8zMScr_%U=Rc&
zHOOU5Oz`r{jPvrEjG%zU_pGHp()^Y>K(y4O&2K3aqu&r-kcwN^{C9-Re>fu6Ul<sM
zIGtG07WM+BAG7v*qWSH2P-<te27-)T1Nlm|3uBjsTwA9jmza}^VDA%Eh7y&Rz}Ev&
z#&Sac{pZMopl8UaJjUo>HlNXl2uA-by`ua?CpOtlZ1h@4b>hN}q@Ft{$d&$lx!`Qe
z4~!Hn+Uqaj_G(J$to8n?GbC$=bf{>(7j{GIU5c$YSi;EwBZIJ83+zX<Vm<UfAmTsN
zOLw4gXXFQPkD_Wp7^kfRrS7~KOei?&Th*AJNAo%>8XVjI%^{_0CK0SH55$t28$~%x
zwB^1~QpzZbu_pc~zjbT5uoc>=3jtcLuUxo#q%hPo3Qc%X5kQ69Z^wZhs$l2_upGWd
z`%^i+#lF5m8Ki(lgajnX6#!^2a|U60HSA%v>?FKvbG%#~+}sC@FXWE>(4oTiz_-<Y
z*`cK(D*dIAfnKM(03%HxS&;3*Whb3i99q~8H)p{Ww!B)nZ1utp&$#C)zkqM-h!1x>
z{dZk&4%&V_h3fju&UaEPKeO|Wb_ai)MR(BF_+vHvNNR81VQ+7~<{mCIH`jd4%^Yk>
z_g@!m{_>*!0&FEWT<9r6RH3&WqD*A+w`_qe>U!Z97=5_kj>ZC%6*i>nMb+;s4#2Kt
zs!viV=ZCi9psje~IRJ=ck(YoeWgX7hea;YuvB1bs38>+axr5H%E1z=ozE`EHe4y;U
za%qrW>MO#Kw*yGd85yb~b=W^5oQKb3uT*zEGETN2Tx~8}YZGKk3wX`<SjH7|HdT{n
zygnggi@v-c+Cqv|Xlph#9WU6ZMssDe^ZLxhXgqVCTPC75pZPlwKE}1ArZBMs36aJl
zh2he)zwwaU<6E{M4y=}{`GGDmUL~-gv%>MvpuBI}vZd20i*3G04J#vqN(05Gau!F2
zLu%*g3(DydX$FdwCEOB#slm)Z+dXq53=F`Ct;KC%wLrV2<>@X!5==WG8nE|=#(-#d
z>WsBrhaxPxdpS+BJIt8C)n!rR{Nq~ns%B}`D+4xSu~Cb00x_RB%&hUy#5#^AWSq)6
z25at4pwuzFPhwj}dVjRg`)jG8EjZ@KhOg0^BDvH5$t_z1C`dLFYklBA{Q%!X$Jhpi
zK$>eG;=2-`n9}u9CP}w#$2C$f^|=^flBh4ffw`IZm@YzT!X!S{d5pwc(6q4AsV7pL
zD*U)9#_OvI8C$4gbam$`<CUUPjiS3BO+<ydU?jY$j-Q#}q{h$41Ute6e~@I<qTL%e
z!6pPZG(aJ}hlUzM!+964n=x$~0XaZ8RYY5`b$PXfGZO|V$Syi*XAdDdgJpg&e7&k%
zx(YV2hH1rBocT~394?isc?>O;pi@{ypeKSuqfRe9!N61n=KoNKa<Ebu*anftyvV&W
zG7Pg_3T5h2j>632!Zkew?3VTy05YOOaq>Mqg$nMaPIH^f7^iG^;MKB7R{hFqf4Nkx
z4isPl#>(E_A})P`k+#ux=y6p00Zn4JlxWO%!_;Ufpj?3PCQiJDj%=?Z24W!R?bwGF
zbDJY-?F;}5+949wbCoC_H~_4IVj=cbsTT6RGVn&JIP(@>fb`P#3U#Rm5!%Wa8|)>I
zUFM#i5v-IqdwXOUu`o=;7J!vTM^ua*d-9M0u-VCP%NGao-2)hOb0R2(LG%jL@Un=c
zR*#t@1BJ>Jx&CT(xYD^~NzrfRZqdjcTY-5a-5pM`w4}PdvN%6nT;dBz*FbTwC{~$O
zI{K@F18v?Qz37@>eCzaoNY^BlF79+@yv4wi9vCT^9AE5<Jtii*yug-(0xc}9?_sef
zDtK~X7TWU6&f7!!!fTSqx*HE?6WMFW)YUc4#s=PJPVtD0*h)){N6JMwRv!5&CeFPU
zDkD5%kjb#VpkeF4XiZ|Ai9bw;oh*!roix4-X|L66F)bTS4yCcmosv;Q$jbQ(lTOkz
z_B(UyUIe0_`QALoo&u|i4}`Ud;4WV3@5O_CzVX@t;`w5>geh_do(RglK1B9J(}qGv
z(hyU`K0-)4Y$LQEqnhShn3LZ4E<KBpoLp~TyCWvP!2~zl;<MekdIW%z9GQjnR$^pU
zS%RFlg=2Fz?<wk%<+qRNrg2v%WEN-N4K|HKTJ_cENvn{weM0=*2Mao_wby6A)(_SR
z6uV1RZ?WGJ6v7VJO9K}Hio=9ps3Srm{Y`DcJNE3&-&PVMy3^rAW}j}<>+CglO#7tS
zuP1`V?rV_*v4sR!t?+(5jjjJ2x2cBx?mYFY5#F7rwLxuHO_y`S+xN`q?Nf=`p?kqJ
zn)QbdSUW#p&LEThdhUhn%_c%<dg$-ha}Q;vF~Hl&LC)j~Z(kHnCq}4;j2WM4E;Bwk
z0nCv5YbYEN=0zx(SRtP=PW+&`ocPWJaH7R`no2+PQz>WDODbL1Mfr^J<M++w$A1z(
z+}FWs`M|Q)+VmBiGWgA?n)cTCURjKhc5i|*@=0slZ-f^FES6L~9-@kEtt(g-u`lc1
z7PS2!mbTjd7zu(vQdeaVCaF=YRmNez4O+3&24RFC$tJx6b9*ySAu!cAx>(JGS5&It
z5Itdy*J{C__rx+tb#lDMI~KABw`nR;Cs|NsAX1VlJCQoWg0}P`B}mRxr0g<_*>bKf
z=Fm#p0@g-tEt7K(+6R>9V7SC=vUoTo)%IdQQk?9jcAUEfZ6obC*NY8=Kh=(NcrPW>
zKW8F<>x9yFV+P*5Oc2^*p~!$8^tK1lkKH^}-*Qgue9_n*bHxOS3LoHC+b^)kT&R%n
zNVr?UjDs`F=ZG)3{T@juKE{6M+!R~NT@B@#p)r3;Io!8}Z7KIk$jp38IUyn_awImi
zrJUl8loW3hxyjhc5)zAYW7fS?_8AwL(gt~N#kLo{8<A%pJ_u?-Xeg%EzCrHag2MuR
z#i9IAPthBNftfX8qRd7*G1s4dO%TuQQ|6{_V`Qb?LC0G(IC&elZbRI$31%Fff7ZEY
zTnGUgXp3T>Kibj`bE(B*b{H$7h1f9R5!Y+e@J?PdQj6buI4V@8-S|2jY~O;@(~lD@
z{d}BJTmec2i8)U#IK&f}CW*xl50^`@3I+y-LM=bZX=S2zUz0@5z1P#VnK8N+cY?3M
z;g`X4dYS1DCb0T`Jlp#Eha7$cGbStJ`&tBpu?P4zJXg?j#o=WgwGa39Ik^p>4sstT
zT0}sH|E~5{IpR=jXG;r?U*byl4s`=Vl(<eFpE<PrJrBE(7CKtweo!#=@Um9in5VVf
zX~hj_@GlIR;vd?81aHLLzt$^S#EIEp7}eL8wJMdw_kx=vw8E}sYCd52?BV*Mlka5P
zeEylkPe8`dS|VT*K64loeK*1FaTv1rtrb3VctN<O6eC2bdNLE--z3lwgIkh%oc?LV
zzoMF(WD$fUrl%4A7ON3BjhJJTAR3`P#e>ZfK8-lBRYa5pmOX?|BToG4_2))|VE4^D
zq4tijf+@9{RQh#ui0XYpRC58;Qknei|F(D?FcBWv#N$AkFqgigklW$x10{hfewh>R
z>s1(|y<rmaUa0haHk3WH^ER}*FvN{Zcy2@6tM0-6s#~(b>W8qy@GHs^LmtW&tM`NU
z7{B5@q~o$}X%Bq{Ai;bA367zbwve7Lq4bb}5W=E$x8Deu9~@28DP2+k-xM!^d)ksU
z=8=_TWh{s#9#Vb3Zfvb(ef@cFU!^R<yVAw$SEt+&WbtBJb=c_sAhdZ$tgBaJ0SvXN
zhs^L?l&v`WE`K96v(VJ2bL%lZ*6WjhS&E$!BYv=&B^8iLNH*9Cu)UCMr%`h!N2di5
z1V!G6hq$a{dw;Q~pO%f_2rJD2>Msq@2B=^p^BsbVW;@U%OIV}BE;|#N*}^pW^7V><
ze9Z_$N=%Fuu928noEwIep@Y!{=%FUyCjI7w(k$xegU7c~9Zj+bf=726d>(Zmf;hJR
zPM8NvufrO7n7TIZ-ip;|96SaaAPgQ8`5y}&6Tb@Mk`6Ns;9$)3V`f-BoNaSQdGLLN
z`{fJ))b^vz3_;iI_kB{HA;ebq^H{lHnAg4t#<VXspK1FFrhOJlG7AYyAO18jHw>C(
zp5cZ_<v&Jk3AFbgBXYYd+~L4;A2_8OH!u<5RoKO#(^<H3<%V-%*8*7W+*2MMhRqpA
z%CLz-4@@erqBEvfTl@*=Fo!!|EaL?5o)X0UIz%RGHl4L()uuBRDxJ%@;ZVdJk&}8s
zpak`h$<1%Gl^frG{F+)pl&tv=Oib@TW&*c)73m49-;A5$OENM1Qigrs@i${BOXE9c
zVKo}}9YN-YeMchiV|_>cuLjX!M94hs-GEY0yEmkgd&o#iKIFv_LK1bUY{@T-TRC-y
zrH7^}1hME^K%m@QIHjS1QMncbmV=<}D8Z#1fUMPW9`R|5T7^^UAL!X8riE6#h`(+*
z8lB#9YPNdi+l`YT<JeFpCZ@L=jpEMr38kg79qXu$CRwDh9UHJ3joXf31B7iyBL8D;
zNByrZXo83{H;_a^Dg&|HxG7@{gas9wa8R7$DqpsZtDNs;fg?ax1Js>f79X~y;v_E%
zK9U+5tH^vA0?p`e_tq8BrhvINC&#9)h&>a<eu^-`{}?^7gXa)A-#?;aenipiWZu0)
z#d%Sx(1d6AepLKmUnBe_Q<3-K+um#f&iWWrm2>SUKHsMo=QCv8Vc-J76Q5_~yv2ZS
z<A*|Pv-Ng(6W;2Qpy}j2K(yIBD3^waFcu)Dui%NBwf%9`Mp$b62~qN-qFT7Q<eBWX
z10y~M-blmZPn+_`Cgdh_?_oR#7RODS(#C2}NVAD1IR>j7n1FtRQQwe&CWX+W;sQqq
zbNV$_l2vDSp=Z)K)59HL5Oht-MEGBx5;;d$p7?{>e~HA>F_FK*J31zk?(C0=q?516
zv5?uKc>$g<p|NU?C0^ngHZ|l^&ln$<WQ<iN&9=u83sYlF^53wDf+jiQV<z;|$KivC
zv&#R=BtI;yM^A)Ru1kWZFMk4}GqB1BakJ`)k8YSF8co^eL!vWDHqUZvg%=p}P0aJ@
zLG!E#x7a?HEOpw<nEbxjTz*ZB_A$a}AInNgX|#D$MCgGggl0y21rkd}`*ge`qfK{H
z&S=v{W@=BydiMJ07<;Y0Z?>skh#p22CUz<c?_R6|iaBll;GV&c)oUWa$&;7@T*Sn(
zA=HuvR&Ugc3&85*A`JKeQJXlc>gkIITm0Akm$XG=VslI8>7q8g9Mq|;w`SC2EnyL|
zhZ>u%Xt~ycDuWd*k}A6uEn^n6rC-q^NRF|2k@i~acKM4k3!+uRt5WBw4aDQciuM>~
zLZ$CIdXEKz3>Hb<DTp@}sYfiRG7u?Am7Pd^(t@`1A|*)9RHW=Oi&-R9*N|$Ztp`44
z07Lin5TtTcuw@GNCNYwrLId34DDdgW71XE6xbrxHoHj54Fu|QCpOJ2-f5Mx#nJ_o|
zOIC-5+-#)Xl0lTH;J}Lox1MDsrNo(>^<kU|?pl*FGo1NXB$jaI-|&ubCf!XroY@}Q
z$lfAM%X4Tp);yFK7dTzPcW|MIZEbJ<je1dl%y1%;|3hwu=AF1W!2x=40hrkq0W;@&
z=RkP13L}7sSHi$D;uW$Xf#-}Z9Xg#^0?b8_y_p3_z(p@kky(rrtJ_SPdD#bu$iRsS
zPZXAB&5eacS~)Ti;pU$wyRtT6ocCqzZQ{xvzbMs-CoSntJZaHSJi#+B@XQlB0|S3F
zbQ(sBST*d8@C(!N_f|Qk;}^0vZ;I<bUP#wQR+5?GOJL!T3vf{lyM8dCnr@o8{y`*`
zT>lW>k?W_sDd+lWq>P<4P{;Wn8xv*<=Fx2T|6+_51q(C{H!TQf;Q3ARczQBZiq|nw
zZAdB7gq>ck7Z<<-%Odc=?hHHKp;MbBD!3i8hZ>v42;OHwl|hU^Qe_t-_^1VK>0<<f
z<QO{`*?miZS2v4R34_jz!cI?EFvuY6^td42RHS}lL6w0>NviBb>OU=LOD|G_<V;1%
zF0&ZKUe}OnrCkqv%mA_blS+b4D<bryJ06AF5B4Hg!7P$-`!a#7b~0fw!R?EJL!VTx
zJk&>>F@y`WXlsEGCN}wyxz>YkG45(d+Ny+5(+Pqr2e6V-;!V!tFx~_gtx1*{-t0hP
z32!dJJHnfEH|6l=G9P)VvGhv4k<Aw;LQXH6W~0uwDAN5AyTB=}3Qg+cocl-Qq23nV
z$;daDj-16Lx9RY6wO(8Rex5wZ;OCV(wOPW?OCfs;_&H!fl>t_eRM}yL9Tv2u#|nbv
z7_%5@(i7n4g`!oO1V3-GV2}a)e6t|l6n@@qL6w0>NviBb>R}7o(u<TJIa86c%Pa<d
z)-|MBX)gmlW&l6^d2<3g`W{ms{ET!z3WOdO0-;_;$vE_6fw)#OsW8EzY<{!Ap{i&n
zKUjieXzKw|s~niu{T`#fA+H;0#uAX}DS}VmW+kOWrkv?vWD4F}6FM_w`d>&aA=BUC
z9U)V?n{vqXL?4<3cfqL#PTLZ}X)vc|<5OB}BQ!i%tZ8iYplCjDlp6OEQ<?d<f<#Q*
zxan-YxByUn=_CWHN9)vP2~-b<>@9%mVhgGaP=%z*4pqF=g0}RiLXaF|B_l0-0#H3z
zv`UkJ>Lv>Y835G{f_PJ)+HFCVfk;WJ>_lqVg0}P`B}mRxr0g<_0jhNksaD!F;9~|r
z_3#kB47#z1Xla}iQgD^dlL`!Q2D3{>tS=QvYz7k#6U2J59yz7b#rDGuf>zs1m=nI8
z)uAc4b%o&8Ev%%JxRtX$j9bB(YcgntTOUDU3AcU#?+CZj-IT+v0Rb-;sw3s0dWbc7
z1YhLQY^)j>!IwlE22ukfC6Zz`cU@0rO7ZVZR2x!?G$Z(5(2ENo)0a;&Wcm}G+ANXj
zQ;@v{GW|~rstjO+q{<FP{KbN{^e{q@9AgJfk?HqDt27Cj9(bE^Ptas7(!P+rg-9K1
zL6w0>NviBbYMBLX=|xJAoT*6JWfp@>>l#w6v`>RvXMjw@BlybaXtQp0$D`0_cm!Yi
zy~MpGUM`T;XPJF5!J!cY@uJ*%0aKF?nQOh&LU0o{V~$!ZvPy8}B34pLyvbP{#+%@x
zHOVr=n^z;Tgg480M|hL&rX1c}?#Bm(D0L0@RO?~R*2E~OpHH)KC#|R!F;c%!(+KGS
zQ5@j$(dbv0qP&5LZ__d8>-6FR7<A1f!=QKT)Mkl6?||$r0K>x;R2cvUNtGR7_=E**
z=>dZvImR}cV$j<~t27CNe#e4A2GP+c1o5WP(Pu5FG7u?Am7Pfa-h#IDA|*)9RHW=O
zi@~6E4XIYztALLgU{E++QSNLOc3=^)(P#&xuxL2Y8t{dQcyx_GUaw(-VS-0bx`0Ad
zVp~-)k}t}}4Rv||B;>ckcB_4~>uTKOQp-G;^F91_^A4#YN<CBX>JU~^N|eeOA4aL*
z#5LJ7L#fM=SVE~M;2oh<x|?z+_0%Yg)+J8!s|Qv)8U(8{yJln7z?4~EPgPY6!={HP
zu!SSo#5b8Poy#P==|J`@y|@67J!g^u*>0WMEP?Emki7+v9k!s#0Ch;J>`=$`7PO^D
z9fIT-^JxlXFBPrQBp`dM1%nKL>`j7rQy}}#7E~FCl%&c|q&{RpTY8ZaBxfp8cA3Qh
z*}8^QEA0&6V+KIhi3PICqw4cg6Wx)5wF~QIoIL7(jzDZ{n6#Ln+tV6Bw*rII1G(w4
zV*dFlR-cCabELsbn7Mkc;N16FNhz@|Z-y||1wXHery17$0}@ME_m6n@!l7`XyC!1Y
zuR<YhH;i95o^!8;a|mnm)?AYx93CiCIQH@%vxfW=(rGrIGN~cIf;IMcBIX$fAk_v?
zfu}g(7aucy+O*S8KixUjIkQlu-r8WPQgzA&?87<Tc#s>O?S_YwwBUR6WCi`9`3m?u
zw~$WkX`>e!$jIp~RJRujL(cN0%T8ImbQ%0d=Wu&Jm)9!_&j8Ptt1Hyun>qZn-B||z
zwTb0h5h+XC1ch*-vaCRF9~D$74D@vjl(u#a7Ah6!x8{2LE?Y>aZ!Wyzvc=1;@OM<l
zO$GkJG7y9MEE57R#B$Etr%kJL$Lx>q{t84gA1UA31k4{cDCrmKl3x2}17f~rqtiD6
zQ*R0tI7?~>PKW8Kl7xsu4p%sI?p{uu8?|ELnvDzLr20w)_plfpF05E6zJ-T_BLmeU
zoKIgUuUNKpsSvwJ&7rR|5zD{F`UPd^fQgo&%Ohmyg+^ou&loC<48rN_u-(zBViiv%
z>qru#O=pGVNStG|P{@Ti=_o9Fc(fT8KK4<wh3)@mMg*mD;Y3Si4@hNm4i+%nJ8)*P
zcWI*mv)b)THdhMe%93)ayHKufE$=8)idQXJ4JZ2z0?eo^SzXvx7$^<nk0k>mgT-xy
zO0}!IRPBPVwiU`t;0(KbwXn5Vs8BMbcz;!hZwZQg$M9%pZ>a}fhf}=}nXA+eN?nDo
z@D0<(-Cf|*&CZrt8j+8`b78x)XwlYkX$0cnT~}>~V@)d_e$bbZhxc}4b05Qr3`4F3
z$uq=|X=XmI(u<q)t-5YHC`<T&oWs2>7WIZw;9cL)JFs=4YNE8eE?%K?G|PbEC6K*Y
z$4x_9{%+KpDKj@52U`%9bf1CYsMCx^i&Uc69swUPfgZ8ohe6!wYEgx7tL@EImD3nb
zWc0q;f?k8@ouD_SYup%G4!56OW-&ph2!r5mLYAOCMa|PnI}K9Jf=;!)nEf7iBaes*
z8+4k=_iiXm?E@XQqbkbO=mwgBYKi{L%UIKck%>DZDyN+h_33mwXgdB5nk}9ob70;R
zI=r?{2agvWDr|=%Mh6SDpAU5D^P*pm9?;Qu&|FCSX9AX7xC~(^^z|1mTfMMF1;Fx@
z9eo?QY3A1^TYc*92%1zkrr{5=X3j9)b~<J(^h5~M{j4MqsFPtY^FVy5-<4h`=e{&H
z<>fr3*0LdA&cnf20KB+a3ns7%e~OWjy23BR4cRF!^$E<FPRR1Bj>BCWILTf$HMO~n
z3%hrGbQZF%n4_Qb8sYU5H&Xs~w*2$Yd;KP44D6!9wR55|F%Aj3BXJzw!4qnYoD=;Y
z2_?lvcM>LB_~%6blImxYMewZG+Kl1R@!B5cLSNw;2)gtXtK(y}x$qOCGQw%l>ku-8
zQS)*4|6nx&XT74YaBo3jz2z;yXZL3CU~UzElkf(aA3p0fk@wVGvz=#l-sEtoQ~#??
z=7zk!;cJ`-&3B84d?f4$jwTSl9ye}GnT3DOD%y((1W}&~|D4s2Q5FW~au4D193eEp
z<L6ikGnmJ{1B8Uf+v{TZ1cmSo<}sLY8iTn9_E8<-vXz00HwGlB>=RbaQ!}b&P-)%2
zK?60ev^7SZf%cvRw43#VG=W}jn}sjX*q)gPw1sB+2M2SQ5t1*AfutMO>d8n<WCQra
zT8VV8+XDy>4QthI;epy^Cpm+~p^<9AAJKv+tuv5^p|1YYNI5v(L_-@myQ;qkE4|Cb
zp8P-;9eS+Bx!RqRmjYZC8Ok6n0^}~}h^Ubz-Y3aPknIJ6geRY@L<-#(&hKhy(~O61
zl3R0cD>d<VjOTqbA>)A#Tx{++VUX&cB#UNCj5hB=ai`H{y0aN=zIpmI7=ML-0Vm=Q
z<Z}Dpyd!0g>njdGFQMLS%0pRaoKF1i5MMSL2ljlUdp4Xe9o@fK&r@p0pd*vzn6B@c
zBgs=CJ92aCA@gu|o13mQ(bPNi;%aZ5L@{#3Hx<j#qNuxbWBQNi%<}{*t_xuhczYDG
z2aggCU`}7*!6*_V_{}8f3l>xvgfAskcGKpbw4g2hv^hbt31CTxKtCc{B^-gyXk+@{
zS}@2!q<$@kHx;QrTTo>nQj#h=k(&Qb=CsgN)m6guA|*)9RHW=OiwTNH*md_|Y(-^A
zwbE{b)NF&|)KOB7S<Js&1dXMF;mZA~AoyNE{~EDoC_uhIgl}h336`?);P(pI#m>{j
zQQ13nwim1YPHAXhl%}5{lJ+Ku(JU{T8wTf|a{HSyFJ`+>un^{iZoIeDeG>b0(UwbD
z#i1>CPu%$|Mh0Q_y2d1d|9%){4Q5O*+81MV?y+&_%{(gV1*CKCLtx>e5UUodez_3Z
zoSK2yp>DjOwRk};jw|PfV5J-k>j=yRilF3Nk4MYXp&6WwIx)H@TYma+=q|_@*hc_J
zi$h~#pdZ6rLVV~c9EaXlvCHF|;)f_UBAw~-H3?M2p~D1O@?+E^RCkjsg5fUH81)XU
zMj%FwCOjcV9c-9zj5@Jhs41gj)b+nQ7Gu=)WSO;1Ql6S;tRL(pJ4@Z=%Z=Mc#+V+&
zP(NjH31!i^nx6(9$w^RhOtw(*nVO@cCyb4cpe$q;b@tW!LBWG)^~S`wQYTKmKc7H_
ziEhgF_tpC|RCkjsg6i$Q5k7A`n(clOtI@c62OB1=-ihrJtKRj$ItJA{S&ErdCgqq)
zx$ie_nHc4^pkk9Z3V5L{75*RqqLJA6W761~KdQBgvS{+CR?8jnnr@;XvKf3hHWxEC
zfn&FE&=nd4l4EqSL);|%Y}|+m?9mxjGld-pRj6@;a5&JOa#ZUO+bn#6#`erape;1h
zAJyWW7~XrZ$k-oB;62^2;6_bx6PP6@yg}We1oRnVDB%JWMH)(=JDZ_|fNSO>2wqRB
zN%O{+;8+=sq;;vIJn9W3z|`?&%^WiDk4XuUrFs(jJnVh7N~m{buR~8~w&W^oKr={|
zX8d5QUR>>+lW6=v=av@%(}ogez*=6_qa6c#k83L50DrF-cN4k*TBvvjj2j6gAHf`V
z6d4v9gzJXXY=dwIQB*C04Kz9R^-!LQ$3;k<3eCmKvGlCxVV%jJ2I?o6(90ymC`y-8
z6JgW{xzcOZpP^xMh|_t^Mvk`e&zR=i#0cfq+X8I(v9~Fq52CT&!g#RT!f@|pWTb8i
zANTz;W*m}Jj3dQ{;lj9Y-ulu|!CAc6Q6i_u#%AFwDp?q9@rX&=C$g=g-*x^dWUL}%
zQQ;I!k8=<fAjJ=TJVpguXo?Txuz6C#xO+tP8=sua=F}<kF95qTKR9`lHQuucJhWhd
zFP}ffjMK>H?7o3g9%hy{)FY8Ev#LFxQPqNd5yOyUO;sY$3qePf5Ow^&kesp?@_XAX
zeDTHB%S3!F^w95xa2w8zr$xqoFNAyYu$U(GLgwBHFr#iS1m6<9ki~dMy%4&aQoRs5
zGmYRr&DCq53$nbKT@Zhp@gPmgK<NFCy*;Q%<f|8j9}6ck%dr+4ZQ^<!tMuX~)jH5H
z9~I_rezzlnGwvqjmLfs30xKXj+iu7HyxSpViTWG`C`|P^!UCl_95GU>^)>?45&-sP
zOe&0e8!uAsUiCJJ=;W?OgWoVc8Db=I`)mOo{C>t{TH78i{i2PoVhq@Aos3sAGE%pL
z58`%W#suPg@kB^I@tus@vaO=u$ry)>lR6og9_I@*>yr>%kqYm3GTurBTd0YT(y)0_
zqO|Ko^_$zt__qWeS}?$u&ws^?)5xd7=hmH!Co`&A#+?lGObMNgZ$NU&PR7@4v+%_i
zTQ3vwwa`Pqlfi8`H=Y(5`<)E#z{6si)X8`T7*oHKfp3XU#=LjI9d$D3Zc24B=+KeD
z5^hs7GT1;D<Ai2*F<L#W=TStHaaLd;Ol*ROcV2K^?{w^ma6x^{yBs`;0jXoK0Vl4*
zaim^c?bb;))Zz0`VSTN;u{#$`oT9VP8x)LlX$G^~PlW6Nm6*<MUu!{?!R&TPmEG+2
zO%}AJpWQA<HnHQ{D44(H%Tm!QO<FK9Xu%)@ktzz}O-1Tj3#tr6N>XJfQezghr57nd
za;73>ms!k$i3scNE<sKyL#mZ_2&85kG}%{kr1BV+2cRewGT{zU1x);Si*f-`8&d}=
zB)Z~<F<AiH+4vHQ3j^U2Ri=|G(_t*IxVch*S*Jq|ZeEK!;8854(x##*FlO7(+KOfs
z!f?cg7!x>_jq^$g6Se(-%w$IgLIxgT)dv~aJxedX#K=h93VwI@^O!MpcYX0km=GI|
z*_?jq#pP+2UO2hpP|v_f1va2;gUQ{6zC3K?+v$XGbe>aMYjj!0&$8vU9~b&DWDKmO
z;Zto{1}4Vg^@*Fe{ig&fEVSL9xBY*q?j~8J2w%7_U^M~*r060NVi&=N3D4V3Y!_<E
zsCfkSzj|2%%Q6z>oLT9l@-*LU5>kB1xZPw_(qFRieafQoB^wu~S+bGHGCA<C&q`@z
zImgnw;uX|Ht|fnbv(OG1$C?F9-2G-@O#&4bb@$D}Dyq9l7D2P%?ggJ4Eax~AtI@bw
z2sTXEEF`u|tXZi4)rz{yIT9tD8HJ?MQW=Fd<5r6?3Kmps@|Jph$JR9Y;bKHTDZ|B|
z5!S7_qaCkD!8Hr!B`s9(;os{pV-xrnp7NJ^wBubFRV{^Gh?-JW2Qj?ERs;OOy4!5C
z@WmHfFB9>#&_jQ;gLjd5-^3zgf3$=5zr$jhG}=Laq3)C_d`paWJb`yK+Cg_yYP6#R
zhX=$7wcARtD}SMZ5swp_IpT4=7pP%W8IF1^2v>`beCWx{_5B7L)XZR}S?KXgy|~&t
zCfVpmurb7O3XvP{@6HjB8Fw4EnrjfQ{wuT+0BzH7^#Tj348qltD!Xv?Q5LkN4_6D4
zO>BF@2*?YfRhl#c@)8RM8Hm&gkiCUSt+AlWK%^v9b|SUWg0}P`B}mRxr0g<_83Bo~
z@b2?y^<zgso`KYCM?m~}pWK$y#L+4=n;Hetoue8FIXK!kM{Fn+sGNv|KZ~{XTq+2C
z<D(&`21Y}ObVnc+(*chZ`7m^ForQ=uG^Q~Xe7<PS9gGFgn!9IQ<86!#-ghvG3d#6_
z-?4o&W=tJhUy#vK|9?EL@ldwB_5+yrL&m_`=y459^vwou;fWj9_)G#77INkXF#nC}
zZjwbXP+_?C%l#ZyBM`tuqn|LY5p0-n05h>&Vgs1<zsh!8BdI(S|1Rx=AAPykxZSi6
z=DR72DL=090?Lr**SUh4$hG8;Zx)^t{E0RTm>5^;#F>SC?un<uqVB#~*b_1~n++W_
z3+{J;I|kz#`(ia3Hw(dr37dt)c8N6$^}ot;TqCKpR7T+sB(W9^?+<ngqhLXWKdy0?
zEfs!X7|~D4z;KPSXz~_To3hnEAO8IlW^4lgG9T9{W>mElb|Gq9qYh#y0M%x8OY^MV
zwpsY%i>;T5_*&?pKd!;MNZc`6WbBV?Jj;60VKGe_*C4-8cU%MC65|^0L?NVc4Z53B
z;~L9{VH#wi3noK$4ZsmEF{2tiuyDKL!0~zgrQWvj+A$G_U+{dIIr7m?(G^}^PF0}Y
zslX97J+S6OoF=cvGji^VQ`nxxwNoxT?bvGJ8ko`6O4Sp!YdyW)Ijy%)>FKHzw{}&A
z^F4)5$9vIfJ^ggpib*Uw%Za|&9)Yj<79Af(xro7h?wKKSrhD7Dh-~3Ei>7=cA+tDN
zx)I9ACk;`rg%?Dm0%<if23oNBG%vFc=(J9%b@5zw0>d;#*h4C?uXSzj@SAeEAwjfo
zB5STEbQaWGW|C%TEP~_iH<1JtIMvqR92}!DzI1D21?mg+iW@#Zc%JqKG0K0;SoAA%
z7MYAgJqy{JIay7j{RJdHq0F>1pXUf;6U&frI<Z4NWXzcM?s!`fr``r5D1Vs%X3Qpw
z8_SDOvgqZAPZ%c-X)Y%Yfb26C3lo^)%UH}1NL@|VN_!C6HrpW(v63Tf`)B~<6kwkk
z00|pFHT)q)Q26IjOF;q#N;skSLrr{#nK1a_HoiBaM9w}g<b?=a7@#E93Fbr?u`Vt=
z2j%zqL*cRx?+6#t-IT(G$5!C**f==o0l`BefFOO?O#HX!Dm(;D(x=RgzMyxuAVh6L
zChU!P#_UZmwo(jAi?O_EJoOg6xY}DL(IghhwOHJc`3|KK3~|fIBt?Q|@GgVYYz<zE
zFH&;3+pD1rW#^<MDf7nVPudrM_t60D!m3@tT0Ft3<+S5dPLe~qc?UaZIFO5k%Cmwh
zu&zDd(=Uz;$~(BmZGg`7R5~F#5|()|9jUP@@J@P+jwE$E{N-trR`NyDjj?(|)9s$|
z+q)SVsoC!b@b1KnDS+ooEuf?L@!N0!FSET!AIr9i{`klTA!DeKF#nEz{5Yn^nSagl
zn5^k}m<qPg4nIPN%@d19k`&B8BjFvQ`pum<|8xQmEg0a-=MOOBH1c^sl-*SJ5!^Um
zyy%^9CB$VGe$1mVzt5<q!FaRb@N`X(6&#5|XO%EO{hyGmRA3f55nd-uj?;iT93oe!
z+!4=p{(ItcHIa!Rr`&0fY2zbyHBO!}$5N^PZ;0t8HI+!hSAUfLOw`|^B7T6L`#|n|
zEHd^xVjLHR)jTOcPhwEFBZhB@j@W5<M;$S`YfeWj6)(EqqG^l!T6`7@f`u!}xzpYT
zDlwa4(Bp+jpU{67y(Cz1w#N#(%YqdrA)RQXy#QyE4%gUweF@<2>U=f7wlo4qVAhV{
z-Oo^Rzq`IVo)=oxf1?0&L@V#?)y5}B?<+(-wLBhkem0Ludp;`XuIDMWBY76NMn^(U
z_D4br*Yp&ItHsig`8ddY?_2H&dQjpx%Y8vH9R;~6A+tDJYcL9ew3=C5Kb|Mew?7Kf
zrPDf@WsTOUYzm3g-dw{JauWC`oXEP2JN4Ro%^uTIId=;b@8;nWZOJrdZ^ZZMgr5jz
zyRSqNlmT@^V>|A}n99a;xcYD@ev?ggMv%O1jaR4NpgPyWyTPHVy_mMEhRQW@$l~4R
zEHN3sc^71#S)l$Ml$pki(3nJcJS&tOJ7n?k=5pd+vgd>eSn;(kX2_zh?rEi60yWAY
zf(O3vNL;8+s!YQZKg5>6pEr)Xj!M!(bOFO4tjFc}ndhUx>Bg<P&?0n4tb%Q(DxFT}
z@MtH2u+A-Oln>qFYaxlwT=_1yEI(mohk#V5gIYT<u^ji*<C#%#{{!<5+PL{1ah!<%
zlR!kQwSMvlfSxmkN5^aPhDR4CK~UKOrvQ0^;lKKS?7az`9YwW2o`kFeA%tCIxddS*
zA(<>JLLfXs5-<iPNP?({lbe}4ncK|F9qzr8WI+5O@3BO$E5jy>D2gH=t|+p&p{O7(
z@411vpuXpV3obn0)2IJ)PE~c+>FVx#tGauf`M;MB^zG@Yt~zz<obx?Zb*dWbvs3QI
z%xbBxx6(7_9k3fzJBR)nESBL5(a%F+jal%Zj$cVp&T!N?aYwN_G`7pT7A1p3<vJxJ
z-oImGH1<f6>zILNAkIe?2{aLHz>c$X7G#<J^rvT(`7~Cd31STIBmI0?dN9D^QY~7c
ziGD2Ya-~ai=%V2m1{Mdr7wDzMt^@Io##nTh>A)i36F9_SW76TB0|Su8T#yaemOWH2
zqWcO%AvRYRPA+<H6JJ%khJFO=`p*{~yYo$YCkVdn!e`X`N17xwrf-F5`7veDWbgP-
z6RH|XtZJIAil}e|qV~>N;`?!T!S9AC-re*wBBf*y+U?x~kGi}M()Gsa@ZiI6E1imu
z(bG{H)_t7r@1yG{==w>z-VayrQ+Rm*E*qwL4~n0M;HS%bn696u>t`@wns*mevSEhz
zS^R5;_c==XJY64w>($=-Aie*s-WT8x?~8bO6fa-G%a{FUU%|V_@bWlbzKWN7@x>k9
z6L8<ve^8hAHMjwExCt9|GhV)qDc(2e`c1n2D_#GMuHT~Tx9R#FxO&9E@6zAj!@r-z
z%iU1W)!tKZ3r+n#{G7E{yLUT0?DF1)b-WudPh-v>;N=cVc@I8(FJ69#FV60N_b%^8
znEYeBd<YV*_U^&t58~w+c(}`ZKiux}euDX@dUw(vw_xh6czGxNeH&b__CA33{e3u0
z{3+z_@_q(a2vGYE__=h<`-S-VmH7F!`1vjUba)F<VUNPg;dnU|E+gJ^TH-EB*fl~Q
zAjA(5Qf5*P%<R!v8g<VbJ;WEAi$GxfA!>M;9y5oOgzI5rM!7av=^eXTO6g80nDno4
z#e^87t57jvC-`In^uZQnMhP$Pz6LJu!^@xX@;`X#8iUIwyv(~6F8ku;b$Iz_y!_L3
za9N9&Dc8eg23|gkmoMVw@*CiC6<*fd2$z@O<>Yt3<utt9a1&f^!3%!8(W7rZ;`dZM
z`V0#m66(>}qR(JR?0?_|V@5m*HNnMHkJez(Df7^m8}a@qMCEz$^Jn-0q55y}^H=fn
zH}NwCh9QtPP5exU9}w9Y_%p?u2|wO!xLgX(#yMl&9&ihJ_Y^;S!B3YrU;MET{h<M$
zHw-B64S_UigPcIHMq&~=yo-5CV>-?kDMw7s>(e7PTD<@TnyNn!@7QdX0|ukn6f*KE
zv*3o8y(|Ox)v7&9{n2_aG`h12s}};Z07$Z*lRE<9JsbOhx{eH#PJ)l4*UR;Csn&^A
zk2Urc&zJDWQB!ge9P%d$vL|{C2wLM16o5hpd8~!<5T_mDoA+i^capeRlivEg-Mv^r
z2Zh2dF7)=n|HXQ#TR+K#9>9Tp@;Li?wb%=*{oVZ#>Rgi<F-yHXSn9+}$FjwRWeXP<
zct$LMXIpX1;=*w!Vn%qWRxb^&Y9A~Qjnqr+iwhTxRO%&FAtYZ6=jYR(+9CSknCcb5
zOd>JYeil*AWHaS_i>X6_gxJm?UY}4{oTgjMAR?`%gUFpxj(NfGT7q6MgZM_1*2WvM
zHy&`DQF&{n?pu$gASA_37|^0ssaNsrWLPwe(1~DjEq>mR%HsAnm^T!Oth4Vn+w6CC
zO#h^rH;iDhcNdZnH*eS?pnS@u8Se9i&6^RPFT8Wo*c&B0=3HiIe$I9J?(6n_Wiyfa
zI23O;kTXm|5QzRID$JP3oYvc?*knZI>uEF(g%6m{{XAa={B#@`Fb_<Lj+u%Z5K{+;
zulbOTwjig<B-}zhfw5=G9rn(lO>DmCQriQw_H>}i;&h|G3aZ>rH#*pXw)CeP36jI}
zLsr<^RMF;=^e9(M36LpevsFHoMaWq2m`T`i4*ar^u;oxZi~wvUY>fj|77`|@a+9!^
zInb6~!UW0rN?1F0+Ql#cr77gyE5R~lZ=Z+~RBj=LkvW(|dJg=xkjOqaiQMTxm4!q~
zs=^YvPXhNPKcjLmeqQN7d3t#j4H{Q@jU8kv2{h$(K9^T0LFE<PjYwy_eWwF&EoAj3
zH(9;Mfhr4Gl~jdgbw4hNa)8hI8Iy<c^Z^Iz)61)9RKD^$-<a!A+%Y9{w#uurNEG)U
zGoJmM1J5kv@at}J_>2Qp7IG-53d`YaHIWqJod1|{?spC}rk6HBdcM-u7EGflPMBgg
zgEFafA!G6xW7C}X<vI|V0mVDGi3d1PWg%das<41f$L|nvmWfA<V@EpBmR_&~$@vP_
zT(m*{oUCGmDO+U1FrUhznJ{|H_;rc{zbs7HN;e5R(}5}r36oU0N!Y6#XiG0)g5*pk
z%&oAPkg%rnkw$G-!hC~T8}9J-$FQ3N;1V5q;=K@(8gto{^q6<+G+KM6kgx}#IFCZY
zF2N4MKUGK=-pi@>VArNL=PMTOuEqlV6+tkIaUo%#ax?i1(+kX)u*z1i)KhOQAndXP
zi3;z>Y3!{9goP?GqQTyP1?$mZGsPQxGO&?Qee48$icqktp+39m(I6BI7l~OY*mY2t
zeJB`-2!(=?*ia~#;*FFPKMrgnF2D$hMY*wCdXjAm;?drZeXqy3U5XEMEeOl{G3$qh
zN9u**P;X(dI8@wLDx3}X#Tu?*7W=A2SXM0bRjTkc&YlbFu*3+9Nu3;toJwGzbuS|_
z_2RwHj)~jVMz_T6OSU*!u<h(3c2~Uwk!;LL=n0JPk7UdDVB6<sv0w_i49qfmrg<JK
zy^7Yu3LUF!wNkyXk?i%t!jdHg@t|HQ?C3AUZu@$FSqOIlev9=w?7%Pe`XX(9^e(hU
z6&pkT!)%!uY=C|W3I^VZm7hWfH};qq=r>oLFxCXoHx~o?>Psqn=uG3n!;_f!{4t^K
z7@$dtdkv0-eU4geQ-qEomfLZ?=dl^uv9KIWboii+DtdQ>kA+R_4Iw!Na|e6#w~lO0
zhFR|<m1;O|EY_BXH|Q8c4EU~f@5my8<6pl;MYMh<^jCWO-~+Y_kVvb;C{^gGK<IFJ
z2!kCqzU0g`FE5npJ)IOlQz9(uESy;>_QDsXw~iJ@YNcvhU$rt==&5b*Y+FCnTiS`{
z0O#HW6pp}Y9a~F<VIK==_Wt-|JKNUa*Q18ObW}?P46f*@4~!PhUr-q?4J}w)SkPbI
z){nmfl^ytl->xp<jrf$q0tlZI4xDLdnlJM%et*2O+h~jIkHExqK*6yl1{2epm^ps;
zDGmsWrafokyE>s(hqeaB<rHeGO%b|r@#etmQ9Bc8>jI5nD0{tFg)eiBd26s4ts57;
zBf`cdu^(cMOY^rLpJ1x=%w;#DGCgzIEsMce-i!*R?m?;4Eh(1zLns&gbpc1mq{gSR
zfk#>kQED4_5zR41_&4||RFPIB*9X0I-^uALtnVufRqBP|YGr#F%pZgb_Lqk6!d}`@
z9vCRdPlOl1S2}mo+9aQ-#re*iDE<EEgL@}78fX}-I`KcoC&I+ITJ!da-jq<cLyH5m
z^#*FOO%Z9#)?2U{t(z^qJHlowu{UDPR`a)BnV;M<AWEVnl?}Pbx<^ynkP13DBHp;r
zu~vp86u@5KTs*l|n*g|Qj4xavW=a+p%G{I)OVU?{Fm;i=Jk*AE#Yg%C3!=wr@xf|9
zBDdv_WUE<$^Ya<%hZtLeiRo?0Y{hHt`vi}f#C<QJP8$Ot#U-#I-=>z@6p_Y;JcZ3@
z-G<0+2oFu+yrXL9WNq<?vFy3LSSG0oZR3p}Nw>DDHSNxLsj}%Fqlf=Ku01>*n_=C<
zWb?x)k*H^}DAD|_u8a*Dle(npQ$fQ+*4>yI8a%SQ5V{is4C{t)$4cw403RH%M};7|
zl3_ydn6dxFY_%vrgyW##*x@iHjyEE7CDfV9UTmP2+7yun5zfYDv~DkCH@G1}UtTPe
zRAr0^JMtp8KCV4H>eR!Lh>)mfv53(8tqoaPGG>pG>P`g*E3Er4H5|N>hjda9Gflw;
zQOs=IAZHnBBg1g)xIfFFCKO<5b=k6I%M1N*?zeJ*%?Z%Rpk@XHkvUi&d@x%*3NYaV
z)CV!61WZhi3A8l<qk?D)sN$2TGL**J{P~31ZA`o2O@4;jY*R!Uboc@`qjhwU9pZ)#
zPvyljNma(^@N8b>{$gBv_%}{H9ElEz8W)QW&EHyNVaS*gCKa8^_`lD(i&7i^^SJS+
zK>-dAeA{Ga`d1ut+=)$0f5Z*}X80r08TXI)K)eCAv0svPf!RL{3XUBLVB$Z{?4OWO
zyF;6UX`<t(%{E1(G5agA8LgXr*&%Lb|LnY2CaKEU>=*MQ_ci0%!#z$t9BK9wH7?fd
zH-D?S*$<2uGdxK}r!xBoTX#`vvwy7G6;tSdzy?|lSXYJ#{c2%>I8<Z-i~ve~#gT#f
zLPUTCy~WW5%1t%hdAq$gH)Jd8fdwBUM#ebqn3&#z?*{Brd=M4U6DBD4B-CVMY7Hm-
z1Jpj7BGOpvd$Ad<TWg*9;VIul-pA^4^S2gBp@rB1A+`_~zy%jlKy=|TUtvlrI+ZTJ
z&AN+H>+)9zDm}%4^2McYwatW-I?8dwwLcjZpkAWz0RKfeJBBUmVSE5QXxmoaj*$d%
z8w-4|wE!P6qT^;d3!7mbaC>oJ1fqv~ibEJmRU8^E;PgPHS{FfB^^3bzeT&;lo!dGK
z3(noNbREnam#P#>b?)Xh5IKcmTuQl2BQswW;kQ%e6^a;<&eZa!*{Wq=c78;C9%FVe
zaeU0qe<jppV>1l1^E|cBrie6V=P%fd*3FJ&zMGRc|E~DXv1zZtGD%g&PU3>R$UO`S
zw%pgDAL?rvDEA_4hIJ1|I*Eze6$>oQ-};E08<;o-6M!r*nJO3#%qHEE;bg`xsfnoo
z?rCdd5Cd=yRBXnbW)ztGP1nHW;EO%DalvT|&Ptz(hh3>S&M$)R4&h;QIi0BZA`v^-
z!FJ@)!HKv>qFUYxX9~i>ioy3nVLqrx>7Ddu<o7}o+tK>*ilH4C;qO3Pik3s)6({pE
z(f@z;Rx-^;LN76^^Bw}h5PP!@i7>0%;SIa(linp*Anuu@-H~*XexnT{jf%2Mg6)&?
z%)5r<jQkL$_jagLD&kqQp%~h+qme1pYA0(8Oop|-k#e!vw;*;YqTATY798O-*}cm8
z`bI`DS04ue_qUU2J$RU4&2_9MU`+<wxTcFpa$TUOZ^m=+SsU+RHK%T4uyyMLSa3)X
za0WEAb*sVm1u6Xt?Jo2l!qQ|@V*MV1WL_R?>*q3RtL}hWZW0PNw{=J5(-{#j^)yNt
z4;RAt0Mry=SekF`3E&Sq-yQx!QX|QFA7g+MfdMjdh2vuH;5!7LTHr=5tN>uJV@mJv
zz7Fkc%<(}o{u^$XQG9CQdAy@fEzq6&rxxg}Yw~>vYOw?SvsQC*6ppNoZXK))6q<Po
zFEBlcPVs7<uEI=Ng|azeUt#XufjuI#qh4SJXCCIV+qRI#S=imIPJ@~wB2;E3ype&k
zusb;mie>&`3(8wiyixAL0;n~?T{uFRq1mi8R_?;lIBNtS1}s$vMlskB=9p{sO3#Ib
z+UVd`kU4#ZiBI!by~+A|AtRStl#HB(BL!oQVl|DYv#^TQoVtyHv#=5i4w?NZXMs(S
zhkb;zu#lE~1ansXoQztQ#x)R)YuzK*m=Vnh9zna1xD8NKg!QoT2(X7^!7phyHw}nG
zq9Mt8F=K!efq_TBwTjDj3}z>h9e4!Xj)kQhta420aF{u?uO*KFGYXI3O1vYFfbJ%h
zM{qc9&Nk7W%^U1zrg!%C<>?9NyQ#xoz%9saeSl>gsQpgNF@7GvO=fkP2e2?gMXrN4
zGVlOqkp}=hVa^pGPZaWh1Zqn_{)NKa+`w94h5VmrX%F(m-OVrNEFPO!t$^9#tTs~L
z&$^ad*^IoTqlFON$7&i+FX^kS=G1Kryri#S!67J&@{+Wp5R`Qa`$|t^Q7!pOT4BuJ
zeI}z;rtz3G+ANlQewY#E34YTuA%jmrO%XQN#&5ztk984}9FQo#Ns{#_V}KKZf#1aS
zj7xirXOl#B;5Ts;2+KWSSxo62-tVA&E%{BDQTR>!-vf8#H__ds@|za+YMZf5|A_fd
zhnVU3oi4eTJ5N6<YNK}8pIU;wp!-w$OU(K##hl~kR~>Cur}<SYB2?%ocq0S9YTjC0
zhS7S+^sjUtDL?Bps6D~YS|Q9+2Wyp;pOy7?Sk~)V7tSPSJ!>?#R~dOA#|rkI&T1M@
z599(?bLut*9>}Y(;1)cPy+CX!%3sBa`Lk?cM`RF76e<r>pZqwve(&08Q>ISAe@s4R
ztJ3*WRyCtmr}0Pv(kvX3N&?|xKoD_KLE=jWBN_i9j>q1WK!S}{=)ChTgF;(B;;JE!
zJZOCaEQtj%&Owsv5w#@tVxh_xLQ5iyyp1D=suSz8B#{;6$Vsx!W4-1?VBpAcbH$B@
z12+Rlj>AmYd;oaHl-?l(sFfu#lr-VUJ&1SY$kE-Ta^%_x=V_Oe>83F^?uBN$a1!9<
zJe|1U00m`G!Y<suBL8(4E_j8(@VA)ga%qb(IBAx~zF}6UIdCUNsLtc?Mg|VtT)-;n
zz+vB*?pweg<-GkIYEE$8P825T3DzPj=PlEn>#VagEt$#7Z&`C&l9wc-8fEKG5{!M8
z)ij=N+io8O-LV_gB(*Vc+ooW_nYwNJV2QDA8<UB^C1M?VU`CDAJr3JooPab7Z*9K>
z!ehO)#FwnSwWSFp#2C*=LD6~V9R-Ev>8&NPAjSiTBsyW*?G&NG^PwdX7Tv~MLyd`b
zOp?fo^426-{}VDSHa#U99e8WpN^yJWz|Fv0<G2#G8i15BrFRGcYQ<YaNfX}MR=gu`
zjqWCux3+?BZkH#Un2s59+>SESJ0r@;(}#;Z`$Spnusb)39i+Q+k#94@ehI!}hhk|w
zyB%hAnrC-vgdM2D8yR?Z2a;zO)p@3q7s)l{@4Xr5N$~eh6-KSj+G*wQHQ$tM9I7LL
z%;rTV1J^QQxpi_ddr{unX@V_pXElwdw{|D1IdvNYZ|x2&xCL*Gf4#BkOxyifY-=uC
z(jh?)XVh%n_ptTbLiAZUZx19;AM3m&zGUsZeJg<k8{N<u=sgaF=IOj8u^`4FNb-`R
z6nd>t=ubdPB8;|;^M(o(>!&1<73I81vTkR+=0srNym6z&O@{+F1Luu{MA(P`7{-*|
zAq1!u=M5!IIB&D>g*$TI=x$OuZ_7Atw=(DUqNc7}&XaEuXBR2gEbO)&hFzn(Z4vJ>
zz&;#b7(b`&5VJbXX*)eay$*yoGH}}Vk8s+e=j9?erX03oftCb^?Q~(t4q|Q0*kKD!
zkzw83++hn|Wc_~<BbHkv8&FCZoWDe{<pfsKcsgtwS<R{27&vTaV!_!vY~5IFdWWqy
zqh{;=#`rmG#RTeO9k#@mtR1#X5=gMo4V{5r6$;JMVM}5`j1!RL8AUm4FBJ-X0kkB-
zVB0uss6es4NfKF64x1!vJ?k|m0t1JQ8!c`+9Jm=cY#b!QMg)K`rt}UWK&?1zC~3lB
z`yk$t!$x<L%3*5{&J;8KFgC>&wKl3=&U0SPJf<w{m3;yEuX|;|D-4VuWunWaEym!a
znL+!!S)JyLof)Az55pT7IAdaM)bAT}+AQFYa=o5}niE{FGlfa|3~P~<>$RZulj`Ig
znd>QGKW0R>)XPbxFv>!A33mK|)ij<i*PmF;soNO1T))SHTX4A&Hw@1BP@s>=UV*t`
zunpg}8!$!op6(RbdR4X?24`hNbApq9wvf2ppr#1BVdE2E568k^Br7FZQ9gkr>$glC
zod^tk0<KkDwqsB`iR{29;MOZF<zSCvO7HLv1h%&n_>LKcPjCv}kxxK(lgcOPfOsi5
zn{Wuu25h!(@L<zvz<??7cAj3roS+s3{b9G@T<ikfEzsU!e!+Q|(az?i@e4MY)oFgg
zIT7m91#e{F7wk!sG#cZK69qI5DbK)zx)VHubA(|!o3+WxGkEES(x~`aZx4OBw=hKC
zv>zy6SSoA*VkzEv3ogTKp>K+AS*#AOgfINI4UG&AkHWWptHn|M(-m}f#0wKj<{{1(
zG4i?1@unZlKgQh_Q00eTQ+*V2hHe)xd^Dl(7`HRYpzQ|a2&N;|z-p>HB9hsvQL`j-
zd5dNc$9Z$!I3CS8D4~;??j|)d#-1lJH_F@FEVw<y+C84$-kq#wE}aen6nJ}gV8JbT
zd((U2E84zfgtr>pkEKXEo9yn1a#;U8oKf4-_<OQ>tp~_IkP*=d4&Qk~=sp28MF4`0
z!-t(5>)RyhLX^WN$-12}z=^=X;p2+M#oIxJ1BZ`;QdrOdXk$u;RXb>3OAa4q6b|3-
z@s1omx|>uE-@-B+>D*n0gMD^3_4uN8ItH)j>GHK{)hK%t_W9;~IIu;8i~38<@a&E`
z$It1TWmcy-eXopAp=t0&22P*Y>8P{L@cMKfDYx%Xs6D~$d!;Z>(^;#m+`bw(qhc#t
zS$yrB#BXt-S{&L|D)dxFhUx`K5oeTl7S64~q2zEtWwiu{otCzj=tIUmBh@MlKnifc
z2{y1;FIR>N?3>7Ns(CMc6BFGs|Cn;&GW|m+U@~|lV;{GC4!|DeyqqsOY5}WhJe`*l
zS<R{27&tG-W5F#rFLULgADc=bIJH<WW<3_yk{1&yko9O+My*Zb&V=Z*h~nCi5%mdv
z&1-}_o&hyQ*gPA*2Kzr2!fpK;N!Brp0Zs%4eht?-F8MK@M-thAU&F0#SO)-0VoLAu
zUJdPQ$*;kT!mqg;@5ryAyGiBOwAV^?`tC%nV_~FYGgzwkS9;;x?5KGx|K(PlngGzd
zz{0MF6Pp*le(ch*4(}p3_tXC*d571<QyO!EnxqBl@WPJGjo1xrGAnqAS)iLR<M{bC
z*PGP^Y}l{`_;5+6wbMEl`bKycFa{a)M)<v8%u7&zuY?C+_rXOPmy7XlI$E_U35Ghn
z9f;1rwG#7bK|h!aZCcMt$Etx__=}zXOTdf-H*1S%;TU6bf}7=q#^#NMn@aT>eH}*Z
zqd<2EgYwWFlAclt{i9;YH?nw-N#AD}rQGIa<k4&uJb8%K<YcM?i^>@swx}S*h6o8!
z?GQ^#Gld<AKU(-ZNbG;T050FfJ2Izqm#H}o6c6psi@DzU_Qz{o=^C@ZyC$#c0#MR5
zP+;SjYH7Gwt_rK#4dT?@R~{H>W?mzf5jrCa%G=cL7hP+t+5Ihcmu_}r3Sdg`923o!
zlpxJ|!mrKh0!i4=J02#uDG7%D{2YkRzyu#e)-<M5je%}V=PA>CaC~9OX1Z6Hq+ha*
zurbq{R`<d9wNM-w5SF<{W0k^Ssk#ln)m`lMMrw63<McT#ve<o9SSJxfVli`rwjGrb
z7Ep%TgT)Xr*gZGv8lJiAMyP|y{r(>TWwCQTk{sTs;cTDa^ggVnl*XTTTiE!6{ush*
zXZ)8Sv1I%^@s5l?-Ay{<f23HUYwArO6tOBSU(MUV&r<con)G$p3A#!5Utz+01{1N|
zjrba~I?agpkB1R&N`j#WrvT9z81X&G?)n{Pm~Fp<l%W=mw=axI9(2Dj7^gD!+L-2}
zR}13{PBMNYu@|N$2Sx^m<SI4HNDfqXfa&fj*243PR&O%d8(`G7Bzv}o)DwIuvzk&G
zQqJVCAq5#W1jx>i{xcFwhV)<XjtnW?O*%um1jm0UQQa_GJy@(a^Pd+)7}QV^c^lSw
z;re0?>`mA?x`8!bWx{?76Ty~*J&m_~qgkD1Xa~l_&^9H((33GBIs-$yFBw{+BMpOV
zbeJ-{Vw+c}fMnlzKp2|q7~8E3@VcSeNR?(O{PiN=3#KQ>AB$5NphlrdjH7MdWHR|V
zMr}(nX={Lo1YbVQYD#H<Ig`T%7-ZWJEIR}IJtUS4@RN8)2AJ+9odKqqVKl%^ec8B~
zVR|`lqf7ILqNZ4L`y6(KZf>=gm{9+LiCRlSoyO4q)~rr5w8P_JXq%E?=)*68=nM>P
zFf%MW&oHrCCn@6^%nVDxO!8}oh52}vG1<nf9=NGghp#skt99~faZ;G74cXB6Y)rNe
z{3r-vzC-`2Xz_lmrj!PgvoCBgK}HP$u``%UkytXA%kYj2Cf!Xwg9-D%gXpproB66y
z2Gf5zcY_(!6l*Zgz^-5hGkA#!^?D|1xf{%NW_6mutdEDmY)XQm52pgrnHkKWA0n30
zf<$gG{pZPkXkD0((-@O&4CczspaC=oi(25%zJlA?(=Q&EYUL_KDQzwGTnLUu9lwwl
zWm3}=#N=~`wWTHbwDnTA3$9(rYD#Hzc^8C@F37ndWOhdP3M7_{?v;2)Mwjj;ozY!X
zuaL>5y*SP6?qLyg1p51Vo8CQGWwF-x7VHz<`ttXffWMQ8T}uL<#$&z7tWGn)JIBKS
zHzmQ)jq8Bu3=Hu6wHO4zyU=i2c~>bjypQo}vL)UrY|0Ic+cuW?<Tce2&c=$pKWL4`
zX0^U*Ww21%Sq@AuM37=kb1-ciUKUGN6cg4*SbJI$R$FU)vEbZiSxqUeG4F=3H3p$K
zB+kwnKZV4SHU2){ku|2fNoS20Z-Yr&3Z$m!<YxBx@CbX%OUT<I?-{Bt)+YY}dq%g(
z;WwF}|A~oTOM;%pDnDmdr&;CKj)zrlN`j#y&jQgISY=^a!`*1u<#2Z?%e)_1X8wAz
zZGNq=Fu!3ux3SH~o>QuiREI>&nTpRBRv66nR#++P7$^-bENm-pFAWun<RFKp9Ndav
zB6`rrK%n!Tj(DBm)B&ufl(v|&J#33X)D1bav&GAiShB?{@Q!RT-Ay`M+|kot>bbC`
z`G}|uOTpWD+u(hJstO%Ds>R{qQq_-tHNt!wZ9#TFNLK7)(h``cZ(stLyEQ(;tWLAW
zmql3PS+doBdtT226B|Z`8=7Sxj`*)Jb`(wey1c6)ycj|v;{s6M1N9XXeKE)&)cpb|
zKE9y0h%n~2iJxo4PdIS-GQY4_rYOwYd)|~OyNp=qrrl#$kkf#O43J7}Gt-3BoWap$
zTOpJfb_A~_qtj)g6V|dmwn3-YzZ`}NFkpa_Ey{f~X)|1{Y%ll1tPMV0TmWp^R_|X-
zQFyifa$g;S?_{`itzH^#+kx?Qum=qw4&Nwt7S0&~u<IKc>Y>eNP%1u#ZEO+-yDCE^
ztZS$u^7~pqGCTq3VcN5cakeF6lBhSJ0bvxoT=e0UtR_2^l2RXpZ*zeN*9b<*ka|1Z
zybXyZ+<X__5pL4mq{B@b!weK__3q(nxu@hhh6zf@8$Zdl)vAjf!+a8Z#u&qBZ!$su
z6cfLe1U=0d=03AJ4K=TbK+Vi|$uuRw(2)-V(HS5^Fow}O!$gO0M=OK~#xTL_$tZD!
zurMEGJhwrKMQ5l@GgxJTG^Ie3OZ9%(nyfY*17L(kE;cVRar_~pwIy-1wYygdu6&=>
zl+x~U7KiOFh_xY8c6Rr9B$n*%f8rh4UAmimcDEZx;aiK<S~s4h;$nAs3Ax+dP<63(
zch8T9?QZBzCg^)%Zo7eb8oRrPS)FEgca4YLZAyZnBeQ_$%<OKcGa~G6C<nK@JTcks
z?h+Pe4&%9v-919h9ig7!;SXqTF|w~v>BFfaP@Is#ZRrgrfX6ZFa<Q~;6nt30YD#Ho
zIa9-y76jRlB0EcaCK5}Q_AI<3OG|f?&e9&G3~e(T8+D$sdN*(DI@_-()~@zqKj{8!
z@D3B`J|<=@33M8Zy49>sv#4(x4~yEA1Va}t0HQOnsN!7ZpzDlz_@IlF6&2GW>Xl^s
z`6gjEx*3OU>}N+4`w0^h6t)sFqOHHi1n-TE&Xxqv)@OZ-;K<dirj(YHvo~x>L4XbE
zv9qM_Mq<g5-i~)<N$GCVS<<7=THn>ZdHq@IHf>&acI5FH#X1CEZ5^qX-~^4R@Dsg&
zR!youTWfKEhL}ZUwZ+-h#vW1G#2#6m#Dx7pCW0*qdm1bINwd1f^-JLltZHp(wF0YX
z^=;LQA>8c3rE4oaBZIKgTwA&pPQ@Ci4C5b5VTT&5ufZ(O)=Iq_-r8QOF0H|*nd+r&
za0U`3LyG^aR;riMl;-g0%HB#3WXAwD@Vrzi9qik=7H2&<4{>^Z!&I<Tt4?4?o-}5+
z50-~OJlfT)XNPx2D9hA>N)vqme>28^&E$kHA#wBho1l)w`TWx%gD@?RLGeKN%#%6c
zQ&)wkTE(e)+JUOQp^ikVW<Ul;l`XG+<v^7^uV~^r=vmfV$j-RoU5s6g#02BCmy`V-
zi%<>kD_E_PLZhCKLaH75H|8>#AM<XV1{FN`Ubq|r%Px&5dqd8^ockbkI;zN6$k0fK
zz-xmX#(^&y{Xzgf&iI(*1GIjahcRo;D-lSjQPK<vTlq%HLC{(OhA+fB0z<mX6byZX
zkkgqbOBD!qpSAkzv)6Z>(G(1iVDckuX1I_%0Z~kv8a2j(;$CrCg;6$>nbseReLH@W
zI?K%J8aGWKa5Q<TOp^hS_46-jhr>&%r5Xqf9bZ{%Us*W6efiq<#fA3X;%NH?@T<P$
z0!j4j(#3_C*UrM%B<6<Sl#efkbGF2=(jJV@Fgfq*UIt*i28wq8<8vLTvH)XAl`R<e
zI8bE)#*!)m<A014F%y8~#F+pCki~$?7WgC7-a8GeRoZ3Lb2Ox83;c0*mB9b?P@MvQ
z(_$(I;Bv@iH~?BZgafby8|ItToE!jNiEsckO0sYO-j3~{(eO2RM-BkpO)3Y#BHC=X
za__P{kv$?{#y98XP~4Ora3eDbJl7ML8sE*tF85*X`_1Ya*G?cL58{%>d@Gaxd6p4e
z@jiu|iZyh%Lu$5$E+(AoF{ntHI9-U;bZ3Ng8n#Yrim-L>Wm1rnt>cvlTc=Ud%+@tM
z;qhr~1R1&?;2jw{x|>vnuGIs+z{)Mp)5?jh@all4-oAv0S^sb-X5sv&%)I?4leFB;
z+aJv88gHLS=B<J!S;3L$%CMNWt+!8&7QArS?ldhe9I>mXk&B8CSXb=%3D6SX!D*>0
zJc~HpHYnb1p}?4O3gUEUrYI~XPB%g{ycx(6)fI*_`x_9ZY;Anhv1^?`gEH{G4k_y{
zPPI^48F6s2)&gPLf5$W+C)3U=5vE<EB(-Tj75jxu`)a%+(@uAj%Cxt<E)KSRMV_|(
zB%B`Y^p`|?A;ellU9Va$<E|mldX<{R&_c0SElYrbVCj|NK=7DZpI2c=+F748%Q-JM
zt7}{{fq+1DMgkHnw&^E@866Rzp?yazG+de18>C6lsB_S`$mC<w`6mm|7=+?81C25j
zW-ws3lJ$T`Vep(OvZxGV$fh1LG2WFgKdul>xGL07%@)V5ccAJTs3UQ4>`KTWFhx@J
zM3}1OoMBU!bJ=;X165DPQq|a}HZnY1slw{&ARM7|(MSdMl#HqUI18t8Vhu32nE?y@
zkQkAgujYq+qp3L2;e}-@`0_V5ld1^LvxgmcW}$DNa+9ye9jLO9FG*EczJe7`&N&5C
zoO4e)(3oD@1nK!o+wLSPxHW3kvUoY0<L6R&gc;MGGfVad2Yy*d+Hc(?ZR#hj-2~4<
z(j--3Nt^2PRqzb{X1to`KvjC#62xXITW*ELjHn`fEUzD>Dt1KmGDyvKL=_nzxD2{W
z4XFZmRE?>c2MB775CFJ|=}N+&3d}!5=4js_Y7|t2AZ@&thgd;~4+dKIqFc_jwRv_X
zm?t_2X4IBhIc4ad|39I9Wzi?cv!+9z91n3K8t475uXK1P#ipFfQyOh&7x5bp@MVbL
zvvuSc>j|s}x)>R)&8j5yK=84>4OlRJY%dT;T&q2slk7LsJ2xhw!@GyeWbjH@SYO;*
zFW{%>>5N|tKBJq3g(XW0n}xiJ^MK(Db{N2zGTh-6IT4NKBaCvk4BP?)2mvWU!N4yu
zt|@eIi;jtL!%;8xlgbx|S~p*@$mbQ;=7@AAJg-ZjB5rj*L3l>}wqHVRw<#jU=MTNh
zuo>F7oYDSz*C8<&z$I-<-6u}(n5hdb`h~i3M&X&ut_g)KCiW)1bx5-OvR+9l%?3bq
zqe`Dm+iKk_vWUBJS2q>WO+~b>(Z`FCZK0z)RQL5*9t#5~1V>|(E4^@ZOv?(bM#an}
zR}UE*??WlDoAHSZP>?(b6#FBB2hoa+iE*{IuGqT)ySOUT6V|@R5^A#1JlVcLdA~&M
zvnfJXUhf)sy|H_>)K}U$JW%c_*T;4>X2GBJ(czMatEB934l&s9G4HF`jMkM`XMR|D
z6L}x2yv^S_3YE77p=I5ZRBS3OzSp{YQfsmJ_8Uyn7CInE+}Gp2YU!ep(ooMR#*8b6
z($M9?#-V}Hf`~<<qctGNtx$yH{pEa0sn_>GP5ic-y_j}?yz<$|v!U{TBc8`#IVNVH
z^1#`U%HtCzQwL<*zCh*og@WzoLDQ)G3$PijtGv$qu*xU$K33(MzjYR>e0K89dNHZ?
zRF>f{<8K*G@@IWofOtAy$2SxSTCdF+F`U<)Gmds;s}}*(zm)VMM(;5(1HEqn>U$Du
za<FTG-fyAy*%XmR?@QQ>*7aUzepv4lc^|9y&EM*Xh5E4YG675~IF(ADVckJ7VDCW1
zW`D%=YFERu(Jun06Jpopll<<Lei1LBA}nT8b{BJB1>t$>JF8g=>&f?Lt7^e~%6qY3
zoB5RR<j7vba4uP~Mq5ix$5|rZTZo-6AVo0WV-0>NqXwri3=NY+3o~)QtBTNUBaLeB
zb1fo}Z|vSo<l8|}kMmW8PfGIHK!<{Z^VawbbXbmICumIR9b!1xG?)?xjUwXacPNh(
zaYJ{LD&po?6;{!`wN&3xDh<&W|C)YqYGK6QvFMWWjMBMatsbQlYJplU_7|KN!?Ei<
z{l%eerB!&~;bQS&A!@ID0N)o1{!EDD**~VK%=3%O#7x<oPl4#z&G@8=@tI*(*Lc?i
zjPc=JnGo@FYT8~_h-5|q<rlF~Fnb}(2%&?ac$mevjfm-Vpvqz$SyB~VN4AStIN5>5
z^sCB(^cc8^bOaOPbPp806Ao0K%WP91l}2og%BQl3k=|_oF*7gcI`GRPV&P??Ew+-@
z<3N>#q)Dp6k~STUKIfWv#5i`518wOgOpu(fgw3Px=mq$uSYgIrwFNm<CLv{d0^`~n
z9Jpp7XIHw(*$oa<S;(2B%1zGhaG)){oC%Wil`}Y&Li3`O0GU!YTjf((lqHj|^LgY?
zJMhaw!X9vwu&+8$Wg%gbDmMvx%7M1@5++E_RKnZ}i;2LB@PNGokW;Y{SW_T1+X$=|
zCJbA~#Nn5Jg-TUCR@^{BMQ0t7P+ZhuZd!B23i&i9Dd0LD0i*NixS;S1PghK=RuN91
z_m|g-+l%Fa;?{vuL5?vgsrhGJvo4%L){F<NM_!Sxo}9c4;=m@)cuMv@V+8d6KPD>d
zAVvnC2eO&%m;DjUVjh46(=28n_&7ewGb(JdtUe!?Ez^TlsO3;F@R(+Er-dWQFfne@
z!y@3Mh1KVmCe-90RKY6L8Pq<TBJ|1T#<bzlF^hncGqD-kDioqaLbRC9{O~GNBJX2Y
zp_;#y=jwA(?KaMVZmMY#z0<lEjisuisfgC2%Z^b4bsm@EKMjSI;mOhotIol&pG`dm
zj~V1$j$&jt*_Z@*fwsR+Fd<soF)^;zY_<LRgqmzrRd#Zq?PJtFn<8{=_qySA3vIs<
zo6)+q>&y>pdm`^+wY~XUhvS-avdl8cODZvy247;`GpRLrT`)V66!|UOTa0!NhnF?c
zX?>D~X|<lfxcdYOOdfju72<9TieqA2t*z^IM7%d^bVNF9`%e<6uu)h;=YK?Pw<#ix
z&i@RX(Yns-9TV31#D0m@`Q~pOfjZwzs#)J8m6=NGAGPkA)LOq<%~mDpJmkS0O12tr
zHxqWygYkN2Bd(Gq0gCSr1;_gAnD~#^_N56_IJ7-L_{G$An<CO^`*LhX>)Nh&Ojz3!
z`z2P}o4+LxK2e^Tt|yh4O4s+X?wJ@}cc5akAEnaaYH@;a8=QxT4LV8kvx9K5eW{3?
z!^!H|>R2!la}gG7GZ7P>Y>bGxk`Z#L!pU}J)Zi2rp-DJdlkxr)t|}6QlU?pwL?GYT
zy_v|jgQ5oEWYa)J;&95L;2@lgPm+h_I4PWrhJQ`N$uO4)Cwma(k;2L7Zc>Gl(Wg7h
zuo<|!r!q3s^b>M$jMFiB28bQtFO6t4_0|(YyXXs#L1w--8BSyf_$}-<yHQx0P_A#7
z)irLMV4++(AJzI=#PNN>zQJ%*jJ_8-90{YRiJ2!jnu+zuvnGqOjI;VV6mPc!DIqNA
zrzr}HS?Y|C5br0*64e!kJ$xKevt8;8zN@Os0-Z#?$3wvqXIQb+(q`~o)!_B0B~7ha
zVo~b}Y^Se`Fsg}L()3b%n}Sy&AVH%f77RPY{C`tOI21S}AmK2)BS@gT$p;DgXK^Dx
zOaUiI^jCV}6HNdK$L0wMFY+NlqiGTB?5!;>ELwEo4!moI55b!e_@E^+Yjgtkp)Zmo
zEzPV^8hkj`tgdm#1j2{l*y_%c2P!?qf!ZmZ^sEGXN|l8&z+zsgrxgFq@ZA}dGe|dr
z6c?#9F~2!=5eJWrCjXjsm(8(C8=!bFOJPu(j^f7&6OWiEUEn~QMKF}0%|HjY^We@9
z4GkmvY^7_eu^mRh^0Y;vF2V<l4<inIun51pD7uek3L~Ki7viHHGW!16fj*0V67*%-
zPi}?9I3N)w$U7ZbqSV`{Z7HPY<$!2*S;Sb~4wb1GD{?@z9Hs*jBt|(PTC;=$vYd5&
zP7VmKL^vQCC8-^dk7Fa~P~rRVjvNrWn^X=+JMPw@!!MhCZTH}qT}||Io=(YOzEdLT
z453_tKQhN}9Jfc>b7qph#^f@0FXS<^y8rV+UO#r}Sci8JoKVyNuY)ajhP{w~H~E*P
z7xD}g@9c&A(SbG#bQ8205aH&9{6I7`7cXRwhpioZ8&7dI6d%z?%Hd$*qaHGqKgfYT
zi+&RHW!g_}g~fOw5hloc8bvqO3;80XX6uEBj}mC6nr1*&LdPfvM6=h*_t+~03K8Ej
z(Apu~jxRBt%*pNGl?b;(qa?N4aV82ZxgBTW9l0HJH>uo?W8j;K#d1}I0(Zkf2;F_<
zfq`Z&2uyz*m%pbGO<K8kXM(4(U*t<1zGCt)bJS;Vj?&D7Y&ENE+%|#cL1MV7jFT|~
z0s^wrXL=aVSYmi?fhE$6IXz*WbE(O#rv8QnR*XXNnN69Gq$n%~D<Xu&t0PNPcNoZY
z0i<S&6$g>oj}Z&Pja#5jg&Q#%r!eH;_`;%wv07UNo^)g5{YlH5@Pt<)@I<2o@Z{QQ
zQ{Za_@GpA0zSRl!d$BbHEFZ!<0v5WPRKT*N2IJXY2s7)3;PAm>D~qhh=LsnXl8l9k
zO8g$$yiji6ppjWJQkjYRG84(%N3dTot82Vt0^x_jNoA@G<j}u&76uMIEsPs_np|iN
zeJAZlCXcd2jqgM8nW4saQxq118WAGmeFs^hy23z>&p>LnsIhO963We_Q$8Kwg`ryt
zDfW*lAPOV2mI;jb95yv?jNp|BjL;}aJ?7XOcqE`<AG{-Ipu0&04eiPrG(ErxT)!9R
z2?}DFH6VxZilWCCQ;2jo#7ZX&Hs<(ma%j+=Gf-HJo#xA6?x4_NR@WGtfS{1{+01>T
zx<ql?Tu*Hava3wS>Sa_OLJU2D_1hYgky#?gKSA-CA;(EnnEA0ZVho6LEL&z9IfyC2
zW5$y6^JU3-*|Wrex0dE;W56^*wY-(cl2|Z30#dUDQ!!nqnIIZ=T>|x}VV7oy6o889
zI{&38=+xRFpz}y<m~Xan8eZ{A1axYYq=wEnVIyc%^=7;y=%l;J2c2}9TnkflC*%p8
z$FIdx4N;H;IrVC>w>-41yT3A0t#wNb<qul`Q!2|hQDlHfh{bbef!@cYGIub&-K=iH
zfvM!4vO&h!>L}hHah;_2Z^G+75e2B+2F@mCrml_5!8-Y2lj~U`@28;n%#im!D$GFM
z`J87-5S);e_!W`Pxb^LPx%JKLxs@p>N2sXxab$^72&1-JAvG^hmdZ$={5;gdKv^W3
zpiIxBKv`>t0Oi}TVXc6&`RTf@P4XLGVxKH5`V>Ga3sg65`}WU7>J(oGEA<se2I_@!
zt*~s_vgL*TDt%XI#WBa7i1+@%4<f`Y>%y6U|D83uC7YkLXDv7mX`&5_r0@vA6&?Op
z)^_m1{xK&Y?fV&B?oxL_u<>p_7EBxO0$B&+oa+fl8@O#2`Vf354|~D?D33_QN9wCQ
z^5p`#JiZ#3-`a_UITjHSnS)9G(rnot?592&3I;9{z8Gg9VParpcxShMdcs^BSt8>)
z@#6anRAnfQwRvqq?KYdBjZ+g=Q=4sy(05JRo{MxkHbdJ-jbM;)E|T6M;eFJJ{XzVU
z`ifrjw_X&SnvfvitaFkIHE=dzs4Y7u*yPz^-8sfq>LaO$){i?ngPQ>a!x$r=aMIQU
zM0jq@07RrSZod{~$VYpwh&FO8Srw@NPQj{Z^~c1xTJu-`w<Xl>(B|M6g*Q{1ZHmy<
z-+LvzZgEi3HQ0>S)nD(Bu=*$VN38lce`^69lq6li7|~|pm{epc<sY%`ni%DGpdvU&
zVSy_Z!9H{JW@6{8l6=zO9EClp2#a$RX31ktIl}r+Sr2|23XfB58_kgH58Swa#e!|z
zxbXQ2W84_0^2yrTcwwn6d+Q%#ZoF*KB3?PQWYMBR$0FtrEwc77!`~wJeuq34hfH*M
z_wkQHHx7uQgG)(s5A;vjO3cUoPv8C?3Xb(aF)>a~y*dV`&n^uP_ZMsB+SoN?+Ht^*
zc_B9Q_9pqAb3Pkir-N?H!s6&8N4=%c?fAW8d&et@BMw&29|L=Hk<~QfoGr-x4Rwq|
zi-XS^|4Q`jJt3JqD=d?sm`R$^n%iaQ#X{tKoL=k~NduRXW^P$$wvrO)#L-Z2tWIEJ
ztWL~^#B9{y)P!mrgd$J_y>YONq12#BCo}j;VnIeqFh?jsJN1M^d&5d#Lzeg8!O+D$
zF9IR(u0=yhz6qhKp{4)9ETr9Rwk$mueErl_<pa+L9e_+c9~*|rh6E?<@YymxU~(up
zIAMp+yM{fTq!V^%+|cwm1<WPZDX&2NqjgHUn^fzRi|Q2&{wxlZhf1wP`J9;NQl&WF
zgHxpJe1}(_%?;)rdPbE^%#ZOTW{_^RH<oGk3%tXuu5tYY3hm)MRO>Isg5)$<>QM6_
ztsik>98hyHbfK`;5q$CPMqVir4BfvLQnOtGnold^oCCB9^bk~~R)M%EsfD0ONtL$k
zENmn}fYu<<>g$;_fZveEIWoKwgOXU2-)h+V*RT;3pz(FQBg02`lgjY5*Q@10GJVYg
zG^Uq(moLlH?42#-(5I)jPX;y8Kr{$&TwI74r-mPbbLOk6X*1{et@hQKrlYjy%v%0}
z2`oqF7*{Kewfvb`-GqwW(731Ulwm4QP1}8{XUwP$J#^katbWSpKwB-RrY$yO{T2Go
z&Z#xv;W8f{{!E1#AsTw%r-Gv}Bck$<jOz(Z$PdhyG5bRCc{3&m{)}UbnS+=TJZ3Ce
zmM=>dj{{30C(7culbD$p6`6za>?Qf~Z0$JkEMgiZj$;W~iC+=vj9Xjs<<_gS=a%7-
zCM=c)rY$BeIRfdt|3vgtxMI}yBS_8G{}pk`8m5u+dl_&}Ilr1)pgdm@m+Ze36#}KT
zL%6-qV8eXm$;s{Il?b<2qa?N4`*svqa(l1AJ92yJE+4no=>G(1lLL=n?&IqB>I@gW
zxC@`fN|z|T!<+Md==~Wza6DCQtQ5KY)qfjh60Eq*X9eA5!HQQQoj82*<441+=<s$z
zp2l>Xw*Vp;W8~AK_ckcuf-&zJ`VkE3KVOLBc@f;X(C5xHJFITZtU(}k4@ApQ5qHj-
zG6j$0xeI<bO!4lfpAp$XgE&KY4?ODfK1kOar^AB}!>ybM{un(SrN)1p?(d`PC+PY~
zy50|0?^Aer04^J*dJl@9hv28ndzh}Drt4=gVVZXrRI*`)_gVaFhW9y2`aE49f$P=Y
z`yjplt=<>l5ATb3c@!^S!poQaXJ5g)$MEtvUcQQ#d-25`-V<=&)qhZz_cgfb_q?01
zQ8(k|>zLwwgRbAC>%Y?V-{|@+x_+Ck-+`-O;CJco@8RE1;^l5A=xXmNxP_*EAAZi-
ztKGXD9(H-}!aClKm!~o35AbparMw3pz85b)#207xzk8SWBTW7=UOof~S9|wh@(1zq
z3_RTBy&rCOc|XDYQ@uOsk6SSHR=m8E{=N;aS9>48`~JQzuwy@k++E(!;0mJlAMkVO
znD-0u^DFW5Yw`12@pC7t%N=m3dCvt;cGbK$LYJf1V46o7fFkaV9^#7zp6>+Al_%7P
z=3p?h!iGqtZOkaw1}nW|S4&CU2?djqHLjQtlTqr7PNAU0039!`L}t7ZFWc{e%O!Z3
zc{f~k$IEqixd|^v-2<1S@$xuczJZtO2jQ{<F9+TWmqYOKFkU{7m#z=NWfNYeeHbpY
z@bY%NT#uKZ<K@?QIprg8S%a4`yxfSFU*hGrcscc>a9M|!>+o_DUY^Cvb9g!JV{kbG
zFCWIseR!Gmak%V(mkaQ+6)zvf%O~-2^nGwyhL_v%@_xMh1}}fW%ga6imzU!OKPKzZ
zH)!#!Wsi<%#zPN1Ix7(m9`fkCB0N^YqthsGtFT8qjB%fnN86(?xZ0zbY@B2BXlf3<
z4G*1^5$}&eQlA$;e}*3r_Wu??e-%G}6F*a6{03>$#Lsm20acoTKhRz9<IRT4rEuux
zIb+@)a0_|&6hC{xPnS1e{IL)Hq4)nWyTQvtpaI%~S)dFfF$o>s#XO}kV`H@!4}_Ik
zM2@O_#+=iqQ4NWJ@8BInqnK%rNVSvNh6Y_o_LFA8jSI8az}`wvt=hBHKYy@-&F-w$
z;AnL60085{Yp{(CoBJVfyt36R_0$V+UP!f6gZFEN;!r`nURYP`=@<9#<=uhG&^8J$
zFBWRUrJizMxd%SyRD}T2ZKHmOt(c9^v}D##&zkJ?y#|MV3YOS^g#{C<rbl&L1pAI%
zU8t1@hvBQlgT?BF5VucEEA#;Sww4M#l_6lxNKd`gTPW5bc7I@?vZJ<=OQKs5j3NJ>
zKSO55Fyv<kG4*VmUmG3VS{W#;DlFJ^_A3{(T{Kc0s+a4d@Zh**ZMAZ536r*tj4o&s
ztXfs5l?M7cd#WWojD((bh%y!z)XR&3$-O0if>X#>t~CkviZ;*wJRtX08^O}Xfqw-4
z?CRg%m^nNOXOj<&dC$XxOUI;%_$mA${PaNdWON6&84;p4<GgacKO{@?8552Jf&2`u
zT9mfTixG}<=P}{%ZFfgF_P4P?icJUT%fglN)819suo&2+V!d1eqtr)<Fi-(yD|K$`
zEG#%<<Hj=<(8icEDwS;mK?Hj!bj>>&IiZ8VM)z8ux$I`F_nFIX(Q9UmUy?uL=L^O!
zgqrNeFH-)3Ac&((Vm)6b(doS>1gguFauzzuLv`6_LnDJ*OI7ToT7MCs1ixAdy1o=t
ze89JQ;chuC+%5J+Grq4io02s=>@E0y>OX+*U1US0o(zuE>IgI?Fa^MOva2MIz;sj|
zVPav+*aGYUp(J?cr?tiPO5?0d>+!20=j+^rvO%$cc%@h2c0el9uaa3?__6Ni=Pw2O
z2q`!(e<=vhh49%AKI@SXoa8I?25C5&g3Qv5=tD~XuvX|VZinwu!Y4e1D}!RxUm6&O
z9OBa(p|1{Dzs>Y`B>x`VFEwyoyk!f75)4;rWrU}Wg<H0)M7M8ysap4aXtaXGg32Sk
zXyhF{M`qTFuxU+s(S;qL%Y`jlNOe1vk=?STP#naMVFk7|aJRz-^=f3CimN>FXokU!
z`3AvUH|MhEaGiQnwmotJkS03d4Nx#(3>k-YnJ|zOj^)SsKwg+bdz;MXEZURz4X^5*
z302wnkP@Mzd9-(gG%(#sYOswlkyJ!EeFuoHyOO%jp=E*Z@y{m9l6{Yhwrs&;kjq0b
zY8Zs!s!%)J8qENq2F_!Bq&idsby~vvY|EC#22SeP!?}F{2<zIXk@h%U+b4ofza$d&
zd7*Z2S$f1|Od3xnkfqO3rwM&KWF>JThI5=Ce6M9ag4P>c54Ap&&MW(NLS+u}7Tx-T
zljMNYW7YU{M&#%DHa#N?aG<aN50NlA^hgQ|aORdRJBnpE+@{jKwbWfLZ7bK{dy%DH
zgkMY`kw$DKMW$g$39Nz2R@gd9$h);#xlo%K3@i8aM-r6#1+gS>A>S{OP%c_?u%hf{
z9s^OI2?Z-)J;sGK3{|kSI5IPmsTT;DnnrYwuS}I#hxQCqYE9%xWZ|+@=-5aevmBA(
zY3(ri2goEcFN_~>f$VCMl2i3cG&>BhXTQkmRek{#^9=&I7%xqb4~M=C#Q11Uj5j8T
zu}hEeCSXlDi}*o8#M|>1aT}d%Y1k-zK4aL}`dZAst9!Q>hk8IKgr0039WI4NjnP?{
zA$oa2FF6QWuu`+hEI4pQHyjc%4LfhqqJi=tAPymo_O-dtMo+H~i`Hi!ch}zILfCIo
zk;d-}_O10o!A=u}Q3HU(gdB60MR4dPs|#97@th*HxJ0--GK%IA-OoZ1#>{G62_$5=
zTJAvvhY@of&^;LNlIxsZu}ris$(Hv~j61wV#;x02DTs9uV2jQ|v0S&fQ0#?cp}@(x
zur#^@#IG=1tin_RuuA0aCI)g7o>7^MWxMic*%2`;3ok!iGC0~zoDyxPRi|avD@}`a
z{;lFgE^Gr)?dz<KYz3v4>s6%sq2;N6C?%qM1kbLA-WkW`t0QB2D&$)?_FS~6R<8^<
zHJf*$aOq~VEqIMv&AYM{!@z334+_rAYA$Y(Klj7RGV-TGEG#b+j7qegU_^UHs<_y?
zqrWs%D8n+oFrkB$?XVUzT!h5}n1?J@>*b!2fnpV=Bw^`hF`O<}gV$g_vRLRZZ^MOz
z;c8`Tacg-1%YwxmhyW;;wu>APA<&B^W)QXx;=y$FD%tPSPJlqFEo7!AaXXlidpKL^
zio%7?7DZ#NjthY{$XWU%SisD}GKP97n<5#*9?zd)%VHQ7MunYV!h@y*C>*=Y1r&lJ
z5EFvGT7`sv92q(uJPG|Wj(D&lrjNpSu&=}e&Cf}2rk_RO(otbA><-;Y;@I$;Y=tqv
zhF?O#nPJ0;E%NF$0vm*<qXC0J4Dv?AGLmu|1q^ibR0g+}htQ4_w<sfe<GniLf)Ce=
zL4V$rF{3f{3-QBmhk;#`l|89NCZ8X+vW(qLUGN(5Sh}G;izAJ1t~D|C&dZ;@t76z2
zw#j#Lx0;Odac#`5W^Smn@arcL-MZC31bTiPt^Pm7NI}@@i_@>b(PTC$!SF9d3Dyn&
zJ`jBxexKX^<=F~-VEdOq!I|0qGg{=>8#bHm1sjf$rG?ST2u`U${6W1uG*TI<4UCd?
zFOJkJ@Qt@}4`dsK*@Dt=VPqKg(ID3;00FU6U_`wi!nXP=1HFZ<MVS9CK**iU(Q~0T
zn!r`pkPA7H2xCTXZMOX%g(>S>?7Y_mn4-j%{78Y}HQ~C;rGp~w`!5ej1c6yF|3L{h
z9zi6CG3yiRki08nOg<-nCU1ygatK*oF?Z^eDS#t7_f{2FNQb|BIiL#7;It5NOs6cU
zE<m4OD>K&V?_R#J4RK87m7N6?bS^6#LDwV2gjDwm7g9ud8ZqKQJUJ`)#MJ+>ht1k`
z1ABCw+yZhujyQQ%v`mK=ZW{X*<+6#0m{?M$Ws}h6uOOEk6R2DXyCV5gPB<1F7d%FI
z;I9_M9o}a%ZzC;zVqALR%+j{dvW}6;?8hb9+K*sGXQx@PwxaWji1mv3ixzFI7JK~N
z90}gY8?kWR8=1@A<bKGTOiHp@)!79FXXb~zN=PJUTLhPSRu@=XX=bv}(_bvhApL4d
zMqfY_ct5P{$UQM5=v9D|GFTicZY!b7g7c6fd{Ry)(ibmaJ~4!6<5D9N%G<K-u_({s
z)vdAn6{k#_GG#Lc-j-oMS1{yP+ys9BrfrLbq0){5?$LrA5Q1NUAXLR$@GW4RUxB4p
zm>9;+g2@2bw^T2IM<}8c0PS{=^VmzVti^!>P3p>7f*laafT8Bao_cvZY}M)QENmPK
zzO{gFLc|1ml=20v0{l(rZE#$Q7nYX5q;j8HCtVCv)MeOLhKqsv<b$9RJ<bYTMAU>|
zrpS#`7fYZj*tLe{Mk~p8oaF2Vjlh>^6H1+h^@GE}6xfn9FuE9+0d24FM(9nJ5?k5{
z)9SLpxE>k2pl3!Nf&&+jPSl~)_ml=|orSXpO5jizhAQ>aV)!J*juM0jV|LIC(3sNB
zI)*X=J=-e-;F!aPGVHECoU)fY%fPD_9Rsy&1@0(54;DoSLgzpPqzKOzwPHcIWu^yK
z1w!9}`9FEWuy&HZ|C1+2d19vWgZZ1v*R*CT8($3uS;Y`WwJ>W3;qhRsVAO@iN({a*
z_#TvT%N7)sZZtjWd1qlYd#o)z!%JvCiUT#+0tMmyVz;cqz6*t(lA#K08Q4N0jX^+(
zkAWRxHg;92#&L(_!Gu1GiVurm3=b}tZ{*+=K9W$O!|ZMlABHUfABEyVW>9DGimh4-
zamz+W^LEY)rSr<ZJsz!`j-towwQ3|puLg}^V#}MlUt}&`@z2Mj!KY`WPRwd0u`E0W
zOWJdluuWo1jMWOwS~Q-*DTA=(!5MIvxqzgg8^k<avo*}NLZKkHQRA)JN3@up!)9u_
zG3ujfg)kA~9d7#k1<=46w#80C@Ck_jf45YKm+12;UmVxDgsm}>7M^n-T91PT^5aW|
z(<lNSx4v97Ql=fd;Cm0!AP&Z5u!k47oYAlz#%$>R>)txppx)lLEn77Efr6p^xn)Zj
zz&2)FJ2ypp0n6jUcMV88G?{X42oKU)6>20W;lKnEQh^+{O@Z9hPF`tJyE8Iml@`To
z!J<VQH*bVE_@UC0&DHX@ZKY~$$wnN_$rz@D`IHsNJAFRo(Bz^x6OPT6^T9&TGUB{L
z=S7Y9Yc2Be4Y5t9VaxVnwG87}49{ZoFfhig(|8-k$H7PyEqyQmmtLknhQ<*n#FEmm
zALnLp5DSV=kzII%4A+E-L>NQ!GqUafsLmT{vGYEqx#>d%>`7rn^#O=KT@gLxpcNn8
zOC#WiVTHNw<1h+=9`C{V2t29*SN~`bg7X=EXUhS{Vw;w5eLOdzKMZ3G`%esaWXl#V
zdCkTb7bH~ZpuNHP0$ZX??@Z`QfWZ_^O*_D-j7Kx~kCw9(&CYVj@%r&#!Sa|PM}qD!
zdz2*q8G-VS7VS~SJ|9ea#JfYe`+OnYyD>o)3^S9D&-bnb5>go+Y@0GXVV^Il-5H73
zXp7=?IQV>Pq|diT%y_rz@;!j8(_Owp5=-Lt=b>!*9(a8B6W<-WF3M?mZHrv|8@8PM
z1XvY;nS7WH#1rM<#4A``k<aOL5cJQ)p&@vlS_hu61pgy0;WjEdZD}F+fiU%tZg&Cq
z2GP<4IF9fiy<NiP1lkKg6+nT^i>%=m0=bx=d4e=!J^)9x^#+SZI5moaM>yLlcEwN)
zy2puG(900ZHef!<Go?`_y-};dI)(3eh-tk4?aW|E^7U-xJW5Dk*P@XAhWmp`Vw-P1
zz*9IPJiNH6b$X8SuNE-7<z8wSpKRH(xjF*dwa0(@eWiQrx#jvnLXR4tm4$Eo?+Fz;
z*tx(r#+E3Eikf@3YH3>6_|N0f%7c?+GetMgR&vcpJ=0Oxd9iJe#!qu))|nAY3|4)a
zrN4jhcr-YdC59xHW#pw@7Gt`@OALRU>`M%^5)s0KRj3^;uRZ+lWP!dYaV%)kI0iUg
z9wVDK%;d+?dD$)th*b))Odp!95BZtnSuykJ)@EzcqI|lyMl(Nbb{g|&aIpl(7E1;&
za5EfODl&*YWio?vOeuz3wjNVDcWtF-1a})yEE5ODP#WXz1=(^ph$nrOS+EvQdJQ!0
z#c+^)<cam6&o{gYQ~=Jxe~b8G{A|p^L01`0M!5h!4{^i^@ZFRB;X@811ErI2Vjd>y
zOSMkww6Vs1B4J7BdB4|HA1jK5>HaH)AVkpaN1$d;_8Q<r<FJi1%<G_U%TS~nBY)vo
zV_!~qC%q8);l)Jq*T-<Z!|UQHuXrBz2T&z=h%TL64^fABp7g3N7?%d8j>|vstXg@i
z&v}Wwv@A~(^D>Ju!cnD!*3Y%qX$jpdTH9-&$`<=U<PHE)LcKg#f`bsdA@r}Ow5q+g
zINH9ru&q+*?S>%20sPXXBEGZ}f^&zqsXxOodOAcZQR5*%QPwwHELY_%meVbEO!O*h
zAOv0Bk|cIh7puf-u@_#b)ar1$;6Md}99I<t!98$fab>WZjw-3Gy5!Qu1>i5pL|?h2
zDl2Z^MuR<RzQuc`YPC}B9xT;r5H>7pfnx~<dc_$WHC1tO+p2b80enQWK2lrNJ~9N6
zTs`nsskhyaL+J2Ufl6sQ+E{V^$w$;72y<njotn{p%HqPwy`@@DcdfjwyEa_xDXlE{
zSqkl^oC2CFX07BpiTrvJGeU1RZAGAOXM{+YT2Lj52@v?36?R=hVR1hHCa9wrX<=l<
z%IT0n*aoCE_G?*@MFgkZ%fe3f3wwh}YvWDXfAC^pWUvgOu>Kb>mXaWL4v((HPho%o
z#c1Tdkj0b+#{Vdmx0&0A#=MY0;@x7TvQE0oY`EX!F`d-mZ2<zjB3z<By=Cxu6Xw4H
zV8e^xv-bfcL4EPd_<VM&-$J?Hr6D6o*!I>N(r?j_OCYbNv9I_oSn>a}-xaX@bj0AQ
z{{{A2DWds_+}TPJR2DD%eONOG1&aocnHqo1Uiv+YkLErG#oKMzF>FBa(cDL=F!Q6i
zflH&9(qV9A24zy|GJaM(WBmA!eEIPc(S)nGiZ`aN;*`PPjH*95P<0K|k%)*_`Zh^Y
z^+brO>FAGe!o(v++iqV1Q)qdj>yxpxHTJ2E4CBs~?i%a{sb4e#PFihjm&DzLU<w5u
z2$I9&yQIifd%>EkVoAy4Qj9QVYqrX#vIy}C9y5L&?7%MzjXMyEhoPCRge`KQ%0j{<
zRc;b?f&*>oB}|Z<uY}F<hg?c@OzE1Ac~r8HEb)j*)yo`sWFb{&xk**G163AMC8=_g
zszC?Z(o2;fIbW&TD?G$j(qjsjIGI%pKUFRvV=RS<+LaEBvk<k*-9&B7fhr48lT^8h
z+PfWSOD}4I<a|X<><<d2g_I1Ll17JFMhTjpz~t-!2d=$mb`z)PddMI=h)+QA4nX;3
z2dXUOOj6}0XWwz4ExnuxlJk|b{iA0a<Hao^fR@ExMWi#~`<(+TErjn`H{tu6163Bn
zC#iB1zCFJDj~E9ClJgb5eQEAH*#FgJIAH9VWP)d;GO;_-fr%DkcQ_R9VDpY~pvpq*
zBvo!=x7vZW^fphBoUhm&6o_5x4qePHRwjZmd6*!+%7LvGg7|VbLF{*+%0dt&Rc?Z~
z-GR3Bf+$GNR}l9KFVMxq?(SMvl}nB%^b{s)Z*gFpg{ZyJP1J62pvpqjBvo#rc9#Qf
z=|xSDoUf?uEu}<T`Bh?M4k_lc%qpJ{w@?}rxJMk=XCZK(aTB<2I#6XHaFQxFf%}mI
zZRrJ0kesi;?Gq7Jpd=|u;`AT{l}||=OJfrEUk?1Ukhnj&N!+Zj*n8|25+|t&OWX_!
z-Qc{F&lu14bD%E0%n71%mbr+i6~zxz=Jw>dRYoCn;Y7y4P6rNJNZleR-eE9tvIA8X
zQYWbjOI>SgSub^<ExpVMlJk|hxhyD336UvnvsFHoMaWt3m`PZV1HUXJtlLe(E^?sC
zLc%0fZW8wY9B4}~VS?m*C2YUQI6Eaqrlida<ySd{z!|Ab?rw14qJ`Xzxyjuf4pdpl
zoun!(cQYs+hI3CoV?6tq19j;oPY|82<h4<hK$BUy8I&o+Ch?51>8lQGvJkB=yNT9Q
z4pdo)mZT~yTCIWRFC1t~FIa-)d<AQc9~Z3T#x!HoF^@_Xwo5!>QZ?-{dso{+s{ZCC
zReL#5Wg%6PDmSS*)Pc72QYA>vSE}Y4A?8YaOzGM~&#STtDdR~@+FtCyI}2$$28wrZ
z{MR{9Wg%^nDmQ7{<Um_`X%i&pD{XV|X#6JFI34qF=@O5aR1G-r$U>_6-K6Sb2dXTj
zN>b$}RaZOEmR_m^$@xmvUg3=}N_tEaw!4;9<q{T*r7%%@mjmN0MC}$gQM=cHDhpAQ
zRJn=TLk_g17d1h0zM^&@%<@O>uu{Tgid<XpipnG;PETM0_iYFESqR)Wg}}``neFUo
zOkK&zgTEP7KXssLZ>S?N?0W`e5D`$4D%<T@zjvU@VtbaPD!i>>25qkM`86_+vC{um
zi|A*WnK5(v<Mu9i<c`%j)ly$Cd}XXWG}ix_#w_?tz~`;-;fe+(){E6`rTSPyQqkBQ
zp2<_ud&YJ(=D@Bkv6FSIu_xbwHP)C7iL@_otV_nc*P*4NzotM7;x|*+i=%DFALhV8
z`;NDbTwmfqm4#JyRFab%sIupk8&<4$pe;RC2u9|M6?=vE+$wuvV#HjQRpk@rBb3I>
z$W{mDS*Ye~pm>L|)vyCq7D^zg3X9vcOD^S%!v~C8uXCU)y{HLt^A)vuq0QWi5vHWI
z1vynF>5XU!jBD3BaLq!-u5pvG_c~BzA!CxNu#B}f2l-J4+S1FJAUR(-+b80T03}AI
ztnJBjtBgY4!ih}g9(UlNh0J})P3E3-pvpq#Bvo!Q_j3o@(#xD6IbWIE+dP6oNs=jY
zb6IAUPXZ}VV*)qztM>l5g~0ufo50O;pvpqvBvoz#cZdUR=><-ZoUg#mH_kUva%9Te
z9(rDtO^6#$V$ycJ1Me)PZ3PtX;I^%GpvpqpBvo$Gc8&vW>7`AOoUgRatkcmsN_I>U
z+YK_PR3TaPgbCDz4(zcIsBLZnHR?c>g+NKF!U8p|y`8fQA24oR<v>?@VG`u#D@?FC
z$UJ{Zal;g?nIgN&Af!t@WGuVQfn^o~cC(v+eb9j_3jvc<g#~ObJKc&iFO<f3_@D!|
z>BUYoB2%$*E6m#)<_^`_85hr1^N3B)QZj100?r>%Cna`x`{Rt{0dR>q#p#8RWXx=O
zI6Vr}w1?o!58!zwhvMDS*hBc|m1AB(CCQo3vykGe@bo9`q$e>IdKEhm1(5d$cvm|#
z$)67f4TJ);l*S8AgRjBVRu)#OnbwtC#J6hvPq4^y&SuGs+>$+$AW~jvR=Tlwd?n$d
zuf1onVEyv|GX+_^`rjl}AA9W9za0!6GHrO2rk9t9>E-CYlbjFEy#6KB7eD75IX^y=
z=Er-+ykmBg6XJ5V-1{>W7EG8o<Uw*YKVI57JW%c_*I|AfXViBTt3zYEylZ_CxlYN3
z_wU#k#T$K&93^Ffp1mf77DdPI;5pg6;Kb9mCqPKVk!PaJA2N9WMacY2PCDFj(MCMn
zQXD9^W&qAjDkPk9c^F^R5N~PkMjm;|8$xRDpC{+FeB@<g?=Ybq<9-(6QP@W@2O@d4
zYc8D$g~jN*XR(fewAzWJag0)M7UBYv*2WDJ>MTTE2;)x<Y$F*WG3Ty^p1}N!HD=3w
z;f?8~4$u7z!3aisry&XIFhm2u4}sJy09+t9Vt8Y(u%?X(L_ZIzYRJPE8#>3Xk_i6_
z$Y3D6M!qm?hhcksEgDaR?`AcJEKwSSFJr+?5&pu2>SJXo1;THG`Z7cK5h%<a;ZbBf
zLU@#oCI~;_EsBs|lp;IJYJmM!$P69qUyToRoyZ65k2&p})oV7a+g#{q0_25a9gd#e
zI#Mse>DKK{GIz>SBhjC?ETnU-qyK?no8(t2^{&G>CU%x0i)p6+l$rV48UHzzv8w5A
z=HF>n*SKw>;%UHX1wzKr({tM8m$&@cq7G|+=suGt&5+i{ANmLs4_IRaYBf2Z^AQKC
zECRJ8Rkpt4H-V~ar%r)0GvQxgH(HWg2d2?6vsxcB)xjpjkzjZ$3EvAya6co|#rrT;
zs|3=h=N*umiC09hMP5;Y1;Y7`4)1qRXQX@7@NG_AI!ez$R>M)!S|otxW^AGk3UN~*
zUh7|FkhLzrK{p-0%_|`ZYQkI5haF<tVU7<JW6|>t{kM73z6O>3*9+jX8{Yl5fA<%-
z+vWY0uKz>VztQ#Ybe(b#rcTAHr1~W|ZR9gV&`<b+69m4o$Z4Q_>{;iYxq1DW>&~zP
z&t^#5sfx`LJzrp;r(bI<e9jJM5i{DsV`c>o#-0tjhIL2|0D7QVUE^I77C-||DuZPp
zXj}W>$N+rqqO>gqgf2C?;%h}rC)l9D(NMetgsyU+$^t?qRkjei!GS7^=@&^AA*bHA
zOldGvoYEMO<_4V+isCK8YLz4!_3Q(w8AE51`4QMzhDxKcGq5)bJUz&3fTz|bfeZU#
zBYlIEFw2kzJb5JoJT*#UM~N2Tc?q_I!1J|uN8m|!lL|bS(g%^7j3e2g^N1#yJE6op
zA#+~?GO@x~wA@Wgm4OBLgsJ<rOe9-!*3---zRj$zar1=5NaCL|N(Ma6Xs`5CQXu2|
zO<rV)jPHTs9gy)p2dXTPQBq}#jE^`_Wr2*6DndrttxQWWJuuu{OAN4b1H}l<@NUOy
zmHZj?G$1u&P>eA!0uP^o`l9iW42^=qpFlPP3bmF9D10+EEpI5~l?W)*D9Hi}|A_4%
zDEt%N5fswhB!j}u8|{XW&7pAfctasnm;i-As)9mz!jyc^uj?Yol{{vok_HOf%<3jG
z6e9nWDT;!^dKxG^+~h@;P<RLw?*N5M9jLN^LP?b^6s~fh$^r@{RSF8RTbY(%dSJM@
zmKYG_289ut;T??CD)}?&nE|Q!Lm{ewfWq^kzBnj^TnY+b4cQDR)LJ5-a27T#Zz$xI
z2q@Gj$pQ)ou^j}3LwH9}NO$=_p&<kb!X`Um!91XgW|$9S)7XL?T2MeUcF0(=*xBVv
zd{(^HX9eA5!3v69Vw0IU%`Pw0hMSvU_h3>K)}ir3V|+DoRGd)|*8C8e;~#@{Eq1c6
z!Q3WVuQ}e5P*{u`Vl!ciw8o0J?e}QkX42ZYegY2XNd$fPFjnQ~kOYZLdc=(OoMGTc
z%w{)pSJHTj5nT2@j3mV3VFOY#!9xn2rlrPtAuW^fS6_shd?eKPrNXZsg>(Y~HR9!H
z5L@FbP{PD$<^k4Eu$n`vn<o6~yI8O;Oe%<&Nz#)E)yF7%hnFJ!>f2CXX5m*qg~IH^
zuTWw{_!Y`VlklsFZcK#uq7d2HRH+g{sP*&63!%@V%*XJ7t`hk~Uv-{#?kkf<{)GGf
zdO8GNEl37>EH4u5d3!>N)_Tm<J|Qzi^~DeSks79jyWtb2f_r~MXEY})Rt4R|toAgk
zYuq$JAyY6{p-jZ6f9uF-iV5%|O;$96Q5#R^a46nk)PIZvRTiUuNtNxWf3*Wu7NdSi
zl^pd`w=yNc^uQW%C9xTZB?MGOD27+SYL)yM^~{0POuQTdBJy&g&5IcHcSChiu1<q&
ziW>88fn0{eqqRd=_ua8!x^>SZjEYx6oz{e-VhC-q5_}Q1gU0+-yrVHc-DNS*CCC_$
zf$oa|6uLKW>|S%`#!c(2(D3NyXy_N5CoCQu0gFM!vG}-$-f#|-Jc${DH!|Vn#vlj8
zyvnSu@tz5cm>S=e=`x^m&vvk}-StX$4}9pclmbI<HJOtohQ0%ecfioQ9jLOvP)U_7
zhJMO{DhmviR1t=T`<LktW(<r!*B=Aq5@t0Mz%)W<yc@AvC6PuwmqTjCVA{ke2~_<q
z)EkMa+yE(f{T^gD;8kmxfY*P)rsfT=yb=Mg8YQs<LJN5PCANd$^;dXD@Je@+6J9sI
zeBC*@z$+H~4}n*zxH-J)*~Id*FWr>H%)|6=>cY#-Lk{pd#jI}P!>eGZGG+<zTG?Kz
zrhwN2Oy*<>ulqpp4)A)U163CADyg!C*JB*0vVd1fRR~^1|1$l-jDhjz`eVSJ8@xv7
zjJG#dt0dB>=PzKt#|vJCatL^R8BmoBuasNC>p76!fLE<$0$%@TJm8gABH&e{Bnx=$
z!7d|s?ZrESSGt>2@Or!)#BDr#U6&QQE^2M?isj}Bt}l!kyHdTe*t)ycYCdvhDa<ll
zioNW+h1@dafUKitb&cC6_`p>#U70ZhSm&y7Yh}1Jlmb`ZYO*FvTx~${4!C-&163Bd
zDyg!?)w><2vcOeI72#^AdztcJzBuJE;LZ(JBNWDaBUY>A(Ws{msTsp+vN;l{`W2`)
z5>=V)QK0%5<TgN6YnK4k?buM?IDz!$F(u3^5umD3k_D)KAKO8o`ZV4VsM6h}0@bCP
z)}48#6`CeQMB^fACl;6|jOwxbL4~pSIi2W{$zn_@9x<hVo(W~{i1~Z7x(OK*t?^fx
zCIc#Gw%1An11T_a&cEsgp(WniERW8B;vF#Z00*ipFj7)wi;+h<P-TIUk}AST)vruX
zFhgLxd0!cz<pz!sy5UX7YLx^U_52#NDPwSqF){)b*8nw<s3;7Jg2T0t&45F#B?1nA
z%S=H|aL6kWaHvs|1stA>T|{vBa=arrq`OH4hsPmWbZ>ge#&Z(SX)>aP7B(4T2F2zH
zjR%ECm|C^50NG|{5-_PJFe6aG4)#4bZUk}|US4Qc*Le3t9bW3pR0hj{%smJ)yKDWG
zYCQ#TUT!ib%faRApm+!1e5(Uh7QiW~vIWjt9jLMZPDvF3C+}URIhZX@a|~E>gU<+U
z@h-(`l{6al^g(LI@R?|c1c*KewMK%dZgv!uJ_MN!DAigeptK*G>D#58pp;i4pj4wI
z3n+a8+d)wJHM}DzrMpQ5r6-Unbc!}w+zOhilJf-ALm~myuQ?V|=d!l*Y1>d5vkyOK
z5}Z4-{?x3l@!koItO4tlIWxd@o&eVjVvhb|vL{P?{ZA;~0bl3*n{MS=k`d1WUnNzx
z_<Dc?RTlUvsUmzeI+&>t<_ti9v&VowH;9c;8}E6nR>`DM&krFrV~A~Lngq%o2i+2h
zvLP#^fcALEZvd^<HUYFhW<1UbXn7?9Xf;Z*0NOK9XbEUvf_DV8bT_Gh_QeWptQSU`
zMfK_h=Lxe$03EA17G?K{$|l2(SQ0Z3MeJ(dOXLP3htcZ=W_1%c?1*vAH)jUK?&(8p
z%H`3z$($?^b{L9xK-kM2sIov<NtG?azSV&$3xt(a5yFQ1m+22?jME<j_}l<CLT9`R
zRvQbjuYlBy0k(-z68QQ-s5cT{xouMLdM{)*;8kmxfY(=HQ+*4S6TI?D1iWgLWC5?A
z!FCY5eirWtUg<6$c(oBe*$Kfx8E<CWPz5`*?c2@R(d?j%Cwx|X&1VJOWx<MZJ1FC5
zeK<@X=u0{(qmVF)r<WsLii{4+U>n@1w(&nM<LB7bz8-T=!}_?4-z5|l<F?qWk|M3K
zLT-Cp#!pRJ8#hkGc?BVcKCBoAX6#M^ze#4(PdQ*I3?FBFE56rbIx5Yf84<kprXvZl
zSouTfolLMYI5dMDO(VI50O`E|DDm-;@$4#j9RER(!+=Ds0dmC2Bq{+CGe0=v@PzJ6
z^<~1Nv0z=KA`i}3l2CoDG^IE=V<C3O)|iqb?LZ^`%Y-k6!t4*uK$#H-XP|5}IXGkD
zn-w9zC`NYnRVqbrbjEt*hR|wJ=Arn&#}`nFe2&gIZq4ehHS5k?w>B|MjI^GeBAv7*
zPPsc(!I6#tZ(RsITR%vHEk%W@jh$JT?Ni1yG<eJ`eu?!1r!+>B(pdbWS>4234-a!&
zA(Anl(AM5l9O@|zlzLOFhVL}llI2`N9g26DOSsa3DvP-UNtNwf!k7b97IO)bDw<2s
z`<7`9W(uqq*BYClT*B_)2u<;7Sgn#oqn=koY9_uBK^Gmhk!XO#EW$^i)@U!O5ttk`
zhwxFzY&c9>s{}T@2Aip4LmpAqyb|idCj1riK^8lMAHjCe9Ksjyj^+^PE{lOPLCm-u
zydm)9%=KM~Uoa8_4F;k~Q}nuh#iH|sQ8pW9R2&PWZ9&8ND!87&%)$?t;BvE&1DHN(
zRyQ%H=S`j~BWA$q9uiIm%0p?sX!M-Pnk)hJ*HF9zp#I%~DhoiBRM`UR+;8jVwk4^x
znVpeT$?!7aEQ#J_x`WvQqtB@@pw4Y-K0;r-XR%r(jYd7+g4B#5wTUqjpn5cPNerm!
z#z(>GV#sd5s@5_AtKVT9PMC*C^JODmiGWp&lGtIS1+1<@c_mmq1@8z}>26ZN>WOPs
zZ+c1hrgfV)+mB9{G@G4<(P>b4p3r)zF{{q2js@2}7=>)4%9EIpI1fAA_YAp_$N^wC
znbkG!n6PufA<iqKW<czo0I{|H?pmo{Pd94yO!j06vVBmz1IX@lpvnSdB~`W{d!++a
z7Nb^4m0SVm{mV26GsbC<0e@~V8=*B`39D5SY1GpNsTsp;Q^O>H_B~K@4A62jq@eb_
z@PYxgTI&SVo{i1*?Nm-s%PSF3t5K2#)ZT~fAgKKW-VxN&-K2ur73<D9XJhiARy0Ck
zgV&>)Vl0)KC%7J9f~%-A7FB1kbP-M_pD`=&bta#=<LKjNb&YpUTpX25ROZS6&{^%J
zYPFK)$f}>149OBXe+b1pAm?)qR9PUWq{<dK|L#DQ1#(KN2s!<ZWy*p%0%OjV#egz5
z$c#`B?*~||l0l=MM<F$1$c#5P0xJ*sPApbR8>2w-P{?V3q}Cn*l3!+g%?TuVB?2Th
zO0odSrO;XdlFRUpK$7kz6-XYt?iFXRKgW8ZG~qM#Vn(=AmYXL~>febD)fx+xvlLxy
z?CC#c7GOR0tMATn3y{OGbDde;g#1W-nAOTy8Gt#by|i<<Turq^`f8IYSwiM3pm+z!
z^c<+NfJ{l1EoAO=pvnR=B~=8OTGuj_!8~y)V}O|(Xhx`scOF)&<j|<+R7lMjG?Pq^
zfX(Zm(wHHpZ*3HCUJrQ<;MCeAfb%qLq;HOL0#06u08WjPEP(U<*bW+9-idbvoOCy-
zfb*Es*Pm%Wh1=eAcqxj_6E+Vt$Ct9wSk#=!Gl&tUddLjG=a`V@j+qae)irLLxI;|E
zMrEoD$eh{US59>@)wfKBWQmvGfZ`qS@+S^dS>UCl$`&u5bD+usFC|rkm#SZxu3(11
zpmSX@K+Fv+BlN@jI##PB(5UBrNX-~56AX^P%6Z?7#Y$yl6jbg7Sq-SvS|p(I0mj*!
zppsW2pi-kG3#dFCS}UM(0p1Z*(%qzj%4J>a&a(`}eNj`KgfjC4$^A@_#2RA}ayKni
zz#~0j`hF7jq3^(Pea~S$`C_xW#w`;U8;OC+EE&K!qkX8fBSolfm&uGQaq*>4yaO)2
z+JPzyT$EJV;-cq3l?5(Jst6Zlw=y-s^f)y!;K~gaBUHm%kJT#qGwN9ZsTsp!oQV;b
zcr{cQGkzq?q5yFh<TC(KYl{HHW3h3*>B$KYc_ji6HA=Do#CKpjXzX|s-Vq?u-J}A<
z<xP*hFc&6|Y>J3<K77B|RUaz~f#|<dbUwul`<>5m$7_9C%Kj!KiX-X8j<616E8=uL
zS%9K=#MJ#`Of)%lIiTW)%<3AqPFz$JEL3L6fW?{ZDUY*w)MQ7NxcGS}-T@cC<v^7M
zE=sCwaq%Y(R9WDnq)Lt#MZYpl!3=>B=bB;wmK!ieXovSXtX4^&QO{kFnlUiO8XAF&
zQ@<CBjKaJqXq*Na4QSL_Bdp^+jH@|8Bd<h2qee*<(6|q@RzTyvct_AkcasVlSDn53
zoXzW3pLymhyTxRg<-l=yQ<w}_kmo3JfeD#L^|3?Bz2dS8C^eIru~>pa5Ci%-!0JM?
zy2b}4F07iYRR+$0*ge~ai`9C$IMAJPYW7r<MOi}a$xyrl)OI;gWdXI4DqE<1wF6Za
zP%Eh-s15fo(<00mr$q)7x<PJ)=6EMzwMrt5dR_#n8AEPMhDyNi#ZY_9z|=HJ3W_g*
zmkcP@S}CCTC~UTGvvPuBUWtHWjgl;&xPk4UQR<uU?!R9E7rL8NP<+C<U1y)Oam~6-
zo2<iwl1@Vwy8^Yc^8{da<fvJ5EcWiM(<gHY*kviqR@}j)m%HaVAnv=(>L%t%$PsK;
zrp*A`x$PrE!_`Vpsa8uBHgvzqoGh{S<50W<);{V$l?B#Hs%)|LTMkrNV6CKzur}1a
zOnoq4VEnoI7!c?NwGk@geGIEr@@Uj^3#4WYwarYDK-oV)#W5($ERX`&KSF*3V70ah
zfPE)6HgACCl?Z^<D9Hj~XFLh*Ab_2TcLcC>mk+=iVv!(zvJ--18h^~r0Tb-d4hw6>
zj%LR+?&Gs!U!N6pmjx@v?U=@e+CX{p=x{0Nkj6vfhxqtvq&tz(5smtxaah;*AJDi2
zJK5J@ZY8Y`Xgn^Vuo#cU<_G|!HCDVM4`xd^7-ykLYvcL}IKe<7=mUzeCNhTvU1ZWv
z($k(ZRD7w~>}HNknuEF`xa_S*5@HeZMUa{aLIy`O&I=iXF%L1(dkxg&L!!nnbu42y
zq#F>Z5iiG>*cxAf62_RBAIsRsY7VLH2()nF>&Gq~>+mj`3GLi_<?!gro`GVmwsK2l
zt5@o&Z&AS~-ib%EyxuSttP4}*v5eJ(>SL6>!%J~2;}F!B*|ChTg~IHQWkiV)$1<X9
zG&z=Wq8k$-z9>X?HdU%ba46%OkrzUrMVUSLKv#);4rN?%+BvJ&Y*?50l|nR(t?tLg
zyq&VlNYLl)3MpLc>)!eXIaX)v?7=KW71K)pDKqdNV9e)4#;WDWZ0ND=a4EG0qy3ow
z3a~5Q9cFbCa!)R2v_c<azF<!K)@rfm!cv-V5<X<Iq#4B8ctQ6=@eXqZk2z3fF;^g|
zvYjjVo&!}Da|Mzrnk&${mMIM839J=Y7@L7wg0C5&B;F^nS|x`@J@10lOuQfhDmsKQ
z-t34Og8zgnquil}Z)eopz@H(f;TUP{5tiY0Y@m(;c^tpUE1}M7!dWrYwm2th&Qs71
znj2`tJDMAyyDSF81S#Wj{Nl1R*PpfC4k{C3rpcO8iFpF09?+=O7z>j#1Vs!a<uj)7
zM_@ntlF2nb2Z%h(tZqWaP3tUHhRFcPS?vSm!EzdSJl<qSmhiX&ig$p=wGLESz@wzf
z79P)WpvnRsB~=8Ee#bIZ!5nd_Vt`h{EM@{YMyQ9k9II6_Xw-8Mq-G3`ai&H<<1kbh
z360XaC}6w@@)^LWwM78q!Pq$8{3Og6q&Yy5S0aE>qa=37X90|tV><{K{~7NH80l_O
z0ps$sR-a=#h)jr`CL=0}%o7^*kVd`ASZtgrX=3209x|1`nTcoa=y-!!-Gq#vW?WXL
z$$-b%?SsW?y5Zx!CPT8s$Gf0-2Yh_Ufhr4plvLT`<6{m~S>U6jitsV$S*9(RB{1e(
zTMXcG1IP#s@jignDk(JTxdu`*2FO^0BM|ZzP-7%QDifn1@|Td&fJm)10wS-)=H(5M
zyb=MC8YNjk<X^BI1d)HmJAz2Mn^X|lxpB?Lq_Al;jck&2LGp?!mX{|u>L0!%vyJt|
zBI9mas@!RdPneeP_kCR+xt8ZJVw`VQ*SKkdu1!*B`liSL#2M|Co=S>+wjCxbvP8od
zLGcb~c)SBu7HBA`vPHwS4pdp7p`?n?P<AU*5=;+_Hdhh@qTHY`LNUA}u-aHC+yhcG
zhQes`B5-gkR2PYZWMvcx_CPKJ1hsYu5Zn_RmNy9UN(2aMlw<*db!-QL;0WFk2-4jo
z1HsK1gW%?I20^GV0R)3o1%mK|>GzwNJaYZc0R-P*RyTn`5ZR}UP!tH((}3W+OjcwG
zg112N4j_211639vD5<gq!G|2EvH(Fzl>$NRR;DDF9vE$|BpHEVgkpF%W3@{DjC!ts
z)Z9T3H9&yiQ&3$D2tp<Wg5QT+1_)~H5FmIJHY{%t<dp~z)F{aU1b>a~AQ1cw-Vq4W
z-J}A+rJFWyJlkq0ctn$-AQqVCSa9D^>|ZBU7>k3`^<)8r;t^BwSx@Ui$(1|@B;3uc
zu5t539S#ZxDpO=Y;mr10y)v9)KzNYJj4ZKme<<Do3p*UBvcN(~l`R$???9CW7D}oJ
z3st`|J;4lt@#cDBfRx*aFhV!H{jgdkfkr)l1N)mX7{(YGfrgubnn*MhhDE{Qxsc6(
zL#-tO4yQ1Vf}rLRRKqI~aHvs|1swKaI|vT9;T^#t-AyVuJPwUrw|!(y!e_y0zA`8_
zPiWM?${VgW79iU++GHjHlX?O(0+%t7<whU}uzamq-Gux!xWRE{unfrDgCMgzZQRW@
zCS$S$&bL7E4#4>?2dXT9Q&MFMocB6VWdWR$DgsX4yG(O1Th8zqp)KB<v05dK27K;-
z)QsUX(GUp`{VLQN38K2$QBe8>WHz8wYn6b~QEX=3BTHV1fKrW;ETHs<*baiyAK@KA
zDcwyfC|$PsoYm{kv>IAAi%+Ez^8`>MXiU@?i=8uAx`0jjjOqP<G0DswG5=&%H*w=r
zB@2~#GQe_Pd%apL<A<TUQw}uu_<?R8TIvOxZ5*?qcn7>Z$bl*gyp&Yg;$?>eRTg+D
zsUo~II+&>r<_wHF?=%C-+(w)c>f+79YL!eH_52PLEMv%wGd%(=PX}@$(NbC)1(at%
zJ_9JVwg{m7J+luvjX8NG0w^^~vH;3gU?&k!z7p>UDCsUApftoFLEK~~1cy8v#Wv3f
zc4%9Vo3W$WArE~%E4KNppt~$sF>Z%E94+Q{H&=^8wPH`bTp3C_=AjTd6Ro`*=_+J&
z(1Sb=O{=ZrqLJcIy<8t%To|sFdrAv~#o1LSu>IJL73ZIPM7^}LzOv9xJGk3VSzI`|
zw^Zxtu9X4ihKoI=l?6Xbq5YIoE(i(}D^>I!U#Yqbd*1hdxv8{1`Qhq>!eR#bHeiXg
z#>#waTUJj7rV4xZT9eksH4|kzU6T-PLAeb3ZS~#!yR&TiR(+Pjpz#*7+0DlPX-<BK
z;Iel!lAvJHyCl@8c_EDmWcc-=oU>I<mBqWEX%5nZ;6=uokJ_`wdk@rDj1)a-%&&(G
zLg4O&;_Xf@Ft*EF<`;Gs73PImGJ}jrEI&fY!YGJW7$+XfmlKa>&j}lt4cO}K4d-L*
zl09{?&)lX$Yt*&_T9k=z7aUh24+UZ>j((l@E2ztN>zJaeBTJq|{(9Hq#{9FeQMj{I
z*E%`#0l5OppWx7$N0uCTTCrBDtt@D#iPT4i2TJ~7A{}B_J4@!{kn;ytaR_q4Czi~Q
zt;0C5<bSYS-3rbiqIl(hPpCWwqEek#@)xMjPU{;ptEIl)O3#>g%x=)rbLg+ZVtHuH
zoAX0>Fbf{kA=Y}VA^p3??(hV@i8@g3Dc8q#QHCAG>d@FO?^-1=;=B?R3~^qGWQ~-P
zI%Y#Dna~I*#1^H;&IwSK7`1>@;f26P2|%LE-!Y*8Rmkb65;C<hvs;>?vncwbnmMeU
z!hlD8qJy_f^zbntTD5u=rbY^tzNX%=ES$L21&pyi-$ZMcDod(p*qdn;oKC>ri}6@v
zHQ4=VlVi>5Cfd;^5j<AzmBElsXig?bMYcpgQX+y1F%NMTR2dCe4cX^vCZY>+8o+fr
zc7SM)(AMSnz!!i7;PP$&mDe5S16L1}i?u>urCR7Kmj-$ZLnDJ*OVz@1-(w<|C_WqW
zl3vc};5cURz4@>|I7(?*xW$`TO?Gf1`58<qaP|p{sPQ<~wl>)leC_NhQ>WlR7<FC)
ze7|6<|2A(B38%@HA-to>7P`w~hJmab8FZgvXrl75-N&iHhNbzAUgXzxMHL)5@epOf
zkGHene)$eYT&~GQlB-;;upJLZS1L!+pzCTT+AS$jn(^qrnAJ_RxPWM8#~Sq4L5ngr
z=!v~9Z2B!wYm7|~`d^v#TOqSy)~~~!(9Qbm@j<3$eOYT}eHkAi+`;H*Ng@*`0DQOe
zvT%!UXEmiX>zsYUtZO`WHS4-He+cO%YyL3aku|5gY^}M^C$Q$mNV_?X21qx`+<L(h
zHu)4&x<tBW)8~)*?0DQ~2i;}Cj&YklUs~+#?e6I>5A=3ds=cLZ$HHiYD-4$E{gvK@
zV~yw)_fRpBXqM45y8QBUsK$<pHhCTfrFo&u+%g!c%+LE7_O5T3S~3V}AnM0vbrWqN
z-e9IeCu25uYQ^Vtc&<`Q3eVeWN#r}g->gUeYO<)=B(}{=?Vq7|J8K+FDN39RW@`VK
zqOh3x$p{JY{(vk|-C)?Y??Y-PPC_t0Dc7D2QJ^`>gMXyC2ZnaZdCG=7i!f9KoPKUN
z3tH>M81M(!Twf;>#(@7HdtU-zM^WaVgd~JX<VJ375{{QRM-o6_Ou%r8fe=ZMpyK4s
zo1S^E^Jd=oj!Xs@SNE@w=+o6@SeNzM#S;O=|9atl-y$O3>xFo&`p0`$*VX^;`>LwD
zs;j%->vxPZ>qM#7(^Xx^S6_Wsef5=XygYr&$cU45nB+N3@|<ePspee=H*&$)BHs1;
zc*_{r>_-Ngo(3ocootG5G$l#Q6LKJCYPA6b%+%vyY}AzUyr<NJC&XlAyeFDD^`7n7
zau)o^EmzEG(ld;y7&Lm(_EcOz22+lFdk$61N@#$iARgX!v&+FK!#0U?OHPJ&u-7_$
zea=pxVF)v^JQ5K!<7LgZyx-B{&<){X`gv7np|RVC##U5}!Sj+?;$%#!O__1a!3){_
z19;tF4o)c@#`u;o0L|8N39YqYotgH>xSPkArV8DLUtcmgJriZIXOq77>LnnYWb&_O
z%VRDSD3^vYgU0s@V?I$<Vaz8|ED0ss?-?ES30S<=gh(R%dCHbK4?Xu5C+$~{OM|q=
zs!ZyU#lsp){%k>GFgz*s97#xC<xev$?3VP8LBEQ#TJ6QzeibJ5H0f3g5DIi7lYxdQ
z*y7lcXS{tFReib824<oog~RekrG&0{2R*T_$WQZ6IjRPpMeQg@S~cBNj!tJ<*iS;0
z)?$V?iFzGn3~Zz-X`h-LmW4Sz*I3XWp}F?OG80{6C}umV(g*D3=Avw*gUgrEEmi5T
z&=e`SXS(I(@pT(|oz$YfjOsh4MSYPgvmg=J8kIZ{RweBc%;|#H2LArCyCC^_=RuN&
z2?SbdjA9wFp1k`BB(aL+y~ypJVreWKRxFSBURbfz%S0%aT6UCTsf|v^^Y1k<AVINg
zCoHeoh+w{2PvV)ckRBT{-!*`eV7{l)6Ek0anpe!XKf8B~Z^s@=@SA|!Y-!RhSEpf^
zjE*v4*3wPZD-VE&8kCeNV;xdCJ8<Y#gGlewyFz_xO6{9z-eVYXYPa4?5-N+~>S^41
zsjsmpA88N?2$>Yy1GnDu?7q&mC>de=P{h@`)$P!5NnNK8XBvF$X*LuZvG#W4un3@g
z*HIVL&@3)>7IHhxH)2*FvyBNfrz{8cFyxfmWC?{V%cC|7!5|(_<MLNlml%ZEh+q&}
zPhwY#+_?&fLacuFw=@ji%X=<8F^k}*dBq}nbJ<FMXwsb+fj?Vg<?NJ5Upl>xZnB4y
zgl48Umw_i<w(5?7d--f4ymhro|3DQJCN?w6pa8cSXxep6>{h$E`ajQ=(-bz`wL=x*
z^9L)`l=z?yZ(P|WETzM$Lns~oYh$YJv0>MUSf|;|x(n5JOb>fg8<oW<9TBMGy^%l?
z%RF9++zvC3BcpJHS;zfo%x4|uf>Y{-<UIO1jnXx=K?zp!4>Zbdvl6or!Ai8AG-4$U
zb&ZE;5X?xvPfyH9_-S4-k`3;&YK6VoA{YctjAyI0N@H#k?U`*=)GSMxYhK0nKzK!_
z^8!CZtShT7Fg^k@_Pow_hD)WQBDNVz2tLC4R+SYzFe2ZeuK!~!vaU12-`ma2lZo95
zqrYX8TrTFx2YHwmhV#RmFr3ePP`xzf>F9@aV%XF?rQw2yqxz0<!BuTk7Q+Q2@Wxw7
zAW>Y<E5ebmzKRe0mfdQtJW-jsWk%abuP@aXQv8N0Pk|_FOu$(!Ou*l>qqp}m@gv;6
z_1(_=hl1lu*50P<FmHxdCf!_Nw2;H`r9*H<^>}HdR&-~)Z+#wPUZL)+p7A30JlD4|
z8&covr?K<SVZ(W_RM}r+#dla5k&ZDDl#fM{o#?GEl0?uyC6^o@M|>kZY&2XGfcTw3
z$ddG2%cJ3Hfu2rbl-+6s32_P)Cm4|OXeg1(p(9F!TyD;7xf%nlukR3AOH2t)Y5bM|
zBvz+@*wc)b(h(b3d$2!if?tSj+8nhlwpFRKEVk9?iN!X4>ZsV}`9SL4$&7)~a%p^M
zq>!t|ifkPBAaG!POr#mWucldn%~#S=oQgY9EJ?qu3@-rgy=DRkhkiIWuoUx9#O8Z?
zWARGuYtvr*5(9Tl?wi_P{ErEhb--RseT~KcwD#f`+I_9Rd~O*od}PtA7GWdNAzC5b
zO02y%sN$XWuzhrnnWA<K#1T;T-b`KarJJxBrYBe!vBGCmnXmvFRfZ)XJ;MOahtq>5
zjUf7dRG*GFSi2p8bMd`xR2CzMHk>L;0D1vB(P07Tun?IPcM5plLrcEkqoKAEcx223
ze=S5=VKlT8Z2M+Z+I1_8*@$50T2ErhnKbA(w8H$F2Epw7H}u5poS!<%&V3Tmr9+ne
zaCy{rd}H~!e-tHp$JeZ-o9tZPhiEnktcx|~A8Hm=1%)XioN17yM}1#MQ<Fn?fnpzG
zH#gVzQNy5&<t0mk8A;)_VUgV+KuiR1yb}pvstXp4T#DQd(@1G`4nu)8#9lP#6Us1J
zDQX#qyw)D5HZ(ypmmA2Dpc~q!FWz^VTV<_q$}NoLt1gaW>~+i8F&8KDi$(k?d_Cxh
zel-u3k;Q<1=c-8#?3OD{V8bj|#rx5!JAv>Oxl(Nc=K$#JMzxSFaxInKo{BipVKssp
z>7++#qB!lq+*?rXRrA@Zlgmyx!>&`Spc~YI?GsnvT`^ZHW~uc`NI{+7LotZU*~Wx6
zMO-2U?XZ$OKS+i^>Wu~rfYfmZRWe@lCshuXMhuhC`)`d&c(T!fwkIJtqjDKlEF#~~
z6B8-Opv|9ADUyf3wU!bW?E3!o&J<QOEhu5G#G;Z0Azsrxc|_uvC{>+l5QJeDi&@kc
zT4b}^v@st~@9ca8rxSLe;&dv2Tvx&A1e(%Vp)qM`2B#A)<|<O)@=AfrjyS2JYneul
z0mFTrg<*ixHLAEBoL)9sEM;-PMvf!){1GdQvam6<7k6lAy1hK*>7cqAgmyrPSbxF+
zp##Wn3HJi@y{XkI0`#TX>j?T<f>z^GLc!r0lj55Mw}pxW<E<$lh0!$WaLp?Kn8t@|
zsFcw5K1@%n?eWvR()RjDbS+He%I-J}vW=C!==;QtO1i1*$pg<udx2tMZ(KjhDCrX#
zrYE61gRXporquTeF|o1>ir!c3=H}W3t06!tCCl2Z?zo;80UPhf1TWPEi%NVExgFN?
z<VDjVAh4SEd$i`Oc_ExqT3!s=T1uWaE+G$p$v}(*B`<|eEn5vJrP+v}lv+<>c|@~z
zv6T-iO1X-jm{Ri7yrPtA3zZ=XZNArSOeLc?xBLp4rI2%N6C@Y_FTQkMNYXCs*O5fF
z5AjQxBwKrLkn7V4uV#;2ueO_;<5LysSJZJ*9RU~bEP_=msXht09VXRs+d{)2CexRo
zC7(=dc%(>l1bSNJSsRNW&yO__A&ESP{WCn}STU7HNGI6N0z(@)X$V5o-!mxGc7%D}
zS+2Q;?j98DbuP^oD=?^0MN@@}OW%=#IB2-_3H$bJHf*fXZ3e8G5~-4O=)ec$F;ua@
zFfl7zjh0$cv;yX6PO)H)8XmOG99`-xZyJr#6EjDC>L_#cd?0nt2c#EEZn!qxYy`9D
zb0B&h&9cd0N9=M$TGzbs`~W5yZ=0D@mxg=2xg>_PN-t>gBs0rE`M)&~u_=^qXM_LQ
zc5`#>{D%of#TL4+L_~nbdoh7ab-_|1_9C~#oJpQ<Fk!&V>D6e=XHF(UDgG3VuojEb
z1|^8$J_9L|SkwVHklr|x@m?exNgEq+0wQTPB8a5cleUTEJv0a=l5e9YCX)QrQ6d@8
zk?w>qejH{V+gmvoTWpPWi0H8JS{2<Sk5b>&T1%piE46YaaWrxa+V~j*FS||~KVdgl
zzin>0m>ED+bgBEKF#<B)*9cmw3l?eoFmgLg8UyKDEfDE#^b@q@Q$_=u6k&`+Rf{fa
zBNBA+qXt4G&_#Ruygxy9rwujUNE740N)PR&rTy4gG`})B-PEFKN`{^XOF_)qBL)C4
zYqPySeDDvjGSXQZl4c;-OIu16^Ilqjs@R@set-D!wuWdUqpd2M^t#nb3@kmavoH!a
zy^cY}Eva+CrWb)ZRvby1sbJ4`F;~&$J=?Q83&Q}<Hd4jy;8~j|oSxjFfwi+^D~F(M
z*b<vb*s#5nr#xokCkbl;+`XvPDgxZ4sp|;tS{%KxtRHOHnk3ldK`m4qC=n({4&!Lj
zhV3o@rtyX?l@dzCbLfec2!5JZN(5~~2q&G!Dn#rygs7mK3Pd2#sm>}!V{g)uHCFaW
zd4li;t@hsFFE6L*OUHxTF{|8SH#Y~Z{R)6eYVW?{5CIqO^#m)`1&bQI1i2kn90F^<
z0stFS-ielcwL!xpr8GpKr=>DzV-dpVOASOwr7}FO8I?hdAfzv(`qEe?A2hma66#i2
z83_(^9{I&=z0Vl_UqDrO(C9$h@DD_|FH*%U!UZUrN>w;BK~)e)*ho)ksRjc(f6!Uz
z1cKH>sJKlffdJg5pmiTt(PbrJ$q!RA!X#lez_35l<g|lfZ7K=Jc4%OoRT7A)Bq#|-
zq0=oPUVyuYw^~J@B+%4#1a~d&okmG8iLXifTBtZs5=<T(#?d4t;WWUuv64Wggp#n8
zo>)oXr+KF&l=!qx8%lzxpjjnh4oU@b04$HT>Z_!nn5@01mUMr7k~-ykgYmh9SF@+R
zWbNkW_*Bh~uTlhDyb8f8R(p9ma=WIzC=6ol<@spI&|YM&t-Xj0?9Ex)i#8S^4?ojD
zgaqxyy0P~Rp}aU%-vvpX31lCn2}krIq_{Nwm9aWrZ1mD(9PKDA-t|<mm|Fpl7aA?K
z#JB^tWCB;PC2a;`8FI5Ow6CMi@&@?p>517AKXsHX1wiVamrx(bV#O^Mn{^Y4K5$@E
z(kzP#_V=6j6Ox|WMtezH;g2#(Dy|`1??QP7-haTr#-{MT9h=sB?B?d$frAhr6<O}S
zT`K}M-scEjstc9?`wrxGm@@>s+QDLxTjJkBYd&`f;gsSKF=%UX32j`0D!$7=j3h46
zhP#m2h@h5QPuixIkI*2PTK<Bbm|F5vN2z5%PP*eRlu`Et#oPs}E*-$73nxbg(^B7e
zlRh3Qg2ebu`9U|r;j_AV(ZV4=!Ys##)Tsk!9g$F3oCLDtTp|Ebff(hAyA%b)0;9gh
zB6wsKRt${bqJ?F4U+e!kx4fDH%uwXhiY^=617vLf1g{NFdAdDje<jAuPdl740>s{F
z)CDyhiyJILZil&nwaQpc7(_!pBM6`+d4Tr>WLpGZ>$<?lB{UX)?R1IYn~ey9uk|E$
zJv4un!d4mvll&{_iAg>`%`1}MTfu2u<pI~&bQA4Duh-E{(l0%d_2!Z!<5hY=Q!qBO
zjMeTM=-G9-IBPdI*IejLFe)n4eX%$KG+u?krMh4d!e=12!-P<}(3>z2HWM`F6GIcB
zlu#Uvuoj8b1|>-3GYzEZ5{Wb$5hPOUNh1>3FgV>m(jb^XzMP(zK=RYPB9Loo=G}6+
zRBlWiqrG4J3c5)eWmGS}tqgZLAtc=)eo>P$YVQrQc#naST_=lo+0D&0BeDiSMUX6-
zxQwU4hj2KKekeN}#Wa*HV$z5jjk)=x4Xj22YMR)kA4T=)td*7m5yUS2U>lXi#4e4%
z74HKC5;ZLrpLip3JIp7fTabnn%p`t<mV73mtu4hNq+5{xS(IU28;f8MchKOvEkT=&
z2=<`$q;2-_dm03@hd<C0vj={fSL|UO&7AOHY0MuU8)-BNYUn0|(Bv4^T}75`|HvM#
zPlkr9XBZ^ts2}Sn*>(1CnB83cpXQbsLI<HDL>7POctC^*z<8$+uv8Z;TG)f!4%5QJ
zg^5mw029NFXv!ysIw~n@7=@&kw5$zBki%65GIU8=HX9M-Q0qzC<nUq|1e3!{=!wZ8
zKg}z0*iUm_7$G`0T5y{XnWIBFo3(V4EII+IYTXVV6C~(EL%lQzWjNCymd`X0w(G?5
zX?AmSEkbJ;l!{te1hXfY8pXb>>*1ryghlJ9GAv)~8OEg5Y$$e8$bJ^8@0gH1-bQ6H
zLUsfac|`(=nktL2T!Y*WGZxLBqT>NGms`=C&s@UGPcaxxO%5uElDV~^2_|zbjkVh{
zx7mnbGFngCW-@Q2K`@hf6Fo7L;iq}UWX>RJG2u=%7PwD}6}a(vH`$7&4RS{nt+GY!
zgXLgU3E{ZmzconEhYcL;I^TG|-CX_FxhG`PRQgoNVi+Blup^-2eSshqO9<bM+zu1M
zM+IUF51%REchQbd0euWoq|ZW0OR&~PA!y!v3<T(sU~M)cXr9)SwrSq4Xb?>EeoaqI
z^Z03A(Y&*WOvu{~iqlP79M;AXz;IpNq=xbe^yncd!e^7lqoY1h#RZ*=E@BYPRX@S3
z`;5EmM017RT>bXBM>MVJ_sLiHDQE<Uyb}m)u@v+m<aU^Xo)Az_8x~AXABRSLavF_j
zinb;rxJ78S!3sjV%s`qh5n8hmL1?v}v`uI?(;%48o=;CqX!&Vg5!%z`y``Bb%86@g
zN|P=kUBUzI#Ha%O^5W#Yx2-yp6%(JoNlfy0aI0+`Axd$V<SL1{e3Q1Kh8b@*z2B}i
z(A6ZVslDHZ5-N-FuJTfNzfoUfQ9G^o+YY<0^_e+F+$CNpT59>escX0mbCr5&aL%ed
z+C~<ScKqHVfa_JL3u-8qg<%_VJIoeBtBV=Iel+7V0tG2a`n?0lv<SS`ZL#*Z(>Qz~
zq)P<eY(x-vttYXopn0FS+h`a};{TbRn8fqbydv>uR7=Sh2m2QdM%xeM=iQW;rLyLC
zG@$c^6-L0>`oXF<#(MVO8Vma03@kM1b_}U)XF<Q!Zf>sG4}9P$8q<C0Hv%f&hY3=u
z3l^DsGjcmj=A`|=A3oE$2hfgB=X?xOGOmS^7S+>6A*kM61_E@6>Y0rQs;Bj&5!Gwx
z#`Z7`f@$6l=!t0_Kg}ze_c%=TWT{f18x0%VO`{{hYE^WT_Q}iAwbuM|DG9rAE4A{9
zS_&J1kz>%qKN<Mhb$a**yScd*2GandB1jfZ3_Sl8(+NAa*(JgoaCQmaehXe3Gj+^=
zVCnhtQ&TgQ#>4FhRNt}9w@0;6S<L2J1m<|F2qbEXES~XO;97@yhICakP=xu$+31PS
zH;mP$c!xY&sC^o>=cbKF@Q?pA7EG7;huMhWA6ie^<{y{QJTd=x5<M~h;HP=TKi1VI
zN3vCSsGMzL+b!D9EvTWJ+(Vv24I0a!%L#m=Cn#yM4L!r4MOm80bhM})Df)W5xw+=*
zrh`yXB#UVrgn95G9Of5BW|&nNnam~ljWH?vY$!FdRit4MRaD<G1~J)2WibpQ0!h3Q
zfkaJ*#UOSex5ErVy8Y?c!2IE#(3H;~^kt>kgLL}~K8)fH+HeGScp8n*Ux!`d4rU{Q
zJ7_&=n>)Oj2Ep9nPI_YQz)$mvJDek@4!5)yibIuZX>y1!bZ@L_^hR3IW2);W-#As6
z)ni)D@Ng2?$gwdW`V^1pR%|JQmVL}X?52d>b{Ncu?B?pPpIb)lSl}x1W^tQkJYhcc
z!~7<c9p*TpY@R#$&X}oh+Mw$s*ZC@{?-<wlQX7@UaGeOu@g5+MsA;jd&U=yDVXkv>
z;=+{?O#U0~`Yb4R6)Jx8*u*NMn3FbY!JOVtU}%Op*_VAxUBjX_?&ot601E`wA%cpn
z$3hPG?Cs1W6xLLsSj43tPOajOIMtFf;#S@AcwvI?>&uF-3KL`E!%}$!xBXS}rCM=>
zKB|@rV`FX^Ult~utTUX=?WwwzYABf2U#u6#0$ci19gIzp!pJ>6X{+S8mmE=eei1l<
zQ;Q8?K;VhHiX=r4*q-g#au)j?Zn@$UOD1=EhA}0_8@*_IN`erukEV(_1Z=RHK>nJ)
zkK{$XM4ZfMv6QW@b^7|8omfJ}Y^5p|k5d}uMU}0<v8dm<w1hh_X?>Y1rP3>I#>6tC
z6)5Vg=Cf66)d{W?y-pP{GhX&EbHk=t-qPP$IPXR`1RAYF#Q-bM@)9RAW6UmP26W4u
zU9V;i#lP&(yTQz;FXJgtFc3}2cSdU$CA1c^A(gber~NTLk;j;(iZ%lGdY8~Jw7Wfs
z+a!eT)hA%_+7$2?a)|TLb8m6des#lNa48s5o`hhQxX?HNFjMpwEC;;LNIm6}DFl&>
zi2}uHbV-O8T-9?_tGx)WJ2A<;xddB)P!KZGlu5#*HYt+vE{v*iBx5QiblC&+#JVg$
z%`07Y!&J6V9fGNP*d59hOOUV{Yq6(CYOz*D-PB)?7c#5WCZtulNn<<M9$}SMWd+HO
z$T!yV?KI84kZWRU4DD@4QGK=DT>Uk3OHqvgsM3Wj6}96h6C&W_-9s=_U9hOfZOHAg
zI(BRf9!f>*!)Vc0#3JxZsbC4{Z228%V-yn3D-1;Gl4a0rL{L+$C$W5_*#Nv>qCv1_
z@IiWFYRXUZikhCSt%$NaR;WPJXojM$YeZ3l%DPEarEwu<5Q<vbl=Ya%FI0I!U1Q1^
z6!zx^CU>2}{={ys{@OW9VKo%+NnH1-Yy^zF|0cM_QrU-*+hHmzePm*=jCWmD{Y;~@
zF}S9vZ38s7D6TeML2-X*AWoMkuGxs7xLQxzrnrv*#015CEIl#B<)?W?aR;Wdl_A(Q
zCMx5FYPA_!duj}=HLB?*mGxx?qs1i2^{~(&P0DKJ8Z`A>n%vowTF<hZtG{Zl(NqKQ
zvw4~}0y^HM1hH6ZI)K~`Q&Z_PV&N3i(QDD3FR@yfr6_1D3R|>O8=at?8w>>L674h_
z5wuh5N!zruK!adu)uSh-o&3}t+G%MrjV(oi9pvUuS_Hs*Grfz&IZ?Zm+?VBGQm)Ln
zkp`jszj#wVDE9fF;HOT2;%U@RGLrlIjA2k@yeX8aKWe0utBr%QXUXLky)_^d&dz!-
zL!H;pc(?G6K-&D%1%iI#BR0H#O79q6x7fH-U&eb*GisSiNCmGG8vANuV@uL)ht`)@
zO0{y%o$<K8cO1NE(Ty`1?@s(~UF6-xKQ*~R$H|CzH(qV?-ooi^OY!1ucwGCu8T#t&
z{C1jQ{|<hBC#Ub?^xd4^i`07$CGSPDb+Pw8@$-KCZ1X<A=?6Le5M?a!?nEP7mw6wi
zzm|C);jE8x`Z1*Yy*DC1|5ESc_`~}IC7-0^Q<Qw#fA<-B`Ya`%qvZ3Hyp=wj^6ta)
zw)_d(yf5GZ2K!ggpk7JI{gmT<k<$k_{Sv1Sa{6UXzryKPkqQ8QjsN~S{rwF}?m|WT
zy>H?XL;ZLBTzU8z-fQu4oA<BO#_g1Ri%Nc*k~eV9>*(d{Dfte4xFUc10q?t%{XI(V
zLB@XXZpwZOB@f}{0q;$CJm7tw$}jfr;6GkPxv!?=HT?I#Al>i1nV$2bbeqh>D80@5
z0aD=gkMMKjjQ11q^HcHjbMf;C|75%av|MkZr1o(nWlFC7B$Az!JdZM-gQVvDQv2Wl
z7e2rR4{)IaHSa}05<(fSjF%5rw&P=}vVBxHRp#-6o}vb(PxevmS@=HKT?yTLL4`vr
z%Ur$nWrfOkX=G-<#O!^jm}y4+<~bsFC<#N*7Y2bZkYVOtK;U>GB`4p9WHlxKOv!5~
zIqC~Yj-#Yb$;&8Nc0ZCHO6runjFLmXh~!X8{*IEHDfw?o7CnHZO35@OKd0nZl#G4}
z$sS6+L&?LG?0OK%^^|;vl7}gI#+Q*~Dfu!b-=JjMSCH(W<dc+qj*=&S70D%(+)K#^
zDB1WmB<E0aCnfh#a_ZNStfk~tl-y3qso$V?l>93tZ=mFaZz6dtCAU!WPn4|scO*wp
z@&Za;NXeflIp|wRrYQLvN`67fZ~5J~=^Z8g-$8N~CC{Pc`IP)SCEugu-tQv$03~OA
z56O9yyp)n#Dfu-ezo+B{4<UIWB}>1L<Pb`}NXb_yIq6{}t0~z_$+Ic>FeRU$gzjhd
z_*!SW>&(kiLU-GEd?gOuYv3)TgaUhe91omAw|X4$l>!%f9Pf}KO?e!kibAb;9HE6m
z26!B4fKG{eJ1C)pR34wdBKLTYz3Ryi(qs2Y@=fvBrG?C*9$QmMb@y1~C$ZBbX|?A4
z=3u5JzY{<Ig&z=@KZu_{il0A;pG7#VhrA`?XDNO_zLwF?B5yf<ycI}p#9rRjGu|pZ
zqU@pK=WzUN^NtXI9L0a=E9A(7@bLtwgyc;o!KlS#WV{>9ocfCG@=TDaKn1T2&FTFF
z1MbGV=*bX6V(k5qLXxCQ#7YGPc#mCieWLTU3L;UZoEz}fU3DO;zg($Gk^}+6>-gn5
zYtDs0c05ROt>``>I9sKfpQ#@w^7^cvMQYs<(DJ3h&UgMIAYc77g(psirC)L#vO0^P
z2q#!C`_-4}hjKYuj>7MZx6RC{KTS1~slf74b;qWA9rp6*b<}Mzy$;KymCf5q6K=1Q
zFBL~NuSco9Z~(~;7hUnk7)RC-&Z}Hf+dT_MSlIaVO>3&|zUrWJ2E*ix^Lw35BW@)(
zR4I%NRVK4JchK>RIA@%HK9;w*uQMZEB7`Pktg%Pzr4UT+Wk4hiBK5_Ns!>#kzm3ZN
zGoiA$1)Cza0`=9F{!LB86iuwa;K9v8KehW>pN*S^)GF+soE{_s0r$9xF>)13KxJQ3
z^mc|Y@kskCbBdx07<0Dj=c$Qo#@mf<cv&RTTB!y09aNs(CL+M@t)wm}W!MTJ5ikdJ
z`j7omg4f1yPH1H~HR|5p=7*C{F`Q?ktiFb}cba6V`Oa8@Nmr<*R1q)icx;ytu=PJQ
zV7op&Y||Wi=|%PF^lb~zg1G+~uFL|-GA7fp@CaoK2PpB00f{Gd7ZMlG0wjWyuWDIY
z$f0<d4=#Zm{%ZpyySodLXUqafR%$F;jT!#Zp#{8Llu`u*CsZ#DknHO&NU97H@8(ed
z7H>AYhQEzo-PA&_Zb2J~*Z<vw0)oKHUfmb!)l!m!%#MjyM&D*y=-W49`&K`yQk$GC
zm8(OQ@oc&JtXc_<=QFUE+)A3j+Qnv<!-maNaz#VJvs_4k3IaA-Eu{h~TOgHqWdP{z
z76A0RSO7^#yxgC>J6c1j_qNch6euNo6-KGW>rHUsZv$4JZlPE0Ba`TCcadqOrbZ|j
z*cf$)UrLn`Xr;Y3;Pp@o@JfMO-);@Je$hg&Qs9>CRa)HoQwzOnAGbtjyNg>#W%pWI
zslp!{#||}1tAYa2!kGrP9sB=4ep4EEQefLrs2;YJw9N6e7J8Ke+hni8*w!3#JhO$q
zwU2Y6%N@nJ)+&oR6xdLqv|9TiG=H_Bk?|gV81V2|Br&S&iO8xSVX4_O-m91Jrpd|l
z{YgX)c>8`QO%nZi(~Re+EXilDBtFY0jx>!|NKHRBtPw!mHTYIj8~xoGEWwaX_4o_3
z6}K|z48owm2A;v)rD4y_Rd=h^D9t|y%Yr7Cye<K&!Y6R*N5(heo%cAS$6k&q7WOA4
zBXhUR=G}zmV@yUF@4=HWCrc)$XX+~^r~8CeD|-4Q<j+Ol1fa8MFP)NEUtV@cVX2w%
z$O^8X+wn@MtbQ=EtJ9P2OkM8O*H_|=yKk~s$Q7zH2e`mgwmdO&z`K<&f>Goj6>fMx
zq`@o~Q#K>}TcupWl(}w_5<n#!N@ti;k|zn`yds`Qcpz**qRyw%3!gt=MTGJGQ+zZP
z$L6w*GRHasiv7;zRR<aBxauC)ous38xjpJgo>F1y?<`KG(g{7MG&P|PsVe(Ne^01t
zv{rVVvRf^?g}o>}S}u+AiM-)*X%CLQ)+%Jpql0{76hK|>c2sbr1E>G=S9l}BK2|~p
zVgL6G%V78Wjp=NAFDE!zJI8IdG05EUJs;jS8BloZ1mUC=4*DA-PPPi0^Kh-|Vgn_(
z56dct*wSKeBXTFjT%P89rid<W8z2i{k{aXl-b{$2vytEvLa<wZcM$Y={3HJdwlLq7
z9@E-6CG;k{Iqx6o9TT&q5xnNL$W14I2$n$thmbT#=BOW`NK-ITfe51QwAKTFN$)}L
zgXn=JlW3h5fPB3%vQ#q3X>|Nk;Sb0mPBVkL(g|mfWgpX&d?LhyCciPL$|sC2nphYk
zJtXZA`&31n!Q}!NA2nJ6FgkD;ekqF$268XmNs@#y#%~xcw>`$-0Q^^}VrIU<)RWG%
z9oVI<!1_U$NPntAT-f^$szff&*z?+KH|A=Lkv-C(k?As-5DOzDFac{?LtMO?ErT7;
z$iZocsZHrjm&cg8{H#NLwgjMH4ps<^`!QOIpdN-_rMcTF>kJMU(+syHm+=AP5NgP7
zJ!k-+r49yXkIhwO;<lx?H6D53b8FJBFqVTV$JCzj{s-f$AL8@Kc)wdJC|r=&Jc1{7
zLFT8{{chRKh0*M(R5?vRuo>SSk)c<}zRk)D3A@z&VxKJPDheKrFUyC<)x6t9Xm>6w
zDGbsy=#qjgZ_u1gR4Aq^F&v{E>EK+uIgPjUL@b{(@kIxugF}7kKuk-tXdoe^<btcv
zc7j~cBM8&k#+Xvc1*ei+ATW-F0z)1km2I?C4(UV9ePYb<Q;iOq=oT}_X{CZy0u(!p
zmS$5b@Qjw*9%CRCj8VlQ(jO%iEZag#bF5r&169+MTp%klX7F!2G`e;q12w?rWrM%z
zP_GkYgF^-0?L$iuw4*VH3}geE=U6tFv>c*j1KF(+0{|^`Fpv$*wPj*>4EIjzb|4#=
z^ec?(pvf_{XS^3<d`-y)R8YtU|3*(N8}QS-k`4MQ)8oUXV$;TiQ!FdFZ*=GvRdv&p
zuv|8ws7_cs_zca2E*_{449fF4Dm8oZ!KduzH2L80h$Zw<e9-~<;4oi4P+;@7FLc|1
zf{~ICzJt~iB!t5SdHT39s#FrfnQS=_cn9MwSyEYE=y%-yv3_UEmhD%Nkl<{YoGg-w
zp_JPb5*S*l!N7qZ8r?T3Plx1(BL$$oZ?rU<^1~mDmfId<AV2&kRosO9kZ4ut`9-i+
z(^?e{qi@r#;7GpFj_e=?*SzGgszZHFkQ|N{7`Fl~MNpMAk^{|fER&1`rR-Le<RH8C
z8v`9%>R=!_n5)Xf?HJyk)a^iWFzH$t%R#MUYR`Bl1ME#n4pdM`4j0iAOAh=ruOx>7
ze}k=A!$Q(VgsQBY(u3^|8<roQM)RS|55Xq}_jm@COGkg&u`ukio6{tSM@KBB9r&UH
z5=5~7;LlIAks*MSk|IjzL4p+VXhEv3F-De3ir`4Bs#|K)SJ)kRmp3FbG%jw;@Lr>1
zCVlCUd~loqLB(ikHsymC8ZEay#y~!}nJR8VJ_yBh4evYrGgZ@^eL)0=HD>TN9U5Ib
zGJ+al^HRbqJJjn0Dd7ZxcmITzA}B{1DS_rWmLVpw+bAhPcI){D09xu`ASIY<%f#>)
zKAzO=KuR#_Rv6bokz;Dlcz0ubO-Tt<P)G@1q9>LT_-S5A34P)uMMvxl@=!(>cOTRd
z4@Gst^1*-5Oz84~`oN$(KciB!CmsCQZcdX9PKsDU-^UjnkPZU-f;uh}ZC{YNN;3E}
zT2GJ+P7>tl2gayUNd{+=eL><KZ$ad<dtF>p;NpPsJ~s!i7&vuNr1k_)g%;~D@L>5b
zQ{zDr^@;Lac#HtnK}JinDMOrKv}{t?7UZNrhB%fgZbF85R1pC{N&LHt?xcv_t5`?X
ziIodU{4m4&!FRkBPAW^OM$<oIphKf<N0t!X(qqCmaAW9A=(HRu!Oa|L;z!AFTP9|}
zSOS+O^dSv;=z#M!qtYk`+!*%{*{=>kE{3tEUAT@|xETy3f<UJc!f2ty${R`DiW0(P
zw~jWZt)&hILYPUMOcK!oGy@^bWD#Lv0mc_odq!YTGY%kxYC;H`rY9D{_-S4VVUMG8
zhfRxM!Bv~S7oWe8zy}z+D1ezKB*Ws@OKA>t@hjr=<UbgwYhqgr#c9Vh^Afu`P54?J
zv2+gLiw+21k22>Z+AJgBqXe(lqvZs_YqcOrFEU1yO7Pn3yMB-xC>%n`k$$37g$uol
zd!#0KtA`Hjj+TmrQoobAs60JcEe$%QiQ=>$7De!;HtRCD&|Sumn!<@B!WkuqohpEL
zhtbk(3Su8JT5fxcfgtvNs<;V3OxZf*`V1R$?x$*GUIRHI!kF{r4vkKiBhtE&ssT1{
z%z2<gy-qOZoG$S0KC~1;YtqOOG|#atGif<Q$q}+!?=b+-QU?P$!dzP>hR1OFq;3at
zgh}zjxDFZ~Q+vkyKE~ISF^38YIpUCC;fdu4ewtTu#Crd<dDFr~5D45BCj8pEx#^>w
zgjeJzELJ!)CAwIlePi&E)l_iy3_Fjpo6}^AOvG|J9$$1owm8z4ErKbE7BDnODJkP@
z^dUjYkSBOfG{%-n$~Z4d%4k8tXrmqjD>fNJG3io_#F<2wqNIy;g36y~v^1O2#df3R
zw#OJq7gtin?MoNCshXCh3%5g~n_cN*xI?{8kS=-!-aQj7MNpeG(gn?PEF(=?4pGvD
z?ADVF0JPM>K)Nv3mWkmp{6DGNfplR~x-hPTipSKR@hTW!Q_=+$6w<|Q^u*EyKg}!Y
z;%qa{NYf(5+60$Wv&wGD8R0-EiW-H5jeBT@bYUa>p}|}JFO{A>iQ_GHbDG4_AF;&l
zz!x2mIF8jM4m~uDyyA^4-MY(a7-mZL_&9o#Aba!+a(1UN%2cw)87zD3b<5c?*BPZN
zv&Ch;(v8)Zas7P=J{H;ZSH|3b&giB|kvb$-tQP?Jw9(RR$`#)=T5fxcfn4z|s<?f*
z;ulm+%W}nUJ2bl4l`DSLp<XA*6&nTK{Xeu6K~vJm6*SMWEHsHhN68hkTi-AM&{78j
zxx!pqCWgmw{-kaPa)n97!nh7v9aDS8JLuO<$`w>l$Q5hpiRB7@npbkgKz3wgh}{7)
zYZHYE5v&CfGZKv!s<Lhh6S;sLs^&60f<fmw#oBmbxK!=;r5?`c=grq3HaQB8xVgf3
zw%C8M_;ofr@+ou1`ZL!0=63t0$wPdAnQTmZZ!oG02{~p@NIBnbuKq8bkL)ku?1%Or
z@R@t_QN8;$NczFA!_lIz>hR2}Nwb4RuaYe>t^~!x(QoBdON#G_2+91Z=__!ZJrVv<
z_Ba70MR>n!P(5Uk<(mv=jr!t2)pM~?gue}J9BZLhN1~0y*tg42K=3TttF&SBYc2FD
zMc91VD{Cf=nQq|s66L>fa|_-6dxSK=wFJh6T)G64|4<N5jU()FrV7?^QWAZeVYiRU
zBq-WwA&0nYhhQy=i!Nq3fDQ$V6A|)eIE;>zL8@^05!3g77^ymjoiRK%l7lBiGJgv9
z%8F#}-!w6(NOy>ctCe5}?F=09jb$9XHrC9YElhKYmHb9AytFI%-WGb5VkOI7rCrIN
zY@t^vR<i6>cqJb!dAFMJ25Z?bZcOvnTj+XwtNE~y5Yqkv{xaiI2NrOP)Bo!hV3>aT
z)5f%2{F~Gwn3p1^ZHurvtc6~shgCSz?kZi(_16naF=m#rHcoD#ukA<P6@cw17iq1s
zn8>>kvbMLKR)CUbt=7&%ZaRZtY~)=n5T3RpsT3k<8ayBKrke&eB}G~V>qkduQ)^Wi
z)*xW7HZCD6Ji%D%33fs+be&>j14f|6n~exHUh7G`8ZX>emJ6jdK7`eF!fU=o_bK$m
zIy^tkGaX)Cs+Fk0PnJuQZn+9yvid=Vk@ekF(KU=zT~o9M{-vQywayOi^-^6-f3?>N
z^{J`vcnO5dODo)z6Do`2xhW_%^)(iwn-iLY+r38ZzRq1cK!78Pa$1*QX}%PO%&xsR
zIM&Vf_#3I;?RdIIfZMx?x}XMRv4SjeyUGdzpz^_^SD-zU75D|z2GJ`~#M&UzMj;4)
zj)vtMw7Nw2%|-;_*Lo7WOyrf}0X2w@ijG^u@1kKa>A#zvnDq10ydwQ)Q~d3rkwUK8
zz<kRw;+>|9xPF!0<PgXCVu#;cW+Yq9YL?e9pEx(*6FeF*nDne-rS`SSEk0qOwz(aV
znp@nLP+14K1@$#{8KmVFAF=y7XSs!sFX~cjkf4wsLH!V|knT>Py*IeU_wDg_lUqc9
z+k1$*ptyw>HiIvvwV^~P%M@njhOHxJE~|Rtl>vg^rw2iryA6Mf>eFo&CRhZ2*+ykC
zx?IC4u^9OK(TQ#{a1Di-fgk_d5Cabi*t(pbmx<8jG*lBT{e#BbcZsE&jR=;m^(2;-
zNtWJFmwO!GBN%!wJuyS)r+LND&!IaqDsHieYc$gB%l7(vp8j5(&tt7hyUE&n<D1R!
z6@)_^h$ej9bC`x7VRzb){3G%Wf_4dEfiI_;%shtwwxa=Tv74*EX^w8ZMnE=}^Bf+Y
zvREz@ThiWuS*ca(*T<a6$T8;g88(0$@#r)RY8R>p<x6W@_FCvw3fr>mRoIH#+<j^L
zTIgH*R$I|!i(Mv|{Sr9+PM(#R<=Q~Xjp6hW3)R~}kWx#)>iQ<+cAnFp5Kkth_4YQj
ztE=o06i;#flj19jk^r>v3JKtR0)S5}6C?op`n7YfcB{2A?l#Fzh`1u+bZZWO4!iyp
zRK(H}V~Vt1jX@=DHwMxa)sIA@uz%kCqvc{^Ut_=n6B~DJOU8RbOyG}<_e3+N-m^Vh
z&O-fm%N3J)>lwzhyvyiD+tU)bvc8=vW>?k#r-_b-?r;gBn1qhr)>qKI%uZjQqehbP
zvZ3KNM{PgX*&*)sy)r(9iZLSLY2-Zg+*?9XNhm*9yC!TcT9!bDb(H5jI6lq|ry;(w
ziXg~3O;4<3pS1AU1C@L6HZlC>vGZU_kko_<$oX##y!>?n>{=LjfS13Zirc}<^Vp}1
z5OYh5bT#9>6V68ZMMj6LTgSDoTW7*X`m`C4S@FAgtZD%=@1Tngc|MmWR4k_IY)10b
z!#28~)Jj{6Vlld(&X8d(3c`)qUKA_EqHydRw~QPEh64#R)dC6xi=&q+Zf9|*s71{k
zJ`jF>#?UVA(9m?(z0@HSr2nB7GJzyM&%YT}B2M6+_rz9lkB`mr>f79E6#-4B+3N`U
zwy+L^qXVX3(>B*z?Xz1`6b_^5;@FXAysH72dP6%El@fNUee}e3Dt?+*cB*v^qb8{h
zdEsubp_>+`aJU~q7G~Ge;AJ$Kz6NFDW9q%5+Y%~^qr53R4XCfNcpNE}St@$qY4BpZ
zuk}~VQNtHU=<*ePYum^SuqAd%_!EP7yu}`HBSTa>hQ$c@dUsP7V(k_Ck=uEDMR<|%
zro>0kly0IhV`_aAxsr(mo@83zg+Ta18jQbk5^N9cc#@fo2&%62Bz844?@;h18U{NQ
zJV;MW*ZFB)(e-{mXnfMe1tx9Z*iG6V6=nY~LEnFFU}>B5{kI8~b%4H8Ut=*kEq(uq
z-PihS<|utv$eZ9A5FGL_c9VkF2CeV;Pn|ZIvmP^1?a=xNSbK+17h-As!<e1U)B31I
z$MpU&=!{P91F$J4vd5x?Mf0^W2%7&x1F5=1^UX#C&DVMoyF!|$`2#dJO!L>%6VrTt
znpZTxuUcxxh0J#zTb;1eEUW4!M+lsY{eCNRmVI3JVAUaGwfk?4#eO->p)ZJZeX(C+
zH&=i493`wi6cr(|Jd~DTpGm>Ed5?cfuef0a=722~5#aHzC6K8uSmuK#BDeFj@Nj=?
z%?ARL!aQ2jNuiHZYELc-Pc6!*jYtgpLIW$hL>bLS1ZC8E(uguPv~k=(gJ8P&Y<gn4
z$WQZ%F0S93E!Ny2GMP5;uJuXdX$hn;sI8mSG1yiP+RN~xzdmg$*%OrY7cr~9dWJzO
zXACs$I<0)E-CX@&=P0ezVX0`9MJ|_dDIeI+1KHDeYC_pzm(EbO*cucy8nbk#4Yo$6
ziZnhmZ$$O!_ChRr|6HHmzqXCaVq85Uu*SQcK%%C_Vj(X=Zs%FZQ9cXNaf7+YXVIX}
zMf3%y7|AgapGSFhXhRdc<i#{rU!ds{FEJYtyhQ6s+q~pkGzjJ;-=-(#CH&MKUSgp{
z;~n#0@8HKj(*Z7EvGV757mIMBcByeJ<C6*T#}$9-gW_jCDEO%ppm-1Uoi^os3K0fH
z#`_w|Ac{n(Qm7V66X>V`94#knMz|1SPyXowE#DOZrO(nkhSHLB6s5krQmU16?u^G(
z+;Q-tMK{i5ygTu`b&+=$|J0<|HBOt*cjMJI?=76(wiGYkhDS+z-_CER83^y-=XY}Y
zE>7Rg>Agt3_fYa)BwH7I?-M`o$ImwJ1Dt-4(+^R`67NnlvUQpFVft&C_YuzeD5oDo
zy5D;v^7AkCK8`=UPf+qnN<Kx&r~P-Ip{LJM@;ORAPsv;9!zu4RJa5aNu+94d9^mNm
z3L4ZaDY>6=yf1S40H<H#^g&L)%;{G+{VGxcz_0P&U#GvnLCIaHXutPOJYuN-j-M+J
zKf`-1UT*XLmD;$Sl5bJTZ&UIH&UqcZd_5)Kp$}K&Z$IFDm$JV{$vw!}@7+z=Z=vKN
zygcB&36BT7?^F53-W~kMt0?!?l)Q%j{uiYCy*JZyesmk?*~2Kk&HDjT#8mkaer}xc
zej<K;Dt>-0ejX7&zoljKD<l=~m%*C@74JouazY!*^LQl?s(aHX`>63OlnA_tLK+Sg
zR%|2EzE)pWs2~)}%zlZ9`%p12w)%_bloX>3XJVl;AawrmLjuZADS0h|PI_;m<jhBq
zoJ$Ga%<l1p?mOsyGQOCVZd3F45;nTp!{Zx4j;9cE9KV|aWO^J|lTOBae4w5VMtY-^
z&<P8V4`z@DrpJz(w722Cm=dyld2BEvz0YHHk=VCKT)*c1M$GT;#Ls`>2PpCf@$*OV
z^C$7M2qFmbmWZFF_yGbgqn}0Ia{PEJklcuqVpq?2tMG`jhl-!W@w3f4Li}+Q|Di+c
zod@CL3E+(;*##(6i^<4%H<&r~l{?GX5u68bE_FfX^z%$cjv@K2{V%l5omoRq23?Oa
zTt*_U#8)DT0w+$lE3QAQ^Ef<G%2moaKfYLhRe)e<)OGvIxPi>)72Y|3dnABEYt&#>
zCVQ$M47IIXa4R#{g9fa@`SkipB5=|Z9ABZ+dN5NzQDpZ;=0;rs6ahA$&vt$Y7Xc>q
zbrNlWHBLsH|HLgbQ9Z^MeQ>XlHqQQ_hDen)Vo<YU!P2`J8*ff8q>Y0Shj_>3F?f^l
zwwXEgEy3rR(PFkrNVs`@|N34B@f30ZXz*e@yT>hW-dV1>y-wAC)-><%q1KI|L#^qL
zvr3`SSpCni7ioZPX~Q0jBvckhN>Vr@P+wz}gh-lXDUpFQ!Y;e7^8+Kd!m-HP8A7~c
zq84lD>h72_20BdJQ1Q_rW(G6fZgj@WB8fgiZ%x7uD$kbNh)MAFQ5TdJWI0~+1S`yB
zaC(L@q?=nAQjNN}xA`IEQw%A5V)yKpD1{n*M0iTQzMxpxGPFV!Q$>VJZSdNF;;Yg_
zF^zrbHdGI^PJ5>6&K7!=;!Kt7RrpNRL7?a+(D;o3uX|hQS^FodM2ExLxT$-a0*$pe
z12fyLVot&a$HPLbOhF>z?4DLql@ds{QqM8q_CO18OA$ixJ~5`Wc=p{EdX)mtWUpGm
zv;WsZ&)UZ`(c$jmSx+D#Dde$HY#A3)`2xA*I|Ho_{ype<N+l-+S{;PyTOeP@w9u;*
zXeE0UMysVHbebR&uMCK-X`yfJBbMlLmk}!vw-pp35Q__`e2G}%odKpzEr2NnVx8L>
zVm-NqUZp@R*{jwNYgY?>Yag*hmph7BtyLDY0o70vwpzOylwVmAGv1@=RKl@HVr1|W
zkySrBN=umG;L)%)olI36Ab!I8P17__^yf`8o};p)ktguc)ueSH(qCgRBoM_l_%_Pw
zVxJE_{=#g<tqeMYD){u^?$WU5=Bm5ZI?RZLc(5#J#$<X<0%C>Z{ML_*Z^S$AaYm25
z{Zz4TOj|CxWj6o9gyv&arw32Mv@DsNo}q}_eMy@-67uJwZvxOap}n*lAZ2$H=CT=&
z?2Y<?ByR?l1>wZ&(ozt0JN#6(JTY^?yOl74QG^d6G1~l)2BTmj`^!g?$fh`7lxqQ8
z!liVk207l~+QByvJ_tQl)cI_B;maUc8Q}xQ*9E$*!>G{jTvKsJoNCD#aYqX{d|b`r
zKWXBHX{q9jmdZ}n87`M#Oro2ivrYy1Rd;N9U^tuGQ*|p<n1e%xfG)OU@W#810k>^g
z4nVt;XiO4lEn=Bq(v=ezY|WY!jJs_bC1PrCa%=Wu1Qp(;{y07HE;T>3zBS8+dp4-B
zot4i^`Y?h8Gu+{fcQGJXUnx<k52$4A(5g&_G7~pxxpg0}1-#DjXQ<^(TCQSYleYCu
zS_a_%>P_1FXaRi|iN8rpZ?sKX%JX<l5W+XTNlS&5XccK!j^CucrSltH)(tvx+42ro
zGn*RbR;{@e12#m0q(}1SUv?{$$OwA#)TFIYoR~0oJpD~ldoT3xYxCKvQ>Zvsh?|}+
zP(q}TA?<8~cP;q?fWk!WkAy>=+ZFvYRcBUQFLoYj<gO^<caZ=vRKdM4Rd*z`AsP}u
zcD-%!qD2x~1h}lTeY%=2O*qBEa5-C^cE+<Kt}{IC?509fZnjv>JDc*=>SSebU|?!$
zs-I9*yzkGI#s@B_RmX>f)6Hgds5TD$BTN23r&GqbJ5s2PZ-z|jmdn{9zsqIEC$ojI
ziOp0KuICyG4dDFULn3HUwpc7pRh;Qkjl`o|*@e*Ki$+og!Zs~J4UITT5+d<wyx+OJ
z>ST+R5)!?Na&3ZYD=PttJ}wsax(>#lbtbd0So-y6bGcG&qT26Vhvsux6rlQQ6<6UJ
z^(nbRbQn>Nq$nrr>ve`}RcFd|$}XS>V2$wjc<!930)TCHW3+(%ZC|#Ny3wi4OrWW`
z9Fc(Q-c2VO%255rzv$$fYq%%CLvuvOCyXdY7mKFzOD7P$Xr`_=<n4t=PJMh<(O%uM
z@B&PRP$p>3KrKUVNA=0sUXT8Sm_8Kso`4iUdNjoEP@Z|g)pC%7TDdUet)&5aw~{xB
zaDf8U;cdfGt{gl$Gw(VaG;4t*C`uwpg2Bp?mUmb)FlWl#DzY@(!)cYV8n#r-i^<z;
z4R=?c$zVp@3TVC1a1jB{%~qy~a)OWwQpjX=vNYwEM{7kU+~7)~k5CvCe%b-E$Rmv0
zSYcuU!N!>GXGivCCvwO}nQ}#a&y|KM87;c|3d2P-3p!3bg@`)Q^Fmc)FWHG{XHNlC
znXW08q+6-m{MA&Jm;(3<F;8L%;byXxs?mhcnZlgsS+zoLPjT8O?kuw`fG;)pjD@hJ
zLtG(YAuNwx2;pT`KWqxZX<wnzC*>TAMjlQD2#;ie3zBtk7E(>A(hHU+bnp~{v%&0i
zv!|Y60QPB}1#I9#c&%NrHmpM;D9k2Mm@QS7!-OE(>#t|81OpjKc<a`YcvYJyRHxNa
z27Oq!PB>yY$eb*@d3T~h;vW^Rm0_1=L9jShDnk$(FXR*jpwCFigbe3aPzd!aaT#P{
z-8uw77%fz@ATH_)B2{Ru-?_?^HuG6DSIL*A;Ci<&=T4HK3?Z@XR%*p+rB_IRmD0G2
zw(<pcFZp?vaECe?*|2{7Y3Rj7jmvY8&2{UzTcC<W4k2#h8+=fkB!Y%7de_r8fQX_&
z$VI0VKbO*^(+HNP+?BWI%Xc5LV$2;EHxH^0LQy+9YO>5`Cli`YBkswC9Ymm`@c_yA
z)YLJN=wWsw)%aI8MlBN(k4eTvvnzi$8!$O33HQzZqyo)}3G2p$$+0o(%WQmRHh}Tu
z&aG&(_o+a4Yz#Fp!FE&x#V{Lv!)$=;!~_~;b|)1Kj*q2pCKQf|q=II{@16}fEbccO
zO&V=jmS|CAUnwLNlf#16U1%O;*>yA+>Qf6i#^wA)6@TJdMHhRI&UmQ|Ih|PUNTHHr
z1_++%b9r|nPeMQa9T;pXdkV#(PzokXRoVrI@n>4{QP;^A#`0j1A~-c0TIgeUA8bBV
zXRKBj;Tow)Fk@ta)BB7vyo={OKnSDa4l(CgF5qWQ@q-C?H9w6m-%J=$8ZKO)vql%1
zGc1ugYjnY7jT^(7gw)|fMweS)I=OzP?ps@aN+XN0w#ZR4D!***twTc-Nm^AMBAkZ_
z!g)XALK?i5@ZCZO`q+$R(q6G~>MLy#+qQHW=Y}-%D_T^CX_IxtL%f^W!Up_qevjp(
z%f$YIvqS7JIM<Sunyj+WaZFyDT-2DvqyHNaGL>0hi)aDhfjW7FU9qN49*Locc0}sW
zxYjK~|A6jRQo}mM*_nr4PHe%2PKL`0@@{dG`42WLuzkQgEkaw9kmz@=1(U&@s$9yQ
z@JiFLES+KksJl%W0A6jwp&bARju}4oZarF{xC!wH0Kef$ZW#(K{v+R(O4XgL5Uh1b
z)+(g9QudbOWHzVVU0`S%Wq6X+jlLm!T^2&YDE5=U;-yzip#N8Jx{Ycn7AjTJ`zy7{
z$r9~~$&wYPHZelGJSZbPYAQ|z-e*w518&b$aK3cfnDq7CpY%t^OnUPK<-{Gp0B6IX
zbNK`o5?=)3I@{sNlpPDXEGL#U2EL`U0}sf_`F6z`IXNEKe(MS5=GpVst-H{L&z9>z
zZOysZ0G$}?#X-wT4X?=V%r>Bc7(3a;30<+X3512ArvgkQ#FbQqOi0&BTlGi@WkHo-
z2*<wTgjz78CEDYpzsQIJ0d~-*IU!2tJ%t9N#Mbb20NXm-Z@&|~nx5P_keDL&Q|<X_
zhs*_Lp&h6gv&+3dvz19O@RMqbV|N{rSxy!U^D6FldKQ|$N_?M)@N`o42O)evd9pAG
z8>3jt(vppfDr%Es*ggp@=mup4$V5M?7)NC|%{YQ%PTp_O#{>Dj^`*nvN`A)s9sayg
z?XNzJKSFZY*2hMTJ%W>+rjso2DI!^9GiF7UY|1s<f)lJiMxG|WG0^4t3FwjrBvKrW
zV%}?Fh8&*Wqavo)T-%W)^r`%Z*__JLqQ@0pWc3qB4(Z#_Co#7VWVlbxXjuHNpGaki
zV<|KznjI82cDGG=+?0*NXh-a$dA@ln^UaOmo8u(YFypw?C;nHKMruXGEHIqdoBPB-
zy}LV$dI2YWvt6;qN!LYCmYdc%1s<wmb+jQ1;f?*Kd+1VAwR6S+A!rXoly`P=!JhE<
zSzWe_sz!-~vKk?anjoDkozfTBdpohfmQS)HSQFH;S1d7eLTwM^`Wjwh8~X$_d4>7H
zN}mXsQL)zAsl3*J<#G;asrg^QFetD*(OEfp(GjLKzv%jT(VaQyTqNAj;4>gKl<n*;
zMwmwExkb2(nYfbnV`CwH#a=J%NH)Pj{E}U<wh+&XV0(91gEyVjq;K1xvs-ygiIvtr
zo-OZjtCfMkV=0tDzJ3`JiVY7t-q2L~nQ#-4K!^AX4-)w8u{Nk{kYv(b>+5iGYctbq
z$4#N~VH-j|=q<bLS*;A(#FJxVz-IR9X9>MZBNQmxYiz5+`z<zG3KfB$8i5N~6E>Ni
z5I^hw@IxMDM>8P$1d{Yg?6F8hY|lbeAuxUZk$M<o`jowAS?$WsBBQaMlaMMbowT^$
z^LRm+%>|B`39G2jTDR^>grk9Vglsa(suH=T$;F`Ru*;dU*+9;PdMn%=cq2vXs%#D`
z!Mn9wz+Mb!BKyCN<3dHv$0@9mKKhRdDrs+;e)>4YGnr|2faV%Ik-F14vt*!79*2rC
z6Wq5;Is;MzyQu!Sj&}&V1_gE<%_B)eaHL2q6-*O5Ln3jMMZAy2h%@_y19)F{LeU3C
z*gol{*C&~fMJ@VSpa2IK-(y!1etQt!V;sKmearGZ@y_N&i^sBPaTY|2(!^+CjMgGd
zJ!NOh_RF2E?sQ0$Z&=zuhl>-?A^p^Of$*@!u2>TuHUj{m6<!~@s5Ch(G-QlyXzL}{
z@y0Ga@3`cmt1sE<uq01%o@DYPP}+w}*)kliupO(WO@c{??J)3yevvsWq-}S-H3Q67
z+tBa@g%-dZrKevYR-FlVfH|zE|7^<@+qYb_W$2=-wq1JpWzJ^j**y;at#P)4BC~yh
zoX#YK_qfy8(I~rvTxPYLm(_#L>g%q$=IS9?m3rNqP!o*j*i;W!CMGsqpM0yT+kx-c
zpa~9iDO_naR>X%g<boDm+`eV|C0C<Difhq>xSqPt;$PR$1p*4J*bV$^+ep^D;<qIl
z7sLFe{urj%XZ7V2Ve2CV?8{CT`ha=1&i7a*(V&F>2Lfa9fg?X?nI;oSN=uW^4%9vD
zdWy5w&PBy+C6Xp5ls1UPvpY*H0-C(fu2`eVS4Pm}zq?3kv+5+&v?QyU9oRtg{oUox
z*jmT!AM2MTuAEj7$*705xanP~>)@{LJ{<6ZD=d?BVrarw7D`)hEZLq59Wo~CfDO}5
zQ+6p2nX_k8_FX3~S+s~vUQQJ31qol{TvV%6VGx`2?_y`V8T{#U1mX&-E7Rk{r6LjN
z9ow&4EhsW)s5`TewLyDb!A3Zh9<EKV=8A9Z;UB~-fKe3jzq7@{4Q{657DsXTfh*s<
zdi7e-IjVRK+y=1KN1>cxFdvda+fV`aay~7HD>djaor^87X=lT^>z(n!1dQnwZiOnK
zs{1QNmwcwNSHIa=jZ#;x4!RLpD}AN)Li7wDb8P`|o~{6Lz2BY!L{wpww>l_J0E#Ng
zfV*Dwl7=Df@s=GBqRkM$%ZR@9I;wKO5p}NhJ0t*58y+uI<rn;&A5D~Xiv?sMATJ<G
zEVAg*!^>w^dU%SE9>Vl4MtV5g*Y}|R2^K74=Y)?M3h4n{*w+-)2ZCj_qtOxbY+icU
z#2Ve>rDp?qpwfY5C^kEJKcZKP-@>z1aZe#wgm-S*tIA+y|F^TOERZ|iYFDhu9eJCT
z)n7n#A3HdkB}6i7dt_Xj%@Q^lLycM6<4@&go%_*=-Oa17oc5)&)np|efjxLLoZi<X
z7PF{!v-k;E5^+0|V$PL5=?n8iv%4@ou`tc)jM&dPkHz}Oi!D=u-MpzICRJHwptFZo
zEO0x#W;e0KkCnnZs@h5sbzz0DiAJmx9|u?p;@VnP2M8;hU(gV7vGIG(pmU)Nw8X2~
zU%8p9<N>Y_N;UtPu~5Hhucvlo&S0T_&8}EmsLujO!WQB;!Wk%tEhPd)<jS=i<UDrZ
zgISpD#^g%}#}8O(q<g*}T4CCmD%Fa3PY2%MV-JflVnJZK8G@5IB+G|r$*mH*wiB=w
zBlr~=jj1wh{gq36_Kgh}{`?OMzp61D@*9IHvDfwYd%{*H@2526I9I1r8jj91Fr1tS
z3)6!93mew$OyWD}a6Eew{~Q%#rr3gf(;R`mfxgtiE}Nih0u(=CP^34oDIcfA^$_9X
zwCgM!kYROp1RS0954k(7{x-c4wBwdaFTO6DFO@FNR<jx^_4H^3MfetQMpb2I<NA$Y
zWE=2*aLHgX4pGbyyV%BF=S&n-Yo#CB)R6ir!%9R{7lewZ%3)cFZrHEUsCXGDO`C;<
zk>qWqK1qF&o4c{M$0UmjP^77A1&X?CaOnTcs>yFktT=PUM92oGv21WopF$-T3=}f<
zl_a0E<bVvz0bsD|J7y2+J13()T-%NiPYkYko_`$k{BsALt6`5I;e7{W5{kBH@`U(e
z22os#>53zY=?R#&5p%j-vBuN)NAUF5tXqd62__rZ_=t^yo9D7+y7ETs*@6}0G#v4I
z+R8;#jU9C0K^%85cZneckQ2secDzt5WXqxm0gZj1aaNw#dEonOhzI38$c8@$j^O1e
zZj}$;&<>J!9t|~)m*W_5?5O-2nQ0yyQ_key=i6}Y4F7%tDpvga`Evr^2BK2;;t(~g
zqPOUtP#3i190o*s<X7A~5%VLscU^i1_Gd>%z~01S2H_D8YkP#s!3-0p5wwe|8Eevh
ztkddeV5GCSJ@XO)UlTq+xzKUn`c>=JZNajvBKpV~5WcGrhn;OWUR$N`ZzUYAnI`#~
zR<QySiJLfn!0}2Tk~@4HN5st;Da9|`3Bswkg?psk3v<05t~&Y9b8q8rnhUj(fUxP2
z%L@eUNybkhXm4&0Fvbd_db_;BZWS0%<Po$0gy7twiA1)SMp)shAIFEhfD>@h<3l|q
zFb3=~hxX^=iy5$bSpuwD7+2KB`paWhOK4+#7hTBN1=*jgl*c9dBmIs|okA`}@Mt)+
z2-2l=iyiWB^8-QF!Y<K0hJ6isgb?DJa{=H|-QL^p>1njt6{sM7|09$TA!u`k+EVHC
zrk1d>&(}RE0uBA^{FYRY<f)jRoow)J)y^BT;sz7H`Pm_r^TxIFUYib&s0Tw5i@0gY
z<<=#OV5z`A-9Ki5g2CrZ?r|?rFmqdefr61&fxW4&R^9>ygL%JPZPFgt0Scz8Pp^Rx
zIE(7jZ7~92$Q)7s%~fS`PvaviBXFuLma^g$_h<oLPwZA19E2Iev6R{{N6IEQc@eL0
zK+1gs!^P6@z=*roe<6LRl$r`@Z=eEGbI}!c*&zy(fIq0Eet6aTfw{Zd3=Zk|I-WdO
zv!)3cnCjYF6C`@;OwIlNnVPN+Z1&)1YPPOA@6*-MnecyC0{qixRO<B5ER8{&MVh6?
ztdmWIv@oEAPc~^0@w+;M=lf_AIwzGA=cGjAaI+of7_)-7sBp7=L|pnnT>KZ3xTxKE
z5SKndT<``&9)A#V=_BIOhwG}sd-hS2K!mKbG%alC4-RpCk|rbO5SN@Nw%COO?Ils3
z4p}xo9nCtzwbzg3U6OPA%C!k&gT#XMal9{rO$d}UEOBA*$g?$17ad4G`HD>et4Aln
zN<+6t2o!Kf`shTL!WgStsx%CPS_CA?&62y89GQyZGBv+NbJUg*K6FdUC7CKO#Wh*}
zQehm3EMZufe$^p*C^0f{ws^#@SlgKS90nQ|D2kyVN3c`-afJB>Fj!yN5khT}Va!3u
zBiLmTg&aX)Dq<!n{BO8)tl#zQHf>D6qCdr(L(?!MIRQ~7zWc<gFlPi45H|7chKIFj
zj|;Zjm60uK_uMqNsf!oY7ZN*xoIQv{AU*D@Q;6at(U#`67v9k1BParaXUSD2M>nV-
zt_W?NnVEE(H{I36W&t1p-3~OgLFy>@8%<@@jo+KkUQ1rrr=IOZeznp3N;XRsZpO{m
z8~ED|r|Dh&UuR#DN=<Fr_eRI)E1RD#r$+!60infg@t+&77au`wE~fh`<O;EXaSIqH
z7jXA5PS>Rm1+|?;UHblL%4>-qM}gM?4*nrtT7j0-Aq%OMNEDC?CHR0Q3me3Pn-?~m
z?G)X=h+fhz=;iF1h<J6vrICULo03Q4;szI7+gUCch#{xj6>DP14<f{ni5&=nNzQHJ
z%B}G%d^ly;MR;?taf9WGTnR^A01Aq=I7Q|Tx<LiIew9hMH!+y7b39(65FK<<huD~K
z==2>y32MGYL2R_ncH_n*oMXeP9iNXVQRGKbLoiy3n1sJU6w%;nuplhv?&<90WMQ{F
zOUGB}Sd$V&sZ(*PFfkmVf%fu)AUZNmAi3T0gyIYqPFrP*{#LCt@*Eq}7t^qCi7_PJ
zDfWTqEj`H$j(D&fhq-2!@!-sAuS}@61@Z78bVN)6^%sC=HQ||EhNppLNq`Cy#uhzn
zeiDOaA%VAkgdWsQ0AJrRiptlSi3<?6%}kn&&G*xoF@?3Li>{)O@DlUgkw8JBn6Ya4
zfNWXICPF!q3*e-rDou2)C7^2?tKi0jYTH@`)L*p<9HQolU@`DGX{a5-<40oVJcP%)
zeumvn>50u)Op2E9Rg^x6#I?#joCmiF*etLU-LppgLs@tP3KGaXjd&R%wc@BV;txv=
z&@X%?U#{a`LH84Y$z4&J7~7FY7@P=4>+N89*-FUS+ulOq{@AZIA7QFy2>#&N&68Xu
zKg%!NiCmrnBn{zII*vW9-uaZLJO!JaG(3Qyge!oA7p4h;(j)`G*+IuLsD!+Eh%kUk
zRwS%o6&f0?P2_0Xp<2nT?Vl_cCaOd1AEy<m=5dakoa*dC)QyNnvfPYTh0#g{Uu0H`
z=^}*0v99X$B#wGbQWK$*TMM)Q*Eah)54yDzJgE857r%_5NMSB?+fLyTt*<S*O3+`7
zpdBV_s!ZTa{NBP1v;_ASD!ASYC+YRIX^VCKC#?u~Lh_lz{WO@(>pRN;BSiBnA0=-b
zH8mzM#}K!vAFWGGY7R_EHoAz8xBu1&ylql;y7I8Np@q@*NlB898fq+tMo3Ts%Q{!B
zffOI@K2jVN2e~j(9OXkNU|S|mM3&G|;)}D1634_1EQ}Ic`3ela`~tUH&;{93?l7IJ
zp2AJ5LaogD1dC&M@I{L{p;OXDNZ0RZ%?4t8ultB`d>s73M`)k1Zryg@azx=xD+tpM
zFM34b^35o8u_QKcg#E-<`{`1E5={TNy-MCs3o{FU<xJo{0b~XM4b7VOOM*b0%l&Ch
zb;-ouQyLD!RD^!l*(nIz@_&trmBw;Tt6(#*g=*}sL;jT~OKf?BJD*--^Uu84T@9>x
zbmk?Deb<Di8h0;KfO=eloP=~F&a><x6lS1nu7*qMA$-%l6q|h12&3Jj|D1q!Cnfd8
zuaXTi$C=m`blOC+6REkbgy}@Z3dz>QBbg5-vs=d{bjz#aBzJu!v>IF!I}Ui}W^S2T
z`@ESOXENTiC~NU<6BPK{z}A6;%EO37w@958wxgQ{^ZGJ6az8RdMbA`sBlJ-leA=9b
zq5yFWb2bYXjNT;;y)#CED^HPY>1gg+c*u<{X3egpaChs{HUi1LuUevL<_Jyz4;gI-
zAnYm=d_j~v!us9L_62PB;Vvc(zP?;sXE-AW#vKRKT^JefPW*0N<lV(THMxmCPSFPL
z#;a}KTR6Q9hhMz6;Zb7h+xac+GHmnS!O!pH^j)03o6~!ddhem+y-2n$_TDFc-jAPc
z-Um4SAg3Rqj3wTkXk_a$@5A)hGVddt^-)eghIGG2CvfsF^*)Y2yiZW_NlHFN$*28y
zpP{GEQt~-UK2OP8>BA}SK0I&BpRmpQ0v__7_X--+D=E33a=b5c`T(b2;`BjIzs%`Z
zIQ=S80l=^E-(RP{zd^}esA#|UO*~?#|Bjz44?n|uEnaT({*~Ieosw@+$!}Bg2F`gM
zy?i|--=Pmz<ZnOVeV4MoN69_N*zes<*>9obA-p``y$O#8yzf)_#oitK$Ezs!)s(!3
z|Na-G`@J{QbAFWA!ow)N&HDk;>u0<l;Rm5Je<FT<Dt>-0ejeeUjJNX-sO%|}oJq-g
zN`6KjEkB{;jTD0Xb(Gvs$>%9KpTa&ofs*Bv97IWtk}@TCQE~?*U#8>%O4d+S4kZs$
z@;yqvNXdPatRYtCP;w1XqpNAPd%x7WcYwRLpSyK{yL5oNbAY>YfV;7uyKsP;Kfp~N
z;ARhSlLxrD{oK?6ZstJEdl8VD76uRg&%a00Jot44ft55+zRK@c3=m2fAnb6(0O5Oc
z7$AHv0t19Y9Wy}whbmxza3EI(2nWJqfN<m;1_+<CXMpelJO;?82r3K^c4Q%dc&w{l
zKu@dt{KZLZ1n4cKKg-MLipwXkiAff6?DydEbGj6*>h8leX=P_JU(Uix4vqj5D4Ee=
zZX<`lDy)8EEbCKTZ&)Vft3du_uHD(H4Zbo?W9%HKXZ@cUoJV+N-!DWk4N-HGZ+hoZ
ziTbi4LKPNgwl1kJB@5+@cV7`ad?`VA2As+yx{|t{f~gYRRj@Fw$|JsB^L`_i;qS!H
zf8hrU_7CFckK*S~;%Ctc&RZgWmf{EGU>W^j1>(nBfdtE(2;A1Cl^4uhJ>#vytLuT=
zO(RR+#kI*|AxH7cz`gJU6$L0kXZ<Pm7UFyao}a5j*s!6|w+}t{mBH5!J@-|ii;-sl
zkgiPm%Lvl;l)o6u2EhJ%@nd)u@WKx!d$F4AO_)h@isjUAJ;a*p#2Y|Sez>JsLDYnn
zXC?aE2D9?kZq3SF>1TzAaGSGoKdMLoeI`sk1G>r-?}VL&Dh_*a04%1e)e;;cct1!=
z?P8&S27^ntQ>wc&GNJk;!^bj4K7+%QG<`8mPhXmUrY6$erUbbc;QDH6a0QpXNx<>-
zZW`cHiONY-ed}4~iq{r;8bqomp^oC+P2yNaK<!t6T2~0>BY#Dxw+JU^)2-A5)FZ$J
zF%weiYb_$7zy%gLO?fFW6m6voDoF5gy+c_d@D9h%Htz`W$5H%;|1rv5eh|hn0mi5q
zDtt<qN#R6y))nHu=pd3J36|s<wxu{$D&x$-cp=A!#p(SOh2e6x916J9S`~&c>0pk<
zLOFq+ZpOfTSEcm!1T7fT$#%u{;el&lD6b5_;NzC7W91v%N@35y#nPZw8Mv4P$kHTP
z*ZBC~UR-K5ge$d&@D-w94+H@p{L_K3##PF>fdaxV?(0Y3#TjouhOl)BW-4Tmt4~mL
z73Y#{g<Zwa69)G7(iE%~wW1%-Qq6+&RacOQvsf7(>(i6fQZIQE<o3W(T?D(t!=<$<
zE-MkSoi4rV>PvR5Tjw*3(5<rG27-*#NSLa5v)3)tes-okN9|00V3;02#p%RKoyQXr
zdi~Tlp39|T8Jh@&`DN?jLFMd}X*Jw++L4PEZJIovBko;MD)GHbG<n&;vyILcP~3Hj
zp+mQ)P4nzx4}xq{%Fji50?LyK0q!x{(3NZ0j8O5FwH2$5G62a-)yf69106x$QS}*c
zFBvUCJi-pfDLtD8&_lnMf)a?BqQJ!>{CTs4P;lA8b=}xo8qLCYR9qSW?4|DWE)<+k
zuz@1`ZFb4*hWLi=8;7NCv><M(g0mwoN1oR14rj+15h9w-VH75E#Txss#vwc~pRip7
zr5(o&&m6)Op0B7oi#x<IW*oOui&{9oR_IO(Xwwr_0C3o)^;Vmt5RbgaBieMatuv*d
zAePl|Z48bw`w;BK1YYQ*5Qo!;OAY*xYEbQkJAjx&c+MD`Mj?b?i1OzVNRi9Cxjpe1
zF_tASI|rBVR6)9P2opy>N`y^Zp}18nk1J+EQy{~)(hL?Rh};q2(97|Db=`G5o~p~Q
zGYVnX#`h0cr_iH>cEnYw<J7-wEb2-)_iP#|>=mnNQ(+ueYSX13n^)8LVEDzUoYf8}
z@aEO*@>BpRrgxPA&c{T{3%topEKsk1tT4KI0LVYU^>X#9Qk1U(l5TmmY!F3M9(Gxs
zvFW~zaG{2tAq!Bj7V4iWl*0`U;#10@f1C0f&%acxrpl%P{NdjoAUnW?L|^z(tIcl`
zE3Z#3Nv--&!+jgIJg$ns6$Kk!X8n^BW2*svII3N!ovk7PAZkvCf?bLQwol_aYE|+Y
z<i$lx@DzeBwNL-FLGqv4=%Qft`17wVQ4m62Hj3MYxm>{isI%PoDFE%`gI1}jYuz(I
zZs@d@boLp=iuUh45d;aujqdHO7$T2s&Oh5gjVKfcu>h?>|A?sKm+6<d8`Gd&{XPJA
z)Y|lFj~XnxHPavmxjouUUqKWxO1`_i;#^oO6sykV6Z-Upde47q-Hx6@Q4t6Uw<hHn
zdx9>fP<MQ}2y;Ntf(oWRmj_L*PPy1!r#P7Lv*6)&74TFss}o?Qm}YejVhpa6bQiHU
zZA5GI3WFKaP*i`^hS{yz5wVoC>DeLhkysMBr|pE#Xw+m~ST5~>9NYFp$>wNXb6c`r
zd#Z5iKrR)D@xpzMd|JgAnBh{FAqZn$%F`P2hJwMtOX0|S5yFJy{&zfWt>y3>T)%KR
znZPB-mfc{2LfGT(5S!ioSkp@GfQyFTBhZ|1H%3_=?sxoUsL$-|E<r+W;y&;j(PsJ*
zO$~^eVj?;kS?<NURI-p>T+u4I$lAsTy<60U%V1pw^ve*AqOgKw%3&rOH21!I2pQHD
zVl5UO`O8pMWT@sn49Hm|`H9PfcusNC9Gq)LvD1MSTq{?kB2%rAFoR55yA+n5B~4}x
z)F=yvkX*_RIq)cX6GCslli8GY;0Hard9@1bF*P;SA6U3K_)9jBJp99MMf4P_57*9*
zxdW@ur}I?QfDUpAYS~i`F0*MMdwy^$&|ePKvN$m`4L630hG<(x_R`rd1Dkk0XiUC(
zzeRo7HU|0aah2$ca~1ZfBn!T<v@aQrvRKu)fQrgzRmc5N0S!uo45WVK;JpPT19Gv{
z&Sl`EONdsY>!`?KmvKYkMW8=vqzQ-^keyr}crIjp)+FWt?U)2ULK@YkQ=<tySPhB&
zCD5X%))KG3WG{>*pj0#uTHowhz6#4oXUFcu7;k+d+B8*xDCJZI=m1YIDI_$-v;cV;
zgX!b=8xXw;%!6<sl8!qXoSp7$g=@^j8BmD$yaOWTx=@Lja<Io0Z==b(OmQKiIMcTm
zF|WZ0;Ruu`f)mqplH4Fy{%oieAj}jaL?g~EX%?Es5Yi^J972qp!iQcFa0aDD^Lyoe
z)Y>UWIH&Q<5x{Y69A+PugXu{j+pvZXAajYG@~|Uf%aczlj`i^Mg=`tCfbJJ%#<dVG
z;OeSf9@jjn)rONiP(2qonb$rfIM6@c=bU&7SdLFCC|~PU=uep=e|!raS>YDUMo^Li
zabH-k1ThHNEJ%1*FdM-bFQBtvHc~8J;LL*As9Wmlg4sw4pHlN&FdI1wW}`5NUoaaH
zM8v-Zvr%|+pm`hpg4t-nY=l*$t0P_G>&p0}*%^E@j;7Qvn2nSPcEN09?zM$AUX2Mx
zZxJn+jfg{<=70sW5qZNbn2m(&q>#hL6T_SNNpMq2=ObBP4*M{SoHO;M`RaIa#&@Bu
zA2viU2FBq5(a%|yJLRS16cuuhS{~yb)qFU=!$QVP!!B00at;5%>#0ZVAK795!Kc|3
zYd&E;5&nJe-7-pMPM9=>+1ZbK<-5{^aXW}QqWrjm>)mK4L)pt|T?iZXXc-1^cJ0aT
z%@&GT99$JU-5d+oxm0bm!j4V*Zfstq-7)&4-+2;D<=Atli=knA)i&h(FmobC#QW#P
zNcaxAsIeFbvd5msc6<zjXeEJz;3}~KOpF17G`|9l<&y&&2C>Tv3p)(n(l^&!39+S&
z0sl>B2ONa2oVF|0R>WZ#aQMXgKd)PN$prhJMJx*5J%Gs<UL4X#i+26wz}KzocdnTn
zqs@Pb`BdDBmpItd)8Eft9~4?Yw`Y)Ut*zvH*c=~Wrg!@KYNA#JS?g3uJ=^t82W^L3
zbL&rNqit2ISi<MD2zb*$_aE#jZ)foY4!SQv#XuN#KR&&=sWy8?6~xi~H0Mha{C<xT
z%ld_)tKlFsCpU#&VuTIKisdU>dox-~$Ik;M?fvEiI%T}Ko*auPAY8}jBTNr9b$UO7
zF!)$vdBLBiNE|KbNjM(D)4~$^Lj0)7ZwxZ{p#%hJ;b1`&-9KJ{&m2CmI*ckuMWBkg
zS|dy7XmQ_cqQ!~P;|e24{n31N#)dvA=)_)8!B=cJ;BK;@BR5TxBQBWiG%R%zyJ?=k
zu4VqZaZrW)&tl(PUf4;_5}J*}oR<{e8OZmO&LUsHgMVmOtnpw6Knb5ZIaLaM6-1H_
z{3GFuMJ!ov=ZBWt>GTOpSIHk4L;g>@XFd_=(0W@f@X~~Vz20{HTHPH1sh6W?(}8KY
z`H~dOf18&?C@Gsf6J){0H%n;#DDoSHQ55ZSiz9CF3B-B!Y8kFgW6x;I_A7|su|QM6
zks)*oe)$mh^QGblod{`o+v<oriW>ae4&X2aWJWZg4BZ{5xktc7hHn!brDlfwVuOaa
zLN+^D96~Hngc#T?ibF9Nf|Gq!yv?kp9<L7k+ejl-*SD%q2)vNa3Z<dF*<#Ig1_qp<
zUZc7At4&2ay?))j&T0TG)Udc6G3s`}HO}?|jz|z#X`ba)9bvf&na<eGkVe=9p&O~W
z?@<px0&%Y!MyAjuvvK{#^}Wu94ft=ZQIhJh%Wdp+&O|{O%$7Q&YVWynTA@k5dY57F
zL}8pAh?YlSzvlR~q3bLb7J;;*EGz;h^?xmkK$n`9E$)CY-6$Y!AWoke&7Ul}DZ_Hp
z#y(;6>B~|C7f>u5E`l%uN66eB(uzTe!r{W|Yw1e|a*S;+B00wV)Cij)^qjoBlq^}c
zA~B+Q+3EzAtq}EKCk`}{>m}r=QkBnsn8H+2K|_>qFl}+VT??W_AU&OISFA}-7ueF%
zu0cdI=Qyms0YkwU&Z>A<4mdn<aB;p8);gHi;GL|Ubp*o?9nK4ke^mk;R|Zc)c4h5%
zww2(=jjKz^R0js4Fhodj@SeoQfjK(A$e9TL;v4tiG%GI^l!lWnMQB-BCqpA3ms%fn
z*p|3GOUFBR%0s5v9Q^O$&r4y~H7EVS;PTWg*Va#A&fRKdAh@nGlz|IM*ZM(dGOPyg
zT0Xyk$r5mPz-iht`farIMQ7_C*0cP3SVIs`nhJ9v9;*&TglaH*_4tHdrCEjQcGB2Z
z#eJf&+0sJuf)jBln}diDxUf{iH-MfH4*-Aop*uT|7I$_EF!V{Bwuo+Q&qDVd1=nI;
zN<ECZ7E|_~EniEpL=4K8gb86bk`!Pt!K$@I0MR6c5lYk`;!Kzq@QFibN=4ejguv9K
zB$dJ~rnuQb>epfI$fy&AMsSc#)k$OscSH1Sxnld4i?$41bk(*?FTV@|_Opcs!8gUz
z#qo%Bb=_6hTs<VqZP|YLP;j5T)9i)v&g$)3wqJ5JYTH?c%7UBuc0er#<>o($pH4Dy
zq)vhv<ES}~B9RfgY#cY}ac=Cs%GaF6_g5wA3fuv92&};+8saD--U!^x7-+P%$4AM{
zPN0Tm#7CROkD;{r<>_z<-|vW%IJg`Q`k}yW$Z_Ift;)sKu;M}vpW?7<|H4{YSWAxo
zZw}f{=Js0BRk~+_wYI%K(!5G{Q4F`d@MI$ZQyme!uXe}Xal{qkvtx8*R-8A({joY1
zK~xeJvDdAma<14N#R<6bbTv-~$SDqgfa7h52#E7&&@yC*j`7l7%Ew2>SvQ~1gzUcF
zBmfl~b$(;|?)nX}<kFvRw5F6(qpo$%XCv5EETdwGGTg&UI|N@tKBETWdfp-VY*=92
z1P>*RoGoR(Ex^nuqz!GLAQEx7!}a6YE^%fb>7#w5kM=<y?IU!vWa1Op5CNs%)?M4#
z)qx6b_3AK~qxI|1t-h!NYBwXf17;Yf5LC93Ur+O<k5yaXs<E?#4nkoz7l@f<AkiBV
zkf?<T56l~{wJX-l8!m<xA`<oE<>nAs5yVvlID$t(G(tN<C;B@=5habmz1{AEugkVD
zxTtN{F@fIZXd^V3LzD)i?D$H}P=A}si!$sGm2G+(NQjNT0+Xy1scLsfvC(W_@L<2H
zor$_obE;6YnvkIg^+28B7)!d8thy{Wmzq;Y96F=@*RugNw}mJ@;@_@?rLnLy#P06w
z?9I;YrJ?H=9|8ZGMg5`>!^^^q`qx(p$6_+z(|uLNlDrg%?*J!ry=J2yL+sYtFvqwd
zcgiWmzNqH?h^26p93DVWME`}{E>LC-Snmde_k!36AF6;O7TqCgsef`hu(Ecw8SEb@
zflBNi)Ymit0#na;AVC(f?CSUXcJ;1~Yxcn>)FD^d{JT0j6aL>wfPWfUQ0*Yh(ip^k
z#4I&t?QRg#LYNKjZscbRan!2wLVG1Su~#C{rw_^kyZZ^+qCEe|346E?w8eiRX^Yz7
z25spRv;}YYIuoWXeMDROCZ{dcE@~3Ud9br2EvzsG8#(_$lM%C#BPJ@WuC}-<b8|Ew
z2-jX;g~I^|CMPw{(5)z(3$urxo8SSEtOk>=*t{Bi^p=s40{NdI#?sZUxZ0}X;}Kh9
zqKg=s;~`7pZ7XT0g`BTIEnaR{tf|E>wAJEWTd`4n`KWN4Db<Q2Fu7reo=k6a)wnu8
zGhP}gj7}R~0Ko5F1f)U`voXY=#by$PDx-~e_P~>$XNT$Lo+}EYZf-h<^E+3<d{7#}
zhtRDj0>@PUH8~b2{ma>2#?7DQDs8cGm@5(pMiCc@9RbX%0coQORbtCZ#PoF#*Sv=A
zK|0{lbj}OLNpuw9u`0Q8VVG3kDe5vl<50n}Po(r$YQr2A&nWET26j|S{b#>AI6P4A
zrqLpffEGq@b8>OocLNY!01LqFEO3oQbgYf*oi@MJ1*tMumA#1SUqkc<4(!M=*w~Yp
z!s<DdEM0jiU6IxLV8;{=aZPI@l{{O;k+=r(Y_q(xiK=Y5^oi|`(-fLcOPE1RX#J-q
zh1Mnp)*ToL;q&t5gwG~=X~L>60aj^Ph7vG4*iRuucCbQAP$Wc&5EQTI<V5;RJR}TW
z){HPn)7d~6v;@8=fJF#=&0tEbcg|)4T#QgBfEpINS`_MD(j=wKf`UvHDtVR^#!BF&
z#Tq=>nNhP_Aem2yH%os5X8sp*d`s|nNPF<~1K$?+QB%-!#L*r{d|lYF;qHg?kf-?b
z$ikT0Vta6itCIUms71VvY|~&&PwCK7l@k}WFYwZ6aEB+eel&bIq`2CLJ5#XFm2)c=
zCTgYV&UC+2%Q7_yn$649hi{{6#V^^1smHPH;^YP96x!Jaw7t$kJCLQv?20v6`W6iF
zGMod_t|r=b`%2t~V#EWHS1dpRpis})U#wJRkWIau40dyt7JpOEjtDC<dA^j{`9^kJ
zqY2P))MztUbg+n6WX1g$v{E4Aj%)t9y?hW^sF^s;U*V;h!yUu86Q$p|aN5~hr~rrX
zVPIhs4!sj_;pKbc4PAi_<C7FkrG=9(U#EoN*@$6J(XZ(O5AqFgD;(`Q3oU}Ic61~<
zUl_~7(^qpQ_JjUb`uQFgNBf66U9Jk;l0hm&FalhJhcE!{zMPBb$gHUWscXe5=_{lV
zuzUt-zTmQ(0gcqzuzvk%fYAh`cq{?j2Qwj}BlCR+6}+PI06}e%bfXQu>#013q3xvg
zJ5NTKccM?e_QVc=n0oebfF=XTkcJa%Br9r%F9>84bRjBV?P(5Hi#ek|YN*y2h4{AB
zz8vBY`&WJ_P+Aeh12)8#)eCCX@gYGLHXC}^>69_<judL+oB8(Ea<<6tau9s8g|Ugv
zR1=V32uhN>Z?(EQWVi~*RVQ#u32rb!a8G(J;<^*=oLVfvmuhKZwY>Nfm!1qGLi8SO
zji~NFmGDzTPQ%Vm@yh)dI`9%B<EL1P`7_VIHb3oLlrNPqy}=T>0CAzu44S6S0$;J5
zJYY%0YB~e^>tY>MOM^D5<JK&B8w?SVz8ZojOc&je2ykpF7S4a@l{1gL`|tfDpujn7
z^Wx%n3SiA_Ru3Z|EU`@k_|}J(g0EKL7O`rB+kE7jRo9WzxB{Znu(~VQ#=xtDe1Iq<
zIj>Nxe+0^=Am5M;%5Dw^>2RS;!@kjq#z}-y6~ja<eGn3&C;oa?AxXsTKLm@2N;eJE
ziU9~ZfiQp3h1aDecX6S@9KyMh)Ld9m0=zfSr@`uz;O*JO$SlAPisSQ2Cx51Lhz2r(
z50=VwvKl&bq51@8V4ZV~<Tdgg#0b7qnoBzC2DmRba%xmN+38vZt<q{GzA#p%E64_&
zHS5=(Gdw!_1RpZPd@yv-nZS)b!CN`JsXPv^25%=xf}0o{1c#d3=WIk0<cWIvNMf#4
z2A#9@yir{51pD(1*eu)7ztJ5Jz9I-gSHYs<gS4_61Wg%7gE)~KP!V^!i95tVbclFl
zbLA4)Hhe**=z2i~V<Hux<Op*==xj9lF<jc$SIK9wk;fer!`N^x#<J$TVfvrwm^n$J
z^}#%|=4S_RGl6>c<A=`-hGl~<vd&T5fLPHc3N{$JL05wU-2Kol?1ZCP2o1OsgA33x
zX7Q~=D;lysIG#*`qWoSAS^+4sFY*qU*a4ok{@nG9<~xd@V{`;+gw7)2AQk{Byz^xh
z*kOP-lZo&KpMY6c8?=}za(Szk#sz8xfHW{?gTfp!01WS9bisi=7^)X>ARh&uNOAzq
zUg2(cTy9dqwh2~iUj>)B(S_aA@wHkH)N-^IP8h5}CLL!sX6b(n6zYhC1x}8U1(+HU
zUDM`Bbo@r#fhLKJp<OJ<>>M9!L1tf&*%xH?{DRCLArTWr)>ME6nLTvfR>zg)1(_Yk
z3<>L$kU)}*vmmoC$n1m^__rXl|JBLt!sIV@J@&ycpU!VJJ`V7sMI2yZa~L8*lOi1O
zt)f5XMnTlE9<tK+v6a4$tn}6f%;6z3{smz-EwL4(LYgEyG||pP^P4Y6?Bu|@u;X0>
ziviih4E?Ack#B6j+-mQVwBv;lY`^@2U9q<PavKJD-NDAe#Js2c{+}6_VQ%dvZFP#7
zy&T7CygX{VekN02`Xq#vLnLWB<uP*;Vo6_Cs6MGSJX1fdsV#r{<OsH#l}7;U@$uS3
zp*lTNKUsY}LN>MXNdMT_z~0AaD^K-yUbHt)U#+<e+n(FYZlAbp7;aJOR(a_vg`JO?
zdREobad`w@(If6~wv4`PtM`n!lf}|BSx@<Ibs|kTP`e}i@`$4H_`>c0dwlWh!=-6>
z+IV}E|5mzG(Qv4#6=(w+Px7yo+Exo^A1n_f;Sbk)j+i9xeS|e1pyWf8e1wvZQSu2&
zK1IoAkhtD+@xj)EyyxL(oA-Z^9`K&e=?gf$3F%hE|K>mTBLxO{_t5A6M#(!VxtA)E
zo3z)XNce!=D+Cg~7R74AaXuO^!G~Gz?{O>M^)p_?hO4)WYUW@di7O)NkmC_mTHAf4
zQ5a+7+77!>iXyc2rWJ|kMsuVGtJ2znK9lf~4p(aP*N0uOK7ZSxkPGglE%08UMIg_T
zl~BxMKV%f|rD?VJmx9X6d6S9g33d=ijlL{NMMRIh96o^9&y>4+0D6duMinr~=#L1Y
zI(JSuAfpf46>G!13&XtTuxK)x@$LpzYWv&u!v<m78{9qSV*d);dAog15jw)*{ec=S
z3!JW*)f;*DtuPue^4NW2g=))mhFWq^YG`G=2TxkGsD4nTIx<r~7%BWAMnO0dR^D2;
z#)_5q=fou(RR#N1W3P0^BOX#e1dWZ9$P0DGTZPWo55^1J5DI>B5cQ+J5-GO8iiKRE
zI&*-tr{I4(v)}t6bvuBAq&HPSHB4{bB0BrW)SXRmG?8`wSF3g21tbvN`YqvviQxev
zf_lYa8@V1QV_Pp_Lkza*d0}kR^8~i3woGh0YnHKX1KNvc7%8#s{8q5dheHCky;V$W
zf9lRAV4JLSU8{Arfo+cxw5@_2>0CaZvON=Bi^DZNFN|w?9^=|_(UOU2qg1=OMj8pz
zZPB${YCtE@wMkT#maZu%B;eUS0?&4*?rH*_$vU6WYMssFSy&uO)H&V<Qt#zXU8Gz#
zcg7QWldVUHT}Ogwl1Rd$7R!OQ-=8X@i!C8nQUOFI{Uysx5GK+L*T0NMuz@=u=iUe*
z`%e5q^1h3IYH||CiH+QiSKGX|aC+NPym%WPrF`;seoJD{Ht!w${7z2a#p$~_y%(wX
z9!lPeWb0z@ed6c+_}S)tfYT3h`XS0#;@ycxwl4ENOn)u&KEhca<@94n_j_+de*UH2
z$MJ{v2}(Xm$)_m!wEyli^z>OuK1a#tDS0b>IOW}k=WY2Dws~K`1Ju`7(4byP$^De$
zeUZ}#IQ<f*4|4itPQUX1*?aTAIF2e|+(~T5k#mRK2OZ_`ILLD15Fkn%@RiuumW}Oz
zlWdSjqmeajX-1hNjuH$BEFpq{g^j|wupEI6N4S36yRg6l3(L*Nv9Pd&aD6NvyB~Z3
z!m;e{y;s#;^}4Ei`WneH)*n5sshT=oz4z+XyNaIQf~NrBztaET#{a*Ak9R;r_qhKC
zuQ1i`!pGJVm$`3(F9+Q>U>|S9$M>-2zvJUARB}Il`DT24AAh)H?2XgzLs<L+e7qY9
z?r|T);&<ZXVfb>|eE?pk-5+B8Biy&rKd;5o*Wu%D>HpWm^B(tY_&zp@oBfZV_MrP?
zc*3#gr|@xL#{HT2___G_h4}a{`Y5<RK=I+<@$vd2;PF~~{18R>hwyP0{(Cw;UWt$U
z@Ua~qTk&xe{%iq09>ITqiH{Ndw}_AH@Ub2re}#`WKE92QZ{p)sz$4t3BcpJCsSRbC
zh5@sN-lwViY3h2Ky1j?GoTl#Xp{}N>n|r8>X=;9&nx1aCF9M`R#HY!TYKJCAd24BM
zbm;<3j?%%?<S3^hP3}6J4NZ=+gwW)Ej^EMbD0GD;ca1+e(pS;s=tPN=bCI94+(!h=
ze<MB~g%4Pr-;0kwijO~uj|CvPL)nqyV<CLN+AqS71@2<_aF@X20PJo%K;VT}sC&Hl
zI1xSu-IK&Wr_ewCjt7YGVN|(P0VLYNLuqyr=(UWXGyk+g`|n9+IXjSj5}`r^`v-i(
zi@-W<#ZhMobs+mkv*C7iB{(wG8!O>fZ*YR!Tfe>BsO($09$Zz(OKs(P@M{~dP2xWk
z%6=;Z+zp{yCHxA!SHZJ^lJkM8#E*1`vqz&|0-re<dgrNJ`XN33jC&7EXEUC011Gok
zXLo_~PjMI<EH#D4p$f<Yml$xBfm1F9(Sdg-MAS9Gn-uf=g9{kyFv<57vH^?Ri!h_t
z6gb3|>)>yMKONDW1N$B9D$vk=a6jG)&bH|5QmKwYdi`oiw6X&{aGU)uIwQda2US#5
zifwDGT)`xjUWB34H}OEcLugtINxy31QWhjtkp^GEh6za)3h|3$tp#yze+C9+`0nQl
zBm2z7VW@&WUYOzmoy~X2;E(az-b$$fZcY@D3i#xEuL3fFk2QFxf#aWjspoPaY;nHd
z{l$^@5gLp0v<n&kY@ZJ|hk>W{-ZESo=97xg5hkm9dwk{?Uq#+Ns#UMdxJNAlhFydX
zVFyRqmA+_5xotasLCQ-$MxnY;Sau9xRQJ{Sw6{og{$Tq|6B3Qq1p1?sdifl)82q-;
zuNa&vsm8@-4ckp6RQDpYu1Iz`1RX+p@gWE%t_rpH^3bZ3M*y5bz1vX2M!{Pyje}#l
zXxcK0B3|U^4MMAWfjJ78TyePGnrseXJs1b|f1b4>Zce2-#A8vNbIm%q!IaTx00t*i
z_S>7OmiG^lvn<tloY@SFX%dnvkheFcZ2^~f?FZ*ue_&Lz&$U#9y@$8A%-S9d0J72p
z7#l;aNldtgMi6C^SiBH;=@NYO;Nw_)9FLC^@o_Rf9)pk5@Not{&ceqz_&5(A4nBI}
zA*~iilGUPpjAyWe1a`3u814%}c5^R+h9q?=qlKbGdBNlFfO&=Mpb{7@BI(|0wD4iP
z!m}M2Mhm}+w+BS4`bmQ0vYe}C3}R52amKD|6Ok}8qKU)D*7V0#T7yIR*y^rA(p?FU
zhCDseH`5Jy=%XSRNu)8SXD=iW*nzj^boM$Ob0*q07Eg0ZC$P|3Op3Y*AxN})J-+34
z4%=-u+<xvXp2IBg>2NlC$}YH8MagfH_c?S!O1ad+1j==c6A+-MfI=Z$z&Q>@fWVn3
zdvk1|Toa!8oJA_wuznWdD+hQRyo7RdoSdE(_y_Nln=Cd0cHCTB7T^=&@og~4WIj!n
zyHGpj`c{yX2L}U^@%1am?7%P&Jf8bU2cl~2dxjn_$`?J9KII;>VOLG`I6#jlf|ALq
zO-gXqIT{oWb#z5RKah3MVEbAd0xfq6a6AR`Sqsv>NS_7oeh~Pz_d3<TQ)q0amd~`G
z6sKOlrMH<ecd$8Alq&kW1tM9%(SF~`EyAy2<+UiOQr`8I+aU{kt=d28eY5iEAizSn
zbYtb^{g+(^ilgC`lT?NNg$P^7S_Zxsm_x}|GO1I(r-GV-w21?#dje=dEGYPuq@Eqo
zJnD)!g{)t}9pokLGc8aOMC~DI!QB=3%|)>W=>1+Kd5QTOMgZ?J@w5|vEVz4Mux=3^
zc1H!p1EfU16YJA?`|W0T^BE5|9|4F^2`t?ymgVLPWv#)M<zptCIxkBL!F+4{Wf_ZF
z7Wbn#1lr(ml6M3qDf|sR$?2}h(pN^75`PxWF%Wz`ISAbQp{Gc<wO2p|fr(#%=93+<
z479$}Z|n;h8gowudny=Q?gQnwd%NGHg;MyE7)H%E!yvpfX~8`Wt+c1ZBZNlJhNAX`
zak$Kk`#QMJ7pxuUVv`@oWjPPu9>F*K_wE_j!PZW-Abw%_jGWq5oEi$s`ZUB^Jb*3v
z(llV(1<;&rZ!8#=fxi*4);0+gV&}@Ykpv3b`H^xDjSl01L9yk@p3b!ppy}P#H`1Dz
z#O;C9KP&5HyiymE{E>Vs4*e+AmLP;5WLnW01|{P~z1GWs1Cs5*Jyb?}zh?`Q`FNu=
z_<x5D3#KBL{<o|rSo$Y~F8x)ZB~Rfc?Vjzv?u#>Cy?{;l_(eJfW}fhqVL)PjOR-_X
zdNp-C)NbcPR<^{T>1)X#n3bFrD;#eo1-Hn5+g^xOyka2=h_BcbFUWU_d;BRr78-^b
z5g%XVJbdT94tF2Iaz))7wgwY>F)#?Q%Gy+1l8+EFkuY%%b(};?CY#vij~$mMnSY3E
zV!&@=iI{$T>|DBoGWj^<XzA^s1U**57VoJMFiZgeg`d}9!&&f?BVWL+R-v`n<q1*Q
z#D;R3nC{EkJ`xfc+k96A#Bn#H>X82!5~)G#grJ`pSkimk`*2}tYkN7o4a(&v$5ukR
zn`pUHz+B<&?zBxPyv1e91#eRj;1xdVbLJgDBRnI0;Y_xVw~yX%8|5D5%*y|kVa5w{
z!VI~BpNFB?ww%DIH>1t(yL{NY!3$-<HP>7N_fxJ15kbfYJ@`e4M$yyQU={qM8(6@4
z47SZi1CFYNUUV{$k_d_vs0bVBT~2LUe=thFXx5sL2<+A(I3VB|7E^eki~?>Al^TjB
zcTh+ES3^|uK<9Rg6LjY=G>N$iF?}*+jP+Z@Zw~}+w?7OMf{8#`fmp8uj1AY8{ck`j
z``N@eSo~W|Ts=M&3+VOfm&@IP64<dXggX@637Beo$!M!u!d!MC0SjZVr+V)1a60co
za{j&l_6K;IcK=Av|EA}k==neNTyPea9)V9uz8mrM;2#kLyh*9V_b!|14x=2TPS86Z
zN%?|y0lz3BzKCli1)!KVF9@hMnh{pe8A0A^yh2*BgF^_lH$=L;lGQ<hgMgq0l-hPk
zO&qozrnemu01su`VZr@467om!@gaP?A0EmH6$_`SKyx9b%0xm~*(I_?Wd(RL<8SBE
zy%XsOHvCuQWMVu61p=#|3zPH1t1$`aX9z7K@*m<G5_u;jVAR1$87F>XHr#&REE*YY
z5b9uM{CH<8BMCo{bQw&JjUm~EbP00g*WOjGsJ00xf@0~BhFjoZgb8BF6%dS`a47|J
z3#r;bYcy7bgs$ZM>Gg`<Qw})_1+AR(e>x0PA2ksw3#KZ4(QmO~-O9>Q7f3f~Wqn2*
zE2|9wJ)xZ>c28)>#kJfg-tJm2x;(jfag;o1Q;{f1(tQMlr?Fexovg14!qWO`K)8F>
z*E3;)U14yinGL%*(fbxcU<CdNoC5i|OJ>;XtQeNY4tr%B6@9<0JF6kq0-5&v4|+qa
zb$YahsAY(6i9O5K(7|GgU2P(5CnlQ36nmxF-Mq#Gt1b31wgu<fCwmpPy=^f;)p=#o
zTVpLN<8H<w%%L@QI5`NCSYw|F&F5x~y)i>$A=cQAOA=H7xR=8qyt97ytg(Z*EM$#+
zF23Qvo;CI~8|vH4u^MU#y~-1?DgWF73^u+w_7$DQXh_kE=GX{P{06wL4cy!@L`$en
zLxg%T@HW7di^6=hH32bds1yxI`cf3<B!AG3l5w4T*fL~3{wbmQ3T#+6!akq%1PeYl
zM%ce$!^k{gW#oDlHcUD)HFZ4p&%P1%J^4;i8DSrUhG9mbMp!IYG|gda@UA3A*tb!~
zDePg&n1#!eN|UXOurC+W@2(N{Un5|c0ssm>zkv;B!Ox6F*k9x{v3!lNw4>RLus@^a
zP62aeg#Ag{CKTS{vgLxeDF{#*VL9^-pb;LAvKV2{I69ndqyWD%!bXmI^AZ?#zzEwe
z2@C87&85qeA($%9H_Te)A5;=9AK-@8FeT5d^r$O*E(U1lY(R{L^U_r4s|<)-QWUtS
ziIbtN7u-Jp?Zh!4Vm)C%T#cwm21I&GZ$KnvI{9*tGKBNpE*TKHQcVC#Y2H8&6=VTz
zv=OWjDBQt<7;a67G$9fgd?`OTq|_!vn$=+wVtNxI0r1c^Ar2xbZ^p;9_*e%IWkSTl
zX)4f6h*X(~2rIipxOl>L@nAl;CPbto*sflhlL?Xh0r=J>g7BFIF|-ytLGDLb5sBY|
zZ}}Mzn`Xna8l`A~Pqh7T_o<-w?`%S(+tf#jaP?mqZtn4IgtP$t4qR@Dx&|3u1gT&e
z@>cnJt151P)$EE;SR99(F(XqB{v7Xdhp(g?`F=<V0DU-(eU-^ca3;s!i3{qX^L}}M
z7*sbR%JC9M&#66NjFdz6vN33BXTeA*vId};61>-GKvuitVK8BG1uK{sVcl)we<y`-
zlx1G2W}c4?>-J7gX~1WK_Rc-Y?VW_qR&%F76UzD_@>MiIVaOOy_q)>t;u!!(xImnf
z1ysRYT0lF({9Mh=!=pDZ`$-UB9qQ_{y?=IRD|2cXvkgQb>|PbcIvbUV%6PGke96X?
zosG5qkR`0%=d`NiEn%r-VU5M{{lzJ`&#&w;J4o3jII;(BpS?lrRi`32v+}6bS+8Qv
zKIg`SUV`6_7r}>d46{6~!IU!^Cl+iLyc_%ALOr;jSEl`dt3U<smTcI|{3Mf$A@2~W
zVRW)N48wFVWK8#c-DkQd3Im8i65Vrw_;kLLQa)avG#hpmr+W<SBwY$Xw@`Q?jpIYS
z0CY=lR=)=eIOaj%v2AuK+#b%fv~#d{J^akX(@vsP7O#gNo88T4Jg_=FoMKsSF2z}E
zFlPIx38&7>lHTRPvMlazaR_th@^Ji;<frEZ0q8x@d~Plei!(G9;_}dONrEa%$jv+(
zE)Ty)v>=y<eq12@*K>I|)q?moj|UC2#D@Pcw&^QMU~i1?@o;l&kB1(#J@f~B8SpHI
zGGoAPL4F;GAn$Tti~&481@_wxWHNq79dUnvu-3f~E@M3b@WZ?h-0qrpH?nbL)|M&r
z?gng_%nWMos4|T0evr|;dvi_`%h$Y1)N42I-T(tm#u{}jBh${)(>9^ZySQwoVJ7OT
z1UU-jmasPMD3p1ZQ%3-evYL1Af$=H6ml@@ic{g&@n~w(M51M!XN0@i<QaRLyLc-D_
z-JZU4`wbLRv1`jN`X37^<HjneGt~&O_A(Wh7lsR$#Wm<MMQ61m9Lpg5dkECB&04(z
zX+4G};R9kvK=nHWIo8U}M&YJj=)bqm>4ollZ|-we!7FsDh1B8=?^JmRo5wWJemBa@
zY>nwvzv>?u4XD}v?4hCS#a<3r8m<LQ6;~ULpT`1z2DD)9Bd*~hH2lx@%lq>sCEI>^
zybxCS*i&&RWx?l?k6<sFcof=t!QBTFj$^^cdcuPL_xMH@e0oc7!6$1Lv3WYy^R2Z@
z7JRM~5`bd*l%O~)LV$%t>RIrKEg9Dch8puC?e_!(UuF#sD7F2b=5*M8pWc2?06etq
z_g_Fl{v19&g^y3bL)q`KaGDA<`#n`A62i)GX%Rf|xCnRc;BV(L1Q_WE`2F2E+3(Me
zunqAYB(f&kTYil&BU1k_e9O;{|0}cM_T94|2<#bkJR4fHEx%olJaX5|>Ous_l~S+Z
zZL?tR0XYpV`;g%jZf@KwVs{~6x7=*vza&<IB#0pd!{d-q6ffNd%e;u{4V=U0VgL*w
z79Nu;LMUP5C~R1_KXVKLItkjJpP9h^99(Cs4cdo3Na;60DlmD4CV94ZyE9$tJQ+X{
zE_K>e9Vw!36}+YG*?@QVOivf(i$u!w)N3~Es)>TLW0y=%PnGIF1I^NypRP_4cN^@{
zYJ#$WrTwA#5_)UQFohZF+_3c_r)-bX=PnoWCKGQv+dR_eLf&9@H{bEWYK}TRWZAt1
z7ePy*wb;hD+k{!?B}#9WvMiDN3>?B7nx(4AL69U8*M;Vj>0Z^gC-t8yFY;)H#zM?e
z9hW3{4tJjngXn%F?v1!CWR`jfzTv-~S;{lN2YIN?G^Jse(Dtmw)_mC?_RjdGslVJ3
zxPMT2Q>pC5(r1b^6FtSM?`Q=#3zR8YK1#;E&|IrcYVN7RC8|e=))lxMQOVQ3;LWN0
z;208PDKiYfnGaV=mR^Gm>xQnEv7TTl=g83Y02@c<87o8Ao3UZi#;LjE*?P7NT_4S9
zV)+`nh#%MuT_1)4Cu6pTq3Z)_n^1->T((d}Z<OD%GIYH$?I@I?i&IAcjj|fL{x^(I
zanZ~uuMAz0qqfE|K35sK(B6c~2jAG`8@E7H5wvU>yN4~5(Q42tNF&x|p7DzF<bz>A
z`oa4*uvXy*?^NcV=vB%Z1<AK)fw|f~9!gpT_wz8-I5rflCu}Ik^}rk1Q0Oha4TUs`
zWJ95IDd*Z<vY~M0h5!^(3<PDjHtI;dC`gY0R!C{Yu%kpOR3mLE1Pouu3Jxr_ErsTG
z*p`ysmO=nLv~4NpAwi#wkJIpR3Otl81q-LCK(nP#Wg;c4>=OCn8OOz=(cIcnkd8p!
z>&wZOay;5nls2DlTfssm)L(~?A%b3mZ~0kF)|(Btr)JS&qM*^iNb*8!v?DmEG}I}u
zR)sTL4MN`fEHN^E{0rv0r;BhR%`R$Sj=Fi6tSoR5u&%>Dm<Gmh=IQ3rcG4|H3CHRn
zcs(|(8&x<G0l@@}D!XrokgE%Xi&A5}T%K%JCdvb3qw@cCMq2eECSQlhsOJ7M1VK^o
zs&`U{i}7SJ-ux$$;`YcU11_jCMb<!g5-k)<S&j`1_X4k}Nl!7*6UPXoFof(rea^(x
zP^ksYOyFhN;;!n|yXvhn<mcc?SUnJcMX2|Rt-ZX|J{zcd*%g6`W_M7_G6;sRhu30m
z*FrxTi~u2ppA2#`$th};COLyzgRWtxUUJDg!ed9>J9Wt=J{Eld@^)*NnYp(jJJ31e
zNye|aYuRo2GN$+A9c(1|H=*J5>IXV9C}_#pxsK5Kq?g{WINqpHjz45CiaB^O^1xzX
z`-gPfj$jhOZN)~p=zfW<c{jQhhikW%`yH>xDli!=hrEJ5$7wiYB1F}hs<oDl(2mtd
z9;d|-xaAE(_KVdi{8YsOZ-CEu%^!pldic&)MNi4E(9d!1Mfu{KZ8JPsAYn&@*}N;b
zVwfDVTx_7m8Ivf0%P{6;7fu|0jBg1pjcwLjC2;NqhhdEEg?nXvq9k{MTw7+c#H+dw
zzQ=@sFCa^_U+O_*=rY*uwodH?5usV$J5`|F5lLcoud349M_&)OMnILcT71Z_>a~64
z`s!i&5MNpL&ehif6_ovA2%Ik0we9_iOM3#I&IjM{^d0B#U>#?1$2l$Ln!e0muvMMc
zbXDdxMWM`JQgpu8R+My$!9_g?$EUCA2WNLxosd-x$`Pjnr*c7%AYZj%@Iix%EYLZP
zGp*2Ci~;>~_ZiS7A=3&lpxtFS%+%lr1N<0}^(I0lhuFl;WI7aOxOK}~Li|^ps^5c!
zU|A@S-cTH?)z(9d$XW#^fuUIH)d$!O(c#rzRIZMw0;t!7(2vS^d9`{~#Wq$ahRf<$
zi35j(e-@^?yax_td*r<L2=RqZ=yXjU9@eY1CYV*>0xMyRt$9Z-4_J^)8Sa2Dmf)sZ
zh9`%?E`UA@VAom8H)fZ$^o7u1khPo%N0hN*buUUuTg45?8{zuEM#M4Yr^rF{W6G)4
z7P#2>vwYc(I;#8_8qV#ga&=6o-3}SQl-Q3-j}iir&JdnLWDLPb9DDy*r8Gvz56Bk-
z<cSKHas#v5fN}<!@pGEP7bvt236%;Y$MEja6HdvPC@i2edzKi8FRah*P}s)u$9z}V
zb}+amWO)J`OM9HFhox3Ygw-{sCWdR{t9!Q&J`KY6%C}8cggR_B*jme|PV2{)!m3MG
zfmQU%KIgJ0E|+R2iqh7WXW6R9uYBUNfYds>UF!^{XX&g;q)!Q1iy(tJe|>qh*cxx*
zmNmF$=lV5Iqwq{RNE3<h-Kia;K0~{+VA?q<^lfOjA?8%i-d<}oDiBlv1U(Kigb4dA
zjkiY10kVy($);E6{`9U3nO=aZc3%U=o12!2O=6v#;Ickv*_xfZ@nh}QYw=^<wHxqb
z@P?iA30mCJKKg>zo+_@{wUcUY-7vJ_mR6-XMgOhcwoCsP3fJrfHwZwTR=w=k2!6M1
z>xSLIii0;;zFY?l?f}a6Tk`*bf=%et1~Rq(9S+9$5-P5(RY&|5yni-azheV|VB==-
zxoI8E9X_t7nGW6{fb!JsRBej@%{K9|a}#~JQ~b9}024l*j{U5a->#9LB1VNnU-Y^5
z=@R~1H&CCOHf&#mE$m*imHyu?mudIf&70}_wcD<fpIgP}j_bwe_3Py)O=9=DwY09g
z*NGwQUVr^sD!+DzXn(`59rXXk4O_(LX3?$$!tPD$X@0vm?c7D>PnGR#UL$_Dd5aj|
z<{hHmmQ7+jTQ-UBw`?1v-)&tZ#szCD{@*0}+qzBE1B|2Z2X7SP-nLVeZ<qaS-zdtr
z%W>}%aN51|x^48kog2ltckYt^KST7hYmI1c*P2aKZ`Wqg&MrBRXUO)Sv6g<<g0n&k
zQMQ4#X^Rk_S1jW(D~IXnFg+oC9;T=C^rXu_Pncc#XH&?o*}br=P5FufDlF?-vtd`6
zZ_vZCI~f62E89-0M1U(}MPjK=tie~7$+zEr&<9^>lS&b9b-wz!JR2#i*XqGqwd@~i
z<}T)H!bHkWP8V6y|5eQH<{=tb!>oGLYBNP(TQ6XTj%S&`=nVVx!BiI5yLaFaLW8MJ
z#j|*yW~(Kv^=4Oa?^?nv>+OYD-z#=s8CgmOK=A_xl)p|6lqBI*FM;Nh>9Hcht6oTr
z8DKaeK;|Aq3I<4eR86mvh{n?k7<k^+UGTg`%;*Jyr8{CZA0GVAM)jc-qq-ORC`LJO
z-3=AQ?k`96rNF3oS~h`D$X5B-K9gc>-w7RC`;<m&a<W!$4mCi1*u14x10CZGc!%DH
zULDK9)S?eL=uaJ$ysRUhrE4rCjISdzFnTKi9J?RJ_iS7(3gi1JzTv-K7~ipq!P+AC
zG*%{-U=$nheNaKXiXXYRWmC1%tQ5y9w+mgfXYSQv?}ArDph{Q`P~({a#aq5jGb;QA
zn{Z~QTcx8bW5aqR-G8v20JK4M<OcG7mA7qxN)j}6<B-h*eO<jw@~DLuIp9$pOnQ3{
z%&5eKJ3RuB%c)HUvOlnibOmHb32Zb#Hb=pSCmgF&Mdlf+;KO6FVe&~+=z`AZvlV=J
zVNMgvH~5gam_7K=fdMBIMU3FXbJI4Vf)8=oLL;Q2wr3T5cud++sNh3R9RW1T8hp47
z#-}!d%qXvd4<koy4L*Fk2tEwiUi^?lwUKx!dPELQVH?xjv9FLfDN;eRQUVV#@bTzf
zvu692UcD&PNt-n=QM^rL(FEu1OE2Xj-@F>R;PHa--VCcB?n0I-oH2Ucj|Zj~%&z*b
zZ0ml3vs30}^|weghSObARWEDTPzB8^A|?Uve3^1qftefJQ$|FVRwoe9fQYhcCqt7`
ztyOKp_kp#acca(Wf8T7cKi=&TT>tmX$@*V*sULb0!asU1yA<L%w89V!n1|!nabRk;
zao{Wq4$Ki1T?!8N;3A_hvI=5C7I5jtI2bVRMz62`3ub%$9n1QEa87uDNYm{U9{(hP
z2g}0|VSOAtn76ag@!`JN#)pejiP$PlG}mPa`B+nUgtlIASHV={q&UEOBE`Ww@QqR&
z&|CTx2Ne2Cflk-rF`J(ayOiR9N3)1NnUO81*J@)N^9m(!8(9s4an6y63~0)}&MDY^
z>O=-KgTsjo(kC(?03O<j3_glv`w@J+A0O|9he~9Ch0|1^B{HDOL@-#{B_c&FuZzmz
zxlLq%bOc-IL{5nePDM}ET6L&6TyIS_hh)SxKj4Pc5!*&VoF#vPa3b=42;cHcYw$y}
z;r5-gnAX66O^56TZ?<MPK&5RXGL-=Ywc#Bda8AXAz-vDvlNxweEthH|pdscl@6KL`
zx+ssf#vuxkt~Lc7h<|mkxITn0@H`naL%3g?c+ts39Hp~UD*Z>WVLc}T$3URHfM05R
zSDYLJ1|E6(D=!#CXs}?VhCq1{ysNi6UFd?}QO89ogK~;sSFn{4>;`PR=e=|qOt32)
z>J+nKS55RdK$z}$FReFGDor}+C&Y4MGWxRmGFd>;e(yo=%Vf?ig-g@vMk|8AJx)7!
zj!Xk4es<!NSsa<3V0Jfualq=&bds^u-XaSZ6-znWx;B{*>bxN7y_+lx;%>wtgnBn|
zZ>4VdG7TjMK@wl4o1pn*2E+&-lV@aTEX2p8<B|l=;_js|i0=ECY{q3FACu?c8~*G0
zn4DrDz0K7`!z*zvxE$N@&jqj-#&<O-S_ELQ-hdef<Xv6<?b(lUjOaBnQN%PW5TgRd
zzWtCHr7_lOIwQ6HRj07IJT+Xak2n-m0}?g_efv(Pf^27@KgI^0&p?y;$fP9LRoJlZ
zl=58G6D&fQheaX5MW#L5z0_C@&i?cQHsM#XVPu}La<F(gHcU!1HFZ2B$9Aw-g3fWy
ziWQDGlY(13A>hGD{&OtsSa{j7DZVq`Dei$m2s(NjGz>E$SH4Bg!*|~6a9=(wS9Hc<
zYcP`+gGV030@;Lm!;#|esN<qL4Zk@sQ*d7-e%rYT<w$|c6RL-e8ijJCxK~WSyVvY~
zBLapg0HE;mYuIoW{N(<eEsmOFZYQk#kDMl!uLBTmF?I)_pU`rrfH^TiQmp?lZ4(M_
zaoKXg+Y|(-9Dq3U4xmw12cT1r4`&-Gz^@#DB1gUX7+_^VM}QI<0j=6dPg5d{@zPmi
zyta2}qTFZ{_m&I2Ye;+PNbRL|2X3TNWmb9=+k;@@7XY+#cDRX#Gh7#&0{4`0jZ1F=
z_cReNwDp4fD9}zE;~Lfz#<c-NMKZ3@TYBRfDWHi5kUE0%-7Xo|xE@OYis^uY%g{!p
z`ife0g;2b&@D%T!j4!uEs%Fv8N1ECQ0KUu}9879c8_nmisV%*!jR1IPo7y%b5pTrD
zI($3@9?H~)h0|1^ncAo_kq=gOiDdDx>*5)CZcS}SN3c;{l9Q?JM7g;^4xXV>z1SG@
z4jV$MH;dWHqKVKUqORf_a<xuMqbSi@1>fFcHr&2rb`5MkL^{~kCKK7#2*%|`zq57<
z<qFIJ)8|x1DQ_7hU#*YVKu<6NUp2{Jv|+N@K$yksch4~3dFDc8!2qQ%crG@qTf8_*
z00{&wUSKB%JEESlbEnMRDN_{%QJq9M$aYk(*XqF}+BU@!JJEE#H(f@182}?(MzbB6
zmFm!a<g5h?rpIn=FP@xgj@7C&?r-3W12gha{Ui8C?8XY>(hg=oynA-A`}0L3#Yo;@
zHted2cFzv>WI!OFgQSY%zbvi^%<sl({jva{{os7CeyM4tFnpcKz>fzmkIudQZSG88
zpEXgk6U)qE`uddF-MmBqtJUjReVx6f6`~6-Vw={tOptV5f%LX6%L=&P#36**x|V7f
z>&>b=@%z6>4vHi;ub)Blx!JsaOpO`w`-^A;_rPQX?FWj5vReFvA;qE-lFPF9hX$T|
zDr-L|{s?G3XGjE(@A1ObL#%%tk<{qzW3U{aW}x7nhE{>o;Ze3q`0m+I)V?szo;KsY
z?#KlTK!JQNHu-HtP_q7AgbRfKde*<=b>g=f{xl*Jx~@-PWBz#sWXSl2zun0Uf0%Or
zwh~@N16R&qd~~tWfQV|mF&1rtu(>(%DBvS5VP^NbVaWct6v%E9Gd(nigP#y0KaLRA
z&3pyc6M%ef%zRH~!^nJ6Rc4f{v0+l@sj1@uJ+_(ea^gi!VS|S*%hBey3y?%1P;;!<
zB-^n-BmW3!S_I>AyIuLhL)iqkL&GqALgpi#0yhX^p`t&&3T~(c>2}})+Kn*nV|-9?
z+R?se$X<!)HHAH43fU5=az|;dNt(!DtaA6^G-jald))hQ2*eNVrYe0Aj#!>x4MI)1
zkt;{PI<EuDvL%UX&e&)=n{}0iZENBskt|GE*pQ+_jR@AwO*Ww{!&g!h3H%n8?kGcc
zOmGvKnk;jqW+e=UZ$f<VH#1I5NpMn*Ua_>-W5ZckT1Lz8hjN;jPHgV8q0#nIyc*!P
z$#J+xxH&W3J{tZN5J!oFs>9uV;PgJzmQ#pFZtsJ(lgW1azDca)J!zXzc#F%H3*M$6
zKxG-``+We7vRZ~8hAHNV^2#zCIqJ<lu%QJl!)rCmu&=5JXcR+j!$RfA2|bSn1%D8m
z)Bgonh3gDcB~pln64-SODBXY{z;p=X;|``j5P=?`)E3e&1-Euk%Q7Isx!4+t(8Ydq
znEq+DVR~XJf>yS2e&7+*sGW*JTQ3NHxx~9_Va9%{8+$#~6SneGPXyv5TRFX@x0RDE
ziMS#uFZoW?C0jYybqhc-J#mmJw$U_(wsIi;6~c1n9fmzKxoJF$w2;%Z`F^gcs#9CY
zX%>eq<moNs1i(YvLVhul?gjWb4<Bd4Ls`hNaGDA<3prILqQS~85h^N#T+}1Yt%V%v
z2)3g0a<Y(nfu?YaVyO&S@rJ-*yIkjccSs#3u5Uv)5qWRIxBP77Tg--MI~bM2rh~!!
zop?|*@-fPkgXA?2$}<A8GY0PR!+2S9qg5(_U!4da^?GxLr-U+%?pU<OrdnO|MaZk!
ziM?IE((`Tb3<aNQVoE2wN7Q*&8S8JxhIL~-$4Q{ZV8+R%%27XX3k)k^!yoVd@TKLu
z<M7uD{48ukUa)+C)ODp=9qzZ7galrAZJ4M~8+OYjhz&vgosY~Oo^i~|r%48|+q)02
zCE~DQ04(U7aZgO=3=cMf%gXZ<!7}Kfq5Im7_TE8t4wyjZOrkdsUUTpaODvp#<~^`(
z;YT-{9zKP;hoae@kTvX{yT@ztMNH-H@k+B{S55RJU_{*udk&y(SHqrpUslHt3n=DC
z$ZKG3DZD?<1H&M1g)tJ3@6MeI$UmBB+G!)s;sWybW_R-!6|8<B7~RZQ+*@Q}iL#Wl
zo$^a2ggP%sdXEsxg1BGAA$0Nxp<T|KT6a7`ev}*(NjyRxg65Oy%GKT`wdQyFP8Hv!
z#!Qb81}4)Zgcl2&m-vn$#UHy1iAVE?L{LeU$s?pAk{Z3eA7<n!!Mf)W@)cYb@(4NS
zBzVJrJ&zEK2j^_S<`$w+nvi@xgf03<a}W~ZyM?Ta>lP9?bW)Oip-}Lx`GQsD(jvp-
zUIddrz08^ib?o~f!cBMfcr5D)0690#9#3Gy$UI?X8ND1ECVjM;I_jEYJ9}J7Y{n7i
zMn{|ueSZ&8MrTDpkKr;NBRy>Pk;LNi5tE&5&KD}m<>NYN7=U1R`M|<3<csg}aqKoc
zXiI>3`=98M7cs=&6VZ1H3%PRqxS3|0qzT;?-9B=1Y9_ud+8xGeXqISVdv?bUeJO&D
zACW5&>iE(5SLdTXFB*5*szkMDY$-{6Kh`H+6)8|C8#)qrs8K9R7p8naE~O^A?ECR*
zM2Y-Zy5exJz=pGMxQxCZ@5*UnI=#6qXf!^(S$sbtDDLghb~1U^@cnooZ4(M_aoKXg
z+Y|(-d_Va1A3&q5z8~L)Ddvds%J(C3)Yhy3cWJ&K-Ue+|SbDw-5a34)vY-4PoYmf)
z9|JPGw@9~$PXGP7TC-Q|dZV?vgI9$3!az`qc@T_8aCjk3{}fg#Tz#3!^CWtWvSt+E
z^1r}a?T`>kSOvjZVt7d)2NGTqf5JENlAyQrUJ_(QBrgfl^l_fuB`*oC<`;ls>eV3o
z@G}Z{WU_+jz{uJiVnB`bmmmP}Jy6s2ruLVh`5g9_NbfH}06et)B~CaQi1=819F32K
z@KF8|SU61un!f~9Ci20`E|Dy%OI*~l%&or!(h(frPRq$(;uPu6H(J3v1a00D)*9@H
z@Fav0k@hNl%g<Nh3bWz%vu8K2fDV@qo)QmQJtatWME5hsah4F>aVuzcR|#9I{8&EE
z#?H|1IulDeSp%ZZhDu>}EjFzCNpO4wD$K)A;`;6nU;0UO8vgEYzzw^TwFcbI3NF8e
z?ea}JOtdCPijY*^@heDgiF$dQzK4vOO<%Rpn3@=_jrTj7M(IocVzuIUy<8lbg4=S&
zM;gwmOD~1|nnm!#aB8E@&h0l)#NFlaEqY(LtwvM$6AAq7!=|c!|NXbLiq&SNIpypJ
z-USt%E41dIYJEQh@nN<O$j$*&Saho8{r<1}0{=^8mETqg#)-4V5Wq=12S6ksP7oRr
z7q9mB2qj87rxG!vp2>Oz?rbfLLLQN(1hb@7D(Ug3Sb((tyn<KMGXY6SDi9<A3O8A6
z8^tlgK>ZR%?1z^bqVpum9AeAN_+qL1j79nr8H^?1Pqh0}z*u6s6bbxi=W~za^oe76
zpF_ma=XfO0r(wG0cjO=A8x^?V0#ET6kI*~N<6W14pT;R3oRhqE4`|Fucr5h`zNR@Y
zHGq*h;4XFtjp@LJkT}q5z6@TIQjy?~V7N7v^8kixt-WK-z!3Z~Sf;nG1&(jkCS2@+
zOc<>ecX$ByS?U4g$Lec2>wqHT@Tz)vHQ!fNR|nk!Tq9f^l#@4`lB|vwN+^SabkCdZ
zFY{%K%A4&jvtd_F6fdppjyKy{FrzcBnZ}px@o{oJ^apyfda_x-(0=!PNMWSIa3+Nx
z+qwXBq!*jVTx0ECo}e~&&TbEwSlsC}mBrcZezUvziY-=Gw-W+L;VrPRh8v|!fcu~c
zo6bv--p$Rj6z&Ib2%&Cnt5CcEaZDZ*<6yWq|L%CheK9%2l6b>?4w_G9J&f>%`!qFX
zc*8C6py@%%aELQ&kUN0-8j<L}g$qFDhCfWWPj-hNcNaE4m<8A@66Odmv*Rnlvrx}8
z5-1M!6#Vb*LgII`0SP*8grdkIUMwIXzGEEb)KijcZWCnDItiNZI=y(OwNPLzF=_~U
z@xNvuS<zjPET09CXeyylpxEjVSo8u0m<`<p%$ocG6EtsT@~`c<I~u*c4){R#{cAsr
z%#8eN%eX-JujgNjZuGiPYxAzvHh8g3yaC(ujX7{=iSJ!|eM;|IKh#bPHemhmQJB!P
zOMNg*-<JZ@Z3koBb%+f9uSeMG9=KzyCjj=`c;G&V4I{GwPx+@k3mXnh9j%w49=O-@
z<YE53GzIrTNLr_D_I`<BgL#T4Kq(7G&~?|Z!M%3{`bGHeDiO;QLBvktwZ~I;y*gj0
zDi7Y5L&E?>>f1=#hJ}iL`C7*J;5}ixX9f~h9!`WtDI=eEMT{Vc6Rsp5<;VLDns<^W
zbicx+e!TC&X=r}D#9r-wy!wI!{dgnSgO<>C7gy(B^`f=eLp(4{fezYtL-!DwElX6B
z#@?00k@w!j%OY3y9hirb&L%IVCgRih6Ls5Lkh(>g9U_u$)4S#W6tTkJ9yxg>!AuDP
zMbtkOAg~iP7KZg2pQyR-J!4_Kh~dp2Bl=D;V@1xtqZub@LMLbUQ}FZnZo=-La2oN*
zSzn4EIY+KUC^>ij)nk#IqcE4PNmP58X!)VUYm%9km(jV@GlF~BRK=HIg#tsqgZwOF
zTaJ6$z5FrZRFnh_4cc7^4To;XSeTu57m<$u--hLP3^O)H^p;|didr|&9FsJWg<7AA
z(}+i{I`D(k8VUPQYVG{1(`fT0=M9FUY$>9e$wZ`miI*ZXk*@HRB|$p%zh`g=-DZ>N
zVxE&PGONw@4uW8a1dWBWN3b&yy(OVGxx|WKUq*9G(nJ=5eK}4e9>MCs4-#x7>_Z8*
z^RLcCg0<r+quHpIGSTd9iB}^t&0ePbzk*b&mBgc4T`R~0N4<bS^7HxPwW8gBCP;?R
zE*8!n?LHLITN1)EX!m<G$0SW;q1}gZ8u4gX2Y!%tBViv(yPbb^Hqvew#xk6XYAX}<
zek$>LgivpaQS9;)*uOZfaIPW`Q6U!^AQj~mts-WpsEIB|%wBYAI2|V;3%LwRBiV}$
zC(%d-UA!|!%nsx<u?+NXiI|PhZ9M@7oXmzNVXm_LU!JxJg}1nDx!`RI0#p&RTwNbP
zqpT6LBROG)1iy-yjU4r6%(52Dmi~1uVpix9v-soY99Am^q+QS*;>Nojk7om(V{X8A
zwS8z#QS637r&<Sm3U}m871tY$NvE2aw7U<SP;mV(aIUBD5oe@Q!swD>9m6)7V=N{^
z&o6(-pq&{r?kVjXH}ztic<;^5YG0Ah6g-Eaw>%;Abo{?_w(<X*R2!7a{?9G%Vt3KZ
z^P#O5gep8nTsx}FMO^zUaI>Mfc6v)6*G>_iWWyo9UoKg7DXyJ6iwi(8N9*7w-^LhL
z%>FO9N=Q_@HPAIOrky6wjX|2ncj}mSn#<vs_Vh9B1i(W(ru_jV;5Xyr_4s%#JXB0O
z7EV)v7Sm3ZiFB~COXP|!N-laf&23CO(h&#`{W-<7dpCJNyr(Uo-7IEGgs&oWh^Rl0
zZ^+R)d0j^xoK<|tm&}IScg$`yyAP2Lq3mzlg@LX{*8h5|+K`zMNpKVPO5c5prTuTT
zh9@db455{Q!NaNY{-gO%{1T%6YIv&v1PhB$Uh3U93krqcd>S~zx`#~U$bxk$i2eK6
zupY$D(GbWksNrBK{h6|tm9XLeXZMFMgV;L`pZSJ#PWJC%)d&;4+o@Y&VEJSB!6HL&
z4X^}4aN9498Gq}u2$qCf1<e`}rM(x`(etR}hn0#{m_A&&J7=$Rk#KVer1n4fh9?$M
zoTYnCi#ki&d_Ps-hx^D`3l>a|-P&F}In^AiRcGAaz!wK*q@LzS@Q)B-6{X4)|Hhhj
zFDUX{m|#~ny|c`QT{Y3}rTBj`_&zICP7@J%S=@+7zZ+{fqy+%&2j@dLq?%TWSjaOO
z_(hl)?bklp&s~J$8WSZuZM9h<99Ns&%}WHZhBqFouQT64c@f(dx0@j8yaMS18!ao~
zZo?sj1~x9$FxHz@cOn)?lY=5j#NseCpUirrHZHkAsr>!Vq{fVh#X#6y+Niu|cNY@3
z=MRaXnkiF!QAZ>-dV3<wsQd9nJ8)SjzUX!MhW~o;MaS#JZwoHch)l>)1K5OrwuZAu
z{NSP+;|3S?h&*fB0oC`550Obd3KvJnZg#}D;Qb63nH3G{$af_+tcMxBf%ODnpPMkF
z53ylnp0G0NzaJYW)w7y9DwIOQjDknr0inr=pXlGmBwzoKKBVA_`GQ4xN_`F*1}Kp0
zjS(k=g^CpUVstyC;NghAQ+RhMpU3ahjFU8>`%xr~5c&~LL-U&=25FBF(w8FWHx;=O
zp?*`He?<{O0<n28jE207Aw@N5>^?~%gg%paS)}Zt96*r7LoHxY`d8(+^j>PB%Z^Lu
zoE}bAN$^qvK=HUUvEeK{E~DepWjReuCph=Fuq5$gcr1=f5hS+)2AoXvl`vP1OP8c=
zLg6hgTP}E;f&i7{5*GjhXq44)>86}8LxNv9E=7)da}R87LC2+r=D6hRF9M3peBF_P
zenoRK0$o*Efz`;_?I(I2j!T8!%I$%l2?TCx2Zzws3xa#ZaC<;5BitVDL{ufW2YO5I
z_CTgVa(f{C9_Pzla(m$FU;!wmN)57zHd;E-?Ey$3#OJ}Zg+@9&(6s&YTW|=e9Uf>F
zhaDc$J3J5o4{e8smm%rC1RvA*xEmhI;Q<S$sX%jhpvr=1@E1g=s55a<)iSpZ4@gI_
zeO;TA!^4>}iT`A=UWDw_<$7aCX6xpvjfi^eAn*}_Fh=LU58v{0f%u@=aQiQ3*9F3a
zQ3qd$JM6v?d&^BQdKOh?fAm!F@|-VgII16Kf4N?Ey!7d<2BzG_%6rI^D!w05)eFn_
zIHRp9xygFVSCFcy6hnFV&R4}53{PG1Idh$S1--lQ9F~cteOCBHyzz_SpAj};-uYJ}
zI!|$gItqp>w2wF|PakrOf-yt=sF?@%*C>6jewHBV;IlX@-4BD)0*otYvHx03i@ib}
zkLtb5qdq&(vSMH0te1K0Nl%K1s2Xq}7r%$8;W?yxxBCrym9@0jw8;9sSgLv7_$Tn;
zP@JGHivJ9jJX{pd$!kF2m2{9X@Tz-W1AokyQkARR@63i>HPI7+Sh|x+c_Uaf6uSE4
zl*WBvAg=p>*`L*qzygx?2j+txfn|Ov9151%S4P-rRTn;onLGCa=L}%<bViCTJY{h&
zILGX6e&dDJ&)`(+@^kSbqz>EOSDMiB1)C7r0<I0j8|-g|N7<@qHZ102{*CvR#c}&_
z2%(+_Ck8Rvn`3v}4>lx+M-umgHPC!A9jpON<$kc58Z+DvdKC40urg96+v<>IMK558
za&vb9b3^`sNg|ypD7z;^csU%J@59sH?eP)U=<PI^QTM$OF2iLZZ-fK*hW~or2&Y?F
zgv~8Mqd;*mI1}6QSvE))@!b+O#dS*%e)Hktwr@xlvT=^>GQ55sn`-8xy>dD@0~^+z
z4(?<<0Z`}0>EIP?7?~%m401ErFdgmG)bV&3+v(sc#kiaT#>Fo8lb@;c6<KcaR3^Nt
zr53?Q7SroM=V;7%UoT)N@s4~Ur2G#afQA7ecK-t`R5ZueCBFZ`LWG;o_NgcF6`SEF
zBKiv1^{qR-WRuF@;A1qyBu(h%&!qka|Af=f{0)c&+Wif5&<FhuA|W5@Z_xQy7w_V_
zgfP@)OB2<svBxCwIe2s8rID+vY_~|^q2{M31W`T*FQX>9>~ru3#0!7>;-r)WHzfcR
zi+dCs&cfm{`W&2iW<C?siO&5dOe&MlK?K<y3j<Cj?@E{}pMzu4Hlgqqmn|2(O+kRl
z=Ya430W`|$b1;w-W=QZWpM%IzZ$1XLv!KsGRr5JeJG!qs3ZCac73+B*7@E>ii)Ixw
znE2wrfuOs=Y<Dhrw~(4Q!Wx9DH&Z1TiH82tR7kBn4Y-&uFj6}UgtlG~JR^pu0rD2%
zX)uHcN}dMvmfq8Vlt|=hKpH^Kjl1M&z*WcsP)z+AWDISzETX4@Le&+X1=2ed$_<mM
zI@Yt=Or-At0fO&xnoc;i?*Yy0u<t>7-va{Rq3wGxiNrjCk1>3d;h}sFuyC3RG~WZN
zOk{+WT_Ro7khrK3oLk=mq$AkIS~>Y1oU42fniVjIPq8a!_|dFGU3M^d6~c|k{a$=S
zzSl`p8zqt}+tSO;hTHedx(|W{Rvr8h-iya8BPE0Gfl#c<4Dx<P24KgcBTAtTxfq70
z$n_vyE{4SI^VOe^6JRL$fQdO-P*Um6{tg?~eFHd-0<{JMR+et}Wx@dtWmdw5|AFog
zUz(sh4*#8cyp7D!AifgU%>?c<@dFk({`Rn&0|p!<5Ru_Y+z{U5Cwwkcs!iFAtl$-C
z`HLM{YuhAdsB35`XE}uD+u#`ze5(6MATv@JND%OE*$q2k+)LqoKE^f|-LX6FrSKD#
z2037@mN&C|c;Kw?(}RaQzOcLDeI_d~D#`<f{ceA;(nJ@q(OR8&alJfItW@b9b~(7<
zDeo|(q97&ETO3Kh2G|{bB+bd=Mse%oM6U*>chBSI$N7@4l8PQS8+O%1PlGL}J03S%
z#7WR14i(aP-CUEv>&DWj)$_&zn)XNLiRX=Njw!rvwuY~g)NduY0{S5E(K+U<#D|M4
zK01rc?&d!RS^ab{?~8r2<}y@7JtnT4VM4Bx$eqPs$FflF={ST?f1QKw3iSTu5KH3G
za|tw`%)+63O{B72dGuUNjTs(2<~5taoFZlovRkUJ84_LFU68Du1(4*FW96CMg~W}s
z0SP+v`P?Lk8FBA|yS2NJsLui<%)7LLz%XkFGVu;QJnrHp-37@DX8|PIX+9J~Y;_1M
zdI94fZ|N>z-k3jNg7%rHNEOAOLwo@{Zi+^4{{x2!&+JohPs0mrPKQT``|R0J)V?r|
z;6CHN?#KlT;OggdvB|S=S;!agGx&!8dcJ^Xhl(LKe?V=A7YDi{u{~e+3}>JC{(#Sn
z>klZ?6eU#I`dCdE+wIO66?}mKC9^_aX+Mv^hIP-u&#|5W{Bz?u_z)XL<_Rmen(tx5
zWXM%hN0Usb=is4qEBYVug{ty4{4F#LKqSI2vK?WeqG-OB@x2X=d(WAJrBTYr=ftza
zN07ovOZgxk2Ms5a$aQz9q&|oz<1{oML}I;mA4GjYf<B0m>p@FsyA{3juM*#i9@V6=
zuO;z6e1y<3#mcH%(SIp0`av*#F28H$z)Zot1zutMtHa05Glo%!<*c67ThTY>i`<H+
z*AsGw5H%KNCu)B6xd&UqL0-hj`R0heQ!Kh7=NoCpNt)2f*}VvU9^bps9l~kEBWHan
zg5(^z5~1YW`B%wqMUQGP6D_Yvye3lBk)D=k?^g5~L;+ve<y&JCG?Y_TwEI$mS_ti8
zVOX#6H{`gtqQ5nww-j?!)cO{hW0EGaQ0v=q8u6%A2Y!%RBViv(t(|`r>sIurW-<}!
zixV$JW+Hu@r$`a5177%!|82axm6K^{9?BP$6}f(w;1@!!SeTt$j{-LgeuAZM*v9(n
zh@O(rnOs~&s=uQ7C21lHss0wH5sy@Lzz0b+67Hd-+WA*;??aDjDHFARJMn5{rq;Q=
z554c4a0*I-l*Tq&fQCcQy;zu?ZsTsVYa)6}F-Jwa*U%i3G?9gN*Wonc(XI~sAniuN
zK9qJl|0@1{=uvHDqTY)VuSW>=rWnO8)csOG#DAteVyjRoRK<nHeMI>as}R5Mh*SDi
zFf7|Cz2H8Dm$aAeC^uX6s?(gBEc4xvm9Sm$?tCdr=^~$p4JXk>20c+ThWNcEr-@~t
zcS~B~2(8vD(xSc!@taB8gu+`~wp{Qw1p%rMKdz_`pi$Nkzfb3c8Itp;5WmP#Z$26J
z(qM?+BRs^<;#B2jTub5xr2+vfqtY9-2-h1noz<%yaWk~45pu`*9o|vnfYTU*ECCG%
zjvRQYH0E>@!;~J;S?^2#^8|t5!D6@hUx1I{zNM+c9iuT3oGw#PrwVuER!l*ir^9CD
zJ2Qo}UJy#e7~zhnY!u;+|AE9x;g0l{KHQOleQ0+lw@bb=bt&AD`|k=sG2ho9pxPM7
zB*PsAl||ny-68HNGVGB6!qsz{V{YoON1ET^u*dXaj|9L&JM8ffNYszw<Nx8~|H4Cs
zJ!0WB6=-3PRGG*LE4xI(=nUeb56RqyJt7^!)?Uvk?C}g4_Smc!M<8}%r~+A+ix@Y=
zCHnAcOuWDFT!0Y~`FZ%3U$Eo(X2b30&2F%x0iozP$KB6_upoP$<5I2Kgix6Vh0S2l
zj3e82Al+=G)bBiFtPI~l6xc+uz7GVc+GM%f=yNJfXMbgU98xGb<=e`o7G6pXKQ6-0
zYLorWno(Fgr(7(JK~1@eebkJX&RP7tF<vfDQrHe9ZlHggl?mvrQiV1f{m!OQr&@DL
z^<rZT1Ul#gnrl%snP?CD^M}%C)+Q%mB-EH}VraMwVL|1g(l`i`5F;eNhLPjf-n6h3
zZ^5pPh{izfYl653LG?81YWcRNGg6!q8OL-`IK{mHH9vV2>3R>tyZi8Fw0^lslAT=I
zqZAR!k7^Y*tVfY@;s@pzh`?+AL(B}*1_{$~hb5JsYyp9d6q`jqdhP<JG*&L{bKr2(
z7^}6$A^5m81xV|NL(Xuq0mu(18~71a2Ra{t7`a-t4}Y=}2xMIR$ZvZR+Te_KeosX|
zXRLu`3_oY&6vL))MTYDexYE5Cwq5xWfQn&zn%S_cCfdEbrmq8UQ<Fr}gs)v0#|yUK
z)}1wS%>t12`{zUCngPujVr-~V+5|aD?RwThUeZ3x1}DL}Jl-*PS)y+<akbMfkR<}G
zX?8cSF~J&q_88lOdrK`0+x9AKe|~`ps?IBuK1H-;W!$@Q2%#Zo3sGY9r*&5V>v?G~
zB7~Qc5lVc;K=9h+AV?BJ_9|#Tna8S%QIOhP6+?DkhQ>ky9y%^bP#@%0VG!L9c$mgz
zp@4^v;v4?!1w5Q)Lw#GUgN9l{t$7PJ<sUtP!N!kuc&8=S0j?h!tBuepX{y$$!;ys@
z)9}1ShdWshu4a}QY|6Km>r>(|WSp#=0-UBAWt0mWD?yg5H&(*=ra_`5&_ciZ0kqe9
z`K3F1`<&j(HqvuFJj=~e|8jopX@BIP9Q?y~{tXQO;X7a3=fLY_8~wNS^d=|5i1nY?
z0%q17sPn`mHmt{Ge4O<JsPcs~*<Rc}dc$qSiOKPRRnz~L4g0ICvCP9(<{dstq0LoO
zSqQ@pns;8UnRg7y!#nDPCT;B92<MZUW?vDBY*q_gF4fD$W_gIdEA;N%egmN6WtRea
z!pTPajnF8xh9@dbS(kp{hsulH>tG(JSX{wVz7J~~euPP7Dv4gzB^ga6oCyk?(Kuyj
z>je=$5yMpS8$|ct0lm1t#WymQ&|7*_38@OnR6=q-nM!;_?~<v69}@+j*bytZHMUU$
zil!1tSSx%L8)SQA@f1`O6GIv#7@ZfAz~FCS!6BtKkkG6S8%WX{NC<$3wt-~Hc|gjG
z@UZ|N{|%I_3?x`MO$C~PgenseVP%&H7llU`WzM-ZkRTnw=2*?iKyviX)&%IDr~HEo
z9X9-LnJjP_LXSxJarl;>`J>-#xP9v^nm-x>1|2LOSAxZ3OJ%fNnktQhlAk1KQ17F{
zU%vaP^rf&Y(>O{_>6EK`E7h`7Y&wm}a;Y*}DLH7E0E+~q!~>lxUh0S1)@IGApnNt_
zt~R;tL|7A`e6m~zQ^SN)12YO_-6}Tr>8+q`rG%CU>De9}09YijGcv){8cpo2R&N%e
zH}psGel?1>l<u$9_w|8V7b}Y);;(8|Fl>m~mYOY0C+d#~i@pB9up_K(4KCI1J`75K
z0aAdH5#>`%+UcYRiD##HGB&K+DL9n^4+{7g?p_K6a&5gf0VX@Z<2v513U}NBsy8dQ
zmivsPsDgF`IspPPBC3`J9e^#+Cx!9|5sHI$Gy_K+I8qkJL5d%l(tknLH}Ne{4U9@O
zfx`nNhF-BFKxIa8fWg58u9EOH+?K>l7RzRF9}paplq5JDVgTij<G>O3z5ZE)hoSLc
z_t99IP&%P;`wzRyrLk%Sc{pe~Cd<WrVB-x#-x}yc#%sk9Kv(ZJV2?8bI;7YKh;-nG
zRfWdLekY36DH~Qc9Kgx_z`DVJKHO^Je-kai(&YvM+s$~n2wx$k?b&0K-1qE})aT=@
zyvg|A4q;I6tU7-Yfq(9mkK+oIGs3{grKlKM?2(9Wlf+R-ee088pyF(g^8pr3(%ce%
zbs5P;O*wcz<Yz$lWg@cuUiy%ID~*)eIb@F6jwJWlU4Wa#VRYmuH63B@-U<IS%X_CB
zIGKXj1RNON8kN0O5K@}pv4LI`fZIL;hpl3?1}dKYK#CxEA&XxjehSVTqOFRQwSo=p
z2LjuR8XzF}N_BL+Rj!sqD?7m7q}lI+`m+WyQWXR;e<!HaO?vd{M*#lNnHEEwXXT5u
zHpJ->SlkhD1~=lR?YQ>?zZ@S2&L;#;ZzB%f$6@tkChJk@Z3K=CfgIg=H_m|g!tMj{
z*bpE-?LyAZw)gkLW>ef-9vDz4JtXC^{>kcIa_AT+jyDG!;{fE90bvd}B_NP;y~k&R
z)4(7wA;yaYzhH_a&P3WrLGv^1lZ^If+KY<g(D+Pyv1om!eN?MnnQ<Sx2zXr)rgC7$
zEx`wU(U8n&JAOe*H;zI=@8mNmv{VPA*!J}rN|lA89I>hBF%eA74}8ZLOX+CTX=C*<
zOKz-Jr0RrkSr0^DP#3qXcSm%aY0JX-1h=e#_*2el%R1SHHZZK9Q`Q?s@uXuqf*@kR
zVcPMwub!U#ytg*_S^+ZJ0k1=+R^e6&l3%?X;dwO=#w+-vfd6L!8NzK7Ik{K)d|>lq
zLRLM%9CoiFuh))pH10^9WPkEx^_I|Aw}W>o@D{;SCb(`!Fl29M<JuYUos~ZVA;qql
z5p8-MYN{EnM>-PAeu&G_S%M$Jy~`a?z%mcy-YK3A!{k$29QUOn$@~_gw8shiUn7`G
z7kSx35#46uWjG(n%XXgzI3p$S!+62*f=NVCIFJ)_KQ|tkw?CX}dxq;FFwCfOyQdNE
z1K;in`m1-~21Ir>ICFre6?C)GjT}$>Lcc4B3OwYirSTTA{ICOPP|kS$!9Eer1|E%|
z$1bvg1&__uu%S-jI3G`>IU*p-M9noPbbo9Jx(8*MU*;;yC^GPzGB7L_|1NMgDH0(O
zMjp(kOzEYEWSOw=9ZSm@WTQXB`RlUQ8G!z?C~KW>$I2kiw~v-)Il}`%E3hb{#%>br
zlZ}#FD_te<rFJ-=CJs9sq<1(V03ON?2kr{oPA);Ba({U==_l};=?1AmKwE)DF6t#3
z?jxf7H{#<__<)3=zZV~W6d!*Q9}B>N7|M<m9}D4Q^AYYM{8->Fh7WfMJPyEix?{#Y
z7G9z5@#5n|_!x9g691e+|M+A9o6`q#@+3F`c{Lm_O64Jlb87|ye~eNl`aK;XLWA0l
zZ~1u^>@*v0-#&|;1sXh}y$jm^Ur_TUPH{#=WRb!kZC0FqjL2$YR3XTlpe(O|-L+N)
z-wyg79DGq%(1fEGSSMTKWI`RU!6~%?S2%%!%hn{6fT|0BQwF&dDpf%LErK(lY5!a&
zwB7S^1`G|$Cbr~bOCQ08bz3^eOQ6DlqM`i^e`)HJhA6P2($0Kqv0f<-kArc<vvi;v
zH!N491P6SKEJf`&A%svz1eUC8y)dvgx(`-q+wBO}bFXipdISi>({j|Dk=Dc{D0dB(
z)uAq%;$7XJqO_$MQw#|6yPpi|2C0Lr!)dZM5vhQTBVg~X)%K19SD%^~u8lj8_2#;5
z+pg>F=?O4=lF9o#Ce-INs>MkNDQ(JVX&HwK_rg@01<9$FlaPM_-UC|2+ZN@&cR0PQ
z&)xyi<pC-evl^<lCWgU_W3?mx@5c{p8oahIyYy1ga=o@6D%{aKF*Q^I+fZ$Swx-?z
z`5W2B0ddw4gyz6+eES8OPY(k$2Y?D<5rX+&0j+fXxS=?%G$k5z)4j;qH|EO>ROIa6
znhm>ZqG!W4(w*BMuhGPqRQEkzYT8Nqy`z7>XDR8|da=gITBhHA$3Y(_tIvvLfMnsZ
zkJEnNiNkt)YwqG@KVxEOCkZM`yzD2<?&c##Si@wOY76fztPr$W2@^xUVZx&`_|pf)
zTEOpq9fuGa6nh><P=(6~-aHG&WrI8-HeI~z&yzzZNxbY&q50h6Wq(MG8DKbC3QiuN
z+#n>33c{b?`x(QQqnzZY?)yQ1P>ggSh6-Yz|DRca#|Z%;GZZeN6$w5@DTCA5-G$TX
z(0tB#6V#<fx$mi<?T|R@j#O^+_7AY~Uf5XoE|&Wi^djP{ufhewf4w;C<22rB3$NCg
zl)%-0#I}3|6bMrB!>iwwL~+w&)3U@-+*p4Io*z<w1IPYx^zp@0e!t@#a(g--a_8OX
z8D*|XL76t+5yOS`V~7uWQ1vyeCqR(7x$N$GHjK=QQk7tO2R2NxscPzIy6om<cf+2(
zvVgkE<#;d0daKgXM{}}MmRj{XMn)m7W8{X7q@;SsS9cZMVj#VDl8tgQU#P3gJjS76
z05a`C#$|X|sCW`z>-cx?EJWD)+amQOzG8&*{D{6%IKrqa0iH`UOwxp&B0TA}cQ3$c
zXjcNz#$dnpP6vJPN`Oen69{eB-gW-f_T15%En?IFj6FKS7gy(o<U?CYyoj<1b+Ohc
zHQ_!83N>3=C`13fHz3$K$#{gn8K!3thD^xroHI(<N_-UY&=)5-=_a8C2}Z>*J}kg!
zXBb!*)@$Aj<7*LprI?{&7+<CtCTT)v81Ad#=Ls&>`#Me|9>dT<A7mJjkPl@Toqx48
z4#S9#>kLPude6iyK9G0?L%2nXQK(x-N@+)-Zf`)DC^V-?)EQXaI<k$LaO2-Pa<sU0
zBw#)Fzhx_U`uXAXo`irT_?0mD7;HF+Fc`F6uCU`RStilYhFlrEiXk8HUWn@D(n-SK
zGKduNg$P9^(GGYKG@R^=E`h4B34t1oP513w0Jb~$1K$mcW0RW!t=N?{Y$IbO44518
z1*Sr;wb*bL^x`sYi%a(E;@vP|_r{zimSN**%PGX$dY(?GlY*ob0`E-QghF6kwrB*7
ziMJ{Ey1LAUAH)M_gr=1&+0OnlC(Mw<ud<y*j(YP6Fzi6Kv)!)+R^TN()3sUA3Un~C
zhi5?Bh0a;R(;=AC3^*|a{52X71XvjDT_^mA2An(O3H?BH{hiX%FFn`ccLC{L|GhM`
z-{B9`fj_j+qYDO@=4F>R`Cr}KXH+G(c-s%Og5b|EDhmRHE486pixA-pJyABdz}JDk
zN{}PotBLQb_yF6r4lmb1zg%K(6YAc-209OSK}ePPE}Fv6OvN~RVP~`Hrv=y3l-QxI
z7sP=mM&>&_IEl=6Z$&0ZneXT=edasz<s|WmEcblJ?^5PF?&cu?#atwUn@<}(Q!(vb
zsk}lsfq9k-DdAHE=GYo}5fDw9AN@5Sjnr=EG>5}(=jq+f34n*P+j+tL2omlG@$p`K
zybB&G&m9&{Q-PM}jw%z$U}cxc6peQ-+Wh7=&mGbch()_|@=jm6wpiK+x4)p5A=|mz
ztb`qaeuyw3QvM#kA^+;+O%bIPP<~twnGLrmyXTeOny3udn*GBH0s&w2_^xm#YhZNN
z)@%F9bq-Bi1qRe#n{&?xsJ}8Bc7KWAkr{6h;8O0+aTh#k!Gd=GL~W!sUcSoD1)#%O
zdmkDW;A*cBKUm@U#A$W(HS+3@xr5D_qBv2E-7Ulc%UpdR=0DAK;L_1vr>(qLc&8vT
z8=&pkf@0dV<W!c=w4W5OX1~#y)gdqv4DoNExY6jXfVbTYH6VpK#^l0@qzXyw;Jg7j
zf+kk)s<+_FiQ;WTm>dyOxUF6VKF3gLw6b^gAjIGIIhS0rZ-24Ax8Wy-F1V`!S2W8<
zd(}->Ux2|H1I{u6<Fae|oU0+hQE3Qr91S%lK^_@!{3_0}Yp#LQb)E94$T0dv^gA9v
zdvR|#%W|&^4B-gJYf)Gr;eSS|{Sl3YDI<15ACdk+*Fpt>#5mSa!PUx0m8*(8U|;Pw
z)@zQn{g2)94b@P4rS>k-ynk|PV5C+8Y{7sVh}1}p^U9BI7m%QiJ<DRY$rm{GuNWGv
zGePS!n-Da};?rqaNp~#{!FMXG1b}gpLBD+3mU1@1r=^)-daudO6TBlZ!RvBjM;=&A
z_sXSO4_+<9x6oRNl&q|T!FF$Q*e3D0EJ5?h^zsG|QFoLKQDcVB<tY~a@4={G0O@#M
z+p8!zY_O1l>N(v7)g5AXF9_h)5v%zS;eR%&7pEB2z0gPGCU7@Y5SxG;)t3UJT8Nu0
zADH-xjqNol#`c}iv9(WWv?fs<IMjfQ*v(s7H8?NKz-j3|*md3IppVsu9MmJkbFq|-
zb;P;jxp?70!bG>FT1Bsx^b*%g7}(yI0&EHVe&3xA(LR}CR0$AGjw*;~N3Ob*gAKo6
z(E3V>ab-s`G2HGV*-}kr^?+bv*kV!3t00ie`;tNGXDJ|+0Iz<W4zGTjVpIw6N{%Xs
zR}1kVz+oo7Vh~$&LAbacB3ilGaZ3!jySTN)I|6wyD7e9$=g3Pg@d^b};TH@%=cNEo
zf~7kPng_K&Foa^UIJ@z&d0(>e^`#hJ0)!Xi%XOX7H5L*W&{2>zdOH_r(NnL-3=Ft9
z-brW1ech1@7J%*lT(p_&M4G27*tXyj;lDC8fZpXUycMMovPx*@3$e#PmN5-LlKAle
zm#u{>a~lKB02~A9gg&t6+5Q|z1=Q#ls-S+MN7>_HnmpGZEgRsp@U#eA3p)3;FG=2c
zFuj(06Lu&R4wC1K;qqbK95JjA4pwl#ehw&<j+~sDX)l?aS|QXJW$TGwu9V8Cbp!O5
zOyF-Xu9rvQJU&CZWahK67aD6H4aLo=$ucCG6(g~^4}vzQIy3FwhsZ@Jg-*o+&3=ND
zIX7~JXXG@R_#;HPLq;_rs0DE|nI=a9M5TV7LOjv~E(Y-nU-{k*?JcP_Z``zVXziMH
zn|E#4xogwlbwg`+Y}>qHhg0y^Q&XB-R6T~~0rI7Q-Ul-AmqFV(n6{OE>!_?cP!1<<
zq)2cJ?=oX1A!G1$kU=fXsrE5577|j2ZL0UNh369r<tXX3F)uT_Yky;&D-Oe!&exy?
zmC@|DT}Z4be!zrbCk>&SKv8@@G!G15@zq=h+DUWqffS=U8TyFSTr7eLg6YXoB~_|_
zD#fUh!%Db5k`jdx7Y<r+RZd)nv=$K}VrbEnCf-6&?whb%5BrRM+ECg}sZi|GC>XZm
zvpJF;ABK^&E$ZWT2qSyJjO*YY|3mnlA!KSm5E%3lgo?h!g$bE%{5<-ySLHdxJE0Zt
zupDC9<(-+w`1{$6T|ygsz5D-g9&~BuBlt$HL-dy3b%+e^<T^zA8#BFk$-ucA;t5Nw
zal8f=yn#l_LnTPRjoD7pZsLxJz6Cj8YuYCIZDWcn2DHCE-?uUA?1_&g%b_x23OBZ<
z;ri;4a(%$@k82QR3K^Z@(ike}--gAI*9y=BFQ)0kv{h)O9fb>^nwqIMC>cG*)|q$c
z6K5-X6~?-czfk8EoOO3WF6uG6JCqTMQm_Q=ZdYeP2ycN+W81N^S;8k(EvScDMAf`<
zfhY1ih8P!_E7ei@N}z>0ADXvGUw*1_F|uHK>&sJ&DuMJRN0n6iT9aZ_38XJMDq|(t
zN(Z$yfq<1oqB2|JohgQG%X6S>KgK?;R3D@~qrxV*t(4&+o^!k{%f<s|NJZjZVmdS3
zJ_dAM!mDY9)FY_Z5z4O_UExOh58BnY5mJS)tt19u0dYg5Od`4}W8AqkD#HN0#N+rr
zEe03ZtU&^}`kJlg{uHa3fM6Suu(hFuA<cIL$+7y@=Yhqv9WA12Ub$pp;yVVBzv?bT
zUL@AlI6!t_VXsXwsst=djw&e&dwYseC17E4R6z`1L_&_glF>1DvNBuZkER&54Oio{
zFgc3Myz0Y*Jvs0y0oq)7Rl3GP>^T;Z&pij1E%fBR5K3q1<bH8H8Gc5XeSQW5vmV^-
zg0?)jw+rz)v89yK03}ZMM<e87o$iCt(^szZPNI~{nNFkNUn*`rhKmkKE`-Z2>yYJp
zFI=r$^^YVzebV-mp&drLzhX0qb@GTZ<|w8AVr*Df`u`W}DVd$e(0uR(5SkBdl|l^`
zQuDD`9N)v$9>-h+qbIdT55AGwgWhsgd$>N3@XVXL3p*J>w!?M9rSkX?Ayz&rj}4yu
zIGoUc0xAzRme{I}FU)^chc@dJDvpb6oJ%z+R2vaGienkrnbC$9G0t!yBEHY#VsVCo
zo8DIAnBBDx!Iih_A_Cfgy8;fAfnq~^Bhu#EgH4xkl?mZIbqP;|=96*th@;8n85#?b
zfGh~+u0oK6N<e2p=`2Y==S7palzeW20a+y<PR5?Z<3u-VlXNtI2ubH$gpkh#V3!KD
zV+19g6V?&4$J?7N2x^ov-ZR2_jm3N7NhRlC!@5*bWIZLrUqdS4z!Fl42GPt?$sIUY
zl1iS1ZzPq_TfS0>52Wr%C3`U8!ce2!Y{KOeHM&c*0Y;fB#%kwen7KZKloCF+*iy@P
z=fBhv0fiJ&%vu{a3h$yYS!;lSrdCx(nFtZ*oG5(aTVr%p#)e+bm_sZ!ltl#kYqPud
zp8*<KMWU0<<@c7+G`cMDDtlE7zhAS4P~!SOWb6K*xe$3uN^gbclkGGSlG2;0v99a2
zKiyrBd?J64<f=ZikfwV-f+SRUY(wcR36Ew(H5|0VIja;Ve+&b(3X{<c(i1K(O~}rd
zdycZoGg||o5H|k`A(}?mq`TYK!JHxQ6N(fhbPB10a!#RC;dr!;7n`d~!srq{--wS&
zxt_^-ZM4!{IbLftyc^lQ-_jk<#gP%bcn$I#V$wqdwcoZ^-?J)-zPw!R)K|6EbYM6w
z$Z$P{X{sR4HMSyUAGip*=}<ivF12#7D=gNBB>L^){o>uyFn3W|?wmNnOZ%Nch;<u)
zOxn;L>J^8T(#B_($P5p|FdYop&heiNgJVey@eVF8!G`sN%g<R)$+i>Y;KB({99%T&
z%zSWJbTN#c4laxFjSepKmhZvE2U7PAE?Xd&y4<Wxlr#8_0WnXO>&+?f9$S<8km8La
z?t#P?U=lcvpJnoRzgyo|Jm_zHg-U+mO*DD_izVJqc|^)%5qta%f|FNb&*o(jjfGhR
z6Bt`@tf7QsC3-{3Q;xT1n`3Q%cD|o56)t&FlpA!fTcYad;Y#Xj#(l3gq2!}|$ckn;
zuUQtwy$XlmO~(*HPlM7~5(*<}mmHwC!(glepn|UF^ZYcZDmM)!zG+hx;@cTGcb__=
zbcGpwo_Qx?tI|diN^#Qirx;79%X1N@L7UYuzR_kyZ@F$(K4Nys?zabAy@o)}ZPvh%
zwKzUhER|}lYEvXg&BqRyUc(kOwzwPG{8x=cLLr5Q&2l7*>H_rt{w5yeyXQpx(EFM2
z`HHT}`17+EgW%hD7x?pSW_N!MNMqHf9jR73LBxq6k=%}9)#T-A0j~Q(1bFD?SBKJB
z+WagUk!Xab4e>QFK<kDWjp7j+k*H2><~I$10?I9h!ckjl(EK)Xozw=XJpj}Wv<Enp
zB->L}$S?bQc5Pd~ZNRy<0vd^0OK1{Qs<Zu-=9n{4!z<^jphcJ{qG~>HyTj~s$vDdW
z3_h_qidFQM!i{oYYGT9sdHW5lr;O)qzN|us(bm3`5Yy3p>F;r{B*OdyzL5w+Z@G#v
zt`DT{owv6m3E?d`L&L>-K4MFH_a%KSvBi{m@5I7pokA?JxG(8V7K#l}Tt>(u$Lh7Y
z?7@o|XZR+g*I1k(%USSiW_R=7eTf6!+t}S;DAgibL4Rco_a$CzxG(WyvdhU9*@FJU
zgs^{x3K1TY1e^Q}noq{n4dF;dR{S_aV<GNK76fyDgdp*j#ZWeU0ZL~{-m<taaoi#K
z>bPYg@)ajzPoA>4FX@fi<R=XvLVo%(LMWC>A}BvyE-&kHwr$+9?&%KRv<VVVu`Y}#
zbT1q1NWKt-JS-p%rD}np{AmC%HTqaQES_}pC51QwPN%S*lF@--P2fNm(v7w<nWdW*
zI9QTy`tgmV8+yxEy77V3J?Z9pL};`o3^i**B``Ra^AT~Ln%b;j3@Emo^VRvTjy9*B
zpRf~HV{fl47z*!`EThmh-<ER5GBz?oj>R&vh&}7g?%IbcBFv6n#R5_H=?LY}ef}CK
zouz&L0@EO9!B^Vs_rj>G$`lI*dpmx}Ng+r)h9yFSkJ!%EFtkjfHo01C`{YMaFHaOJ
zRZR3w248fZKwk_<AiNKCD>a8WHYh~E^8)-gMgkXmW^0O3^(325EUJzt2s{NF*3}#n
ztf!2E0AB_n2xx1SSrB*u4weLgd+?0}0eZ_<5b%N2JwafXPDbDzP|ZgU*p!PLfa8fR
z27KjE5(8-FDWrf4qxqy*;BX<}#2_|!RfWaHEN0B&jf{k2F^eoB!0XKJ+J`6-%#H+L
z0jT?K1ahbZ@JcA1B?+LnGiFQw(oevktO9_EzTW;Hk8F(XUjvTV{$ImTGRgLTRg&!=
z$vAZP&(sp5=YL_diAB%xHvd;+!}{j`&#b46n?GL!vH5E&m3j030S=Zn|A+C7Hh+4{
zck}mw)V<ArN2M_&gh~j7%4_StF7?*WM-zMF|I&Ql_yhA!vF%%!BX3k0;mwo(@w_VE
z@`HtpLHv=CZ7c?nWy62e?5=%CF8=In_ZD!vJq4dLTlnO!U;$=nySM1zgJ?>p{j*`f
z*3CYMxZYMDhg6J>UIUBR=zq;nG08?>kQ+Uw(RC`L-k~1iLTFbnk2lKBXc3;A4&(of
zQRs!Zp1v6(7KO&!!XH5Z=v(;ttf!1yI0vuT!nHN9peD;N+tE$oDjY0r;aB4uZQ=Bm
z?-uR@se4=aw(-hDrI}}vmG!CjZ*3^CH}B8S_sv_Mbc&tZ5}d5HSP<`&+z!H#D<g0X
zD6)y6K4+}5cdXADukDX;U|6a(#n}lfVI1S>jE-Y*j4XTl4zs)Vp@$RJ4gG=`i|ehL
z8G0;Nkmo`Sx;R)Xk)s1EVF)l`u1KEl4i#uV+3pbG?og)2j2PsFNGTrZjF4<zO3)Br
zF)%#8yI{C$7QnEGSVbrt0>#4rMf`+8;<ep{#H(fj5(|-Ah5~|@3WT5^FfhEoyI^?F
zEP&xC*e*h$zzPWn^bLc-7rP6C&*cvT!#OEd65kM4D9dK$jvz=v6{K6Bbe2v`=b8#q
zw*Av_=@&2_>v4$*1m0Qcv5`&M{Gc>wh=bBL1do3JNpes+c?(LmGB4$LZEvL%aC5R%
zVA%Q_)^{vXCf?y^5F6GHKmU*Qlx%x5yqGx1#NkJSYv#kxad7LbIQ$%sZ*=&fw|oyj
zK9IV1_!)s<-BP*H7%Ja3S*e#tWI`uDpHm|rW9AL1Peh%@7x$Rt3t$OisINAOx6^P6
zUiOHHGX-XZh=jSn!O$MkxjG}+Wr&eJyNE@ySxz4pnBBD>n(rsl&I{yiSB68i$}R6D
z>kRr-n>B)G4zmU!g8G^*_%-GV_{g4vbM*i;pNt(xoHm}2p|KE&!h(SA6$lb<i46JW
zJSd$diDFf94kAsk&xAo*#f;AEz>_^5pS*LMK%xOt2qX?d*XJ-10ts9^0Lf{V-!*e!
zrr_R!_iJuiH&!m~YoOLvW)1}D#2IZhTlI3oPo&du#)`L=9oUlUmGTJX?ExRHTOsd8
zqX%8LAZt%Rkjb%KMq7K?RAVvISn|)G4~rBiGs55qDDwokj!i=h|E`sSdsS%3Q+P?c
zXM3?;glypDdcb>6FJR00EH;eH%lTxyQ;s5Pr?6qVvRF|Ia7}kRAF@A9gD_Tla)VRY
zDetjzYQt{1)a+mGtXSa$zw|_ef?MQWwAC)*Z9q|*$IJ4C$Q~aeFNTHz0Mz%9PJ!ow
z!9vAB_&S7N!*hFJrYD90MY>uU#S9nT5;2CbZPRw~g*<#r`7?hL%{)mH`rR4g{^g}`
z`7yA+@k*)EgnNAayO50wf!qgh8Z*%OJ>nK*+&5hR7Gya%b-|CmEJrL)uqw2Wi=2n=
zyw^$kD|4OLLPQ~hv3E!49^_mp4w#7Yg^3qJHnGiLOQh@2(_$2-AMl&Fm6}Mv)|PsH
zOnCV<qhVIUVE7QOy1ylJf=Ysk5&(*^eGePX!q|@A0(nd@)QS>G`-~cn8~`EP4j_nk
zA^wab+OKn(qfTw^-$SFei^b{Yaf900Vps|2?U&HL#|9T782Fs9IBeZIKxnZ9D8qxL
zmxQ;M1P`*n$QxK<C}kq{|0F;snWI7Mi0io!dy0u%;qwbFDsfUy(XhI4mW%B{qCO&Y
z<^@3{9X$e&l!Q|38pJ|UiqTuHN-_Uv+ojw~H+pA(un~_y{D|-i$Vm;hEwdVokE)x>
zuZW{7A4H)c1=a|a*J*aB^6f3G660{sNY3H1sJC{S-L=1YsHnI2I?nhSlY>C1RW;%6
zQ+^nePjDBb3(e=I)EdpuScp=~f_82hK@zIe8idkWQfgUlV+$j1vY5RDhGtb|g%P}`
zz`7({fyGhRrnb_+CC=#E5q`dm3_@AhbttCV>Pgo(Ko13~r!uBrf-JJ6lPcd<F16sD
zybgslh9L#RDoJxdOO?JE#sXi#Cc-6zFxrSXx%!Ed4t2&R&|ro^56~c}qx_1IV%%SK
z3?bE5yC_m^4VU*;suXMr0)83vlv7T%ydMw&f=+8aBdDR8s8q>UwOF0<@=oXtHO6YK
z@e!f+94<p>$|$7rDvy}y&U<{M!%NSxvud;96dTZCd89nj2YJ34P0SXKslY^O00|Gh
z=`rGX3tQg&h{Js|HcagIs1QU7(`hC+`|FxZcJ$W^*nB^d?|jwC|AW{to%|Ii#iML&
zmF9V#Txh5?Nu%k>epxk`U(Oc*N`v`%XxKZt8yZY3RGSG$v+#p^P=k3wKt<`nMCd?_
zQnv6viWotPT|ntCe?aq2(uA%pNUFd52~I=PU!t%Op}*7@C8)oQT$51!Wz?@yoVS(w
z@w18HXlNvm21C!~@zjs+OFIgsk>EQf$MqBtQW^;^kp-Delt$urFspV)jRe*b8i|V^
z2XCa2ptpIYk=QAO19Hi!R9iWv8QPdy6%iOtTpdLF%k%x%9Go~w1L&HyiC_BZTlos^
zATMcKlCT6?jS4e7Ay7B4T?9+ncJUOX0RQyEi8zGUXVIHnZFYBvB7ik8A@`Kc7I?aY
z2;)$Nz!RW!mJ|Z#o9FZ(E{f~lhhR)rO@M*fo(doq!N`46U2mX4M#$<{GIRuz4LkcA
zr@^UBRrI(SX;BVAI9`pw;eUL8ajN0e%iy+BZ8#W**xxe<2e1a}2!`Q|2xq|YS`iLp
z!E2lFKv+T_7<7Tb<0Ls4JKj|p&VD$`)yqYwGQz2Q4#&ax$QXlUEItw?sQAhU_et2W
zz-F;#W!6(NZJopjC2DX45Tb^LC80uA+)L-5gM+1T$UE_kL=Ae&Rn$;G>YhjNAY3~!
znP)WQy7ZEUKa$u&#=p#aAw$hMg?#Z83n%s)1Vat1Y}!c39)%a2GwB74RlJ%Ja4c4l
zMdWz7*<JgPLkFw0(c5`py(KfFAjR@U2SM8E(1BVnU~B&#b20L?-#iG-C)*JsoRZ&4
zjddji@^jq<!>4Bf41pNOps#wMSg2VnA&@`lE+oD;3y|PJjzK{1Qi6l{iqXaIx(kM1
z&jJ`&lw%MItdM|UhCrUw2NF`UqiB+B@W(;(IrD}jS}w(CLTtO1ead|R(IWIH_fjaG
zrK8+AQ38YvO}GpIY(2&4l7M%Bv!s_-f`rX(tARqC1MX!cljQ7n(oPU~BElan<&0Pd
zQXpy^L#zAOYPrQ6pU8SjhP}pFhXYKUbu_4EKI=RU2TNz29r#9P9eT_6tm6ZzduN^P
zjn;6^xnI)XP@|6}_IYRC-%!J5o#Mn}$vdq#Ss=fR2+y=*_1d14EbMQ*h;fE-Mz38z
z+Kidq&Ho!}IN-g_&+t84L@Vg8OfZ@<P#ly;0>x51Mc)bTi2Xbh!g-!oo&(J%<LXL`
zko;ZUP;*Cy#zJHg3xc_~BS^euF(ja2D4ivl#3n*$d|OH-Z-N0?r4mlYo?K$dj;AA}
zO)}8{A~lo<AzzS9BAJ}ClO_OeWKulA1oiNb<vyk8s*EeWgN-K^SBj^b9l?fm-RxUg
zPsuRbkXOpAF(I#Lu+A*6{1diM^2(?1jpP-2%U53Ufz&;D<!L&K=H!!pZF=>rMud&n
z63Z9oy@r-eJB7${ndOY7w<%<nMxS%ZCHwXl>w6m!;>&RiBm7;G_PIbAV-^2y(p;zg
zE{ksVJ7#z7LlF_I>e&;8Z?IZVZ<$PGtRFii?+pryGr@9NXYWh4z`r&j-f4l8C|Q09
z%_n2~5dzIGs4+tUyTrqP1+Nzb{3(vS<Pxt?$n5w9gTrwv^gTM>o_H_xQjFRe?}iFO
z1ULqohmGG@CqcM;Y>VZWY<y>@7+-=w2QfZFdW#67?YK_q8VeCTEsVkaKZv@ag6G$v
zbe059OY*J&yQTPst6&MOl4pPcd!nb!U4rrd<ug)7QXUN&Oa$V63xSkM_B>9?o`NfJ
z6b+OyOkJM>Q)6kvzNyw*%xw+pDH)qFq)QGcAzf<F%q(5rgo7pN@-Og>q)U3sSGx3p
z1kz;^3N+yH*j^oR1U%N_ccB!=5<@R4!Tp(ynX;8Vj=kQk_~3ATaL`*G;P}<~Fi!MI
z_qVbjC<^WgFqihp!zu`8#c;j056=5#mvKE-$B}i4?#rO{n`hj6=|cc->?VPh4`J^<
z$qC5)62BwJErM;J1;4Vzv=`jlc}e^9^~Gk<*;#AVOJ)5i%E>Xb79-3l1T-I)51$a%
zKI`g9RGEUIiV5FpHtebi9|seDBHxdF&qsF}8o{hTFM>}1CxbkPar<ZpVSzk9jhUOF
z{sm8hEJ2S4FRRvg`6|adnt*#$ai~GSYV>RWz{TRFea&*C34yvZ?aRf_RwVk>m^;{<
zDawVuJ9OSYK=YsSI)Gt&E8>Gd2kms=6o}d|sw~N*md~`;CaK?V?c92zv!H|mO?*Gt
z+pRqoU}?*AV_>6MtT+37x40pQ#qQGs>xQU8d1UoqtqKXfAv@G)Wv~3FI9VCmSDupp
zO%|&o#l{e{T%>Qbv(#$9HH})^t8Tjbf@b-)=76(|z`pF7KIiI@a-%fVsO%kTOcqP!
z0mrZ6EW73!z-%F?7liaFnIoglx0ytwAa-3~2uC<xi=sjJpEdU0h{nQ5eJAu0Da~FB
z6$IkrSd(ophO~IK-`HEsv3Ab|7}wY15G%ERbPmx!IW;g+D?wNi-U|t#dO6UDziYa?
zI4f)?Vncx#y@bDIDDuxH*nNBpL6L&H2M;twc-Z%KW0iMeeM+)pS!MS#I0R3eFs{ix
zb-j(%al8+y!zTKTG!t#%z;BH|(Xj**y#wm%{G<eU*ll*^fz4DU9M60ADjG-CuzI9g
z2o|yh_<8aLNTOo+DKwu<_BYT}*-U;&jTtJ2V|^gO4igF@do2PGFJj<1sz13{mf&Rn
zKeGUyGc@^%ZMhz(AXGkp^ru*U;?)*=nzaUl+}YiQ-09Ff$gV+M(h;lqIN^Ubs^uw0
zl|YjuNA;xuJQt#b!v`k5Vq<$^im`nMda}y}?Nb`9$;n#1In;o=?V7i=Y9M3JOw02D
zr1_D&Uko{T1d9^(lT+wYO}6vEU}D{3QOm0!5Y79NL27#nNF|`kE$MLUnJGq<0Jr3*
z(&5&4im_$KEivTo;?}YHQNhC<6S<C-)w~)4yZmn%dObe{uo9rxUFp#4-V~!sfL?M`
z>Co#9DaMu^y~L2ai(V%N&z>FvnJBhYtLoJfXvRtys(mB{;1ZzP2hyS1XH$$S0jkMS
zr9-uErWjjxR1-ta71h!;7Gi?wc!D!}djp7`2~9A4NzU3clz0=AiRWTg#BV`wB7F3>
zxPJKW-7~J^6-lW?nM$<Nr#Pa%2^;YBqagW(1%Cov2Gq3IuPrvpjR9u>R0pIJ8rbvf
zPBYQ8X?yzEFN?#a{xxgY?eQpFYK@MTop5pUj}gck%rMe^QrZD}LvgQs96P+ai&p~B
zq!pS@Iz8&x&Ih^#Yx>~j>iJNG!`IINrRR~8Q#0))lT$0AYzlIHp9JF*%efHxOLi`7
zFNSo=p!u0`cOM1a9z*|46f4yk_he{HrB`lC1)eP<EO=s6XQoAxWkN(svP{VN6P(QB
z65xer-=n<DXwNug6=Pz_5SM}O2#=2J3+OZxA^Kx<L=V!Ffy9psBJoi`ejIyO%rf>a
z&l7u}m>c#UEn#V3rh6d*NGS94#WXgB2osMaVHN9bwD~*6>;P4QjQH1-lucSgAj}>j
z=ZAqcJK`Jio`i&Fn(hH@2SvxT89C0TrUMrQ!>zzI^0OSq<W!}m{5{wR9FeiWsn(hh
z!QWG<f`y^ltbhh@#2JB`kxH0VZMa-2wxCzIRBNOL7gk{9k@6_!b}K^n)iPe|Q-t(y
za4W%BZKTofY=U;mMKE4y4LWe5mr39t7eEE_zR@h8z46Mvva_8m7RYS_TH!xa7%-uC
zTXJ%ZvUU0>d5AM$gT8V%+>#ZuvT5hg+BNGo@7l0)*QUYihSsmywPtANw(EDS+u#&B
z?T^e<ql69J99nFG?PeHqZi0pL=IrhDhY#0k{NzyNl1_poK$lu47d05)%2)|#2hWO_
z0h8XMDl!6VBqy*ej-fTPyY_!{%R?BqggG!0My>393m1So75<dHENGTqi1}qaIlbT}
zH5uP+Lb#JX&`n@6el9c*`}N|h+3}&>Ntr&AVpJzXA9jVc6fhP+1tFuzQ6+`d8&ixb
zIjl$w7OTog4+kA~kV+zM8A^6#ledtYdlz==S!<1cTqy1SSzjFT@wnek!5zs9^W!kk
zc8J}$9mW2nTc-O7Xuwb=XuuJeHIC5oPrDJygaj^7vR9R@h<749&9sq(x@gF3MaTI2
zWVoN+S8*QXw)i!CBez9*%fnBPHcIBF*Cn^98~2u*=-WePcKxbSoz?ei|HKe7gzOFy
zhJRaw_WMxxGfnHGNi6;P__`@m46L^~Rj}?0#SypFXb!<)X=tQ8UYuHeEgXkHlnRwD
zj%A}~@&qqpZ0zTZLb#L^st-!<m+@1xyY_bvH3@<*gvYFnSlQF;OYE(%;r`H}zG<g8
zG1!6MG;L~TF~f`_FV%TxEX+vaF!CqB1YpQX?fNIC7*zs`g&bATVzG#bkAqKs$6$6|
ziqU1aS%^U!!a#(M#}GP{@6GRNT|!9TdOBB)h1e`CMDP9%8G%O{#?T*z(pi;bdOLGu
z8M*vqSmIF0g)>?&gyh1`joTuaH4q7D=0^y#IMR%18d-i_S=@e5YSruD!tFcjdiNW6
z%D8|QE5Yv=A#6-R2ywzs{ya7dvD_ON41rgMU0KlGYglh)!-%&JL@cGcv*1Q-nC>i4
zn2uXQ>^lou!TrrC4A*MobYa0DD0@NqYo>HX@lew=lcsvoyP6iY&b2D&j{TpGSKw}A
z_8V^(Ft0)|H&iBtnZ=A`>iNQ1U5!wMh5@X?o)f&>6$=$l;j0@oT&jSP;ME8V5$+yf
zL{H)?Hp3T0^p#}8ktZ;93Bq5}43jjWn-!B@f-sHK&@Ms19YI`zfc8Z>ICY7u4*uXJ
z2$9gI1+!h^+WA*Eb`kyAl12^1*wrHh5(zbRAH%-HODdaC*TEux2|avUB^lX-x(@ak
z)I@?SVU8Bp!TL9+3R>{LWw84M;*GzZbJ9zK%W~9;v3?92&cawP+65N7gpxwc-!KS#
zEnf&I?D;aSTM8g5>_H&THukV9gW2A}N*E0PD_<BYEc!p#a270D0^263di;$c`W9hT
zpG|P#W%-ba&hp*AfyvqYMnY~9Rzpj`_!q#ylexYaT=2gM2{Yj_E@LiuoPwRJTWPo~
z%XwXjhL!S_pNWF_8g(lTp+Lu5X|R^iygm`}kTkFKHm@|Vdvul5P`y~)%Pyut`PMVF
zrPaS)pM!<h9A!7Pushdx)WS+ojhCx?n`3<rM!SNC$mHr}a6=#%wwKAT#ww%DV7zM3
z_<OQta*V~>DlkU4Jvk%HV(i^wcGrIRP*&B7#g4dGcX@0)@OC^i&~LG5!>eFKWChFV
z5a4~u&|$B+J{?WP2|UV6(0sDpOX&gSKBkn4L)4g|(LTu_C=V{CGJA<v*Q+8#YxOk)
z&U3m8oIAvPk}9uXoMKc7l-F`pLFM%lk6Q&G=YP#0_nH)A%&x)~Lr)?JB*(Vn34?rI
z?LostwPXB>ULApJ+V>1(?@Ix)1eEyhbjbF}6r)OjY;sgVWQ!L8`IQu7%Z_AX$hjg}
zy2e86B$gf5eI`OG)J}38l+LQ1q!3qTlGc)6!T>|9B{qr2vzc5Hw<DY7L<5>orEg;R
z2FlQ|ppq<pAiNWC6wyW!dI*bqYt>P!yralMe50cXy>;g(k_5HohOdrgJc>uaLJRfj
z1dC32t4{Jkak38zddmY8lr@L>!vsN5aPI|8Z~JsSH?0s}>nl718YVXiCa<E3(&(VO
zz0YLGU<C=Cg2QSr)d%761*z!_7DlAb`d(z}tRs_2h3&-xKr<p4)mx7isixizpPLuB
z@1T#C#GeTWu5llPuLj+B((_dd;fwdctIX8#KKd4OUJbhMr}q!g^MmyK5IsK(PxmAE
z_<MM4KEnM6@$pgk7<4~I&wr%n$Fbl@_wCTh=0)x&@V`awC#mS4==mvl-sAoql#jjC
z{WSdJeg+@^jE~Ra<8%IZ|AKFy$Hy1&@kM;R3xBxZ{Sv$nj-55=ei>fChVmMm)ZgIa
zD_G)wm7ZUt=l`PT*Xj8UdVZ6h--4$A;J?!U-^TyHgO7JWL-)A<2Cp#H@50B{6PLMf
zf-eW%H((!c#K-rr=D*|PEmU$pe)(p6d>?<fWbBR8?n7Ao1AM$23hr?q#Nv12<6-!6
z+I;|Cr`;c7{UhAB(m$`o(%0eRZ|VQn!}A{ZZTLPmiiwqf1hog<AHx%pFZ~og4$Qbe
z6CXbpAHNVE|3x2=Q4Go1!AAq*04MQrHvW4CJX-EAwQAE;Wtxg1+X3b-!yIPxV@m!;
zKc*yfm}SnLI@d>|TcEBoW(BgJVdVhr1ahD)sx%;Z*~~o>Yj1;wiNm!Y?AGyEqwAI0
z`;bV47n&+btJ<%<%b$5CU9m+HpnPittlhZ?v|fC)FM!9(@Uiehc=X`otc&2`;G>O?
zzsARD7sKOheAMxA8$P~(kFVk5nq}}<kB?X4<8}D>6+Rxt$Cd&-cHrYYNLk@tfR91E
z5qc*+@Oo62ZdJwGbzHiX2XorHlnNh{jJlMY6tTo5{*4Se_L5`eluQ2MZY??PEuK!U
zD><_G^7B-2u>2S{>{7HbIu*O*i;QkLE_w5y;OU~g+HxNe6#N_U@hE%%t^Zzp{84=T
zNqj7TcnByvQhY3g58xz=@MD3y7(U!3@HhYwe>-N}W8oF*9xpylgpWb@B=OHF^pB3J
z4?>`*TLq%l5;`gRj-Ti8SQI*Cp2vU*j~B7y-!LK_4d*ZLjY$qERQD>Q<B-{K`<9j0
zH_G+K%6e_MTyO5J-(GH1_N`oBE43!Tt*5baefie%cx@8@S&16iTR~wtG+cw^Fy;FH
z&)%EB*;Q1D!%0X&=&*zx0p$|V?!-=KA#6<&2uTP55-<ykG1GbJzMXzIo$ltn*C7p}
z@VWen^JGSB92^mq5m&Zx-vv>e(Q)}4{anTsMaOa6M#ph<9RKIka;wg*Tld|n`);85
zef;>{+`d(>>eQ*T)u~gb;GWyXc#^IW?uHDGtQblbW0tjAzx-48|JHkI^@gAmQ2P!U
zGv{iUq>E@$Lh#ryhuhMjl@Vy7@OZu1a5RSB*t!Z+fwujC70Zm-l{YiyWV178Hq2Ci
zc*^)<#I=8D?CjV%IKMmtrbF6G2-9{tc%7E+Gjp){b6RRKd0l#98AxNvqOCEJlNM~9
zJmynQ_R0H9LRAy#dOYTVjK*wY$>Dem!fGx-oYG0DlP+&DVQt=jur;gIjM7!HE*`a0
z1X7uTEJ>!8JiXP%SR&*yM|~nTKV{-BCK}5;7fB(RGF8!|2!eD{87U<7Toh!-OD`Zp
z`m)cE{0}9x9#S${<ViM>A$6U(@l!(jsvo<f$t6Pn31}YZ*>#iSw;oVA_?-n*etzc}
zXSthd#r@74<fOO8NmQz>wD0m+N#3m1q12Y5!DPC}S*(&Q=bIYh8{xlGJkaE@p>ZNK
z??G4#JfLzQECH1tVV&y%TXDkTAh(sU{2H@tXtWfpMsIfmb<34_S9AiVjXDt?mPE&=
z;1Sf8iJ@tNs;{7UVrNjV#W}-2Wr8Yv7d{=8pi0wi+);85HV`lOfR1f@3Faw`Q&JLC
zCDY<$rkUE2L1xKl?WSAyo!!{9o<hpZzEjQU-D+tR$Q>0zf3D7EnL7$y0wm(E4vo3z
zj$$;zaz`<`VY#EM*>|R<$;zo3Da*~A7n~9&Wr<#a<iV{#-sTJOgU%^!UuLtl=-RdG
zE?K?pimiQDUAOgxtuvQsR(lX1y@r+Pc`fa9wdU>7yG&h^)3H;hkVEzncBcqmXVX3f
zt9BXI_TdCH!qK#dX#BU3siNRoS=-;@exuo4^PqcDi>&t&lM%0dl7517R;;Zzw%)j5
zWN<X-T)j7}Rr@Q8H-$I!T{l|W(-~Z`aqFU`aJ*=uJ6L*t?~>)cOO^y%wys?zO*Hoe
zBJVRX+iErFl0f8PXdYCaYXXr^c|hfmKtw?0>LK~E2UHFo5&;#9;Pa&e!lc-slBbkO
z4NEHHu#FKqr5rISj2S(I-AW2K`nd~A%dyy)ZN{>S@(Y+!#UQifegQBvb#FqGiaMDz
z<d;y-Fz~eDakcfgI9^?C*$liQ!6LL1HkU0B%_r0$X~>^(94u+bwB_)|;zih-e~<**
z;9xh2F#SfhI!f|1Un=$4)(soiz3|FSIdYTPH2ex54KKSbQ_G){Vp+ufS~dN=Bxa=6
z;0t@Rm<W?+Ax*?oPK8Mc8vl5+yXMEIl7~0e_-bOLOpKCR{}@x%%eisa=-npf+NsgI
zpm`6C-s=ICgGLunxoY%FJ)m;X=mILH(bMLbFc?<0F_@u6{j_xoQ$?NFt)xt&pLtMP
zy0*?1XG~)c0vuFho8n4p?cGq<(AwHCxz;`g#~sVF47W@XtxY@OT3ds}x`1}j+Be`h
znAYBpZ%k{mw<)EyH``NP`mfM0anav)0Ls+l&($<}1_V}}o|XEJtmU&R5;61|!WX6M
z`B$6WH9tG0^nBK|Nx5ohe3~H2UCF=IL|Z$R{F|Y94<-K|52zfJynxD8$v@%&m4lKO
zQ1R>=Jnt7_C@fcshBB0)Z~gRo3KK<d!fqw~8U5S_rKRijyuyuX`0oNlRKsV9EUD|i
z2fs3Oy*6~N>tBVqC|lRlPPneuAZdrL|0Rxt>H1&c8`JgdZA$6-wHr5V>cdshmaXfq
z^4IQ8{&&60GWEIce<yufHTdCa)%c2>77?Lx*x5QoQ=wAAYJ8U2-4ye`Q!GolXy|3*
z?5n$KKGnokJ5}>Z(7cCgUg!apgK8E~xvJ*#JfLz=%>pW>n$^q_M#3seHBd$}w5FeS
zPGO$tMC?{lq0!GYC@oz(+eH=A$5#UkR3B4uBsK6gP|wi7+VHpro`K^nTLaThxCYiB
zX@>^hjpJY%cnIH^24-(lN&~OTduxZyGrr7aWz9P)Q|lhBt)fM5R((60R^Xaeek7vd
zRzkB>G?buYZ#KJYzIRHkge7LBTr;%mjLuGfzxJewpLXiizlP>L^y<AHP&w#T0hOy>
zeb@sk2fZqwVtN(ll&}pJDp60_#?W+r8a0JgqQAm!CFL3Y?1$3QHENm|V!HH;&^y(o
zQs77}`X#7gXi;rQT#Md_V=P;X(oVP*)gWny7X2QMgK5$4;~UeW>}^VE(M#nTwr}I=
ztFD3@vHaJvPCL!XZp+lH`qqrmuT{s+vsD#4%|<a1ApcFMoC=T<^zMI}-A%EbW&@qE
z95glXb~q%<qjud_wuhgii=SK*;}R=22b%ZLz$be^<)DEDRIVDh%L6J04J@GI8W`r3
zFc20hH9_ae(2RZ>IE87VL$O<{2L2VWS?L-$TU;?+d<j5Fb+IX}q*h)Jbq%eo4U=o-
z{~!VcD7cLHFWL#$${Hl?(8|}~{4uS3Exs|W%-*JyR$kv<8SWn+hC}OpyK7;%r=I8H
zD1Dt9-w@@bl#{*YRmxLL)fmHM43DW>@*kxh)K=@s_PQ$ddf4a=*gt(^5dIwY27|++
z75FwjG7#2=Cm>-`qM%l-@97(a$%c%a4Ow41jGauaIxpF)REfeoF^Y+Fts!&7MmUwO
zC7358W_QmBnz<ZuEgM%{ZD`x{%PBPv*3M#m$Z{j0YND8L>++uvGB{w)OG|fz!<old
zK=W>AnT#lHbq4fS)|in_^%#@OBwEZQmvgnsvKHqTQbKU_mU40QMm{X#a6vDHZ+b5^
zj~?=X%E4e1P`Mh6ANPRD!C(|n87F+1Y>n}iop65^uS}-+OCDgSC1KIe-VHsX4&Fug
z%n%3j8kHKP#GY&lC|EZB`dHXs9jx|G9%vpmHqpzIqD)433a>c_KJ*U*)lRa50m6<`
z_pE%LQIADpyPSLHs4Zkzw`A25Ey_>MoXM~AlE08ug_1Lh$+Z5)V_F@g+b<dJ&0|3=
zICuKF&Z;+Z;9LQfE9V~N0hI&i3aHx7xu<)8{q*46X9MJR-RMk)<#O)vsn)4vMw4%k
zr1fP*&b7%x!n5l<Ce#60s~Ogvd3K8jR1Q2VpmOEeiU(8<JS(7TJI~fVz<zr0>?ot2
zHfURp+P3nnUt^XW7Afns=oZwbR?pZFlpa*in6bX)`7PcAQ<U(G88wAxtoiJ$HT;4}
z!)c~rfIH3h5CbF2X?7RQ)7X5DxH2tR&)hpfbwp2*oJfw<sxlFv?`RWuiP5V}2a%e8
zKKlDePj+3F#=D|*l{=fFlDh^qe7AB9w!G5llL##H3qFEx%rD5^+UggKVkDtAshrFY
zef^^&kkqo#C+`O7gY=etjZyYD<T`3pT%CpWMx{~h4`QF;Mwh^tmeAyNBF2sf2QQqK
zk+G*GAYBq+npZ7(i1DoLE6!+y`y0JMC&x<Xs_tOLKv?hZt5<jT)yFF6%Zuv-ovT)9
zdr{2KGMoR9F4w<Fc!m1gB3HftgN(*(%E>|RBdk__OT9wU@Y<-e^<Oh#ZGLe|1q8LE
zD=iIT(n))IjvwpkhjP>>!v1$Ac4IcOP(qR0u~H^8`cDKwngxb0RNYi0Hf#<5omnGk
zaGEt3pQ+CTC5N8}@VI%lUHl|-pm{e{XE2BIlgup8n8k8yIYow@_+^;D(k-`c-PCHO
zzr-~v-GCix%H?1WY1?U=VL3EIim|8BH8*#@LU=91*fUe0jj!QD4l40&dI2bH*aQk1
zqv9je+`;IsDC}?a1ec7~f^dIj@7QqI9n4?KZ{C|9+)y1J4tBvcwY)vJ=^KCFfr?H1
zelS=X@Y)F@a-tXvPuz01fZ~Z;-slJi;m@-@_%p+TjP28Bs#f8|w~Sy7i0>T80+^Qg
zz02X==8mi674V6??|K25yvqm})Qqv{n^c2AnE&eD-SyZoyLVUd9mv_}D$6jV<bvui
zq;VH?0cR};7A*?!KIizWVmHA%RvrV+o4<5ubi6h{V6Tv<YJSX1T~UQX)KqFnYPc-z
z)Yo1Fs{8J@L&JbC*7uC$efL;s(}~Fpis}l1<bC&t01l}qk9{Eo(#Yt^gFw`6_t&%W
zxiq0~#<<>gzYm9@-FA<vh~IXvrOQ;iFgo&+x7}yro=sQUZTGEzb*&S5Q}GRSjUSN6
zQJRZCfzaWv9=dSJ0>m&SGQzNQcLK|$bglD*iYC-;<tQ}V7Am3%b=Un`)`Wx1jBm9k
z+#Y`=%<v#mjiV`=q3V>hd^a{+L|VRDSqva3S2HoG8z4a~9IJ(OxKD%GD4HPc>F5|A
zsWzyTWnV@IgN9x)VZ%rh24$*}u0*&-+o)`fMNwDuK*E2vVqrXjg(&Nth7b#}gc6DV
z0r4sWOXoaFG;DLO)@9rRV_<egCPN?PoiDU^{tpF!xHa%OXjlsSWx&d>bsRsTQf$md
zrM?`_XmbrV%vOena<Cs~V7th0!LRqj?DHlb<0DU!!!-*RA`LEF7<4TJEwwP#|Lvm8
zB&GZu$0jM|0}0}sBcY*WG82KJ6!IU~O#39n`(r%)lH)1e9Kb?buThfhXEB7*k(hda
z=K1y}Jtka{x;~I?3mC1V;>$6wpy9a8Q7Voqyi|Rcg_|~U!yHb^KVwtmft(~axPTRX
z>{MW-{xhe^kl?K#a=9uo*!7cyOx&CvhPwZl?`V~}N3GWub?<^OF_5znP0VhgD>1qR
z@@QD?fKdNJQoTc<p{4b%=l~$5*>VR2Yw;bB4alr)2ZX(~bq6GNKbExnaUq0H_3f(E
z{3D{5yX<br-tul@G~Yj^eB1HxJR+dqpt<y9J3R8a-W?2wBfA?z-SPT+rM!1te2On5
z?+*Hh#z*$R?#hkf%B4%XgT0mgeK$a!Xt?if<+3I4;rj8>Mz|8Mrs@WlSpQIEWVigY
zI?_KpJ`na*1{-0m52bs3<<{D`euq`kBR@xiN;R7LOl+fmcePf;zusqdH>C+GH9Y#2
zEC%-}rx7{-W^DCr4xp@H1Xm}^nUN(w67spxoX=Q3+7!P-Fw;J0-c2oM>_yaAW5)K(
zY|hDcWF*QtGQ>xMj62Fj#_b0I8AnTZVl2)iUd#|UH^1P!%0<rG_~g3YYV{!xs2naI
z5>O>CA5uwfh>t~mCS>)v2aLrpA>yE0EV5LWw>#?{$*3*Xly*{M{)akNly$ftSo=;;
z_B{`jIf$iy@gugMdqCwtYyzqzvCTxof})LoA{hIl2W-WOjDuV*ksU$IFNp|KoOP&r
zvJxjUy@25CxL$XcfCH7ygXX~p<|@+WdqCwtWdf=smCabXgklXp5Ns{+fU7u#ad69}
zu%i+dy+njbV{^5dvKA*YQbO>y!2@p&RJP8K%C7N%%7MxRR7om31lCIwZ|n=fSLgv*
zaXRAwmrG|IYN05RV3OD@R!Np~;u7BonqK08CI_;*(T}W}9#A=um4GTqR{2!q-+I7S
zoUk~^<r3Br#Ookw$E2+}vYxEM$xD4E6!u;Zd^u3qLw*$Ys0UOI6eghZqp&Y|z*d~X
zILPHv*hw}=mZT(;*p5y4iLA}(F0}?B!GHBYr~?W9$d3en=K+-i2@0qT5=6ftMc_>K
ziC}Ez1@1O&aT4Spx0M9_8neWlrnoJm>v6>-!-9?8u7lFjV@{7vaZroU(&xfF($G@n
z0G1J?$EW<fD<x1=8!6u*dJ$PH!WzYzN++?a+&pc4*no3DwR$iJVG<ZkF<h-T0*I_g
zxFngEtz~UOx;-AGn-Po>$6ZF-)lBp8KcDpE=AabYZE9DHB9rfmX&ATfit&)Imb+r>
z5Lk9D=n{NmyJGCEt-E3hN#&gjT8%p!usu>8@!uOe$8~Rv_m_8fEOvf79Pt@Tu%Q?s
zV~F11B@$o^RcchjdJik;S<N%>Fl)a>tzcz<J|GAgSrrUa`(qzkmyvhwY;`!OvJ1jY
zD*X-j<3V%ePwD!<k1!40R(3uhv^%3Q+rERt0U?Cd%6R#lpXz|nb`#d-2dCU7s^EiI
z;~6&;cPQ?pR)$_c1on$f#Kin#nZzP{k16vI-Gm@WC2pMUc|qHGP-4d1lRI4W#rRrP
zOCA-<oA>Arcig%h61p9l2fgo_)91||P&s575Ky_EHhj<nDhFXApfYBX%(Oj7omoP&
zcxA#qk9dHcX7A`><k>lWPR-IqlZ8|Le2fv5h4bC1)3C`ig10mFu3p8UGPaG66`Ge#
zjL@(dY@5?7_al!vby%=|pO3|rZU4gqDhIX|P`R@0v=tz`9YaeU*j7N*cD6mn1MH_Y
z+a3u6vaf;MsneAXx;+r;P6w{raJ?Q-IXHPddFE0NsN8X7xSn!tL0|0wTXEMDM`T-d
zg<oS9*Hde&b@3DQ7{^R~jn~4i;B|>vG43%9#pDwQqOkdJJpgW(LunuyTE7QS$z41x
z(QZug)u1Fx_xL4Uc5+q5a%SHN2%tVced#5=e)@${YRQ)7_tO?f94XflJ0QdF2j2X|
ziIF?5+|@wGO)xsvsE&?6Of38bNrAu(xEFG>z!&Kdte|59PhXAp?^zHG)<*XRVWoel
zL!7>nTTpf8J>;#yd#y4M2GB}nWB`tKHO6buRfTywpzTU+q63@9cH#)z_{1yUOn5p1
zNci%eHu0r?Z~;#-O?h7gr_DDI^Z;!>HRs3QOTeIBF5Ai`O*DyFQYRuG#)jFcGsTv;
z1h<|a&wbP|K7?p6?YV*%*%~K4amGJFS_Y6F8WVDsW{!Qe4oaRS&+ESUVtdi3PLY2O
z8V0PfMYVB?91CqL3cDgro+1}(brRZ{wtoL%MsFUZqE3>3pN-L_3Ec(YdXoG}9ENt1
z9JNr!NpgJxk|)VC@z4Dr?0g(`EVusE^YB1j4zeZkHmg}f`DeHmba~6pSAEubdPEcI
zSlp*s6Uj5fc1B*y+z&w)W8~n)ayx)$kl<xG&=VgAHMlybcjJ_mcK&i9SAh@3)h9y3
zR<6dvgU8iNGJ5kEqvGmCY>X~V=v*EB9!Q3n*x~-M;c7pe(>;)pzB^im!^qFoVgiz)
z@DQLisSLQxWnT!NU0N2x1We<WBll4f*nCl7*OdkC)dzKcw|mVmlfg-;oylKTsonZl
z-6*wl3nxNTS&bKx-N!jkl0|lVK*0_&GY#^nuLe;^jnSNR+u;-gQJF;^;7aHM3x9P*
z7txYtoI`||M)6lNgZH$T&6FMe25i{Hj!vv(uYL58Y11xYtJdC*MZw1L;YJk%YFHBq
zL&Dv?!O|s5pr~^V3svY076oIKY7J7Et=m6Vg}ZNHMY?zkBuCp5vIQ_^INLp5slf(+
z2>G0bD%`4u?RTgFtJqo??5hk{2jUg7yiQ???jiRsJ*zk9TDN)gm75ozwIJ9w0vZWY
z!U2A&aCOiKrfMA>>4A>|SHS>W7u3@sao#ayhkbUAVRyi36ZDg8m(;TZ-d106Mdyy~
zfRR2##SYkQ+RmwCX*bKVw<lcI9rX0{?C6-f$T<g)bIt0_o8W@Z#mg217Y~E`M@av0
zWS|ZS`5JKixdBd{UBi`;JrFlG5?%mVGGgL^gc*!{Ab-y~MLQ5%6Jnkoa5D7<%a$xV
zYtfQ(7oD|K8YQNq>Q$1?76m&MbMMr+dnd5>&V#|<3P`3!V-8pp&;`(YGh}5n6VhR5
zY4n<h>!XrAaNDdyjhA-t(TomU3{s&&4#5l^Opzhv(r%xtp_q2>G`?AEdg#Coff=Js
ze&Jw@Xb6bpiCgaCYT$`mUSFCbpkvEImxtM*;vnw_h0lX!I{5TGM6d`G`Q2@l*lx5+
z@j$qXJmp*w4nN5T6eSvaHDajzl;EJS!!HfnM{sOE$(bdI;}t~|Mm*$%l@t9p4ogqm
zyjFCh6ZDSl_!np=Anum>>4{t3mbd`*kL9E8D2}@SVyN>FRo?-E=GLMje$l3wjs)VG
z^YfD?m%4d=Kq&6WRWLP<aSs_T<}`|%r&FAV%t%9<pyH&=@MxVu%=E|ozVoUULbx6{
z*bAY#{BDe(F)@}nkwHqxte@N7Syv09<=Ak61yS=P+;8T)Y#7L|{*uB4f;Q<&P&q2O
zVWa(ojQNT-jk$m$tl6Of=im^#6hN1j%}hiK)zMgN<6&QH?aFA=Mf5#o*eWCn)-i;;
zj8j;nN)#X`v_%wn3`C`0qZ^sjpzvr|9W<f4_eqw|O25W@$1M+<U@d;o<W8hScF=^q
zwe_G$93fs(`n5F}6M@TY%uV8Y&rE#5%y}|W7Fw$G)gf<JKb+jq{?N1c>phlv&}1<z
zhAUebEIoRkU6p}oyx!;=9If?1lGn<_%1bK4^{gCYhwDF=VxF5bw1|lF2i*l!k$C@i
zncX!%Jms86k`%Q&SZ<m_S6L^d&tE(*x4P9gkK)ctb`Uqs^tV||ru{SKJj6_Flh+PW
zqmM%KplMy>GymBGDu?(?0aY>*au(w(iazm;;Oqw;&=rq`<UqS986$#DUH$TLHZQgb
zPFs+u#w@XrDI6Vr3^657@ED-q2c@M4<s~EP6w9)(ycriJ!}6$%l!1BAvWe%EBe~kB
z`BLregkXRlY)5iUkLPlEQy(73?H{k<Mg;S@qXxu#`|$ffI9P$L4wmlnMkAq=UlWAl
z=K_{&7O@Kv39Bw%)jk76KA+(^1VJ#vPfdVZK)|5psmDC2b?CFPVYUuc#EpX88sL`n
zyxf`8QbE_Q(a~WRw|31?2viIw&fzj4X6!Jcmc-5o9jqTg>0kl%z}+g<dI0~A*Tcc_
zVYc@+RvE)4Ak-A^3;-^#1j4doyLKI8wb6Z52t#Ey6l`Z<jX28GyjR6ko5bN}788Cs
zyS?+EVriB_!+>_C*^LM}EVOZ{ecftATHw4;B{-9PA|t#kqc0CiQ;{_5*$7>l(3ixn
z@o`t+FtkV-R0kRHaXR{wkrtWQXA_oo(@N`K-S`x;2buCLPz~Mg5_8w%JmrRW0OeCb
z@4(5d35UB_h&zx-2U0?C_;RGL_PK|ZfW8$QE+U}kD8oqXEM)ryRedtR*SBeaI#Wk|
z&}jbfxTXTlfwk|1KHLtd=*A3lc;DgMgz|FXG`59~Js47Xxu`Wm%?OW%m6wYe!by6~
z@^Uc}XzAs`THMR^Px!{XT<mR1dAT;|4xGLkW}Nr-b*=LCb@6`7^mturSyG7+=g#4;
z-KU&Pw||U@Nov`oRUq>0Nu(n;fnCHc_5-uK<|n7DTTIYU>;W)xcr3_0$$Z-GoHlLx
zH2iPJq?x3neYxWQ$DD<BI>mku&AX`@<$MuJM|pC7%NjE>Ae5IY{<w>rIl?79#5`yo
zRyeL6!}%UiId}{OR7sDaN(xWxKlPc&k|iE67WW%+&|TEFJGGUTD}I9q${gI&>->oA
z8V{%(h)qD1B({7<AVLq=iW3<JxvfOz*O<jQouXHx-=LJYI;X!4rKLNkpPgv}iENRt
zgc+qL$J4A9>8L&}v&poR<Qg8hGxNKMnAqk4VQh0(M+e}D^39-%{}TS)F&VX9^sA)+
z?SwA{G)SzApst*m74JemV3`$Pk8f-#z}}|RQs4?SV8Pkh7_C+NE5m(b@K5NUU~#qU
zYQX5a%mu-%3DPw>=l6T1UGLRtUhKsVCwX7owemc=jaz2&#rI^0Z0F>QAIWIU=2dk_
zB7?A6dDAud;)5ov%}-6a)s8`?S~Ng%L3(^DKhrg-r4BJAzhq*r)e5D^vNUC)qAwx{
zQhgdLyFPYgxja^tC^MIVi7W<2iZBM4{5juA5kDaqe$pMoF3X%BK=W-|1Ad1!W~>3*
zw;=vgxybnMgMf^=>^iGPIJUC0Q_j8_OyhQK+VQJ(Ly7uHZL-#3b#gQ`@39m<!viXZ
z)ro*AxjLDl&?>ek;RE5Qr5<n<Uzu=l{T363v&F(_r7eFi^FWycfnDN9VApy;<v?Hp
zsw9EsTmBAuz*d~dILPG^Sz9j{dZ`DR90=<sKf-#o2UHG(C7|*ntT%YTR-CXn$mJ4N
zITsAQ&jVi$6!x$mg?-8cDhCP^Q29~Vmpx!BPGKD6aw+U7x?t$19td?H!6*Gl@V`8u
zav(tgl|h2JE*P41vAaQAoCG<@Z6!g!#w^a`maAW*w|ByVrgZ0V(8^sV{KwCONu~Z{
zi-$qFkmt8*IL(W!xdXTt`Q2pAnBhe>gPu=buU|w|33gZag^)cIbC1fU8((8&RU~VV
z#U6y676q@z{9v@zGs#`Wr>&b{3Z~5#$?Om**Kt*)R)OPJVXaQ*PcI<zwU$7UZ)Ke^
zUn)*+H8#xR<P^c;BHJ3syv=etwkv;vzr{R#A5ZXS&(tYz-pYtdPWZNXR4L~Rg1)}?
zqEE#iZ-<5fTj}w~Sg7`m=%nS3KhB$>vysu8&H0i+A}Rv;dNxLvCiGxM*9hc&I1DWU
z8Kreb1hPH>$q3|3{97ZCTmR}gnCp$xu$EX>kt-p+tmX_o*?PlJr4zW;d0K?9R+%}s
zu_p2}?m`}(6m(Tb8ZqCFjPKnACk^1#IKu$PNCwX)y|8Q|<VS+K`*G^yeOJmqF61c2
zt+@6beB9|=i-opc^K<PXfFdf}*%vatM>Bfz7@y+UPq6X1G@)~BbO3&yKfE}442O}Q
zV|C;wIW`mbR*r4`tCNvqErd#@B&(@H+<Kq$loaOHKI!2XxvCcN47%~xr0l9RdNBDI
z<eabU9UBh2gZWGMR!7Dg;rsx;&R+@{&1&LxpfWK(gT>u;4StXGQwE#=mf_r@oUzc>
zs{@-uYP$rR;}=3xN35~;<iewZAQYQ-K*Mf(W<}WiC>%z9HrJ7#Wb;hiTiLwzudYKj
z&rjb^+;X>|@F#A0Bhom2Kq}Y%1WJd$dgzR1K~hLc{QBTaiMKO+4OIu>8jAsuNume8
z!NI^rCD!tly`$rB(iZQvz=O6RJL>E=a8Qx!{atVjkw}l~U@$Q{9^6oYpT)J<4H-)V
zL~>BsJ&Ns&jNZ`Q!D^0<4-W)*pN0Yn%6aV!X>(XyopPe~o$%w@_VS}LD=uREXpuKq
zSX|y5V@?qrbXo;6`s*^_C?t)pW}|m$qKGuwj>E_=jr6HWN~6q~u}Y)Xzj_5qqo<y4
z$n0l9T}X1Rbe{df_RZNm-FCu_V9CL)R%aqI-8|wvi~W?cllVq(_}A^_ASFMV42Kr^
zfrZ88M_y;beHp#Eu()Bf+{?!3(nJv{@pc?Wekq|(KvGI%;@>JITL0=yloBn8mJnc8
zqlK9Gfb--OX5zEt6<KtV5`RrDQXug`hAA*d{*H37`b_Zn?e-G6V&rcyJX#nT3yU-I
zAvqQvzs~5%g#!&H{skMKOA|$y_%}F={7kGPKgq<IxVJKK>tCIYOe|@SrN|ezO)0fQ
zC@-tULLB@x=b0(Y!53FY`iI8{!oJENY-seMX<tuIW+EyEtRh<j)LW$;IX0zn%G;?m
z2(r7@+8NG;h6Sb+o1X~{Tb=({Se(syrV(<OE+zTM%8b4|MyNaty=;UoO%!4D3vn3v
z8C^$zlF>7<Z)Nn>zdBP(K4K?lLVj6|7UK2OohQe_>mE>Sg<U|tKf2l1WucNh;2xyg
z8458Fb-l|fUno?P2fEQqcN;t~q)v9xjsN6kYgUp6=7?{Z<N<5(lU=tX1F@4`>}^V&
z>|&`*hbxfT6I^cI=^dO?naUo^Jja#Hl_&dzu#tE%nmic8vhK->vKqH2X%Ue%Z$|=f
zbEOwK2J?4jcT+Hfox-y9^v(=5RSsu7jdSBSLT*zoHB&Gby&thDK`<oFJy2SD2vssU
zq(Ti#4*591KqIFpEy{qY41yPudn00kg`H@l=BRlyAu6!1$~bLHJ24=!YNNcTZNGto
zV5e=riEm6Mv$rWFlP|&3d5i}5MxeJ?zQFaIt=4IolKIp`WS`cp;`pv8DV&c=;DyR(
zqm+o~{~+W|%?yj7T|`9x!tAd3u_<??RGSy=FljQiblatL3i6_9>$0TuPXXPfOX-vC
zR4YPUj|L#Apf-q7%Ia(uFvPVsd@inkMhL7VaZNkn;#z~Gu(&=0CzXloGx3dyYxXv!
z#PzyZEU~l*-qO0)OIou&%M{iZq>()zDGSEy=5F+~6bG82eJ~RltVCk6nB&fg4Ax~d
zW>FlGLm~r&)yhY%i44v+VQqeNYHA%$*0Eh~*aAmVrlY1nvXEE;FEo)<X3m0?If<@A
z5ag1>$XUQ+Tr=284z{$U17q$ea!EQc49&X*P#H@)m3VH5HD)9oXzMZ6+sehq%lQyo
zbIrZZ11g6TTmmZN1lJ}bvp+u)O_=Ph9<UWZ!Nox~*6<nO-R^`{&N0=Gd*I9AjNpg;
zDD3kdP&rVTfXa`;zUcv5aSG!gx0S;D8nc`cJm16$)iy?N%i$NLFP&07Q$ocv7uO#E
z3c7Mi>TtPmI>l~|rrd#Y9pZy)TE1>Nhaf0p-DDmIT)efy?phZ|0E5cNKu`-C<F%1G
zi?qbma<B*DDn|k_H2rQ==U)?fddMYqlh$U1W}GroH=jHc%tJo2(+G-SW^E@1yGlJW
zcoG34m!m1w%oi>Ib!6~(Y?%3O6;b0p_|xFXAR~7OQqBkw%6nw+toEW$MGY*5h5=h_
z6WX}41PiSz#&OHh%P4teN!}>GOEY@&U}hCJu#Sz<r3pQ5!1c)BWjG8iZUAL?#*smN
z0+Mk9nfSNH4YdAM`jJ6Ju0+OWHD{>J44YDLt~xT<?K~}_33X&}0c#@vkwK>*U4@T$
zU$jDLzL_^j_ZFlHi|fUOE(HP<`@WbXAf0`&(AI1ILq&Pn_s)#oJjSTl_YO8jmnL-f
zjdsA#9nKH_4Gtqe`|1;rWZz8uTiLhuud;%4710tV&T6y}6Hho#PGKf?2+~#9u(Gg<
z#wBrW>NCOPKOuFL!N~u>@MzJ)SZM1tKO^S}()~e3Pc9rNCRs7@ciH${nkd4=Kg40=
zXJQ@sNhZ$3y_Jbu|H>Mqt7w)`URH~RIQTQpGh^Xk4=A?AfqT#Mg+c}H;Yz@5&p-@B
z1@0Zgns8VM9V#vWmA+@r!0}fygU?%U=VBMe5KyZn&>7gU%MvJg{o{NL7*DR#+389=
zGlq$M;w20pV4fe4v7g)Cu`45TIW+9%G#BVobc5(S*mOhgpd*Thln@+lZ7&WL{k#Ah
zE<!)E28Ty0D#3(xWyr-PuS|wkZPU;S=!~WuM1HjqGQ#m-T}8gTe49|@i?i1j^7WA4
zDqfkonW%rqqhS@VOg)oHGR=xtW`=*ucx9}`gDvhxB4oi9>}^T~Td3GLW<L1eLE#r0
z$2-j%ZZTCuzQib*<9ri1%{D;T=z?1(@rsq}A=}(g6fZJ1(URs$t9QQ6Z_TJ@>}zY`
zBKFWf37hU)S5a1?l*rr<Ai29OWr~FUy~phCnLr1Zg9I`{6;5Y1Q`VeHd(n(ln9YAH
zD@4f~5|ZUir^=6Hg1=y5yj4VpOSr;6Li28xSH`aLXINw9hATW-E<S$1hu|8n@EZ@P
z95#~$RDPSu(=T-v5mE8YWDc^6(cn&4<%BDo?13+baD@|~d5|`)6xQVdl>>zdsQf7G
z91qxvQy2%itrX_hm?c~xMOQ|jMmZsa<BZ<!htkr+6;dO;rQyNi6|RBlr11)d4I%>;
zQX{>2V`&MDwc+!9?T3im1h%jq%t?AX&JzI(!7$w1hF%V?aa#s1B(mfBH$$}aP7e;q
z6T%QZs0fB*YzOJdO?3;WiCUIX^z&tzHb>S4Y2G7CHz2Sq27W)jv1J*1YwNO1AqnmI
zbE(xH+w%^G?3#y$BaK=$tWV+{$ZMd%=2{HNtwFxBfkJ0V&vy-jkGssfEQ^gphlR~^
z6APQT)2=uT+R7yv3z#Daa$=*G8MTQr!ZoiUv`pO%7Kcoc#mlSB?wTK&auMY5<Yb&$
z;umpYGQE{c;_0}RGDb74l6hN~mhp~wIJNI&PTyf7IVMTVoVu)6-U`ioSWh4DfXcyo
z5>O?rr|Am$j2GZ<f~!w^Kvmps;=mflM@G;`hGqU{HXpW$O;d5IF^k=l!lu!i5K~sW
z={6`W-EKO`CM3oAxF-P!YBeQ9pR}2h23X9{X%>?<aIXJfg_wvPJ{cC18RL1c*ydsZ
zo&Dpr8fZC8mJ_n{n+%L_05c6WV8aM9CNNv7GB!30nlPwn88oXSSX}Su9m6{ZR6%cm
zTTm(|GFGB#J>%YXO?31&CdNc+Rg_e{fsx*NDgaCv`WIw!aw)W|_(&DW`V3H0oP2*q
zFa+e=jzHFUr<Q1__$!&BLpJFAQ+SHh{@XNcnC-tQo<&t<4Pi~LXr8|r%}e0Gm`QG^
zHij58#%5T+*>NCN>P)XV{gPngxb|X0ZHXNX4SOw4)Rq_`)Vc!6VjC3+@F$=)n1Tyv
zz+b#1=!!0)B~7w#OQ?yI5F9RTFAfz&^<cwAC~A(Rq?lZ?H+5BgGQdmPG(de{*D)Tq
zsX)^sf>7sXMCD%0D9FV)5i4Xx#~1oGq39T=u`P7$VzP;WsI6Tpc&Xg;Xju6Ws6mpX
z*Q~AGt$>(j%dK6k#eE1j;v4fJu(!7Q5aKmTN&bWNYKdGh@5u^37Xt6KOfN#$+DfCc
z1yVKkhdst<V-1$+NSK%WT`ahmo->PyoO&(NM{F8X61NC}BJPC0GP`Sje2Tgg1a-tq
zEMqe?%~@b<^rclQ?ooJ`iRYMGEz|1aQFt3P4>p49e$0nFpmOji2&h~=3Xgk0RotV%
zfpyU$$_XG8l{)i&FPjhB#CmxYQaCkw3u4OZQFs-UmhMqVp7!L90LhAME9NHv2X!i#
zGEn*zo}DFsQ;v^n7~pHOCZZ&kpTHBg%^1_Q@NO5^0v}<PcY)Vv?O+h~iuf3&6y!wR
z{fbOiE_Ii+YEsUIXND5vH2rgeB%tYo?QfWMna)&&XGyINXJEr@b*LB_71`6;-*7^E
zv7y#!$3nve{SAoFg6p(D1GT{vl<RLetGzf>6tx5!E<#b-B3(o<difhJZPNhT?{7eL
zoZ)X+%P7djbTRx5t9_eL{sx@Jw$QPQL1*|IsNkh?&!b`GZ=hC6l3ug?4OatVTKgNY
z7WX&27~hz`fxS&Bf5XMNl7{;{s*u&gJ89p!uC4~rVO}po^Fvc^xhzM>mJV*=<H;xs
zIXf(H2`<H3#X^~+$HUAJJ6D@hS&JX!A|=E|d>xW-Y|>LMw8*I<E|ELT?xy-2r-p_n
z5`H8jD-y-Y;O|5+b8U%lWbz&`vDr??$2*~UH<Kx2)qY=r#w>9FDZ~`L6;UEr?a|^V
z$kC1FOpFDLStHx_;B^VUKktF>G=GF{cMLt!JhT=L;#T)$bk7WkBs&cMtki&+Ck4PP
zuR(n*?5_@1`zH@H4;!24-8(ukJ`6v(_AJm@bKpZioa}_y#jh-bNsI1;gDO!YK6d-r
z0>~GQ^#CgQim4^q4ei~8?n`%;oRIKt#DbXlNqz<(P(KNgiPA-qjNy<XIK?}nQ5wg~
zUlHoa@Qy^ujok&@IRYURco8Xts)}v{xOfac?yl|&McS>Hc9~3Y_#L6+-x5f33H@A-
zf#`N@m~$V;$*)OIZo)(mo-*txg1KR*&4SgW%^Qq5_i})q1*0C0Z_Kb`Z*4W~6p~5~
zMrAuH4Y*d@+q`oQMvc47ZQxD4xD_=<4-+pL+7&mJmHD5AiN!Uk2uPF>Hh&&c@xin0
z=9}G3!RT2H&#@U%dd~k8)J4k?oe~5?rJf3<rK{AWHq>y#l<GPFf-2PnIZCyfMfO6>
ztIJumfpaBt8X+tf#kwYK*C8GS#1ryJ#&EDQKFn_bzY+5LcJ$WJ9P15ez5}Lm+tMQ8
z(oJM^ZB)k3!G?8Zd^zc<pfaYD!j-W$bA^?0h`=&sJcw^h8MC+cD&rVQ<tbx!$rvZP
z&|eojUos|p%&Usym7~MCkYr|C*=LqEW4AZSid31=BElsvCA6E1ON#g@ZZf-@f|rab
zEK5CNgl)9_`kEBXMXyF|N)QZHwhu~6S7pgd#uRFpCc6h<pqh-*qEuuV1aIguZPZ+k
z?I%Q)rN<7y@*VR{{3ZOmV=~G(d0{M)XeV4QYmgL{%Marqm|XsQd}DH%y|q;?D`8a5
zX}yi;DxC=HaCtDCLFgN(?yC-jBLm(mrHfr1;bz}?<#hA0Dd!VU8LY?JX?eoIW46kZ
ztmrvbGR`EPkWK<rBiSku-Sm0F*QM*G&zjvmgJ>evoqjai0?{W{PLr8gCE+~x^{qc)
zVmTH{mW>gYpu+D$^KKS+hHw2_tT7|nvaPqk{GnWY{EiR7HOO+#6`+IMTpW=@kfnes
z8Dz<?d?BYlQf`4c!2`D9p_UwE!^p}oAzBiaUt^X{n-u94eG_TRY9BrdrKQ`4r?*rt
z;uPn(Fssy3wCM<GGoI11>9lj58cw+N_-Vp`S=M86dtsH>UXWH!Fc#K=`cS17>KhCl
zOvbV=@_6U25H=uSk4euqR<tpqIWO{Hk+cmpVFkw#iqT_=qB!<elAhcouVG`;so*xY
zHeZEp>}wEMW@BHAZ_LJKZ*8@)6_U#HeQZiMviu`X))Y6i>$xrMPd@`JZP*e<$?6t~
za!yN;m6p&j!`MF2LI+f~SZfiXQ6sEey16}KcGr9c5k{)LeGJnDB(tHMDbwJVSqY_@
zNLt*<a^^>uAIZ!fFj3u3oBI{eyqo0DFpX|yjg@P2zolG!ypa#V)#iT411blbTR`P!
zbAQ|ew&FH72iea|7RH4--oy#ZuQ7|wog%`bTM$!Ln|laKOSie_x7ISk=>9H%Lyc~$
zs*qOqnXMa7GrKjkaKmvAp(q!#dvz<bTO_9AhIhTC<=uw%h_w9)8CfnpnlB0{!iG6%
zaUA}L^yDUj4da_m2sgg9Su1RO|1Sc|jPF0=8#BJyTYHV~7)d1>-@~K*mEr1*A!MZE
zIec9G+bpIq*c&#6Mh6y5HdneB-$v(o&F)y`J8VP-8n+uAcMUW&(=>S(`+3_}oY4sP
zLwcc3He5d1&Q;yPih;1+-&e2h?yHYg`XL@5t{8N#S_S(ud|linVyv}a(=1*mZ3H^9
zIH{a(WDhbLv-u?*Ze&MTtt^zv{)UaT;yf8CdYlPs^Al5QO=ZxMmQ$~qNSAkXN@d-1
zl2T6O@!2M}Vpg!sY>_SQl*x&fBM8zcF!zcFRP1yzqJ4%|mRtbnWz6`;4`k?<yAR#P
z*}fi{chfosQ7ijwO@YQN_F2oRFs#9&0Ep7<Gd*{23T?BE^F06vwaik;T-s#M$&}J5
zG1eMAa!cZ9=uU~!ENiU57CP;OTNoN7R`HlO&iG~=1hX(+f^W>iU~g@;Fk;zJQo@=w
z*N=y_iN4*nFx=zs&vOcE(tFHnO-!+{9Wq1@&z;U<dRu&JTr-1`+Usz=wlr<HWkZXI
z;J%CSW3Dws5uG(@b~okcH`M``*u+k1+eC3v;U<ci&K2Lt>^)?nGnN__i^E0jz8jiv
zo7#PQfyOLqH-(y_w;@WT1!Sn*+o7~{wX27!QKn=X_e%f+)wq;DrLxsS)%0f4ydK)9
zxt@Iuq9I<gWa-)DX5)qzpjwEX8S9yPfZY2*wGs4JMuJ^ouopHJgGxUnn1y92L}0^L
zSf}=n4_6x1k=+3^HHIe=cM-O+UBUz3AS2Bs!BUq&#unsXW5c=^<ZGlSH^wl$AasJb
zjiSwBVH@R_2rRQveuZz$MqzJlwNauNN#%J#u4;_-4e$v6K8*Ur2>*h9kPBV>ASvDF
zwOwLi?BEH}ovJBaKh?gF!#3%Hg|eHoFXZTq#%%h_!54zCS{W%-2pG#o<qMf*!rFXf
zO8G)ks42r6a%^gK-5-)#gUIIRnK+AC!ZN=_tjm-sik^!gNPFNQdPG*Z58cHyI}e(7
z(?AAkE04(X0*zTrvzAj~m}b)eh|*0neRY*e-^@aL5r9H1v{X`;hMMlXPH8mFUel<O
z+iNqR%Y61)0lx_Cgxee%Bvw(G*Do@HgJ3qtD84b9gT1xY=7=STK|&cZl7{_t52RU8
z2<NzX6u(JXVQF39ViwQV5T<I8p*Ke_j!|)Qj0*PF4pdx^aAF!SD=NC8+o4W#F6<js
z7S&nC-pP<2L*a#iD6B-U;YU?o%l_f$8rsf@vo8f#V==B~!RlfhewBX3>W#FdIs2;0
z$Ur4=N0<Calt&X07cXJxcrD5!bvDG*PXHi%I0wvzBQ=~OVK{9+vvLM(sWiKI%8v_z
zRO@q$;RSd4DwEAlUUgB+nnTg1#$-iI*DI~#iwULuLt~d`ox^7p-NQi_-*kktxvijw
z9m(gns?(!dPPMvICQ}V|1Kr`#t_9dcOPUv|Zn_pi?iL80(k5i(CRlTH2bFOU@0EdQ
zyxv&3wKfi47B1X#1J>63a>?z<Wr^)c_l-#*YY20E+@xVO?Darx8aFnl2h<-3f0M>O
zlhK%s(;Uojgw?8BQd!opRg@Y2VH4Ko{RhPi*XW@K()A3C_G6Y8@OMDI7Z)myHB7WM
zL4>EbY=+Kbj{0Ptzh&YsCK}5;cSSn^$fyF3bX{jm)fTM(3KX^}Qx$y^L69moO8T%n
z6c^Hw>IGy-|LQZOaRhN+{vi!H3@Mpv;w%qoBFElkL?_N-t*LS&^lzao<DUQN3n{1n
zuRFS2j@$eJng{inbZ5^*5lI2#pU6}mex<v<ces_8!)CGS@<}1JV)`8)Xwt1ePm>W$
zXUIXDIr8UfRb?#^hoYAd44qjnh5~3FX3wChl@z||D=AGa^MJ}BoK!&N7fyPS2W-W|
zNjb<RlUmXkk&~1{YFbrUOOTpgLP+g855zez<2FB1+wB3B1E~q93{pc|k0Nd+`$RA{
z?g3kIQsW?(OKNkZl`C=3Wypvb3loY5KM?fX?tvbMse2VCsHEnZ&CPQOIH!8~k-&Gi
z2Ye0$&*5w9Joz<d@z=Gq)r{WW2P&{F{yJUVu>_j1OnWwFzWg^dR+vNXV>mhZ=PM_p
zKo*I0y~;bK*_PY@{Qx!)dk{di<-hLY>WeG&u-+T=%EX+#J71D&o#T4Fk2_KNc2)ZK
zG$1DhEDCyXDa@}*x>$YPDG5=8oE|EAp{(*~1}R2~oTtqzOM);u|M_GQ8GRn1(%t{Z
zrw)-0<qH`@v9372dMY?eW{gctVp`NiS&lYA0_Op!e8&F~`g3!OH)lh(R#?kTMh_e!
za<>kQ?yXcuCZn%IV=A|6Q!K+-F4u5B+?m>6Z9pzpO#TW!fRV`q(Va+|j8<PKi8T5#
z4yI*xk=CR$DaOij!lLhQYOZ?uG$Dn%c?87h)dAt3B4z2j^Pj*EI<qGO8$Np#^RO`=
zRTZzh)fjWp=*aMd=EujNhDI<BA^_^~-?7q5;5OVa=&FU4fncyUx;I#}<?00(9DygU
zxfB3*KnDs1aWq@XgrGJ)(i3cG1km-!Xd@UKt=Fr&h9P`n6#Ib&pn!YM;0siSj)x&{
zY|yAx2GGj@&IX9K*qsckc*cy1Xyadz$t>*qjmc&zGmSyuZTC_$SMI7US8m(9W?j&g
zs_rypt$AjHN&{SByT%(KxOA5}{IG|2mg?E1<E1p<5KnQmVtd(JeC{LZf0`}8A$m@J
zBm{cgRl2mHz*!ZWzu#$|*<JI!Q_1TYqdxZiCH>@cI<H#2Y3=GQoytaX^<#IMSZd|p
zj2!&fXF&5{M9yA845KFaLkPVj{Uc|4Ky?iCQAu@52}L*yDsWvYpmN348V{)4am6B6
z)yxtWLco>6rYvNvHZrz$4G*;1EJ$ISXg+o;snF<WE|iwDs^QBST-Y?zL=s!)RG{~!
z?(1$!;Ui)VqFqo!kbqkFXhY&OaRiQ0w}sLdK6g%=HhmiY2S?!wgcZ=<*hIF#GM`Pc
zm3~;PJYb7DEjbKqr`K>mEV7`EZ!EHay|rUIohcf!onF!|>7`pYY+Scx>$<D@Hm<(v
zstudg`zzV>JA%`-b5F9{GS%%Vnz}XmwJP3uwyNA?V-^!h(j??gB}oa&_%^e<gLEyh
zKEDOFAWedZ1!9y`%Z=?fb=JbMT38Q98W7(-I#TcK4YqeKUEA3mbVBaU&K>Zt%*F~u
z?Ay)Vf#qi#@n`&2Pve*3^Ud1HTvxUBCUb7uX#%_fn)fgP9`Jz5!2}Rcx#H@h9#A=$
z00Jsz0z5TTM1%x_qjVw_5{4PzXKthjhUjmxTdTS8GAJ$G+{hNm%<%Xoz(EZUQ{+k$
z<XceJFhR6oauehgIPTUaNHNQUcET+W4HB!1$-(mYHyj7EJbs36%<^DwQ_AwVtbaJH
zjPwa#5<5m=Kk}(-8KupGIEzI3>524T^`vxMrum^cCDOWv(-VEwk%4eOgm=M_B`s_#
z=?XYD4REr~ORYgf&de9+JU~TG33kaev%7<ILP4MVB6dkC&ZY1)g7=T4lPOo>X4K3a
zSy5IoB2>&8eB~Pdkj(2TCZby!84i1eCqnaXn;6CtSVgKF%NjERiDn}CThT#F87lZE
zf`+roMZ@Cuqrp$lTeeJ7*eyB+Q6dS}=<Sc7K}y&5&ru>fO#+I9Tw4H8s_;|AS$xDH
zyV0~G4jL-BMewJCVG+<yxJ95r(#j&3&6S+p5fS19Gjm`N-<UbT-lmi}aOEH<!9JEF
z64W7!Iftu+;Z$$e0ymdLY!j??ar)bOFVis4BGh|q{X1PhaFVT+SgJC)X|G0P=}VEC
zVsp84Q{g7FyXI%6)P8~;`%?TG_QF$e3Bl`3Jh#(QxC5GRo276&Ys|0|+Ik7WgXQAm
zU3>_x5v(8cfXX2@O+aOY72=^1DlAeiA^4mJY{kP0Imm_q<Kh-kCMYK?zs4-KSBm_K
zUX7TN%y0Cz4@yh7z0T0gB)foO9+#g1Jk$WQYYJ(FJvT@5X{MNl8E%U0Cq$JI7*}Ll
zh<3tFF%6Q!rr4iw5X=<&UwmVx7<-#irr4#JSe;v9yC(WZAiT)i220QGIi}7P>dq0P
z+cJ%>`5NIG9e3fNGdwXz8^54JGo_rERwr&gsHWAiW_JfEXQn>WMZ7R6_?BYTu&HL^
z<i+!mJP$)llfl`vlzSOib7cB@OnkP}gjxvAx6OolUV+9enl6Q$qURz?<dhhi?no#t
zUDKVK#nHmYun7R6DlUaprEb&R76t*PDK!lVT&c}Nti(&Gl9U?lgex@-lEO-DCk}!s
zwF<s5rN-W-lv2Bl%wT<D@2=5dZ?)#M-H_68nTqXP8yko*^MByvc)bp49xtV4#{x67
z-LYvSp!*JKHHgT(k#Iuk&V+qtcT;TNAq}IkfHid9iI!QFYS7$(n9YA7D;V1k$#SL(
z<wr8LuQ74mPHp&VXufUQ@BnMfa3~y=U<Qd5^WY-CSb?#Pti<Di^a6sOcb1Eu`}l}l
z{R<!TfXczYAfWQ|FMP%Ww&MN;4zgjo`1uz&o%uCpvAR-3T67y?%4&6852dABT~;GW
z$`|HZ_%VP&?XFa%A}ud*z6H<4^rQ&FG}}u<1-HHGgo-k3FJSUSLZIE3z+MDDK*IzB
zzQWm?y_H7)5I<JK%m+9-GZ>%(#RD|;v9P~7SPcg{(91%8%znqt%dnpXu=-^`OJpNG
zXuT5g^h<)KT#7k0A~ty%>Y1Z%IXV41!4r_vIS@9jWwg-}`CMQvxrmk^N8sr#xG_AD
zi$X6T(=~I8zM?2RT^9mCe0<ZfVT?G|gbL{0=qd_wJj`gDrJyT%fU=YNNs`aHxQqz8
z;2_z8V9}yrD;`<nOad8f@Bka*znD?Fq6+P`DJ>FWj>?Y&bEmZzb30?qodOL5qL_g+
zBj}>1O|ej|0O@=s56&t?-Iy5VA%GxiZm=(8e9JR>vPAY|G4ez_zNKt@E=@EKV+UB-
zkyU<bb}oEK98g8UImr%Jv+4~<$P&U`Am`vPCZY4&_}Nv|98r9BRY)0j;*=%y(UCuW
zfdlT@bj=E$xaGBp%u|^&#(s5@l}yQmWHsbs8R(Lgjrk<!2@y@)kL=BwIG#0;pHnv|
z16gtFYFt5bO%_}^62d9d-i}3ZD0H-c5Bxhg-Waci@G?4vA=>x_cJud3GB#ORx1b3-
z>jebE!$>Q!dxbKW3%v^TD3%`L=t*a3EVT97UY5Q!qbHB?DVBZ-8=p%PI!i|z;OA*)
z&MhqcG8{&Jme!G<Wa&)YTUomGug><PWkQWvy%gg2(0R5j{O$q8)>sW3;|s-=aT91`
zSly9X%BVMP;(tLMfU?bRV$BsdCUV-;lSPmcGLw%Z!M0DXC?o4JY}m!fN?J@ui2EG_
zMz2biCQ@)HOM>ylO#BtqjsMc7Ar_DeO%9fWWcWIxA8u*Q#2kloOjvB2HoIWvQiJ1@
zP{FS=nmb6MvpGx5bAIW`apb}2EFl3i4!+9J>@q|lZxp8^p|^$8JqB`iEG+1njoJqu
z4bP7oroM$FM^Cqoyo;;OmLZ*}VELBInOotFZMm?wDYfOYI(FUoAM7~CC5Th?SLO!G
ziD?@wFhV7blLt3CG{C53s}&I0vl6G>O#>CVrQm$CyXFU{RP3dO$k-uj?2^n-ljIOZ
zWSnHUG0wf3g16{$#HH0IyBtbO_sJfgN}*y4{6zo(b;auBDLt@OA{U}wo%Gkn%h#6Y
z5MlyjE&Zf_v14|$6E1-@NbC}r`y*OP;1L`I+w>mAHztAE+tic5{X>vC>>x^D-d~v#
z_$3MY79*^nKcY8?lj6bY@M@zP)_Yh%4>P5@gX_mf8*uM(X02dlz|*UT`=RZT-B2Gq
zaN=t#K`+K{3VKmM1pRG<S*VF(vA~K5`j?yCO+i5~F)XF5A?SA>BvMc+KN)6rxPX8W
zovN0MH_Lmg;+xEQYv&&O8=!d*)J7ViUI{s0b4~B13$6z|pmNC}z@c)^A>aX(OAY}J
zl`)fKrahLMU+@4sEj5k4A|HB0C5tp%?afoAZJj14Cz*p!>}vKyQpv+0ev@ATGRYE3
zVkXR9o(YrX5fX-ha?SrELzG2`xm+y8sncb_W|(X$^8au6^d<TASfLi!EDAv{iQkL@
znZ;_$a?Tv$8<Fn6_Lx(LQ@KCqV{v8MKYKvsz_tP^SGGN3oAZ*#B~zM!s_krhng`fV
zYqmWF24s)7a;HvLIym10p$_6((1B~b)Oru79O9)sd1jjjRPMO)i{k3{fUS5G7e{2d
zy5hLBRe@9nrm~nLtIH}}U#QPSWxUt}Z4OMiADZ{D^j_rwm4nI<P`QeVyF8$BAb$Z>
zQe}`}jO>jUGfLxK9v~M}7Yv5N#@yQ&-L%1&^PK8Wd*ID|s$I3hS3IC{&<dWo`o0HL
z?zr;P3cv7xt+-a;h-|A?@N3Kx+neH+iC%|Ry7X`uy}cAl54s;&`dwH^?@?E$`jJH)
zn;)4Mrv>n8<K=$jTgfsd!;fqR@Seao{p%w3DB!)uVT4=(+bR)td=iY(aU&)xkU?dA
zpL*LXa`rh*ia0WY9+;zKz``9@?rNa>nao5`9f4Rd2#bceFm@+F9O;R{We`5LfZt>g
zR{DoJL?Ea%qIhIAk12z9xQPG)&){YPh^elH5OD@wRf2(PKek<|O>{s<0k#v!1`<^8
zbOex4U?)LwE)Q`o3XGnI4YSES#4?#rO^EXa?H#a+zBvyYX3;lF)}S$5W{C43^8*K6
z+^;mcD+>D?D%2TiJ-A_L6fWD~6wM_So+sE9;)#L55RM##13kfJneP@37{J{g6`*()
zeaTylY1)jc%<Eyky1iIev6P#kVL)<vEF~7&#H-zhnhcLVT*oe5WzizSSbH-1wi&u<
zrnqo?s_4ogHe#11bf2wj!1P`mh87=$dO0ItTAz+&bY<pjSfeXj|7sHpm~J1jlWENA
z-Y}aoPIHNARAEq8I!~i$LWNmh!J5b)X1#{_m8rDo7NP-CgUTZkycQDxJ;B;=urfZ(
zF7d%V%Pdil(`)^ANI`DFCs`UtiGnwAbfk*{EVT7nwkY^eM&B-cY>0yQvk|*Ap^Jj(
z7WlbCp!G*^82Lqkn2w}0ozb1Rn;Sn6miuy9=n@cFohnIC=Wwm5r441Yr9Km|e^3_K
z--U+lF7q^<QDl~X=rzj>F-d`+$#YhL-}+alqrlIWQe<YbS}Y{P?{=P<!ZLhJE;QId
znH1?Am&2uM%)Vm>-E{k}&Xzwt!6mSEQK2r~!41{nVOZ?IwQzVn+x#sXS8v`rKSSUv
z7c&V)QJ={qoOF#{0J}&qfk7qqkAsG-79bWD7yHB~%LvzWy)Me=$zy!V-do7V=h8$G
z_Fs&{$S>pt@{^LYwUA#|7P<sPB?<Yf%L04LL7nAmy=FO8$Y*kxRmivg)wL+(+a=7N
zxaDpp&YrmCjXl)Z$O5F0ZaCU`LM^(%1B$KjQGyM=8cH3uK);4H;5ExK?~S22n>FEZ
ztm;tVVWq3>_$yH?Z)h(|Du>Qp*szO3C*hsE_LGN9n+8f2Jdt>Ebt5dJs&I*JSQBSl
z!`;2X(j`lvsB;YqqU{V81!I+JEgT5e?H{Yc?Wf>nT)d@G+XFcuz^92fr|urF)F7ZL
z#QRerX#~19;riu0cx`Jf4E9xqt8h;%D0WuBlScGUxlnuV3+`QdUT@H~Zu90VH!nVG
zL9lHEj(CHA3$TM1T8O)udf=nLQ~;OIhCLk;;~i6V*vppW7<NYoN78mlJ3HWQ^%Yli
z?${0(!35{w4hS^c4uQo$9ZS10!Wdqbbq75?Jv%z4E^?Lva;{muc@tbFw|Lot;NoF)
za`MGMh?!Ats5XX1#~a|L-!)tr*#lP!kAxQl<BE93M>zTPbaW^#!@G_{w1|;egJnyW
zowaDmxr@$PDg}_a33QvJvqiy9#o9YH-rfn!y|aAoRv<EM8`J-y#IpL~3^^IigiE`%
zbR*5f^)bmFxR<p<jh3p?4`p=VV!jGJcnE;RcMcG8Y2nY+5KOyw8s987Idou$z<kjr
zKX))jGzcW}#4UGm74XC@uP;dn(2->!%fsM^Hy*WZpQHHX-A`}`)A-$Ol+<ptO7KAJ
zta{40BHVqF4Jb-7_G-jL`7yykDVuD^aBM%pStW_%6-AUqJmiFZ6a5Z{rJs3UE4tCi
zdB=AA3p5juc1zv##4T^zK?(Ku<)iL6j=JA6)OiT1?*Kt_J5lX<iZ;b`BoNn}pPw|j
z%+2!yLUD7iwfj9hhM30R$Lkd5Av4m@Ca5?mGdx;X8!hkjomaI4!j-_mUILN)5roS~
z37Pff?VWYC6k3W67g!24Pf{@xm{~#nC4~zdJA>t-W`ZP=Omt{JA!FXqrZE?Anl*Lc
z9GqwC0CZ{Bq$HfcVt3yqHv(<g>dR=;MJ_yL*eWCnE@lXK8K<yCl_)??Xp1QD7|7YN
zL*;mIsMtuuqhXbLf=0z9Sw1WE1lvq(dGHx)@q^EIASJSc&+KhV9eln5^8pM&)|=5<
z6>b&m8-ssB|1;35<w-eMwO9J;qvJJbt!K=BjfK&5-s8~CPfa<eh&fgkRkjHP=LX1>
zkft%ZqD{1<d8^vzVi{kJM&(6l!{Ny8#!z=4ulHWr3AcB%KZdG<4VKDWobeX#(nBr&
ztd8^#j}L@>l|jh5*$0k@T7Bi#+IZG&AIGN>lhljc{<G8}itv7S(O%@N_dCq)o;lQY
zIY>I=*f+nlraLH$M&y*6+0+wJcF7|niDJI#!s2)6TIw-#%G!C%`;*YTTbx41LE4Y9
z#*9?zvpMo5s?5CdiE@Su`6I$E|57e8zJ3spF;|mP5+f-G#AGd5g^QFq@n?dT-;|4%
zU-D^nJqa`YI=j7NGv^#m!U(96XHI5xc2b<-2ZF7mJm4yR-h_keV&}Ot+L2W0Nj#Y3
zby!?c*5UM}eJ3dE@<5rx3B)s@d63<%1a^)GR1O3tph^-Lzx|Lb?o%#AT<ZZ_aU$a&
zmrG=Ay=ilY2bvrR>pDNe+T#J017QiM{0M8p1GeIX#X&BYu#O;RxfD#M@KUjAgbCGW
zBD(JIz?TDs-R?(WZ}x!7fx-k-eiZhg2W-VDjDuV*g`H$u>Dh_x*p#2h+FWO*)*vMK
zSr3Fdkl<r}B=|KCs2oU8KxL31F03g6XR=QOV?XqOtvCsCklRXvevMg<1gEUtqmQ8J
zZ#@!xFO-&kBv^|_PWRJ@ER!=|m^>Y9@sP-a!pZwsO$X3|N#W~NxhFM*@V&14$l?gh
zOl$7R<c{CT>)|egU6mTdUPEwJCD>iv7m7o6l!CJ=61qMDP+)Tb+m=LWX9dKl)ehfV
z6&dhRcaWakR`{ZI<zS{L<PK&H&sNuZSI*3uXCkmHv*vU0jX9XvTU#B>QH&(?L!L{$
zjcVuW0NjXi^JG`_m+&tnB+WP;);tsf+G>zZa&iaMUjq#`*P&l<xKeL$_p<kGlD)3p
zWz}b1w{q-7a&XCBkZ{SWUZpRV1$CvlSu;{(9!Zf#c`I2+_-PfPaz>c(uq^yk#C_Up
zcGvvqlylCjNt=u{hv7HnXNfc1=5m%wb9`<yk=<%;T`~y10Gf9biy8iyjjS=l@!8g;
z^4@asQRPE$^}*ca0hNOlDWEc}NIcdmDUh4tDL$A39<UX+B00!@hM&;9DmA5ru*z8~
z-|K-dhjq$5eiZhw2UHFeCZO`8uupivR-D2($Ze%Czs4-<loT}?U4fXgu2as2($d!{
z&$1dXVuA8KfP$vMPZ}R`WpawOskAgk+Ss{qel8)Kj3tQ~!M=EFg`FFb$v*TXH+Xym
zm3y#fWb}rSfCV^EA?f^UVr~5^0Xvtqm37o8UcEdcY$!gnPZAWt%sw^wa{ffXC_Gat
zrtlBgFpDWvM2%ZFW#-FS%+uQNd^vH#3;q!gSK)<&K>3W^Ax<&l@N?ch_mj56D9gxp
zaU3)Z*kT*p#=W3eXzSG;Xqi04E3b#rL%hW|!pw^@db2E@vY1&r`pm}Y(u5wD=$h(g
zF%CmJ`iwF>Bh`&Q0m;k<nfT}N8F1z!c{gb5Up;3lP-h0Yl4;3m&P7S<9wK&w*U`??
zBAQUCYmQ`1<WF65Hb3E&U|cN+1Unn)z`pFKRHLP(SPzjV%3$9LM?gCJVxg_q_OtJe
z8NIpio|t6CzBjNjx-_A)Z*(#I+#x;9i*XqF*;k){B>QIK-^#wNe|09ZZ%d*jOq|td
zAtwF{=gBF|#AnG}S#gF>T*)1Ob<@CVlQz%Z?cXDHl)=akFg#lHFc#W+&Cker(vLiz
z(US`Y8ch5c8=p%PMVR;>a2WZSSVw-6i8FC;W#ZPqIvtrfn`Q|IXSG;}gWu&mGZqf^
zfMRQW6k)C}6zWU`t^}+bKUtQd$}sU?tcj8`Ow4_eor_%<L!e(Rf#zVtE=!=~w&HxG
z#pF624_Gy%oft1+xP;2{146y0ws-96Sl+XsVK=9_K%b%;MBl-t8*=!LC>~NmaCm-u
zaj59$9BjA<{mdF19<4NDGdTMQo~TTQwy8}+E1)x)auE5|#$}9fJXlwe?|R=R6#3%p
zwS{~=<hMFXM%_%*zvI!c+UcjB$t0O(9VKIif6Jp}Sc~uU--<-YcKX>{TX*{7eZrD<
z`7fax*8YdcF7V&xujk$8Z+>hF?@-tI7PZ^KvGrE(e4U3W)HC+AyMu)b_uNpa?XG7;
zEF6^}fLIta6V)gs()SHW_->1uA~6epV|MpUporANUe9M<wtTZIr_79Bn9W;}70lyG
ziE=jQ@<(K<-(%uF7ELxq=CGmqAT;l0jb(%|yo)tfZV1EY%Eiayd<d=~4Bzm8%3*_9
zK;^f={9_N;if=G;kX;N3cfu+sgyGK~_;TR5Kl)MF5j&hke&j%50xCZWJH-RG;uOX~
zE|<dQNJTCsd6#j*Y{tTcvQRh!;R6xj%RSKJFm+3ydDsw49uA((Ef5Nu{7B%t*aJQX
zg6HtHb)NhhvxJ(YSU1r-Q3hB;O<n_~rH7iFY_~u~tjR8zHyUeVSdB8+<WzfOY0)Oy
z@OezaB$0_gZMg&B&lABWkdG0fO29+KEgy2T5<0Dt&MdIn_3dZ>W(cY8@gVhF!Sk<G
z1j8{lM0#>Fv4q1*EvYH``I1_jBdaqZZ}9y8gTS)j`Iq4vTT-*Pwl1lo7)j*?&u_z3
zRlQNEHCQTCJfqwP@lAb=dLQKfY<LILU*@{Xw!@Hj(H)!l4#D;H1fScX=t^d@z)Z0W
zZ8F;l|8v*);9yu=iFsuanLYRz2!|V$u7S!#edXB;GM2c{$({_#;jJnYKE9i97j<4)
zRz*b?z;~J5H9tS)Tq1U2$Oz)Uv|V%}XFFxFoXFi_STc!nzE~C?30b_?oTr$JEM(yl
z@Ba`q?<UDJ)->;CjTwt&m7YWDza%=$8Vn)oGeODc%SFj&4+2V#Ac9HJk%1UlPgddf
z_?-ANLCg=!Ma=j3^tw6{e(eF3!&*T=<+sfHvj=R&mw6myKZ{=&QtB*(h3PsuiL}&p
zlCaE#0*C7@$ZDMaXc3{olm5beQSY$wIu4o#TiulgpXULU0}TqOk~Da--Nc~y%&JJR
zyWC?O#p#s~udVdz*O+Cwn_|mE??TSDE_YuGrKK--7v#2F#p-t(%r0I1wz44QV)*&F
zyGmOdYq;Voy*r6m%vc+nCo#@kFCtf&^kDZ`pnV-*<bio16M-E0enR-*FFg1l&!YDk
zX#(>(-A+&jbNbYr!Kf23axHVR!lqOJ$rv`w0!S1&qpB$L48~G!u?Jn%5p`Gb$oSq}
za4`<1h6Y*>#zvtK?%!rdGGfX%uOF6~{iKa-UlQEjUKFb9=UxR31IAd-#yJcuv~AEj
z#D4-ZsO~!izYymByNsS}OP&noRzcivX5({dLXYKfJ%e!{4nqs%LFt}x217@FGX66Y
z_iVamrJTWN{VNv#nN6=`X0lpz(dfd6RUt_K$9ZN%6Y3bo%UKiok6~;<wN!6}V>E(0
z{t65WcSrK8CByxdy<@{+cQAkH-s;GBBb*;V>XZ3PF)6Ni1=msL1(UK}O8k};?!O?Z
zxCKLG2}#A_U*||l=Wr~v_3FUka61znq<O*QuQGaaVNXE>io<`-#^=(6&f(FA;O7p<
zH2wpJk)OkL<R>{i6ZcjQZ~d!{7*#8250#Kf({Q1nplY~M5a}8}AZ2TR0(G1B4QBOT
zNE&?Ac@{0wzyk^u4SuUH6e=tdZ4&EFMi$4aXz;zPiISqh&+fBxybBWv^eba*88+-<
zj3uMNd*#wu-sDb~6L8@fh#6TH(>Lyi#3oj>&2kGzS5iqdPhTjzTPWL1^cPFC1fbEC
zI8wf?*A>lqlw@&lcBppa1{gEXk^NE2XKQ=s<4^#H8~-nWhNWe95;GN0E+ofDbUpsW
zrVTv!Dn8a84Fg5<mH8YF+(rhR2fZofe;FU&1CX3b%c9>rWg$>WJf#*gNzP~k2X33u
zS*%4mnWlc5$iSV)IMqDv<KtvBbYeV@iGh)6#9x#=jfe4RtTEU;hL@a17wU>WhF9zL
zpE+%skU>m-Gs$Dn*(C%OZo3|$b!D-x@g1$w4k#qsq8(fiCI+H{=BZzRF33F^Ry+LE
ziImg^SwZv63~L!QkG1#?|0i%_*$zK@YwHewyxCS#(EKLcP;S&J1J#k;u)jZ1?;B&6
zrFd`auW{YhPwBkO{roc%uF90|!ABVj;3`c>*gVmKFZm1Zy|C6IvhnLgAW+h`$gv_@
z?*D9d*ZlO9+j38tuZ+F+8EP)0{3#@jJ?0yM3b>X@L1OeIBG&5b|00x@?(0t`WlhD>
zbMU0;?*JU?<hK&5^zP?l86nwK&Q}dB9Cu$P1PJz^HRLV-REb`d*r%Ovv9Cd5Rd{&=
zyXNeaV*fCFV`87ZO)0Uz5yjX9`k!hb^!o;?`>Jpc_<*<6zt~mkn|<dM`pw6toXkoY
zERz>*2dI`OG?&?`neH`1lbw)G0#uRNDiJ+)1~P)1yRe8JJI(Cw8AKDQN2rcwA-?+g
zI5|yb>{lY4Rx+d~QOtdNta<7S=ryq%+oBfZ#3k_S9BAHc31lc`6@#*jHD&~UwKdV}
z=5q0|i4Vawuw<tPR1Se90;*(SNxsW=Mm%6E9xTE^c3C;LBrLziEWsiv(kohun6es>
z&w|p@4an15Di;wX@>c*2wI6LdLYj|fv}`&pC`7{vw;oR=<dkJSCOm4*Rhz@ccx?o(
zO6FEhFb4bM^`T0QhlPkM1Ui@y)B;5&f?Xk8F_6e;T(mKwIqxE4%C!Q_a@#8>=PB4Q
zrznoSJ4sJ&lGm`Y=~QqVTbr-KHuggZEIT~$FupMxo4vKw#*Shnm3Mf8xmQd>%|ADR
zvwJ0_^W2v9)bkFcjn>1|KBuL~O3PW0VQjNCb}DfCkt}O1A~ZfnSUH!_C}M6uZgw{X
z-A1Xnmnzq|XW<xrq%NPqEt3q$$f=~ooh)Z2xBN(E_6H`a+i7!u2by=2{28XvH(6ul
z+T8zLE<XN~55d*uKC}Wl$!)poa&BBe<!5sr?*UtJo125|XC@2dLM`SvVfi&?vAI)3
zSo95~Ehzwu-X4L{(rxaf(>7H`F{kZ0Fs;<+wyFwgbtj#+DUGL@-5OfB;rJNgK^L=o
zbt|)5oL}aKH^0sc&n<&PGS%{KLwiKpUg*Iq8F8M<`2Lh4Esnz#q$f8KY#85kLb&m*
z&01mO`)UN18Q<678#BJyo5lFP^W16Er{RCmpPw~t+JR`=$@rX(PXYU-xO<`mCQE$%
zi7TOPwoe{ot2`_GB1p|QfTx!$-VW}wT^!tTcX=)CSj#&cOg=%gQR5EPc2`%F+`2q0
zt|gs^e6v#fPWWStP;KdU=CIja^8-`L)vw`KDi*`CZ2N{}3fiKVASxvYhHl#prKRh(
z<I<>8x{v?>s?9VKl={m?-a@9RZANXdT-sI%A!TW-0^5wV6E4X#ND52gx8NX{6uuYV
zm=tDj7Afo}e3jfO=i<dn$Hy?zkR^`jtBwqW`@IG5N*4iabX%q%evU@!M#otK`Dmjy
z70fB+L_mL(5PInX`h#Y7%}-1z0iA+xDJ9Dn)G6qT{t;0sK`;dMd!V#*L9OR8O2H3X
zetZi6p#nRFG^OBf#SVr5*O0&k`1=T<l_bDvCtQGQkQ5f+|Bi!T0{rLr#soNfD@TAE
z#FKGDuCb)}z$SoD8R*O`|0aI3k|u9m#LUd<hg4Jb$uM<mV(87$A7WJeF-8S@YX>S0
zAe;zstjm(9=!)J3b(*usSYRW7Nl+7iuSBomcMHFk{lk$ow4IY=-!c<JWB83>=t!W^
zaT@y_-(1`k-AGHCv#zTQjgC@LFTN4+-m%N*GajRD2R>tcIsstt!5nHf9I3&a0E20}
zHE_mxa1C?k-qC^a;qZbWRh3U5R@fqKviUq-b5W~`L(!(jWJOHXE3Ko8(boQfvHPW$
zvl(5B$8Eb9F9g+*R)btH*<8?Kcs+5mspd<{G^&AapmD1jIc}mQ&F;9Du7#LjxjU$g
zH%9v^1JQWBv2tr|9L^oeoQ>KJ$4Zz{{j9^X?JLe`g!>!4K_^2&=c?{t#Xwl^@2gjL
z_tnQL{b6qqR|z^-t%7U3<uL~yg~G)M;eiWGQdMJIp8#QcAY0@MTlkwawkD%78$)e@
zJ}Rk#O-Rv8paLg6gw?7xQkyW`>nq~M&NX3ezVo0MTZ#{R#wL0PM*HCm3j~Mbf%5$H
z8f%VdYl7TbHbUpHb#*eu*P3XH>BTa|UC~bTPgUTNuEC61+Jg0&7b|6!qH7QYsW?q1
zOw4U`oQJ9JWI%&H0~$vF_vIhZki&p(g1S22pWaev$bqJWs<Gdya$_eZkq35qA`R?|
z-I3$66SE(h2W6Pt&zp%-QUc8-4gW+Y?o}SJIV2+Duq90$YT8hP#vo(0<<j5-y)`kl
z^OA}{4%$rCG*_!CYjM<&5`v+7%f-+=d{72Wt)%cxUrCk3!yZsMMAQkWjNLudvlOtI
z>=VJ*Cp=&)zPrakE|=8Wk`?;v9_VqHx_{;bl@tdu0kquy=iB=tRWzBtCq3YE5D6T<
zw$77ZW0qammdeuTZ5bfU(E)N=3mauJx@X3;X<!aN8xO+_;fydB$E<#M!#`g+83nRP
zn0U(9tm$@c04yg{n&GN2GgV!Eait#CdxKuEvY6%DyYnTfz~jDEUmX%6^oM=BD*byJ
zaBKq%vL0M-Y+;`-R$q5YA=1Ug@1dd>D&#tFv~<BAn@P!38_g?Af-pM&`NWinjzg&Q
zc&Ou3he(HVLdH<67T;Il)Gp7bGiPjK5np$t8-IcX&I3^Sj2{F2x$WRKXV=0(u%joV
z2M&R54`YArtyD*V(x9>Cq41$GF&0iXg(D>`1qj@IGctJ~x)Vv0(dz3Ykw!np!K5F+
zaUz{bG1dmQj2@LKxZvP(gyikE5)(sLd-%(cthg1=+dLFM#4J;WkA%4rF5b9dQ{UDN
z8`o{wy6&o=D^(z9E3|mk5L6nlOxp#yfxxkFPVS%e=-s7z8OXS)r_E)zI);>X8M^?I
zyVZvi$cR{=MMTAJ%7E4?4g8l&mzmuiq&;hm2E144iJ6GktV!3-tWF5Y=~Rlv)$dX<
zu@q|?%cMjOewQ84Jn-Y}6-1jf!LTP(lQi^4J)k-U`pEPK&4LPCUI?gMadoo?RPMOq
z{x&|XgntlfCFLl$8|E4DqqkUWD$iC5&qOc6ZYBL0{j7u1Qp`YZ|Dh$=Ji#WPn05FD
zfS{?lXqr?6iLI~bZm4G1jM~^ZWvs`+>YAjCW6-n{Hjyo`Oty3mi`9vJTjzcp2ixI#
z0N>aS7kg{RwhmLbWLu{s-~Ea$S8m(9W}UC9U6Nnb@{Y<>vhx%Xi_Wa-bvCWQ7Yp(u
z5ebhIa-|}{BE5?oH~5s<UGw27<M{58XqCb&N-EPsJFi=P>6KR&P^aHCG1N|V`ZZ|Y
zL!JJ_11bk~Dxh*zr~l~zm4iAJP%(8HPb}dctf7QG<sL)P`6<*Cj)}gC-AWoX`uRAN
zmaR}zWD!%P#||V^sT4X=i5>?P3?-_Khbz%f61-+OUL4ZCh+b7L5!wk?q8cRDC8mgr
z$fHEhgwb*(`doZtN|e1#DJ6P|T(S0TTz%D58#b-?Rj0lA)oHTJG8OB|O0gQ<T2<^k
zTUD-X&0-=rRv|gWRw5M~C8*tAv%BU;rjFV*Q7wg^p@2WO{ie=ZI93bm;Yg#>sE&@*
zJ9~reol6Hgy92f)+5!K{oQ6=uzTMm%Sblc)Ui{tCvjd)*x!#%lxmILvg*PJFFq+^^
zciyapOt@;o7nl>=POD)fH1A<G^m#z#U^NJ+TyeG611blrK|sZ<hN(@BL}KBvY!b^b
zLHtae6e$&5f!#`OH~KjnO3OBNGPMIUdj1liApQeW_)GJr2~`dAM;jwIf6m20$J(JJ
z^M`iA%^wYtc9=hR<2aZP;f?sl%pdkPrOclTF_l*T5Nzq#6FX=Q+t`>0_J)n2(E;$-
zFVAoHsJ`-AJk9q_9YwB<jxn`cinN<!)b^-`cviIDAl_XCy<crq!+H-p<=?ZqUJo1M
zsDF!E!OCFM=m-QvhWlZ<M|ML<Bjy3;U$x-K<Yq>Pf`&S!^#USHKS&t7bo1}MW_MGW
zYEqM^?Pk;6Vuss52XcnZc(=m^1dQTTwPZv|-V|+LG$*a4N#_tx@;PWe&7|v<kn?rS
z^j^9l|7{Pb985X^m8(hjZyr!Nm~;XvV<yQ=CnGE3plpuFS-dh41OMXzcG?*LJ?dcS
z5fyU4qG4De+*AxgYO;B%)I@1ga*~B6)W^d9>R`2h@<8)2*nH%%`jadyp$YL6Jep;a
zZLSDQhJ_Tch}qvWqOvStT@na#j2rfzi(RP#ARlK?8OcnJy?%VO0WzLVjF9q@_{|u|
zS**4!7jw$LkvR=Q-FC|*+FcNHDm3rGwmlwDIk2sO%9U+bctGXAwgRfQv+X7iu%Fg!
zdl@6DHn6QH9SnIO)SV7oV}<v5K;;l{>WQnDdqCxmD<gs#4Pz?&c$!cm`|j|7t#|}8
zM`XFW;<&UWfy9TYEau4SvI^H1>N7#xyFJk6VClUbn)gr{ANGLCL1hT2Tvf(rJ)m+R
ze*sleWw1+lWW3QhM3iV}WD<6sd0)>rJwPs|E*K1jjk&Kex@m(}@SN)3c;L-_s$I3h
z^g(y~&Os}9;_4_5sN8Yorxl*<0b6mcz!BM2t>D*~<-A0SPbT^dt_Q8o?gyZ>Y-jgz
zX)ZRA*k={YBXM)<?k(Zq)+6ndS1c_Roi<kP^nMrzpU3HK9=5n;y|@;fdudsgXOZ_g
zsG$F^CkVC<RqFx#KQh_~s(9b(URVN$1FUX5Xvj?0KMn^s0`?^s7!COk>f>W$qqRl{
zw9y!?Rr@Q$!RQ#<Tx8cUt6KrtuFq2s4lys*d+=YH{t>Hv6-ED$B3C|zYe`RFb0l+h
z|9N7tI#L<w4+HL2;20Lz4S-<q=u1!^g)80RKr*Hatd0zhvN`G>uhn42V!ZRI?hYU*
zKB&U~#?1C~Yzf0)Vo<o@>%ASTR;>!)KbU=(ODGYbRO;|93+rPO;0l-+?AcoF-xJol
z=5M*`y7>!aX}Eu^TI0LQPz&nz2r`fr7*s6H0V(I(2P#_-GY79d1TyQzP)rqs!2PX&
z61cCmeMlkHx{c6KKL3d$wa!eZRu}PZ1QSu|#dp&*5!Y%rt>t}m!-y8Pm9`h(*j5^Q
zYwK286ti@B=^8IXy`ThX-x$c#(06C;Lg~-c&O+6DCgNlxD#-@hGBUc&y~*~;skO;w
z4%B16?Uq<CrXx>YNHiRd>~0Ko$2UQ*?1Y#Z7Gg709c--Rduq&8D&FPlSo~QX=^q{+
z2>U97aA8#+UJhMnnMpFX+>TErBD&hP)FIO5|F}z=BH_<3GrMa(Gbk%{Pp*#{U)@1j
z1S03#+>1+WvL)B^iDG_Wh5<`=yY4aPtDSpre+$jKoi@!#^YA*>n6b+-n<HPM%E)(-
zEN8fo9|^B~pj>3U=O7?st_=JG5hXE_;=Pl#WEJ7Pi$4>ze6d`#e2!16tDEB69#A>B
zDFjqWhrkSlR*p0LK(O_19&i<R25@j)3_N#6JCbTVNjoNa9Tr!VbvUlH?*wIs?A8~?
z`7B}w_wb+n2<&JNs2m7PK$Rr0e0P(b<^fxABI6*JOJr@m^zJ+lG&vB~a%diW0Irhj
z5)Y^x2uncaM_5}uU@J~o9OQBd>j+|#OTlCcFSUgww?ml0pgt4Pwbuh*4ir}Pqp+Ji
zpmLxv0hJ$x9q@pyIE8VL%cZcBY|A`5u^pT86Iq+<%+wl$1n>1gr~?V!<41xIdqCwt
zf&wao1oPz~^MI{5338CzN`iikS@vsEmhRD=Xv|voYi@?pviECFYvH01TQ}c>DJ5Gs
z7T<{6#W}r2vuPVT8Zx+l^%i34gC$_igpk}OI2reIc2#Qp)*!NzL)ky8B9Q|B>Os@F
zyvi?CB)~`gB<aa*b#Hi;DGIq)S;KQ-ukxP}SmsrpHYB~u?5(|C<rqojd6n0oLl6>`
zH@H99dJ#pMYgirBIM2<UtoqCCNB+>%@*`^_^l%_=p<+ZeCOyZ}qte<(oRXtDc?{!7
zN&-|;BnydjI2nmQ-g?fp!Y<+kKEdp+ImPKB)%|<EaR0i`vYflp9J@=+DQKr-cM&x2
zCi*k{O$%6KhGX{#f>wpGq_2C9tS75vdNVhai<otMEUrF*YdoNGFqZ{XhPj+8=r#0!
zt+=_&LH4t7g_)raNLVPWt<I*Gc%aE)9d@H1VKqIVav&@Ll^<dKtp{wy35$bVE@749
zY<jN;z8om*AwLRx)B`F93KLNIQP`I}U@J~x9OQB-tSuSG|J4IM4pa9dPEbjGoj>FF
z?>yjhAb1X6Tj$BIF^fkg#f*-+5G7WR%seP9+aq(5ZOtQGF(*_Lu9)P?MEYQ~yc2X`
zljeNU#?9Rj#}e9balS0xTG<0(uayxVItwoYK`m^I*GB3rA`@3}!Jd)P8%6>ax<$=O
z=U<bB*lB<q$Awtx)jLM0>M@EgIDSqgJ-ONHhMR^Wo4aYW87b_hIR}AdZkluPjRpU)
zxAwYeVkDL4rnv}78Lu1y67%%Yq~Fz?=GS3SYofE<4x0B*EeDMpo`-klR4S?DtguCU
zM(EvKZ3-#xlM=$$FCg4jx`Sn-*<Eug&ugl8B@x4xyxu2KoU}3$#nuS8ArqDDbd(H0
z^KQa7!%?!cKw}mgBZZQpK17Mt##j%fW!o6Xr*f_^Fm3|?$X*X&OKDx4nA${|X`v05
ztIo@C{IR#x#k5$knb{FRC4e(Ic)~--9P_{q6)X<FBVy+@1kzk$C!aa70UPEdz;SXr
z>B)_v4ReAbn41&YEEF~;-hsd}bK;%&#>@%!)?RZWMiQ74E{4B>4|)v`$A@-TkG1uj
z7ubFvM#l$Zbg;L!paZWEBAL#UsOXB$ggVVx%z`oQuN9vQTwjYfzUIHa_Na~Q7T2JE
z6i&yDG!i%A8Ks2X9!K=Wf`N|Oc8oY<lT}@5`<U6VcBSoeV1VUZX?rR^l$Cy^?PT*5
zUYvT5ZK}PQGLBf8nq={P7<Ka~(MLQV$qSA}1vOy>NChyN1fzL4o~&8KFQ}?dO3fz3
zBrk;ndw6{nmS$YC{G!ZDmS?!h%;s#~=Om|tcOE)z+Rc+)(YxW_%cn*6vwy~gAlZvo
zBR>G2HboDz=j&&}hrfqcaf<(a>?@Mnrs)0b{R8azLH7I*dwv+6(MRy{QFvTFJ^C2`
z=i~6trsxyw`APPC1Pf+F?}kn;pA|idf6a<M#flzd&rieiw&?9pKJ?eoXW)<MaeRCh
zAOC=le~iC<4&OeHkAK3)7x3{A{_uwAi}1c_=;Te&m*53*5WE2gbvHh~j3v?k%bs6h
z&wpmmud?UY*z^Bm&#%LiBk&vS?{DJY-@?cJ(9mtszrZUD_1o~z#(AC5-@(UC(Oa;O
zd-3rdtodDhyp5H-6+hmGkMH3R=M3F@Ao@NQ{{SBkL&0s)16ceZKAwP&2cmbt>w)Np
zSbuu-PWHzevGg8%yovq&W_aEfy$j!m261WnBdEP8dJ>+HG506%&&`w3Px(JT<Ny4e
z|MN@sPgnFylpp`jgb3az{xW>bM8P~AACF+c$MNwKeEbL=<I%6RpB{)_3BNeNesX|S
zKftOU7?1uEhz1FdHO{UPXN_Nvw0=82CY~LW+4WFYC5t#9eu*u>FtBohxhOL=XI1MU
z3np(9RJ|V>W+JxvmV>fl)ehL@yE$0<!6dPj7;<7Y0rPn`BI+&pxa%x<yb&Msmc!$C
zeB6eQSL0*a+3=W!kNx<#86UsG$A98u=p1;A;N#2Z!sBcBxbA#-^x@;`3*fOGANQ?-
z$Gh<H?F-@Y1AM&mB6vKAk9*d_<L~hCQ+)gaAIsOl<9vMFzaAd%!N+Zv!sFHWc-01Y
z{1rZ$m%-x>e4KhYJm%wLA3kov$D{c8EIx*=fX4_vj@k&1<M44iJ|^)o4XJY$J{WZ#
zz&E_&J~t_0<)<|%je$$CQfH^6^O2JF14>E^IXWr54-xfYe9XNH9`o?=GJM>Ik3ZsL
z+6&;Z4<9$-<H*hMI2Iq*<6|E_mT!f}`S^G#K3<NGd#{DZJMeM#3*pg=kJr2i9)E+6
z*Y1GFUHJH7A3XjUAJ5tekJIq+2tFRi$L<O|hVk(pe0&feO!Tnp-q8@uJ<V9zbDH0D
zP$UL3XdPx*)u)rpP@_*WUK|>+`$qBZsEA!Tg_mALpTY;`gpOD$X-t?Au{;|XiW#v8
zPTT^B*v<hi)FZaOM~NRX+YC*v+!KJ6JtyFfgE9eqebtd_qpvR)lTn;gOLctLc=TJY
zQh&$)`91stTI&z|pa0?i{4f7!8eB9DWi$9cGvOal?X&QoY0+%>Cz=C~o8eg4=E>-A
zc-;Z|bN(WWnoNd<p15rUk}!n*n7X4nG5|{ymX0Bjfx}vhtXD3KV76nzD!g7{i7{9j
z%oWhEqdhxoINTQwPhNgVbEdd0blv97S8kqEhVK0<U^y^zxC(jLE<ZvT0jC4nxC0`w
z0emg!ylIz=*7jB!y&a2!og2r88`ZJlYFOJDbb;4pK@jfl4R$VFvScR|cdlXCtviE7
z!C0kQ1JtgI6J0Fc!o2l75l3S**gamsJRFc(qcK!zupJ@k#esrgUuC$;ld53$4w*}|
zBhdd-Su`+vO4vh7CDi&a;GO6D*e*fc0dK3XxT15%c4!TSOt=FwZfxhEEbSJarDfeg
zPfyPd+JPEduoiw7hz^5gOO~CrXvw*Y&RQzHPhHV_R|1JV36JEuDC;iv=HZQ6Wu!g~
z3#VPfVQjH2fGJ6kTZEI!jiU}ej}Jj#U=mrV@~PpI!Ls<Izc`;n+n|kfCOOJr5}Zgt
zZf;?7!NtR){d)qIx*!Ng2I|2LRY>U$8D}cNuHnkao&eeLf?!<9r123hl@bD}P)kH;
z-CEXUyu^PpW(c7beQ_8rTNE;C9-WoKlVO$V<RF^07D3|OWg+qP{z#OPKS9yYyIP6;
zV+<rF#Xc;0+9&q+i1bS~sgIku!81_kKYR@c<tN}#lF-K~<wE}`F7)q*zMgJE|5IhL
z$R|r>k>d;&!HJyeLjOBuO~$wUCnHtpAFqTyQn_U^!stk5_eb;KpH0!x{EuVVAF<^F
zb9Ub$U@?t=gDf@OYW_`)4zOXt(%TKUf=JVj2f^zFL_z#1M)-f>8`;1qw3YD(v*G6G
z;%)V?R$p8j-4)gvyK6Uw_3EC*Ye)OXF-Kv2@mgFOjE><Si}8Tcz7UQ%?HYwZny|Jn
ztSttkSB#DoL&@TS(f)d^U;f#nYV_3V4YAY%m%EXmZ_VoA;b0uv4F*EUj|VFO_0ymZ
zrq3`gyN1FVq}&^<jqYXkzrgN9&=0X;^@QcqmKMp}9KHu;gpo;G=0@c+oQn;!U0snO
zj!sqzx=v#_&`>0D3rdVoYHL}W4D;mjhdG<8A7hwLo=jM-c?O%<VB>@wSC@QQ(2HxU
zF_?Bb)Lg&d!{sn^!D#EdTv$s5f<(Uscn=KiYt9~<0P}ogGWs2SxOq}YpC7>=jDsUJ
z!E-DlPr4g!-wLbP$}XJY{syP-K#n~ag3OV-hevloHqfz3tpe9Q0T;6+0&-6UmfW};
z9uMo?EQpe&wH&LBjscT{B;xDmeu%T&6(Y+GK)huz6b?f%l#N1S%PKG%bUc7LF^5NY
zSNjvJ^>hP{knefrlkX8ZC-Fj@M1C1po#z#WY@wW_1^VmY8i5?5BY^fg2-_OWXg`Wn
z$n_f56F1@%ZjGSnlJe0cj7)>eleGTEg$u8!4u<^`{lj6fk=<QZU$_tw=fYi@%*+q>
zLv~zryn)|mpgK4hvV^Sccv&zoUPCfPrw^|NH*a!WhXE+09??vEH7BdN7w%LG28Ty)
zz?u*g#P!$&cyBNREUql};#L8q+?|L?zbpCxH3*u=r@~F;(b2}pXj-ak+dB>K2M{@N
zZiR+Haj^Kh+nzSKBqWF++VrW*3P_0CG<|w>PEI{{;lfzDrct1z5FsZeQ)dvzacM15
z+L)K@l9EOv13fPKN}xxP#+XJLXK18h9VD4G{B_B*c5KdB+q`h$#kEn$maIvQOM$6D
znu16LX$q<n9cPT^ck!BCyT*~v!{Om>%=;XSjn?7TKDezHZr^M4YvIR9Za>ECj85l~
z6c##}f1QD~LX+9lCi9}8=;+BzW78$i^zk`odeOp#;4-h6^US6Y6Zx`y=s{SiSBEF$
zyqF?;Ua}ool?%$l^-kyn-k*VtLKFB7Z33SyCop|jWOnd(CC|=@IcMi0T)d$MmbMOP
z*Raw*B=j(7ab?sn?K%+F`)k!*pwV~10`rDgjPhA1-W);Hr!x@cF>`5Z=2;d*<@XdE
zAy?gOSCLX>qKpjgYwaDJ3Vr;F*|4^ZITcKcazY=wlcA47E8)eeQbF}d#W~r0ej*ey
zv-VK5sWDmM`f%u#e9ltFnGqWKOTbF=2yk*R4+)>EWME{XI5Rep+Q!MnB49ab2Q@p?
z2#ugfT9y$K$@~}8lc7zncSs~#=KlX7k^Ui(41v$=kjVc<x$;MR{0<+#frkou#KHrt
zKnrnXl^LU8<%lsX@?q|H8LaFXFZ1TI;$;*UOE2n#HCjg1O_6{k!jTHIvZH5OInz<f
zfS!0`o1E!~ZUvVV_^7CIjK31KxNI2cg9*59d~2T@eX-eabGURjIy&QE<Ov^oe(Pd3
zM;*nS{74YD)*N4~4n2$|WlyX&8;&l*Z_MvKt2BG!IZ1m$;*$S6*?e}wf=HC7*$gRT
ziILQPvuF)$Pc^&v3<h1?eFz4&%os=ET>t}0FX`beq@EAS9MA^nKW!hZE80X$niugd
zy1-{VSRD@8bsW1Y{d*d)Z?y7~%5WX7xE~02jqjF!D9OeWv1zOCmFJO8o6EMZIHM8n
zZ}bM83<I63x`P$CjOeRZclXuDD*bSwa$F_oT(t@!0c$M8y^F6ZX0hMVMcueblxiYf
zZ-~4(qcI!nI9!E?u$uN@Rydg2s1Poo6@XN3^<Hnn+MFy)*9i(;%>T8jIZ>@gRNKmA
zo{SC!`LH!XZ6{jjT+Tb6c55vn_U<t85fg%C?z*C#08mtcN0@qe(?I_gtk2>!Q_vs1
z20@Ugd!uBIK`E?B%#r*^hVo{gp^PJF`|=NE$YCfqL0wILG|%%D4{~D7<a`~fNmVI%
z^88RyN!H->5q~8}{D3<WT`p694>S)H?V645(;iSc<OLE?B|^KJt?$<OiU(Z9(>ZZ)
zlM7@gfv7UkJ;-Mynatows=g%Yq@<^p6=fApU322kguH&{fiQ;zN<ZO)aV4++_JGQP
zyaZH9@|wjA1By2Bjo|Fiz3wJ`aU$bDmrG=GHJeD{!KAQRtd=YnHVywq@DzC9$$_>`
zh2}j(SC0o&4zwkp@};d69?%u1Ee>?Kv~^U%#Fq49(wFW$BvyuAKqzgS2i6=Y?FD|6
z*6#t81EmS5l9ZP3exU0;U@J~%9OSmrnO|d;TsJMPVWYQU&{Wc+*A<;`6d123!oy;R
zp8`eA6Vg`;lmC~!cLB7ks1AlhNJt2;AP+^P9s<Y><X!|(F%Te%SOFuFSfd8Rx%Zyr
zp3TiUmvhb~xmp#hAn3stmkPe$)%tFIRIAlKzG`dhS6f?KwcppD*0+92)!JGg|5|IF
zYi93#_RQYrKGH<IXYZNWYi8E0wPt3mHEWVLuB6k^ry-EH;tcp}`1EQVDSW+sKB=iJ
zxs7@XE`Cv^WUtx9!oJ0(P>_>ZR}TRHIo>3vJRa_U?ryGao|)TBTh+}sw8s-TaCU>?
zS@PysBMb7a>}zsJE188J*h}ySWml3s?p#(jc?$v-J83cL93h&;tAATg^_d%}FFgzf
zX64M>e1GlC+^E=}r;nk;{6)|<f#^3ueSs(4j_5S@faPYM6q5ZT=?xu$=9BjUu>KlI
zkSE|oOZrDa3LNs9Zca3N^LJ8#{q;_3{?6ncO(MUoXe0Rsc1Gbwwzr45NGVHub1hJc
z6cnalki9e((N7~4*x`xhF+uBLfgdV28j^PG(e=qmjP8f7b8~ihzf_%qG*g4B?3{F=
zAXQ~!Hq=zT8SkDL>7hkMkbQ|#qwucK5Me-z;;OyVggS=7!SkGiaZ7LK>Mf3DIAn5!
zXR(#V*BIFpQs0-k7vUfM>V_BGqT*pp4bit&jf|Q)ydeI530Ga>mk<}OY0zxMe&nNY
zkOD14Ve$h2A13ZS?VH)_f42m%j3rD81ts4>lqiLsw}kmy$gOe-Bi1gsis_$_!mBby
z-w7=|v?}uF`<w$+guatfK2M9!XZ24^Ab*b?wuODx;>TP2oVIlm&bS&!T=d{We<Hyv
znuv)22b5)0`7r3NX;C3LlB&w}Cb}<~u@!wkh1C>BsuKDJTr7}!m?M&!J%F0-5|$3J
zm^wnZVL?c@v><0wZ%!VCjioqz7vdAe;iIScz;k3~rN+~oNULLwq~V42y|~%ktyFBg
zm4|2Uqz<v8=^(@$O#hF}Eji}HF1iTNqAy^EJw>uzO09C*97$ZO*rSbAOm!>VFt%2G
z%2)JHVHC}ICkeHUJv|3l#`Yiyu#I6`!<Mez^k8gbPxjl||DC018%rZlJ>hs3qz7da
zme|*&6=2dd@e!j5J!25dtjbcxA!%Y0GUwDQAa_V}Y94oz!r%o^x0zYfa4F~4<b_aD
zihQF<usSB@fGe@5g(g!cpqrQqQboTv(eO&dL}Rrilci*UQzJPtr<zw_H)yJPB|gzq
zLr;}XHJS{Ew7-00XSTJwK0O_<wLB|-Zjk_oIiXC;2}QNN-kobr?AERqQ|<k`XQtb|
zEqFI8oQS~pUIXsFoN6?5V*TcZpNJ(P*hmwcy4#&DeV?-fT%)?mHh(&mNtkytqUUqY
z5G2ey{ObCzUy_nu<50=I#I>sL8s_k-6}WGCKiaO=6mvI|M~GsofK(*PL`DLi@yA4S
zcLoWBY$QJk;3LdeUx;W`fKfrV$~7t!HI05PqIKoX3Zl{8#x`gE@fKZXPyPpDTs-?b
zi6t$j6#e+tt0Q$mRYuU5mCnfQClM$Muw6YMx)W-FKfG;E`i10Q5<q6MRW6yWDs(&d
z@eyq+Ph_IW!zHp4QszEIMLwk+%S)?*g52CpMsw#xU@(B@9s%GZMB7CXtqPzy*{V32
zyE39}<!MeddDt}PFRc_QrO_NKtqLld<C%=+c1K_^faabZM|1lkS`|QZvQ=?3_q>R<
zm8Ut;<l)lXi6pt4mAj%PpXiQrimQ@>>bzV=cJmQP3?RE##*y7yBU%+ecCuA*WcR^{
zwv{J4(d0_WE)H0RT_t6QmV6ACZfYOo)%Iq{9g+^{SiYf_CY3M3z!}Al-q$K?%6k4$
znjyvNkkI|Sl`T$TPR}x=0Mj~NBoBg}VhuDEDyE4Sc`U5}W8JSr5Mr90!L^wzkDav`
zfG;x~zyLf3Y%`VvjlNA`B)K><=W?FYUw5sJ)x<@qoxz6U2do*zwgWjsahWzSeGdVX
zjmFR(t{t!CP1fB^o}Q60lDv--p!vk5%sTD%Ya`?B_VmWu=xFU3QxNJ0Vt0V84~Z7-
zebTm!L8_?qRHxl)&vvKhYVA&~C8GI22qpLrUTP5YY`THL=^&24T%)I>2#h3k-rPQ1
zItRKhj&+&F5Wa3EeE*e$@EbJ3j{v}cUov2>tc`F>3uYQsFCS*tb<5!QxlSKfA!2zK
zMH1`b!*lA&Qm^Fna8CE|VbsGA5Vi}JFkGfMT#-i>`RGycUcCdMG3Jxgu^aPH`5nR+
z3x#l^eX*qIA@3`)N!sW?Y-0fSX~0(3?!V>kTIg3#tDe5uNaj(EH!J2SWo$W3$T~cD
zBqfOVf+!I3a|MAYE*qw4sflWybonsZgg|L?BqFE~9DhV{f$<{GhQN1?@fz5E_rn{8
z`w{}8-GUD&y4@a-9m+-wp~7;+grzKE%4#c}4Z$;z3bl=fGj0ecNc<Ubv0dOVU0h&h
zR;^Wwi|L%YB6?`VMU#3M0>Ty-$%XKFntx`7xM*QFii-;y{jRvk#eSx^82r_<EOC)T
z?)TqvUpT=tqRnecDY<cN@Q{|48(pr8%Ml)RAw9H#3j%~yE<Rl4ACn<&CL5EtA$<-*
zki3b;BxBuynOU_~ElB<#r>+nwAW6mul8;aiLqL=fB%i=;6c;2m`dvYii~USNGWe@q
zt{}-G{qmwDuQ8=W$?Jm$wX`UycbOJ7U6f!M;h3ll<=)05X5DctubVI8-ApDpeo!r2
znH9))X#_F^2WBpm;8=B2c3mM{?+K2>0C1R}W*Nb81a_mi;IPr}3XWXtX9|wNU;Vlz
zILZ+^BhkEyO9_c@ExeGp%TbA^O9@)ONvUhJ?X{78^$x@;1=U7tlJ4*6Zp2l{Fg7xt
za-J<kyj(V37gx)0Mx;EJ7%oGkVCF)JlxuV9DkV~$LOl!tQAVU(hutVHQf&0QA|)65
znIdKISF@H#iQ|gsMan%ZR=|}+@DFdvCA~&ob4v-L3xkI}W3>{|iXB=3_X|*gh0SNO
z6;IV5P%WJ4^O@&Sx><wxHh~Dxim$n@(VOkG+^B9Um5HW%s%2cG4}UcR4$+6Z%I)1-
zAu#;}#*waf=1k1#8yj<72yv?d)T^UYwHDmjAm#y-{^G8Nv~u-UeR{6jbgwoUdTk8r
z@2nQ<bXt@c@@=tvV<;8}ZlNjmC_$Swp=+{FMzb7-!#}MShlX-LgMiCW?kc2Pz2k5W
ziW_SKO#-4U>)1b5)Ugs1VPAHk_*D2MqMDF-T8c_TyI+h2VQ3eJt`gdfm^L1*1vWQz
zavgRAU~`C#8?jv)JuI{5BSN`5@DLlSfW^szqdM?JCkyClS)D9+jP&f@O%}?4^9AP?
zI$t2b7CmLqf9q0qewTeA*N?En>t}Kw42f%H6A~vPa!xQD!^TL<N)m}q9+Qn{Azg-P
zb<3QWI^C~s`3z|4G4_n;Yu;h@jB>t9n+eCpHpC{Gjo&3cLaRKAa1nq9pMX#w@v9<Q
z72w1sTje^j6+McuGop3n-PlB<L#C^oqX-w$xP+_@46qD0wiMP(9)+07bYnXea);!`
zc4C?|l+J8(P_1!hbA+36X*)R$K$>Hl)kU!d|26EhmWV+7S&nT(@N0V!tD7%$LI&Gj
z3ev*+Gz2ULQuOkLtfr_vxmiYWl!;}Oh1cw5RKZvP_hDn{faYuQiI!3HROvD*(MTFz
zEP(U7z4lDtDa}XZuc8#hq6;WJJp`QlKVEW^stXuNPEI4<8E%NlBD$!G2yLoKX7ktY
zGde6p@nzN@AMmT|zhOx(C=C{s{Pm7gt~A4t6hB~XCITrXo~z>|r(h@fW5k$hf;W5p
zF60hr3OLT8IVt`B7HTxo-%ynj{3)a=`)LlcTYVDJ@V$&I@??H-Jj+^*l;o8NDQUH&
zw3Pfe>;y^4uj3O*NqVYON^0@p(ZXQ=J%bA#gHYgt1sBhNE)Vs~IQf|;`u|;{;zt@4
z^i%~Z=pq7~RWngBk~{}uEcTD+iSY35<x46(_tvG9OFZ~p6fTDPYeaQj@5&`BBj>&)
zijJe#Jz_}A<rmTSEfI)A_btWWw?qg$xb9n0zV6q9+3WUG*{Owo>M8s*KllfCLCD<%
zY^b1xEn@qt(7-XDJRHDK*i7+y61+;ueH*k)Ob?fXCek`t(Lb7Qv=;9FyVWvBUg2?s
z$djJf;`<Q*+8s}@#V*(8g@TvuFpBi-a~xQMdorRw1n+L8l5lKG$;DW|ZDtrk-E7_H
z?EP5-9uHdAklj-MXpo$(?lfH9IX>N(zeD1EBiLrmMo<XEZ=nxAt%eR4Lo2=Zx!lwf
zLr5!RttL>ZSJ&eJ$zen;VH$n@V+ce95t8+kwvt}6vd<l1Z2@N1qtIHF&Q+@^i!s$6
z01iwQEk9b=xbpJjW(0FK{Lx}4xrfdeXz76s&0O5&S*#7?PY?)?!TE6-mnUC>Ewg#j
zK58SV_f9C%9j}N=R|%N6QClNm8Y&gtt%yoxvu;3aXf}l<ezq`m#r<(Yr0eq^O5%%+
zt(Pn0lt9KiVi9b{{;h;hZ|rxvZYxzEJ#p1r$wv@_Ha!im3Av))ZpX_PLe#GoV<}Hu
zXd0p!p=wbt>-v2f^ioVD=%ykjlFcf?M8}c@&)^|9(`KQ6F3&<=NoS#a@%eq1+<o!+
zgV?5}P4Y(wD*G<AwbaOq?p8GNvRNfY{zOZB>a#6ehNc&>so<zy<V<A*=~@5*a^E>W
z-1iPOWt~NcKgH*X(o>-+Oq33@5xK(DZpl{`LYS@*WG+vg3|E-Sx=x{iFU3-Vb}C{i
z*{l*Qb%GJ5861^b!e*!^lxL{R(-|sXtZsKn-xsS-k8N6-SY0dV?P=83QZyjCTM-S&
zW|g1;B{SKPpmedyi`Z0fQ!J{DSZxtzJ+WHdNev|^-Tlq2P_fD*KbPvN%oUk-y^jF@
zxDcX>QZ*bYR|X)SVg4Gf$dq-xuspj6x~Pa<WV1@Jixh~Q6&U%Xmav)S-Q}6(o$1Vy
zFET&w61p!k|1h>`X(Dr-ptp}vTSKVZQ#Xn3Rzw4`StV%TBx@yV4n1+1nNh~3gD=M-
z+X&4s5pF%9*>yMd3wT1yTcmyy+Q=AWQCgQPitQ$L7D5ysC0IkAQyQ))mUVr-JR1sX
ztB4I{vr4exiDvbh#f9lbY$iNzw)BSZXaJG2AzY0?iq>hV;4C}(Tvm%S2Nc%GZr$mz
ztxJ=~M+>4mjhb6Z9*Z7VL<q83B?tkovr9WyrBZE#UK)!~BXciKAMT+aR8lh3A*5s*
zv`6I;84bN9xw6!5&U+U^mL4m}8jo%beOW8(x~4n}2`Z|Hg=Dizu+Zub3R5kth>m2M
z%|17mXP<65`|z__E{)&r(s;`8EZ3B4e{&anA0qLh_E*OZo&1gyr2b+;VMu?x6}1?J
zipWnk%O$@E=(%UL63b+4qk486|CgX4w$V+#zXs1iCqJN{kz^IB-w(q-KPP7{_%oY4
zU}fG(8F$VmF9UNc9-yYe<TmwR_yxIXp&wQ<cN%lwFb4)5XFe>foEcN?vi;S~?!NY<
z_7FG#fXNEfziUbPkj^t#Z$gA#ssh6CX5xe{G{y`561o=<uO&*JjDIjVZ9*|^(Z4^T
zV*%*qnV@&*Z1Q6<O#dN%{u6$#pHF@!ets@~ekp!dfL|%(trS12;OFYYlGXULA~^zn
zlC|*X`C!w(Zaz609--{9;%7blY)g(8FDKB8-TwOyhmTt@>XuKA8PwT~jFIHIJg2{Y
zJNSLzZLGDYK$Oq+q;tO8&t~)Imr%4(v%Y{&%pov>#pj@LLP~tm2i)Ix-qRs+VE4RE
zd%V%<?d?3b(QV#%-WBbMS&S{(J@1Of&5h~y48EL)?&3E$y1m`w?cQ$q>gGo0JQK8(
zvLWX@xMsN9nNT@%yTyfk-LXy=j@puo3;6uGo5KEgHO^%DTD>E}4XO9uRJ~W5YtO<7
za|rPZ(G4MhNVhrJsI~Vvw<k{G1&VO)yj$zePE3L02mFrjYxW>s(Ij+sQw_ps!c};1
zwQ*~2Z4$h5C@RUmcBe5`dq$%+g@KMHn>PdONsLgk4=RE<tzEc|8qT<PYZy}z+tI~p
zWSbBo{vWP!Y_y<h(5C&E*Qi4S+AU~nR|jO&K^TRd|9@1^8KwWLPmtA^z3)fBL~7DW
zgOh#=`F-|@K+SV12Jc)=5S<{kaSFCMX^|TaD2y-=L8rE7wk7ET$YQ#=r!g@%G2M^=
zy0wwU-ZAUTbIxhEcB4NnklyZQuK{ubXli8RIp=I7A|x`Ig&5XzK%k9@29n_TTy4WS
z=X4v>d&bT=XM=z!-vwRoCb}jdYQZL*2KO#dw|IQm2Xe+W`KTi-ADWF4)fvGjC#PeM
zSN&f(RYwTVk7(hEeFD0nb#N_rtnR<%^}J0%=r~f3H1GXt8h;M>sGBRDDbhQ8<o&n2
zLC_qpJg8R>&Y)M`#}lZJoThoDr!7Q}-2g#(J&jn>8cmE5Q_>mYi;Q|x#MEP-Fx8m2
zvDTjLQRuAcW)~(knEr0AH>c6Z)D>VDfMvS9e>2B(G!!PiA6@NOq@hI`Gd;9C6BdH0
zYqaNNWjHJHoFgS-twc+~DOzuiZ0kQ*1+USI8L^U>zkPmN{~=yxePW_L+v-v7NnS24
zI4J96FKc3|-VvXj>gAD%p#d{SH>1|}3@uM6_Z07QsI}2+f@3;1*>BXoW_JRz8p#Vp
zpOb5Gbg#odJMhnM;GdoN=UMn?7yfw;{Anb&zz0_!p4<vQ{Ue{yhJf_2ZUln+El9XC
zc`^OHjsD&ae_@IK5_-7<{=&lirSOx~0g&8~UXSnO4s4i1+Gn1Cr80d=Uk)GEQ#V%<
z@=k<Ip?5erIkmwNO_!(p>lHRf<yzD`38PD>c^^vT9EqWYJzwG{roYigVhF^cBQfzu
zVhDi;*O3^m{zzKLxHrO|uGD!@%AH-Q?4Ya!8Kk?Y8**e2nEoDG(T4m%TZKffJq3b_
z?WJoo_>7oVfK7I<LA(*iz6zhJ+mz4yfcvuxw<(uX)qu_UK83%18h_Tl2RG_;*#K;k
zaSu$}A_-W;ciU8(sCTC})f&BtvD!0X>pW3!!A2R*WWbI|EMaJ$owit6;JVqUztbO_
zYBs3vK*06}m6HLG{xs}7`s?A~(Cl=*vwNaFy}LWpn3%tNK6Twwe0kGfMR5A-ckO)M
z`Okme1<zN%^Kzd2FgA_mN!})+`Tp&TLYkY;fAr={>a)FecXl5HlAXI$D3V~Vo_a+8
zcq?PKIBCVOwDSZwZ?z8o0d4M{X?J>i+SASUZVEg&vT@zICjrS~B*KZ=P6yU5HC;r|
zZfyi<w{~u=1?3ty%{F^;8^;7N%t(Vk9}s-l`7?HqAI`M9P1^U@yWK`lwxM1Fy}-nc
zu;EwPwY{KkgBz{jKP*RzC%dI;S>izLsy5+OSPGU<TjAG=<+TL-;aM50>BAq9o-vZF
z&BzG|7tmh|M7_T`*_)cbdYz=bH2_x7-sgb|feR|G=UG|xd^4jzBgxg7IZw^V@l>17
z**r71xjmk2z9EGIYnP}f9C9?_{--fLu-l~~c`W72OK;d!+cmPwikRU9FzoLfR>hih
z9(OLIkmLar9`;e56H*$^xAZ^4Pr_!_k>pDc1L?SOW^TTJ#LV0%;1+f+IX5+31kDt5
z^#h`-5KU13h)!b<=(Oi)HNrwQ{sMr}5nnQu_7BH)@QYdQpzQtiPHX;7x~!>xW|85Z
zr|X=yCEvhqUR30ZGy+i)y@&A*amBK<q&FCCXqx#h4T;dKVdN1u17l_ub-4Sq0!N;W
zl41RR08BHmY{s{ODMJdAPw0*1*F{eX3x*40rXJ0Eq>79K!BBiAVj_$I^LS08cxh7G
z>CoG3EkceAafdmA`mTZ*L(u&Ff>J7&Tz;L&cv^WBpHZ;*;A!OX<*U#{>rNO~Bk|c2
z##)>(uw7gZJSCh+OUx2a4knVES>hQ0EO3@cj>Yccm40##7%e;p5bC64TH=ELiG<}0
z!H=0)QYnJ<v{Xu(2-p_<kEdpYED1cpf0^h>VZnc{EBJ|T({~J-bx7U^eaXc9^K%dy
z(Rq!~r77m0Th*XO(AqG>{L`5XR-3w@&4bu-3UN>S$-J$@Rn^s}3D}kWZ%2x>W&hD)
zvmhGE<^Mawskemue`_%H<jDUI0<g03|NO%8Uy;T#S^U3|FfHbQH6ubD!bcuU3}qtt
z69jBe1h1pEM94z3G`v@Ir|?8@8BPQx6hE4`XmThGjZGN;kc0RLBrWj?<L{~({3SAB
zT$d`qyAd-+ckmA3nkp;PH0{n8zd(Yt=Zj<P`J&6k#;?Mux5R|;-@(+AGhrNgp!|e!
zLGXmpT_!WePYKl-y9Uf0%4BgWj0u}8ejGgF-mc*R(UZcH#Ri%zis|%eJ}B}56Zz+1
zFNdHCO8ywtc=lYo32G{-h7stiK-@-v_=eWx2t!2(i2f=te01lpUMUG;rH1vnJQZaB
zB+JfKn{K!E3R_p6)63Lup>F!KJiw{SJTI8@pWp~)nFY=G3X|M%R#SKPKzGgza>k{;
z3U@8(u+)E=GMZ=~Eotadj_Jy(QrN&U-@mdvOwz~nuPP5nFYNnQR|l*Mb`$00mUMt8
z!8<JJ%HN*+ouyyl>2=kw;2-&RZ6lX2Fo%Qs`+7BZkoy)<NdrC#V{nh;CICb+l5^Rw
z{~$T`qsC#u^Vw2mYOG9-*A{txaOs#BLw>Z^7J)eAwH5ERMF>2oy|!M0obY1!qrJ8;
z#dvLDR)X#ti|e(83<5^`l@)ny9ZT-uu*Tmd3<7NJuQOMqSPMRg_#jUGU3{v}TkCy3
z;Qred+$E;?jE1w1<J<LEIQCZ7hiDD>$#h^IoyS1iPXK`Zi*YN4wc#yp;Pe8g8E3&A
zy~r+P<9t8RyfKw*>&@52@@eXJF-4?|jCR!uxRB&n-47%_%eP_&M_d1_B3*M%dKLVJ
zEy=&+Q=INsh8AWdxd9rR)ZtIMSA;jyZpZR8ZU2p5UH{#~I)f_LF+fQAwBQ)H%HRP)
zATKzZ2S*zUp;--@I-d$csOgNCu`4n$Vv-rw|J6ssV64v~7H=+&^{G6pC--9$#Fh!V
z^E{_JtB^dkrsUS#+<S9#X{RW_F%<k)I0}-tLrr=6k>oW{KoHtb0DQ^y;Vl~210{fE
z+*+2x2z*G~HD~g9XoNcDJ(8S^PB#yRKN&1|Dr6OP272Sl6)RxVbQ*&EIu6UP;nOK|
z@Px0o&nGp6Mh=cb2CMbBxthizCouqjjeztV2_%+v9U0st2);wsl+h0|LNay>`jV03
z!?CxzxuvIcqm5pE(oKxt!x%zf{IbL47mrB3?%H|>Zm*zIMr`2h3^pzovSySX7ZX+I
zd<2XuH;e6Xb?JoJHOd5+O4n|~W4fcGH6<oTk~*-7O~|XTh{_f!MUlk1_~dH4cmpyo
zO}0-2z|bR-z^iNb-*R`2>##9Di{?G?lXIj^Dw>Gqsp7{|#Tm<oRDF;HVM6KS@c2ii
z3b^3Wg%8w<G12|v)VW4nKJJ85(5Y<DW^!;B(Q!kU`w(y$y8Pu1%h?>oweT|^tL>PA
z)8FtPIce|16NI<`q7oQxfWi_u{^Xk=%0Lq$40vDd1Hzu8C<S=b0)r*M;f(RwIpIm(
z9jjdlr`0Dqb2E@kR#%9M05KC%>c`gHG~4ds1sdptp4Aj_M)>L5uh>y*?g3a3`~bkw
zSrF^<jn0zze>yT4&E8rq%^H4x0dZOc*&BXGvR`O^KT7a>&5uOIau^QZSS=0>-@gt4
zm*M->d#2lU2!SFkn2xi)na9L*APTdt{eDGVvwhfw6a7)(;@&tgGYt_@dh>T0XO#q3
zo>aV7@4zN&zOOnl50ls(<k2qHq2#M5Ckb*pBnkfkBAN)gGo<_8SP+JEapWo?-H18Y
z#ING(HNH@a0K7r3BKShyCDFq&dp?r<F(9VDRs}H0I6^V?W-2Exfcz$WAufQVr}$eB
zNiRn<LW&#YE4{&XvC%&UH@l-if1@}VdWw9?rUMW%J4c64_3~{*@<+H6qMdfM4xd0A
z(&5MJ@CktjwGRJ>$U5JLKU#;6DO!g=LU{>s18NcyR6s0lR5auj*q&TgkvjiGqt3Tt
zS*YodW<6bG#crzzn*>jJF5re3_yl}nf+J$0G11XZ_5p+DbHSpcg&V8&PJKZX{994S
zY6c}r&Ht#v%3M=X>h0qxW2I-00A>G)PM?;D%72SbiMn?gBwj}4|2V(8{s)$Y%HN_A
zqbYY4|76jzOWGcUZYC2o*Z7DTJPz?jfRu4auEr)Tq7h&`90egpfad`C%8UTdDgi9R
z2rzI++@)%AAv9w6Mu2TNEMx?D5kBFoG6Jl3WZFjG6krjR&_g~3f#^9Eru^cjfHR&1
zDj`%684g3G6{aXJB}d~^=nKY&cd+J_p7M?Af4NFIF>1Flw7{rUVF1v|RJJbDscc-{
zz#33`T#TyawFsD0ErwKaC0bbZKWb4U7yxz@qt6j9Hs!JBoMRxJbB@;C&|-C+$>M7J
z->VicCM@Ioa{vn~!kIO+A`I#;8^t`Jo_Gr}GQ0;`8z$U6BLfmbrv4(&PGO7;uOSct
zm+~^zBI5#<!*KXdIRlfiV#{m2;e>xcz-2grN72vMIi`fr|9=&Atc=Q0cEQp((xjKJ
zar_PqcLdIj#_^l6AdJQlhpiI2jbK2dapV&Om(LM^jmD9$7hL+x(>VSd5K~0sh~<RF
zal`ZA>1U^a$&{YrHIAe%AdTb62%ISnTx|3y5-n*QEg`Sgb&_>OA<{dtLOI$;YJ*;A
z3B;X^ttqE{BoK$RkMY_^Lf}EIeLNT0XaxRf?IWgG+DFVwh%;~tli<#0akY=gE3oE!
zRz=#!hg#Z46$5UU2m;5Kb-EzvAXUK?vLKuEcOb@ynYZB+6DScAkkLdw%?I3n|5DaO
zDl`c!Er>euO4{b~ilcOr@zJ%?ypU6dPOFRp6qBc<^=^r1ClC14sk@j#_GPq_J-@pC
zhnI(Tl2d1nZ*ppoJht^nEy1MGOME;H9+r4zWy-K5w__6)QCazha1?|nEAIpFVf$In
z&)#?}-%|ouhO%<tkhrVdqz#Qwi`wCNEZ>R4Ldwcd;S;_pW#vg}axO(<X;GHYecgnR
z^xPYyv5bqD$G9;L1Y_4fWgRHJcrZH6Wi1=U;C_bTrXt0r?ZC_i)6QT+^pC6=rH9BU
zb^aa!lTydfH7<1vt2Zn2Z2o?=T{ND}-v+?YqfF0c%s2eYaqEex5T)ZcsN#%uNS@Bk
zC~t6hN-A&uR&;+jp3NuzW;X63I&SFlcm!O6E_Xf^0&S!2IU|y`<E#v^yp^ele4Oj8
zNh`)ScZcq^d-Z7<j~mQO<W(#^CLE}B?Ko{*p!c_DrzfTVG<^(Lw?P7i#}<&#vAIk4
zZ%s_MyAXj}XQ@;7gFU8mnut-r(IRH~K}UH@A3|^j4U|DJllf;=%UedNya51*Egn5%
z2(srw%Oz&=VACecVK{tzwKz2L=`sXdLOyBd<!BG=XH?X+GUkvJ4{Tajr`toe6VXIW
z3x;&BjRj$*R2;cVNH=0_VC*4$U0Hh3VeBD%H{z0Lo;{=ih$&(Z!E(YL@-loPdk8(n
z+e1icN%jy@S~2ydi)OgvOnG2yo#-fqtM#0*siZK9IQoy=8?mT0dP65rIF5_Na+VPS
zamX?fZy6y39@LhRd1R<p!5?iI!4%6ff_Vw?2<l4`RI@CuWdwNzHdm`EvWz^)wv5Qw
zyKJi01<)dr7M%A}h#_L$kKq#&B@t7Pv4niW2i*UiC2a{2=vfdG$Ynx#CTfhbeMCeR
zPBVI>jney;iHcs)J5DnYyDr>DBhimMv`L(hT>?R4?)Uj-urVM$Xw3idtLraE0=OEM
zYF^+N9+aF3MxMnsK@a#S89V~<=9rWbNPdV-$TY_sWl^j$fR7}@2qd%S`QfueKp>gJ
z0eslbI>#*YE5I4hfQyFJbo5=JDRBepIN3t$DL!FD@$lhd;?(Lf;cf)-;yW0$W*Ddj
z5~)|)Kf-Vf-$3;vWE3(`U4{dMugX9r&WEVm`cf=Y7Ly6%#a9uSUJC&&75Al&3*Wvj
z!_U4nG)B5lj3C{d%apXeD)|cHOGqh!z{j(i0D*2?m*3dlXx!MPJJ3;O+-dY?J1r44
zLoH8ha1&c&!d#dr?@>fG?>ecARXXYn><z0DhScq>tEJb?X-Hj_fz&F_3fPu2HZR&4
ztiyY&?XXb|P9k7Z4H|kvL0;ITcBKezGP0FooIq?8po@(dJV+)8dfGqLJ{u^lQ=hbM
z>7<w`-S+I>sh&RS;)fb4I!F9wwJ0(sxdQ+gFhY~l%GwA&vVfUJYH><TGQGy1>x5HU
zO~}&Iq?iXq8Y6>O<<u6lU(}%xUQT@s0Z~E|o7|1vu-wvV_DEO5O60o;TU7%}<M<Lu
z3|+rFEOg0M6&~Nifhl-vDTOum4~Ny*KPWY}$vfe5em7@coRj2J*o~mEC2Bv+xxO-&
zuLOV8{J39(zj~xAmhQjhzI?&N1}U!sZxI$^exD5<B+tx+qP(Q7piUqH&iv@}ZEPCT
zsSI~NM#|6&JT59jB#-R4nZq7Hz-8vJnXUS^XLkWq@6x<Rfw>xRT{}eP(zgz+GpnYK
zUQJQ#Jctd}Y)v*N>Ja>^)%LEZ*0Y_MR2IH^HZH4QQ0cfB``1bU9JayqXc~uhp=p{K
zXc=9z9EQUU)#A|5_QMfy8QNZdt=xp+jA=)09LZjukbGUMKI99Y$5zx+d;JhN$Mj9p
z3eGf-B1#n8ma<O3>@3MN081%RFQ1YFEkw?h!H|s4S!^B_*eNxAJ(3U{(mRjUk<u$+
z^@xrbQ#ap4JDi7l?!ST)b#^4wHBUTH-#0Vu1Vh!SOiJvph%zMZK97g{$Pk^|>Z^}~
zW`E6T_S-ML^wQcHwI`_{1WHKk0V#nVS39oRA(Zm#u%Mpkw$zl(OIx%?HbB`88>!qG
zwe3^w{nBNt-s&}bbIMZ<0V*(5mH<t+_rk3+-EMtvV?^bS-83sc)%F0vxXYu-V!*|)
z+y>*_9na#5Z^4kH$NV-5K{?W2EjZFAL@|)@$KX0RLH(AZE))8Qkl+O(;^A&W_+z{t
znSuN<=qcVGgG{Hy24qj;lO?dMD-Zg|Bk74Vs>&*>bfxNqDix8=7}C;}>xDsW;A`9D
z^IAa{9UYHA9P+}5_rf3q9@JhK??5(sD+-$A0k}}=`SS^;SY8;Imk?*5Q6NEE!s2>i
zAg{oT^oWYQFiuc2(k?wEIdQIa3FC(0+<Ey0#1XOY=kN(d$RML*o=d#(!}z=pxc{zY
z;D^y&5J!y5ZAXl5lqW{ab)9Lh7-<9b{$=Hg0Yo3}iy@CkiYcx;f~=%hT_ee2UET8|
zpKAuOW0{k(Kk%!AW8>E}$2;}T+<8~xy$<`^og2I7T|3vCYPZJrsFd@5qtWR$+pX?-
zj~YAw{PU)p<LAv#5qbrrHXxqT#Er1H?W&un)O|hGT-~FV%yR5g-7uWHewjkU$zz+9
zl`jmIiJ(%zn`NSI@<|zl<S=YPrX$AiZ}NFaI0{0}#hwV@!}Md`#=xA5U0(uNhTFlw
zA#qpM$+v-%)KYqQ=VDjku#nrqMfilT%I)AdXGZa3_*pb1Hfi5u+z$(r;(iB3t_f!R
zR^$W5gqLCmt6P{DL-%*F*S7b-#jGYk!{QjauVc+9y%IBu)Tbg~+8dg#<1)0cp}VrP
zqkF6EqA^rY0AT1*rgaSSvxv!K<q+f54ODTKo+HPb#T<0O;qkZXd0taeHDUtRT_d_b
zoU@}Z&%s?p#|>S+3;~y+%iFfrrkh>5@#b2k#S>mU-I~(oDPJ9N!3^55>hOPX$C$XW
zF{#a1;2LD?Sm+_t*f#?TJc6EX(bAtf7Of@HCMHVXRP6{FGuP{h?jnf5P(KpELQ_98
zX0cg{<uDw6vRWJ(F8DYCF2e<@kV>_SMW$m0$wpC@b?l23b<DQegx(M%yI|RDXnB+F
z7xULdF%d*(==LvTK^VHlVXK60Bc>l?v*Ak@hm6YFY<^x5Wq3B5+*V(G6inof&1UCu
z5GBBvZSbVMl;GO1(q-0~ZY{-J18Np3gj0jsKH@2G_1xV|*){l=Va;jO;odY=To*22
z&e3Hpz~Em2CMbwZ5DJw()Vc~<^c+HvZAFs^5@Jqlb=KWdxjibMiXRju9E?4R@67~f
zTN}7c=p)Jh1-316J{Zdhd(`QG9AS^5r+9l5sgTJYMM_0JtEJha=$Ih0M|Hi^!TKnn
zrR2`FNKq^J&N2C#-t<LVqzJ?zi&VTtiV%2ETcplGMmifsjj~8#ie-_)yo7iI^+gG)
znHJX~g}egu?b|D|NQujsU|s`@l)h_7uT5zQs*7ab*R&n6L=5~Cd_plYNC{rdCUvb3
zc*)+^1W2@SxFANUt-Q`Ct5mW3ns`O2_cf)Al_r9KBe&qSW8;zRJe#bWNAx;s@oYZ(
zeX7(w&DiFYvH5iU>XyOXO?()00;3-5mSlG~IhkxHe7ldB!Q&8b_DLCs<Th+VrrBpb
z?lf%TRg!f$hj3pXj*k!<(7gb@G8@o50rL*w+V`y}MUQ(DH?0iKRCWd<ln)OVF(0fR
zF(FC@V`<AUjtwMSueKKSX!yplJ8)RYIQAuc!dGP+1I}TyK+36Hi}l2oaR!0tRR}DS
zid)Cd-7cL=CmVa}v(r6mzEMu0N-yoGkAuEsMEMog+!BkXdrn;e+7|ei+ye`*L>tbQ
z?Ia<F^UDlBFr15H<@*6^Mu}k(qhs{Q-$TH(<2ICxOZ&oBzB|o|y*2_TczSe})wvf6
zj3K~E7-+N6g#$i~{WfXuZ-Qd3eRHF;zXJ{+>(H6HaR8Ll&DLJK*hsTAF+DqpsaQnu
z2*AaX-Hn<h{1dUZNLKPZUskWW)#l>T_%<fT6#y8}OSOAvV=>dn4qj{au?p{~Cys)e
z<3&v=_br{0Q&-0FF?YA5PsW~1Jq!U+!Um9>irug*03^fHEdVy^-P4n~n5V&7UGq;*
z4*sgQD2%`)d|o5HDL2H3{R<EsVJk7I(l_Q1ls=g{$vkp1M(l4Bh=3EA%vi^y0n1@H
z++HoS81Z{80xlzd<+-IoaYj>)UQJchF`I>xF#uZp0Ce9!dX>Y(lK?x4=!_Y!9t*<I
zEe=~HbQ{5d#*D|;CVaYx0Bo!Xd=2Z;XI_+18u|jKTCkk3BD@Zt=u`_m#aj_b=|@%s
z(g88`pNkE7>l&;btou7X6M}GqheDP{4GQJlx<+l#i+_Q*I<By2a~^F&AP|Ra2=O)q
zLf}DdLwGx~(Ock;wjp4OWkbNcgg67Y)d}v#7uSY>yaFrX(<`zefC6uN4<10<wHssn
z^YyRJTp=>q<o?%)8DiSc;u8}bA<I~~x-n;2{?Z5Bf8D~LWsy1qaG)R4>Vxgz2+?co
zoud<bh_3~)6kLqX##mdFjbL<oc3*S6-BZ2D?@+3BAZ0|ft~S6rK(X4WA4}x?#{)j4
z>3(I9a2Z>`_x<X?AhsONe+bc_Rpm`MePN$XU#kd|iw~2`1jmXO1q+Tc2R>4;p8N_&
zLU-qRPIrcX;N#?Q6oe@I9|YjTR{KT`Eyb}p@NsMjU>Q2?fkWahJd<z1fDK=#y%L9o
zblQ)>Cwx^p?RAR8M^d!e7C8y^=XV&V!*m^>&3=;9W~=yz$b0f)9dMtsFV@kjJE5&Q
zH{?skk(Xd^tDDM=5_|bcH!*&XV+euqTO9TE(^xY~FR_gNWE%n|{fQx6TvZlUUsrZW
zWlyzTG#cY^01Q3KR6=5Y7R`I&Cq%!un<~y&KIAFqjGhFCr=*_bYSI1S98$R}2X_%2
zH+1<@1YCwLe~F4?Uvl!h%FGR9BwInG%B#n?cr9>m*+jinn+4Mh7;466=R_cz!55L4
z`q3g|-#M1ml&H(d`v23B!REL(R!g%+FZw#-v<R{{{ElS5(EQG{_67C%e^@OJ4d4F(
z0xrY%>dvh~3Vm6ak;mUu)HPe9A9^rHb;7dC(K<BUF85bNG!b-XNcS&dK^W4-k*kDs
zBj#MA(&y_nzEFw)Y*hMuA@7oCo=X4!0Ah+948U?irN8R8;E7cF^c1hsCw&~L^ht5U
zG;=OC`p2Lyh7JYLCSPr`<U&PcYjsz?8lURr+lb_=dZ!(&#wQSm)cEmgd_v$st;RnF
zS!W&m(Q155vDEmOmk>9gCLuuu#Nw*)kyl`Q^4^Nn_`=U0bQFV*0zi@MqX3UVED-}g
z5}%mhh?r=MO8-$l;Qm{dpi193Wi5zee=CfJWh9MK?-x4)z$;2s@~4cER)z;C`A_6k
zEtODD&+;iy_b!99%c%N)!>?``cy#ii%X9m8OER~ACzGwSn?7O&k3+oMf66!{Q`m$>
zRQ|s(90eiD|K|bt%9Q{6O90DI{tp}ycZr%j4H}`=rNfK%bR!N6DgWPuPxz{o|LZwL
zr<njOq7o|P?FdBAr7+bOHvydSBo!@LpXwXn$X@6R#)t1<%_}|C8<qbDmW4snO!P|1
ziBWqiLko;r6^eg-O$Af4=u|c?pI{9rJuXJY@-YNVDi%YkxB@M#^0!>R@Y*HELl+_|
zpfXc?N+?V4Nb*rQ*I*lqk3HucgZ*>PQ3Zvj-gY@>c=_Me;^iZF*g~A0&jBpjbY=}*
zm<RQjwf6HlKt1smVqEwf01gxGp7SsgLP?FyhY7@xornJ;2ZtFewmj>K;e;O{;4+*b
zjs+-Yp5=FJO(iOWOiw9C2#$KOJu}3!co|ir?1H6fq)9Jb)3^p297S|S)3_=YgwZtO
zuvJ305e#TFjeLUOgBJnVXd3x?!KKeUP2(wm+aj7qEGIOLm*Ep>8tExs(@1Ip5~Gh&
zOr=-zE;gj|Ff664nIyw`n6J0;wT{#Vz0eYfy8>HN&Uu(X9MU?*YaI!J2esDm*O85$
z2!FKJ5mPL!BjzQ<8MuW>aObnQT1Vs+So0lIk=F5{#(8+A-RbRVPdD4UcHdl|o^`IN
z(FHLwzAU&x7Gw*jn-F8f%s1jwbsET)54iu%rKo{a=n>di5H;kLByM@dQM$;B3cDI>
zDv(5w7Aikw$n@kAppZNzt#?br0r?)EDs>k#*0^P~lCScs>wkE8?AJMUs!cn{GS?Sb
z-ZUVEOqwuCEy1MF+kHF@9+r3|Wy-K5Z^I@mqLT6x;V1}EQhpS`hixfxJd}U01h5Px
z<-j3vSGP$Y8Zmq&<vVd$NJ;q>e8N|yq&z82&ZRgjTa+a<ATLKqdd>xwDz2%#@JWud
zvX<-8V|j!;?9PSQ1-)A1rdhbB%>*0}+LbsEj9veQb)fX3!RRuVwQLlF`_BwFFt}AH
zH0|r-nYP2uU_<m1){N3aWRyAoj(|y-W9S-}xP{f4m3cC+yUk{!(p@y3%truV=uxI8
zGv*uq<rRBkDn!|MI8~gn4$0HC8Kn&lPf4ZC4+unnvQaD68ENWNMwjR3;4Y%$hAzht
za0$BH`BVrCggR&C%<M>3$2qw>yHA;jNaA8teIs+Z`*W||t4~Y$3~GD(M2Q2{I4bXJ
zw;FR;w6?!JJ3T4=rRn2Zw+#sxC0anjK+D}4Heh19-ECM|DwgwL59ypHVhm}tG}vy_
zBaOXdwWn{tVu!eQpx(plv#B*!DQDt2gy0MsD1%_eTaT}nw~R9Rvhs2X*>j=gQjEv-
z?rL#p<kKz$TtYtem9uiR$91owu9Y!^s7_dR5L#EK+d*cCXd<QsL%RE7L6|8ON3Igm
zjaVBPI|yG_mR@uiI|$#6xFniq2YC@7ridK`%LzNkyYPwZAoLV(2O(u8*+EEY#nhHA
zn)?sY9@lzK9~C-NwSQF3*Hn_6uXRbO(8vv^LaosoI)TC$;ySsUMT9^cvWUc6L<oTg
zwMFDZ$WZTxKiVRKDV9Y9^Ah3_)R!cvW?5W|2=WSSu0B+eMMPhpU@i&f4lcTYxg&U<
zt(v}q7$WBV5<W3e5;64{AM7vtfctM+k`@qgOYDM}J}whVGf`ud&Exz4n}?_-)%!Ya
zbl$g2RP(Z1G`-+8NKfYRG_*&|NV1LR^rdY^q95nQP2v#k5(pIkE1zEm8v$;B4kmT@
z(@52icuMT;Se_OR|Ls@TUycNjdN=UVHk)yQ$g`LzJoffrQCKEWOv(r($6ymO%`it<
z6svkQoapdphNB|H98&}Em6>B6M!>x2@T=*fD21lP4GiyO3vH+Pgb~Fh!^Ol!)nmfl
z0OVaZY6L`vVQL_edbRxo1dG~O49|OhJq`;Qrgq^IzAD2Mh5b^xzck-@i^+s6{7)te
zVMZx#k-7{mQg!dby4v36&5aglCB^ijFD#YX)pefVvQW2|hQ>&D95GYf(oWl{lAj{J
zgp?8p+|6nN1m5d7VgJVVM&m}fhjkW^1)ADUqc_`WbxE<RMye(*ch#tp7)15%I;n$I
zy6Ft;4XYA{)EU;*((C0kq^`<9>f)HvUR-U5jY{xV1WYPHLr=IjDr`!-lEigwWUIJq
zv4f`pD6G9q7*84#z1se%_Srybo%$r$1{AS%QDfh2&+eV->8MtIK>DI{#C_GG$e7~p
z0l<I}nw-2a^q85&-o?YvuO?*aX;RFCB8}1g`*UiG*(d5i^zWfQhJYxcflWS$-LTZJ
zG<&40UnTOrxczvWG{@H}N@D2x?6A-!Ta|eVz-{i~z!bc-l)@VOkHc#0-<KNO<WJ%A
z;t|S|uV6QV#+Invy<{MluLOV8{7VJ~fAvULEZu+0efffk4N_hO-Xbi-?EdQDLGsS{
zpeQeCBX|LU7?Roj_?Kjh$`HvTJ8tH%V-awfIc#RDo|D`KP`yj@T9Zz?!L{}<W9fya
zzM$T|+I|}t%`r4svjta+K-}P3tL-gJ^=v05m4&aK(e#FD$Hmya9u9!RHkckw<IpZN
zO~;sQFRK=ZhPE$3z-4HA{k3hOX+t7K;#BhxXiahtv8`1fa#i(?ih63V9|Gr?zG+&)
zndVv|Bf)Jc>jcaWU&PTYlyXl<k^?P7&XvKCe@{rx8cSfO)b#ZfLU2g$JXS|auY}bj
zI$})Rd=u?(9_qRO>J)ymdCe0K)c4IyYqk<Zrc;@uov(;8B<?;BO-b9OI<3C?IB53Q
zoMylM(n~L`ol#S+ylP9PH~u@W*&(zh>#(5C-U4@%iK_$jRpBEWpzMZ?RPK!0_Nn%M
z>8e$4^}zL4d8i>k1%}EJpy~GB-TNBdZr#3I{-#;+skR3QoGy<hivbtI@>Uq{?syhg
zd<%x8Ud&?f)q*2^LKFiTKMbye6Le%L>N25^2nk-`G8^1Y2tSOEBQua620g|5VUWp`
z%qe6~<C7(@tSb-t$0O-c^gBh6-icHyBAqa#r7PF_g4)2fe95=8f-X7=9)URIeG%_{
zK?ppky)XU*+33?KXp#rktXT2<`2<re?+eUJh%?YAkf1GLalJ2)S71hZTt(g&C#V_8
zcwcnY8dpplx`c7R=<-GFcM(U#zF)^D6d{AmzNvy+PRz#t;#)r8{+pMu|3!B}9561o
zEyLX?4~z?fJutedE*NP8^!{b#f&s*iR-iB+40#+<Ol{qz60dLl9l>l^=49;Aes%q2
zIrgdU7soIr;}X%yW1EzR`&bzy3(GiQqzppxYuJQL2aMt0)br?Y6ofcloDbl`^kT+C
zK+Z7crk>Ffz%two1`dh4qE3#0MhxHG;B*`oayNK7KH;l!H#m+Fdz!z2MN?vPb|k{k
zb3QCciu)UEz-==gep35~uHHA-CnnmnEo09VE07`|FeZF9Yh39Ci7{}mMZmV#z)n^Z
zpkZ+g+-=s3(j7Jm)M*4vdqUH7Tz(cda94I#^u^V7(HN+20l?6sOsg2?8%pQ6^;kK?
zX!U%mI7`3r3Rsm~Kc995Y+??!;PCic^gM4VDFMx`)=km<;oN%jo*djobllM8yAW_0
zy1Z>`ZMxa*p?>XJt>Pzd3nPt`kB&GZ*#P@h9sUn)7!x-(CbjtrT!K2<8wfpv8vABI
zaYxY8Em`_g$C9-~+QdZZC#xMnW8V5W(Om=)80tqNSZL~xF>n1-wKz0f@DB*M3>U0I
zD%FeIe2bPS%ZTIuRn#%tRug&yjO>EtGeOInbbpxd5XD3gouS)r#)2?(i^En4-9}75
z##Y0ZE)E%$wbh(*XZEBSfqrAF$!+!3N5Mqy*lKnj2T=ixxdzvrQi7ZHC$rLYYbj<L
zP_s~>Js|7VvK3E#tLN@!%C5n`3@c8fJ~5?>>%s-hIJ&F_82l<=4GnWwC{+58TZRrH
z$hMwI1PL)GwmN46Emv%Z%BSK7MF|IEhvIuP!P(XZE))7l@^g?(Ma~0bIbnyo6d9fD
zQ1ldUha%N6*`Y|O$Y-@QI}{xYWOk^oXNb~A2erKw%e+b~t?#BEu^^s$wis(_h2GW*
z)cqG~p=r|>ZHXcfhb&R?mMB8tL2Ze85;D>iC~A}?3R5gg6y_zw8>lZzP|dWsmMG*E
zm~XGE$Py*)V}f~Y(0xo$B>O(58N?DXaDq=LMh59$i`k;~`GA+)eN2EE>u#h4F-C3W
zbw*jEirvS=D@rv-rHqjt{D332;H6{Zk?cF0YUTz8y?z==b~vYV&njeC(>pFwIu-ne
z?Y!oFYScZ=SYMa1^}N!rZW-Lo#D_5_0P3-BNp?4rlgY;6Z9ZZKk3)Re)0A;Y-il4g
zH218>9fnQ3iuQ(c==S5`_z1E6d<4K(X8ZXN0rL*s+V`obaCq*?+q5#o%XS7MlrIh!
zF@Ie>VnUP)#=@3i6dOpmUTrUf9u40p_6{5tGKxKbPxz{gV!%0U7D$N;Yq6f#KHP;s
z^y&i^N5!pT=Wd4`Jx1x9Z0xDePWP<&Mmd2heYB%C4*HT2<xg32OD~qRoow084Pq33
z%+La(xHv|=qhD$hQ|Zw$YU3jjFm1360pm)(uu<<$vlgn2z(JiJ9a(j*dji`Ba1h4P
zY;@rqPh-DL(fgaAhil*5=<M$_dyRES_l*Ofi*B~|+Qmkit%>Q`Nldj_1K?uGu8B|S
zAAGeXu@d9?BKq`d@og-OrvYF<FV*fHfyGQCGWaNGpD}TdNb>uYsHT)_lpd2)SH`L_
zcXOl<z&?t47y_b%%0IaXyJ0E(Npz<x{B6{`ha__`Pbgen^AAZ5{;IbqjKBnYUL(Dk
zHpFKA(BOfV24`daK<SgIg3Kc~W3xVjKm;7LjIr9yAeHI4oHJ$!rAq`D@w*QJml416
zcv7J-qA4e=ZmXzcHVY?L1JL5<ocsO>s~jf26<~+0`X$bd)$RqcAPn8&uvJ305e#Uo
zc6@EZsWJkvF&gltt4p7GK}2cj3mjg-a>8iv2lzxr1A2-#8jy~Uj0U9oVcI?y8}c$W
zSUU{9ObrTIinM%_0kwh4iR1;if-Gk;AP|R42Jt2XLf}DdGWcU;qd$T_+GKz!mdOC~
z65<TpO((bsUtE&`@(QekkEqCGaNHB7>YZNg%GuULui0)n2UomYwnX|4;)dAv-|&fv
zj)>{q99sFN54hi5xI-%wh!RKj?}oD4w^jJr*7ns~aCUTGqt&bJQAi{ww^_V}0CsTT
z7|d=v5O*MKs^N_Zn`({T#8~Z_aKphwy#<>+@Q>3@b+BFAR~v6kxA$*W8b`4KTHw0b
znE#hQG=sFYc?(jl?@0a=0h7F!fv-3b0Lg#k=ELkOoppfE<W8_qJ%4^Ad6_Uu=PbsP
zPXmnPGw??)Z$6CgH2d-Dh?x5?UId!keEy?1Us9j#wc&D&ef7@VrRH?apK=83gx3}8
z;9q@mayJycvC$c6)%P`?y-AZ;d%E4(RO`;|8*fi<s*R0}UB7YNx~-Fw7(+ySffR~*
z0U0f%-Rah5rrW4SgZnI|+jT6ur`PDf2jk$h*=uxrW1`0CW~)K<$?Blm30YrnZn^=N
zdNe0{K;gVr{Hiut@72MPrwKgcR$mj$w{9K!(~Bl{cTesC-=THaS>fVjPOUAj<<PAc
zpTog%XzvVolET9kP}!9ozzeh+fnp0>kacR(9xSCag;Xp9zR@23@GN#1-_YdYk4VoL
zN!DiM1dwrmEnu3^JAd^$Ny%#ftf1tFyo_duitBk+Rz2U$=+8)Ub!N^}GjhC$f!)nB
zbDJR~;N}|)k=HIMWFa&kTzbQ<+Abp1UC-VnsTF>STH#l)2Rs0!?z(=LWtw!nIr~>u
z(;6+!A9pSzlH^htIj(3ko#5w1FUOK$Q}0OfrH8FpA$&uRn3)>|tj?#$3zj2&5wuQF
z)FnhwAyaz)h)!eAWP4(s7AkC;dldlduYv5|+)QJ>e>k>-Z+q{c?EUplYyQsU9?+2W
z&nz<H^9d=il5b!)&nxo9n1x>1=^iTNa3!;pg#XotiE+4y#z8Cs&L|-3InChLSv2GB
z^a`ARFjM#S2w0d;MLQo&?F^w8iTzK&0dfK20@2mNf@15|va_1zO43_a0FSMkZpuM^
z1fn$Zmm-<Asv7<Xs=Nwj7C}Mh2@0xU61tg*eOkd3pMtQsH36yV2PYyu0pWTH-f2cJ
zG7mkze1kN#yK~UJNT{~+##$7T*b6RAUK>u(C1#-C4koFb8R+c*EN})&o{inL=9kgJ
z^9!MFIm|AvCLD{|Wn<x$J*NtUF_byxqX^iZV_re6jS!t?j_HdI7oKCr<Qzj1VDKJB
zvlvY%p&zr^<1cg28i9f(J$rn%s)1c1v&RlCtofF<;5LSTBxaJlJ<7IftJ6g6&JzzH
zN!s%S1>83~b}kow6i&b;W{V#LlTglV@e2S}cD5+yp38@NemTq;-z7{-zYK_az@!#t
z4rMYpuJ23+-wGaZZ^Q9*(UZcH!Pe61D9u`8!%-d{L;e|vqc9CYAw}&{+;G&OuTj=*
zvlbA;zeJ{tYncqk<pwG&111dh$>8bYs_LrJ^z2R*S0O3dQw80=q}s@3#x>z&TVkU4
z^<cuunJ9h(fR&vnir?#|(YG9?i7N=t8Pf!2W=X0DhSZDOWC{V>dxovljEDuZkrS7S
zo)n%YE>dDW+QdM!Lp&HZDg0&*sw2>1P`w_fdK=YqRiQe90$d$X1c+~FHIlHVgn;O;
z0>w^u{_2&IGgoR@C*>|vo_PS>^|OQ4Ozjqmt>bf{q<wGB7RV<3NuJp=(SwO03?`vf
z8*iOQ`|3@g7B?2I=YXy@H6y?r`vQP*{rpJ(O68Xiv6y>P?aA&KnE`{9`28!&0z$Dm
z-@mF17-t#Z|MjxKw5V?+QvzYzl1~DE-9Eo9`IP+qBl-Jj`fVh)K*6hi1^<%Yf~RfC
zt@QT}`dkvh_3$Dn>I3jm*!sz%s0knw0W8Ik&M3-drT%d=)}z{c!aIU43K;i_d}lK9
zMd1ry%ef%>{5kn29C9X$cP1kQ9@NfcUj#Nvz5su;Ga066XEMr4kUhG|kAe3fQu2R@
zpZ_GbOnxSQelC7~DSlSK@mL6Awo?48f*-I3uEw7g$r13Atc5?%heh;t^U2Zh2xX5I
zKkMOVTXMX3Ie}g@TYz9c<8b)61tL9Fh|gwZj3m$HIej?!2?6=RNU%#-3D`<sXRb&w
zA^Z&SMNRrKK2_&G_ER75LLM{^oV!rGJKkoGh0#hKmf~}3e+{^#b()RtJWR03698cU
zVr9vRI$|DZ@t8`s_2%nhs+qc7Obuz{^6n)c>sVpUIARsQYWjNhu{;5f{#o2TYYSe9
z15PMt1Ke_Uw>{mQJX@LqW!7Y)S8q=5?llhdREl`8JXIF!5dFjN3TELlhv-lBtLrZ}
z0!odQY>cc-e41pojT`gPFvtnBOoZeVtS6(`1hL_Rx#W3VUiG(&BlDF~yHYO==hXcb
z;V2C`b$>a4FS)`t5tlC^VBV?wRfukdCGVzdo=Zvvk;Eu#*KpCWa{<t>`sVudY&IU8
zY(j)gW0>d-7ZWoJfQfbFU_x_-B8w4^E>=?^l`m9uGL7M*KU{p=LHI~s;s}z%w(yq0
zJ8RWzBU*Jg)RCuWNp6P%V!<L?^#!L@{PdvUCA!&;we4LIZTm`Q+u-cg?95EN)7#wz
zBWv%b**5rM&)+Hc@*BYw+-|bF$<FiV^Y-!sCCxExwW3BSg|?`i%9pey(io=xI092|
z&%~5O$!qi|ekzW({&z&H0%%LN%B8I}at+9_rc)W-{yCzB<ta=we7F?0j(p(;i7w#+
z&sI#UMH)lXe?*`ufV}=aj=WaAJb3Ax1dx|(l}ld5MAw5N+E$*hM3aY0SnJ*0l;SgA
zdL3mIRi%UsV>yh}&W%7^0I8h~;9<EPI!it-qE!K;CR-IpYEO!2TX|9wO&%_(t(g?t
zbVWNpg{_=4k;7>ffeDPBZiv8606p!Bqo-Cxs{-grwknREelwzN<>^T@xl($H1C|jy
zY~U8&tL-G1)rKED?2$M%Q}D1i;JD$d3LZws8c{czcA1W)eh|yvhae!WOGfo}#@*7u
zg^mLILtDks5v;4g(L{*G1b49GaozDoO&#(DH6NVY1wWlycNT(_!?8m+aR~`~;pF5v
zoI~tF{J>6g0`f8Zd3UBU(cIIV5EtA+9;DS<a8oUu#Ox3pJTY9`54X_b0Z9Zd&q<PM
z*&IJ4p|K3x&t%-&A~-h9%B|M@FuY_-NFIzdVLK(fnbibDk`<LKATG|jYwLJy6pqL`
zXXot<*58k@R+Kh-n5Z}(M!;xAv3icnh0LI2PtW9$_i-LER)3dyUWrPl+6b7qbpSI;
zfx!BBtQdI$<Cg))z<-KcCY#-v>G~X%5T(U2-o2gr%+y%ziF?Ot8=eZ0&Boiad#8FE
zHi<XTjZfn9_Fj9Yc1^q6#g`rR8ymH2JMBG9EC(kz&1_rez3Ug#fc<T?qhmsteE|T&
zV2F9XHp1t5%rxSQ(?szQW{1NtsQ!zJD1}kqH*;!=Z~>ab^OAIc{@<v7At3Byp@Dan
zB;UqvSOLsv`bZC8W+UDWV3vz_8mhDaW`n<a^$sBZN*Lk(TV8Ki;r?6Ru&E|fkR8;!
zW(k#Gv4u=}XK{k_)&e;Z6>OnPWbpZ5GLRtNi-L<le2zdQg=NqfX?$xVdmvr`T<Ot)
zU<M|fqR6wwk>U_P;9*hS@WWq`&8;B}AbW0P#Hj!{Q$}EBc^R>qu%vJxb#fw&$%zYd
zYK!QjkrU@rA45Rcaw7RT5C=aley4G|P2RW??A%A<;qrP1{IKSe$6z;#$q9*kFD@if
z6vx*pN@D1`W?1Nwt#U#Um<ic!?%_cEytS0V8hib)8vCpT9oyZ(V@nd<oda_DDsv7P
z{ME@g2c(D}HWYbaO3C4e1P?`7IlS{EFhY<uiLVDmk}ZMpzQAsCd|ILhg0;Y<fEzju
zTHfvLG#V{j+Kq!54}a$x(+~p*pW2-|?5OZ*X0|gkEuNaK8>w`sy<dI?acVGS{}jZ<
z#Rphc&f)KL6IPSzWfB7BsAtMh)nSHumS4yQiBIGUWyvOE20p?jZjv@~Q;h@SbT|B+
zY~-v-i(232tL0cT<Ghl{Bx6;IndN7kBCFDO=hPH3RY)2(v&}oHe<2{s%r@`AZWNns
zY{a_~DHrdV5^3O9JFf!<MWIxXBVnNlRIQej#Fy#?8ALq`{#0**N7b9)Q~d_Ks-DM@
zU-ip0@T__vzEv;CqUu@muS!rntll*rs|3Z%>fP|OO3^&65)@yncgfrEn#tWvpy!Q3
zDS>`hFeR52=>2Drt(Hr3ku+GElP4QW-N|;ZN0J?d;|7SxH3e^ZBC(*+_+P3O8Ac?2
zjS!t75;1dOMB-0!Y6_8Oo=E(6>R$+mG9vM(*o|T$(MG&05_9pMDG~>N^$e7U1!)@O
zAyKs!4Mf@WhO`aYg1RAPjPJJd+EGd<{8R8)mKF+Uk%hem_X?Ozwn(ytg4%+lY_bbl
z?KizLo6|ywS9aL&_Xq&a++<^B1^iuL6Sg&{rilKTCC{bQzYq{*`1=Xijbi+5Bi`lj
zT)b!U_u#K+6P7}rY|hRDQ;I#$3Lc8m?D-_iYk|+)=s=EkB&B`dKh+RwcQSl|dVUIT
z6M>+$_%k+t&mF5_xd{KHe~r({%ngEh;jkQr>I2nMz2WK}p*myM#>@)1x`2B9uAG`e
zSkjxdUrPN80a1plUxD2y#??0BU9Qf>dnQ*8{^|mpwFBvykzrmHr8xek;9)Aw@l%sM
zxI(DjYxJ5B<W@bPic&<t9oqrv-Clj)j5g7kLbjRi3VCf7h=LyO5@$Od3~Q|l=d9TW
zJF@&)wR~at{xgK|48F(A@_c{1#(;WIs~b^mN<JgDf68e^2t#`^;UB2)At1`ggs);Z
zipc~yD6Vc==*`(ok)ld}U|8sqttzZaU+?k{A9g>Rjrz)0Wz$~Bka?s2s|6kPRoIQ7
zQ75_X&IGxfm^l*+{%SMM1d1)~*xh5bf#Qq}S6)@6W`s`#4_C&F5YdVq+B*NgV$HJV
z_8xREDS3O(hhkgtXx$O+!{fNSV8DvMI)$B`?XP*_0hs!x&50nQHl50d;HqkQ_Vdsb
zVbacR_0=apv%lsv`@p4_URpb&_6)q`4;{epUI_3{v;Dx<VG(uudN;X-(JAW@?mR;#
zs4W*gQU;veA`LC1^w?t5bF@j?a)CZnD(1GuYlavYfxewEF5U4gsrfBHUHX9@?`X?c
z3y#Q1QG{-;g5vIof=Vr)#Z2fU!oFSLDk!vri>sj8NVIen6g|aX1x2Uu$peE9YI9FA
zU@cbw^^ZZ~8wKhdMcVY@c2G9OSeMza0v8X6PjEN=2q`!9Y%#)AxAxx@2wSWD_oAbA
z5QsxjJL02u5CRYCs2vB8eP&U>Bo9EyjpxrNn4+V0z`<!OKpcTS(FwXzFYXmk$SW{o
zTwGBA54zu61n>~yTb*UDnqgMR`&hVY`z?qaV%*o^6AFz%XVG(FTqWibs5kn6`)^y|
z3wc5VP%TIpk1Zf@)qOu3Q4e3+*PfgOXNn>r$v4i2UyYF#$|G%b-m@%1c_<o3$8cOP
z77ympun_MBIFO+^$h0n>#l<pP&Yoy?CZ-z@)uY>dZbRl-T3VH|WP*D9xzBlnSh`G5
zk3aFN>n}f2N)78_UCqUXs-3}hAb;;8V=(S#@u>67@F)E~A8!>rrH@9Z;6C{hHX$>#
z$1{gU`3ghB3GngVaKwfL`1mG(uPngFzY?&a1o$}o)#1~1z=6VFEdUzUi483UT+p_u
zdx4~_h*|xjuH2^%7atD>@G!@O9@yO&(W-z0ma<iG2P_{O(YEpjEJc&u9cW}&iwyp%
zG+xTJ5oiivv}@uB>p2mv3Lq@msyM=$j%ZtX!V*m$E@2(#tOU(W=ZdW(L`hXZ=-^Z$
zTPWNXfvo`gx;2iz?v7|x0DZ|;x%9PGEwMS?OftjVTO!(6p3X$mhf8Ni>J5fMgdcNY
z6_!!ig1$r&!_g-qa1=mYAC04~&qcH<fVyO>T<R(oGUXp4+E$*bM3aY0RYMM$@`DJ(
z1(4cz<4Eln5v>X!HQA~-QakGI@HKpSQWH%cE~!-!GUdz&>;%wL4ZugN=r4$9RRBH7
zR>jfN<q>TwPfw!BmC{oju#Au?163nlZJ&hA@9;yWd>LvHAyeu&ZuqJ~rW|c4C^xG6
z!=8f59<t?GiXCBe`!s^mx_hAN;z3isy0z?myQy(hP&r#`?!!2T82qGhGdQ4i)h+CB
z7H9@8lvfc}D4<GhqJw7%TYJGkKGA@$Kpjr{flW1pB{F2>#M(5#o3=ALjcyY><60A-
zJQsP5-h}pZ6RV?xx~FW>w>Lr#6bi)hM@VOOAeKp16A<2_1Y&s}Yei|(l?lXh009%r
znV#dMG0Z?Lug(v|BCH<ED-_FbS35q&XY|zo7>0u!fmXVqSTNHFMNSpfhGKb7PEA?9
zE;;;WPJq0N`WFJi_6rRS#qvJvhUFnh(^7gU78~)dhhQ$=Gd%<ce>IODf_5mD609IY
zuZXxr>KGV?XDJtqC9f0SDkCHq%PWEj!Sg-r6NtjWSau$F)QS~CiN#N!$TWFIOpQTW
zAONMz*;JEHqwSeS3(TkL6;6~|Z<skMle#y}LMQ>u6i@m~`O1n>ruuTSS>M-g;nfRg
z%SZjKdY2!oSG!(XgixDsHKM<yWL1NBvA;TiUmVb-52%tNNxi`(9uW0lx-mLCgXOJP
z{iU5ITWKfRb?Wp<IDXCGVS*2lQeBw3sMp46h`hp}VuBBqQeCLJs0X!!fg2cDO7Y=}
zWEZe0>_Ki3v1p{U8a_-&a{<a?UV4{9>!v`1G#8pI=BMvxUGDDp+XiVKG*Qe;Z*gd?
z6ljp<LX*W*I<Q)=zPC+;qn>rEbb<t;-);JX$QTNMeAM5oclo(`P5Jr)M2yV8!2SLL
z)mT<QCAKGY2jrvvUcJlu)vH}U>=im#H~#AH=tX{{GgN)l2nZ0UTMW<oOO@#srUELF
zKxzsVLcmSa5WNh$T^5j>8kAt*pft<t?rUhah{*Ve^~Dm>h(=dZTWNOVtzrzCCAg__
zTRiKwsze*0O0&mTrS<C5)A+Idu5ru~B}A5%1`)igNjRv2`0hcZL<gcSsCqrsp6%?N
zu6MgcQtCy+8gK9KHK{7`q%(vU(x{oL$SX;_yM<_Gk{_4}N)CaBV83e!GLaytXPv2f
zuR*W`uNVPQMNB)yOxl}jibVlUx%j5PKQO8?#gopccOgz^vwI_=PCe_)DF{tLIE7!9
zs4=fHRKlE`lkr!7F$cL~Y86jbhMFDcM)h2W70!+72~IxhZ_sgiv_Ya<KJu&<Q2}MO
z%(_Fo6A{Qq=PLuyng{9~2+1OQq@MM6B0=@cyg3C_4@CjiOOd2|YP~uz#z80uF(=B1
z_mo1sHCT*95waf*F!cwMd8<@P3Ph)MSkf#WG)(>AKu|m`nynf4Y-MfpPf#n%E;|yZ
z5}9u1UvZPARdsw<8nV%o>wB{o{=Z^<pS~By%&c0g-3$L`PE8U0Gkf8mQ2#<e*n8pR
zGw^vpxWS)cH;V0rZN$5K;at3D?u7?_weuy%hyYN<H)HqTa<7;N?!V<e3_U8}i1M8z
zn7Eu2H4&<0F(2?Z21!mB79^SCLXwk$0;T2%Eas+J!0ciu!&On5P}mD=m6&hb@>Ilz
zazH^4GnIL>zBF4qm93Xivok44tQ}TSyIwol#gooM$>_n?;xawQYBz)9^<3wop!Hzs
zSs*<ptrq=BYClONd%%pK&d5ru$b6JqQwxHe39{E+lzYFl^t1}Bt)lly*M~0mf+<B)
z+h=VZ{ZIC%B&E}n*hXd*Pp!G-Lzhbl4~*DWrX{=7s&<U3ta@jy)`=Fnb(#xN?g14*
z`O4s_Gz*+c%7Au(15Ru~y+j|NC}`tTZZg%k_MX#Cv%uNKY-qRvQlHUg2s^+MEFijo
z4S{+NTU7OtdiODg`&bJaD`;m>HJW>jkaN>n4PK^Ilb7d?5-(s2K0ha?RuYbx^=i@S
z_0^f=tnI8f8Y$DAQ{02@OnlTMds<Ti$1>br*dN$6sC3-^DnND`!xqc1YGCQ^*r-fg
z9J@8>1#@afN)7r0yAOJMtf1%w)_SoyR%NWMvP!bI%V}v0n%XKm1^Gfijy79t*l7%+
z%+PBJ_09?@Y%-86F}1h`s*3V<iscUOpmlfn7F#8Y%{6~x6{;<^Dx%(5A>4MW0{HA@
zve8uq>_pstD+qckZW3$>U~S1w0ejVAZOu&qw&1Y0=&Fd^n>(+pCvuO@ipVWHPt$y1
zZ{2wjJ@<+tLY1qEh~1~bh<azO5s5ZtOiD^Y8$+U?UZL@78Ky)@v&7;>adYjqQlzCc
z05km7s?>}R{8r-!87;@Gl-BEHzYg9VTeypk+cM6iC^-BSZQj<clm+l>!Q0=m7Qp^a
z5%avjbqvZ1m=UQ3y@2+>h3IYJ(WCuxd_79h(>~|TXX`UUR0N(D<y-)q=}~~0<+Uh9
zFK)OZr?!Yb8coVp>SG9qGMbbtu^YuSDH8c{(WZ6{3th5Rg`-Usxwv89uo{~z=-9S{
z$Ch+nu9hs9uQIh{gTJ~QJw}8ObKDh*3M!_$&8x7KY##|8w9>Nu-a+>}D3PA#*irQj
z4-`;b-13k&H&Bz64qiBYrCo6T_G)>{XxQIO!<6A|hMDE(h9Xxid_1S75TPz<$jl2L
zrT&G0C^IkoA$FtKykH~Vl^wZw&y*d5zxoi$4tBpn9!D(34GS_<xw>V+iBz7~!&1WP
z4Z&1WT3DThN8Na!a!TPsT}cLiRaxw)+z+eeD<e0)M;ObH8<<&v+$a#IeDyuqHH9#}
zCpT6C;INPhW#q;h>_#!UVI$s^8@YJTlpBM;dN9h3H0oqai99%^xbxc!&z(=ULf~*$
z(agZkLX_f7qC8Z&jsoFc`N`stGb208VK}~|T6#D9d=b%m20vqF1^iqfLiy8jYAVIg
z+o*pbAj<IbcI-wmezp<s@^dcUGx>S&R~I5b2NN<Q#JoyMG5e!~2deZ`oRp7IuGUc*
zdoUFPIA<p?I7;~))$)en{TCC;Gk6~}%kzFp6mll<Qt}zOy&<O+Ax!Pf^RK18hkz&}
z7v6;3C?*%=pv38oJ~AwH$yOEC8~I_#*|7WBY}EgJSl#&31s(Oz1&=z(c6T<&<;2X{
zVDML$;B25Il!{VbSfH^1%d4!^tZ-}afMv`I5v|yv!+YNuYp*bI%JKB2AFMbpRFv$<
zX5EU}*jAW0<@|`Na~ia4obqFTJA1|m5wx=7CQf;7t5f5YcfB~}a+N+PQn@JR#3~n#
ziCZ=ZgF0LvDB@|VkmVRZ^ZZ9TA<7q}1%fBVG5UwWXjB}XJbxU@MknXz{snDX!2vRv
zXGFNe7Kl!cZnGjf`J<3jDLOel#YZQn@WK?GoMO-N<JD==$&b^~$pxu-@yV$G#V6MV
zaw3#d{oDgP`G7vy9vz{aKpcut9v`8c5O`2WD8B?*=y51yRD^O&u_BaXUP4@fAxIL8
zT(Y<k%8^&V9Nw!aLiq_4f_!hIw~Ow#=<eD*xkssO#hyx+SRqQRz!GfT)Ib~&`|idk
z6d!{E>lTYsKJEkVzhg<pDF*}!>;Q5WBvSchc8w!3vC7Xc64QLlu4X<hT6xMC>A?>O
z0RAAmq7fuYy%ZTqb~q7e&nnb(PR0elVT66BPk*{^8Ee5Z(YkN*tLwjS$p?P72X5X3
zw{ALPb~G>7p^Hj{gyC6i1n%`wGI#{yV|J&EK=K-FLT1eFRY<Cu(r$G+&2!y|q&%1Q
zz#@sE;Qiq!2#K!!y8u4SROH1xzXii!(em+~C4gnb3L7{i-k$gtXvFYig}oMs<=1dq
z`vrW$R~0MlSew*GQlf=fBqi|nA_SplP?+9}M+>{?x<+rd)9ONyF3^J1_rT$ShEju|
z533IG)oe{RC+a=8yOOT6(#l-HgYjS(v3`klr1VnYH6SGj$TF3KVsyXAkOHHd6_RTt
zxflq_inTtKX#3mcJg2`#j=PpUBtLX28<lUf29zEZ6OHQ|2$;5uhNN+Ini-AjUKmiT
zfBn-@dlx{a1<JFY|E$`c6FrJ+yZ~^R*pvz(qfA5OW$FX+7RW}K_OApYfNG8sR8#BC
z%{Y;YSq{VDgI{9{rwXa(L<C%hdXxhG3J`o(qTtiakg4J)F7dx(9o|$?hizL+VC1j9
z-$dK;LQ_t99Iz2+d=z0C+CD25grRL5+Dd5Ko81S;=rW38E_gZRMgTT<5c2ujrQyRe
zdp?qE2E_CWX!)?5(DL1YPo(9er+6(NZO%z}(VmTM(_L)zk0%WuEM(~Z!R{#R`PG_A
ziY8HnZxHKAj+T$=*NYs1v@XhLT3knK`3S@zEnmErj}UlJYx$bULVMtk*79MBrRBrC
zgt!7X4+-u$7FWxMyaMZ}msh0aJIQGIgg!n+&!@|%%Lu!^rtj5=Ct~3~J~0uJp%BSi
z$e0@mU*QAp|IU)t^hq2pl&)_p?k7#1QQE#o6;he;ic<A`DI=vdG6DL&6M0ojMdSBT
zpAL2JG6=kk#_#w1>iQp878*Z8jyXC%QiRwgZLOc1$(G>%%SX)MafsLZrHn)JXV`>A
z)cbuk90ehIzb^y$uzf;~-tX^90L#$(4IC18$(p<m8ll#xBgx6AntL$($+)=jRLJU|
zSwt$%CvRN2Vg;yTPD7BN#bF`6-+$v1zAC-ndPk<EX#Oms61t%eAP_yH25J7bD$QRH
zbSRR`R6Ku2*;lKhesBiPr@({WEjuc}3g9swKI~q*Yo!+pMi;nTC8QYfU%Df{(AvP0
zs~s1k4Lkt>lRn3gIj&+0YXi?fZD2knJ2YG93r3Y^SKE7|H8~RihY3_qBZvsh)E(q4
zq>V;!J%JdqM(~PiacC%LD*`S<K`Cl8x#lRP5qxGv9Uh)WkS3#ajo{OXBr;a7c~oU+
z`?^>VMk9zrTM2D@^L~g%kPBZvCq)1@8bLmfyEL4q5!?%iDWVa?azZ0`7e0|jke=c-
zg0zVzjUesn*mmB<MxXqEMq!CFDkb!2icU~F3t9VBP#orH1*r{s0VELjW}G6+X$1+y
zA+2D%R*(>QP-_K$8`<b?_@lLgm||%KF)ty`z^z4sJCeoK3L>w-dTLiiTESyUD+m{x
z3Ew|$JR=*K&J=Ec+~e=lh#6wqkK+>)91#<Z(F1<c2i(7Jq4j`p(zD)c>}@u>WAbrs
zY`aLCBcEn8STBf|-^F<A9M%@4^BXO)yVV^^)%K;0$Gexjf=XdcsHX5l$dkEamgQHm
zjpy{QS09r~auZ!|v`O82Cyq>PYquJ3S6**!y0PVKxSptqciTWnvfk7dk!2mfRw+Gt
zSOPwc|K@YpV9nYM=;2j|KN-rD2IlX9KXOa69p7nT@h^UL{pChLSHtoxas3(BDmvj}
z(<HN9=Z}0e490rAJ~IXD$-iS0GWD6;aW1Hs+7)I-l41Bo9(iB*929UF?P>rYww=$>
zj~+(Ad^F(QX$nh;=N`&(g?lI^G0Hl9xM(<S0np%t7<BRAWD_D}8pFinhKq?uF90Ui
znF&Ubg@4VwjIhOyBBw>&dfIUD@f5;G@)8jBwnyJ#TU5)1V=26|QQ95Rs({;?Wvk+D
zYu*>pw(_?%izd7K?Yu*^;gaSUwpvjmltNonPUVXcTrJYrDBd1{sQ}^oqBz=`k7!i@
zZOK--w6#XA0Xf!mD#P1bBU)IV!bHP|OJVEG0$3p;g}kVc%9rFN(ioclFak{h<n^&Q
z^7@O2Rt1okY?Vu1t8h=jQ6`cY#=acUw(^7}nmk;>TJP?r6fS)7Vv(oV{K#?`;(i!`
zxByc7UL2|YGNM%hq$XPxM`}mEHhke-p43E>hf8W}CdD>Ao5BXiIXWu>I|1}`I)I1W
zXy~fzQ4y^QpeNa?IC|O|(YEsRB$`|)J;edb@P8S&h4*Uv3T*I)@Bi`>R3ni8%Q%i3
zzAFEhbxI|YcIM4eKM2jxKO-QmLk5~Ie&+2%TPG*cp#?Rgbn2}((}r-HH5nJhaef)A
z?U;hNh7<KxZM;#N?KUQ{AhcB;JnGI)Ore9!czYTE?rn5x<KQUM-Bg?DG$-Kv+#WbG
z*PUrhH1{+opj@}ngFHy9x8`bX@V)7XcFeVBYy0b>6$so8(&Bh6EW`G*Iddw4V_zW-
z{H9m}6YbfPd<|(r=%@sdG+0eQBw5Zf0Ui(QuC3!)A-Jxzs|3ARiP{;gzrV>^QQF*L
z{2k^HF!?)}o}+lr^q6@%xS(0PZA*{+K7O)J=OpftyH}zPiAM#c6dAggY#V}OfN2!B
zOg6hS)AhL;x|)g7EqdPDsn1M})t<O_thV8)H#a)t?OC`_9D)nc8|cO-@p*f%JyW{|
zu5ZVe9rYU<wQD==Jxwe(Hl}$aB}y=<yVyc*6(zCJc}=yWV<HRQ4S-=VNa3`yHp2B7
zm}$fpr-^Fs?|g4gO)<tc^kO94{JW`tAs|ZluO#osZdlO+Y5GX_Sg{fB#*xd#yU-2R
z?!V>kTEJ-0SFc9jvq~5NB99wZxc`<n;N6~-g6yE)HA|=ji!Ef*JBxS0TMG>Ki80PS
zuM8#wY2|q@p3Wvpx{E+0g=NrK;d^XI94RsFONgSn;eSKo(~Awxtsx8`dv0XJzlffv
z%LvTOs<pU`D0(~1f92E`(MNL&!GBO6LqOPaBKc$ZJm8++|Hf_<lM@p8aZyH(e_i(A
zg!EOCgh7{VRi?wC+uS0z(`*=4V;>HH!^~V|#`a9?M$p(2W4UucE?;HN0fWCf8Rr0Y
zJB<)OY`KvKrj#81=U_G~D~ETUbl8d&;zo@T@O0T&8y$s}pL5BESP(A6r867Eg)^{5
zgk|L%t`(=7u$ojall9Jx>X|aer)L{j3NzHR{G!olshqtX`9fKp2CYc(6MTeC+$3$}
z;F48&x5z|$vXQeUEoyyxX0;q^W}K%J$7ZZbF|+)PQ{>K@R!&W&#OICFzYq{*B+?9a
zqnJdp5${T*T)byWq=8@Uybc&NfFl><(i^B#U3fz)U1U+UsMY+d5)==scg@EtLGiMB
zH~g$p1PI`1m7w@qy-VJP*G%qa0zGdON(uDqf+@MIK<__`Y_)uMFOt~yK2@5NCmTu4
zcCSZb5``m3*X|U&<%z_CM&ox>D>95od<!8uLnLD6!idCA<kS=*&%71o$EbfHAj*iu
zPhvNUi9{Rmu1L(qd!|Sn{M9p19u}l&kWEC@S~L)4(;Lz@WDDws6z8(8ympil3U3S^
z%hE#OEV8ik+qy)OEfjJ#*#)ik4^&J4hQGg0ILqK~%&dUF3tZQA#Ot$b3Smx<zYhn%
z3%3bdi`^*3-!|f1{?5gFCVvn9iZ)>><jLmjJTRr$^E(UAo=>tI9Qe$gdC3v($%cGa
z*OqFD-7xdxh}bij88a(jX4uRsaV9FF9Sx(P>vC!;#mrBo{)K=jGg<GzZWLo?8}TkP
z=i)t+nFoJ$0Z!I|WXy&suZmKP{+QrlDm@QRmA|P=C}W0sPuHE*@`d61+X&$qe2<ys
z`99?yE@nJT$!Em&#++7!Ftj(pzmEDI0-}secr$jRm`sp^;;N)qp??FHpdyK(>!ZU$
zmuyvG4Z1q@zoWUY(e2gu&G4rC*{mC%9acB~Y(Yo;FM>y%<hnZ(<Z@!>OfdMX%{UWG
z!nw*G43Zt7daO23oU!4`tE$wD@S@=1%9s%%TCqbL<zE_W1u&r&(5s|msD+zjTk&Y!
z5$?L<c)66lrR%siWX~5NVpfizxuq+&)v3319q?}HqSd+W{<RK^sKeH~Dg3%P)ysWm
z$nv!1qDQ({bJ0Q54U<YMM|-0!7wEI3VoF`SW(e*SjsT~@xKw;!SN@2Uy|0UVAqpzB
zTop6fXhfK`3q<lo^S6lGaUl{d#qFS{__!T(=$;%e=zKPJAWOTi>lh@yQSeHnXue(~
zU&=NI!E@tvP~F^<BKd3Wwig}6mp~kf*AXADgAjO7$LrXF?6VmKjJm4}Q>=I$n3oVo
zpeuBO9@L8)uLF4n90*UWC|<{UHHGYw(RG|<uF6&ce7XPF9>fkY?hW{aLSxVo^t|9u
zCT7Qk54iujB^R?p1T9*Ss2y8C(8>{tiraBs;kX^5Q>l?V(njSy%OY}z>=gNdhsEw_
zScpevVDSuOBo1@J8bWx??E|O(EoX}>Q6Y#&7jHpb`Y}9S=5yR2RxT5z_$7XI{pCkW
zsZl)W$ciF3J36tQ!M2~T^^q|c_wkWDQgEN#hfT<g<nhd*QNEgPh7-@@gW-q`iFf>7
z03T*!%Q<ELE&?``cpje{E*k!90no5cY-H_o%l=v2qMqCTGF*IoO^jsddCLD6(W-#+
zl(JQE=P7?4(YEsEDMgb*RA1rzRcUyXlinD<9u7FDdpv-LwSOpKoe|Nh0K$^3iX*J^
zBidG;utbxGOIXJ_D?u~Uxxt8z5G7Rsp?gz_Y@u*f1hxX`>&iI#+8NQR0Q!=xa_MWW
zT4Hm&nPi5!JrQjzPiLa(!=<w$^#(&B!k-vdVHuSz=u0Fq9KA3CM*-CJyg2H*E232a
z)FoTxQdhAEDX)uYTY0JyO&%^)4LL%}ha(UdKx!Y1Beg$?XjK5I$yUXY+TTR9tvsoT
zCJ&d?s)&&C?Fj4y(9_rB=;@~stqPzg*{V2tTK%T*rD}P45>2j@p5lOIL`WH^8u4no
z6?R6$kC5_u+<#Golt<vW;j4;}a<rwOOt~G%QtSwG>WkS{4z?4;W2Ag_tB8>zlv^qq
zi4Kj@t<6lgA!5o@y;qxV*D;*R9*BqmK~=`<6F2t2jV3*83WBRO_sz6BJ&bkIxVh2l
z=_|(J=+Dd)Xi;TA6^fryo9IB`2Z*ZzpeGveRkNj{DI+YA(Vd+^h_z{eH@%6jfDsv;
zMz;wbJ*^42C0gV)dK3C6idY>T)IDX3zD*HwpitbE-$FXG<F0IEH38u*O5BypSu0AL
ztW4aMEeM#*=BDSkTOVfJl~+@633krb4mTnAR5IN%iM;acYRAX;iarAX!*GzhnHPBl
zGqVht#iJ?|IpaE$Q&WVOkqHs7kNOt^!uAIZyh}XkU^gs(P@0y~Bd^$qcRd4h@t)}!
zIQXl1^bD+s72rhIFk-Ldb;4U^gv4Ii5ljf4&*9SuMB&&gJC8eR#R{Rs;)hLSnmiJw
z#8KKwQKih;RFhAm?U_ak%%|!VT-B^M%p8?T-J53Xod#x#C;g>-WyL5{eL2~z?`ya4
zriHWRqyARC%a7HoT`w&{s7<&U(O*)sszJQiUmd_N4(QScR7sJf-g=#8y|s6`F*-Yg
z<*ir!rJW{QX(!or>h#I>e!?kB@F8L`uO*b23U#`%hsH)j#RMNJrMfNEMZNku7^i`C
zo>F|cBH0CO3VV=SL@c_st%eU1(p-SDn3vw=(7GwmAkBp)i}~sMS(m%}{kB1x2Tc_7
z(pwx_D+L;)xzJ=Wl@6@dtM6?S;izZbDxDyK=y#h^AP|NEARqPj>Ro=WUQ@ol01+ee
zFL1xVKsA;XP>Jmc-2wTizgO?Fe)VeC4||0U){VdVJ9?2H=?qmLH3H%R>K4PZ{!(SS
zg{go_B#@dyg%EJlG(<1MZkGilrv@b$I4I5Xy89ZMEg~{LVtuiMG@{X!)K;3^c&iwL
zW(jVp+!oKett!z5sM755RcXEY^fZ2KziS+`L<y0lr9lL*Y7!2rAijGLDbazb3#wjE
zwP!nfry)=%k(7GTu*Tc_drhiJJn0PKg*0lWs%B>bW)(9nAv{@#W+wHlA;=-n5bSri
z5J8Xy%oL}3uR*W`4MU|85dEUFMU#6|O|dATDHq>#fdiu|Q#|R6dKZ)s&F+oZRrRbh
zryvpq;S_#ZqQ<<+PziH#PR3vT#T?{{sZ~5#8EST%8`X0iRya4RCph`2zd>LB(FTcb
z`N*?cL<N-9GV2cUPDCIdov#c)YaXa~I_>?kN9tLBClXZ8%$rj{^-vUGy%b5hr`D?j
zV;qEn5Obo8cuy(BTZ6?&6e0W308@W3nYT)%q(F39hb7J8LBrG!4g|&HqS=~p&z`^M
z@D&hf2mZ<9f_|VuW#VP$2~{Ff(!2|ITh;m5noaTB#X>)QQ;eBewN|?+{!~s)Av;>R
zkujU%Pf-6tK-in&<Tm&`Ak5&Wu^YuU#Wv#IO>r*XGdINpzuNhdV?^Mm;=8i@Z@E`Y
z2>0J|9|mHQZ^Qyl63k#uikcBsvX~h78-pZg4hxb@aUsdsL4i_}1r~GDEMRsq6y~ZZ
z%`EJNwMtApZh0zVLph)zh>6d<Sznqxp32tiso9y7B-ReAs9mp}?BYr1p@{V0Yq^=8
zW3`*X@p`UvQQ~^A^mLG(lU9rVB(<L;n>}DgVrOKfRb)O&t*O=UV98BjT6$Uq)}GP(
zr0YYMo5GZ$sqM4&kp3t8Q<Bo@N$e-Hil^4x@}bK$g$G9LFVm7;YE@fDRaU*TR_jCy
z-8#*MC^v%&pnPTURGI}&C1pUnzyT-rqF$m8P!zQBDR-OdTYK~Ardi<ZVm36~38~L$
zSA-p42^J7tz=l9QhrO!$NWJ?Q!wszkjTN*rs2VLGjF5BFSq)yMRg;(JjuJ0m3qC(5
zr&bb<ne}SX>Gjo_<g9(IHySC^om1R{?o52tBYRp?1IIGlUf3VlHK=sl2P;5!8p9UL
zuxeoG?%1eITqV0T=#_J7MoJC(1G^7;pRAzh1lD@7OIBs9J+n%(_swZ(44T?AI|cbd
zK#n$BY}jcGqRh~13iZwkDQq&3EHSmX2C9nkc8cW=Zl!g1_+DEji(NK<V->2swko3D
zSs~nis{;7!WwOy#1?)uJhbstrPi_)y31IEbO#yq=V(rmQ0k+_<_v)&M+@w3NtS54_
z&WgyrJ5SSmVejF25k2>cB0{IDiimBf!H9Zitr3YfW=u*-K^sG&pkATzY8j?PNwdV_
zMRAwywo;^}GypUF)~eKu5Byf+2N^BLtd!R4WWNsH9b34Ij@vTMq$oK27;WCxt&}P7
zEy3I0vZlcP&cfF)D05&&s1|hI*#j4$w}oqucF^(lC`FI`{1~_A!_cDqkkFjrT7a2Z
zwHDW+6uq$F$Tw%#7NQ36G$}^_;IOl9Wi%;AVK<6tQY7-@!cCn%EOg0M6%IF5<idsv
zhSk{f7IbVc3?5t3dAVA$T)xWGk`4aqa&#SG7dC_nDyF*4tFV-8|Ng?u_In52>!2`|
z=HanHUX!5jPEgk?%r&N`+xsy{c)J5m4|M&)%xq_7T0AvdH)7s6*eU4#h4E={CWRCV
zBra}u$eSCe$^7U`+QsJ0YI)0O*c-%K8FK?>mY*AnxShQqr>0W#!t<zqAt1`k3%6i5
zip>i);$7L1i}y^~G5D(wq3jS$Qo!d49Ls<wR2*^Q3-yA$p`HbQs5ikQ>P_&8egj@n
z&%`hK1$l;EWQcNgyMhy;Jg<kPgw=R3m6TqHo`q-Lcz|+B;RB;2gTJaQc4qD))$)~*
z8y_N!WylT8tUzuQh)@2PIW>hay|<qHEcGu0L>am9SJ;hWa>GWvD>riSo+&p5fAwIL
z8)?+ZmJ)ezN^$4=gU6yYcRo2hK)G043^_#kVQ<OitPo<A2r~Tq3&L>*KVxPE{9GVJ
z`N`Gx&sf?|0Kf~kKYR#wqZmKih<Eup7w?(;Jou{%k)Ja|lxGn#WA?mCN-_J-7M|IY
z@<Gbg&LTruq=EqF>;zU$_S9rAxeyW<%AZm#Zy4TxGVw+R?_*|p-cJcb&fJPp@>$=<
zb6OE0_l#WFO??jmQD&Z>#BLOm3vy86^hVDe7P@4s3hRyhIOJ^D{cJYsFB?`j?pV-K
zzbkmuNw&MQK`tj|&IW_Ox&&tfC81Q9^1=d*4Om`frDlaIg9j{Q2^i6e9Xh`Ewpg8(
z2~>{9Ff$`8=LH|#tXr`;wiPB&IX~;_91ATQsQmA$<ysS{Jh#=Ufy%pHpmMpm85F8q
z6dU2e%7tU%mJPz74mv&&SW{{aaeuVs{6{)5$`_>tf+xj!`u`6`qvG)7`QuPFJUI^l
zAZXKy5|GI}Bf=fFKzMR=n-$^7{}V}-!jscee0Xw-FHGUdDF`h;XPp+F{5T9*N#V%_
zsd)j)sQ?8i*9Be$@r$pYPwu84A>XE+Ek>E@=eEP7r%$*?hbSiyheDLchbSim9@HVq
z4|^-H&@WNQs1W6tVudKjyo9&{W052n!entnlq0XeN&9Om3Q>Ln#US6?=<T8lF1ovR
zPwwG6IbC9fD6s-duyxZph(u!FGx4dqK;>uqfctM)Qh~|=aRMuVlm!V@ewkfkRIu{%
z3k55;t4R%4o-#H%ta9??wJTO^ymkKh^CQVkAn&IVeN1N?&*?wNu4n{_Q7=J8k{wRr
zvkEnxlW)Oq7(s9I=}z}8W3yc*T=!Leb^Z4(`N;3~z|EWJ)=g*3j^^d;klj3sjllIj
zN(PTWe9-Qc5lD7n6EcH#uR>DQly<ArX`btbB;~oZ_Z3MD1>JBIgoM{_1NbnNa!&Z)
z8%qGo2o^SQNW8u96QL2q4;Ho?hlPTL-HlK9s)B_bYm@p&O1LnKq{PDaNeDvEoG`5y
z4;OaPb&cL^rv+iaQ2SBe1BV9KEp0l+myRG-qkF8h5?5$U<H0auy^nRI^b+7TFli8w
zWhw{7=>9fC3XE=6Os<jSV$hGIPnehUoc<a)?ppSc{LravRNl`TP<m8MIIi~~VA>`c
zlEzhOW;m{UVL+|^^-o8w9lBT-B+~-rS<gRRZO@4w#r<6XI81CxRi06zA@VZy0L7GO
z?;;QZRCAP|np$se#tBu-au^Q3RxJ(<_52e8E<-&^@qPsezAI7iX=cb&?Gu;y-?0uq
zP*I0%8%tp5ufE?z+u}k~PI@4)?-NO6tWNW&%Fy<AVnG<%#-Xi*w!PVXaF8yeAm)OX
z%e@G|8?^G8&(|&uAC}qkk>po^n0^869+nf@y|dm1Po&+Wr+DoiZOTb_(VmTM&s}Wv
zk0;F@EM(~7!R{#R_0^h65|Jn}X0LUiNRD=o>eq`LfwYUTo3yx&*6tCAL)yJ~?H(cU
zpw{k<Aq$-gf3$WFQ!MQs<|V`xxOqr$&#}1LJ>(TwM|CUG?ww?`dqNMNqTkbH)GdTv
zU&Hqd#1pab)9{IjkccVATt&FU2i$+tlGE@>+%1%jZ!5}HQ)iTx?@@(RWxS$PJzvTQ
zX-!Okp6^6n)l$*)J<q2<-Mb9JE~Dw&?^oCVz_QTv8FI|g^^pR^E@^A~+)TFgeyNX`
z!Q&9G?@Jkn<W6kDBI^6z9FBqzec$T=eAvb{N8fjE31AuezJWvHE>)8bG(xRSN0O6q
zk^W%#(@5RyB&R}F|I8v%aXxwDO0rp;h9LVmETr%I3_jtj()X=*WLk>G&mt<J6Y3!l
zJ(C7${I)8MUk`LAlFMrC7F-F?s5wf$TD=Q;!5KJ@0uOqZ?5O@KfX8_F&so<>FA|In
zaJfoIG2(y9(6R_xz^}3flpYtO$N5JDOnMwc=D2z-tOYy+wSf7Q?9gnXFBnyRuiD-l
zZOOL*aF{^#G=Ye~Or1fh7?U83JKf(Ch#_kNk9@l=v?`>aBM@*I3QAFz$u&nQP2jIp
z)ZyW20%<Zz*91Nk8XrZNhPEFZ3&LmuacC={ZExNW(FAhg%PBVku+aqadEBMpJWb#x
zKui%$AeIxF!0YgdG=cOKuL-2hJ81%GSI4&TE;jn)_cIDhoKY#EM^kix+BwMDujXq5
zsSSDoBoNm?8C^~rNFWYr1LL)UgusJZ8~AKwqn+?aYXdRG(gtE)LY#qHiv)Khi>nPp
zUV-)0Efr}4SK&@To63aW2_>-w(~A)c#Go(0Cnh8^R3dpx6{G9B)d$?~ES#=y5<2g=
z=($$uPa-yI`x?EeHr}t+!Nut$oHcCMKn#+bMQu;JQ=4ngV%lsM_g(nbslnmUdatp!
z+31edo(b6#^%mvB-fW-xehMx|Yj>Ix_30X3w1)SkVVi0rjlE;FbI!rdr0~(-4Uw_B
zBOA{-XCuYo*w^kf4AgF;0b9FifF%#R?5mA8AjHRJHLxSXvE#Xm*B9;`dbdC9TD6mW
z)bR^ADHRW@Yocezdzj)CzAmT22m<~H`l8UJi9JDfgoOTR*w`=*%fpB}4JU(FJ9?v>
zyc&B>^XMwkV$O2V_K)0rnC*w59W#?Vp;PFt`7-zgFa4ZalTQPT<TLO`Zbm+g?}Q*;
z9f^+q|Igl+z{ypVi6<c;VK^k*m-;q{>0oAtfFcBf909~YxPqc2PC7F^nSPm>9=m&z
z3<w)9gr&WQ1=jmS5by#-yzp9eL0C@|byap(`Qx#=>&dG8zwfK}s_J|7-s@NOUeA$D
ze$dnXj<2e|`i`pas#i@thp$|5!pf7&<IP%Qd<51m6Q>B1C1wVFk&pk<F|hP>!9OG^
zI02&BM@Jx*;4Fwr^RngM%f@TX%5tx=9YUu@H^aA{o}LZMy1Letw?O0y@Hjn4Tv`vp
zvCtZWki0FUP*aCEy%L4r5DhfU7Bt|J$Egi$ZNN)wq#;^SQbvp=Xlpqf$2hvVIRs4x
zV>lZ`ntGUvB$RSxZ*vt6i}b>R=5PhE(v#3kAH35ix*CiwY!dL*t}Q}ZAkqYkpc$F~
z0WSbk7L!7P7+=#nH36q!R_X)giN1mARw#oyI>27V$HN=){jqvwYqd7s09iZ{G&)+@
z-s}T`J^&)R4=$HLOjiJLAsOH#odp)R2ASUQX)kyhfk?;#efTcTUHG=LX#D0V78IqJ
zakpp2-zfQu67E>=Z)*`GenA1n=FsGtu7HIX0$9PqUlKB|;C5b;)XvWn##8dwB;Gkc
z;f^0w=UZ2fO{}bK@>g!;?CqVL#SAPW9HdM*W#f8py&$Lcm#q&(1N;rA6}|#vt>3U-
zi(ik}AX;mS?T}Q9Cq9eOi~l(40mJvA<QvzQzr?5Q7JMcD+ed&BoHsTx+1h<<q8pGr
z8E<zFCjJEIp&+owh`?<0aBKH^WpJR@KS>K=-K66G0f4m@!flFcYwd>p;73YaL$|k;
z>!Xv``qx|d0LZrD{|twj-IuDNI2d>neF(UQo<WLm&0H}R|3OnB)-z8Rq-|=XKwof@
z!8emgCf5pPkM{#$;e-=?{HZm$1c<+PVMuZRCWe_=Z1h@ccgcpdFtmP~Ee)TF<G16*
zw9S`X8qPrKI}C>EWTuSHtOLQl091&euOA5FC_vjZ5`=rhN!>Iwebb0nIH{`Uf}(pP
zsXVG|RwK#k%H}Ct+cvo9ILn^Gb7-5>t%)o}+gt#^EVYfl5QnSjl4m<CJsOj<K$)CE
zm=?<9aG^|M_cxpx@U0|y=fKxe-uaslu&zi>qW;;eI}Al~f*4|EMRG!*NUV2qlGjM1
zxPxJ;Wortm9nd0CJp)xsqo}!dAi++kmdlwiSDW@=hi{=^jCVCP13MUDBOrCtb~CfS
zlbw<r5Y;wsM=I8}&4H+GjA3yp^G<ux&!KbPYE6A9I_DMumRIMj%&c=vJkA2ma|7X9
zXr6<F<_Re|w03cFz!y5AbUuZEb)_>&U2~AGYK{9QF}mzZr=6`W$*w0^PADB`Fihz@
zl!9spw9I6s^FUE^JwuevYt!YsX7A0Te>5<fDrzWQlwwY+Pkj$1lSK8>ACS;>y@W19
zQ!i=5<ud6{_KcE4Mg7j2R#Q~eybt78QD?fVC>^D<KwJHWP%pIAzQH~zR9DM5P2i&)
z(NhP&j4?g+D{Fc%Hb;+(ab?z1$F);1F+L&5eWaqCATaGzLOlH6u(llqL(OSz6Ei$R
zwA1-a_LG~?LJiULn!ZVM+N>_3B}utay>UL0psqLeK)pfz<HF!Vds@w*AkMQUmlOqY
z834<>hv~_zAO!AafhIVIa4a;zLZJyF3ILx-l1~nNC|A$^2m;nODrZq&99HCNqjH8A
zPG$vg7%G5xZ@%OflJjW~GI9Qj6m&TZO`>ZCTDYz%YQ7xEs1p{hDigA19EXK$H($;u
z=wI5|K1iaDs(=q7+3G6bAXEY7Ft|Rr)t=aM=z|Yf(_4x@xD$Zo)dweK)(0_&oCV6^
zJ%sQy<$zCgL^=F30@jtoJE<=Y5>zRNw~66oRu0cZ<<LG}OY#&cimWd&rSV7#8Xbl_
zla<E9Ma|<3Q5xLi9*x?wP#Muzg~GtdJ#vM}5U*5^`%9Smh=R=38%gF-)iL+xi0Ys+
z3(>Z@;@Az}vD@_KP#jNM(_D(;*c-Z@S8<$}S#cO>oCRv*e}$YSak!rux5_C2A5NkK
z2Nsv2&wo0Sn65$oWK9Kzed+gNWSKR{Nkv5H5*~9wV!Gxyd)CVo-Q|B8<MDKa9|JAr
zH1`OEJJ3ONf8YS(XEHuZ#3S2)Xw8TC=Emfjc>xK{ldwLY8cX=%?O0CY4G^jc`44gB
z%=$#c*k@9q#Jz76()dDJ#)O(oOjsCzUTK9hRgCycA-*y8hD9dFRRCkdWT|ydkiIn0
z7vw(mfbJ{zW|ov%*lX(rg~4h}wl2sC%=BlsE-M<O?tf^l&Iw%@uUZ%81QWC8X`P=F
zrlAfi{*a)bwSEJ{&DE1@{bulYJovjc_`5CmyFK_jL4Pa$4gm0iC*hy}D)_e6e+7MB
zLtq2;-2guX;|;<~b~4Riynf&&0W2m}i7{SO;<V-?OBl5f!>e)fA~@WHvMBj_OH0&p
zE`Lb5Ub_;W-4mV(fjf1=^Xq|O{OjODCOqR6nea@vd}M@%|2yEaD<}Owh(CWK2K1j0
zfBqu={7w9s1EuakLCzC@=EEOICs=@g=J>nAAAb>iTnP)!izfZO;43`4kNC4M{8{TS
z7C-i<ACfIV)4jH!Ea$_i<{>2D_E(12_th)q;bwKDvYwJ^<wlAYcKVZZ<dbv6lWgJk
z3B)9I_M`Z%xSZ%aO~9?&rZ!_To0=E+lt>~RMY5@%3sahNMbcVW8Ew`fi+U24CH@%z
zuyuA^%T6T`v+exinu{%r7&moy&G=e=vBRUS1Fkl+pWE_xae%0*<8qObsm1L~*D)?X
zG?`0go+p_0@)URcp4nV$HWS1esAA(sk8?R7Zr-_Ajems6(_fgVYCkjX<sM^Z#(x~U
zAhygf%qzI;YVC<iB%tJQbS1wN$Gpt_puK8&AM`eDtLonX4~TW{UtyRz7tK2)us;(p
z0}Tr(2RlTQA3g3Sa+_3daE%egp`FFVfdIZ>Ohh*csbv!?h{i$u*bj0-uMM_0mrLZf
zB~qicZ^CqRz5wR0kWr`r=7~5#_%kekc~G1%h&%X3V>UsS-$9^qK?Mw${otGDoIy)F
zD2RYnS1RQZtb>BfJP+4-9@b8w6#OvGSriD6)Jf#$2!oO9^Bl-E&N>tjg0h}|8*!r>
z^G;?h0kWcr?!6&O&|?;Z3cM_;5yT<G`fY}W^H}F{FOB2Su$!P60}aOmAH^*=ZI09F
zx}b~)h(Oth1}72y1{-j>*a53@nlDAbxV7*V1%SlLUQY8=nq9AS8rJDp=5=>_^v#2;
z_)0&zQ_E2C0}8?lwvqLRpp=o|V_BJ^<d->WTUllJ)?$&f5wqv1v`ifU11^Yr=XoXW
z$iSOQns6HQBSjdL1vPp&{Q|-kr-I-bBY^8tT1!|~rkIue2|31VXpA->^kN8>C(Zb;
z!(mK9<JVAK1fQgPd__qe`O$OTQ*keJz4z#jw|EvaMsM}n(k`2$v|br{G^N;)E}V%D
zYu0lVfKZh&k<W8h#=ML`bhzs4mytlEj^<otL!<!$l%V?p0?s4o=C7@dW<B#sJj;mV
zk%9)MbD#e%0Ln{`T&rBwR8gEBZ<gy2-8I<?hLDZ_z6-GJmaYcfe#;evqFbD{Lg?0k
z0iPp<BwqzY$Ovs14;;!?1+9f=ZZD6F4J&#f@glD>%9wvkp(KAlbR}->66y7tJ)zq_
zjCA{Dr<`(%ccdp)b`%N~v#`7Pf){t;b7j={-YQR+KH<S;MbzRdErCatETe}syC}Eg
zg|Wvh2yq(P7gHe+wjazyV^fltc?^&hzX3K}K0nAf2m3gYwkinBcQj&#wQWx#^pcPq
z8IA@+2_p&uFGDh=g2436y&y1Ivq`U!HIvI^V5TUiwhl!i>K4nzZX`(Db9LjM%W#d+
zqdnqLPH*W2f~ikj?f74oTOwzF8G+d4FLU>o5dwE=f7!9fR=p^A{NIAJ3;bbtMf%H1
zbk8SFLDP$m7MtlU5RAM6y5l_sxz3It6#?s$^;+iY`k=}L-x$e9=V*`42_I!j^)f^&
zG4v()4TVfQV{hty33tdOvo19O!+F7%G+-~^Td!@Z)SH{@msc9qExoI2{o^CxT59yJ
zu55*BxnuZ)9A8_ZWMto_8kF9x)VEgZy+M!!xS&G6STB^GYt;M0JFYP@MkvaZc+Z}X
zsRTyTPVTcjRV0S|wav-0Sd<Q3ojiMY&v^e?EIw6z+3XIq-^D`GJ!mVvtHKB@pw?;=
zi%Zi&uSaZ+Uyg>HFm-q(l%j4fCle^tKpk6&_h3P|bZKyHs5;mLfEd$^D!T_i1}ei)
zetMOMyQ!d{WxF=Rhr^KQupI%SI@&)xJ^)M4L9nOw4MAb-#!7Eftu_petgDY#W`Iv{
zhbc4K38Oqd!IzuOwPrPu$2tWQYVffAM8Y#nQ@p{%R{P0ucMHZ$j{kb>LZVynN2nkJ
zw_rO~nSJaTYWU7LI^S<Uxi;t9y&J&W*+`77qH=V;oq!pR&izRIt_;lTG{FjIu5QoI
zbQUk46hqnlWNsCiE6)oMHg)*TSn+;`UhM~M#P7-jbJPNOKq&v9S7)CP>6I7aGw4;s
zZ2WzPUR?}rr1t78c!2dPI+J^9`ZnxeDcP?ejNbGP$LTK|dLQR8)a{N#_oZ1Gk4RfU
zh)T(gu}Xh+u-ZR)ZEFuGmpxJ&7zbO~+SVfY(GP*$jmfpa>`^IWT6q6l(3I`$J?Suh
zi`ff$Wl;Ld!#N9R>g9Y^_P*7AdtyQ9j<`D9p;z{}O7x8p4ethPNRF#z4!z1p!PEz`
ztGg3w)QS~`X;_5O2ziwRC~k=M+GS5seUVo3A<34EXqw%{Q{e-Gro)R&grDaySr#Zc
z2f%~v!C<#GisdqgURkhP&?{TfRCVZ;1-k{kiYk`fV9zEevJEfdqilMwaOiRzp=Q@6
z)Lmy@+(z`0WYM=Kyw39Cez-s88|iSOOqN^}J{&$Gm{MJ4^Y%`Md9%RITM5n9Y<asw
zuPoRy=#?#7e#)U&7Hk>x%3w>>d*SA_4O<#2^6L&=&dHY82WPhY8qrGuZ0R_~KX<^F
z{S?0z!Ys8=vDVyGa)N281HT!Q{@$TiZ-F*aHyT&VSWib>?e-!2rK&xy9*p2>-qNKU
zS$KhAYq3MW9!bO&oIE-{Hdd>HO&(6~YEnvMV=@ewT{bt|tqCM{Ru3FbqFoqIqbAc3
zDW*c$L%tP0BQ%0`o#F3j2mD#6gl7VHhn3n14!yEa2|=%HRl->gy|UnepjT0qKr=`7
zayg^via~pUP4%S?-Or~U_A_n%?%HA<kx~KL!g2QN4(PL=eOqm@!=YCe+QJc6uXpH`
zJ+7kKg2(2Oa*YYWdz(Yw@@ou%$j)kv{YhViHe%r~3uT6>DHe!?|8TJ>Oo!qc6B~Cq
z;LAcod=$VtXoxR5^vXg*1iiA=5Z`d<l?B}gy^3mxNc4ERc8Cir|96LO=hF-wvJU^4
zh^YV_;W+<)bwH&3{M+h?J#VvLyIbf8M_e81&?|dfx#@_d4t>k7BLpHlt0NAG3!g|<
z5{tse!$$)9lDy1R#i<TxvrrW$19%5jvDTqi7OEoXm945+@6am?@(+3yRTbpZ2vvT%
zqA*=BqYhoprzY~bV0@yN0<?kS6kp?jFZ(IB)dv6Q&?^gV;E1dDIrPdNS8m$iV-9`G
zuMGquJF5*KaxXn>E)@Ib_F?~+SHq`;l8AkR>5Kav5Nn|?z5?JK^u_lbdS#(6f?nC`
zi=R96%7Q_HUPblAd<>zK)0(a@#ItOI|LoA|d>TV^!r3M9dm@<vREFa$?|-}fQr&)*
zZB@qKIrPdxWjNxh*P&PTxH41*MiWbp5Jo1t#0Y<tL*MeN41vf(RfZd|ggPT_qh5{H
zwnE%i=j)8T38TZP&d5t~-tcEwXXN1cSovk)xya|CV~vv6wD4UK(l>!nW%3CqqU?o6
zPB<HKDpl@;H&(Cq%c2Q`wK^0a5k)l`6C;}-#vQL<9;Pg#AT+Q$7)Hzk4#XTM#r4c!
zLfLl2kX~-2%vu7JMaqp_x(Hlw7gd_$^-&LtVwxpaq6qQ4(?%z}(eV+;$-!zZRHFql
z1G_e1xe@|2Tpg)4D+Au92~qYR;g+|StHb3@!<8Oy9n6CV|6!WzwrX?8TPnh!mcrtx
ziv#ZQPR9~3BjpKCf(O7*_hJCRP2e;^BO}$(@g@L1ZFB$|>}o(_b`xiJtOk)bSP%o>
zZlLE6dsXh=vaMVnXi)zkG=!i)GkmTu-D?J5=FuHD3fw%p<EClH4kO_@BdpwsV5(G%
zBH^G^j6uTFQ!3`_Vh5}$D7*>*N4OVP*%v^XycXu5YMoq?aHHhk4(W8UuSB@Mbpr`E
zuLRL1Nc|MwOhsnaL3N>k<KZ6iP`xr%uQVWOsobpAM!iy{XESixX&0Qk+&laH^Uq%H
z!Qs-&q`d4B^=W#%GwKs#O~}-%*DIs_knQA+j5pwjsNqJ<6TzQCHjsP73m%)09Oz!O
z=H10klPX&Cb^r{sLhBQwXbs*}nu&8ma&URHXbrO^QA4K5=<bx3l2+L%szVj5`8bWw
z2814LXj`!69vp^NFoTu}@daxF#7B`eA89VKY@|y}Og+>obOpUi+`vV<8*wQK=OFPN
z55M_Ir#k$jT=VPS53kcEu(Ew@7}icr$T3)0uM9RP#$fUOj(Jesbr1Y0N}~9W;xMe{
zmoO47NR-M~0*9Vikf{AzfA1jY9^LVQ;^Z77(zN~>3wWCXNB?9!=fR5dHkp@w1A)k{
zSxyk^6|V#<FR4+~qOM-s*6>Q|cNlHk(9%hx^~%D4_|VEu^B!Jgh&=d?WHD?b*#aym
z;lDosP89xlvjE|*$B)wxDMXu%Z+S{f4&zh8e;JL>281sBZG}S*4kMdz&=DUM4ykxg
z6b|j*Dxq*tB$`69Y;w{7=i=ghttTfh7hk#(_C6tN(khWy`ApcX!KQDC*l#VN%ADdm
z?#E!02O4?FKzU+G7w)LxOK^FhGFToTZhBkG!{ZfipfXk&h20k{CIKA1*w=vc^8Sif
z642=N^6*%>zq}m5P(u^tp;}F>HhVnpoI!7*Htvm9Dg(>u8*cLSh2^&D0PHMbe~N9;
z9u+o<<$(cQ(w2kSg)J*|v_g-l(b58U$#a5TWn;;5Z^;V&3;TqZkM*`yDqF-8Bel`y
z5M0F7aJVWlSFtLMfC)2onNd`KvFxtISszhU!dez@79h?rkev<ET+41xX~{+w1>~;8
z**J~Q21Filb~z3sn>f=E9~Eb*cuy2(?cZ7$uq|I_roI<Bny$6i#*HD<Z`{adby0YO
zgMVAGQ+vX*!a(tue*4m7fF<JyQwPS%Cf>yuNU}hIAH~2PfC1$C=<pZNRSx)$X&w8e
z`-AN6pa8~Y@DvE(M|ZqU3f)I{ynQ(=^WUb#u)KnzIQ$Wa<M8JS63M}@4@6GmPMiE(
z%6h%E=*g?BTkn?{3SJ4nQfNCVY^>yhR?a{H_n_JgQg6W!S{)sz_CpPshE#yUM(PdL
zYa?B#Hv`KLy+?Lac$f^U)lu()^5{UhvD_PPQ~*-5vKdwe(pCgoHfqTY#fGUAwM+`8
zFtqDTEq<$5{!(i3A)31cwTL(Kt3@r9z#OZ{Nnm4rETvT&{bs1h|D>_nfXJgFAID*2
zQ<3^4L{((!93-m9)VHF7e$mE_$Td+p9~1Vz=)=hbVT0FTYLtqL>2HjRyJp5PHY3=W
z&P%PDL9kvwXAY<@_y<Q#y#<UA8$!1rIS8m=#RJxqn_I%ZQkbc=V(jZcI&#}JtvLG0
z>K)p%(d;ek<(FK%dbtN5>y~?GUUE^ei|JY&?2Et`hSFBR6P9`0K;bo5MT3OioN5`T
z_d@Y1q*suNz-FeqSb9}ra~S{*7hZ;C9B<|qn^~==r>C^$z>{i6@jM!%4TwDAay1Sk
zo4C}G9~GCWxK9+9?caJ?PU@#6q#gA$N>1xx1{sqqTApb=%eh4hoW$8bR36<7#t-0i
zX)%>o;XsG6@nJX*1%!bXzd+^|T&MMTniQe+UTFY|01c3%y8)kpnPpSGwxv=}Gfjj|
za!I1%)!7tG6w7Ezn2ggDB&@;kW`1Fk#m)Bml$LCyfU)knj>cyLB99<>BMu{*Akh&Y
z6(p&6PZT8W-&&7?B&0j9Xi{eco7S0JGNW!ip}A$oD`O&sy%GkNlKgnlPz9s~tRHHy
zF{5Z?kBWGDRK$}Eu1soRupKz;$yMLPpqf$m*jB4=X^8Ngb6|H@FZVaATPxn_Bt}%I
zjJcbO4N_)%o!BSXWPQ0<?o-m`^E6or(gknkmo7ZOmzX0aj`xw2wrqrhAzvP*5!!&r
zBVT@q!^kFIbks-XODg6Q<xBgw2Bw4+80n^UDwmx3to6hu$Qg%Ttdl2pOuBlM)zKpu
z?_{1v5Y}-^iB(xCd$B_}rB6x>ggTYqX)P2Xj*(-*<W)9<Pya}=7_i~10R1Y^>j(sF
z6X+F<+Ij%hCHb;~Q@|*CvTUvn_2||f?}Fh<8H{xOLzVt5w2nM8tU!&yl|jUo2bIyO
zthxyE!u{t6`o;z-O^CE4Z{1LB8|oA^_)%1*=tKhoI%^&T^@3Y%H8=s!!XwzaaA`_y
zX-^7UA@;v#U{DM7A_hOZps{gN{4ptWY1sG|Z`{Z*6SV>D&F=DsPDp9UfoPO5C}spP
z#-MYHoJBsem<~vTj)B6xH*S<P5Jle}@(yp{1=EYV!&7LLchm|Kdv4qqP<j*(3xn$%
z`1<L^!rUI-owTt!C=g}6>xOaKm39u~s8S#(N2gkW>>0$!i*UC(Sti9YlHFm7<W<E^
zsZu065O5wvG9RU~+~+68Fp9-1J<A4mV?hJUvGQyML&&!FoFs~Iki&{@-{cBH(Jf9}
zA$04&fX|U@Cmv28A)~x!u6>~($_RK~ow=6U>ov~+^K*2ubj_LD!FCQur5@{11Q&z?
z!SQLd`xV<-^o?S0k&OJ=RB1vy&!|@^_YdJaU9`M{t+Y3cUecy`cT)vJh>m^skXPPZ
z(;TiPfYn&FV%ahbeT20TrkUVd(&Q$@#mwmzW9fe_cH-jFIgS!ZTzn>B;v$FTUHU0-
z0EzSRFlP(VFN~eABE<;|JtI)g9Oo9XPAB4_R)wQU#IbqtIc9Wz-g56)2;G9$f|K-)
z441Fil3b!-<XA{91b$!;fCrizFVIDJcc?N7r?Q9zupI=TDmbpFHZ<H1kYPbw9j^6X
z*1ci_926K1oW=;07{;-w?v=2uks6?&Ug?MA44%-o4Q$2btrhL4z~S2FJ}83QC~vNm
z2A7<RxWi2X<US30r>{E$3`OXkTIpROJ9XL8{^44qvUJ0ha7Knmtnz9Qxfi^*4RWyb
zhw&CXyM&YbuF0I`lPQFR;M{)$8By>tj$9Z-l+l`FVx+_ClBEMCC2{d^+%aJkXJ!$B
zKp>3sxMM&_1aYp!M!Wbu6Tk18o|z_&bq@aJRCDkNF&ykct`OJnhF=p@J%n=;Ki9@6
z?T~5x2wRJYiP!^k18$}#`f%^IYKZ^{EDniGRS2$tq{daSzz`>?g<nd?9&;>6fEDoH
zvgH_rQQcBmwc;4KRIhFxYOY$+4_3Ee0g++hLGAAnDwLh=u!z`2F_7LasBM=TN>W3*
zoO@!b<=km8a_(7%oCE1nrUi;xaeI8hqU~pd%-V#OdnVdSB0YQ65&!~HOc!k;`fSOv
z<wPaojtDA?hkyZTX&|yLnp9WS<|;UYa+TJLUF#^=Z)My!?INC9v$BhLaF?HH)2&Ot
zMIW8wecHKBR?Q{SB+2Xgh+W|8RVAB5=p~VOx@d5G6rxjVqmz}`v!;jMMbG(vJ`|FO
zo({<IpOD}F7rtHV|AjvPN}qqD&nM|~&S7|WE`A0U$>(ErB3Xh+?2GB>YHp4PJ8INO
z+d2%-8|?<mRJU61c9RjNF&S253i>ae?TNKw!Lx4??gu?SdgwCI7dn+&^^ba0m8hI&
z=Xq)EF7h%beFAX{ougjzKLmf*%<*rdKjQ&nMlfUicDS_Gzk@z+nhzH~3SWbQBzMx)
z33zO+e;0kfn?655pZCz`C*jk-7e77)A8Y3NpB8^U1Ao@~pQX>w(dT`5W1jyZXk^U-
z|MU23f&T@%^+o#p5`13c-wgMM-spcBe)#{4A78<buj0qo<h6gnZ};QJ1NiZE{P-}w
zxXphMzONlRY_0zge1QrqZ^c2q4L|-B@A%)K&u`M_x9IcR^!Xk7{4RYy44(pl-=p8(
z$KQ|O$87-U8vh6I6^8ml_;cRAOa1r4#kKysv5oiO$B*#If5VRt(4F_;#rNaKkMYGt
zL+`oP{|VmyDSmteZd~Kvj<@f?k4NF+wf+a;>$U#B<MVU<Tj<Bz@$NhD<DK;TUGRC0
ze=B|;8bmk1f56jg{r`kdh?o62{JC<{|9|4oFT|f;i9i1({*;ihjzZDn|5jbOw&7m~
zQ-0-SiSGHtD_Dcf$I@lv{_n)2e-MBE1b?8lC&Zt>h(CW5f93$^!M%Cn&wTg;V_ATI
z=J>nAAAb>iTnS#xizfZO;43`4kNC4M{8{TS7C-i<ACg00plf%7mq($Kv6XYi6K<6J
z%lVzwGURXM+4b5X?d$slhp+F09qjr(S`8`B8#&nIdvmn+<^=D}!T08b?+Gbi60Ck9
zBAf=Y2EQSzOUJx}s|z_(0A6bXZr#&+NuyG4^ww)o_N%$MetD%)-O{@{h#6`0uC8pY
z4A;g+z!cq!=ag;*&qv>;8XWsmsc)^+dxJa%$cUiZaHkgnP8#+8@XiF7r<+5y0f-HO
zRdV=Hk9sfsI?;1+m=h5z9}!^zzIy5nIFgUbp@HP{p9@nTJIB|;(2+usQh{t<C;r4m
zBDEI60P8S{$qn%Q833?#al2lWghxmm#_ENKxTXzk*<|a?EYHO&2n_*~L;l+4WLb#l
zp{tXp_w&8yRyWnl^@&~z-=W~o-U}vRLPmQAF`x&p^u7=%0Mu-w_qd)FD|&~kn|jCS
z5&GGHl5gFRvcCmf3~G|qFy%z|z+tpF_oBQM_#cWHD$O$ru5%Kmx#X|qcUtdlJ9XL-
z;gISmN}GVYCpb@V)ly+0UK(7&0&}Y{27fsOTaAxy>1$Lk56ng*<?VflL%`swW6_Qj
zMm-15$3*n5!nj=NPAU28BE3H<6W*kkpJYwOcbJ^nYKnt)a;D^OgwFb9_=sPU83(Ff
zjL%bgSKVx`wX=}tnz=xq)yO<z?3^a~1HrFzF^isV|2Uhy*O=&RKYQai8(Xu_-cZ`?
z`LD(<h@zA*{3{~Ef5o)(SjZwJ<Ba(E*thVuae6PmD}rU{1vUY1wVwdrq9peX0N!p@
zZ}8p@IeTv*U<Mj?k1SiFHLauf2^HZ*hK!GQ78xI&3S<Z^kVq9_VJgP7;YEgw`#Xz_
zuS@|l78|NC#EV(qUKP1vs8N?0a{j%u$oVlL$G5H9{ac4#S=8+gdKImZy(nB~gvb@4
zMCvlb+>;J{%wH*6bUkYHNLx$W%b|UU+T<!L#D+;~TIC2vYua^&vO_**zm>9((FXu{
z(0sPU_DqLfSrA*$t0=K$JM-_^4t>i{WTML*CNjQsPbRW1^<emr;7k1mBeU}ykY+(<
z=eUvCWe&ZvAhV!XQ8L>Nyy+ZmbcNxo>d>?NL?$}iSt5H%WIq^U!W3nDYEOnw1%c=K
z9fr48I^fNM&aQH!vo|{Q%7V^<UKw--yKRoQ-S7&-*E<|~mY>c<hdWDWdowdbhzFC(
zRF*%}m+CUZ*C!nCWkFvbccZT_JM_wezJgvw=_{MM{FX!C@>7`Ta%U;*kR;1hGO@+x
ze>1v^eS(qTFC7qSL4uFDk>C>!y|N&|pjQS7W;#G;(Z}uAxcNy?bh%IxbOV-ffKH6H
zk=v_`)`nqw6}oFn{z2%(J{Ud{?3{<gt=2QLSZYNPb?`Ah6+ylhH*s`;&N7@g{23mg
zv!tE9uoQEaj%I@sX4V?pCBp6``&l~2o!#av9gJESu0o0d825$gNM`$rrHc~;#{azz
z)Ewu~3B1=TUu6{WqMx9%oV5gqiX<9c`c{ZY53&O(z>DHRF<!MSksw00Ac;CSRS0sX
zz2KFy2Spe$cmbR*U4Sp`ZE+w`h{ym&kM|;~%z-#=fMW*F!ign_u1({RJyYI7PYhPU
z73PhV(Uk+mJhZL_^HcnxJ{yIdY$K$WL`y+V%b`9cB0Z{(x@)$KBbfMtcon00?ppTe
zAHm$HtwrHXhZ<k-c&y3u%oM;5KI`3}D?*%MkAXMI^1Nf(NsfuCG-MjuCB^rgBC3Lu
zk_=HbJtrmg7dy!+?|CBvrjRBjrE%6fc~a7Egn;x)D2K5`TQ6OJG|%pC%>FClw4_E)
zSNw5FdO>@wI%JOr!5Ch1d~6sBOv)tH=C+#9wm~fja9C6HFv<QP92c@9`)i{EJ>F7L
z%d&Lly5~cJ!)bWbT?qn;mn~Zwa<N(2DfH;DrFwXgk^EJ~Qh=)8bh*anMyW}>nG_I{
z{Sc=4IME>zgg_CO*a+W}(w2iDQ-vnqNF%fXp=Z(C9>a7!4nxbKr^ROcF-!sKqvsmU
zEpc4IZ-%JbI)$j9KZ(T)q8;5s@-FYNcAa(nGo9-Ay}4%C{~)|>aS+qza2R=J*#F}J
zpk(!m7t!in-{};lf+;4Y9&HrwB{Dm`vA{D=hHC%T_Z(z;+{sYWAk*Qn$Rw!_$47Fu
zOhbh0qJ+YCw!ysE#Uljk8g=AUlR(UpBd6xxnM{W^Qar$dQgwe7SRhh1R2|+-r2fnz
zkq($*tZg1Sbx^V6Q;KeX0BlDnx}vicgNNWSvWY<*@lmOhiuXjR)BY{TBd5{;=i=fg
zrksl}JrT?(VKj-Vg*<bPoccd;;?#M?a=Vgd=McAx<+LHq@MZzh3>J8NX=k1|wJD_~
z2WhROSs#th21FidHh{y(Ce3ujN2OUR-V>!+`?umxoJxH!dJKpCiBne>JGH6;V@$t&
zX@9_gbHY@X6Q^Pz$yi*Yl%mavQ#VfQ*e~4=M0dweoa(gv?eKw9X>*@TRi9-od2%nf
z|F0c5^_gPXOKHVV(%dCzMZB3`E7~47_05!4ZPZ&pWJ*ImL}Rr9kw-&*8;6liL+X<d
z)sU%kkf<S3-->Fw><3Q$cd=8WG+a!7V>H|hJ#Z?f^HQni60CPy6Krn5dQVI+jdrjD
z#(6|f{W_~W+<<&DI<ui(X^z)Ng$ubkRECP&SipO{j;Ha}E1SoM%Wx<}y-a7|(peC6
zupdH&x<=w%EGCXF=!Eki(5*f7$3Yx?SF$9u5h#X@Wq$x1F5rw^3Es>vf3qD2u{@<M
zhY>2NyNpI?10s*q?ZIJWle#+Uqf$2&^NCV7^{p7Gi*z5Y%{`w&shA(&++wFjN!^(K
z#z@_LqYTgOxG_Ma^o!e4khqABdI4SKfL}Vj!(Nq3r17Cx;Rw`mM#31IUJRX@TV^vd
zPeW2JHM%dL$<EH3phg{fu?|D&$Sv_QSA(W1-;L1+W?7fC45wfq>fDkI1j6skxh3x{
zmL65u#k&x&P1r>wLaz0XD#Q(=CSoGrY{K5UQp4UdguI23bfK}Z<lhYyAGFF4t$mI@
zT6Ov8qr(TqMy*TT;&SGmVkh7(=#(JdJ59hbn&Nfj@0>BnWzr>P1X4{o@U<$-|4~4V
zlXOvhjpRMme9aDxU>-PjhvD$YCKX5=+AQz_sigS(hX^<ifA2-{L*7c_V#zFtZb(|e
z@psrje^<~zbF5@ryn7kfw7(%ra+nK6&%bg7q39W>vk-cAU`%z)1dm0GkQZ9bAAkyL
zy3Ad8=JxUkM6^lzAu^Fy8HGIU?&PhR1Nzl56REvkb0l;-a#}&_)4Y_iEb)nl2VmL!
zb?2^2Eb&RP-l<0xXjMQ;mj%ZcECG;9HmFLQqRKx7oMRXtmhwlyE2(;?2mi1pMUQ>}
z07Wpu8C<fsj8JT|dnkfHgu+}7^igo7`gF=z8bcXhO`r@aYmKCF_W9?Z&1oZ2*xHsp
zf@;@G5HM1RQN*5FquF<-lAUK*I>oG<YKmEIQp}~RjI#~I868rnz}fLovzOD1Rx+3l
z-3xP#pio)0i6_ukN5*RPrik&?3Ihj~g+=IZSW_4ph!g|{xl-94R5~Zh=?g0g^EaVi
zDR0_QvS<f8sH9v{Jz+RGMIFq-bjL1q5*`~RcXa9;^8BghkmH;dF{-L8&u|kf5G@TZ
z5qe3)mSw0ai=nups%#%FNT{kTeRHoWOQjsiVnJ0H`Klb2P0=-3>nPOj@l|EJfp@zF
z4HyMx>9zLt15<0wQeSxiO21F0&pFqcB@nx6&AQi`B?Ru&wPuHq-6|-M!dkO<MXNQ7
z_k7|YOxN`>%XfNf%_6UW#{Wn`wPp{bH9h2guJ6MGyMijSO#QXwGjr&fprR}{S-lDI
zL@azAenWAS$EKia$iChL-1@*wtszTip3zckN-D;lhWWaxO{e;>$A!y02zrFWYc|6|
zFQGuLYACiEY}`bBcve({)duEJ`}Ly8Bp^ctr)h*sO;O2}RZxMmfWUD+JkU4ZsE8?~
zL-J-ysn)wqu4~86c}lf@%xtbTJ837jFzY^?M7VT~-emTvFPn&IKM(FjS7YYE{}Of~
zvFPgQ`N=&*M`x<0{=goCHdRv}2Jm)ngOqB8-y&c})zk&F^bXNvRF93^7GVwI6-G<{
z(^*XX*A!r)i%bSo={iJ*S%PW-Jrv#-7Rlfm!^fVVuwSxRRQ_2A;9;R=TdVO<hhAA!
z{t0?zRQ^E~#Ze~eQ8A1yb?96E%0HsZ(fw+gyWF0|I#b^4R0n)nP}s?C6t>o(R~8f&
z^vaFG);shqKZS`dcb38qOJ47Vd}oTX17lwbpBJJn;Tgub;|^%GAjFrs5#p;HdSyX~
zL9Yx#q{uwxDvt@)dy_-o@)M%ya-oFi1}ve-S=;rY(b{dWD(HNXv#;RNhKihh4Cf7h
zhDFZy<!kS_l4jZpS9twCjNqg(1C)67l4iZ@piou=51pkI7<q0*M0A5rpvS$Yw`H`p
zEja$1^Ro5ZjLYwFpxI2N%<e#Z=%vi=Vl4rJqJdghohQ)%HOaPCJUr$WPq)WvV<Tla
zz645&)i72Z&cK1&c$rWmj3-^^pzFDROA`+NftYhBO#^R_)oWX;1L9fQEQg2L(~JEz
z^!Ya-ti4>16p5Se&ag@PXNJ1mhB8%ePEAr!#L1YX=_%s$NU;M}(MAs=VDf9Iq2r3X
zlSQ0fD!5uy$M9;K{7OF*C#>Va&Q!<gGzy#uu45#{wxMeOkRorQ+W{cuDxTnpRK2MJ
z85M#H1|;2@C6lsl@_t_|wpE7NZvikMmv)y%h6CPI0+SPU_JT=4sFc7S7mWNCW2mls
zlG}C&;ZYe63jwg*)?SYjvn`;s7Y;+qcpya<UqC6CifCP;`ACQyZQ>F`*O8q<SJ11(
zV7+K}DW{$-!^|xEXLqWzD{{@P|8#iWqIA;nI1H<~B{qv@v!rsFF#C9BrK0w4Juk1+
zVg#1fp0Pa4Sf!Bs*uN$T<iOIZAkZ&_5WAg6X+x>ppej{#8FP&YQDNeq<ot!>aH?>y
z#B-MRQ1!10Q8f)%2EA;&TCWUHJdQYfyMMf1uZ;FjK&e%zxSFOIGFrQ~6w69VF>EGQ
zN>B`VbGj76j+C|?s7NV>D`~_wAauoGD?DC_!^kE)^r?snkJOn+6dvv08k=%fVA3Y7
zgSn*5fb}FB*+#a~=9Qs`P^((By?>}Yy1C+wVufb=1!cU5Y19CirJPYGIE2EIh(=vz
z)AEU8c~423kJGdyNE^JFU)p3@m^_ful8s;pXhzAFuhIByK;)4v58^Pg$rc^)QQ4A;
z_e9y!{;jbyr<(j35vO%9mu&fn^(5z(Esw@plC_cmP!%Vr08nj;o#_ace2>Y|XC(r_
zaMLArvsj`(w0czsJ%BO<73DWoDx<PgK(jVbp6KybR|d=D!%Z-V)jTxD_H?Z~fA#q*
zy^AR#0yfLAB&v;JDSLR`8>k?B2u&Gyo_7u;B{V#+o_S#I!6Tw!%~XTx^qb(w=xyQF
z$J{(8n8=wROL&G6#BQHVmM=Ce8_cGXYEKeDBuF*9nO~}9D<5!3u_IJ+?LYwRzL~aN
zGaZJ*$R^ix)JNr7D&`aATKl)YuoEyFV~n&R=aQ6vDN0g0^kSXN`F_lG=c#h(&{$~(
zU8gy*10kVuzP~Ltubs*H-cT&#D=Y0w5U`DvHo6Bt{#<mKFvBV6l}Z&f4<0`<I9!AJ
zG+_B!UFolml!pVOtlTjRq3Q~RQTb@GI8wQqTL7?~a14k;(HEk5s_Bbm7&B$c?l2r)
zS1b+{on3=~^U&G8XGJJUttS#~nnDNAi##0qT?Gv@$Kt-VK=do49()@Skl>aWvoYSb
zUxW~T76zQjF?4qdK%2Ex9t_EzS>eb*l_*xfiO_5_K!eqh(hFgAhk>ZHZ0=o*a9-ZD
z?4J}w90BfBT6Su$*Bk;4u4r2JZ6f*hMd+&&j(p|K6B{42%Ao(6T!Shv5|Rli&zi2F
zi@HxdzDlG~N5T^5Ws!hQ85w$(_23dxfvUAD=;<qQFLZ^1eC3iz8usk!x=<4$0OQv%
z{{^RAr_cNm=FDGukW8X&Gx_DfmZniaY)&j3ixbIg6*jmaDOUIzRt0D1go(6}4!bVx
zEj9l@aA7i!o)jXoUkUgs`pimY(A{2ay$zY|!c#JybejIlRMYg57@9s{rqFbRq(O$t
z<nZaI=v`P!;Cr2(yY8K08C^2zx%G=o+8K6<<518P<MJ>*hcq&YN+zc1GL<=*7}-=C
zUbW=Ri<c~y7wOHu=EPWK)e-?syII*jR)y?2uvo5w5(|~mvBw;H>~e1f{(t;30YgaL
zwo8CjvR})+&>ggD$r<OJ8CCB8r$(;R-62y=cgHv_wpIB69!)A%%38>2BJ`55dS)me
z@N~2g{~5|4`MrP~Q9gjaxt9;1EM5w`puA4Lv5qSrus;$ml@CDq-A#mU6bqn-s91m!
z^6=1`ARc4Gr2iKBBi8Igmx+}i^+Sf@3go?0hNC){1|Sf-N&~o;1|S6P)TIGVKvsGV
z3Y)Mr0AA5b1K>TMxC4XSeT<Et-qHZbE1)AUD5x~RLE&zKl?G^pW-(zZk`J-k01a;I
zDI=zci7&%%C`{UAvHB^2>8d!uOHIJ7n`eG;fX0+m2RNOZ7#dFH0iNwp9-t9hA0Te7
zJ~GSd0|4=38U&iR&RN8&4$2t9lE0SUX`K+A2jr`uLI51CD|Y5FB?6>1r{u4TfIKSG
ztZ+`v_>Nd=m4x=a+T^cxjGLznz$?w>TC<cyV(S1rB|-^&f{eRtDy}zi(|#)4D*?nz
zg+Ga1NUQ{~G$UDugYHba|A*|+WRvcHGk~}A)TQJizn6d+>HgtC*r7-5#t8FA?~{`y
zyvS(gi=9Qr=cWJ|g=YN!ptJaRSj?ww#{d6w=#@npY|tws4K`E8{~sOtmOl+vblJu|
zWzS`u$@t&*Q}!!ei$v?a06eTcY$@z%4!yFVu%K6N6t>)<Z}}-qbh%Ipa|4!;Xx&!*
z8m+w?IJNVM);FL$phWBQaNh7|m}tE?vbc%MwANM-VuAVhOuhhVXV0`gA;`4$hN}=C
zgwdyH+r`xDfxuB4pK%@8z`BEBs`g?BGEUjzs<hs#5JP(I^#!aYKv^_kDrdSgg#6B&
z-0R$(VUtv5sLO4Kh?}G!_u81G>B+qwFLuBx+NzF#$tbMolWb2AGpW_$m%C#Bl7t&2
zKXWpkA24_+WcbsN;e&X;2Bqbl8;AmSCu`b_tVWQQhaIl7!^L^>;`@!o;$8)dw*WA(
zJ+*9PV&lyuQ(N{-?D>e|aHAH)gwZ9&PVY}?%OS!^1&hCjMrZ><j{>vJyuKNSp#_VR
zW{c0f4p1LWWrldUK{N9jE-`d{wo~W|dX*TZ813%fj6L`?NA9r!Jk+THJdkU?{d?hc
zi)`#~;4rM_n^-NH9FWRs^u_|u%*Jm2*7FM!Vr=r#8a5V_Hfh<{T2EdOm8a6OuO<-L
zHNj4lmc9F@ljXII01R-dw8T6BoTw%6W_~Tfi*hiH$Zs)1JUpdshY>5SaR`mr286CP
zY^BIkaTwX8h&~ljDUv!9iBhEfThpADoz}rz(&ovjmp0E1<8V}3_Bsgnl~*B)5w^Y*
z0!&d4ki0l3(@)G~M3phkI7VG&+;UN|+@j>eTH=<3RV3cbFCVfbQg2Ra$%d5!`KP48
z0FBQEL>_5S#bIQV20G%S(jXP@iPE6`TT3z!EF-%#kh%DGjrFu7tQH)4u}&uRy~<UJ
zsDvxr0VjrTrA05Ogua?s_H-tp@3vwYOKtscLBKX!|EPWH`RA${h?v%g1^xoTsVDZ~
zeiQdql;8(4HJah4isA?%RvcKy37;tzk17-BURO>~G>B6%)ilUb`<Mn}cNh*IDHex{
z79U2yd1&#lL@JYJ;!?8Nge0=Cm9X*tS3%>=p^;jF2`8IQ`UMeEVCW%Z1{)9FwqFhq
zc6Jx+%Pk=bK9dY@iZpgB>{v#v9l;P3+A9h}i-PpXNX*>fGXO`bYgSltP|Zp#K1QTy
zLj}PCL5W3_3WbP8hk>XBN$vuONU6LDl4lk~9RcoCf@Es1*DMB$LNr10@=PfhGC{II
z85Mykf0f72qNRH(G`ta?(iR*<*pLBoLU2uIM}#mCKFy0^ZVFCbOrMnloQPc|C~zmN
zpj6FMn+UxmY$h2J6wpE|5)^zSTsq&7zPTqTP$V%WC{SQ2Uj)P@C>#)zpwKWf6zHi)
zh5|m7lA=I8;nB^0O?qveQxpiqt`r6L6a_-yPMxCAKxP_4aTBH};1w-J0q^<59~d6u
zV^qoXrYIn<fDXC5pcI88REolAWjmZ+2xr(0z<zRl9~2tnjxG7<oIZSXPWb2?dXz2Z
z-iBBshW<zVhN7iisBPMYU!^PDWCCv8HdE6T5KAGF5Jyvzvv4*B5k*^eN?bTGQ;2+A
zbFtYAF;gdL!Xg)7MO=d=5jl;SqgvAE(zP$X_{^npjWc~o0QZ?xD~F!2PS2AB@M*KT
z)?KqAPb5mWB3UFh6X1Y2I^Y5;{t+gq9x_qYerDWr0%B&ye-OKnm=kb#3T20*?MxoP
zf7+wQCJ*4J0KTw1fFBVsBM)Fc3WN|##;Je&uCPSW3yebk+F3OGc?!_*l+e+(N=U>I
zBj#yY%7v!eC9j_|2Z~<6zm~esaCG2j?bW?S%=Tgc4@(}~nC&ASdSwx_9rP+1v%NdV
zvDjFL7a7)8IP@=n+_vbpja?=sGeGd28?c19?Y1J)XzdfgLY<G>{szhcirc;j=M8^`
zaoY#QsiL^xZB5h*L&ql(s9Yxljb{(uKIyFL=zxgNMy)9;1j9O$!Zp!cv>DEg8ud`7
zQA~Fz2Bd3U5N9q(jG`}fpy(_i+_QZ3BIf!Mh8&pd=?Q2aVcp2RHB+7>9|4mQNs&2<
z?M@yh^&+C}Qh0V0`snG(V7)dH9voHk27yy3xFpIb%f0HTxAevEulv07x>v7Wikvf2
zZb}9*V^6Xz8m=i8$tvdL)c_c9N{baEav5(bX~L&A*##GkZOsyM^7fRL5;ioc`+FHy
z@J}>88xXpO&o*xPoj455zekciK5kh@d^F}H74I}vadE8e-#X8Uo*&(DqoU|Xcibdt
znu+SP)(s776U_Pw>lrk{Q?4Qq*@Ib64;5QNcp03WSQ#BCLygIrH{JjX!GI{Ak7fD9
zYAuD~)sk0V5+|*Mzk?Jd6*^}@8>$X)q8R@h0w?i|k2jNAEtc^gPie_vd@9)N=QKVW
z5IW=gAA{E|0@#0v!^p<?I^v^@pNjWH#&7@Dvyt&7QKykFFgqH#fX#cjJ3XzDT>Sl@
z^+YA`w?i*f_}LY%y-+@GT(2ZL=F+s43P0OSApFjRpY?t&nW=5~BtXAfs4YjpHVd_A
z_}S4&p3$|GR~~FaIr%2rc1XD@RxCCzGHrEgvA9sN5~~2PofRrTr=lZ7=Ty@X3lw8|
ziQQp1+)ykI6+OKK0q3D7q9xr?;+1d}->i;Qdhm;8!B5Q4B5Av?VLxUVs27BR9Ga(P
zb}^$K8YMDISoz~k`vm~uY;T5Yu0*a$0c#_I@*phIKL>0@wRRe^9F&q0CR=EVY!G7z
z6Xc~rgo(pIRNxgiRq$1;17H;=!|h#Bp)ogc<R!7d%Md4n3qcVl^Eo75ij$#l?r}2Y
z!lpPGa$z!Ob`%?}LuHH%%A)STo8FDi^w35btS!W&6eweet<-24>JQ&z__v}Vk(@}*
z(J};LSG0_Kv<x9|r;e8SDzem<;X_8t;1w-e2JiXAC1{lQ(Uw2G(K5&@U@v=0LD4c#
zQPDC~bTIU!3AHTm&gm0(+3MrBh#O+tU*I<;MjUj8ii!EP3Apv{nHm#Ah?$Z=n3K^f
zL(Mrwzw~5|ei3s$<gaZ`mW4tex>}h0V`fH17g&V6kbg;xL_`Bn?60;ep047S2i|8*
z(s|-q7MsnrZk-izErLW;lt(pEkZ=!4t6ZXJ*O@GNhKUJDSP8NOl5n6=e=B@cVyzp7
zn|BDGr*%&Z;{7AB3yEPXduoIl4yiL?Dl6?#VH2iuJb<?|5EyveA@O)D0W-o>77#y&
zXfondBDaNIQM|&4;-b!CVr}u5h_0T~4s%p!O$Z!lOQc3?d%=jpMS00T2%S&|!$$&p
z91gcy&&Z+`CjEEJn==P0H$4?WJ`<;f0tf2&4S$A#1A9ugkBb)2I83nNKKQ;|LBO&m
zd$hn|XG4B{SyW1v;Q>TL5ffe7gN)j?v(DsR&d@Fz*F>{XqKoMnXBdI$iP}xeYtLVI
z=1Os(eE)d84yP{<Pl&Uix7F%f8gOWIa|q6Jh5+nJy$6qK9;m^IE2A|yP8#lu+ndV$
zTfjC(Ilqw6TLXh@-P=^JZK>3w`Mgum9wUj@G6WPy68_Z)m~>509L_-X^u$uUwb%hG
zlj@BKm`til2;e>@F_t1qYNrx!d!^H~0&i5`4Ndpr9v-^4ZK&EmL^gX`q0rIbmC8UR
zt$tfpb@Y*9k)vFpw*g?l1?fQ}1_Ey?8OdodyDO9z-(d!Jev8rnms8qKSe3=D!~(0J
za*lq1Mr;E@x47CyMSKN^p*crMZN*1L=u;6jv!>33Sj2c{b+7hsl`@kso18Sj#>&7Z
z;NceQ$uX?H$nJ@@&omNIuE^^NM2B3FPa;Lgg$HLU8>$QjuH@Wb5O5wjchYIzK(!x_
z4J+3tgn~p5WFXB(MK~ASg{+XxJ>I730G=AL1%5UABMYBgkQk-y`}sn#rThzf17N$o
zh(T$H@TsOW=8|Nxl-*%C>@F6EisFt&z<DTcKGK`qtEKxR#j|W+rx!FZUBLT~z^rDE
zerW|m$R^@XaV0uMw<o!RP)>H7wnFIELDVb17+-dBIp_db`NjCoE=r$ieleQ*41O_u
zPWZ*fkpjstM&I21Vr0f9`w-bVk*TB+DvFKPKGH8HY+>QPJ9LK8eR76{_fzu4sb#K@
z{3p>0p3ehDAa;4c+&y4~z@6Fyb`>(u74RWFV0cCIfZ;u#_+c;PI5bL4uLlfy1$IlH
zE64+Oi1L8dE9GH~(OKWOsa%)Ep2WUPJ~pQ>d~A+*jA_H05nIH_@5XOTgg7iLl~3$_
zCg9dBGu0;+Vu%nlCBCuMXn17JI{C<s&teTFq0ZWhO%IQmF{w=~d}U8FN2a+VW`NJ^
zev>lgI1@-dkI(EYW^=8N%?h6xCmH2xiu%sz)Rf4>by$nQakyk<h`G;X&?6>>+E0kP
zFD+(5{O@BIW`Hm4H}<Ho@umF|z}xL#mD4BK$tqvkV+5>IzO+SOuvbhL8O`$ne8HHA
zuDEmg(%KTK(b^YaI>I%5=X_~DL;@vWS_vlze}=xa{Y}BYY%-vl^UwoJn|_Vcgwy6r
z2vM#;V4;-Vr?%{(O0!<AY^{(19VL*5%ON=Wrw(T*H82ygJXkM75VJHFkU+9{j|r+C
z2b#>3T|0~QftbW+G0eauM%^JhV5-LJqas~8aJ_kS^vxigSreVOvNm;HXl>pY#z=1j
z6XWo(x2b}OqiAS^%+kvC9&qVZy#5-jhM);3xC?i><m`LpdSzuu0VSc6PRZ9F9;LmC
zjh-)}{rN|*<AhpWYAj)&M3)wYW8}ckOaY#-TuC!n?*`owbB4VRy*MX0qm?m88X^pV
zmC?jcQsZPqg6@Ab2<{T_^v9jrWE{@anqM2Mj7ro;2-V+&E$OQl@i-giK(SLIJ@396
z=0Y(?8)=Rlrdb_Kvcc@EY6ok0-VRGO4RfveL)FbgiTIf?@I#L?{9Iu+*=|9XMzV4E
zStRhYZ5r^i+i-1LB6{8!MGrmAu=D25V`mS6o!3tTb{1ecbgkqMCoccyD1L(H8HR4@
zJchaihTcC77}|X+>ZxQDeKv}s@CAmW`#O)KJq3<FJq<XTzja%AERo5+6UC5toZ;u;
z&f{k<fuC<p1AY$ZuZ@p3y%J`(;KB!fEbB_bS8M;6r{%-6B9486;q%v>$LHPxpO1GQ
zpEhd||I@f)`V4#odl|}sj;u-ob#1IlrY9<DpD*fLD!v|dSW771?VboYvW>$vWag--
zliEi`HHXSgZwPj8We=*#RLUb>8Nv&;sy&=p5+-Xv)RD#FMFm7X9RP<*X(J#CZ>kM0
zpN&ojM4gb*wgV-ofT-uth;2aV{&L%ZsFgSj&09{khxmXfeJY{>QK>VL7!cL|ts`;w
zDJVOcdYLp$gJ~n20+FOV{YO~OO8`Q7`jN?Vdioa;hz`X<)sYya!HDyd4M7G2SJJJ9
zfOAN<OOJ&jjmqlK-R-Ro4N#z>N1Ns9D4r99R*R7u91K*i^g{qLog0MLt14Kk3qwQk
zIU*`y-9W&>q2QGPxn0MHLc0M#=)&J*5}|r?_-n8>3>y|~Ah3`0;QqI(3%6}uU2v<b
zi<azNU1D7de_`zf7tIyMIsgZSd^SUjw6L*Y)55|gIy6)UTim7!l)OXJj_6CXS|09d
zG|P252??)pdylluK`~6eS!msI^wF|`qmTBc457+GlNF`mYO3Vl9T~&kYz*OZ!s4@s
z9340LTvsfG-vwO~ORLukz9dn%#lzUo)p7zmNuhjr*o!0v&TTGxdkSy|>7dMII_^rD
z>4Hi9w1K-y{m4ReKQYm-VpxEsNm1spdl7IO^Vp|Z<GBTNocZS<G0c0QB|9%pAoP`a
z>@EUfX$1R*fd$hD_N~ri;b4J<hdPFZR8!YuQ6!kAuE#r%gF^%ke%3J@v@vKs8O1`J
zL2K@pk|mylP>SP-Lj@lG+A%zYR;ZBsBg)!82*;>PhVTU@0uSjtCJqyrH~?DekZedb
zPIX7|5M!L`?K~C^7g%^!$FMN<CaAMIkF_HN)=n=9Yc^Uvlc6b4e1?9HaAWI*on5Po
z^=qdZVG?6w=V$$CV%DQbwV6C)Bfi5`5UY(i?nkG3BhC^+m^f#5*bKd@*cnnA@*M~`
z$A-MM_<}N&oo%RHj@)b}8{TMh6!Rh*@{I)zSvQLL=fQkiB$34QF{6!a5_<2X8kL>t
zO|BpmdE@LBLf#I1sxnHr$)0ak9003~5+2tSCF8V=5~70)8726f$SAoV$&oTj=$m^+
z2?c>uMhQg&BkxJieH0t5gJebtT68e-s+;1_!zi>cvxJ_D2|`Y-u|_@NRzCkO3>C|l
zVL~8wWtg~Um=FSY>I{=_BQt#iK4gXoUePj4@SacnfiagphH6f4h6(Zt*mwpD$}oAV
z$}pLzG@zz1)J}xc2&-GG15m}Cn=s|GbNb}7a2#RyEK{0)MZ6J9{}I12;o`6hR=Flm
zn1EY%%+y>Hi6)7qDM>gv2cvV%ww<z0PRg8hVm26?dJ;E*pO_Un5-|fL4TXVq=RnZ2
z7FY-6h=h5h<gev-T1O^K&df@jS@LCT{>_s(^E9)$*6b#V*kcr_wqP6?>9(|_hnRd_
zVIoW}-V)?%o|<$q^Wz_bU6=uRG-unR!X}UA3;=JpflA4vc^(1lR31%VXEAYE@tBD2
zGjiq8v?WrbwL@S;;SQ#Ac{Io2v``++-{Uv@8RpR(lAsJ?l4&${6DF*~5tv+Jfey-^
zO!LgM1DAccc#~D?#_E-=)!I1b(@ZD>3fW1rzQp9zYgi|9uLG4g<S+y*q>n(yD_Ki`
zj_HZVyNPup_kfjw>>m*@8OYSoaVL;D9&crac)Xei1WCahI%P;ga1Y13qgb@4aJ*Xq
zFkpcw)CkAJn~FvFWF%V!qi3}7B4o@^%5O2s|6)qp2^u;rF+zpo-A5y~0ijzSZNu@t
zjKk2v@koTlhvVr}5e>&noe7$}xKrEOzqJH?A3-=?67jNWNdsx<hu48k3^JSB<@J#f
z?Plv~F{1I1#dBIo-$Ecd6pi;+qy?#QI6K+UqY;hw1Om<@+n_F)uvlQ=7?OniT^_;M
zHcf&>gSPg9psnELqmSkWk451P9@DhnKNpGy6|%LD3D}py9(S3<D2I9&%oRIGM(Huo
z<Q5?prSA#dv|AAyl#UZV)s)VhT1<+wI}C>>nlmDCn2X|%N5FX~e!<{yt(>(qTJSI%
z+S-DKrYjf!doZsSZmn<-+4Rc`T<K1^vd(q|p<G!wbA^zu0}m=!7GLc~C<#Ty1BWt$
zRBPdx+sh+k!zvYxWQn}WNMn0Jq!F<F{m_-THF~7iYr3G@Ka6zSKjoBDyd%BX{mR7`
zytoT*3-!MW;*f_2d-}mY)vWZ<wbBxJWXUpmD716O*+uDLS*=D$*{N(;AYY*9YQTMC
zQ<7|X4A4`KU5^+>haY6b`rb~&tbCt*8!F~h+p8u*F9~6h!S{(mMfg77j)Y0RPx|KW
z`y{6XE!)T(%>^;APn0)Xha>%T!{(@4n(w;h>L4^BgicU;n4F;UVd(&XgQ-$#?NPt@
z3d`RUho8?AN+5Q5Lft)~gutEJ6Z!#Ut@onv@qfE;&YUYJeY~Q1Lh+tY+=5m!AB}C(
z>j_0(0gdslf;^#53pK=gr6QCkG*WR-J{;=`ZSeiVLx?$I>aXE96gGJlk;)hPfC;$u
z;o0L0ZA^(X^aUWa)r?9x+;H-So}9xQ+K6?B#?9e9v(z05OoDpK&L4VI()=JlVgYeT
zFKfufS;?QS<F|fiGFv+?&f^jNjoDmlmeWP7OZ4D`>F1W1#HZN4Ww)<b3)(zR(U>Xn
z=V2ETouYf`G#!qxGbeQ&YL5#WujqjQ-p&SOY*18n!Nmm3@QUs(ct6CGaa33IKJ943
zi;OT<bQT%i#UmrS0m<bUZA+*|YmbBU33oM}bBr#)X(7kxh4>ABhK|ug6U0K?(OnwP
zi9PhMnCyf#Vs_8y(z7G}uSOQvXy&&VRlW!ZUEI1*`9^<<<JWzo>sU*Gkm>P_ZeiWX
zy%1Ku(IEs(n|L*J+#6)}jh-PyjaM43Hk$k#Cw`C<6g4#6OhhA^i=oWx)3rjG#Ej12
zMMe@kip7v}lfE1P142kd8g5d&nM8=$-K6socT!kWOX3n6;q@tPC0V^v{BO!F`equT
z4G7(GZR-}j0f(WPtx15zyF~-kN4(1Z9Ulh>dfeCC65lr7(J4#?9UA9UDnl0iNKaeb
z$<6xAZ?TE~Y^S>asazB7-wLm1cTxEF;V^Pd^dAoZ^EaF5WqhK)+bK-xOdoZ~r}8{8
zZ=6HE{aeqF4*4`u$tWcasIfA!ami0uQ;OlJM9pHFgVR=H0SI+iScO1z$R$7jtI49<
zMivIWRw{Ka0?wmSj|t7=jRc=OEvzbKI1-VRuckkvE_$r161eCaQ6K#t@(yRJLyJX>
za?&4Y0`}#qLpte8UV@X}7&T*s7~s;#kc$=egI?S1*9=xbikNCvV4is<MA;pN!&A)(
zk~qx85~~n!9+udXR+r?s*9=;TdN^qbbxA=3)Ym_jYOxh8_OdC)3yE^X;xoF+!F%>=
zPobbh2n3t_Eh*q^CO;2uVxk&SmWK>Ek(EIja&n1-wKO9(2r<L~azi2Fz+oUN4ubD&
zBixxc4&tVQh$+CGii1e)b!;5OyW`^^gmnU<9H<1`x^vf2tixcvHsXbz3Me~QZC2rA
z>*~l@4GOcJh6Z&NH_`A`d6&_(AX;L%c%rlfpe<Rpp<VDqqa?P@QlJSop9TFDazj{*
zZibmIIO-yOj`wk59Tj!KO<aQRH9J@$^pX(t8KN$5pCqC#K8tKXQ5W>hJ?etopA>aL
zUN5dnfmx%Hpmjt_)I|d#DcEK}Je?4BflsHzT~N=sDbD|qw4%+kTRF9MZ`8)?{SazJ
zAa=!FxW`=(0(a`Ti?1MaeF?=+7<YkJw73hr=M%r6QQk*e{`AIOAg_QaagT!HE)Ju(
z3o07AUY?Q{cgmsmVEQ?Szd?)<Ge3^sP|W1n0H}D2UzvbgADW5r7KBZS%&9x+@T{1I
zo#HG`2v;vq797GkH^cg+C-^$ibFsKK0au{XEFWfUj77}6NrJG*+>UFnq<M6gds`}%
zF~at$<BpLFqUj4+IN)p6jF2Z}VPCVk)}1pxlqHUcln1{W$==^T_Ho_18~X&?qaJDE
zNs?p2mMl-0Ld>-IORx)xVG4&P5_Ra_=}gSRiS~%GiCK6KfVW%8rNk_(AYew!LgaXY
z8zbZsxh>2Xw1MK*%L_Y;iSwoa6MN~xP|-~kBYVil!e_(=QoGKWr`lP}RK&EtHZpH>
zSMlD#Z`P}A4!wE{v=JZ6AJ_}7h6lv<H0afXkzUO^?ik)JyukYP8i#&8lGv}-{*Cc5
zG$QmhMnLn@+3}6ZYlH4CgNpciccZ&GzFXtFv9^rn2F%|Ne4JtbE|=(RD-n&>_5?hJ
z+s)3!!yJXPMe#5nz;F07jE6ZeM(@PM!f1kB%*EaaNiK$A-JU%b=Cq4(eT9d!s4D)!
zF)er`K(&8M1<u~Y;|tCih00Ol=oatvdJV33)kcS-1q2F!$B6qjHniO9d>KD8yB95D
z+HYaFfoYExjs3*Bp(;!*o);nJP|Y!(RDfYF!Cb?)CS=sg<+pb_9J$&B=WKd|)$MRR
z1svf6$FkNZ@F(P8!Px=>jUEpZR42qq5#@Rv&h&vY`V3B2@Eho71do`|&jA(Lt#OB7
z$g@3#mYB7pV1)cBHd)0HvVSiEre)sz1hTj!Aqd1gN>d$K8v5ZPB;`Mdt?5f)^$HvA
zzjl7O!I6;<KudNjzCf3$GXuV6c2=Pk9SpaFc|oiE)#k|2|BT`&=E%{Xn@zUcAH=2v
z24j(OP4#<CaA@SePX~Tdj~xArfgkg<g}-$kKf#faPfP=TQqN)7|6d|3W}d@vAU+}$
zen*5!a9HGGXlbgstIY`wM@R7!cS6JR&SNMzF0wQY7z&SK2qke;N}m=*QTPIr(PwlX
zN5K)0&zlAur5`zZX%s^-r#if(^Z40EsO%R`1AeCdyoZ-{9-mJU_#EjxK8@`o^HWB4
zzR5?9s?}StoG}*l(-X%3refzx#T>pK0h3o)ZDY~Zlo-aJdG)G-n<L_|wVbSP9*_AC
zBNoLyxfRkv6r&;jSq*!)6^lC+;Qv7)Yq2Xb0{ro2(wZQ9fIkoR4)qJ!F!?Q}Nj{&_
zc7nA#Z8fU`{y$42wgI6Bb=d~|e-VeFg}af3CO+U_pNeSMb?QtAbFhbzquh+w{;dOK
z*tOcZ_hbiRBeC>t1qE}w-+Cg9UDkUDM078e%(XX3tFc$A!g<)pu+Oh;^G3>}6CNH+
z&|62l25>Guh~@<}YV>&L40`qPQ97Cv?N;T{uFCc%6gmep##p6Ztqss&mvFkla<AG1
zXaEdqiB%fadU?}u1>p@>N8k<^M7kQ)%PacXn9$UiUT7>TA~cIO;~nifW1K%D#TB=Z
zSEAzg0@*}uhN!@sNv&oV6}!QtaMLthVdLB9{^XWyxH=#vB^dSuz;^o*T`>6H1q@gu
zi0q5Q$R-$c#76}~D&7+XL;JU`o*`_(rarCPxkS-_6KOk8k23fOQRL8zbzn*pOU!q=
z_Ci$|!=;cJ5SQjc3D`j8om@vCEb>lRNIer#><*jBi;HDqwHCYp0o$wvqYJzFYipyb
z+F6?*dwP})Y^b1t<q$2cU<lcS%K&uPPU;zoyzB}>(Jf9}A$04&fGR4SZ<M$V%mJ_p
zyXD@rD1D|K^h8=EL)a}oC&F&uiWEp;xAe_D?3SY7Xr)GhP%IuUijCGG6mm=6#_sf^
zp6JQAn5gtnTj~v8*7$$Jz&i3%IEUI2h+Uz!?xD7Xz@0kO_I=1u?}iT<YKvF2P+Pp`
z6OW+3-^Vb4=?%3-UIF{Znu0=Y7r_bem36SY;Y)LMnQ6eUBQ}Upzk=VG*l<{3sW94q
zF#)%>PH7lz1rM-`R3D41A1=KQ!dU=cWyF^^I6m6ntky=sV-9}rk@5ie!_h4czVC_J
zxYu7Em4);B$Ln>-xxo!5R3;xCfItZV5I$O$ess809o+(HIZdzHSPmf;o6Gfq;Yy={
zd&+G?71(0d2{^X6socM%3FmWFM>l)0Z-oHZ0sJ})e)S%7mNzQY2iUAu8e^6ID){v$
zyzxe5aC{hHjUu3>5jfESG%6K%7Dj|U@1<T--@I~vf2~gK1)%_8Z@f}vbB|XYjDsF{
z_g9>F;xRNvL{YOcJWN9(Y`_5Hk>R}no?UUwat~f!;X(W_Vgg<P05v$4VksU@(X1@%
z@m?ID9(!H}WHg$=etZPB?GV_&g9R>yxb>ZDMjzdAQ%C32gx|SYg|;l_l?kdJn)0L=
zfB6p(upU0aB^OBMySC2No&U;UbuB~%Tsc|tuY<pEf<T%B;Bx@OzYjiw_4u9mo0e<5
zIg-Gw*G`Y1TzTw@l_!_So3+OH2*mzPoT5toeUanf(kJH4nbQUTu!0jZDoT>lW#s{X
zywU6ft6SedWw<=CVOdw#MV01w9b_s>0$ps9>@lPcz$$~(#muT60Ue)%mFmb?DFK*#
zz?5Mov^pFVFwi$r9UX5%f9chs>R>aeqvAo2-U9PsAR0$2Ag)0UiMv5Rhs!YX0C1$I
zcq@1~v?VG`Oa$+Xo`LAg&@Ff>sZV&Mk3bxC2;s%`1|eX4pEfBYwbABK@NPJzef9F_
z=1OU}GP=1rblGxJb8vv<Snw^1IwhY&03z%Ro7oI%Y}6Bwq{>8C(ByEfzdQ_<Rz*q!
zO|91yHAW=ng-^=4(54u422SYZU=jeB%^J|)V0nDF*%w|dIYJHKDClx&^_!zuT#ynC
zyFD}hM#*24aL3OsO<IfkYs1^B1I?jH$RqZz2l3-C1h7J&{4WSJkXi+|^OB@?ex5L%
zlD{VL&iM&<i~z>Lm17etYn%L)8+AeBWv|d0(%~r^*L&+r>jMe39z_(?{Y4qIe#3e#
zizi}2YQ3Pi4oIRo@mY*E{J(nubb%gHx0gOx?%z2QpS4@Bm;7%ZF=vi&h3!5z(GBRF
ztfYD0PJsRiQhGYHW@m0{?Ov}84%GT5X+Oj4V%-3&wGeJMC&nt1t=+I6+ys9O-QHHN
zk4|3eUk{en)-$rCh)w$BqVs=-!(5T&4ay%5Nn<jg>?WFaaRW5N)bE<PVlob=$q>%p
z1LAZorxbiViBh5lp|qt-fE^WJcq#%GX+@%Ahfv2Hc8m8y4RQhEKryz=a$%+WszS0M
z`CIY;V(Zg&Dd=`UjYRhhCB_SjnsWzId;w?=K{opdvME5(T*TzOT2f}$H1eH5)ubqu
zbBk<D(sNX;T!9p+tChV`t;lY2X>p}J`R33o6V}v|qE}uEz%2EOe+mv)(;CNS)*1?b
zvqWu-6Rv}pA;>0TQVVZ(L`mF)fORENr*1e%LZu{XVkDWB#7S{VLe5|MZc%a-X^C8r
z7{YH)LAV2QX1bcVwWwL2A!?$+B)4u%u-KF6uZ8;(B1_y(r*B8Nn$iI|w=XF@sz1Js
zq^j$WeNlhtZE{)iU3=2bp+dfCO<5@_<R<_uuL^liW);FvI7_t1gM@COMfPSEDozCW
zTt^hje<NUBq1;bBa*&xyp?p;gDzid4F;1amG7(B9BXyDk4pSz(e?1x54v3lQ%49bf
zuAMa^V6Nzl&k$wuLZ(bK`>};A*WPNs@3^4o1|?ZXbw@W+rmj1lg1STNESDO+_Jo{6
zbv(<Oj#5;|i2y9G>Uef$)uCf>mS~Qpgzbd=2j1+6x>$pNb#?I!>V|_<RKnx$#7Hu$
zi)ZQT0%tD82P8R(6ol2AOeOTCAk<;-GhHRDFKSk2h)U>V5?U-2(N&k-3?<*O+*xp&
zl!W5evZUsyUbq^`Q`ZY*laj4*t#FM!E$7e*ueK(o6s_=P0G3xPWVcBv{LK=bu!C^j
zem8;7bwoY94*~1y;Y#X}gM?J-;c_vk%<ADdT|H>=0BN3m$ylT&oFFiDaZd_@9gs28
z)x}*!&GHOU7cmQZJ8ePhNqD9G-hn&9!}l!IL-@)m8zm7(wZo5*8g=bJj_~kBt{i@9
zPq{gi!;h>9Cq+5@0)XXJ4%yw@5`D8oH+-K^ov>fPn;lUIe?`E$LijFq!$Afrh43vg
zl2nCo{pL9kunPb5>Ox2BngQnzVqp`)wInZ*La=#}>4C)$Cgars2Qys{>;uEiX-N{3
zJ45uqm2BG(2DXUcJqr=dUlck)1njN9Y`qHp3%|B^S8xj#2cM%~lIWuf<OC#RU4iVU
zM^XuVa5b{hp73+1k>joDE=7&324H#B$a6DWp7`X=mYAty3E@JSJiSdAD<=$mvm=`3
zg$P*JG`-YE2PvyG&2ll!R86BRm{URp;})<h`Hz%NUSLcS`6+03K+#NBM4OA6`x&B$
z)=Nbc25QTY?u_!@cu%OIfo58i?z&DiE2%uHW!{7|s%x3WMyI(fd5b+!=TI_lu%@XL
zCG&OwmRHFfpGnD>IGiOLmg@-LLdVR<6azl_c)KHt<iiM9S0vX^M;xT2QY5btW67*Y
zWMGs-iiYGb(jvJaF%|N~6ofk<XQr!=`-+<N8KOcqN?9J0!IM#m#JrhBja=HPrX{II
zRmtN>tGX)LKc?$kp8V3DymKg%$E>L<MVb5ofaO&t*$xeg!{RJaC;vehPgEy(yCdpk
z(L)h+@>A=n4=}9M$-jxQWL76<sC`Me-)xuhmz<kNYNZf}OuZa|c(TjDN=vqq>c#&b
znTQ-D{2U4`<+M_X2`E6aJAn9^Ow$k<i8dfw^C82rF}Y@5KvMH0tUpn9W0D?!@pe4I
z;|-9+1^L)<M?v<9#F5{nLWz6dIK1QwX&KyVGO>F60Q5@Reyc3emqG$m?2YWXp#D_=
zW5Z;rwI)2fp>G7rO4Q(ZhLDANGp)aMOW9=W+ybD<Q2WW&`2~OzUTzU?IoVoU07P<)
zgaC^ev2w&0G9A)&)4H&L(T3y@m_b_?<b-K%*jg9m1R1BcEB=t6@U{MW5QtY#uJtzr
ze_tB>?F;^H4E~mbzng-;{lVV>`djgL0KgYK3IF_8!MC;kE9mnYY9<gk8{mf!73afC
zc2d|775%{f0$5D32PP__GP0#k*9cE03Zxsm6DR2|6D?9%AFi%^Rr12Q5*LBkRf)^J
z5*HzGr>?|x1u%}k9X@0wF1#WuanUUw8KU9;4!G^gN&gSx&!319{U^kqzlcA76MyEw
z`Cg#f=ZQb_;SZ!oFTg)@{N3S?zX(3AgdNjGlm1@t6`tKk{Mi@&to0X*AN$h}$rhla
zHx^WWYd<>a7L+NJ7YOR2$lV{UNaX`_)B|jR`98!Ob?qJat+<k0?=}IqJ~;K2X6%<E
zks@Btg~`jgYHBTn>Roj>aCQ=wPW~AHu=PBB0pxU^ZT6T9Nf|@_+U8_g=$xUeg~X1V
zrrT%y39CBxRN0_&5~ix;ujO}IN9zE>19v0kgjStZ9&S{$#OiesAV+0d>2iL|_zq*y
zubG_Gt{7FGGk3piHrJYs6tM<sr~1*uc6qTAW(?!E*bIEnL`nM@7zc9kx57t!`4eN^
zHiXYpk*=5-@E^u52>Uw>>xu{|9uXX`8%x3=1$O3y-Cx_|#^!|G#{qoK1@R7v*q;$F
z<AmLVqLsu1>nprPPng{|`a<}qFr=Bc88z+xul6eUeK3YJQ-gnl9OOIz4<urH-s}Mm
zy|OrOHt1FKyx9dLWI6hRYYb;g9D0}k)LGH#=r$>>evQG^QQ~t0mT>B9TR~y8_Br5y
zaBtVSQ)eGRnLww`o`Lg*Kf_aJ_hFiMSs2=L9+EFEK6ODSq~RA3m|UR(WoJKb_Ri44
zt5=>2mqY0#8Q=g~C;%$Ul0s$GhB$f@3Zm-J;AD`XdMFy8;5ZPdI)_J-hV@hvUzFXb
zi9<{)+xwv&>E?<&5lG0AyQgFbvQ%bagJ9fyjsy3`nMDJ0iLzpU9%)1ON}t7A0%9rR
zJgbGl9B?ruud<<TU>(T4pHin6yaWLghp0iLoKHN-DpGy8b>KR!{9;Ib5o$|#hK+Ev
z*b&lX(z0g@0Jc;00X?X*0uV_#&kA@Ef#~oV7uOYwLq#RmAmBVyvRG0^_(f8Eq*|eJ
zERdxk=0!#}?<#1>dX+!R6SrD1ebmp{A!QYR0N2}yDv}&Q?PL{^_f4)K6nW$97DC>}
zx*(;RaKL2hC=4!RBh-c-s0R*ZCX?2}Gq*!U-Qh@$czKnP$^8Y9Nzm*2p(|n;k=pAu
z3!&RTjCA`or<`(%cck~CDwG(nQ(a-E`9uEb!pFiN-YPh+e0Y$Re1wv?_y}Deu5AX7
zS));gI=6#M;v_PZZuhPT!CkpT+8@MnV21QbOqoFJ_hH5wo03@LF+ghk#>H4F{~+UB
zbvd!X5_y&qUr-AAW!vin?kM?pz))KmPF%s~#EC1v!Ebcp3Vm}wafPh2BuB_%$3;9a
zU9``w#Yk`6u-fhpi3tu-VQelQVWgUV&I<KGuEYi6J|<US&fXmYvCF&T?%g2-?$q9$
zKO-Cc0Y0R62d_x)PKoaM#2L85^>Jf7z2~eTuYgXuwID~&p`lh$j-K^_Yn>S}<#Wp4
zGbb(+X~{PLOT@}Y;5QT}?JSxpfiAu}iRI}g;MN_p!R;fkG$qcTGj$t?XxGUF<eX0x
z=Lm|MxR1{&M^MNQXb-?;Xm)qd88H)r47WTuK|p0Au39Q0c$R8s60E|b{^UBX<WHBM
z=xmeq+VONAKhYUxbFJA+FtOgExP(q7ZsQ(c+nE=dNNPVP?w+HVIq@&SE+l%6dM)WZ
zv<7s>nKW#VE*odk5P-L{Fd3T^WzQcVV1_ekcag&!;>nNtj-vO;coJS@wDaoDB4fuC
zAY-wJ%B+k@xf$Z6WFTfy_-y!y*zu~%3^{M>EOKrXlWXflyVapr7EZLFS5YV0qEIPC
zFefiF%-!SA$Na7|(e>yqm2XIS47EM$?L!oVg#t(=huAPlZ4dci_>7=6?K(r*HyluA
z;j#U?8?pV^p;s2f7W67gZ2S;pl3wBx!`QDJ`j(%_M3)OCGB;oe{@S+c*=TJQ;4w7Y
zbk1LUDb5!8Yxnske8ZoizxIHbrE!ecR$F8UtKg}O0AMwq-D{gS#h<Ov@&aR2eE?#o
zxLvdIV?GbDrTZ}#vz7pTMffqhE-2T_kgrjxH@Mu>Z?FNEST}N;36!7eC<IJKOf_`0
zmn3>KF9GvyTo`7_za6%Fad(X4y^alzgDX`>o6EfJZan4G8yz3n1ZRQ5>2#r)6wY<4
z1@?aF9WD7~-hL}wu`yx`FESjSQ7jHON;~%R05G78MDRSX#1l91W)i9TiJrX6Bct36
zP{m1wuCVc4n$l8|S0Ke<HX+A%360MNL=NAe{}LR=Bs6{v9R}u;B#d_k>WH5kNx)CV
zJ5ALB@6jD^@hoPG-XdR78)9YClGYJJ%`m?JUxw*17vz69*?L+65Vv7?4}mz5KxF6K
zW5TV0SAv`$$-DAuaJHo6;1s@9+X=?G>M}#(8<8lA6ZndETLJ^|yo)!JTD9O^Kvjfy
z@d_K?`%_x7VZ30574N=>#%BXU=UsmUUgxLvU8_>L{dd4|u=IGdT!-b!q<=FGBOCAP
zh>!AaD&7-$xBXjBLq(H9tZYisz~$oGYptgwH{YHv_gP+o(hadfO1FVqH}bJ(;bd*I
z##mXq&Jg=UB$7_>^7ja_33?cBCbeq8%Ng|WZ&O;bVMK$Me@)}F0g;E7{|ASWjhA)A
zM|n9F?}@zJ{;giVXlzfvj0V%-=VI>fSkF-cb3626om{aU@7fC$;)ELmGnygIP81Ae
zrR>EL0$~xsCnGtT9FbSq3?BcjWPY|`k)YRVM|2zlw%HLy<2w&H4I+=BdaJ&bkqaRq
zo#G#1<2$?9@u}#})d1Me_8y=}(FUSus%c|S5&P@WF~W>K*d2z$fnsr}XrzpQ^U%nA
zq!76%Oxy;Nd=$^JflU-NupIiK6$~Mph8QP`ao|fuw{=$#if(b*3ZYvE;jF?oxk)KP
zMtQ?F-&+u61U#?8HdA}OW*@MBM8h^eWQJ{~6&}^jLST`cjkr+GAXq~fl2)zI;sTaH
z(d;FOfu5^_<m|>u72DY`f;(qb&xK$R`}vQ;>=zsYnm+G~o!Ci*fO6}!;04Wuod~@o
zcBUCZKye2vLO{QYtU)25^vyj4lp?jrenPQ2To1&BfF5jwfOgk0#mEQ*r3YCcXb?+N
zj<W>~1;sw7KYT;wA0rLf&f%a0Vplk*dpIZ|aHkFj{RXnsgD7<T-$JDhDCU7zv~W<o
z=M$Hp1I<Uj+w_KmBCmk1T2N3p=>94k6w5YYQ0RnQ*3s%sJ~4+5Ld0;;32ys)0&zs_
z`#b!G;-p<@QnnD#KbnANcIA(-^3{|Ce^TX-utle^&+L^y!e%Dp0zTuWX?E0kki#OE
zsa>ciMeKzDsPe}Qh}?Yox2;(*Pvqv|W^=Qo!bdo9qUK9%%qBm@iS5|=Ew;1mF;UV^
z7?ynZIL(+D@Vl`KiE*0qQQ}Jx{|ZQ#*L>bBem5F&$nT2HJ%M8=SZ$92o7l@!0lc04
zCnW&v<Q%{fVsqL~iLv=U5IWKM*qmc<S|~PW0KehSFg9l&jLivIq7)OAqmh)@s2zeJ
zq|S#0N%p9m59oymu+ijWqU>rX2opLah*}g+knecu)e}D0kxo;!1lfgRy3JV8XVa8>
zX{O?g4o1LwoY7|15)ecYaYoW|&ZMur%7%Is>p<?IDqHCl2$=TBYS6d@PmC~%+S4iG
zBAw8sJSLf%<pnnOHxxT|WwUGnU^`iB*xC_&iDr<reSq@AY$p&Fei&v^XSBoaFdW`i
zEDja@+=77f&<~59N;kEeK~<kGXjr<X-L_hS7=UJICj}HA67?CH>s*HRdtE^&Lp#n{
zAw+BF`t|`*%FxbbYJ`UJ8rpwZ5MdaG_S9a-)<<}!X=rakpi8RABolkMWYI0`;kEQ)
z38}EDazY5lFs{$|-U_iM)@e_`EEjB0PoLksH5K^6Qqa7%`b=cXlK&74HA_ted`=kD
z7k>x7kwKllxf|5U?nMT5vW0MAA7@ZkH5HJ|ps>P(VM?b*$dn#ZVtP#l>VsU73&btL
zq0%bN*@#Xcb{Wy#jp&5Ho!W?g7_!m9@F9)pctta!<2|1^19!SUZjh(fh>pAhEBIpz
zGNK<8HKGTHGq9DXd?>V|2M@7D=oyG9V&YZ!tvFNqsV3mohh}m$1rmA!MN?u;KV6zY
zM59gy^=D@)<Q!=!)}|geUmuwjMHIA&b1A5OU<5le#j-wRGEjTF?nW#|T858|m76cd
z=V=`=U^ds9rSl(aTz^Vrnz;eQxXXm(HWN4Pr^4OD9y1mGR_wwwn%G}wj{+ML`?Ubx
z&g_$7Vt-8zU<oGnwo_tkyI%^O=)8%20;h#c?6>1L{27|q7e@#_&dRP)m5>5ugd&#%
zR#x_#4TH7NYZ%pwn`<pvjqJ|ZOB5GuuV#y+TRPM0j@#Kk&L%4Nx=q>HHzHu&&i)bB
z(lprFzrs3@d#K7z`XvNRTW2+BT%~8Wvmc2W6}bHHl1ZKGnM`jm-SfR-N3SgH-vPjO
zBG<6ABLWlcBiStNpC=F<wzU7gSR5(}`fmiBhk|lh+Pl813u|}ADAdwUdMMt~zB}~S
ziQ*K|?&b<YS=w>V3L#oU<=a@=xm1nNP+m*>a|$91!_uDG>sU+sttpoFM4_on?ZG2j
zX<}`+m%-qk*o3mUi$@Hj`)umCZht=m=DuM2d-|;BwZHQvr{Dx_U7E<MCI1i@Y8LxD
zJ}2z&FTrnQf2VKm_IEOt(Y~4NCR_!?+20R9iyhT8Mgr~@L}!@b=_zG`mrtdfTS+~U
zD|Ugt3sEiQv%(XIT~>H^D?A}^r?$fPBQtG;4{3$RE1DG^@A<?ZxEc0w4?VqBc;ppW
z-wzjLg_qn4^^9xdqXRLq?D7#PWsHx+1hcmgOT@re<G120@YkAvTer+)3%ooPdP?l?
zr=opCHtA%2KQ^=VUA7Zzdyku`J7$ILU5$(M4K7@>*Dm(>44{V8YZD(c1H#)sYVuHf
z%dfi;{&urDC_#R1byK}upXfacOQ3D5)weWyFPMO%>qmPA!z;Zngvw~u+GwNqxSka&
zdWWl<ddKJy`q`*9E8Sz|{w;8JM<YB|wl_F~91eF4zfSawO{^TK^~0U&=w>wBIS{zA
zQdc9P-g~q8=7y2TJ!S&A&%{dmNpLs6$4r9%IqX8B`JEys80m(C>rAcT@7g28#u)!i
z0B^TXPcg<nNWhF*!+VlZmkOR9qmUI1|JMrQFsrS0ol(lKJBygd#aL`h>;A=|R~FSy
zgI-0eoz9hb6%{n#H^Wue!}jZr{B=%6XKhR;ZE4F5Sc0RcE%O_#-3+tac}LF|kcP<7
z^DLY<{24lW$ag6fah#h+lU~Bjb1S1rP}<p(DL$+_Of;X4M?I(vU<pce_l#D`^@>Qf
zm_hEIk9M~A9e4YzaA4Y$ij~Uka|=?0?)K?nEdhxXkzS!!Yh?mmzrm!`nXDVRcSp)}
ze>wstyNwz;ZVod$e@>7ZEU7{q1X)Ik!{IBku#s7rRa0vWJKA-IoR<`f9984-g#Z|E
zLAfDDeOA1gv|%l_E?h08C5M20RpW7(#%BW}hmXX684g2BMj#0u?;_C=AFT_Qig%i-
zxcaQ^-#QAtn0kHIc&cTTmj>0)knQ~<%E5E7^~@MvN#yKAt8q53<nsuGg;!E$h%vsE
zR~hbZL2@Y0;G;y^2M}-`k@hU4gp4{pT(k=zVf7}%#=XU2Ls8NvXbx?7+@K^x=u}e@
z%NJwR#O^R0K3psg6-9j;0q3EpT>kA}7BnnfcKfdepxNv5wv0@&6yg0CfVSH=2Nb7>
z_CH-gDE~IjSs_I0AjefE8DBm|Xeh6L`=IX?DnV7rw$xs)0Z*q<vhB`z|8_PZN`7v+
zbJKIm<i&I!ceZB8*DWC$p6=N>1R(&$cJ>)S4+Z<Y(<xzZCk9hR-1z=maEG=@PlR3)
z;wwWDHxzTi=Y0|~3;De1o4e1O+*9Q9CVvH23voX0{iM&Eh%YwjjGiHnw<OT?tTXBb
zUp@K%BsZ_lS!V=dm%rQH-%SYIsr}unk&#YAQ4^MK!z-G<8}IqV8)y^s(Uds7{%+(I
z&{_XjkiT2jT9p3oAV7sJQ{_|A<sCf5maHR)D`Ml#_zi_gJD*P4)=iz_>zjaEx6OR7
zx4_YqIKJt~SRrjit4_Y}=UBQ110skk=N30*ADu;B&tPZ{9`GZTM>Lp<ndk(6v&mBJ
zcr{Orx7VA^wPq_h#HOO{8=ZA-OEGUV$@y**J?&@1-5VY=8~(en3p2(W{t0`8*m%P~
z4&d!}^(h|94->E{@`gXuS;X8g#$xLY|B*wlEWF`CuWY^Hzi{YPes8$wtc{_iEp530
zOYnxbWqzZzYXFa(_lCb0XN$bydwn0i;m^<;PE}I*>Si)9vz>>@&a`dS1emZOT*sy#
z*38)*;&;Wll!Z1=@`;PPGsrFeiK!Sv$DQN*AuSZQr%=xEe?aQco#RhoEdjYqk8}K)
ztQ)yEQOfRrBmyQ*QA5X_WM=31No}3uf(JV5A3v#B{3!qUa{(}*Bi=ubH<QS)SpWD1
zDJ?lTzLbCbJQ|-32;IkGS*_2%2#2Bh$4REg`^R;}NB!fecu(|?w|}d|{o^Tw%hu^>
zfDN^2<05~y_2d|iP2}%HBXgRaMU}|(2t<cm<o|#aQJf@Kg6*{kIFDdkp}WX4X?ec6
zb9kRo)mw|jjPg9*Nb_mK@&;8Qa;KWAm{XkDA=w><!+VOwp`xz45O5yq%H=NqdO^d|
zMY&%Apn2ToDYE=)0NQS2ZMe(-*%gFxm*bojLbMJtUAfEof-*uwdEMoIgdr9vO_jSm
zwb!xk@~@@4%d-en&1oJyu4RYwjUPRV7S*2N+UCBIN}~Y@Fr`7Nb{)FTvoxtW(8c41
z4}B*Zmk^a=TfE?r!X4}BG?Uk{&iC<xkF?ExBBPgtpv&M`M}a6D>qh``gkzn)xjWX$
z14fQ@@`P{&66aVyFydGjL}_G`(_@-%T|SnQPELK{D=+^Fx&3u^uM>z}?sa$fIw5eU
zcCR0W?6d?0PUv38E1G*9@A<?bXk_%!HaWfSb>tPW0^CxNdtIJ;w!V+7Crvn5gl`_?
z6LYjD*wS__;)vMy`S=Y*Njv9I+ICO5)z_GSXLd5VMB$Y9)G3)<HtFP0&z?*!+lfsk
zkDIC4kwdJ;<={%+ADyZa!b~aR+A!Is9Y5xAo!89fW=a0IoVk?q(I`h;d$11DZNsFn
z!ba{fq4-J@EA1!2-D4gz3H~dv3yB_ce#%)VPDs1a9tAc&@<{-1x0O%vW4<v5umnG5
z+bJ<N?^WnT=lz(k#%Uox<~{fge};Zc%IcNG9+%at(UjP&4I>Px{9$F1-H93N0F<qJ
z<^KL!eE@4h1lhd<<!0Gy)W+-ml^Nv5{A8RPv-nYT+>!ZNHj%kkamtao1p(`h%ulhF
zfMkkrWXiNRW{;IunQZ<h>p<?IDqHMB2$;6gYS6e^&+NiHNVoJ$B9hs=LhU3y#K!pV
z#g0+g?0*7)?ZmEOvqv-~T1C>f2Ferk0D-XZ1To7zqY-w8;c(6mblFxQo%|IiCl8(E
zve_S4(6Dryy`}rrOmQP!6z_js4E=SYI7PJkxPnkNdz`aEh}Ka1?ftOIX3u43gog6k
z>`yI-Fam~GHv80G$ChyYhjg306pdtUm%sFEHhD2yHk*8$?C$cHVRWBK9TUPzti#sA
z+!dUTmOg8FOR(~Vqo8DMb(zR&CI3hmYL*hL_?)nsSMVF9qtQ2at2r6C$ZAd&4=%#v
ztmY~mO_G#hGFRzn`ZFo^a_WU#a|_h1N0maWEN6Q;f!Jj)cej@l0(WYA`6x2d7Wk0%
za=fD1%kiF1yn&lpANRo1YcEG$ffe|Z^B@d&6l^!zG4MlvxDFgoxKZ*i=XY8n(QLTZ
zUmmVrUcut4%?ffYx0&;&u>NZB6kA^2fVd(yeiMEx&Tc+w0&d+tQ`6BxTuLNOiS2x~
z(X5mG{P;`>X+~SIHuShz``C=nNHfRgU`OvYppY$nxi`>U>0K3aPfz$|2GnT%w8>)a
z&AaY3TJJHNYt35Ph|N!1Y>)sKsWJDNFumWzQ2PmSx3|Yki2pCxg+zP%5hBYno}$CC
zcBXXePwjDIV~GC|fVbP9rx@bDPr!_1wY?B;A^$6EMQgXt8)$|%gFtz>!06=9oyEoP
zMfZ0<nXNQhb64_i!Ee^9g+H`k3hW1Ml+&zb3*Z5<IShJr_6d<*d68auyjKT0^y*@0
zBehp&!2_&U(K%cco#y2H1q!fN&oh)Rb?AIt)k@vUHFRHVVZAcgoEU=z-#cJQNjID2
zI{1MnTZ_YvOGPzFQLK%zN`G~*+CO=1YY(V(JyIJOAFfQUZ7qTy{ctizV{&a^F=;*}
z#Lbb=`(&PaA0(BfBKZb+#HN^f8=F&G=5zy=;3aD-NR8G$1}xTjFWJ{oPLP-EVk9K|
z8G6a~H&j)er%clZg52*yh;q4a<taNU^f8sC4D`ZI$l|v^eW817DWo{TrsVS4sH*%a
z<l!nyNYd>jU@;DRaX}oWM_7|Z<xa$u?lF2HYpEcQkzW2a+z66D(QmK;kFaj!-modZ
zk&l2QL&sffX1~#K15K}Fh@WL%cejTgrSJ}VQbW3tP9?J>Y<n&G%3?90lH9HWz%cOm
zBsaXNIEdpvSxH<DLRH)K$BAh+{V`&kQNax<y>LinQ3-I9G<F*hx^A-c!1y=eFth|X
z5_9nm7=2Qr32>=%l9&M3{;flk>6Xn#8YDw?wD+_qm(dm0vtjr-k*yQ$*l8;_<>%Z?
zAT0cx(&No&T3%(i`v#JL)JUA4Y{)PexRPfNBH%po>|mVzP*M#@`6XqR5D<w^u~9x+
z>?jq5{Fvs(0a41Sh=`hM3Ss_kMkVYH!{L*~;!sh_Ul4E}N{Nxy;h4s`;8*5e5=${J
zvLPSvqhgptm(l)hFkFkwwwOL<6xsVi@00frar+#76-FMey<I^l^2XUMguERjx$>Fw
z)nkO(^7_nADTqu0^edlvYOiDS+`eo2%<cCJ<WLVKue8aBj&<WkX`s0(TwTg-Z|T@$
zjy-0%w*vlKwu}JA<injC_)wH|U+G<8z&HHwJL@1(_FO-I&fGcp@5)KBWjq&%t6-;o
zI$7mSh2wi%!D`w@I8hdqgk;Q+3WpL@IQ9FH^T?@B-`t)0<b5NNM=ltyjpCg82T>|q
zNUKm{Ht_C+R*7I~*P`bj4OBP_B{QYhnx)?GMVbG8xgmCT?h}Yz&V6_1J|S?YcJ2=&
zLse1agvoGtMRV@sJ)d|4ZE!xC?xxqdkGulbg2{rC;SM7;)vSSAzcN@JA8v}II5d56
zLwWchc=pAEA~%j6WQ)k_5o5&6Z@_OTTH1M~()NWaHSWzO;MRv{s*Ar_3-LtBQe;Z3
zH^5U9#w+>H<)=2PrTVpiu`4G_{&nyd(r!{V@U4ZFQ8+@f(wN);&z}JRTW7^I?BwP@
zA(NXwrnOi{f85;NIpZDuaieo^^{<G5Gt-^@_nOSsj*Igo)ZJ}1*P6xj5$o>XKZXpr
zjE#MQ3D>Wgcxpc_?k@kBY4N{`U6_e3{~z1q#>VCU0|0MlUP$pOK1{$m=kot!XL0dA
zqWiWk{{{bMzcjFL`3JqSb@}h_&?^g<f6%KAx%`iE=zN?hOgGt0oy-64p!dl<W#RG{
zNVYMVwPj8>U<oe&wu01X?IXZq;pV#JAB0g72g64tcCG9m4!2s*$g*S;K^(B!d@6#x
zALRtO{4Yd8!k?kb|G*e^73cKV^ntM8d>moQ4FK#_vZu$MVd<&|r+=^;Npk+5X$g^>
z|0YbPgkMw;&*|o8vcP-{F{cLstYa+!DvL-P)qVY;-yl5*U<>O;?k$~ig$yC!$k1_j
zJ7a?Yb`*;V6$J2d01N|<4+6lOilaFGr!ENK`jlQccm!1tz?*68HXw9uWg7%=0}ewA
z0wBQ`9|WLJN;C){bxsn40NTHmH3%RLlA%meYzVp#B7^XR^=t$nln)HqI??VOtH1&f
zDhQxLAUYHT@DP%K)KHwCY{)R^wUTEKAmBXmEYZEs1a;z5Oilfy*iot=fFIG^I3P+<
z2qJ2#DTKND89vz^hQq%Wi$g^zPaxntloIDB4+{0<3j)~h$Hg#*E~EcHdtU-3*HPRr
z+w!%tWy|*&2HD1Ap<UTB1|wU>I&E1e+La~SGSX;wB+c_`XFW4(d(9C$CI;hy0G0_3
zr-48?&1G%~1Og-h0s%q@kPyd!IYI~l0{l7tRn_lxcfIcS=5@a}yR$<6{Au63qq@7g
zs=B&<)!o5cpt;2*0i>AhxlsG$8HH`;V;I0Wz9f`*WA7Fs-X4}*B>`~nF(z$!lK?I+
zNK8WZt0aKbT3eF<9?g>k5cl=P>UuMJAEg7>W<|v&1XxNiQUd-knk-DQm{nc_@>XzO
zK)R&m%?seuV4;25TshG^l!dX(kQabPRpbR!P#GyNfUf-W0tm7rH;@n;K0w*>0#2j6
zfL6Uf)T90=3Ex=qPj3!bggZSqfNI2jwczz~p6s0)KqL<42KeU&5CaeB+<*X;Y7d&7
zC^rD_Xt@FSEFe9>U|oPQzUj>kKwW_#!f-*k0dkX$q&5HYg{0;F_aTQ!d0&WEXihr8
zRcX^hl?(7<lW_aB(~t|$Y&9SgY7ap01L5W5z@WG{Njri^iBeOt!vATwH)~X)7wUge
zmJl*)m=*4~b<f*-9`4t<ClWQ#NnVqXr%?_z@F(pBI)M=2uZ#o}&DM_H^#<gFj8-O>
zuC9zWt39xq{{yB5byCed0RMZ<;$VM{b+uiMN@H@->PBT>_11dhrskqeldZk=v4P#u
zokiDH8_imMthwmofr~C$G+NuWXq;Z5pUqmU+CN?yz6lPTXf6tccahS{=yGxZ7M_mO
zhv5nCu36t*au;+3de>qde~jMo9Mb2HSZv`lCQCZ^fIpUR>4D(WScOhlzFmZ)W_D-!
z{<qwD<AUXX9mu;y2~yy~uM#l>%Ri+P-{Oey@$nBL77J9se9WZj=iTMl|A<Dq9zuKA
zx7{58heK$?TE!2cJ)DdzXJ2@a@ob()?eZT+D=O_0+36^Je#8>6>W+rODD52}9NovN
z{|+Ubu<FIwZ}>C9s^{tk*alK-hE9YN-i5@ZX9~l7c98nL5v1IL1$)u)Mv>Q5<QC2m
zP1^Z+w029i1fHeX9eQuAS-Q10I$GKVH*M9ZkJ0_=ZNqyjV|(ID;@>wVO%PamxKf~y
zMlkKY)I)na1%N5w@lKQt9frSzl?1|41Pm|Nr!pu)-epZ)$10F}9;IN2HApztXq-Z3
z2H;P|RjY9&h^<*oc!#y{#$sEjz^dzku-i}{Mx<3VADNUGu1lM*DmZgBk#K-B86?Fd
zggs$AyuDZ+Dk-@Y3FncLu7Op5R#205u*xx^z`D7DmR~@Fl|8@UUXltAAXSO?^L<Gu
z@y6aQM7#~ZpmW-R0;{-<jY(Txu<AnviHQMLrPkWI%k!U_V3lnECm1Sn03z&(dpSv~
zOl=mKc6g4+8E8_E)JYgK;h%jLdaPi$C%v!o?(NJSN+G|R*O{nb<=|D&)GT{D<9h<`
z`FFe`xQDL%;U0?065K-(J8t4_aL+t~dq578SAfzhJVaOtQg(KxI!I4kFz!L=fq4Tw
zMB*U8;}7r<0}p6`=P^{H@4!D2;K4f@z=O{M(hQv81~@UEUVsO61-$c<3j%mfr^TP3
z%?jYzzN3NjMIJkm?<t&TR`?!sK<E7jaEVlT4ql--=@ijSbDtI5GuI^Ceq%4gJ%T$^
z0{X1dy#i6L7xeQK=ZJVH0(*lEt^F0@8tuJX4Bxg6d(Vst_lJ$6IDi`rw8GLMsAvmI
zqt&rJt-T9rtwOU^9bbCBI4b!3@Ydei?$*)`u=KhI@S!K0D%VMu^WZ~^&EncKS75B`
zKTj~_f}2^}3(UT*GMUu5Py7)hOP>TQu?mTZ(IQ7VkJ{fI5a|YYcDaB^TY<b=WGN+%
zKS;z35a|eEG9o?&am*<GoE9ELH<|1-yUUFF6fk3+I4ef8n-O2i24jwj-i=-nAey?(
zm~(G;ne#l+xvt>Z10J<<0MEi&#lf?qqCqLfIeD9L?oA$b%nzZ7s=LIS+*NNbNst_p
zBW{?YcC>skdPm5bcAv5A;~p$?SPJ_QKVkcVN39%$Ev!{s*k+@*!`UWoF^+xHqi*?y
zOjNm0A@d`afYWvyo{iEL0w24N(_V$WML6wm@d|%NIPFQM3uHrUH77$%Cl(<gIk9v?
zYp;l)&Pr*t)@)(wPZS4jmLM&QVA4GRu8xK7d8sl6`-{U?;^?8rkgUAKm{cG3h~B8&
zvt_~rD1tYD+|u#OS*)aj@Jsh)#HX@q<ZiISr%pn`v8H33BoW2j0&Cy3{jufVOXcA0
z5VNp730}@0v=<A{tW>UzwdAJbV-x#!RU2H!VE^$(wKdTgld@#)J|1~&4Csq)GND;q
zEDzNJ<N+WIEVC~_#)nG(c+X{DfXq&CrGn@VYu{BVC3yg4YLW3uYM%><9GGCR2AiRQ
zfMf~nAfV3p_#)#}z9%j+?)=q!#E3cwE9;gtlEyI88TM27<rAH|CB)#~2Kp!lhcc1K
zuDKUR#=TUAbWo|g@-B=Jh{(xNB1Lc2bb@KFy3LsQ$0!tX6ysXtBA6iul<q!LaKNs+
z_%Nwd2i*l$aX;-ayu;eJKcys(_9@+c3AN9Kgs!{6cKAH|;?v+|*o<ttt1~{XyQzFn
z)ZNZs{SoSJim<XSNh6m_Z*Oz%lH7W`oEnW2vZO&b;tCuEQ!h2?&8(WNP1cwyYxfyr
z{{e-h8@l`%Vr;@Vj1QAab<kySSz@}3cUb$rol=sEB8I)LbopD<J{J;sbomi%MmAm6
z86Vf>RK6$ba_6rW@o~7b{IWhuqn}H;Kjqv<3CitJiy_>Wic%8J^R0zSZNiB`V&+8}
z^r$lT<`D^p%srXG$?S-{%X;v<|4i0r7ZnNFuVzH^k+92*C_cS8X_+})mX46HPWD$=
z`<`5E`;^;wF%Wi(y@xDPvVkm`YT019n@m2~6UM{AVtJ@!WD^q3BO|jhpdts7^j$~9
zyR2b*3u;)7@u3|yA=?NsLK5Slmr8Ccz9f{~Vz(6{w;sk>rEBt#QcR5Urfa^mAjt@I
zUhOTCTI;oQA^!2r(^>qd{Z=zwGcAy)GT|p#24~Zj!WkxOh(OX(I65R6|Ci1msZ7pK
zJVs<?xTK;9r-#T{s*%(=qiQY;gBbT;3%y@(>Subt&+}5J`O;D0(P^OzS_nIldRfd&
zGwk$%Ggy)O`F>OlO8ulO|I|;)&>}yJa&`DPU`zcx)kyv97pY<qq7eF1ZF-R<fQGp=
zscE28A3mW99w!6Y-f5sj;$Rx6e;Oz;@PJMO{Wz-BN73j+`+VRXEe#Z(1*9bipaqD#
zO>Y_~>I#fi=N6O(dZJ1Lg`=4%8FW&*bu_z`Z_L_(Z(theB##$-A9+OT`=5A)=A=_<
zQri4WrG9?bB;1=jeIR3yFH@5ANjrT+C3>ZMX5Z-}D#p6ghpl^N#=Z`+Ssp2#l&KdH
zpq)N?AY*gxqs}UrCu6hEEN+JE=n-{Xco@$iU`nk!dZ_opjWx*@(vBYT5u4GTZL*}3
z5iAG(`I(j;2+qPPB<5$%MoTYE`<=0EO!(7ysv&<$tPr;t3odqNflJQiA|US;_en|o
zdSVV@2{}0(yTq7u&xT4w9(4Ei`F|XC3+3bt;uZdka&qQkPEI7xwrm_tq{Ia6NF*W0
zdeENidnddx%Em!l1`7q4brSO>@OLzM-d7)M?WO$!Dy3bpw@(XFao~l7Ef0288gLAN
zm^xSXjXUf!AipW4@0RdaU8ywfjv%X0OtqORUdOsAw@aq-i;h6TdVbNhtRxVKsoo!9
zAFDv_rm7fefP`sotQw83cVcEyJdRG87U_a6?J?QZEFZ9LeonD%SFy@x0%12>YsA=*
zeTm_ZH2+`WFMEiD1OCDy=^10}uPBy>N`79Bg!9M`%b7|Kv75<M?<}ZUdW79|cLdP@
zEx=9#kUbUZZPeGf0_<=0C7}ZB*k^?ZtufYjPK;6kc5YK+GL$#K{*8hJ!w9ga*4nxs
z!fVU`dq>}ZLhF&sqDR)Fd*#H~IRfsf=9qR$i0BwW^`5V-7#f71_I>E(f&=O4{hN0W
z1@2f1nb*9}M5QbTAA_c5*+T)}6M^(u-+?O%q|=puAf4h}6iBC72sie&K)TvP0mTe9
zQkXRM%2s<QM3R`kNjB9%dgOv}|A&Dy^3uG6=S1RQ@Z3LmP7FMtgXc%18XW=u$ly8N
z(SqmrEFjImnQnj+<mnBbqppAle_cVrb8+B3%%Qi_BzpS}v80<j_41`CejdKW9Qnn_
zDN^EvcvV~oeUVAH{rX<qJ%Nm!V9k_7(U;56hbYu5kp861`zC13v&PbG{q)Wmv1x+d
zGLLZj$?<-`Fl7%!)VG?7(>b2I6QZg?1^!7ms<VpEcf&uS^E`;Z$$uC$i)+u&{<m&`
za9pgLxs5cQGUK@0<W1+U@DHt9x+17z6{az?{w#MExP;bk1M+U+o|MpfD+jTJ(0a!%
zF{az=p%UE>t?$Kdq0ss(@d|%Nq4jw&fwx81HK`I-U=vc2Zh%vC{Y^%oT8wM)06U`8
zr8Q%v-UzS1xjVJ)dVKwLtfO-KYbw6J5ee(@_1CbHrXjxmK30L;O;z#H_aI@KGOI?T
zcb+-EevS<2B#Sy9XEJ@k#-7g<+j<pY{}d2*Gr2~D9T}Jy7s(c3e<zXXa)kZSVtJ?}
z=s%Ef9tp}7VgFS@%_=m)PUDb0!v1sW>s%4`pZbze5q9jeLWI^B@?9eA+^WW8C~t)Q
z-0$k6cy5cSQrJ^#ZH=(MB_+b1Xf#!bJ$z+pDasNQ$pYebhCq8_5h~IyUNM60GpXWw
z+<h_heZg_}^j^;!cjqpr&;-pdO;pu#a3nM}OWYmb6LI%7ctvq{y7G^^Q;>}2%@jA`
zLx3&rei90BKe*)m7_R6SLT7~D=`G4$*Ml0Vsq0h|>9Gs;U5NujzUVuVI2e8RkG>NF
z59sLoW>lt)@Q;kX;~g#fj?V(p51b4KIES9z=sW5P`1j8$DEcn774|KzPmGP=M#iz+
zb@>WxS&Xk(lGmS!Tp|UYz^mdS@3)zR+Yk0)<efM(W!dXjVq8QP=@oTfoH^<)%dy7X
zZ9Vjk84+_=?ed7Ymv|50$f)l@d|?j+-(PF$PUncPfAIa4W^wHqDG1ik`?0LQc|aug
zjD<cPGP%;Z6a2&OmQD!XfmKKhyHlnF6WyqB-Pu$4Z`~Q<5`_N*kavp+r3B$WO2mvk
zh38PxF>P#mp<-4%-Cx`Ih9yyI_nD-8tGkT(x@e2*7P>$5sFlO6reUq(yP6&%`6_nG
zfZvQ)zw)S6{{2ivWnDrh9c9apSOUP)QTdJ1UIu*ZKEU%X>@5O#&iEc&;m-)*A<R+^
z#5Q<Gvt9z;d4To36TI_~4wOWTC2;)&)u0Nymey$<#aOk{z$FvC1@pYCyS48++*88N
zFK&{c;GUPGMCfqO*{r03;2!twTA#$Kk$YC8LiQISVT#wNrsJeAGw5@v9Kn)yf&<Zy
zZ32g%$PJ9l9ayztEz@wfrdZ~vy&P8oVc-R=1v#`-<^u;lOp?K3_kVjvN=Y8@f!hD=
z25O%Ri5%ESuoIi1Ej}O%Zihy6#>e-6OXWLt)#0T_?zpey&|CD?d5B)>`>@)jmN^e;
zbumWB&UlDIBbPh(jDbd?W+z6Av!Rg#M8W}$lsl_2y_I(v?_Q4LP@D}{ChdMCoX4a+
z5hWqxm>xOp!bmuM$++?6V!5Ft>5bHfE;?>V5;AnECCO*y*r$u-p^~UiBH=s|l?&JY
zMnTQeZFkTFqS^Q1Z5u1cQjGW4fVA7ZIg~ghv|sThp>S>NvqFT{!;Y(!W88g=$xvQg
z`|!sKwV(>uPObG?Ksb%9+1_i%wX+#f!nftjO<zMMZ>D40*@_{ITT(O-?wQ#HF^Gui
z?1>-`1!LXml5nh-f~n2g`21UFhc-!1q+S;0E5l}OXyydgy#SSkux`5Y$GQoYBCMP6
z3O+2@u<jEi)=k1^U1Ub@5YjCLG<}sB)q;CZ!98;F>b=U0NF2nu{c&z$-~o+uUyO=$
zA)1<Ki#EKY;oSHvAl<;2V1S{->BYHGS76L~WkEQ%+*48F++q3(oAk)HB-9<g#oYew
z$SYFgYw-$=NheGvZR)1BYP-%P+<rsvqTPZwQ?k&Ej)WCfR+Q?6d0*m)d54{EJD=Cq
zRqvWXuy@!r59IqCg@lG((Tm{sou(>v($PG7xjow~u02!5!HRz$AMbS@LopvSi}_-c
zJ)L{Q9|gDcM(}4?g`Ppd-{{T|7Zm(;K;CUOpMq4rnutvi3jVR~GUh{~Ev_i|=R9iV
zfP#m$az(-a)uUGVQE*XNmjFvg+43WnfP!~aextNofsfrs!C#8KMJV|H!z=t5q2RO|
zD)(;ohvBvLxVV|7tC|55k%QZjjC4c6SI)kR;KMd3S&ZgMSh#rFL#rO&KNW50Iw*d~
z_w`Q9J(p0R_#{e)4vPOSE-ppvG3XA8pImH%RlNTMButv3nvOHb%%J#X9YJxS1Kq{N
z7Zl4Mg^ND{2m?FpxHvvkwuFmevAFotQcCgwyc8~eIknG)gpRE^?#dS|!)9o>IN5YN
zF0L~^j*F-AJrNi0{8gFb;wgg5{PZ-!#<1xEji2M(IR>DK`kfeDPK&RotuT)x5?zAE
zCs88gaLiT6MJmIFE5mjR63%1TF4Cd#Ort!X+<AP@r0NC5az-JJ&!hhIV6H+Ok-1YX
zRX#BJn~LS3lCC!(;XKln3nu?aLCw-lc`yV-^T6aOw)_J?+HGQOz~m46l2Ag6eO8Fj
zdf0RYlXHhMCPR5)^6x?u3$&&RCQq%k6(;|?beKGgLDj(W@O5o9IG^~@s~Axo7_INw
zv9H=}R`yiOyJ=VJ2r|!7qz0Ue*A49a0BV;QZp5_sXCOHR1M2BAlNV6u^LU|0+GIab
z(aXZnWdPLCAPPWz&JW;<0Cl?Z2h<7qB0!yx5I%s|0QHk&fVvP$WA!+_reW&xwU+?O
zcH{owKKdh!>fRefk5gT^=M@BU`s)p=6N!Vcx<9N=3_PG=^^;JY=D|M_R>wOUtd7qD
z(hv+X1{j;1URWJ<1)>033xd_<xn|pUQ1qk)2Z->=gM4F__6D0CEJYrX`aT7((3Ern
zhtj5d3Qk{Q67J2#<C1k#f~C{qaap7nke+?<xGcxIc-+=QGh@xLYL^Fuej<XYl0vT>
zf40k1mri<^2Qq(#S=<a+FD`p7<@_^R6Ry3eAAlBn#*E?3CRaLlf<IDj>4ab$tB{D4
z^Ha>aaRS=&+*#m)jo$_2-KOv<_~jqxAeMk%cI*;k(!LEU(S7`~iQPi@<(u#de@6Hv
zt>Tr!Zd=8x$&~QfZ$KJy(02kat-zlwy;K<<t~W+%V|$|2yl}#IrPQoXG={4^1Yds8
z245E6imn5gZ)Y8u+j~<0=JiNe2Qc5lN&=B70>G5Z+*lr{yvuC!Cs+k?H&w-8KZb;9
z3auKAUV3Ke@)SM7FNH|1))k;%(o3w3|5R)nRjmFWfv}s|H4q?VQ(`nEZAzdJpbrxX
z2L#9`R{!6{@=(dikC1R4Ims2PpZ!DKWc!Q19;<hRUCkwJG#1%$*I7_sFNsq^`&$y1
zTmTdHSs_Ae4Evq&R~4)0wlgL}d1Lj93KEP^;Z>|Ywbs_HT3?VJtCyycqU`dQzIsjG
z%(i+>zE1IW`O65l_fo}#!54nmQs}#aqvh$nmUpXF?l=lb*1XF^RVxQ4KvT19wTkbF
zX!#IcQM8<{{G;U**rI4TMLf6(w?)g<@-rz?MyOmZKhxhyiIY<;q|Yr_w-$#K^0K_+
z<V50NoZLT7P7FMt<K#D@B3%#v$T&IP(c<LzEFj&$$!vgg;OUK%qppAlerrK-a<Q;%
zv_4!Jt=(S5O;%e~)LI@Z=WpRYtKnPBMZX()MQVHpUKJNFzsn@t{>xrleirdiGG|I+
z<|~b2z2fFi&a?o{D9ai<xAoS$dwvC)**1^(`67b~#n2a)Mp{cs&xy2VAiC&*y;$FB
zs#fQ)uK!-FZ!(K(&sf>8u1A|^hyXXGmgmffe#qod=MM3Yvs*eO_#jpxG0uLLSXF74
z=%}sT*`oD}?!0jcz<&<NyUoi}0`Q+DV#eaMV~}r={wr?9_h>zIq!m336XW3qlat4~
z%Zo=v^^drG)~pNe-2d$T<=|$3zuSi_;njlQtX9A9sMQHjMkOsub~wBsCWT?GuDUc<
zt5U31vF+Ms|H$1j8H6%YYqc6)V6}?(;ZgB!PF}A-3H9oI#?n(fD*tC9Cy7nD^yt>!
zkGGF(RCl)~$HCEi^`X$QN8`^*1MuJd?Rinf<v_KcvR0ep)#2Li+VK8++DDI1F4<Qf
znHa6^-_Sk^ehkBz8qNJ1!bnN$xQI6=K<$%t>J6}nES1TBE|1U@UGEZW>ZqK4#1hc4
zj)v4I?Lp9$?xSNLL5(DIY&i-N{*2JE6OEzDhLCBafe`mMFdcV7$S#YprHZtHrKl2e
zlUtC!2o^gZmNda+<o5cQ+Tl~!!=;XtB-|uuF%7%AAPozJUm-=WM^5QT(JEF_K}eDN
zQn&4_8o4KG3J16j2~!YBH63TGnen2FM_Q$_VSX+s_4k($Ns68zf*Q$<1e46IUptSY
zHy6tZwWw_$5Qc`^7q#KTq=|C!AaOewRedbBm}!O;TAnkpzdNNC9>{`P@OBrq-Gzic
zHaQ|M!Sk^h+JZMSb9UfG@09q0x70pKT=3TUtJ9O^mi0y&C1dF5jIb!EC~)o#1K&io
zPK;ltd2SNlynoiLLuTQB!L>xo0qB&FHxq7omof3<C=10!pp;?zC=$+N*iJ<;h)mXq
zG-T3v2}_aq7Hj2~ifyG5l`l}=xG1h6D#)mOqT((gK2Z3Ni{+t`lpiADJd$ED+mYl?
z@DX5d5IrFKWciSZ&0+sljB@D4I(P*%*I`MUrH&bG_wPxtJY-Xe_iubjs0D7=yM>6i
zhe=nUId>yt(v}xA?=MJ9Lero?^VC{f7r6bi37Wf490*a5EUygCN65PIpghuA8o8Nr
z{##yr;o=JymM((-FSvjRS{A~s3qcfR-ItV}Y0x(S_ye_(!uE(M<7FUI1%vtN(v)}U
z8=vC}4bvvVi6)>d3}S|*Z)i9Ln7<hnj=+4n@(1$?bt5pJAQ(Of*}(i$Xz5!dqOg^0
zi0VaAiO{uc(|fS&Q-Fk0htl_yrP^>`EZ8q6#NMDjkvItI`-A$#zyli8zX26$8=9PG
zPg%U9f%^C?ARWONT!5jw=>_#sS0Gw2zaUWm3>uwUb%67$yDJl;EwKm=Lti{l9=!;N
zzIairg`*dl@AzEg7%B5}@Cr>!CsZnJUZ|GB-DwhTzp2-t{Z>8V4=s+O5MrYV2u+lq
z6g&mu)LLvtdFJ;3rw~24S48AfChqMct7EN3t=imwBfP%?2)0*S3ig8cFU<t+TS~J6
z{I))OZ_fk#w$^z-{1;j1^g77@W>d*JX>Xndbbo0U*Pg-hVTJimw1@$>t=2b~QT>3)
zr_SBt5A|ERC3rtpp%<b4FSzr@1?vBMAfF6N+Tha^H1X3!tb0)Zce~4rM@02qq5hwF
z)XD+s4{PNL^&k3UcSpqm>JMwxC8+--kILI*Rgch39n^n3)IM3K9H4%|WS0n8N9FV*
zmH_p4G^9ppuK`_&Ce`KO6wHn|75=GOedORwc+@^Oi_0dGH^AFG8%cf$HIktID^ZZ}
zX9V@1Y#FX>V81pVh{(<Bn3lsFCHr2!D;yzu0Q<vPND}D3%8??0{w7T}2(K<k=M3=w
zLFAkc{;yyq0V|7GCh89UU(c$Mdn%`pkF7|Uf=;UGIIHbh@V{OxClvU96A*@m+rfW)
zm^781I`IFwDYftbSrqtxC$-&$gg#oig8z48Gc@p@44)nR*E=N+{-^dyBKY6=tE}LE
z8YN>eNr@roMu-Bzd!2j3Ky*>96XV_10W2gT!T(^0NOTGF{}_ruaiJ+?&pwQV^VqXQ
zG@rq?iEpuC>K}`3r2<7iM}6a>uZDymqo!Iyd@%nX70W{<Dc?uJc_hUKi-#NY<iq?A
z`R`(sL$}ev1JK;!F#i;j{aX?&57|`W{cB$m3iHR_EkwLMEV;t`x%U{8w!E1C6AKcP
z&@?E_Keg6Y%>U6mn19^Y7pv*b=zWC#+h#?@;{TQsj0}K3j3$fWOw1~u3i4KPK0vyp
z<;@4+(_o=}+FUu&Jd}m8%#aU&MpfhkY(izEd;q%g&j%o=j@&>(Z1@0W%Lh1(@&Q`)
z{!owlqvU&Ii9fwLU=i;0oB*m3_tk=z%6YPPP5_ZOm=oZi6F>|+pmPGQL#4VF%}$gP
zfOoW<0DKmZo?x&pz!=~3<^-UwKoH^Vf^q_mU0-VsS4T%HW7YaZlS5UpXKdo}C&(94
z*=OMu8j(&QRobLbA^(4D5^gu94*A~)?1-(<e>t>G1M%CRXDlo2tG4#mN1CNdqgrY~
zHh1*9wYSnLjnqqH^;T(jtyQXx!RnMcywNBPLq^q}I)eHGrR(Yw@O!K@(WKAeUr7KL
zv+RMNw52|s;xq}n0@BUhwb5#GVW~M<t&W#=*BhluX?OM3QnNZ-AH%wgjg<D)8?b+1
zM7~+A!aJk2W~)@+jrH7D+EpE`-x^!Ed4RQziR?>E$;u<LG?}2m^TkM*Lb|hsAH!uB
zwDsXz4$(!(Cl4g}YoHN)9R3Nt>G$Gq8pe5Xq>Jslre0;1EMC0i^2$W3-kjLCuhN*j
zLL|cAB;=F4{oA&H_3DHF^dloeIlp0HX}CUGZ!9eBYSb$u!<A<1#tZuT*46i*Sc4Yr
zu16|S8i&=XwcDyArCV#Qy`+52Rs(fwvNTrNR~_i<BLykbzv#38p+TuK@@}Ly_&#iO
z40XS$+A51b_(ioP6r1jowm~VhW9MGb$0mF>F^)-+JH{&wD7IB?G|TD|C~Tp}L`2;W
z^{^CG8OY!^%jyN#(5vsNuxxeL@>%89N-e7P4sgDPN9)aM`37w8NOiPTLH>zmPmHx{
zqb1R@61|4CkAGhuua3n&Uv*n`c%oHpBL8b+wH7W~sgIW!J^ZZM*GH8Ble7bNHLW&w
zG^%^R=s>U3>SJZP1-01<6&8#HgGo1W>E5ntNxWTcK%efKB!+<$+*EBCWUEvmD@{me
zD@ALP8FBFqkOq4RCKraiPQ^4W)o)tsPv+U70nHt;7BI5PQWJ9`;+-2H2k@Vq#|ABB
zaSnTe{Xsc6D&a}skgRqT=<cnxk=EY*FpCfFhmkWl637ZW^-i#pU<?W_=lY~_zL(IR
za<De>$;N~yLEH)0w**$V*LMX=c4{`Pba@tZRzE1`ik;g_+smQp+kV6L(D=b$Y5lg}
zxLw;2CKmT=UtLr^q~tvHiA+F(f5y>G-wu3^)?&WR!@szXu;t(@X928z==kLR_7UTg
z{lL=wcKkc+=1ZY^LY%%r;^YzrY##vw#z=j5Ke^8=c=-qrQ=1>O55s!!VCM7b@vW7{
z*#3Kh`yH@&!kvQeVlyvvm5=CHUD`PTosAwE*w-E+`r(Vz4+7RaJCbGVFwUg~ze}1z
zc*I1NKlXDZtV8Udry9CQN+@g}Ix-TrzZZ?nY#%Q1a#*Ai61eC|gE_rN|0J2o9t@F8
z?m;;`0-BnfXk<%>O6X+|;kyRL4WSL65rR^{5VKaAcJfp+4leYr7*?c%n>K)4o~INk
zukk_SLKHiF&^Vkb!wtY<ciGG_TnspiN6K(<IS_LkE`t9>v!o3M3o;D`f^VUu_VO^W
zfcPthfjQcgi}yLc)fJ<^0SW6y|9q;ChmBK4|6I|e%trsL!Ia6R)D^Pr>8~;qzAJ@g
z9?k1z6TYLUKI;(^zF8Sp8Cb|_$K?m%9D$+_X_kC-F@;Gvjob8lP!4sQu0>0@lHcnt
zu{jL;^PGhy#jxKG#PS;UMcE9y?BJQ;<ljY17S{c!C^p7>9bf5+X@3(E)=m2zR2dK3
zr%d~^MSC)v_Q!XO0!qCh`<~%_X5>Gd!aR?L_Og-xKvBKdBSwBi+Fc_IoYB@B-wBhi
zg1%{Hf2bS9OJR-=0*|1a>Vv>Mqw?G;JnAmkImUu-JIhweSny*YmUk@3wu83G!x`Z4
zf0KAEhJ<5uz=I0_zSfmtVb=e|hJ~*?cfJt-_-E0k%)`PHwq$~Kq&m^qko6-rK%9iF
zEe>$+<pE+IG&N@+NAzQl3=qmfbAT`7=)gY`Lqpntut5$8{7cW`r0m9rg3C}M^`T%c
zFOQpnrS9^ZV;p#@vk0Y(16KjDyyL*dndSsB2F`#%;1XiA7z7T5rGw07;lm`G<)NF>
zW(C(FVSPrhn5yC7D61L4BGHn}rvIF)I%D%vcgXH%`hqcVUkU>~8Y>ytgVFn-s2=nX
ztZqc_>(UCx(<><NBBL?3ej5$}D#0TiBHrH3nn($cj}H4$boJ5UWNTZv!FZXwyyqAs
zUg|7zDTBmofmq%_Vo9b!!p_GTFjl;X_$|hYV_AX`mjZmRE5pXSk+42&+)Fj`u%v3(
zc)n;<=3(Ouff2CGsW1~u>Jp6>X)m%t;?pVY@@QHw4-%g&s=s<<kWg7faizv&I?piz
zKXn`;u1_2ya@Ru&b$o#MFBDsSfH=v<18y1q+g;Rij1NC_mbR4f;a5N`@A&Xkukiu9
za3(+u-y?Q+9v<+$t_%-zei|Dd9(5J~BcSvjqEVTLhYMC^&9s$@MWcnocWm%@9Jcun
zBdl~5G&N^fN%Urq3?5Bsv{O>9GmarC6vR+MdB|x|r@d2E8!7kk0cACcvOb`knbImg
zu3YV|1v$o*mCk~gGOla}VtL1vD>IENY22IvvyUr@>tc90GF*wkr2yYZvV|TxFCFP%
z1PSZ&j-^x=59eIXJC=y%WFA;9+UmOILMj>!FdpBtf#$Xp=6WzfGPegqSrbL|u7}Wd
zBb23PDKQfum$3MaGV=3`L(HzEAx09)T@NYq@xkRaD8BmOa#|8ExJ`M`UF>s=EU$8w
zyp)mUtw1dA$g<RDWRcxD6J{+B5X;ks6?~&B!^%gIus*E3jOyZHP1Ue+pJ-0zVP&Np
zR&p%6lUhe3O)(_d;Pa)FF7RMiFAqLnC`tx;WbnBq!RYg)nO=sUlh6jCX4*t2n7Rr{
zy@-!SzeIV~N29a&XvAB_N2Fi7>q3qZ=@-u8m@*>G{@?r~(lU<`DaOtjFxmMjv0aQx
zM~TT!GX~D%D_t3uPJv!x!_t2{%YYF^`;ll*=3!~E9F}lP4z`FoX^FX1HX4L{2(Te%
z0dnCFBd~TpG&N^nP4sV%3_0V87G8R$p5u-DKI>qka*N{zUXsdR6)E}gVdm*5!}>6D
zdSWg37&GWD{5i&$jn49yGRE8p#PZI1uJ9UTWRK2-Y0p~XdFlXzuOwMO4^5X&cTh*d
z`n>0As*HytujW0gM0+w1Fw5ltlYg%c8gPmr$OfRhQrPdoD#iZ4!gZ`V`|l`<{T@;g
zk9T>H_^w>LEjB1|A<>=<8=f@xuRS#MSPqr6-cIYllNf#7ZFurS@|yI$JH%@8H>Xmu
zeQ%t3@i%GvL<O=lahs+QsFk+Unc6hw8L$t6^+EQnVS?uX4LHKAy*k?PXh*ow*#Pdj
zmTk?PzVk@?${d8ms_OQtJS5cmz4p2sbj-CM?KL^b#Zrjdn{v>KCuC5b(*E|w0!dPG
zLi^er6uC>nHf-A89xRTq8lKx*3!@sFS+<7?q^v4j4fYD<+Yo#bZ1vsyHw2#w|Nd?G
z_tW9u&xC(J8~**f@bBM;fBzx;`?>J%=jm@XxC08f=J)Vla2H%{2=1hRpHIbxw(&;z
zA*|Z_;3KyQgJIQ%!Bh!imfi1|Rg0VR_OWPh)Rvdg0X(5KHXpwPw%xgLe{diD5pCIf
zgD9K!zT}g<;Kg!y^xn9ZNF3a_)_>z#V&DP2aqV|Og@XTtf8@rsct>trOOFCnjb`vO
z(7R{v4}Ky3{E}2M__g@+8}a9N;?FENT@)n!Q1NFr{DD254#z*Uf+OHha1{LWY?$h8
z-X9zTm+<af@#lE>vmux#ew;`@q*{PuF;viQwP(`_wlpkl5BF(=Gi>2NTQM@RxvKW=
ztnghp#<o5ye3$vk$NdbrNfkaCuZr8v_860J`|VS^HD@-@$~x4?Hp1=BX|`8ei}pIt
zHc$Ti-e5y(e<d{UcMJ1w>%I5&{E4<!eyY7#*MN4~eED*)fj?<K(Ml;i)mH8<x^x2|
zf7%X(Loq7nWeSGK7!*y0Gk(K#_(`U!b=uxH&uO+7n#Hwev}{<<vrSmE!whZ0JFIh7
znB3~zIsRwbS~@3Kj#Ut03mB1}8I#hJaAa9XCk)b_xg^z*P?n8DTxa9!(c>U~?k9gr
z5-n~qo?Pe76PL4Ww*dK^PWBzZBw-1kPQ(m0%;i=fVo2HG$kFn}=p7L{)b2Ch+}vH>
z>=Vs-UQ7rMS;}h%zgeyR*rQhWK^bY0p5SiD<giv>h}CK~8dzR2af{XMg&uYL*TlND
zPi#(%kJlTm9ZlFRx^?qJ9X5a7e@{4*yWo&WE<}~%Q>-B6EIMN*7Z)-=VhLxmb~FS=
zX$ydl(Uh=zXR@xs-l8*E-+@>7Gdh#?RQsrVL4*pdM|q)r=QWEaw6q^-NjDa(T=r90
z(^i`?YoGQa6Ug_n%H;N`Rs4A&64v9-?_woEv*VjJzh?~{c@S-UUTc;x?6j~nUV&2=
zny}yeNVO!RC45u!TC<Pl79#^CAVM3^k59Bp<=vz8O6!6WkQ%Qvo3M{~1+T*G-x=jT
zMY-7mU8;@kfnC&*$iCVb?Ww-23frZ_xesE0dFx`p8QB6R4u8WssVm}en9u@49H!?$
z-G45&!RlDSFC$?x07?^Jq|bh!?x-A$OJz8f<bqOve`yE~3jnc9l}X&ApHya`Z{sc1
zMx!<Y%7gh8G%F9Kd54f@nq`Bi4@3i3IjF#%+1kXTt&RQ6!f5xI1pTmBhN^RUzXybY
zf8?hfS}OA~A0H~4%H=luxx9w~pCe9)g6Ixw->jb}mz0Df*$|*`kXC2!{+8P3LPFmf
z-SzC<L$Mj!*}F8r+0Wk986Q7;H<j<yRfm@zx#PZ)LvPVnOLIxOLus>N!*^ZW&)%7$
zCOf%soSE_}uflo73e90qX<<bz{12qPL9mdxdB^~-j^!&k&of-D6fZH9VH))5jGITD
zWjG|E4(vp`nRp^!3Kkov6N|q{BpgmG_BoGsU9nxN297mIIM2YrXCkqqC=^;ul3|&m
zR0?XCZk>XYfha$y;U1N~6TJFRI5OdAIQ0QMFF;23x5Fl6vrjhyZMP}3A-C82l2CGs
z-ByU)dMKbeXqJ0bF)>1W@VV2uy*qN%ZIylFqp_K*yvv5Zd!dO*gRINA6|!F)G@DxM
zwR54`-;7oJPI1s|;w~Mfa(!$^c>dE4I0#9cYy>AzjgG=mPH-ktV`6L!eSERQ2f9bh
zvA=*0pC$XAG|^+;P!H5cbd?wu9)O-I_=wi@K04k@^yh=GX`2%Zxz#4liPX!&vSc`-
z6)liBqV=74MMt#KmH!c~ghJ7{M-T+J*`RE3O>Uoo0@Y6f)i1=YAI@tPs8|%uhyZSS
zcfcxq>BqEEtz>vXu<~pe5yfQO8|@|%2hnbSw3`@sK%?CsM8$d^nx5#GR=gw8?lL_K
zNLMg^7hu?LVp@T3)D;+AURV(DeU=(9IPgvRQ*6M{Ugfwqy~>8&N06<g(BH%>G&9m$
z_ZW87A+G;!5^le3CcxgvqbWhXuZr7WEZGb6&ao+w4fD2j-NQ2u^A>7>L1J`GvqRns
ztlfgj7sm#B0P#NZ7tZRN2k}14EUrD1CBq7M+czO&2G;%xGpwhWtm<S~%Yi@KZRwfd
zWUN9j!QBhpdEx?hmw~+7Ts;MeJeP<~9o)ULyS%wlG{+V0-t18;2e><|l^@)_)1z+r
z;cijo`0UFQ?iNDkM=SyE?q~>%(tZn`S~NlI9^8Ez_7=h2cj6WPjNtB5tRt=k?bZyM
znAy)_A^^jDcC_1Jw>)P09lm4Z!Sh&Eb357!3;#Vj+Bz2gTvie=C60wZYGC04-)5L~
z91Vw)zD9S$Ivv8RBZLoqEDUtnVQhQ~C${gY)W!z-@<Zn$nwEx}>jiQ&<qxCDOyKTk
zV$c<V3(<B%;HC#{e{-=7R-nlnkuU||l&;~-eiKKt75WiZILP?eSEZc7tY|yMl2M!`
z;0_mAF!xX+3&h+%RxDc;=Kdid3|u6r$iUq3VNzV8Sj_#)DJA(tKxEkYi_|_B5<05o
zin)Iko1tM^G|JjBcb)NZ%srLw)Kxajz4KQq(lPf;^3HMQ)H1Un@1e3}LEghxc@=(H
ztmr7@-O{!|+8zvNSdn+jS8~c}czrI&`}>_G*+AaWhMJ&7n%f+bP{{l1iA0x?_s9KT
zvfXh}<*@c@5IGA8=NUwDBJWQssA0N|3Lb+l$%VY9Sg8x4!fvzqkmo96q~Di>Lf*04
z3Xxk61ysm8_poAOg!Uj0^8Sp1BqL<MLf%trz4kb$b{u)XT_Eqva6xy3nM1}QIYQo`
zJAU0v!QAmV99zX^dDB@D;l+yy?kMz4!B~5Gugvojc7?U`8M%;DZQ7nly)0}=2CN-z
zj=<XQLct}hov!?`c7nbLYbWS~TWK5Ce!3NFM?nJkoQ<q)dewm1!&g(*l~bKKFc<tp
zPW8Q!b|P^QY4=CkiGc?+(%we3x(5wUgtX%w4Qa<`0ci?`4g-uhPA}4qx&ougs|!Nf
zX(8YM<O*)zA=h&>`S>7TnWewN;x7*)mq>vh!mHwt^>>?u+i&beWS#FrGbNb%GG3+^
zn(lQ@rwvE9bd;QrIRMfp#oB~pk91ec!E`OQ{<<lKvULeFr99B{SIy$u5A}Rf0`EGp
z0^bTc#}CeB-e~+GvonvGjOpAD{y?*(AA;{;6%v7Fz7+b-_|jGsXK7shmQnxCodqtq
z@~?rs+e|bCSN=r~VhNC6$1XAEo?nDYM2>3rAip1Aw-Ds_N56zC{24)h$8*Ji=~p;=
zR7+bmp%QbUe?oF{K!x!>JJ^@$*j=V_nZ96pcrLb4RxkH>F9E(8Yvn|*J)W@zdaVd>
z=*Z30)<k10=9J01tY4nWDv-NhR7CH|NSNk|N>tGe%?u0mEANulU&1;8?M_`RSdMms
z(-58aK~9^#tZeRr1?sy63#2inAaS31#Dmuxisj40P$|*l*Q5{@f$MWixNL8zLwi{-
zrV%yF8=HX#mPvM?VuV*gZQYD}XsJ|;5CtJIu#s(5*~LVn%dzc=l#WU8*wSjRG@*fn
z^Jv2Ck=n3Y9NS@48NJJd;{^pZOpk3l;&1J+2^s=NgPt9MyPLY(gXc<a@A4&~<QBWF
z5V`eGKo#5O0|d9v9)wjWlKTsB`8*`C<*;=PFs7X$6p8PNP~^w(ib9ce<sXWqSOJA1
zY4*sX261k{4lUq2_k$~?jU+|@l3v1Sh90S?*sNl-r6tvYdosZ%(fJ}5-#he3Bo2li
z{X>t$zymt;_!(5APr*Mj^oVz~&?7zzNHcH>6X48edP9$>E8z28RZ!@09%}Re>~RfC
ze5%c6WlwDFtb7jZdcx;yB>V~ThgA0mc*V?z$8e*T^Zb`dxc&NG3_5E2gHK7s@d~X#
zuW;jqnKnn%O4)CVHQM^;Z9N|z(_2NOi`!D2r)b}Yds2p4u@H828m%{I3%`Y>U5$EW
zWVq67EnQt1ZT7-Wl_&qoSx@r>Pv@D%!D761wOx%$V{*}I+_UP|dgG?%qD_;nz4fty
z-O-&z*H#<NT79g!=;DEkE?P8N+qGz%UZI~&So{vI$M8*Hr<&0wvx~wRYYlG6$?N#!
zl9Bo_{KRZwnAtkZyb3SYVgbZCnh@}*FMGnw<hdq4x*0RIus=8ltB@EoU4Y}j!crD#
zj@sOv9V(Z&bIK*O`eY#QHv3Kqtu7{F#*&>QqmeQS@Wq47#tRfUk$0KoZ0;^UHcSCO
z`jlx@vJ>aY;q+4UT!d}HdyF4JclohfbgApIrQ1Ae<*;litd-xgrMo@qmVeojsB(M;
z$#YfsoX}m-j*E@6k@Q&hf|YMZ?+6JyTHR+-_8JeKy&-XD(<o06chRJ&_AC6P?Cl=4
za*(pHR&gmioO~G0x9}e0*@r!9mtW3Ar3;laKVk`3S;wK+C~Xe#vHMur6R@`kEBhv1
z;m-&wJ63aWY(SajNeFSCixlJ}&<QBJWL<p^EZG`^eIR$&Bln{;4!dX7Zi5|8Z>_cV
zitQd@`=eHM&tz!~Tt^8_2qpHU!G!k_)`Z;iSP7;D$0A{UwcNk6l7Lz9#XDnLaD!Ok
z^_HM3_Mi(3NvUv2tO&h}Ql&*dcOvI@mPV_$R7VH;fSvUIo;vQ6S*JH58oO(w)rF<8
zy7+Dwob39j;$>MdbHJ^14)OeiwT*Kzh%b>iLe!iamf6@EPV|>4L_I<bYS9DM7Whxj
z*OD9zWP+5&0z=g^;zopYC_xHW!5M;71kl;HDcVpthIQ%>Sc6abwXXcU&po<FfjlQ7
z;aJnLzY^ijEeXrx%E8+?fSJ5-ZegTcWtckBCbffN3K`vpU6Ui7lvc>xW>&iL(F`EP
z!M~_j{;B0|{XjSpZ)3R|K2#=~_nO0UH{cT2-^1_@laJLYC3(n)+G2JEwa<k_4!AA2
z8k?bkZ8U1y!8V=o@#Su*d?zWfEqCku)tPB>%K9UXmal;#r*?sJe}sPV+a!{IK9R_-
zu1jdrSdz-R0%LF(?x8IZMZ9{Tv}(^lX?~+RG9M1*F3sQ5s8+}3rzmgMndoy+BBa;D
zRmepuLoO)Ay<KpDq`^>Je3(>fv5I?NN=Y8=Q;PdyYM%=UU2%gO;PdQjz=Hd+8QBz9
zXM9|7Q~92#xShW`BUxs-9Ze+__pOfHNdg~RXnOP`cf1nx;E_9C#Yw-v*q&A%mZi?h
zA(qQZXQN*78d*M+@lwN)JbGuS)UoEyf##C78x8)u>1}X)2kW%f<}%5*LOb1}ow-f&
z4jEA?m3P(aqvS-vUK~S>37C9nc3Es+yQ`|e5}5D7jHNO*30TV5SarAsHzL2QS#8`>
z8?H7}?6wxmVQ!appACdRE>;MX{r&-QUCb*C`;8Ct+wa-PTJCv?TdakL{lDb0T+DAM
z6v~3n0>W-`mB)e~j?Kts!FAThEqE&D6D@e>uhteR-K_u8%FbmMzE_l8@TkR*+^^zX
z-&&}QGMpnO=2fNT5~@}H#}f&MOh}pa%dCvN%X;wYVl_}rj#nXJm&tKF%5-sLS>YfS
zm^-N8T4{WALL9MDZ`2@`R2hwoux5MX8NqWFEC}hv(}CqwnDOPtV)>$Sfv+<OTRe{b
z66OPEZZ@mBr3C4kc&LL)u)G$k?q*a&yR6g!rDCep!RNS%=bF7FdFU}PDYdv03FlD@
zieE&Eot_tLhB_W7s98A%%eH7hw$bu_5*H7KE1`X<F9{{I*k^?Zt%vrhtY98Zjmc2n
z9WOpvkYI!guXemht@T>iTfx}z;)%H9MU?ax<@A-$AFPgzAkI)J?V6Z``PfLcalTyh
zDO_2nFNMhz@X(i_^#$)Kk>2hTGKtguhs=UACE-6fQv5y$LERWF2~!!}9M}><p`l-i
z#gs*mB11+u1~WuP_hTp{l+jIB{u$krh)EGS%F*N2(6+h6@s!mKC{cenh8ro}^af^$
zMgo(5Xam)NN5+ERVLoTRd~PCfFrV8$pPLwXK<9J+4=T}*(cVN`N#GqVpBtYAq!$RY
z2Z+v3Z$3Bb3Yh6D3(Dsfn%cyzB*d94JV+oPN5?equ-h5G0iKZJo`hFuI`a5sDx3RM
zlW_ZWy_n4noC_H@CCS`NRe4^y+))nf0KjfIg@YW}=yGx(n%@klLaeFWw$6EL&nN3@
zjiPbIEtC5+^?8)YO-JEMpJ)2^xp<nXE1i@uPpbB1W^wJA*ZbBzE?^7kNSnDC)E}_P
z{RWd6oq6xSw}plG!FsGhVxIOfVV*V#Yt*RjWMYrF^TH()dnb^03wNX>h;AohMke+V
zu`w{7bR2(9QQ+t%6O3ndml?Me&kUE@u;Oe&7Gp<2HA=e#TGah4#!c8Ql*RZ;yuzPR
z79(g%r2MudMorDcEcH?(AblTj$+GYE@%X{2$f*lYUBo1z@VLg(-ugsCp;lrho#A~Z
ze6M3w%k7q_<iw{SVLdtVHLN6HLOg8zr_fY7PF_1?lJ-&_slvIGuq}U;Fh17$5+zO5
zZmIS~w<}{Kbo08(-g>>X3l{XWs!b$2P}%_LiIws3(b{lj*C-IHmo~xMm1dv*R%G}D
zJA0%~tjpfX7}=FB3)28QcG;6wG$zM^k3u*h*|t$FRYq^EOg2l4pS0*H1ARL;EE`<8
z?CCp8wPtCgy1Ozl+R{S(WD`rBXz+Q&$5L8v!1qT*<?~)WLez>A{&Wgqk2t2vRKOa8
zxKm?~VT@qin$|GG1iEB*Dos36m?NWGrzgAf(P9~{BK7})gef+qnvOk?nB5t(MBCm1
zGv?6V%KWdvz4b;5Ez3SKFUm$WAv3zxY+-7cRD)Y8wNbJ$pb$&uuP2XcMP(EMp_Rt`
zg{Aq+2Djm#<?C1DpB1ZD;hzoH4bopYc6a!u`3w8z3n`@+mkkZlo9kEYSatJ6tu;x%
zmTw%AKl|pdfQQTWG-|`3WD||5d?S8u<N8(G_=`}~b;eDo7ZBVGQ$I;b{17Fr83UsX
zmX*C=+yn~C>tiF>niW`E@uM_<)t1exhy_=#6@S;Ppti%GE!5Ht*9oRvvk6}7o4-!5
zW~2BsxQ4zR6u*W9GvUv*SkvX<-DUW<Z~joDg3)KreNpD}YeW98UqxlES+!{yQrNa^
zJ^b#2zk>3%<!jf{{pB043jeMbe>ZOtf48g*|5B0LRxGD}-L^thW!uUv%jx;*&4T`_
zq0RLB>Q(E+-?cy&$_tsWZOuw*-?lY_L-hQbkj~m=;=8r$sJ`3QZYJhzTen8kXWbfc
zf8E9n^xgVpqF&Iq;`bU+-ujKAeIRjkf5Y{}{B0Wt#q&*JIh(E)&o_nj9z;GtJqNGa
zNZ$=!E%-4w6#m{S${AWF=nXAfL+=f(72geo?bsU9-@2T>n`rLXJ%J+I#J6$a2>)I(
ze_=TsHI|fwHe4{IPN0T?2OKeNJgM+3?RMmDN1$7>5B{rSZIMdY`MGBNjf5S1sQf}c
zk{6qBIrq28C3y^PDqUv|5O$kt=?J9b#zevK*bEJTB+uNQDXlX;p01P1cM=j?rgZ98
zu_2_r#DBctzDgcK%)eMvtO(dV{XXGea7LM){<ftsz8)ME4~~ilM@1Y>Jw`=lBDTG1
z_N-Zuhs@nfxUsMVS<2wUM3>-hMwj4nMwjSzM%Uze;*UP~QVh7!qvha&M%U;V3O7{V
zQLbq8dCVPUZ)z^7ydQT<BRYm_D!&NbQ~4X~fbMAYCDuUqNZE_l2cf$v2}CYy^d-5i
z(GPT8qigWow974$Q|QJ<55SehOJps$v(a5}X`@SUYvrZ73w~{M7hT-w8r<CIatK^q
zyhh3~cQ<+k-jGz#?TzjOi)3BV{f+LU3mlO|H(1^WS6E$dyh^)XudX+5QP*2mYS*%w
z=pxJe;3ms!aFyjXxXbbyTxNL<ZnL^xOLf4eqx&rHgA1*$2Z!V}xYF_(+-Y^aPVxcW
zYP?T0!L^p}fP1a3H*S#E;AX39#piA7*Qk1e%Z=|4P0%>`KDgfU8r*Mr4KBF4zFNHx
zuDHAp?l@i(O>oK8{i{{KfNQSqZ&f@27hT>5H(gz?RW!jc$@}24tLx>GrgGh*r|7<G
z*O%Zm540@pz9VvMHb<m=qMBYrks=MHBTukTy~3NZHl-Q40#So0ggtz96^OzbM}erg
zOPto4f}&4nXY7;{lBakgh-Q0%xw<zM%R!r~`#5`Jd|5>~RX?S<qDL32ghvd0C8myL
zOIrUoF=M@q&!y$M=5lZ)f715J(tS~}J)~lP_afmOvA=fCqv>8>P{Z_Da&Qh1&Au!#
zYC^Vo@@s&$+XOz$6jh13uk<CM<QBWF5V`eGK$WP=1LH9<%A2VBd1zu%u*XB^RibWc
zt=FCh7C(M8-Gn%rE(R?^I1LByK70sKH`q3%)~Z!TYqwV^jpc$R^rTcOol{Er5}s2E
zFhu6UY^U=1NH(7GJ56;E<AgBY-+&$|IC(g|FD|h3#pOwTA*Nr%bAzGcS)8T$Na>vU
z{#0{jp@lP-CUOR5tO<O9CvmR$lhHZye^bqoMJ^lx1-rz~5qy%FBOS@;969`VQ>;CU
zEgV^yBqM5KV&{u`9_LOmBy~=mIMtlG#KNg1Nt~jXkDW>MD9)cegmkVveyX{0sf8<v
z#sR}!cBbHyI8Xe^=p0!z)f~CZ!jVMrS3y5JU)1wBcZwmYb86{SbLt8&=Txos;Td4U
zv((bW5~-Jk@1J3{56%(9YM&usj#%wOSN^MgC{dqgrj*9bXH~Y<KF85&AMpJ8MJ9x?
z*oR)wbH-E8ZlLmI+MHlo86i_jEAu|Pfk+%&>*K%HhZuN3ul2bRRp@#&GSONeyrZr4
z!Dj(!#U&_^n8P}~Ykg2xz?#n~Xsr)qvBTL7&CzOgoMBCE{eiH^Wigq$8#zMCdIw&i
zvFMcEo)(W%>wE4p3AbO>lk0nsTT`;M=ThnzuT?z@GVN9`I^K3RgRM8-*!v55gdpR%
z;kK6N6v1iKhJ_`%Zq@en!l4UqHMOFXy5(8P^Cq)6IH$SS4_y#qtX90lk6SoAe4#;0
zv<0{j-eb1yLuTtcGuwaZj)mF52eAs|_rPIa!82p$Mvz~n320=qyR&-di|*`jS-tZ)
zAnz8DR%=Yc*z_H8JM_;IF=O@4(NdQqRt50|JeF4o5Y+B7A$hF3TzRy3uDHa?6^j#=
z@pKegqqGO1McrS<^AYS8TE=tK@8Jr6M$34PBq6Y^;L)^AcsFlAD$=_F4a~lR=d3{-
zd?;yL3LS*VVIR7Y_~M=PSDCcU#m2}A<#x9e#QAz`sW3F6>2p{~(DZn!<4v%wH!h|b
zuT0<t<mXmzs}4`J;HaHwztr(YeGeSNGXUqL!a|THEL<8LDZ&1H@WBY+49!-xGJ@~!
z#L-o_ojYlR_SzT`43{8JYPr6oi`NuaGza(3VvXkPHNgF2^lD3cBC-cmgLnbwrWD|T
z1}TsqYYv@6rJro)ArqvumKrMiLNQSOnfQ}<7%fE#lpuwxi3~xSo@FP?i{-q6o}Y$<
zV@=1d$hz#LeWkJw<=vz8N{cqQ90HX99f?c^=|iYba-U05y%9}2;+gQ;pv98mwfjse
zwie4Il@C9tiKmedj}McKTK0VS!-;oX55s$`jiV{0d8nYuiLX%`T}bF?ziUqX7&b%0
z`e~T6=fvyGk0$`7@}8`TEhoP7S5I`2U)Dcqw0$iTMKd=!_m8m~9_o5x&^9fup*DxS
zoJcrq4(XF;^F|bo;@kvf>|T$A^BB9Fc{U#|sA0P11$P3`TzNJry7zvd?KZ11@@(Gg
zOG4$@V7C<_w;l?p@@%*#5EG-kc{bmHCKf32D$gdh)@$d$NFUF$p>6FTTSiU*E{R5Q
z4MM|*<x6DRsqoyKz7$qdc<cWQtuHvICB5CpdWn-l#`w%i$bvTgN~8{<4QOhXlg;rx
zfsFOdIy6Ma=*k}%qYyWZB@_?kcF=~5QP{kn{5t~_(?ja1co>z+jd`$NPS?EgFd}gf
z5A(;vh=B(*9(E!s&hhY%#KZ88hKJ#^fOG+)IspcQrWX%GT>*=HNI`hmsf343jE}(b
zqU}4z6ArS{-<qYr#r)dKkyoU~PsS@W9-X4eX&$9Q%ARTxZojz~kut$YjX_g_nyoa7
z^+M2|oC!fQ%Cc^cXX!C13c(s4<kvFrH}EIzbBxl$jpvl0O8;W|HlN#Ril=OB!eluQ
zWVPKauKn(whpddA+^<ldID9qF^0E$PS)MaPR5v-)xkLP6ElY<4V_1bmSc|q4T?m0?
zJi;Be8<FP*b_dt`Q+Iy2;97SAdAAv$0$mJT>)Axiz_t2JUKzla?Hv)U);?x}@~ZAK
z=7HiF<1#%}Tuy+tIts2)+E!>$_o1zuv0Dh*`Y2xE&j{K&(J&1*m`l?>F?+lY=}6ZE
z{HN?N*Aupob0oskQeh(i$N+G}G&k!<Od3DQDw*4VlF-*o9vwvYeVlOyx^H?AmVaT@
z$lXCI==fD6Op|RTx#;C*Mpy=vg)5auYQrJI0+6Nl0H92vJt=sKyAA!XVws{4mG1*#
z-~m~115v?;N}+jIWJgqHBda)|B5pCgJoJ#{vJ(8e)On3O%<1>kLKhNxRM!<xnT^fR
z@D#GGc05IAeH>3o<$NNZ()p{?ados^T3K(TQ8LD>jJPgEyuRz)8wPrUdYl;8OOpwO
zp8OM$=rVe8d9f0$4B1nWa2`XJ6Fqr)K@HROEI1X2=0Z<WG;KZ5cJrML^yC^}5(+)R
zZYxA?Jrq!(Cw!FWHr<1;3dM8pFD{>ucbGuEEV@3!A{7)75sH5<UeS>>bmbq4rx+R;
zCJLsoXj;6!?NexhiWuGdl@T>U^7P(-;X|h%O+z)2&a+_OHDIR1{MI`>Pb3b8=l#R;
z#J~eOJpV#erWe3JGCYrWwD3GW3rIh3W*Xpxc6!6}s4L*KmI?~bi!BFkt<>Ob8rY(D
z`wlu~Z2JzGh{&B+_4+J)eU^BAmi9VxrQV0!BgK9vUNIBn;+2L&k_y<r$0Xc-XD<fq
zk+aAt!6?P2DT&*!O)A|he7`hP_&%vfYZTwsjUVj!NONKnX}oe<CUagAu@HwKb?gBM
z;v1&Ib&h!N#Ki;^_@`=}nyBz$sNaM5K6xZxGmC4_biuHmhI3j{|8u*W{2H^jKQP(W
zxtIKL2}>^p-^VH>;u3SjdN7jesD<5uBxW7zKJ>f+<ga2C)o4y61@t%2Ot)#3A?<3Z
z%`b_V0ZAOr*kqs)vBx4ZB0gb4aawmdaT1U(m=p2YN01U_QEW}XAUX=EQQDWFJGzfS
z{0J3=Fo;XBgYajBL7b6f6l_q0rf|Y`egz3jrwe?=>`=tYt>CWEf}1*=8PgoE4%c?q
zhQ-OVxKITao(RVf7N5XzI>VK*;p!+{@0uj^VppSnQ?(K4wFs;hLy`&f6&?beY2n3}
zk#qVAp37KCz{=@?1vay4<aVP~G;Jdirf8aKI?gUK!vf36-jvE4@oeH!eOFKokpcZi
zTymJSq(B8(4cwk$*`ol0VIU0Lumc46P^lU3l<WY(F*>8T=I}>M1D=&qw$Hpu0tS=R
zViyv6Ak!5vcn&s00}RLz+5rQ-E8>7bYEL8r2A#iJp!ZD&A!gl^M%ox{QpUE(>wr8r
zVcK^(cTY${MPgCq6XTI-zK=o>))9#=BM9$9*^r|cS1%X&3>lzo-g}U69-GJYGFlWi
z!S{BRIcLIp@Nbx~{6j$v)fF*#2@rKa6nOPAs^n*&3^&KmkmpbNl2G!D-C2k{dnl$t
z7PzAj6R*7MGJXzCEKn8Hx{TCXuRR)uzWBO~`@~*&tHJrJgok#Oc1=tQ50RE;)X5WA
zDguSWjVh%5ir80q{@|wT;CP~oF1!%VDuR#ZU!bk!nAo)s0%i1Znf}!tCVIo-MLufw
zWDSMF3mbmeVGwQJm1M#mJ3VO%swO(28hry^6(rO9G4DDPKA#Y>txY--m9H$UPzG=d
zt(5?`&H&~JaEq?|!7Yk6Qz(gIjNIPa)|s4502hi{KZI-hNwoS^6g-*_h9hK~ULQ!3
z%yhVm>c)q*;8Swy;SF~YiGy&LKiowOJfPvOb5OlXXn>;K+3=1Acj2>uGzNnp0me?I
z7w$q`fpO^0g5a)mXf+C|Er+`r)je<$Wut;yZ}9O%eZdhg_62k3)*%l`y;tK^aiG^4
zlW_YzGXV6`Sv4iN*M^u~)+^uzeO>7Ted(oI(Jxzneq^ShU#yiL09ZM#uQarv2QaXk
zP5tYPuJ~hM`^@6n2Y`53VX!k(q=4Jw)Hj(OzQg2S=kD?c!z|qu{4rLc2f(nGxwFD$
zea=gPyjvu|n9L|J>_tSZTVU8by32{T6we8lxP)SB0vOg&NR86=K#QWuPdPXRBgLn}
zKM9EbneeE6ZkEw<fAH!<XU&2z+1W_)Pq14E4Eq9J;m-&RJ3GZR*zhn-=fvzdK#I~I
z17|Wj9(K{z2oJ-}*=SA}#(~AK2j_UFf?porGZXd|R`uMjq+GBQ)R3@_bbX1H1WcM9
zr0X$Ojob}ZQQz+%VTuB%rsKpSGt#wE^nNC!D@iyCz`A~0EQ1u*^(!C@{IFwP_)w`3
z@0M<3T_?;=E;}iTmV)-G&Bl%c!fvCM9%6UJx=zAoXjm87IXl*+cSRiQO6`e6tgG`^
z3pZ*AZU-ATz&B(}BW?^QE@;;;NF+V_SfK-`_K5+?Y-rabLNU5~s^7X|g<RRaHApy*
z-HSm(;VOA=w5w83Lv>XQ&Ih7}pj|0Sc_WnJW-Sb~>v~@jN}jPh3z26J#Z+h)cNSve
zl^5;07n+zf)_B+gg?6RZ+KP6)tOw98J-!kmV|+r~tCiF-uLqz{3&y<CdlN7(1G{{)
z-kYN}z#ILc%Y`K(uw%SY8?G(|NOR!A3pK>D=>TVT?BE$xZ@tgoG}V26f|p@bi}?6F
zQCKx?GMPxdEXJP<I46!%0_Xe~UeO{xy7I?431T3elcLFdq_^Rm1kCs2oLa*<bs034
z^r<yJ+CrAt7nTjJ_ue3;-&8|6{T6J!9_JG@{q#mViNry)(;w|51|HC8=VwsKK80o|
zLObz}hIZn!fb<5VTmc5hrWfr*U4fD7!h+Dw$6L|PX5#8T^}ddEHWQck{RH_(s{I4J
zDh}!VFOzWlUA>QVHm7)f-#Q)|)r$8*Ij_hPw~ghzXk}V4PFqiYXog{&dK*0u&hwLd
zNy9grJpgc?e7Lhd=h<g)o>^Rb#><8k-aI`~1o&Jo<voTAoNIEfo6x4Eqk?m=3W?C>
zF}h?&ZS2lMza{RxaKSd84CLM7J_>{jBR~q<Tuj6aZ1V`h7UUj{#!A2VbBgmuH<@5;
z?k+Pn6weHoK$PNa0=(H#P>s^&K#RH$Z$1ILh2YHwUg6IO-i+llXk(2H+|;yA%&z7l
zJ?Vmh@0cCjT)s5|H!Bd$Xtr?2K_Q6owJsT#`V~QtN%L*2ak>3V1%Dokgmw6Hf|Uep
zoF4eI&8m^R!3qYr2MJSfKs6m_8kynG4WVR|xunoJOY3yu2^Rr2<1&<W(O+cNqIEUN
zw(h}VnWdo6R{>$*jU5Wbhf3ji7iEV+XCoV<aZ!{cZZY|PUrJdXp>PF#zK2@qLPEz|
zT%peoU^6u6lWd?J`V3irJLH61aOeJK?=J^8!{WF0Y_v@=cF`@yu7B(nyTV!}f?o0J
zW|!e_cdN?Z%GJZcKfveN5w+kEY=%=0lXAtu?Nr^OFKj1ib^hvN9}C4qE3FK}r*Ofz
z|H8SSLZ?z;f@s?lgVWhC?z@RZmsfP2enhh6bTLIC1JvMl3KGsUxXtB*T4ZR-$@ZLt
z(PFU&3TmTnZXK1e9gZ#8)Nuh+I2!AOm1S~|kKIQ*;!b1)8NHP$^ju^h4}YSHWi(iV
zL%Edvd}6Xo`wS&V881Z1JsP5bf9@v7bS^LOKUR=zguGM0e`>9*!2iE1sCcol%(bc3
zxn5LqSm;U~^kVxLL+gfMY3$-oOJkem8;Ht93&l)r@r@ejoET#=KZ-1z@H`Lr)(R6O
zCd|(QDJwV?Azi-ada12~rTGkB=$sY?NTgmC<3<Kp8l61>OW%hoNU$_r`NPtL2N5hy
z001AHZLstoVZbm3OE**2-_rXjSVZb^a8x@PG!ZQQ9YRj|AZa3T5R&$Xq=|tCG$j2>
zRImro1VxZE-q9dwd=`+-U}Q4Dfadf<(x@xoAZ{rLl0G*Hl4c1dEcl~7iJ{W$6Xs_A
zEpm|*{IBt<IAHp3Ov3H=&IDju=hc*~!QB{lNAwza!PCpU;Ay>BD?)AS(vQwKgqk(e
z1EgM%+Fd%D*8@294@@oW41fAB#Qm;WT>C(f5Gz!DR+=F2c|-cE%pm{DWMStX^IwZ=
z>9OFKScP5ytdBd=eQ<KvnRX74FAT6gl8AK?us*-L%s8ibX1D}UIs(=m1=T3++aSi>
z2dw`eDhmPDS78U?&j_&oqcj6y!>l#M6I1a2MB>sr1Lrb3X1#c8gjvf4xe?MRM!-%h
za(xIeOSaxaU{jVODopwj<cf|-U&BfQHcbyEU18P8?Mth${WFj-MFv#UajKCSliuWs
zNhe84%JN(pGuBUujczjexTRQjDO9=vgn>I0TQ^Rt!-q<xcqb*J7;)S(8!CNoN?9H;
zZiPxepIYcbLWcodQRx?AGc=Hd44oa74q0!oD-$aHhHkMdtW_6K>4&>j<#*@m;o!CK
zxdSTwer$$Q50i4mQR!6OqAzTybmy-wNkgTRZ4|RMX{8vhg9|QQckU?zvO@cw7@f|B
zOW!~wx{OQz7{x@oBiwen7$XCh{vi_1Gr$#xOCNSrF>TZhuA@3yaOo72`+L#zq+S+W
z8XqV1S@L*C)U2cS={>-osA3sSmf%n>CI1aE*+a%v@(Id#AxiGi5QR%~S2?D0d2#6#
z1<8hiOQ+V_ic3FoAmGw^sIn6@{fE$CF`$d7@zX)p3Pz{Xr7SNx&FAt$^Rx+nqG>3L
z(IW#ojZU9Hr}v^F5;{#+{^&G;LWE9J@ShLSHguX6MjGg}F385JX|<M8t(tD`h<%c>
zY?|uGy^`R|GDP6LY???M#Hjr-YGU94jZxo>YBq+3D8i`mj)qa=vw$=QgOLHoFsB!z
zMqPo>$ioF;)M9V<3dT9N@7Pyq+*F0Xt@`#I!=v?Pm17{<yR*V~XTiI(!gtwZ?JtmT
zq|*EGsyI~o&rQPZzno%Jns(2IU9_vsf$(y2U=VlIuI`x}AYO*-0qzLqObHBqwY6w3
z{CP<x{MlNb6?nGw+WUGQc(%9C195($l~Q=@X{)xcI#L~NRhDjmljwQ?a{g;m#X19+
z{*d#B&EncKS~jd$^T}2b;089~9cEa+U~;Q-=lG+`md*)2k5x!SmroK26kMvKc6Mi3
z^rP-Paak7qZ6IG5%KS|tW}wV-llb*=IEGbU9(J^RG2*F!NwoV+UVhVE-uzND=XtSO
z9<r3z4t}#*^&Rc*9^BXI#M-;%iM3&^z7VU`Y&5XEV&WF7+i4zk``5&}wNGqLjE~nF
ztsPBpuUa=x)LYf&{(Hgz$pwc*=NgGByF`W*;2siFYwv}S`4LN4Zr;%l7^OW7qS1Zy
z{);Hzgx)_D`wf3a=>4fylWT+RHH#)<6CXgT(tQPgJ3DND#^7kRI$oL>Yt=@h^%Uex
zHznpOG&b!;CXi3_5Xek0{QI$$It+g~D+!wYa#)e7Tc7u=*-fY4ikU*G)-2V>t78jG
z<CTeKwOJajk3^^D!r?NU2eoD&v0-GO1Vk!hrP|o|M5|QZJzB4{E<jS_m1Yz67_Z<}
zqq48ssx}zqK6yk{so4Tus*UXliR`P5O@La#nZ3K~jcO{_XJiYQIIL%#lzVEWvNDu7
z9455D5Qk~X$|$zMT2=-UrihqoI!>-LXJw4a!MIeeje!*R_m_siod>ZjrO7027(gmB
z(6{lHYNJsb0pZ0gAIcaHzuY0DnI@1R>e70YgGy}4xHk5)Y;x^Blb~CQWvG_70fd2n
zggu#g8!4qG<5=-Tgu{T(d<dsItbO;Ul;nW`X;~Z8J{J-?i0GWPfz8k`eH!2rvNot<
zg7F5XpTZ6Cg%#89_|?)}lFt3XMp|jJ&*Fp7**jCzWG5GnGgDsWRd{Dg6<m5ebjA*Y
zN((D$X<H!e4FYzgE{DW+nzwu<=Xr*!<&^CJ?R1;Xge_7)=rf3fM=h4%`6mQM+(0C{
zobB+nV!Kog9A81gc?J$X6G=>K5-9;RYhecNM+G%Zw@$%pfoS%OqjuPYZ1(9fpzS4e
z<eiYje8-oBl3VPyM3gRLmX0q81>ke9DkesG0sK??Kr-dTCAV{^7M7>hdM!Y!#vbH%
z3IIQGI#epx$96!}d<2}E9W`+F=|sxXt+mln@bBy6rN+eA82b2PDuwP*IPDPADQ!7;
z(nODWLp@L*p~S)ho(nxyF#Mg~N5^}KzFM5k=fpy8wTW{gb%4J?Y1&!fZ+K6@-<P2n
z6Z}nA{_r=UPh>y-94EWnX4~NJGtgn^CxPl0;@01)_X{*Eie`kSqD}AG0iX0!k*QW(
zOM}0XlW}jrn@Ai4y!`=hV&DM{c&|joT85@40=)5#26*GMfOG}pcL9d|rWf!=U4hZ%
z!GZwqvuHv<`pp4v3}o@SgZ3)NyXjTtknKaRkwWjmD_6Mt{zGR$AQ=9;aer_hgxqf2
zANt&r@Iwq2fmuTP4ZVzeBa@~C_P#1U`eVsnsP|L7P;Ziky}^do{)*_ey>};f*~2pq
z^rq%{VBQO?-GbV;uq4A~y#jf^)YL9H+fJDL=h+SXMP_mBnJgJr#QP+h0B{Rye}!4r
z2TfLW?iqi)+tM?^Yq1Kwgm=H+ohL4M_j`c6+hjcjihPKOO&#9-kKN_XKZxeI;@#i!
zsFefW9oEVZ@BX1j-SXqzqRK8Y#EwGdM=SyF?q~>%(w+}|jAn@4J3adK*jt2mA2SE8
z@MnZ~pJFq(Hn>|eXu?yumx%y)+u7mn3s&7$9VYO#HnzJq263FyXdQw#4F5(SLT&j^
zQB8;M*m!UPw%Xs*jyu>2{d@uPKnKH*V<iDo;$Zlr1{f{?ZU$PH6lhH>>9YY6$RCV!
z*)c=nUa7LDQX3oS%a5Ilo)PGK=K}eF{fE(HCU7Mt2F_EvECLt8?S{Zj58VEwVjHYb
zlZ%irMc|aK;nY4e+zu%pVXACaxSfK@s6P^Mhl?zrd#I5Gg6?aIWvc?+R{>$*q8)U{
zhe_tLSkV0$DJ3OLq0%511-jor?Q<ca!&<JO`%Y|z25QkLYX{wR#>YYTRK8PJ*+BQs
zU#&<7-80EM$Gua_%m%%O%8~_o4`1a~xT{#vQP8`kZGp5siO{>{D>>yfygnD`eYvwF
z8_+x2&_tvqO`jC>K0qY8486al*e+Fr$eWOGo<Srh^#0ccHB7frK@*7Pg5FcC)Q5q#
z+iX4*It9Idz?X!A-m%*Xky{T1RM0#3uwr7A7kd9bG%;zYbs4=v_ABT;wbpBogR%dc
zr}GS{+XeK#443sqpgE)*k|X4ey5rZ)6wn=?!)%jb?$cQj;l+yy?*BpG6b!bf_sTpk
zVOL-~pOFhm)u!!<)XTz_WB}XI<_NHT?lEvhU^`v;gYATU5!g;>6}Qqhu>Eu^*p7l^
ztTCro4XizUHDzr%)rrRof@jL9zBklPBo0FD{!lwH@PLNePervl3I35#JKoWtc6=6)
zreNqWz=-4YLhYz4Fq*uhAgG;I0uJoK73Fe4M=S~`Uzw%9!s0JiB9};km*ABvv>uPY
zC`5g!Nx1#$UP9D?a~fBs1WRAW%k)CgFV2Lb^Mb64#w{Hr=V8GbzP4{~5c(bEU;}^B
zK8Y7atFEP+QVxb<ub-Ex`rOUQ_zjcm5mWqR>k{0>JdpEFv$*y{J)exgyKcWiVQaBo
zn;U;q-@G*bko7~;WK8FN@CTSJ{SY*;3W)&oY;=;OyxkdVIDZ;nEzF;abaEocSa6R!
z3taHzKLzq`Gtd;M@6H^=5}>}0U1H2RZ-7d4AL^UHZXu}e&3J`BBdG6qF77svPZKIJ
z2f7i7$bl5b`RpLyIagI%v_4IZ<G3FztyqipJ&_VhQkLlpCWH^M>g68iC9pSRt(@q!
zw=uRruN46b9l5#MnrOr!S$UWB%cocca`%gh<b47O(;QKWD!QMU;h=s^8gbzzED+G{
zB*|wvcwcN$^V|gs)OQOOa6#@<k9g4f>&5crVVUXq)fB=4<vF+X$Q}1}Y%lA@G@^!i
zbBSsH6V%qtxEnET6okZpMz)yt$B0CiW7@Nh)eUHYn($lf@jRL^d!#n3R>gK$PDbxC
z;W)XVhUqbFN8GI)HbFz)Xwb7GZ}XtSUP7m0+H-wLsF*f(TOo4mp@1r;%?AiBl^%pu
z2$K5?arrzXvE}999N=x1^*;EX2tlsFD+)o<m4675VgwX|TpB5r^ycH-fUQ|@tq-_T
z+DKvq9_b~FVrX;m^wm972kB@D#%;jbkc;mfawHN5LyrC-M`GXs9dg`^YP1plks(LC
zqlFytSwNbBQ<wl}KGPd=L|p-&?->P!9Ot1%4~*9Lz}lW_vsu{_+wMs|hXp<1b2bt_
z6Zu1`JAqfl1siWO3AbO-OTk9qS;Ueli8NlJ73dXayf9OoPAkP4W3=_l+j>4Mrnibl
z6~wNyM?{~ZeIIT@8EV5q*urVF-k@bU3ro8i^~%U_rP*4#x-#1Ag{>)HYpRhP-n$Sq
zeWh7kdj?8}b$QMlO$hjumpx(T@gb8Ro!RdnE48pccn4M?F;=<&?f=437HN*!+?_2c
z|JI#TE+N%V0C~3wP)bPkqeRSDqH|<4LPi-K@!+!Y0!9AhT_!o->MlRNJ_Y>fQ>IbL
zPMjx)(@W9waC;?jkMZN@-Q~ysh%R+qrgYd`clXC(nNnCQzhz4EJnEKznUbh-eC8OW
zM9AC~?YP)D8%a+&h)dVe^3CWSAz|8mCS?mec;;~Y>JxxGI3BK2cBx0L9HcC)Rb0vr
zCm)9MExgBgw%Vh1`Q=Phx==auBbI=XbsUO~(q0B8sQVb%yU>mjMz#n04Sz-$*|C~~
zV*|)EPeMQ~4<Ic$`2)eu4v<~4uD+)!HZ|Q{kKB*ac%!<zb{lMIdTXt<m!V~)G1%W!
zE-n#D>`8+O?>-OV&9qhQ%aJ$w>bQWF1k8%BjvL#8JHn1nw)VnKu+SBIaDf{np~5Ax
zBJ?gw6@e`7gyn<vou$$0E!EM1K42%kzo(8HW7g?|h{o>PXmw#}tS-JAu8%eAql%Yh
z!OQ`-(mAyAOx89Y1qk9xB90I>=Z0lAwuTeED}`vn)Flo3P>UR}w!nXKzLw-*AQPlC
z78t6YG8*c+<b-f2K?+yB8G=*<z}dGc+Cey$aHc<C4SulL?olx3tC4W5>DXV1Fy|J&
zyQ`Mj^mYzh$|r{IEsT__4Cj;3uC#DG2`w-cL9Y^QlN{-!v_j^-veK20W&kM;{zr=C
zpIYAb0ZqJ(J!SEsGTAXrO~k>BJ!OGQTz?P4J4`;llv0w1`l{t^U!eB6kjMeE1z*Ny
zXdoMnns$&)XMB8lTPoj4N^Hy9I)8O$nw+x!NTcOzpa?g5*ttJK8}~Me;J=$l1ew)!
z2~7}7Qdw7E3@%Er2~~NZv}(^lX?~+RGQR{5=kIA$t7G$1lsD^4^yuS~RmepuLoO)A
zJsb!}<C3Ac_;6|z_m5Ia@@St@+%u_tE+llt4ZaIPl6}orP{L+pQ(T?#am7vLd!piY
z{_2cmndNpgl~mlfI&vood~9Lq(U08mO3;Hx?syd^y}a0-Rvwn6&Vlq}<T6q?y0=l{
zHL`pt<E4fpdGyXusbkHZ1I;CEHyS)Ny$z0US)JC}TqgNYXHCm(l6S~ROR2o8ULPeV
z3ijR@YD~c7gZ82gT`5{}y{oFg5}5D7jHNO*30TV5SarAsHzI$mS#8`>8-{b^B6q`d
zy0lmhbGx+rY#^L0RtS{+o*=G^d4*xW@nL@ZJsVjYu|kw2Zm|}=D5WeH^BW3<vf%ep
z3tdR$vEVPpW@NMAI_u*WJeBi_7QFLUYm1a_)_-Yb=due8=l)Bu3m&x?l3Uq7<m)i1
zOfsA!CgxM6MFG^R{#OW}^RmRr<CXkLTW0$*D<ki+9{h5#8mK16Uqr$#ljC@l>Eg(;
zLIN<%9q0&73a*vLM<>LYD)mMUVo4P^j7eB*&GyDKf#)n(5WW;o1C~=^#+S#6<%`Mz
ze$*sv@i_WRm<OD>*{tf85~OS5p$;ms@;{*JZqQ_?lu8{?DyCW;=7^N|QfqQNmNUej
zFdiOveDWaZGOC0OP-<}u63(L*6u*cRJ24JIqlFpjIJcl?<rpm6q5;`P%M#SrOX8H!
zp6yFQ2`%<nAwuh+eJUH6M^j@mly`@V4Fw5CDDP^Ai_}`Lg}oGv9WI`TJ6uG`eo^9D
z`TW7^7#=54s+4w3Ou~F@q}n)NuJsfSrqh=~-32_f9a>-T9un#8KEX?zR0220vxF>Y
zpjRUGvWQJ&*h2zi7$SkYiK0OX+;ruiz)g9V6o{kLJZ=PSdq^BlN!$Pq^@l^Zk-<%G
zU{Yu#C+X?iR09bE3bx%N;V<v>Z6a|necL~Mn;3XNr*A(Cm1q*pOmsK{-qF&x@mWB6
zf#`aGp#1cvZ=<e&b$+Oz^lhQ3P24d;oV~(h1M+cn90QNG{UvgT6!$fFg{DKgv>xu5
z+9~37CgJv9^iuLRa4clll;mzNRpoi5ZZFD|x~&SaW^UU$<*hxRxve$IBXRpQ^?8)H
zU1{7@ZAlkr`nI$9ds9a`DPNxLEIw@(*PeO3Z%xdG9ik&`=H^d-z~-S}H<{6y_x@?w
z7TyQ{f>lUN%RVMd%O+us8r7Y|>;HD=g-hb~4}rYfTr(vf^m|0iNW4BGHulA{K;zG8
z8Xw(cf^p<L_Yu({|MM^)UobOVCclca2}z3`1=T3+<Ip4BPg?v2$|xl*o{t@bKcl2Y
z(3D8|Z8?jYnu$s2Cy|u&dB7FRp0oJ)!EjTL@Ki<22?~#6EbXmNG!#fBCe9h&XTsO-
zA$*x~5&s6;tmh&wU?l+);!)y1g{IPR@!BDhgxihaA@i^aew83S)_Rd6RlB9y7u~Lm
zjnK{ODtqho(yq$zO>pKsk{u{*fNaFd`1ojTxUy>$h}BD*;O$DYPk$>ie1e@lQYY4B
zmoY}>_Mqh+EP?8>Fzc^lmpy4kV{#n$D1;MoYa7*4W%Sm{WV5vRNsFE`(6@8LvcZ+h
zp1!kGYnDc;yDJl;EiJN7HnG%+2A@ByNol=-)*ls>&wKR<Q7caP=_!OgCMGH|0c#B6
zPK`Z=F@kk#TEh$z=#tE-y7fq5j*M=do@CB?u?$y%`B5ZHF)7t_?198&&X^_I_7<2a
zhxS&cdkyZbH(F>}_K|r}HmV7U(6wd@Gr^=9+)}BHl8pg{STcV-c~mPZqY(G3H0CcX
z&0jXS4gV}(zZ(CnSiK7WY`AWa{=%`k!#B-e*f(EDDZRLCXpr7qziP*-n<r|mN&2;X
z<B<H>H-7~@T(+lC8wMqtXjJ7J@p~KBuiD06grcr9ZbH3);AQ~pBqi}fl(c3Hj51hO
z_JVN}C@im!jbLk5U~R>Z()?9hHm@QUT)kHOU9*DP4u7^#OE+96m~zb~c&%^#I>DNa
z;?Lk3`gTzK8WPNeKi6VSmxp(k;orXbL*ndW&V5nl@@qr>uU|!Fu35Ed8B*A`Y(4z$
zgTI3Ew&iQr(*5NduL}RJ7k@Wz5r4O=4F6J*+g2>6e%-c0RAt-BEz9Zo>dk`ws-eyF
z`|4He#NV|*7s?Bnux-ssYTvdsgG2QEnvl-gW#YTF>!`ll)@~-|Y+JWR)Mwoqaev*$
z4fNgmWujitx8nC2QQrEEqJ1E7bbrJ3#Qbd=2gUPEVL6+w7SA_@^&Uh%K|Ker+DP9G
zUM=`BI28WgD#{sJCg=?<TSM;+trg!5h3(iH(%-tAzME+7*gb(F+r+nV;0XU-GJjz?
z95t4dgf?7&8%Tw^2?Gx}V%m68iJ|9_yB%R{$v*gVi?u~6Kj#k3_#62-_)z(Ud?a@`
z_XE?QSrbjP@PU+)JO($Fo%1qkp9={caCF>%D0l@nL&F=%Gq)#3>x_?Q=cMwTgv6E@
zo%&U52x%|zA1`=c<{`xViw_km0yej?Pxu#{QKqNAZ7Gbe2S>$&qvF9)5l2&xQIVO5
zZLgX=YZjy(b2k%iEG$7%GWamjCAgc>CAgf?CAyu_HMySnqYu6m18($aIk=$FH9CgE
z4V8D4D;j+sb4S^mnoBD0$KBG1j^UchFGBZJ{>D0>I~sk7HPAg$_M-Jc=&nivk;@u=
zNp5TO16|kX8ay}ca*N~?y0Os%aAollSqtuLbQfIO=n~vod8zJ#UmM*;7dN^FH#fQ*
z0#_HWk#fx4jb4E_Bo%afqx--jSyyy_qx<LrM<me=miNIGR@WP^(yrI5>&;u#^_G>|
zwX7z($nrk8$?_UpWqA$mvb+YDSzd$NtghEm9kA)>KFj;yLaXb+A$bk1w7dp)T3xS`
zd_cDv?-NaMt>ru5UaRYk8{{>(+3H&HdE5Fms-EC-<2ytXG)}$`uD84f_gh|r3$CuO
zR_}u=F7Jaoj@LvJTyk~)YSk~`nydR;6;HrLm-oR<SJ!J5O)yOIKDg}adby;jT=(cH
zy6@WcC3wvPEuZbaBXVpuN2GnCnqEYaA`PV@Pq0tD!kh8WDb2_gi2An_!Y+<>n82k1
zQCQ<B5EXZc(^^wd^y%!3opM6*6i)=vY%efZ_ZP)-(B|qs&fXYbR#7h1v#EbPx>)5m
zV(2R|Wh`5cdQC`4_8fJVdduda><R0k(@#jA`Fb!w#r{q~!Z~7p?VKmi4HVQceU==&
z1G*&pD#WM>+2+X$pu%qOU}#rVUhet6B$V7@w-q9{9tx=Pa(Q4pCPsPla<>&E8Ae`i
zYOU9v2Npkm^4x?tc`gPmLO2Zv?>>A8QMVGF6JD!~)^4wg(^!_!lTxX4PATO}cupC=
z5Sa_JoyzAU*?5NUG}S>^Az{3CLyr`kE1cdJ7g+k@@}#~H(=Xz=!BFum&eD9Obk4M<
znllS6oVhfSGcaRK;0rv7bH$&G&XGTvYK|;&;Rq<$C3cSBlgu3HNJi(#i>I0+i!B^k
znIt1>Vq)iudLHLaF(h?Py?UxSb%}*jOOiN6F&{gV=uw<Mc?juTdD~QT<x&e*5{(0f
zyX;KCCvl$mlhHZyp{eG`WfqPkioXi_+4-WL$GKAsNu5)looY^9;pLpFRX#ieOn8=B
znph(Bvhe*gtn$G*f>`DA@4y_f%7?D}SNTwaKFv&Dhsj)gR%Kh|a~!Sm0ne{rAhgCJ
zA9`UxxrXU$e5ibxHYdt|k4!7`UgJX~4zBU>U*kgzJfPS3JccUt9W*l08Xvr)t?|KU
z0ciy$qXwA6I=yRrP*=d3Kf9ncK9I!@M>I4?tJQIaHMR8z!XlT&WNO}tzz0&+Ie3M}
zqEmW%T0Bav>zQj3Zr|Ti>w1t&Q?jJzQtA+|)jSKbt>&Q)-y3Xb?XQS9!`{0^_u6{l
zjlI8+M+h*cA!GO^`{4_x2u`CGEG*G=tG2Hf&Q^G`sSTafEYAv_#b$Bs8P)C9#XE;v
z3|n}Q*|b$=>pL^sf60!8*}+Pz0?IEn<e9N^Wyzn?1T?bM-C4DBgF8E1R_$yB@@|o6
zwYDS-irxYI5%y}3h#9MPj+VL{vC7=O-F$_BK<!f|B+c$}rCvN&Tw>&k#R<!IItr~(
z+Cpei_m}Tnh228SckaV0{249ZIg)zVwsJ?)HX%lf@LTECzz~vs<<41yIQUSqxRfXe
zjl*_xBk@H$>8~<rdw^9ax0|J)%>g7V42@{|%UDU!^mvNnO|W}6E}|K)OyC9N<yLR2
z4o|ddu$6dtuIqTCzNb;yHvq?=!UB*cELa*HDZw^;@WBY+3(Z!wGJ@~!#L-o_n>%SA
z_SzT`gv?gjEK1AqC0)FxxS~0z|0dRG&Rzr5KSr;%v?n5KKsAUL@K8zt9>Avp_p#>C
zNmTmDb{;Z8N^7a1vM+=I=*InN{<=+&!c|0uAWhG5lg}5+c?CKDJrbtih|(eKimb~`
z+E*(3P~JUSue4|%%OOw+(2>YwkUoU^1l>D2ih4w<H==1rJOf@Ev=}n4-DgtqNU=;(
zdGP<HiKmeVj}MiVjcHxt##r$U!Vf3jaXk$0u{Qo+N@*S{sB+<dMs0K<p`-k+x$wWj
zW@s2c4RiKfc%Aw2#Gh2&lQpsB!gv1ai7xWX`X`OHuVtbr<~N-CCv+=So&xH6Vz4&N
zKB_$+KSLzCd<ynOCnal?i-3j<P{wWm3Fk3(IrD2)7t}Ca^MYf5Xs-O46x~}6wB2Sk
zA<tEQ&C`5ID7nRMD@1NR6j0^Ya8Dp6MtSpV#-WKxgNTR7t9|cMYrS?3jP&vR8rr=M
zvSj20;F4$**Pt_eSiVH2n+ng(=}TcXg}443Xnn!CEa~k&)=QieBF1M{LKd{?S0eSY
z(AEry7;3dZ#O}u{+V_sG{1Gt<ZPQpn@lb9DZHO3!%lpZ{Gr%xClwJv5B3$hI=#MY~
zdv6eZOQp(5s9@FOaP+6?nl}zcBo5+W{x}#h@PNj_UX6<L3N$Sd4u*F$91NcYqzf3;
z2{0Hmy*L=^3RvXJ3&O!pB^+#Gd<4P}+jop7oL8m4HA{bs`L&-xUXdDq0<Vfg$UbEf
zZa>&d2$|rY#+WHV%T^l2dLd^|&V-y9Wm&hwv-Fe%6dcg0bBxl$jpmeqO21<IHk<pQ
zDVDOa2@Y8vsOo!WaqV~aJVI&o<bH+r)M9AQJj=@s;Wp4j-SV6npkJFD>f9mzaF(S*
zf?r`365%Y`I&>jKwIF7Udp^ly0lR}|9e=XBL3Y@9?HC~MHuF<pOE?Eqc-B!w%)qny
zOkNp)mhBx8q}D!Wf>Q1-W6mv}F)q_m#pMJ@tE1o=r9A>--F-;wH>f-WX<dySgg+xl
z>qNse*x)Tq`^3!RQKTqc67ZX{!&^_-LQatgOG|}~fFA?65!2hOA2Dg%;317!wy2xQ
zql4(awTv^+eba-i46|zFc5GF!aVHX{Nw$()^zJhwD+9{HmC7Tv;SgB?s8V|X5T?+c
z6dc9fhTc{zQxuZY0>Z!pvfu`if)ABK^RCFgqtI+*6$etpEvA<*OerhDze|gdD;(to
z)It{$dNkJ+NBJ{shK8e%ZMEYlI_u*&N-F0Qag@$qosO%a?b6D6BaM<VUS-5{DbjVb
zb8m#si;6y@9w!F$(quxRCN~m^E~6%&K~a#yA=e%kaSR!t4B4lUa2`XJ6E*o}K@HRO
zEO;Fd&4rqzXxhI3Z8zUJ<hepkzUoUt$t`wUA#&@XfC@F?qdb>N55g)0&%M96d>)e6
z^0Mgq3?X<F5fOqv?i9G95IkM^hu|r8Muv%kDJ+T>=SKS!T96_}_kLwWjZi$jH(>bC
z>C027Cfr&CUqy#HUs#?<91P3*hvkWZ2Xt8eG*qUO;U5{6$2(eB9-jrIA2>4&a6&u1
zVR_UQa9R&5C@e3w7`U}kgEMGgOWy4}=n%2(J7fYPcV5-&v+(s<;`LeD>&%r}hTJ2?
zz6`IJiScj))KZo!Ov3HI>ZL$Eauhiv7^L_!CGq;TNu_&*?U!Z>+b0!ijo#b3?}I%b
zVNPr!jZ<#RV$Mq<7UB=2hCKj1>^2pxbEJDGE*_}BKUM3LM1>7QS94G<HrQnr*PiKu
zVO=<LT2lXWdz<_kv$GQ>+dB7>KOSM}rJ#jXNW>%Ni1lA2)lmz(14Z2H&I*^MHO~X`
zZqq44+7%RW7ZEd{h{GA13=|^vSVTm`Crl__-(60;rg%=oXB|OGbVac>0ek2uq(*7m
zp+()t9&W{MA?)Fkc!fVB?BR?gqhNy|G=&o}>>Wr>I$Pi)W``hFZUuLR7TDC`Y?$VF
zb-1>>HY^U5#f2%5ATJz3SZo5v<_uTHhO47+y=#(Ci(QTSP1V@W>BW#_0{wTafw{d&
zwb0@jNLbh|!OBmwl7N-d0|$JIRU>zURTS-CkuXKkRMWw%WrqWnlf5aGH{y}QrTVU*
z8X^Mvjkx46X-R<yvKqLb7Rw$54Ez`f12^oz06tV|#ycfDFmQ~{sAxnKCGtm11CBg3
zxon^L6rA!P1b#LUb{p380H!NYa5OeU0}99x+JOSSE8;*wYEL8r1)aZIp!ZD&A!gl^
zM%ox{QpPqT0{cS}NRJ*?5m;3D#5knYO%H3Kkb|!Ywdn4Crpt;Iab@$aK*D)!9@oog
z5m@4)DiT2c4HK4Y3u>sYh{0Jv)B#E0)yt@oo1qLhTVcraMqd(2p0PU%k!KIZREPq1
z6k_6)cOAwZ(8Q#X#={n<br`9&UVAhQeerb|_lZ64R)h0bi4G0gH8CkXL|TebCr@Ch
z2oMf8s*vU@VqfL?gPX2{V~8%g@Ip9~2tJyBfwp#IV%I(hl+nj!`d53H=nab(`KZ~G
zH53XjhS(QDZx+0+B)uPx^->Q7YVrAmkZo<!kx0EPtWX9}3$2v^wf+*X2-Ko0e^86!
z%mivtjFH=W+q#mo3D`nW>xXb{KZ#bqihf7)!El6Z)9V9Cl9>*3QQhPOO)zvLdXxEJ
zE+TOd=JJQRh=B(*%=HdbueYKBidLWC9S!EfX8~yp20;RholGyxg}MUc(3u6nT<6g0
z6I5Fcb2X}a;KWJT8Uwc4;Nyw<f+Jn*3+B*$4S7iF{Uy9A4($4hNf-`)hmAWL%|(s+
zu4<#Tr*V6=S-WY`%KGrczUo-3xoBnemg;DI9DgiA{N@%oU~<Q<dTR%KbxXCeC`>D@
zRh#q}o-7)v4>udb(UZv?kT|}#4m+&ut2O0acz-}<qz*=Vip0#J&Y~&7yEdd$zzg!a
z(g*U=n{7qCZ2kC=nTC3?R(b$m<+Q%iP=X%7zJ6osU1wCqAN%^HSzP-75DzQ-b!Lhb
za66p(CbPeDPII=u<-i{VvvgO`hgIkS5bW{ptZ)Ir&Ia;s5dekOgs}hxf}Kvpx&?wg
zwY!|Sq<Bua#3K}26F{(zLTZ%uQ?NqOq^BI5f)V0V;hzK~|4ew)J~zu~xj%UIp|fV~
z4T7_g<gwT-1cF_MSNJmm!Ol)G4K^H1(>XEG{yDRw;6!G}!7kbw;b6E48_fm7_^%lD
z;GFJM(97d{X2NzLGm3K|6~gs1<cW@OZD%C`lcopZYO-qN_L)_*cN_`R>|Zq<Clr|%
zysQ+xp9$eg5{?2euICraAcb)~7YGAC>=+k5Op?QHV_dIFDcd9JsTRZh1-00PgdSRV
z#kgLB&CoC|vU7HfOYe#}#+BL=i5OSsuNH39klPM6Zh&vRm`2<fPFzr~JDocybS4xk
zfNGx@n9PQ9?IRLhULW%{l#b#Iy|Q~>LBe_LUJMcnSH*jyTt6zPp}Hyt?*^iUpj;_R
z`52Vp=HnVD*LQqLD0#;2EJU6?6jPyG+*yc;S6-Csl+z1U1%+~@*4m14y{rdNE<L^y
zB4T_(+^dz;v95EWPYcGn(t8uIE(5cCv)-GdHNY85-jL<O5)s%j-lz>%mjaYIaN&g-
zQrUEXF*|nf463)@=ZmMh&rk3&j0)f6^F(3Qw8>;5^|Ba$GT@syP6>Q-4H`MZH|feB
z-y~>(@J)&)^O4?$ZxSHik8^4b-_&K$Si+~)_-G4QVqc`}u}3xJu1)YAIsNqBV~<E2
zL^=IYPGaBzjdE^ACEJK*C_*{$j)rpLvw-vlqg(+7$EFwML|uWA>%4+c&c|C(&Sv6j
zKJ~tiaW)f|^F0&!N2)!6S4AM4_a8FrkXiVjh~3?0me784??Ro;DPGvOj>kr|;=N$b
zE3yP`W63UBnO2a~)`K6KVIZg8Mh}Sd{N!HJ0M2F)Ae^r?)vcQd=PS+P+B04@toY{X
zi6X!!b1CmJVBjH>bDcZNAKSEaRPYY0LL#<#j4s(x8@sc@?{D3C;R0@c0?4}seiRC4
zfSVsBVg|T*1c3{3Q$}NnU;H@*dZU|6Fuv7YW_-PPX1GM6{y%$f0w&i{-HXe%Hjian
z-dD`Euu)5%8Esx=%OG2_F|s7kf^8%*YR&XWebqBP?(UI2fQf-%Fmxb+0Zc+jcrjbp
z9y|;Qfv|=otp5-QgdGP$2rqe%yyVXk;GJ`->Q<e*^{u-1&Z3x)&+55#@2RR&XQ`_5
zt5ce@3GvOIf*PsqHPEB-<D2inVWIfuFYy=tsp6X<K!f3H;-Z^|)`=O?>yTbB2ZPCD
z_UPtKcc|!Q6}B_l9ZWGO1TlQbCF2>tA_y{RKIuZUbGav&I{x_(a?Ol?E?_kQ8)ql}
zc^+#<?hflXz}ZNcb_aCVajB6x{<%X+MukfXU8r=sDLnG@Upp*ASx@^Zv!)KzB-^_F
zVwt65p%owuyory6Vxd+zK1A7Lp$n0X$}ftV#3LsEn^Wqt30z7)q+_2qQV(rNm;o2t
z*yqjI4I}nRHZVT+DOn%BfodVzrVzX65o6ag%VL*oRbtdD+}!Lke6*}4AIUYs{xjh7
z>>)LO47*`9!lYc`=ys}Z(HC)7X7&DRgNub?qLo%hWKLld<i6Z`oFYMPwC#zz)7gUD
zXAp^!gWM0JkOWf|ZaHmCkz{~&Zf``wd7Rs6+^H!;18`6Pr>%Pa^nKG6|8B?!4{$Xz
zEqsi{{?mf`XqsC~W$a4dl1&{S5hG8^C9Euydn`^GvmV@0Mv&3_LJB<_8OXyQ)v$~P
zOK>QclE0UjY}3DplB0|lqT~)8(UE^XO%CZ?-pK#Y3X%=UJ01B?ZFOwq|JyoNygqWi
zwXF}huJbHTxY7)Ief$@DZr=lEV%PUN6WgxrBP#3q#Y%1c0VC?1xW^RzNLe^B^E~c*
zD@>4BFfX~Na4bT)e4XZ`wmL4&SNKBbjBS8K>J{NPGQ_2EvM1uwmjH7_T$+Bl$E7JC
zL~&^f0C49V7ni;SHw;5@>2}J&TY5hw7Lj`I8?}zlMEnPXEdl44G?92LChZ=RCI%kY
zG3k}4V3(l@QZZ?KV#K7e%qN|}ok<@zG-o#^jk*GxA$<kKq%TW~Ni#$Vn`Y}zLSbq4
z37cj<4Y^1P{#5)`L}XfckL^*y-FM98fV9b@8998rGdvA3Ti_Iy-s}{XHmi+|Over7
zhv!{nnsw75IK4V`xXdWt9EeX(MzybZ*wg(4?%mPqy2pcr#D=IZP7?&aUPynH8RFlJ
zvat7vxd*CaM$CU9HeoIVs(;s>7dC<F*8us#0@bf1VkHKu-&-y--c>v^Y&K4M2C91s
zYNWQK(4+DL)eqpXP@wvYG(hkl6{x->%|OJ(stv^xlc#Ya3Hzu%&dOj?nLSp${tgwZ
z4o>2#2&3?Ty^i9#5MY+<tE}<4r<6JtJ%)tMSoD`!O~9tviADc!){NX8*4y<zM8dQq
zpu3LJkU19pG{;zUlBA@Z%MJF5&3%9Mkjcjh7elX#TXN`V^e=&3z@7MLG!`b+n!G<B
zj#p-jMxR@34|O#9EFf&>xy<c<+i3Lp*bO5%LWV9r8ZB8LVOOST^qR8RC0mskn+i8q
zi7Q)FtA|X6pIlaxH{}{({|flrA{u=YcEf6fW24cjx|JA>?)}wOY0>Cp8^uN{t(M5t
z!6qL4bFwzMLRDzr6L+Pv#iRdG*t~L63r`g*?b^W|L&A9+TygQ}mlxDW)8JaFV@y0c
z#pJ#e8mzosOgtKk?fo4oYplh4IE9{#66E2JYFI{-B{-Bz$zM!Nw&`Ca9*r_yh>|;W
zM8~7~R5_$`dE?QaFGw~b@#xf6$Ht={Js#rG=2m5|ko13t4hx4amd4)zSu6O2e7cn7
zjY{*iywE&j!JlXvD#CkYh)Uz6Pei5v9e>ejY5L_Jm8M`2MWt!;pS$R|s5G63j6|hP
zL5>`k)`uwdaq0F@=#!N5($q%2j`W{}t328waE?tAiN|8o?y+fN;Bg(B{x4EEG(;*k
zjZci&^w01G(j453^l=Y!c4O0W8*yVnvFRl{Cou7|K8Ho~#^5PifL;DL-~g%V<MCH<
z5#|+9!rjT4i!e6@3qqmdhhWpzz`=H3C^_ZHq|jcqRfFHvadB(dSarO5xITW^lhpdX
z`uK2Tas(e8u5~)P$QwRVt&g|+y~C|q?P%Mpj*oa_%~oyDyQ?{g7mGpmiJGU+C&BLT
z7+gQrXx_7t$E4;&i<pF586C)8p|7;XvEDG=fP~2#EEJOmE;6usdgRy%=5T4)@`Esr
z2xfj6{Ci+J^*+6i01f}6@E<vSeINc!zLQr+qThXBRwQ)e`n4Nxs7`j8?a8sRYHRAo
zY2ph`{6E22aOWRGw$VQLABf)&$y`N9-oAdg$_{>xAFctGvTs+dGuaw%OTiV=Nf+T&
zJ-Fq(Qy-peR9nFpg9g2JrP^-SItet|@>L<`;#H`cJ`q`j`n|!yL9+=M=#W}53J35g
z?m@~azVfOadNw@SYC%?a?@+ZR>wtvp^`kY}9;ifg)FiF-Nxmz)co_1+dz0gEhg)L`
zb(ESXsn+hDsEfq-l5<8+b(uE;7rnFvxp6x#j!iZ?^@&Ek)+%Udr162A4AAnap-yuM
z8`r6i)#yhB|AJ23+#H7t_#L!8-fcH|%Cd>C@D!W+Y7l=&Zj9IN?F>P_do*c4ZHkD6
zWa*ar_y`24U>NajPreQ0riec@zQFKts(>t?lEfe&;s5w@W_YzGpY+7|f{MR1p~TOw
z{N1I)&Bi_Tk<O9nZGBSzmjGFz|GUBdfQA)Z&oh(i`9VT|D*m>_lAQ@9e%O%>ZJe0e
z2=^6kJQx@T?}kixqu~7;5AOH&OOf5bZ@;!D`w#3lFf*a;`tFt@Y7TthbyqNP@Tbs6
zm@%u9gZA?5ozJoNQWgJ87ekuo6DOvoyNf5L27rCj@%f<TkX{Ro6QXkuiH^<2Q+IKz
zHVRi!O#3*?W7}*m0%F}IP~4fCs7-fI!glZ|!Aq$4o@#4+`a%EI7P+Y@9OVBac5~29
z8m48RJDAoQXN7aiHEugW3`Cm-LIf4hj<dI1O7Qih*{;I|o}SA*goMrD_XIV}MnWXR
zKe$8**_h~CW*e}^(&-0EN6Q22uh}H=9Vv`;U_!vyxhZvTD{62ZWbUcp5`^sgLOu%c
z9#4<j@V2e{Xbb;AQ>`?AaZ53E1;QKl7=MeBXnG7iRc>=*@MU|M&EYcs##&}lT*kM7
zn5E0`UxVE>9D=$aNnLyte+N?FZrk(3BYckdEIh&zxt8JMj&GFW1b%{qO(*baYKw#Y
z(@x+oMRzhgfpg=WKwD45$<`;m#7z34OOn~-(4{$U(oclm+F^Gh{#p#x95LxWGqZC2
zoqa_hJ}^x>t_Xy27wdfZ6BhdEYXffUog0y8>-$keBeq`D!*zbpUYK*(`qkFLlw#|z
z1!6O2>m~E%$L#-!#AjjaFG|^r;<A8Wm16&&iiA!3{{(8EgR#{1-xFQTZ2zxU_TORK
zEzmP^61gZbPx7o3hC484j(d`QMGg8K@gxVCCs7-%*<FeJBJ4}VZf?5&cuG-K2a+9L
zExZUt)AS&x;DlE;nVXFl+e>i{7xF@DDN1o6zXQbbx{$S*_m33!=7$gY4PvzLA!h_W
zM8z7o2;jS=c#c0p!lvhVF15<RIBL%^B|4Vbb6l-Fhh0=9P%UyAu0)u>_&^Gq9au8Q
z{l)u=8tOUXFP_Pawh>ax?lSa8!fQxhkrIX2QEa7wP>21+w@@@qe{mZ63*BCBFTP_h
z$T?ibH>?FI#bx|65X<W_He_}g1_S4Z*Z3;&T6m46Dv-<vA73fOS^O6gHl4+nsWA?g
zQ9Fw-ivDDF7Pl&Ap-0XsWF9CQd5^-VGIz54@yP?>z_dB;PELj1=G@2<!Z1hNNu61C
z4X&_=Pw0=BJINm7=H5k<b8JH(^kMIE4N7XnyXgA3fw|6Ju5);otE}ZJ#k<@L#AeRB
z7z~^r-en!}T6mWXQEhy^6i>4k37ei~kQ(M-G_|L>Li8=Or?HMpGX=8#nt6_T3S%9Z
zFvmT|Xi<YZM?A-~1JBU|L6^~t_n;zt3u5ci!rv1!-Ka!o^V=xgrn7l`j}CJ0^GbW&
z$l-lnZY`TB-skl|EU)+3l4)(zi=*?y9ley8FWk{$0XOBcfG?EdfZm0KO$YR1YKnvH
z)eh)4MQ^e@AWL9vpm4OLS!4S(b3h+YVXOla=C}j;NKu13M;uT)u=Th}6oy)7^g3~$
z8m=b$B8KnF7229W<iiV^AENx4KIZJW?r>xBBYT<8;aGlPEpsW3<v)N}UdM7>CdU%X
z#`)n*{((3yyvdo-^9EcP@a0lG%Mvf-S-xW}2$J2}vwTzZEVF01zKD|*B37S=67x70
zAzz9+4;XkHe_I$FcRtjVbE8TyyZ~$OK;j<*9IiM=Vnd?45YDBvr?;IbMd-wU*3(iE
zgLmC~0_4tn1)%Za&|BQu>mh**zCD#n-1j=spKQ{{(~imM!NenKBhV`2P^CWG^DKa}
z#};Hi!Q(#<XdIZXbZ>>IGAykQPYubVnuBs~Z3$zY?mnd;O6@{ONxW6}w*0M9arf@+
z`Dy8G{plje89Q*@1NmClYf07Jm5+X`XRY~1gdFbh_kr1ZV0wqYU;cYQ{`)NX?~wfW
zp!~Ng|2;(i*8KZ{&{Ka6|MOo6zjpY~r~kf$$V=Tj0DlNY-T@!k*~o|@4}*3JVln4k
znIeZRSa*r!btE^0Q4nW^_KEuFKsk3M{)WH{IA?$$5|3qoaL)ii3_PwgK->#z<4?kW
zf(#J&B**|kMLw!S+yB3yYxhn2|0(|YDXF3VbMeoAiGO}2{#me;-0q3upM~%b970=!
z|19tq!$1B~_|JVXecd(fFN2@pqE8e5EQfz~_-BYe&Z0j8wE+LQwV<>Qr_+@LV88Z@
zli|UtjHZY|=>l2GrhRWjj!~n24}TSx2I37-!rg~w{E)rnBq5YF;u;vTob#CO5;)u5
zf+IH5Fq!dh27=ui(9;mI#pyNy+w+`9{2iU?s_-yJ9uO8fZgBp1&R-o6@J(k)xGiCX
zD*g^$(p?pNT@jZ82yBr)?YwE_?(Lg*?OADnjrN3ST%Ku(&ebpDH%uu%71f<ynKvrF
z`!xX{k5<>6chV4hCxCHiob5&#&l%&t9OXoB#=B?xk72z3C2WG&`34v9oR9?4tx+l?
zMpSl{=#_I({g3RqW0U{?2S7gOocDfUm#}dEK*XZ?|Ap2oK1DC850#S#T`V6mQ90>S
zd&l`OG%sx#@4q%^|F36&8Ov3=4rTfjTPhL0ELE?nS0n;1c+7ZnQMtT156FXVyf~yA
zCv4)4gTGm;RynllRlP>+fndaBt3DrU)e`Aec-w-ftcBM&wD4<*E$p7vo}8Fyw%}L;
z<QD4OJ=uiJHq#HvwdSf5l&Xk^hZljVxs__z>rwcRBo@{?H)8&okaI${@7Y)drEBVG
zB_p+c2$ZM%t0ukzwTP=G?!<A!Kh;$ebeM#!M%=v;hKUzF{0LGCCgC93+3%IG#<?&*
zX#F)4*JnA1Yup~B6e7K4{O8CIGy1!a)dUO*r@?vko+@OFf-G&2YHf6~(SWRL9ZYgB
zEVoGK1W)m7oHAJ=S6fTu%j#>6vs_u2NNPNIb<o=b9}-<j5YxqpPirH6qpjwcr}OW$
z4|-y&GB|u)5!Ukgv))K<5F3oEeC_8igxoR4+NZnB>>xL0iHR0EDHS+Gu}^{~35CIy
zgA|Z=UK((l31?d8A_gO4f_YpW`&u|p5{-!n=j>c}^2%bFt+T<u0ttt@j@(bY?qqMm
zrQ;R<oxngtsC2|2tk2JsdR7^!4`WJ8$c=~U9Q*|f>Q&yr0O_TCH7J|%hFdiV8H{*`
zrZ8KhSZlWfF_9Lq;#YY)yK0`tOr(0qgzKHf@><`O@-{=TPxLBWU$IcTiIBdA(sOCn
zhHum8(~JtKu~EQ!`|*@|9n@IgoAMFrtqln?f0pgNDWAk{7`JMW*N(q8MGixlbt0cX
z6OWh_|6ebQU9we~M|xQ>pt%3Un$3&YX#elBn*YOGqwRkMKIhrd9@LNv{|%5HlZ2yF
zZGp~D`~QmFuo`XhCMT@2&^h{Ik@x8Rukviax)f&=sg}!vViCT2`HE!YVxysQGN*lY
zjMdUU6vN1AUOeXGU_-{$i_@aw&DO#wJN6Eo0}zQnA`;ns+IBVb^ePakl(|K#jlhou
z#qG)ABam{%qy5N!@8+9!ZXNWt)JCh2VAQM2=SrWWZp?12epRvKu3gzWAgo3=;>xfv
zzbjj2@=-BF$P+JO2JWdTbvsD9c4xOzk8Mbp?#$M}-HzSJX5h@B2phQ6kw`Rfy}vpK
z4O~Q|xlv1{5;kf}4w60`<m0@E9&)nd#SXAGWijoIF=Z$AhrB_|XMqumtg{v$M12qS
zav?tBoxFc`J9#RzNW5uQ{mnkCubizO=W;ZI&}zF~?F2{T(26~n!<Bs1AG*4`odF44
z1}5H$l7db1HwGlS!eeH?6>W(;ZOnB(c*@NB$BGpXz5e}kBy6+(4J~Hxd<f$Fw=`R0
z)y~Gg0dISdCY<I0tGwFbjo!MoYoTc6&2*W-N^by?wbxs)g54S<Enl;{(>hv%9j?(P
z=JY;130qL(9k^Sdb3`UmZ+9?jI^AS&tlFrL1WCHv6Sd*`XnlD81b8>DyK19X*}7}j
z&RuIZtn&5(XdU{1OL|C24&AQep1`2Ss?ibj!9K<0zWLPCYclk-uTLx$_9+QD0KYch
ze*4M;`+y0Q4gP?)$=e6>A&`M}{hs)-UgYHOn^*j}7Wi?;=3P5(+i~lf^{c#_8qMLO
z9tAJF8s?+Fr`|czob13x@1aI@{HWKckJqk;r2m14OpXg7flT*X1NHH?z>bh71;ksw
zcKwEdwbu-6Sf?xtguM9PRQDxHng+asT4xU$N_!Br_F(yHtD8vEu|UcPLeq@DOEG|v
zX~r_MPpSqnb?(!><$nEJDHYhvdLv6jY`I!0oMJGTS8vt7MKn0PV<*9Qagslti5`uD
zh&+1#L&CN{djIQ6vhKWRY0Pq%NyNowmWipw7a0#>7{9fbZSr=XooJ^$xdY;8*79ig
z`ALo9B9r_Yn|myKLh^FfK{MjGeY)WGQm840$2a8h4?&khCeXhayJeo@+9Inl#reQK
z{0p2Bh;~nR^yvL>KEMU_lJZ%1hG5-=#5#xJ_$CN+cmgPC%HaqxuDc?;XbPK~<pU;h
z>&j=_nWn@!*o-)~NhuE73<v6@Beb^p0(lRIan)-ZoZ`>)+U69ow(;ol52j_TgpK+$
ziyd{n#<>Ft=UC%(&kte^JWw~Kj7!B&j9Z9ljV8biM6;ki=h$oOvY1)6J-4IKY&EBe
z2@+wk{RU_{r(Tpo(?&gJg;Tjqz!74$O&{ePRGR?QfI>`wLr1O(c1SpuAf%BPEcxsO
zd~&s9>%G;niAGJSnQ$k;Q)WHhU66c8-hBp|B3wjjtGAsC&HhHH*+b$!=sW5F$`Lpk
z!sdu`M=CBh3b)4Xe%f7q_%3Cjhb8U`c(8(=&{PDTsKXBuQco`i7;eFi(rXiJ7R>lC
zaJk@{kkk2lfs@#-2xN|<&xFhw5Vb_=6%nz>a1%0yZpBT=UqTV2n~>?3`%TDnT7}#{
zon_#z3lt@+h27IoP6i+}JV1gIIod|$g8^Iw%2Q6bQSAX>Pq6IW0cg$ngd34~?1Y>9
z2{&Tkaecz=o2WovLldL!IL0Tz3AYNB`J@wwg7pzRTkajl6@SG5^GO<d6kZmcm#~q`
zomb*p%$c2V8T5{;U=UPum<Z_Q#IJy#b^)92qDJjltuejrr0zm7o8Rl7u%NrR-JEO<
zgJ(v>V0R(zQ%-L?T{_Q8foH;BgaG4rUIW1Fxw7@x=b8VDY?+vaYHyW)l5>ZLRgis6
zUGZuA3m4~MKad7%?=FK>1LN&RwNpI=Gpd)!p(3O_moy#q-Dd29!8|AFHJrN5ikhq}
zOHD2V!sV&S84)#+J1v=+czuq*0k=oFC^4ILQ(1%YB=^BMQQ54|HvmB=t<;&^cqI%*
zt=BncoF;+bUscdK=jCduFV8uLFpWX6Jm?&{_3u!?{QdX~XN-9q##Dd<8;TO{zG<$X
zbZ*bcQRhv;e7fy)*4gs-c6&PRuyfq_ynX&eh(XHnC=7a#?5Ca2GZ-(9JM(pM#h<OS
z%`c8>OD{FdbGG?~(dxSMZ}4LeH=D<9*#5Cu!2Hi^qRi;cd-vnbF}(L*jZH{A-h7H7
ztI7$NbC&rX_N=fu%luX#Z#O%N<nPgEDjz0dk+aN;NTn5<B1d*Z#RAGHK4C)f$#OaI
z(c(E_GpE;VO*mcJQ%EDV-3L7?|8(g?I4qaoCf)b&7yhYEmo77m`zm!i?{+*dOWR<E
ziis8G{YZdTCOGo}Ka%};Y0`zU%-$ru#Ki2MStD{!zjTQFH;}M-So8<1Cg^T>8{(Ba
z4|S^b@wSBE%Y&bYtV4_*Aj<;e9H|QeQUHUr%A<3hwd(MZJ~)cTkCNhFGHI3vi^vi9
z3yz|WkI2n!K;`MPYg2u=v5j;Bd~|S9RP0yJ#Rjs${3&B`DT65wS4IYNb`DoAyWCWv
z+#S||*OQSjsjZe{RMEu4m0@8Xl`^`yO-G&&`GAuQj+Bt#diNY@wv~7)VQ+hfYW4BM
z-e|2ee55uq=<TXav}$dHl#cYl*^?@WuR$>o(CBfKtbXRwVp*sUnmi5&1INh0MGl%^
zp|*W|;F2TK;e&t6Ozs9AmuloiOiQj#soP<TQXe$gKs~l0VTN>V&rM#7-7tdQ<d5Rd
zO`1ayK4_9U5@L4ZMNiW8{%QvvG$~Nf*$}2xADI|rJVj1Xs|&4%P;SELh&7syXrL=?
zgHw{wfc(Wo!Y>DqKY?-+Ogp&h*~qSJwYHgKNH~Yhyz}>q0^|eOIvtUZaO~p)lHcCA
z?#c{E^+=3Bg)-(51|7P3b%w6~_W|VtL-3TsTtMZ&RLN6rRDN#VRr3Iu-6av1|DqH-
zSO_lvw^Ax_Ftqx-Beq=4tdep0R{hI{%m0I!=+TjkxcvNr!lo2y>~ft_gq-0iV%`6I
z#zh#&|Axr?KVv+|Jqd~1b~sIN`vXE*!aObqng1E=R>{cx&y~-*<$`s8O{{Y;RT^Th
zSI?5B9FFjEISbI9F*eHwOuxTVKHKEs1JOkXn-Rx0DaB!%;XqwOX`bggu6mJ!bN!iK
z<S_g_69!hoM*ZX`mbBPejD$n>9i4LK4Wjap`Ii*bXLEDH-v$GoJ<U%dGCyUL;zDS)
zn$^T0^RYN-*_ym#L>n09F##qWSEkUkF?+MZsaz)DJYu#@A0zu5r~!qT0EdofWIo@B
z4rydwWd5@Xk`Ku{jm%GN^|o_B4Z_I$YC*{Sb_AN=uF#Hh2%A3x^$ArJQ;i02x?psE
zI*-qH5?zhX=fOK6cSeLSk$Oc~(hTT)w73GD|3VZ)Lg&*jcXU1>tZ1K;z&G4|#i8@*
zk_wH^Z%5$y!7Uatn`1gYpX%pZkN!juCv?W=6N$(0`R@39V&HL&&+noNJ%~m|;q&o{
zfzQV>pR@vT1U|wKj!S(0|HOWB73_sIN=qW77ZvXW!gkP_Uif@mJ1XSsY0`xz<MXd8
z5}%)YZ;8Y0BfIYmK(Dq=*~8gF=+ibBu3&9uWjzu40kqfG8v@2|7|eILNb1*S4Wa*c
zWhu(vmZ~VrBZ?w-T;?@G|0iV)#=p7`Ml3@A42{r7NlzGzo(O#j2zz=#2>r7)LSLIA
z6(<o0jo_69L&hs?wS2}(<vLEmUpRZr<2p1_|FkIK?%U=tQeQJ@M$r135m%_|bVBTJ
z$aF;(uP7F^A2(L-o)@Tn%|RFB{>7X(?6R_8={$Sz{i~xY)Jr$>!1vcjtLx5BDTsye
zpT-B9Tgq@Dvyoe)jOjfN?oj@iaqzcb6B42P%LJ5PB#crWD+kNJ&z=`HSpGYJyxoFB
zgU+R2)>!`CL@a{kSGP>4Xv0H*<~A<Mu(+C{T`n`4#WTZZ0iZdX0O#*1sFB+Gp-1Jz
z`ESKxAvpi5@E886;QY(E5s14n%1|}2jkyMi&{77cNU*HQ4(Y#D=F|o7`9vMAR!6-1
z2qedBi(8V$IVv8Z>Q%@_+v?PZCmYpPpGxT+AcDoTt}v?1%Ds+tGxtnTNACxbuz6_U
zHLNCJXgF~E>b-5mOC!+#pfG9&4M@M&q$358pf-9L)F`AQZTD3n(+zQa%HXy>HlT9e
z;IRRZZlBVerdw`gmYhbtO?Lpa;a)d@ZEM3S0#Le<Jc-s@Sob(1BN(Kms)LHU7-D6k
z*a*Elg|I`^M`Mq$#V`!itqYSmouivBH(GscCc1mTD^+CJ_@xO(#8hSkIMa5&*06=b
zWJNS=c2079yVw!bsN`=T;ZWC6f)fMvd*N`G;p2m}DaX$>SwAn9*ZRoEe*$4;93n?P
zuu%KPkgZEhLKr^sVaD>+tSmjqe|jakUI$aCk9#Zw!gdo-6DMGM+~W-FhH>13<}2~X
zJ>)QiS(ojatV&tzlC8=-()=zgHrBj|8P4m<YW~%^M%%v(KF^My@vp~jSdBI*LHKY_
zs?O0Dao1$^{_0XZ+#{x2<{ZGd;EzuLQYnUSlyR8=9LPNEuU@bKB1Q1O1JfDK<mib{
zOc(sXnPQZJ*qLzaWz5IHwt%ZUr#Sw<lf`u~WBR_V9}A=XPT0<kb9<2)_YSqxpp5W&
z@5?f#%Hew-?JmrEL1qcaH1OJ~Jr4-0;f**oEX?oJ_^nvn)Ums?n5lbhO5F|;p&i>a
z_1K1l>DX*d-RrO$*-V`|6k$`BIuePduJ>12F3d`$5;kwyZ&v!VVh32;vY7V9*s>GD
z7iPtL7Fe;!YBlSHS)ZHTPM(@_VU|^Yvk&XHXSc^E407L`*2`SJ={e9(yZN!)mJRzR
zhgR$f(&+w+tB2HJcU(dy0{YU>G5SRB-wP*O&WYYLS0y_k8!Il^uh-6}BVn7hb9i@d
z&2HKcgUf(mdkim%rVUNF4jy;dU=MQ)AHuCa>j&1Y9ay))m<*7`zAVe<T$-Pd!i$KF
zT6R#^9lF}DPnYltu1KlCf!W$9$Fw}gD2KH-=BvOaJLrwZb9vBDC+*dGgW@yOdc%%_
zu$dGqVH2rc#SW>~pPfiJkN%uvDo&?9RvSbOQv1KX?rwmrk?jtb-opiTHOGVxA$`!S
zj8nd0k|D9Uia8a6#rE@WGA^egD>YA<MBJA`)<((muqo6&D}LqD{DZ`Dn{G<Sp*0@`
zzYxuL=!iZW@)~fuA>rT_HP5XLZz)JbB=7XukknRhI|G)Y;j<xr{MnF5SS$I`2JtFg
zSjY~D=vZXzA(5G^Sm>vSSv&%~FZi@bI@iy35@vl`gvW)2OE7}RiPS4%F`ePG2<|V6
z(;}Zm!KBk7^vnIU2%-FFmx(}M+>gbb7C8&CC3IRu%T46O2)#rXI<S{gZgrq`1VMGd
zyvL(zQ=r)S)CiGy?9_<+sS#q}aeZp!%cx3UL}Q~)jo=gG)CiXOq#X!X@e$=x?x~Sp
zsl6raWJy85;UIVS{-MLITJ30ZYHwN0W>LRF?vUdC6n~)s3DzbK(+dq4{za7VoKEd6
zm@^|_VM^^S>T?1LXHV@dM?5aIcii~QkL=E}Q{-AOsFOXlcOBtklJQ2m<bIK_acH7d
zAFgfM(HyV!!==b0wN_&aa7*lQtKL33Gzw}q1n@8Q?%k8M)|8~X>6U7vU7G`F<0q`P
zR_r`z<Htv<n<vS_O>v4v8dFYi^_H19#w=h)b$yf>y^JdC6JQqNWAL9^>~^JwZ_3rk
z5qzJfelfiF*I^S95yl5fm43bV@%#`LcOllRiX&;ac`0oGh)0aMPqAmN4P<!>khj}Y
zi;RqhEI*luMIg(eysu%za;R7Y#wY;*-zYj*E+_WS04J7Hw+s`jgaa;>56R9c#;fWr
zvFF4}n5^7eE{8f|cwZc9=?R;7``~ZZss|ie^(v^N8fzG&Id}kG5avL(Ds(wkcOg19
z-Z1fqwQbs=ZC^`lTlcK?<irHT7lztnfP=n!vI$`6=?7(#>2@fxV4}%38%g#`cTTKJ
zR}6{D+w$=H>Qy0h(PGBOcRKL#;Y2=4hP^fz<F~m<-k&+N%0lvFtK1~-uN~T!U-Cqg
z%ay#dVrGp>n4)rb8h=~8D5Nf2$YkzO2M$`u+_&6h?#B+TvXD91DmR(?l|$R|%baL(
zxiWWVbWx%tDJpWy%$L<`Lg0826SwoOuwG%<OvKIt^02zIb*`5?w8}!<WUIpBwuqK}
zoOSXU<Jks>*5wyC(da@2&W%{Y$+Mmdm`H6GfZ~>a^6W}94|MWu4~`rDsZO5JMKW?L
zA?6|(WBDZ}WfwC`19F}H)Y<jw)ENRYM3uoUEArNFni_l64q-NiCtEGJjH2&QwH1Ih
zgfi!%#N_yy4s!eo*jof#XG|2q*Qd)aLOz+N%kE$`0pr5>mESRMLdT<G2AitKs`Uom
zNIK|ke%fu`({ZDQuI_-Nd9>RDhs*G$8G^i2TQxjpRvT~EkHHR5yNQ&hy!MgiWMc&G
z{D7l;aIMD(WUYt&BCpyyJUIqzZugBf1#kxIrC2pL19Px_Y$%T~2It-ZjvGpOj43jd
zvvZ8;xy5!^LrJEPFooc>6r&3(^BB{Ugz8r|gJ_D&Yj#f1xm5AIIo_BeV{uQtb3_>r
z6!ei=yWV1_Aj8n^th*4eEtZ`c)cq<T4BVsbj|iw63zOm&$*D%e$88o7+qk~UXG}-l
zky4vWlq5htzK!~5L&Ais*q%>%7k0ydag$ezKc8eWKMdne<-ORg@}k$#^!{qlQgqo6
zrIC+JA2OcCq`isXwjLt6TGtTS-y#xz=HnYXNqNPtm{%EXG^?Hd=phbrU<l4c$74<e
z`n^MNQo1%;oosYGbJr(&0~Omk<4`=K4Sf6RdniT4g$%XAe@Cz>Ug5DYsa6YxCuW8e
zUOZ#c^s|)OY_wI1f<CwLpVUVi5~jlYAA`>=j;Q?tyOB-dCG*1;5)T+Kxrm%NIHNy#
zU~KvsVU=uA=EI0fg$`63yutc08{rjYHT&^E*e-yOXM``qZdi>lsaM#fr)pQCN$>sD
z;2y9|7KVxqQ5yMNCjFb%N|@WE-x=Ob&S=;5XCg>#VcVlS)J&11#f<rP6{{cG%I_up
zNSM}P;mle2@s!$fnXaSMM;j7(Y`_F|BbyD7%(u7l50u3!*`kuH{A<f<_VkR7@awEc
zIM&LiYFDC_@BP*Kh?VbcwwSR=t0I@B-(@{axh;K-$8VDDJia%8SR&eg@+RfpQXTG*
zh3jNH-f*>nd82SO-?lLO;Sdos`r$%03ZE}lS+vRjG>t-n$;ZN(Gx`6JQk#vvj?Px8
zk2WOonEdZ!H?o<0$$Wd0|BJF%C0kUI$zL{*EKfGW6B*%?f$+>t>`%jPSdDP3$xqd;
zM3dk9tIcTg^I0%vd(vvm<pKWES}${ZfJe=6s#iJGY&JsMH+LMV!KO{i>oh%j*Nj<E
z7Cb2R4z-#`Ypp@=reHIt-+T{uag~dJs6?X)e>A4RQA|RXJK7ZL6BIm&!D)MS*hT`%
zQ}Eq51~jnlIz=?vomzDSZac3JAMu7M-U075A#q-vsN&0G@Fy(gYQyz*Er=^cca(U*
zm^mL_#D@RoVwG0Ao+pvgCb%9f%<p;@;sEnK2l0sY@XnOFa+#&Q)I%E*c^uC(u^ZXU
zl4QNT<C!RnRkB4TIiBa2)$HfZ=m@{idW2&gPpWPuI-cHNeQf^QPG%R<dYsGg-C!*>
z369U96?=jJ*GpZu+VnwX467!dzD$F}ZVXy+j7a$9r1tn!v3jrL$)7;NHu2;TG~&*$
zLl!j!9;up1;8--c?H#R60iXeZ5QHxAj#V3zkkh!@?&}jj2mAW!V-pRSDhwTK;)=9U
z?@Y;s?J93zfU@k$H$43Yd^S>RbgJPuWvoh+Q4R2>c*tU20crUG?IXjh6UT-|>c{FM
zHE6Mjjs<VR{G<(_4ABM3W+Go~6SQL(690OTCm5$!g6PV2pWdqg+J~!SV@VAbWvao)
zYKN0vq$2em)Ro8rQKsJ14Uue+oMrpx`lVnJ=I;eTkIM@eNr&3KadjSfSRKrALXzfx
z2Srt$jam9J)*4nuhW~~<ZQ!xU?-#3kOQ7ijuk|Ppwp;8;>lufCIa|>DmMcviN&Y&K
z2uG5;C$A<MY7Zul(1O9_5i-kYgqBEhoY{+zL~(&%&Fm9_aAC|oM=<+Wr7`>Z)vKe{
zaP?}hvYG<Ps{>;cV-XV-$kW49@!!w$Ja*5GuQ4D-V|He=QGEC=FLwAIfkp~eub|;e
zSYu&flF;}eQ_)=_S;%{~C?-IEO$u3?wUE?WEsJJn9=D2cEPKFP#Em7J$EEetVFndv
zM$Q%NzJ%EA(8-==WN`Ira>{YS9OJZuQ3`v5J8*D>H;4-J$w4K-_hLCfRdbQuU+gGr
zk-dv}m>{xPSc1ror;v3RO)au!XAF^z8!;xbY5gonWX}^KyO-GQ(8-=6yJq!j(N8gD
zN|9VKdkkbQEVD1i(Mgio<>6WaG9<do%qDONepRu9t|j=liKPh=jD;mg@S9S|It;Fs
zV6!vlX`?G8SdJW%-LxJSB)jJe+3gae9lF<3b`P#zZ7gNtL^tPhCXmvQuy<#y=BW8U
zJ=E!-jigDZ7!2Wx^qFF1Pb<=2()cDQ5*C)ANZ(8$>mX@bk<89)(~4v*M~~kBI<_$8
zW0A&{f|Tz9p?sg9!Es<oPvwKT4z1_o)K1zRbG;vkX-Jj)U*b?E`3;!s$V!6m#axG;
za;BcRCRx-R7@!6G*TlmF0ms4;1pMq`JEH~M>`Zj7!$yqxi?n_gB(fI?k^Mz!BHO=u
zHSR2>NUX8(6bM{cV6ViXNfOwls*2!qlGlYun2YOm#g4ER*Q<eW;;|1bEJ0kirI2;d
zJuR+gXD-(ESQ;2}xR|u2b+aI8y;w-=dg8W2AF~)(+TKhNS9AL_5V)|s9>uXql2<UW
zvXbC?VPNSgm)MD72U$z(81XQ{z+zzu68nM_vJRuECD!ar)WEV4V<MZ@&w@nuaYAJ4
z#BPU9_7vF-tM%@>Tu-X#M$#U9Um$lOx$UmEC#GmsA{%38Mv1AHh1~T(bHBALae0^q
zL$u-2V7DxZTU;UW+a%Q}NMtS%BJ+nuiHuFN{106WJEX&xEl^j?Q&cn*&y%5nufT4#
zW`+A+IGtGglIzyDj=5s!v5=Un4a4MK>{UV7mLC`ng+ej)U!LU9-%F7`2jilXL#MWS
z+ojO#P;%%yZ-Y2(e12%-xWCE_4RePfakzJrN5@wyE1+mazi}z;CQO@Nf!h(*^?UgL
zRdAZU)2bh>ZCbZ>t%9Nrb*3h2n^qvcYegT{F6-LlVUjk={wtnTf*M!Rd(k+9w@H4y
zZ$-3l#R2+CM0@p%^tUV%({^1(f6FqOBk3aiQ<ex{q>Je96_8;-Ocux{J;qv!XKN<q
zW3BM`!lwQk=ug23zSA{lm6Jiz3BGv>4q;7<JROPDE8^5;h6LYuI#VS0K6x$tq6FXc
z%RRw2W#uKSP6=DN_lQgIeL89{CHNNF8%gd>FBs|#FT|weII>TSGS$yxzW%ZxM~8D_
zZzAznVsH1v-o(J;I<fbes6wa1e}cr`_{2!;jb%P*1!e>CF^SOZCiX^M0q?%4pv2y1
zD?hw{XbevB*Aal#V&1JAyt2T2g{{l3M=p^9UxmNWfb_~mn}(^=3BIq567Ifj&E9sc
z)n3zT9;&rEhg;8vEF(wPY-tXQR5@$5)Q;5}%?Zq#LrJWU!8xa)Lrq8zS!*4uwbsBa
z1!gXX>$SGZalK}wIoxgytCFdqF+k2YN7{p83nh4OP=Bg^P7UrB<fh2lX&%l<lJCu!
zYg*Uol<0dyV{)tx>`^@ezNnvxotutJ_8m7??_P6z{ZOmgnp$&9t2$P@r`bB%Uh}jm
z;O_X~sCu&I88Do90By~N!FB7_H0p=eOwcRzXS?314NO#rk5&&GBc?|p7`4HPsf{?0
zFbN$$jIcbHjyWX!4h?(-HL71;ii;CwxE^=>aBb7d-P<?s+Ou*FWbHl}RjOXvnkQ@b
z{%CdG`6(B%nY&NpI>>EjxR6=RW|T3#$H6^=cg#5W<Jg464BnTdi?Zr!C6arZC)o}s
zS>~l;?;mU88#gbq=Z;P0$L9liyDgBEY{2&su?QO$i<_|(pCZ|&!{x*Z^^l3m@0ZJr
z*UbPkmWM5&VoNktsNIFnkCe-s_lU8zO%eJDhgMmn2$ii0rwCmly^P|m*fR~DGMV}t
zhZg2f6Dk^Rvt!p&@7#zbqzUb5B_p*x1Nc~en$Wv(v?xvJzu_<ZQ>6)A&OJ~iCRM0m
z=f#ryE+i7n*kM7DJyqx$g{+qWMly1g|E~(!D_d}y6A}uvf{BklK|tos`fDb$KV{9%
zz0lAA*gKK1nG*CrSWUp7aOmZ}y=|Ol!iJ!CP}uo{=INK_p-#0v4ktnAsO>=<BK6j2
zeS8FRg32tSdivfDXIvE@;8~KYcNp@8j`t}W8ZfmYG`vqYhI`S)>&$WH42xWYyHs_A
zn~zwJbXp2whn;PG{Vlc_*iFK6VKPT^baR<G8oaA?+lpX2ufUs$?r!x85e=p>X#x;2
zWf@Zz(gvZ{n3IG_iD=C1WL~|o*pbpF<*rA<p{}E(mYI3=nbHJQM(V?uqXkyd;=q~w
z3l{6aNf7y}@#b)=20I;)R(Q(O_Qw;O8-@i5CuLRoZpJve>LC-ZyNcztK2g6H2rDBH
zNz00b+INL)TIO@teVS1r8(<W$-j1i#>tOP9zQ&`}TN@JQ>3Z7)trOS{<8(dEC*l*d
z%3%nft{3+&Gx3PIlKI7Du}iip^GGiX1{BnVk2No1qy11>&3|>S(e_^mpIc<-{9WvZ
z)o7FF4d-r5)j9fNkrz$J+xx3a_rUxq)pBt^oJw&aU?Gens$CaH|Dj@sUC(P`TJ8rv
z6mbT`#ifCHX2KZraj;e7>cuJGx64`>BM10*5{d9}(IdXH58;XPb~TChDzH}@O*tGC
zw<jS{3}nHljnjVb=9_kI9rU)yl*4uTT<LQ(NsQet!gq@uckRl)DcD1!8*yb=nBSEx
zGx?|(BIJn|F`4?$l)7zvkrW8+&i<WxY(v6yXSN3Jr`U~b2F@Icuz^b*i9`d}`>S)%
zz(quw8?{s_VWYO>AnC(FKF*8iAt!s``efm<867#m+LXn#H^!7jk~qhF78tR}T6FP2
z)b~&?7veMC$^O~x<f+Ue@upezH~X;OI9ol=<!HWUZ4?q5jYBI46G`swcGp&D)FLhe
z6Jb1QQEi<m=2{|AQl^-(V#PzRe|;ouv;GY`{(;?aNh2&r8+CD)4FU)uU!2I4GTLm7
z;nEfWh3nU?UAMtlpOW>xEX&7S|DKn^iHN=FJE&?7*_@^7IVb)=3h`XVHKx@u#`T0j
z-kg}P0^91KF|;vC8uJ|Jr(K*(>aEro6r7pXm{Y_iwTJjq?kQObn-IOT*df)L^T$Xy
zkLH}BR0bw`syA?%b3#TQG4or9-*6%MctIV^F<tA5W@VhP{W(dF><?N8-XAQspFNW~
zISDz*M*piR#B3Bg4|AwhR=mlj+kZyvwdq_$w^6hU(QSv0XbeB!dJd^tUJU<<8<M5W
zfp;3ipW5ne%VA3(gyHXw#sm0u2#F#{3dFAf`~=-6e7y0Zfxy>KEA&YKQ4)$bQ<VyB
z6tRTm!1ID}-|5^w%Snhe?wiL`g#;Qw*F@?SvE0po`^J4gf%{&G0!g@U`sI%Mz6xWU
z<mIo$U))2*;l9s8m=58-wai4Y-}F)l6qk<wrgj9uXwi<_f`F_u{+mcVhW~cQe-i_b
zYy9_GRHXqlHvUhRELd>gw2w~={5O{Qq#X$J@DUv{yZCR^74QsiDG2|4F={j_>;9qf
z+P&~!Kr@d3u3`VsNOek0HH9AtUR^-1E>N#7pjX*k>MrCODfDjqg@z?qjX1bWjR${5
zlrUgP=Pn)`d8+t?Y?={N_^lZ14cF|14ZkikggRVZEJ8eH^a8Q)Z(GWOH$nWM;_u)k
z-F3136IfN;Q!qi-JMP-ObuM78?~4j<(Dek3$b-3_idNTsWL{wLBZ8#i$@P#NoE;|z
z+-AkU!faJH%BtQY<Br0P85#d&*n~tB_C+a@t$JGy1p9y3v&II3{RSX!x3!c41^rzj
z7J*<dM1!EX6airKQrZ|0kC=pfuv|90e+Jlax{5$;T1ggBaU?JH`iteV=JR4uZL!zi
zacGqV_FA?ojJ;mWSt}+@>LC-Te|2bIe&n@iw#`0EPjz!6mVmtOX&EE6b%2lMBd=eM
zqeaN;)31bI_@_c%pBv|a;_%mog%=C%V@w2KLZ2Ofef=$nA12^2I!jN^*gcqD1^{A0
z3&WF6jZ*F_?GJ(~LO63#ViJ80a;CTme}K!L=aUvO)@L&2z*x@?Fm^R-M(#zK4sWbP
z!nAp$#T?hDWddXGAlXI$QGkD?Cxo^aS4_dZR|uz$Rg``VJFdJ7{x`6F`@ohhD^YXC
zs+~YVqHv;YbA_$NGFiijHUnYcDa}zLFd{5WQorOdQ5e=Kq7O!5lWsIh^30T)64o(k
zF>wtVx`X;>L&6NS*kWM!V>b-Y5Lxzk46MocFlZ>1?=)0#sL0-5ZAZ|MwLCw1|3g}$
zA-QTG)67(-)gJM%84m=|9`cRWBN#z=Tu&sjLkVwEj*Xy%fh7o@Lf#>`zXc8>fh~Zm
zPy4+QjUE)UwG@T7!w<d^C8{_Ns1^U^f+z8ckA+FK7OVJgNvX+3Yvq`0#ebOkXG6kN
ze7^~wTfm{;hTX`f_$K4Sil55&M8)s@)s+k_m?plU?6{HxH4h;{(kjWN-!HQss096X
zXoW^_UF+HkjYq-xN@74R&0A>%*JVVaBm~$02I5IdZKEfW{d%JILnLf7Q41ruR-<@E
z79G`5xJ;U+S$f$K*i|uOvH6gBt6vt&3yo{~IgOwLJGC4kJ7-#s7<x$|?8)G;62`*|
zuPRBN&O^d^<cVa-jE{H~ob`0-W3@s25g-wIft{8|wv8DF))d5n9G<5eZDK}0bOkg%
zapsSONwy++0zd+DDq}SVLv2kVYojxH7#3=u1GmCnJB?WmPDvY+3JsABW29}?#sqb#
z5M$!d5e=l`TNQkdz=5#F$MF5Gu+canvF8;r!OMV;!HJ;2$2=E>m+&$4%N-v>!E0LE
zP~?(@vBTWxUJzho&=w8IUAX}aqpLkiIkyn65<(_owo>yXQhWFs!#|80i4;3>#>o(g
z$8a+4I2mH#agCFC5vtS+;6DLQ2A>!>87%WjOK?-($G!a7#mS(qfY<y`K{%N+G)@Ng
z93jhb=pb=WzF<g|vl+;{kUyllZ^d8ClsNbejfi=BlyLXWa~KgLxicd`m>V%XBP(>m
zzpTxSe^G-Tml!c_h~6<Tz!<7m<X{j-ogJiexygHhU?6a@%8a;aM|0eq-|q>5J1)<}
zdKJeOtIUkwFva}asQ&bZe;kCy`c?Q(Eq1#g5;xtA@6$x$3(@Mj^H3IIGa;U03^^Yd
zR>Ii-Xp|ql+3$|NiDAG0U2H-k`sVy3*;PF(2YT~Ud%oB}Z~iZkFARF~V<HxT-Yg=0
zS8R%4Z$ial(^P!IBxL#3_MY=$(6?%=YRYxjYXgN`2IR};#3>@d1(`g>k0|m+W!Pc6
zI_e=~Nu^wtTt+PMZBaK@JG9CIbt799M%^q#Kcbi_+<<t*IJU*1ZTS&5qRHWvqMs5}
zi+GOv13?v9=0+?5ansWpMr!+OP<6GMt@!8SB`W8^e-hl_MNrheEQ=$b_TO;gf(3y2
zeH@bf9vVMF+|+Q~@K1%fIo0qnaX=fxm<xydS)>(AykQEH9cXj4N_1Eajx5Uw5#ek^
zPCifH<^;J)+BFR!5W?t6go*D_2l0IcfbQX*l9+23`~Y6#e+Ic@rae5uY65nJLjcd!
znFdw1z~m%-W}>~s+;#zI$;>C&&Xx6WiuHo8wjw9LZL%IdKZUTvGES$|z!n3y$qQ!A
zdT7;6mt;t<nu+diDMT`uzN9fGV$)L0v6?M_Dv2#ituHd^VMJeM2ix_YVh2ix4Bv%>
zDa50@j)Gbyw(AvSN4?5sG^YgWpkH3|kY5|_U`D8M1Zy=KQwZvS46Dr+pd4i)Deur^
z$GfKvHw;X6`Z^G<6eb(+UIO6-NfZY?3}Z5yW0R1Q;t+x*6&cY6Odk-0GNYKVtaI4U
z7CSr|9P(E{SecCoDhvy?>kC=I#N+{CRM;Y76rW+qXH4h5n^K#DY19CbZ&4p@NSIM4
zTV&WjU^fha2+cs^kzpqD!=a{B-ix)47tNQ~`>W?Mv7LEUU_+kPTvszoyCi>MJ>=3-
z>)SU!P9(BJ$==jE)2h1EuG$EYW~rGAajGg`kU3Yq+eX25b^0b+&13bE+DJd4CPX0^
zEyxHxTI)d4JG5K!OEhlyC)uMEQ=}G(y;qMHT$5}TY_v?WTpOcvfN-KQ!ovK<$UbT7
zU`o9Xz13#v3hJ#53DYe3{|WMGfm>UP-N<H^<S>Noc($aix0J;$*{aNLhi7JGQq7B)
zMY^M`=I@!&(Y`D9Xk+p{#<WN_zGhjhvK{HAV%=A5@CNJ0Y=rMGtJ(L>=m@{SdW31x
z5T0hFTGhm9M(?jK#Tjy{bK`iSREpsYmM$yNhl?F{z3`4{x!x7QkQZ_BHkFn)zXxa1
z98-G`{>U|hI@4O36J}5jt<YfIkGRg`G%gAkpo!?9v@L!O)_uE}3SJLei$->6Bf-Fv
zc}aJP-1y@LDR|08@GHd%re1k}2?^V*yu&+nmxeMXs=Z5CG>kTy)lNH@O$r&$@ILGL
zKNZ_^ji&p)tL$p2LFUc0)Gz=p^S!Ku@o>?#$+Kdcsijn2Ej=e9;XKlFno2n+WJRe$
zFCcDA*1-!4>SK=Sb4=F3ly&{N&|qcwW9~J;V*8a0xsk<^nM?-OrqHvIfjs<C4a>O1
z5FB!F4O+?1A|~7PPs+Gfa+L8xl-!{s8ZvtXyh}(N_ypp!7cjrmU9$Dw>exgh6toPU
zGTC@$L9!uvr*jXcwtCx{ApYUpg9qYs4=S&M`xMEE2i03f)<O9wHsxT+bqN-W_}~%X
zaKV`d(|LQ2lgMf$H4kVC8*fBC6RB6kmO}<4HEvA^B=v8g_z{wtez_y53G_%?djy8#
zjtOSjVGZmq575+7P9h*`dV@gJ`i+=ir@CXFS`fs61=~IpL_eLe(?sGi?6f;}nizOo
zW2aw&O7tQ$Gb+a*J~6P<Smu*nAiTmyRL1OLr%_kH1Kd~;cA9R)R(GlIAFACuQEyE_
zrokpA85F0z#4k0;6zdW8*#h|)WF2f`!a?zw_{Fy(-h<pEMSnZ~LQ@kgsU4;p8fpEm
zDB<o0=P1%zUR*Dk20RN`Mn7f*eZ8wkBb*S~Te6^ul&mFnKQ=jG-0*&M&ZD$@@Oat*
zxqU?sn(~7C(D}^S!f*dwR4aR_d!EFKUyN4QJx-(~7SsLs9>Ty)cF(uj;^zBNUiKb3
zckFk}(D~oPCM06N`vmqIC0+Hi9JKc@>^WhB_Wu8Yd|?>pe<xxQv^P(W^bo*SjlI?`
zFQvVZm_&<bU1#sQEuh|~1Nnm45MH-r!}cb?aeE4Aq_)q(Sd<UP{Q*iR!Era>0O6ks
zj(cej^AHEoHFQp%i9!0oj14B9*&(`XZf=ertF=09L~h-7lecpMZ^>=Lg=;v+#I!$Z
zsz~_+LOb5pUo-P{orAPy0_A=l`C)=`uVys?gJuV0xScg4_sm*vRzDR9)1H9tIxavG
zL5AT_$66d^odaq&oX{LUY~CzY?cnV(l<;l)c1ZW8&3X9p<7}4dP_eAg7@B7RVdyzo
z$Oxbh3$>!~0Z2~v5C(!|N%MA3N=+_{C`9$s_D_fUXG6l=*0u%nO<^|-)C}3LFqrSv
zCoDK&0sc?4&>VqqxIJ|MXw2gBz4iX;iAfSGQ@WwdLZ&Ca&`l#7@e~<B&NN2*tj8#_
zHIEt{-PKF;j*^6q+TKbeEK)47C|kz(+j~$z0@uSe%0@_K>$ORH7ZT26(!$wKWLm~V
z{1i!F=p*K?K2=axO?~vcKr}mwts81zPt_C}`EjVkZr&z`Lr0rF;z~kCn{Y%65orhA
z)X^qB6$nWf!d3D_n|=&kEKnPCv?;aK+fIgNhoem&j*m8xpI4ArG0CHgt?2nCZw1`d
zxOOdEAGv~_iWg|d%af6(Uh`EXw2D5)wclW)d3b27)^1l1*D9kcwu)J0(1_>Yulqc>
ziuyT5Rrjq3(pCvSKF|ANM$3K$5>jxqEL}EEby7JUE&BpnTL^tI79fe#E5fv8h?b!V
z6w$JCHo`B8meDWwXc=u>lPji8N$y7CqGgv+v`otOfRM$3P7{(3iG6bV5s9GDS3UPi
zQ!^4#OS%8_KN2iooTF+);<2cjdsK}Wcw9%-E<t6x2>ug9)$oZCRl_o$^apoIeB4}_
z-KZMs3V6CB1x3|PCkF**O!kXICTdA5d`?ihK$fz(;H}6TQrpe=tGF21mMG!w>t{Yj
z28aN#e243`_MrSZH3&;Ad^Sap0fIKqNEGab;1rNkylXI1yep_9HnJ5rD1SWXBU`#p
z4l%4%!PhccC9v$~&0xE?Z{D?ME?f=Pi0Vx5Fo=5wq9f7jy7NvNVq;Y&2ZPRSq4Atq
z!RJId(VOw^@uwKZ`_INEB*vdE5%H%a*;TzPCnohf_S~_FN&Oa(w_DVw<VJarh(%&j
z;WLrps8qO|_E6MACMs_$ml<!G0cI>$w<2s>DNLUhpD<tSZa(-}xxD$X7+c$HL|<@d
zl|?op*{X0hq9q~Tipf~;l*!aL9a@+_Cy{8l%^p-wy>la$5CrXMB_p*R0zQ@>1icSO
zi-MrP!e98O3W8F0J2KL7;ZDQEi|x!BejiM}VMSmO?o=6x#8O|J(38oCCaSGYeR#3~
zx1A_W4~IK#zh>gP@Orb^xz`Lj2hj-f!wh$xz-j^pg~NTX-cyAHtQg;`dZUwYY98{0
zV0=$FO2H3!ipS;^D=<Jj;<aj>$<}zguQ|?GC$23}uZr{_L{}25wrcXz+DISWFvSuZ
z$;18Ho{}GV{;W5Whl|c+T;<~z$%*80MDxOw3LIi7`iLgB9HfA_x>Oy+%-*?(!N?d3
zqir`WoHF50L^x+B7JqHA%+`UctB`Q0>&X4YSo~goc+xml`A&e|8X%ycB%;sHlzLVf
zsShK5qYBUsQ0L$;SjW3&+|WuH4)m*e9*Y#Jhs^TrE|%9i*uT>d>`1U53$>dF>1$#b
zFdXc+PndBerCtX$)(JCe)LR=8W~k9N^zUOgjL<)M?QrN{IAl2tVb*0!nDP9w*d<$)
zd8Bz(3?|jQh{^UV%WD2Ba*eisAAFuYu<TD`H>^gRyh#|}k*ag_MI64P_gA**6jCV`
zkxt?L#SXjn)iEvi10NcsQ%LaQF&_sTGOk{n!f3Z!3!_93=zLPQ5sB>iq_(T+B*D^T
zRyiYcR8ZWWgoICUCZ87N{oc(t?c6%(ZPE7>((`0DX17-Vda>iKUD;Ozdq_tjt_%zF
zyRv1ll^^g?F+|J?c@Z;kKTfIJ#urI}(C+MCsK+)WOm}8$;QkG}k<GxFLlHJ`sUwkS
z;Cg>`4(5xAh%}$0r&0+UwIv5h?ho>DUL=%(4e;4FBny|#=*R)qrYxqtF{Uh%S1IPR
zz=%cGS&I*%zK43b5T9}0J#ltBc`CC=ylGbb%|5Kx&Q_0eIhrq78-)Z%<Isvd0m$|i
z*H&n>8!iJA!7<s=?yM&g768s5!48|e22YvRA1+or^!j%M3EQlHLz`1~J_PaoTj(<J
zjeP^&_Q^)4KGCSd1)1Wq^4j5z-nzAGp=jmJN2>Ml_DXNSo2b@XkjR$sWmQ}OuYqXw
z(HbSK#X}5-Ct(X}yi=>eo)$paabv69!Apod+?qO8ZPY~;Tq>BT4cABO!}BM=yK&uB
z8@<ZbUAuPfTC-u5w-+u&gFbYCA#i;=belLbNT??INoP6+`xKM==2K6v$<WijKCvIN
zPf5rD__g`=+gBdg2TUM1;{m`k?t}Rd$iTXOnc{eTzc)BIc%W}y@#9+H#~qt@?YM2n
zt!vh=@@{H0hmU%9Pd4E=2i)A<R+*e(qxVpwI(`%q@sHQ8hn)L?h)j+PAsOuJ+luf^
zAt74;>fuQN@c<OMVPNew0~^+<*#um^!S|-RFHzDo;2qRDd(cqYgP^qs%U4_7M4FBT
zQa<2uxBJ`_0~ncREHnG0Y7kTBKHXbh!EdHikZWFrEmzyQrx*<8)m!y%5e*LS*hw&6
zoaAd}qDP}3B5-O$*mgLxQId7%JxgPj!%QMBHnU9ZmEFsD2*dcTy=;@W`|LzJ?aBCz
zqgl(N-RCDYii=G0Yi#cEUd98yGwYxkaoj##aQj_CRl+>JA&-9ux*Rfr{>QOf@|X$P
zo-MK(Q=AX%!@s~8foS)1M~~kB<^x<%KUqHO&Je8oD6!6AIKBx29i9M6nsPWojO&VX
z0ht_+u(?@2U=sJ0^4WH#DRB-qBaUrSio-U;fx14)GwC|6dToPK{Fz?cxExMfu&L0U
z4ZX(sC5lsyHBR^ZAT-AVbyLc?^hy(HhNYOKpHonubL_Qs&BkTib2|f?t>!c_DI>Ai
zegjlY05z+*DZL_vrj6N~6;9<c0jCkOZTcuTS+og24JgC}ICMlG=Hpm`kVfV`%(u57
z`H;NRhxt-lz3p63gYaR#q4>jmCWr}g5~n7Rq^XEH#24UvW0OagUYjsj!e0&pmkT}+
zm(Je{oWxcih~wxpA#(;qEs=UfL@Y8Kh{MpWI1u-26hS%=N59+;#L+1gisaE*2JX7z
z4#b^C2jW0Z21sxsN8hMip9F#Ol+=+_djQxIEZZA^)|?Ny5sAkRxw#*5BL*JVhumI>
z3Uoi37?nB_pBRVSu*@f&KoqQx;MsByxmElX18l*cjOscsVIx<~5ye_4@hvtjd<*uI
zt6&gRbC?L|<;254*zOoYcTuButk#&`c2ajCUJp0z@AXeu&|TbaPPT^OFGM?FzHzvf
zcH8OFd0q-U6aFFu7{BuxNIf!FwjTRD^M8>o6SGk5t@2ND?(nb*Y_@x7`wJK6HnXwr
zGB^-8-fmPo)kBbs`z3OyR>6RTBuz(sw;8)&Fwfxvsb9mX+pMU`=gLx(PnW7DXGGLQ
z?zCiP;`KQK2izXzqQq?0Kb18Y-*+F36P3;Sd;_j#mR9OaZoCo(qvoFmN&VnP;pOnp
z4*v}C$6548pa>xNFDU4IbCBO#o^NjRaSDp%0p~Vf9WT96IgAtW7tR>-I1HTycu|ya
z_xI=O3Fr2V9C6+htjF3;XPnpAopEl*9&(Nwm$%QK$S_DZ9)Us6aT};q9BjVg@8Bif
z^9;s|qoQ<6WRQNQ;?GuA-hrr=^isb(S$S7QtLx6c!H+%E+^5Hw8$h#w`JEf0%;?Q~
z_hZd5y!WriCL|tfKE;q#)u(dKFz>Qwh0Ph}9YEf0@sM(s@~K2Da)vo{#dP?nZm3v5
zILQidf9RLXiP7RYVKbN4Y)v>-+EYj)wLJlPRQ{>b8*y0ZROw6c7yhYEl`hkYA9t+O
zP%*Kxd?FH{i5Sj!z>j1<R(fvS!O-yaa7iyQ+w<G35xJ*bIy8Pc5;hNs{uZkVx*Lwl
zzH;ZG4&v+7h3;Yp*|-LtcAOD0N9uw=6u=&>^5}eLtvY<9500Q=v4S<X=`WdN%Y((^
zNX>(Tq{g{YKq={HO&@M(Bb|Ui=s50NY#<xVH!v2LGMMsEWn?gC=TPN)i|w!uxV{?+
z)2_9aV^q<^LzQ7+9+fh>xlKo%5BY$P430#S;ClBQX|_QiDFL=T-3*Bd57jUeGTka(
z8yWO=)h1fCHbO~9`ryn7B+V9tn?x}X(25^EEt%EN{AIB$)CWvH0fd2L<lrI)Ot4Vf
zJ}#-*6C*D(xvM57qDEfCwB#EpbvtZL>H{W!Pd&CFVTN*T&r5y_yI~wKA%7HqUeX+j
z@Bx$5kr1;J@6r2T6#_H%{%Xe_!aO57v=BjOLzq^5WMYu<^f*PUK59LLa`Qz;s?l^L
z2IaB=@!vrtN&@1a`=n&mvyoldacwitLc%$0=AFM^6c8Uk*6B!mgkc{aQ2h4BbysFU
zs7GQ0DugkQu;<X#t21=<zYiE67=ou0<^mf3rAnT1qw#a=u9^o_#6%zwkAFpq9V`To
zzagap2ScmRIbzGz%qkg=Z`HqSc>Jw1(W4_7@%Z@#g-t2a*yTE<2sy)3#JYba<01@X
z7%l$a0Fhs1JmB+x2i=I<b~sIN`+!iEFptYY<ll|mDjAXAE}wPF1?!r`I)~xV&~m+c
zmNeyXgqO=%0QQWrSw3L;{XqF_lZOsO7aeRy9NVN6hi!%fbq%4p%ynG#A_wRCGrh=h
zLFB)?*iqMuop&JNkbOs|oOy$&JVgE{3+l7EIpO~VmZaI!`y?XrQ#L6+N+KmDZ83;^
zEVkb<N=M{>Erq6y*_#zk<uU;uCT838F|yBr8c>J{aOj9e<nxW_kVfW3<S%@3vdlT~
zP9ySDTfOZZup?naezhP(emermZ^vTtXP`dep2bw-OyG3EsQh#upYJ5P8kNt3cS7!r
z2wx)gim;>^Q2A(a1uB0PiXox$>6beypO96w&q?4L?!Mws`E)780K_!~D!(0p<p;M`
zh)XN*g%n&q)gMGW1=G&OZc?1k8JABa9>e9k<MN4t$2Bg0J*v<eG%^a8k53F-K9>2U
z6;D8cMEJpRiOYWm_LHk%FRW2o%t9|Jb^~EMXiYC%KCT@V;`Ou$#x;z~zphAJe(t>`
z4zrK!zBAyw+B#(qXA7B6+hDkYwV9RmMCJ#OUSDqr7`tIG-{B&uUz;^#{&UMxl&Mk`
zWqCwV<c`a{M&`e^tihOeAB<RJ{uvsXkCL7+7(J2s5)ihtAY}g8h~LD+llzCXDN=C~
zvEmM1Szx}xcF;Z$48nWx7tS8@xDJibe_xbv_l<K9p|5#2BPjjNh$qx_IwAEpWJc=i
ziel0FabxuEd4bk9I_7}bzc@4q0tqeh?92h!{x_nk(@Q7w!1liyt*$#ir63l%e;OZb
zZXv^k%r^cg%9!5c;11!B83+HLu?dL~{$-}%s*aU|;Xh%sT4H4P6A!~dnQH1n16~kY
zMZbi8+ATCR*j)PK`vYP>BVrK@zq(aIg`C15{%|>MGpmP8FfJ&U8Rr1`f|+46@z<P9
zfbsVf)JSb#gb^tp#{Vy<ECl1f4hIPTR51SK+z7-$`3+SQGWlgBM@twKd05V5hw|U5
zp#0iTQMy!-Uj^{K3?PgU^(thaRX0cVDXe>d1Qye|!l*J~ev*SQzXGO-a0WGISJ2l{
z`!6B?%)<gVu$q9O;ehe0_qGuyjd1^i!W$nnp!{BwjuJpZ+UVs^qmX{I-B*R{rikNH
z2Dg!#$!<7`fHzjrZBv@l9wJ-C#Z-{pwB5n$<lD^_Ahd%)P}n2gNPf6yJL?{wN=L9q
zOH~Jz*%m__Yi{<Y5O#=IXv`6|7>0oi-G#}V&e2Vm8>|k`M0XE(rHTyGur$Gln97X6
zX4>Z08n#fFtcZrq&Iyhe6+41DK>q?H9O^nsaAJUd?{R-E)*lwjYkkz?^*~q|hsaS6
zEY!X+Wa~0tmc&y0nFuShfT_|WDfK#-LVe8Rz0_M95+**t_L#>9up7oP51OyUAM=pI
z;C3z6=gVT3Y*prw=67GI88|r}Uc^TG+hsNX8@Wc?|1^A_9XI2D7rS9K+QgXfp`KKo
zqc7sF#p?alr8xBw(=BrjFx;v^`t}j;&{XJ{P%6dn4KgkhfRk=YHZC?ADi?-&z7x}O
zKk%U#lpro9T#FU+aj+ZU>cuH+|2k`7lpWL8V!eh)WWN?`hgxA!;&(YccD@$Nm?4J`
zEZW_RRVjAhwJ*C22&>_Z_%bZa@5}h*SKPv}E3=q|+muqbgQ#nNwvl>lL&EfDwifP5
z*o|x!&K!!cg-acYL<`sZt1S0orBVr7wd@xtRf`>9ZOdZX8)M5(><=05n9l+$7Fncb
zy%(!JyPZtC7t5-@*@yK-v)khn2Kkyit(Uoc)1}Z)yRFCs-{jDWJ;6;{uX6Q}8rzO5
z$3*;I+8*`BpcTI%ob2_9OUftnl5TKk7V`$dQ|1W%q*#H{OXf$Au+5S=yeYS4H*JH7
zT`{~58fJxb>pO0&!Pey%UJ?zL`>Y>Ww{~FN24gZn7W=X+pL1#c>l9u@Y}B%Yy6(^o
zeto)xSMWC}71+4U$OJQ{<uOJ%ti3T`1vc41Z!~=CQ_xQ*?bUjN;xp5F<8mhCr^ODb
z)}Q}C!g=)P9NJEniqol&)do?6)V6Q0D;gj<WV^$q_tcw{=c_i-n`6R<2tH_5#wp*)
z&|o$DjyVK^#rE@WGA^egD>YA<MSVgF*_mQfsC`!a%BA^>iRCukl(tN3J_>#zn(xpN
zeH7#daJnJk;1>0>7qC2y-6dP^t&UAVDq-$))l()S+Y1sA$vb@%B(>Gs&H!Zy9|eJ=
zV>fzF@b0KX2up^c(7#5aS-YQhS0BDA5(aJZR=|T5^hCT$_Y$)6AUXsYdnRNiD;CTb
zp^AOL`+^ULq;vgjCt=oyLwGn?xCA3+oJhSQ7SkCHhv2rNI2_VK!KA|>^vnHl2!S<d
zmx-`m+>gZ_4mk@UC3HAM%T45f2)#u2Hn5js!of%OiP5HZ1hI6%yuS$I!_J39h{R)u
zMBERF5Cf0vLn6;XRk|0AjXETPPmDt%Smu*<AWFqYa7(#|M0#cLmS~fU3&IHpDZ2L$
z9d6ZXN0T#n%VOptA4cww;=TcYp#cfjCJxgJjSqffl<=I);4PRkBiLZd;4SKN!Ubo~
z;4Me`h`*yVT@|yJBM%5m9XBrXBZ;%@lmi~Pj_5GScmb)T=~cg&WerWV>ch27JDTIQ
zez@~^q}FOo0ZfTKZq?gIhekoYhT!UB_3qu1wbqoRyXlr{qg|T=;NriI>Rm5|&I2y~
zi)eN8Bqz8jPO-pZO8u?gV(0}ePJHG5)hIK1^WGg$9K(D6E7*iYK=FZ6rC%+{%0Vdq
zt37jVvW)*Tkhj}Q(>PkWKGX>1e<WfNgmNgoYZ#y$Di#4TvQ%8m7H_fl*%nys6M=l$
zoLElXGEA(NoiJBUF<w<~i9kLpVY8Y`%H`07#3BF1p^G9;*u>ihf3sHgJGAOmy)gC<
z1h9D7s?ZtR?m~2IykX)IYuiSLwtX$JZQZlllM@pVR~TxK0qpti$tJ`UrXQ4gLYF_$
zqE$56W&_Dy>CTCD>53s0KP+#{!|$tCh0sNd86S5$@X<myce+Vl)uB}uk|$f`CV5SV
zw&j;R(d2R^@2r?vqY|d5+?~eXRxb*v3l}n(dx--FEoAOD-DK`H4z03~IoT>VnS0ow
zZTV$RG`U=vJ2Sc{QIZrDxn<_d>NO#7yoib0haH$_A#Q)_CT^c`XqAPy$ySBMZ4oW|
zIP2sy#<Rb7XkC7R6OArZ;M|BM95m~>fQi)h5tvw)f6(k}xYVG7W<SSq!#~wQGrBKE
zZY8XmmJ^!oI0vJ>cVqb_wp%`qq=Nl52n=OEWOlteWQKtvQDtzMiahW{Q)92%p(9np
zldTrqInj5h+6q7#LYZ?>VsgA-tJ$60+lBft*~gGi=3%m5GK~Sog>fstW5&|(WSGIG
z>al9QfftSrdYhkioA-3wsG%D=;3OXH_P|-P@evRAazsXXh;!7&+x26x1JrIJr75p{
zq&e9DcytX;?!kQ^BaoaP_KUn~>+s|lu({ng)`VkZ^7a~vQFAje2iwPn^0e}YQl46h
z4CU;cT3S(Thc$%c@kp4|UrR9pBFa3q^dzDBmCYcU;*Oe~;!YazygA;OB4cq+y>mnv
zk7}#tjnvxp7CZD9hID7$h1gUqJ2ja5Iv@<(qwS9fm>UbVJ>>={`yDikh;3Y7<uj%u
zyHaX%iH-zV!=2Pe8xkg($M!hV9_)qz-zKjXe;mnVei*);%6qX}<wb9u>HXE9rRcID
zN+TbcK4d(6NqZAlTMv<(4d`PV8;C^qV;eh3dBv`nR~c<ItDXMn;SF+N%JG;Jfqp#8
zGg2F^PBuE8x$6_XXo_u}F(eHuVVr&`N>MPC;i_jN$&yW4;U5reidT3nOsdsF;fa|c
zg%{6QAO9ewHitgy^BS+GKH88l72ZD#pIe+rdn0xuo5D-xhtD74!2%{1k&^}=D2r9H
zMVZeYE)_aZZSV%`$83cEs;p-J1rWB|HqSG{pSB)hQm?Q{Pt~qOlivHQ!9B2Mu`pC@
zh|<XCGU+e09-`bP{m$@iaz?wZKNCS}3)>#up=OF4EoRLBb+P)Pt^6;D`3ciHESxzj
zfA%fOwb__xDIMC%p8<qt&IX)|-N<I;CG+jAe1BQ2k}WF9%5N&G*&Ancgr8(R!m(C9
zRl5?ceDAN;N348rv&D=}S{1o0{ZD7!(${$WCfUy8djp6iqWvdtQtmC);ksD3HMZjo
zR~y5VjcTXf9B*5g{cwng8U1h}8--4>%A!sF1Sv~`$;ZN(Gx-mu)RxQSKR|u7A(3a=
z_cH88Hj^)zZ*TJ7SQe{fi%K&2?=7p@@1D^SexLOS$C~_9?MgKHy}#OwCO@AAW40%)
z##|m?%zD&v&-EWQ!>L~7P_x+xZQtB+qz18tme*-|^sX7Rprm(D>K$q|kJeg)-c7+~
zPQUpc?&2yJ0a1xY6aHvSfuop&q;{kDW}l$oNem7g=7nt}cs>Q+jblIq>#kEoqur@h
zN8qmK`tT8NnBpDqUK0)|)rl&;JO+QlQm!^!Z`XpjQgla&2aK8X;YDote^{*2YS;69
z8vX>=gN6BB&q5qvzULqwu^#>^r7jz<5m{^ef_i8}B9G%)aBF7ABUx|nc+SN-irZk+
z%QD%bk{r*<vYLGv5T3c!<SOeCj&(e#x|Qg7dVlq?`ENU!T}bP3F30z%wOvSXd=9PH
z69l-{x-P)<0c8xUCZ4*?meS*5BH@>l(xXwV-s^aB9SPgSlS9ymJHHOs>L~C?)y(<E
zqQPzNXl)7r4FH57bcuJY+L%N<M7ys~{2c7-tHW7qm?{h%YvPKuQSVI2h3zVDV1Sb9
z$~Qdy27ESBYjmpNH)X6!lu-@vrg+F=UIA(O0qrBhs}skDM(W4vBQ<ETh>its!u+HS
zpbXIkjE$)m+jzvfHjIhxAT2OXuLRMR?LNI%0kjWS$HtNxEXq`akJSz*y+}psJ*X>@
z1)@y7sT(5MAUVtS&-F{eB+TE-6Ve><<+Q634moyjT%AWARtK}3kfiw!ps32TF-t$j
zPU^EVGW<8>X#<DSzpPl@TLMiNc&(QJVLP8It!EsR>1;vsH(hD!Nb>WEL}XY`UQII8
z9!wsgHzTJKM#wCq5n3Y2ab~|ANfb9P)69OWD`VoAeU4!E!>%-YGW+_~tE1L%^=hxO
zngYqI17j3p5fc^YQ+jwR{`=wd?W*Tb-#1<H?}ne<bK`3ah|!px8Eq6FzRwgpe2+lO
z1grmwSe>xO!onn>@k6GfyF{{(_iRy2fc~2)WNp?$Qfsv=nw@#vD#Ees0dEmEmTVrE
z)=!5SRGeg=E7<)>Vz)yldrJ1;>eb|w<AgcJX$PYe_6EPi!4bA5D$FMbl?305<p5R9
zMfSv}BnyuN1GLEgns}HXvRGJx$evwnXSB$goiRi<Zp4_#ruDNRkv&g{>@P|a*)^+I
zi++kJQ;Ot@*<&DcVVS)WM<+>UmxpT!$dKqRGn>FA__|^TT}$xQKsXT{iG?Ld@U|4P
z4(g~S*zC-C+UQCNmLtbxH?4;S$?o|=cGnZ59lF=k+#X!L+E~iOiEhs2OdzEpVeigZ
z%~A7zdZ^Pu8%dK+F&M%X>F#1>Pb<<Gjc<Z0z`_y~>4hm|9VAUFlG&MUT9K^f=+XOM
z#}>wXEYi4Akn&w1l&?;M<G_-h$_H~DTF=L+owPgVdOr};kSh6qghQF+H(;(KD+#_A
za~*ohnflgZWkL)1n}~-A0*-|x2>1t6$U2Os7I3pO(YX#AG3GDQ`dN_3UL-{Jjl^z;
zPWBYp{?)5-XDLNujg6;3;KBm?H5{5GfnBPq2tFryU5JFaxPH6X5!T}R4dP#dxME=m
z;`);mvJNAu#ntT0#o8WA17i*slh(9u79_0~3u*l-aoeGfJ*5>4ENyS5h^x8%83<fh
zUeCBKMP9+c%1VOog@L7~Tw>2fLd9)gX^A}x2q#X(u`sFD9Qz-Y6tWJZsU_CzOw_=#
z5o02o*3W`O_HjaFPbYRebh4+&Zdk2%*X4RrMK_Z6;QIo(3(0MFy*)8Ss}d26Go!@R
z%feFjKy&XXOI)5xgCW{*X|P+C#4WCn_-&GE6eKd22$8v^D3P&gmj9uPVTW}1vIXiU
zd5VgL;(0POa39-pat}PviM40D?zZTdD~28miMiS^Ozy>A6$Fp@f#Fan6z_4$lN9=;
zDbnX)Ty#?C)K+i16q+4M3Vr8o5T}jL3vC?tR~eyU?l2?{_ipm&_-ci6L-&gu(gYXY
zgz3^Na4W*Peh>e@3Qn_kTJ@u~P3zXKRZz5{&eTM0(+b3QiNw;fu1y{$hoh{&;z=c_
zaTO(?j>Z|hP4Z~*z7^5J6$j`m5$)A4(%-U7OxtxC{VmIAj--q5Pgx>-kuIXYSHN|(
zVscA1=`q$)JX<p<A8Uoj7dG`F(4T@6d#7v8Dkp=a6MOR%9KxCyc{&oQSH!8y42iw*
zbf!q`{cbcal-QeoxhM9fY`kREDPb%39&w4iPY)7%3+;_0^`;jL^@bNx5_(hpeA4W{
zH^|Z9oY0#{JeJVgJ)t)-aDFHBe)Wn4;P>Ev_f7jhTtff+Nc{6J;-CK`{`nKsrAN@(
zsLbB@#K`Q8Wj?6~rUmjbo6ziL_C}=vH~-3lGJBt`9P<95F*wp+M<iB@xw&re$^!Eh
zwm|zXa)~tg>-Y;TNw1`|Y2Z4Y;rm-r!reEn+1swQ+G|?PL$y}taO>HSZsh2iEzMz(
zGiS|~+Ob-rIe`guD4X>$IPf%ds0n!@Ypr9o)*6_uz!c_iz1CLAuGfq-huf`TRWda+
z1`zt@NPAH1rL<K6d@?A%o*LXO$V`#B)4ZFJEZ>_kJFu?PDbx3c#^hKX*rIxrrE}A9
z*}mh(=-q2>uODhvTT^RpX;sH+_cU8a+iRXS1za5;992)&JOhRiPoS;YFt~2rnnwN5
znhAP^{%qGfwSkH1@X_jFW2B713r1pMY9kIH%tFTxBQDRSV-6X=LjzwCd5^^<xHw~m
zU*m^sn^x}LzIoT4m2)6%_u{8oYiXXe-6uw?>&{QPh)vyn8rMN?GsA_<TAmYSOfPE*
zSA1dqw`1_1TCC-a<g7h{@6+TiW*q#pu?dMOye~-?W!2Ska&TW^&mEf_+$({+-5yAU
zwK@m)6Np$O2lrxO1Qeel>3_rJw5_ZjGEup?TxL9J2AHutYzY-xqPartZhGEVE^qD-
zV{4m$yYA2`iyWb{RpA_=OQe@kycL_K!BZwv_c*jLf1Xg$aGNc=o_gm-EFn*5Pb(Rz
z?Z04dT7I6;^Ki5%Pv}GV3;$GkLYH$7REfzIYS?+<41Ucf)Uc4qo-1^Xg4W9jBN;hL
z09b|el`S~V2^j@i!Nf-&At3W+{WX)>H#o@bD_|7@J9aS}5WYsh{tEeF<^=scRueEN
z9DBKMZyV>Cup{Ul6n6fgdHkh$s8g+v!%+}AYkLrfNWC>$A0L6FpfZi9p1!xkDObe@
zc$lQ>9fpLV<9*78228C84e!&9;qi}mux{`bS>*oPrK%&`e8hUB_oWba*xJ^Ykz<R2
z-6Sj*CUZ1LH<y{C!MjTLun4yE3O+Rx-QDUHA{tC%(gYx4$};9Gq#Z)7F((O=64991
zNxk~LVn<3JmHRFd4s{(RwanD3&y*&hGEyJLBrUL#7AMZ+U$9sYj)KTnjW>r|HQ3>R
zyuwqSwm+WO)G#baI4i5tcQeS*RS%hP{km9Q>m&8Q0K&=$MDns?VbU&B_B4%sno%Je
zU=*<4p1m!(UI&w>&y1e|gzeTM=J9&l46Wy4H;lY4G@ppi&?<)^e7s&<yv)QS<}T)e
zve+eCmHCMMvS2_#UHDk@A~xDLmeu_0bB(sY3O=_;&-rBRhSg}3=M5)sOw~F1Vv!fk
z$J_g>OZUM1Db;duKb%T&A%G#wGi@%8{!p>QuIDu|E%yT-ia-P6;?lr8GhvMRIM^z3
z_2RTC^iwjl4%SNpo&H1E>UY94+hBfhKsYjS-mWIGUIq4QqdA9z;`StDih(rvv~k++
z-F(x|t%KecnRB=<pDTTiW{I)eMR;+s<E~xV3xTj2-H0p0!u+mmnaM}R5Ft;zh{@FJ
zQ|fjQ2<^^ZM?JP7VY)M01NR2(Mm7Uy4n^3&rH(|Rf$RO%IcVS_BF&9jDwVKNTXK-}
z;UFL9Mf8x9{b;cRtW8-=dt*#lB#U#*XMqumtVI_eM12qSav?tBo&4hLcJfqak$BUr
z`kQ@Nzc*Vw&gE$ChgRFoaU-c>grjk21%V>T-Tj-ZyVI~mTm~lMcw%ERvLhP<%;C3$
z$1EpR%vrZ5yA&InEL*MDzsr%Z&H6XIV>YlGZfS(&XrnGJvq1zQB#aZOQbwDtF<jaL
zqHz7Xwd*z*>r=A6mu2~w>)&N5oQT+)zJsdfkj+`Do^#^;Da0Mvtc`0-t7DAo34^>j
zF<%9?)j?xuW0W-JQs}3X-fE3O!I^1|IYn$zdk8?~o|2WY3DNFihg56M(~xi;%{fJ>
z3{3P?Zy*$$kdjBt{1)OjTu6=-)WICnwXSGZ#tGX9NsjCfS_j@AEViFLlQ}sFImt%<
zc`3wf6gm%cs8v?H$)(#>Vy{i-q*KtkjiOzMZaZ{DgZO_B9BN1qxXsK1;(u#Ff+2aQ
zLHwz$-nJYTjUf<!cQhWsuR}-_K~gAwh2SUbJ^|#77Yzu$ep;bV0*I1OyqT(0XrqWF
zydQX8Fz`E_+h;imu?Bwgc&ae=M$k2pdPOXEGXTGF-%kL)KZgQIz;F8H4*VvNCV6?n
z?r{$l2mC%O0DfzkiGaW9r4T4C9RN=4;IL8u{{#V9X8<^ncnkpU4ge<x&TjyC58U_P
zp(_0?8XJZC#wP~u8_Rss4upC5hz^-u+&Ah9c!rw`!hK(?ao^*$dprAw0L?rCxQ6{h
zBh@K2)f9dpcy+-LzPdoYx`19~bE#h=*GQp%hQH9T1gjB;>4wIE|5uc7_bqb}2aXI<
z{6Y522parW4DyC+cEW^Tml--8t}YfC9y4lzIQX{#Ks7FIQ1N&0lJ2_L{t1jK?j@LD
z>m7IP-Z~es)=$`OtqFOs){l=?*L`GOVDKY?q+!YRkQ|&HCkNbC#lOOA)cPo^0-;Q>
zQF+kUF(c!z!zLu6uP;iGY}MOxpw~~aXN?W?dJB-Z+fqt_fIgXsMWELU(I6-;MS$15
zlr{v!BPJmS%Vop<8DPWdD)O{xC0Rtpk-V7ed&^}_M+~Yh=K2ALR#{-KWvjxN>&2Y4
zVzQ(jGJ%?QXkUKBwP?1@{z^}Eb0e03xbA5gBeh)!d@LVveI<?-A+8_6U-+j&T%Q}~
zf#Pu2hJ_a!8y6#~U}g*x`Russ>u*8aFaeIyS$cA&?!ojj01gvM7@l-$lxtsUe-KO&
z!kLQ_ljuKV-N`-C5AfLYe9|Ju`cD{hV60~c5c~hJX5=0t9oG095~fWfE#|m3EfWxX
z2gx=9hXULyJt366xLXP?yh0dttfKT|xN+rO@V|lW+XuF6S&5o6R_z1|5`__En=AaN
zSSD-u&<}tx@Ra5#5%>@mYHPxWHaR>LhI5LjgOSms8;y=E*pXaQ!fZJ$7OufUzoh=z
zkT3%*w%FGbu^R?hh%9?N_SIy37%Y^^cN(fVG-U6uwj)@`TAm-h{~;~WkX1F1X=bX^
zYL9r>j0XW|@A!MxBPb&w8bbJ8A>^4Mgf}V2Mi9cl5(G~n;SgNh0*8>m7QmgS{oaU1
z4T{-Xio)CB2CpqvF|^`e34{|B9}8zj@wcbcWTUlm%(db_mHKBx!c=_!9QfP<2E7xz
zkxlVU#)lO@mG6m)-}|d88A>osd_mc9B?oFALV%=Il1snWSr1f#emk^6Be%ZgYGrh+
z8s{sCfw(kprIA~o7KW-E<kl-uMuW8h_vSWwBH6DeYOg@THWRfla%(k;XJpY)9fez@
zX_}>%9f4gHGZvc<nYa3*VtJwQOn>Mq&03C-oii;*47J2g-mntJ!;corLoH7qM#6dI
ziDb!)k9ZZF^>pfEwL$z5AP{<ioR&wnjTr~NTo4Cxc%E*wi5dOS-;kIk%>1!1$yOxK
z{K-R|%2>@oP(Ml`Yh!})Ff7zQ2X2MEb{exBoRT&spQj<RVT`oR+L)j&6=F;rI-&to
ze5-=H9tXl27sL0v!banS#GY5g1TO<F1}B077qem~{32Wo{c^{}P|%vzHWayJ;p;Fr
zx)%hP7_>zLa#wBu!{=&`QqC>JtAvb+n61<ViPRoGG4M}?nTUuTIpbr9#AEmvcYF*n
z@VLguT!AW8f&T>f7<^*jW3bF8Ex}EBANTTS7axPV0?X#1g77h`G(JY8JJ~-3m%P>?
zb0D0?-#<iCV8qH8!A5ej!FLOW#CHpf?-q#f5I6(hu^G!A<R_{64*bPTkAt7l$eE`{
z33vb397N6tZW+uHydqZ32#RJm#&*(L;e@E!ni)}(R&^}8CT?UuHZL$Asa+-KhUcQQ
z1B5pA96AZ9=xp?!$7aFCf@4nzZE|_0kyC+nF<sC24b%LosDk#!qa1|B`c?Q(#%zGQ
z@qL=vOh&8g9xqZ8o2QXdprlKj83O73Ivc&0MA_MU^xShf#*Ci-Vr)Vpn&|u_(N~gN
z4wUE(_I$B{68$caFAPfb8X^{f5-lA8b76Y;D0t??k&a@cT(83eCLixFmk;k1O<#Ni
z!%}un*vOj&f3sG7(xFvnLLJq#-O@$yg0L~NRkvOnYLypiRp?mP7adx)8|p}H)h+M>
zYt=&`JI~|1J<ireCvM+!Xmng=I&<gb$Va<NTD4JehVcz2!Y$n=<Db<Q__^tBXrF|F
zA?=CUaDB8sJpEwzWJrfR)*P8^)TVcIm%<;z4LIF1y+iImbb`~!-yzvanp{2%Y)WP9
zYXg@ehC94K_ETbsDL^BkjBdmdfJQxyW~8<zutqK7EB?92vh(0S3C{K+DC%C8Wx6o!
z<7h&Pl*b{-m!jwp&}jM7;1~X>fJQ5N&S+wiJsOTcNPG(`2o@DErOFOE+N6>_c2opF
zxKQIJ7zsD(9Sq1xi&?I7kyAmJa<7vD;E{hf^2$sEc^0b)m^V8pp4F@wxjU>k^H(Ba
z+RWEo#}#xUiYFW#+CI_=Z{MpM&CpC@44&h0(j+K|A4P#Uy`Ainisg}x#a|DEfhDxE
zkAQHnFi8}Xx8lPfoRBqVA)ZhfQ-nP!wI|v1IKLy^f{xEWo%(D;!gO7>z?^4bH;ni^
zS;BZ=jyV|No&MCZNQ}?-{_2_lm}4o;Y^>7iiTIurw<*U;$04q@9;-+k0?k0;ZhYEw
zPY1^@BNBc&!SR=)fD~u&wf%b;63%1)t_p(VX@)I5PVPv9N!K3~%ONdYucvXfu>=w6
zLMG3&bg{rVv!|?t@$f^%@=#0JpCaKrQWo+7sz2%Ll+Z`4tAA5aS52$$*MVquR91Ki
zlhFZu4l1!*^hXTlr(H?tz%7nwAtLQy`E}ry&rU-UhP$VEGGF`xx>%si)tN6+TfMCh
znjOx3@yGF*F9?%lVRpqeksY{9l5PK*_gK;^6rUAzjZg%9routuoNeTd%19^JN*2?_
z`P6V>AH<sR<fj*&fg^p?PjylzjWpnkT%ifZN;r{vMHsCNNCPx(0%_m@a|F_Wez_wJ
zD9A_q@f5}34k9iC$K@!11F$PFAY^YqM<WL)7&$;&Q)<&fArI&?LLNj!)`+jAXX&7}
z@)?+aC|E5!qY#M1V<-f76aq2uxJDtYLUns08YGpa1D_Zu1T6DOgK)>r$Bn+(MIoTB
zfEW8{K`4YXl-t=q1Sg;1lI2hu^Pqe|P|oIhyO2Mmy0_ymG&8-TQ)x>+jVjm~CER_(
z97GjJuFVL5;6~iDl@&T+1=eQSLMCIbgdy%a#<-z*$Gm_As9rfB04_IqFCw0l(yU+R
znBTOcIc}nhXDir$PgHMuDP*3sAnj;%-FYYrv2p!Vj3MW7MOMP>;R8{A^k%<%v_6LY
z{)?~)y`uF|*;PF(CtCk{d%oC2>mLI0b_@5E0O2$di$v=e5ziExBAGuz#bQfXe8ME;
zedTiEf6f3WP7&8?kjYd0h(Z_Cy*_F~i8!JjGM0R{T$cQm7*E@rA7685l|{}E*{X2P
zkA>(*6jQ}QUp!(Q`zMFC<<IvanrySH)Kkmch$V#Kds@RtZDYVkwW2LA4F3`wEegY*
zybEnJ{Hen5ry4#cF3pEw%*F1>1RHr+31pABU#%kU)gV#2oDfl#4{;NqH#t61Yc;0u
z212r4LEKabqbm_6zNaG_id!}47<&`BW5(E*v6_Hg;TZFC_5FtGj>6=t0nO|E5^vNC
zQl^Lv5p@Sqp1T$w$9ln6S&@A6Hg_#vo<i6mETePHV~c^?Wb-rMwP@8%mn)dAnThUh
zDMT`uzN9fGV$(8)cWFmZ>x;Z<F`_TCgGt$2>_F*g*)Aj;>N*N)A|_=o;Hcu0NWL@c
zwN$SlJL*+7x7)Q2rIeswUh|M&8}8seRO6T`rqP(floD{SYqJG8mgMzS-l55kcTc@@
zq&eB?L#UK6*^q5U<d=cNB7+{ri5bnYNw^5(5T<HUWJDVf@D~{LC=e#=9Co7E;n8rI
z1`t+eBLauP!X&Se9S*aI7{zB;@)^^)7p2tZU>Y_2<ptD78xm$9)E55oV(f+if1w#j
zJp9FEei;6e%KJq4OYg6q$HaE#Re=q8T60~^EQMg|)<Z7i$~uwFD3S0p8=W`xzTdS!
zdP837eTg_#l`qJfUcK8!!FF}}CR)v7^^w|0KVeZsAs8*VhkCTufvfh=ZpkmvxZ$5<
zk5WvLS}68jJ$@J^ytv7vHb#FcSWeO%F-BOJRBLu)WPerc7gOrBu_;o(v|0KB_11=j
zX_oxoh0n9&GyE@MH?o-}ISgS~W45be|G6x7$yOzzWWvqm_rWr$=0(gR{i3Yq{}c$@
zZJ6a5?O)~|ZM^c2F)eZj;90wq71BnkBZ^@=(o4m<uiD@Z){of;UshJLF9pIgH^NWE
zZdmCvnbq(#Bh{)VPBVIcbt%q}Q=J<>zLZKad~c@9O7tnk4!d4>$F$rJR(S~9A}-#h
zE(6Z*!I?D2)E<OCa?POLZ*8v<W>5~T*n>xDXdXB0+6oQs!v$y}Vkj*%uF=pti9|_g
z=;stGn0n=XFA}y{d53rEE)Ct&sP-;l(J<O*Ry*xrHYsF0!~0BjyT$fgqnsZE!giKe
z%C43gWZq0m4Z|`s-^)rE58qZS54H5X842f+p3~GtheB4AZ|;=_EatAmKQE|{IVMyw
zcO9mz>pw`sBa}kSn%S6PvHePh+{j|dOh)fZDfDb6VtM$Z8kTWNA~@vW8nlvsfS7F4
zzlf5fj2EKh4js|B?`7a!LgK(D5P5LlzbZ&JB=0otJGIr@&V+eS825c39`~)h3hq-R
zUw5e9GGN>CQS3#BCD$d?PfSsk?I|2xozB~HoJ3Zmt9d|E*mxuAnMl1Nwj45`t8r^W
zpsSw%%n|5n`sI$UCa@z-2?-3x9a9{-dU=4ZmU0qF;YM#T>|JW+HfjOi_3{q}(NAa0
zG?91=GwqI<CI%kYnCX60qE%>S6lNNq7?^1+^GPodUg0AuV|Fpqs4L(Bt|$mIT_Mc0
z*yU-<tZh?pzhP6PYr|Z#af#d5XEJHq6x?;#6xrJFv$(u%dy$)@=sWQjnwnrq?J(WY
z2<u%@!rk}IF@&{bvN$O<1-zncZOE#bOWU@qM<bk&*jq9ov3t}Uo3t%%SU)=F(b>Iv
z>VVk3q6baVN4UU&XN8_E-1f7h+Sp6Y^We6RMXT!`CsGoN<$in*VNm-4VwK$UZMNWj
zFv`o`L+6h9ju|@tCD?>S%y*wSuR!Pb<VH?8DDOY8=Y$Q)`}csn-9}mp{`9p(EQ0dp
z$-2^0dC?w7%=L~RD3=ZYt9Ulp>=<aCCctoe3TULZ3FuMzFx;2nun-LQEBFilR5092
zdzgnfXs)4iV(HyRs=-VRCY;%!xod82jvuSFI&DO3-FB0=a{{vfw?!_jDNJ<4PL+pt
zx~;!v=IfiR*|{f}8jRaQ!X_B^Ypf<<(CmN<f5MuPyTf{u`d^VS?FHzr<H92mTo?{<
zti@5*H&5+`6PW<RhKuD8F(dGPUUO7jGq-&^Tr#KJRusy|?O2kfTD;d3+1#wq*qIZ7
zF!Y@2jbLZ6P%8?rH9K}D%jI$xrPSoIcnTtc=TrY|NSNE%wjjR8VK<EEI@zyy5TD8T
zaCAMD?=)0#m&^73>WN8$D({a&QH5)zc!)iXY{Wri#5B{6+^<0k?Pdv)op@B_#Er*n
zLE0Y?35y^t3#w%dx9u%fytO6Ug@p51vQT~?)t^MT6iHv`Bj%<2g1Ty|p}!W0W(TdM
zB^651$Wf@oNgj1@Y1oy7jv(WR79!FPx~YRpd<GDbu)IlyrlE^TZpFq@M}kYKt=@Jr
z__=U!>BI5CC35cy0ZaK+rbON#bo-mU73<foU%PhQ+I1`Fsd#}lx>SCkUei>pU=@8#
zdz6jl;i0iwyInn8tBkJLiq}g_iKMF7i09zj_j&cU_Z*|D`&NYV49)Ytn8C6C0TR+a
zlq3uPbU{)=V!h;%vhj6zRZRNRWg~CuA-<##`eLj*5*4~4Ok0NF7@9y49Q#xJMVB1W
zFZbXW?NgI0roBk+M&g2Fmr-y`%C^WmG&Rs^Qo<qJ>y6JmL|+Z|(1`TJL)6k>#U|K0
zjFWg;wKxaSh{R(-H1{AHG4Qw!qJ12d?IUQ8R1giH7(p~F^GSbjbHv9zmDvrVp{{_Z
zyRx7l+VY((IA`o_ua1Lr8mo<mt~rPnv)SN}kUONf-^X9Y1;zd;O1RsZ!Jrs2r5#Ep
z6y7D62(!)`og5z)8%EVuO&lVGEu-O94IF&G*Pc8yR_{Qfn(Fv)t>HDP4%lcK@y431
z+Mst=a}vuS10fvC366%tmctkvA#61730?It^VPGV|9NzTdhNESt=RN-)z6SH8UBUB
zwR2ej*?;8N39)BE{Rbf^d*5`$e;NFHU^?|)f{y?V|D*69Ig@xF{!Px3S4T44ebH=)
z-p2LoH{MX4>@?exV`J6U)Q!``7Mz}cf^*=`55i>weegdaYC|Mi0s+<U-91?y@6<a}
zAb@Z-Y+t`OI5>D<RbSuDB$lw#33s*LBcxFtnTMIEx@H28xq|Q>o*L}y6Y?vGQx!mE
zHwiTza3w>66IzgAI#$L%X;*~A_j{{XAH4^zxM&-n2jVW?fu4|(getpPXb#Y)*Pu=2
zYpMe58&fgZxPw!@sw?$c+xT#zHZCe@SM+!IHg5H)&cgw{nyeGQrCbrUMguklWdkRg
z?K&zxkhrzh5#Ndz48~SH^%^o0iie<{%0ATv-4Yy~-B50}dMfx>wSZVqfgy#_9j(_|
zvhJz}BQ|^#&M(sop18RgSf<~UT@b9sZeyEOpNA(~Eg%`wWg63=iDn0DtTq4z(5W^g
z&QACH|FQQiU~&~z!XXb5h5!j~1oaxk>BwXz2`>$f5W+(YB#{gd1f1!a>6z)9neL&x
zCt+Ywa90Fve{~rYRMd5SEGnq0|GK)qS9W!MKh|A!^;h)Q_19fp*Vp>|&pB21R-OCm
zTXk>u%*4qDJ>9qNty|}P>YS=memg|Vq1~^-Ku<f82b?n%I2%<I{U>KcZ}N6mJSn=N
z;I4^jG0+9gH6zu@gXPi2#2i$nb?*h`;jV^mg*rIp8nU-JzvtO;@A-ZVJOy`WY|HML
zmQaz6o3_CzF|gfz+mNm(oTsH)1ff6j^r0J^8wBZZP#OllqKdiUdiVlL=7t+@@Tah$
z_1(>9<~J5E`tCmUOvWbe1wcD5<VBIKwK@<y4!RxhHFISO?w3!417Vg=&(1XupPt<W
zn4OD0IYv_ZDKI|4RsF<OaWmkk;~ScX!^uFS)sZ=J{aE;HCv>LH5o)f$aqw{3UDOOp
zw=#FPdoM)K)1G2O!EN_@2<8@JE}4^HH!xg}zTtwhqdN~1q<AWkLZnC@muxgS$KZo;
z9AgokQy$QBuwy-8cP<Ulgj*!$-@n>pxU&S5sZ~Xvp?l!VAjz5W)6BK3B_P%U2|i*M
zB>PqKqOAqXJrfLv5Q5EuJ#w%ySNnQh_ZL&z82u4pW5`KKXGipht={MJaL|t2j|{1w
z9l2J27uO1}HfP=pcI1`D+>>BO-UOW)+7b5#1lQO~F!U`7D{&7YT3CtI!i(L=36FQQ
z#T>jBJJ!v?%V;bXnoya8mk4lDn}gH#Cd~7Exgp)3d@ED*pGrWP1$YZv(SIT@sx1&j
zUy4-pbqmc~*HnES<_<SJ`34ywNK*V)<oSM|g@da9r^uqZ>OV@?U3IPkerC?k8Fc?o
zj2S9H_x~O`%c}dgrkWve{4EOQ|0BY*Q2xh;!&saN@aDGIfpymg?7$C<86Y$*_@00)
zwH-Lgvjc&Eoi9IR0%GrC+W(0NkJ*enRRnoKy7^B4V69f4D4Q*4wLrALa`V0TC53-e
zhLW`4uBQ8ww7nKC(jHD}Z1f>MeaPq4pswGE45{n-wfcix%C9tM-VCb#a%1jEQ1#bB
zXIWK!%3zR2s>Klux`Ys&<mTfYaazklHhrJfEn~;Jn|~3F#ljC(D&qnHPHOeOZih&m
z_!$;oR!Faho0&qtEdezaVECw6kP7{lyr^TrH0_An?DO4eUFoHD=h-uwO0OsBbmhUb
z$1RjP%piPD4Qll_B3J5K{V4V}uGZgd&cYeg`WuXSC_$~i6FSSP*3)_L9Dj?#gMTey
zTIlsP(t{7gZ}673DE5zG$GT#FH4Vl>BPzvypMWQ|Vs~~3#V&HbxRoW45%<N16n*R4
znd1LS0_rTlT-b{LOL<XmfhhhPLW*ClL@-pv>Oo-wl9c~7?Rl-w$3ZjjJLFN_3>@pJ
zF*Ry#3;tlv)fsHTZ;aV0!4@2`FS{)`FI6-r0*Q;lApDZhEeyhP*jCE)88)`X6r2il
zVW!|`##9f5aQ;g`lG+qJQJMm8!B6BOCtr-n9He`Mp|B4j{bLF4^Z>9KgFAwX3&bQ0
z`?@)_)Geh&2t6kZg0}!J$uJDG<K;d-2hGAY$fvqlSRWcX*A4s389Rej7%=9n1gkI%
zon@UNoSVujgmJhijKUtmwlE4^1&>(+#sP1N(`**<>pQz{13T8|30Kl^EF5SxPk5$)
zD7A4o<FYi%SAA(B>yYvpW*+WJK%xb}J`xvXsOSZG(b0mv+7T)m@-?)#iaDiK@NSp0
z1G)71hCy6j4WG0jB6-#5McH5NGjGroyaRbsHwA0F@p23BE_2?^U;!R7W}XBK@ORKz
zRtvBxl?Cuow<r|<gM?(E_)m;plFxYnA83ma_zZTe8-X{|&@6PKG6H`opi6B8PTQNX
z`M?(+(*4P|GL`@B1e95Tx3E?IH}j&}0#W(gDJM;xQs<*9NcRh+uXdp%%>gd<)x7_>
z`Rja64J!II*98>)5&m1aly~8cW|P<qn*MNjo7pTfLDL@(on_VZy{R<4!rh`!^~(v%
zLe;O;w@-1><85)Iw~$F+Te(ldj&%k9hwQ52w}uM7a2am+O0iMQ7a>yi=^tZ?e_H}7
z4>`qu9<i4NSjt=rYFaQ^JA8eWqxI!HZBAG{&^jA%X;|UgyvFC(pvo^I59+=>ZQ>L&
z4lej3=G>Y==MNgQOM=dyg3hw){5~_CUtb){dafrl$3*+Fu`R0pdDyY8>i5wwGAW0v
z1th6`d52WJ+|L}fx7QaLQt_>CXR7_41k_o8>08MK8OC{8UesG4s=dl|ZshK61E)Lk
zd7=2JDaqX*?Zimt?p?9$ux0qqGXy~+@qXlH-AJ5*CM*&#ZZke$E(RHF#@`zAVS>&0
z2k0!T&3Jlhn-Pu6MKN!94`E%Hkkzv40p|j|qb+viU$JA|j=YP;VxeG_llia!C$$|p
zAMFU%#K=<LflN%Mo|yIdQ3Ap(kmFk)cRg<5&=LNFybzv)>bL0Pd;UIOQO&}ni{?tG
zj!~c6xm-%=a=)(=6StpSck^LTOFXKQf#_&rQ0zQDHnEqe=R;KhKbBOxM-dYX=ZwOr
zHr_FZMS^aEf&>$;r|+KwJLMxA3~CBJ7y7tyuF$;PTT%f<9~%?Z(R#0#Xr%M4S&52_
zed&9x=9<sUG%mfb`dr3=dCP_{<&$+_dS5WG-I<{DI@1<~HFss|5q${EhWOQj=9-se
z>d;TEG%wB64-SkNbFO(=J{<w}ugTm~w2x47CxmqEa(kYQ2L|kNH_5-f@^7E~yIKC-
zBL8lcf6tPC&z67Bk$=ynza{r}c)>IO0RP-Sg>SpuJLvN+daYD`H^L90wjK`;nFVV@
zYHI{^k?1U<<QP+1L4Dm^M|9gXrK<LM$2LffEAMdF9WMus2W8Rjp+8a!UoS>L<@<P~
z+f{|wtSfL*7fTg5?JIB+0uSj5oV!7g+$-S2ufT~{{0f}Z<f4Go-JgN<-8Sd`Lj3s^
z38wpN@#nYV&+o;bWowAjmy16u;SW^%S%rU=xrf6acMW{p2JZV+bM9LB3Q}>j__GfF
z>~hzOAIH%TUo60XsOD65^Au3xW4*%I@bwQo9;4s4jMhoOC#{p<bB~)5i!{(0e#@^A
z=S;Zc=G!}64KbzTBzGGs(;X<_c^;56qmS2I4aM(jP(pAH96fgjblAKk>@rv#MQ6R<
zdcxh+m@7(sey7mqQDl4ff<JvOj7e4U^70ts72I9CrFn9=8#-f7D@He8r^`JMmZnxk
zQ?r~dcYpYG&Be<Fkq62}?c(s}bQErgx`9Oz-X2C$Yns>}8y7(n_iZ=?5pMt+b8CQ~
zSE8-(&B7gtt)YX`*t3KX(H%p<$IMY+a$ekrp!<xz^6db%&}{F|&{@nuX)Q?-^uOJE
zU=W_iU2spt`i3XLM|AN=_f&&|i?4-Bz7UmoEOz-Yl7$XRdlbLnPw$|#<0Ew3MlTn4
zB_a!50G+V}_FjP<`F;X0Tl%xn(rp4^vX|}=#)|*W2AJ8AQ8B%Hv12`^_kY=&02RUd
z-f!AL4h2+5hV+?mx*!5tgq0Ie+?y%_W9{zZ!6KCYh2z0WH<w0cun4eou-up^SGtO_
z_O3T0?sYC7b80h{3f?_6GubFlPx>{6!KLVd2k}jn$yr&~m;$cy&GPgyFNNoK>MI5k
z?nN?YM)F@ULbQeCE95Mfy$MKuE{Iu_M_4d8Fsf@$u~vjY9~6w|w9p$Ez+KntLYNs~
zbzIbH?3e^!aXV<<^atOq*;TESoK2e?50Z!j?eG?_S)@Z&(j^As<MRbk9cXtdbPNy?
zvqznhhV4qhaomQ~xXE#5C)0~9(hBPACnQhoQ85Xja(5eA11e6xQh<McEZ<(pTbee<
znO&NILkk2b{@j5bXW>u5X`YQqKE*78E3eN9FunS+;TeKW34(TtAQ^Wmp(&$`R4<vx
zeJzpO0_SA+sEYyHE)?G)*>d4q3jtJTmT`L>U?a@!d>Rge(v*2~^(8kKr@+K=W#wOG
z`s&V{I73qKQ~tSBiKE`R7KR->vuv9<vrIT2!uNoPhIByGnPQO+peGrm9<y{LkRx=?
z9N;GB)4Gzea<mn*ZSa*OcX9=%uqjpy9~Rs)fZ9xPS{L3YPV0IbexuX6=$rj%T@<$?
ziKW;L*OI{A!7(>a!l~UR!3LYq9o-}YgWkl%O9jx4GS)~TL@$C^bQ3ZHG#-DZAdq;c
z??YQ>1gMLpjDUScfDm{{X9V7ZBK0o#@G}B<#m@*7sLdrQ!Fjlg)A#v3lM7`9H2Ft!
zN)8;$lLM3^XPRBVLFNN^I^Y|KLK5D8!EdNcTE(=I{Lfj8C6I3VTDarpn-_LE0MXZx
zM8E}}Nyax?r2s6dDn<qWqlom-q6z*BcE?B!I(6y8{--eXqX_i~r)dGi{g>ZhERR{@
z{=biq(#6OCkr97hl$Gg4-ozaI^)?i+kMc)Qz+Hz!h>h|esd20~V=1`pi1v4zqrxQG
ze>!xZTeSc2)L94(tH{;$(BuZQ9)V^NEE10}rnsQJm^eRwOax~EiDw*^Fb^<>AIHMn
z=x#YTy~R(Zv}DrI+kOR##hYHVFYj?2l7;dfgZK@9dU=ndnUaslcxXZ<JeJ=uT?iH>
zea0hP?v`nra5H1B5{^ATA53L3evJ_6nT%ofCIB&*$v9(&m&t$w+A8Cabx;QyI@7i4
z0oav2s*d3!c}e*U1G&xylG*Ky0$E1#Lm<yjB>#o^0<0pXe})}X3_wvErx<&9cvr1o
z4wC$AAt=30VY`eSIdCjoX#^MXLkbI5^3T-a;9odwc7Gj?YTTF{^<OQ!^HnbKh<}xF
z!E5qGii-W;2OR?r=+(=e0-y3=W1P6Tv613iI6j+CN{20uhO`ecEWImXycPl9SwH&q
zFk#80iwxmx_uUAF7R)A%9UaWp$#+<ws8%BNg#C6Nz5O01J<UV5%Ou%zuQ3j#aaBQc
zl;CjGF3DcYE>yDT4(h@n6={>~`92abKQpCN*mtqxEGjHxvgfxs0j5ib`w!45KU(u{
zwR_IR#T#^c1CBQ?HRd9cJqhyhE9l$Iah4pTl084S?LzS_k}Vg$wGcp+?BVu3z(!e<
zJx{tZSC&`Fp2ShZ*}~yu&r4;phtA?wr)YzDu6XCfmm8Gyq3Mg$4+a|-4%7W2j$hcY
zch7YjdYmnrH}^OjhG%9sY*bkyebbISwN5oMUz+;&LnXq<F1XPN3o0D@vw?~^r=^nV
zmo+WLXCi{9wdqQ%&=rK%Ns*R9?IhAtJCVgHEk)n#(^3>aR-s?6&!f^(>ybhIv=jyN
zycwgHkfK}sgp|A`Ar(bq;3mrbp+5<-PDN1{OQ|UPR1_ibkWNJnpcp+16^;8}u(Jd<
zpWqcO6@_gs#oIA7;$lQ)ep68>D`02dpHnL8IALxmeBf2+<dYx$j_AE9w;_&5d=KI`
zR3Z5!qizXz+<eQzPe#={l8w4hx9)YTbd=3$Fj4uaC^|j7sPa*;veP^vbt<QT7T>S?
zepbPqudOI=2n$ausmzj+dTsc1%|*!rkvXZrky0#79BAV~pfFZi6Tv<!6+r~|oj8Qp
ztkhbaYdyu^p0w0In&ZMGE%o=%z1i$Kv|(FqLisRt7D`JUPLn9L3_O^Z3bs>V%e%-J
z<Nvf58DGyI879+xh1r<QR7*w;z3o1L$eU-hFEjOSBnxGx{(#@`r<a*JhHLwX)RZP^
zVg~za?8A4Az-vpNnreMO7t=wlZ)e=M>N)zrGJ9+)kMk;oSWjIoXKw-&1oIdd?eJ1p
zxHU#Cg!R)_be36V)~SwBQbX>q>5}_nU|UTfua!rK3|Yr95ZZz)ne+-FYkrbm-T4Bn
zBF0a|jw!;R_yi|2sgqu(3;pX9Cd>5(a>Q;7F37}Jy|+b<%TvTma=eR-<WI{N11iJy
z6zCWLj?Qplqf!@~(b8wQRw8aZOD^6dE-?t7mGCZ;)RK%)tL)S+g3zQ3J^pUE*}~n6
zU})JX(%RA4DT(@ELU1LrQ2<?ZiJ{AF7rNxAQs*y^<{Zxl9&BVF+}bV>Zq7t;cMKj+
zpK)<-LokdePQn(<M<&WzY(6sSsgTEFl8-#c7>A*JBr4a~5OdPvUzLx10(H^meB?Wk
zfWA}2wVa9CkO)xL<ss}ii*?DEk9;I2z;u0RC>;^`$OMh}Q6jem&Q(70L$+P0d?b=B
z7rwO+K$VZ=u2+DKvgRXyoD*kAmRI@6#8F3XKKl*JM>Y;t)y8*~k%a8zl*&nNiB3vh
ze$kZ?Nl9|hwnjg(efyp(A|9a#w4TST7p|vnw#fC}TW_R<CynTIZ>FR6>__K2BRb*6
z@{bx5!ZQ%F)ZYPj=A36u=F8)(#9eLw<I`#(tJ>T<w)cY2rYZ8Q=#z*%>+yr|jq<GY
z%|6dcsS(PvQnZ}gsi-_F?EzwW*7}?m0Pzy7`aYploBn7N-1xdL_UG)@nO5pzDbs47
zX(a?6(wWxBq98p6KKx88UePkG*yfUKV5rZ<2;ux@T2WSDuKtvqGObcpX<?7dv~q)_
z-w?U!?^47N3GapYEx$bLj&R2dcGI7>FsdVI)(hBDtc^|q>hw%iM`vJ-eVVHH8|RuS
zH~ndV%|#_yqlmN!_I&AJndeydT?i*SFbar#71a>#ac-I^RvP8TY!7UE7%lZUljW&$
zV{p1w9x3%>%^JAgs7|vBjq+4!uv{4&tJdJA?(xP*caJk(t&R>hpg7auXtCiv+9>WX
z!K2l&s4gd~^*Za9UPM>JgJ{%><w<t8yi$TOR2p)q-f_f(V=$1?X#b_f$vQw#x_M-x
zSQ+<5b<<4MAK`SdT$2wsW~aS7MrL3vQ-jl3wW!{I>un1l7rj5MU|Od^hj1TL5k6w7
zuKBy4<g{q7zwc>0{JQ316qU$S^jcjUxCP-&Ec$m#7$vPKV4sMNpnyAzLx@X6@7oH3
zz9ieGvhC5oJsJC#nKO+^#=Z&N=a#X*i#iKs>{pSc@X!?ANXnZ<;8$E@;`3MS#l#ys
zfQdDpv5ZAV_zuE{y3A1Wk@lkG106ugO7t3H(ZO2@72*;@!@sr{4PWj68rB6p77rzb
zkh~nJ-Rj*Xa*V8nVdy9A#n6ukL+%T~`s>BP4(sRRgWqgazqc6GJ@AgCBX8V0eHTQI
z>a&4S@f3sLsc><{wL|6;y|2ZNt$AF1W_r3>gHuYTinRtgko7rlxA;b|yCM!KhHMf=
zSIc~)3#JxO#i-+B0{*y1qcEqz0uRq~_ihr5rZ+H(o?(HtH^yR3Li9?XqECSCAsk@J
zXJ=WA%7D-0sO<P`yT#bD^O+cOd-?3Rh-se3Mqyq%irwwqC)h2}#yIZT7WgyZxNGb<
zZo*<z1{^0x738>8G?nJKlh+u|4p@vXJI{$hx0&Z6q6i*7!aR30zuUV}FkP^bVeq9E
z7&PFz7u#{&0~Vt);5s>~AlId{r*E?uTXvokLvAn6ofsXY^0+C?cI!hAc=rm<i)d%e
z_i+nU8Zh5S?3nM17Nas?J~=8o=KGe#*s?R97;<}=?|2pSR3TT7ox-dqd_NU9_3jjm
z7iwi}_dga$G+?`*+p*p1qPd@Lz;<#}c5HWo#n`g5ofvX^+3qol?X=k_#lbz63Nzmc
zkq>$I3l@yIhcRNW1zHUl@yXD=#U$ft7Nas?L^&!uMtr8l*s?RC7;<|Vaa}O4<FQki
z{f^Xb_3jc($66SxjaVSgfYk==SnVc@Q5mqB9F-lbJ<non*;!2txxK7*Y&c=)u~C@W
zj$$`^_X&0jv@wRe&jNi03^!-TaBsF4l>x)aQQ0xvdo0G5o#Dig+skk#L}sHsUJCQv
zF@gKNJEe0MY-N1+84D~L@ZBfv`0nc#qcY$-IjSJvt)i?y$DX{#aP|X>(Pig6G3fSk
z-cfA9gNKPQ$F1@1^KKEWrY<vlEgv>_)eU&;_jWwC&SF#sJSImK<gs)?lgC+%Ejx#a
zA-9*qy3`sPk9WfCwTf=?+68aPYmBkZvp|ypW1R)vTTBQpu^5#BW64q3G1gv-v1Mm0
zG353#))D@KERS!(e6<qq@tOr&iA#*DCM|Gez*Q4=Ty=}Zs0_GDj>?X!?y?wLcCHdb
zZZlW;Yx_L5iQp={$7_~cMVA;?{e=aN47ln6JFa?%#i$IpN{-5ot3GHkw(MLbhTLAR
zS{Ga<>Tyq)xsGDDdiMz~3$!tI`-%nf4A||9cI@_Di%}V{n;cb;-Im`9wdHD18STb7
zfjGRtu=P`mab;&UG2C2P&91YULNP5Dl7`+^goQocKB@K<iun^<K179LjvIk*_|q#C
zbF{udw-8Y$Mq3CgR^E)VwMgLZrLPk+xPunh!x_d-rF2ki=5%0fJJd=k*PZ%wX{0<>
z9)V@>HCWg_KHKZ;u8fo%F~ZRvRgiWH7LCJQcs}tkoLM|G3=8QSp)&*8{x&8NryyqY
z+wY>P)Qlj$^(r+dvNr(%f>mlBySF-3aw@Pqw+`nwJ3DH#(~YVF%c=I48ue{lvRmBC
zK<s8O&b*~33Pf33rX`5Ca-f`A>86=79E3ewZA<`n4HxUcH#4<bsWLJPd;<q#!}be6
zh`I<E5sc-tRj+d?uwqFZ)7gUu5>O2v@f>YXz+;tr0|=bgkudU{(|+=-5-K1>p5UpW
z|Arg4$7<Cnf7=o49D#$$fg#INxVq2TUayy^l(e=XTHAe7pvw;YqZ<qL*{R{`WPkTX
z13O>`46S({Bu|r?d+Bokyvp7kS6#PfVE4uz|M}i?Hme`qP>{M?{Up-%^EX_*_u>Km
zitZ5-pl;czze7cs#zPxa!C->wJAl7(-g?a$iEEUQTDyv>$<)bU2$Fa@%_)ND*GgbF
zU@z4uoFB5y85$D$ZfK|nzEkQ|d=;rx+<G-M<QL;A2wL`-yn#DJ&q@$J_o-*{<-T2N
zbX*%BE(XoJzAm9_i+UJOfx!rZ;+VmF(8Av3J%Q6Ki~u^qM=^(I6(OF3v%j<8C{XLe
zAwnEIG^FzbAG}z*8v(&>oq*u5UXHdTdW77{l+}D_U%&D%*2QS|pnvgvZhX7FsvIbV
zb<ppVrCw)Xq6EM2N(BsU6_oxASYfJ^0iNE>$OOnhb)-5p1lK@7hik<V@J>J^o$ZtL
zYL7EI13q9GycZ~VC7;61u#m=O13Q9(dl?_mqqpC$Ka_q<9Od^W&^g3Pt0g>~hgJZL
zywe8~I?W`_I9gAdp-xyWAkRj?9H~)+1GHLFiUakIP5{-NmN%GJlmvH9a&v5q+{{lw
z#LwhQ3sth}pRnVA%0P~bEr@tEKhDZO9<1O#1hEBe|BK%eviT2?tLGHJv?EKCt44(r
zLB9w$5PWnvLF}NM3&PA1507&$$NHNvr-c7poGcb`Z}rIj9`xudSdJ50>N8_7-7JG^
z+Uq={da!h$R0H1<Gz`5I=1y=k&P|II@pQe5CZ0Gkpn+&wsK`NW26pn1iIvwFcm8|6
z#8R~zzY86E+8}f~88*hvRnymQTmfk0%7Lyh_<oo0CJSw+DmVU`;4|q$uT*AQx$zGO
zhE~Uq!YI*|8ztf+DmQ{gW<j+GC4J&(JYh^=mHUAdy5y)*S8iNI49>?ZuQB>|w`;&p
zgpSR&+v@ankA=q#>NIXdFpTI+5*@75m?&352RPw#<61w}pGn(sQ=Ry>;6w$S8W8fK
zA<hV4G2fXl8>lHt#AsdLVZ};!gw+c&YV!;jf|(DAN)Sg;!gAyMVktPIh`_C1Wx>`n
zqMBjfHrCBjU%egN0^v)2le$RnCw$l2FODT|Fg9F+lVzQYA)q`}oOB9flU2`27%ffL
zN+S?o-st-gm6@qwEX+LS)F)t)0fxWk%v8z^Jc-mHj{+mnC5Sf6I^Zn8t;I?gyat>F
z?@h9c()c!K!&$vsx10r~1EH6qKZNQqoOasNg*V7i737T@!CS#jE8uxRtP<Q0a%M)V
z74S#kY}BgvK!UrWcD*wTqb@V0{rr6SP&pmXg^oR$3^^UxnBD0(HcVcwoT6@E(7!Ta
z9GPtF96@i=MHZ8FKZ23YWJ$6FT@s`aW0w%g-q9{p$q}V?M~;sYU_SWhTNvd((k^g5
z*ip)VEGy;RUmg#7R?qJS9hrY^7p8O#5qxQ)f{68=T0iw3^q%t7@sHmA8q)HQ-u^&q
zJ+Iwtpz9guCIOkrRNrdMxtUFMAJ#FU89f=`YbQ!_nhoc`(*X%EGlw({nolUPG?`%a
z($zd!S&FwiCdyg@uB_cM=s4EeVPke{mu8B6O2V5g;8SzP6A3<(F0$COQxS}G_Dn~7
zP>CesJywade(HosKIIdK#9kt%R>0-KX~PP*#yjoLm%M6f6*1a~sZ~UfBH}@R-Vh3l
zuYnmPNO2I(m3WZ@x_f>B4bF~|pv<Ilf7fx9yKe)O&B1KB(z<98>57+Lff)`dU%Uum
z)5^%?%xGzw(=8H`kPz>tL>PX-jG6a$P+sk#U0g8d8pKw(3GyCzkIWX}*J`8M-P?6-
zNlb4VwOO3njN+1tsWMEizz9hFPva_&IkVLnXS9mzSme^6S*Hw<+RGa_+n<6(9mPgf
z^a4u>=y`my3)d4BM-SjZO)}v`kczAmgmz=c=J}HaHyF)bi5+{*BIF=0F(ci`mw}a`
znTC#I4GlJS#?aiI@Fo*05eiP;N${C;k;Txw7{N$qXmrE}4NW56V+~E~rwVCBlWWh!
zj)S&m?a+`X*g?g-#%ti+Ka?-+l@*E@cZ3xRtxkw|EZzn|HdAV^AhfIHbq?%@7e25Y
zM?v~RZe3{UAiRf*%N*P<EOv0$NpPhx3Ie^BfR>FM^zY0!=v{m~Mr^%)Xoy+eAlzd2
zv}cp~i+(=efCpA5L;#-5;t+QyA0r6#D!R&nT|E|WB2BE0G+gaaUdg~71;BcqR1n}J
z{1y)MDT^IwqA>W3L4bk6aFqjl=KKQtf(7B%a+E|!RJ?^Wk*5Cn#dR82Ab)Avz1V>^
zk*4DO0vnu(CvkG7nfMeKL9;amnS-A{qxrHpT|uTLDGIvXxdN9Ys|YBpITF!Om?Ue_
zPzTbOkaQF~WlE!6RLTrPrNbrI0aK%Om#nK&r9OixO<E-dlWLe|cZrVi;D&k+OsU0$
z9H-fMNxVVyJ6Wp3a_i!OYOOdtS?Z#dP%ta6iK8pv&|_F`-2=me8F>Sy>hK!uWqbw>
zbAXH{EYPAJ6C${*4l~P0uogDWzB6C$RMYI|L&vexY;4Rv&0a-$EFMXa*BFeiPI#Mz
z$D(4o_YsUHU1XVRKY(DQn`-OG4^FicaUVO?ZvE6Z4sEGp9F>HPOiJ{5#vGMdiN2ZE
z><bkomUc)Tx))-POof&!uo7fugcg#6A{9FYK`m(-wM#@ey~oCAx7a~gB}x%RSnFBa
z<f~g;209HZLdxUgrJB^e5Q{7}8bt_UVzkkLGvP}xE7Nx)hU1BPRdA;D^ae)0FXpQd
zl+ybwkx%Xcfdv8Vt=QN(rT6`Wx0z_HP<-*b1fxk8S(M%n5R7z6Pe*=G=_TSmR_V2V
z>Sf!V1tun`SuT^F`jjyfWYtsq9>KJWeu9_Ezigj^{V?F}fkOs2kgD;M-*9Fdo%a=;
zlIiN|9xcvxi*!xhIZ&J|kIFsNxCd?uG|{M7%!U~ixV0Caz=Ok_%i!EFSl0&IrkxSY
zj^MdnqH&Zp;;CZ2eOHtr;!vCIyA%%QDjlrW_SgIN%r+*fmEJM$O5Zi5S{?T2)celr
z-Lj=`vOL^3O}Eg`dbv^BG!5H&isPkvpFDo95A-qa?S`G8-q+dQ>Dg_g)e*U74^Wck
zsJdQ#-}<(5Hg9tZ*KWUR*X6q|>)W~!R?Ll+VF4fRADS$~^8Zq0v<_}A3?F<|Q2&#~
z%6@36l+Fi)lx_xh8Wc9J`2*a+Zh!(jU!0k2K>iDH?eF*uYw|$BeWuI<ZH&zyHy*E9
zO%#>nQKiox10BaYvDlbhpQl-ra8|;bEZ|cP>}G<`q>C)N{2T-$oi5iAAJpZEc#qZP
ziBG-gikKZVFXau*cV<vEn_y=iNdRoqqx5h(eM66-%7MqCm5#h)G;jxL9&dJ3aPJL(
zvdtb8uT$aZWa)^B@w4+~^Em)GxWj6*SP*>;@xA*=juN$T>T13L$!`elwQ8PiLsK7r
zfxV#aG-5z3B`ky%e_+rF6=*nwi&wd?Ig>9cRgk_WFh^o`rU4uC;bAXvs?*jl3GAio
z6O^vdcuh21$WhrZKo0D(Yd#*xktCL}M7|e+Pa?AD)qh^7G;ziXlb2T|V9^3%MdVis
zi0Q>AMk^goPkf-w^pui&4-L%%I<*@jhMtchdL}B-;D$=~{Rnq5DY3&aDMthH`r!lw
zS^%p^`2oV0P}J*nQVQ$9_zCZAGZnW8sr*|Sl?7lyDw-$@_XDSaLHHniND&_ZEgv)x
zQf*Aw4)7CbbZFm>urVeBl*9U8@pfyk?Xd3lhZW%m@dQu6CN<Z^`R{_Mj#tf(-hLlg
zA}ANIk!y#aC-9X84@6Zu+A46)ftwk&z&`a(1U$(W*@{U`H(m|%lcAgfN-551d%Z7m
zn-#>#;6I#`(u~)i?WzeZxrzfYMH`=RE{0x2NUolcJ_w#X#in1uMy5DUoQPK(76exF
zuVbO(*!dSW#;L3H`>xk}nDtT2wRJ>0gZ<2eQCPsP=4J(g-K2{wbF)ndM!LC~PL$x>
zERiO$bF<b@J#9eNAFyJ1MzExpWzrYN7!xeyYMSbc=Y)>*($k<K2`VD{5PBDZExGbV
zssoD8S7E`hh+)Yp4I-zRq$?uM3S;UbqMZ?8IA5tz8sj-cgqR3CHfGltY157e6W(Sb
z){;w<W@r$MCS7FF46_JEI?bRXKd2cJaUZK0T0gZtJC`%gOnPG`^>Dp0)iSGx>nXLT
zj$PB01Enq6q8mcTxiQTUYGv4eIA57jdf}~v{TRJ~jh)jAf1mI+6QK_2g^v)7CS7FF
z3y&Ze>GXn*{GeV)#C@z@X#LcMnHiihX3`5YsfD)~6D_k^xJjvnm<3dXJJcJL=Ft}@
zVIkKfN1}^460Ij4F$eE4l@W6fqtCDN6)L4TenIq!Q5@LVImK~IIsR=XQXf(rYoTMa
zrF&Tv$9e=Ko#N1uA5<KPxQ|sFt)JSHJM%L}O&UNZMe^UBS0rDc9TVa8mjkt88S=s7
zVucR{CtzLA<Ye_AZ9{~$Lr{;UQLfBXXX;p`r83%8oM}|2pho2g)os~dDor~x(=av1
zUU1HbDoZSpgrBekbD}yqN`<LMyC5ws?-<!HZ<(qdC{0l%I(>w&v5{gX{`N|FH!Kkt
ztxirBYe_R6c32}*PppN}`qF#_Rw<>6NMK`>5;k^DDP5oNwoFQCAHitSMHZ!WBZ84m
zDe1@$Dy2l+$10`PPrY~ni4+g+CXRh21lzUBl+B~W9xI_S0%?(WF?wFUEVcsE02JYk
z7(0)J6UCnBq){A9@FP0*w~J&_@)sBjMP_gDw^D_cY9pXg^(o{6;>k;T$9tX4y_?T*
z4pwK-GT?IgbI!neW6Bcs3dKJ-EkW_fs_qi=VXz1CmV{_|;51cc5dv+DHQtynGb@|$
zdSZ<jn}Cg-vkC7@c$<kr4>_uTLok|jk;Nwb9fFb0Cg{iy+Jr>h$J&I}PyO}clRs`c
z5<v`_j$=I2A%r(zJdz~t8~JjhG9MA+Pc$D%dWPwUh>r6y9}gJIPiFJ6$2+T4E!Q0Y
zf8M_en**Q{Jv#6riRsmzo}Mg1$&ubJxp>s+ce?jpx&5kvZZAC-UOuYMe`VTOU1msL
z?#8P`6AdFVq!jV*3CS^v7#p)I;xvm!Ps$fQm3}xLI__Mw;1mQSof6g&A5_ALc#l=W
zt)JRt#LQg(CH5YyLUF>-P)HPlD~r~L?%*#xKVOzmtBfKbVVW?L&-<IsE3Lm4$5a)l
z7;$LHg?|(lZ39Ksh5G~`rU4(rC5%`M<FX6ff9ljBPSHg=&DVJ4O5kiP+(-(Q_VGbD
zk*V*JfoFg|EZ4jIQ?kUKQt)ZJp{?5~K-neO(Mp4Js>3d<x8IoHsir;7_=bGBLn*|4
zq%dL>A~t4Mh<b(fdzUSPts?NxJ8v<ndh|^RueH$rN;_5vSd%WYxTtjmBb|2CsSwnT
ziA0Fij;)^>*OzUyQEa%HOB`2FuR=K^DRe<?x>{c6o!^@;<0u^(F>0nmh5Vcsry5}K
z9ViDpt0!7LFyANQUHLeeR~vJGRtIz6@gVH%lv-FdR|bvfY}({(cknB0T!Ot<xIIkV
z=lF_M?&OD@6-EpwwFSZH=^`Y)ild{n<p~O&mn*P?41?1cX@(l+pzw!l)%~JCfLMtK
zkB-eu(#|n_8dZ73yYy$F8>~J+M>;`CzL{w}$PZF$!?Vs6GgD<ada<{Qq8bdg{#!Rp
z;>jwo3v9zS=d9c4jXP__{jkFpw%(3|1(K#D!5{<<?q$w$pp9|O`}1XeWgz~BxF*Ix
zU}JUzu@V`<n>vU$iAxN^&n3LeM5TuU7oR2wO}fZp6~2IAq_YY->VsAx5%aNDq4iTA
zKNQ50TZKfRgQ1Ma4<*WUAhhv>z|Bwq+fxBhFdLNsAIg8{%fl+%5dmX_fjTuwB{5-(
z=r125^loEei!nkL)0P3;Q$WduuiKv6vD@zg&j_<x#J<h%;vdD)ALqjbEfJ$_XuFWN
zG*@3$YRuFsb*?M@tBitA+8?i)O>~_^zd9W4bnG~=p$iv+#~zLr+_ca~8!YAI2sUyT
zN2x%re!jKX<}K!3zOfXR!T4#0mGkn&irSEHHgs$jc#()z9EFJOG)EmNIEv~9bFN}7
z42J{x;!ttcv#{eVoVAKL%ZDTO&<$Z9#mx+~a!#OSa1fdv5b1n`5;2X1Kr7ZAw(UZ(
zE>bQR*0s>;=lJ?G;*4c(1V4QW)3nVsmxv?K0}54LX3TL<PRt<%|5Gp+VT}^Uy>lPv
z*5Ik*E}lAmI-TNP#JL3=C@U-dKt&8X5L^W8`yo9(ImRkT6gKSLa~+)7v}N<=9%loT
z2imZa9-tdV*`PssxImwNMF^pNJNaUPe1W3B0Nl6#L~g|`JFkzx`h7aqX?3QT7oj|f
zxFXWj{fJ+}t60U^njDfCJz_zpScTCKoy1W`>o-87g*!~0qVMQ5MF%4&x?fOqFI0#@
zg88SSjX48X478FXxW$(vJmkShkUIKi9q%9PG~P!d@ct*dB+>FgTF^{V(hBWC_0>b`
z50$|5#>-5UMw{QE=#=?XrztZYL7A6_DWl4Dnv+IoDbk6k%z!o-$+ZB-r_=DOou=Xb
z2pUf6G?d-}Dkx#COo(W#);jxY9rNGsH0G-jn17y*dEpOaKzzs-FjQ^xJ{p}qKkqbs
zz?TjA&39|`@yZTku{2na$W|ko$OyX7aN0U9X0$d!3us(A%~niy*y}zRrrEx=kV9f*
z+r49VDosX2bof6p`H5-)>(mo<eFN#h$fnQ+?|u^b$a~Sr8C1JH`~BaMcjGBc{Ttw9
zsSTlK?(8pN2PVSWKd-upm^H5NH2>Za!M|5>{)O};REmW8dKzapk|D_fj%ry@EbKG5
zIF3fD#=zAOcOxkU^Gh_f6o4i4qJN$zdUXr%_)beuGeUy?JV}DYE?6`B9VI;ZS_a__
zh~?1z(l-#lqFEjm2>=PJV?HJGvLpe4%ac#^wF&!{Xrx&o5s^r3?b}ErU6wa>T9)sN
zkmay9H}J>e%{6Sixj%C3==^(rr}_5{Vg7CYTAPYEV>6JBhqGXmD>qiFPWe^6VM`t?
zQ^P}Mr*Hw8SQL!5hwKk5MFTIeUtBG0xMVNPBI(*7IY8U7xtBf%U^dWu>D2>QUv)_j
zY|fZ2Lt$}P@7BLz>*g&_-L!cN{3m12G!W<$<}87%5B02PeX<4@{+JP=bLHio=E?`d
zTuJr!V;M8vLt3!h8s(q~4vuPxo%c{^Ch7_1k)`m@^e}b{&rHO+eUlz?_u}$-5xI#a
zvWBpSP8KDtBU=_OS#^zZZKpNHdm}VP7oSr>Fm#&MQ0HOFM23#!HQJW#-ZOCd?p?9A
z3{yn4^8S*{7zv5#oN3#)gd0M(w*W-v-BPD{_d^l9`_D<d+YW2jVTO*fSbv1pZ;8x$
zNa0X&a&(PS@3cnwbc9AZj%yU>(%n~GvM-NmohQom*{R{`WdDX8&$v`Yw7pGt{TnX1
z`YLrf!En;Jr0dghv$%w$vEHZ!k~%lv(P?h}mk4ftY=E1EYbV1Lo_(Zgj3}~3Olm(D
z?67qdmQY*2nlX~GZwXzoi%jLDROj%QcACS#8NuNJ*Fa8Q0vt}WLEP<$lkvsH<DS{j
z9e^bdaEZ*3QIEwQ4|$-|8s$e38f8nsW{%WmryEtzLldr`XFBDQN{aNE>XqSQy`+Nv
zP{klQ>c8Wv>-G%n7OtMCd*UYyuHJib`e);#Cpe%UD$nQdK%f`()2B(aatVd!SfEh1
zt#9kJB>XHw688F%um{R~q5Uk%BIAOI<a$ZLjbxN)w<Z%9NP6Wi7%Uq$FLI%00nUc`
zIILxNEM;X0$u-!iR)|nO*^sPD)B8FtO~19;0=dE8zc@M=+OqA=;<dXDU$$)LVX?gz
z++#<VFKezDo2gJimAR7pQg{MNEWKR(xrhEtyq@lJ{|7f7ejbqH{@VZc8~Ap&`&;__
z9ew_uKL0?U%N~QRhvBE(y!ebY(8rz7t$QI3kT%utz;Ar}?ym5do9i(-y-6Huy@^!H
zT+w}r7^oPwxP|Rngj*OaVi*(Gi#O94)M#i713u!Go9)YP9$v4`Kt0_#m%4ax^|EER
z%@y3Y!QY+B+_%%88Ht7|#K1#vX_xyjecrzkF1!oA$_@SRp{uiS+b;Ki)Azrj&-c>j
z-_qy%;M09Se*7JL>^#i<fcW!4__NFX5Pg1_K0ksD%iXuZOLneuKZ?IrxgVpZzo*ZS
z!{=S@TcCa7W$q*J!~F;R_(%Ns1b%$dzxGe~?Nj*iY5e#Me!K%8Jm`KFzVDiN%r5tH
z@CC{dyc&Ue4SswcTih?u=NIYoOZ53=`uu15{0e>k3w#O${ww|dD*pZ&e!Lwzy374K
zd<9Vd4gOrYuG{@fxVX#x3w*~L@Z%eJ=Qr`=&D8Qny!a;k_&@mInu#~u?S2cJzl|U7
zgoeA^hp_o!{CE^D-tGPse7)QK4&Hy5`yl;z09#*+AFrd|uZPdO+_&QQi7{YS_q%ZS
zF8BY!CrHot;m>Vz?hnMDABsQ!A^!YW{P`-1(N|E>xc{ZD++BBH3?xUk!8Vs9qlgSS
z4j(h_&%~|25PyCJf8cGu7Jq&#{`_A2Sq5?jZOg@<mGB2(S%rU=xrf6acMW`Ck&&zB
z+_mr(?%lA-=f0a@5Pms{-~p-43!oxlmb2siefG4SK67tEbr*z0{|?c{CEBk)l4-O1
zuc2c@eXt5kx=haPT;5!XD|6=D&rU8|)?5jPD3s=QZdK}HglKy&s)Q#14Fn*c1)^xh
zJ({1fKiRtrqXCu&mHUq-or<hpFy4qfYqv|CCrYPX`+E@zE}nks;$fmDJNTPxAx2ZF
zPZk@+;mOk6T~e!V1P?Sod~Ij;CV^NyP80-|^N6|)gt_P*EhJ(c{MqHM7e9`pAO2&|
z#h<Q#*HwUQ8l9BX%)~Sl+*^1{^9i)-YP{6AVUXP78wRJV4O|0OoV;PMQEe0_xy1PQ
zFBA7KQ}-{E_cNI&OnEY~0l%S@%OVqKlmsfz2zT6kci+|ZQmx)ss}7fHjq%zorFwaP
z-^DN^#<M%>eHWulRHyMr-z3yTJ5Z`O2B9$8AUp*%(E1>Q4+oo$!$g3Zp`~xMI#REV
zcrCMoQ>Dg4b+q0~K7fB)uX@t^I@`Nf^fucI*cHf9xDu%9t<|A~7&%H{@7?o&%8}%}
z8=ywLjQSarCG$JDi_u&Su+;#7xf|jB9nfL(irCi|HaZ2U?>1E(otZ583jmWq**MpH
zIwB5>$tB$v5AxiEyQ?u*l&;X7@w9w@-xX!pPEnifyR=rEDjlrW_SgIN%mVf+y<^^$
zzH5Nou&S`$cUJF~Eq#;a;l63Qg?`q{jnbxR*ti14?R-*sq(mZ15N3O)XSX4t0dp{O
zgtC4aVI-2GWxhOyq6K#sZ)rX$o=Pa8a+Rf~y9NRsoRMnGT$ocn!vy-uu-vs0=z=>0
zgLRAW5$)u=C2Svq52;M|;&1ZLFAu-2x#(E~r$ufVVAQ0&c}gq?aH1vL#|U*p7;~)&
zHG_yh03Rs{HIYOp_j(+HHxG1g4FG(k#@HT+1^14?T`Tb}ui3pXv6Xx}@c=_b%^Vf(
z8{tjG$SJAh(O1F^f=4URy_tI!V))zr&Rps&goagQon!G3Xco1i#3Kw7FKRC)?#v$(
zCa#%6t9vX2D7<<9Ek1H1v<YX@(A#zZMBYrl;GT$KkCWgdMm$c1rsfmVXyQ5dwaaOq
z^H}WiIY^er;kUQqH~e|$oa<n3r^c#<!p1qtidQ0l6hP1<PVnZX*dIBL=zoFQIUPFH
z)Q;~n7D7|4^Dl#?{#cvV_Xwd_EjWat&K+DAaa6J5uI`)(_kqPlYpjZgivmoUdSd+h
zP6ke9carLf5#lbvj)kfch<k{=2@rQ~EaKAFLhRa8MAxMOUW+fvB&&J@1Nh@?7?}Z9
zb?ZKg9S1;1{zzRB@#&KM+i}l_D2_~<Lqz>}=io%OyB=a4C~gdaDkx>|7f1}Bx{+3w
zeKlXysOrK03>^a|h%n2Y0<VUOjY^<6LEPBleYbGtY3k+W!J`-YnlQ=V_MZuFvj{1u
zs`5W17)`p+%L6u-PtVRZkF1r(U}w){d8FK!ySup>eu`KFsy4d40TrZ6Fva-^f}zz0
zBrW#}z{xJD!5Z*g$eoV-VEy1k+zT8!kKTTd!*SU9sXoHISKJdg7pk5o@-7q6r2a$p
zBw_C6`4#>Y_lw3fl3l18hbZOYaCXuRQg)#VzJ7?haMLR}zqG5q*H)E*Ww<L;;-$%i
zIpwI8dOHI<&Z6Ebcn(XV<?D4WE{&9@ijz>=9jdOg14p}RRP+|gufx$AW0Tb)925$t
za!i(>5IodruQ+ErqvBzBM;T%h+#GcJ<%}jz&6g&sX6L!kv6-J7;%6jlr}>!`m1R85
zS{M$m$rp!;ulHidS@`+{;I<yYlCVI;V_}c|3h^e4^y><EnrqknIYFwM7k348n%=xL
zX;dlg%Q$rH8~2`oslY~a<1Q=@Njb;O9SPl;Xtyl5StZ70ft{7e9~__z_*pHLCGYT+
z3jjm@$c%85$+C|U6PmC<NE4zW$VC%c0HUfF^I1|rF<}HWSiN|)tX}LX9O3%<SD6z1
zXim%_ai?k*CysjOkudCF?c&?SM&(vBVyLbvX2rCSNX(Yy#`gGW{06Mas;ya@td2vP
zp<aimb%DC@qrL)J^E?(oBH^rm4k(m!h2vz}934TMKNqywI{~M`$Av4v<D%&*(S^RL
z^^6MrDG5f;8xU+E4p67!H#$wl<07c|R~e}oEJd+F)VYAwrmFbF;3%Z`umZ)_&8z~2
z5#71wT0FznDgMJwQ~V?=Q>9j!@i3;aGg_=Ow)cW?B~z?2Lzh#mGFx7SZ?wvczS*xb
zql`CYu_#&1y>>8;LCf2G9OgPUfu-0)DrS>E{oF(x8d`Ej_b2396W5>7=={jAK<T*{
zr}6U9Chmz^P(ocStv|D0e?|yAq}QJvi2}9;KK%7(ctu-(hHWm%45nXP%-Xbh{aK4e
zH!^o}N=}PzjzKv`xxGQ0TER_<-?~h;GN<@##0`mUFMdO%(kiW+l*LpFYPN(sZvN%M
zT~I>{a5}Pp=4t4<)9b7j%=D&72a*yO>x!cm$VAcRt&3uTjDX2vK@8<R1=htnf$}IW
zOB*YfYW{qv;Lg`7nCrsA(n<=mtb(~Z{JQ3%qkrV8mm_@P;!04v&eY#T7!$1#Z@;P~
z0`cxR4k30`%eo-9dT_O8Y0GoX@nN#G<re7PEM%|NV92nGTH11eItwjr=~9yI;VQJw
zC+Z#wyXp;$QC`tr#Qb^whzU*ylCpFP%P}imS~70vZMy-Y_OEntku0>*<!|sC{`6M5
z9O<iqsFf|6)QQ;BRrtK`2th<4{mPc-Tm~y!sQNM#H6NAxWXEASFhq$ej$+4NXU9Zo
zWIsifMoSGiECF`wkI_%EOmL9%$mGnZ*sfn}%+w*+&=~QTHi&RtyI;n*{sRmtnY}}`
zKIU22vA#a$ee6wu{yf&ln52$B&jyegRFz`;40cSDbp<r0j8d<RIeoi#Oovzt0~uh*
zq+n=Lv6iptNQ<R<f)V=L`9iOfwBLk|%`|=}HGv2WM>mqxne0L>I`}8*!eG$>OU0&4
z(*8bQ94Zd_4R)M`gO1vbJ54eFwyO#ob|gHllC$y<PR1w4P3v0HUP|;7q~YqHsKY@?
z`A07RItE4z(nfL-k%Gi#rS>^MEt1zO37HH%PfqB~DE@T>EPfiTP8G|QIrj<BsX_Ky
z3`<Www!}`zc$+LMT1yBvfi5KB$l$q1xCJ08`N&OBK;W__9|v;c42e6Hd`ukm&eg#B
z!Q|sBc=A!W9&(wbXIZ2_GD-<9@k2{I(gm?lcd$GvQdg%te#WfcK<9<IHq;M=sq}Ot
z^#eP9@OFO|E<|;q4pNA_a2bbzra7l8lc@=*WD5>gX%Ft>3J%vC;n>~_LI<Ttd!Vio
zX^&a_MrjZFW}o(;xFn@LC~U>;U{u=UXyh|Wdk}wx(j3&TMaUA<8uWI5S|Ct%5!&Ny
zX$|UPDXn3j)*u8P(rJz7qX0b*RgAZ-9<OL=4Qz8sCUCCp;uL*;(;6r%U~gWPQ(A*U
zUs_rtu&C8<mU)djUkdg%#10AWoA6tHiH*MsciepA0#9tzJCfPx_aiQKtJH?KOS<)5
zU{dV$$j!e|<ayiT$!!3Wqh&#NGyQJgbsFN)`1!un{ADygAC{8Vfpz<Ry`K)huDSTA
z9+}eUQpELU?!raZ8`v!L|Adjz8u#`|jR@Sk-^3xrCN=mb+;(iy{kb^`O!6521>KuP
zwN!*%&fruY<3BQV789;-Ns`bs;vZlT?GM*~8_7c9`V($~Z}`&-*RNG<9u=?G7)ngO
zK8aoV_8rt^`gpx_8OH13EO3mWit?6l6zMdC>xEqjMBH27&ZO^Dgv=jUX2(Ot%s+t;
z>oN0_*_!|bosOCJu>oWTRYg2|uw$C(DWK7{OdT^nYqyAa4!flh*em6QHM|NPxOobQ
zkK3%^e<-Yii5sq6t$JXLaACgKQ8D#?=-5pAgd%Q;;MnPY(gGh9Q{PBkv^l1JW4<_4
z9QJJNI17iJFj=mH));dbr+GZoDz*-lv!GTFW0zV^pk@iJi(%=pW75;nk@bpT057sW
z7TDZ_&2f6LMP%K}R|x6lXu3P0TazHPjwbhZ=+q#@9vGhyzCxDQB-Xy4P;LTdNb-^K
zbCG-tKvb-qo34N$W{tJKJ0}(i#o7}`9T{u?OBHJ;heKEz>1U|mdfhv(Qg?!=87&ui
zC9pU^KDLb-u$o<D%)L|`nGkpS_n8FV7sZH$;uMbHM}gWoN8yv{ycQghKu%@f*?z%j
z&$rb4$rw6Iw?nK2g@{R~=<Tz`>2f`aaE3fKgTxKE!v0OrNc<<$G){lNvjK0|px98b
z;*Mfvq$GT5dcf}in~4KQ=nlE|mG1Ea6*Qw=!Xi+_3X8fte6G{-aH5qtQCTTIlM}W;
zo9@N-UJzzGMOF&UyU0p?55G}XioV%rr6{OOSt$xQa!)cUD@DujRaUAVN=y0c^rb>b
zF856D=d(=ref|W|y4*8$v6Ppx&r1;k59z$rk5Pnvgi6NCOW_qQFNJL`Nd*R#T#QA{
zZ(a&z1#EVAPI;-5$(Vtsb^{c8orDs|<B|Jr{M(j!w?%HiIk^TnB0)YDzvY*wIw9OK
zgv1wYMO%qVq5L|MuDTeVZT4ELtkt=xH{`H)MJBJJX!h5OB6-DOv&dmRAxsVE6Drku
zWdMC&asHB8{b7-6omjC?YCSdly5^$ghREF3`Vi5*0Gdc~MYOY+*%e_7wI+ytrYnLV
z?oJ#+Y^ICW8Yv$3pli?Oondoqm?XWP1Kpd2ofDE?&!)~on|IcD((Yj@v~?$Z2L&M2
zWyT=4v==1@@<)kDSWV$KCJ)$>VMA{_3m|HL9&i_uh4O%}!f*J~%L5)4QVCJ%KuzjI
z6zE*+$9JQ^+e@DgJmWH1m{!^_83@71ThX^Zft+B<XBaQOo((axr>7Ew=U~TrV(<a>
zCO}3Wi9x-lEZY&GH!y(T!-kO=V3oXi7j{fjZUs7e_^H!_+dVbo6!yp}!&Gv1fQmGV
zvcpiF*a2RoByor{e0B)en^l^KVM$$PIQnG1I8s$-AAybmC8QifRcEnLNeib;d~POK
zb#{%1J6~A~RqS78kbX1aofa7lReSd91gS|EdhW+?_lf&01VgJmOA0JHL8g-+SbH{+
z0))m@PPq1L>!+S<z`~3?NnMAmgh|foW5(nO<*ZQNW5a;yvege$7j4c~pIna@D--^d
z2v7>|1nfAA!t*kg*>`|#$_YkY2HpP#>KNo-<<7K}Vz?1T>}kS?9bnjOt_w*-BX)r8
zNa)Rk1+t(gyaOyjNeS#^lJF-Hf=!?cNjNfiE)s45h{{THzbPPaS+mkpIdMiPE1fv%
zoksxc2eOsT*Ql&CE`bYqH=5r|Sv=oc()NIP*9sf<?zv9Zn-qy^?Izi?O!;|_XtfUO
zGs9D5uN+Q9N^pS>Raj6l1GyFGn{ysInX*SkQ1&gd>><RZX@#SQa!BePtUzso;aT!$
ziz6e|nM#9*i}M`sHe6%?G^1itaJra0f1|L`&-EHn*vtF2B=VvewNCH5J5BFntrVon
zv+^mj&~Dm1I=1(MFwZIStZ2qXp7r&p>?qGl-|X|OloX*nE5*jS4-}PWJrVhr@~l$%
z#GJ27_t7purlgXyt~44y${<kqBm|mf-_}`I>S8JDYM*r_1Rl~^*9TFc-i#{8%evwf
zE$fPHF3AXn@LY`i&2QEfWd$r$Ij5|v*tLtY3P+1h296O`jc|@AG_slP7ZEcgw4cUr
zs6tvL36kcNs>I>v!W}o?urM>Mh&RMcM-r>&dvCMKr*2A>PxW3AnMREw%!3O)jp~DB
zkv;A99xlKaNSb;}?O>svTu#(KP@5?&fE?;C!$Q+a8ncu-{O|DVnv0DUB2%YpJc<W`
zul{AG0}pQ)>p<ATfad^Oo!%LNb$1mGAvRI^*hIedU~Es`^fYtinB+}QhVFCAn;uV{
zh4Q8+#R$AYT=1yVW5Z8)H;be})D4WM&TcQ-HVa5!2u!FQFxfn;pAQp$vr%1SF{*pu
z9f^mt-ieYxvk*C|;F0z#QM>YiiA!v3do0HGwb-#WkE_p2PgiTOh-s==Yuq#gC#~1#
zyi-c)0C{c5CV?@PSC+vhwOLj0pIv7$N$Qr$BJ{TZ0HxmkB=s7k7A2`~!f*J~OHy}v
zS~e;-ttmReGe2QA2z=u7x#`pPdXXG|>!Kf)@pF(uUXyQSe0b1;4_^vyGaN1Xa`ERL
z`XjkRWukwKkm{M}2742Lejhxji}NcmUsa#2H%e2^!7@ax#!Hn_4bIhYMkXQtR2g@G
zxA#LDmLgALC#Trqf}0dPT=Y7Zk2ynOjW*=K386zMn?pSq_=19*@Cw@BAp4_t!kK$j
zXBb{di|;2(qdsb3jX4as`ON%A$+guB7=HNN#9etB$JOys5OSr{Qfa>=;e{3v{1q@n
z!Q==D&{yO|5bYTNJzS8CgBGDrU)Kp>dJQ>;Nm>$pLuxH$R+VC4O43#c{I`^}ZM#8Y
zJTby;&px*U>q8J2_Caf_AH*S)D1(|b2<m3(h#}{_`I0Y64Xutr&ipKh`Bc6DtNidM
zu;Tz<pfsjl5K{^3PNy(jtxlGT6<QgyL+nc;^+{XnVP6>P)gCy6w0Hpa(W73)1~{0s
z;!IB#N1#0ISl6YXT1$Ac=~!`QvVm#=AJWuoF>sP`lmcVxXrgXlT=lJdk*rqK{2O%a
zX}Hje8f=UUGNoTpvs$8@Yd-%fgY)MJZ?w?lYCX+Q2~LwP^klW^dYWG%7}|Oo^0lJZ
z)93^UuBS=Ff9!gi)=%xqneiD3lU{FY9mwVXsxb*e8F^GGu_>XX_^7H7@d$O%<~28c
zGx36F!ov~)N~iW<$60i$T!v8-9`g)WbQ3PqY7r|*F3t%sT{zt?=+t1LO?V|qf_PpC
zeVfHO^!WqvZNF_7>WFeATP}QSA%JQn3HQbVY?O5+Nd-WRvo#hhuWAV=j(X=hFn+<6
zBs;`<gKKf-M$Tej)d4OpK)2GHz0!&U4E6PDGiW9Wx%4QstnmH*1hAF!x{PEzWzEy`
zaDm{RRcIx>;AsqJ7KC)C$kU@15PAB0@Ehgn>6?9?o>FTh!<2mCdNV3de-v`TCgg%m
z;5&wPLsPTQB*|HMdN)t-x!>|55!P9G>S8G?Z=aPX1Rl~^`PZQM+>Z*z%gW;wEh~?0
zE=dH&EL{wB&Tm#8Wd-#3Jvn9Nj}^L{R`Esdg4S<{-2eOtVu*zI!}tvqN2`2blJ}{y
z^B)U$+<fx_&CYA9AUl$wzkn^t+vpTv&OTKgotZ2-X|nGd=bBs6+}EqWCNfhWMWlxo
zex_cdmrcFiQ*^w@j6DTU7C?Uf|Aob-l{{w2&wnrcy5?eJfXE#ETAj{3ro)?9RN#NY
zC}~Xr`&@kl1>9fZ5IlF&y)}@6Jrb3Ej|lg9P_-vBf6M`M<M77VgsC^(^pm+qLic7f
z)`ZOHYU(VMnO{YM?V%~OojK4fB30rM#uVM{#l-3PV<Kjj5^1~@T4Qp=Etxd*wr>Fo
zw?9Yx8x$1E5nqM`!k=D__-I}Dqw>U>kcpY<cd#?x6#_5KBu`8x3C|lO=AnwW@PiJ1
z_nD8l>$JT|w=$-?(t_zy<%u6fNcBANGufK}^kAO&X=2onmhvFfPAr<PRYyv7$`<<@
z92#)`qBC5p?l0B+bc4uWW$TI|=z2En%+9OIU?~L2^j-)-^OM1<<_oZjwoYQl6g5zw
z<3uHO25Us{ePOp&_?a?S`UPjCT7h#nE4Z!z!%`$3z*3`-w1N=T%t)hLt<WNauF}n=
zk(q{fBX#ccQFzmLS~dP>`QlF{r*4Oi0bL~Fq2v@cD#gOtG<|Yvt&T~qQ+N{-k^2+g
zZ4s<gX{uKc#3o(nk#N&A)vFN<Elox0J~~aMlOmX=N~A<=nyU3vJ9XM*<#I;9q<4pm
zZpsx56eqmRn0}!g6)KI4vHmi3VUVLTIaBsa$TYq|=W=JlxS`zC=dt4~+VZ45!esi#
z6$@+XYdE1uV((%c^4)x)BqK;1@@=Ax1)@|o2ocq34zW2q_OOF(;*{TK<rJ>ky;Mzd
zHj_WYnB~Nr0M&K5`!E1$kk#bFOR3e5g@K#R6}{;uL^Oqee~fJxil333x$v`v>Q>oJ
z?u-T$QP%9{g*kDEM8C>zCXRY%)NX25WH&FRN>Fkg>hR30m|{^Xll(%jc>74L1PfQ?
zW_Q{a-{WlAyt&8O01wG6@>;xH-bh{efj^;mJNaTEo`OSn0q%3ol_q07DyMv#j`hhh
z)CX{^kq*n#u!F(rT6v_@55(x*yxFAuz&wvdr_BwWrp@s%p9tpr|3s%vy-}TZV1+0Y
z7r;rEsX+9=s(|XWHEHH|C^}_aOUm54Vi_D80RL3@ODe6epW@k!WbrvUf<!M5lZa%<
zl15?q$w;>aI6j@2H(L_Znue!E&~Q?xp)@?WRKi@)@F^qH)7e++n7^~rn0F#D|2!S@
z!uVuBd{*-_@1xP_GuLVQJTXk4eJA?|t)N#1egQ`4iq6<fW2ROj3p7@%PWf5vQl(LD
zluNKEeF}HVIos>?5|zE7TSfS<UtBHFC8$}m;gY=@db}TW%V1-6y3|k4_R{A7{O-N<
z>Vd1Ty2QV;bn|o>HZDN`ac~se!2S(eH*ej%Y4aBNPjxp1tKiGiljTwkoe|-Q#QTu+
za!Vg_2~$shx~OHu@-Wid*7^Dko#yMl2);gr@inTPMZwsfm}KB<Qwz0k2~}x1`<<QU
z>}?U8eHP<vPh&$CZyI$aF;I4ujWy_eO`M>!ckdaveD^N@&Qv-Z5<}(vB{om-JE)b%
zCmQ`5MqmkRR1G{95%9ISc|c&_5)x&!#1M(Pp8rs%rQy;DX*h>TgRkfR$i>0f1}ve`
zi!<s1kp_*rM0~o_5^+^nBAU-tGcM0KU|?uuKbZys4+5;)(Q%KhHJX>6o%g}$)cIPc
zsdH@vb#7PG@s(A6<VnM@UdoBG<MTfpokIWKX$svCL7_J(3UT>?dK!%hm>Y{I21UU0
z5~-|ljYTqMoz}nTG_8vfw3dZ(G4v6T#x@a~1T-tP7tN@3dat~>!>O>b2ztxIm|3Wc
zY@<hRO2OnT+L^L4i(<q&osaD_o%e_7yzde=E0AjZ(%n~Gvd?sWJY1}o2D#JJMF%j?
zP7PNl`!`&6(ViZ<K=;H1Hu1$hT_QS3WyO+uyn64&F!jcFr0p_Az*A0<dmMUwzcvVi
z?Cla-V<ye!Xw@ag>9oYmMo7#vn8bL-uq`5U$<<dGGPuUB{?vs@VY_5Tn(ItLvxM2$
zsdYBF>Fu=Kyf8v;u48iJO&GlJljl|hrwr{3(3TonPHiE@XEVCJ`<75mTQTHuFo_`=
z3smbC>1myota~CP>joxSo<+j#N|flB57B~<*#eZUJm!@9mar{1`n3`-TWss{^~_Go
z*XttW>wG3(ah5AEA#SJPTA0!Wh}jUeLXU0O+P8#E1KSi1h{)QuV$t-zPD{sI!_v{z
zBC5XW5pjCY@B}1-#|YvMaf`LuQmuqhLjenDg$iF<m5hR1cf*4Di)75YCLHTDt=|zr
z>;K&<;@_wh%d~zdUz!Wm;&ncliS~;W2Avlgo#uu2MDW6U6)(idy+<!vZSUk3E0zkt
z>pdGcELtdZet3ST`Qd$Ge%SZ^NH575sm)HqdFC=BC|8s#UNCi&1~JU6LR-j#@NdIK
z13OZ!!rF1wb$bSOi$zo-o-0Df6t@a@E23rcB?&?1aJMZY%>+h|v$=OmAl|GE$6KS@
z+uKW~ExyZwcnVR|BV*wN&_?|YCgJNPTIwtkk9ZyL3y7AwZg^Rzb;Bnkbi;Sj=!UGJ
zze86w5N6~u&<$sA*?P`qm}rSmd;9bSkBrIJnkbPaqLbS8)Hv)@1Or3!lknUo!X7Ld
zqU+k`wVl>BUyaZ<>z6NErkqnRUK8*{Xo9k&a^fslfcwtcdJd26fIc{D^Sr2`*rAx{
zrX>~$`oZQ-&Y{O5x+Z&jr#0CRA~YEurKdC*WOR1#*qv%8E?FL&8EOASU5Ka_EEN%T
zeS?^4M>REyv@xYR=9f4ic8KhT!Zo;CU%D{<@5sAp$K!_TNL5YfJRnRYd<k_lGfs&*
zo%7${Y0m$dRb814aI8sG^-56`Mk{d{+j~Kj?@4iN0haj@#}<46kRy&Qpl|la7EsM`
zDmF!xsCh}PsACJ(qwBaygtj-4whkR#K)0~yck=NCGzMNJ%>9yIAk+Hz0_tMv_yYUm
z3kZRS^zj8>LoxanR5af41$ad}z5v@?k_;@T>tYq&`8~b>Wd$sBUrxst97hvDA<gpm
zf;vl-!Wp|Nl_k$FsPmI8SIh!tNPK^X*vjt!gJt24n{Qe82N={la)QBydUmm1usOnD
ztML&A^~f^}qUiMSqB_F>cpi%}W97EXd98Q<n6iSqi?=k-;1obPku~A#J<gM#y#HXa
zHeUDZnibrE;Pa`_&!zE<bk7Jssv!K5LRgGim(w4@8u3N=D7C0pE(<p8#rw&Rcw+c<
z%|*!#ktZ4)#fZ*{6KG>ZI4_Kq)<m#B(;$Kf?zuRG*fR}IjOJet!uA|*aHTm`T!Z5c
zE{E>TN>+x7SgC{GFQLvt#~U0@KCm*H_XVUp*iO4Ry^D-RO6^5Pu>;6h<EcHxHZKg|
zWBHSx>@~__-Ee{7;Wi6A+yieZMrtalpYHVa)2yIlh)zOZ^RXQ+FS7By*kXJJOe@A`
zQl7LW)7o_wa}q^M)e?H!;{ajpKZ)Y0NESMY;%)d1e|jfT9K)1$)KL_gZWLDR3D}44
z)Pi4-{wRu*_R8}mVB>MU;Z(;&s7$E{QUS4dF<yHY8%Ac|TAi=pV8{9a6c4jE0l>in
zDEb9hZ~#RBE;?$%>;#I8eK8b$m<_xwD3V7|gitg;M^JnzUx3vS6rabADFURp11FoY
zM^IcHbEI#<eF(hijd#r5Hdk<Og0H?89pb79VLqJ#mlZm=VmoIvN0ex<$5!|63Z7v>
zM_h;(_=VlWM^|{pm@UopE;3g8&wMej4zKus&@mvI6hr9n3T#xWh%<Ql!z)%Ig1L1Q
zml%XAZi#=FMICx|Sj95v*vu8v3!IxCR<R1f&<?90ix7QSg+%==oRym^QEvy(MVA=5
zPHPvs<fvk+%m;_-v1@A{-qfxkKRFYH-IL+*^d;=wJ_N&v!X#Y5<46)^i=J5JJbL>*
z4);)7KXqlkx{EPg(%VD6m&t)7-zP0(A?9!QEBt>~D6-V*|JCLCAeBy>ER8#b;c9h~
zH2*-YI0_{~ooZ!rwzq4$gAFCfJ02)b&XgQj$62n7mPeq-s8b%(l)O`{m7M7!lsQGG
zt5S0OuE_}WcI}v{)u1Bk<SaZ?hMK5QxEtQ!6c501@!~KX{y7GPMdZs9EXI-AsJV_{
zEsScT`O2NL9YZ8{F}4F6bFdwVe-7wMy2K!yO?a0DQz_eVfFLyKLbn~Jn&nmmBb{c^
zQ6JPSiI|VoEUlk<!NQOYM){;sXVOSF8dF|Q_w6;({iG_WE{Icr%9j!PXaEjQqq`hj
zBtSX?&r%C08)pwJH7KJ}A*}`TrdnxRSD{<1J@4*ux<^aH<pzF%g?OXlTj@Zl(!H_Q
zxwte|gi6V%p}YqY^ih`@GnZ1mfl=(8`O2!&MsFvI#b_gJ%&v`A0981cbcMn9NWz;;
z6p3UfrHejB@R@XxMHl@ef{{)a>4*>NqC~vM>Y~<9-OqJVCb@X@_WOinJbL^6J>YZQ
zN7CW_5EA13LMegoTu$^3dbz)r1W6|S^q?^}WY$kF8l4eE)|0f8e-HXI2D)jqIE(sd
zyfK1*rfVhoQ>{0GItgz~P)KXM0dP50mzl8sHeX>?%IH@_o)~3>jh#_O>u-&JlZhq?
zDWjvIWBW<9sbh2;f{{)c>4*<1qeQ&NDx=m<HN(ot<3d9djmoDu>nR%$2Jb5fg#Q(U
zB1#2`2Lt*iY4Dl!&(Axre`aXYoKqN^tQH$F&XKmBJr?y>m2R3TgWp3pNLPpsqV>EX
z&BdxGsG3zY9<FEPHKt^qk*^RcC37(eVT_W&#_URF6(KtSqqxRkyfNWznH0^l2}YAH
zvUoj%2u3<Zqa#14XcBQBt7uw3H5pbk#tg6dH^lVt+jns|<1+#$4K9-+*=|hW%#O@c
z8bt{CM9;9cJJ=ZGym)dDj^wX^r@U4nkaUHia4ugNQF`EIgu)m-fQ{MpK$@A)g9&dk
z5#W%s@n(Y0q>C&%;B5#-Ivt=RKBxl{@gA!KT0eCr*8$1=%J?s-?@S{65@Y(rh_J;d
z2K+_v-?oh*t0P`94H>&wK531|Hh&bK5n<@_c~ZyELKfT$c}vseQ0xE9SHe{O^@rH8
zN&YpMqIa&43l3y9K5)3Ta-)QnYJEH7+&|<Cw>swfx3-+Ccm`3|X`Zn;=K8chiMInL
zs#S`v;+<2l<1D;$f|r2bO@*OkuHCbyh4@4>Y0-#O@|K)H&0s~EGU=Vpj%<Pfdr5ea
z{$=cs&E_VYuyYj0DeLyKgl<hZA`6-V<4b9G1->k-g_8Uy6Ut4%l#H(=9~nOv$+rMR
z9SF{s1_cB$>w(}m<-{Tqcj`d!#8K~jJP1SZ_~W;#ZJ=8nSw#nSw#yZ6v_q3}5nCc_
z48$A>PETx&eq!K?0od`qwbdcw^}_Yyy>bQq)*JnW_rlgKrhyCnAl4y14``qBf#k_l
zKRtr#U(l&8=DHb(&MSK8N0OT`LVPdUh9yz{y(M!Tg7E1)^pZ~VP$7bcKBx1LsCwZa
zoL)Cp98m>6RVOKRNo*(P9CXM*r}NLNJIz0vBKYT5Vg6C4y4x@i=`nt&B~=Jym$a%m
zshP^4V{=CP<3)qckq>s7BezCy<U=|~N?!;FD$l4lV@Z5YKR-1EvuTf*v(X|OyH5M}
zcAEC*MbQ4sI_-r=l!^55-b`Abh}a>%8*>&pG(prk>5)!z($gY1iTR$H{36K#RMv))
zqWw0$b#gD}Y;*|1r}NO4I?Y4dBY5c7x;7F#Wa}GA@*DUtnH5xyZulQFB6P0&cBi>A
z>ZI=nS=F$u4xLTr1Of*Jg_m2M?6+`^DT|JNsqyzXSnAB#0J!igs8StOam--LNr&E(
z3XOTSSVKJ-EA4$tr0ZqHQFVkbJksfs|Km<e{?%c7wD0Yal8>fE4;24Vi@vn8qIz;j
zViRnt&Wb|zle;n({w3;-wUYj1ly{nXy8QpH)ABzWA^#s>m5;YN;#>mF^ox@O3>1K<
z4-CgEgbzo^dgj6<1J4L|3Kvz~Pw{dp2)ez_54{SXxFBvOi4J!ge~<$^sE$0PQ0f0@
zufoTSe#nC73TT6A=~Re&0dVwA0?tXOpO97w=ig*Fo*f$z4T3y30tnga*oXwllAX}_
z_2FvJ#MNz0P95%B;^rl8_M~S~a<gt9j=ZhI`Q%%z7H6ocy1WpNSXrS}>xu2XAhx%p
zsH%H1ZUp+DQ=op`20)Ies!QMOtLjoAOsa-QwGsKctf;EG$D%@IRdws3vbuB+E31q5
zyd3u4-#F*qLx02ykBRHW+5sAcU&BbCZau7w6m@^B>*`V$OLcYa>*^8$59zwPXQCh#
zP}O*Kb@7T;R~Oq{k_{{l=3-5;`K_yqvI3s$>vF2AdkQ&7BgM){X%gz{PM0dt)phmz
zpt>&H7hPj_0P#hlybHgfLTOb#GHIpstY5I>S>cYGZ|r!DUDyQz#XQE#rFyUYI@`Nf
zT$}9`SR~}g^*kLZuzN}Py;fCr&r4OZHT<&3QoB*)diR1awHpDPMZMjV!`&26%>0#p
z^H*YbHY`Q0#IxYqm)M;NzplA>xgfI6?y+HFdu!3fg3hQLgrh6V9^Vy4Qfr#nSKN)D
ziTgqvLTts|mB_q4P<I6Cr1I8awNl<Hmf%x&3<a+>M}bLs-B&^PX4}sbDwVz>LuWCS
zN?Vd7wB)-AgJ^%H(ib6Fs8Z>N@EiX0DwQ4|X8Wjer5a-iSHFfG`ThYoGU>~eK5++m
zDNYfh^H?gvGr$gdBQjp^@4ptZm+le9iXUeK%<RCZLZ&xi$9f^tkFqxbDuTPD-Xs8q
zf;@gc0st>IsCpOyU95~c#e>Ciqg)wxN;j8AW*X&cg$|D`SGtPMco_<i_=xItE+2Dh
zGnES7O+|pFq3DltX?oy6d=pd}>k{N8JX0(SYLHdv*NCW0<~=qW!1y8=Gb8yI86nz2
za#@%)MDqD5%=*220aly4zJnc85J7P}&Q@Xzvj$my%`U8lw`r4K(K5VudL`cCTO(mn
z=n|vpZ}J6E?VkQ6bPN#Dd!tG&V!KjsoS8yu+@$E?&*;UOwjd#SV&hOr(=fGR^;-h`
z^cz-fHXm+yZafYx5TN+;@z`+|{^ZOTTlF-KE6>XbFntf5VaeI11VP(sNX9+7=<HcA
zU^CB2?%h&b=Qi7Rp|;K;*>d4q3jtJH=eY6?uu;~nbHh1tMri9?;;4771yvT@I=4+M
z($l;x&B3B%nHDqBqaEM?va-HeIugoU_>9wlo1C|nC1d4iD`r!v0Pf@pPSHH!*xn27
zB>-wOMJfRA6RCg~;<sO8Qh>hMrvfNmN2vgc-Eb`#l?pfs*<h1!6gMG@h*S2$`2e~x
zB083w6rl0=GX;UfVKlDfLt7^WsEehffPGSc5O_!@1zv_C^%D5-lLB}}OA26{OHzXK
za2KcV^P3bvSpiM{XE`MWL;_DpwoC_b&92`d^8mb%<@*prB)sp&Z~3JG{wCaU^R){z
z4S?k-I+6gmKu}8L9IQhBTZ}^g2v}s$KZ-aHEt;S|fn^cyKZT(mjiTJ!@4G|u7w`XO
zSX^4imhI#HUkkskxfmHBGSa_Rr!&`wyom)O{v(W%))cUh?nh9-{Sgi!HoAYL#<3n$
z?Kwnm#q-RKg28!Ye*iGe=Bf!%{@+k%p+odmQ83g)lN-!-1e!&VNIb%r;?(wH;w0!k
zXH1yPoE2JQ@*ORiH1xJF13B8C@Axqa3gtV_M*`tbFW+&rF8ooM4o%3!to2{8Gv5UQ
z?<{?$W8Ds!>5yrSK#V=y%$RGt1#`VrEY6Bpqvfg$##ay`J%jOd_9g%^7|uOI0D?!c
z)gkEs*#;F#aG>_vf%0f+Gyq-7XBf!4*+4S8n^7Rk2!06U`HA3<<O{HhkPczTH1}83
z#;HZ>2>#hZP<oxhcFDc+I5d&E!o=N79Zt-tmrDEVa6%4MX7&_nINHBjcIVw80`LA+
z#sxR$ixd^}Z$QU@15)RqQ_rwb$vNk}_+oUybFrS34qF@zX&+)(dP%}~ErRRn#EBOX
zmQ1?H5XN?2ieP9#Y|_}#L2R9T!Mdx7)Qe5>Bs~?fT_#DMn~ZTN1HLL)juIRjVN93g
zxskeX+neP1dnBN5AGzF^Fp)%nQehv#j<cw+j7gq<%?U7FI@~uvr|D0fi%9Y$$j6tV
zZ!>o>l;rt>Z5N7fk!-o}t%U%pBoDXm0XE8-<XL`ut}L(WBPNb|XBXJ6V3OyhGRadb
z;o)>e&s2kXt~kQvI^~8cR2E(HaPOY$U|YD_XB@Y0iDp1rqj-UgSBXY$*cROAgas9j
z{W_px&grOR`ejW=@tKI=X>Ga^D|7{+byB3GP&<iqR5!9XrK9MZeL9Nb#*~hts3O<r
zQR%4lEFDF`Ja5J*tzMIE@e@(<mWVlzw=adpz)h6<kNzacIt4{tETy3AQ&5D!LplYu
z8O3N5DjIKJ3SQAtP}t^@WMF8-#fZxMrl3$(z|O4CDFt;LO0yKz=p8Bg9npJHu0tG=
z`0mAT`6Z#Q33uFl-NH>m)jN`fx=^?3b*nVgR^v2OJu(j!MW2TkRUWE7XOW0Hl~X{A
z>(>`RD(bmmp=q56u}?+a5`JBCQSv}!F6t;oYVJG-+Ia9MjFr|zu+K(C5W#KY5Mr}Y
zYjv*m;A&4g>MzZ4VY2Dub<n-ptXkzw<ox<}*lHu@9IvL%Lg}c(Y4QZhq9)?^!F*J(
zodR0kMaCF^*Is12H-BW9O!F0HV=_`L88!5_20-M^FADC7c%siq@KK74u(_u~Q}c;w
z%-fv%S|~~bCjdPbyL>5<g)&lK$8Y%4%Sau=R6tZpN|Q9fMF+7D-ys5TEqzML*&$L=
zg5hv82yRMIdq)CEoYuE9?)x?ySY}U6<!=sP$9l@@o9s=1f?&$(A_1t}bfb0_`ROWx
zy#gmmjM07=xu2#h78QAP$dL7820~kqC6iqtWX(^qYsDQp+hzt>MT(bU#}rvme1emh
z)XA>Xr8pEK&m`(?k=ybVv8TP`we!jOVnAiKj)#r`;ONX2HY#<&@t!`jC66|e7K+{!
zaR}3<gm+nF15{S($poQE7kb>?aC3#*hhS(~Dbm`}St*J7U?NZ)=)_ne;*6(D+l4MU
zs@R<^!Qmdg8^dTa#Tz`gE!fD^*tP8fVIUL5-HYJy^qCg-It0Ur;v@pWJY=G*(GyXd
z&61u9c`PP*$o0lJ4CNtFxyFW;BfTWqh1zWPJFs-1o!Xm+Y$5@Dr-*Ag6SW~nudK`6
z*l`x?k}(hY7dZi@>qA57h{!`GXv7DIV=Qp4Hk-Z5whNVqM6%_=w-y4Z@{rv13b0Yu
zJmjZx;ta|1Di4`B>d4JzzhQaE#=)xG$dA6YpNWL;Qz{o3U7K;k<riHUk&Gk<E#{Dt
z?c4WU5%CB`p6fHiQ{_hNv0OMB8qw+AOh@g}r|VkyI<^yk+D`iYj~WxgGZ3@XuL5`G
zoL^1m%j2xXU2XT{(`q5B+T1&~_kz%-De|l6lZgE4Pw*S%SLvI5ew9)plwYN2Ik!_$
z`BhQ*PXry}cKYf2f+X7~Z}Ov2aO3Na`*U{d3@df9lwq~cuo40f=?v@tpdkGMRgITn
z#VcBd728~r4Gi_U7$KbB3@geCc*6&B%CJgVr3FAqoBZg8$W4A5o)35-;XMt%<(FT5
ze7NHUx5<ytB6M6w(yJG+a~?K21qi`TRYzxFO?{fM^2WJl%1wS6V3EnyDB>)FJzhFk
z=DF2<7s5#qi~=H0MFqUEh<UNnC^u%|gdo__zz;XW+BEFsAaS8lo+=HND}!Uz+DNIt
zd%Q8y-Q$c`tD}PrD8e*23d{2P<(<X-B{=J`ItKozI4(=;auUuajk&5HjU;=j70Z+C
zZYW)eS4uF3N<+SHx>|>VQdJll45T#Le`#^D4iJ=X9+@as#=TLA10h7e)5UVl8|>_~
zcgM&KobWU?I9;q2r|SK;-nIa8(3gc3OY8KfeGYm@_;rh6J7h>yB2&<7b#dTR8Q#RA
ze%FLi(wYMH3Frt4xL4y4;u6sNwt}E9$#&J(KIvrJqknrc^^@jIW0I+#fbMh4)Q?hU
zp-lZMvJ@Vg!W&0<vk3T#YfOCpti71Hy#tt7;~C3XWQ6Y^e5lI|C9i2OO780bN>-xR
z5Q`4pN~jQ*7#iNwUNpS3187(m^jJKU6hiWHq;{)!m&jtW7KWiuw--a7APl)L43x(`
zte=k$ezQ@1&0<vdz&nabDU>_?g+p>wpAC$PrxpZHp)beB_U{&B`&#VSn#a{=rl+g5
z#$X)|p>B`^S)aRG29Y;{-4*daF=UhIxmw;MJ5vj%V$|_5+TpVVw@kQ(ISm$eRHuc{
z%n7MCFp3`br{>dQgE9xdv*WX4EJkI(XL3|_eD+w2v1R8oG3560*>MrmJdcgSyml13
z+q+NbwLlx=xN|M=XTWh=p?e5CnQFF+Ek<R)adK2aj$1`jX^uO2jp6Jni_sC!-MefV
zs4DmusesceIWhV+GhakF!9z@#`Htpydp8R13pO%T?zcdt0sD>HvEQu4s0`Rojw;B0
z=?v=&Eyk8z;fW!)m*-AwL`JJTZVI#A`p^U3y@K;1+8Oh`-U5{d%=a2Q=6l#;R0hl^
zM`g!+AFvo(cIFd9ZZGp4Prh0pB<itKnDvAcsBZV}6pR;YWo-A)7DzN;yD!+W-FGZT
zWx#fFRCa9lUlwD_&URwR?Pa^iD7Mq4r4$hNSSrkXCqzEv-7i=$<{rj~U4Pcr*~a0}
zy@l_0vc;$j7*USOjuD?^F}CcCD2Ci#MqDS;IkhsRl#-{lM{2inreiIP)h@6=oPo|e
z-;UL;v>25EtI1K>vD)<(W6REJV#w`fwPVAXLywKZy6z};vv;4+ae+3*a19Ie88F<m
z9m74}VpIkUCr4$+a4)kMTXu#MLvAm_oe-Ip_IN4GbH@bk_wJO=U9gq$-GdfbG~l~8
z+40?bEk<R)cXCugzFS4<e~vwQjp6JOi_vB0JTd6@a^6vF<%5TbFvqR&?(=RDtfnqA
ze0|dbUj{t(H9H>rk;SMCcubBe$Ybe(Ccm~ATXqf;LvAmJb*aTP9`A(NYZcw(wF};o
z*BE0R_ky-g2#$g7EhYp{uo#sAW64q3F;<_&*s?R07;<|V>j;1KhQ~KyzFLX*c+G;X
z#3ja6&#=Iefx5cbj;pS*7?lB6$x+#H)u_eTvU8Ofa+|rT;Vts>*d~Ij@E)&Oaur=-
zTy>iTjtsbJ){d)QY%wYWu9Bm&<Er~D#+IF{#E{#|RqKN5MLq5bGuKh<R_{K+Wq~%v
zZhvioJOg%n*pA&kVlgTMc9WwDvfJ`oZ{vu=3k+MIwHQ}+RujX`mDTJzi>VaTaz$zA
zZT+xdqy3d)_TgF`suc5Mq#OS9D#aYFuhfky6r-((6-#g~#LoPk9pLVzFBCJlgO(3t
z$^S~}pxDjnz#@0p&{?iK_36?`d8|C*RgRhMb#_-qN{$%eXpgEyI|Zx9;VwLoco+^T
zrtO%G&|v{>e;bpCpIb;os*@EiKz!?EYJSSz1Oy0{sd?<)>Qu?8z&hPJ9N6sasLf6{
zst&BH+Fxqaw{gjCaW4aL#hp6kGw<n9m3S10vbao35O3u`IknPFGv!*z8Ll=afV+l^
zb>JI1je2Aj_y$hGhJ6@-5OonSA{fhOt6t|)V8znS#VI)Yx(81ppdvovIohdEYQU*o
z0R+zLNEmt6x1T(#gbE0eCs;xH-*D&lSgktc?>~YqB(QM=7_vNt%lw?}^?HeFNNYQy
zwY>!ey6nI|y0K87of@uA_IF=2umiTj(BkJo@-(Trmp%u;tL)uz)pdIYc5m$QpYJ_q
zv-;6JJTu#^eiCW>`5Ug@d+`8&MfV5^P`B*V->M>fibESz!C->wj|cwBdG9r6B(70H
zYV9g2CsQYbAxPrsG&=OYR)R8HklY%DgG07CLqkH}4Gs0ccS^mAuOhWth7J5fLw;eh
zf}mxO$s4#sv?)RO+^3$oY}v*;=5CuSxHmyDzGjyi9oNQ(i$U|Q&q?Uoq9DdoU@(H9
zIA$;(w8D3JkHg<;1ke#aia9*12=Tn*%Q_2=0<}IIBE-={Lpne3!HY$_5fEJ02?!4B
z<!DQyN64*AS<Z(x_ABGNE=Ict{fp;w<J;|(<tTyyu7iG`EcH4A6D9bCS1Mp=tDy8}
zzzS2v4e<14MkYW8sw35*A-DztI$SG`fOi5S>1>~@S9_e%nOYGy8e%Cu`4o1Bl{79J
z*bx-m%lL>Mz5Rauq4Z<oD8DIz&LLJ>E#cujv;tt{oz5n7nn{{*w4O9WRj^t>o{fMx
zQlkh5Xtksi2kOP00IEAJZ!oVY3GSTa=GYjynV*V?59Uh?RkP~N*l|E*Ajid4M7$cR
zlxk)V>XwQ^e+Bm;u!2!7A)EgIxq40kOgpkPxoT875%i021HnfxHk^ZUE(nVW@YFcx
zaxB0Jb4vKn#mOR^G1sV$?C(L3zJm2Qv86sU2Gh+lxTd|%GpYwm2TC>YEkVQ3OJVK=
zH{;wCPC%ij>s>VQ#EAh7MAJe=4r(*7rH@RkyvDfm<M|Rx6>t0qbnIz^(6MCLsHX4%
zw<~pdzZHN+t{mtJgYT;eZ?e#Ks&wO52tJc8^ipM}r5nGFU}%N>D2x(ax=|uNSPM~T
z<Y4K>ppyP+yU-;^m72Dzh`~8^<uyj%6)%kEBopGuy;+LB%b;VkeYZM&-Twqc8Wd_=
zg<u%bmn1q^s4-Elgbr{Xz5SkmWp4dce<p3mO?Beif)f>RYCy<`hBzaH#k@OTHc(TP
zh|#*f!-}Qu2&)%l)aDs51T!BJl^~9ygypI8i>2U<A_BL5xdmI#h>C`N&{#K1@qatG
z1;UqlKXsAbPx!94aU5&kU~ISsN6I=ELqK_|IO!C|Caa#4Fj|_fl}4a~%0}OhsLV_a
zW1ZSDr#=Cb3^4pPXQona;1Q$_c@!9lE<v<m)&XY$ZY@^2;5FbZcyE$jl*YF?8_w$8
zy5%gW9SFS?{UKC`OCyb*F1$gGsvvLN2;K^IS^>`kVwK>2kTWw<t$;t$z#+&765I{7
z{he7Db(tyc=j6+W%ISDEbnMAw$mzhw>`uqAVe)e26m<iGzMe3SOeSlZpf~9vi^-Zn
zFw&VUNtU2Xf)rxx5+d1)+l4AQqSWrl@lgWI2OoV4qx@^y1<w5)rTlBNQr`XL@t|k*
zqU%9N<~{Agl&&FyFHKYsvEEbbr{06!Q@%R>(c51`TK>`7A84)TwVMreJ>%RYATycj
zYmGTKv#IXGf+jShCj)%#L`hDw;Q)B57Y{RYNYkMCgj!3J305y%@sn@m%gf5z{Tty<
zhR;ElGKyhic59briv9D1H<=it&=l;a1fNM4S?t*_5sY;9Oh<fBi6r7ZR*AHJ>V!x>
zHK2LK)C#yfIBi$~*LbI=+!fDACbW^{Ra2`7m?NfE5s~DG2mN_NC@j7PW{@DoK{!|9
zMGokh^9yKjc9aBVCYAeDW3kGra`$b3q7;}dS6UZMB3<#)D=@<$<%<^~Y+4zaoEa@`
zbGk)B5)$IwlnBEwm@)JI4$7-tw2KSoT!YvOH$mP5?~&O8{90{PyL-E?Es5z(qc)3E
zn^9a+F;#}i6&L}j|7l$1F=w_q<BV2u9gAEVGz-U0!(^#}v;8Sp)KP3yMK7?FfS$)E
zyKp^Gar6KlNhK3b1gXe6L1;I2Y@R<^aD&m@mDsV@EEK-D#8m#Cd>L37nk%5=*l86u
zcE-?@65eE?iBzm_nBX(%B8#CJM=;VE8XfULLz9U2SVPnLsX|)O<k~Z_<Dl(XJ2d18
zc2F^|@fvvdcjrrcWrZTf9btt+s}mv~i?>0L&6L_J2<>Wlodf&og%2#pQINinTNhe7
z2=C$IG6(me#SZQ|39d9oL7>+X(6W(({^9usy^D{>h^^NT4Kb@5gj?*M_G~hL(HG_$
z@IVeE0`O!OhqycW7(t*{(NzxYcNROaM**;&Clv(v2)~5`{qw~RG*K9Q#vs5zVYteH
zU43`F6J+97geFNX`I0RC3l@Z5%TW?B@^}krB2A~vFRs(L0?DewMw-rC>_D4HQ~&$|
z8=Q$JadM`a_~oD?&DI!XoryPpM)PG+GFGM~DGIvXxdN9Ys|YBpITF!Om?Ue_PzTbO
zkaQF~WlE!6bmjwwN{34g+?;^xE?HNlN__@XnzTv^Ce<*_?h+m22@drhm{N-gIZm_j
zl6ZsYcd}H6<<`Xm)mm|QveZQ@p<q^Ca|jAJ^%$00_rUOAM&5v_I=lvZ8J~eu9U!9#
z3$&=mga|Gx$jmYltc6Xphx6r5HO+nwbR0X)#>VW^>{XP<;*kV-jlp;@;cXW7Oii^L
z1fxk8S*F^v2u8Z8wvPPZR67y(u~Y5VPkrOimO92!N!ZAwM6WmIsLV?A%@|{h(xH3d
zI#Z$L3akW~8KH&bph(3|K~PJYM(q+2PVccX+AVev517P=B&_wUZSvJEE(4v06(QyE
z@ls9dUWi2&8;v4_FfrQbz@hLZn3d_f5ySCBy*xP6dU^vR-^2MT1f}%eO5}@4Vqs(F
zl-}Pbyv;;oN&Zqw?;`}GNf%j^-XjP`I;E#0KdAH)aUZMnT0ix&?al%d6UOLC0A$ir
zZ!u<qta@tSBbav4kMdIam+e!q9|qh#aLC{WQZ;_^8xC)ygTJCvGF@HWqs7^7k*=vb
z2a1#BQMre@1lwSzKoilS>*VS=aBD9-fhUMLm%#yIu&xcZO*`VGPB_3zG>)=HJYKA~
z?}{=+9BQ+Dm%<5MrGwSl{(9e@*~Ub*(mUo|>AR*>tHU0hdf!>STekE~mWTVM=@$A4
z2Zfb3O~baH;&`dvC(ohl1APqLkHbz-@9S*u^z63L>WEyk2PjE%W?iqoZ++W2o3}ZI
zYqwvu>+)Tf^=;h<E9S<^uz(Nu4^5U~`G2W0S_d~5h7Z0fsQ<}gWk0l3O6LPYN;iW$
z4GJ6A`~mJ@H$VZNFV0LhApeE9_IG@SHF==&K2zp_Hpb?^&R5qdef|q#^B8@OjoI~i
znnel6yeR%nCW<(u%hy83W^=YIx_mu?kxrNEh!5)WM7+o9^2DcJbVbY#nwRp1<~uW}
znoY1Xk0b!L=}~$(oxY*RQ02g5(Mm_&F&emoG><nsD!BIsK-p#wir1+Sj4T~7F+Mk6
zHlG84gFCD?iv`hJiSOM{a+LU6s@$vj1|+{BwAZS6whc{v`~~)cx>q0uylq{<JQN0<
zP=SU+xOkPvE1#7wDpiJYm%to}*_j4x%!h})#HmhOza+4iu1`?<nKWJtC8<`=UnW2f
z?6PY<9>|d-ma#;>34u={vgp-+UZ^y2*b0-E0|{8PfLIZ^E+D2CpBSxlI6d)!Hq%o|
zZk2{+0bNUaK8EO-s6>MsD&1Eg+{vWG4#T7z4an=O6A)+ttRm%ogfF3}*XyJd)`9U8
z-rHs>ZV^&BN29U;EJ#HYW#N9{G%yGsgb(Ql4S<#p8VIR2F18)uC(!87z8zs>Oa>^2
z^}pinR-f&#?)HZj;Ro>qPrxQM*Twnof~k&I&5z!GA6OzN7qF3Qhc6`Xl?4w(RXW-#
zaL$378MeSa^-cu*?~c!Lo5TEMD5ro@igVgt?~B}K1#vR?4`XUH<Mn5|Y645H;s8w1
z#wVPMp%)R7t0$xnf+tV0=~u9kDUP4!OJFts`cLBbnE4kr#;Gee^=6p$9%g+Mb8Q{b
z&R}2t;`mWmFt>`ct%Qy{H#a*1!ALhZ(}@zCn<dgDc5c@CsizId`U6%h&j^<EvP}Bo
zhs3NFG*?E=bfe~TLPvV(X;6^_70E{ky^Fw>T=^o^0mbLxG*TJEl2sZ+PBTeYM4T1I
z)I~%)Bf``3l^Ufnwvp7tXbf!3t})W49rq@@&4NpmX4pe8nskvRYI8M$kxnz{$Pa3U
zMBK+}hSpDQ&(7tHGn3w!Nj;orOtq{b^XB!G+Ed4_>B@o97H!cDq2t_`W(c)1?7t{q
znNfP-PQreSUckoA>4n!Nyv;<YL($yV5R4{WWYG(MfncQ53p(<HdLa?_v3jBPQx|4t
zaK@NPFU+JC{?wRgnbpEgN-faRqj2({aEE$>(meVCCCuR`ITBqW8RnIHqKQe8BN21(
z9#a`H_b~c=C10UZisOq!pBTk~jh#~*KTLR=iPVP_$G;PdCS7Dv9RGn}q*EL^@`H*a
z5%;l*qxDmJa%X<Vs7V9Jq)0wzOvKEJ<O{T8BCI|JYQ-|-gU7`RAE5)V7EARYZ9{~$
zLr{;UQLfBXXX;p`r83%8oM}|2pho2g)os~dDor~x(=av1UU1HbDoZSpgrBekbD}yq
zN`<LMyC5ws?-<!HZ<(qdC{0l%I(>w&v5{gX{`N|FH!KkttxirBYe|ZV9oERy6Ki3#
z-q4I!4<^zk38j?M|7Y(_;N+^Rgz+W|3C#|&4Is}(OeLhdlK_f=AQ)ByNlbzU2{zT$
zuhaEXUDZ@oCp3zK&R-TS$Aw101!WWk5qI1M9k&^0#(hS|WpG0s{l;<oKE_eT<$un(
z@7;UPyYIbvTUA%b&JU`p-*Vo)XTRs1ckUAbaA<KQp6s4ddRoNOQp{1Ua?YeVCIOK}
zDLoyh5l<=U$oDIyNZf}irS^BdyoW@J2X`aKz665pT4&1Eq2e7Yp)q`Ek#I4(I$suB
zjA;Oh@CJ;X$HIwXPqyMH4kq{kfaU8VnUwsAiG?DwlK;J{LhX79G^)OY>>-}KXlVD4
zwPt9|S=PSVG+G8Mmp|(?>^G(?(U4I5BUA2FJhG~*#CjO)fqO|rwA{CwDzgZ_bBr}^
z%9ojyO?V-(Mu?+|C%b18?ud9=5`}I!s;{9rCIOMfCcF-(5zi**$oJcXNZg0og!Xs6
zfBwlIHyx2v^qY>uJ<}nC*JnJUB<`d6a-%XI0ppJ}A5nUS>4*Tp`IwKH#PXBbd~Egh
zYE|XBJHVfpN8#lF=tPeWyhvhty{D%tMQAxP)bAFLS{tkt+poA_+m01pdd@5#Rr|j(
zZLAJ6B!4$wwor=r+l1s0MT{r2E8;jsqyI1BNl7%Qp@e@$^GgCEixU2CoJKq)tRvp9
zgd_1Ds)XC$HJFH*x&DiU?yvqk=GtowQSet59cf&_A9&m=!kI4#JzbViRYn0bVVW?L
z&-;zU{FYg1y<cooRiI|XM#+WT3X5I?Mb(Ax2|!E(K1OYfSd3!X1-^f3H6TvWPdZI%
zymHmIHx|A~3Z3@xM%a;Q_@W(`f<7!a`sFTJ;+<0PX;;9x6;=V-F2NhEG&rj^>Oj5y
z$_P(2?smp!=gS>RA)X0<L!%XVGP^>I+hP5Rh^M8H02Qrx7R@mUh%8ER3r-`RQq+;}
zSBjCi4^@io@7k?bYjjXrxOR&imtUPi7b92J{7Q70dz=HmE?>q`sxx5JOmzxB;%Q+T
z0c!3*C*T%6!CHa2JOR(j$FE$QnESJ;=$%i1*TLB4v`{Qp21RHM4q6vj_!Hh&f>*Ba
ztuS$&CH1NM0zagxFi=1lEr>}^6(QeM92=uIouJQoxe70iVN4nW%+R_V^!#YOwny{@
z5CwQ}>-cnqUKqo>QG*9OOTQPuVABEG$q72~O;6$eeUMQbov|*To-D(Ti$nbs%wTid
z@PdH~Zm0q;e+{g+&bX1DxT#*;125LX8@Ic`@VFKv!VdWM>t#N&?;PWr*XGOm$}YTy
zxF*C=#*^9Y!V+WzZ^a;<Bo46|J`nM&Br4r-mG7e&CIOMfDm;kOh-Vda)cdVMB<4e{
zLi@WuyFZ8}w+fMy_D3*Ixi(U!eG!c(`7VaO*PaT1KG~=Q_)xx_FAu9IN5C8d4AhBH
zDv1eO0K9yR&?^%QTZj=#v0B-IuM$vB;lpXS>)0Ye;MQQNYS-6G5N{Pbew+gbwET<q
z9^3i+Ol#RTyE$F2Hn^^oM;Qed{dKr%PNM5v^s7D5{)9a2dyflO4xxLZ`QKF--a>76
z#hM7--!6_(UtE1#Yw>osSZ+yUDJ(<cyBSuF&KE1{J%l3waI!*h7qN<?5V76nsDlMZ
zQM+KyRqPDI;hKDLs5om70cYW?rNmis9-*%n2>U25W>dQ;r>SLd5L(_O;`s;{q~$xs
zy62?@p;#9wmkaBr(CTMNeHyT}GB<)>IDu)}*7A$Q&gVXbstz;esO7{QuHb(j1|zId
z<hVEO1l{W2Y}~=k#!scq+l#oifPG}$20zdUgZ2RzarzCA6|ao5#u0^q?OU&ct(w-Z
zS+m+2fUZCTE9nNhP;?6#p_>czDH}lu?c2=<3*-wF-3Ykv{6^f0TQ*%Cfb~0dtc!kd
z0?i^lB94gc^ajK);Z+oGwkL;6jMbu!Qxsop03c!1(ct=M)VssfDf;qmQ*<PNqI(2I
zx5Lg1NHDn>+PJmj@*VBu2riLwgnK(A5~Qv^S;zZb-Nt(<0Pio<C5fsAsg9YXq#fG*
z>T5NX9V&qt3YVE6jW)MK(JAweZc}D=0A*fnQbu*@Oimi1rAQ~DG6ULVBv%iPPp9ES
z-KOE502)?w8oJ&ADkzb>PeR1RYOTAE)-nH?ZezX{fcd}FF)#dq42U;;frP4U&PSuu
z=d0bO5BRc%-+Y@!AFtam_DF*|L{@~DL`KkshE3M7hB37f>Y;JzH2Yq+X|~U#+0H{C
zhs4OXW#g7unv95O@qc3R6Lbcw)9Rq(1Ed23PZ{rZZy=EmycV6D5%rSi2Kjg3)wuc6
zh5^`6YQQ+no&5#uz(QF2=QTAEtHz&qn}1&%z`s{;{)O};G>C-tdK_mrkRizd4m#6Q
zEG!vZ>_X$JM&D6`yOETF`CT-%6@UfwqJN$zdUXr%zulIgR)7S(CQ5?D%dg4ocaZSp
zYZ-($AgZ7@xW0k-E12b>NB~G!8<&*K%aZs6E>AwuYZG=Z&`7gFA|esn+INsfx-1{`
z$}Y!H?+lP-)0^Az=i<#Z(|B`#=Gf8s_qcBJ@86jG+j?AEidf^*kdB8fV3aF2Uaw8c
zX5R279+au!-m;TeKqhK|(e{x2fl@T^0yl`Gg@KE<!zz-FjgSL$0iGVB&mFKD7`ph%
z9anC<Xf?c(F;#|s;!y9lVPM^wwND>hvljkyW6v}YfC+0BU)F~p>sg<y!G%9(MCe?3
zTDQ6Kev>Py?S3d@hI>do%dJ5Un&9A|GokAq3e5!F!921U{+S-eZsVDWShqCkhPxM*
z&kM*+ERfZ}9y(c+v<^JeyJXch#u?q#7#|MM82x-r1;NlMs-e!ql!*)-$!oAJ+p=}X
zWm`6f+A>TL)ysQqH)A9urhBGs=K^jB*<JyN&bt?Mn|D7Ez`I|M;@wVIyDl?ykj45l
zw0;X@)<X*Wlar%slr7!XC|?NBC`WURVqLst+eJI`Sk`%>+?bghtyMM*Y`pYh718!y
zy4x^t(UsfO;RwS?<8ob}uA9XLB#jRR6-esbd`-8x`5OV;e6o+5g=^=ADLnf~%NWsH
zjhHn3TCmI3QCLE)el=qxW9I_8LW@k@MXAo=d%Dfx-woh!pKIVQUVI!*t3iC*6Bpz2
zi^n~)p*sKz9^e9*1EU`EJsvXCZH@9@0UBkk&t{hDGgHl)=b;H#&@-KGNhL-4lIoSw
zV#8KJf9PTm9rfS1?W(Oiwg^{Gv^$XrgDbaR82{ez=m`#JHFf2aZy?ZvHqd91XypP5
z&q{$p-L~G+ZAo}6KoYh~N!SYAz0iIZ-QMDYiQIZg!Hr~;=xt3VFp%`hT`*WSY)<4t
z&jOqY>v5=Mw^GW=0+R6^;6i}%$%bTIn(pYfH2pr+E06>7{l)WNV!X2LT#3hSJ+QBD
z(*dE-3(ha#P4d?A@#!ixRGGD%SHd0F%sQ_YU$@iO#9Qb(=Xdzx;ky7i&g1ge|H7}^
zoZr*uAL#Rs^!X?H?E4EmdjNjAFE3uY9AMlGV4ah2fb>%RDfo-OzPs5RbL&V<P7jK`
ztOrS@%od$jh=Gb>i%ZyBi*N~>ix|el)#AxC1~nQQ!y1XWMakaFZXMXDO+y>qS%*N}
zzpStC#@T}N0DNx(ywTURi-t+Wz=LpTv-58HylV*@cpv<9U+DiJ9i4&8Haic|?+?-E
zhw1Yp^!ZWvbUub3e+wU*4sae8Umu6B&CVz2^Y7^MlXzm0^8h?#(^BVC_}5bB({$=H
z^!Zu%yw!OJoS%4=^Y`$F^AGs(IsEuX{P-t%?4R-1=kenU`0+*jcn{vV&-oJk-aPRa
zo1HJi4`@g52AtFz@#8Ca#`!9J{tJEnD}8>AKEF<%|3;tRfKP$IZ_?l2!oR<bAMXM{
zw>tk0KVhnmz}FQ=tZ?262RA$S;4}UPKfZ%keiuL9PG{bR2k*s?@8ONhC;sL(=lgj2
z2l(+`IB~1<AfA3Vemn{XZ*%U0pSL+b#On`m?x#QAglF%@k2llbZ-LKSop<8ziE&_7
z=SOh$X6MK73DWZu__}e{`9I?8XX5MU;_H{<>md}Q_oJe5eyxt&)^J`9BuBQva}G(y
z24u*M@G<Q?CNBMr`1&n;!P6cWU%wY$e-vMRAZKuHk@#8yUoe-Y_|@ke2w%=}_`oJ3
z+h(0Z;3r%=Feth2Iv9j(C*j{0we<{WM3`mEc=?_^y-uGQno!*ZA<^GLv~h`+{YO%C
zuTU?${~G{Ks1KH6OP9**rbVqKSeY~He5umc*IEL5C)l%_)+u%I45IBFs1lw8G!PT{
z5)ege?$P>U`VGDNF&dC^e{y+i)Mm))0lS-lTkQ6$ZA594Yxyoh!NE;W9o$1S$s7Ew
zLm);|ZB&ZQ;%LR5z17vKE5QTx5np>Vdr%-2cM%1F<vgM;17R*YhY5)|0=_moM~Xj=
zra$Cu0OAvi;c-<Un?@%kHPay{3eFAuOzTNhb+y}W?iwMtc-P2Ot%)^Y#mcUcX02JQ
zaEX!E_lfKK)b)Mt^-Ly~yvmb_KcaM?mCGU%Xp{sh4=@3@9vHr|Vb>eO_1dUiZ|<(&
zU^mKphA)H_F>cw>7`_l?qBezp3|F8h+FrZS9D&AYBXAe=KpTb(KI~_@8x{g|8qN%l
z)k=+e$vZPMGHEv_YGaKd@&Ov&akyj1y?JJ6yMQt?1XvYFQaBPQ8mc#-br?BFVCS8u
z0d)h(cpJ<X^)c#YP?F5w;I2h$8O*5;!<fAWuHOg%TbGAEzOd3NKwr1X+Sqi(mW6+6
z^5#@l&bH1&gkcl8sO!R~JUiiRZq6267wG128h&i}@-n<eQJ)#UxL%yJ_tolq8pB&>
z0PEGEaqr0RbAZfHP1qPdV`%N#;YxXQc#1BeKO5zyJvap~tUyycMM*Vok7_eRQ#0$4
zz<@beF+w}PjB_NCqD8(egrWs!Ge6UMN;s8JGTrJ*O=s=!0XQwzn7I(gyoU+$N>kq2
z339=?76$7S;Un0&cWgXA4j--(-Hv~gUw)eTxYoR94O|X6WtgKT?X43+Ie-%_;yOmC
zvrWvkC)6||elL8)B-BI{p`54T5WMxD^8(+557rpln_|IvvG1xSc$IhBxij)C`Eue0
zhKkL}QQ^D|o>UB6in=`dI=Dda=(7NPGPlfN_?slKiwT&4hNWbcL-F7{EqX+WTNozB
zJBx|Y{4tTlB~xg1j)K61x8A=&A~!&ra3(dLb_&eMTj3X+V=>%u9DIa`$BA&N_2f93
zc-Fal5v^}dMv&`~EKkH=H{&n-^X6H{LTD$3s)fSJS(g>BzzI^|K$AGZn*#`s97goJ
zK<%6gKsB`^eZ_*Y#5(5^DDlUhw9*rVCbi%QivD(RT*OaBrCq~19j*h5i`H263Kxx+
zGC^Ye+hWtn>_*bkiV*iC1T0jQK-_KYNr1Sgh9WM055)ehMRZ-7;I&9mCRx=_unE6~
z4I}e}RlmA7Az<Iskw0R0LOjnU{{{H2hiHmSFNL_R5%*2hRx}LOfu_a~pn}fzvN58$
z$wpjV_E5g4QC)-I2Y>++M3_ZZfp<a0lS-gCL7dR0eK&CCX~pd(|IZOmOA$&?-Q+(<
zb4&t4ZwuI3G&M8ZI=F6+!y7%7a;e;$y{)wj{uD6=RBd#56FNuRu*CTSPDASnNLuc-
zfRoLx25Z7^A$L0R{e6QYaW8D1_2^BvTL~yecMTH{yBi%?z`4-vJd$^rh(?XduqP2~
zH_xw-OWSuRrjZLm^)^H)H^bObD@YfFYV`Vg0^!70a<ZkX{*J9`|H^Q;<kjKQl!Q6m
zQ7iR!00PdU-m19mN~Gl*vM#hs<;h|Ndb&fmb+*4~f1R4$LfduNNn^ZHE5g2@un9-S
zh6eD^pS^0GX^n}S;TdI!NpN$}?T0g(9Fs3iRQU2J0G!NEHuxFI+HHPj&14x*voj2b
z>+;2+;_G1qoQ1EC0d89@SP}|DJQnuYuMlp+NK-C`ySa9~B&V6`=EeCQ=$!cGrA4EP
zX<s%H2f4<5wa--G$>hdeSRRscj+<*Dz$MXcS#Yydj4K6pmLPxd31z^~GFMr0fQ=r&
zkQ`Ye9A&cX=MxhqVF5!Eq9Vve6Q-Dm>RQZKNj}Ad5m0~E;$?2vVo%`+L6k?C5`9xn
z%;Dlr^(>AY^`?Vi*#4fyH;NaO+pUP9tEyNPQvs1!ExRwYhcDv?uotUVt5&J)hV(+C
z0a5D$fsj#Ofvh<miy)D3)*k>0<=ojgnl^_8(B?IQHrpp)^Y^fD1$bPvTqU}Qg{!PZ
zROpXMFuFeh!Fq9kIu$?KZ7LoeK*jqqQqkXnVnFn_fGShfbYf%-(t6l=V%-|nc_I<r
zx#pTb!`3POxo%VZxKyS}RhRKFrm!<wtTPmPLAa7Js>{&j6xC(lMYBWIW%Mh3bs1&4
zDT_r(YVNgzar9f>))O(;F$k7okW|c|Tz(D`hZ?13bbUmwHL~uEMkgb~0;NYG61;qL
z68A(Ek`Rb_S9f+tUmw(Mz`q_UKqE}<*9B-lK}q`&>LRZI4UcFAXn4*c;lVtNgXx<N
z7ofGNx^a^zV>wmb9F78y0=!FXTfuFMJlp4<W!~`-uK|pZ{PyE7)GqDvyHV*(RZ(-O
z3Apu!-m9pg%A2lK(433DJ3TH{#mrEgd?0CYQBWLIArnNCcg~9n88N366)}|f6j&F9
z0_8ERM;kBOb-5raICE77bCxM2?W8YD8O&Pqajkhr|G=`BgQReA<)<BIYVSf56YUY7
zzN{qx@y<pZLTFjb5q@s<=GB?nmggnMN0Qo>=K%O*F?&^n;l^E5ZOb+SX4JOyE6Mh7
zWfb}ZT|;qK{RCr_dS?++%^xxT^*~gbPGLEu)TJ%s8c#bNX4Lsomy3}sRO<2?{Dpsd
zr7j0cRS;C#qDh?yJ`Lgh(gA{yLj2N}=U)P)E!1`yx|xr;FUanOI$#JBRV~GiL)OL#
zyR?VGN@I2tc1eKO^vCH>vP`gpbEz^tCf?I8Hm4g9ZD^KcZG(u{b^2k9>+fVp$?O%X
z0+~SstQW}K!JY)@&!a#lN$&VvYyg?3s&Z`iBVbyst4V_rj9(ga>IL5Z9HJNoQoxW(
z!Pul?Eve~9i^aNw5&Gl#&R%6{KL&u4X?!C$fe19i8&T@a1)-`A-cBGAR2{HfY|Jd}
zxAVoJ;-GIJ;4B<;=oYcfY~9*igEw{D`LxT<y1Q>OKKW%%bJTN?3Cn+ib_FHnA6x<S
zGeLTii+~&?o>pp~i+!8y^%6oRL(hS?heJyg06Pe(pT=sF#d3Al`2!3wLHb$@OV2*G
z#g1XTlhhUcln|U`c7}u_gXbdQDJG(_kK6?L1TJg#aZOH~;o?qZA0tP-X<0yS<h4Be
zC|nP>&eF3iu0JwH87}dMmU*NDqEdIHJSK8ir&=;))@Y*h!dx4IL*XesA4zcF)gQcE
zuEK?z)2o9N;x1gq^MIx~=PRSB3AyAH9Io;n+{YCht~tV?&<jEb#mIZ0t`d2VE0N(T
z??J!P=RGJMNqG+nTX8!Wl=nCc`Hb=&#9v09gU)LavdFv!JzXvf1j?R>lgyUaAQ1B|
zuhB#43_{?3oz8eZ3eeT4V!U()9?{Ync+Mf2z_qr6OZ2%-XP~Try?J>~=?n^eY3U4K
zRjWMh<}(_+7VH+p4himy@mGEcjsMRC+<Ie=CNvsd$!Khlk(NfPl!o_Obo-ZpNuf6a
z-}((A%LDT#rvc2376skR_^<gMp&=fPp7f#SE|c*tQ##rQ)YHGvd!P9@cwc`$yzA|<
zvWoos-{9?6#PwF}!Zp@Uu+`_^n#gF6`}E0-0Ngtt!y$wwGx*!Lop?9*tI1K2B!BTm
z0G}+Hr6TL@%1z}j{wV{nkT88)k{HW}zkxw?K1}~{BnyS<e~rKJPcKY=h+^}gIK9SD
zV$pRk0+4nc)MflQy>$u3>0$G4jGc;pmazBe6ol!8F#00x?JsB2_djf4nH>%lD}NgT
z)??+5u_plvx*aP&cvh!D=BcVk=W+y0D?Bx6bSY!MMta5;5$POt>=L{r<%KicE*&%Y
z))WvQ->-uIp`!{WY`At!1%WZbN%>+&#nMjzz{#|a5otpNhc5G@3VKv5eJO$Ha4h}l
z`QlJ<*i#X377jb6Qf`3O7`GUwc|6oErVg#Lph*v7m(4j%HA_fc3`>t0lb#Nas6R_E
zfEQ68_r2AFr<H={%Arj}-OE!5>E&p$BfusJKI>?5b^*`?p>^N*65-3Ryh&p0mk`R6
zOw*8jWc*wtKgC2;jGdb<pCD$9vA;4W7BOP%k)sZbvA<Qt*va7#md5onR8YO)ZBVH@
zL3A1|7kMR66yV;ro=#x<y1-bwT`WzAE9G@b0`Bu-#6ocjNAOKR?VO|U(R4lp91-7}
zTszN{9ilzoQu8N6=<K>3q6QQqCf%a9WQ$YXIuzjyd29v=8*qi?MR1b%&rQ!*8#Y)2
zc)@^TL&1t0i`9}Xd}_KuLcr6+fhD@at$C$uWT1jpv<p}SiloA#E)NfMTON*0WlmH!
zim&8^Ezp*Gq0kG$Y{$q(p?MeCs88cB%0|(z^w}s1CQ~+w0*>6149Z4P*}cj}HH>tW
ztjl*5LUey;dcIu#3Z&g37l^6*I}?b7d{p}W&V<1IIv@3U6rq1aCFA9z@Q9X=!gCHu
z1qPKIj780DJ_=<8Z1zWT%10ef#tb~QUC`OJ0zHp+2fk+`FYEIz3w+_`F~k-L@-OgL
ze)*|in}Azy?Y;bzi$bCFx{{{45S?uH*i_l7r^bE(hdnDWX%$4P_s@&;1)p1r+|`pz
zY5+`VP3!gjlRo0yC9_VrBe9HTc`fG{^Kq?t%MF3A=NxGe-3y$F)K<WG7Aq^580ut(
zD}W%*3LHXchKp*86c2l|>&(kK=OxERl4RF<0G}+}9FgpLDgiTI)>-aJyN4;`RUPvR
z3OuUAj6t5$S(I$cA0<h`X$rp~`M<UdYdr06m{I5Rf2)uzl>gg{zwl2l|97;Z5`xlz
zn$(Ht&rt|Rx=-Nc#ZLpCc8S}G*0o`700bj$MQMF}xxkqBFkXBi8)9Y;PbCD8M8JAN
zaE3hzkda41P;Vm3-hj|gunE744I}e}Rnq1a2$+`IYU=3O$4(1g;Hep_u+?oVOg(0I
zP*+CLXBgTMTfmEy95y&ZvV+-RR%s%JC3TqL=-zyBq}t5h1AqY~q#TVlvv^WT3#UwY
zPR8G6cDaW;sjP)6mWSC)KNj)K6qyXwZ1%%6(<C7DoKM2HO`L~u8d|eiQeeS}F`Wed
zX0wqLAT%zu%x1Ig?^>0Bg&BFGKpR#fNv`Vd#N;t@RVeSF;lFrU>X#9S4ri$!L*9@^
zh>KMc{&W$b6yC29a2AE<Wh%43@paH^^O>VAgU**>ehKof?we>a#c(N%*wcgoZ+zkD
zFrtO)LK4w{H@;4ZfR=;>vY^L&<10c*3G8H&@I{2+B(pOl92q<p2~RN*m5t_plTYBX
zW}`35i8G9BbmXWv9R#fJ%Tl)9sIt*m`et}Hn%_&=JLxTH?|ga33Ip4>Ugb8J6bWkW
zA{Vlo>ho^Vnj1EzM<>f(`<sANV2=+~SWvM7c`nd5=lpXtWe*LY>^s~(hY*jZ%0>_6
zkj&jzg<b@sGvv<}OQqU$wMoRqb&hu#78d}`sA&{zC+2RrQCKN+yoo66<$K!_dESg#
zr?=g0dLNZaL8|;JUm^?brmdqxp%;XCj*(wQGcNM0FGOWW`BnOrKEF!I5X!GoY@GW*
zLHX5Vk$)+_>MEa*jdbZcdh3rVspxDgjfOjT&LW&Nt-co}i;k(Th6G|E+nPSxN(kJq
zv#l>hfqDt595367N3?7!o^wb>Fofq|<Zo`XttcyCq3+8m+bZ7DMOlSCL@U1iLe)vw
zFceO*mF>F`GbFV4;V)Dn?UDphYf9D1@BtHW>-D{rSw(yyM!J$vJ;!@msyymotURjs
zh`{t|5JB$m`ShurQi`nU3h(9u{D5SsS6T;!d2ad8h8^{3y9aWo|7r?LJ1NYPJN>fx
zxYm4Qg}{{Qa*yJ^psPI0bl;;U8row${VRY0Sa*JaLkLZfo*c=y-W)rVFa2$D<Rr<L
zJ_g{Ed4wvT=PvTq%YnZlU`D?5xDbI?i1Y7hdX#yGcd<wo1YN**>WJ4Rx2FmAJ3R!z
zgWqrq>^iCKB-uJ(10N>*%|`Xa6r;Kwo)NhV>&<d+Pj^)QJ?odCcI5*ThuGLwrx@F}
zL&w%Sx-mU9RjWhs(qysTylxt{Qg6(9+mX@^@w8wPLrxM9Ys-J>fQ2Nd+bRp=Y5xR5
z(D~%_k5Da8a{3CS8~*7fr~5rE8<dmQ6rG3&eE|VU#}jxueop$N?Op^&zN#q0F*5fk
z<Td(I#)sQe@Zl@LU4~uZUoF0Fr!QAKsSNbzai)3(dMkSpO#M!{Q5WaeVxFoo(`ee0
z*1j@Ct9IK}yAB&@SfvWYovOPn;O#w-ex-<$cym*{(Sk1}c(@p{E*rP5H8t9`7HkE2
zEz0J#t1;jOjW^*D^ge?NkDdve>(#7LcqA3uSL`u~+JeCCv+^4y*H%S_AHF7WmYl?K
z^@N}qa;4K&X_q4&m?Cn&7=|dA9A^Ub75NZEdxnV~C`iVq7NAdG(2dCqCFC3?X;Jhw
z)LP7JD#gB(q%9WsZ!2l*w}8ZWVuY_bOKu0&hu|-~_pDVth}|Yp1~q9A)Xf5jA?Nmd
z$rq%CmW3c^ZVF-Ek?(|6UifVY*vA(rjj;=1s;2I=3Zu1J#V%H<B4(p_4~f(#y-E-7
zfuUYq4ZDpN_riPgs8{g>>_A$zrYgk}w4ojEzZg`jja!(G7pE&tR10{Mre2G_EsKK`
z7^|NNx`1)j!}%gvRnmL}0DBtFsHDM@%EtQ?`81!T+zs9FSJEtVQO-4=Jj&+z)rcpi
z(B!I)=1VlsBp~!8b<#STf5mBNbu{E_1=rE&1n}3<MB+cRj;8%xn{#G-M#8Aar?n2`
z@;{WAghnPFRZ3_oC@L<hIzrq-AUa%YbMT$vf|rDcT?8ndx*P##(W!3vMO}Ezp*kR}
zg2c*cV!CiT{{bXPP+((LkVJ^*Nig7KaSna`Kzw^bS`cb4awJ<We49c5RRsz6#(Zp)
zwSweXIdO)Ie$_KLa@3oS0ORMcAlWGD44#WCH*ywz)dpBpfNrI?dZkJO4D}6ZD`;ll
zbAc$dtnmGI0=9Cl$B4#L*8DsV7YN?bVhW+mT@cb8BR`K?K;-9Z$V!x-r(fyw^ORB}
z8K&e5*PB84`9qNl29XN}!FM#?ex}osNusmy^lTYl5eR!&Mj}#Y;|at<Ha>keo)EZS
zXXCF&@tH;i<7MOVh?b4Va}G%a#w;BSb<S-z9%Tje_)~Mr#vdhgIaTikzV)nM5ct0H
zJ%}L^-Z$VcR2=OxQ&HZh%F5qu0&d;iV_A8v>ai=C`Dd^ayp>h~*6NeBvFVC!#mTy_
zoNcX*bKQ{sn7|Bu5OE&t{S3WEuQYvmPtft=X6h+u(gS(<e=x<Rog8M#%YWK@Tx&iu
zKwxhE5S`9Emcvi6Xu#J^l(eTn`W$@#1)Q(p5JGeG2cxoIEy8@>tU8mC|5<WWB+1DC
z1i&X-sYYZ(e@MWLjQmm(Y!6Mw>&w2=B0?o@VN9|3uH@!1L6ZGX`C}r<x>=z$Bsbia
zNsXsH3^VF{ZulGU6p<S~6$ylYdb#1lbm0%m4{JguR;Yi6z@!TV-dU3TFqtIWPmq|0
zI@`h@w6nWpKH{#Ewntscm~LeXri+yy{shic&ksL^Jqf1n&kvs~Mh)pGZ-&~AL{s%z
z$!<`VSiaEEg#8t*(Ryu<U6*MFk+;eQiXrG}Y}lEdR+YI@2y)YU27=}$bG0eo39BgU
zr3jd!1#0TJK#85XDha+XY|$D#Q^ra^V3lfB*jKZP^#mA>BJlv08iQmNgr=rT&2p_u
z#RdKL^>%5x>0L;`B_EkDdB;`b*XD~qm6X~AfB{`3;YLylPb$U2*);r>Mt@T35FL|T
zr|?ruM5ZI2ogyx;(o=PsaS{-E1UzYaY9CHROHYxy4^B_%r0}PwA}Jw^zh%DW-Ttmk
zI&HFYIip|HvkjvgvvPsrgI6V{pOKqFr4bqijfxJa+|)$`B0+8{$)2(AL8g%goy%Pk
z#x-(M??S*?wB>PIg~^oL5esW7HJnf+p;s{u`DDJcBqK;1@^PX~3Ph<a5F)DE9Fk^l
z*ze?vLuFULjexUo3Rmr3iY7XX$?svz@_%!hsIJSMmjTcO*-SpXm|Fc8@Qh?@MI)>E
zv$P--KO;GF;pY^pTV*x5GwNfntXa*IUZ1PdR9Vf)QEv)*d)g6M&5Nn?lUsi}Iz1zn
zSd_vfztC&aUaH$ru<E|tPOrhQw$`p$v)USfo7`98wK%zZA%T#AKcRTL`CuWQVg<Si
zaG!IIG#cwcx#SyltXIm=55P)|bSO(h03%cNa>?ER#28w$CP}-2IUb8no3p!3n<v0}
z!k_1Vp-!7dvo>WxWhgWgz(rS5fmjXI0JW*qq?y~H=#;s*+mtyzfHJQ(DMO-@k~F5+
zWF%J)j!&oIj&9TNqyQRLbQ-$$1}h_y%NO32$l`SO(K_ZwyN!7(0P}yTV_w*t42aKa
zb>@6DI(??PO`j*5^x1j5+(!kSF>nVkFjut3r<>Dtn+(r*y*4S6*LJm8ZkBDRL7&7I
z<E#rB4V${#(4`{kw?P~&&>?6|GjP%Nfz{q0bje6_X3E|`_YTqL4)}ZM;wyJtx$Po(
zrG5QW8QxQZxZ%hccz+uP)~#8$W^m0~_)meGgrfKIRHba!(FYL@NVw}r4^QbjE@0}s
z^F+%cmVR-aY@M%P)NQ^V4&dt(7+<5xnHP-hiAe^&PHLfcE}$wdXSce|+3N#1`wYg}
zp2mjc-4yCdVxa6Q8(YmuO&p=Kw`|>U*_O@n%2+xZ@<HW2Hd~%Z0QK_jiROlZ5>%`P
zwYp=00IAKB#{qUOAkhtyBt)XF=U?A#X}CB*8qQ+UAocv8xi}=Y0SjpK!i%~<#6hDj
z5%+alBDR?l(Rz_uae2l8<3Xi8WEyCC5Ldkb9rw_dqIv1rIUkHpoey=JI?oND&P|Fs
zQd#9ko;VEaWtu1{KKH}XDfHQHQ)pKJh3-`p;_?ISGnx~yHWpC~3Vi1!Qd#2~^JL6A
zt^cLlv@QnF+U<vnp%0%lc8J&{pjoLsZ$_=t`}^Id_jmxk-MyAssEcf)M{dfz<Sg2m
zk}>mQ#5$dS(QP{KG3mVXBDN}U)%e9*wq3L{>H2uI*sw>q)6`G<E6+@h)+!qYE_vqG
z)pUTa2?=cCgID*9=p=O!i-LIN_6uR@jn9Y+GDg7DT_Ufx=<yr0K_p1pE}%7J(VQHu
zy2Sjx+Y&PqATgIRiSdkKM?~hLE4L+NaE)E%(uGN3r)0)8*O`Q70kfe?>uhq<|AsEt
z)Z7vvH&-#a@fHkT_{noC{7Z&T259Z3mQ(Ac_-sbEcjp4C=?x5b*O$l;O$t=&7U}qI
zOV;fHlC_ITmS>UhEhS2H%!Oz{$gBrtD~~nh&IN3{@AtJ6ue8|K<?AWkmajJl$k#bc
zzQQb*Z$aEi!_}M81&A34s?cNaY3*D<W&+z}21MLewxU-0%x+7^J5A|mX%SUvdPJPw
zGdw=Y;4y-*z1l*pwyRc5)KI_z&O$>ktvN=)t-E2t{CP5FT@yaD+q8a90IeTt7x8b_
zi)E@G%9rLswRpfsGSPmX&Ozset=;B@4+ikUhZQe`$h}7|Dzdk7ixs;Hz=NKR8|LjS
zbbfe#xB20tCO_=_SfH0=mFhE7ux+`U5p*lc6)z-plSVMitU_DJgYa+QnL9Sds>0g1
z?W(OiwumAs5ziH&V~SguU`4ddeMm%**#z4r(oEA>ZLJwv>x(yQ!|`f#hlYm8w1tB#
zh`SIqtKC>QO=zY5ge2kX1zPGX5{`Hs?>$6IT{l#^tsDL+KsWp_j&8^r`rCh117XH3
z106VX?Ygtpz(Pxe+B>H&cx23dY!W51Ky*^uo*IYO6T!gH`ovt@1lWUlLv&r++|X@p
z^Q{1FbL67FKINQx@fx2eLJO1yl@n&ceB5`&y0ds}2lT-iYvx1^g$^Z&ZdzawzaO03
z$=Ux{MAu}uc3YGEp8!pUJLf4)1{s|#8@I%I6PGLxu8g#Qq8&ug8SD@dbbLT8wS!JI
zi}YejZCrLXAa)1@L*W{HN#Av0<lli;(;JTiwNgzj=)6fJk?;l7(aJa`>U7S3ZMQl9
zu~hA324E+npr)0g7mU`~G8B42bnS_;O96KG5xW#T2*?q;6wt5qyA)81aq2Ne4XAm4
zq@Z02jzrgSP=vMzNn0B`70@Lt`W?Mn0gZt-2Xo#d`(mcvt$;u*>{gI|w*o@oe!W}4
zhfs_@fQrW3tpJZ`yA|L$ha>~L=sMVZcW!qpKv@9`y*8)a3XZ0Qppa&Fw}J*sl){#}
zDwXAKSJ2=aS$+?3MB@7`{Dmr{U6<~tj)ZEzf=5iitvC1Xeg%!LY*=u<o>goV((G8U
zF7b{9jleAng6Q+^d9`H$@H+Nh#zt+I@m;m$j)VngGe6ThjZ*;S!)*cISZ%FZwP#<k
zzPlmYm=&BI{`+I0pG)Cs@$M1+Q$hG6OWv4RF0<@k&}TlbH7~g#a07!w8PPd$eCHSu
zjyAE<PB|8w^jjDN5WzVLhY-4j!Lh;o>&>t;yBVxZj+G?48Jq^-lXa+6ZTH<?l{bOV
z3Nd;T0W)?pIFNi_Wi0RXNxA<#y}jujWGr$)XOXd?3&>dRsXfIuxA^d}Xw@q3q}!Vt
z4lq1il>!g9!&8b;-o(w4j#mmg8gvr+nvd;3_aGbJ?iAxou<?W#Uy^R5ZJ9P5u#k->
z+Nu`gX^(^d*7=PmjzO|K5m({2;4l2s+j!z|rnG~0p3rookoG??pA-Co_&ZM=x82=N
z0$w<7G_BgW2$3ljK`J2hD#mNCNWp8d_M7-U&QITO;$`efFk%0G6C1>|V8039yl7{Q
zWE)OogvC(w1~%}_%MP{UghG+K<Ai~tx!G~zJ^4;pb;f=d0;b51nmR5rLwB6GGGzDe
zg7YAF(<@&*d*f`uxek6xFWTU$31L310+$uqr{V(6XqM>6-Uw~x-|yeDf_AhJ50HJ_
z&7CSdW6Vl2y@QO^{yAUFtGz1z0RRJ{Nii6ERp806b#?r`DwZIExpfnV*bKiH@vIbW
z=hfa6kI)R0fYAGyC*7Ok2RIFFZwj&q!FyA<sP}K}u>|$D4_$PKq3gGuLYF(L(5CYK
z;d<=ao`(;5Q#dyzA&=`HD+(V7fRj1fI)$Cb0G07O);kB|G!jvmgv-DCNTh7h9ZM~9
z_mTE@U6HTuVoVqHbi?;bvj50u63eK|1n&YBFWjb25{UTf{|)8F2(?VC*t@O5XsuQu
z&A+2w9D~-NR;^l@8S1~l!V@;+8}}9~)3ycmo8{_QxdhEct@600<gH@ewx){E-V~j#
zs%=ToWCVu#H%`~<&<V9N12>hS7b^7Wh9_9Xy-+4z9EH6;$DyH!`|t>haj-UOt|QnP
zMz!<vl{;lS&Lz1Eu^o6a2it-8=M!B*hu93SjCfWi&9aSVm;^)?&GKBFMm)`;qu#Gs
zA~7GTS=!(A(%z5_M){~wXVOSdPfYpD8tE=l71R&JDnQ4}0DZIr_DQ3wEG!Nnoq=1Y
z`IL>d6-o@ss8mR6!Mdq#ukSCc5H;s3R$D8^?9p-)e?S4=nD}MywW}*u4p|r4<3;F@
zj2g<jAwnPZt1)va)lV>rwepo!rHyVSiiKz+Jege^Ee5LaY0?okzk4E{lthsjUe4V#
zza${C=%TmcG~($Z9r1o$6p8mxUDW=rySOgOBo~j~bf=JvM{l}oHTYb2l5}`~2nq52
zLMegYTuyWVLp-7wHIq#G>7|LeA+vsZ+1Rvbt{$bG<TdEeB+yM`#TnE`yPGBanyTCM
zRckc;Ited~P)N(Y0dP50hncW`Ghbm<%IIrEo)Be(C%dDJejf3pB$~ufM*m6kO9CQ`
zGWsP>Bc3wS5${(<k$4YPM(yuvnaarH!h|Lol}~ZTQ#K$B-cJw+`4fa9NCk--eflSA
z@R{__R}(WpX8kiwFUwhl@k*`O3~`RMI`&Z1Z?mtPE`#4g7r3qv?K|svLz;`#h)^|4
zX*^udxW|~1dGg)i;+{l;Tm&j5V*%jM*d3nCu4I-HvVC(D$JiX79`Upkb5yaNr_vmg
zfXJd~&cSKKQ#3mA{fZ_M_o0fW{aqDP(IjSg&A%b0hrgwZ!x^6uIBIa26v@en37lDx
zoZT!!$R~J(b%BK^L!1{+4$MgYVz|pYE37^pVJMu+S4NZ`s1OQ6oDDpgT@S=r`MfmZ
zNl66Qa5i2-^GgCEiw?L2rx8yF=!p00fJnTD>VWoloz8VYG`}+bi-Mg=gv*KP6C%PX
zMzKQ{zkfV!3|Z~yifPEuBKfEq54DH&{UQu~PH2Aee14{tWDo0q&R4=z{`GSRI7$B1
zpQ5)ecMA^OY`kwTYvo1>E!F;V#<~BV@4VHn*5A}P_l~`N@RAYy!_@K1A+K=FtkXV+
zp_m78*lp%Xv%U3i^F^j&qW?y~S(xY;FB89oIzzchch9UsQ6d)|mD(qD8jw>y^v&V6
zuS@2n<z~O*8I*%yz@A4h^1w_E@N{xpPS`n=<CK9tH3Dq6(BvCmOam<NmBMT&6>uP-
zJjpa&<E11Y89x`vPcad-5jd|A@(E(rjli$SiA7x8sg1xRN4@D35C;FY$M00{fv&UM
zHahTXyIbl;uV_+IVr^iPfsn1h>5g^5ckH-)2fXsVuHEM0jl$L9xo#=`x@%+wzA$?8
zY2ZRXh|K!cK>M6GB9Er}sR2~~s!nyW=*>WM-qJ(giaZG;ghSEZSQ7o;+cL*~I6s|-
z%H8InLI4kaS?3|q_Cju$-bk!Cf;xOEATf1GD3IhFwBOB6=bwGu=AXd;{`sxRKWba|
zGz>&~jPGhmEdtpgt!++hrb+-fIivmgqCw}#mv);Y*9CCogE~jLz7P=9-K0JlOX7X{
z2C6ZbO}iyI8_lz^>$JbU+q8dL0PVk~(_VN)nMfb*&BXPIh#kVgBxjNRbBa1A-P3JO
zIyZomnD3d%FLF76`r1%-bVC~7IvPrHHrfy8r}NNzy3Iou1n|(~x;7F#l-4(L$)CW7
z$*iDqbi@Cg5utPC$GgpyL0f&_&)SBqvuJZN%NICE(0RGt)_%RSPg!vEOO1cEg}u(K
z0l<Z9p-PQZ#Xf^=7ackz6&mxJu^NyPEA5>Nq#I)0QFVm(9_e(+|9rP4|4P#y?R;0D
z<fCcP1I2&VqVL*S(LULb*a(}dv!amwXi&+8e}Q`A?W8{%<=v*9F8|-^w)~F;$p6Ev
z_3=7OY)qh;ezBE60tFx%1jGIc=I#htH(j`B$E7AvIH($biicB2&<h%T*DG_&1#vM+
zv<WtRCkM7u9eGMd@Bd)0LSjbWWx;a=w86A>D#W!gar91n&WQoX&?;vB%?-!1eItUW
z;BFiNglxBOM1*9yKxq8>aJAWlHExYg9qwG<<^^u{q-S1ovu+=L(rx?jf>gyBs;w^X
z$RjE%w6;B=&<moqK#aD!*n&W`)%_zNN3_+YU+LTGQYTDmt4mE1d0kdeTiv5jp|ZBR
z4Wq9vUBmk7;x(@p#d5dPm#FZVxLVW>&?tCkPUq*c0Z{73x&&gOv2Oatx`e>}y0PxE
zw}2omfe+bO7msL-b@7}-vVmQ~9BeK&w~cjCR=|@T%&D<%|JGu?IB7TSy08D2enRMF
zw_WEN#0UxND*S~iqg|)SsG?}qMt9Hz+`7JdZFHe8hl>bbe_US`^Uf1t(V(zKJw2fH
zM|pCpR&N%oP1)e1Se>!lcBrtMUu`#lr*~<Jl}c@&HB+0$Mj@qX2!l_SZ?N$|9rF6{
z@~piZ`hV2Kfl7H#xw?DE@;z|O9xqp+e7anv*JtHz<7IfCzgQi!N-(5R_*p91uo4)v
zMzN)ct>6R6Cu(C21~}$D2y40lqaujA?dFI=9rXDXkcTXM+dAZ=Rkxed^(wY%gElG6
za;;jdLuuZ)1*jpQ3ZNA=Q}Gb(;(!^bk;?0=Di9hrexpb2v1f*?i{Uk7`}*SKR0Vc~
zo3P=%VjLSRq@amQMInu_+ngvi-BC4Qf1<s19WIfu8|%GFWGd&|dGZ3Y?Dxz9@7ZQx
z7p7dFVd}sv%2hQBJP!d=KgA`&=i=HHEXt4ng0;lkdD4=;zETBNsMZxT+g-I(@P4dZ
z-;Y~moEq^@T!5WI%2iKUz^`VRiA#GhE}W}CU!r&meL$jXLZesmxFTiBYP^QJ7e`a7
zjoAcQNiIY|UO<O%W&@KmO05m7$4G;Au2`;)G|Qzub{$T+8^z#V_;0|TERHlM>ULwI
zRvDvPht8sVZ|tWpm;tnP8Ud7!!AM5RV0(+G0}JR{yNE?V5x6~7j^$MA61&;-@T(@H
zE{Fgl#zW7tJp6*n2Gu74ab+KXKfGJV6=0EKE`HU2HOJ^RYJk?3I$1-cZmOp%YIqNq
z!*9T2)#-t2v>8X?1t*37PPMk@i(LrHCB`nHlg&tH&1+!J>(&HgGxgKpM#cS&!V5U<
z*24pD<Yns%+Ct%LL0h=4;exgh3o9j@Q94ImC3SIX`Rze%p~v>F0B0opU6G*v(5i*F
z^BDLkw@vJA9XK@uOPK1c^BXvD<E;D6(2w8`5qnb}&w(Kx&qI3;2yOy=8?0&Lz2E8l
z9l&rt2_NqBKZt)*K#e<CG^W;VbG4jZf9Bci&n-?jYmMnir~sZhPi-jj8IFb4OZwrT
z-+K4=Ujmj3SCEReaKWapDTn&|eRe}#yRyH3y9)r^A8H+^P8xvZ66#l{F`rbu%enX|
z!6ypN@{lu5e4@6Nmui)L<+0|(?52K~uFC+dplcPF7u@BXpYy!1=lmpOJ_Tn}=$S1c
zXN>OFJJwIltcN#f*I&yCZk-!z9~XYpdDrf;b`^F>$G~_Mx3xLn$4NGM`ss`toLOA#
z)DNVWv+2Fo!}v&f_qEsJ)yV={1?Oug_4SFa&!C3}0fn=6RFvy%7@=UF*AV+8d6Tqt
zVBH=ctCeOc=*OB?yaj-@mcePv`OdZ$<2ZPe;#=u7Z1q!}z0J7;UX5-&ISy%O9qLBy
z{0C0+j5v1;`B3cga}yrfo4Rk)0fHcZO$2fKqQKq@Y(0)A!+0abd$?*n{s9E6?{DyO
z8b%Vna54O`WgctYDrOQ}`cJ*2y-t@hMsgJE4u-(bMIbQ6WF-Q7&XjuW^x3@Vn1a2Y
z1$tjF^-BdS<X|G6FLgFI?lDaSze$(~W%=V73l1aYgC!&Tjm0mJLz%JQ&*KW=SIPM~
zgR%Ip#LN_7EFK4735|vGKAdi1Q{Y43yfFnoC3Fi@a7aP1sn00jWgRgJhuq^c3O}X+
zrO=bgC_F0W6x%4AzCDGXPR1e8oy<sBIPYX0Sd_CRjf69fl+vy2$?&9Pn?M*=Rv<J7
z?VJL{e@F!{Rv}41w3fiCrZKx|kvpSB64stbF1zab10uIBn-~!$XLlr&=taFdq)$gJ
zo)s~%P01LHDsTgz=Yu;Gcq0D#&v_BRxMsG{y4=gFj(F)($fwq(tIgpw9&uK1KCNmy
z6JnT~ooj)sZ=T)k6zSV`Zh{lf`V;(f{tA9=c3w=Mx6<V<s;_}R1l_hL76}!Mae<Y9
z7y?*8(1X#<&#<k2rDcseB7QESeuxSYxc+cd_$PJ!5P?{zA4*?8L<rok>xZrb;c=?)
zA?t_mh^!x?Qw|D6!+8uO?na1Kim%_2FglNmuiuNWKZ>tD*b5Tc$}JLKOW+F@7fbQ0
z&p8mjoaOLwBlxA;W}QReCtQ1&_&Nf<Haka(KaQq9q*!3gYBAhgg}6wdf}9RHQE+bH
zXIe*lX<%z>y*6dnn`PTqJrsBav-z(_%+cUx@mGFjM6WXex28HDcZCWc7ZcItL#;1g
zR&A8W{PjMNw5IfSvC^oyS<p(2_6aIiq0j6jWr(ffXl+`AVH-`{UC0-KrOF>L6INr&
zE|tg2CD_`dUdD}spw^`ZsdGp*PeR?0H30=kdg#{LSF7)VVxUW*^ac0yP+KTMh`j+p
zUpYCr4a#4<(M~sPUhlI1&5kkc{U&eaQ=V}j0@lkjI2VKLb~ahTA14BKFYdO`tY3Fl
z%p}FmK`2haJVmM4nCS1{=9ZHoOP9nJS|Ch~3CKubQ6A(W%e4{O<tF%Ad6Bz;R{?Lf
zPPe9N4X9VCL7^Jmyb|Dzm+OtDs@YKRcGO|#FWT)(Y}|!op^Gh9;9-bs0WMYd*|44D
zxLuklK?$GmHv`K=P(DX(toX36FHJYy4)yAB&GMv;BZWP{MvJ9AO}l~RAwdJx$^ijp
zeY#3@I#5!m-Dgcgp$tIN-uzRb@S)<B3wn`7HpKSaX1EVa?f4B;eCJbKI9yR0G%`9p
z29acbi&y9)&ILUNv>KoSW^9A9v`0!6pd3ybBb-p%hdL1lTb-U9#ckWhE%yeY&hV5s
zW@}#=iV&$cfqlIV2u4f`uwEZQgl;!r%)Y0B0YD69c`EJ=XFL{%=eF&^N8pni72BRd
zN*fRJ_@Az@@RA^WL0wmKB&Y~!WDM+z0IW-uchqBHyk9Xk3<z(z0k*W`g!7Jiw*i=<
z)qq0R67m!zaBtw(;}Lfo)!<vEt6<uy&5=oX)J%W>g*I$?f&1)@trm2HlGnODS=*~h
zW5=hV)YO(6G&sGOQv65I{@q9^y3hFuto(yKz+6&_=g4?5DbaX|M7$JY!(NQm%p9&y
z57h(e7=d53xq9Gt2@b;-?oDp+vxIwz50ZrYRJa#?dzKq~9DpSZ_om1Vu8b84A;h}D
z0+kW$6$ish-Tai$PvPGQhxvVYCTy|d4{5|`2d)B?hyIP{_qo}~A17u37p+>vS4<;z
z#P<YU(R=0tDW;Sr#djmFW5}{_PWi3uB(hq)#xEzsM6(8yiB>6CNTvF|C&-;cs_)rS
z$x4S<c+D|WZoa!B75dh^pB1X+FF|(H)%@YUadM4+S#s{ppz$wC%t8?we>(t6sPUbH
zak^T9@61^G+>gPYSM3)No`Y07o(a=dDdbXWE5}B_dhY2w8bcE6Zm9Ni#57{7_6<R*
zT@tU|YFCOBssD_yn2ESP0_iCbB$3{8CSp1-nx|mJ&YB2cAS9-V@ZA;DMELGX`z*=N
z{*}O+ksX<d@I8^6h<lQAZw3?bro=21VIm#?VBIkhehl`!iMWgK9AqN!Oh-(_#}Tk@
zB3?^lNTC6h_kX*XMr;%DI?qI?Kx9t@Fr~1P@#)!7GPCxT2u4Xk)ZR5~U(Ab7d&I15
zk*g6NHIHd&_)U>UO_jj&n^HbWN{Qd3{SUIDZqg3p&*K*DcgYzygGKxA#M~2M(H6fo
zyG4sv;O;|U&l|K~6Pkkz8lLHhK|2PB!3^3j5|i3k^ZZOqBep?1*EDEacBf6EOUe^j
zoot|(X(%9O{v3j0r@=%s2E_!$d&D$cCQXBu0*$GywL2n>!lijVL$a^m9Be`M)6K!b
z+Ss@)cy@A5&0q_zNX#w~w%}?2mUVTrCRPAU$6n7Hg3AcUL52X&glVM|@+TcuXA%MH
zE1QdH3@MyowX)eLrV-l^tn>^)+cE_yHl+0v+{aY>O%cdUF>#5^o(pQ-m=`TmuvjO8
zS}J8twJGsZ)_7^8QdcSK#84$a`qlV5ki~R0z64=&{e6FOHq4;E?@i1L5&HWB04%Hi
zj+c-owDr8=zK4(-q`2`+M-=zpBVb)|-%Vpkp}&;keuJ1sY{mT~U2&7}_{+tlfRMtD
zaXnMi-;6+Bii!5FqW*ebwCfQ?t%Ye=wO~wloR=6zDsL@JlgE=JzxoyWpO6)Gg?<<x
zBv<VRye(YnLl`%MYX3uG?uk(C2gA^_s`i*+8b&a$FHG-N9sQ2b9Hiv&Oh=Ub$;d~#
zlK)L&QX65K|0kvqTgk81m3+GbUnxJN?~~oiRR5af5)|uA)1LFu2VtTa!!UxPJ)-(Y
zWQfF9bnTXU$20-KH%FQR)c_&*=8R94tnD`q&qY?%O~bLl&*vuMs^kow!9-k{n9Cwe
zL<xXpH4*2;ir$1Evgg+W&n9#SnF>795mPaZfOS)`nZ^*}ZA9rxwI0|crV-mz?CRuO
z98&(sv~>1S%oN=kL9!I+?cG(#OY`EGUN=SV`#<Rnf_rm1Q<Tq>r6~AK(R+|pqfC+e
zd~S-~mz=>fn4$+0b6JEb`da`tC#J|lWY3$T`w87arU=h;#1wrI0qdsd?KFlIx>A{<
zw~A@RHbvK_H%0MY?UOP{=BV?JV<zeQ5u{6j=H4|)-^q(}dc-7MBv(iB#n6~mNM0Xl
zcrMHXzGQ8`d0BR^&%7KYN5w75L3m-ZB8m(aWhp!@*%CU!q8tstvRag(Sc@BlyPh{9
z2M~sXj0m0yqjU<HlbXmm4FT&$<d4}^!T%;SB4_xFi1*GNQ7+__Z7Dot7g9lBs{ZT<
z1n*a>{w(6L6jM@8f}n2-w(CT)dY@Fq?cd>#X#?5=iZl*;=VnAwBK+oL1X){OtqioE
zAh$Ec<ie4`&Rmn2LnG|W9srir&Ri19&cr}!&l{kt2=ze*2+wrH0Nsdybp!Mq8bc-p
zwOvdj_A2IdJ@?Y4wTBclGCYayWCrI|5eQ8&d1=vmF7xt=yy)2@24|yG@3Naqyb3Ar
z@<`+H%<Rx5hx!e{hmqxUL$KT%5?A*hP0pGb)cr$=`6EKze+GbMRriCj)V)Mq&nxx!
z5rTu1I-co>QvW&v)|L9ZX$&d!n({gy5YvdQ)C;;&_ox-rMM=sFY4rHFF?Iga2vnw+
zcJHe5ALm8M9#QA2*p-@X#Z%>YX`~ug#jc5=N_O<C@5A5jQ{PJvHdoz8;x%212ptMf
z%Pk^wA^^*(y5kkQ654uRZ68F)4N}{9CXC1_q)O@<XAlAFYWqMMLkj(+)b?UAjo50N
zdDJ94u!)adqSmkY;)32XPl}4^i?_RzDev<m5Sn805}`fki*Lw_o+;R@6TzP=q_@l(
zA;ygJuzMoa`Q>>&M{=!S!S6;k)cx~A*$BC&FDK{O3{JY8m~kSU^acRSs_ECoa?&~e
zdS2xh3Clq$AJ23|<-ZgG>ni{GG=>yfPpSN?#WZ58{8cI1mXgL#awAjtcSfKy#nh$3
zcRmTt=NLNg$P1l0XxtPa)CMb}S85Uv;Tx>{J+<fyLv-8?Rz4L8CE*4u0S&(uF}t?G
z$_B6N@`&m%A8&6J>L}W}H1++m37Y6|IGX{Kztd6clGLN}wU}sKm>QD)f^sW8n&~~c
zEED1{W3;xUo=`~5ZhjEG(yP`pQ;$)l-dk6v1`;E$(z+lubT2S8n}I24J=wZA^%%I9
zqU~e!O)ws~kI}c>?{B-`|L%T2;(mX}{r;}|{XO^l`|kG--0w%-?;pC~KXSi+Oy3Fj
zN%}n8lx*=Iu}@Mv_3O7gt)o3`4=PP*Y?vf3(l+dXiz0STqP<sm{KUCW+Vs>rClQE+
zos-h<oJ0uRuXj#5;2q#O{t;wK?wo{2)XqtG%0V%i+ntk8K%h1MtvT(SbWp>tj1Q6X
z!dAZ8apt(MLM)MdJ{f=Iw@cCr6L9PG-Q4gczMJRUPw8o}tyR$O1xYq|Uj}<f)N#`)
z*yYdJ2mo7WB2BD9oK?1`TxV9!w&Dd~iQW^==H_fstjQ;C7Te_oQQ_X<%gdwnVtr=#
z;yN^Upq-h9x6Z&uOx2-r@5u0T?0N%trWrnCXzkkJN_lh`tTJ3ef5NUc_TUt3{!-j+
zH#|fSyA}kd?fsk?g6-d7XK^@#yPUvV_HpL#vM(;8aiMTo2t5kUW`3r1==NqE_UhO@
z!vvt<Y&e@yv~||i=bqZMuWzomR=CD)X2p4{t#ilhMrou`-aXQQx!LP2d6l)|yz^ia
zG!aTFP&}cv+`E;Bk+zt8FL!WqF7XZI0Lud^V8Y)_I-eT>ENr#69iCB)dQa+NxIl0R
zj&*v}?+QfiFJO2a=SpCk%(1rS6RT}H0C;VOkE0Hf9K{Kx9cKiqm`IS+4<T5=xfUMk
z6yd`TB%6Wr?Rfo5K{}iOoI87P2qFLl6Ds>AB(@-7rXgTgk{i-YV;YCGH~usx;!ne1
z(TiY!MVC<v&asEXlaGUs5ConGr&=dQsGeEp?nQ9Pa*x`x&dGR-U!Ob?pYzx7XzfY}
z%HXChx6C>go_!UZb;F`p;QY{_>Ld|#yOiM<$aE^)8)S0|&Yb{2JJY&b&%%3!y*Pv+
zYsZ9YtV{bBiOr|rU=?=ygRS(&Xs0H%=~%7aU#pLSqPGgLDOU}$L3P}yZ>+JJHnZX|
zihGOY3U2j>JN=DL&sbG^pGDhp!R4?87LH-1Z%2<_A1ssI*D<1Gc7;?7^AZHChlFR@
zlYsnwB99R%Jp+RqvQ1B68Qqw*Z^EwHdx1_x3v6ArQ7qy9an`<K12%)JRN#uy86w_j
zy|xE;A_I!TE!J3hFYF0f9c%O#VF$*kVtLF*s_s0JA^cv3hK?Y7iIBIp2)}G&eP#;y
zS_o7LTo?=SR78Q9M8Cz8FxbBmH-MwR#g1Ub%D&<Z?wDuYVApFttmX)pq3#2nN8Pdz
z)IBv+Rh<)h=6rspwaisw+^EW<Y^tBjcdE~Tp@^A%76FrfRsxDkv8{Zt6OLys{Ze`Y
zGKDob2#VLYEu=TEg7YDt`d+?j72dUKm3N77`~qz7Bl*tzAv8qfG<?$p>_`lt!%eB6
zW35MTx;<cKj5YzFq`PC->{q}Dz=;mZBe)imR3?q_>oCS-u`n0J7DnD=&aDe#y#(<o
z8if;|uMZY{Z8c}6Y))WyhT(AWeZYqKt-uw3_aWdc{JnI%QY$v)Jf_3sg80R~m`&~Y
zoTjF4JJ(t?H8a~f7}T(R{Zyq~DmQ0uQ@L;9#~lP`o5lKWyE)tPCNT@6zty<|X^S2l
zZAqlLaW3ttixY9+6JYGAI8ZV1k!e9FCPo_O!o(@0@hm9^+<f|Y3N^+TPT)@JvWu=S
zPEJ*PG9ZsKCb=*tCUGhFc^FEN<?@Ys)1ffzM|{KHe%^WKS*Kd~_8eA5>E5-a++T2&
z@oceFs!dm${df-r-72-+Ba?Qc0Wpz+jKZyy;zLr>ktYarib-z+Y&J$imYU8_VZy<&
z0b`N*?=kUscq;ZBki5m0LV`+c2^+$>1?MR+RV@k=y!M-T3ti{@4yRK_R(o9j`d|2U
zoAZ16`~!Xdkv{)KpM8IUXAi(nm$fd%1)b8=q$XCNF5yZR1j0Y&7KL92(efKP6)iFw
znMtAeta>^<^K5)Ntt?V!QV7ICCMA6)g%G%3XHx1YHZ@c%&aapC_1y?64gQdslmeY|
zND?qELs6+|=P_~VZ^YMc;R~F<$Hmw0#n&IjS0Bg~oLeNmmcSQmn7S0d`kVvd%UKQ|
zH$r4|+pKd4{Df-{6JJNb*JkHP@yF5hhm;V|?{Cd1sd5adb1K8wrM710nq9l5PrHVh
zx;G#qX@Ga&FBD<vE{Cb?2zPl#y7YINfFbsJWdlMx!}S{MNZ#CCzrk*l_Y7ZHD@{*A
za-uPOA%qbswJH3ABKUh@ANP^bT5|;Mf&haT!pCU78#x=sNPfNKota5oQ{yXS=}O+^
z8NP=mPr=07vC{XL*`RDp5SiZF^Vt~x%*fy*OUxYa1y+X)U|vq8n>m_Kn&KkmFmaCN
zA0vQ;33Y-T4UW}xC{pHV9yZ6?nx_nyOS<MeCO#x1gwQTax+Vbq&LcR4&~(k=A@U+(
zG{#wGZGM(!a_N&eZ71h<ik%O^06U+=iO@Zi&-oLKLJI`645WIgodfO%Np$W&qpMOo
z8u`Qm?4u0p;Dp3a?Q~`j!v0Ac^7dm^tvUi3gE7d%EB6F53!^rs=I!fC)0kg?;5Myp
ziSMXYj6bK-v!i6pzZ{5_qpPKoIUhm#>dBm?>`6fIZU@LuVgtzRRjL5u2?&_hnQGEt
zi{b~!FY#$Fij~)=ZL2&EOs0~Rg4v*^1gbYMn-#VjgBeagdeti5GyIWtL!23#tj!m9
zD#$))0(K-8Wsv>p76sYUpoC2$;Azs18EQ949DWr{BUKbsg)otek~uK0l2vi|V+llu
z<M2C8ib))X_ySS63?)WaBH%1yv}CkatH{-6bQoS-%a~&_r-@~W!n;$@g79c|+Xmsw
zMEDfgS3&skv>+4*BLQ>a;1r^$g7DnV_!uf{5dN;5c*F?8M~-^aa<C@;ApBp7ApFJ&
zyR@f`p`h41*b)_<QLfE;I%&Z_BRD^x7s~i-&wwvrKj)(nqAYyNcL0@g4(><O=ipRq
zuY&vB85TUNdCZ~E3(gB*s&Rt*c%2CDe*%9|aG!pq5AIWJj)MCXui=_ID7gOw<gh_v
zq(SM#7;%2O%7}kNhWu$HJYMMBFa6KdA%6m~5b{qS@+SoD*CGGUp)h?GK4i!rk7yx(
zJm-*n;40q1#sA!f{83iGntU*)kiU>tciW&{Bcsz}SWVzn0#PoPUDD@W!d$OkA(lvh
z{}X?qD#_wgs(}B`O~9?U^<KcA?={wyc>j6)naRWbsWt%%iuMQ5=si6j?dRy5O%d!r
zP6qq^u;wDxf6P0>MKE!!|Ktc@VXKq`v3?wDs81BQ*fh#E)cY7mnqzIvPxi|t)W6O|
zM>|!VCDb2)eP=BWAvDzQ-<Xlv8vjXVWzJ7Cwe*4hwo@~fxd+1lJ0Iu|*E<yF-vNWr
z<NSV<dSU+Oz;#BLUn8AZiXFyq4vt6sFn_Y$1sNM8yOlA?HEh6{T@e)!KNJD$0rBUt
zCjn}@9T2~c4IuMWRV1&9fN4FbCXG&K?27RxW2Lxj72zEk^eJV=rQyB1$i2*Xw=hz_
zB;Wa~SlV9#;Ed5=L}4-$XGDYd5Qq*(gWsGl4iyi*5dml6A+Mm>?Q0et4i2iy{$Ng1
z%MuUvCZPp{Q9rj02)`FDO2vVSi62Z0LIs48hPg1YVJX|^W>i3!>scR9Weo^_AE}Yw
z%2icmM~-^aGSH^}fbb=O71rY`yk&+@p{}=HKoMWQ__%R}FR+^%RH1r>SMUqKTFwF5
zXna8cJp~V`04;Z81P^JxPAK$(^J$oBoB%CeCjzufAAnyJprv2w1GE%Np#Uu{vAHr0
z3eX-+0a}+K2HjYW=a9PVDrkU%oijMsMEAC#ac~)N{)mAY@`h4}X9>hYcs6}_mJqmK
zhi4B%Q92ktWOx>jXyI8r=a6*Z+RMQu+uVj{QC2{=+xdoP8xWa=E+kDTU4|ki?l`;Q
z*#<;rwM&?z{4~T83GiC{m0x)FOcQWVhG!c(ZYVr^$Bw=O`tYArVoqoJ;he`?5q2z2
z%cdAul^sN^c@QY$6C-k=(-*&6jutQR!J3OW?JiSfWPC1hoOUb%SPpSo9BZg+lr&De
z(;Vx3h|~I5Mus)BcF>tI(INRDgmhWrv;o+6uE!zB3Hdwd9L5zFH#+{4%-r0PW@_o<
zv~8zmtQ@w%06n+3b6s`9^$x{p-vEQ)aazu5UYzz#aGepS)kr5+WLGkrgMN%3r#;u}
zw6jCjXWEt*rNheU`gFC5wbSrIu;yY|leID1*9IgTD8@u@V-w2kv#2=k4g{>naqnSI
z0@QUoj{6ZdfXq`>F}Q~iFfAL^q|rN#9ml<x>i}NYoSaF_y5^%+t>TaHmo-N!nlI*y
zI91jBPbOeTq7c0gDva<~H77s_WA%WiNmF3xuJ(~L6$1PRm`187q6z^b3ng;_j5zlD
z2}FnE*pHbMlQ;}9r-2TPJ9;HUzed1WWGG`*^Fi-|=jX6?%M!&ltD4bxwGCn~g`uZn
zKgGd|(t=PNj0DVugHwp23Sx63<723-LF}_~;t`kmRS-LJ)PX_lzc#9xV{1iL<;<-@
zRFU(xaPP!l<lJk66IMVta2tV!IfvAvsn?%MC{#$Ddz^x!HMcYrdcipkrWz-tj@OBh
z`t$G?h1BU+`j9%szbK@Brm5E>Lh6k{&GR)%p52f-_unHco@pFht2-Crh_Z#$3B*E3
zJ$*=>5V&85)JrHz*TRPkspAnXq>kqtk`7!ZJGi=@+mJfS3b@=Wa|)@SPWdm~9Awu>
zt-8y5Sy*d$vTMZK%9{s0)SZ2BXP<Yc)&`|d-N`)s7UGn|{bu}?UjY6#6L9Mzy;mRI
zek+!))J$({KaS+_`AZ`DEf0CQ`=Rzv4vg6c(f2bwUt1kxvMJ*Drzb(CTTa;Bp7`%G
zrBN<I6UX*H8UZY9MVp`o8^;>zqXjOFBWkc8G{@T7f7mpay6i8RD3ZJpLe4Dl{s4+N
zU&JAV#`_22NUd9pN8ztHH!v&sNE#HR&kM9gfw7=}2Mn<Dd4XhljB*9Pf`RF|f;g!6
z@(2GH?ltlU8Y_t9=Q|l~z}<?UKVTa#d!Ccm+X9)&k}r$;(glg`WUTZ%Hr&h(mC6p>
zkAU^;z;D=-05RRp4jlSmuD+v+Z1y8yifpP$qoW-=J8&vic_$)xtUDN?pP29LRb=r*
z0Gui~sUnMrz+@)Wh>b5J5FL(<pOY^R6$hP-fU|JWa*uoDLMyt=TV2nXWNS_n%n~D4
zLvyrZZ&ciE<K&kU6NEScfv%X#M~a&-OAA7AGZHfwZZ^zn`;?W6lXG?JW3H@m@)zdB
zCq|q+a@2uwawnwN8&xXVOt*)bvYpmMacT-SMH#b-u%VZz{ci8F8TH`Ze6SEw;b6QB
zaG!I0I~wa*OUAiJBsfuXn?gmU;5;9u8YjMu*NOP{J@|{_+w?1ae4D~c6yK)E0oTnz
z@$D5<GLC#SSgQ`YOsBeg3`zy<`Ngh2YSE2x!Wxlra2hWUj5)8DE?DZ)assgs2Tvad
zCj{=-aqxGd$h`wTWE>oiXmM~n=a3ZPve3cR<lM%=QC7e`-=0$({A7xQySsryeL3y-
zv}>ePsWprmb9OBhn$xv?@>=GM{VU>)MEZ;PE5BIxS4_aIclBPZJ9vNfuEe)54t{p>
znD#lbV%ot^3yfn2(eA@NAIA=vV2arFDKd5)26HZI(SK`7l#EFxj#u}+JGtB^h*#rS
zLw&BmMN&k(`Z06jt@+K4xx}cCNlwBnG3o#+I8VSKgvO|kjg}sFN4JoRn3Xy;%~aFJ
zqT5c@STz3vSk&{mJ6EILUN2Gn`DuVHJ^ma<2QTLQbhzG#Icua9OTu3>DNGb|-i3Qt
zK@0DOyM<MCdJ=a3z@W2BeCWGe6uVo=O7?xQZz$BY*QTHexD8#vv7}viGS+0Vz6T(o
z?_)Q7LF&#viZSK+$(b@x^XcIsS_1wGF|9|nH?SuG>iv5@{yhaE%HwuvrUYBzw&|@d
z5DKA*a<u{5uUbW`QUg2_4G`lE=*nK15j(UtVfS5V4&ojPmQ_i`x;<HhSCzvkWj%Ao
z8nefX)0L)WUpHN>G;q`2v%K4Vl-y6|#8_rCBV=Z8TO~pi%PbbsYOqWmiID!S#d;B#
z3pVhPAz(@_>L=KQNAsPq3TBTWV4t+$dMkE1<hl@EhCQd7E4}SgO+^)?g5qf}$=(I0
z2>Z<GyJv?fXx3#Z>>`Hmefi@1TDc)!0{{bhiQ0>-0&IKr;@KN#3xe73WY{9o3C$7Q
z;KRaVz&vLwI>MgRig;3rko=6C-)%I%Bp@=RADq9&X=sTDwAgJE4>}1BSebwVM6{(A
zHuX<>*R#>E<SPY?o>81*I9cs86Dq|rm6)Ec8CEG4R58icFfItSMZhisksx6xH=Aan
zFOM?ZeGZu>ztD}+t)E4}S#;~35Z&r-N}Vr1$=Wghrq+M4YE|$!{BNzr(yWi<i*5Dx
z+BZ$Wjx^_(LnHBh4vBAvr7>VAGQyBa8ov&6%$UAMrtG#fvhA^%M6xqXDi^<}LsHp?
zfU`&?v#+66nYhg~yvOG>E!}E5_W(^3Y?>`55M(x;dyzZDE?7-z)1LriPQ`V~j2xL3
zgfb&Yw_F%Eg#@ZhJzo#__$X_p{+T&3hf6{AMqA{lHyr}X(chNs3h_qUb~n=C8UQbH
z;HFDx*-0<3=~)#wQR3xEtPR##+#Ssswon_wgWd`l%sJm4jl07FaQ7U6J8z@$VB9IR
z89R#yTU%d;yG}hs$L909jm;wiuz7P_PF%YNdo@6y#cLT@zQGIO5V9d;qMe~l+*kTu
zu?)sMaPZnSoP~R3P&&0L-KN$tsnoH0my$<9g)Y^?rJ>LZ!r(2Rs@JAq^W&M>(9Pk|
zFp64}ze3eYwI=i{eXR+lcd6EdvU}W-2&y$Xk!np`&KeYPk3lcr?8Umh`VzW$D3}eS
z+ZEEd_$tQvfee7At|=i93pFL_Yf1=#`*lr83q|WTR6gDY@_0n6DZz6NNeiZT9Lx&M
zZA}Tv3Rs%MI$Ki$$_Zom+;D`{lz7*&CD22NHxlXh;4f4)av7N<!sfbzYJZvcn}Fv*
zO^J)6IjJdepWUUJ5|0~#_MHi$-MmZUdlSsFrbNP=i<**en-V2OHE~VJqY=Qu<UT=7
z363??w+hUxM%0x2n>p6`S5qQcN0wk@?Q{4)CR!vvgpe>xO-TS1oZsLO<b?cv4*juO
zi30sy$FPf-m0J4V#8#@{q^~JyJ5?jR^A$jZ=V#ABO^L)T)s&n7*ovwt@vio2N=}69
zUHh%JrPoL+!XE$1*bQ8p`0p|PGJQ=+u@3bI{-P3Gf4hYxIG4syKL*<?{+bH04jK_x
zj?k4@9U)69d`ln~EnbO(7l$$*rb;7LYqb$iUE|#;v&SMG@MkxBCb|R3MK{nsxD2Yw
zDE>w19>JieuqOe7=21o=(|IhVAdj-CK9vn1voEcZd}knFiUO!f<KiNA0mTr?M`$X~
z;Bda2NP08F$tC&XL`C~A1i+~h1}fT*Xies%xJ;;$#%l;ff}}A^MlqgZXBZC0^2MRz
zt0Dr<!dIEnR5LkEOHWg^7ER5}W=T__?QC1!F%1``;yuN_^|T-q`y%ynVPC_WX<xjd
zl2u&m`nV};vg%%>Mt;!=m8^;!^`?VBxB8P+yLgHqwlY;Ym=Jfv4E%TYQ9`u{llcL_
zZ_cT#Xw1TP@CIgImlCs>8O%K$<2ivFEMGRJXGf{i^HbfX=i#XokV?<+MTO8F+R7so
zdcnB`rW)r}V7yMGXTFKQC_O{J(x+!AQcCF=3Y2jJ8aqAXa+=ZdGB7=(E`BvcXs?-d
zZl^Edk4#)Gq?yLWwWaeJ=_RL5&k%@(^i2Bn3?Xp8PS5-RMeDopA=5K>L`%=$IftYL
zBP9+7Smri8gR%m)=>0jRXAYv`lqwY5^R<(9oVoP<?*lB5s4l@@`K4W!nSfib@4Z)f
z5mQ}BvYd%eN}f_#8S6D&qIXaNC5Q_5_WVn^f_*WZi++3jZJ-X7uiy#@bCDbwHu+u#
z!xJY*o)!TtB(m-#NRHrGLp__o;8#R)<aBeat@*@ixx8L`xrqcx{Sbm>NreR9+}VUf
z2u+17(IrEKg~cIe6`q%78tKy<ZKq)b22O(kc0SGF*C&+JsKTT5q=rDBm%^BWvqlO-
zBZ+X33k<)Y<Km|<p5$%iguzlIrq_nidkNMT^p9~pBmF)$w9F2H3X`uuz=AIY5}NEu
zfP`*`$zRR}ka?;qoOvq(rq!65G&*^)!{jGWn7lo4Bd%jaePg~eRnfz{0C1`Rq>3IQ
zvXU7gBl!JN0@2~%_eb-^q2iVgA>b_BvKT~Pdi!nO(ZEX?YkVoEX=Mt2(*(44G*HL3
z4SxSKT$GCU6#ITIEeOTFNWEOx*RXL(g5O-1`nV};@cVJ3Mt*BV75t7Ibzo1$GcZI;
zOI-a$g7FpGp{-rh-aSJW(QBQE*3oE=m<ocB7-6=Szd!d-bu=Ebb~)tEhTsj&BMD{R
zg7XLvK2B&8uM?roQvf+4v`N3xhc+o1L7`1r!gBQ(6xyT!#~^vPo@40MnQO6+$WDdy
zOwQ-d@i;Z|T2hBC3B*F!GJV*R5V&85Eej|%r=eo;s><<*7PiE54oL#8d>mXb&288c
zWd%Ii7v&VTJce}oRIT0|uT{#mT_byom1$oH(|1judkynuo{e}S5#EHq@(X8fHUUF)
z<H`nfH5sngpfOQ%cl`#tQQk9rVXZVhX;+(#;S24(cBM9je+*+7Z?D~Gj*QltBXHMV
zyFLtF4;rnq-JsKOW_YYtYSc^KnVAvytsm`@A$6Dcb4Kk!BQYqD)0N2PGkgzC9^^bT
zR*=*8n7}54L1cPw&&NCcGb4kOEcAK2=K&2Fz~&+fy4MsJ83#)o1$|Kju#liyk|-#S
zHPi`88U?MJV{Oe-2FxWOdb^1a$p|5|%MuU`K)>@E971S7^zaaQ5wTI@EVDNEq?ug$
zFlpP#8B53t4AAq2J68=Jp?fG|`VfplkC+-r^@67#h6|10sYX7r0IM;qCkmc!(1WL?
z>3SVZvn3h8BB#SDl!}cB>vTBYC^yTsYC{}f=?ko8gvA)?6KqPE-4+#ets-DO==!(p
zNq{_mSHKH&6!}pD%@-9`rYh47i*N;RqF=e)8mm<*#k#+@Vh->as=mM`&=FL*-SFC?
z>e7w%nJK9K5_SCzi@Hx1n@xLi3i?vkth(K(?X~fj!j4sJK<mWorfW^RUoc>4#>ZIs
zfn|vMcIOedR0ybnxNZmbf06H0RjBr72$*6KO0aMl6g#kgvy>>|pnE+7Lv+!Qby>Ak
znI5yD=_RClilrtrz!d5Tnrn_*jfo;KnKfZo#;nm9y2gX#E)!-f5>vdpS!=@0D6o>@
z3XZ@3)zPa~`G)9kd}U~F#$}5?02s<|0j4@${mG=MBZ+{%GW8(3-ol1;m_70EAZH`c
z)-jASECdWzdOe1bZXf4W0qfrb7E;B$Rlpi~IGMX^<Xe79AUd3HS(Ps*DIs2gfU^kk
z((y{IsJc!@XI$Ki8GAe<r>SMhxp<S%vM%VSwavPm17lCcfr^RGP76XYG14#>CQc!Z
z>Xid-=zKhtHS4k`Cnj;FS7luyM;+K7YpW=X_j){qs8;oYfu5V;fjwdMeBGV$2QQ>e
zcq21_$DCg+h{oVysTfn0qVx5Q;3{nq6bilITme&!ldr++M84)#_=`%>=~w!E4TW1N
zU$Yst2v@Hl3Vu0jJpmbGP+I3f5%BdEt6u7ct};Seky#uX3HLyp5gb#tEDnKK$l|2W
z;t&G&>nzS)C`_+~51GZmBU%;*&p9L?7?^P|o-?;u9F!Gsoo~x2iz5=PQ!~vQWH}0X
z<=S!P2YnjxL8AIF{z9c8-Q<wqU|>AfHF2uv&)=DVd$IT&G1Zk6&6)V5<awER#pgut
zpyKl&D)fFuuwY*_7U;pHDLxkv<|6I#6O-?yKqXGQ{4xSqm~<v6KF6_|et{FQ8jdJF
z|Die7c~E?=SS^=a%aRW!R;O8VEde-p7UK{?b1h4B$#9F$=@7FDN2QrY`m9RZY4}}N
z=R3e`o}=2itcof=7g(cI%2NP0dMZU=)XSd~;H;59(MTc|MBit!0y-{!@%d#eIe<2$
zHtN_V*r#cnf{(D3Y|(1ert2kpNZYt)wRORyT`!l4!<+4WBUjbxdt?Msa6yi687mDZ
zXQe0yL*-Szhd9*pDy!L(0IA)Md2eI`$m~n0aM}3?nAUS@(&#kCj(MMo;aKG12xj5_
zVyrtDp?BmvdljpCHULf)?ozQTL|`&QX9Qd~5Qq*3T(8R)hl+!$2sjG|9g5sD)GSZh
zH`J=CDl9ti>br@t%gs4WHA?{2H$Hu5AJp<~1F<iGi&Al>V(!083qmnB(l!_7Hmq!f
zBk0P93dC~l>*KYof!OyWHS$}fsz7Yyr~}L2Ya$T)T-@fcZa1gvq6K`ka;3N|U9v%x
z&g1XkVD0z-o`d>%{JL?#7pLv|(}m0mujP|Kg`C5<(fIFA#nvi}%iS!&lbSCU3ccXW
z!c^mgaq&74#{CBVqA)J~N*~6hI1GhxY4OgLc2F2sl-(n{82v-Es83|TmY&Jw%lV4*
zuTq!Y6NrU?ZTf&MA#lGA*nS_y<~#5q1GacX3)td0ha>^ld=4%Z=Qd!AvI4&M^*IG>
zkEHAzRU_>hDK=oMUG9i$=lk6A%#S+gA;1cW?qd9vUjX+&6L9OE-Yd5!%n8JFC60TJ
z_Q2%f+%>Vv?6pS(me>c8=3PBsVz1AN7VgP{yHAki^$gHl#CV5H(MTWTeQE@-9AdmU
z)=)<$Fwznc<6UKr6*h9XygXVj)@Oz<#!ZIzL1?Klymh8IQL7G(dq;+!18?bIA@A@R
zLu=O#SIVQq;IP0Y^d}Vg+JjTY(w^dO?L{2*mW_NFXJ~3>J-(mQtm9_Y5b;VZPAW2*
zwdMLI6Bm*RLg<zy)Ej_$=UF&}&`|He0dgW@ee4XgCRe4IRQkYg+esNq(kH_JJ0JKB
z(KQtRorDqS@n42aFAQ9Ri;OU^MlP|STEVcLC=C2IJq%2QhO%aG9<1?No#Mb=@#zqi
zV(M2w+w*-B#U{2tFM&kDPV#kotbYKjQU|O86h}iX`L*Pg;Gt_*uC|I**mIt4z#>*r
zdsM<&SAZg}ltm<>y69SKx?!s_^nzf!(Y(j}=uL0LAwGK3o4j%J#tM5Gez|YtEIEm9
z=6$d>XYPWDRTMsngMU#3_z(>csBm3ISquXbe1YQzZlJ{dDQ)o2hm>f>#|G1mPd>Q(
zhbfI$bpsCvx-7+>95r1-b+nIWspP^_a7ub|p~2<|#OZc&;oWQioR?EDn+gp-fPg8=
zpeBvn7dyFNC>XyA;tbXPaz^66%Xi)?^7=3UP8GaWkyk`rGT+KbE8IsQI-FK`BwrjV
z-uV^+&cZuOFJLR)=yZa6F=LNk=QOn}X#{T)S{*k!32oB{KZlD_aiC)2|4a))F)`9G
z7bZ@ja8>$%>sKF7WlbNP{2`!5elZf2K8PIkCg>VtG&rY1YjUpi3hnU$Owj61n$V%(
zqIrHCx@#{`u_6)iF!BTWgBQ{!{F2iFk2xm*qA>`~_fv3{N&s*NTX2=;g@-~fIDZ1E
zh?4-o>qG+JnaE_60H9y#695#)qXYoOdANEFN&p;zY%xgOGbkd6-U`WeH(PYY5MANM
z5F^t8Gy*O!&T%+V@`zHW0|>-IIv{;IfDpJ}rvo;j5M7FD#_Pg^N3?VRo^wbpFcRQk
z0AX&^0Vpe==a0xK9dH<__(sLHr?A+9yUzZT%oA!NW=LqO_$$9ez;!0z)|-1T5g>8a
zl{CQ9<>Qhk0fu5lE#(6OQvg9kd1uc@V%40;l%QW1zq<RV?QVy`Aq~u2g#Yg{1wuxC
z6PI}369Fu2U7w)D8^;>z<^)EgBEtW7m}70tJEqH}&ig|qCL{}lP%TUFKLGL0LpX%c
z;Qv8}jEHcecAQy{&!(AB`oMqN2^ntxD`9}1Tidyc??4?xVgGN!^YyU5hDa~y|82O$
z2>NSe5{szUFie96j9>eGhHvjw?=4`WwT1qI8UE)UL@Ef3QGURNpV`e&A=g(UU_Ipe
zUG^kEl)q2T8@8jHB<2mPW6Vtu4)6zb?b{8>N6`>wstD-_*u%BC&$g@H7P8n?2r`JZ
z>Ij&XF~}#5Ko%0Z0Ya9N5*~20WREnO#U|}33lD(*0L~b8lYzuZvtFx+Ov{uF2i@{}
z_qo2}`ko#sBkwO6(mO(4x3^C_^6nfvpsz1rd)>9}*1AL1Rkdm8rBbyp?S(Yg!~k3T
zR3VWCy&dg3q`S(c3Bd}ZHXW@`LG30`t=Q;yx8fVJ?A_}H2x6iQ)>&(;eYI(9>tf??
zdELfZ6<SAvpFXqNnsJ8!O|0NKk^`y3kej96S8h)9<C(E(m%GG%femZCTyHd2gUD7Y
zwS6!cw|xvfe!5z2Hr88@-gM^`kKS|_iM2a`)p&5bcd%gtD~>h#aqw__;EXkEwh!P*
zU{?4IxS{iO)4<v_S9s^vstGX-v9q#(^~6|*1SH}ezCth$X8`x=ypDY)et+n^_#G(B
zkRg8EPG}wZ;au0NDk*Uo0=@-a9(9yS!6ka^gx0;%cf#IKx{;}RTEK!VJG^Ek>QGR^
zN%oUSc)u&*+ex;im|np}{ZjgK0$%58tiWepNPmwNXY}N{zk$@Dt5(Sw_*+M5ZVO|)
zr{qfw)ii3r1gz+S3qZ<pkAckH-f2|xRC&O_qzi8p2Q0pJ`?X9@whq|N!JTc+Q-TXw
z5d<#3jADR*aRwmpFwRDNYylwT*aD_{g@3A7aB$D+g{eww$j6p&s+anwdMO9DYi_4{
zq!NF$ET91R@Dk4ULjP<p<lw4vJKKIuxiRGwHBDoo7_-cS5-g{{gi~c;Rr(aIO|k%s
zQ3G%=f#`4zz#aM0R+-z^AmA+KwjbPdWNomfo{B9v(UkzS*F0m9cjh#`EOh`hD*Yuw
zj2X180(iTiKAFKKrikO|u&{nREFnf2mOdQ;EQyiQvE+ONfVK{<+vE22Q<ZY5+?>6w
zwG94j&P+l6;_gL#eRO%VSl<mVH?+i7Nm{Lh#FF!IM1^w)x^B(Gy<#|lpG;!@R)jm6
zWP<J}l$axz=OX4QCZeh&xYO>FI&`MKZ~`xCTz1j*#mT9PFOMXTGUoU%m|_^GrNEu4
zl87AjrXyh3kNAd7I|Q8ym117h1$wSlW<>M_s#9?_U4{j6xmYRRU|W+mRFaQ*x<fdW
zsUQe+i1pFqfQ_7M9is7YWB?xS5-*!>Hv=3HgE~ttM#4}+Z<vnR;~KIGm|tAE-Z~Yd
zCw1+FRVk0#rI}L2!zbNr!9Sjnv^H2P&bnd+$94~oQ>W?jk93))#{|&y4N)|Oz<|3H
z1kwcad8dfFcFlGlReO4*I$e+LHeF8$pzDSJx{7dg%~J6m_0qRoqJu=OUBl%mBP<;^
zPwqBuP71)yGb3=LMJa=kBVw8yL3sewv9zw+SUM#DOXmh)$<1hJ+CCUbXL0;w1Epi;
z{BC1rAOJJZh{lW;1jnlkYc+7z_5qHZ%+PfFZ0<IGP7A<KkiL+dv(BRUVKCneth>~Q
zos6(_-0bQ$ZVCaoi4=u(7RFM;P;;RVHQ7Mvm~py|nbT7(UQ{J5&svL>hnCt7g<cTL
z!{zQSYBRHTVAONsEp(lzq<t|UM^w_%uk@9)R0v0b9x9jOK?+zd`PX7CDzF=rmf7g1
z;V;08tfHl-^MX9*B^VLNRz*u77OH5|SJ4sz_v<R!m!SaNf-1(VqQxUx6)m1~NG7nX
z#=&Zwxvio_SpnUBN={X@hmse7-Z$%3Mlm+uIiZycV$uHr#0!b+gZK*-hD?;C2!W_>
z$nP})x9;w}8d?uyT`8eG+k0B_3fjR~6|^4wzyjJJirnAx1+;QXDe7mB-0s!SDkyVN
zKKo5m7Nn3RE}#8=1h6oPO;A3IV>SJRlpT`4W{$Nr-&ih}>e>G`5g|DsglJi+X9Mu=
zJcdIEt)5-(mk<$DR)?9@Sp3n%Rs#}T%OSzB7e0a=VxtOs0<R}uw(WHMZmshrm~7{3
zXM^+$mChaq_|Z#e6&k(D*%ROjH|25#&XYWKjYMMNUuA3q?n3;^*^Bko6CQEBn$5H=
zlk)<~n8`}cOo1yZ7oDoU_A83x1v*b=PXcsyy8`S?Hh|3DmP$#lMZm;EYSQRl#;yRP
z9tBZs!UIa}FJ~maDBpRjx51wYfHUSf5p~H7p37+KWx{rdKy<jAVKiSHD&84Ez*%@l
z<hO-ml{i7aFQ;kg3HsKeshQa<33}AuZOa%Ma8WAWQ|vpH7KBREBlU7&U&DsBFDp`M
zdahZ0+>|v<|5l_%err^frjHzTU@znsim<%D7jlH+q)4kg?>0mB{#IdFUvC6=9S=>B
zy-Tt2!5s(mL9IIcb6jDg<^9}_N$7cDU*89W%DI9dnnYRKC3F8uu&w5Vg~}BKPhhHX
zx+UOsBF6iV_=~zF(696{UJBHZUrZ}{uDOF^ycGW#^ccwq@%q9;kr7^cHWx+bQ_{^!
z-6w%SEJS$IM|cT=`*no(t0+ESf)5$t#UomT7tc8)5xDqsaLqWk5nhxPaKYc6Q-t?u
zittWX8&mM=)vl3A*py<1JLT+(KKBadhd+)uBJq6;f1&DV7lw#hYN=@N|CoSVZ|%Kk
zuZul_ny!R=H?T)0kNd8R758Ni2@L)Q5$N4LAN=L>N)Z7*Rz`q*pynbBe9Fhdr7v+9
zctr%Tkcgs_APkIS4RwD4b%GJUJNIlaes`id*4DgazFcC#=bG4Pr-ZY_f&-B6oP$FM
zjRhYXC@Uf$>^sM-%d^r<EPYhC?Zk`~?J+RG&PRnqbq<AwpATcuL&H9Vdhy|F;W8sW
ztdUJDxQ=HSkBAQ&odlkBp$#vDmx}O8_-gr{c-@|??S<E}-9p^)Y1r%s_SD;2v5U}6
z06Pj?OHK%NNrtN$O}jWIU;KA_9zQi5Wd7R5ZZ<LQs2K0>CGTTgivS;{JYNaU(lxWr
ztHsyt^yN}W^)beA0~u&tevrZt6O*X987$jA2&3ZN$KkB>eiCDBnyF${sve5-npi7q
z3>j)H3L+X8qaNy2INaaCixJMN@fWR?=~w!-GP$|5Rwf6C*2)r1L2KoskiiFC1vn_2
zY)@slX0Jup3~?nHxoW0SaJSo8E{T<T)l483R?X>G&4j@Hde!`T<g(Ynhg>z|5pC6s
z=Nys^G>#71)VW<XqpW}ioylp{tnCNJf~MMWrkp>6SRhgTIR46Sh5ShqaO>4QvqHwb
z)Vi`Bo|{eKgOI<lDg0SipL=T4zP`EMTHzHduQ+eDb?%tmD2+7AyGI(ZLyf)Ol2=(P
z&N~lWAaCtVUXHTsOpbnPvb$X5Bwp+ODgs!TyOv<Bi(?ISUy`nMe`JpJ&u>%srGJ}P
zi)LBk2H@OTf<p*h;>Oz){^&H*NWY+MI}KxX@Lgaw&pYj0i@?B5;a31|^mQ!X6n-U~
zHI}a$NyPH?2TWEXmahe4{hH(E?aVL85iZk*Ym&24pyqLrsuq3UM;z*lzCrdRKx(&(
zoGxSo$m~L?LX`^;FfHNKq|sN5UE~yNi+9EjvF>1mzB1q0t6Gt5065hWUe$^q0+Sg!
zm)%sU(|H7<!=+C3d~v8asD^;EaFBoh^jJktzMB}k+>+B&vy?yi#;5mlK`r055bCes
zqEwuznER%*AQW>WZF6C6!^*ag!Kp$hu6=#HmbDP-14xbh7N@EZDst3;g-~7JmYu2P
zu0LJKtngYs1ysnn$|)NES*x75n<aQs^Tk4irr_KGQ;k#Qgx874?KklkMQ-U=`p7MX
zUnp`*i+8THgCe&S(HYFNDLg%s%a`+2>0hOe(-Me<IBohkEg^8fj??}C#pb*4A>*`o
zM2pknIfo<x*L)5x73Vfii?RZ~_bYRa)6$NkOw)($MB4u_V1Yz+3I572PP@zm+<Hw{
z<FwGj4$`u_%dnlS`*UVUma!m)x)Z3yCnc{}S{bWeiRe7xY;MjL#R_BMW?@@{u;2TE
zTEVus2uBYu{{Aj1up%IMfz=IAIkWP`vp3Eboa+E+tCNA+VUyp}2Wp=d0W60=EsizR
zTL}!8L=+{RZjN;x1Zowl<x-1uxrqcx{Sbm>3DgGQ+}VUf2oKcik|F9Ume3)#ihf?2
zX`~O-ww;Etgggxf*v&w#z#0`CRpHSrP)p~$I-@B#YXoXFk_fe2VE6?c7ymufyY=@_
zz3p3Y2)IqVXm*LsEveE1+W(1N+N-suXnl#Bf=<;M(D;%zFRAy}>aclx!zw_DQVs5d
zoi5-=V>LAn<S>eRi{(mj6uLV?=g86N8LMjV6FbJk<p37Puu>K;3D)ZM!7`@b$B2^I
z1yUj96$n@lDL2`Zfc*Y_X~u|@UJ{YEjhTXXjG>fl--KPYVe=5HXn|W(Z4^ti-ON7N
zFJ!!2si-|bM(edba2XH=Z?VS8d&^@s?(<Qs!`?Q<vZ^x^r0UKi8Ny%6(9jWtFA?(A
z7U7p|tj|p0t~}HAx?L@SuV^8jir7zl65sOnB+Q1k#5FjBe~UW5Vr3sR0K+X_Zm{b$
zp8(_tm!a<V&ZBNw2<p0>{&+{eQ&qw1w;^DPgD3&TC0OkA#|gv)u))U;P`FGLtDL@n
zXN~2nR^eU#O*H~+@Wc7eTkWUu5fiW@F@O#?)gc^f;eHzC%orO6fRgTxVYAzZeO3JW
zAsAz-5V(q8BYBfKw?=a29s<$f<jfCEa!4G8xQv0WxjTBr-`_{TS@?VDc%@csdc54`
zO?3BS#vZ@TX=+)LG2SG!cJb)JwN1i21{bB`K*hwrP76XYG14#>CQc!ZDhb2Qr;n$y
zCSjiZaiB(iktdaei5&H&LqXB`o5pV!Z=>TLiReS?D&11<uUpMuER|~0)n@Q3=d!GS
zr4%31svUWPkU3$l*8w(jPNqcT@$gjasmkE_Qb_QYwq6Q_UT_YCsm4jB;B_LIavA=j
zWD5OCpG=_`DJ4^up)TP{HawYvmfv_?T#Lv?7QNFmxtuu1<I`znkvf?|AQqA->60mh
z!2LRzvJJ&%3w+3A3LeptDR|ByNx-;_gW;UHO{So%fPU}GDVcH%sdL(FbC=rVm1}nG
znm+9s<`2C9@kAm#jlWQBWO4P>>*Cj&fLm|sog@okP9dc$`Icw+9-2J$a%Qa5i|;Xk
zFN+6}=e<4uvbcX{WN4BlWR914HUrpP<YwMtiiwoJ#6|S?MF0z1w<Rc|$FYVwKY<It
zh}_H@&9S!TDFfz`run#u56K82w9AsF2|&N|Fb*L!O>=mNyolJ0ah6$`&!?GO`s7X9
z$r($}*TMihpS+3CJ(S1!9*jcI;}}TwQaV3?3yqYHMn19dx{F~QoR9b^o!5COogMXQ
z*p_S@7N07SLyTaljpf~4;=M`+$lNq6b)T&^;p!Kgngwr94>yh4uwy-JWnY@cyaFbM
zaLp?ohrO-*xtyLIC1d`dGBRX#u~ZW0P6VtcaemC61O)GPVEp%N0GX$%0*Ajtz_g}S
zlSX$sc3}JxpZ3B{uoaKS=53ivDLDQx`q8Ua`JUmAs2k$U*yPAhz!dZI#8q(pP!q5t
zu_%M<Pq!$zo?P6Acw2{nr%5|zsNE#-_kNg0s_3T*T_P7Hb6|}4`)>$DhvV;On-r5c
z4Dkg5-7h2leij1GB1TI_|9|$r1WvA^_<somLISxDARI#ivVrUpZU~n-A?75z0V086
zc6T;AFS9et%xuDfAdwpvxdI3%isFGHq9}&~f_UE--Y0nT)1UZ5!IOVg_nYb0uiw$t
z{bpa_kDuRf)9lPvS66+zy1Kf$x?C<ccA0}v9@mq^)aOWfef+x;##bgZFq`PRI|NVg
z9hcqM;QKOD_=({AQd1HF!KlDQ5Nt3NMeto-XMBLN4ZaU0gb^3~BKRK3_3|;Wn)rk7
zZ|1@GMSc11O)*Xoi@AfJB*HQxxG<l6*m!l+TL*TQH$ledS3xycX+EXS4WG)~x4aUx
zlyFc#T0i5AU@wCDvNOyv>+zUFskb_3!BBOA`uIH_)V~v3EU3>~=0SZHlVd@B7O#;l
zcTiA&Dywb7fYjD-(3SW;`&PTpTY+x{6h7)Zi|d<lB6}y!)o3^ELj8=yYoUJgP(Ksk
zt2)&G0h~;C!;eO&AAjQs_2Xv_n;*D~cX0EcZm1vU3alm<CKT%Dv(<eXd_%Ttum_)<
zmzD<UD=qb}NUqnnP)ck9e+64;N^E>e5$ONAN_hAk+fSh1m76P*5sCAkB=<=V^B<uV
z=9ha3jPeKR=A+wvl;1ZngCPHmMv&i6D~%Zc-_#k>n0n+G|9>Kgh3yRqF@EGV)E5fe
zWJbjJpI3Puer3Whkr4mn&yY>9O^820`pzU|AvDB4K6tk92*3YBX?4k%49z^iA3HQ<
zd;1(fvH1c1aJ$3e`$vM5yzza%NbBMKqv3l>c;BNs?vnpmnqA;<=!f^`*2DW4Uw4%b
z7bwuNXoTJC;rvF(lf!`arxHj`q=O{T;<%y_f$%?}B)oy}`BG0Hnvo8KpC&P2?QMxb
z_$nmK_JLy1=xk~S!VkdwX`0IQ{zOuBSF+<5F|;fYwu}O!2x&{43pi0CXE`I$<S6i)
zla-;s(3_C34TkCo%vz;!g0ir;B{VdfIB<Oso<K0#=h#5-_3$Ml1PTyeYf3@{f>DQw
zfLK{6<IiM7AXv7uK1|sLf}cQbB)4M~f#684154qYf`MQb+Vuu+dk?B_GkgXW-t=N$
zmffj~4)O(b6QjyaFZT+*0a8miFdHo|2%H;WNCakOH-=-#<LiV{Z*|@SL)8h);`ex9
z_BYsKfmzlv56rR{3Jc7#Ew*e-g95Yc;hr`Z5N&P@r|yutUd}Lo-A6`EbXb=0A<q%#
z=M8VjI0KuJcr7ez9+qVSd{u{K|BO@VIrz~C%i?c5VOjjlVY37GUJh>A(hbYvTmesc
zw`9YzRfx#ux;NGG)fyx(1%_p-5RvtKMRJs9JOQ#{6L=D~k_*dDRS9obVcDuzCL<J<
zmHKR2SXSyKFf1FSn^!<wOdgnBSk^}?jj-$q>I^Xt%Px)}mOxk*c@6c10)r$GVcBC<
zUSA1eSs!E?QOwRUQWnziu63{67rFBMUNXV!RdF<M5TZJpuxx<zoimYz#()aG0gW&C
zhVJgW+4W8ThtkkCnhec6EE_vCWutI7Fj)73n^)c36PEQ!l7(e21SaILto*HdSoR|L
zo)VVzsE%*Ij*?_f3d^2Q56g<o)O@BMhsBaBmBCU8Q>5X(ug9Z+$~rxHAK2|kNg%pR
z8j!V%BEq&uB4KaXcB|A=3Srx~OAJ^KRfODbM#5~DC<cwrsCL+PscZw}^kq6o)b!=a
z2OlhV;m=-<G&CPcR&XMD`5u+9(-0v>n3xgtCodBOB0)W%x5iSS*sl0MnTYtkABJHR
zG!zj(gb>XIP{P(XG7?P=TYpd0SVM*(%W0qk<8m+N(6^DW%^b2!Uj9Qu1G5QQtI5l_
zc*Vx7e*<4Kf}cR}Go~a2f>D8qAlP6kikP*$$oK$d8?&DFBxobK?YxLtM{*q)vwoYB
zysT{%rDSG#Rfx)EUK{S6_;Z=JH|F>%z#X{Rpu>bC=+WA<E&eWhoE*^}w={IhwK^}t
zjMRys<M((3eLe!5MbKHxJc7=`T`Yn=6^YAsJtBf$ZS#1(N@lYgL6`ma$i!yGhdg7Q
z1Cb-<m>NgW8Hv{-=;jf0Ccsy91bq=srPrgeah~6$rRAb+4*tdyLC4P=Hal>e?BMP?
z-3U6)6>zy1CKN$GgrBJ9s<jQ-a%n>rs)zQ#?$%S!WJ4B9jN;W_Ij}DNvIYLKrT&+m
zDkm-CFC`DZh%#l<y%$@_#oG%iVW?-Yt_r1W53Q8D@|D`g$_4pqVbh_D%iV+h`BJTV
z=wc|FS}YIXe;kS_znkF@A=_21W#O-&pz5LS)*niLvX9}DLwm~I)k=5$lcB6zkQKio
zz8z3hz6eqVQPm|SE+;kQG$Jwhweft=<MO9yrAx>692lz)((6;(eG0Y4U=8B;hcqIq
zI`q?s>EEEv!p7#4oN9er1hKH4EFskzc@6c=0=L8wG5u>*UWZ>jFij-=`aV@e4Qzy{
z(<aUzpb_UI$U<nGf0q8N;$bhHKaf_xM@>XvejX4j0%aqAB{10h^8lJ1V`l{40>->&
z1UjOxpBsD!{#H3R@IZlYJFk&+18$anI`<*<a|2B0u6s;aA{_r4K_!Z{_>Kuke<?xf
zM-sc%j+8hRxEcw2PX)d&^#p<$>16IdNeoyIRYWxZh=keBR}2~*Z0%D4_I4>r;aYzo
zDf++3j$T9*{{@7Nf|4SlhytW7p-N2rcZ@`nW8yPE3yMx|*C7zJ2NJeH(3m=U8XK(W
zq8{S=5=iDHG(el!xM0ouyeS&)*!cKdVBZLe0?l(wNeDEfG7~|wvaH4*Rf+hxY;Jwv
zvW<^#NC+qHG#2skNUj6p<4#CUH{Oq7Yo;5H5Nl_qFE=m%Z=LjHa<zJjcf8A{q<xQM
z$9$4<2g3o`Cmh#~mbz_bxa<*eBzoMY(5ceuoCHJFiEHEccwBocwpd)7wanw%EUd)h
z+AMM)+vcFS_Cc&<2jZx$TxxScCyIBpH4Jp!FRo{cvp;N)2VistIpbGenw$&JX4=KS
z8Hv~8-{$deCcsy9{QDZ5a#zBSM*JIp<B5OcXAYl52uR#brW^mpxdQIFlTiG79~S@a
zFO;C%C8m+HXPh=<yNmD|nm?6X`Yz;?v+uSvzAHIn51`!Gl>P{|l8bTQuM!@<d;5uT
zyOMN;Q<u$%#I=_O_f3ywAFmb54(=^5ejTK<hqn9pb;tk>V%GaLV%A|a(}+|5P@PGQ
zSR^@4{mTeqA%RVY5T{07Lwzl3ocenzufwlwI3^OC{+lY61|C9GXcL<b(1P;<vJe`Z
zo*q4Wcsx4nOVaAJ<5T3-sns!$LB|eN*(`qp1X1_3o0pRwZ<koyc?L+!8+Q&9aXr?&
zCwyOtHG5Rcw}Ri6;6{oyZ@{OhpfY#WeUYj(*bj%>7;JVC0zqeZ;T0p#?t%0Wf0VLX
zD-S?z?>rRu#uRq$!DRY#l}$hieI9rWy%B_BS-s8eN&;nu4$45w=ZaoLv%e)~6&L+J
zQcoay|3j;vX90*pZ@zn|8(y}JDVfd%3L%L?sS2;DW^$Qg8RX1#fD*4lvGpQo03Tch
zoxn4paE*ZdDtJOSv{=da=inxCn5HrdhcZ3+-rQiZmdT$tm@8KC4c?>bf9})dt7J?P
zWZES~T6@_+kl8T=GD#eOj9rtf<N#cdpCZpX?+4O=7bZJk5yU<j39~?nm@T-^(mn<`
zF9gf*gmi5VyD9<JNHtVJCP>eEHQ?Rq<m4LI!(j$ms@E9yB}v|ABrET8fl-d94j>HT
zWj1zHrd6)rjvt0?9>d?;yuc@g9YOLktk`d)@f9O_3h{ZOZ0=BFd<8Z>3JHs22d9L?
z@D!236+8C8!K;ED<`6W%lr}npwfd=lbs8=#$<6{vpHawBoUHg0330TthOAF_85Tz?
zXkuu47?*^o`E&v!K{zPf#XXgm=RxDQlI%W!ph+%dBW&y4NZ7`<ZVIuj?i<s|;>k6V
z>g}|>4n8=T5C1JSEzA07veFi})gD#}JB>9B&(7HNJ)KS8CeOwIRvJ4>tJ(NT7^Bfy
zshEuj%8{Op<M?dM)P@Fp$;8qp(yV+|RcAwnl;y>>C1O_o5((SPN@;zKKCxF9-j@;@
zmUq>3wgS=Nag}^;{``Srp}SDqcJ=Ts@Sj}XcaCalVPCK1Dp<XGm=7Rm*>o-kO0L9e
zjWzuR{AHJc(8V(HyeSC*T+~}4z%`hG;)Gt_Li%uIdqO|!bBV4*;)Fhu>*c$Far8gG
zv6A0l>u@6t?gCJc9Jt3MY}?5$ta(pUd}jce6EjE2%W%T9x!K_E^*oSZ!sqPKvKt>D
zyVJSsFjxcI{`$7uCp#fFZ&|wtIr<9NHLDY^G*237X-*1|<`ud~JZv7;W<ZI%Ron^}
z)I&H-*bp-DeA0@dp5wbx8SLi(f)AS~LwI{(%B!svBdx7zM&?*lACx1Z+?IO6rJ>YY
z`GPmby?-;bEg!fy?Rz)-9?vo9M$^i2Ojyf2$Alg0vK$k3x+gmlK{+Nf5om2Lvf6mu
zqpg0<T#t3T0~lssZV!fGbS??wOWwsePc{Oe#&;<hiPv&T%yUVY0AJO)Bt@KB1vEbO
zyOj7FPc8|5=CIj<$2$(53Z<J%f^!8{ngz|xB`HI`qHZop{kzf@=w_4~o6^@|3r&s9
z7DzlBbE8UlJI*C>Ws^!SiQD%G<&xA<(C4hGZOid}Sl<=gvklVOEAH^VKENb%Ng6cM
z$R+udI+Gexl$=ZQ*$84`yKh1+3Gy21Qw4fZ5qBORRC#^n<&rd@(@4Frt!MZHRV)oW
zgs9Lamn1+7&i9dp#(@0w4E-_Mh6ucM4a2@9txmr&8LD|MN$gOSu+II!VBNn?A(x~f
zS(Z!k4`3!Lm!$sfdM?So;QMYMZY7kY<eMXpYWbq@fTRO(Y4q<c{;zp1Nv;BU2mWLd
z7U|##B{-I9`&bOJ7yY>ueE*Z>sV7<XP0WgDq*C~{KCW2&F%-2kkrFZ2lM`|Dy!u}@
zPL267!2frnm!|Hh&nN0wiu8$(BObZ!;Q)Qv56~piCmP3i(z$-)x6)9jCp%Pej4%ZW
zv)#WKG;S)i6DQhneuN(3DF~P2Pt-q_WO7ilG7(Y!1Aws6L4k<!qgZK9ifbjsVev#p
zf^b+Y9YRT%l0K1SxHwrE3S2Ef!Zx_FI-Xje(6GG6Q^TVMhPK%pPvP1bo7J(7X+6Zp
z3iNJW;0XAxH6<b7i`q*BzKS;!pR^$ksbs6`LzC?x)#V96#1+3dq>AKv`K|#+0~_R{
z0c~R{&R#;?4K?83+^)E3;Y;RCAm4<Ku%aakue&S9f43S+7Ec5dKZdD0fhT5sr!d<s
zmtK9|HPZT=U}S*Av5dT_P<9@n)LWg6FjSqZzxX|VEb}n7*s%<2nIFrr2q`<3VSzGv
z0o6X1agnB!whTO$5nsLmBC}_2b8ce)aJ$xb7N5<GFFA(mytm;c8z0Ls60aT0m><h9
z0lun_WuC;T^*H=!9LwNuJjXKlnZsraMoJtEu%vq|gL4JeqSl0tWp-uB6eUQsm-kMd
z-%Bq2A5k7`s{R^V$sM=+P9;2i<MwlP7bP?zhbu>7PxPadIa=3pnVy3VPJ*QWzU}@J
zE{83KQqW&tCcjG4=QNUaSIM6Y@7}m_%PFLBC^F#-;S-5`C^930SlDila43SjhI%xC
z+s24Pk#Q=o!>=T$C32m1t}29P9)SeN+&KhU2t5MX$vZQ6IGF!RS`Fr#48#0*BX$@{
zKwva5*!<%Szdd1x8LOac?_mZPU;XG}4Secu?#0oCM<v`b9wW&YY@Ghl#s1!si>S<c
zxyAaWS6{GS<NK28&yZNNb_7Itd>16_4Ucz9J%JELIy}BfV!(Q+B8=IGgxM}k3>uv~
z?eO@XEIb~s+=%Z<N_|tZBNb7@As}oS^hROP79n?jiJ*6$k!W(z`?h3dD9~~X61G9h
zjxhBbUVhA-4E(ADjr$TBmQ~Q34Zw3J18r<<(ECI1B_r$!_<q2Yga~@0_7Z`wvc^$@
z-m)$Ap~*Jr{bSTda(hD&^p4~@uy*1R7@B2UTkpkz-h(=zd|fTSaVUc;V!cEnwv{4?
zMilsr;cNHrK^h5%sH5dzTg^~*HaIps9!V&8Tb)N?s5&7{{2mW!zKksv(qt|3kS2>l
zu#hI(!pi0`D5S{(8*R+HtviPGymC*>Bl1Na)~Aef=OqkZFt5cpT**kh7Opf8S26*<
zs>79Iz6dBA4L=&;O8ku{T#27KY$o8&$H5I#y5UNkE8x+dl~A~H8nfvG<w~u$Tr89~
zWH;xEgTBzE?>jB-cO-A-Fq9LU!iQihxiDtCN_hC4+fNv?AvrFT5s7G??CX>s+&oe%
zxasRAu-IUbdhXxu<DCAHv4w^f^4z2D`Lrv<(ujVZu1=Fi{EHm@JST!!0?|+8HPrc`
zMnBi8yuvG7D+*neTxICcrC9N3OS!VCdgz*=T3@-;-dq38p{GM3q(Zq=J@kn7!wx&N
zSm-)*fPIDiXSGnvw+-aFH{~{Z-r|Do5_-Fyx3`Ac2ZrY36J50mR?dQ=Xhu^@#0_n8
z!K<n~8bAoqolP!yfcTvXvJe^woe(l#cuZ9JR9a=Wnhef7JQ_PVW$U;C7_582&CC9d
zustkNdNXk0jg%@vtp`nSg)b^WQ;+)i#%r}CbyCpuL~qcvd$3Z0hwm~C0A!f6k!kJD
zRr@lB!0%z!;f&<JpW_RtTGEn$bf+{VYj;HiTUQ}rZ?N?asV5Mgzxv+-uZaAj0ed2(
zGEf|>W|*wt#`(IAOi#I3%vJm~6ceB)iRxZy08J5<TlFqhRHrVg3=Kf87tiCb@+y<L
zS}or{07VbVnM%G|-kislkWMC7g%XM94VG*9u^fQiLq1?7M^+Ntr<yOg(R_j`f*a|8
z{x^~xstD136$!H#gqT>k{m~BSU(uLR+(EC`1`M%9?U`kz?&4ri9*SE+qI|Bq28AxU
zIf5dZy_srX4nUUa%NKhxT|?|UbxN*pFqC1_6#u$buE8JUglzy$t#dWy;DdcE`U_ks
z)>}f^v&o8HRJQtsO4w;A0exjw+3NfZ7N)~fle!!lqv2v}nnWcj1Tfq1dXz;vKE5jg
z)jtI(7{$6ppc*l(<?i0RQ_Bu5_&;A(pCb-jzQkxX`M_oDmtfK*x0e^Qc^4#XGn+^E
z7RxzNW-|K7#r?8`ll>AJn$4k0eGr~w7j)QSk6mU0??zA*Xx_t=gg`UuPz%j*AU2qm
z;;w<b;`uOTd+f42A&|J9wK#T(<T|h*)*7A>UoYwuVq?Y40`K9B9NFW`pRb%#^5pq!
z<8H}%kYmCJHqjCsZv;${gD!7$II29mp-}3rP8$qW=fDQP#}8}<u*D8+Sj+sthQ(Xi
zflWJF5!t-LRPfKU;i(9Ww#G8u#v{J<U2Fa9hJ8zkZABjAFizxk!#NpwvOC6MBwjnl
zF+av(0(?~;;|$?s+6+G$$2j;K&oK^u=CJvJ5gG>rJLw+d;9LP8`s{>`arj9q#4j&s
z<fAb6-1B?M4|)&EgH6?UU<-{#!(R@G5(Wll-6c*G`FWR0czen^M+uF{8O@Q{6a8RD
zFYBD?IVkHqNc!7<DlmsFE)wXunPi=F3Td3Xd{M=FV<M5yUA`GXENoU1vd)oL)gN#o
zw!;xw=TE7;z5=q&1=JGBI{&pQgogG*6lQbS5+HNuS!5yfuw^Ij%y6^L*{`J4;IAgb
zFh5p_9fsd!bshr->kex3j#Wg~IhPtcOWFC$@>vR(X#D_X41B5_pm<cmH$qQH@&y~G
zpLM=WIvv0@rQGG@yWv5mUKV|Xw_<adYI(5Iop1NN&@(r)pg&(JbmtCTmEV$G4+o%)
z5F|%If^;P)O#p!;=vat@mCp#AbD{1g^#np4>7e&)i2-XLN`%QWNSN*8#Guhx)DC*j
z#&|4ZI07uPpQ!a0lA@1HcJv}fbr=vf3Ui4V6$+5H(7AJ11X}lDB$^y(JuO)o3Iwe}
z!Zrxn9nsTXEA;0tD3?S!SaiVE_eT<3dJ`I|P2knXpZ5tLwDPe5*e>{z5i$k1v!)~j
zxKX!>fLmE*BOF0@eux09Y<+!Lvkk!Bh}uYQcPav~kz5Dny_b0a_KZTY2*=B{!3wYS
z9&KD%JeGasM4mH`?cgA7?=1Wb66f)si)Q)avm@R+pR;^{eK%+!;qYy={Kp!>T7++9
zH;ZG^<BNq-Z*^)gRGsiGevgN5AHo(3-?El@_?E?ASooH0-esd56u#y8_6QfHV2CH$
z6B(#weaiF8xxe9G8Ry$G60Zen%>%VefUoL6?Grd{9)ll^KrQ~p6R5?{95xeh&*$J)
zG2K8d&K2;z-;hwCb`m?4W9dj6vbid}sVh6;p3hs{&m}+V4=5itb)Usna)I05s)UDc
z+kW!wnZ&q2MkIcFyr)BY7<Zml60oO>z})&EmE61Cr#5>>#R5~bpzhR0UcE#pjo9w^
zuY}Jva%^{c1hJ4%p+ku6BCnwiPT<i^L~M7g%Ioke5O|4%cn?u!(aaEUfaslrk%iC@
z@3??@!ee~WC(<f%oXMcf1HQ3?QnsQy0fWsC_=eaT7WZ8V9C&l+C1KXXzpLR(O8D2K
zF20f4MUplt{Cl@I{L2&#`OM%nWO~aL7XPhhowl<aOz$_KzWJ8ETn+1-cSBA+JQZKb
z_l%u|>8P_Zt&kNBN#y4;Zv=mJ?wq-qTnQePXMcd%t321J8<Sjt3jby!X@qAJotqh~
z=0*N_D~DZI(mX$N$vcq6XD)eXoo~64!s(KHWuM5|Y44VnIa{|~w5`=S4^9||$9cvq
zyIy?vggwdR&xs%(X1T9}t{?#}phTmyBQV5qfqVlR*g^e%G4hvLB8_-@u<qo+2dDc;
zMq^+k<gl{~DXHhE;VPyhK8hs{6?VoUam&h8(jkozlrz$Y3U8Abkg;q4HW3njD-veW
z1u<wupZ1}GVqp9xNCs5=*CiFdE7@_2i0eCmuu;%fL|jpHG~Y@&PPmGZX!3Ewqshup
zVCNAeY=fQA3#6TH^f7|_WeFbNPH1R0#|QO6c=EQ<Nr*i*_&R*a2!R5`Uoj;iK#V#}
z1jGggR~#G2_SJ_e+hc?Opf-|=jfi7|NUoPdnHZ&#IZLc&&XqSKyLT2I%zB+PZbQLE
ztNU^2u3ac%L_Ff5oC_pRp3gSE2#)(|;(`BY2||^915}B?zwBUhRC&DcQ0lGDF90$+
zfq(oS5B$#p;qbseYnccBS^SO#{#l$yHm^Z}|A`2THin)y9yzS<km@<x>>KUu8*c0{
z@)&?|AkP=)MGONnkI48KfRT9Z7{L4(fC=zbeGG62PNG&cGxf(?@i(4h0Q}5h^8zCQ
z4h9g?JqEzJ0(O2lp<{sY%*0oV`TPJTS;(%l|3k?W>O{$~NxKSL$sGWkrV<{$b^AF0
zXvk_r!vDuLx}yjG+qHuKjSd1s|3S+5&~_jC7h^IA{7-HK{yk*U2>TDI6QL3DC5QdD
zMi2|z&lAG_$ZM#3Lk;^6s=N-r;y{;3(Ek=y5)BB1Xw4?CJ3#Qx&B#J%(0^BDj_@#|
z=l9a8akt5U%me<h15(`mGB8+oXPcMd9cW`%xc_13-y81t2(ljR{}g;h3HE!`#5YeB
zNz&jl=;wML;d>mle%qJnI)i?K8uphx2O|m+P@a_7w{|Z?sP#M~><zU(F7*V0@)yRr
zqXXR|K5p0*<Cz4L0X7CI<&99ti&uad$iXp0rYm3DlFygwZ^U95A;^(0m$Fc^s|RXx
zWuc-MRPTcNLhPUee%qbTR%^K$do&h0fd2zJJy<>l4oqs5a*>~~4CLXLZo0kOuP>Q?
zyXI6<?>8l(H$}Z}F`qc~p4kJnE&|@qJ<NSOw>`7IJP5^8N*O%vLY;f20oL>>!2uT3
zV#`<Hn5)p;$Dz=bXTPlsK&~ceEms}uzO~n$$#0y`NiYzdm^o@*W=nYx>$v2x-T2<3
za%nSEhRYX+=4OUm7NBYs^wU5fD=7pK8?5-YrBLe|i=Xriy6EB$0#-A<g-W$H7p82n
zSl$B6xb<RK_k*QEtvWyR%q4GM`OGD^v1#oxFc*K>QU7H%4^Zr>jz#9-_p^?eH?LzB
zeh6TNHpqs3&i-iDVe?kjKRZkeNU{)T7GIM(S?X}`h;oO2LL?8Lfb7NRUg=BI?`O@Q
zemnDJNSS^keUSBhvO^Vz5r0O)SHk(KBbF50nrk0qy|3XrVKFH0B2%hcfef6k!?h|g
z!`a-Y%<!@94DVobyD?2y%2WMR_Md%leXDv9_PLn-cTaA}d#L^(jMaOBz5BrjH%8#E
z73FbTB;f7*H4s{IQ3FvWYLrS?=mi7%>~y;a=G;xq7PWjt9>7?`g;$aSc09M^T**!j
z@6aKW+d~~^gIvgtAaMKTI*=j>Ab`&R0gjhpB=Z(PqQP6hP*?hgx>6>0@b)m&#%d_@
zMjYy?{-K^KlRF{Zp-vLhA6FJI05W^T(JuCncCk!uRl1`c>oIPUaf%wIvQgAb?_dWj
zFT+w{bn+^WO>woM1z41`|K}KqCZGKeCaYVq+*XjV&2l>y+;oICtfqAn+v-GT0I<j8
zC5T*;(C}=||M?U5p3{Gf8N{CcUjdxgm%*LXDUKh9EzEIJLWxRJdQSu~$|B{JlJj;T
zIy|nD@6De-P%Ly8YTK?J-Ua@%HZ%a|7I%(<oVs1{KXa9haG7D4zljtiCFh+e3g>2Y
z-D(r+NpM^~R@3}aq}xRqpv#4r=7{n{rn$jDM0SMiwEJeAZFa=hV2EKzGmxFgj)>%X
z`9uK!Pxq8PSoRdqY{(F+M_r)EYH^51Umz<Lchd#fAQy7Q!Ug$Ee;x|A_tb3%cPNc0
z@VUbGM?VH>Bz(CsS`L!}<Zzq(-n}Ql0Wqkf8k><Yk+2)3J^5abuv+n4anAhAY>b{%
zJRf9=h2DJkP<OE|Pxi+d_@8_dnK?0Y&`~Q7lBK;J^Xb*;??+mv(*ksQN0d$>FyL+l
zK{dfRZ<bOIo7dsf>UPbkSFe8`X}#_lpw|-v^vc80<&22;h)dp$EjrAo!{*8J$&!{=
zHamTNgzebg0kT;bAsbJWGFUh~rYQ?334&fJO&)0}?H3@W69S~<o@jWieXx*@lI3GZ
z$}5@7NK0l`fMiaNmP|bej^9#Nt64{N%#wv;P0cHx_K}v)fdTRfvKI~H9G+qE!(iOZ
zI{Z|hbS!CkWplzv%ceCzHjz`|@C?RM!$h;#CmK6aUdg;+q$P8R(dI>D(8{OQeCOdg
z+76}O%D0DO;9PVdU#Sgk%Lhh1``*pI$1`YiARL}S%Ub3cv@8LR1$tPzlpLf8%AjS5
zb#0B6S*f4lPrQrFo@KquA$6w<BLa5Wvy8-R*|X-^vrK@m>g-tuC(uSTG4<?O{Ea7j
z7C&>?oWQgi2eWa~&7Q@%0=9c`LfNysGcN$WZ>c&NJ8JTM#;tNI-}K*va$!^UT5O@g
zXdILngg`{q<Lgzz!?$cdxwCaijY#V3vGv~QnX_$LnX`5Jfr+z0nz(1XPn>NG$slib
zQiuBlw^FXJ)j9E4Iq-JWStrb{<<GCp&m2@=u@5?FZsr7d@2ERlEo{tI;mJdI#=G&Y
z%t0re1oxQhX}D~LiN#);To0>rpfS0~X|qp65DS~BgtS@YHPojG^k5>YWqd;Ab@-JA
zxkR#NpH>CYKtPDnY_etp<nDYASqROV9V6x$M>G#6i(gBCe%53-<~g&m!%>bF?gIv!
zpEDa|Us%fQi_pC{Wmbr>o-z9m_=bDbvT_U@_%ILMqawa4e@v1yxC#0hvrE0DChE$q
z=W3dkMox;T1g4g6B<gyIyxRLwdfvR+|M<l@(wSdVlO3u!ik^go8HU85(XG_Z{9-i;
zqF_>A>9}2p|GK2&1Ct%Mxcxl~2wR?SqUdM~o|48eo{?yB8pFb5Whk(7G7`4I4nNm+
zmyMY81?6D=jD&{eJ(wRJH88Zz=3pM}cWnAX2h)1U>K*7Qxxf+dU1Lf@9M7Zn5`nL>
zhQ_B8iQ{?Mvii_udpv(>LJ)DqFOKIUxely({3afb_t!j*Fq|yH+W6cpdR+f+5q|a6
zLU8x*Q2e<5Ri)5Dx~y>X&b^cyKtBm53`A?jwi>eRRw=$$=yYmz@-S4Lq6qjs9@70F
zwpcY})-n(2vbYQj>9UQyY_Nkux-8t&R>zML(e*`xA_KatZ#g>T+|}@|jLRV~60Zex
z%>%kjfUoL+?#FQY+y_4z0bTr!C!mX;Ic!GYp3lLpV!8ocoGajYACpi(cM1#W4wk9|
zaMNl-wjbV{7?OQ)=^HKXHzfD_$0#E<eZPk-G#zo#hbaF=1b2U+5+1%|`w8y4QsW{S
zkqGaJQkV2F@8McuUa6D7SZ|PG?%VETz4EvW0>0B50bd`fdX#n~qrNYzlcO=~$Wh;2
zzDb|Lgs3m_8tV20+JcCv@4wW655FS8mq_S$Z@T7eLcamRcV;3Bp`qX11Lq2l^Y}iK
zR+WQI24)@vjvbh?f&Clcu=zpYP@BUd!6$)`ypdp^K<nY)*TdJ8aIi;he53V}G_fMW
z!Aik^H!RM>z3=WE-29%~xDH;)_m?-r?Q1vRws#QT@PViD))ezOC>nr;1I}g62P=XM
z->TN~xt_-Tez&CY(Pot8+Zm@sKuNi#M=w*nI)c1G{6^eRM7}`{?Cft>At7m+M2$^>
zY<$c`gtuQrG<d_?i=|;2g+)c$lZ-XKNA>_Rbg^jV!8dUd8k+Vrfb9MQ?msx^VT<jN
zS<8Hn%-mbHM`jKX+aou`6tqX4i~w(Q4PYC0uInblUG|3AciLqm8M#|#T*&UW^ZSOf
zjCae7#A~}{^W8EN;H!GKd;w0RE%2kUTgKmbcFXvg!{!Dqjt;J=>F$<st_*e!4v&GW
zOgTK3+~z#E6PSdD;K%SzJ%#StwwqwBSi5a_=USmw%vV{t`YzmDUm#!p?{nN-3~r9c
zEzEUqs^zOSs6^r}HhdAi8^vRCB@VZ}VC+8}-}h8c-<hR@rEV;(BQfzYOD4{XXJW#s
z<t>@ca;DCU)c@m_{paHQpSY|9>dV#2m1<^b0X6518GqH1fyd$*7_*|hv6@-bak|v;
z4=p>sJig<-*1&TSPza|L`o?RmWw^ChfpqIyZjQvtZ!B5aBc7G%Ys$r;jpb5%K>)!&
zA^vK~#x?P5jPK0nD%HL`lq)*5bL9$23NKrBKPA5VX`OvwT^8ee(Dm8i7s77eva<>|
z#B;G*Csf<Y2Tg`OEj!;B-}&hExxR8)68!5dd%Zcn*IgD?%A25Kl+^DLmi?X@-|x-~
zijb|Ble&GqWw)P>?{?;*%FqDZPjyF~X<b*vI#`Pqo!KeR{FRoxyg8niDa)`hR}Pk*
z&G|Y*l04pM$-~>@dDsOJU&z<5;`8-)qh-H$#P>T9_N2w~P(MV>Gp7u~^FGqRYnBXb
zif3TVk`j0;1>c&t)w1IU;yaceh~V;mn`N&v;(Og`Ay{`w#&=kDI-t=h+H<MX4_bD5
zM0}^CS6AS%D5=*^TJ}0QzSl8p%2j}q&xic1WycT3cRY?wU@&1z^YR?}re)u!$M-$)
z4EKqy6@&eSu5#^UN$NkfWMEl514p_Y&-XeFtU%_1;>L0XiW~M9x-)eNttfO=a+M*8
z$v;>!`A9sIlU6i}7p!E(Amn-YcS{ad#&a+O%Pi!2VX?{f=PH}>wQP5>3~!%FlGyRv
zcJ9@!@qFxoe01gE*^qn$BNHtdxjvo|CJ>nsxB*y_1+tGNA6LZlG1DUuDCSzhop8P4
ztE8NREqR$6&&znZ7KhaRF_zu;$9F#syN7zWxvt9K00*dl1F+bVi-Y62nCNl=#w^=i
z5s&Hdb^0_*2KJ3-pe_a|9owBR=6kYbWi>m;l8fo_TugDr&|4@5^RUU1hxT|L>Z&N^
zw*&~`d`kwF#xt;|D};d@)M|!;yp?KpZ~#IC`5tL*TyDw9U_2-L2u`r9P;n?5s+b!s
zxv9i+!>o8vWok(*@3Lg16wk;m9fSR_p2-XPy_Wqx6yNUzR7Xuz;FiYyh-Lq0#`hl@
zH~oTT-yezZdp8!M>45S~-9G=}yOy25FTV4!ZtjSG*Y-=xuHPBoHQOiq!z6#Q?Dw|#
zekaz`Wimm&<3BAK*ejla$qTx>%Y(2>UzscAHs*1|F5!Kb@7TGGqvBcMg$<xSUrW~W
zzAaypr&@M@a(wqw*$F%AUMvNY4EDEV;*If4?B!viT&Y1>_CmRZzhf-1(r(GhPVubp
z!&WYjpiS@bmMpw3o&}yyDX}2??x$MvaCbZp92QXCza<+2i*=Sv>>tlW)YRy*?Ec>P
z?&GIM*^-If<C)N%8gH^><zw-z#7&K>Em=4&o`u+{af>AnYvXx{pBnGAWMb!dCMGQE
zgAH}#Y*)4q_gnTqJHCHDHFG^ZE!kqBB**3+v+Vx(`0n{@nyh;k^N}N>U$JDM7SDhO
zh&cXgOSY$1TB?3v$-~>?d6*_vO)dnLi(gxEu_2y|C?q^@+5Ob`?xT_LUrPp7#4`|!
zgmK@s^C7G8JZK<c4@)jCiRWS`<v`>>%TBM1?{p@c1U#VBlC9)(MZ9p<lI`-J2pw+8
z%X{K^*;`CVD4z_8Cy;(p1P2QK^=&6lwq#~iJTr5mm}$vEn7V~OL@cizD=ay?Kb|uW
zT8p_VdYC96$$GB0<YG-c7t@7&JY2}a=(S|yf_OGOm?=T^pO$)n92S(E9Q&zSGBY8b
znF&HB?4@c+Czn|E|C#vy_YnO@%;ak=8R?B@WFNuE5Tx+sE1(R}NMSRa<(K3L>Ft)>
zygQzoeIvP%A^QPKc6N<thi^&PiB6=&{e&ee%i~!Y14~Z66AZqD)F&-FJ~zH&&t9kp
zSim($V&NN>EPN=Qg*^o->MVdda;1$jCqJ>|WOO_yUKfZNbie8Py(JHa$Mc|=bN)(^
zq?Er|vQdm@W2#U}1p<q(J@U(9)c5S%!CT^)n4vHcAdCr?eB2YyhX)rpLBL}44@e5x
z+meTu;f0f!G;A)5Vi`O!c(4N15inclSn{zgUKZSF)*!42=PS9vBChlx6ILYCo0ojF
zB`e+Wti;)_MV2f~i)TU8cCE4G<bZfiJQ(F}pntxeZOOy>cph|Ymt)Dso8sAsw_RH-
znRrJ$6I!<GGD|+ri08wDi(uPzgC!4J;(5@rU3XgYF)N-AUEB3xOIG%YXJz-5g({?u
z6mz9~c~JIzAGYkhGro7eEy!)j6~KJ+WHT`1VAEN~nY6Th-jbVZ<GJBm#{h0H+e>2R
zJC@Ac8PANzc!V4n{lb!oQ{tJJ#2g<eWd+*FSF3QMD~aKMEID|6JO?}+$<EC<J|qVI
zVadR_cm~EY5wJS?Qr9~_ZRd9G5Z^U7S3HX-^w@BUB_El1KKMf<e3G&-7t1nh$>z_`
zcMmFA%o$6Dw#G9wo9RSlsFL3ZVM6{ixumQ%OP=P%^R#~;PjG?|ET#FD9IcDz=zuVe
zLdA57B~zb_XNq9)J1x1nE1nyDi=VS(=Dv7l;w^s3l8JNTnTWCY7g}=g(RdD`E&f%O
z3|th?K$yk9*|O^s;=9(e`0uggW5;+tXcqsYmJH2|XNYX^AGPG^z<8dB7XQnZ9F2|V
zh;H$}Z^_jBc&2t)J%B!fytjDPvfm}~{d&$`y8Chk*@6FyW&cOT_s{JZ&qKuiWdZ!h
zl7Z9W8Stzp@SJfWz%3g4eLEj^mv|;TQrK9@=Qqhxm|@AliSZ10q|gsh!UDYO?7Q!G
zfF%<jh-X6oQ1UQKW*&`ahA;69nBXiIHu;XyPqO6Tq<9Y4%f0PoZWqu)26V!4APeTY
z;bb0ImYn$ImW=hqGZtwx&a~|RE%E((W(%`f@@&alGO#+H0ncm+u^AOhCiaeJ!Xt$M
zoAG8#25yXJz$1kan=x$3#G-g6^lip%mds@1neimQ@M-JL+8i$JkoSVOMFXbn`z<+p
zBA&AtYxaO82ZzLSU}nvpuw?AWc*Z8OyX|3DF}`leKslZPekxVZCBrCc3%{Hv+qEBC
za`I$6C;W)6!HIH9@^_Xjd@7y=egGn|AdBGzOCFAm=fM>N<O0>;=vKWfy2B6b9KuWE
zS>U@S=6&R<{60jv2G@k(rXqR(wOmnJ^v7Frv}Zg=o<(1k$V|)rZ;$Wav)r-%WmL3U
zGH_5l1D-4~2pK~9HH7<BNgQR#NFkmPp8AYDz>-pwfw0iB`<vps=d+_a*wv56QK|%1
zTe5IyJPX`NNG!;3*kH-SyW)A!wAuwrPA-e*B+hDYwq#*aJPWZ_`%+6DHplZ2XSJ`l
zWa0667Km2+ot7N+#B&sBwLfIp|6AkxkG9$mSu*f&JOg@G`*W6zd@!DoD69Q#%kGbk
z?>^3I|J;&=!{S+pwc5{F^3WE~!`L;A!V{7M^^#@RW8%A>(ztcLrUFhr)TQx-lt%y1
z&aJ#Eo`+r8VW)E8d$MKE?~U)7-@fQARPg3S0rtUcPb}$RKT9q?5zoa`HvU2hs*0f_
z-8I+)F1EzPTuUbM+DyQqcUMTQ-s3Epm=n*$AxsiH_Yh+fkPpzqT-t_iLXuXOTJqKr
z&l^Ae=E=h-C05*uXFK`J7j;;2Gv1gR+^74wIoFb#kH>SvXK)FM=SZ;ax9s`i_@4O;
z9*8QGaDgQkSI2X~$3HMsyFeQMm6ko9AKx<%p|J}}?iDtPgKd@^OpNEibs>uRJe&#m
z0C1OO_xr_n?|V7Vn?8P@W$*8g@11)O?sEk4b6>n_$)_!O7>eg11bknz?D;y~o|T3B
zY0I8l;(OLuxSz4);=*_?;ur4!wPa#9Z6+cX?tfb{u`r$q<Ar<IAKAH=PCRdfg?qXs
zHw%op30k;kTXNGH&rQg}J<qb|v*LT!Sh!EL<l^jjE<$YQ8!UT%LwwIM3-=k891O>E
z5VdgkSa!cSzWa!U`#j6ukBRR+cHzF*j)%eFvBh#}qyL!{eD8!mT7r*`IOidw`22^H
z!xp~7;XH;dd>F&I99#G<g|i2?@M#F=8f@V!4bBv7;Y$h54cNkG3!IJE!lwkBo3Vw(
z{hd>>h4uEGPh$(K-8*l_7S^11-i|G-0`J^`EiA|GY{C}SM|U2;7S=3xW?%~oi8}+>
z!s_165!k|t+s<TcVF_&KL2O|`YUgxpVP$A%8Md(evhxVGune-Z5?fe^*tr#3SP9s<
z9$Q$8*SP{)SP9pei!Cfl>-1v_3&T1GV+$*^I{RV^tE4*9v4yotopx+t(NJe8wy<cY
zGl(rLnCVoog%vBE61K30r1KEAu$rTDCbqD)qVo}KVWC6keb~afgU&m#g_QuE+pvWt
z`JBD5g_ZG~QP{#Fb<WAy!b)+@8?l9j+MJ!Rh4s>$*I^5*mN|E03rmMN`(q2McsciC
z3rlG^yJHJ0SveoW78aCpj>8s~b#m5X3u`MmJ7Wv0967VGg$0M4<FSR6f1Db&u>Owo
zHf&)H9A^WzupEsu6<b&r##w<atj^+8v4s^<oJ+8UWlNkZv4urLocCZ0D|R@mu!R*e
zocpnbRVth{*up{)&IQ=QDh<vAY+=0w=QG&Cf(1@5wy;=$^KNY6J$+|aY~eL|XF0a;
z-nw%xw($D6^C4{E^=)S~w(t_Qb2zr}9<x)#7G5THZow8_=XLJE7GA1#*v(kH*6M7-
z-{GxNryE;%xzm}3ExcUm9Dpsn;^?f$7Tz*+-h?f@>gT)zTX@;dIRjgG<;~fGExdH*
z%)%Dl`EvHb7T&*dI<bX!pPXy4g%^*UJF$hgf1FdWg|~2=*JBH>!#Lxxg|}0j9k7M>
zL!1n@@M4Cu6<c^6!kLFHyoTVc!xrZLJD<cB=G{AYVGEPqo%^tbndi<q*uo5O=cCxd
zRBY!WY++`!a{{(7H`&<{TbLB=%)}O^;yMRn3sYd7vDm`AQ)fQ5FcZ{Sf-TI+bdJIn
zCPzA_VGA=9on5ense;al*us20=L6WnWI5+iY+=%xa}u^NOU&uR7UpX?Z^0HOPC2Ww
zh1pBa-q^x4BIibIVJ?re2wRv)<7Bagi7U<%*un%7=MZdR#)fkwwlH<VDPs#$7n~=t
zg&73Sr?7?R_|CD|!sB%3Qf%QdwzDU;@IcwQ9b0&^>l}nFJX&=M*uqmz=O%37VWV>>
zw(!W$c^9_u$j!M7TX^#2Ou`nPKRKJRg~ve7<JiLE7pDhXco5>e6<c^B;XI5jJQ8p|
zh%JoHJ4a&+gXGR(*uqe?(}pdK96MvMh4EYGDr{jq)p;+rFsA8z0$UhZbn@83=$<nN
zTNq1oI<SRtEN48nFoxuO99tOEaW2Ld##NlFv4wFC=X`8oyuq1>E!_G$`(X>W;m-T9
zg_~h#2wS*0b*{q}ZWf&uY~hB@xe!~pYjSqO7H(afh1kN4g5zKdopfgbw$MR#TCs%=
zt8*5%&}nqe#uhqp&Kt0W&XhBZE%a-g#n?h0gTD)oEB)Z`PPKBk=RLD^6Ixp4Y-R78
zod-{iiTBJt67tYlt5bweh9`BG`{A{l8mkn!v636;gD2Ah30*NWqzCqZWoYH!+kso!
zi)q7S3i$d=39>V;8s52*?;WfZwmDrOgyFGJd%Uj<A3@xv&vD;8y&M?h!HZi_GA6IH
z-HgIzPe0zsNH_-KyaoQ!Kydtdv&<>^5=QgkLDk+$x!?O}gcKip1UhMoG>7+}4VAm|
z)wYdwM%s{(Hg9lUk@tg4SO$-v3VA;eBkyx|X`qfj!|k~6z8TQ#oDH8kS3~QfZLQ8*
z;oq~jIT5d*aup+zoId=^0{*xdf4mugTmnCqk8-wR`z`q6QuuMTa~b=2Is179{9FzO
zg#E`=@YA^(e_Vq<@J|N$o2rxelc%>Jj|^7dGL=*(%xg}9OUmHU*LxdW+;7hXpC49S
zTxY{Y{SC#Do1pRUG4A-|WG3Z@HB4L!^kr${{u49h!d482ZsCqQq%nKtRf(+`<12%u
z#_3(_9LdlfNS3K<osNYr`GlE87FF=dqo`&0@YzNFtWZ0<0Sq^R^VNEDsJ(td-R>RU
zHpO`EM`v$JbyHy=Tg|g4L9?a7{w}y)a+OP2*wnqrlwA_SQtW9;Lf9(~Gb>B+PfJU2
z9$NY^OVR3t0ln1#=?u`3ucr2ZNRwE)aZquNP|j3+0z~I95(d&U72f1!@J2jjV#0B7
z1|QE_SeA1NE=@*$H}BZ8Lks?o1+yeU4o{hl@6>Z1+T1CwPTWiEg?o`H2{A)2;Q9%}
zu&EZNFM^jo*~62$4Ake#W%z>{l5Ku}GMWfbz>L}8-m~u8a&1uUE7w+K?|G<7c(17h
z1;XELN}}mXn6-AWglQ2O@#Jh~3p^Q@5fAc83i)!=6f%1@EMmwC=%c<BXhT-o2Kd{+
zZH2O`oG+M4Rw(BwQxbmV7%V_y4dX`8fP~=UEH;qj*BaWs@uj9A#AM(2H&f*beEgM*
zmA<%}8pfzssQ36ula}`33A1bU$FJM^YW+oZu1$l!EjI*{O-TrpPhccMQEn>q@K>*o
zZ<@$=pN(035D8)N5LMvEno3K6_b5{mO&9pYWu+b{d=BN$gPs~cr)ff;1fEyD<1oRW
zWhylx_%lsOG+ppx7nMuh#lfooo!+fY6ZyE=-J(lncY3j@q=c|9G$r8|w!!)<mT<mM
z7?2QL@Fm=U1abiZt6bDJG;y05J%t}h2v0aBY4a2ij(^Y;00Kh~n353MyWf<AtG&lY
zRC{Aqls8s0i#kr19Q<D=q%|B%oYsD2Dleh6pPP~pTKkD930G^E8)?lr^0U{PT&X8l
z&9s8%GUZC9T<gnMGPr}4!<rL*nvAE2!;4eoZqS#dXSgdP5gG(a+;)v!R>}lDo!Z_k
zu?>#{$D^(4zSgR&f`{0Pu+@}=m<tD*k`SvPSERubCb-zyh6`8)_b{4~raOn}B2*H3
znA!^?N+KeQBa54i-KNqLR`py{5<-V(o04#?>NO*(!>BFy4GHNEM-->Kx0y;!=<cni
zB!up+G9}^aZpw)2ZdzwwzLsMV<b@&k^Bzq|g*dP{6+U7rJfXq|O-Tq9K4411RpAXI
zs>1N#%kL7>9F8YWbH6r~nb6#?Oi2jM{oIs<tGSIMs=3kYb8w6z?I0%qESa?q2NI{U
z3DB3N<GGtD38AuGO-Z;agM-5G!{boT*LVl9%fd=|lm8j_6BE)JjwMcO^G)R?CfYHK
zMEG{03CUbcODvh|;bTBwESc*`Y<ZKpK8wH5N#=SAzsQog@K4-iuAO-@*E{humdw>*
zDk(%3C&49U<&Pg}!v*-`r;aSXcV1A0Jky+HlrDfFB;kPLP~zad#Z+7Z-Ze%d9NuAP
z@y0e`_r>Mz!G0)Mrj~iQty!WQ-gkC?xo5DLuO~pXcX7kip5qEsHp#cxOZKK{$tIhs
z6P=V6gwsdK!ghrulF=R^3n@4mO@TV-tDcM|E2`a{aEiVjq_d)#c=mv)8Vz>&(OMkK
z2j89>C`cCPxAvNRmM*@)gmzVvv!XT02BT>6mvnYCwfQqLWtTbOgZ-G12z8bcSNn8V
z?NE<~z0k*AE%arUPWd@?(NQMzL?A(PaCIm1+!zQ*15?kYcc(L^35Ky`%Bh24h6{#5
z)qU<Oi<j1YXn4In8crmOMi&ijF=&uSrov%9oij~197Cp@Ivn=&*#;;88w7}cdq6m3
z;phV5&=^3}%|m@`DkL`2dDDbM51Df6kk~5#66`fVpOLuT9uv2crK5|9c?3-Grw(1Y
zi+gk1=*($?;s!G1)Il-L1;v7njwPMh&h=}SWLGX&BYBZuw8z8e$b!+uL)@a_8<zrx
zC+VDNg5hy8<?RLxyp%ex)9f=2FW7_Od9q-1!Ei{7aqx~yT`c}g=Svd`&ygvo4uu0f
zi$xzi{aCI*qGU0f>+XiP;%nK>x#D2n2aWxIVZGJZ7f3W`t8sh`G|-m_8>b4DnRGri
zp|S^=a_Ugg^($7{<6}8lI=ZG~r`d&`d8(pMrFW>Q=p|&zsViD@PjR8Wp3f%>hoa}h
zR6P&UJJi&3g-khhJ?q4kK4`Dx_mL$-QS#xclHWt`P*ch8B2!LX$y)KEr|q@;9kOUB
zT0TP6@;B)nYHImwWXju(miu!9S@tMUwl*~2cicw((%Nx*nJgMzEyr!}<dLax_&1$1
zO*s66OgRJ&1_$HfY@MG%8ITa?7WYS=TbLZ^MxR&hx*DGe!*n?*&~Usx4vz&A&DlWg
zAGU!IV{z3hB27opxzWVl;fyl<a6a)fsC^p4Z-)qTC4b&vzFN!n7V^cOs&9Xow^wf$
zU7(t$kw?U;R~?^fY_fFzG!?#qOj$8D>rF`rW5Z#WfUz+kA-LfA69y!N$-Cb4v{!J!
z^JA>IIM0R)NNW1@$R;(-TvQnvsFgEr?p~&K9V?x&XwjLS^1Yu&0clBOI^p=@GMyeV
zMYYIudXSL_HKyVDI0n{~RnD0X*I#=J8wdG=Hkpomtp-IW<mc#q(kvMcL)j5;_igZ0
zB=25XzkX;h+ow%Qh`IV5uAZ=bGgBo@tCt;F4@Flp^)gnHL-OCI>0o-J(#R0>-sTq8
z8d6u3f0@cp!22ar63th^(!pXev*i3-|3EPxtb+Z2)g)6gJbiXA^xl@|y+^2EUtode
zQ@RsLs9>fk3BL*qmK(8RaXV)~LU8ebDVC56Sh3!0v|^b~@hQu&v?|nlEo{!$S1oCR
zuTKbFIIOsZ>U2{K2pDykk`M}9V@kqR;M<K9XtIT5E9EYo_{JF2{qw#YbXh`L!?DC^
zZL6uggw`%*Bu3D^m~aYT(ZQnTDo|us65e~8CA{H@v*8d8JqfU-ykEtkc(=VY-)Txh
z%z@jvLXvhUc9*<5N$6i_n$X9~&YbE%JY^~`0pKT0Ni<#L8a~_~nkIT}AMUrN@)Ig}
z)|5o^RS@sP?e<JEKAd8&^?kTqfdxw+Zf8>xeiaxvV8Vyvi-`dV!NrB9SaMx}JEB~G
z@XfNZ4={0YexO($!ka;vQw9q?@++2$69N~GD$W^LU<v^-kxybIM$j49zft0p?Q=b{
zTvN=|ddro5X{G9JmN<uJiE5{8&)d_`YTH1a6UAXT*Iwdho01SS=8arwNjnTvxH7Qx
zDMZ!Q=1XuWA}QmFrYU3UY%YHE)@tRp3h!GH|D~p~6M(<Ol*EXOf1p^9YcSt4a^h!w
zE8>5@sqBRK-)l<3FMfk1N32@h>KTv_TpZ5^lH}zow!xg%k?*eLYfyyD8xxgg;SZYz
zgXy!Ox;^&ZCPidbC;n+uEearf$CQM&3XB){sr*18LIwY7nhK`P=J!bBH1LwC_=E=j
z#z>6d(m%}&o<s<C=CjGT=8E?Ot~q-iK3|EG>>j{^rE5OTl!U<cWJV%!^D>pEQAcRt
zq^4<L+Uy*=!yc!A<4vU}pna?<iKZ(6j@k;Pu3R-Ap@Lk~RDefqy!$vMoMS3Mp@g$c
zNi<yvQ<qnAoARXy6<pRd6-=AGiFF>QfUTy|6AHN4ltj}Nuz$coNQ5>%&@^q#f&!F{
zBbhe0ghQNa?lzUHP|aPYB>bu|@L`1;%sl`D5`v2uH`v$*+lN2N2dA;6&4o(2#G);y
z=PHF<7rc`v`NQ9D8anoc69jx15Kd(U7j2sxTqql)@0zMrAmdw%#0Yw2<CYfSu}3(Y
z$q&eK{d?2ox*NQ92z|o24ECu=@&D|l_!m<W0@;7!iby)h5>{${&tEso^NlVwKOOqD
zba$tilJE=Lz!C{##wU&e3Bd(7W(FkONc5(tNOY(#Z)_vSEGfZ@@$mYcWDZYD2uL`X
zxB&DjQ_Tx|x15m(wRcVvs@5?zv8r_+?}w6btZLn7u*Is@?ZBTPeFA@>Q?>3%{35Gb
zhkxQ$tsBFu)?JOCv8r_&O(i7&&Lw4lP66;!ZMcARnFmG|;G-8*AsJ9Y_uF6uNu+Y(
zNaE1_R#RySbYI0tgrhrbbuqRH5k>1h(k#(IY{e~F2S;MeAhol*J?hH-A$y5_AX=iy
zp7%vx8wr5tx5zSfy&qAl?(1Y31z%lK5I#I@wyd9aKD`wG>nn5)G;a-j(NuW`8F$gT
z+l`IAy*kw2RW3>v=AZT|e334|z-u9@3il3FVSN~iCSRa4qN&N}$&_8@#A5VkMk3TL
zN?hd=xyqSoV%H8OwIB2w>cXPT+yj6F&6U=jxtU<KdxoN@et$YMnyTNIOnG}zeg6D`
z0>9%RslL-*^{0_#VySx1P!!d#qBEnZ`sHNGsjI$j=xde2COK1QtG(JUCd)%t?O}$V
z4?|J;g>*(VRenC1a_TA{#|?d@u(40xJltom@eh;5p{wzk!8V?cLQ(h!>3nD^{C#A~
zsVm%F+4~2JwE|?W__CIMVz2cdl4YW+^^ld_GZaPjPt%#vRQ-3zlv7vz1U}aXD*5h$
z@_gr*-&*^0qk%+oe7gOD=ern*qWDpCUNjZ|@+(jAleywORYc@4=u!5%Kb$Ua&28MQ
zVBJfDQPh7ZogGc}&m~h%ecronT~=M>yX+O8CCfwC+=sYz?l2UUZ=f@xsq*z?%Bib-
ze?H@L7!zju_iX<l)b{AgXUiq{|6X5tkL&DlFiaMbE)EV2HUObxQ$wj&(|OZ`#ua4B
zsY7FL4h?1uqEYdvJt`g{%SRU#2M41fXjm#B9;CCS35W;Cl&OF)Iqry#@49{=!$l{Q
z7?T1%f3OF^Z^<&z1wn{kC`O{J63^0k(bW7e8RgL9tMJ2?#Dllf`3!GJp?%TX^=mp;
zOKP3+J8O4;B9Lf~yZ^f2xvdOH(eCbamNd0HmP}ch*SjzhBNxM;=7+)3)oYiWDWTx?
zz!L3**d3KPf;*8c7~RQzU>pkgcoY!Kr*otUf@8>(QwM=!3zn|yT(@?Kgo1v16gXtb
z=%OIj7PtdaV6c(Sk|qp#$dprufnp1mty=7}1-ILy;8wC=bWsp%3;1{x5NxA!qzQr>
z$dpqDfnp0*ujyR2dX;1gzG#nv&ygjgi-K5N;0{QE!IN~BG-2>KnR4ndP;5a*=juhv
zB^111kAmmPg3(1mtS#W<Q9$r#I!Bryc#cdt1Ox^Niz4TdZ$J!4Xs4MZzxABNebm(h
zwL-bHRyl-h`@OY)dN7b^&MsyDVE@!R76pR`(YevY-~o*CcC`KU$f14Ff)y(y19OJG
zVms-g)I4zrS!R?0DcU`a&XT5fSCJ_z7G^mkG2+`#uhiD8>y%J%8L(uz{oG0xjO8-p
zACCfpi|HI`g5W|j<q!}UtPx_F;fBV5g!VF%ct9*VoAEJw6n=`V8C?{HylwOly+ciq
zeS%C`0oh0=s}c{p{%Ei7-;sqx(RaWbN57_bsHyK?ktwIHZ+AL-(mK5rMrZuNdQq7Q
zB%0$h;&cvp-DncMLrwLLCsR&cz3!f%w^HuU_7u8nzO(AZ_WE5w7K-ll4LOi%j72?)
zJc-VWrs|I;Q%+s=?#zbQ!r_t1LXS`L=h<t%M3#xJ=JyTW4c3REDt;546-~wWktuI4
ziua^)dQJMB_KLrQEE8SDqe%~V%Ixj*4mH(#GnsPg>W$1i{i?lozeE-ZMY~6;llSxV
z4mGv=Su*9+wHtbe;3a#_{*5dSie`^eHTze3hnkxGUoz#?HLIU1cHkeaz3y2+qIq8T
z(W<KVqj#vO>b=R7Q&)BP-LJLws$ET%2W1u?qpEfVy+cjaE+bRkZd9w@-+r^bYTrbb
z2Sv5Vs;V8Lcc`h_&1A}{t9B|sKjT;P56@w`w{O#Quf2-zA<IQq#UXb)yu(oe@P0Zw
zngDn&nR4m?a6M~yzcV0I@*{iQf1fN8UES{!ykT}nqN@G7bWSwY{w*@))Ya~$@(g0x
z`Qi{%g6G$vq|>#XpR;z!b_5d5amhl?Sd{^}k{0jsw$NG9gu#E3f`P%=m^fbJWnT<P
zh~u@-jc~D$-Ps~kU6~sg03=EnJlP(DC(sqHdCnhffg0mbpm!Xd6HVwHO{T0^Ag*)+
z+z9CLa#02(1oZAUEp;Qf;AOz9xVYSg3n<+-V`NLW?X)mgkuT(4L!LIlt1b>Cu5#Oz
zrq~me+b&}yLUWHob52b1$=J&e5tZBSX_n}qB$&T)TNmn0F%$2%7wCJV1sZ;r$V8&i
zm%~(WevK?)S485{$d}0?(!}@h6ya5(cG}t0QdIN>djFc1{3%n-C7$#$4Ts(i&pKv{
zIk@^eP$_iheS5>d+iUXw=#mUvofS(3Z%#ET@HI5)8;&~n{z7L*Q?Y*{Q&yJfKQa=b
z)-Z7d>>(qdr?43wU@Q4gRcHT?^)?{`B$C)Bs37p<dIx}@J|Yzd`_MVk#KB%<%BkaE
zN&^S|WvmT9*zdCgYwRJgk}MWoi|(oVBSWA*7*+dkpfjVX{Zq)4Q`bIU2XY%XR`MHj
zwR{$Z=+pm2_WHkoEErw=2d)G1a8v|rp|hijfEt-{>Ij(8nE$nMEmzELE*A&;{l375
z>@n~GvS@TMa6p(Z;2n^Pg1hMqX`<jRGUe1!u$K=7^~KX~41Qn_gzu51qYH$CqJhvD
zlZu6J(|OXw!Z*m2Q^&$SJ}gvg<?c<{D!ydthr>>PvUU%5020k{4?RU-a9Lx!J+?>S
zcELL=6%qd>>up#Q5&t4nP8|{cH3D9?9ITXle!^k)SZHq=7Gl;2J|GnZhtL_)L_sT=
za_T6U>9Y%5XxRZJ3Huy-B%DPSkM1JT8ofw}L8)jslg^YT8rG31r;dhMp=ii<_vK0(
z{VwEN?Ll!BSxUN~@KlitS}Fu6+_9<HxSY<LCN|zerkpx9G<KB_+r#0LWWngdA>>}&
z$LSqv>iDB%%BkykcQ*ff3q^SK(dP;L#$LD2kOiWv+r5J9KOcrVtA9afLsR2FB~wma
z<9ZR}$$z%q5=;OR&Dj#*#16PXxf{JhO*QXIrkuK(HI9Z(w%73qWWnf8@Q_=S$I&~~
z)bY_|%Bkx(Ht1ip*KmO>7K(-gE>-o?JJi&0H<@zk8uoA51H-zv*=zY0vS=t;4!B%(
z6TL%CEniQjoVu2|tsa2r7CXAh77JB>iuV`nb^H`rFuFPpJid{KqdH|z(Am*Mz++^}
zsUu)F=7zK2tj`PoKYPXhg)9$U#qSy9g|ktp`u-E03r&6hkxV&6-v$YZBBzmO1sRYK
znUznBaPr9bRb{~4;#@7av<z9<QdaNW|Fzx#%mEV3*#LO5dRd^yHx5_5BBA_sbWSv}
zH=9gZ!5-JT0dNHNcrKv<34y(Lo8~?VE_jNl6&G7=xPYwQff3H?#knI*n=RyN6Krd7
zAaPl}HB;<~tlsk&iIK_bjmbe(M0p!ol<w3LIjFagC8VhhZw_h?V4$6Guh^ZN=>2Qj
zo$I3&7oI(wcn0EF9C|yumMG1Hr|i}D1YLZAiKohB8umCY4fVNWP?Y!>oeNDReu_+4
zSv($MBt|aZbR5%mb*QV~_e}I(fDy|&kAEVILwB}%qQyep?jRI>|B=pyroMkirkuLI
zcVYVO>6NDTK7X;+^<F?C3Exni+SA3JMCcj@py+u9odr!jPbE`MUC$G^o-ui}TFX`B
zcVgdQukTaHBGH}Oo}yeHeT#u8dS6UuMN{t!$dpsp`|d*TaBV=E<y-8vULy-cSL>dK
z1ASV@VJJF3kIsmu&P!y<sq1_Xrt?}Q*MpbJ`^tlrYQUtw+g|;5k!7Q+eov05P=C;f
z6eQe9=SdR@caSNkj)ds}NbsA1Z`<SG8)V7o;=prvC=3UI_TZ~@jx<s5B{JpIQNY)L
zTA@E*t>p)#HQ>MY%KsNxAiByATmu@zP-gy1bVf9F{x>q^)O9|d&3v3Q#X>1B-%LN`
zd29E+6-YG4z4wHE#f%r@P_%v^ofA#1&mvP!UF+P-FF>wWwg6>i&X?x;nf7X5M;3|h
zTo3f}Jp)nnzLw64rruYRDW|UYiEOsBccRhC`;Hhdw^#gI$THDYeBgX<j70VH-%RI3
zQ}1sgQ>N+t<{esgXu<!Ty)E$|?cNLkmHa@iP|30-GMg*)WFcX)=mW#Y?ZNO-vY>Rq
zFefOs6F4dr828e-(gemmWXd#PGyxBM`R~R{q9wmM_=P<JeoB^zE&^r-A;2Ans`DSw
z`Owt)_sNt~*E!$pq3Hy7DWB~vSNe1QG^5@AYVG>%3M882`ppi~y>C1!26m?NqltkX
z$&^#afN%s51OAzRoW1ssCd)*3=7%~0Y$U4QkDzm+srPwg%G-(FYn1{#w*q@U-<scR
zulH`UOsw?Y7>TO)bLpID>iujo<<#{)WicMkW4+b-PT!~co9tD8Jy|Tes`r$ILH=2i
zg)|sd``6N$(bWDmWXh>)e;U(1mIq@y<!(sw^Dp>M*z5l>vS4)e@5w6``j>~JBH&YW
zb~F+25Seo72$;kW(A}4Z(hn#?-|YXBz4re|7K*O+14BMyD5~avM`uM-^S>rjPF?e2
z?uV8J-0T0Wo&6a=qB+if=-d~>Q4uhe&W<JmCXp#`CkV)*y~HHxpyKhT*dt&uSuncu
zKM(=(a8v{=ptGZifRo6SQ%3*~_tyd7v;8%D-JeGmiLUMgkM`;VQMF#8Goq>WO=QZc
zYn`w8E0?Xxb}n1Fq@#1m8tItlE_=P-NfwH(-UB^;X(+CE#odlO=*(#9{_SMSsq3Dv
z`gOf$S1wqyX4$G!B>jKGUjJVu3r1J}o&rz8<5z~GVBkx1hBPtoc{1hHF%aYP|I1$g
zFOh|!tN)OaEq|kTsHxw-k}0RI->9>j))%Z@`U8PPb6on6vK_PN9cn6fKQiUil^f}@
zt+UteTCzweQ#at*^VReYHMP5fOgVM!?!&?{bw4)Sm9K5d=S%E7&VLs37JFU4nJge(
zU3+SBie)-@SgN!BCOTW1h!`SMP8|^<OcNTS{ir<>?j;LG7YS(71B$rZL+?;i$L}Xo
z-i~xEVpqP+_)qP1{3EhpC^`-(;qrZYhnhP6E}3%bI_3xKXadh0EZ6*1Gk5))wOh6`
zkZ6uu7I?7U7>R1XccgQosrME#<<#}ApICRaJqC^-%ZD<>10G7BNAFNm)oo<TsjFHi
zf2!MF$>)+KLs4?T6X|EuJJeM28_ASYS8{ZM)b;l2y_PH!ih2W{Nxz2Pp{9DTBvamw
z)XS2feO}mO_Uio<Stb<q20WGi5WPc9^?rg(Id%2MraS%7Uc<j5i-n@$<5Yj^*YplG
zHT)|w<<vFI?Q<jj&o_Z*{N38mo(d$I<7bb?s>SnE{Z69ysHxxaWXd7>HK^$&%7XDy
zMFu29ak6Vo3#SM!c%>^VE=o3BKyk7oMz%QF=+zZ?IbJ&Z>mtvOVB3WwiK|YQH3grj
zPPT!O2(3<*Xpt-S=J3=7J)3i-?tD*%$u845G~l}%yR}&ogr|pdZs%=fR9st)b?(kc
zao&Bgy<9IeB_U?y`CK(0*}0`<&em-gZEJPTgJz%ORNx<@3rkD^6S&;ZDAf8gEAkuV
zd&ze<P4*LKbCGX>e%p%JuOjxlOl2nEe5WZ1ZLym?4ITH`_7|Hb_36rE+e{0p>_2BJ
zI3fEd8HrF+5?VmbM557!4g<{cAITzi;VCK|{*EjnP0J2;sqscLQ%^gaqN<X9P3J(<
zjrmoy?!uRW<drv(4W5f&5k&K412y$UYxi>!kVwM)R95I=PimD%kKUmuHg7zg8BLXr
zW0XUuW4KBazZt!UU!&~{*DhGJd`YL|IGtp#+2iTL3@m1;YS!}>TCiptLsB$+ES)J$
z4If3O>@p`7yTciYP}7_^6!ui0uyWms&Sfi>$O&|tfGx{Pmwja6=vr&f4fzl(G{&TW
zAy4N@6AWEs%Bh24sse`9i&jfE;qCS~xS1>$T^x84DMN68!%-k`Bb^~l2wX>|ygfpo
zQ-;9j?IG}4vRo2`01QWgz-Q<TX+q#pGUX5m7({VIAc(sj1|-D7G=>c%bYV)~?d02H
z?yGeadh(JT`Y&)}xgPzCtQlPp?iaXw@Qg&k-%E5}H1YR0uC{d(f@2mV=yXo;EH0?e
z_J!-#OFC_R$y%oe0*U7ABs_IEl(nTX8bz<O==^Bvbw4s?#jfnlNQBPl#9ht30|1ci
zT%BFCVs*z72?^_fGt1e%mMkCL**!OAb|bFEuoOtFrZc7qi4|nZ+b<+mpT1<R1c|rU
zL*mV3`6LbrHY^1aZ=y4%35g*x<<ucDGsH@)UbAGCgouyYBjR4NcytkQh^CQXqf!8I
z51lVfK)jz!IdwpIH>GT)?O3v6g@lBk+9TmdWVz@fA!<`9hND2>`*emhA@E%?<<udt
zm)|BJ1hO5cu3jrgEO-5fwcoHakZ6tv>A61=>_K`4rNCiFI$N4>XdzQh9S-{h!XeO;
zJlY-+N00@iYZ}_(772!k#<&zv%%gLr35qr{<<vo;>@MoUQyhnGdrX{5mX9tbVs{tP
zuoOs~O=nCK5^p3^4uOP06iNiLcsRp=M2dl|NnUeR%hd+u1Jrle!|^t<Zgk<ef0T*h
zV^J`83!NKH4Bo^jZx1J^l1IYi(7tHFszpmyELkkMreCmE?o)JeYM!A+dL+I<DO!Gl
z&X%T@A0ty%EX}7FiIhTHUdgTSS0ed8;LI|#^%t^ybZ2|y;-d^pfyAHajA=sRk7UZJ
zLt<aW>Vt*oI5pd`q_fj+B{KiC2E{%=qB;AP_Shvr9+(1)z38lI!eR!Qa_X>{p~7Ox
z+O@0YVCPDEJiLJ{8eJpdd4{ZvIlKH^%RSxVMuLw>0m3PCo-~25m`pi!Ab1mRI$W`x
zxn|i~p967$JruT(g`*3FsKguJm=rM7=v--n;XE?s)WP6Q$a4j^blD33GVuX>EZj|&
zjV>0V67u9BDNwkJ&Xgt;?j%!A9SYOb1!C2bGo($$_v~@-ZL(l=ao~BKFl>3i@hBkp
z2Av~K5PX$PIdu?BS3#hJv3B^EwbS@tvSf5o@Va=XG5F}~Uv!o<Vek@}a_TUcrNUs%
zg0-E?7OYsYJ{zz=wA(}C5FpW<eZ=AMkWdDvScz6Tdz$b#kW4vscu40U+=X1XYR%f!
zi<WeB_}s{|?2&OMSwOnRBJvzW9hU-%b#%@&L9v!hIRq325o;0j=3!3*5-A3~z1f?1
zqf~NWw%Mcc2C`;!(HNDz$ws2!?`?EmH1YRVMtOS(czfd(D22xLn#;H0Raob8xB}}u
zZm-u*(`Bg{?T(6DNF!48`!Jm+P5pk7Oj)rnA7>;+F4XPapD?klShjMRoQClnuw)tI
z{ykYRy3;#qf8rUB0)pSrIno5dGi1uCgTT8#VM1HEV6Ff9;2!_BM!_^7(Hv(qYJcJ#
zkOG6rbe1$>Fo8@tbr^V4`kB=H*Tt6DV_+d!EV`B;Dy6?M8U+9+)A`W^zzJl^+aUma
zm&Gdf04S5ik{ken?ur%Z{AdE8K&G5J0KCb$Y|eCau9lx(d6zu`-a(d&E&`&GbH#8J
z8*m$)Ax#L}LZ+NL1iYy*4Vh(CukdU3K=?9QI=VoJN`>(cN`b={=xk}i;VClZ)Zw7)
z4?5Q_SSIJ||HB>$e<uq@7YVWZ13n%F1pi0pND~BqAyW<kfk6aG1fh5+!hl4IK`1x#
zva^yaRde07Lb)V`p$`9#^$z7wAkmy1N=W9VcPt79=hC^+#NZr8c{>V3dF0SOP$_iF
z0mcpXnq5zqrClIO9g(8n)9E~E>bHYTS+Ox|7>SV!M7e&4S8V4E=1R3fZAhBsR|8*`
z(WooP($QUQLi~=vK`C&!l+KnW94;YK4uONgdLfn^ZgdPtXfHX5-*I=t<hh=nY<FLw
z*pp>B5Wb4NpS4HiXUGcDMP!Ko;~SBhzws!YBTX<qLZ+;MF{XG)Ght8@&W8^M|7#C}
z{~?Pe0T_5jq{842bdEG(@LMwF)M4O8M{=7tW_t_8Vperj_WrN+;<P7_XpRdS5*_gk
zM_HDp(;3o)z!Wm&?F9nexoTf_AYbY!ls5Xzz%qLXEG5fD*9>^xBll+Wd55FgfJJn6
zGy(8>GUe0(;O2Sf&l@ak&K04oY_`f$T6`$jY>$E}Sva~V2st`e#-u`FfX<U96#B`O
zQ-^{Zj_9qF`?EcT?wSt*@3n`(yU9Y)g+NGFOk*sn>fcG{MN{>+lPRaJdiTH_Uzih~
zfKUJ5ve*CD$&%64e~2$24@d>USLh6Bg5Zl}%Bh3E4UMDB3Z?E!z8_Wt9|rzokAZ)Z
z1*40BkOOmRJSqfUr1PT*ffvY>Q-^@N1Qe=Sj7M+wznOXP%hub0gMdVHwgVwcKw~Vb
z>JOmvqN)1*$&^!9y}KC%adiz21;&NWu-ASkSuVPhKV&E19gYfs)9CDI0$>%Ha_RtZ
zv!y^{-T2;4G2i1e{+HS7e=Aumy7~_}kMfL0RsY3wZZy?@A(?XO>KCRTJwQeIAG25f
zePp5NDnH!x^RcL^|1g~wP1S#pOnEy}eR%*+p?&lI=k}`q30Wxis^?=-RsTaeFPf@<
znoK!$)w@1Fn8|7$BEUh%LE~C>v^}6410<T`^o98R(s)z|jHdIW34u{$%Be$OJio;m
zcsPBmz3z`9OGJ0-?;Ct$voR1?vf`P(!|AMOs{K$h<<!;g`ukPb?T7e#d3)t|k>#SR
z{1AWNI~;Z1XX)%{0$>A~a_RtZ9X^y;zEUYye5?MA_S(OWEEHYshd6wVv8bvart_ky
z`m4#5Q&;_DZt_uFfzJMC>~;SrSt`1^4|z0C3`SM{BXnjomH!}_a_Y)=WBn*Ec;*BW
z(s~Pd|K$H4djR}_EE!z@gv9#g0jVJPEuA4v5Ijq!oH_{H`|l{TQhtli^zXTYwZ}gl
zNHoXe-zV7Xb4Q}8eF~iuO|?%XQ%+s&ZWU@2)<CXOE98pBq2MK8sXYc3k>#Un0YcJJ
zgNCI7;`Ma4Gy!oUnR4oY*v<6>Sk8x(mt3_6zyMhux&YWa#0c<VxKb4xzkWI+nksk5
zlv7u^Yx-;Dpd^oX+iU%uWRd7<J;e08BT;Ai?Q~8w)qX3Pa_VY#k9R;=1LbNVAk6!9
zd)0r1EEZkWhaB&CMx(0#i*#-@)&Ds%<<!;hZutfWdUCaVwvzMveE+o9{)=R(=xRS?
z%O?h-D*pvKGn&eOo=iD)<?qK=c~@SLAYUj#nrC@{XMFp-|AR(Zd;bRjiRO6!A+^{-
zMyA4Ie>!KHu-KPOIdxdLxxZU-g<2LYX;(hmT`X6Xqu)+@K%7Pvj;?74$^BKvq(Wg8
zohMBwEGJV=9SUx(MvvGk`Hh8YEniXKu+<(87n22~3x|-04FkueLgGR?Uz(6OpG-M*
zNVs<ex8$l>cBQJnP^&3mxX&I8A0~@N7YreH1$`q@VemmZN18BrADMCp3=D3aii@ki
z`a9-e8juhdSAWh(<eaOauHr@8TAjDTzh`fAuI2w+$N#y3|8o=j#~p~^;z@fh&Nn3?
zxY%GyLdashjVuPcoXI;vZOX70&_ge*o4ja$320(?%o=z9Cxv@P?@0Cff@dKPW_T<l
z5cZWTrCfi0Tc6`<UW8*tL0>fY&?Ry6k4CldQl2lfi8L}&JMNI+$LXC2aUMh#r#r-B
zp))?j1ISX+)X4Bm5k0HN0@@p(P_(r_oexcGxG$p|s>Ie%>?eL9dQyG(?NwOoYWa<F
zjfT_gwYiEe#lU(U%KRGk9ET~|6vI)}x}46Crdm%WQ+AmXCUprTF>?AJ-_U=q3a1E?
zWxN=8u`JMWAz322Q`r+2Q<cxhqG<knIyah{A0$&wUGozfny(J^ca@8h>OX9+`VW#t
zqN{pO29&CLcQA_X-$!RhQ}^#7Q%+s?!s<722EFCNe`v4$r^!Om)qbSaZwyD#|99vN
zY3l!*WXh@QU(Ee7z7!|Fdpmk3YqLKJNYMOTUF}ECeRnX5?q4QrXjoJC|0YvTUH7{;
z?0#Rl*dtl}!|gSHXwx+BISNs&J{yXn_qlXtH1$4*OgVMEPj2Wvw;7H>a$QBaG+)+U
z`5VYm(Vh05fR?I!F&+g0>**Y6BH(l~<<t={!-Ig(!bijQFu0m58eJH8(w~B0APq{v
z!WDG3G_i0gnR4n_m@2RUCGpt8={pU5#2yF_lI5ZcglKzEACVg1et^!ACI;>&Q%)TN
zaVx@a?Gf-SSt_~+*lBj5XP&CyU(!3&RPfKplv7u*nB<LeK)y*nWwf=gKM_bY$JdXX
z<c$%j7}%Z8ktPPlk}0Q-fxR1s9?QYtU00}d7ijQbZ;yo&$@0;i?w<4)b>&w^reb0~
zoij~L97Cp@Iwm5vfc^F$aL5AD1p(Up!&KdFq<5&P+a5CI)O8yZ+PmFezqgWwLecNx
zs(!c8JJi(g4P?rx>sL5!ZuYltMgO9`f<H%=imrk^MGI6b?v6**|C4lnH1+>DnR4p-
zpVnB<p=#-1K3jt~KYb8*!5#w7lLey-0nY<}Dg?xkR22M~&XOhyo+DEZL4iSHk;up4
zIROSF#NqKw(`dBdf~S{Qaq(}{R4?QLvVtBQ*{q;(os}F`f6gq;%K_1occ$)*g69B^
zCoVDQ1n7&liE<$*5`&IoBtmmaMlPjbtSeBzJac4ux?>cXLFbUgq^Xi&&*=i>!5|*8
zz4?5*XDBW+BAM$fIy0IE=}a<Z#UQOSB_T`!2b7g5INF8_Fa@VanSw;Kq*zAV#54MG
zwM?O!SuxmO=qlGvmQKgs4TGVj!vup52Nh=z-f1d0VGnLMB_Y<6TN#NYEe8|xSQPJ;
ze6CpQlLY+PW(jyWWaIc5QxOR%KWa)sTgt}iu6v)7uhnp2>!`tv_k2(0j6$ui4sA*B
zziFD__n8f`8Dydjit8g2ZCikewj!Tjs+0GOsW^p3e!)nDu7k;2jhP*_{6OZg`I%)U
z7-X@SsrBVEYjWM2avNobV)QOeG9ZxG3Kv!e+74?ga2DEtg|-2g1!dtH1$<aK8!wyc
zNx=T!Tu&c?%<MT^w_z&%dC=^0oC?dDH^_8l#^nH}jl)43{R8DnjVWVkxmYZ3!Ktva
z+%s6r%lR&?O;gJOTrG#U6&No}E4_7I+WK8y6#X1%ub)|_B$}?DcBY>r=4TdF@{n(w
z$(1q-iU8FdOqqdvB~$mt7j$=*2TO87>hh*(s-0`<h&HJH4qUb6N^LpD70e>ws?GHY
z+j1^fiq1|o6}T{5OH4^LU1$3-ogE1}E0=l;8wV@-%=+?RC9`17vdr@QkUX7AO;gf-
zTuDc^b=TQw8v-`kas!37O~{6#l})B16<X;tB{4!;IZDhVSm=2Qe`Zk;GN7d;{)T32
z<*3Hgfu)|a(bmn_P_*(kQ;`a-yw#LM)3tH}n=41V-T)LCLnDVC0UEY^Wv*-O=7Qnt
z@hQx=E`6eDDx1$I($U;q;5@R$3C$c>JJ<99hdx~bhl(~oW~vII&HGGAG+mpmOq<8d
z&nyIIs+O;Ef1)wZT355O(YfLrX|nyGX_|W-*W58}T`oUNZH)=XD?jIos+PWIDq^9f
zZ<~^6x|a4}S~_-qX6;~!&9%CMB(40jX<FHXYvtIs%3w)Sh^mJdO@%1*@Pa7`za9)i
zJ0d#7w^;@x1Q$&TFHBj`!{WJUaM9<7IHbH5&Kc9Jec065@Ej}dcF~aHzYs$VFqy9d
z1}ryVvrS2m#eee-EjzT}|I{to6*EKjZfqx(SyL%PkyTVdt&H2TN_jJEjPsS=a-|<1
z+K^`Fil!-L|Jl$pXQZuG#=RIa(gtpQgArv>TV^U=F-@16lJINDV2-&bDa*{lr^XSd
zBi*>EST0fd=;$mcZY)<I^3z}FZtU<@6uK(8ihSSn{De?|Bae%*4w@=R=(xg27{r>4
zMLfY5)RX4Wt<93&@I-$cPhHuz*^BcAQ*oLGi)Jv#!4tZ30W3-Np{7Z72KO68*e*0K
z`U!jCe$14Fut)cC{d^?hklh@n1qj*ILqcL-1QxpCdV?*I^z!4T>17Vr%i#fAT41Q*
zdm}^2%JBnJF$=5mJyQ}**VJB2QxLrC%x!XGKnu&Y%nEogPg2c)nx>k)xN44Qs{sc*
z`~wGdZAIij(ZxSa1u1m#qA3Z#E(}+3UJ-*EMgtOpi?^|XBz~5++X6W7=q$r2PhY+w
zVPNjA$#~hyQa-%<Y&c~BSI+HJQTrU|+0wm!ohgZ?3w$c>Zm@`Hu9#VyuR{E@+qb=0
z-88{ZW7`|vd0VB?xuSp-rqUDhZkZ{GrYm6Lsyv*fE;%2zc$ri4#Q`}<pwcwqPn=zX
zj@$Csaa$jBtlGP>snCSni>4&B<!<cyPU^%vtC?~y9z)dN{RVkge{<6$KY4Zydu}WD
z;>iQ=S;72`rh*f)zmAaz-Ay>>?9$k7yJw{CiRsPYkU3|=r-Z6xd|_FJJH$Tx%a4xQ
zp~blvTVKQ0CD2;Fqq7zMS>;>`Kd*K!V?QrvKd*qF%Uhf)*?(LGKb^0`Uky4}0Vm7v
zaIQp#+97Vhd%4$CHX_`_Ws|@PXh1@6!S{OxB*g3}H)kE5ysQK-*XOHjx6R-x&yMed
z3X(`(LcmBH>)|Q03%qMMH0=Sm3}#9|$m_eN5D?SjTc#xZ!Z*;L8&G*9DxebTTbWzD
z6@}h>_fR)jy_Mi#m3w5JjvAYcPH|L{P6H~}y=*Fcp}&7K5+iEfn7){K8@*HAyd8io
zX5L0I^X43gztAypufs21gT@a3#5H!iabx$b9pSUf(d_L3S~2oIg_+@!GJvT-`aewd
z<syCM$Rd44Prf&k>xHVj+5TK*6Wml}1({{MpPUfhacpsTKfzRs0`JE$65)6c3!@mD
zi(S{|d!cNxKeB#Kv&1$$c6O!Fqv8;qWiP=q4JBw04va2!IV}L1zDqY-$x?PDCbHWv
zCQB?h!C1lf@Nu)<$YQ-LVj*9xH-{i2i|1>!2aHnPWL!w+QZw!Sd@^NMgu?6%nvxL4
zmxIpA_^z|(f*TJjE{?Y00+R1<9oZ#d4_pGe@(^InN2~!~gFz+X$Kv4P)_^aY3Q(*8
zUtlECUjv?Nme``#fZy9o@Hd7MOneQP9)wNbA~1d&6`jf=Fb+u2+{fTWKmqvhe7!{=
zXqf6MFow>i<|;6nOj%h4MwyZjs{n_cmHmCj6#Rk<Za%EIc*=$gSOu;h*;RmT1Y`)7
z2l6F(Bd{Lyo5Ui3V~bk^PB+DpSOhv4iS!qN^P45M=tW@AUV;@v2`0V>ObdXfZw<JE
zEM;X4csp5Q!E1nmZ{3YRz$n!v;AT3PnoGcqWXj4CaGfa$VSG90tc-8jo(pa~thiWX
z!v!n>SB&fuFw?UUV7CS#&jKIf!Gucbg!#8Ht|XQL9ADfr@T{o}#WL_qMk4)XVDxTH
z5?k~#FbcY*IkxVk77~2fP=bjs1ADp#(hpDHQqW44w6YW&NS0dgQlMab_(alnz&}!T
zIhaM~RC77lk4#xv4)!)BA(jIUJ}X1~Z&M>8xZp;_ii@AwZ~@D~+>u=l#^Z8OC_&Ck
zu2{H0&NHimT9a4-a7b}0z<?=)g#GGgB+_32Zfus=qE~?H>?JsCD8a;6fZYTleMbM2
zWZ^1C|Knsq1snajepnCB(=+;FaH^gED4jV?JAW^kvSR1&F(n}^EQgqtg}vII3vMc`
zxNvN^06X75vUYwN+WB%Ro9n6!4)F6|zr)|Mdot!8M;2%9|6?jWVebFQNThG>_iL8e
zqRsu@(5<Dzzb7L>mtf-Neu@H2pVePTma$^>PbSMN*y{KD(LH>Op4C^zs2cwh=sao~
z|KrG%72|)jDG6cxIpD0!?sR)DxZ$wk;zd*Qg|YzSfAGi}|B0^ghr1lv?n<sI7Y4f)
zM4E(~kAsS{``4JNPuTq{840@8N;>i9-e!p{+V0<DFTwX4N-%M|KOSsi1Cu_J|4p)Z
z6_fupvZ#Vhz5?vw!?jI*V|c2y|1zCDO>6%JGG)cuKV?cnSbGjLD?9sMdoH-Su;St}
z8!o`w?>n;AzV7OGV-<j6-hF>aitX<;J{gmbBa1WnGoUX^M|CPAk-o`4u32J>Hu*=}
zOYjIo2_|mx(bboM>9hMA$TC*!{(7>!g6+P7Zi1^Xk5M)Lr_*`VH2xiA%8Kz{V@g68
ze-1b+vpdh83vM{9xR_+a1sMP7BWwJpxUN1_WC=F?AAs>B;qBwN;!OYDrm_>>{#}ej
z`lkO2%@SL*>3_;zf=?JqFmcmA2~58imOjJ(2eO0}!~a{dw1N%4g6-j>v>kr$2vxKH
zES*D5v;RvnWyS3O%#?&M`y6am2KO<0F1XRK;^IylF2L-!kF43RM|ev4E&TO4$=yG4
zLNYcV2Nh@Y4}-oe-Tih(B7K|R(JZk=+x#{55?pC0!NhGoMtB;S^cnokWbrBnze*NW
zu)$Y=O^EO`hNoKl0Xln{*1n%iS+VwxDG6ciIn1o=>>KR4;O4@Li$iR<0BgT=WUc+4
zu9H8ItK|CgaILqR9USO^Qpi1$*?$s7m4vI0ql+{9kDE$RxcZ-FB+@tgzigJ+qRsx#
z>?QbPLkT8s_Gf_ESHbDC|2s~k!c(#TEkJ_iYy{hX1>wWTYdievIMs#VKV;nwYc2%;
zBvV!vf)`Cmh=qUy&&mY<z@7_kK&-fU*oF&O2nI)XA=pPO1em~C9FjKJ(qgcRJlle&
z3XU*tF<4HXmM$p8VsI)Wk^W-P-z>33F9wdi1UDK=F!9A;CSME!0P0&1t|!Y{SrD!z
z%S{vI!zWV~gn+TCi^4T@UNskmE6J3VMd3125@J!{0JJj4J@#C1Lt@3n5*sdHQK*dU
zqQFW$z?^e0b!7{%LC9fQNohU!2@EQU%>fQBZaw&+sQ|@#@H8Wl{(A7wW{E9&J$TVx
zf-e|KF!A+ZdJr~!OTj*qsOVIdg1vx55_<y$;JT$Af`+NC0yF4rYOVrP$&{5<V3H{b
zu?le5S=ry`O~Eg?;O4`Mi|^QQ0jogCXcaJ+ee8LVT{;H)q1K!H{zD(AGYOlILy5Eb
zc~j^Jo8M(hLR75Envy{1fYKf^Qkrq9=>*)*!Mfd@&%%{ZUkTou64D-yDNcLWo61dS
z?^;G8{T2J;%@SMmiv3Z03EpccK?9o+U7&Aw4<vmH_0weODhu^@$dU@)vnjY9K1^@V
z<{6#3K7W(Wo#y)dH8N#oeg3j339&MAkXfya_t<m6jfE8#*Vu3YrvA*4HTC1_Zyx%u
z;bkT#vq<B3;>`R$&=<`|b|EOt{9cSisF@Fc5Zri?oa~WYW?`kg$@etI$;}eraQkfj
zs&xH@_4fKZk)T6wJKM#%a)os{Jmki!7oT7+@8hE7ooJct=v85oM-KsN=pw5@SsAiq
zaRsjo%2e=FYKm52yE;ZisT=5AYOWCLqjeoVw-WaN4pQXMzN{m=aKWPGol818m#sP_
zyKwF5<xAE|A*Nw_1YAv*?U({QB2j?{T((^`yfai#9;_6$G2<>7!{OBp-++pMkdZ66
zxPs2RCN3@|Q+AmX8>34YiBM~iIDlGJ0Cnez-GfEQT40gNe73t>t@*smM}SM(hE=g4
z50Yi2YeQC<BPeL-s_XdxopntB-A|^RI)J<n)$!G)o!_zG`Hnu|{MH^g&yr=N3!J4k
zz`;9RZi=U3aehf>SrafnBU4TtF!O>ePPH#v&DUzhe3n1vT?MOC!u_A$@=TdxZFwdF
z37T`Q3!u|&02D3))dKBKAA%;J#*!(g4ye6UKw-{Zt<W!*&3e5(bWS8oM;AH^&7sp6
ztYUZO)7jO8$uVTgslz0|?!Z%u*}g)x29Gqu%Ad`3cb5lCwe03xaWL;&xccqE<B(;h
z3myx*6D0!G?rfwFK@(6tWXh=nD!}tWX%=(UTDB`!@d4;|djQ=^mXR)iEIc3YkX68J
zqqD3Dm>bBHQwPj}>OzIm!-XnaEAzLXe5m=NJ!(Ej7L+b(mYc6x%D7eNJW1zU6FQHR
zDW?vd1EQgWj|KRU^MXBco+rym7ddZ8201uv6*zyUv#kl7=g5>(2hJ=NIE8BcrJ(@W
z>_63df3+`=XwLrXRCCzKgH}N^lg_jzX!ameP8~G+sh}wq`U|zdkj^T5#4IO^NY~IT
zF-MGN#421)rE{zamnCG%sl(++6)ppnGCa#$&F0S^C{(c2(Euj8Hi9};-(q#4J%-LF
z%S{(UZ#2hHoETJK4bq3939Jg4a_Yc3I2>58^5e@G+#>nm^g(+#y^ky{T{x|=hm$;b
z6-4i$Gp`AvcabTl4x-sAh^l?%!D0`yMun0R>Ur88J>MaVNf$lK%+cc;wF;YW(z(`z
z&DY43Q-{sI0kEl+2LfH7QPZrQ=9kG5(nZW-3&b=Atb*m=bcQv-@((iQ)WH%E3ak!x
zg?Y?}+QVfokZ8^x%OVu$9kL3TIdqma0rNUC<<tSQe}HxI0LJgoY_Lbnda{so4a_MP
z2F5#P6*8yOdDetX2bppRWDHVcMUF4eBQqc&@`X+}O#l#F@XSRkE{<kggk~)nr<BfE
zoU7$B9p%AFciwAbrF6DC$&*7D*+=^GO5vzAm#s2(s_mZtfb*X2O|^WrhDpONQbcy?
z9j0It*}QLOBto-!6P0{)cIh-!3D=0nhDi!}lB^I{WXB#-Psn|oEHYi4E^1gSkN!fH
z*&aMvMa7?{^Q&p89*)-h2<Dp33zUUF>vHje&IQ?y)$7(SS|WksIeSq2o-Sm~q|<W}
z07aA_6ukU~J`_#7JVU1JGAGuQUoaA(HYM>K)B}Qng=d5?M_D3|FJ8C@R06fkKb;07
zn&Ux>01t2<yIcfYn0D{r)fHtjoq0|8OdwNE9X<!g!zWwGl{WfQdY0IOXdzizy33SE
z=}8DgTm&kVPNok*6G|tLDThGGz%>=#EnhzkNC<oQNmG+5xZwVq6&KvcHXtFm;CI3d
zNC;WXu-R|GZN86;>}|f?&^EXmh^pj|yn{UZgQqSINV>t&=P0ZFZKg9pYyfUyBtka;
z;clSu-fNskbduyg-7Lusx9aY<R5SLly@)><E#gpr$V9@?d#tfyMUy1|bF$=JD2k2M
zPsno8g#GZ`SRdNs>Zl6*A)PVJb?E76y@pSn#2sB0&ft6J_Qgw<E?BpsGrMMe=Nly@
zkC|cZ+m8N!%$<3F)I|2j2SiW=K~w}mKm-KAK{-89PC-rq4-jm7W*Vl$%=FOR0}O(K
z2-4ar>WKG+x8l9tisH|EJyutDz3*#vb=~z^cU}FxSJg>%x~e<%QlY2$<7H}weDmI`
zmrp85B>{;b#<mjMvYyY(H!R8OWOs}b6<gB1)a>!!$+aYnJbvXxb9?KuvH`1`RyOsw
z7Q>I#mKBG^{HDN5qnp^}owUuKG<E#k>C@cj(ZkKlV+cL*%JXQsJPxNYK#o%?k->CN
zHA`d=S-IIuq;FP<<UHh?@1jeEd9j4ZiPAk_i2DXQEGZDNR5tVIK5LfE9I|q=mreFT
zXX>PBA*9Nz+2d!p4m#(V7fPC(8r?!Um_!v<j8bW&=w51;#yYZcvzNv$SwvA>vVGLN
zC>|mwMYkx1l8Pb|om39@)BV#dhkMD&&0Y@KV-TAXp{b*1%z*buxM=Y=^TPO?oF3i6
zpp8MKIHeN#gzl+kiF`;_ZuSz{D~lN7WeE%8k;tOlISZY;7@x=N3KHAqJcd>zxsl3e
zuN~>0Y8FX*vU0N*N%koqJjTBy66X)OC6bYPcz<FXA9lls-l`%s$#Bk{ow4Rsb0j%q
zx@Zw^7SS28dWJ5S(cyI0HOuG_vU0PRQPxZYb~_B7sm*0fy?M3Nk`tp_E#ljRI@N+V
z{4hefC@i{%nnkgYtlaEHk$pCUDXXjwN9%IS;!5+fxQv_{-Le=-8n}uW<-)j_?xSX5
zG?A5?y)e3FjZCs{p6482UNA3>XUWOYEe+a<Zg!M%aXdx$QnNU=l9ijiIC|zO4&}Un
zpUq3;2XcyZOGJF`ME9Tq|Bp?f$u|MupLAa}3*}p~a<dmo@0>!(dOJ)#yd)-)d!*^p
z)%YZ5Z;;qFCpqGsLb|mgg)4KV2i;xGa_L4^ZuWA?J?OA^zf^@Aa}GMkm{-X(a&mNu
zLO<x(QOd<JneL@#aZDsDH+yk(&tVBmTP-|rn9QAtcB*-OoI=izZhag^9<OEvDwoJI
zx}%yU(m+;j_7cgy;)=sLmN|By$sx#X<`r@?IX$`+BEHF~dz=w*$^~)*-A~N|*+f=u
z_5x8dL^%?9)4W37Am>N7LVPlW2P&7yYjj67OXL-@a<iAno;in^IK0EK3MS6y4nnry
z(|D-b5+t_GQ1uY<LB<JFE|1^Iov8a&-(Shf&0ZeacWm$w!}F#bh72*UkipxmLTGnv
zawC<CWDwm`O@<60D>r+Qbje`|+@y&vl1_F*=Jhd;oEzOk%t2&=WP+4SV-DR(&C)oI
ztlaFSk$ZT-8+Y&xwA%Wd5o+4JI8x;7=oSb4@Zy9im&ZD~o0{dZhOFG|<&k>@gy$`i
zTOALXSI7P2<mgrh{R)U3rCc2M(!JCyj=RXp&0ZY)<Q!HSfgF)I3{68-(IwF;c!gIE
zL_Rk!lTXNL(k&D3C&#lVKHvyMj#n<259$7D7R-BO<z_FKtS5olEq^(IxfkGf?Ph#d
z(-9=L%~_3j^^)#|5k<gq$+V|CtXVQ`$;!=MGCi^wQxk)kTG8c^e2<MEX<jUclQX1?
zmr<kvtQ4wTCWp{n)hv^dWaVZrlk9QI;)Y1PF{GTdSZiJ(7CAY(6+#=QWJf6%$3nW7
zn#EB?R&Ms<=#|9~n41V6dk#0$@HvaiV|BTAYc4adk&DSW(yfsrNfc28E0;<W-C502
zIiIYYr&N4A(k`Bg=g)`wkPuJBzvlOWL*WH~`q;>edkR0Z=;t|Q_Rad%Gs1OMVfW+n
z?~-={-3l)J5O_Uv1rP9Hxl-TqTTkLS`@b-WywBMe^C57abwrcv;fvqNna}Jr;vw)~
z$$8T4ygUzqXZ2cnR#+Lw#GBH7p*yCDnx6{yYY`s;-$f*#T=CG=fbPa8H2pwg+nmtk
zdFV>ry>@g`FYiP5PqUYMk(H$b%3e$&?|vTqgWp-@AU%w<wh5m-=ijJ44jeOl=hZB7
zdUW^uJa=dE6owS1R3bCzo@$oJRI+ljmq@Ry5~-|-gzMOcdGYP{>^fx5HMBM6b+U?_
zBi%a5Gd#^xCyHR@gZ@govzn!{oUGjJrP4R6R2D>G9zZw&-&GAo>)4119=?jjb5CdP
zGOw50$%)df7xDcT9Pv4?Ud>Z4`68B!=2p7LnniOHS-IJZrbkxM;ALxGGZl@Yx^Qi7
zwY+CuEpL-Eq+2a{E}`YA7AaJ@O#VuDRkKW9Co4C5nPeY^T)9g$)>g!7at=dn_c9)?
zv;m22GmfPlh7`fdrP7M-tY)dSAS*X}sqCR5O75+jk>(XLjGP)>l;n9z&kH4r$2Sk8
z`>0tM<z(fOD-7l1n^oq85hkZ*+Z6_nQ6|PobRRVf<3zG@vlmA19AZdMBIO)j&Nr`-
zbIDoKt&uzrUKN0c6s}w@XVcx)ESL3U<z_FJZaL*59w^AElP%_T@(4LSx^<H0!HEKO
zBI1+_<UzWhngwznS-IH@q<h{1$sLA#ZC)W?lJlcmA$cC0(5eu{SmZOhqnai1F<H6U
zOJrb9iNLH@cu@^pXW)-Z!;Pj;G7)O1izaiJ(xr#-sm<;nv29Lm#7Eh6u9)DdP5!uL
z#&n|ltyw@F$jU`3po?0RwJ5`X%J;ys8>D@5Dk&KcvyYR)Ovgls@2fc_G~T>~#*h=H
z3!OaE)(SvJ5wKi4N6;PCtewNi%0;T3{3WwbPRYm<|8goOZeB4la+-82CePH^0u>|2
zD;G=+-CxauiISC@y<l<~BPTF-U~{#3#auzolWxV(8KVeTE}2W|4r`XoMzV6VmrUm@
z#?-{Z_)w_yzP%UCi{yE7W^{{WgnBYt9;`Sa%4P8k-9^o^_&>68vzJBo?Vg5u9PhG0
zFWe-oiY&`H>il9}9zT&Yq+1@e+dWdKa+!QjcU7}Yz9TE=DH9(P1jQUfJ_*W)gqZ30
zJ$Z&!CJ^BTpJHd^#kQL1xc!`Pbu8wZZg*%;>dBsN`R-frYd4MP2_v>#rw4&gw6n)d
zCy05D!<j@W%yZn4<$PT3G{=+3dC$Zsra7KSPLpoe?WaC4i9RbAL1o+$lN?W=yQN8)
zV+(g`5hpozcH%F0y^lY8Lfd-t9$rgNrRJAR^4$MZ^{_iask=|7`>5I7r;(L2&Iz2a
zU=qcf?buP&g<|gOec+AZ6vunWInmwc57gi1^Ui#|lkS~nEo>$$H+wDYDQZEQ5Sq=2
zkIk#%19EnBt0K=W93>~DC?!_BOZQW=KHefLH+y|#9YgRkwQ{OJhhE0SXa^Fs!IW-o
z<aq(OvNlA7@^EiQx`&!o(VDE>>{YS1pa$klx^bR!0(+QwfgDUul5T<InTD3PK%`*h
zS{XriR<l-yl9ijiR<e#TSS#Y@c}|f;&5L9KIXk*VlIN-4yhS3Sl&hnX?xkjRoJ>}3
z_UhQfO%nAxuQr;O#)ah6=$1yF>!W!~BkvopHqc$vtc!EV%6aO-$Mqs{$%&sB`;ZW4
zN;CZqpoACvnv0Pa9v8lRJe|gFV0V}rt7@o;^ny>;BqMc6_oKdVl6L{!`t4rm3Ybi<
zH~iL;xa{?sUkOnNybFBvq9_FZF>fCd!ix({o;Zi^u-{PJ@36O>1ycl)k%iHSyS6&+
zO&!0hYYW5i`U-n{*cNS|pFxo*pSDbbe$~|Pe%XFptg@jN_Q-HD8mn_%mma*WG6x^>
zu4OdXzowx!S`kZ@!(k)SclM8s<(d9$l=sp>=4l?_S3>L`{rpOZy_9#h(O%ld#0%I<
zuPp9f+GaLPT#CRqsIo7=EQA<n7v<EuD8}Noi&pu~m)J$aOoG0P`hPnHPns)d>$X+S
z(mir_PS`iG%gXsu-W}JNr*u^jQ+n{gLKE#;D{_4cIoBDiiyK8Zl5?b4;?P|-MBV*V
zo(Ux5inuv+9o-epk@z)*d$EW&hj!<|mxrsW@N<xOY{`9D`Jc@@^-uInD(?+R+)58D
z+^Md(<Q?)Qx?h?-`~q27I@fxZNfhsXP}fW;L=*7w!^%ZTctL2WA|6{5iMx1O)|+|^
zlJ@cck&~mlkBb{aP|H~?&g|pmirA#x{y%i@G>hVAvU0N*MaN80#2e~D;hNkBi}yFL
zh5bN+b|#=(3;jIMkO@hq!oGBuGz*{)S-IH@ptHLG;DrQ@b(J~SZ0DMn!SUqG=$3(a
z4VD@SnKIyk$;B|6?wDpV979%a_F~v2Qw;F#l6nOW&NQ!sGssENt%H3%aA3zIm%wVe
zPnsogDp@&C3HUfO7AMzyH0nb_oZ?^U_sAx^;Ab{QUaU0tf}gS)d2y177jU8B(&Aod
z=xAR)>NPcztd3Q=uQ<F<-lf(1BL?Ml#o-;ldxN;*@FtVUf5qXXHqI$+ymeXG{3dHL
zEUGQ*B3M}S;jdN-ep=bo-#VNB{T#kHk1x*WiwpT;Ei8C<RpXk|m$WFePQ{;2#-CQf
zPm{N^R^u<i_=`30Q_4Dn*|p5B13S6QI+HclgS9H~Kc0m@;VKQ*df3F|w$_=rrH>on
zZ)}@C_|25q-FT*q3jGZeFQCxjo%m(>yXtlbS@q18?~6m7MpstC_qdY1riSan3nO?b
z*L7mkZ6E51jk?q^EU!}U0^6dEdNbe`rM^3p$e+JpOP!VV;$={Ptkjp_Pgvkb{|^6H
zWlv+3KFwlfd<y)X7w<GyyVH2x9_Tl0QMWv7qq^;6;sw-g%i`AU&WT9P0{jF+S*S9c
zsCL!t2@pyU7lbh+ubMs9Z`wr7&SVn#Yc}6L@8h0L;ft4T*&Hv(X3m++a&kU1`=z*m
zxs;qHHAbW^NtZh#*g|)K*vC3pp=4YW7c`S}*E9#Ri^<B;K(@}WgkS?NFC#WgH}L}4
za71z0u$y2*eK-!U2!wC?xCd|#K|nze0t53R#QlDgCkSyblPCc~bVNdkoaS)i9dcGB
zPP|D@mYNe%$E1hpb3z0tpZ2~%cTkfSuaT7{TD;;{LePSjnh`DTGVuavF}Jw1*fWb3
zv3PPptR@;O3oQxPG(=pZiaq-T!wd}1iy3>swhTwYyD^CpV8-r@8FprQVspT87&)~P
zI1VOfObrgHchX{dtLFft-W{b(j}de)HR&;wtSr&v0KXD~9=zy`=&_557eJ3z#id85
zY<eW3(k!S`Ae<mZ8W@%rHJ15Jofv5}Fo_bN#?G7?Jfk_dxRRVx2^W`<Q>Dg5tK4o$
z4<U>*Vwr-;xF^m@E~dMu$%!Vivc!q={YnT<@G>*vMBKy+;6%UTa$;AR6Yf)zcOjl2
zK!I_2f#NN{xf7uH3zH}TP;|%!MeZAhej_JUBE^5nxl)rt>X)?mR*lBMf|Ek=#>9Wq
z{nJFnk7Q*D760-pAyB~!%?K5LHt_;baeZ-7!7pFHS24=6PPJX9B8T@4h7}l?7b^~d
zZ5f`5jARlez>1FesS$B@pEIlok+UknVjekJYFJ1eqkH+n9iV&yGKcP<CM}L5D@(MP
z<yS(`f|r^RErywR0knV{-Nn3tSLjB_RS-%LV+st(ixZdoO`8}~T*4$ufD`#{ggimc
zr$mUy$Z1j&Lh2Ip8zB$VUDIU417u~14S(<}A=tpn%ZLpZnRo$g*j!vTc;5*59Rdo1
z5Ez&jA%69nJVA(Gm_!K>qVSE7y<xCV%c{hQ9w0#*cBwfbb&T#v!hNSl9!YegJE%#E
zE@Wki7Q6eE5VYW>W<-mh{1!ZV0kmjeTw3Vf2ss&&ORH{mX<~R@%$V=DBLy?&GKmsk
zhQ^JM)5)ooz;PNmW177a=#7vSbT2jO(MVR7=&{7FgrEm6IwN`<Z{h{e<L=_p!|O)K
zRtP5uYG7Di)Y#%Tb%Gj?Fo_bNMxh%apOAAZ;o?Jbs?@lUx+Rz!A@9-M)8xe4WMzpH
zfAuRNIKj)zh!YQ*cmbR^xVW6~yb;oS-(Wz2ae0BFCv1y0%FYyl07Z8uQ39YScq3#S
zIjIsUMw4@;CWX{50o@20MfXn=6^D|QB~%>bS3;nI7n%_&x|(<asF+z?RCwPASpxwD
zF{r@6yjZcyZ}J2yRx*haU`62@Avch-D#2nCIaz90NFAel`NHc)$klWQHED4LSy`gR
zrG6y@EqJLJ(PFuY7eI^F#id1uvDNT-yj~L;>MC&-mV0)^rw~gJpum{CK=F~^ya`ae
z&m{7LVjDch^hnx%jOhvdsla1QPs868k1_qnZ`h(}dDuop`;LhhP_!_2x%hYQ;5{>C
zp_*u&d&2SF{e!7l49Tlzd%(5~2g2Q$ME;sB-eXMo+8)ei&i(zd<a|npwIj)CQXkf&
zF44VvXNM+Vk3XF5n&tuR5VEp#KpW{-La>3Cmk}Gfn0NtfIJCHIfI%8O;>g%g8;<9`
zap-giCWs>%2IWPE)BGk*9MM)Vi4vegJKTkMK6ChRJvpNiAFd@QO3eqUQ_=_MO)D0`
z$%MFy?wlqeE+;EXgt)}7gdhYjF(X1Wns@<(NEVk6S=Z9=c$X*(RV{E$6#N9@2?7!r
zmlq^H^qV^YiT9X92|$8fbZ04rjOJis`vKIPN|<N~6135l8WU2tP%gUL;mM%*o!paY
zO;G$wR+d2Vi(d%=3SMSLpm^KF3joEr#RbLg;^_l^=#x<~j$GF2n#9PwP%)ZZ|Curn
zs2Ig0N&ppXCQv4+GAtI5vns)&lAJ8fj?ul8hBJXgfHE#lraP#Ki}_?_2^VwyN(fx=
zQZvHEp(b7cF6I>%7ko}JJM+M!glkA~1B4R9kOD*U;>0GuX%n2dnn{!ZC)(oB9J84-
zoOqU;Pl*suk<+9mgw!SGS0%R6UDIU47P7L$hDZEL2sZHYGGfCOCSCv=b}KF$3SX6I
zy<aeNz@WV7upMlRHj2(vfS^MelPCc?<i9G>pPW&N4}HmrQu9ITlpwB3^rkzfNr;|g
zWr+~o{YnTz@Dej3#QzKlF{QYK@VqLq5V9J?5CY@!f<%?y9u$xWGl>#_M4_t^DRNFF
zOspfPN{tDrTY|YNv4-xRCMZ^sl_gND^eZ7i!OP4D6epQ@0YiyIaY3PRRpL2_C<s(w
zWL~Iv+Hdv*DxPE#C4h>;S0%n8XH|m57vyBAVIg%)P*){Br8}sJi;u|45-#5ND<N>f
zOU(!ukDGV_xL8$OT(lY&PKI6AA_fc$h7K5r7ajV+whYfU_F)qF>97rE^~7(oXZ0+{
zp9;+CIUWA4nALNH->^lc^0196wU>z(P^o7Yw^F;Y%k7ony2?mRStuR}*CeC0kuvy#
zP|kZu7eHJ=9NsWKuL7?0n?rGUJDEx3FW{n0@#)NS>!g-tHs`|HdU9^1gWOtj%G3ur
zse96g=-tj&g(+WvKb`KT=ArI1va)ojTj5ti0ECyF5kTgfcmV*}R9t{`7x(L`qwo!u
zc(gJMB&mmG&i84bg}{O!2nOgykf;16Q4nM+lPCd#?16W+L~b*w%|XcD$jOxu@;NzY
zYJ^DrlRi`rA<8&qhI~TzQ<EVdl9eTfyysU!FoYML5kt0^cmWKVR$PV*D8!Jm(1KXJ
z3_kA#&q=sv%J&}>3{WsyFQD{=Z5fWKdozg=07`G=j)rN@WI2Z|N0aj`vE?Xo`qXTZ
zx+*=vfGt@e%a|EQcUcoNqsht=W=8py5SZcRXoQ)bCSCw$?kX;3vM%D)gcJDALL8*H
zPSaBmQ4nJkjLZuu>-=U<j8WDwi4s5xyNHKL<vGm($Zh1TN&vZ;oGdj!q>iCn#1jF^
zxVVAtpe8Ohk(DJ}T<upv;DVQ$5iVAlcmcSWQCwVf7Ne3ZT)2lIUqMJg@B%~g;>8z!
z(<gZGDU&DxUhINH5V1Suz6`nD{?xQez}OKaXahDiFr=PI57!@YWJM?wqcz<_O=4_E
zR+flS=2t=xgBP0-F+TEJ^5_K+V|j6jk##MkF0u>;82H8FXx&11*dg5L8fQ#~^ajBV
z4A6@k6a99j;Kq0+Q3BlPjNHK7+Ns6N=8QIK$+?x_VUbg&hKJNWx>r+GVafzqNOx0{
zAXQ{#i6CLW5`rMS?2HI9#>5LCNQdGQq=Oi9EN+M;-6toTA(kMZfiZbO;}*Yp6VSMk
zNt6IIcEY`hr89>VFOw50k>Zc!JgG?`^+|fL{xE}=O2#+wX_n{czG>p&X|l3}hbR3?
z2t4otGs44lCSCv@9xpB)x(GZJxK-P}JQz-3a9*5f3)`X%von<-IMIellmI7oMNZgx
zRo$l@OirxCi$Uaksd*vwO?sq0FI+Lo!-@fPA2qqrkE|?lV;{c~f*ZWxjJVOt#0%iY
zg5q*xFTst*NCLhw3!`Q@DTywLRz>QnTxTYA5Lpm|42;kV9*g{DQNW{`Nt6IQx*$B9
z<T|;{8F6eNXICP~Ipn0N2_kh+`Y?Th$brfjIg9S7CPvOAD@zzT!>@$E2roS&j6_Vl
z0E}EyT#WQ6h!OXd(N`d}AUJ{{dU51MziAX4d7ep>07ts2Ig)#Y^q=JPN+9``oHaE_
zq#jBiZUPd;hvUAcd#Xv2FUiUhNj~!{AxOfD&xj<?n0Nss*|E4J;U92FB;hrP1!tWe
zFgO^BV0c~>*&nuLcq+3WlPCd-?9NhK@MLBtIkgf&rjs+KCWzEKx*u>*L@AF$rqI3A
zq{k$(vP6#wekBAwc+nZrV_y?5fF6^JOOGAk@ruZ7n5XVKb2%S^2x7#6!FaLaT)znu
zBaX9~M1EFmgGVe*e8qmmB7#2^c*G(Ge^)$Wag*P$MYZy<jjDCMi5F0<Cl|L`vpzRc
z1$B$hSGel-We6vTy2Y@(>h_O*Qzz>7IVO?6Zj1J01$)NW&S=hg_IKo*N(Z-Z$f;5v
z+@x-yJY#H!Cm+?mqPwSgRQrOgEFIN8^(!Gb!OP5u6Hl9X0i3wCxSZ%J&aUllhp}<E
zZlN0&gAWJ>7Z{xvE(XE242Q%6m_!NSVmCaowiC<qngfkv$eER(F^!xsH8iBoNgt$t
zPVEj-M#p5jlbYz5NLH56G2X9)KnE{5BXsmL@dD7XeR0u|{T>rGvpILZ(FTYoh%pAn
z<pqs%{N_%KG0tKVB>)Zn9uu6`EYCB#hn!Oh7k83VrN)KSEtD|^o1};ZlW|W>AlOWI
zPZJckkd-A++~`+AfP$Bq5h%_y@d7|Gq`07v<}}wv>l$*V8T}JN3W60Fning+^_xDy
zim#bO39v%UY351I8C~ppAT_NLE;@n)Z8)aJh14_TIn9}}k%-Zr?x7|z+LDzeVzluq
zA&9|?&4?IZ`Yn0%0*FylTw?4d&Pw93hC2BAOYYcWCZsh8USMEeyqNB{3k5HxFo_c2
z1^Wsj%c){;kt8QoqQzozuGF-U`i1fpL?=FZbWun5Pm>jk$jTBcs{Kj`R`5bIV#OpA
zFMt&ri_3~VBvvSf7xzL;LEr*o^TNele)A`AaXXVJ0bF!qvl9`)A?5hu4RT&3V!TF9
zmzo$-*Q7`2U%lYO$Tz@vh3=vzG+rbtOVD`UuY`aGFE=A-+-l+lK;xF;LL=+i1>PEg
zTe`LNuKOdq!EiMQU|?Kcz}N-0MH^vfia-EkXC_esz+mGGC#5-OBO}O3m1r@PoGUdg
zq<*1{FP!+~@x=jj|1?ptKUrBq#eRMz1S)u;8KGh)6E6T2zqc&vCn)*&q9z7!n2Iik
zm(<x8x?Q+vfS7{71;*xui@4wX30%aOL<!(xS39pxT62(bF*&gkGMdQwQX@m^8{MZL
zq!?vvoKN>r6C3A}l_hMP?N>rzgBP3;Hfl_~0BkfBcZ9(w8zy4_jL3p;Lk&Kd4I_=^
zv7GP4`~|`af*cs07digyH-&;6e_|3PK#tv$F*~zPVsqH>Z*poScKk@rn3^3@@90i8
zR75G$<6m?yHR<sWva&>vzx$OC^x#EjM30wDya0Ms7MC7g)3-(r4Tc&RmKQaK!L|%f
zPYz@fB|wcr)3@f3b1LEDIC84gxRAPqa%<HYpk~|?w^nD--P7d646?GsiK%`i1Sfcz
z8F8ZA#0%iW?#1PV=Jc&gAgUk+85o@xE-vz$K{3d<fJu}9F1)92JxtE51dRvC2~$Hu
z>YN~_Z~cMpq$WD<CM!$mxWli6KnE{5BXpc+;sv0iPjS(abqSQeX)gB`>n{*b5YWK5
zyrA)u-`ojke9t6G02+m+Z*?0+&8dWoE+9c0j;V1Wbqi&Tk$?Ku?sWGwLD7k<EP<kf
zUkL#UUS>w1_|9*!qZa^*ImHEq&h)Lhkk}wtfuVV^;&{KEC|EI@Nt6I9Jf?50Ag5Kr
zMI$*|YFtP?6WH{vC3FupiIE^HOT?)6D<O!%i_M4_$C!8l#8^>WVt7yAdISOrf)^N=
z7cU<4n>@jb`<O%t@S@=Kt@p@Dm1yxcIag|0Nc}>&y;@-U)?exVX|m#Vva-aASN%!|
zR`5bIV#PfsUH~huC@w3srf+p09tbWjDl2PIhW}WQUfk#k8>J1jGZi7Y(V0n<05`nm
zag8D;SVG64<aDXgf%WI=n&9Sf9Yl9glODs#$`U<>_>~a!;N@mSk6lf?0D2r>TzX_(
z#1NBm);6tfTG?c+Z4Ep6N{A<jfd<Cqs>*6B(}Uvj`f|Uy6Tn!?BuW4n1?O>HO-`yr
ziz~>vQqw}}7s^0Gl#JAum(u;yM8!t3vV@8Y{YnT_@Io^}Mbg9zK*iGHqC#sP*ZUAt
z5V*kDym0Z3-~0(&yvZa=02iL~xXMOQ6DuL(f8>0rks<X>fb+QiL-$b=8$XkkC2aiQ
zS3+Qe7n~6`-Z1e3u+h7?*wCHFbp*M<)zyjNd6DBV*p}g$$-zvb1jwN=k1I@0t;CL#
z$Qje@oj~Vtok;gmlO89Kl_h!{>sLb1gBP6<Jw}*#0rc3bxb$d0HJX5roY#cwBC!Vd
zyK1k2NP-w@U_@TPxYBRd#8BfhCXpW)+u+S{PkwK|Iqqfrslc1#-iE&`-W+$o->^l=
z^019c_F@w+pk!wkw`BQi+rvx4QJAt^8;&oE;M8T9$6Q$xOSs<(^&UhPL<wVrUM2jt
z-z<s}{wtHnU&2LuiQFD6yP4!dZh2~RW-tFvPOfy+`<0wC^-)jiAKi~@E8~>sFaJXK
zQ}ej@6Ioe0?tSl9LO_HUo)JV|H}L`>a!zp}!aqu<fJm%9Qs;VdYShSJ7=i(MG2~F#
zmf^VhASO`)4C$P^Z((M05OOj(w-Q3;lT)Tfh}1p0AEi@;DHCKa-Azq`98Xr32r}ER
zgdhknJ0pS&H}L`pa#e8&k~N2*J{%9%M&JW7?g8}G5Ks`K4-CwU99Q^Fo)~>x$|OpF
z9PG2%BBwdb*h<c-#EdQEWT}}UbqwXR*&;xh7LU*!)TG6OWMzpK_xY6&wBV&?M2n3k
zUH~nQDlRQ{VK0HHiNRNI;cX6yaL(&%%MJ<#6&RHlD*op;a{?9rVG<>PiuRCEJE1w8
z=uJ+k#EG6DK^u;#IU)5*`ar!mzhp%xL!vv~J55M*B`Zsi=<HWQK!O*U5hQ;0Tk7Zq
zK;p>aLZTysL;|m8@ar0`6Ok~aG>G8@2Ia+wll*p{V8n?`q68Sx4icKlXAUCPkTWVF
zVih@2YD7q#l0HBW5h6I55G(1<X%b>NSy>{)Qoj;{5WK{U2yudm7eI)eic5&LoDemU
zi2H3&PeK?$umQvIV#DKpQzqE(D3d4wHnd4#Ds!;#DLI)E7Cs{9NR0)lKhgs=vA{|s
z<CmBL_CDP&O(MKQR+fnHre6s`1YTH1M0m)=3m`&^;u3++8fvJ=hw95hStpg*lMMGc
zI2b%&Y+iWi1>2$xnlptU@URz?C;>d|%JZ6))*MufCnr`y#TatF)Tog9Mt9bb6r((l
zID+n@CN>TuD@)io*sp}Z1}``xZ0u>`1z@9Bak0^h4J7zI)CIA4Stu5-iohbWEK=E!
zjK<veK+b^Rf*4+4kY4;)?KhEvAEz>j65z+4nBWlPm#0@`HwPm(lJhHJ<T`TN)EJSv
zC_PGV#E~ylnI_lJUDc$?m1Jd!CYSk@5H#WCXGD`zOuPV^tS&B1_Q^w&cw}KTk&K5W
zpnL}L1pyR{(+emc`^}{Q$_GrM1c0(v&R&+C;2fs3IfR;Gi7Bl>f;N;>Gezp9^k`p9
z$&OaWN(;KTnppYGZv}0}Cw$mrKL7PAA+W-W&<HE<ns@<Nfsb^Q(f5M>*2cG5mJPsX
zp88vhAtlw86^F(ACTm@{GW8!;!Qaz+E3uNuH%gg6u6T91Vw7G`8A~p<%-$uSawL<W
zr_)C^4<1-3&E4EkN#q@-RFe}dAtgf2n`R%SkMM((tXO5BRM36Z1WJgkER9p<`IQhr
z;RR>}l*3KD0H7ROT%h#H2Nc(lCHu<BO%PxZ0~HL^iz(OpO{QSVwM?P}n9?JcDcKp$
z8L2!^&as4*XUM5jV@2ww^ca6w$qrX0%m2~c)g;RkWMzpgkNK4lWZ`9KM3$>eya2M?
zS6s3XCZ+FiXfQ~@2)&T9J#33Mg3pwLKuSv{Q36QOnv}jDIk^%`_9f>`%@V190-luK
zhwi5)MD`{tOAzVdS3*F97oHJBem8{3wZ(;q{-pFMq&J9R2?prJkOh9bQZS^FNt6IX
zbS9;rP0p=^koDx0sSzS|Pq35H*V5h8B*^JxWr-lC`IQg^;bmt;kdsZkfMLiT#U+UM
zr1TdcpdiSBfq9YRS-;5><amlnlmIyjPfGtgIja&g{zgugni*2Z1T`uBbGn0?wD^Rq
zEYadazY>BLywr?nvDL&2pv6hWrG>|&^nr&3g9?nw3l;rgTZShpeVIfFprXK}^r_^O
zN}M>FoGCRYq+SVRQu<MJ?=&GXj;t&}Vzgfg0SR7YMv&-j;srqB&f-F%@TBxK1QWz?
z0)z5mM9OdC#BgFAlPCd3<e!v&2RWk>B5ormN{tAqQ-YY3ely)UO+ws2R+b2{$*+VU
z1TQfoLaZ_I0tm6PxP-_zDg7G=BM3HNI9_b{%5Ta98@^x?CBO#dr1TDlQ<EuSp&dxj
z##m}BNc~|rDSbz}Uz$W{O;(nOu$^BCK?Gh{Mnw43Z+W8^Km=I5m=ia&CZ$h<%m#r6
zjLi!Vll}Ihz{5l)Q381IoRnTqPOOBAT5`VBsF3<5z)9&A-A7GqEF>#S*r@U=A+W&<
z&IlXhO}qeXY*$=t&?cqd3Bd)y4-C?aADjIqQt;yzCQ$<X(4Cb2DmlLrMqVbTO^p$$
zi-Mn&{ztm2nlyQitSr&wX}=PJCcONNXmX>87eJG4#ia>(QhLWx!2kv0^a4tI*cNRp
zo+%0el(tNw1b{-Als<%<Vu>k($(d6#Me3z(GAVr!-CIqp3?M5@Sn20iLSTg#p%GTv
zn0NtL>04Z^5GSQChUkJArC^j^P^t5qNdc8bOriv!qCF}7LUMv7q--GPO^p<(kG8?2
z^mFLGY69gfva$q}GyO^kpzs1T0!p=s7XXyD#RUp|Qu=EUU=U2fK)smqir-`kro6}`
zN`NVpN$Ee3b1Y%ypXAi3u_ATTwwaXvE!|yBvV2WemdNs@UkO1LUWP_wdEUeeAPY=K
zE#_s|Hq-0z$y@hZNrxU03_LIvFL)dP+cG@M*`G<|hsQQ}t^eF!Ez7LxHqcd-_)~$`
z`q#kU6|eQ5<Tq?ltUPR^V%^Wg3n<p{#Vytj?Afe^`0~5T>TuNk0*ZQwC5R&)#^hDB
zwSMy^j(8T6$X~QYdy)T6kWZe@oM)~sASYBhyq!nRllt%`^+|fL-ZNKDZ1MwEX}WKk
z$FdYzSvr=j^D80nzzfU>4+~Aa06YvYE*|(aB!LI_LG4utCI~)YP+oj^*>B<mAO6TB
zN`MdToP8*f1Bma*8I=I>9XU~IKuDdUI}J$$Cllfux^tR@_=>D75#kHK5`qxC#Eb~>
zoQW4eh+~RNh^%KHBFpNdinq=Tfw!y%K?w}ZixPujTZTj5K}@0qD8Zh65IM~u#cXm`
zB~lziPL`S!QpZr9eGmc4w3tSBP?Hvu$;uKfCi;~SwBV&?M2i6?UH~oH6qgoR<B5gw
zNMw<FJaHie69g$RC@)fM@S8X>o;Zg|lmIE%c!K9MhZ6UZGb&Ny9&)18l#n`wGM>m3
zOU60zX5BmK&S?^2Gg(<8#4Ua$1R;2d84=<v6EA=eF#VvISI@G>6SWOB$!L8|G!l2c
zk^ct>C<sbmU|y8?r{ClWN_@*CN`Mk<JRx$LLyFF$sacgsu`5W>248AYNF75NPly2J
z@kB?ugPOExPga&_(blhopam~ABU*gzx8TtWpv6tar3HU?1G_#^7g>g1B#nowqIK}S
zpQ>=9iyFs5dV`<_2IxhNnSQ%cP-8liC;@78#?yJst({uTYz{k?l5;DuBS}t~njKR2
z=)Su_6{bv(#dJ3{2~tN^mI$)QuY@27FFPZGOfm5S2=Zug3BsSoW(0wE=0+Dq+@~b>
zLo`8P1Ecc7#=U+sC$MoBlPCdfw8#A^lh7Pmyh%=}M2k1bnNrh2>J{Cmv9qF+A@LgB
zJ55NuLROX_@uFV|0SR7YMv%DO#0!7~%m^svNlAZpmo&!j>*I@X;X-F4|NJ?A0VEl%
zg|C3%Pp%=y9%F)G2L|iKj@@8ew6S-lG6XwzVG<?4j=eL9&g2=tgl=b<{gA_xgUM-@
zcrt>VJvC3Ho=T6`yQ%6CvCNpEbdNO|a{yUcV$A-2B?M!5F&Z&uXA>`gG1bLoOu?BL
z%OI8@h9MY}7fKrZ=1rg^&Lm0zC3$CJTt-f)1dWTyc~V0|>XQIwVl>fx)5OF1WMv5t
z=lYcpc;E$Qgol`k7l4P;i;IV>J11<Smisj2EeIwEK44H@eE5ss#0ft9nMsrYAM(${
z_%Au55+MFfPLvuDr{{JG<<3c_STfFuJ10NVozo=5zsSlGA^zc4LJ)$Nm=PiVWa0%7
zVtR22k#*-J>!y14YxNHq8w@2dFfU4sgl!p~kPKrIB|wS7Gco3ovnr8d4mnwBQb-*`
zxpR_LG!iY2qdTZci&<o4i54^bN(fr;QZu5(fhJx6ExH$%7Fpv7#Y~LLA($Y>6Bv{i
zDK7DwI5D2Mh)I+HDe}+6c#ND;i4qT!6Q!nv)G3tlM826A573>{B*Y)c$`T>&_A4O>
z!As1D5Eqzu0fe}qxP-_WPh{Ox&mK?w3IPQ{2@K4O62JIOo}k1}OriuRQFtask8#wj
zN~Gup612gWniNvUP{tEkMU!z*oPBhmJE%#E-O0)lEjsy?5VYW>W<-nc{T4iW0knYC
zi+PJge<sF!NN*6-zyQ6dG1qTb3ThnBBuao9Ix{g&Bj;9P#|m=F)a;PDC)k-7jdV9P
z39^K&ED<E(S3(ekmz@zoW}A2c1PK+FAOpmssQh+V=0+>~j&WHiyda66N|)}kZh<I+
zzzIg{g_B48W>nzhK_*cGIO&aZ7<i)jjaHUto@Ui;)(^>fmeBGZIeluhNL`hlpm&?q
zD`fdT>)UjfH8Jy7va*Dk*ZoQe%<ytF!pwapUI1pEC@y9^CVcgT2cv_)2}b3GlkTuB
z+Auv+0s<#pnM4WTq`-u)(d3j$<QPTHl$sn;uLLsT>rlFPnvgh%tSmudxL*kY30`DI
zkmzjU1wdk8aUtPv!q+MYG6;5HuwLv~={KQ*9m|<S39y4W;cF8)%@R+pCTCC06RD@R
z*@Ukv=pJh_=2Eh<#F&kKB?M!5F&Z&usficBm|?|bOvmZ*sz|)o)NoyRVWc)vmvl`Y
z{Rn~yf+ZM~7fasvn>fLecbG(emTZF;Mh%>6zc6Yf{#4+FQDfoniWf%x>^E#twLEO2
zs(sVM3#i&yajUi~J4>$&*HuPp%HaGlQU?|b**zht$An<Y7o+nk-)^ui!(nt6CXv5<
zi}vcM-FRkMVl#QoneKcfIkVEy?{IR$)JH$5bJ7RtorlXo%4gn((4Evg;Eg0JO9#AR
zekBAtc*z-|V|NoT03BP4i;hlibRaZbhrH7uoFEQ)7?u|^R`^YwIOH`li4tJO&i3wv
z8O@=^wd9;iw780#Dm5*nZb=WJ(Sj9B#yxQ>@p8I*nw+?VtSoWjBEJ%X6THlfII+aU
z3*f}V#pT4VGAG=Fiw_~5AV7g}d4b|Rzqu2jc$-O-04O?SgCh6Ub1jdeCRHNE@8n#m
zNg?%1dMKR~33*8IE8Ra$RQy6#mQeANUkQN<UT8+B_^XK*fQo~Pi;B#UA|8QfFEi&M
zt|7%}a#5=*62tN$#VFX8;c3XBOriuxv2!I$DL(_r8B$b|b1H%2WOAxByG46QkrkfI
ziTQN*G&wPstSoWjc)t>Y6THlfIB}4P7r==%#pMM5d<@+Fg?R*t1TN}hNx0+|4Z}r@
zWGor3abaT<L>I&W1Eci9#?^i^DFzr<Fo_btMmM~{&Jry0%hQ{~kf+EAmKd^?oHsQ?
zq(0L9d`#Y0WuR=K`>F|)N65+&P#*LvA%MaQ&<H4(ns@;~=~`T%WIe6Tu70}kvE9UA
z@PRRT;iC+;WjN~iA4`1+;DbG_&C;2Ji@xN9O1S7v&XXD!QlC(s*5;*>@l9O9=t=iY
z6A#_V$`T&B`jrrP;00!chyNJj;j-f5A?xWX#m$i_NNEtm3k=GO4`ILECx#a%F^Ll3
z1ADrP=Q9To>&O|E0I`OgC^aCYPN6(ql_?g95Uc3UX%b>3Sy>{)a=#LS5WK{U2yvo`
z7chX>x44ApB4#_oPc`hFmHhCK{e;!i5L6JPz~H<{@uc4b3Q|1IBuao3yW-$HlUL<M
zj4#NEm4NXnIbUjENPUwYsdu$gicvoC_=xVKCO6(ED@)vX$FGFo1}``xZaiw@1#lx;
zTyE^lxPhe&mojSHmo55D3WgRKk{2!Zfo&O{cl2TsB|wX|m`==Q&ZuG{IiC_F#*@>e
zhD0>COVZ_fkg!9O*)WFgnkE~LAS+93ILxnvU;{5NBR1@1;svnb!s4=l-wjDLRMbY{
z3a31pI1|DNVl;tadGX;4zo`?WiPcP^1o*HsPpNVsaSJ)85+iOTr%KHTsatgKhGd5)
zbK*L>dzzfMhO8`c;!3{~f)l*Vj5u+si5I|$!NuhSpJ3tQgnNR;mk>`7puo7iK=GO1
z+zC*8%p^(x6dkhnq}&M>ZI7lVRU$<jkf05^)TEI5MR$UQD?S+&t?2$~qM`*^Swh8c
zehW>Yf)|<*Dn2mr0#I>vaZ#Z;-Fp(bw$+7+(Rl%5g5OdQz!=LUN&pz%)4dmwGb>S}
znw&7r&Ixk5cZBYwCORs}$`U$4ekBAtc*z-|<46-P03Bx(7ad;Hy>EqZf*53ASYFJy
z$#3ceGp=V6CBTeA)4g9L=TxG_^W;>iX(4rs?%7E8BvpBc@eJKPO-}qDSy|%56MiKG
zCwQ3|apGDNFMt!f6qgg8)4g|^91JKhE-z5*0NbLCuroy<K(RfOC;?CuobJ6pIjIsU
z_9N#?O$w=Bbk9bzNuikTy)WHAO;q$DD@&-@+pmN`1urxsRJ1hl0#LD}xTx@&?p*`n
z1Tmz*u)IhS^_x0DiUmxf1V~Y6y7#%{oJycLo17{&D5P%D9#RyX?!BJwo+c;Ol9eS+
zobFdbaDtba5hp55yZ}yYDK007)4gAU=z_ooM(Kr(7yM>YVB=XPQ3BY|p6>k*a)Kp>
z{GFUPHAAF6+6L3T|3>#!6DXgPl_j8j;#Wcdg%_X^P@XdJ0)SGrEr4>-u(B3q_;0}K
zrj<?ot;Ma&%Bn3Z4vYCs)+$(}3(os4pArm5FgP!c41{eNo~ZO^5+%Tqyz{<ikP|9#
zV=6gMYHmn<62QFgqv^hBa^fhmvc!pTekBAac!3#lqOXY;z=^ZB1t;?3q42!#^B|ZY
z#u*rt7a!7o6DP(QDJD?@e8@lV`)+bZB|zLkPLvuDQl|tl@B22obDD&>nXD`k;s(DG
zf)KpKj0myL#0wzAgT*C;-n{ScAgCZnfx&r^;v2sS6r}iyNt6I7Jm-CPno3Qq1dI+K
zK^u9gfg$xxfb+iF(S6k9#*SoVi5so`N(gT7f-~aA7k<kgy#Q|9TwHDxn)iJSBs2(G
zU`SrHnC7?h1T7{ri4veizIopXay}(U)RWVshJ@55=JUR5>8@$A!6GY5Y*^@5La>3C
zmk}E#ns@<h7*Sj{c+LC12f_)04;YpgAMW&<I>Cp{Oriw%P-x!w>*SnDjChrtDm5dd
zZqdChl0BPKo@wzi-91fC{E@6IapF0@5`q)F%#1j3i-{M&i35wv3D0@oyG{!R6d0Em
zC_2KnXv64C5eQJUXA&g<ih}dLhm(^kkzxorS87s7{h~Y5BAXP7nHGcT{%N9O5LsD5
z#Q?t&0u{W_j8M_m#0x;h{>4Q_+Zo|_xHbZx+;Tq|l7ujV7)oF`UW8ceH)Vnlbxa~Z
zA-2J5=|k7rucfcRp9;K|J_3JNyq5kfzhR4d<zXAu>mm~`pk8+<ZoTe0D;bA(KrU?T
zH6so$rH?105qII<4e<m~xEPmL;ojjlccO4_V-iIz+`ryv7w+fyQ-Q+$5&o_y+-LoU
zEee;1ZB)27n|J|*yS})EyCZv^zcQStcD+LETZkfva>Z!8%Jpl%858CDC6mZsu0{KP
zLVKG7<x)yJPN$|+8i%z93EG%dJr0w4CB2{C)BG%`j9cRUVQuMdX%4^Ikd>w3S1Z2~
zf(pF4jHvLL-x^0RfC|?YmkPTxDlCY`6YwB^6h>j}<D4!+OozM%K?sb@ix5-%_Msre
zBqmV;gy`ZBf~7Z4b{CVgE5V|UoHR8oqz+0C*MmiFd=fVn(LL1UMm1Sk;zq=;gy06R
zIU{aNF!2Jo@rUAaV>iZ)XkC=Q*|?&i3SJWB!p2<?P!QO_z`U?=yWivqY~0EuN&p*s
zIM~Q!H>61JYvklg)OdxQGc`4&{z(thqef165;R_<JE#eb=gG<vG@kJ*A)vu4&IlSe
znRo%vh%^f{5@n%^aOI+8B$0%-5xStU%Zy;4fq{8JV`tbFZH%3%0s)Pkm_%toBat_`
zL&?dNpm6{>XKH9j{i6*HcX$#s_NP0j361^8$`Um8^(!Hu!7I)P8atSH0nivwTxbkr
zBaNCco}k3w8<24Mt%|+G)Hz!z3su1txn#69;$lf0;tXN{g7JE>B<44#f+aOfq6Ann
z&>4VW(jn(|%EcLsI^j*^giCxmpPWZEU!*=uPt+TfXoM^==Ulqen#?(ytSm8Sy<Z8z
z9A245%!!(K0nC|IT;}Y>m{S|AYk)xtj8-BGVsZHFQ)Nvokvn4fGei~yWiUc7%KXW1
z76oNqViF}lnVt@1GHK3aS()S?$w`*T@-K4k)MSzRDSen8S@MJ_(c~X=M>T2kce1iX
zlfU_u5H#TxXhf42OuPV^>|7Ew!B1M}(qz~%!O#RF^rFduur0&$pK>Nq$}~|W`8aZt
zC7R44=T1!%sh@n(#12!U$qc%qnlzb8R+eaTv|kB96JCKvG#O~(1<>T4;?jiQ$E|}o
zGp@6piy(?1#vvGu7dbBQn=vsCIgd${06D~cTq&gwkW(sg;t%9ZsW~C_itc?}7L-JV
zyXkIeQsEA=vP6a3{7MKa@ai(6LfXU&pu(xer2@Z?TOW%j7sP6!v9i#Ta7}}o5I;dg
zK@b8X^CHCeezPYC@g0*W0YZrTxK4T%+3hlunq3JNyMqL6K&FO;)IqxUadYF7xY3F3
zp(Zyvkd-BFwDT(=xWQ}Ah#TMdt$g$XxREL@H~46xzA?GnHJUgcav20GFd8pb%=X)F
zf)&Rwi4tIi7)?kiZ6v2u0>lz>rqqCtdPR3M!Ge;gkf6JzNrif{vP6YizY>B9yt<62
zFwMjZpu)1^QehW%{c~{xe7ZXG9cvdI9)xIupaVwbMTh(RW=_!I9wt!&blA<g=E+ja
zKVa?3?AzqbN|5*~Ibmu@NS%{DQ13!#c5D(WUZ;Df$%<FW$`UJH_A4P+!E4Qk6?d9=
z0j%g)TvlY>7f=(4)JwNuyTaA-AV7g3d4ZxcY>PH}&h)<k#jZ@E1VGWr0YyTY*F(v9
zl`wG-IbCW@NL{1*x-t=&1c~8v-!vgHgsdz<Vz6Hc0SR7bMv&-e;srpWXK^9Xo((9F
z56fe9?#mL(A(9{%ff0EzVyWM(2}UHDL<ulr7l#qbv|d3@tAvP4$=OmPLh2daSBp4-
zNrc!)cTJNJ7m}4FLTvCWAqc^%%!m++O}qd?+*n*f@K**j)Ft4qD9rS#1xz%$hQ{we
zJV9^*<MQIfn|^aAIPnIPC;?7%b~uqqt|GVpBj;9v#ec{tQ^P{)9^E$wxTBMZ@iW~&
zO=A2&R+fnIPrnj^7`)z$i1C_<7eI{0;u0gzrOU%+2g3=B#)}gN!?q01IYuyv65vFE
zOP42+Q!3%%L~^Foc#wL<?9$~4bhk9Aa4cC_qQXqS5`qf6x{RnW)Wi#*!g<X>1?idW
zD<O&?Mh_T`7Zon^n=vtZxR^<l6cwbDK2A=lM1@DmnNm|h>J?oos2_8Gi0+mq749c1
zOH{bmuY{liuP!4hG?{n-R46Mh6*L}m{|zDvf)E&)7a{)ZH+zB*|7H>;KnO8CBKI-y
zwN3bS3u`TW&cf<-EH%3lEcOBk+F(l!3#o&2r$^+*m+?@%9%E0shnn2jgRCrZV>iDN
zf*ZW%jJWZm-^xcXfE%Y2mmA)XxrZRFL0|&|^TNhFzg;M>F^5T%05-H9b6-tPu0)Mf
z$vIO~L+T&xCsz4866~k=C1{*NcTf`=%gD+SG#dO$2x#z%GlIr(CSCwE+BFL_3Owfi
z1OyZWG%zqPXguaOc>)>_Gl|lIhWk12?4icT<m5`w_<)=<H8iCD(T0XQJP8`_(jC-<
z##>}%2^xR#D<Po4E6xZS514oX&=^x(X!w52eedIfVF||T#gZPdE!q$~QyhXN-IzoP
zu*COc?qkUbm-uodIge_-NPV^~A9FvP?zARz4k0T`%o*udLNJF{rV(?xn0Nuqv5Lza
z!ej2ILu5gWSTI5_%ADpmi-IyMm_!LshV+>G_2eW=WVx1{J2hFPe)9QXs{P7@jHBXO
z$yIbmHED7=Sy`gVC4MCYO?U+w(WKGD3!us9lAwwGXma)t{S$~R2%2DoUNrg8Zx#hj
z-eVG_OcPa-w?CemWQis%L4r2kQ`1E1C!aL2!<1<9JGqn7nl$;9tSr&w7rzpMCcFZT
zX!5p+7eJH##idD}$K1z}i&|Zg7>yS>Mw6>Q)AfQJqnJbqkVDMwkREeiKu)Q|iAr*&
zG<!w&KCb#P_mk;vX;NW6Sy`gOT)z^63cR|EsBox>7eIv*i%SKK$J}p#h=LefU}Ro|
z*yJ~Rf)H0Ti4q`$xR0Cr7<l%`?OAemC0IN~PMR7PQU~eY$IXo|<Dob=*-H0NlN(#e
z$`Uso@hc&?!E4Tl8&{Zk0o<5hTyEr<E86;mU|50Cc(GzT*cNRpo#}ePiZUiq0;~|D
z3F$HS{^XQOfapuklo}9Hujq~@)Q`FMrn{v{g`Q+(i3;8QN(d_O>N29j{|u>cbaAQR
z@tFHU$Y~HG35?2%4pn~pPtYOEBuan|-jBJb$eEQOv5uTDH6*0Y3FI;NHFWPZS+R<&
zEU{vxUkSkqUTa3IILX8d7(t|q%ZfsexjzS?1OW;R$qN)u`%Rkw#gj~;1VG{SnEO}c
zyh@n(f}AcjCZw(j;4$}4>Aq<~;v=%M1c~?kN(e~sIx~XA<0f7JB*qmN5(OS}A225v
zMqor<jOYj3GCbAThe?zGBRn2+pG;1xgougcY^f0;^^Eyr?&ImMX%b=#Sy>{)5q>2E
zA$XM;5u%rg7eI)S#U+I2WA0}`JVA^lFfK1noar}rVk~h6lPCdB=sf1WnVee*7PpX7
zriO*oJpn!Dek0vKO=4U}R+flyjb8~t3|?<W#8_?OMMFhHx<fKn8LDfj4Z)i#;`sUR
zl}-Jv3fSK!x3q5Ki^aIu(F)_Dh4mO;tmS{}!dqwY#jbpDK3^>4i;MVTA}%^vkKm$}
zbsGQWCAiq$x*QifTZ{NF@5RNw)*iU%Y}NDDP+S~kb;3m_>wa9cwBRmq+2r=tBwVz$
z9>PTnYbq|bvo7X~4ScbVF9z{NEnn=%7d`l*GhdYR#RR@+;EOn4)ZwCq^#E_daIS1}
zSL=3M9BSQwi<Z`vxY)tE6c;V5J^7*~|JxCKF_$k|@kKwrxSlWe=8MgI(Vj2v=8J>*
z0^X>G8)}V<7S=wzbtqpX`Qlu@n8z2p@x>IrNbtofT(q#x<gHD7F^w<o;)@x4v79eD
z@WtbNv4AhG;fo#lVlpmTSSRz=t$eXPUku@k8ot=b7q{@m?=4wGO}tgf7rXOCAHIMx
z$Dmj6#T9&UJYOv3i{5;(7cN>@@MspUa1LKw#TQ5M#gTlm6JNC8i(Y)OnlBFE3z&9|
zD);flwR~|0U!24jck;zbzBr68w&RO#e9@OL+VaIAxM*RG=dIy<0WaFc4YlEm!};PS
zzIc=`M)5^8U!2Yt)A^!1UtGW!WBDS)7f<lTK)x7;ixyUlx3==d!+dcNU##Jau6%JB
zU+l{lQNFm4F9!3))qHUVU+lscOZZ|7UsUnM*?jRJU);<WBlzM#zStiZEvy~*Vm<%m
zb$sy$zKHO}0KS;T7d!LCJ$!L0U!?eA8DDhdi=KROBVRP~#d&;D#uumXMLWJ2!xt7`
zjOL5}d~qUQ%;$@v`6A61<M?7ETQsD1M${%El|b8yNE}Jaf3+aGFzZ(x;eRFLkw_?7
zS6S0gl||(FKxV5AJbzk)rVdR#nmC#ynk8tKp;?Y*1(=9+5o{h;eP|^7>Jc=Lp?Mrk
zgdrFIcyBHI>OM3Npm_+*BWNB26JdnK|MqCh7G>5JG*6&;63tU+o<Z{*nis%C7>jX*
z)~(=IJD_QcrX8A{(R4)93C(V3I-}`=W=}NT(eyym3r%k@5yn*1oUsIcH51KjG{>Pi
z0nJ=A^U$0GCc@~8E5w(<uM%jIXd1vo7(ZD^Y53J+Xttnv98APomC0G+CiqnnO#_-G
zXqKW`hNclr#6s$!(7adRSM$-FgeHXMWHezk6=*8aRDp?Dh$&p_|GtM`J%#3JG|!-U
z7R_^Lo=5Wnnm?j>5zR|rA{J5v*FUjWONbfGd^9Ja386U|O&CoDn23ctKCUomF8peL
zH05Xpqd5T0foO)H8H#2Yn&D_hfQeYRU*h^FUkkqqgNd+x6o2*Rjqt0t(7cW29W?Kv
zc@NF|Xg)ymA)1fSe2nH3G@qjR3{0dU-El#*CXxsxW1)DYq9IyS#Rel-^5?-;D!_pa
ztoB6<cLLGEy+O2aw-7DdKST?66w$&xMznC(5iQ(@L<{#JY~en&f$dD9g?p7~;qE0`
zxO-u15nB)UGtt5wPPA~(6D`~YMGN;u(ZYQZTa%b3?v$d1d#7mOZYo;1zls*_xT1x7
zuxR0~ELylLW9uQdJ=~{73wLhO!o6IyaCa9i-0wvT0U%mP0?|Swh!(Ozv=9=ag|rYY
z#D-`gKST>bB3cL%Y+cGCLZXNkqD8cjF`|XA5iO*SXd!+?3ppfO$RTX)$+m|;5-lW?
zXd$9R>rr45ws6R|fw4-o5L%*z^b#$k7q*aQ8yLn!3wb752sY6|!ig55PPCADqJ_-E
z7BX-HgP&+21w{*SC|bxx(Lz9q7Lro55SgNd>=Z3zC$^BK8yG}I3u!7^h*i--zKRxt
zR<w|~qJ`)cEo880A&f-}sVrJZWo#j(H!wVl7IIp&5ZI!H<Q6SNxM(5EMGK)WS_pM)
zA>=nOx{DTKUbK++qJ`iWEj$8<79I*j3y%q+g$D=G!lQ&};o(BG@Nj`GJbY|m#|_cK
z;|8{Htha$3Ktv0VB%+0f6w$(Ci)i6NMzru~BU*Ua5iLCah!!4*L<^5dqJ@Vh(ZXYt
zXyL)iX*HzVFRY1Gz%h#r+7eCYHKljqqq#_x>$h#IVzuFD9emw4jEA*!i%PcGDISX@
zLy5-PidapPbyh35(A9btZ(Z0l0N**%pS^TsTDn~#T2TYv*c)9DTM}s!?J<#>*ivY3
zAFYCOc=%zbsz_x`I37+$V|CDMQx&UZQ%a{<>*4Js)6yNHiJ6h?|C37Z7^<v><83@r
z*EGK=-98kqi`9)4ziFsQw~4_Q)+>`ZYOSuDT-K1@v9dZ`w=j~3Bv~A7GEL|2J5)xK
z+yw{$SFu{|P*w)7Q27ats4JTq(%V(m*R$|e%-yccItL=RR>Dv2sIArTt7+EhXwy5g
z2&c!V*F#u4CnL4>HSn$E84zl10)ErZ{>|w4LTFoOuvOPG%Obbd!Otn{OtABttQ1?o
zRnzkzE19UO*V)ciGcWn51OD@EP@=Gy03n2}#k>*bi^uq4Enjrui?jG*SH3u(FBb9z
zACOxUS*yR*?;wbL7@B7e26NmYU~Wg#>QFEzqInn1@rQxA`fxD6pc!-onA#)3EEx^v
z@-blAjRo@*m<YSh0uG<XH+czPT+SCb3W2}f%NG5u%j#jRo6+306wKUZV7^6jM<bXM
zmV;?|3Yg7kj#~ldS2UYeg4yL%Ft4LI<}@%bpc%Ug%%f<AuLg4mn&GE|xd+X_HTV;n
zsx!bmi>7fcn17=gyAI5cXl^<a%$)UL9zj!^0`mo$wP%C*6PokV80j9FFlKFlUxm?J
zcOjTx&`fUv)A1rOr=dA=BbXK!gLx9onoGcpyA;gfmw~zTaxj%wf*Excn66iY`Q#cf
zw{HS7?>aDZug5LcXSUdQ1N`btG)r#-(`GZ6i_z?RJD8WyB<=vy^-eI4qnUmenC<Qc
zb0M0)p*i9nFc+cu8qMf?!CZ{y8#H780OlSvJKP86Bs70OGw6OW*Q5CdnwbxPY4I?a
zmmURkz++&ZMRU>?Fk8{|c^u5uXf|#I^AVVcH8c~;vS;B}>(KOg8O-Hqc6$ZPIcQq{
z34cP<_Ej)z(EN&~;WaSdqFMN7Fdw3s^E&>7X8s#s{(@%uU%)(vX7pddJd9@On_xDh
z>H8L#tI+g)8_Xs&-QEGygr@zwVAi4e9nG@$!2A=<viHFZ{s7ErXx>Bf@P}ZAe+1@y
zG(VtO_c565KLPU^n!P>+vlPvfXwLf#%)HOR+>fTk7hvY2xf#t)UxGOf%|mEf{SC}?
zG`FGo3C*0Zz&wiPvai8>hUS33V{$uXlKU34tS``9|1Fqd{{Zt8n%Uoh`4r7r{{*w=
zzrfsz=8*5fRQv#D3!1}!1e5v+%x7pu{|qJ#Cc>_S&WB^f_<zH%W`T*YtD>-b<9Pur
zaJUYOseExG41mMz+9>>PSZi!-;D7nB4K~*C#*sT>V-Rmt?Sze5-Z-#5HumF<$9Kj?
z58k-HBQ`qo#?_s$QO+9&b;ia7-q@oHHX3-NY)@>&c_X$LHtKle0ls*wC;sjP*643_
z><#C?J<y!9518%yfa%s3n`rjv2PT2$B{WCu3+7TZ-=mq@A56~yV5aW}X5>IH=cB0{
z1m+DiP5Xn{gl5rTFrT2Acp#o_-=1;cydm(bE74p!6wEHez@*T$7!IZp%|FpZM}T>C
zB$&AegE{_CFgK0@^WG6)Zaosr)#Jc?g=YA8Ft;BCCN&Yv*^|JWb2ON}CWBdu=1DZs
zDPTHI1#=#n7Sq7ogyudp?Ph>E1I@2!mL3D9!%Q%7G{a|uS%v1h6Tpm^3+94(V4CKG
zc_jp9&y&GyMN=IHb1#~{6<~&<nNSI43z`vCVD3P3>H;vkRD+oq1@jS@2)hmrwe{U1
z?6@m4c?;FR-)qtQxfaa$IxyFw=^h7j8yNfYPUfPG)spxBi*O<owvOP9;mffBhixqA
z`ctsciZ|X`fsKB=@ztr=xSls+tFW;*Z~SdFHa7Fd%r)3(&l~5QfsMO)<EORQIG8uu
ztjESo-bkmg(V92*;fv1a;O`FQjmOT%Mv^yHZ^XvAym80H*qFx~?_7e7-FV~lE3q+!
zHzsVtMuImI*I|QSjAEDSA?`olgumOw|HIN-urZA{YVXFzUA%Go{n(hn8!I2i#&X_x
z@G)$3;EncAVB>M#_`j{#Sil=ypT@>Dyz%uj*w~Rb+C7gAJmmv-PUedz;KVF!-O3xI
zUd6`tywUk}Yz*Oz&>PsO;f<UBf{l&5k$MvwxA2DbHa76K0Bqsjcd*gK|8n<x*r?=<
zJ3qk2?!2-8N7(4Y8{2=1jXAtA?K5nw;Ejtv$Ho=BvFuB19M2nbzQV>*-q`dtHhS~M
zHQ!)^U$J917Qm~4Kj81q;s4>cAF**2Z@l_5Hjd(rcE4cbNZuInD>ioGjZME{qXloA
zP}UL}y?Eob7T8$L8`axk;{e`hw>>tF<&BS8W8*&FxPJ$1T+17&w%E9XH|Dj&#!0+!
zaeHjs$s1ccVq+z5?7u5E4&#kacEiSYyfMEsHoEb~_j_QYFK=Aj6&r1Nqox}+4&jaQ
zeDN5Zq=v2Gym4wDY#hTI`|pd5HoURte%LsiH;z958#nPr!%%EI${Q~X$Hpk$c<CT)
zRP#pVA=o&bH~Ngi#&q8J^O4x-&KpmR#l{7^@xMvf7|R>oreY(+8}-w%@dR(w9fOU5
zys>yTHt-}HDj>!eO>nv!wzl%dFDGK-VcxiOJ~j^GjfxO9*6_x-T5NRXjTtd)T*e#E
z)?;H|-WV3gMwB<cO<?0f-uS2i8-sbHXCpSQ=8gK5*f@hX-Z&K-yYNQCDr_v_jZvp#
zV+(Ke+JKEJ-WYTNHqPda>n_B`gS^r4B5d5u8!v3c#t7bc>=JAo$Q%E?92@)d2A<kO
zuGaI#gq!eB*YU;!H)G=uywUDfY(#it)@|4rz#BJj#>On(_{Z(o*qJw8y%QVv@J7G8
zv2iMI)ZT-Q6mPtLFE*C(M&J9e(UCVc+>ec(yz$C|*tn55IzNn!M&9^<HO}LWevjf`
z%6Q}A$FOk<Z~T1=HrnyV&?m4lhBwx4#fHTjuRMv3(Y$f@Q`qRw8?B$g#)-T!^;vAp
z=Z!7TVdH4t*!~4<q<N$MkJuQ;8+X2hjgh?Z)639kXh^rT_&xoz=WYjQx#>2wv8o2R
z%I=(}x2g>%tJ!&Y=6|%W4ktp9#SQG_ov&K~k|}l$oMI=xDK;4(#pVK}thMZ~U6?(K
z*<G1EpV@`XUc~G~W*=epG-fYh_Ht$yF?%nwdoWwi>`-PqF?&C=$1yvJ*@u{&%Iw9=
zZeVsDvxAteWp+PidobIX*>YwlFx$XvoY^{NA7J(bW^ZTq24=5h_EKi|WVR)<M=%R%
zhFrB`wjZ<CGrKplo0)CT?A^>B%<N2NTQj>4vxhR9WcFNU=P|n*vs0K&FuRJ`Gnw7Q
z>@;TYVs-|z%bD%K?BmQXVD=hjcVu=lvnMlqE3?}(JA~O9W;Zf>3$u89PO$@XiXD+t
z>`<Iy$KVt@_@>xVH^mOODR!Jqu>)+19a&TCkeXsg)D%0Err0qw#SWe+cGOI<!)1yc
zCsXVInPNxA6gwoQ*s(Ch4uUCm^h>eBUWy&>QtUvNVn?_XJG7<PF)hUoW+`?QOR>XO
ziXFF7?4Epz9j{XCK$T)gs1!RirPwhk#STU(b`(mn!%vDGcT((tlVV4j6g$ME*s&$W
z4k{^jG)b|;NQxalQta@NV#kdXJ7A>Pks`$o5h-?TNU?)LiX9D7>@bjG{7*6Prx@{5
z4D~6-_!NVCicvkqaGqiuPceX}7`amn*(t{A6oYh%U4Bh5M5h>=Qw+)}M&lI2aEkFa
z#lV|l#7!~OrWj*W46Z3g)fB^Nig7f>0GeVi%}+68rWh+z43a5E#}vb2it#YTK$v0#
zOfmGO81qsLb}2@=6vJDpfn9^FegdzKa%}ZaA6U~+8?A^X%M(es_8D0SlbP%v8_S*V
z#>5-yLKWf4Maf7a*_7TrQC}UcTUO4m%_hp>VYzC!Xqw(>I=k9A9_B<fHeCoCxeY4b
z8ovXWAG<=;C*f_->CW~BE8?+5a6`X5TvH#e3^!RxV0eFaeb4H95UkRzgT2aL>Q%}|
z%WDqBHUB%tUUTn)YnF%Wqps~feK7iah`si}!fP*#Bt!UpszfqeTkq1TITCatqivl*
zg>|BdP;EHA2-NW9CN7}{(6G*O!YMB-WIKfSf+eYeM}X8kaEy1uV0|fkfm6ig*1r!2
zt!^O5wLIb*J!{tZ*`e8UW{eL_9X-P(^v<CmG~qB?XurZvRfg*-BQ>E|yeblR$s7j?
z*16ym_vetpGMJ|7Xd)SlM=QfMp>Snotf4NM`Jj7t8D529e(A`1gjpM|=bv*8B^&GA
z`ML~x(E7&d#$I{+n~s5v!&@EMUhFg$R&F=W4sM9o%H?b(z~Tm|%g};oq^2t2lKVfD
z`wa}sl{I8BH2JQFV+iZgdN5+w+YN4xM3V@GZ~|^xl#fPh>#-GX!WB+U+wOH!tx#^?
zsma<<O$yfg3mD#KJ(cURjk@y5wt4p&Sa;SLh1ZQNtB+=G=VS-?46J5V!&P&>-8}xn
ztj<MFAF^#eydKt@=lHv)(%*P=VYNFwH=YTrO@ws|g<0EBlZ@8aL`7M%O^(4U`k#W~
z>-JD?vOXTEj3)4=Rd$p=;Hn#8+kDl%m8)izt5YLv!^f_GwZ8^aC`TbV*#F{s=dZNa
zD_3q+^l7NJ0cx}&5`r(ig<=a_0aRi)-S2eq0HqZ3ppeQ5*lD*q*;i+f)%5JFeU|0m
z&!@tweNMMy>8o_WS+#uZ%sDe=Pj`hd<1|os2n^3+9}k5I(`Sx9!6ooK3Jh6g3wXIO
z;n>;7&K&Pj7y~O?w>b)4E=-y>F2{vOP@vChT^FX$m_2FwG?xp*U}ft{N5RX5S+l2)
zo$M009R)f&9nnjf#_90o;aJ^FY4;lj>si+VE_ffPQ<$}K`Pk7@rnokLH!AGuD5(9<
zR+w?@Y?r`(2&)Sn0d);7h{tL}RnbZ}JeC2btS=l^?WGJIh7U`^HPI^9Mt{aNhdAg^
z@Bf_2L)Z@KTKjWka}sVA@~m}NZWj(SlEY`fI@aUPit2PX)WKn{rV(z+XFh+P4X#&E
zVX<>KQEoahHC$g0tGj$Y7uK;xoMZdk-toC246{Zvo4^xfYvu+p;t<!#^*_tU<o@@Q
z@xM>H-WC?AL}B*d%W*_e69$&m!;r!`Y_N?Teif{}!`1fMqI?u<S4EfLy?Uo7nLx#r
zAh18E@V*eoNw+|4tQO*EsC7l!1-5Iwc8$HR%JuNVh4IKj82Q8aJ||CyT?T8fhugb+
z%lpWAVu2@PNf<>fiNUzU9s0+xVe5)b_WJz_u5ZWg?y4g;g2Z=VxC`Pa;0~U<03*7}
zMWF;7M`6N6c88Z;3@Uen(Fr6TNjAitgDLBRt+;;t5_|o93kJg157moZnQ5F3t6M`a
zwKc?{Q5A{MfEgw@U&Iy8SWvNkaHP5_+<_^fNimpU4qO5qY0ZRU;z>}|LOoOftAkKY
z6wdRqQ@9zr(VBdny>=JHHd*3bE1d}c-#X0MbHu*PVxATo6K12`2{8P2*Zdq<$Lex}
zy*05fvw1)nzwk1bwG94~a$m;(S)M(XX8(O1{`YI1w1q_&&VT3QTssW5(vsU?rJum?
z%!z!9l@g5=wKx-rk8jyptvAD3>%j1}c6Tx+)~a%bJZz1PxJGA~|G?J}w9i@tcT_mv
zj61!<*6fFqCLVRx6l2<)HM7{l)_W1xtGL77qS!;ldT>>s3Q1iZYltTln~uZU)(&^t
z5`u5}ByxS|0_$3LI07o)`AK%fImc$cZ^89O-DPiB6qndA{seQs;IeIY$4rBDtbaKx
zs?r>Vod=#IsERCet=aN!So3r+yn|GmgtH@lO~AF{Rgc4pYq#1f_E*$GJW?Ny#`(H1
zk*o?%-D=zgHGd0;+y#bjU7Uc3fGZKgb?$J#y&qN^{eZn%Z^gFJX%LBo7R2IkUEAgQ
z6S&n~!T-WB<Ld71?t?L(TX01<$$~*o*7+{$*bgC3)`iYKDh_xeP8@nD`}QJS_fJlu
z1?0rKc&ujq%g*{;vA*~ytljf5J62U?R8~je7$f<79VYpGFg#27wkwYjSj2;2lh*yt
zc2#SK&~3z~Ys|&gZiDlhrh?(yR_#Fc%C2aSfts+sd&pi-mFKCGriErtnmT^g?D5WZ
z8@A1Rahu(oc*W2_<k?;iuldZFH0>zYwg+OqE_Bux$91v3?K7MoCYMGcb*w_&C06z@
zs5}atmcKSpWpP6+=^R0s`_Ev)r`o%cwa1Il<meuX2bHDIf)N8maSeoBc`9d@Y3y*=
z3TttNWq-FF5vj~tfv+|eO27$%t-IIDu<nXK+3SkIg?iocF*8SxojiWFYx|d>#&)mR
z8iFr*G^QRqW%i^g<DEWXj_eBSTPqw9(WiMtrjK<_ciH-BT>nSH`r>q%t-n3wz^Zc+
zA<mPe?azWyvMc^HuKEhho#TZd7^hsde9W<PT&wT+Dy$v{!&e{ZATsajq1n?zW2a1?
zHQuFjI_i8))|r0X_?a%9|DsM6Ob_J#?5F3?^cmxwGjEpABu+4V&ygw6p_tI}S>wf-
zFI)c`T>m(jo5<Y|JE=M?xPEBX#OX8LwYdN%H@@Pi4DtwusVKAi0SZlYI@zn2Y#}Kv
zCxC>t)zJ~x6XdX9Dt3c=Z~XvQ-VJ72dgp|#4A&E;jU7K_{5V$!&wB$@o(AJxaM>zT
zvM|be=nd2v^%q-b{{p$Sb!JTr!PWTLxgJde5$gd*NsI*ZB&B@(%$d{ORr@ST9Pn4$
znF0`+#hn>{!i-5Xb24)ztZ&`oh!mh<Mr6XIDY>ycgc`lyv>g#c(tNQ@8-Kj3dxpTe
z*5!_XxQdZaK&r9ZP+_;XY!?pn?3fv&XU?7km!9T?6an=CA?qARt<WySGkff`88fGk
z9S`?i+;w*)3bl5sw*X?ZFNd;H>jP_93*WaRDo`M}s`4mxElRY7xyiih3-k+<m@;YV
zBsWU-gmtYojzEEaVFFV}&&)kgUWf|6Itm326igxa5ZCTqSiJ!ZkHB;FoFm*?T>V>T
z^#VX<TZc=b&Zvv^!Ed<!!uRaW7XY%een`&ZQV_5{bX2^$VfM_?lbkD}%#H6*V2)D?
zYJkp;hwBpIO7=93YitGUSucKI#~{vP_`c=2+In^qSzUfvE0?>j#4)$aVWU=^vt@Pm
zvL#?L58nK0bg|)7RN3OFsIwQYs^X6Zx$jjnH{L~oTRyZCkY6B~CxZ{cx>lc$Yyou@
zg_kU3XOQkIlFWf&u&TAnSznxOWYZ15iXMWy(Rl9fihl#H{fV=-x+7p7R1~gB1NHEV
zLGCg1dz5JS*bYEVA?boR^L;I>W&Pl+s*WAU{CM`Ph`rS(u>Mvsg?3<EA6_F6kKh$m
zSMaam>g_(YS66!u*W<D7;c2t%y6+BaSqq$1)mevCD;gRVMY9CgzS~(_z01Mc{0@1<
zxthk3wiQ=C^)pYeF=sieo(pSPlRx)dHO6kgxB@;A*0OGJR#meSTuwxwr&#H^R=*Ed
z|IS%moQr2ysd5i3`vTUS0*3doI@5T`Lz%33xc0@)+UhRGwIlI(%$bG2@_ZAn`X6Ui
z^;saUsz`L(FJayBV7Sxj!p3#k!+cS=ukYUWvAF)t&idlgRCc;>{kq6fSDqil6~A{@
zR8tXGgp0$;Xt<`PQRV)2e*=|KV7U9@8iZ@}G76^QdY3utsol=G(Zq6nE3WvNv!Z&3
zfEDXw37EbhZjQ5+f5eq1!lOsrTXjb@)WfxiNGKk5=j#M~V(B(#UG-Qjvn~)kS_1@(
z)hkf+2nwaXww+LebZIyW*AruSkDSfIaqrld!rIpBj)eL=F-rn&^h6VIX)|Xh{}g3<
zI#(~$N2H}Ny_Fr2YNN?yj=*48*RmXeU7XQwZuW6Ds`V!RZ*g@+i~#KaT|OhH)7WaC
z<7$8Z+0K{PL!{N5`D=Eev-Pk07S`YAANKm9V&wH*H$>UWLt#DZUT0;&6nSO$R2R1P
z|KZwWzq2=8$n{*JvGqUw3D!Tr3BAzP+5YC7va+>5fel-Y|FpL*s$KTIItFhK$sD!V
zy6bVvuY=)xiYN_v-S849_HadwbJ$}7;U7TYb}(E(;6){%8nQ5zTmA(q1HQLa3c3M9
zFO~#X90$X?)-jG7g#@I52lL=DjAPJ`wg+Ojm*c?U10K}yu8Hi)VW43xb22Ipi?UD-
z_n03?LKRr2IHe#?f#lU;0M-z3&7EQjXQRUVj)J(j341rY)3YGrbm9HDzmEGi7_q;K
z`pH_Md^TTsLe9D~aowkXvD0>tJ$J3(WYh2hy#11y63MXV6f{m)w{B<!Pru!{eTz&@
z9jql<5rLZ<5w+^Ys5-PYs2<+NR@HOWt%`Fl9alG?=m(%@J+gx>dKkr3cAF22D3fQq
zpx2@B5j%o#`?j{QGn=zuVxx6%EQC8^%bgC!iT+mQPN229ovk%O%gI<>C|nV5sE1(`
zOb^XEOTecFtOMGE<RLrTl6sSjK@uh+hbrT6?qLUuPajxYK*-v?qphaxpgq8I?}qp&
zgLNOMS-<UKOAgbGnGfCEg7{Q~byX)2ym)t8P&;B6kGa*#QEg;rP+PT!t>#Q<E!e$~
zKNzHiYa_7xBtm=);^2G&%69GovZ1cF>?qx+bH{#ekMS80>vvGKzUppE>+O`_u?-Qt
zCC6WUkvaavQMGO_Q2iMUKYSdZ<uFKAvb*GB8ps1E_9#3RZQZiBE!NK#vnRGg5tnEE
z9O4ty?MlQaTC5KE6t!TX1BtBF6cR8=h)<n|EsSBa-d&=5p{TXL?bkFtzhu$!NwY#@
z;O5Y5xL*fXibG>&PM<99EHMAm`@p7t0K@Y+)%T`g;&f#LzDI<0AdF69V!{a9Qma0&
zrM7+TEsZzWl04~~ZDCIkw^le?IM!ebaIFJQagsGK3zeP7!ijVY9%6vgcvnZIaf_|{
z*)fgwy+u5;z)1}*_0Aw{RXFPY<G}%l*Zg*t!8mU5QD=+(`v|wl?rp;zYFA7z;ugyH
zwKI0K?~LIVFk^T!<a!=~1u_b@V6AsHGbxbGWIsW{wsHw><zr_nNBQ0gT=h^q@WHn6
zFWkmq{q2N}^SzClD4eLdIn6dO1+=Z52iO~!<9h@3@mOUf0na?*G<$e!6W?>39mg35
zv90!i4O*k%4HBF?(~Y;9xirZGbZ=`KY{u$0(B9TW-`h&SoTnPNkP9e?)-||y))Am@
zt#URp*8fKE>VWGsfhBAM>dzcx2jPF$Of*!e3!wtUt*4wVOz<B;))w47@j7l|o^xPx
zo}a-<9-#zGD1!nj&uTc2m}LzoSvD>NjjY4&7~9vZb@K|bNr1E1#<C8>E=paC@|}j*
z$)0a6pL-}CH+uHy(5&gl&Kx`5wPg!mmhu{yoc+RoU~Eb*tS%p4KE`d0JkZ{jb9@PC
zTX3Z;YoaRawxeKURx2m3&SOvcwrHmY9~-vLh4r%f+<6u+-^yA2?9#acbyiNZ!*+&j
z8an0U#!naxQ)NOk=FFb!61@c9V^cQF7In_+D55w)YVP!DPC>A!JA$UQ%n^3>N*&>x
z;h&=B*e2HFCcbkvK}v{fLKqV*!}s@8gW-kjJfx=Mw|l=}a?4QeLr0F3-+U9#nDBQf
ze8LFZPm-`0^TL$*$RdYzOt=~}ttUp>!p_KACjoGTSrUoc50ggf;gT`T1dXu)PgSHw
zJP*jW^e5PeHR)h`OU|jQ&X#Z(g|i4<#XJYJtO@Y4CEj<=>9wvPOi_=D>mJO<<M7o@
z7s0EWxFo5@&_~#`3t&w227DFNi|{HaF6x}U>iTJmx=F>P-vw3c(j#qYXJoG{oi*HM
zH=f-Iz6FG>bH~~0<ZQ5^bye885zSn_3iPbE9MMC)4q91!WXA|5S_=akF*lOw{tb2e
zjJKV2E<Na`g6X>MzBAcjplDrjlr8JeT}5s;gQT@=qOI#(chGe=jt?I|y}6US9t5rB
zlWbKICa`|Fsv^5*fu^<MXj^zBwby_Q@L;ODywV_NwVP~fl2af(!_GRaI|y0}9944B
z=1$sYqDxTpZb#H}AeURTjqp%&Bo4g=)1ckYN-_DZD1X8fI}^^RT(=lxd3UC(LE8G=
z(LbEhdo?jQe!!(yHQPE&1?5x0_y8t6>K$(kDUM0!qUd*y=n)im@#aHhK^PuPW{08W
z@QAMKpiu@RDl6s;tJGt=dU%il?i*tIT`S*+D~ro$>aktc%H=bd(70TkKcLQk!*<rx
zqYkxBxnk6@6TSj40fu*idautTS8&v^28F+Ngw-99N4T;k5*C+9*<RIj(W-uB>|f?u
zDJ%Z};zkx6V|(vhI&c+#o{cPkhg~vHgGbp+dpJLX_anHwd<ke<zd0LFSAU)jAQahc
z)lfxah`m=i+x4Aif^rxPPdq6<E@k)4SC*E=sNH9_t*sv2czNx{z%Wp=V*Vu+1E$kZ
z@`4j=FVzE(0$vs#fNTO`t1rC0lIK@_OfR6G=a@bm6s^_pK1?pFKBjBQy7PNJNLp*=
z+q%wGL!C;-a$tAP9L}<*sgiI*1nz#hD0Crg!P*kCH={mU6mZ|ZbpeN?1l)N+)VcIu
z25D=@lWl$V!LES5d^B>&cLinZE=Qj1zAW!{{|VGT-hu0I<<TRL`!%sJ4ytmnzYxT%
zO^zZ7AekvOpo!o3$$B!6?d12M@;8ohPo=Mo;p!NFaLkp*KKP<maWER-v2OVslo^*B
z+YnTFAZmBE8Z*KJp;DgroO*mENZt;H?_SQ$FV}9MlvEts9z(IdRkoNK0ZOrgN4DXh
zXkF>Zs!v9hvbduvKzKU})-JI9R38fR3KquTN|3e6s%>rckT$P&9td^>J!_=X@#@_q
zuc&G~e-wyWw>XNssS46n!5`uZqJsO_D-^n0YzyGa`K*5|atU;{1(0y~iY~siSHU;=
zStr%FR@qCv3Y!-qrYf>EYjDl)<907N?|gD^EVE`gPNmMo;hdr|nb&GTW>}pq<Ln)3
z8Jt<0xe1$dUzdrE108FFBi6TIH0Ag<G?)qL%EvXRu#*#&Go)3!lTm;nQDa@DOQ#!1
zSeH3E&P{5y4x3w;>&mSt@tGsBza31Wa$uJPaMHK!48C~L`f@cWwOV86c&N6Ln1^8N
z-GO>1!drE%N$p!^i015oo}Sgm;>iWEnrO`Zmag_Fnmz-Zym_tdq~6R6q>nvi%61Xo
zENT4+Le@iP+G@@zg@%iKrm1rf#aC2Xt=EIxsFW?Im%+?*+ssT3+r62ncQ!~_51wV~
z>Gdt{L--uLt%R?{wBEi1l!jetE9uQ3LM3+V(z(rxFV?hHgN*g>Yi%w4E?`gRhpL?S
zAm9r+t?`>ct?zZVnqJPZL%C;gzUk;CP%jQr*39c|J?HvJ!7k0bYc3uM!>hUAzH|0f
zQ+#Qt_1aCKI^Y&t)j6ORR7EfI9;5Irq}CEpw0hoc%Q`py=(6}UKR@SkN^%-*p$5dQ
z(Eaun^wTRJ0PjM*%^+nBhIgg&VTv;Z@bp;dIS$T1!4;roS&!L*di{l&t&1#!s}-4P
zj9HiT#-i$;Q-M9b;U(4FP3KjLo^HAxAIEpWTJ4?y2OGB94mx8!Pbp<J;frOhCqd2n
z<5RYzb1LO2DUagqy&PXvYjt@Vbgz8I)^#pv_|SDa3EzHeeFd7<mgj6?J(TkkGi4U=
zWxCc*&x7dYf3!vQIRZms*ZqP@RJ-E?Q2XFRTg|!F>KVJO=Dty|J8BO42s9t~#MadJ
zkQIAYP4+>xR-b}e*=M#Iao2HQUY>)3Q$fp`^tmmlfAo?rgReljji6-h_oXf8jBPzL
zsJi}r1u8BDF>9x<Y(;$srHj<ZqudFgWX=BCmebo4^InNvijvoYnl<wqTT-vE3tTPj
zjiOhBo;Bkiwy560BFrA$$jlVVo%eJf%H9XxFR%`U?-p>T>5(#5HhZ4awWzut1g)K6
zsFriyS+Lh@Vhcm?D%?a^ysYXZ6x#@+JuA`C7SkJM-~fonZNuzN)OrGBtPeWbTF#k6
zLB|p`5%K1rl_)c4SCF{~KGwkF(<_?H^#^%idl*W73~E*f_~ZkZbgpa^^o(^c9;Dgy
zADBoLscgu8R%ts_o(H1V4e<R4u6(4{5IjejKlkIFUfT`D{{_0%B={Z$7kBQc65PfK
zU^#yGMd^*8YW0AxTX1RTf+k5?<#=0EUj)L|_uXxE{ewBX;$Rn5HA+>$S1_#Qhuczm
z1&X5$_r;6TQEMOgh=w%)KAypY)*o8Q@2Z`Sdar?$6^HL{a6NtB+&6=|qt@dfW8Dd#
z@1Xi7znu00)cX~rte2+Pdd~TG!4Af}!GFlUh4}=E)x!5etbO1+A>29V-bFz%d#)}^
zUL#JJa1Pw~gWbymaRc?BZ9R0Xy#f7Ub!J+l=%5gPJSBSzA>2X?hL%<@h=YfqH`>UY
zWgvocrZQg5G~u%()|v1*60WH?+ORdV-;#X>s=W?E*1oH3HN9hRwwf~n+y&*5pk#fw
z+LqIF4hDa41=ls<aS5s&4xd)BHlJs!>7fYAiQiSKhgUqoG);IBC3_d7-S=Bix+i?7
z#d`mITUs9$E-$N4YTyMRbu4_|g?EVl4#}jP{GE+jn?S~TvdPxcI}EWMNcC{pgDBbI
zB9L4G-<aX<>0KRQ4`63qL%JE2o(B;t1|O)QRGw<C=?GMN6ojnX;R`ohO|SB@)tt;7
zh;sh{CF{4VZ8_(PeL-4eU)(wmRr<m=X{<@`EgJ5W-r##dG!CzMl^#|pL&1%pWnBf|
zv*Chz^v^t#1<(CgLEqYSdkX4(4N}%;j}!I8h0d&5wCzxD$P=J<2z*tC`{&GGFPJuV
z-lBR=$APWw^BCO5nILbihL82|ZRnlH@)H?woIj(N^FWz}x-WyIRSDnyG0;WIX60lw
z>fQyC)`L&mx_YIQeg7K2LS$_Z-ypJn2gAM7E2TWwG~p{4@cIJyj*(Rl-!I~VdTzmI
zIF{R;F&|YP0|D!S=WP|eLo~bG!KrGC9gSkG-~&olZ}@N$cS(<;Z19bzZnjh!rDC9B
zh2gVHTuKj9sFFPkWgIHq0V3AT@XaQ!qz9IUx&%}LoMFJ67U!PANR;~#l&r<CWaJvG
zYUm97SjtjZT5&Mxou;x6L5+7lae^ObV&5yNwyG`W1^=YNxiBc`&psB+KB*x7`U7h5
zzwUwS;@hajU;E5+{>t7|i0`)*e`PN!<m<8*8Q_Zw#a|~tr)QMelfL+%z4&WF{MC7^
zSN!!l@mDr=8y|ENe|<OSuQ(rH{Pk<`S9UWNXKstXj)Bv_j92WhIQK{V^^}~y;>}p`
z*Nr)U#T#AXua}CyI(M<eU#}2<y%O_`H>{k$@-N|}w*#1GeZ-4@qI<hUvI>8h-U%LY
zS(q7Q!Y?wP%t^O~r`#ho>=R$<9Tp-|*xl#{pu?-Jbo<P=ao9zM2z=H&G#lUJ1CPqV
zTPSA4W6SW%IPisXtEm-yw7d<h56?Z;G^Mwn^#668y-veG5QGbq2na}se~HE=4Ln6e
z9SKoKgaqOf7-3@}D!Qb(B86WDL;(#AB?Yg;H+xRVMbJcE@7>Pao)!6L@5aK6tKPWs
z%gBv|u#k8>nps2VUVxc)cdr<JEnJexe1K*#IL|NmnDb$*{^->@wH8T759|Rof^wf>
zJX;+T_emB&O1~<#^WRiBjo*HTZdAE9S??ACODt+CSc+VSA5}IJzCl$VYUBu<m%f?a
zz^On^s7@sh#UyCsBxOS(zKNV=>0Mhp<y#&P-4}_JviuXXJTVK5rA9dUtf|k;qf_9i
zsSd5>1c~<kHH&&xQuz%pzuvxm$W*={xFTTqO{8M3(u})H<JK+n6s~?n(&?eh0jre{
zE^V<8Z=vPgW=)|cA(SgnMaTL=4bkt#4xwvY=G%#VXv)||_w+i5Jr<6aBs2eh?B|AV
h4sxNhU0YrL19OyJL}@qfjB5QoySV-1nvyMh$3LM9=GXuL

diff --git a/docsrc/_build/html/_sources/deployment.rst.txt b/docsrc/_build/html/_sources/deployment.rst.txt
index b597c48b..43777d63 100644
--- a/docsrc/_build/html/_sources/deployment.rst.txt
+++ b/docsrc/_build/html/_sources/deployment.rst.txt
@@ -1,18 +1,47 @@
 Deployment Guide
 ================
 
-Deploying your application is straightforward with our GitHub deployment buttons for **Render** and **Replit**. Follow the steps below to get your application up and running quickly. 🚀
+This guide will walk you through the deployment process for your trading strategy. We will cover the following topics:
+
+- **Choosing Your Deployment Platform:** Decide whether to deploy on **Render** or **Replit**.
+- **Deploying to Render:** Step-by-step instructions for deploying on Render.
+- **Deploying to Replit:** Step-by-step instructions for deploying on Replit.
+- **Secrets Configuration:** Detailed information on setting up your environment variables.
+- **Broker Configuration:** Required secrets for different brokers.
+- **General Environment Variables:** Additional environment variables required for the strategy to function correctly.
+
+Before deploying your application, ensure that you have the necessary environment variables configured. The environment variables are crucial for the successful deployment of your application. We will cover the required environment variables for different brokers and general environment variables that are essential for the strategy to function correctly.
+
+Example Strategy for Deployment
+-------------------------------
 
 .. important::
 
-   **Render** is our recommended platform due to its ease of use and cost-effectiveness. **Replit** is also a great option, especially for developers who prefer editing code directly in the browser.
+   **Important:** This example strategy is for those without a strategy ready to deploy. If you have your own strategy, skip to `Choosing Your Deployment Platform <#id1>`_.
+
+Use this example to see the deployment process in action. It’s not intended for real-money use. More details are available in the GitHub repository: `Example Algorithm GitHub <https://github.com/Lumiwealth-Strategies/stock_example_algo>`_
+
+To run the example strategy, click the Deploy to Render button or the Run on Repl.it button. See `Deploying to Render <#id2>`_ and `Deploying to Replit <#id3>`_ for more details.
+
+.. raw:: html
+
+    <div style="display: flex; justify-content: center; gap: 20px; margin-bottom: 20px;">
+        <a href="https://render.com/deploy?repo=https://github.com/Lumiwealth-Strategies/stock_example_algo" target="_blank">
+            <img src="https://render.com/images/deploy-to-render-button.svg" alt="Deploy to Render" style="width: 200px; height: auto;">
+        </a>
+        <a href="https://replit.com/new/github/Lumiwealth-Strategies/stock_example_algo" target="_blank">
+            <img src="https://replit.com/badge/github/Lumiwealth-Strategies/stock_example_algo" alt="Replit" style="width: 200px; height: auto;">
+        </a>
+    </div>
+
+Render is recommended for ease of use and affordability. Replit is more expensive but great for in-browser code editing, if you want to see/edit the code directly in your browser.
 
 .. tip::
 
    **Tip:** Scroll down to the :ref:`Secrets Configuration <secrets-configuration>` section for detailed information on setting up your environment variables.
 
 Choosing Your Deployment Platform
---------------------------------
+---------------------------------
 
 We recommend using **Render** for deployment because it is easier to use and more affordable compared to Replit. However, **Replit** is an excellent choice for developers who want to edit code directly in the browser.
 
@@ -47,7 +76,8 @@ Render offers powerful deployment options with easy scalability. Follow these st
       **Figure 2:** Deploying Blueprint on Render.
 
 3. **Navigate to the Worker**
-   - **Navigate to the Background Worker:** Click on the name of the background worker, e.g., **options-butterfly-condor-worker-afas (Starter)** so you can configure theis specific bot worker (we are currently in the blueprint configuration, not the bot itself).
+
+   - **Navigate to the Background Worker:** Click on the name of the background worker, e.g., **options-butterfly-condor-worker-afas (Starter)** so you can configure this specific bot worker (we are currently in the blueprint configuration, not the bot itself).
 
    .. figure:: _static/images/render_worker.png
       :alt: Worker on Render
@@ -57,7 +87,6 @@ Render offers powerful deployment options with easy scalability. Follow these st
 
 4. **Configure Environment Variables**
 
-  
    - **Select Environment:** On the worker's page, select **Environment** from the left sidebar.
    - **Edit Environment Variables:** Click **Edit** and fill in the required keys as detailed in the :ref:`Secrets Configuration <secrets-configuration>` section. Once you have added your values for the environment variables, click **Save**.
    - **Delete Unnecessary Variables:** If you have any unnecessary environment variables, you can delete them by clicking the **Delete (trashcan)** button next to the variable. One example of an unnecessary variable is `POLYGON_API_KEY` which is only used if you are backtesting.
@@ -66,7 +95,7 @@ Render offers powerful deployment options with easy scalability. Follow these st
       :alt: Environment Settings on Render
       :align: center
 
-      **Figure 3:** Editing Environment Variables on Render.
+      **Figure 4:** Editing Environment Variables on Render.
 
    .. note::
 
@@ -80,7 +109,7 @@ Render offers powerful deployment options with easy scalability. Follow these st
       :alt: Restart Service on Render
       :align: center
 
-      **Figure 4:** Redeploying the Service on Render using the latest commit.
+      **Figure 5:** Redeploying the Service on Render using the latest commit.
 
 6. **View The Logs**
 
@@ -90,21 +119,21 @@ Render offers powerful deployment options with easy scalability. Follow these st
       :alt: Logs on Render
       :align: center
 
-      **Figure 5:** Viewing Logs on Render.
+      **Figure 6:** Viewing Logs on Render.
 
 7. **Monitor Bot Performance**
 
    - **Monitor Performance:** Go to your broker account to monitor the bot's performance and ensure that it is executing trades as expected.
 
-    .. figure:: _static/images/replit_monitor_bot.png
-        :alt: Monitor bot performance
-        :align: center
-    
-        **Figure 13:** Monitoring bot performance in Replit.
+   .. figure:: _static/images/replit_monitor_bot.png
+      :alt: Monitor bot performance
+      :align: center
+
+      **Figure 7:** Monitoring bot performance.
 
-    .. note::
-    
-        **Note:** Monitor the bot's performance regularly to ensure that it is functioning correctly and making profitable trades.
+   .. note::
+
+      **Note:** Monitor the bot's performance regularly to ensure that it is functioning correctly and making profitable trades.
 
 Deploying to Replit
 -------------------
@@ -119,7 +148,7 @@ Replit is a versatile platform that allows you to deploy applications quickly. F
       :alt: Deploy on Replit Button
       :align: center
 
-      **Figure 6:** Deploy on Replit button on GitHub.
+      **Figure 8:** Deploy on Replit button on GitHub.
 
 2. **Open Secrets Configuration**
 
@@ -132,7 +161,7 @@ Replit is a versatile platform that allows you to deploy applications quickly. F
       :alt: Replit Tools -> Secrets
       :align: center
 
-      **Figure 7:** Accessing Secrets in Replit.
+      **Figure 9:** Accessing Secrets in Replit.
 
 3. **Add Required Secrets**
 
@@ -142,7 +171,7 @@ Replit is a versatile platform that allows you to deploy applications quickly. F
       :alt: Adding a new secret in Replit
       :align: center
 
-      **Figure 8:** Adding a new secret in Replit.
+      **Figure 10:** Adding a new secret in Replit.
 
 4. **Test Run the Application**
 
@@ -154,13 +183,13 @@ Replit is a versatile platform that allows you to deploy applications quickly. F
       :alt: Running the application in Replit
       :align: center
 
-      **Figure 9:** Running the application in Replit.
+      **Figure 11:** Running the application in Replit.
 
    .. figure:: _static/images/replit_logs.png
       :alt: Viewing logs in Replit
       :align: center
 
-      **Figure 10:** Viewing logs in Replit.
+      **Figure 12:** Viewing logs in Replit.
 
 5. **Deployment Part 1**
 
@@ -171,27 +200,30 @@ Replit is a versatile platform that allows you to deploy applications quickly. F
       :alt: Select Reserved VM and Background Worker
       :align: center
 
-      **Figure 10:** Selecting Reserved VM and Background Worker on Replit.
+      **Figure 13:** Selecting Reserved VM and Background Worker on Replit.
+
+   .. note::
 
-   **Note:** Ensure that you have downgraded the vCPU before selecting the Background Worker to optimize costs effectively.
+      **Note:** Ensure that you have downgraded the vCPU before selecting the Background Worker to optimize costs effectively.
 
 6. **Deployment Part 2**
+
    - **Downgrade vCPU:** We recommend downgrading to **0.25 vCPU** to reduce costs. As of today, it costs **$6/month** compared to the default **$12/month** for **0.5 vCPU**.
    - **Select Background Worker:** Choose **"Background Worker"**.
    - **Click Deploy:** Click **"Deploy"** to deploy your application.
    - **Wait for Deployment:** The deployment process may take a few minutes. Once completed, you will see a success message.
 
-    .. figure:: _static/images/replit_deploy.png
-        :alt: Deploying the application in Replit
-        :align: center
-    
-        **Figure 11:** Deploying the application in Replit.
+   .. figure:: _static/images/replit_deploy.png
+      :alt: Deploying the application in Replit
+      :align: center
 
-    .. figure:: _static/images/replit_deploy_process.png
-        :alt: Deployment process
-        :align: center
+      **Figure 14:** Deploying the application in Replit.
 
-        **Figure 12:** Deployment process in Replit.
+   .. figure:: _static/images/replit_deploy_process.png
+      :alt: Deployment process
+      :align: center
+
+      **Figure 15:** Deployment process in Replit.
 
 7. **Check The Logs**
 
@@ -201,22 +233,21 @@ Replit is a versatile platform that allows you to deploy applications quickly. F
       :alt: Logs on Replit
       :align: center
 
-      **Figure 12:** Viewing Logs on Replit.
+      **Figure 16:** Viewing Logs on Replit.
 
 8. **Monitor Bot Performance**
 
    - **Monitor Performance:** Go to your broker account to monitor the bot's performance and ensure that it is executing trades as expected.
 
-    .. figure:: _static/images/replit_monitor_bot.png
-        :alt: Monitor bot performance
-        :align: center
-    
-        **Figure 13:** Monitoring bot performance in Replit.
+   .. figure:: _static/images/replit_monitor_bot.png
+      :alt: Monitor bot performance
+      :align: center
 
-    .. note::
-    
-        **Note:** Monitor the bot's performance regularly to ensure that it is functioning correctly and making profitable trades.
+      **Figure 17:** Monitoring bot performance.
+
+   .. note::
 
+      **Note:** Monitor the bot's performance regularly to ensure that it is functioning correctly and making profitable trades.
 
 Secrets Configuration
 =====================
@@ -322,7 +353,7 @@ Kraken is an excellent cryptocurrency broker offering very low fees and a wide r
      - abcdef1234567890abcdef1234567890abcdef1234
 
 Interactive Brokers Configuration
---------------------------------
+---------------------------------
 
 Interactive Brokers is ideal for international users as they offer a wide array of asset classes, including stocks, options, futures, forex, CFDs, and more. Their global presence makes them suitable for users around the world. To create an account, visit the `Interactive Brokers <https://www.interactivebrokers.com/>`_ website.
 
@@ -347,7 +378,7 @@ Interactive Brokers is ideal for international users as they offer a wide array
      - Subaccount1
 
 General Environment Variables
-============================
+=============================
 
 In addition to broker-specific secrets, the following environment variables are required for the strategy to function correctly:
 
@@ -395,4 +426,4 @@ Conclusion
 
 Deploying your application is straightforward with our GitHub deployment buttons for **Render** and **Replit**. By following this guide, you can quickly set up your environment variables and get your application live. Happy deploying! 🎉
 
-For further assistance, refer to the [Render Documentation](https://render.com/docs) or the [Replit Documentation](https://docs.replit.com/).
+For further assistance, refer to the `Render Documentation <https://render.com/docs>`_ or the `Replit Documentation <https://docs.replit.com/>`_.
diff --git a/docsrc/_build/html/deployment.html b/docsrc/_build/html/deployment.html
index 1e6386c9..60dd924b 100644
--- a/docsrc/_build/html/deployment.html
+++ b/docsrc/_build/html/deployment.html
@@ -366,33 +366,55 @@ <h5>Need Extra Help?</h5>
         <article role="main">
           <section id="deployment-guide">
 <h1>Deployment Guide<a class="headerlink" href="#deployment-guide" title="Link to this heading">#</a></h1>
-<p>Deploying your application is straightforward with our GitHub deployment buttons for <strong>Render</strong> and <strong>Replit</strong>. Follow the steps below to get your application up and running quickly. 🚀</p>
+<p>This guide will walk you through the deployment process for your trading strategy. We will cover the following topics:</p>
+<ul class="simple">
+<li><p><strong>Choosing Your Deployment Platform:</strong> Decide whether to deploy on <strong>Render</strong> or <strong>Replit</strong>.</p></li>
+<li><p><strong>Deploying to Render:</strong> Step-by-step instructions for deploying on Render.</p></li>
+<li><p><strong>Deploying to Replit:</strong> Step-by-step instructions for deploying on Replit.</p></li>
+<li><p><strong>Secrets Configuration:</strong> Detailed information on setting up your environment variables.</p></li>
+<li><p><strong>Broker Configuration:</strong> Required secrets for different brokers.</p></li>
+<li><p><strong>General Environment Variables:</strong> Additional environment variables required for the strategy to function correctly.</p></li>
+</ul>
+<p>Before deploying your application, ensure that you have the necessary environment variables configured. The environment variables are crucial for the successful deployment of your application. We will cover the required environment variables for different brokers and general environment variables that are essential for the strategy to function correctly.</p>
+<section id="example-strategy-for-deployment">
+<h2>Example Strategy for Deployment<a class="headerlink" href="#example-strategy-for-deployment" title="Link to this heading">#</a></h2>
 <div class="admonition important">
 <p class="admonition-title">Important</p>
-<p><strong>Render</strong> is our recommended platform due to its ease of use and cost-effectiveness. <strong>Replit</strong> is also a great option, especially for developers who prefer editing code directly in the browser.</p>
+<p><strong>Important:</strong> This example strategy is for those without a strategy ready to deploy. If you have your own strategy, skip to <a class="reference external" href="#id1">Choosing Your Deployment Platform</a>.</p>
 </div>
+<p>Use this example to see the deployment process in action. It’s not intended for real-money use. More details are available in the GitHub repository: <a class="reference external" href="https://github.com/Lumiwealth-Strategies/stock_example_algo">Example Algorithm GitHub</a></p>
+<p>To run the example strategy, click the Deploy to Render button or the Run on Repl.it button. See <a class="reference external" href="#id2">Deploying to Render</a> and <a class="reference external" href="#id3">Deploying to Replit</a> for more details.</p>
+<div style="display: flex; justify-content: center; gap: 20px; margin-bottom: 20px;">
+    <a href="https://render.com/deploy?repo=https://github.com/Lumiwealth-Strategies/stock_example_algo" target="_blank">
+        <img src="https://render.com/images/deploy-to-render-button.svg" alt="Deploy to Render" style="width: 200px; height: auto;">
+    </a>
+    <a href="https://replit.com/new/github/Lumiwealth-Strategies/stock_example_algo" target="_blank">
+        <img src="https://replit.com/badge/github/Lumiwealth-Strategies/stock_example_algo" alt="Replit" style="width: 200px; height: auto;">
+    </a>
+</div><p>Render is recommended for ease of use and affordability. Replit is more expensive but great for in-browser code editing, if you want to see/edit the code directly in your browser.</p>
 <div class="admonition tip">
 <p class="admonition-title">Tip</p>
 <p><strong>Tip:</strong> Scroll down to the <span class="xref std std-ref">Secrets Configuration</span> section for detailed information on setting up your environment variables.</p>
 </div>
-<section id="choosing-your-deployment-platform">
-<h2>Choosing Your Deployment Platform<a class="headerlink" href="#choosing-your-deployment-platform" title="Link to this heading">#</a></h2>
+</section>
+<section id="id1">
+<h2>Choosing Your Deployment Platform<a class="headerlink" href="#id1" title="Link to this heading">#</a></h2>
 <p>We recommend using <strong>Render</strong> for deployment because it is easier to use and more affordable compared to Replit. However, <strong>Replit</strong> is an excellent choice for developers who want to edit code directly in the browser.</p>
 <div class="admonition note">
 <p class="admonition-title">Note</p>
 <p><strong>Render</strong> costs <strong>$7/month</strong>, while <strong>Replit</strong> is priced at <strong>$25/month</strong>. Choose the platform that best fits your needs and budget.</p>
 </div>
 </section>
-<section id="deploying-to-render">
-<h2>Deploying to Render<a class="headerlink" href="#deploying-to-render" title="Link to this heading">#</a></h2>
+<section id="id2">
+<h2>Deploying to Render<a class="headerlink" href="#id2" title="Link to this heading">#</a></h2>
 <p>Render offers powerful deployment options with easy scalability. Follow these steps to deploy your application on Render:</p>
 <ol class="arabic">
 <li><p><strong>Click the “Deploy to Render” Button</strong></p>
 <p>Start by clicking the <strong>“Deploy to Render”</strong> button on the GitHub repository.</p>
-<figure class="align-center" id="id1">
+<figure class="align-center" id="id4">
 <img alt="Deploy to Render Button" src="_static/images/render_deploy_button.png" />
 <figcaption>
-<p><span class="caption-text"><strong>Figure 1:</strong> Deploy to Render button on GitHub.</span><a class="headerlink" href="#id1" title="Link to this image">#</a></p>
+<p><span class="caption-text"><strong>Figure 1:</strong> Deploy to Render button on GitHub.</span><a class="headerlink" href="#id4" title="Link to this image">#</a></p>
 </figcaption>
 </figure>
 </li>
@@ -401,19 +423,21 @@ <h2>Deploying to Render<a class="headerlink" href="#deploying-to-render" title="
 <li><p><strong>Choose a Blueprint Name:</strong> Enter a name for your blueprint, e.g., <strong>“Blueprint Name”</strong>.</p></li>
 <li><p><strong>Deploy Blueprint:</strong> Click the <strong>“Deploy Blueprint”</strong> button.</p></li>
 </ul>
-<figure class="align-center" id="id2">
+<figure class="align-center" id="id5">
 <img alt="Deploy Blueprint on Render" src="_static/images/render_deploy_blueprint.png" />
 <figcaption>
-<p><span class="caption-text"><strong>Figure 2:</strong> Deploying Blueprint on Render.</span><a class="headerlink" href="#id2" title="Link to this image">#</a></p>
+<p><span class="caption-text"><strong>Figure 2:</strong> Deploying Blueprint on Render.</span><a class="headerlink" href="#id5" title="Link to this image">#</a></p>
 </figcaption>
 </figure>
 </li>
-<li><p><strong>Navigate to the Worker</strong>
-- <strong>Navigate to the Background Worker:</strong> Click on the name of the background worker, e.g., <strong>options-butterfly-condor-worker-afas (Starter)</strong> so you can configure theis specific bot worker (we are currently in the blueprint configuration, not the bot itself).</p>
-<figure class="align-center" id="id3">
+<li><p><strong>Navigate to the Worker</strong></p>
+<ul class="simple">
+<li><p><strong>Navigate to the Background Worker:</strong> Click on the name of the background worker, e.g., <strong>options-butterfly-condor-worker-afas (Starter)</strong> so you can configure this specific bot worker (we are currently in the blueprint configuration, not the bot itself).</p></li>
+</ul>
+<figure class="align-center" id="id6">
 <img alt="Worker on Render" src="_static/images/render_worker.png" />
 <figcaption>
-<p><span class="caption-text"><strong>Figure 3:</strong> Worker on Render.</span><a class="headerlink" href="#id3" title="Link to this image">#</a></p>
+<p><span class="caption-text"><strong>Figure 3:</strong> Worker on Render.</span><a class="headerlink" href="#id6" title="Link to this image">#</a></p>
 </figcaption>
 </figure>
 </li>
@@ -423,10 +447,10 @@ <h2>Deploying to Render<a class="headerlink" href="#deploying-to-render" title="
 <li><p><strong>Edit Environment Variables:</strong> Click <strong>Edit</strong> and fill in the required keys as detailed in the <span class="xref std std-ref">Secrets Configuration</span> section. Once you have added your values for the environment variables, click <strong>Save</strong>.</p></li>
 <li><p><strong>Delete Unnecessary Variables:</strong> If you have any unnecessary environment variables, you can delete them by clicking the <strong>Delete (trashcan)</strong> button next to the variable. One example of an unnecessary variable is <cite>POLYGON_API_KEY</cite> which is only used if you are backtesting.</p></li>
 </ul>
-<figure class="align-center" id="id4">
+<figure class="align-center" id="id7">
 <img alt="Environment Settings on Render" src="_static/images/render_worker_environment.png" />
 <figcaption>
-<p><span class="caption-text"><strong>Figure 3:</strong> Editing Environment Variables on Render.</span><a class="headerlink" href="#id4" title="Link to this image">#</a></p>
+<p><span class="caption-text"><strong>Figure 4:</strong> Editing Environment Variables on Render.</span><a class="headerlink" href="#id7" title="Link to this image">#</a></p>
 </figcaption>
 </figure>
 <div class="admonition note">
@@ -436,10 +460,10 @@ <h2>Deploying to Render<a class="headerlink" href="#deploying-to-render" title="
 </li>
 <li><p><strong>Restart the Service</strong></p>
 <p>After configuring the environment variables, navigate to the top right corner and click <strong>“Manual Deploy”</strong>, then <strong>“Deploy latest commit”</strong> to apply the changes.</p>
-<figure class="align-center" id="id5">
+<figure class="align-center" id="id8">
 <img alt="Restart Service on Render" src="_static/images/render_redeploy.png" />
 <figcaption>
-<p><span class="caption-text"><strong>Figure 4:</strong> Redeploying the Service on Render using the latest commit.</span><a class="headerlink" href="#id5" title="Link to this image">#</a></p>
+<p><span class="caption-text"><strong>Figure 5:</strong> Redeploying the Service on Render using the latest commit.</span><a class="headerlink" href="#id8" title="Link to this image">#</a></p>
 </figcaption>
 </figure>
 </li>
@@ -447,10 +471,10 @@ <h2>Deploying to Render<a class="headerlink" href="#deploying-to-render" title="
 <ul class="simple">
 <li><p><strong>Check the Logs:</strong> Navigate to the <strong>Logs</strong> tab on the left to view the deployment logs and ensure that there are no errors.</p></li>
 </ul>
-<figure class="align-center" id="id6">
+<figure class="align-center" id="id9">
 <img alt="Logs on Render" src="_static/images/render_logs.png" />
 <figcaption>
-<p><span class="caption-text"><strong>Figure 5:</strong> Viewing Logs on Render.</span><a class="headerlink" href="#id6" title="Link to this image">#</a></p>
+<p><span class="caption-text"><strong>Figure 6:</strong> Viewing Logs on Render.</span><a class="headerlink" href="#id9" title="Link to this image">#</a></p>
 </figcaption>
 </figure>
 </li>
@@ -458,31 +482,29 @@ <h2>Deploying to Render<a class="headerlink" href="#deploying-to-render" title="
 <ul class="simple">
 <li><p><strong>Monitor Performance:</strong> Go to your broker account to monitor the bot’s performance and ensure that it is executing trades as expected.</p></li>
 </ul>
-<blockquote>
-<div><figure class="align-center" id="id7">
+<figure class="align-center" id="id10">
 <img alt="Monitor bot performance" src="_static/images/replit_monitor_bot.png" />
 <figcaption>
-<p><span class="caption-text"><strong>Figure 13:</strong> Monitoring bot performance in Replit.</span><a class="headerlink" href="#id7" title="Link to this image">#</a></p>
+<p><span class="caption-text"><strong>Figure 7:</strong> Monitoring bot performance.</span><a class="headerlink" href="#id10" title="Link to this image">#</a></p>
 </figcaption>
 </figure>
 <div class="admonition note">
 <p class="admonition-title">Note</p>
 <p><strong>Note:</strong> Monitor the bot’s performance regularly to ensure that it is functioning correctly and making profitable trades.</p>
 </div>
-</div></blockquote>
 </li>
 </ol>
 </section>
-<section id="deploying-to-replit">
-<h2>Deploying to Replit<a class="headerlink" href="#deploying-to-replit" title="Link to this heading">#</a></h2>
+<section id="id3">
+<h2>Deploying to Replit<a class="headerlink" href="#id3" title="Link to this heading">#</a></h2>
 <p>Replit is a versatile platform that allows you to deploy applications quickly. Follow these steps to deploy your application on Replit:</p>
 <ol class="arabic">
 <li><p><strong>Click the “Deploy on Replit” Button</strong></p>
 <p>Start by clicking the <strong>“Deploy on Replit”</strong> button on the GitHub repository.</p>
-<figure class="align-center" id="id8">
+<figure class="align-center" id="id11">
 <img alt="Deploy on Replit Button" src="_static/images/deploy_replit_button.png" />
 <figcaption>
-<p><span class="caption-text"><strong>Figure 6:</strong> Deploy on Replit button on GitHub.</span><a class="headerlink" href="#id8" title="Link to this image">#</a></p>
+<p><span class="caption-text"><strong>Figure 8:</strong> Deploy on Replit button on GitHub.</span><a class="headerlink" href="#id11" title="Link to this image">#</a></p>
 </figcaption>
 </figure>
 </li>
@@ -492,35 +514,35 @@ <h2>Deploying to Replit<a class="headerlink" href="#deploying-to-replit" title="
 <li><p>Go to <strong>Tools</strong> in the sidebar.</p></li>
 <li><p>Select <strong>Secrets</strong> at the bottom left corner.</p></li>
 </ul>
-<figure class="align-center" id="id9">
+<figure class="align-center" id="id12">
 <img alt="Replit Tools -&gt; Secrets" src="_static/images/replit_tools_secrets.png" />
 <figcaption>
-<p><span class="caption-text"><strong>Figure 7:</strong> Accessing Secrets in Replit.</span><a class="headerlink" href="#id9" title="Link to this image">#</a></p>
+<p><span class="caption-text"><strong>Figure 9:</strong> Accessing Secrets in Replit.</span><a class="headerlink" href="#id12" title="Link to this image">#</a></p>
 </figcaption>
 </figure>
 </li>
 <li><p><strong>Add Required Secrets</strong></p>
 <p>In the <strong>Secrets</strong> tab, add the necessary environment variables as detailed in the <span class="xref std std-ref">Secrets Configuration</span> section.</p>
-<figure class="align-center" id="id10">
+<figure class="align-center" id="id13">
 <img alt="Adding a new secret in Replit" src="_static/images/replit_add_secret.png" />
 <figcaption>
-<p><span class="caption-text"><strong>Figure 8:</strong> Adding a new secret in Replit.</span><a class="headerlink" href="#id10" title="Link to this image">#</a></p>
+<p><span class="caption-text"><strong>Figure 10:</strong> Adding a new secret in Replit.</span><a class="headerlink" href="#id13" title="Link to this image">#</a></p>
 </figcaption>
 </figure>
 </li>
 <li><p><strong>Test Run the Application</strong></p>
 <p>After adding all required secrets, click <strong>Run</strong>. This step is crucial as it installs all necessary libraries and ensures that the secrets are correctly configured.</p>
 <p>When you press <strong>Run</strong>, the application will start running in the console. You can see the logs in real-time to ensure that everything is working as expected.</p>
-<figure class="align-center" id="id11">
+<figure class="align-center" id="id14">
 <img alt="Running the application in Replit" src="_static/images/replit_run.png" />
 <figcaption>
-<p><span class="caption-text"><strong>Figure 9:</strong> Running the application in Replit.</span><a class="headerlink" href="#id11" title="Link to this image">#</a></p>
+<p><span class="caption-text"><strong>Figure 11:</strong> Running the application in Replit.</span><a class="headerlink" href="#id14" title="Link to this image">#</a></p>
 </figcaption>
 </figure>
-<figure class="align-center" id="id12">
+<figure class="align-center" id="id15">
 <img alt="Viewing logs in Replit" src="_static/images/replit_logs.png" />
 <figcaption>
-<p><span class="caption-text"><strong>Figure 10:</strong> Viewing logs in Replit.</span><a class="headerlink" href="#id12" title="Link to this image">#</a></p>
+<p><span class="caption-text"><strong>Figure 12:</strong> Viewing logs in Replit.</span><a class="headerlink" href="#id15" title="Link to this image">#</a></p>
 </figcaption>
 </figure>
 </li>
@@ -529,42 +551,45 @@ <h2>Deploying to Replit<a class="headerlink" href="#deploying-to-replit" title="
 <li><p><strong>Click Deploy:</strong> Navigate to <strong>Deploy</strong> located under <strong>Tools</strong> in the top right or within the <strong>Background Workers</strong> section.</p></li>
 <li><p><strong>Select Reserved VM:</strong> The strategies will only work on a <strong>Reserved VM</strong>, none of the other options will work.</p></li>
 </ul>
-<figure class="align-center" id="id13">
+<figure class="align-center" id="id16">
 <img alt="Select Reserved VM and Background Worker" src="_static/images/replit_reserved_vm.png" />
 <figcaption>
-<p><span class="caption-text"><strong>Figure 10:</strong> Selecting Reserved VM and Background Worker on Replit.</span><a class="headerlink" href="#id13" title="Link to this image">#</a></p>
+<p><span class="caption-text"><strong>Figure 13:</strong> Selecting Reserved VM and Background Worker on Replit.</span><a class="headerlink" href="#id16" title="Link to this image">#</a></p>
 </figcaption>
 </figure>
+<div class="admonition note">
+<p class="admonition-title">Note</p>
 <p><strong>Note:</strong> Ensure that you have downgraded the vCPU before selecting the Background Worker to optimize costs effectively.</p>
+</div>
 </li>
-<li><p><strong>Deployment Part 2</strong>
-- <strong>Downgrade vCPU:</strong> We recommend downgrading to <strong>0.25 vCPU</strong> to reduce costs. As of today, it costs <strong>$6/month</strong> compared to the default <strong>$12/month</strong> for <strong>0.5 vCPU</strong>.
-- <strong>Select Background Worker:</strong> Choose <strong>“Background Worker”</strong>.
-- <strong>Click Deploy:</strong> Click <strong>“Deploy”</strong> to deploy your application.
-- <strong>Wait for Deployment:</strong> The deployment process may take a few minutes. Once completed, you will see a success message.</p>
-<blockquote>
-<div><figure class="align-center" id="id14">
+<li><p><strong>Deployment Part 2</strong></p>
+<ul class="simple">
+<li><p><strong>Downgrade vCPU:</strong> We recommend downgrading to <strong>0.25 vCPU</strong> to reduce costs. As of today, it costs <strong>$6/month</strong> compared to the default <strong>$12/month</strong> for <strong>0.5 vCPU</strong>.</p></li>
+<li><p><strong>Select Background Worker:</strong> Choose <strong>“Background Worker”</strong>.</p></li>
+<li><p><strong>Click Deploy:</strong> Click <strong>“Deploy”</strong> to deploy your application.</p></li>
+<li><p><strong>Wait for Deployment:</strong> The deployment process may take a few minutes. Once completed, you will see a success message.</p></li>
+</ul>
+<figure class="align-center" id="id17">
 <img alt="Deploying the application in Replit" src="_static/images/replit_deploy.png" />
 <figcaption>
-<p><span class="caption-text"><strong>Figure 11:</strong> Deploying the application in Replit.</span><a class="headerlink" href="#id14" title="Link to this image">#</a></p>
+<p><span class="caption-text"><strong>Figure 14:</strong> Deploying the application in Replit.</span><a class="headerlink" href="#id17" title="Link to this image">#</a></p>
 </figcaption>
 </figure>
-<figure class="align-center" id="id15">
+<figure class="align-center" id="id18">
 <img alt="Deployment process" src="_static/images/replit_deploy_process.png" />
 <figcaption>
-<p><span class="caption-text"><strong>Figure 12:</strong> Deployment process in Replit.</span><a class="headerlink" href="#id15" title="Link to this image">#</a></p>
+<p><span class="caption-text"><strong>Figure 15:</strong> Deployment process in Replit.</span><a class="headerlink" href="#id18" title="Link to this image">#</a></p>
 </figcaption>
 </figure>
-</div></blockquote>
 </li>
 <li><p><strong>Check The Logs</strong></p>
 <ul class="simple">
 <li><p><strong>View Logs:</strong> Navigate to the <strong>Logs</strong> tab in <strong>Deployment</strong> to view the deployment logs and ensure that there are no errors.</p></li>
 </ul>
-<figure class="align-center" id="id16">
+<figure class="align-center" id="id19">
 <img alt="Logs on Replit" src="_static/images/replit_deploy_logs.png" />
 <figcaption>
-<p><span class="caption-text"><strong>Figure 12:</strong> Viewing Logs on Replit.</span><a class="headerlink" href="#id16" title="Link to this image">#</a></p>
+<p><span class="caption-text"><strong>Figure 16:</strong> Viewing Logs on Replit.</span><a class="headerlink" href="#id19" title="Link to this image">#</a></p>
 </figcaption>
 </figure>
 </li>
@@ -572,18 +597,16 @@ <h2>Deploying to Replit<a class="headerlink" href="#deploying-to-replit" title="
 <ul class="simple">
 <li><p><strong>Monitor Performance:</strong> Go to your broker account to monitor the bot’s performance and ensure that it is executing trades as expected.</p></li>
 </ul>
-<blockquote>
-<div><figure class="align-center" id="id17">
+<figure class="align-center" id="id20">
 <img alt="Monitor bot performance" src="_static/images/replit_monitor_bot.png" />
 <figcaption>
-<p><span class="caption-text"><strong>Figure 13:</strong> Monitoring bot performance in Replit.</span><a class="headerlink" href="#id17" title="Link to this image">#</a></p>
+<p><span class="caption-text"><strong>Figure 17:</strong> Monitoring bot performance.</span><a class="headerlink" href="#id20" title="Link to this image">#</a></p>
 </figcaption>
 </figure>
 <div class="admonition note">
 <p class="admonition-title">Note</p>
 <p><strong>Note:</strong> Monitor the bot’s performance regularly to ensure that it is functioning correctly and making profitable trades.</p>
 </div>
-</div></blockquote>
 </li>
 </ol>
 </section>
@@ -606,9 +629,9 @@ <h1>Broker Configuration<a class="headerlink" href="#broker-configuration" title
 <section id="tradier-configuration">
 <h2>Tradier Configuration<a class="headerlink" href="#tradier-configuration" title="Link to this heading">#</a></h2>
 <p>Tradier is great because they can trade stocks, options, and soon futures. Tradier also offers an incredible plan for $10/month, providing commission-free options trading. This can save a lot of money for those day trading options or engaging in similar activities. To create an account, visit the <a class="reference external" href="https://tradier.com/">Tradier</a> website.</p>
-<div class="table-wrapper colwidths-given docutils container" id="id18">
-<table class="docutils align-default" id="id18">
-<caption><span class="caption-text">Tradier Configuration</span><a class="headerlink" href="#id18" title="Link to this table">#</a></caption>
+<div class="table-wrapper colwidths-given docutils container" id="id21">
+<table class="docutils align-default" id="id21">
+<caption><span class="caption-text">Tradier Configuration</span><a class="headerlink" href="#id21" title="Link to this table">#</a></caption>
 <colgroup>
 <col style="width: 25.0%" />
 <col style="width: 50.0%" />
@@ -640,9 +663,9 @@ <h2>Tradier Configuration<a class="headerlink" href="#tradier-configuration" tit
 <section id="alpaca-configuration">
 <h2>Alpaca Configuration<a class="headerlink" href="#alpaca-configuration" title="Link to this heading">#</a></h2>
 <p>Alpaca is great because they’re a commission-free broker specifically designed for API trading, which aligns perfectly with our platform. Alpaca supports trading stocks, crypto, and soon options, with their APIs working seamlessly for automated trading strategies. To create an account, visit the <a class="reference external" href="https://alpaca.markets/">Alpaca</a> website.</p>
-<div class="table-wrapper colwidths-given docutils container" id="id19">
-<table class="docutils align-default" id="id19">
-<caption><span class="caption-text">Alpaca Configuration</span><a class="headerlink" href="#id19" title="Link to this table">#</a></caption>
+<div class="table-wrapper colwidths-given docutils container" id="id22">
+<table class="docutils align-default" id="id22">
+<caption><span class="caption-text">Alpaca Configuration</span><a class="headerlink" href="#id22" title="Link to this table">#</a></caption>
 <colgroup>
 <col style="width: 25.0%" />
 <col style="width: 50.0%" />
@@ -674,9 +697,9 @@ <h2>Alpaca Configuration<a class="headerlink" href="#alpaca-configuration" title
 <section id="coinbase-configuration">
 <h2>Coinbase Configuration<a class="headerlink" href="#coinbase-configuration" title="Link to this heading">#</a></h2>
 <p>Coinbase is a cryptocurrency broker that is easy to set up and operates across all United States, including New York, which is typically challenging to find for crypto brokers. It offers a wide range of cryptocurrencies with user-friendly APIs. To create an account, visit the <a class="reference external" href="https://www.coinbase.com/">Coinbase</a> website.</p>
-<div class="table-wrapper colwidths-given docutils container" id="id20">
-<table class="docutils align-default" id="id20">
-<caption><span class="caption-text">Coinbase Configuration</span><a class="headerlink" href="#id20" title="Link to this table">#</a></caption>
+<div class="table-wrapper colwidths-given docutils container" id="id23">
+<table class="docutils align-default" id="id23">
+<caption><span class="caption-text">Coinbase Configuration</span><a class="headerlink" href="#id23" title="Link to this table">#</a></caption>
 <colgroup>
 <col style="width: 25.0%" />
 <col style="width: 50.0%" />
@@ -708,9 +731,9 @@ <h2>Coinbase Configuration<a class="headerlink" href="#coinbase-configuration" t
 <section id="kraken-configuration">
 <h2>Kraken Configuration<a class="headerlink" href="#kraken-configuration" title="Link to this heading">#</a></h2>
 <p>Kraken is an excellent cryptocurrency broker offering very low fees and a wide range of cryptocurrencies, likely more than Coinbase. It is ideal for users focused on crypto trading with competitive pricing. To create an account, visit the <a class="reference external" href="https://www.kraken.com/">Kraken</a> website.</p>
-<div class="table-wrapper colwidths-given docutils container" id="id21">
-<table class="docutils align-default" id="id21">
-<caption><span class="caption-text">Kraken Configuration</span><a class="headerlink" href="#id21" title="Link to this table">#</a></caption>
+<div class="table-wrapper colwidths-given docutils container" id="id24">
+<table class="docutils align-default" id="id24">
+<caption><span class="caption-text">Kraken Configuration</span><a class="headerlink" href="#id24" title="Link to this table">#</a></caption>
 <colgroup>
 <col style="width: 25.0%" />
 <col style="width: 50.0%" />
@@ -738,9 +761,9 @@ <h2>Kraken Configuration<a class="headerlink" href="#kraken-configuration" title
 <section id="interactive-brokers-configuration">
 <h2>Interactive Brokers Configuration<a class="headerlink" href="#interactive-brokers-configuration" title="Link to this heading">#</a></h2>
 <p>Interactive Brokers is ideal for international users as they offer a wide array of asset classes, including stocks, options, futures, forex, CFDs, and more. Their global presence makes them suitable for users around the world. To create an account, visit the <a class="reference external" href="https://www.interactivebrokers.com/">Interactive Brokers</a> website.</p>
-<div class="table-wrapper colwidths-given docutils container" id="id22">
-<table class="docutils align-default" id="id22">
-<caption><span class="caption-text">Interactive Brokers Configuration</span><a class="headerlink" href="#id22" title="Link to this table">#</a></caption>
+<div class="table-wrapper colwidths-given docutils container" id="id25">
+<table class="docutils align-default" id="id25">
+<caption><span class="caption-text">Interactive Brokers Configuration</span><a class="headerlink" href="#id25" title="Link to this table">#</a></caption>
 <colgroup>
 <col style="width: 25.0%" />
 <col style="width: 50.0%" />
@@ -777,9 +800,9 @@ <h2>Interactive Brokers Configuration<a class="headerlink" href="#interactive-br
 <section id="general-environment-variables">
 <h1>General Environment Variables<a class="headerlink" href="#general-environment-variables" title="Link to this heading">#</a></h1>
 <p>In addition to broker-specific secrets, the following environment variables are required for the strategy to function correctly:</p>
-<div class="table-wrapper colwidths-given docutils container" id="id23">
-<table class="docutils align-default" id="id23">
-<caption><span class="caption-text">General Environment Variables</span><a class="headerlink" href="#id23" title="Link to this table">#</a></caption>
+<div class="table-wrapper colwidths-given docutils container" id="id26">
+<table class="docutils align-default" id="id26">
+<caption><span class="caption-text">General Environment Variables</span><a class="headerlink" href="#id26" title="Link to this table">#</a></caption>
 <colgroup>
 <col style="width: 25.0%" />
 <col style="width: 50.0%" />
@@ -835,7 +858,7 @@ <h2>Final Steps<a class="headerlink" href="#final-steps" title="Link to this hea
 <section id="conclusion">
 <h2>Conclusion<a class="headerlink" href="#conclusion" title="Link to this heading">#</a></h2>
 <p>Deploying your application is straightforward with our GitHub deployment buttons for <strong>Render</strong> and <strong>Replit</strong>. By following this guide, you can quickly set up your environment variables and get your application live. Happy deploying! 🎉</p>
-<p>For further assistance, refer to the [Render Documentation](<a class="reference external" href="https://render.com/docs">https://render.com/docs</a>) or the [Replit Documentation](<a class="reference external" href="https://docs.replit.com/">https://docs.replit.com/</a>).</p>
+<p>For further assistance, refer to the <a class="reference external" href="https://render.com/docs">Render Documentation</a> or the <a class="reference external" href="https://docs.replit.com/">Replit Documentation</a>.</p>
 </section>
 </section>
 
@@ -895,9 +918,10 @@ <h2>Conclusion<a class="headerlink" href="#conclusion" title="Link to this headi
           <div class="toc-tree">
             <ul>
 <li><a class="reference internal" href="#">Deployment Guide</a><ul>
-<li><a class="reference internal" href="#choosing-your-deployment-platform">Choosing Your Deployment Platform</a></li>
-<li><a class="reference internal" href="#deploying-to-render">Deploying to Render</a></li>
-<li><a class="reference internal" href="#deploying-to-replit">Deploying to Replit</a></li>
+<li><a class="reference internal" href="#example-strategy-for-deployment">Example Strategy for Deployment</a></li>
+<li><a class="reference internal" href="#id1">Choosing Your Deployment Platform</a></li>
+<li><a class="reference internal" href="#id2">Deploying to Render</a></li>
+<li><a class="reference internal" href="#id3">Deploying to Replit</a></li>
 </ul>
 </li>
 <li><a class="reference internal" href="#secrets-configuration">Secrets Configuration</a></li>
diff --git a/docsrc/_build/html/index.html b/docsrc/_build/html/index.html
index ab266de5..6ff8419f 100644
--- a/docsrc/_build/html/index.html
+++ b/docsrc/_build/html/index.html
@@ -672,9 +672,10 @@ <h2>Table of Contents<a class="headerlink" href="#table-of-contents" title="Link
 <li class="toctree-l1"><a class="reference external" href="https://discord.gg/v6asVjTCvh">Discord Community</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://lumiwealth.com/?utm_source=documentation&amp;utm_medium=referral&amp;utm_campaign=lumibot_sidebar">Get Pre-Built Profitable Strategies</a></li>
 <li class="toctree-l1"><a class="reference internal" href="deployment.html">Deployment Guide</a><ul>
-<li class="toctree-l2"><a class="reference internal" href="deployment.html#choosing-your-deployment-platform">Choosing Your Deployment Platform</a></li>
-<li class="toctree-l2"><a class="reference internal" href="deployment.html#deploying-to-render">Deploying to Render</a></li>
-<li class="toctree-l2"><a class="reference internal" href="deployment.html#deploying-to-replit">Deploying to Replit</a></li>
+<li class="toctree-l2"><a class="reference internal" href="deployment.html#example-strategy-for-deployment">Example Strategy for Deployment</a></li>
+<li class="toctree-l2"><a class="reference internal" href="deployment.html#id1">Choosing Your Deployment Platform</a></li>
+<li class="toctree-l2"><a class="reference internal" href="deployment.html#id2">Deploying to Render</a></li>
+<li class="toctree-l2"><a class="reference internal" href="deployment.html#id3">Deploying to Replit</a></li>
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="deployment.html#secrets-configuration">Secrets Configuration</a></li>
diff --git a/docsrc/_build/html/searchindex.js b/docsrc/_build/html/searchindex.js
index b622b2bb..7a5df663 100644
--- a/docsrc/_build/html/searchindex.js
+++ b/docsrc/_build/html/searchindex.js
@@ -1 +1 @@
-Search.setIndex({"docnames": ["backtesting", "backtesting.backtesting_function", "backtesting.how_to_backtest", "backtesting.indicators_files", "backtesting.logs_csv", "backtesting.pandas", "backtesting.polygon", "backtesting.tearsheet_html", "backtesting.thetadata", "backtesting.trades_files", "backtesting.yahoo", "brokers", "brokers.alpaca", "brokers.ccxt", "brokers.interactive_brokers", "brokers.tradier", "deployment", "entities", "entities.asset", "entities.bars", "entities.data", "entities.order", "entities.position", "entities.trading_fee", "getting_started", "index", "lifecycle_methods", "lifecycle_methods.after_market_closes", "lifecycle_methods.before_market_closes", "lifecycle_methods.before_market_opens", "lifecycle_methods.before_starting_trading", "lifecycle_methods.initialize", "lifecycle_methods.on_abrupt_closing", "lifecycle_methods.on_bot_crash", "lifecycle_methods.on_canceled_order", "lifecycle_methods.on_filled_order", "lifecycle_methods.on_new_order", "lifecycle_methods.on_parameters_updated", "lifecycle_methods.on_partially_filled_order", "lifecycle_methods.on_trading_iteration", "lifecycle_methods.summary", "lifecycle_methods.trace_stats", "lumibot.backtesting", "lumibot.data_sources", "lumibot.strategies", "lumibot.traders", "strategy_methods", "strategy_methods.account", "strategy_methods.account/lumibot.strategies.strategy.Strategy.get_cash", "strategy_methods.account/lumibot.strategies.strategy.Strategy.get_parameters", "strategy_methods.account/lumibot.strategies.strategy.Strategy.get_portfolio_value", "strategy_methods.account/lumibot.strategies.strategy.Strategy.get_position", "strategy_methods.account/lumibot.strategies.strategy.Strategy.get_positions", "strategy_methods.account/lumibot.strategies.strategy.Strategy.set_parameters", "strategy_methods.account/strategies.strategy.Strategy.get_cash", "strategy_methods.account/strategies.strategy.Strategy.get_parameters", "strategy_methods.account/strategies.strategy.Strategy.get_portfolio_value", "strategy_methods.account/strategies.strategy.Strategy.get_position", "strategy_methods.account/strategies.strategy.Strategy.get_positions", "strategy_methods.account/strategies.strategy.Strategy.set_parameters", "strategy_methods.chart", "strategy_methods.chart/lumibot.strategies.strategy.Strategy.add_line", "strategy_methods.chart/lumibot.strategies.strategy.Strategy.add_marker", "strategy_methods.chart/lumibot.strategies.strategy.Strategy.get_lines_df", "strategy_methods.chart/lumibot.strategies.strategy.Strategy.get_markers_df", "strategy_methods.chart/strategies.strategy.Strategy.add_line", "strategy_methods.chart/strategies.strategy.Strategy.add_marker", "strategy_methods.chart/strategies.strategy.Strategy.get_lines_df", "strategy_methods.chart/strategies.strategy.Strategy.get_markers_df", "strategy_methods.data", "strategy_methods.data/lumibot.strategies.strategy.Strategy.cancel_realtime_bars", "strategy_methods.data/lumibot.strategies.strategy.Strategy.get_historical_prices", "strategy_methods.data/lumibot.strategies.strategy.Strategy.get_historical_prices_for_assets", "strategy_methods.data/lumibot.strategies.strategy.Strategy.get_last_price", "strategy_methods.data/lumibot.strategies.strategy.Strategy.get_last_prices", "strategy_methods.data/lumibot.strategies.strategy.Strategy.get_next_trading_day", "strategy_methods.data/lumibot.strategies.strategy.Strategy.get_quote", "strategy_methods.data/lumibot.strategies.strategy.Strategy.get_realtime_bars", "strategy_methods.data/lumibot.strategies.strategy.Strategy.get_yesterday_dividend", "strategy_methods.data/lumibot.strategies.strategy.Strategy.get_yesterday_dividends", "strategy_methods.data/lumibot.strategies.strategy.Strategy.start_realtime_bars", "strategy_methods.datetime", "strategy_methods.datetime/lumibot.strategies.strategy.Strategy.get_datetime", "strategy_methods.datetime/lumibot.strategies.strategy.Strategy.get_datetime_range", "strategy_methods.datetime/lumibot.strategies.strategy.Strategy.get_last_day", "strategy_methods.datetime/lumibot.strategies.strategy.Strategy.get_last_minute", "strategy_methods.datetime/lumibot.strategies.strategy.Strategy.get_round_day", "strategy_methods.datetime/lumibot.strategies.strategy.Strategy.get_round_minute", "strategy_methods.datetime/lumibot.strategies.strategy.Strategy.get_timestamp", "strategy_methods.datetime/lumibot.strategies.strategy.Strategy.localize_datetime", "strategy_methods.datetime/lumibot.strategies.strategy.Strategy.to_default_timezone", "strategy_methods.datetime/strategies.strategy.Strategy.get_datetime", "strategy_methods.datetime/strategies.strategy.Strategy.get_datetime_range", "strategy_methods.datetime/strategies.strategy.Strategy.get_last_day", "strategy_methods.datetime/strategies.strategy.Strategy.get_last_minute", "strategy_methods.datetime/strategies.strategy.Strategy.get_round_day", "strategy_methods.datetime/strategies.strategy.Strategy.get_round_minute", "strategy_methods.datetime/strategies.strategy.Strategy.get_timestamp", "strategy_methods.datetime/strategies.strategy.Strategy.localize_datetime", "strategy_methods.datetime/strategies.strategy.Strategy.to_default_timezone", "strategy_methods.misc", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.await_market_to_close", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.await_market_to_open", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.get_parameters", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.log_message", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.set_market", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.sleep", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.update_parameters", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.wait_for_order_execution", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.wait_for_order_registration", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.wait_for_orders_execution", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.wait_for_orders_registration", "strategy_methods.misc/strategies.strategy.Strategy.await_market_to_close", "strategy_methods.misc/strategies.strategy.Strategy.await_market_to_open", "strategy_methods.misc/strategies.strategy.Strategy.get_parameters", "strategy_methods.misc/strategies.strategy.Strategy.log_message", "strategy_methods.misc/strategies.strategy.Strategy.set_market", "strategy_methods.misc/strategies.strategy.Strategy.sleep", "strategy_methods.misc/strategies.strategy.Strategy.update_parameters", "strategy_methods.misc/strategies.strategy.Strategy.wait_for_order_execution", "strategy_methods.misc/strategies.strategy.Strategy.wait_for_order_registration", "strategy_methods.misc/strategies.strategy.Strategy.wait_for_orders_execution", "strategy_methods.misc/strategies.strategy.Strategy.wait_for_orders_registration", "strategy_methods.options", "strategy_methods.options/lumibot.strategies.strategy.Strategy.get_chain", "strategy_methods.options/lumibot.strategies.strategy.Strategy.get_chains", "strategy_methods.options/lumibot.strategies.strategy.Strategy.get_expiration", "strategy_methods.options/lumibot.strategies.strategy.Strategy.get_greeks", "strategy_methods.options/lumibot.strategies.strategy.Strategy.get_multiplier", "strategy_methods.options/lumibot.strategies.strategy.Strategy.get_next_trading_day", "strategy_methods.options/lumibot.strategies.strategy.Strategy.get_strikes", "strategy_methods.options/lumibot.strategies.strategy.Strategy.options_expiry_to_datetime_date", "strategy_methods.options/strategies.strategy.Strategy.get_chain", "strategy_methods.options/strategies.strategy.Strategy.get_chains", "strategy_methods.options/strategies.strategy.Strategy.get_expiration", "strategy_methods.options/strategies.strategy.Strategy.get_greeks", "strategy_methods.options/strategies.strategy.Strategy.get_multiplier", "strategy_methods.options/strategies.strategy.Strategy.get_next_trading_day", "strategy_methods.options/strategies.strategy.Strategy.get_option_expiration_after_date", "strategy_methods.options/strategies.strategy.Strategy.get_strikes", "strategy_methods.options/strategies.strategy.Strategy.options_expiry_to_datetime_date", "strategy_methods.orders", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.cancel_open_orders", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.cancel_order", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.cancel_orders", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.create_order", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.get_asset_potential_total", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.get_order", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.get_orders", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.get_selling_order", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.sell_all", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.submit_order", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.submit_orders", "strategy_methods.orders/strategies.strategy.Strategy.cancel_open_orders", "strategy_methods.orders/strategies.strategy.Strategy.cancel_order", "strategy_methods.orders/strategies.strategy.Strategy.cancel_orders", "strategy_methods.orders/strategies.strategy.Strategy.create_order", "strategy_methods.orders/strategies.strategy.Strategy.get_asset_potential_total", "strategy_methods.orders/strategies.strategy.Strategy.get_order", "strategy_methods.orders/strategies.strategy.Strategy.get_orders", "strategy_methods.orders/strategies.strategy.Strategy.get_selling_order", "strategy_methods.orders/strategies.strategy.Strategy.sell_all", "strategy_methods.orders/strategies.strategy.Strategy.submit_order", "strategy_methods.orders/strategies.strategy.Strategy.submit_orders", "strategy_methods.parameters", "strategy_properties", "strategy_properties/lumibot.strategies.strategy.Strategy.cash", "strategy_properties/lumibot.strategies.strategy.Strategy.first_iteration", "strategy_properties/lumibot.strategies.strategy.Strategy.initial_budget", "strategy_properties/lumibot.strategies.strategy.Strategy.is_backtesting", "strategy_properties/lumibot.strategies.strategy.Strategy.last_on_trading_iteration_datetime", "strategy_properties/lumibot.strategies.strategy.Strategy.minutes_before_closing", "strategy_properties/lumibot.strategies.strategy.Strategy.minutes_before_opening", "strategy_properties/lumibot.strategies.strategy.Strategy.name", "strategy_properties/lumibot.strategies.strategy.Strategy.portfolio_value", "strategy_properties/lumibot.strategies.strategy.Strategy.pytz", "strategy_properties/lumibot.strategies.strategy.Strategy.quote_asset", "strategy_properties/lumibot.strategies.strategy.Strategy.sleeptime", "strategy_properties/lumibot.strategies.strategy.Strategy.timezone", "strategy_properties/lumibot.strategies.strategy.Strategy.unspent_money", "strategy_properties/lumibot.strategies.strategy.pytz", "strategy_properties/strategies.strategy.Strategy.cash", "strategy_properties/strategies.strategy.Strategy.first_iteration", "strategy_properties/strategies.strategy.Strategy.initial_budget", "strategy_properties/strategies.strategy.Strategy.is_backtesting", "strategy_properties/strategies.strategy.Strategy.last_on_trading_iteration_datetime", "strategy_properties/strategies.strategy.Strategy.minutes_before_closing", "strategy_properties/strategies.strategy.Strategy.minutes_before_opening", "strategy_properties/strategies.strategy.Strategy.name", "strategy_properties/strategies.strategy.Strategy.portfolio_value", "strategy_properties/strategies.strategy.Strategy.pytz", "strategy_properties/strategies.strategy.Strategy.quote_asset", "strategy_properties/strategies.strategy.Strategy.sleeptime", "strategy_properties/strategies.strategy.Strategy.timezone", "strategy_properties/strategies.strategy.Strategy.unspent_money"], "filenames": ["backtesting.rst", "backtesting.backtesting_function.rst", "backtesting.how_to_backtest.rst", "backtesting.indicators_files.rst", "backtesting.logs_csv.rst", "backtesting.pandas.rst", "backtesting.polygon.rst", "backtesting.tearsheet_html.rst", "backtesting.thetadata.rst", "backtesting.trades_files.rst", "backtesting.yahoo.rst", "brokers.rst", "brokers.alpaca.rst", "brokers.ccxt.rst", "brokers.interactive_brokers.rst", "brokers.tradier.rst", "deployment.rst", "entities.rst", "entities.asset.rst", "entities.bars.rst", "entities.data.rst", "entities.order.rst", "entities.position.rst", "entities.trading_fee.rst", "getting_started.rst", "index.rst", "lifecycle_methods.rst", "lifecycle_methods.after_market_closes.rst", "lifecycle_methods.before_market_closes.rst", "lifecycle_methods.before_market_opens.rst", "lifecycle_methods.before_starting_trading.rst", "lifecycle_methods.initialize.rst", "lifecycle_methods.on_abrupt_closing.rst", "lifecycle_methods.on_bot_crash.rst", "lifecycle_methods.on_canceled_order.rst", "lifecycle_methods.on_filled_order.rst", "lifecycle_methods.on_new_order.rst", "lifecycle_methods.on_parameters_updated.rst", "lifecycle_methods.on_partially_filled_order.rst", "lifecycle_methods.on_trading_iteration.rst", "lifecycle_methods.summary.rst", "lifecycle_methods.trace_stats.rst", "lumibot.backtesting.rst", "lumibot.data_sources.rst", "lumibot.strategies.rst", "lumibot.traders.rst", "strategy_methods.rst", "strategy_methods.account.rst", "strategy_methods.account/lumibot.strategies.strategy.Strategy.get_cash.rst", "strategy_methods.account/lumibot.strategies.strategy.Strategy.get_parameters.rst", "strategy_methods.account/lumibot.strategies.strategy.Strategy.get_portfolio_value.rst", "strategy_methods.account/lumibot.strategies.strategy.Strategy.get_position.rst", "strategy_methods.account/lumibot.strategies.strategy.Strategy.get_positions.rst", "strategy_methods.account/lumibot.strategies.strategy.Strategy.set_parameters.rst", "strategy_methods.account/strategies.strategy.Strategy.get_cash.rst", "strategy_methods.account/strategies.strategy.Strategy.get_parameters.rst", "strategy_methods.account/strategies.strategy.Strategy.get_portfolio_value.rst", "strategy_methods.account/strategies.strategy.Strategy.get_position.rst", "strategy_methods.account/strategies.strategy.Strategy.get_positions.rst", "strategy_methods.account/strategies.strategy.Strategy.set_parameters.rst", "strategy_methods.chart.rst", "strategy_methods.chart/lumibot.strategies.strategy.Strategy.add_line.rst", "strategy_methods.chart/lumibot.strategies.strategy.Strategy.add_marker.rst", "strategy_methods.chart/lumibot.strategies.strategy.Strategy.get_lines_df.rst", "strategy_methods.chart/lumibot.strategies.strategy.Strategy.get_markers_df.rst", "strategy_methods.chart/strategies.strategy.Strategy.add_line.rst", "strategy_methods.chart/strategies.strategy.Strategy.add_marker.rst", "strategy_methods.chart/strategies.strategy.Strategy.get_lines_df.rst", "strategy_methods.chart/strategies.strategy.Strategy.get_markers_df.rst", "strategy_methods.data.rst", "strategy_methods.data/lumibot.strategies.strategy.Strategy.cancel_realtime_bars.rst", "strategy_methods.data/lumibot.strategies.strategy.Strategy.get_historical_prices.rst", "strategy_methods.data/lumibot.strategies.strategy.Strategy.get_historical_prices_for_assets.rst", "strategy_methods.data/lumibot.strategies.strategy.Strategy.get_last_price.rst", "strategy_methods.data/lumibot.strategies.strategy.Strategy.get_last_prices.rst", "strategy_methods.data/lumibot.strategies.strategy.Strategy.get_next_trading_day.rst", "strategy_methods.data/lumibot.strategies.strategy.Strategy.get_quote.rst", "strategy_methods.data/lumibot.strategies.strategy.Strategy.get_realtime_bars.rst", "strategy_methods.data/lumibot.strategies.strategy.Strategy.get_yesterday_dividend.rst", "strategy_methods.data/lumibot.strategies.strategy.Strategy.get_yesterday_dividends.rst", "strategy_methods.data/lumibot.strategies.strategy.Strategy.start_realtime_bars.rst", "strategy_methods.datetime.rst", "strategy_methods.datetime/lumibot.strategies.strategy.Strategy.get_datetime.rst", "strategy_methods.datetime/lumibot.strategies.strategy.Strategy.get_datetime_range.rst", "strategy_methods.datetime/lumibot.strategies.strategy.Strategy.get_last_day.rst", "strategy_methods.datetime/lumibot.strategies.strategy.Strategy.get_last_minute.rst", "strategy_methods.datetime/lumibot.strategies.strategy.Strategy.get_round_day.rst", "strategy_methods.datetime/lumibot.strategies.strategy.Strategy.get_round_minute.rst", "strategy_methods.datetime/lumibot.strategies.strategy.Strategy.get_timestamp.rst", "strategy_methods.datetime/lumibot.strategies.strategy.Strategy.localize_datetime.rst", "strategy_methods.datetime/lumibot.strategies.strategy.Strategy.to_default_timezone.rst", "strategy_methods.datetime/strategies.strategy.Strategy.get_datetime.rst", "strategy_methods.datetime/strategies.strategy.Strategy.get_datetime_range.rst", "strategy_methods.datetime/strategies.strategy.Strategy.get_last_day.rst", "strategy_methods.datetime/strategies.strategy.Strategy.get_last_minute.rst", "strategy_methods.datetime/strategies.strategy.Strategy.get_round_day.rst", "strategy_methods.datetime/strategies.strategy.Strategy.get_round_minute.rst", "strategy_methods.datetime/strategies.strategy.Strategy.get_timestamp.rst", "strategy_methods.datetime/strategies.strategy.Strategy.localize_datetime.rst", "strategy_methods.datetime/strategies.strategy.Strategy.to_default_timezone.rst", "strategy_methods.misc.rst", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.await_market_to_close.rst", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.await_market_to_open.rst", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.get_parameters.rst", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.log_message.rst", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.set_market.rst", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.sleep.rst", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.update_parameters.rst", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.wait_for_order_execution.rst", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.wait_for_order_registration.rst", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.wait_for_orders_execution.rst", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.wait_for_orders_registration.rst", "strategy_methods.misc/strategies.strategy.Strategy.await_market_to_close.rst", "strategy_methods.misc/strategies.strategy.Strategy.await_market_to_open.rst", "strategy_methods.misc/strategies.strategy.Strategy.get_parameters.rst", "strategy_methods.misc/strategies.strategy.Strategy.log_message.rst", "strategy_methods.misc/strategies.strategy.Strategy.set_market.rst", "strategy_methods.misc/strategies.strategy.Strategy.sleep.rst", "strategy_methods.misc/strategies.strategy.Strategy.update_parameters.rst", "strategy_methods.misc/strategies.strategy.Strategy.wait_for_order_execution.rst", "strategy_methods.misc/strategies.strategy.Strategy.wait_for_order_registration.rst", "strategy_methods.misc/strategies.strategy.Strategy.wait_for_orders_execution.rst", "strategy_methods.misc/strategies.strategy.Strategy.wait_for_orders_registration.rst", "strategy_methods.options.rst", "strategy_methods.options/lumibot.strategies.strategy.Strategy.get_chain.rst", "strategy_methods.options/lumibot.strategies.strategy.Strategy.get_chains.rst", "strategy_methods.options/lumibot.strategies.strategy.Strategy.get_expiration.rst", "strategy_methods.options/lumibot.strategies.strategy.Strategy.get_greeks.rst", "strategy_methods.options/lumibot.strategies.strategy.Strategy.get_multiplier.rst", "strategy_methods.options/lumibot.strategies.strategy.Strategy.get_next_trading_day.rst", "strategy_methods.options/lumibot.strategies.strategy.Strategy.get_strikes.rst", "strategy_methods.options/lumibot.strategies.strategy.Strategy.options_expiry_to_datetime_date.rst", "strategy_methods.options/strategies.strategy.Strategy.get_chain.rst", "strategy_methods.options/strategies.strategy.Strategy.get_chains.rst", "strategy_methods.options/strategies.strategy.Strategy.get_expiration.rst", "strategy_methods.options/strategies.strategy.Strategy.get_greeks.rst", "strategy_methods.options/strategies.strategy.Strategy.get_multiplier.rst", "strategy_methods.options/strategies.strategy.Strategy.get_next_trading_day.rst", "strategy_methods.options/strategies.strategy.Strategy.get_option_expiration_after_date.rst", "strategy_methods.options/strategies.strategy.Strategy.get_strikes.rst", "strategy_methods.options/strategies.strategy.Strategy.options_expiry_to_datetime_date.rst", "strategy_methods.orders.rst", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.cancel_open_orders.rst", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.cancel_order.rst", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.cancel_orders.rst", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.create_order.rst", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.get_asset_potential_total.rst", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.get_order.rst", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.get_orders.rst", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.get_selling_order.rst", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.sell_all.rst", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.submit_order.rst", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.submit_orders.rst", "strategy_methods.orders/strategies.strategy.Strategy.cancel_open_orders.rst", "strategy_methods.orders/strategies.strategy.Strategy.cancel_order.rst", "strategy_methods.orders/strategies.strategy.Strategy.cancel_orders.rst", "strategy_methods.orders/strategies.strategy.Strategy.create_order.rst", "strategy_methods.orders/strategies.strategy.Strategy.get_asset_potential_total.rst", "strategy_methods.orders/strategies.strategy.Strategy.get_order.rst", "strategy_methods.orders/strategies.strategy.Strategy.get_orders.rst", "strategy_methods.orders/strategies.strategy.Strategy.get_selling_order.rst", "strategy_methods.orders/strategies.strategy.Strategy.sell_all.rst", "strategy_methods.orders/strategies.strategy.Strategy.submit_order.rst", "strategy_methods.orders/strategies.strategy.Strategy.submit_orders.rst", "strategy_methods.parameters.rst", "strategy_properties.rst", "strategy_properties/lumibot.strategies.strategy.Strategy.cash.rst", "strategy_properties/lumibot.strategies.strategy.Strategy.first_iteration.rst", "strategy_properties/lumibot.strategies.strategy.Strategy.initial_budget.rst", "strategy_properties/lumibot.strategies.strategy.Strategy.is_backtesting.rst", "strategy_properties/lumibot.strategies.strategy.Strategy.last_on_trading_iteration_datetime.rst", "strategy_properties/lumibot.strategies.strategy.Strategy.minutes_before_closing.rst", "strategy_properties/lumibot.strategies.strategy.Strategy.minutes_before_opening.rst", "strategy_properties/lumibot.strategies.strategy.Strategy.name.rst", "strategy_properties/lumibot.strategies.strategy.Strategy.portfolio_value.rst", "strategy_properties/lumibot.strategies.strategy.Strategy.pytz.rst", "strategy_properties/lumibot.strategies.strategy.Strategy.quote_asset.rst", "strategy_properties/lumibot.strategies.strategy.Strategy.sleeptime.rst", "strategy_properties/lumibot.strategies.strategy.Strategy.timezone.rst", "strategy_properties/lumibot.strategies.strategy.Strategy.unspent_money.rst", "strategy_properties/lumibot.strategies.strategy.pytz.rst", "strategy_properties/strategies.strategy.Strategy.cash.rst", "strategy_properties/strategies.strategy.Strategy.first_iteration.rst", "strategy_properties/strategies.strategy.Strategy.initial_budget.rst", "strategy_properties/strategies.strategy.Strategy.is_backtesting.rst", "strategy_properties/strategies.strategy.Strategy.last_on_trading_iteration_datetime.rst", "strategy_properties/strategies.strategy.Strategy.minutes_before_closing.rst", "strategy_properties/strategies.strategy.Strategy.minutes_before_opening.rst", "strategy_properties/strategies.strategy.Strategy.name.rst", "strategy_properties/strategies.strategy.Strategy.portfolio_value.rst", "strategy_properties/strategies.strategy.Strategy.pytz.rst", "strategy_properties/strategies.strategy.Strategy.quote_asset.rst", "strategy_properties/strategies.strategy.Strategy.sleeptime.rst", "strategy_properties/strategies.strategy.Strategy.timezone.rst", "strategy_properties/strategies.strategy.Strategy.unspent_money.rst"], "titles": ["Backtesting", "Backtesting Function", "How To Backtest", "Indicators Files", "Logs CSV", "Pandas (CSV or other data)", "Polygon.io Backtesting", "Tearsheet HTML", "ThetaData Backtesting", "Trades Files", "Yahoo", "Brokers", "Alpaca", "Crypto Brokers (Using CCXT)", "Interactive Brokers", "Tradier", "Deployment Guide", "Entities", "Asset", "Bars", "Data", "Order", "Position", "Trading Fee", "What is Lumibot?", "Lumibot: Backtesting and Algorithmic Trading Library", "Lifecycle Methods", "def after_market_closes", "def before_market_closes", "def before_market_opens", "def before_starting_trading", "def initialize", "def on_abrupt_closing", "def on_bot_crash", "def on_canceled_order", "def on_filled_order", "def on_new_order", "def on_parameters_updated", "def on_partially_filled_order", "def on_trading_iteration", "Summary", "def trace_stats", "Backtesting", "Data Sources", "Strategies", "Traders", "Strategy Methods", "Account Management", "self.get_cash", "self.get_parameters", "self.get_portfolio_value", "self.get_position", "self.get_positions", "self.set_parameters", "self.get_cash", "self.get_parameters", "self.get_portfolio_value", "self.get_position", "self.get_positions", "self.set_parameters", "Chart Functions", "self.add_line", "self.add_marker", "self.get_lines_df", "self.get_markers_df", "self.add_line", "self.add_marker", "self.get_lines_df", "self.get_markers_df", "Data", "self.cancel_realtime_bars", "self.get_historical_prices", "self.get_historical_prices_for_assets", "self.get_last_price", "self.get_last_prices", "self.get_next_trading_day", "self.get_quote", "self.get_realtime_bars", "self.get_yesterday_dividend", "self.get_yesterday_dividends", "self.start_realtime_bars", "DateTime", "self.get_datetime", "self.get_datetime_range", "self.get_last_day", "self.get_last_minute", "self.get_round_day", "self.get_round_minute", "self.get_timestamp", "self.localize_datetime", "self.to_default_timezone", "self.get_datetime", "self.get_datetime_range", "self.get_last_day", "self.get_last_minute", "self.get_round_day", "self.get_round_minute", "self.get_timestamp", "self.localize_datetime", "self.to_default_timezone", "Miscellaneous", "self.await_market_to_close", "self.await_market_to_open", "self.get_parameters", "self.log_message", "self.set_market", "self.sleep", "self.update_parameters", "self.wait_for_order_execution", "self.wait_for_order_registration", "self.wait_for_orders_execution", "self.wait_for_orders_registration", "self.await_market_to_close", "self.await_market_to_open", "self.get_parameters", "self.log_message", "self.set_market", "self.sleep", "self.update_parameters", "self.wait_for_order_execution", "self.wait_for_order_registration", "self.wait_for_orders_execution", "self.wait_for_orders_registration", "Options", "self.get_chain", "self.get_chains", "self.get_expiration", "self.get_greeks", "self.get_multiplier", "self.get_next_trading_day", "self.get_strikes", "self.options_expiry_to_datetime_date", "self.get_chain", "self.get_chains", "self.get_expiration", "self.get_greeks", "self.get_multiplier", "self.get_next_trading_day", "self.get_option_expiration_after_date", "self.get_strikes", "self.options_expiry_to_datetime_date", "Order Management", "self.cancel_open_orders", "self.cancel_order", "self.cancel_orders", "self.create_order", "self.get_asset_potential_total", "self.get_order", "self.get_orders", "self.get_selling_order", "self.sell_all", "self.submit_order", "self.submit_orders", "self.cancel_open_orders", "self.cancel_order", "self.cancel_orders", "self.create_order", "self.get_asset_potential_total", "self.get_order", "self.get_orders", "self.get_selling_order", "self.sell_all", "self.submit_order", "self.submit_orders", "Parameters", "Strategy Properties", "self.cash", "self.first_iteration", "self.initial_budget", "self.is_backtesting", "self.last_on_trading_iteration_datetime", "self.minutes_before_closing", "self.minutes_before_opening", "self.name", "self.portfolio_value", "self.pytz", "self.quote_asset", "self.sleeptime", "self.timezone", "self.unspent_money", "self.pytz", "self.cash", "self.first_iteration", "self.initial_budget", "self.is_backtesting", "self.last_on_trading_iteration_datetime", "self.minutes_before_closing", "self.minutes_before_opening", "self.name", "self.portfolio_value", "self.pytz", "self.quote_asset", "self.sleeptime", "self.timezone", "self.unspent_money"], "terms": {"lumibot": [0, 1, 5, 6, 8, 10, 11, 12, 13, 14, 15, 17, 18, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 45, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 61, 62, 63, 64, 65, 66, 67, 68, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164], "ha": [0, 7, 19, 21, 25, 34, 35, 36, 38, 44, 70, 73, 77], "three": [0, 14, 19, 21], "mode": [0, 14, 16, 42, 169, 184], "yahoo": [0, 1, 2, 5, 19, 25, 71, 72, 105, 116], "daili": [0, 2, 5, 7, 10, 30, 71, 72], "stock": [0, 1, 2, 5, 6, 8, 9, 10, 12, 16, 18, 19, 20, 21, 22, 25, 31, 43, 105, 116, 125, 133, 145, 151, 156, 162], "data": [0, 1, 3, 6, 8, 10, 13, 17, 18, 19, 22, 25, 29, 30, 39, 44, 46, 61, 65, 70, 71, 72, 77, 80, 82, 88, 89, 90, 91, 97, 98, 99, 175, 178, 180, 190, 193], "from": [1, 5, 6, 7, 8, 10, 12, 13, 14, 15, 16, 18, 19, 20, 22, 24, 25, 40, 41, 43, 44, 71, 72, 75, 79, 124, 125, 126, 127, 128, 129, 130, 132, 133, 134, 135, 136, 137, 139, 145, 151, 152, 156, 162, 163], "panda": [0, 2, 10, 19, 20, 25, 61, 62, 63, 64, 65, 66, 67, 68, 71, 72, 77, 105, 116], "intra": [0, 5, 10], "dai": [0, 1, 2, 5, 6, 8, 10, 16, 20, 21, 25, 29, 30, 31, 39, 43, 71, 72, 75, 78, 79, 83, 84, 85, 86, 92, 93, 94, 95, 129, 137, 145, 152, 156, 163, 177, 192], "inter": [0, 5], "test": [0, 2, 14, 16], "futur": [0, 5, 12, 16, 18, 19, 25, 42, 43, 73, 145, 146, 151, 156, 157, 162, 179, 194], "us": [0, 1, 2, 3, 4, 5, 6, 7, 8, 10, 11, 14, 15, 16, 18, 19, 20, 21, 22, 23, 24, 25, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 54, 60, 61, 62, 65, 66, 69, 71, 72, 75, 81, 100, 104, 106, 115, 117, 126, 127, 128, 129, 130, 134, 135, 136, 137, 139, 141, 145, 156, 164, 165, 166, 176, 177, 179, 181, 191, 192, 194], "csv": [0, 2, 3, 9, 20, 25, 43], "suppli": [0, 10, 20], "you": [0, 1, 2, 5, 6, 8, 10, 11, 12, 13, 14, 15, 16, 19, 21, 24, 25, 28, 31, 43, 46, 47, 48, 50, 54, 56, 60, 61, 65, 69, 71, 72, 81, 100, 123, 141, 145, 156, 164, 165, 177, 192], "polygon": [0, 1, 5, 8, 10, 16, 25], "io": [0, 13, 14, 19, 25], "It": [0, 4, 5, 6, 7, 8, 13, 14, 16, 18, 21, 22, 24, 25, 40, 42, 43, 73, 76, 145, 156], "i": [0, 1, 2, 4, 5, 6, 7, 8, 10, 12, 13, 14, 15, 16, 18, 19, 20, 21, 22, 25, 27, 28, 29, 31, 33, 34, 35, 36, 38, 39, 40, 41, 42, 43, 45, 46, 48, 50, 51, 54, 56, 57, 61, 62, 65, 66, 71, 72, 73, 74, 75, 76, 81, 82, 84, 85, 86, 87, 88, 91, 93, 94, 95, 96, 97, 101, 102, 105, 112, 113, 116, 124, 125, 126, 128, 129, 131, 132, 133, 134, 136, 137, 140, 145, 146, 148, 150, 152, 156, 157, 159, 161, 163, 165, 166, 167, 169, 171, 172, 176, 177, 181, 182, 184, 186, 187, 191, 192], "recommend": [0, 14, 16, 24], "option": [0, 2, 6, 8, 9, 12, 15, 16, 18, 19, 21, 25, 31, 35, 38, 40, 42, 43, 46, 71, 73, 124, 125, 126, 127, 128, 130, 131, 132, 133, 134, 135, 136, 138, 139, 140, 145, 151, 156, 162], "crypto": [0, 1, 5, 7, 11, 16, 18, 19, 22, 25, 48, 50, 54, 56, 71, 73, 105, 116, 145, 151, 152, 156, 162, 163, 166, 174, 181, 189], "forex": [0, 2, 5, 6, 8, 12, 16, 18, 25, 43, 72, 73, 145, 151, 152, 156, 162, 163], "an": [0, 1, 2, 5, 6, 7, 8, 12, 13, 14, 15, 16, 18, 21, 22, 25, 33, 34, 35, 38, 39, 40, 42, 43, 51, 57, 71, 73, 74, 80, 101, 102, 104, 112, 113, 115, 125, 126, 130, 131, 133, 134, 139, 140, 143, 145, 146, 147, 151, 154, 156, 157, 158, 162, 164, 177, 192], "advanc": [0, 2, 5, 24, 25, 145, 156], "featur": [0, 2, 6, 8, 25], "allow": [0, 2, 4, 5, 6, 8, 16, 19, 21, 24, 25, 80, 145, 156, 164], "ani": [0, 1, 2, 5, 6, 7, 8, 10, 13, 14, 16, 20, 24, 40, 42, 61, 65, 71, 72, 104, 115, 144, 155, 164], "type": [0, 1, 2, 5, 12, 17, 18, 19, 20, 22, 24, 25, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 41, 42, 43, 45, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 63, 64, 67, 68, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 124, 125, 126, 128, 129, 130, 131, 132, 133, 134, 136, 137, 138, 139, 140, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193], "have": [0, 1, 2, 5, 6, 8, 10, 15, 16, 19, 21, 22, 24, 25, 27, 42, 46, 48, 50, 54, 56, 71, 77], "format": [0, 5, 18, 20, 43, 75, 124, 125, 129, 131, 132, 133, 137, 140], "requir": [0, 1, 2, 10, 13, 14, 16, 18, 21, 73, 74, 145, 152, 156, 163], "more": [0, 2, 3, 11, 13, 15, 16, 17, 19, 24, 25, 42, 43, 46, 69, 71, 100, 123, 127, 135, 141], "work": [0, 2, 5, 11, 14, 16, 24, 25, 71, 72, 76, 165], "setup": [0, 2], "most": [0, 5, 7, 16, 19, 24, 40, 71, 77, 127, 135], "user": [0, 2, 5, 10, 16, 20, 24, 26, 40, 44, 45, 143, 145, 154, 156], "all": [1, 4, 5, 13, 16, 19, 20, 24, 29, 32, 33, 42, 44, 45, 50, 52, 56, 58, 71, 72, 124, 126, 127, 128, 130, 132, 134, 135, 136, 139, 142, 144, 145, 148, 149, 150, 153, 155, 156, 159, 160, 161, 164], "other": [0, 2, 6, 8, 10, 13, 16, 19, 21, 24, 25, 40, 61, 65, 76, 100, 145, 156, 166, 181], "In": [0, 6, 8, 13, 16, 21, 42, 73, 74, 82, 84, 85, 86, 87, 88, 91, 93, 94, 95, 96, 97], "summari": [0, 6, 8, 25, 26], "here": [1, 2, 5, 6, 8, 11, 12, 13, 14, 15, 16, 17, 24, 25, 40, 164, 165], "descript": [1, 16], "function": [0, 2, 3, 13, 16, 20, 25, 31, 37, 40, 46, 47, 81, 141], "its": [1, 6, 8, 16, 21, 41], "paramet": [1, 2, 6, 8, 12, 18, 19, 20, 21, 22, 24, 25, 27, 28, 31, 32, 33, 34, 35, 36, 37, 38, 41, 42, 43, 44, 45, 46, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 61, 62, 65, 66, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 83, 86, 87, 89, 90, 92, 95, 96, 98, 99, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 142, 143, 144, 145, 146, 149, 150, 151, 152, 153, 154, 155, 156, 157, 160, 161, 162, 163, 171, 186], "thi": [1, 2, 5, 6, 8, 9, 12, 13, 14, 15, 16, 18, 19, 20, 21, 22, 24, 25, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 41, 42, 43, 44, 45, 48, 50, 54, 56, 61, 62, 65, 66, 71, 72, 73, 74, 76, 80, 82, 84, 85, 86, 87, 88, 91, 93, 94, 95, 96, 97, 106, 117, 145, 152, 156, 163, 166, 167, 176, 177, 181, 182, 191, 192], "true": [1, 5, 12, 13, 15, 16, 21, 23, 24, 25, 31, 42, 43, 45, 71, 72, 73, 104, 115, 150, 161, 167, 169, 182, 184], "kind": [1, 24], "do": [1, 5, 10, 13, 15, 19, 24, 25, 37, 46, 100, 145, 156], "strategi": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 16, 21, 22, 23, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 45, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193, 194], "arg": [1, 20, 43], "minutes_before_clos": [1, 25, 28, 31, 39, 101, 112], "1": [1, 2, 5, 6, 7, 8, 10, 12, 13, 14, 15, 16, 18, 19, 20, 21, 30, 43, 71, 72, 83, 89, 90, 92, 98, 99, 127, 135, 138, 145, 151, 152, 156, 162, 163, 177, 192], "minutes_before_open": [1, 25, 29, 102, 113], "60": [1, 19, 172, 187], "sleeptim": [1, 2, 6, 8, 13, 24, 25, 31, 39, 106, 117], "stats_fil": [1, 31], "none": [1, 12, 13, 16, 18, 19, 20, 21, 22, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 42, 43, 45, 48, 50, 51, 52, 53, 54, 56, 57, 58, 59, 61, 62, 65, 66, 70, 71, 72, 73, 74, 80, 83, 92, 101, 102, 104, 105, 106, 107, 112, 113, 115, 116, 117, 118, 127, 130, 135, 139, 142, 143, 144, 145, 147, 149, 150, 153, 154, 155, 156, 158, 160, 161], "risk_free_r": [1, 43, 127, 135], "logfil": [1, 45], "config": [1, 12, 13, 15, 16, 24, 42], "auto_adjust": [1, 43], "fals": [1, 12, 13, 15, 16, 21, 24, 25, 31, 42, 43, 45, 72, 73, 82, 91, 104, 115, 127, 135, 145, 150, 156, 161], "name": [0, 1, 5, 10, 16, 18, 20, 24, 25, 31, 43, 45, 61, 62, 65, 66, 73, 104, 115, 164], "budget": [1, 5, 10, 16, 24, 31, 168, 183], "benchmark_asset": [1, 2, 6, 8, 24], "spy": [1, 2, 5, 6, 8, 18, 21, 24, 29, 30, 31, 35, 39, 43, 70, 71, 72, 73, 74, 78, 79, 108, 109, 110, 111, 119, 120, 121, 122, 124, 125, 126, 127, 128, 130, 132, 133, 134, 135, 136, 139, 143, 145, 149, 151, 152, 154, 156, 160, 162, 163, 164], "plot_file_html": 1, "trades_fil": 1, "settings_fil": 1, "pandas_data": [1, 5, 24, 42, 43], "quote_asset": [1, 13, 18, 22, 25, 151, 152, 162, 163], "usd": [1, 18, 20, 71, 72, 73, 145, 151, 152, 156, 162, 163], "starting_posit": 1, "show_plot": [1, 45], "tearsheet_fil": 1, "save_tearsheet": [1, 45], "show_tearsheet": [1, 45], "buy_trading_fe": [1, 24], "sell_trading_fe": [1, 24], "api_kei": [1, 12, 24, 25, 42, 43], "polygon_api_kei": [1, 2, 16], "polygon_has_paid_subscript": 1, "indicators_fil": 1, "show_ind": [1, 45], "save_logfil": 1, "kwarg": [1, 12, 18, 20, 42, 43, 152, 163], "datasource_class": 1, "class": [1, 2, 5, 6, 8, 10, 12, 13, 15, 16, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 164], "The": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 12, 13, 14, 16, 18, 19, 20, 21, 22, 26, 27, 33, 34, 35, 36, 37, 38, 40, 42, 43, 44, 48, 49, 50, 53, 54, 55, 56, 59, 61, 62, 63, 64, 65, 66, 67, 68, 71, 72, 74, 75, 76, 77, 78, 79, 80, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 103, 105, 107, 114, 116, 118, 124, 125, 126, 127, 128, 129, 130, 132, 133, 134, 135, 136, 137, 138, 139, 145, 146, 149, 150, 152, 156, 157, 160, 161, 163, 164, 166, 168, 170, 171, 172, 173, 174, 175, 176, 178, 180, 181, 183, 185, 186, 187, 188, 189, 190, 191, 193], "datasourc": [1, 8, 42, 43], "For": [1, 2, 3, 5, 7, 10, 13, 16, 18, 19, 21, 25, 27, 43, 48, 50, 54, 56, 108, 109, 110, 111, 119, 120, 121, 122, 145, 151, 152, 156, 162, 163, 164], "exampl": [1, 2, 6, 8, 11, 12, 14, 16, 18, 19, 24, 25, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 43, 51, 52, 57, 58, 61, 62, 65, 66, 70, 71, 72, 73, 74, 78, 79, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 101, 102, 104, 105, 106, 108, 109, 110, 111, 112, 113, 115, 116, 117, 119, 120, 121, 122, 124, 125, 126, 127, 128, 130, 131, 132, 133, 134, 135, 136, 138, 139, 140, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193], "want": [1, 2, 5, 8, 10, 12, 13, 15, 16, 24, 25, 40, 43, 61, 65], "financ": [1, 2, 10, 25], "would": [1, 2, 5, 15, 18, 24, 25, 43, 50, 56, 145, 156, 177, 192], "pass": [1, 2, 5, 8, 10, 17, 27, 35, 39, 40, 44, 101, 102, 112, 113, 127, 135, 145, 156], "yahoodatabacktest": [1, 10, 24, 25, 31], "backtesting_start": [1, 2, 5, 6, 8, 10, 24, 25, 31, 42], "datetim": [1, 2, 5, 6, 8, 10, 13, 18, 19, 20, 24, 25, 31, 42, 43, 46, 61, 62, 65, 66, 71, 75, 77, 80, 82, 83, 89, 90, 91, 92, 98, 99, 126, 129, 131, 134, 137, 138, 140, 145, 156, 170, 185], "start": [1, 2, 5, 6, 7, 8, 10, 11, 13, 16, 19, 20, 29, 31, 43, 71, 72, 77, 80, 101, 112, 172, 187], "date": [0, 1, 2, 5, 6, 8, 10, 18, 20, 25, 31, 43, 73, 75, 81, 124, 125, 126, 127, 128, 129, 131, 132, 133, 134, 135, 136, 137, 138, 140, 145, 156], "period": [1, 2, 5, 7, 13, 20, 80], "backtesting_end": [1, 2, 5, 6, 8, 10, 24, 25, 31], "end": [1, 2, 6, 7, 8, 10, 19, 20, 25, 41], "int": [1, 12, 18, 20, 21, 35, 38, 43, 61, 62, 65, 66, 71, 72, 80, 83, 84, 85, 86, 87, 88, 92, 93, 94, 95, 96, 97, 101, 102, 112, 113, 145, 146, 156, 157, 171, 172, 177, 186, 187, 192], "number": [1, 12, 14, 15, 16, 20, 21, 28, 31, 43, 71, 72, 83, 86, 87, 92, 95, 96, 145, 156, 171, 172, 177, 186, 187, 192], "minut": [1, 5, 13, 16, 19, 20, 24, 25, 28, 29, 31, 39, 42, 43, 71, 72, 83, 85, 87, 92, 94, 96, 101, 102, 112, 113, 171, 172, 177, 186, 187, 192], "befor": [1, 2, 5, 7, 10, 13, 14, 16, 19, 21, 24, 25, 28, 29, 30, 31, 39, 40, 41, 43, 71, 72, 101, 102, 112, 113, 150, 161, 171, 172, 186, 187], "close": [1, 5, 12, 13, 19, 20, 21, 27, 28, 31, 32, 39, 42, 50, 56, 71, 73, 74, 77, 80, 101, 102, 112, 113, 150, 161, 171, 186], "method": [1, 6, 8, 18, 19, 21, 22, 25, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 69, 100, 123, 124, 126, 128, 130, 132, 134, 136, 139, 164, 167, 171, 172, 177, 182, 186, 187, 192], "call": [1, 5, 6, 8, 18, 19, 21, 27, 31, 33, 34, 35, 37, 38, 39, 40, 41, 43, 71, 73, 74, 124, 125, 127, 132, 133, 135, 151, 162], "open": [1, 2, 5, 12, 16, 19, 20, 21, 24, 28, 29, 30, 39, 42, 62, 66, 71, 77, 80, 101, 102, 112, 113, 142, 143, 144, 148, 150, 153, 154, 155, 159, 161, 172, 187], "second": [1, 12, 21, 31, 39, 42, 72, 80, 100, 106, 117, 177, 192], "sleep": [1, 2, 25, 39, 46, 100, 101, 112, 177, 192], "between": [1, 2, 13, 19, 20, 25, 31, 71, 177, 192], "each": [0, 1, 2, 3, 5, 7, 9, 13, 19, 21, 25, 29, 31, 39, 40, 43, 44, 46, 52, 58, 71, 79, 125, 133, 148, 150, 159, 161], "iter": [1, 2, 6, 8, 13, 20, 31, 39, 40, 167, 170, 182, 185], "str": [1, 18, 19, 20, 21, 22, 43, 51, 57, 61, 62, 65, 66, 71, 72, 73, 74, 75, 83, 92, 104, 105, 115, 116, 124, 125, 126, 128, 129, 131, 132, 133, 134, 136, 137, 140, 145, 152, 156, 163, 173, 177, 178, 188, 192, 193], "file": [1, 4, 5, 7, 14, 16, 24, 25, 100, 104, 115, 164], "write": [1, 2, 6, 8], "stat": [1, 27, 41], "float": [1, 5, 18, 19, 21, 22, 35, 38, 42, 43, 48, 50, 54, 56, 61, 62, 65, 66, 73, 74, 78, 79, 101, 102, 106, 112, 113, 117, 127, 130, 135, 139, 145, 146, 152, 156, 157, 163, 166, 168, 174, 181, 183, 189], "risk": [1, 7, 24, 127, 135], "free": [1, 2, 6, 8, 16, 22, 25, 127, 135], "rate": [1, 6, 8, 19, 127, 135], "log": [0, 1, 2, 7, 10, 14, 15, 16, 18, 25, 41, 100, 104, 115], "dict": [1, 20, 37, 41, 43, 45, 49, 53, 55, 59, 76, 103, 107, 114, 118, 145, 156], "set": [1, 2, 6, 8, 11, 14, 15, 16, 18, 19, 20, 21, 24, 25, 28, 31, 42, 43, 53, 59, 71, 72, 77, 105, 116, 124, 132, 145, 156, 164, 165, 171, 172, 177, 186, 187, 192], "up": [1, 2, 5, 6, 11, 14, 16, 18, 24, 25, 62, 66], "broker": [1, 5, 12, 15, 18, 19, 21, 22, 23, 24, 25, 31, 34, 35, 36, 38, 44, 71, 72, 73, 76, 80, 108, 109, 110, 111, 119, 120, 121, 122, 127, 135, 145, 151, 152, 156, 162, 163, 166, 181], "live": [1, 2, 12, 14, 16, 19, 24, 42, 43, 81, 82, 84, 85, 86, 87, 88, 91, 93, 94, 95, 96, 97, 105, 116], "trade": [0, 1, 4, 5, 10, 11, 13, 14, 16, 17, 18, 19, 20, 26, 29, 30, 31, 32, 39, 40, 42, 43, 44, 51, 57, 72, 73, 75, 77, 80, 81, 82, 84, 85, 86, 87, 88, 91, 93, 94, 95, 96, 97, 105, 116, 125, 129, 133, 137, 145, 156, 170, 185], "bool": [1, 21, 42, 43, 45, 71, 72, 73, 104, 115, 127, 135, 152, 163, 167, 169, 182, 184], "whether": [1, 21, 43, 45, 71, 81, 127, 135, 145, 156], "automat": [1, 6, 8, 21, 145, 146, 156, 157], "adjust": [1, 7, 20, 43], "initi": [1, 2, 6, 8, 13, 14, 24, 25, 26, 40, 105, 116, 164, 168, 171, 172, 177, 183, 186, 187, 192], "asset": [1, 2, 5, 9, 12, 13, 16, 17, 19, 20, 21, 22, 25, 32, 33, 34, 35, 36, 38, 39, 42, 43, 48, 50, 51, 52, 54, 56, 57, 58, 61, 65, 70, 71, 72, 73, 74, 76, 77, 78, 79, 80, 124, 125, 126, 127, 128, 130, 132, 133, 134, 135, 136, 139, 145, 146, 151, 152, 156, 157, 162, 163, 166, 176, 181, 191], "benchmark": [1, 2, 7], "compar": [1, 7, 16], "If": [1, 5, 6, 8, 12, 13, 15, 16, 19, 20, 24, 25, 29, 31, 35, 39, 43, 71, 72, 73, 80, 101, 102, 104, 112, 113, 115, 130, 139, 142, 145, 150, 153, 156, 161], "string": [1, 16, 18, 19, 20, 21, 43, 71, 72, 104, 115, 131, 140, 145, 156, 177, 192], "convert": [1, 18, 19, 21, 25, 42, 43, 131, 140, 145, 156], "object": [1, 5, 10, 12, 17, 18, 19, 20, 21, 22, 23, 34, 35, 36, 38, 42, 43, 45, 51, 52, 57, 58, 70, 71, 72, 73, 74, 76, 77, 78, 79, 80, 108, 109, 110, 111, 119, 120, 121, 122, 125, 130, 133, 139, 143, 144, 145, 146, 147, 148, 151, 152, 154, 155, 156, 157, 158, 159, 162, 163, 175, 180, 190], "plot": [1, 10, 45, 62, 66], "html": [0, 1, 3, 9, 14, 19, 25], "list": [1, 2, 13, 17, 18, 19, 22, 24, 30, 42, 43, 46, 47, 52, 58, 60, 69, 72, 74, 79, 81, 83, 92, 100, 105, 110, 111, 116, 121, 122, 123, 126, 128, 130, 134, 136, 139, 141, 144, 148, 152, 155, 159, 163, 165], "A": [1, 5, 7, 10, 12, 21, 25, 43, 45, 51, 52, 57, 58, 76, 83, 92, 145, 152, 156, 163], "ar": [0, 1, 2, 3, 5, 7, 8, 10, 11, 12, 13, 14, 16, 17, 18, 19, 20, 21, 22, 24, 25, 37, 40, 43, 44, 46, 47, 52, 58, 60, 61, 62, 65, 66, 69, 72, 77, 80, 81, 100, 105, 116, 123, 124, 125, 127, 132, 133, 135, 141, 142, 145, 146, 148, 150, 152, 153, 156, 157, 159, 161, 163, 164, 166, 181], "when": [0, 1, 2, 5, 6, 8, 13, 16, 18, 19, 21, 24, 25, 26, 29, 31, 32, 33, 34, 35, 36, 37, 38, 39, 61, 62, 65, 66, 81, 145, 156, 166, 171, 181, 186], "pandasdatabacktest": [1, 5, 24], "contain": [1, 3, 19, 20, 39, 41, 77, 151, 152, 162, 163], "currenc": [18, 71, 145, 156, 166, 174, 176, 181, 189, 191], "get": [1, 2, 5, 6, 8, 10, 11, 12, 13, 16, 17, 19, 20, 21, 29, 30, 32, 37, 42, 43, 44, 46, 47, 48, 49, 50, 51, 52, 54, 55, 56, 57, 58, 60, 69, 71, 72, 74, 76, 78, 79, 81, 103, 114, 123, 146, 147, 148, 149, 157, 158, 159, 160, 164, 165, 166, 171, 172, 174, 177, 181, 186, 187, 189, 192], "valuat": 1, "measur": [1, 7], "overal": [1, 7], "porfolio": 1, "valu": [1, 3, 5, 9, 12, 13, 16, 18, 19, 20, 22, 27, 42, 44, 45, 47, 48, 50, 54, 56, 60, 61, 62, 65, 66, 71, 72, 127, 135, 152, 163, 174, 189], "usual": [1, 46, 177, 192], "usdt": [1, 18, 48, 50, 54, 56, 71, 73, 145, 156], "usdc": 1, "dictionari": [1, 5, 8, 15, 35, 41, 42, 43, 45, 72, 76, 124, 125, 126, 127, 128, 130, 132, 133, 134, 135, 136, 139, 145, 156, 164], "posit": [1, 13, 17, 21, 25, 35, 38, 42, 44, 50, 51, 52, 56, 57, 58, 146, 149, 150, 157, 160, 161, 166, 174, 181, 189], "100": [1, 5, 12, 13, 15, 18, 19, 24, 25, 31, 41, 43, 71, 72, 108, 109, 110, 111, 119, 120, 121, 122, 124, 125, 127, 132, 133, 135, 143, 144, 145, 151, 152, 154, 155, 156, 162, 163], "200": [1, 12, 35, 43, 72, 110, 111, 121, 122, 152, 163], "aapl": [1, 2, 5, 6, 8, 10, 12, 15, 18, 19, 22, 25, 31, 34, 35, 36, 38, 71, 72, 144, 155], "show": [1, 7, 51, 52, 57, 58, 146, 147, 148, 157, 158, 159], "tearsheet": [0, 1, 25, 45], "save": [1, 5, 10, 16, 24, 45], "These": [0, 1, 2, 3, 4, 7, 10, 31, 44, 53, 59, 81], "must": [1, 2, 5, 6, 8, 10, 12, 14, 15, 20, 21, 40, 71, 72, 130, 139, 145, 156], "within": [1, 16, 17, 106, 117, 142, 153], "tradingfe": [1, 23, 24, 25], "appli": [1, 16, 43], "bui": [1, 2, 5, 6, 7, 8, 9, 10, 12, 13, 15, 18, 21, 24, 25, 35, 39, 44, 48, 54, 104, 108, 109, 110, 111, 115, 119, 120, 121, 122, 143, 144, 145, 151, 152, 154, 155, 156, 162, 163, 166, 181], "order": [1, 2, 5, 6, 8, 9, 10, 12, 13, 17, 18, 22, 24, 25, 28, 29, 34, 35, 36, 38, 39, 40, 42, 46, 104, 108, 109, 110, 111, 115, 119, 120, 121, 122, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 166, 181], "dure": [1, 2, 4, 7, 44, 72], "sell": [1, 7, 9, 21, 22, 28, 32, 33, 35, 39, 42, 44, 145, 149, 150, 151, 152, 156, 160, 161, 162, 163], "api": [1, 2, 6, 8, 10, 12, 13, 14, 15, 16, 19, 25, 127, 135], "kei": [1, 2, 3, 5, 6, 8, 12, 14, 15, 16, 20, 25, 45, 127, 135, 164], "onli": [1, 5, 10, 13, 14, 16, 18, 19, 20, 21, 22, 24, 25, 31, 40, 42, 43, 45, 71, 72, 73, 76, 80, 127, 135, 142, 152, 153, 163, 171, 186], "polygondatabacktest": [1, 2, 6, 8], "depric": 73, "pleas": [1, 2, 5, 6, 8, 10, 13, 21, 71, 179, 194], "instead": [1, 5, 16, 19, 42, 106, 117, 127, 135, 179, 194], "indic": [0, 1, 5, 13, 45, 51, 52, 57, 58, 61, 62, 63, 64, 65, 66, 67, 68, 71, 72, 152, 163], "directori": [5, 16], "default": [1, 5, 10, 16, 18, 19, 20, 31, 33, 43, 44, 53, 59, 61, 62, 65, 66, 71, 72, 73, 75, 90, 99, 105, 116, 124, 126, 127, 128, 129, 132, 134, 135, 136, 137, 145, 150, 152, 156, 161, 163, 171, 172, 175, 177, 178, 180, 186, 187, 190, 192, 193], "turn": [], "slow": 24, "down": [16, 24, 32, 62, 66], "return": [1, 7, 12, 18, 19, 20, 21, 22, 24, 25, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 41, 42, 43, 45, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 63, 64, 67, 68, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193], "result": [2, 5, 6, 8, 10, 24, 25, 41], "eg": [13, 18, 19, 24, 43, 46, 48, 50, 54, 56, 61, 62, 65, 66, 69, 76, 81, 104, 115, 124, 125, 132, 133, 145, 156, 177, 192], "import": [0, 1, 2, 5, 6, 7, 8, 10, 12, 13, 14, 15, 16, 18, 19, 25, 40, 41, 43, 44, 62, 66, 72, 79, 145, 151, 152, 156, 162, 163, 164], "simpl": [1, 5, 6, 8, 10, 15, 21, 25, 145, 156], "first": [1, 5, 6, 8, 10, 13, 15, 16, 19, 20, 21, 24, 25, 29, 31, 72, 167, 177, 182, 192], "mystrategi": [1, 2, 5, 6, 8, 10, 13, 15, 24, 25, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 44, 164], "def": [1, 2, 5, 6, 8, 10, 12, 13, 15, 24, 25, 26, 40, 105, 116, 164, 171, 172, 177, 186, 187, 192], "on_trading_iter": [1, 2, 5, 6, 8, 10, 13, 15, 24, 25, 26, 27, 40, 41, 46, 101, 102, 112, 113, 164, 167, 171, 177, 182, 186, 192], "self": [1, 2, 5, 6, 8, 10, 12, 13, 15, 18, 19, 21, 24, 25, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 46, 164], "first_iter": [1, 2, 5, 6, 8, 10, 25], "create_ord": [1, 2, 5, 6, 8, 10, 12, 13, 18, 21, 24, 25, 39, 46, 108, 109, 110, 111, 119, 120, 121, 122, 143, 144, 151, 152, 154, 155, 162, 163], "quantiti": [1, 2, 6, 7, 8, 10, 12, 13, 21, 22, 24, 25, 35, 38, 51, 52, 57, 58, 145, 156], "side": [1, 2, 6, 8, 12, 21, 24, 35, 42, 145, 156], "submit_ord": [1, 2, 5, 6, 8, 10, 13, 18, 21, 24, 25, 39, 42, 46, 108, 109, 110, 111, 119, 120, 121, 122, 143, 144, 145, 149, 154, 155, 156, 160], "creat": [1, 2, 5, 6, 7, 8, 10, 13, 15, 16, 18, 20, 21, 35, 71, 124, 126, 128, 130, 132, 134, 136, 139, 141, 143, 144, 145, 154, 155, 156], "2018": [1, 19], "31": [1, 5, 10, 24, 25, 43, 124, 125, 132, 133], "symbol": [1, 2, 5, 6, 8, 12, 13, 18, 19, 20, 21, 22, 24, 35, 43, 62, 66, 71, 72, 73, 145, 151, 152, 156, 162, 163], "qqq": 1, "asset_typ": [1, 5, 13, 18, 19, 43, 71, 72, 73, 145, 146, 151, 152, 156, 157, 162, 163], "note": [5, 10, 13, 14, 16, 19, 21, 42, 76, 145, 156], "ensur": [5, 10, 16, 20, 21, 24, 25, 145, 156], "instal": [0, 5, 10, 13, 14, 16], "latest": [2, 5, 10, 13, 16, 24, 25, 71], "version": [2, 5, 7, 10, 24, 25], "pip": [2, 5, 10, 13, 24, 25], "upgrad": [2, 5, 10, 24, 25], "proceed": [5, 10, 24], "been": [5, 10, 21, 22, 34, 35, 36, 38, 42, 73, 77], "some": [5, 10, 24, 25, 43, 44, 73, 145, 156], "major": [5, 10], "chang": [5, 10, 12, 15, 16, 19, 31], "backtest": [4, 5, 7, 10, 16, 20, 21, 23, 31, 43, 45, 62, 66, 71, 72, 73, 74, 81, 82, 84, 85, 86, 87, 88, 91, 93, 94, 95, 96, 97, 105, 116, 169, 184], "modul": [5, 10, 25], "situat": 5, "thei": [3, 5, 11, 16, 19, 25, 40, 80, 127, 135], "much": [5, 6, 8, 12], "easier": [5, 16], "intend": 5, "who": [5, 16, 51, 57, 146, 157], "own": [2, 5, 6, 8, 12, 13, 15, 16, 22, 24, 25, 149, 160], "after": [5, 6, 8, 13, 16, 20, 25, 27, 29, 30, 39, 41, 43, 62, 66, 71, 75, 129, 137, 138], "python": [2, 5, 24, 104, 115], "librari": [5, 7, 13, 15, 16, 24], "becaus": [3, 5, 6, 8, 10, 16, 42], "provid": [0, 2, 4, 5, 6, 8, 9, 16, 20, 43, 73, 74, 130, 139, 143, 144, 154, 155], "strictli": [5, 20], "can": [2, 5, 6, 8, 10, 11, 13, 14, 15, 16, 18, 19, 20, 21, 22, 24, 25, 28, 31, 40, 43, 44, 47, 48, 54, 60, 61, 62, 65, 66, 69, 71, 72, 81, 100, 123, 127, 135, 141, 145, 156, 164, 165, 177, 192], "parquet": 5, "databas": [2, 5, 16], "etc": [5, 15, 19, 20, 39, 44, 47, 60, 62, 66, 76, 147, 158], "wish": [5, 25], "accept": [5, 18], "one": [5, 7, 13, 16, 21, 24, 25, 40, 42, 46, 71, 108, 119, 145, 152, 156, 163], "time": [3, 5, 6, 8, 9, 12, 13, 16, 19, 20, 24, 31, 40, 42, 43, 44, 70, 71, 72, 77, 80, 81, 86, 87, 95, 96, 101, 102, 106, 112, 113, 117, 127, 135, 145, 156, 167, 177, 182, 192], "frame": 5, "raw": [5, 19, 21], "addition": [5, 10, 19], "possibl": [5, 31, 43, 61, 62, 65, 66, 152, 163], "like": [2, 5, 16, 20, 24, 25, 28, 29, 30, 31, 32, 42, 164], "secur": [2, 5, 10, 18, 21], "contract": [5, 18, 19, 21, 31, 42], "flexibl": [2, 5, 6, 8, 24], "also": [5, 10, 14, 16, 21, 24, 25, 31, 42, 71, 145, 150, 156, 161, 165], "difficult": 5, "follow": [2, 5, 6, 8, 13, 14, 16, 18, 19, 21, 25, 26, 29, 40, 77, 164, 177, 192], "backtestingbrok": [5, 6, 8, 10, 42], "next": [5, 6, 8, 12, 16, 25, 39, 75, 129, 137, 138], "your": [2, 5, 6, 7, 8, 10, 11, 12, 14, 17, 19, 21, 39, 40, 46, 47, 48, 50, 54, 56, 60, 69, 81, 100, 145, 156, 164, 165, 177, 192], "normal": [5, 15, 130, 139], "built": [2, 5, 25], "someth": [5, 13], "0000": 5, "hr": [5, 20], "2359": [5, 20], "last": [5, 13, 19, 20, 21, 27, 29, 30, 41, 42, 43, 71, 72, 73, 74, 84, 85, 93, 94, 170, 185], "consid": [5, 19, 176, 191], "zone": [5, 19], "unless": 5, "america": [5, 19, 43, 175, 178, 180, 190, 193], "new": [2, 5, 7, 16, 18, 19, 21, 25, 35, 36, 42, 53, 59, 145, 156, 166, 181], "york": [5, 16], "aka": 5, "est": 5, "receiv": 5, "index": [5, 18, 19, 20, 25, 77], "datetime64": [5, 20], "column": [5, 19, 20, 77], "high": [5, 19, 20, 24, 25, 42, 77, 80], "low": [5, 16, 19, 20, 42, 77, 80], "volum": [5, 19, 20, 77, 80], "should": [5, 10, 15, 19, 21, 26, 39, 42, 44, 73, 106, 117, 127, 135], "look": [2, 5, 14, 25], "2020": [5, 10, 24, 25, 71, 89, 90, 98, 99, 146, 151, 157, 162], "01": [5, 6, 8, 19, 24, 145, 146, 151, 156, 157, 162], "02": [5, 19], "09": 5, "00": [5, 43, 109, 120, 145, 151, 152, 156, 162, 163], "3237": 5, "3234": 5, "75": 5, "3235": 5, "25": [5, 16], "16808": 5, "32": 5, "10439": 5, "33": 5, "50": [5, 21, 31, 145, 156, 177, 192], "3233": 5, "8203": 5, "04": [5, 43], "22": 5, "15": [5, 19, 31, 43, 71, 72], "56": 5, "2800": 5, "2796": 5, "8272": 5, "57": 5, "2794": 5, "7440": 5, "58": 5, "2793": 5, "7569": 5, "download": [2, 5, 6, 8, 24, 25], "yfinanc": [5, 43], "yf": [5, 43], "5": [1, 2, 5, 6, 8, 16, 25, 31, 43, 71, 72, 105, 106, 116, 117, 145, 156, 164, 171, 177, 186, 192], "5d": 5, "interv": 5, "1m": [5, 20, 43], "to_csv": 5, "collect": [4, 5], "subsequ": [5, 6, 8], "ad": [5, 11, 13, 16, 18, 25, 71, 72], "One": [5, 16, 18, 21, 43, 145, 156], "differ": [2, 3, 5, 7, 11, 13, 16, 19, 24, 25, 44], "load": [5, 17, 20, 62, 66], "mai": [5, 13, 16, 18, 21, 24, 71, 72, 80, 145, 156], "might": [5, 13, 16], "entiti": [5, 13, 18, 19, 20, 21, 22, 23, 24, 25, 71, 72, 79, 145, 151, 152, 156, 162, 163], "assettyp": [5, 13, 18, 145, 151, 152, 156, 162, 163], "step": [2, 5], "pd": [5, 19], "awar": [5, 19], "go": [2, 5, 12, 14, 16, 24, 25], "df": [5, 13, 19, 20, 29, 71, 72], "read_csv": 5, "third": 5, "we": [5, 6, 7, 8, 10, 11, 13, 16, 24, 25, 27, 46, 71, 145, 156], "make": [2, 4, 5, 6, 8, 16, 21, 24, 25, 73, 74], "least": [5, 40], "timestep": [5, 20, 42, 43, 71, 72, 83, 92], "either": [5, 18, 20, 21, 71, 72, 73, 74], "add": [3, 5, 13, 16, 18, 21, 24, 31, 42, 45, 61, 62, 65, 66], "final": [5, 6, 8, 10, 25], "run": [0, 5, 6, 8, 10, 11, 12, 16, 20, 25, 29, 31, 32, 33, 36, 43, 45, 80, 101, 102, 112, 113, 142, 144, 153, 155, 169, 184], "trader": [5, 6, 8, 10, 12, 13, 14, 15, 25, 32], "data_sourc": [5, 12, 42, 43, 71, 72], "datetime_start": [5, 42], "datetime_end": [5, 42], "strat": 5, "100000": 5, "add_strategi": [5, 12, 13, 14, 15, 24, 25, 45], "run_al": [5, 13, 14, 15, 24, 25, 45], "put": [5, 12, 15, 18, 24], "togeth": [5, 24], "inform": [2, 3, 5, 9, 10, 13, 16, 42, 43, 76, 77, 125, 130, 133, 139, 145, 156, 165], "code": [2, 5, 6, 7, 8, 13, 16, 24, 25, 27, 28, 29, 32, 33, 34, 35, 36, 37, 38, 61, 65, 101, 102, 112, 113, 164], "sourc": [0, 5, 8, 13, 19, 82, 88, 89, 90, 91, 97, 98, 99, 175, 178, 180, 190, 193], "Then": [5, 13, 15, 71], "startegi": 5, "read": [5, 14, 24, 43], "folder": [2, 5, 10, 13, 16], "same": [5, 16, 21, 25, 72], "script": 5, "pick": [5, 10, 16, 25], "rang": [5, 13, 16, 19, 20], "full": [2, 6, 8, 11, 25, 124, 132], "link": [6, 8], "give": [6, 8, 13, 130, 139], "u": [6, 7, 8, 13, 20, 25, 174, 189], "credit": [6, 8, 152, 163], "sale": [6, 8], "http": [2, 6, 8, 12, 13, 14, 15, 16, 19, 24, 25], "utm_sourc": 6, "affili": 6, "utm_campaign": 6, "lumi10": [2, 6], "help": [2, 3, 6, 8, 24], "support": [2, 6, 7, 8, 13, 16, 20, 24, 25, 43, 62, 66, 127, 135, 145, 156], "project": [2, 6, 8, 16], "coupon": [2, 6, 8], "10": [2, 6, 8, 13, 16, 18, 19, 31, 39, 43, 62, 66, 81, 126, 134, 151, 152, 162, 163, 164, 171, 172, 177, 186, 187, 192], "off": [2, 6, 8], "robust": [6, 8], "fetch": [6, 8, 43, 125, 130, 133, 139], "price": [2, 6, 8, 9, 13, 15, 16, 18, 19, 20, 21, 22, 30, 35, 38, 42, 43, 44, 46, 61, 62, 65, 66, 69, 71, 72, 73, 74, 77, 127, 135, 145, 151, 152, 156, 162, 163], "cryptocurr": [1, 2, 6, 8, 13, 16, 19, 71, 72, 73, 74, 145, 156], "simplifi": [6, 8], "process": [4, 6, 8, 16, 24, 36, 38, 151, 152, 162, 163], "simpli": [6, 8], "polygondatasourc": 6, "get_last_pric": [2, 6, 8, 10, 13, 15, 19, 20, 25, 43, 46], "get_historical_pric": [6, 8, 13, 19, 25, 30, 43, 46, 72], "As": [6, 8, 16], "2": [2, 6, 16, 21, 29, 31, 61, 65, 71, 72, 110, 111, 121, 122, 152, 163, 177, 192], "year": [2, 6, 8], "histor": [2, 6, 8, 12, 13, 19, 25, 42, 43, 69, 71, 72], "pai": [6, 8], "mani": [6, 8, 13, 25, 31, 40, 80], "faster": [2, 6, 8], "won": [6, 8], "t": [6, 8, 13, 25], "limit": [6, 8, 13, 21, 42, 71, 72, 80, 109, 120, 145, 151, 152, 156, 162, 163], "cach": [6, 8], "comput": [6, 8, 16, 24, 25], "so": [6, 8, 10, 13, 16, 18, 21, 24, 25, 46, 81, 127, 135], "even": [2, 6, 8, 29, 152, 163], "take": [6, 8, 16, 21, 24, 40, 43, 61, 62, 65, 66, 72, 73, 74, 124, 132], "bit": [6, 8], "To": [0, 6, 8, 10, 13, 14, 15, 16, 21, 24, 25, 71], "need": [2, 6, 8, 13, 15, 16, 24, 26, 40, 42, 71, 72, 76], "obtain": [6, 8, 13, 43, 125, 126, 128, 130, 133, 134, 136, 139], "which": [2, 6, 7, 8, 9, 13, 16, 19, 20, 21, 31, 40, 48, 50, 54, 56, 73, 74, 75, 76, 127, 129, 135, 137, 177, 192], "dashboard": [6, 8, 24], "account": [2, 6, 8, 12, 13, 14, 15, 16, 25, 42, 46, 48, 50, 52, 54, 56, 58, 60, 149, 160, 166, 181], "replac": [2, 6, 8, 13], "your_polygon_api_kei": [2, 6], "necessari": [6, 8, 16, 42], "inherit": [6, 8, 44], "defin": [6, 7, 8, 13, 23, 26, 31, 40, 41, 42, 44, 164], "hold": [6, 8, 19, 22, 25, 35], "until": [6, 8, 12, 19, 101, 102, 112, 113, 145, 156], "determin": [6, 7, 8, 12, 21, 42, 105, 116, 145, 156, 165], "2023": [2, 6, 8, 43, 124, 125, 132, 133], "05": [6, 8, 145, 156], "my_strat": [], "": [2, 3, 6, 7, 8, 13, 15, 16, 17, 20, 24, 25, 37, 40, 45, 51, 57, 81, 82, 84, 85, 86, 87, 88, 89, 90, 91, 93, 94, 95, 96, 97, 98, 99, 127, 135, 146, 157, 164, 177, 192], "sure": [2, 6, 8, 24, 25], "form": [6, 20, 80, 105, 116, 126, 128, 134, 136, 166, 181], "1d": [2, 6, 8, 19, 20, 39, 43], "qty": [2, 6, 8], "portfolio_valu": [2, 6, 8, 10, 13, 25, 27, 41, 176, 191], "__name__": [2, 6, 8, 13], "__main__": [2, 6, 8, 13], "your_api_key_her": [], "power": [2, 6, 8, 16, 24, 25], "tool": [6, 8, 16, 25], "variou": [2, 6, 7, 8], "With": [2, 6, 8, 25], "capabl": [6, 8], "easi": [6, 8, 16, 24, 25], "integr": [6, 8], "versatil": [6, 8, 13, 16], "choic": [6, 8, 16], "websit": [2, 7, 10, 13, 15, 16], "avail": [2, 9, 10, 19, 20, 22, 25, 46, 71, 72, 105, 116, 127, 135, 152, 163, 166, 181], "includ": [2, 3, 7, 9, 10, 13, 16, 18, 19, 25, 31, 40, 43, 53, 59, 71, 123, 145, 147, 156, 158, 174, 189], "etf": [2, 10], "cannot": 10, "veri": [10, 16, 25], "easili": [10, 25, 31, 44], "modifi": [10, 24, 25], "anyth": 10, "There": [10, 11, 145, 156], "sever": [0, 2, 10, 11, 44, 164], "gener": [7, 10, 13, 15, 25, 150, 161], "aapl_pric": [10, 25], "alloc": 10, "11": [10, 16, 18, 25], "12": [10, 16, 18, 24, 25, 73], "re": [2, 11, 16, 25, 81], "speak": [11, 40], "learn": [11, 16, 24, 25], "about": [2, 9, 11, 25, 165], "how": [0, 3, 11, 12, 13, 16, 24, 25, 44, 71, 80, 165], "them": [2, 11, 16, 19, 24, 25, 46, 47, 60, 69, 81, 100, 123, 141, 144, 155], "alpaca": [11, 19, 25, 71, 72], "document": [11, 13, 16, 24, 25, 71], "interact": [11, 13, 19, 21, 25, 44, 71, 72, 73, 80], "ccxt": [11, 25], "configur": [2, 11, 14, 25], "tradier": [11, 25, 76, 152, 163], "max_work": [12, 42, 43, 72], "20": [12, 13, 21, 31, 42, 164], "chunk_siz": [12, 43, 72], "connect_stream": [12, 42], "base": [2, 7, 12, 13, 18, 19, 20, 21, 22, 23, 25, 39, 42, 43, 45, 71, 72, 73, 145, 156], "connect": [12, 13, 16, 104, 115], "tradeapi": 12, "rest": [12, 40], "get_timestamp": [12, 25, 43, 46], "current": [12, 13, 16, 20, 35, 36, 41, 42, 43, 48, 50, 51, 54, 56, 57, 61, 62, 65, 66, 71, 72, 76, 77, 81, 82, 83, 84, 85, 86, 87, 88, 91, 92, 93, 94, 95, 96, 97, 127, 135, 142, 148, 152, 153, 159, 163, 166, 174, 177, 181, 189, 192], "unix": 12, "timestamp": [2, 12, 19, 43, 61, 62, 65, 66, 84, 85, 86, 87, 88, 93, 94, 95, 96, 97], "represent": [12, 20, 21, 43, 71, 72], "is_market_open": [12, 42], "market": [2, 12, 13, 21, 24, 25, 27, 28, 29, 30, 31, 39, 42, 73, 74, 101, 102, 105, 108, 109, 110, 111, 112, 113, 116, 119, 120, 121, 122, 145, 150, 151, 152, 156, 161, 162, 163, 171, 172, 174, 186, 187, 189], "get_time_to_open": [12, 42], "remain": [12, 38, 42, 171, 186], "get_time_to_clos": [12, 42], "alpaca_config": [12, 24, 25], "your_api_kei": [12, 13], "secret": [12, 13, 15, 24, 25], "api_secret": [12, 24, 25], "your_api_secret": 12, "endpoint": 12, "paper": [12, 14, 15, 16, 25, 43], "print": [12, 41], "alpacastrategi": 12, "on_trading_inter": [12, 31], "order_typ": [12, 152, 163], "asset_type_map": 12, "us_equ": 12, "cancel_ord": [12, 25, 42, 46, 148, 159], "cancel": [12, 21, 29, 34, 42, 70, 108, 110, 119, 121, 141, 142, 143, 144, 145, 148, 150, 153, 154, 155, 156, 159, 161], "wa": [2, 12, 13, 26, 29, 32, 33, 40, 42, 71, 166, 181], "get_historical_account_valu": [12, 42], "1400": 12, "1600": 12, "7": [12, 13, 16, 25, 31, 105, 116], "0830": 12, "0930": 12, "3": [2, 12, 16, 145, 156], "600": 12, "sampl": [12, 25], "1612172730": 12, "000234": 12, "boolean": [12, 150, 152, 161, 163], "map_asset_typ": 12, "orderdata": 12, "to_request_field": 12, "guid": [2, 13, 15, 24, 25], "cryoptocurr": 13, "through": [2, 13], "popular": 13, "interest": [7, 13, 127, 135], "find": [13, 14, 15, 16, 25, 43, 75, 126, 128, 129, 130, 134, 136, 137, 138, 139], "readthedoc": 13, "en": 13, "enabl": [13, 14], "wide": [13, 16, 62, 66], "coinbas": [13, 25], "pro": 13, "binanc": [13, 25], "kraken": [13, 25, 145, 156], "kucoin": [13, 25], "constantli": [13, 25], "don": [13, 25], "see": [2, 13, 14, 16, 18, 19, 24, 25, 43, 47, 60, 69, 81, 100, 123, 141], "let": 13, "know": [13, 17], "ll": [13, 15, 25], "desir": [13, 20, 80, 127, 135], "credenti": [13, 14], "rememb": [13, 25], "under": [13, 16, 24], "similar": [13, 16, 29], "alwai": [13, 29, 42, 105, 116, 166, 181], "24": [13, 31, 105, 116], "set_market": [13, 25, 31, 46], "few": [13, 16, 25, 100], "common": 13, "coinbase_config": 13, "exchange_id": 13, "apikei": 13, "your_secret_kei": 13, "sandbox": [13, 16], "kraken_config": 13, "margin": [13, 145, 156], "kucoin_config": 13, "password": [2, 8, 13], "your_passphras": 13, "NOT": 13, "your_secret": 13, "coinbasepro_config": 13, "coinbasepro": 13, "actual": [2, 13, 40, 42, 174, 189], "instanti": [13, 15, 25, 42], "chosen": [13, 15, 16], "correct": [13, 15], "instanc": 13, "strategy_executor": [13, 15], "complet": [13, 14, 16, 21, 25, 73, 74], "demonstr": 13, "pandas_ta": 13, "error": [13, 16, 21, 33], "termin": [2, 13, 24, 25], "importantfunct": 13, "30": [13, 39, 71, 72, 80], "sinc": 13, "those": [13, 16, 165], "hour": [13, 19, 20, 31, 39, 43, 71, 72, 105, 116, 177, 192], "place": [9, 13, 17, 145, 150, 156, 161], "quot": [13, 18, 19, 20, 21, 43, 48, 50, 54, 56, 71, 72, 73, 74, 76, 145, 151, 152, 156, 162, 163, 174, 176, 189, 191], "our": [7, 13, 16, 24, 25, 27], "transact": [13, 21, 166, 181], "btc": [13, 18, 19, 71, 72, 73, 145, 151, 152, 156, 162, 163], "0": [13, 14, 16, 18, 20, 21, 22, 23, 24, 31, 41, 42, 43, 86, 87, 95, 96, 145, 151, 152, 156, 162, 163, 172, 187], "mkt_order": 13, "000": [13, 24, 25], "lmt_order": 13, "limit_pric": [13, 21, 42, 109, 120, 145, 151, 152, 156, 162, 163], "10000": [13, 24], "pair": [13, 19, 21, 43, 73, 74, 124, 125, 132, 133, 145, 156], "bar": [13, 17, 20, 25, 42, 43, 62, 66, 70, 71, 72, 73, 74, 77, 80, 82, 84, 85, 86, 87, 88, 91, 93, 94, 95, 96, 97, 127, 135], "max_pric": 13, "max": [7, 13], "log_messag": [13, 15, 19, 25, 27, 29, 32, 33, 34, 35, 36, 37, 38, 39, 41, 46, 51, 52, 57, 58, 71, 72, 73, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 131, 140, 146, 147, 148, 157, 158, 159, 166, 167, 168, 169, 170, 171, 173, 174, 175, 176, 178, 180, 181, 182, 183, 184, 185, 186, 188, 189, 190, 191, 193], "f": [13, 15, 27, 34, 35, 37, 38, 41, 71, 73, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 131, 140, 168, 170, 173, 175, 176, 178, 180, 183, 185, 188, 190, 191, 193], "technic": [2, 13, 40], "analysi": [2, 4, 13, 45], "calcul": [13, 19, 21, 42, 43, 127, 135], "rsi": [2, 13], "ta": 13, "length": [13, 20, 42, 43, 71, 72, 77, 83, 92], "current_rsi": 13, "iloc": [13, 71], "macd": 13, "current_macd": 13, "55": 13, "ema": 13, "current_ema": 13, "cash": [9, 13, 25, 27, 41, 42, 47, 48, 50, 54, 56, 60, 174, 176, 179, 189, 191, 194], "get_posit": [13, 22, 25, 46, 149, 160], "share": [13, 15, 19, 21, 28, 30, 35, 38, 43, 145, 156, 174, 189], "specif": [2, 7, 13, 16, 18, 21, 40, 43, 61, 65, 108, 119, 124, 125, 132, 133, 145, 156, 165], "asset_to_get": 13, "outstand": 13, "get_ord": [13, 25, 46], "whatev": 13, "identifi": [2, 13, 18, 21, 147, 158], "last_pric": [13, 73, 74], "color": [13, 61, 62, 65, 66, 104, 115], "green": [13, 61, 62, 65, 66, 104, 115], "dt": [13, 20, 43, 61, 62, 65, 66, 89, 90, 98, 99, 138], "get_datetim": [13, 25, 42, 43, 46], "check": [13, 16, 25, 39, 42, 46, 71, 147, 148, 158, 159, 167, 169, 182, 184], "certain": [13, 62, 66], "9": [13, 16, 31], "30am": 13, "entir": 13, "portfolio": [7, 9, 13, 22, 27, 50, 56, 62, 66, 174, 189], "amount": [9, 13, 19, 21, 27, 43, 48, 50, 54, 56, 78, 79, 145, 156], "ve": [2, 13, 15, 25], "example_strategi": [13, 24, 25], "github": [13, 14, 16, 19, 24, 25], "repositori": [13, 16], "workstat": 14, "gatewai": 14, "instruct": [14, 145, 151, 152, 156, 162, 163], "found": [14, 25], "interactivebrok": [14, 19], "tw": [14, 19], "initial_setup": 14, "onc": [2, 14, 15, 16, 21, 24, 25, 31, 40, 145, 156], "navig": [14, 16], "global": [14, 16, 19, 44], "activex": 14, "socket": [14, 16], "client": [14, 16], "disabl": 14, "port": [14, 16], "7496": 14, "7497": [14, 16], "highli": [14, 25], "thoroughli": 14, "algorithm": [14, 24], "master": 14, "id": [2, 14, 16, 147, 158], "choos": [0, 14, 25], "999": 14, "py": [14, 16, 24, 25], "interactive_brokers_config": 14, "socket_port": 14, "client_id": 14, "digit": 14, "ip": [14, 16], "127": [14, 16], "entri": [14, 21], "point": [3, 7, 9, 14, 21, 43, 61, 65, 71, 72, 146, 157], "abov": [2, 14, 18, 19, 31], "except": [14, 19, 24, 25, 33], "strangl": 14, "interactive_brok": 14, "simple_start_ib": 14, "bot": [14, 16, 24, 31, 33, 44], "com": [2, 7, 14, 15, 16, 24, 25], "lumiwealth": [7, 14, 25], "blob": [14, 24, 25], "getting_start": 14, "visit": [7, 15, 16, 24, 25], "www": [8, 15], "access": [7, 15, 16, 19, 24, 25, 164], "page": [15, 16, 25], "dash": [15, 61, 65], "tradier_config": 15, "access_token": 15, "qtrz3zurd9244ahuw2aoyapgvyra": 15, "account_numb": 15, "va22904793": 15, "real": [15, 16, 24, 70, 77, 80], "monei": [15, 16, 24, 48, 50, 54, 56, 166, 181], "your_access_token": 15, "your_account_numb": 15, "That": 15, "now": [15, 24, 43, 73], "abl": 15, "less": [15, 145, 146, 156, 157], "than": [15, 16, 43, 81, 145, 146, 156, 157], "main": [16, 17, 21, 25, 32, 39, 44, 145, 156], "around": [16, 17], "fee": [16, 17, 25], "repres": [18, 21, 43, 44, 71, 72, 125, 133], "attribut": 18, "track": [18, 22, 25, 51, 52, 57, 58, 147, 148, 158, 159], "ticker": [9, 18, 19, 31, 43, 80], "underli": [18, 20, 127, 130, 135, 139], "ibm": [18, 144, 155], "just": [18, 25, 31, 35, 42, 145, 156], "corpor": 18, "printout": 18, "expir": [7, 18, 21, 31, 43, 71, 73, 124, 125, 126, 127, 132, 133, 134, 135, 138, 145, 156], "strike": [9, 18, 43, 71, 125, 127, 130, 133, 135, 139, 145, 156], "right": [16, 18, 27, 62, 66, 71, 151, 162], "enter": [16, 18, 21, 30, 145, 156, 177, 192], "multipli": [18, 19, 35, 38, 43, 124, 125, 128, 130, 132, 133, 136, 139, 151, 162], "e": [2, 9, 16, 18, 19, 20, 21, 22, 24, 71, 72, 73, 145, 146, 151, 156, 157, 162], "nexpir": 18, "expiri": [18, 126, 131, 134, 140], "june": 18, "2021": [18, 31, 127, 135, 138], "6": [16, 18, 25], "18": 18, "eur": [18, 71, 72, 145, 151, 152, 156, 162, 163], "convers": [18, 177, 192], "gbp": [18, 151, 162], "two": [2, 3, 18, 21, 24, 72, 144, 155], "permiss": 18, "behind": 18, "scene": 18, "anytim": 18, "mandatori": [16, 18, 44, 145, 156], "due": [16, 18], "addit": [2, 16, 18, 21, 145, 156], "detail": [0, 2, 3, 4, 9, 16, 18, 71, 147, 158], "precis": [18, 127, 135], "underlying_asset": 18, "case": [18, 20, 21], "ib": [18, 131, 140], "yyyymmdd": [18, 131, 140], "yyyymm": 18, "retriev": [2, 18, 20, 73, 74, 77], "leverag": [18, 145, 156], "over": [7, 18, 19, 24, 25, 61, 62, 65, 66], "_asset_typ": 18, "_right": 18, "asset_type_must_be_one_of": 18, "valid": [2, 18, 20, 21, 43, 124, 125, 132, 133, 145, 156], "right_must_be_one_of": 18, "17": [18, 31], "26": 18, "155": 18, "base_asset": [18, 151, 152, 162, 163], "optionright": 18, "v": [2, 7, 18], "is_valid": 18, "classmethod": [18, 19, 21, 22, 43], "symbol2asset": 18, "particularli": 18, "assetsmap": 18, "map": 18, "userdict": 18, "datafram": [19, 20, 43, 63, 64, 67, 68, 71, 77, 80], "dividend": [19, 43, 78, 79, 127, 135, 166, 181], "stock_split": 19, "local": [19, 20, 41, 43, 89, 90, 98, 99, 127, 135], "timezon": [19, 20, 25, 43, 89, 90, 98, 99, 175, 180, 190], "new_york": [19, 43, 175, 178, 180, 190, 193], "field": [19, 21], "g": [2, 9, 16, 19, 20, 21, 22, 24, 71, 72, 145, 156], "helper": [19, 21, 44], "row": [19, 41, 71, 72, 80], "get_last_dividend": 19, "per": [19, 43], "get_momentum": 19, "momentum": 19, "aggregate_bar": 19, "frequenc": [19, 20], "Will": [19, 24, 61, 62, 65, 66, 73, 74, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 124, 125, 126, 127, 128, 130, 131, 132, 133, 134, 135, 136, 138, 139, 140, 150, 161, 175, 178, 180, 190, 193], "timefram": 19, "min": 19, "15min": 19, "1h": [19, 39], "specifi": [19, 21, 43, 71, 72, 145, 156], "filter": 19, "daterang": 19, "get_total_volum": 19, "sum": [19, 50, 56], "given": [19, 20, 42, 43, 51, 57, 70, 71, 72, 75, 83, 92, 124, 126, 128, 129, 130, 132, 134, 136, 137, 138, 139, 142, 147, 153, 158], "total": [7, 19, 27, 50, 56, 146, 157, 174, 189], "themselv": 19, "supplier": 19, "exce": 19, "pace": 19, "throttl": 19, "respect": 19, "mention": 19, "tick": 19, "frequent": 19, "accur": [19, 43], "updat": [19, 21, 25, 35, 37, 107, 118, 145, 156, 166, 181], "rule": 19, "historical_limit": 19, "financi": [19, 24], "ohlcv": [19, 20, 42], "split": [19, 44], "instrument": 19, "yield": 19, "appropri": 19, "coin": [19, 145, 156], "eth": [19, 72, 145, 152, 156, 163], "get_total_dividend": 19, "get_total_stock_split": 19, "get_total_return": 19, "get_total_return_pct": 19, "percentag": [19, 24], "get_total_return_pct_chang": 19, "recent": [19, 71, 77], "get_bar": [19, 20, 43], "ethereum": 19, "bitcoin": 19, "grouper_kwarg": 19, "bars_agg": 19, "inclus": 19, "parse_bar_list": 19, "bar_list": 19, "singl": [19, 143, 154], "nobardatafound": 19, "date_start": 20, "date_end": 20, "trading_hours_start": 20, "trading_hours_end": 20, "23": 20, "59": 20, "input": [20, 101, 102, 112, 113], "manag": [20, 21, 25, 46, 60, 123], "attach": 20, "0001": 20, "localize_timezon": 20, "tz_local": 20, "eastern": 20, "utc": 20, "sybmol": 20, "datalin": 20, "numpi": 20, "arrai": [16, 20], "iter_index": 20, "count": [20, 31, 77, 80], "seri": 20, "set_tim": 20, "repair_times_and_fil": 20, "merg": 20, "reindex": 20, "fill": [16, 20, 21, 22, 35, 38, 42, 145, 156, 166, 181], "nan": 20, "lower": 20, "set_date_format": 20, "set_dat": 20, "trim_data": 20, "trim": 20, "match": [20, 43], "to_datalin": 20, "exist": [20, 53, 59], "get_iter_count": 20, "len": 20, "check_data": 20, "wrapper": 20, "timeshift": [20, 42, 43, 71, 72, 83, 86, 87, 92, 95, 96], "_get_bars_dict": 20, "min_timestep": [20, 43], "timestep_map": [20, 43], "shift": [20, 43, 71, 72, 83, 86, 87, 92, 95, 96], "get_bars_between_d": 20, "exchang": [20, 21, 43, 71, 72, 73, 74, 75, 82, 84, 85, 86, 87, 88, 91, 93, 94, 95, 96, 97, 124, 125, 126, 128, 129, 130, 132, 133, 134, 136, 137, 139, 145, 156], "start_dat": 20, "end_dat": 20, "idx": 20, "belong": 21, "construct": 21, "goog": [21, 41, 71, 72], "googl": 21, "to_posit": 21, "get_incr": 21, "wait_to_be_regist": 21, "wait": [16, 21, 38, 108, 109, 110, 111, 119, 120, 121, 122], "regist": [21, 109, 111, 120, 122], "wait_to_be_clos": 21, "better": [7, 21, 145, 156], "keyword": 21, "my_limit_pric": 21, "500": [21, 35], "stop": [21, 24, 31, 32, 39, 42, 61, 62, 65, 66, 101, 102, 112, 113, 145, 151, 152, 156, 162, 163, 171, 186], "move": [2, 7, 21, 25], "past": [2, 21, 24], "particular": [21, 124, 126, 128, 132, 134, 136], "higher": 21, "probabl": 21, "achiev": [7, 21, 24, 25], "predetermin": 21, "exit": 21, "stop_pric": [21, 42, 145, 151, 152, 156, 162, 163], "my_stop_pric": 21, "400": 21, "stop_limit": [21, 145, 156], "combin": 21, "405": 21, "trail": [21, 145, 151, 156, 162], "continu": [21, 145, 156], "keep": [16, 21, 22, 80, 145, 156], "threshold": [21, 145, 156], "movement": [21, 145, 156], "trailing_stop": [21, 145, 156], "trail_pric": [21, 145, 156], "trail_perc": [21, 145, 156], "my_trail_pric": 21, "order_1": 21, "my_trail_perc": 21, "order_2": 21, "bracket": [21, 145, 156], "chain": [21, 43, 123, 124, 125, 126, 128, 130, 132, 133, 134, 136, 139], "long": 21, "short": [21, 105, 116], "condit": [2, 21, 39], "activ": [16, 21, 25, 73, 74, 77, 151, 152, 162, 163], "profit": [16, 21, 24, 25, 42, 61, 62, 65, 66], "loss": [7, 21, 42, 61, 62, 65, 66, 145, 151, 152, 156, 162, 163], "importantli": 21, "execut": [2, 9, 16, 21, 22, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 44, 101, 102, 106, 108, 110, 112, 113, 117, 119, 121, 142, 151, 153, 162, 171, 172, 177, 186, 187, 192], "howev": [16, 21, 29, 31, 145, 156], "extrem": 21, "volatil": [7, 21, 127, 135], "fast": [21, 24, 25], "both": [8, 21, 24, 29, 145, 156], "occur": 21, "take_profit_pric": [21, 145, 151, 156, 162], "stop_loss_pric": [21, 145, 151, 156, 162], "stop_loss_limit_pric": [21, 145, 156], "my_take_profit_pric": 21, "420": 21, "my_stop_loss_pric": 21, "parent": 21, "oto": [21, 145, 156], "trigger": [21, 145, 156], "variant": 21, "oco": [21, 145, 151, 156, 162], "word": [21, 166, 181], "part": [16, 21, 40, 152, 163, 164], "where": [21, 24, 41, 145, 156], "alreadi": [21, 29, 35, 40], "submit": [21, 36, 42, 46, 141, 145, 151, 152, 156, 162, 163], "submiss": 21, "position_fil": [21, 145, 156], "time_in_forc": [21, 145, 156], "good_till_d": [21, 145, 156], "date_cr": 21, "trade_cost": 21, "custom_param": [21, 145, 156], "avg_fill_pric": [21, 22], "tag": [21, 152, 163], "ordersid": 21, "buy_to_clos": 21, "buy_to_cov": 21, "buy_to_open": 21, "sell_short": 21, "sell_to_clos": 21, "sell_to_open": 21, "orderstatu": 21, "cash_settl": 21, "partially_fil": 21, "partial_fil": 21, "ordertyp": 21, "tupl": [21, 72], "alia": 21, "add_transact": 21, "properti": [21, 22, 25, 42, 44, 45, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193, 194], "cash_pend": 21, "equivalent_statu": 21, "statu": [21, 147, 148, 158, 159], "equival": 21, "get_fill_pric": 21, "weight": 21, "averag": [2, 7, 21, 22], "often": 21, "encount": 21, "partial": [21, 38], "pnl": 21, "yet": [21, 45], "is_act": 21, "otherwis": [21, 35], "rtype": [21, 43], "is_cancel": 21, "is_fil": 21, "is_opt": 21, "set_cancel": 21, "set_error": 21, "set_fil": 21, "set_identifi": 21, "set_new": 21, "set_partially_fil": 21, "update_raw": 21, "update_trail_stop_pric": 21, "was_transmit": 21, "retreiv": 22, "appl": 22, "add_ord": 22, "decim": [22, 73, 74, 145, 146, 156, 157], "get_selling_ord": [22, 25, 46], "value_typ": 22, "trading_fe": 23, "flat_fe": [23, 24], "percent_fe": [23, 24], "maker": 23, "taker": 23, "made": [24, 69, 81], "design": [2, 16, 24, 26, 40], "beginn": 24, "quickli": [2, 16, 24], "At": 24, "join": [24, 25], "commun": [24, 25], "comprehens": [4, 24], "cours": [24, 25], "shown": [24, 25], "annual": [7, 24, 25], "reach": [7, 24, 25, 42], "discov": [24, 25], "enhanc": 24, "skill": 24, "potenti": [2, 24, 25, 146, 157], "expert": [24, 25], "guidanc": 24, "resourc": 24, "welcom": 24, "hope": 24, "enjoi": 24, "section": [2, 16, 24, 46], "command": [2, 24, 25], "easiest": 24, "comfort": 24, "without": [24, 130, 139], "copi": 24, "your_alpaca_api_kei": [24, 25], "your_alpaca_secret": [24, 25], "custom": [2, 24, 31, 145, 156, 164], "everi": [2, 24, 31, 39, 42, 46, 80], "180": 24, "180m": 24, "my": [16, 24], "crucial": [2, 16, 24], "understand": [2, 4, 24], "refin": [4, 24], "carri": 24, "familiar": 24, "expect": [16, 24, 25, 127, 135], "And": [24, 71, 72], "try": [24, 145, 156], "Or": [24, 25, 164], "dev": [24, 25], "simple_start_single_fil": [24, 25], "flat": 24, "trading_fee_1": 24, "trading_fee_2": 24, "sometim": 24, "spend": 24, "yappi": 24, "machinelearninglongshort": 24, "tqqq": 24, "thread": [], "get_thread_stat": 24, "d": [31, 177, 192], "robot": 25, "well": 25, "super": 25, "develop": [16, 25], "being": [25, 34, 35, 36, 37, 38, 43, 45, 71, 125, 133, 145, 156, 167, 182], "bug": 25, "fix": [25, 80], "fortun": 25, "against": 25, "invest": [7, 25], "switch": 25, "line": [3, 25, 45, 61, 62, 63, 65, 66, 67], "top": [16, 25], "industri": 25, "tradest": 25, "offer": [2, 7, 16, 25], "tutori": 25, "build": [25, 26, 44], "analy": 25, "out": [25, 42, 46, 51, 57, 73], "box": 25, "suit": [2, 25], "analyt": 25, "analyz": 25, "optim": [2, 7, 16, 25], "chart": [25, 46, 61, 62, 63, 64, 65, 66, 67, 68], "event": [4, 25, 32, 33, 34, 35, 36, 37, 38, 42, 62, 66], "engin": [25, 40], "were": [9, 25, 37], "deal": 25, "complic": 25, "confus": 25, "vector": 25, "math": 25, "mac": 25, "powershel": 25, "window": 25, "packag": 25, "notic": 25, "exactli": 25, "everyth": [16, 25], "suggest": 25, "lifecycl": [25, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 44, 46, 167, 171, 172, 177, 182, 186, 187, 192], "menu": 25, "describ": [25, 44], "what": [25, 46, 81, 176, 191], "sub": 25, "individu": [2, 25], "tree": 25, "good": [25, 145, 156], "luck": 25, "forget": 25, "swim": 25, "cover": 25, "By": [2, 16, 25, 33, 127, 135, 171, 172, 175, 177, 178, 180, 186, 187, 190, 192, 193], "gain": 25, "wealth": 25, "expertis": 25, "level": [25, 62, 66, 104, 115], "why": [2, 25], "implement": [7, 25, 26, 40, 43, 45], "perform": [0, 2, 3, 7, 16, 25, 40], "proven": 25, "record": 25, "home": 25, "discord": [16, 25], "pre": [25, 152, 163], "4": [2, 16, 25, 146, 157], "8": [16, 25], "profil": 25, "improv": 25, "refer": [2, 3, 16, 25, 26], "before_market_open": [25, 26, 172, 187], "before_starting_trad": [25, 26, 29], "before_market_clos": [25, 26], "after_market_clos": [25, 26], "on_abrupt_clos": [25, 26, 33], "on_bot_crash": [25, 26], "trace_stat": [25, 26, 177, 192], "on_new_ord": [25, 26], "on_partially_filled_ord": [25, 26], "on_filled_ord": [25, 26], "on_canceled_ord": [25, 26], "on_parameters_upd": [25, 26], "cancel_open_ord": [25, 29, 46, 150, 161], "sell_al": [25, 28, 32, 33, 46], "get_asset_potential_tot": [25, 46], "get_portfolio_valu": [25, 46], "get_cash": [25, 46], "get_historical_prices_for_asset": [25, 29, 46], "get_quot": [20, 25, 46], "get_yesterday_dividend": [25, 43, 46], "get_next_trading_dai": [25, 46], "add_mark": [3, 25, 46], "add_lin": [3, 25, 46], "get_markers_df": [25, 46], "get_lines_df": [25, 46], "get_paramet": [25, 46, 164], "set_paramet": [25, 46, 164], "get_chain": [25, 43, 46, 126, 128, 130, 134, 136, 139], "get_greek": [25, 46], "get_strik": [25, 43, 46], "get_expir": [25, 46], "get_multipli": [25, 46], "options_expiry_to_datetime_d": [25, 46], "get_round_minut": [25, 43, 46], "get_last_minut": [25, 43, 46], "get_round_dai": [25, 43, 46], "get_last_dai": [25, 43, 46], "get_datetime_rang": [25, 42, 43, 46], "localize_datetim": [25, 43, 46], "to_default_timezon": [25, 43, 46], "miscellan": [25, 46], "update_paramet": [25, 37, 46], "await_market_to_clos": [25, 46], "await_market_to_open": [25, 46], "wait_for_order_registr": [25, 46], "wait_for_order_execut": [25, 46], "wait_for_orders_registr": [25, 46], "wait_for_orders_execut": [25, 46], "is_backtest": [16, 25], "initial_budget": 25, "last_on_trading_iteration_datetim": 25, "pytz": 25, "unspent_monei": 25, "leg": 25, "search": [2, 25], "abstract": [26, 40, 42, 43, 44], "pattern": [26, 40], "greatli": [26, 40], "influenc": [3, 26, 40], "react": [26, 40], "j": [26, 40], "compon": [26, 40], "overload": [26, 33, 40, 42], "logic": [26, 28, 29, 39, 40, 42, 44], "dump": [27, 41], "report": 27, "busi": [28, 29], "execud": [28, 29], "skip": 29, "unlik": 29, "launch": 29, "tlt": [29, 51, 57, 72, 74, 79, 110, 111, 121, 122, 145, 146, 152, 156, 157, 163], "bars_list": 29, "asset_bar": 29, "reiniti": 30, "variabl": [25, 30, 41, 165], "reset": 30, "blacklist": 30, "loop": [30, 39, 102, 113, 171, 186], "durat": [7, 31, 145, 152, 156, 163, 177, 192], "my_custom_paramet": 31, "5m": [31, 177, 192], "constructor": 31, "later": 31, "strategy_1": 31, "my_other_paramet": 31, "strategy_2": 31, "my_last_paramet": 31, "oper": [16, 31, 40], "asset_symbol": 31, "mnq": 31, "nasdaq": [31, 105, 116], "calendar": [31, 75, 129, 137], "marketcalendar": [31, 105, 116], "asx": [31, 105, 116], "bmf": [31, 105, 116], "cfe": [31, 105, 116], "nyse": [31, 75, 105, 116, 129, 137], "bat": [31, 105, 116], "cme_equ": [31, 105, 116], "cbot_equ": [31, 105, 116], "cme_agricultur": [31, 105, 116], "cbot_agricultur": [31, 105, 116], "comex_agricultur": [31, 105, 116], "nymex_agricultur": [31, 105, 116], "cme_rat": [31, 105, 116], "cbot_rat": [31, 105, 116], "cme_interestr": [31, 105, 116], "cbot_interestr": [31, 105, 116], "cme_bond": [31, 105, 116], "cbot_bond": [31, 105, 116], "eurex": [31, 105, 116], "hkex": [31, 105, 116], "ic": [31, 105, 116], "iceu": [31, 105, 116], "nyfe": [31, 105, 116], "jpx": [31, 105, 116], "lse": [31, 105, 116], "os": [31, 105, 116], "six": [31, 105, 116], "sse": [31, 105, 116], "tsx": [31, 105, 116], "tsxv": [31, 105, 116], "bse": [31, 105, 116], "tase": [31, 105, 116], "tradingcalendar": [31, 105, 116], "asex": [31, 105, 116], "bvmf": [31, 105, 116], "cme": [31, 73, 105, 116], "iepa": [31, 105, 116], "xam": [31, 105, 116], "xasx": [31, 105, 116], "xbkk": [31, 105, 116], "xbog": [31, 105, 116], "xbom": [31, 105, 116], "xbru": [31, 105, 116], "xbud": [31, 105, 116], "xbue": [31, 105, 116], "xcbf": [31, 105, 116], "xcse": [31, 105, 116], "xdub": [31, 105, 116], "xfra": [31, 105, 116], "xetr": [31, 105, 116], "xhel": [31, 105, 116], "xhkg": [31, 105, 116], "xice": [31, 105, 116], "xidx": [31, 105, 116], "xist": [31, 105, 116], "xjse": [31, 105, 116], "xkar": [31, 105, 116], "xkl": [31, 105, 116], "xkrx": [31, 105, 116], "xlim": [31, 105, 116], "xli": [31, 105, 116], "xlon": [31, 105, 116], "xmad": [31, 105, 116], "xmex": [31, 105, 116], "xmil": [31, 105, 116], "xmo": [31, 105, 116], "xny": [31, 105, 116], "xnze": [31, 105, 116], "xosl": [31, 105, 116], "xpar": [31, 105, 116], "xph": [31, 105, 116], "xpra": [31, 105, 116], "xse": [31, 105, 116], "xsgo": [31, 105, 116], "xshg": [31, 105, 116], "xsto": [31, 105, 116], "xswx": [31, 105, 116], "xtae": [31, 105, 116], "xtai": [31, 105, 116], "xtk": [31, 105, 116], "xtse": [31, 105, 116], "xwar": [31, 105, 116], "xwbo": [31, 105, 116], "us_futur": [31, 105, 116], "max_bar": 31, "10m": [31, 177, 192], "20h": 31, "48": 31, "2d": [31, 177, 192], "interrupt": 32, "gracefulli": 32, "shut": 32, "keybord": 32, "interupt": [32, 39], "abrupt": 32, "crash": [33, 39], "rais": 33, "successfulli": [34, 35, 36], "correspond": [16, 34, 35, 36], "relat": [16, 35], "300": [35, 177, 192], "sold": [35, 50, 56, 145, 156], "elif": 35, "bought": [35, 145, 156], "r": 36, "miss": 38, "restart": [16, 39], "again": [39, 102, 113], "pull": [39, 71], "hello": 39, "task": 40, "core": 40, "framework": [2, 40], "ones": [16, 40], "perspect": 40, "readi": [2, 40, 145, 156], "care": 40, "he": 40, "illustr": 40, "context": 41, "scope": 41, "random": 41, "google_symbol": 41, "snapshot_befor": 41, "random_numb": 41, "randint": 41, "my_custom_stat": 41, "trace": 41, "snapshot": 41, "my_stat": 41, "my_other_stat": 41, "backtesting_brok": 42, "is_backtesting_brok": 42, "calculate_trade_cost": 42, "cost": [16, 42], "cash_settle_options_contract": 42, "settl": 42, "todo": [42, 73], "docstr": 42, "get_last_bar": 42, "els": 42, "limit_ord": [42, 145, 156], "open_": 42, "process_expired_option_contract": 42, "expri": 42, "process_pending_ord": 42, "evalu": 42, "begin": [2, 42], "mostli": 42, "should_continu": 42, "product": 42, "stop_ord": 42, "delai": 43, "abc": [42, 43], "default_pytz": 43, "dsttzinfo": 43, "lmt": 43, "19": 43, "std": 43, "default_timezon": 43, "is_backtesting_data_sourc": [42, 43], "calculate_greek": 43, "asset_pric": [43, 127, 135], "underlying_pric": [43, 127, 135], "greek": [43, 123, 127, 135], "static": 43, "convert_timestep_str_to_timedelta": 43, "timedelta": [43, 71, 72, 101, 102, 112, 113], "1minut": 43, "1hour": 43, "1dai": 43, "unit": [16, 43, 145, 156, 177, 192], "include_after_hour": [43, 71, 72], "info": [43, 104, 115, 124, 125, 132, 133], "guarente": [43, 124, 125, 132, 133], "exp_dat": [43, 124, 125, 132, 133], "strike1": [43, 124, 125, 132, 133], "strike2": [43, 124, 125, 132, 133], "07": [43, 124, 125, 132, 133], "adjust_for_delai": [42, 43, 82, 91], "ago": [43, 71], "known": [43, 73, 74], "round": [43, 86, 87, 95, 96], "param": 43, "get_timestep": 43, "query_greek": [43, 127, 135], "queri": [43, 127, 135], "categori": [44, 100], "flow": 44, "below": [16, 44, 46, 47, 60, 69, 73, 81, 100, 123, 141], "filled_order_callback": [], "force_start_immedi": [], "discord_webhook_url": 16, "account_history_db_connection_str": [], "strategy_id": 16, "discord_account_summary_foot": [], "_strategi": [], "style": [61, 65], "solid": [61, 65], "width": [61, 65, 71, 72], "detail_text": [61, 62, 65, 66], "bolling": [7, 61, 65], "band": [7, 61, 65], "displai": [45, 61, 62, 65, 66], "graph": [7, 61, 62, 65, 66], "overbought": [61, 62, 65, 66], "oversold": [61, 62, 65, 66], "red": [61, 62, 65, 66, 104, 115], "blue": [61, 62, 65, 66], "yellow": [61, 62, 65, 66], "orang": [61, 62, 65, 66], "purpl": [61, 62, 65, 66], "pink": [61, 62, 65, 66], "brown": [61, 62, 65, 66], "black": [61, 62, 65, 66], "white": [61, 62, 65, 66], "grai": [61, 65], "lightgrai": [61, 65], "darkgrai": [61, 65], "lightblu": [61, 65], "darkblu": [61, 65], "lightgreen": [61, 65], "darkgreen": [61, 65], "lightr": [61, 65], "darkr": [61, 65], "hex": [61, 65], "dot": [61, 62, 65, 66], "text": [61, 62, 65, 66], "hover": [61, 62, 65, 66], "add_chart_lin": [61, 65], "80": [61, 65], "circl": [62, 66], "size": [62, 66, 80], "marker": [3, 45, 62, 64, 66, 68], "mark": [62, 66], "cross": [62, 66], "resist": [62, 66], "squar": [62, 66], "diamond": [62, 66], "x": [62, 66], "triangl": [62, 66], "left": [16, 62, 66], "ne": [62, 66], "se": [62, 66], "sw": [62, 66], "nw": [62, 66], "pentagon": [62, 66], "hexagon": [62, 66], "hexagon2": [62, 66], "octagon": [62, 66], "star": [62, 66], "hexagram": [62, 66], "tall": [62, 66], "hourglass": [62, 66], "bowti": [62, 66], "thin": [62, 66], "asterisk": [62, 66], "hash": [62, 66], "y": [62, 66], "ew": [62, 66], "n": [62, 66], "arrow": [62, 66], "add_chart_mark": [62, 66], "paus": [101, 102, 106, 112, 113, 117, 177, 192], "overrid": [101, 102, 112, 113], "infinit": [102, 113], "await": [102, 113, 142, 153], "calculate_return": [], "multipl": [2, 16, 142, 153], "seek": [51, 57, 143, 154], "order1": [110, 111, 121, 122, 144, 152, 155, 163], "order2": [110, 111, 121, 122, 144, 152, 155, 163], "cancel_realtime_bar": [], "stream": [70, 77, 80], "create_asset": [70, 71, 78], "whenev": [166, 181], "paid": [1, 2, 166, 181], "therefor": [166, 181], "zero": [166, 181], "crytpo": [], "gtc": [145, 152, 156, 163], "still": [145, 156], "restric": [145, 156], "compound": [145, 156], "suffici": [145, 156], "deprec": [1, 145, 156, 179, 194], "213": [145, 156], "obect": [145, 156], "intern": [16, 145, 156], "favor": [145, 156], "doe": [42, 43, 76, 145, 156], "guarante": [145, 156], "attain": [7, 145, 156], "penetr": [145, 156], "forc": [145, 156], "remaind": [145, 156], "gtd": [145, 156], "though": [145, 156], "dollar": [145, 156, 174, 189], "percent": [145, 156], "smart": [43, 124, 126, 128, 132, 134, 136, 145, 156], "stop_loss": [145, 151, 156, 162], "stop_loss_limit": [145, 156], "2019": [145, 156], "chf": [145, 156], "aset": [145, 151, 152, 156, 162, 163], "41000": [145, 156], "crypto_assets_to_tupl": [], "find_first_fridai": [], "excut": [167, 182], "sought": [51, 57, 146, 157], "expiration_d": [146, 151, 157, 162], "remov": [179, 194], "cboe": [124, 126, 128, 132, 134, 136], "strke": [43, 124, 132], "stike": [43, 124, 132], "whose": [43, 125, 133], "accord": [81, 82, 88, 91, 97], "sort": [126, 128, 130, 134, 136, 139], "2022": [73, 126, 134], "13": [16, 126, 134], "expiry_d": [126, 131, 134, 140], "expens": [127, 135], "argument": [8, 127, 135], "could": [127, 135], "theoret": [127, 135], "implied_volatil": [127, 135], "impli": [127, 135], "delta": [7, 127, 135], "option_pric": [127, 135], "pv_dividend": [127, 135], "present": [71, 72, 127, 135], "gamma": [127, 135], "vega": [127, 135], "theta": [127, 135], "opt_asset": [127, 135], "option_typ": [127, 135], "get_historical_bot_stat": [], "bot_stat": [], "account_valu": [], "backward": [71, 72], "depend": [16, 71, 72], "week": [71, 72], "1month": [71, 72], "integ": [71, 72, 177, 192], "decid": 71, "extract": 71, "24h": 71, "last_ohlc": 71, "asset_bas": [71, 72, 151, 162], "asset_quot": [71, 72, 151, 152, 162, 163], "regular": 72, "eurusd": 72, "month": [16, 84, 93], "last_dai": [84, 93], "last_minut": [85, 94], "should_use_last_clos": 73, "todai": [16, 73, 81], "comment": 73, "16": 73, "20221013": [128, 136], "yyyi": [75, 129, 137], "mm": [75, 129, 137], "dd": [75, 129, 137], "next_trading_dai": [75, 129, 137], "get_option_expiration_after_d": [], "next_option_expir": 138, "get_next_option_expir": 138, "order_id": [147, 158], "get_tracked_ord": [148, 159], "net": [2, 8, 50, 56], "equiti": [2, 50, 56], "assset": [51, 57], "empti": [52, 58], "backtets": 76, "bid": 76, "ask": 76, "get_realtime_bar": [], "vwap": [77, 80], "intial": 77, "nearest": [86, 87, 95, 96], "round_dai": [86, 95], "round_minut": [87, 96], "get_stats_from_databas": [], "stats_table_nam": [], "get_symbol_bar": 69, "get_tick": [], "get_tracked_asset": [], "get_tracked_posit": [], "previou": [7, 78, 79], "happen": [170, 185], "load_panda": [], "messag": [16, 100, 104, 115], "broadcast": [104, 115], "prefix": [0, 104, 115], "goe": [104, 115], "consol": [16, 104, 115], "servic": [16, 104, 115], "plu": [104, 115, 174, 189], "origin": [104, 115], "send": [16, 104, 115], "insid": [46, 165, 171, 186], "equal": [171, 172, 177, 186, 187, 192], "on_strategy_end": [], "statist": 2, "finish": [], "20200101": [131, 140], "attempt": [174, 189], "resov": [174, 189], "held": [174, 189], "system": [150, 161], "leav": [150, 161], "send_account_summary_to_discord": [], "send_discord_messag": [], "image_buf": [], "silent": [], "send_result_text_to_discord": [], "returns_text": [], "send_spark_chart_to_discord": [], "stats_df": [], "Not": [42, 105, 116], "applic": [16, 105, 116], "set_parameter_default": [], "overwrit": [53, 59], "should_send_account_summary_to_discord": [], "program": [106, 117, 164, 177, 192], "control": [177, 192], "speed": [177, 192], "interpret": [2, 177, 192], "m": [177, 192], "h": [177, 192], "2h": [177, 192], "start_realtime_bar": [], "keep_bar": 80, "arriv": 80, "extend": 80, "kept": 80, "strike_pric": [151, 162], "trailing_stop_pric": [151, 162], "41250": [151, 162], "41325": [151, 162], "41300": [151, 162], "is_multileg": [152, 163], "multileg": [21, 152, 163], "debit": [152, 163], "post": [152, 163], "asset_btc": [152, 163], "asset_eth": [152, 163], "to_sql": [], "connection_str": [], "if_exist": [], "write_backtest_set": [], "redefin": [], "debug": [4, 45], "is_backtest_brok": 45, "async_": 45, "async": 45, "asynchron": 45, "displi": 45, "web": [24, 45], "browser": [16, 24, 45], "run_all_async": 45, "stop_al": 45, "thing": 46, "divid": 46, "sens": 46, "preced": 46, "accoutn": [], "datatim": 81, "think": 81, "regardless": 81, "especi": [16, 81], "1990": 81, "tell": 81, "jan": 81, "1991": 81, "rather": 81, "fit": [16, 100], "pend": [], "meantim": [], "meant": 123, "typic": [16, 164], "my_paramet": 164, "main_tick": 164, "ema_threshold": 164, "lot": [16, 165], "state": [16, 165], "insight": [0, 2], "behavior": [0, 2], "quantstat": 7, "lumi": [2, 7, 8], "varieti": 7, "metric": [2, 7], "yearli": 7, "sharp": [2, 7], "ratio": [2, 7], "romad": 7, "maximum": 7, "drawdown": [2, 7], "sortino": 7, "variat": 7, "differenti": 7, "harm": 7, "observ": 7, "peak": 7, "trough": 7, "longest": 7, "accompani": 7, "cumul": 7, "scale": 7, "visual": [2, 3, 7, 24], "exponenti": 7, "growth": 7, "showcas": 7, "tailor": 7, "goal": 7, "aim": [], "steadi": [], "focus": 16, "toler": [], "balanc": [], "question": 7, "email": 7, "along": 9, "involv": 9, "uniqu": 3, "decis": [3, 4], "signal": [], "action": 4, "taken": 4, "view": [4, 16], "utm_medium": [], "referr": [], "lumibot_backtesting_sect": [], "condor": [7, 16], "martingal": 7, "iron": 7, "dte": 7, "bband": 7, "v2": 7, "strategy_method": [], "doc": 16, "_": [], "order_class": 21, "error_messag": 21, "child_ord": 21, "unprocess": 21, "orderclass": 21, "add_child_ord": 21, "o": 21, "child": [21, 42], "is_buy_ord": 21, "is_sell_ord": 21, "data_source_backtest": 42, "datasourcebacktest": [42, 43], "directli": [16, 42], "pandasdata": [42, 43], "clean_trading_tim": 43, "dt_index": 43, "pcal": 43, "find_asset_in_data_stor": 43, "get_asset_by_nam": 43, "get_asset_by_symbol": 43, "get_asset": 43, "get_start_datetime_and_ts_unit": 43, "start_dt": 43, "start_buff": 43, "get_trading_days_panda": 43, "load_data": 43, "update_date_index": 43, "yahoo_data": 43, "yahoodata": 43, "15m": 43, "becuas": 43, "chain_data": 43, "option_chain": 43, "subscript": 1, "usernam": [2, 8], "thetadatabacktest": 8, "thetadata_usernam": 8, "thetadata_password": 8, "thetadata": [0, 2, 25], "run_backtest": [0, 1, 2, 5, 6, 8, 10, 24], "altern": 8, "get_func_stat": 24, "print_al": 24, "prof": 24, "pstat": 24, "snakeviz": 24, "complex": 24, "conclus": [0, 25], "vital": 2, "across": [2, 16], "walk": 2, "explain": 2, "introduc": 2, "studio": 2, "pycharm": 2, "offici": 2, "visualstudio": 2, "extens": 2, "environ": [2, 25], "overview": 2, "suitabl": [2, 16], "longer": 2, "term": 2, "intradai": 2, "ideal": [2, 16], "plan": [2, 16], "dataset": 2, "export": 2, "correctli": 16, "select": [2, 16], "backtesting_funct": [], "curv": 2, "comparison": 2, "tearsheet_html": [], "review": 2, "warn": [], "logs_csv": [], "eas": 16, "further": [2, 16], "weak": 2, "strength": 2, "deploi": [2, 25], "machin": 2, "quick": 2, "manual": [2, 16], "essenti": 2, "breakdown": [], "respond": 2, "catch": [], "confid": 2, "aspect": 2, "tear": 2, "sheet": 2, "issu": 2, "straightforward": 16, "button": 16, "effect": 16, "great": 16, "prefer": 16, "edit": 16, "tip": 16, "scroll": 16, "afford": 16, "excel": 16, "while": 16, "best": 16, "scalabl": 16, "click": 16, "figur": 16, "blueprint": 16, "background": 16, "worker": 16, "butterfli": 16, "jljk": [], "starter": 16, "On": 16, "sidebar": 16, "corner": 16, "success": 16, "monitor": 16, "smoothli": 16, "bottom": 16, "tab": 16, "locat": 16, "reserv": 16, "vm": 16, "downgrad": 16, "vcpu": 16, "reduc": 16, "proper": 16, "webhook": 16, "url": 16, "live_config": 16, "separ": 16, "env": 16, "verifi": 16, "confirm": 16, "behav": 16, "ey": 16, "happi": 16, "assist": 16, "from_dict": [18, 21, 22], "to_dict": [18, 21, 22], "order_dict": 21, "deploy": 25, "platform": 25, "render": 25, "replit": 25, "src": 16, "paper_1": 16, "a7py0zidhxde6qkx8ojjknp7cd87hwku": 16, "notif": 16, "123456789": 16, "db_connection_str": 16, "histori": 16, "sqlite": 16, "account_histori": 16, "db": 16, "strategy_nam": 16, "competit": 16, "kraken_api_kei": 16, "xyz1234567890abcdef": 16, "kraken_api_secret": 16, "abcdef1234567890abcdef1234567890abcdef1234": 16, "soon": 16, "incred": 16, "commiss": 16, "engag": 16, "tradier_access_token": 16, "token": 16, "qtrz3zurl9244ahuw4aoyapgvyra": 16, "tradier_account_numb": 16, "va12204793": 16, "tradier_is_pap": 16, "align": 16, "perfectli": 16, "seamlessli": 16, "autom": 16, "alpaca_api_kei": 16, "brokerag": 16, "pk7t6yvax6pmh1em20yn": 16, "alpaca_api_secret": 16, "9wgjls3wixq54fcphwwzjcp8jcfjfkuwsryskkma": 16, "alpaca_is_pap": 16, "challeng": 16, "friendli": 16, "coinbase_api_kei": 16, "steea9fhiszntmpihqjudeqolitj0javz": 16, "coinbase_api_secret": 16, "nuzcnprsxjxxouxrhqe5k2k1xnqlpckh2xcutifkcw": 16, "coinbase_is_sandbox": 16, "cfd": 16, "Their": 16, "presenc": 16, "world": 16, "interactive_brokers_port": 16, "interactive_brokers_client_id": 16, "123456": 16, "interactive_brokers_ip": 16, "address": 16, "ib_subaccount": 16, "subaccount": 16, "subaccount1": 16, "afa": 16, "itself": 16, "commit": 16, "redeploi": 16, "regularli": 16, "delet": 16, "unnecessari": 16, "trashcan": 16, "press": 16}, "objects": {"entities": [[18, 0, 0, "-", "asset"], [19, 0, 0, "-", "bars"], [20, 0, 0, "-", "data"], [21, 0, 0, "-", "order"], [22, 0, 0, "-", "position"], [23, 0, 0, "-", "trading_fee"]], "entities.asset": [[18, 1, 1, "", "Asset"], [18, 1, 1, "", "AssetsMapping"]], "entities.asset.Asset": [[18, 1, 1, "", "AssetType"], [18, 1, 1, "", "OptionRight"], [18, 2, 1, "", "_asset_types"], [18, 2, 1, "", "_right"], [18, 2, 1, "id0", "asset_type"], [18, 3, 1, "id1", "asset_type_must_be_one_of"], [18, 2, 1, "id2", "expiration"], [18, 3, 1, "", "from_dict"], [18, 3, 1, "", "is_valid"], [18, 2, 1, "id3", "multiplier"], [18, 2, 1, "id4", "precision"], [18, 2, 1, "id5", "right"], [18, 3, 1, "id6", "right_must_be_one_of"], [18, 2, 1, "id7", "strike"], [18, 2, 1, "id8", "symbol"], [18, 3, 1, "", "symbol2asset"], [18, 3, 1, "", "to_dict"], [18, 2, 1, "", "underlying_asset"]], "entities.asset.Asset.AssetType": [[18, 2, 1, "", "CRYPTO"], [18, 2, 1, "", "FOREX"], [18, 2, 1, "", "FUTURE"], [18, 2, 1, "", "INDEX"], [18, 2, 1, "", "OPTION"], [18, 2, 1, "", "STOCK"]], "entities.asset.Asset.OptionRight": [[18, 2, 1, "", "CALL"], [18, 2, 1, "", "PUT"]], "entities.bars": [[19, 1, 1, "", "Bars"], [19, 4, 1, "", "NoBarDataFound"]], "entities.bars.Bars": [[19, 3, 1, "id0", "aggregate_bars"], [19, 3, 1, "", "filter"], [19, 3, 1, "id1", "get_last_dividend"], [19, 3, 1, "id2", "get_last_price"], [19, 3, 1, "id3", "get_momentum"], [19, 3, 1, "", "get_total_dividends"], [19, 3, 1, "", "get_total_return"], [19, 3, 1, "", "get_total_return_pct"], [19, 3, 1, "", "get_total_return_pct_change"], [19, 3, 1, "", "get_total_stock_splits"], [19, 3, 1, "id4", "get_total_volume"], [19, 3, 1, "", "parse_bar_list"], [19, 3, 1, "", "split"]], "entities.data": [[20, 1, 1, "", "Data"]], "entities.data.Data": [[20, 2, 1, "", "MIN_TIMESTEP"], [20, 2, 1, "", "TIMESTEP_MAPPING"], [20, 3, 1, "", "_get_bars_dict"], [20, 2, 1, "", "asset"], [20, 3, 1, "id0", "check_data"], [20, 3, 1, "id1", "columns"], [20, 2, 1, "", "datalines"], [20, 2, 1, "", "date_end"], [20, 2, 1, "", "date_start"], [20, 2, 1, "", "df"], [20, 3, 1, "id2", "get_bars"], [20, 3, 1, "", "get_bars_between_dates"], [20, 3, 1, "id3", "get_iter_count"], [20, 3, 1, "id4", "get_last_price"], [20, 3, 1, "", "get_quote"], [20, 2, 1, "", "iter_index"], [20, 3, 1, "id5", "repair_times_and_fill"], [20, 3, 1, "id6", "set_date_format"], [20, 3, 1, "id7", "set_dates"], [20, 3, 1, "id8", "set_times"], [20, 2, 1, "", "sybmol"], [20, 2, 1, "", "timestep"], [20, 3, 1, "id9", "to_datalines"], [20, 2, 1, "", "trading_hours_end"], [20, 2, 1, "", "trading_hours_start"], [20, 3, 1, "id10", "trim_data"]], "entities.order": [[21, 1, 1, "", "Order"]], "entities.order.Order": [[21, 1, 1, "", "OrderClass"], [21, 1, 1, "", "OrderSide"], [21, 1, 1, "", "OrderStatus"], [21, 1, 1, "", "OrderType"], [21, 1, 1, "", "Transaction"], [21, 3, 1, "", "add_child_order"], [21, 3, 1, "", "add_transaction"], [21, 5, 1, "", "avg_fill_price"], [21, 3, 1, "", "cash_pending"], [21, 3, 1, "", "equivalent_status"], [21, 3, 1, "", "from_dict"], [21, 3, 1, "", "get_fill_price"], [21, 3, 1, "", "get_increment"], [21, 3, 1, "", "is_active"], [21, 3, 1, "", "is_buy_order"], [21, 3, 1, "", "is_canceled"], [21, 3, 1, "", "is_filled"], [21, 3, 1, "", "is_option"], [21, 3, 1, "", "is_sell_order"], [21, 5, 1, "", "quantity"], [21, 3, 1, "", "set_canceled"], [21, 3, 1, "", "set_error"], [21, 3, 1, "", "set_filled"], [21, 3, 1, "", "set_identifier"], [21, 3, 1, "", "set_new"], [21, 3, 1, "", "set_partially_filled"], [21, 5, 1, "", "status"], [21, 3, 1, "", "to_dict"], [21, 3, 1, "", "to_position"], [21, 3, 1, "", "update_raw"], [21, 3, 1, "", "update_trail_stop_price"], [21, 3, 1, "", "wait_to_be_closed"], [21, 3, 1, "", "wait_to_be_registered"], [21, 3, 1, "", "was_transmitted"]], "entities.order.Order.OrderClass": [[21, 2, 1, "", "BRACKET"], [21, 2, 1, "", "MULTILEG"], [21, 2, 1, "", "OCO"], [21, 2, 1, "", "OTO"]], "entities.order.Order.OrderSide": [[21, 2, 1, "", "BUY"], [21, 2, 1, "", "BUY_TO_CLOSE"], [21, 2, 1, "", "BUY_TO_COVER"], [21, 2, 1, "", "BUY_TO_OPEN"], [21, 2, 1, "", "SELL"], [21, 2, 1, "", "SELL_SHORT"], [21, 2, 1, "", "SELL_TO_CLOSE"], [21, 2, 1, "", "SELL_TO_OPEN"]], "entities.order.Order.OrderStatus": [[21, 2, 1, "", "CANCELED"], [21, 2, 1, "", "CANCELLING"], [21, 2, 1, "", "CASH_SETTLED"], [21, 2, 1, "", "ERROR"], [21, 2, 1, "", "EXPIRED"], [21, 2, 1, "", "FILLED"], [21, 2, 1, "", "NEW"], [21, 2, 1, "", "OPEN"], [21, 2, 1, "", "PARTIALLY_FILLED"], [21, 2, 1, "", "UNPROCESSED"]], "entities.order.Order.OrderType": [[21, 2, 1, "", "BRACKET"], [21, 2, 1, "", "LIMIT"], [21, 2, 1, "", "MARKET"], [21, 2, 1, "", "OCO"], [21, 2, 1, "", "OTO"], [21, 2, 1, "", "STOP"], [21, 2, 1, "", "STOP_LIMIT"], [21, 2, 1, "", "TRAIL"]], "entities.order.Order.Transaction": [[21, 2, 1, "", "price"], [21, 2, 1, "", "quantity"]], "entities.position": [[22, 1, 1, "", "Position"]], "entities.position.Position": [[22, 3, 1, "", "add_order"], [22, 2, 1, "", "asset"], [22, 5, 1, "id0", "available"], [22, 2, 1, "", "avg_fill_price"], [22, 3, 1, "", "from_dict"], [22, 3, 1, "", "get_selling_order"], [22, 5, 1, "id1", "hold"], [22, 2, 1, "", "orders"], [22, 5, 1, "id2", "quantity"], [22, 2, 1, "", "strategy"], [22, 2, 1, "", "symbol"], [22, 3, 1, "", "to_dict"], [22, 3, 1, "", "value_type"]], "entities.trading_fee": [[23, 1, 1, "", "TradingFee"]], "lumibot.backtesting": [[42, 0, 0, "-", "backtesting_broker"]], "lumibot.backtesting.backtesting_broker": [[42, 1, 1, "", "BacktestingBroker"]], "lumibot.backtesting.backtesting_broker.BacktestingBroker": [[42, 2, 1, "", "IS_BACKTESTING_BROKER"], [42, 3, 1, "", "calculate_trade_cost"], [42, 3, 1, "", "cancel_order"], [42, 3, 1, "", "cash_settle_options_contract"], [42, 5, 1, "", "datetime"], [42, 3, 1, "", "get_historical_account_value"], [42, 3, 1, "", "get_last_bar"], [42, 3, 1, "", "get_time_to_close"], [42, 3, 1, "", "get_time_to_open"], [42, 3, 1, "", "is_market_open"], [42, 3, 1, "", "limit_order"], [42, 3, 1, "", "process_expired_option_contracts"], [42, 3, 1, "", "process_pending_orders"], [42, 3, 1, "", "should_continue"], [42, 3, 1, "", "stop_order"], [42, 3, 1, "", "submit_order"], [42, 3, 1, "", "submit_orders"]], "lumibot.brokers": [[12, 0, 0, "-", "alpaca"]], "lumibot.brokers.alpaca": [[12, 1, 1, "", "Alpaca"], [12, 1, 1, "", "OrderData"]], "lumibot.brokers.alpaca.Alpaca": [[12, 2, 1, "", "ASSET_TYPE_MAP"], [12, 2, 1, "", "api"], [12, 3, 1, "", "cancel_order"], [12, 3, 1, "", "get_historical_account_value"], [12, 3, 1, "id0", "get_time_to_close"], [12, 3, 1, "id1", "get_time_to_open"], [12, 3, 1, "id2", "get_timestamp"], [12, 3, 1, "id3", "is_market_open"], [12, 3, 1, "", "map_asset_type"]], "lumibot.brokers.alpaca.OrderData": [[12, 3, 1, "", "to_request_fields"]], "lumibot": [[43, 0, 0, "-", "data_sources"]], "lumibot.data_sources": [[43, 0, 0, "-", "data_source"], [42, 0, 0, "-", "data_source_backtesting"], [43, 0, 0, "-", "pandas_data"], [43, 0, 0, "-", "yahoo_data"]], "lumibot.data_sources.data_source": [[43, 1, 1, "", "DataSource"]], "lumibot.data_sources.data_source.DataSource": [[43, 2, 1, "", "DEFAULT_PYTZ"], [43, 2, 1, "", "DEFAULT_TIMEZONE"], [43, 2, 1, "", "IS_BACKTESTING_DATA_SOURCE"], [43, 2, 1, "", "MIN_TIMESTEP"], [43, 2, 1, "", "SOURCE"], [43, 2, 1, "", "TIMESTEP_MAPPING"], [43, 3, 1, "", "calculate_greeks"], [43, 3, 1, "", "convert_timestep_str_to_timedelta"], [43, 3, 1, "", "get_bars"], [43, 3, 1, "", "get_chains"], [43, 3, 1, "", "get_datetime"], [43, 3, 1, "", "get_datetime_range"], [43, 3, 1, "", "get_historical_prices"], [43, 3, 1, "", "get_last_day"], [43, 3, 1, "", "get_last_minute"], [43, 3, 1, "", "get_last_price"], [43, 3, 1, "", "get_last_prices"], [43, 3, 1, "", "get_round_day"], [43, 3, 1, "", "get_round_minute"], [43, 3, 1, "", "get_strikes"], [43, 3, 1, "", "get_timestamp"], [43, 3, 1, "", "get_timestep"], [43, 3, 1, "", "get_yesterday_dividend"], [43, 3, 1, "", "get_yesterday_dividends"], [43, 3, 1, "", "localize_datetime"], [43, 3, 1, "", "query_greeks"], [43, 3, 1, "", "to_default_timezone"]], "lumibot.data_sources.data_source_backtesting": [[42, 1, 1, "", "DataSourceBacktesting"]], "lumibot.data_sources.data_source_backtesting.DataSourceBacktesting": [[42, 2, 1, "", "IS_BACKTESTING_DATA_SOURCE"], [42, 3, 1, "", "get_datetime"], [42, 3, 1, "", "get_datetime_range"]], "lumibot.data_sources.pandas_data": [[43, 1, 1, "", "PandasData"]], "lumibot.data_sources.pandas_data.PandasData": [[43, 2, 1, "", "SOURCE"], [43, 2, 1, "", "TIMESTEP_MAPPING"], [43, 3, 1, "", "clean_trading_times"], [43, 3, 1, "", "find_asset_in_data_store"], [43, 3, 1, "", "get_asset_by_name"], [43, 3, 1, "", "get_asset_by_symbol"], [43, 3, 1, "", "get_assets"], [43, 3, 1, "", "get_chains"], [43, 3, 1, "", "get_historical_prices"], [43, 3, 1, "", "get_last_price"], [43, 3, 1, "", "get_last_prices"], [43, 3, 1, "", "get_start_datetime_and_ts_unit"], [43, 3, 1, "", "get_trading_days_pandas"], [43, 3, 1, "", "get_yesterday_dividend"], [43, 3, 1, "", "get_yesterday_dividends"], [43, 3, 1, "", "load_data"], [43, 3, 1, "", "update_date_index"]], "lumibot.data_sources.yahoo_data": [[43, 1, 1, "", "YahooData"]], "lumibot.data_sources.yahoo_data.YahooData": [[43, 2, 1, "", "MIN_TIMESTEP"], [43, 2, 1, "", "SOURCE"], [43, 2, 1, "", "TIMESTEP_MAPPING"], [43, 3, 1, "", "get_chains"], [43, 3, 1, "", "get_historical_prices"], [43, 3, 1, "", "get_last_price"], [43, 3, 1, "", "get_strikes"]], "lumibot.strategies.strategy": [[44, 0, 0, "-", "Strategy"]], "lumibot.strategies.strategy.Strategy": [[65, 6, 1, "", "add_line"], [66, 6, 1, "", "add_marker"], [27, 6, 1, "", "after_market_closes"], [112, 6, 1, "", "await_market_to_close"], [113, 6, 1, "", "await_market_to_open"], [28, 6, 1, "", "before_market_closes"], [29, 6, 1, "", "before_market_opens"], [30, 6, 1, "", "before_starting_trading"], [153, 6, 1, "", "cancel_open_orders"], [154, 6, 1, "", "cancel_order"], [155, 6, 1, "", "cancel_orders"], [70, 6, 1, "", "cancel_realtime_bars"], [181, 5, 1, "", "cash"], [156, 6, 1, "", "create_order"], [182, 5, 1, "", "first_iteration"], [157, 6, 1, "", "get_asset_potential_total"], [54, 6, 1, "", "get_cash"], [132, 6, 1, "", "get_chain"], [133, 6, 1, "", "get_chains"], [91, 6, 1, "", "get_datetime"], [92, 6, 1, "", "get_datetime_range"], [134, 6, 1, "", "get_expiration"], [135, 6, 1, "", "get_greeks"], [71, 6, 1, "", "get_historical_prices"], [72, 6, 1, "", "get_historical_prices_for_assets"], [93, 6, 1, "", "get_last_day"], [94, 6, 1, "", "get_last_minute"], [73, 6, 1, "", "get_last_price"], [74, 6, 1, "", "get_last_prices"], [67, 6, 1, "", "get_lines_df"], [68, 6, 1, "", "get_markers_df"], [136, 6, 1, "", "get_multiplier"], [137, 6, 1, "", "get_next_trading_day"], [138, 6, 1, "", "get_option_expiration_after_date"], [158, 6, 1, "", "get_order"], [159, 6, 1, "", "get_orders"], [114, 6, 1, "", "get_parameters"], [56, 6, 1, "", "get_portfolio_value"], [57, 6, 1, "", "get_position"], [58, 6, 1, "", "get_positions"], [76, 6, 1, "", "get_quote"], [77, 6, 1, "", "get_realtime_bars"], [95, 6, 1, "", "get_round_day"], [96, 6, 1, "", "get_round_minute"], [160, 6, 1, "", "get_selling_order"], [139, 6, 1, "", "get_strikes"], [97, 6, 1, "", "get_timestamp"], [78, 6, 1, "", "get_yesterday_dividend"], [79, 6, 1, "", "get_yesterday_dividends"], [183, 5, 1, "", "initial_budget"], [31, 6, 1, "", "initialize"], [184, 5, 1, "", "is_backtesting"], [185, 5, 1, "", "last_on_trading_iteration_datetime"], [98, 6, 1, "", "localize_datetime"], [115, 6, 1, "", "log_message"], [186, 5, 1, "", "minutes_before_closing"], [187, 5, 1, "", "minutes_before_opening"], [188, 5, 1, "", "name"], [32, 6, 1, "", "on_abrupt_closing"], [33, 6, 1, "", "on_bot_crash"], [34, 6, 1, "", "on_canceled_order"], [35, 6, 1, "", "on_filled_order"], [36, 6, 1, "", "on_new_order"], [37, 6, 1, "", "on_parameters_updated"], [38, 6, 1, "", "on_partially_filled_order"], [39, 6, 1, "", "on_trading_iteration"], [140, 6, 1, "", "options_expiry_to_datetime_date"], [189, 5, 1, "", "portfolio_value"], [190, 5, 1, "", "pytz"], [191, 5, 1, "", "quote_asset"], [1, 6, 1, "", "run_backtest"], [161, 6, 1, "", "sell_all"], [116, 6, 1, "", "set_market"], [59, 6, 1, "", "set_parameters"], [117, 6, 1, "", "sleep"], [192, 5, 1, "", "sleeptime"], [80, 6, 1, "", "start_realtime_bars"], [162, 6, 1, "", "submit_order"], [163, 6, 1, "", "submit_orders"], [193, 5, 1, "", "timezone"], [99, 6, 1, "", "to_default_timezone"], [41, 6, 1, "", "trace_stats"], [194, 5, 1, "", "unspent_money"], [118, 6, 1, "", "update_parameters"], [119, 6, 1, "", "wait_for_order_execution"], [120, 6, 1, "", "wait_for_order_registration"], [121, 6, 1, "", "wait_for_orders_execution"], [122, 6, 1, "", "wait_for_orders_registration"]], "lumibot.traders": [[45, 0, 0, "-", "trader"]], "lumibot.traders.trader": [[45, 1, 1, "", "Trader"]], "lumibot.traders.trader.Trader": [[45, 3, 1, "", "add_strategy"], [45, 5, 1, "", "is_backtest_broker"], [45, 3, 1, "", "run_all"], [45, 3, 1, "", "run_all_async"], [45, 3, 1, "", "stop_all"]]}, "objtypes": {"0": "py:module", "1": "py:class", "2": "py:attribute", "3": "py:method", "4": "py:exception", "5": "py:property", "6": "py:function"}, "objnames": {"0": ["py", "module", "Python module"], "1": ["py", "class", "Python class"], "2": ["py", "attribute", "Python attribute"], "3": ["py", "method", "Python method"], "4": ["py", "exception", "Python exception"], "5": ["py", "property", "Python property"], "6": ["py", "function", "Python function"]}, "titleterms": {"backtest": [0, 1, 2, 6, 8, 24, 25, 42], "content": [0, 11, 17, 25, 26, 43, 46], "all": 25, "panda": [5, 43], "csv": [4, 5], "other": 5, "data": [2, 5, 20, 42, 43, 69], "exampl": [5, 13, 15], "datafram": 5, "In": 5, "summari": [5, 40], "polygon": [2, 6], "io": [2, 6], "yahoo": [10, 43], "broker": [11, 13, 14, 16, 42], "alpaca": [12, 16, 24], "document": [12, 18, 19, 21, 44], "crypto": 13, "us": 13, "ccxt": 13, "configur": [13, 15, 16, 24], "set": 13, "run": [2, 13, 15, 24], "your": [13, 15, 16, 24, 25], "strategi": [13, 15, 24, 25, 44, 46, 165], "full": [13, 15], "interact": [14, 16], "tradier": [15, 16], "get": [15, 24, 25], "start": [15, 24, 25], "entiti": 17, "asset": 18, "bar": 19, "order": [21, 141], "advanc": 21, "type": 21, "With": [21, 24], "leg": 21, "posit": 22, "trade": [2, 9, 23, 24, 25], "fee": [23, 24], "what": 24, "i": 24, "lumibot": [2, 24, 25], "lumiwealth": 24, "step": [16, 24, 25], "1": [24, 25], "instal": [2, 24, 25], "packag": 24, "2": [24, 25], "import": 24, "follow": 24, "modul": [24, 43], "3": [24, 25], "creat": [24, 25], "an": 24, "paper": 24, "account": [24, 47], "4": 24, "api": 24, "kei": 24, "5": 24, "class": 24, "6": 24, "instanti": 24, "trader": [24, 45], "7": 24, "option": [24, 123], "8": 24, "ad": 24, "profil": 24, "improv": 24, "perform": 24, "algorithm": 25, "librari": 25, "take": 25, "bot": 25, "live": 25, "togeth": 25, "addit": 25, "resourc": 25, "need": 25, "extra": 25, "help": 25, "tabl": 25, "indic": [2, 3, 25], "lifecycl": 26, "method": [26, 46], "def": [27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 41], "after_market_clos": 27, "refer": [27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 41], "before_market_clos": 28, "before_market_open": 29, "before_starting_trad": 30, "initi": 31, "on_abrupt_clos": 32, "on_bot_crash": 33, "on_canceled_ord": 34, "on_filled_ord": 35, "on_new_ord": 36, "on_parameters_upd": 37, "on_partially_filled_ord": 38, "on_trading_iter": 39, "trace_stat": 41, "sourc": [2, 42, 43], "manag": [47, 141], "self": [48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 61, 62, 63, 64, 65, 66, 67, 68, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193, 194], "get_cash": [48, 54], "get_paramet": [49, 55, 103, 114], "get_portfolio_valu": [50, 56], "get_posit": [51, 52, 57, 58], "set_paramet": [53, 59], "chart": 60, "function": [1, 60], "add_lin": [61, 65], "add_mark": [62, 66], "get_lines_df": [63, 67], "get_markers_df": [64, 68], "cancel_realtime_bar": 70, "get_historical_pric": 71, "get_historical_prices_for_asset": 72, "get_last_pric": [73, 74], "get_next_trading_dai": [75, 129, 137], "get_quot": 76, "get_realtime_bar": 77, "get_yesterday_dividend": [78, 79], "start_realtime_bar": 80, "datetim": 81, "get_datetim": [82, 91], "get_datetime_rang": [83, 92], "get_last_dai": [84, 93], "get_last_minut": [85, 94], "get_round_dai": [86, 95], "get_round_minut": [87, 96], "get_timestamp": [88, 97], "localize_datetim": [89, 98], "to_default_timezon": [90, 99], "miscellan": 100, "await_market_to_clos": [101, 112], "await_market_to_open": [102, 113], "log_messag": [104, 115], "set_market": [105, 116], "sleep": [106, 117], "update_paramet": [107, 118], "wait_for_order_execut": [108, 119], "wait_for_order_registr": [109, 120], "wait_for_orders_execut": [110, 121], "wait_for_orders_registr": [111, 122], "get_chain": [124, 125, 132, 133], "get_expir": [126, 134], "get_greek": [127, 135], "get_multipli": [128, 136], "get_option_expiration_after_d": 138, "get_strik": [130, 139], "options_expiry_to_datetime_d": [131, 140], "cancel_open_ord": [142, 153], "cancel_ord": [143, 144, 154, 155], "create_ord": [145, 156], "get_asset_potential_tot": [146, 157], "get_ord": [147, 148, 158, 159], "get_selling_ord": [149, 160], "sell_al": [150, 161], "submit_ord": [151, 152, 162, 163], "paramet": 164, "properti": 165, "cash": [166, 181], "first_iter": [167, 182], "initial_budget": [168, 183], "is_backtest": [169, 184], "last_on_trading_iteration_datetim": [170, 185], "minutes_before_clos": [171, 186], "minutes_before_open": [172, 187], "name": [173, 188], "portfolio_valu": [174, 189], "pytz": [175, 180, 190], "quote_asset": [176, 191], "sleeptim": [177, 192], "timezon": [178, 193], "unspent_monei": [179, 194], "file": [0, 2, 3, 9], "gener": [0, 2, 16], "from": [0, 2], "tearsheet": [2, 7], "html": [2, 7], "log": 4, "thetadata": 8, "how": 2, "To": 2, "up": [], "v": [], "code": [], "choos": [2, 16], "conclus": [2, 16], "deploy": 16, "guid": 16, "platform": 16, "deploi": 16, "render": 16, "replit": 16, "secret": 16, "coinbas": 16, "kraken": 16, "environ": 16, "variabl": 16, "final": 16}, "envversion": {"sphinx.domains.c": 3, "sphinx.domains.changeset": 1, "sphinx.domains.citation": 1, "sphinx.domains.cpp": 9, "sphinx.domains.index": 1, "sphinx.domains.javascript": 3, "sphinx.domains.math": 2, "sphinx.domains.python": 4, "sphinx.domains.rst": 2, "sphinx.domains.std": 2, "sphinx": 60}, "alltitles": {"Backtesting": [[0, "backtesting"], [42, "backtesting"]], "Files Generated from Backtesting": [[0, "files-generated-from-backtesting"], [2, "files-generated-from-backtesting"]], "Contents:": [[0, null], [11, null], [17, null], [26, null], [46, null]], "Backtesting Function": [[1, "backtesting-function"]], "How To Backtest": [[2, "how-to-backtest"]], "Installing LumiBot": [[2, "installing-lumibot"]], "Choosing a Data Source": [[2, "choosing-a-data-source"]], "Running a Backtest with Polygon.io": [[2, "running-a-backtest-with-polygon-io"]], "Tearsheet HTML": [[2, "tearsheet-html"], [7, "tearsheet-html"]], "Trades Files": [[2, "trades-files"], [9, "trades-files"]], "Indicators Files": [[2, "indicators-files"], [3, "indicators-files"]], "Conclusion": [[2, "conclusion"], [16, "conclusion"]], "Logs CSV": [[4, "logs-csv"]], "Pandas (CSV or other data)": [[5, "pandas-csv-or-other-data"]], "Example Dataframe": [[5, "id1"]], "In Summary": [[5, "in-summary"]], "Polygon.io Backtesting": [[6, "polygon-io-backtesting"]], "ThetaData Backtesting": [[8, "thetadata-backtesting"]], "Yahoo": [[10, "yahoo"], [43, "module-lumibot.data_sources.yahoo_data"]], "Brokers": [[11, "brokers"]], "Alpaca": [[12, "alpaca"]], "Documentation": [[12, "module-lumibot.brokers.alpaca"], [18, "module-entities.asset"], [19, "module-entities.bars"], [21, "module-entities.order"], [44, "module-lumibot.strategies.strategy.Strategy"]], "Crypto Brokers (Using CCXT)": [[13, "crypto-brokers-using-ccxt"]], "Configuration Settings": [[13, "configuration-settings"]], "Running Your Strategy": [[13, "running-your-strategy"], [15, "running-your-strategy"]], "Full Example Strategy": [[13, "full-example-strategy"], [15, "full-example-strategy"]], "Interactive Brokers": [[14, "interactive-brokers"]], "Tradier": [[15, "tradier"]], "Getting Started": [[15, "getting-started"], [25, "getting-started"]], "Configuration": [[15, "configuration"]], "Deployment Guide": [[16, "deployment-guide"]], "Choosing Your Deployment Platform": [[16, "choosing-your-deployment-platform"]], "Deploying to Render": [[16, "deploying-to-render"]], "Deploying to Replit": [[16, "deploying-to-replit"]], "Secrets Configuration": [[16, "secrets-configuration"]], "Broker Configuration": [[16, "broker-configuration"]], "Tradier Configuration": [[16, "tradier-configuration"], [16, "id18"]], "Alpaca Configuration": [[16, "alpaca-configuration"], [16, "id19"]], "Coinbase Configuration": [[16, "coinbase-configuration"], [16, "id20"]], "Kraken Configuration": [[16, "kraken-configuration"], [16, "id21"]], "Interactive Brokers Configuration": [[16, "interactive-brokers-configuration"], [16, "id22"]], "General Environment Variables": [[16, "general-environment-variables"], [16, "id23"]], "Final Steps": [[16, "final-steps"]], "Entities": [[17, "entities"]], "Asset": [[18, "asset"]], "Bars": [[19, "bars"]], "Data": [[20, "module-entities.data"], [69, "data"]], "Order": [[21, "order"]], "Advanced Order Types": [[21, "advanced-order-types"]], "Order With Legs": [[21, "order-with-legs"]], "Position": [[22, "module-entities.position"]], "Trading Fee": [[23, "module-entities.trading_fee"]], "What is Lumibot?": [[24, "what-is-lumibot"]], "Lumiwealth": [[24, "id1"]], "Getting Started With Lumibot": [[24, "getting-started-with-lumibot"]], "Step 1: Install the Package": [[24, "step-1-install-the-package"]], "Step 2: Import the Following Modules": [[24, "step-2-import-the-following-modules"]], "Step 3: Create an Alpaca Paper Trading Account": [[24, "step-3-create-an-alpaca-paper-trading-account"]], "Step 4: Configure Your API Keys": [[24, "step-4-configure-your-api-keys"]], "Step 5: Create a Strategy Class": [[24, "step-5-create-a-strategy-class"]], "Step 6: Instantiate the Trader, Alpaca, and Strategy Classes": [[24, "step-6-instantiate-the-trader-alpaca-and-strategy-classes"]], "Step 7: Backtest the Strategy (Optional)": [[24, "step-7-backtest-the-strategy-optional"]], "Step 8: Run the Strategy": [[24, "step-8-run-the-strategy"]], "Adding Trading Fees": [[24, "adding-trading-fees"]], "Profiling to Improve Performance": [[24, "profiling-to-improve-performance"]], "Lumibot: Backtesting and Algorithmic Trading Library": [[25, "lumibot-backtesting-and-algorithmic-trading-library"]], "Step 1: Install Lumibot": [[25, "step-1-install-lumibot"]], "Step 2: Create a Strategy for Backtesting": [[25, "step-2-create-a-strategy-for-backtesting"]], "Step 3: Take Your Bot Live": [[25, "step-3-take-your-bot-live"]], "All Together": [[25, "all-together"]], "Additional Resources": [[25, "additional-resources"]], "Need Extra Help?": [[25, "need-extra-help"]], "Table of Contents": [[25, "table-of-contents"]], "Indices and tables": [[25, "indices-and-tables"]], "Lifecycle Methods": [[26, "lifecycle-methods"]], "def after_market_closes": [[27, "def-after-market-closes"]], "Reference": [[27, "reference"], [28, "reference"], [29, "reference"], [30, "reference"], [31, "reference"], [32, "reference"], [33, "reference"], [34, "reference"], [35, "reference"], [36, "reference"], [37, "reference"], [38, "reference"], [39, "reference"], [41, "reference"]], "def before_market_closes": [[28, "def-before-market-closes"]], "def before_market_opens": [[29, "def-before-market-opens"]], "def before_starting_trading": [[30, "def-before-starting-trading"]], "def initialize": [[31, "def-initialize"]], "def on_abrupt_closing": [[32, "def-on-abrupt-closing"]], "def on_bot_crash": [[33, "def-on-bot-crash"]], "def on_canceled_order": [[34, "def-on-canceled-order"]], "def on_filled_order": [[35, "def-on-filled-order"]], "def on_new_order": [[36, "def-on-new-order"]], "def on_parameters_updated": [[37, "def-on-parameters-updated"]], "def on_partially_filled_order": [[38, "def-on-partially-filled-order"]], "def on_trading_iteration": [[39, "def-on-trading-iteration"]], "Summary": [[40, "summary"]], "def trace_stats": [[41, "def-trace-stats"]], "Backtesting Broker": [[42, "module-lumibot.backtesting.backtesting_broker"]], "Data Source Backtesting": [[42, "module-lumibot.data_sources.data_source_backtesting"]], "Data Sources": [[43, "data-sources"]], "Data Source": [[43, "module-lumibot.data_sources.data_source"]], "Pandas": [[43, "module-lumibot.data_sources.pandas_data"]], "Module contents": [[43, "module-lumibot.data_sources"]], "Strategies": [[44, "strategies"]], "Traders": [[45, "traders"]], "Trader": [[45, "module-lumibot.traders.trader"]], "Strategy Methods": [[46, "strategy-methods"]], "Account Management": [[47, "account-management"]], "self.get_cash": [[48, "self-get-cash"], [54, "self-get-cash"]], "self.get_parameters": [[49, "self-get-parameters"], [55, "self-get-parameters"], [103, "self-get-parameters"], [114, "self-get-parameters"]], "self.get_portfolio_value": [[50, "self-get-portfolio-value"], [56, "self-get-portfolio-value"]], "self.get_position": [[51, "self-get-position"], [57, "self-get-position"]], "self.get_positions": [[52, "self-get-positions"], [58, "self-get-positions"]], "self.set_parameters": [[53, "self-set-parameters"], [59, "self-set-parameters"]], "Chart Functions": [[60, "chart-functions"]], "self.add_line": [[61, "self-add-line"], [65, "self-add-line"]], "self.add_marker": [[62, "self-add-marker"], [66, "self-add-marker"]], "self.get_lines_df": [[63, "self-get-lines-df"], [67, "self-get-lines-df"]], "self.get_markers_df": [[64, "self-get-markers-df"], [68, "self-get-markers-df"]], "self.cancel_realtime_bars": [[70, "self-cancel-realtime-bars"]], "self.get_historical_prices": [[71, "self-get-historical-prices"]], "self.get_historical_prices_for_assets": [[72, "self-get-historical-prices-for-assets"]], "self.get_last_price": [[73, "self-get-last-price"]], "self.get_last_prices": [[74, "self-get-last-prices"]], "self.get_next_trading_day": [[75, "self-get-next-trading-day"], [129, "self-get-next-trading-day"], [137, "self-get-next-trading-day"]], "self.get_quote": [[76, "self-get-quote"]], "self.get_realtime_bars": [[77, "self-get-realtime-bars"]], "self.get_yesterday_dividend": [[78, "self-get-yesterday-dividend"]], "self.get_yesterday_dividends": [[79, "self-get-yesterday-dividends"]], "self.start_realtime_bars": [[80, "self-start-realtime-bars"]], "DateTime": [[81, "datetime"]], "self.get_datetime": [[82, "self-get-datetime"], [91, "self-get-datetime"]], "self.get_datetime_range": [[83, "self-get-datetime-range"], [92, "self-get-datetime-range"]], "self.get_last_day": [[84, "self-get-last-day"], [93, "self-get-last-day"]], "self.get_last_minute": [[85, "self-get-last-minute"], [94, "self-get-last-minute"]], "self.get_round_day": [[86, "self-get-round-day"], [95, "self-get-round-day"]], "self.get_round_minute": [[87, "self-get-round-minute"], [96, "self-get-round-minute"]], "self.get_timestamp": [[88, "self-get-timestamp"], [97, "self-get-timestamp"]], "self.localize_datetime": [[89, "self-localize-datetime"], [98, "self-localize-datetime"]], "self.to_default_timezone": [[90, "self-to-default-timezone"], [99, "self-to-default-timezone"]], "Miscellaneous": [[100, "miscellaneous"]], "self.await_market_to_close": [[101, "self-await-market-to-close"], [112, "self-await-market-to-close"]], "self.await_market_to_open": [[102, "self-await-market-to-open"], [113, "self-await-market-to-open"]], "self.log_message": [[104, "self-log-message"], [115, "self-log-message"]], "self.set_market": [[105, "self-set-market"], [116, "self-set-market"]], "self.sleep": [[106, "self-sleep"], [117, "self-sleep"]], "self.update_parameters": [[107, "self-update-parameters"], [118, "self-update-parameters"]], "self.wait_for_order_execution": [[108, "self-wait-for-order-execution"], [119, "self-wait-for-order-execution"]], "self.wait_for_order_registration": [[109, "self-wait-for-order-registration"], [120, "self-wait-for-order-registration"]], "self.wait_for_orders_execution": [[110, "self-wait-for-orders-execution"], [121, "self-wait-for-orders-execution"]], "self.wait_for_orders_registration": [[111, "self-wait-for-orders-registration"], [122, "self-wait-for-orders-registration"]], "Options": [[123, "options"]], "self.get_chain": [[124, "self-get-chain"], [132, "self-get-chain"]], "self.get_chains": [[125, "self-get-chains"], [133, "self-get-chains"]], "self.get_expiration": [[126, "self-get-expiration"], [134, "self-get-expiration"]], "self.get_greeks": [[127, "self-get-greeks"], [135, "self-get-greeks"]], "self.get_multiplier": [[128, "self-get-multiplier"], [136, "self-get-multiplier"]], "self.get_strikes": [[130, "self-get-strikes"], [139, "self-get-strikes"]], "self.options_expiry_to_datetime_date": [[131, "self-options-expiry-to-datetime-date"], [140, "self-options-expiry-to-datetime-date"]], "self.get_option_expiration_after_date": [[138, "self-get-option-expiration-after-date"]], "Order Management": [[141, "order-management"]], "self.cancel_open_orders": [[142, "self-cancel-open-orders"], [153, "self-cancel-open-orders"]], "self.cancel_order": [[143, "self-cancel-order"], [154, "self-cancel-order"]], "self.cancel_orders": [[144, "self-cancel-orders"], [155, "self-cancel-orders"]], "self.create_order": [[145, "self-create-order"], [156, "self-create-order"]], "self.get_asset_potential_total": [[146, "self-get-asset-potential-total"], [157, "self-get-asset-potential-total"]], "self.get_order": [[147, "self-get-order"], [158, "self-get-order"]], "self.get_orders": [[148, "self-get-orders"], [159, "self-get-orders"]], "self.get_selling_order": [[149, "self-get-selling-order"], [160, "self-get-selling-order"]], "self.sell_all": [[150, "self-sell-all"], [161, "self-sell-all"]], "self.submit_order": [[151, "self-submit-order"], [162, "self-submit-order"]], "self.submit_orders": [[152, "self-submit-orders"], [163, "self-submit-orders"]], "Parameters": [[164, "parameters"]], "Strategy Properties": [[165, "strategy-properties"]], "self.cash": [[166, "self-cash"], [181, "self-cash"]], "self.first_iteration": [[167, "self-first-iteration"], [182, "self-first-iteration"]], "self.initial_budget": [[168, "self-initial-budget"], [183, "self-initial-budget"]], "self.is_backtesting": [[169, "self-is-backtesting"], [184, "self-is-backtesting"]], "self.last_on_trading_iteration_datetime": [[170, "self-last-on-trading-iteration-datetime"], [185, "self-last-on-trading-iteration-datetime"]], "self.minutes_before_closing": [[171, "self-minutes-before-closing"], [186, "self-minutes-before-closing"]], "self.minutes_before_opening": [[172, "self-minutes-before-opening"], [187, "self-minutes-before-opening"]], "self.name": [[173, "self-name"], [188, "self-name"]], "self.portfolio_value": [[174, "self-portfolio-value"], [189, "self-portfolio-value"]], "self.pytz": [[175, "self-pytz"], [180, "self-pytz"], [190, "self-pytz"]], "self.quote_asset": [[176, "self-quote-asset"], [191, "self-quote-asset"]], "self.sleeptime": [[177, "self-sleeptime"], [192, "self-sleeptime"]], "self.timezone": [[178, "self-timezone"], [193, "self-timezone"]], "self.unspent_money": [[179, "self-unspent-money"], [194, "self-unspent-money"]]}, "indexentries": {"run_backtest() (in module lumibot.strategies.strategy.strategy)": [[1, "lumibot.strategies.strategy.Strategy.run_backtest"]], "asset_type_map (lumibot.brokers.alpaca.alpaca attribute)": [[12, "lumibot.brokers.alpaca.Alpaca.ASSET_TYPE_MAP"]], "alpaca (class in lumibot.brokers.alpaca)": [[12, "lumibot.brokers.alpaca.Alpaca"]], "orderdata (class in lumibot.brokers.alpaca)": [[12, "lumibot.brokers.alpaca.OrderData"]], "api (lumibot.brokers.alpaca.alpaca attribute)": [[12, "lumibot.brokers.alpaca.Alpaca.api"]], "cancel_order() (lumibot.brokers.alpaca.alpaca method)": [[12, "lumibot.brokers.alpaca.Alpaca.cancel_order"]], "get_historical_account_value() (lumibot.brokers.alpaca.alpaca method)": [[12, "lumibot.brokers.alpaca.Alpaca.get_historical_account_value"]], "get_time_to_close() (lumibot.brokers.alpaca.alpaca method)": [[12, "id0"], [12, "lumibot.brokers.alpaca.Alpaca.get_time_to_close"]], "get_time_to_open() (lumibot.brokers.alpaca.alpaca method)": [[12, "id1"], [12, "lumibot.brokers.alpaca.Alpaca.get_time_to_open"]], "get_timestamp() (lumibot.brokers.alpaca.alpaca method)": [[12, "id2"], [12, "lumibot.brokers.alpaca.Alpaca.get_timestamp"]], "is_market_open() (lumibot.brokers.alpaca.alpaca method)": [[12, "id3"], [12, "lumibot.brokers.alpaca.Alpaca.is_market_open"]], "lumibot.brokers.alpaca": [[12, "module-lumibot.brokers.alpaca"]], "map_asset_type() (lumibot.brokers.alpaca.alpaca method)": [[12, "lumibot.brokers.alpaca.Alpaca.map_asset_type"]], "module": [[12, "module-lumibot.brokers.alpaca"], [18, "module-entities.asset"], [19, "module-entities.bars"], [20, "module-entities.data"], [21, "module-entities.order"], [22, "module-entities.position"], [23, "module-entities.trading_fee"], [42, "module-lumibot.backtesting.backtesting_broker"], [42, "module-lumibot.data_sources.data_source_backtesting"], [43, "module-lumibot.data_sources"], [43, "module-lumibot.data_sources.data_source"], [43, "module-lumibot.data_sources.pandas_data"], [43, "module-lumibot.data_sources.yahoo_data"], [44, "module-lumibot.strategies.strategy.Strategy"], [45, "module-lumibot.traders.trader"]], "to_request_fields() (lumibot.brokers.alpaca.orderdata method)": [[12, "lumibot.brokers.alpaca.OrderData.to_request_fields"]], "asset (class in entities.asset)": [[18, "entities.asset.Asset"]], "asset.assettype (class in entities.asset)": [[18, "entities.asset.Asset.AssetType"]], "asset.optionright (class in entities.asset)": [[18, "entities.asset.Asset.OptionRight"]], "assetsmapping (class in entities.asset)": [[18, "entities.asset.AssetsMapping"]], "call (entities.asset.asset.optionright attribute)": [[18, "entities.asset.Asset.OptionRight.CALL"]], "crypto (entities.asset.asset.assettype attribute)": [[18, "entities.asset.Asset.AssetType.CRYPTO"]], "forex (entities.asset.asset.assettype attribute)": [[18, "entities.asset.Asset.AssetType.FOREX"]], "future (entities.asset.asset.assettype attribute)": [[18, "entities.asset.Asset.AssetType.FUTURE"]], "index (entities.asset.asset.assettype attribute)": [[18, "entities.asset.Asset.AssetType.INDEX"]], "option (entities.asset.asset.assettype attribute)": [[18, "entities.asset.Asset.AssetType.OPTION"]], "put (entities.asset.asset.optionright attribute)": [[18, "entities.asset.Asset.OptionRight.PUT"]], "stock (entities.asset.asset.assettype attribute)": [[18, "entities.asset.Asset.AssetType.STOCK"]], "_asset_types (entities.asset.asset attribute)": [[18, "entities.asset.Asset._asset_types"]], "_right (entities.asset.asset attribute)": [[18, "entities.asset.Asset._right"]], "asset_type (entities.asset.asset attribute)": [[18, "entities.asset.Asset.asset_type"], [18, "id0"]], "asset_type_must_be_one_of() (entities.asset.asset method)": [[18, "entities.asset.Asset.asset_type_must_be_one_of"], [18, "id1"]], "entities.asset": [[18, "module-entities.asset"]], "expiration (entities.asset.asset attribute)": [[18, "entities.asset.Asset.expiration"], [18, "id2"]], "from_dict() (entities.asset.asset class method)": [[18, "entities.asset.Asset.from_dict"]], "is_valid() (entities.asset.asset method)": [[18, "entities.asset.Asset.is_valid"]], "multiplier (entities.asset.asset attribute)": [[18, "entities.asset.Asset.multiplier"], [18, "id3"]], "precision (entities.asset.asset attribute)": [[18, "entities.asset.Asset.precision"], [18, "id4"]], "right (entities.asset.asset attribute)": [[18, "entities.asset.Asset.right"], [18, "id5"]], "right_must_be_one_of() (entities.asset.asset method)": [[18, "entities.asset.Asset.right_must_be_one_of"], [18, "id6"]], "strike (entities.asset.asset attribute)": [[18, "entities.asset.Asset.strike"], [18, "id7"]], "symbol (entities.asset.asset attribute)": [[18, "entities.asset.Asset.symbol"], [18, "id8"]], "symbol2asset() (entities.asset.asset class method)": [[18, "entities.asset.Asset.symbol2asset"]], "to_dict() (entities.asset.asset method)": [[18, "entities.asset.Asset.to_dict"]], "underlying_asset (entities.asset.asset attribute)": [[18, "entities.asset.Asset.underlying_asset"]], "bars (class in entities.bars)": [[19, "entities.bars.Bars"]], "nobardatafound": [[19, "entities.bars.NoBarDataFound"]], "aggregate_bars() (entities.bars.bars method)": [[19, "entities.bars.Bars.aggregate_bars"], [19, "id0"]], "entities.bars": [[19, "module-entities.bars"]], "filter() (entities.bars.bars method)": [[19, "entities.bars.Bars.filter"]], "get_last_dividend() (entities.bars.bars method)": [[19, "entities.bars.Bars.get_last_dividend"], [19, "id1"]], "get_last_price() (entities.bars.bars method)": [[19, "entities.bars.Bars.get_last_price"], [19, "id2"]], "get_momentum() (entities.bars.bars method)": [[19, "entities.bars.Bars.get_momentum"], [19, "id3"]], "get_total_dividends() (entities.bars.bars method)": [[19, "entities.bars.Bars.get_total_dividends"]], "get_total_return() (entities.bars.bars method)": [[19, "entities.bars.Bars.get_total_return"]], "get_total_return_pct() (entities.bars.bars method)": [[19, "entities.bars.Bars.get_total_return_pct"]], "get_total_return_pct_change() (entities.bars.bars method)": [[19, "entities.bars.Bars.get_total_return_pct_change"]], "get_total_stock_splits() (entities.bars.bars method)": [[19, "entities.bars.Bars.get_total_stock_splits"]], "get_total_volume() (entities.bars.bars method)": [[19, "entities.bars.Bars.get_total_volume"], [19, "id4"]], "parse_bar_list() (entities.bars.bars class method)": [[19, "entities.bars.Bars.parse_bar_list"]], "split() (entities.bars.bars method)": [[19, "entities.bars.Bars.split"]], "data (class in entities.data)": [[20, "entities.data.Data"]], "min_timestep (entities.data.data attribute)": [[20, "entities.data.Data.MIN_TIMESTEP"]], "timestep_mapping (entities.data.data attribute)": [[20, "entities.data.Data.TIMESTEP_MAPPING"]], "_get_bars_dict() (entities.data.data method)": [[20, "entities.data.Data._get_bars_dict"]], "asset (entities.data.data attribute)": [[20, "entities.data.Data.asset"]], "check_data() (entities.data.data method)": [[20, "entities.data.Data.check_data"], [20, "id0"]], "columns() (entities.data.data method)": [[20, "entities.data.Data.columns"], [20, "id1"]], "datalines (entities.data.data attribute)": [[20, "entities.data.Data.datalines"]], "date_end (entities.data.data attribute)": [[20, "entities.data.Data.date_end"]], "date_start (entities.data.data attribute)": [[20, "entities.data.Data.date_start"]], "df (entities.data.data attribute)": [[20, "entities.data.Data.df"]], "entities.data": [[20, "module-entities.data"]], "get_bars() (entities.data.data method)": [[20, "entities.data.Data.get_bars"], [20, "id2"]], "get_bars_between_dates() (entities.data.data method)": [[20, "entities.data.Data.get_bars_between_dates"]], "get_iter_count() (entities.data.data method)": [[20, "entities.data.Data.get_iter_count"], [20, "id3"]], "get_last_price() (entities.data.data method)": [[20, "entities.data.Data.get_last_price"], [20, "id4"]], "get_quote() (entities.data.data method)": [[20, "entities.data.Data.get_quote"]], "iter_index (entities.data.data attribute)": [[20, "entities.data.Data.iter_index"]], "repair_times_and_fill() (entities.data.data method)": [[20, "entities.data.Data.repair_times_and_fill"], [20, "id5"]], "set_date_format() (entities.data.data method)": [[20, "entities.data.Data.set_date_format"], [20, "id6"]], "set_dates() (entities.data.data method)": [[20, "entities.data.Data.set_dates"], [20, "id7"]], "set_times() (entities.data.data method)": [[20, "entities.data.Data.set_times"], [20, "id8"]], "sybmol (entities.data.data attribute)": [[20, "entities.data.Data.sybmol"]], "timestep (entities.data.data attribute)": [[20, "entities.data.Data.timestep"]], "to_datalines() (entities.data.data method)": [[20, "entities.data.Data.to_datalines"], [20, "id9"]], "trading_hours_end (entities.data.data attribute)": [[20, "entities.data.Data.trading_hours_end"]], "trading_hours_start (entities.data.data attribute)": [[20, "entities.data.Data.trading_hours_start"]], "trim_data() (entities.data.data method)": [[20, "entities.data.Data.trim_data"], [20, "id10"]], "bracket (entities.order.order.orderclass attribute)": [[21, "entities.order.Order.OrderClass.BRACKET"]], "bracket (entities.order.order.ordertype attribute)": [[21, "entities.order.Order.OrderType.BRACKET"]], "buy (entities.order.order.orderside attribute)": [[21, "entities.order.Order.OrderSide.BUY"]], "buy_to_close (entities.order.order.orderside attribute)": [[21, "entities.order.Order.OrderSide.BUY_TO_CLOSE"]], "buy_to_cover (entities.order.order.orderside attribute)": [[21, "entities.order.Order.OrderSide.BUY_TO_COVER"]], "buy_to_open (entities.order.order.orderside attribute)": [[21, "entities.order.Order.OrderSide.BUY_TO_OPEN"]], "canceled (entities.order.order.orderstatus attribute)": [[21, "entities.order.Order.OrderStatus.CANCELED"]], "cancelling (entities.order.order.orderstatus attribute)": [[21, "entities.order.Order.OrderStatus.CANCELLING"]], "cash_settled (entities.order.order.orderstatus attribute)": [[21, "entities.order.Order.OrderStatus.CASH_SETTLED"]], "error (entities.order.order.orderstatus attribute)": [[21, "entities.order.Order.OrderStatus.ERROR"]], "expired (entities.order.order.orderstatus attribute)": [[21, "entities.order.Order.OrderStatus.EXPIRED"]], "filled (entities.order.order.orderstatus attribute)": [[21, "entities.order.Order.OrderStatus.FILLED"]], "limit (entities.order.order.ordertype attribute)": [[21, "entities.order.Order.OrderType.LIMIT"]], "market (entities.order.order.ordertype attribute)": [[21, "entities.order.Order.OrderType.MARKET"]], "multileg (entities.order.order.orderclass attribute)": [[21, "entities.order.Order.OrderClass.MULTILEG"]], "new (entities.order.order.orderstatus attribute)": [[21, "entities.order.Order.OrderStatus.NEW"]], "oco (entities.order.order.orderclass attribute)": [[21, "entities.order.Order.OrderClass.OCO"]], "oco (entities.order.order.ordertype attribute)": [[21, "entities.order.Order.OrderType.OCO"]], "open (entities.order.order.orderstatus attribute)": [[21, "entities.order.Order.OrderStatus.OPEN"]], "oto (entities.order.order.orderclass attribute)": [[21, "entities.order.Order.OrderClass.OTO"]], "oto (entities.order.order.ordertype attribute)": [[21, "entities.order.Order.OrderType.OTO"]], "order (class in entities.order)": [[21, "entities.order.Order"]], "order.orderclass (class in entities.order)": [[21, "entities.order.Order.OrderClass"]], "order.orderside (class in entities.order)": [[21, "entities.order.Order.OrderSide"]], "order.orderstatus (class in entities.order)": [[21, "entities.order.Order.OrderStatus"]], "order.ordertype (class in entities.order)": [[21, "entities.order.Order.OrderType"]], "order.transaction (class in entities.order)": [[21, "entities.order.Order.Transaction"]], "partially_filled (entities.order.order.orderstatus attribute)": [[21, "entities.order.Order.OrderStatus.PARTIALLY_FILLED"]], "sell (entities.order.order.orderside attribute)": [[21, "entities.order.Order.OrderSide.SELL"]], "sell_short (entities.order.order.orderside attribute)": [[21, "entities.order.Order.OrderSide.SELL_SHORT"]], "sell_to_close (entities.order.order.orderside attribute)": [[21, "entities.order.Order.OrderSide.SELL_TO_CLOSE"]], "sell_to_open (entities.order.order.orderside attribute)": [[21, "entities.order.Order.OrderSide.SELL_TO_OPEN"]], "stop (entities.order.order.ordertype attribute)": [[21, "entities.order.Order.OrderType.STOP"]], "stop_limit (entities.order.order.ordertype attribute)": [[21, "entities.order.Order.OrderType.STOP_LIMIT"]], "trail (entities.order.order.ordertype attribute)": [[21, "entities.order.Order.OrderType.TRAIL"]], "unprocessed (entities.order.order.orderstatus attribute)": [[21, "entities.order.Order.OrderStatus.UNPROCESSED"]], "add_child_order() (entities.order.order method)": [[21, "entities.order.Order.add_child_order"]], "add_transaction() (entities.order.order method)": [[21, "entities.order.Order.add_transaction"]], "avg_fill_price (entities.order.order property)": [[21, "entities.order.Order.avg_fill_price"]], "cash_pending() (entities.order.order method)": [[21, "entities.order.Order.cash_pending"]], "entities.order": [[21, "module-entities.order"]], "equivalent_status() (entities.order.order method)": [[21, "entities.order.Order.equivalent_status"]], "from_dict() (entities.order.order class method)": [[21, "entities.order.Order.from_dict"]], "get_fill_price() (entities.order.order method)": [[21, "entities.order.Order.get_fill_price"]], "get_increment() (entities.order.order method)": [[21, "entities.order.Order.get_increment"]], "is_active() (entities.order.order method)": [[21, "entities.order.Order.is_active"]], "is_buy_order() (entities.order.order method)": [[21, "entities.order.Order.is_buy_order"]], "is_canceled() (entities.order.order method)": [[21, "entities.order.Order.is_canceled"]], "is_filled() (entities.order.order method)": [[21, "entities.order.Order.is_filled"]], "is_option() (entities.order.order method)": [[21, "entities.order.Order.is_option"]], "is_sell_order() (entities.order.order method)": [[21, "entities.order.Order.is_sell_order"]], "price (entities.order.order.transaction attribute)": [[21, "entities.order.Order.Transaction.price"]], "quantity (entities.order.order property)": [[21, "entities.order.Order.quantity"]], "quantity (entities.order.order.transaction attribute)": [[21, "entities.order.Order.Transaction.quantity"]], "set_canceled() (entities.order.order method)": [[21, "entities.order.Order.set_canceled"]], "set_error() (entities.order.order method)": [[21, "entities.order.Order.set_error"]], "set_filled() (entities.order.order method)": [[21, "entities.order.Order.set_filled"]], "set_identifier() (entities.order.order method)": [[21, "entities.order.Order.set_identifier"]], "set_new() (entities.order.order method)": [[21, "entities.order.Order.set_new"]], "set_partially_filled() (entities.order.order method)": [[21, "entities.order.Order.set_partially_filled"]], "status (entities.order.order property)": [[21, "entities.order.Order.status"]], "to_dict() (entities.order.order method)": [[21, "entities.order.Order.to_dict"]], "to_position() (entities.order.order method)": [[21, "entities.order.Order.to_position"]], "update_raw() (entities.order.order method)": [[21, "entities.order.Order.update_raw"]], "update_trail_stop_price() (entities.order.order method)": [[21, "entities.order.Order.update_trail_stop_price"]], "wait_to_be_closed() (entities.order.order method)": [[21, "entities.order.Order.wait_to_be_closed"]], "wait_to_be_registered() (entities.order.order method)": [[21, "entities.order.Order.wait_to_be_registered"]], "was_transmitted() (entities.order.order method)": [[21, "entities.order.Order.was_transmitted"]], "position (class in entities.position)": [[22, "entities.position.Position"]], "add_order() (entities.position.position method)": [[22, "entities.position.Position.add_order"]], "asset (entities.position.position attribute)": [[22, "entities.position.Position.asset"]], "available (entities.position.position attribute)": [[22, "entities.position.Position.available"]], "available (entities.position.position property)": [[22, "id0"]], "avg_fill_price (entities.position.position attribute)": [[22, "entities.position.Position.avg_fill_price"]], "entities.position": [[22, "module-entities.position"]], "from_dict() (entities.position.position class method)": [[22, "entities.position.Position.from_dict"]], "get_selling_order() (entities.position.position method)": [[22, "entities.position.Position.get_selling_order"]], "hold (entities.position.position attribute)": [[22, "entities.position.Position.hold"]], "hold (entities.position.position property)": [[22, "id1"]], "orders (entities.position.position attribute)": [[22, "entities.position.Position.orders"]], "quantity (entities.position.position attribute)": [[22, "entities.position.Position.quantity"]], "quantity (entities.position.position property)": [[22, "id2"]], "strategy (entities.position.position attribute)": [[22, "entities.position.Position.strategy"]], "symbol (entities.position.position attribute)": [[22, "entities.position.Position.symbol"]], "to_dict() (entities.position.position method)": [[22, "entities.position.Position.to_dict"]], "value_type() (entities.position.position method)": [[22, "entities.position.Position.value_type"]], "tradingfee (class in entities.trading_fee)": [[23, "entities.trading_fee.TradingFee"]], "entities.trading_fee": [[23, "module-entities.trading_fee"]], "after_market_closes() (in module lumibot.strategies.strategy.strategy)": [[27, "lumibot.strategies.strategy.Strategy.after_market_closes"]], "before_market_closes() (in module lumibot.strategies.strategy.strategy)": [[28, "lumibot.strategies.strategy.Strategy.before_market_closes"]], "before_market_opens() (in module lumibot.strategies.strategy.strategy)": [[29, "lumibot.strategies.strategy.Strategy.before_market_opens"]], "before_starting_trading() (in module lumibot.strategies.strategy.strategy)": [[30, "lumibot.strategies.strategy.Strategy.before_starting_trading"]], "initialize() (in module lumibot.strategies.strategy.strategy)": [[31, "lumibot.strategies.strategy.Strategy.initialize"]], "on_abrupt_closing() (in module lumibot.strategies.strategy.strategy)": [[32, "lumibot.strategies.strategy.Strategy.on_abrupt_closing"]], "on_bot_crash() (in module lumibot.strategies.strategy.strategy)": [[33, "lumibot.strategies.strategy.Strategy.on_bot_crash"]], "on_canceled_order() (in module lumibot.strategies.strategy.strategy)": [[34, "lumibot.strategies.strategy.Strategy.on_canceled_order"]], "on_filled_order() (in module lumibot.strategies.strategy.strategy)": [[35, "lumibot.strategies.strategy.Strategy.on_filled_order"]], "on_new_order() (in module lumibot.strategies.strategy.strategy)": [[36, "lumibot.strategies.strategy.Strategy.on_new_order"]], "on_parameters_updated() (in module lumibot.strategies.strategy.strategy)": [[37, "lumibot.strategies.strategy.Strategy.on_parameters_updated"]], "on_partially_filled_order() (in module lumibot.strategies.strategy.strategy)": [[38, "lumibot.strategies.strategy.Strategy.on_partially_filled_order"]], "on_trading_iteration() (in module lumibot.strategies.strategy.strategy)": [[39, "lumibot.strategies.strategy.Strategy.on_trading_iteration"]], "trace_stats() (in module lumibot.strategies.strategy.strategy)": [[41, "lumibot.strategies.strategy.Strategy.trace_stats"]], "backtestingbroker (class in lumibot.backtesting.backtesting_broker)": [[42, "lumibot.backtesting.backtesting_broker.BacktestingBroker"]], "datasourcebacktesting (class in lumibot.data_sources.data_source_backtesting)": [[42, "lumibot.data_sources.data_source_backtesting.DataSourceBacktesting"]], "is_backtesting_broker (lumibot.backtesting.backtesting_broker.backtestingbroker attribute)": [[42, "lumibot.backtesting.backtesting_broker.BacktestingBroker.IS_BACKTESTING_BROKER"]], "is_backtesting_data_source (lumibot.data_sources.data_source_backtesting.datasourcebacktesting attribute)": [[42, "lumibot.data_sources.data_source_backtesting.DataSourceBacktesting.IS_BACKTESTING_DATA_SOURCE"]], "calculate_trade_cost() (lumibot.backtesting.backtesting_broker.backtestingbroker method)": [[42, "lumibot.backtesting.backtesting_broker.BacktestingBroker.calculate_trade_cost"]], "cancel_order() (lumibot.backtesting.backtesting_broker.backtestingbroker method)": [[42, "lumibot.backtesting.backtesting_broker.BacktestingBroker.cancel_order"]], "cash_settle_options_contract() (lumibot.backtesting.backtesting_broker.backtestingbroker method)": [[42, "lumibot.backtesting.backtesting_broker.BacktestingBroker.cash_settle_options_contract"]], "datetime (lumibot.backtesting.backtesting_broker.backtestingbroker property)": [[42, "lumibot.backtesting.backtesting_broker.BacktestingBroker.datetime"]], "get_datetime() (lumibot.data_sources.data_source_backtesting.datasourcebacktesting method)": [[42, "lumibot.data_sources.data_source_backtesting.DataSourceBacktesting.get_datetime"]], "get_datetime_range() (lumibot.data_sources.data_source_backtesting.datasourcebacktesting method)": [[42, "lumibot.data_sources.data_source_backtesting.DataSourceBacktesting.get_datetime_range"]], "get_historical_account_value() (lumibot.backtesting.backtesting_broker.backtestingbroker method)": [[42, "lumibot.backtesting.backtesting_broker.BacktestingBroker.get_historical_account_value"]], "get_last_bar() (lumibot.backtesting.backtesting_broker.backtestingbroker method)": [[42, "lumibot.backtesting.backtesting_broker.BacktestingBroker.get_last_bar"]], "get_time_to_close() (lumibot.backtesting.backtesting_broker.backtestingbroker method)": [[42, "lumibot.backtesting.backtesting_broker.BacktestingBroker.get_time_to_close"]], "get_time_to_open() (lumibot.backtesting.backtesting_broker.backtestingbroker method)": [[42, "lumibot.backtesting.backtesting_broker.BacktestingBroker.get_time_to_open"]], "is_market_open() (lumibot.backtesting.backtesting_broker.backtestingbroker method)": [[42, "lumibot.backtesting.backtesting_broker.BacktestingBroker.is_market_open"]], "limit_order() (lumibot.backtesting.backtesting_broker.backtestingbroker method)": [[42, "lumibot.backtesting.backtesting_broker.BacktestingBroker.limit_order"]], "lumibot.backtesting.backtesting_broker": [[42, "module-lumibot.backtesting.backtesting_broker"]], "lumibot.data_sources.data_source_backtesting": [[42, "module-lumibot.data_sources.data_source_backtesting"]], "process_expired_option_contracts() (lumibot.backtesting.backtesting_broker.backtestingbroker method)": [[42, "lumibot.backtesting.backtesting_broker.BacktestingBroker.process_expired_option_contracts"]], "process_pending_orders() (lumibot.backtesting.backtesting_broker.backtestingbroker method)": [[42, "lumibot.backtesting.backtesting_broker.BacktestingBroker.process_pending_orders"]], "should_continue() (lumibot.backtesting.backtesting_broker.backtestingbroker method)": [[42, "lumibot.backtesting.backtesting_broker.BacktestingBroker.should_continue"]], "stop_order() (lumibot.backtesting.backtesting_broker.backtestingbroker method)": [[42, "lumibot.backtesting.backtesting_broker.BacktestingBroker.stop_order"]], "submit_order() (lumibot.backtesting.backtesting_broker.backtestingbroker method)": [[42, "lumibot.backtesting.backtesting_broker.BacktestingBroker.submit_order"]], "submit_orders() (lumibot.backtesting.backtesting_broker.backtestingbroker method)": [[42, "lumibot.backtesting.backtesting_broker.BacktestingBroker.submit_orders"]], "default_pytz (lumibot.data_sources.data_source.datasource attribute)": [[43, "lumibot.data_sources.data_source.DataSource.DEFAULT_PYTZ"]], "default_timezone (lumibot.data_sources.data_source.datasource attribute)": [[43, "lumibot.data_sources.data_source.DataSource.DEFAULT_TIMEZONE"]], "datasource (class in lumibot.data_sources.data_source)": [[43, "lumibot.data_sources.data_source.DataSource"]], "is_backtesting_data_source (lumibot.data_sources.data_source.datasource attribute)": [[43, "lumibot.data_sources.data_source.DataSource.IS_BACKTESTING_DATA_SOURCE"]], "min_timestep (lumibot.data_sources.data_source.datasource attribute)": [[43, "lumibot.data_sources.data_source.DataSource.MIN_TIMESTEP"]], "min_timestep (lumibot.data_sources.yahoo_data.yahoodata attribute)": [[43, "lumibot.data_sources.yahoo_data.YahooData.MIN_TIMESTEP"]], "pandasdata (class in lumibot.data_sources.pandas_data)": [[43, "lumibot.data_sources.pandas_data.PandasData"]], "source (lumibot.data_sources.data_source.datasource attribute)": [[43, "lumibot.data_sources.data_source.DataSource.SOURCE"]], "source (lumibot.data_sources.pandas_data.pandasdata attribute)": [[43, "lumibot.data_sources.pandas_data.PandasData.SOURCE"]], "source (lumibot.data_sources.yahoo_data.yahoodata attribute)": [[43, "lumibot.data_sources.yahoo_data.YahooData.SOURCE"]], "timestep_mapping (lumibot.data_sources.data_source.datasource attribute)": [[43, "lumibot.data_sources.data_source.DataSource.TIMESTEP_MAPPING"]], "timestep_mapping (lumibot.data_sources.pandas_data.pandasdata attribute)": [[43, "lumibot.data_sources.pandas_data.PandasData.TIMESTEP_MAPPING"]], "timestep_mapping (lumibot.data_sources.yahoo_data.yahoodata attribute)": [[43, "lumibot.data_sources.yahoo_data.YahooData.TIMESTEP_MAPPING"]], "yahoodata (class in lumibot.data_sources.yahoo_data)": [[43, "lumibot.data_sources.yahoo_data.YahooData"]], "calculate_greeks() (lumibot.data_sources.data_source.datasource method)": [[43, "lumibot.data_sources.data_source.DataSource.calculate_greeks"]], "clean_trading_times() (lumibot.data_sources.pandas_data.pandasdata method)": [[43, "lumibot.data_sources.pandas_data.PandasData.clean_trading_times"]], "convert_timestep_str_to_timedelta() (lumibot.data_sources.data_source.datasource static method)": [[43, "lumibot.data_sources.data_source.DataSource.convert_timestep_str_to_timedelta"]], "find_asset_in_data_store() (lumibot.data_sources.pandas_data.pandasdata method)": [[43, "lumibot.data_sources.pandas_data.PandasData.find_asset_in_data_store"]], "get_asset_by_name() (lumibot.data_sources.pandas_data.pandasdata method)": [[43, "lumibot.data_sources.pandas_data.PandasData.get_asset_by_name"]], "get_asset_by_symbol() (lumibot.data_sources.pandas_data.pandasdata method)": [[43, "lumibot.data_sources.pandas_data.PandasData.get_asset_by_symbol"]], "get_assets() (lumibot.data_sources.pandas_data.pandasdata method)": [[43, "lumibot.data_sources.pandas_data.PandasData.get_assets"]], "get_bars() (lumibot.data_sources.data_source.datasource method)": [[43, "lumibot.data_sources.data_source.DataSource.get_bars"]], "get_chains() (lumibot.data_sources.data_source.datasource method)": [[43, "lumibot.data_sources.data_source.DataSource.get_chains"]], "get_chains() (lumibot.data_sources.pandas_data.pandasdata method)": [[43, "lumibot.data_sources.pandas_data.PandasData.get_chains"]], "get_chains() (lumibot.data_sources.yahoo_data.yahoodata method)": [[43, "lumibot.data_sources.yahoo_data.YahooData.get_chains"]], "get_datetime() (lumibot.data_sources.data_source.datasource method)": [[43, "lumibot.data_sources.data_source.DataSource.get_datetime"]], "get_datetime_range() (lumibot.data_sources.data_source.datasource method)": [[43, "lumibot.data_sources.data_source.DataSource.get_datetime_range"]], "get_historical_prices() (lumibot.data_sources.data_source.datasource method)": [[43, "lumibot.data_sources.data_source.DataSource.get_historical_prices"]], "get_historical_prices() (lumibot.data_sources.pandas_data.pandasdata method)": [[43, "lumibot.data_sources.pandas_data.PandasData.get_historical_prices"]], "get_historical_prices() (lumibot.data_sources.yahoo_data.yahoodata method)": [[43, "lumibot.data_sources.yahoo_data.YahooData.get_historical_prices"]], "get_last_day() (lumibot.data_sources.data_source.datasource method)": [[43, "lumibot.data_sources.data_source.DataSource.get_last_day"]], "get_last_minute() (lumibot.data_sources.data_source.datasource method)": [[43, "lumibot.data_sources.data_source.DataSource.get_last_minute"]], "get_last_price() (lumibot.data_sources.data_source.datasource method)": [[43, "lumibot.data_sources.data_source.DataSource.get_last_price"]], "get_last_price() (lumibot.data_sources.pandas_data.pandasdata method)": [[43, "lumibot.data_sources.pandas_data.PandasData.get_last_price"]], "get_last_price() (lumibot.data_sources.yahoo_data.yahoodata method)": [[43, "lumibot.data_sources.yahoo_data.YahooData.get_last_price"]], "get_last_prices() (lumibot.data_sources.data_source.datasource method)": [[43, "lumibot.data_sources.data_source.DataSource.get_last_prices"]], "get_last_prices() (lumibot.data_sources.pandas_data.pandasdata method)": [[43, "lumibot.data_sources.pandas_data.PandasData.get_last_prices"]], "get_round_day() (lumibot.data_sources.data_source.datasource method)": [[43, "lumibot.data_sources.data_source.DataSource.get_round_day"]], "get_round_minute() (lumibot.data_sources.data_source.datasource method)": [[43, "lumibot.data_sources.data_source.DataSource.get_round_minute"]], "get_start_datetime_and_ts_unit() (lumibot.data_sources.pandas_data.pandasdata method)": [[43, "lumibot.data_sources.pandas_data.PandasData.get_start_datetime_and_ts_unit"]], "get_strikes() (lumibot.data_sources.data_source.datasource method)": [[43, "lumibot.data_sources.data_source.DataSource.get_strikes"]], "get_strikes() (lumibot.data_sources.yahoo_data.yahoodata method)": [[43, "lumibot.data_sources.yahoo_data.YahooData.get_strikes"]], "get_timestamp() (lumibot.data_sources.data_source.datasource method)": [[43, "lumibot.data_sources.data_source.DataSource.get_timestamp"]], "get_timestep() (lumibot.data_sources.data_source.datasource method)": [[43, "lumibot.data_sources.data_source.DataSource.get_timestep"]], "get_trading_days_pandas() (lumibot.data_sources.pandas_data.pandasdata method)": [[43, "lumibot.data_sources.pandas_data.PandasData.get_trading_days_pandas"]], "get_yesterday_dividend() (lumibot.data_sources.data_source.datasource method)": [[43, "lumibot.data_sources.data_source.DataSource.get_yesterday_dividend"]], "get_yesterday_dividend() (lumibot.data_sources.pandas_data.pandasdata method)": [[43, "lumibot.data_sources.pandas_data.PandasData.get_yesterday_dividend"]], "get_yesterday_dividends() (lumibot.data_sources.data_source.datasource method)": [[43, "lumibot.data_sources.data_source.DataSource.get_yesterday_dividends"]], "get_yesterday_dividends() (lumibot.data_sources.pandas_data.pandasdata method)": [[43, "lumibot.data_sources.pandas_data.PandasData.get_yesterday_dividends"]], "load_data() (lumibot.data_sources.pandas_data.pandasdata method)": [[43, "lumibot.data_sources.pandas_data.PandasData.load_data"]], "localize_datetime() (lumibot.data_sources.data_source.datasource class method)": [[43, "lumibot.data_sources.data_source.DataSource.localize_datetime"]], "lumibot.data_sources": [[43, "module-lumibot.data_sources"]], "lumibot.data_sources.data_source": [[43, "module-lumibot.data_sources.data_source"]], "lumibot.data_sources.pandas_data": [[43, "module-lumibot.data_sources.pandas_data"]], "lumibot.data_sources.yahoo_data": [[43, "module-lumibot.data_sources.yahoo_data"]], "query_greeks() (lumibot.data_sources.data_source.datasource method)": [[43, "lumibot.data_sources.data_source.DataSource.query_greeks"]], "to_default_timezone() (lumibot.data_sources.data_source.datasource class method)": [[43, "lumibot.data_sources.data_source.DataSource.to_default_timezone"]], "update_date_index() (lumibot.data_sources.pandas_data.pandasdata method)": [[43, "lumibot.data_sources.pandas_data.PandasData.update_date_index"]], "lumibot.strategies.strategy.strategy": [[44, "module-lumibot.strategies.strategy.Strategy"]], "trader (class in lumibot.traders.trader)": [[45, "lumibot.traders.trader.Trader"]], "add_strategy() (lumibot.traders.trader.trader method)": [[45, "lumibot.traders.trader.Trader.add_strategy"]], "is_backtest_broker (lumibot.traders.trader.trader property)": [[45, "lumibot.traders.trader.Trader.is_backtest_broker"]], "lumibot.traders.trader": [[45, "module-lumibot.traders.trader"]], "run_all() (lumibot.traders.trader.trader method)": [[45, "lumibot.traders.trader.Trader.run_all"]], "run_all_async() (lumibot.traders.trader.trader method)": [[45, "lumibot.traders.trader.Trader.run_all_async"]], "stop_all() (lumibot.traders.trader.trader method)": [[45, "lumibot.traders.trader.Trader.stop_all"]], "get_cash() (in module lumibot.strategies.strategy.strategy)": [[48, "lumibot.strategies.strategy.Strategy.get_cash"], [54, "lumibot.strategies.strategy.Strategy.get_cash"]], "get_parameters() (in module lumibot.strategies.strategy.strategy)": [[49, "lumibot.strategies.strategy.Strategy.get_parameters"], [55, "lumibot.strategies.strategy.Strategy.get_parameters"], [103, "lumibot.strategies.strategy.Strategy.get_parameters"], [114, "lumibot.strategies.strategy.Strategy.get_parameters"]], "get_portfolio_value() (in module lumibot.strategies.strategy.strategy)": [[50, "lumibot.strategies.strategy.Strategy.get_portfolio_value"], [56, "lumibot.strategies.strategy.Strategy.get_portfolio_value"]], "get_position() (in module lumibot.strategies.strategy.strategy)": [[51, "lumibot.strategies.strategy.Strategy.get_position"], [57, "lumibot.strategies.strategy.Strategy.get_position"]], "get_positions() (in module lumibot.strategies.strategy.strategy)": [[52, "lumibot.strategies.strategy.Strategy.get_positions"], [58, "lumibot.strategies.strategy.Strategy.get_positions"]], "set_parameters() (in module lumibot.strategies.strategy.strategy)": [[53, "lumibot.strategies.strategy.Strategy.set_parameters"], [59, "lumibot.strategies.strategy.Strategy.set_parameters"]], "add_line() (in module lumibot.strategies.strategy.strategy)": [[61, "lumibot.strategies.strategy.Strategy.add_line"], [65, "lumibot.strategies.strategy.Strategy.add_line"]], "add_marker() (in module lumibot.strategies.strategy.strategy)": [[62, "lumibot.strategies.strategy.Strategy.add_marker"], [66, "lumibot.strategies.strategy.Strategy.add_marker"]], "get_lines_df() (in module lumibot.strategies.strategy.strategy)": [[63, "lumibot.strategies.strategy.Strategy.get_lines_df"], [67, "lumibot.strategies.strategy.Strategy.get_lines_df"]], "get_markers_df() (in module lumibot.strategies.strategy.strategy)": [[64, "lumibot.strategies.strategy.Strategy.get_markers_df"], [68, "lumibot.strategies.strategy.Strategy.get_markers_df"]], "cancel_realtime_bars() (in module lumibot.strategies.strategy.strategy)": [[70, "lumibot.strategies.strategy.Strategy.cancel_realtime_bars"]], "get_historical_prices() (in module lumibot.strategies.strategy.strategy)": [[71, "lumibot.strategies.strategy.Strategy.get_historical_prices"]], "get_historical_prices_for_assets() (in module lumibot.strategies.strategy.strategy)": [[72, "lumibot.strategies.strategy.Strategy.get_historical_prices_for_assets"]], "get_last_price() (in module lumibot.strategies.strategy.strategy)": [[73, "lumibot.strategies.strategy.Strategy.get_last_price"]], "get_last_prices() (in module lumibot.strategies.strategy.strategy)": [[74, "lumibot.strategies.strategy.Strategy.get_last_prices"]], "get_next_trading_day() (in module lumibot.strategies.strategy.strategy)": [[75, "lumibot.strategies.strategy.Strategy.get_next_trading_day"], [129, "lumibot.strategies.strategy.Strategy.get_next_trading_day"], [137, "lumibot.strategies.strategy.Strategy.get_next_trading_day"]], "get_quote() (in module lumibot.strategies.strategy.strategy)": [[76, "lumibot.strategies.strategy.Strategy.get_quote"]], "get_realtime_bars() (in module lumibot.strategies.strategy.strategy)": [[77, "lumibot.strategies.strategy.Strategy.get_realtime_bars"]], "get_yesterday_dividend() (in module lumibot.strategies.strategy.strategy)": [[78, "lumibot.strategies.strategy.Strategy.get_yesterday_dividend"]], "get_yesterday_dividends() (in module lumibot.strategies.strategy.strategy)": [[79, "lumibot.strategies.strategy.Strategy.get_yesterday_dividends"]], "start_realtime_bars() (in module lumibot.strategies.strategy.strategy)": [[80, "lumibot.strategies.strategy.Strategy.start_realtime_bars"]], "get_datetime() (in module lumibot.strategies.strategy.strategy)": [[82, "lumibot.strategies.strategy.Strategy.get_datetime"], [91, "lumibot.strategies.strategy.Strategy.get_datetime"]], "get_datetime_range() (in module lumibot.strategies.strategy.strategy)": [[83, "lumibot.strategies.strategy.Strategy.get_datetime_range"], [92, "lumibot.strategies.strategy.Strategy.get_datetime_range"]], "get_last_day() (in module lumibot.strategies.strategy.strategy)": [[84, "lumibot.strategies.strategy.Strategy.get_last_day"], [93, "lumibot.strategies.strategy.Strategy.get_last_day"]], "get_last_minute() (in module lumibot.strategies.strategy.strategy)": [[85, "lumibot.strategies.strategy.Strategy.get_last_minute"], [94, "lumibot.strategies.strategy.Strategy.get_last_minute"]], "get_round_day() (in module lumibot.strategies.strategy.strategy)": [[86, "lumibot.strategies.strategy.Strategy.get_round_day"], [95, "lumibot.strategies.strategy.Strategy.get_round_day"]], "get_round_minute() (in module lumibot.strategies.strategy.strategy)": [[87, "lumibot.strategies.strategy.Strategy.get_round_minute"], [96, "lumibot.strategies.strategy.Strategy.get_round_minute"]], "get_timestamp() (in module lumibot.strategies.strategy.strategy)": [[88, "lumibot.strategies.strategy.Strategy.get_timestamp"], [97, "lumibot.strategies.strategy.Strategy.get_timestamp"]], "localize_datetime() (in module lumibot.strategies.strategy.strategy)": [[89, "lumibot.strategies.strategy.Strategy.localize_datetime"], [98, "lumibot.strategies.strategy.Strategy.localize_datetime"]], "to_default_timezone() (in module lumibot.strategies.strategy.strategy)": [[90, "lumibot.strategies.strategy.Strategy.to_default_timezone"], [99, "lumibot.strategies.strategy.Strategy.to_default_timezone"]], "await_market_to_close() (in module lumibot.strategies.strategy.strategy)": [[101, "lumibot.strategies.strategy.Strategy.await_market_to_close"], [112, "lumibot.strategies.strategy.Strategy.await_market_to_close"]], "await_market_to_open() (in module lumibot.strategies.strategy.strategy)": [[102, "lumibot.strategies.strategy.Strategy.await_market_to_open"], [113, "lumibot.strategies.strategy.Strategy.await_market_to_open"]], "log_message() (in module lumibot.strategies.strategy.strategy)": [[104, "lumibot.strategies.strategy.Strategy.log_message"], [115, "lumibot.strategies.strategy.Strategy.log_message"]], "set_market() (in module lumibot.strategies.strategy.strategy)": [[105, "lumibot.strategies.strategy.Strategy.set_market"], [116, "lumibot.strategies.strategy.Strategy.set_market"]], "sleep() (in module lumibot.strategies.strategy.strategy)": [[106, "lumibot.strategies.strategy.Strategy.sleep"], [117, "lumibot.strategies.strategy.Strategy.sleep"]], "update_parameters() (in module lumibot.strategies.strategy.strategy)": [[107, "lumibot.strategies.strategy.Strategy.update_parameters"], [118, "lumibot.strategies.strategy.Strategy.update_parameters"]], "wait_for_order_execution() (in module lumibot.strategies.strategy.strategy)": [[108, "lumibot.strategies.strategy.Strategy.wait_for_order_execution"], [119, "lumibot.strategies.strategy.Strategy.wait_for_order_execution"]], "wait_for_order_registration() (in module lumibot.strategies.strategy.strategy)": [[109, "lumibot.strategies.strategy.Strategy.wait_for_order_registration"], [120, "lumibot.strategies.strategy.Strategy.wait_for_order_registration"]], "wait_for_orders_execution() (in module lumibot.strategies.strategy.strategy)": [[110, "lumibot.strategies.strategy.Strategy.wait_for_orders_execution"], [121, "lumibot.strategies.strategy.Strategy.wait_for_orders_execution"]], "wait_for_orders_registration() (in module lumibot.strategies.strategy.strategy)": [[111, "lumibot.strategies.strategy.Strategy.wait_for_orders_registration"], [122, "lumibot.strategies.strategy.Strategy.wait_for_orders_registration"]], "get_chain() (in module lumibot.strategies.strategy.strategy)": [[124, "lumibot.strategies.strategy.Strategy.get_chain"], [132, "lumibot.strategies.strategy.Strategy.get_chain"]], "get_chains() (in module lumibot.strategies.strategy.strategy)": [[125, "lumibot.strategies.strategy.Strategy.get_chains"], [133, "lumibot.strategies.strategy.Strategy.get_chains"]], "get_expiration() (in module lumibot.strategies.strategy.strategy)": [[126, "lumibot.strategies.strategy.Strategy.get_expiration"], [134, "lumibot.strategies.strategy.Strategy.get_expiration"]], "get_greeks() (in module lumibot.strategies.strategy.strategy)": [[127, "lumibot.strategies.strategy.Strategy.get_greeks"], [135, "lumibot.strategies.strategy.Strategy.get_greeks"]], "get_multiplier() (in module lumibot.strategies.strategy.strategy)": [[128, "lumibot.strategies.strategy.Strategy.get_multiplier"], [136, "lumibot.strategies.strategy.Strategy.get_multiplier"]], "get_strikes() (in module lumibot.strategies.strategy.strategy)": [[130, "lumibot.strategies.strategy.Strategy.get_strikes"], [139, "lumibot.strategies.strategy.Strategy.get_strikes"]], "options_expiry_to_datetime_date() (in module lumibot.strategies.strategy.strategy)": [[131, "lumibot.strategies.strategy.Strategy.options_expiry_to_datetime_date"], [140, "lumibot.strategies.strategy.Strategy.options_expiry_to_datetime_date"]], "get_option_expiration_after_date() (in module lumibot.strategies.strategy.strategy)": [[138, "lumibot.strategies.strategy.Strategy.get_option_expiration_after_date"]], "cancel_open_orders() (in module lumibot.strategies.strategy.strategy)": [[142, "lumibot.strategies.strategy.Strategy.cancel_open_orders"], [153, "lumibot.strategies.strategy.Strategy.cancel_open_orders"]], "cancel_order() (in module lumibot.strategies.strategy.strategy)": [[143, "lumibot.strategies.strategy.Strategy.cancel_order"], [154, "lumibot.strategies.strategy.Strategy.cancel_order"]], "cancel_orders() (in module lumibot.strategies.strategy.strategy)": [[144, "lumibot.strategies.strategy.Strategy.cancel_orders"], [155, "lumibot.strategies.strategy.Strategy.cancel_orders"]], "create_order() (in module lumibot.strategies.strategy.strategy)": [[145, "lumibot.strategies.strategy.Strategy.create_order"], [156, "lumibot.strategies.strategy.Strategy.create_order"]], "get_asset_potential_total() (in module lumibot.strategies.strategy.strategy)": [[146, "lumibot.strategies.strategy.Strategy.get_asset_potential_total"], [157, "lumibot.strategies.strategy.Strategy.get_asset_potential_total"]], "get_order() (in module lumibot.strategies.strategy.strategy)": [[147, "lumibot.strategies.strategy.Strategy.get_order"], [158, "lumibot.strategies.strategy.Strategy.get_order"]], "get_orders() (in module lumibot.strategies.strategy.strategy)": [[148, "lumibot.strategies.strategy.Strategy.get_orders"], [159, "lumibot.strategies.strategy.Strategy.get_orders"]], "get_selling_order() (in module lumibot.strategies.strategy.strategy)": [[149, "lumibot.strategies.strategy.Strategy.get_selling_order"], [160, "lumibot.strategies.strategy.Strategy.get_selling_order"]], "sell_all() (in module lumibot.strategies.strategy.strategy)": [[150, "lumibot.strategies.strategy.Strategy.sell_all"], [161, "lumibot.strategies.strategy.Strategy.sell_all"]], "submit_order() (in module lumibot.strategies.strategy.strategy)": [[151, "lumibot.strategies.strategy.Strategy.submit_order"], [162, "lumibot.strategies.strategy.Strategy.submit_order"]], "submit_orders() (in module lumibot.strategies.strategy.strategy)": [[152, "lumibot.strategies.strategy.Strategy.submit_orders"], [163, "lumibot.strategies.strategy.Strategy.submit_orders"]], "cash (lumibot.strategies.strategy.strategy property)": [[166, "lumibot.strategies.strategy.Strategy.cash"], [181, "lumibot.strategies.strategy.Strategy.cash"]], "first_iteration (lumibot.strategies.strategy.strategy property)": [[167, "lumibot.strategies.strategy.Strategy.first_iteration"], [182, "lumibot.strategies.strategy.Strategy.first_iteration"]], "initial_budget (lumibot.strategies.strategy.strategy property)": [[168, "lumibot.strategies.strategy.Strategy.initial_budget"], [183, "lumibot.strategies.strategy.Strategy.initial_budget"]], "is_backtesting (lumibot.strategies.strategy.strategy property)": [[169, "lumibot.strategies.strategy.Strategy.is_backtesting"], [184, "lumibot.strategies.strategy.Strategy.is_backtesting"]], "last_on_trading_iteration_datetime (lumibot.strategies.strategy.strategy property)": [[170, "lumibot.strategies.strategy.Strategy.last_on_trading_iteration_datetime"], [185, "lumibot.strategies.strategy.Strategy.last_on_trading_iteration_datetime"]], "minutes_before_closing (lumibot.strategies.strategy.strategy property)": [[171, "lumibot.strategies.strategy.Strategy.minutes_before_closing"], [186, "lumibot.strategies.strategy.Strategy.minutes_before_closing"]], "minutes_before_opening (lumibot.strategies.strategy.strategy property)": [[172, "lumibot.strategies.strategy.Strategy.minutes_before_opening"], [187, "lumibot.strategies.strategy.Strategy.minutes_before_opening"]], "name (lumibot.strategies.strategy.strategy property)": [[173, "lumibot.strategies.strategy.Strategy.name"], [188, "lumibot.strategies.strategy.Strategy.name"]], "portfolio_value (lumibot.strategies.strategy.strategy property)": [[174, "lumibot.strategies.strategy.Strategy.portfolio_value"], [189, "lumibot.strategies.strategy.Strategy.portfolio_value"]], "pytz (lumibot.strategies.strategy.strategy property)": [[175, "lumibot.strategies.strategy.Strategy.pytz"], [180, "lumibot.strategies.strategy.Strategy.pytz"], [190, "lumibot.strategies.strategy.Strategy.pytz"]], "quote_asset (lumibot.strategies.strategy.strategy property)": [[176, "lumibot.strategies.strategy.Strategy.quote_asset"], [191, "lumibot.strategies.strategy.Strategy.quote_asset"]], "sleeptime (lumibot.strategies.strategy.strategy property)": [[177, "lumibot.strategies.strategy.Strategy.sleeptime"], [192, "lumibot.strategies.strategy.Strategy.sleeptime"]], "timezone (lumibot.strategies.strategy.strategy property)": [[178, "lumibot.strategies.strategy.Strategy.timezone"], [193, "lumibot.strategies.strategy.Strategy.timezone"]], "unspent_money (lumibot.strategies.strategy.strategy property)": [[179, "lumibot.strategies.strategy.Strategy.unspent_money"], [194, "lumibot.strategies.strategy.Strategy.unspent_money"]]}})
\ No newline at end of file
+Search.setIndex({"docnames": ["backtesting", "backtesting.backtesting_function", "backtesting.how_to_backtest", "backtesting.indicators_files", "backtesting.logs_csv", "backtesting.pandas", "backtesting.polygon", "backtesting.tearsheet_html", "backtesting.thetadata", "backtesting.trades_files", "backtesting.yahoo", "brokers", "brokers.alpaca", "brokers.ccxt", "brokers.interactive_brokers", "brokers.tradier", "deployment", "entities", "entities.asset", "entities.bars", "entities.data", "entities.order", "entities.position", "entities.trading_fee", "getting_started", "index", "lifecycle_methods", "lifecycle_methods.after_market_closes", "lifecycle_methods.before_market_closes", "lifecycle_methods.before_market_opens", "lifecycle_methods.before_starting_trading", "lifecycle_methods.initialize", "lifecycle_methods.on_abrupt_closing", "lifecycle_methods.on_bot_crash", "lifecycle_methods.on_canceled_order", "lifecycle_methods.on_filled_order", "lifecycle_methods.on_new_order", "lifecycle_methods.on_parameters_updated", "lifecycle_methods.on_partially_filled_order", "lifecycle_methods.on_trading_iteration", "lifecycle_methods.summary", "lifecycle_methods.trace_stats", "lumibot.backtesting", "lumibot.data_sources", "lumibot.strategies", "lumibot.traders", "strategy_methods", "strategy_methods.account", "strategy_methods.account/lumibot.strategies.strategy.Strategy.get_cash", "strategy_methods.account/lumibot.strategies.strategy.Strategy.get_parameters", "strategy_methods.account/lumibot.strategies.strategy.Strategy.get_portfolio_value", "strategy_methods.account/lumibot.strategies.strategy.Strategy.get_position", "strategy_methods.account/lumibot.strategies.strategy.Strategy.get_positions", "strategy_methods.account/lumibot.strategies.strategy.Strategy.set_parameters", "strategy_methods.account/strategies.strategy.Strategy.get_cash", "strategy_methods.account/strategies.strategy.Strategy.get_parameters", "strategy_methods.account/strategies.strategy.Strategy.get_portfolio_value", "strategy_methods.account/strategies.strategy.Strategy.get_position", "strategy_methods.account/strategies.strategy.Strategy.get_positions", "strategy_methods.account/strategies.strategy.Strategy.set_parameters", "strategy_methods.chart", "strategy_methods.chart/lumibot.strategies.strategy.Strategy.add_line", "strategy_methods.chart/lumibot.strategies.strategy.Strategy.add_marker", "strategy_methods.chart/lumibot.strategies.strategy.Strategy.get_lines_df", "strategy_methods.chart/lumibot.strategies.strategy.Strategy.get_markers_df", "strategy_methods.chart/strategies.strategy.Strategy.add_line", "strategy_methods.chart/strategies.strategy.Strategy.add_marker", "strategy_methods.chart/strategies.strategy.Strategy.get_lines_df", "strategy_methods.chart/strategies.strategy.Strategy.get_markers_df", "strategy_methods.data", "strategy_methods.data/lumibot.strategies.strategy.Strategy.cancel_realtime_bars", "strategy_methods.data/lumibot.strategies.strategy.Strategy.get_historical_prices", "strategy_methods.data/lumibot.strategies.strategy.Strategy.get_historical_prices_for_assets", "strategy_methods.data/lumibot.strategies.strategy.Strategy.get_last_price", "strategy_methods.data/lumibot.strategies.strategy.Strategy.get_last_prices", "strategy_methods.data/lumibot.strategies.strategy.Strategy.get_next_trading_day", "strategy_methods.data/lumibot.strategies.strategy.Strategy.get_quote", "strategy_methods.data/lumibot.strategies.strategy.Strategy.get_realtime_bars", "strategy_methods.data/lumibot.strategies.strategy.Strategy.get_yesterday_dividend", "strategy_methods.data/lumibot.strategies.strategy.Strategy.get_yesterday_dividends", "strategy_methods.data/lumibot.strategies.strategy.Strategy.start_realtime_bars", "strategy_methods.datetime", "strategy_methods.datetime/lumibot.strategies.strategy.Strategy.get_datetime", "strategy_methods.datetime/lumibot.strategies.strategy.Strategy.get_datetime_range", "strategy_methods.datetime/lumibot.strategies.strategy.Strategy.get_last_day", "strategy_methods.datetime/lumibot.strategies.strategy.Strategy.get_last_minute", "strategy_methods.datetime/lumibot.strategies.strategy.Strategy.get_round_day", "strategy_methods.datetime/lumibot.strategies.strategy.Strategy.get_round_minute", "strategy_methods.datetime/lumibot.strategies.strategy.Strategy.get_timestamp", "strategy_methods.datetime/lumibot.strategies.strategy.Strategy.localize_datetime", "strategy_methods.datetime/lumibot.strategies.strategy.Strategy.to_default_timezone", "strategy_methods.datetime/strategies.strategy.Strategy.get_datetime", "strategy_methods.datetime/strategies.strategy.Strategy.get_datetime_range", "strategy_methods.datetime/strategies.strategy.Strategy.get_last_day", "strategy_methods.datetime/strategies.strategy.Strategy.get_last_minute", "strategy_methods.datetime/strategies.strategy.Strategy.get_round_day", "strategy_methods.datetime/strategies.strategy.Strategy.get_round_minute", "strategy_methods.datetime/strategies.strategy.Strategy.get_timestamp", "strategy_methods.datetime/strategies.strategy.Strategy.localize_datetime", "strategy_methods.datetime/strategies.strategy.Strategy.to_default_timezone", "strategy_methods.misc", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.await_market_to_close", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.await_market_to_open", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.get_parameters", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.log_message", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.set_market", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.sleep", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.update_parameters", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.wait_for_order_execution", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.wait_for_order_registration", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.wait_for_orders_execution", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.wait_for_orders_registration", "strategy_methods.misc/strategies.strategy.Strategy.await_market_to_close", "strategy_methods.misc/strategies.strategy.Strategy.await_market_to_open", "strategy_methods.misc/strategies.strategy.Strategy.get_parameters", "strategy_methods.misc/strategies.strategy.Strategy.log_message", "strategy_methods.misc/strategies.strategy.Strategy.set_market", "strategy_methods.misc/strategies.strategy.Strategy.sleep", "strategy_methods.misc/strategies.strategy.Strategy.update_parameters", "strategy_methods.misc/strategies.strategy.Strategy.wait_for_order_execution", "strategy_methods.misc/strategies.strategy.Strategy.wait_for_order_registration", "strategy_methods.misc/strategies.strategy.Strategy.wait_for_orders_execution", "strategy_methods.misc/strategies.strategy.Strategy.wait_for_orders_registration", "strategy_methods.options", "strategy_methods.options/lumibot.strategies.strategy.Strategy.get_chain", "strategy_methods.options/lumibot.strategies.strategy.Strategy.get_chains", "strategy_methods.options/lumibot.strategies.strategy.Strategy.get_expiration", "strategy_methods.options/lumibot.strategies.strategy.Strategy.get_greeks", "strategy_methods.options/lumibot.strategies.strategy.Strategy.get_multiplier", "strategy_methods.options/lumibot.strategies.strategy.Strategy.get_next_trading_day", "strategy_methods.options/lumibot.strategies.strategy.Strategy.get_strikes", "strategy_methods.options/lumibot.strategies.strategy.Strategy.options_expiry_to_datetime_date", "strategy_methods.options/strategies.strategy.Strategy.get_chain", "strategy_methods.options/strategies.strategy.Strategy.get_chains", "strategy_methods.options/strategies.strategy.Strategy.get_expiration", "strategy_methods.options/strategies.strategy.Strategy.get_greeks", "strategy_methods.options/strategies.strategy.Strategy.get_multiplier", "strategy_methods.options/strategies.strategy.Strategy.get_next_trading_day", "strategy_methods.options/strategies.strategy.Strategy.get_option_expiration_after_date", "strategy_methods.options/strategies.strategy.Strategy.get_strikes", "strategy_methods.options/strategies.strategy.Strategy.options_expiry_to_datetime_date", "strategy_methods.orders", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.cancel_open_orders", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.cancel_order", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.cancel_orders", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.create_order", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.get_asset_potential_total", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.get_order", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.get_orders", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.get_selling_order", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.sell_all", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.submit_order", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.submit_orders", "strategy_methods.orders/strategies.strategy.Strategy.cancel_open_orders", "strategy_methods.orders/strategies.strategy.Strategy.cancel_order", "strategy_methods.orders/strategies.strategy.Strategy.cancel_orders", "strategy_methods.orders/strategies.strategy.Strategy.create_order", "strategy_methods.orders/strategies.strategy.Strategy.get_asset_potential_total", "strategy_methods.orders/strategies.strategy.Strategy.get_order", "strategy_methods.orders/strategies.strategy.Strategy.get_orders", "strategy_methods.orders/strategies.strategy.Strategy.get_selling_order", "strategy_methods.orders/strategies.strategy.Strategy.sell_all", "strategy_methods.orders/strategies.strategy.Strategy.submit_order", "strategy_methods.orders/strategies.strategy.Strategy.submit_orders", "strategy_methods.parameters", "strategy_properties", "strategy_properties/lumibot.strategies.strategy.Strategy.cash", "strategy_properties/lumibot.strategies.strategy.Strategy.first_iteration", "strategy_properties/lumibot.strategies.strategy.Strategy.initial_budget", "strategy_properties/lumibot.strategies.strategy.Strategy.is_backtesting", "strategy_properties/lumibot.strategies.strategy.Strategy.last_on_trading_iteration_datetime", "strategy_properties/lumibot.strategies.strategy.Strategy.minutes_before_closing", "strategy_properties/lumibot.strategies.strategy.Strategy.minutes_before_opening", "strategy_properties/lumibot.strategies.strategy.Strategy.name", "strategy_properties/lumibot.strategies.strategy.Strategy.portfolio_value", "strategy_properties/lumibot.strategies.strategy.Strategy.pytz", "strategy_properties/lumibot.strategies.strategy.Strategy.quote_asset", "strategy_properties/lumibot.strategies.strategy.Strategy.sleeptime", "strategy_properties/lumibot.strategies.strategy.Strategy.timezone", "strategy_properties/lumibot.strategies.strategy.Strategy.unspent_money", "strategy_properties/lumibot.strategies.strategy.pytz", "strategy_properties/strategies.strategy.Strategy.cash", "strategy_properties/strategies.strategy.Strategy.first_iteration", "strategy_properties/strategies.strategy.Strategy.initial_budget", "strategy_properties/strategies.strategy.Strategy.is_backtesting", "strategy_properties/strategies.strategy.Strategy.last_on_trading_iteration_datetime", "strategy_properties/strategies.strategy.Strategy.minutes_before_closing", "strategy_properties/strategies.strategy.Strategy.minutes_before_opening", "strategy_properties/strategies.strategy.Strategy.name", "strategy_properties/strategies.strategy.Strategy.portfolio_value", "strategy_properties/strategies.strategy.Strategy.pytz", "strategy_properties/strategies.strategy.Strategy.quote_asset", "strategy_properties/strategies.strategy.Strategy.sleeptime", "strategy_properties/strategies.strategy.Strategy.timezone", "strategy_properties/strategies.strategy.Strategy.unspent_money"], "filenames": ["backtesting.rst", "backtesting.backtesting_function.rst", "backtesting.how_to_backtest.rst", "backtesting.indicators_files.rst", "backtesting.logs_csv.rst", "backtesting.pandas.rst", "backtesting.polygon.rst", "backtesting.tearsheet_html.rst", "backtesting.thetadata.rst", "backtesting.trades_files.rst", "backtesting.yahoo.rst", "brokers.rst", "brokers.alpaca.rst", "brokers.ccxt.rst", "brokers.interactive_brokers.rst", "brokers.tradier.rst", "deployment.rst", "entities.rst", "entities.asset.rst", "entities.bars.rst", "entities.data.rst", "entities.order.rst", "entities.position.rst", "entities.trading_fee.rst", "getting_started.rst", "index.rst", "lifecycle_methods.rst", "lifecycle_methods.after_market_closes.rst", "lifecycle_methods.before_market_closes.rst", "lifecycle_methods.before_market_opens.rst", "lifecycle_methods.before_starting_trading.rst", "lifecycle_methods.initialize.rst", "lifecycle_methods.on_abrupt_closing.rst", "lifecycle_methods.on_bot_crash.rst", "lifecycle_methods.on_canceled_order.rst", "lifecycle_methods.on_filled_order.rst", "lifecycle_methods.on_new_order.rst", "lifecycle_methods.on_parameters_updated.rst", "lifecycle_methods.on_partially_filled_order.rst", "lifecycle_methods.on_trading_iteration.rst", "lifecycle_methods.summary.rst", "lifecycle_methods.trace_stats.rst", "lumibot.backtesting.rst", "lumibot.data_sources.rst", "lumibot.strategies.rst", "lumibot.traders.rst", "strategy_methods.rst", "strategy_methods.account.rst", "strategy_methods.account/lumibot.strategies.strategy.Strategy.get_cash.rst", "strategy_methods.account/lumibot.strategies.strategy.Strategy.get_parameters.rst", "strategy_methods.account/lumibot.strategies.strategy.Strategy.get_portfolio_value.rst", "strategy_methods.account/lumibot.strategies.strategy.Strategy.get_position.rst", "strategy_methods.account/lumibot.strategies.strategy.Strategy.get_positions.rst", "strategy_methods.account/lumibot.strategies.strategy.Strategy.set_parameters.rst", "strategy_methods.account/strategies.strategy.Strategy.get_cash.rst", "strategy_methods.account/strategies.strategy.Strategy.get_parameters.rst", "strategy_methods.account/strategies.strategy.Strategy.get_portfolio_value.rst", "strategy_methods.account/strategies.strategy.Strategy.get_position.rst", "strategy_methods.account/strategies.strategy.Strategy.get_positions.rst", "strategy_methods.account/strategies.strategy.Strategy.set_parameters.rst", "strategy_methods.chart.rst", "strategy_methods.chart/lumibot.strategies.strategy.Strategy.add_line.rst", "strategy_methods.chart/lumibot.strategies.strategy.Strategy.add_marker.rst", "strategy_methods.chart/lumibot.strategies.strategy.Strategy.get_lines_df.rst", "strategy_methods.chart/lumibot.strategies.strategy.Strategy.get_markers_df.rst", "strategy_methods.chart/strategies.strategy.Strategy.add_line.rst", "strategy_methods.chart/strategies.strategy.Strategy.add_marker.rst", "strategy_methods.chart/strategies.strategy.Strategy.get_lines_df.rst", "strategy_methods.chart/strategies.strategy.Strategy.get_markers_df.rst", "strategy_methods.data.rst", "strategy_methods.data/lumibot.strategies.strategy.Strategy.cancel_realtime_bars.rst", "strategy_methods.data/lumibot.strategies.strategy.Strategy.get_historical_prices.rst", "strategy_methods.data/lumibot.strategies.strategy.Strategy.get_historical_prices_for_assets.rst", "strategy_methods.data/lumibot.strategies.strategy.Strategy.get_last_price.rst", "strategy_methods.data/lumibot.strategies.strategy.Strategy.get_last_prices.rst", "strategy_methods.data/lumibot.strategies.strategy.Strategy.get_next_trading_day.rst", "strategy_methods.data/lumibot.strategies.strategy.Strategy.get_quote.rst", "strategy_methods.data/lumibot.strategies.strategy.Strategy.get_realtime_bars.rst", "strategy_methods.data/lumibot.strategies.strategy.Strategy.get_yesterday_dividend.rst", "strategy_methods.data/lumibot.strategies.strategy.Strategy.get_yesterday_dividends.rst", "strategy_methods.data/lumibot.strategies.strategy.Strategy.start_realtime_bars.rst", "strategy_methods.datetime.rst", "strategy_methods.datetime/lumibot.strategies.strategy.Strategy.get_datetime.rst", "strategy_methods.datetime/lumibot.strategies.strategy.Strategy.get_datetime_range.rst", "strategy_methods.datetime/lumibot.strategies.strategy.Strategy.get_last_day.rst", "strategy_methods.datetime/lumibot.strategies.strategy.Strategy.get_last_minute.rst", "strategy_methods.datetime/lumibot.strategies.strategy.Strategy.get_round_day.rst", "strategy_methods.datetime/lumibot.strategies.strategy.Strategy.get_round_minute.rst", "strategy_methods.datetime/lumibot.strategies.strategy.Strategy.get_timestamp.rst", "strategy_methods.datetime/lumibot.strategies.strategy.Strategy.localize_datetime.rst", "strategy_methods.datetime/lumibot.strategies.strategy.Strategy.to_default_timezone.rst", "strategy_methods.datetime/strategies.strategy.Strategy.get_datetime.rst", "strategy_methods.datetime/strategies.strategy.Strategy.get_datetime_range.rst", "strategy_methods.datetime/strategies.strategy.Strategy.get_last_day.rst", "strategy_methods.datetime/strategies.strategy.Strategy.get_last_minute.rst", "strategy_methods.datetime/strategies.strategy.Strategy.get_round_day.rst", "strategy_methods.datetime/strategies.strategy.Strategy.get_round_minute.rst", "strategy_methods.datetime/strategies.strategy.Strategy.get_timestamp.rst", "strategy_methods.datetime/strategies.strategy.Strategy.localize_datetime.rst", "strategy_methods.datetime/strategies.strategy.Strategy.to_default_timezone.rst", "strategy_methods.misc.rst", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.await_market_to_close.rst", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.await_market_to_open.rst", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.get_parameters.rst", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.log_message.rst", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.set_market.rst", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.sleep.rst", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.update_parameters.rst", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.wait_for_order_execution.rst", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.wait_for_order_registration.rst", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.wait_for_orders_execution.rst", "strategy_methods.misc/lumibot.strategies.strategy.Strategy.wait_for_orders_registration.rst", "strategy_methods.misc/strategies.strategy.Strategy.await_market_to_close.rst", "strategy_methods.misc/strategies.strategy.Strategy.await_market_to_open.rst", "strategy_methods.misc/strategies.strategy.Strategy.get_parameters.rst", "strategy_methods.misc/strategies.strategy.Strategy.log_message.rst", "strategy_methods.misc/strategies.strategy.Strategy.set_market.rst", "strategy_methods.misc/strategies.strategy.Strategy.sleep.rst", "strategy_methods.misc/strategies.strategy.Strategy.update_parameters.rst", "strategy_methods.misc/strategies.strategy.Strategy.wait_for_order_execution.rst", "strategy_methods.misc/strategies.strategy.Strategy.wait_for_order_registration.rst", "strategy_methods.misc/strategies.strategy.Strategy.wait_for_orders_execution.rst", "strategy_methods.misc/strategies.strategy.Strategy.wait_for_orders_registration.rst", "strategy_methods.options.rst", "strategy_methods.options/lumibot.strategies.strategy.Strategy.get_chain.rst", "strategy_methods.options/lumibot.strategies.strategy.Strategy.get_chains.rst", "strategy_methods.options/lumibot.strategies.strategy.Strategy.get_expiration.rst", "strategy_methods.options/lumibot.strategies.strategy.Strategy.get_greeks.rst", "strategy_methods.options/lumibot.strategies.strategy.Strategy.get_multiplier.rst", "strategy_methods.options/lumibot.strategies.strategy.Strategy.get_next_trading_day.rst", "strategy_methods.options/lumibot.strategies.strategy.Strategy.get_strikes.rst", "strategy_methods.options/lumibot.strategies.strategy.Strategy.options_expiry_to_datetime_date.rst", "strategy_methods.options/strategies.strategy.Strategy.get_chain.rst", "strategy_methods.options/strategies.strategy.Strategy.get_chains.rst", "strategy_methods.options/strategies.strategy.Strategy.get_expiration.rst", "strategy_methods.options/strategies.strategy.Strategy.get_greeks.rst", "strategy_methods.options/strategies.strategy.Strategy.get_multiplier.rst", "strategy_methods.options/strategies.strategy.Strategy.get_next_trading_day.rst", "strategy_methods.options/strategies.strategy.Strategy.get_option_expiration_after_date.rst", "strategy_methods.options/strategies.strategy.Strategy.get_strikes.rst", "strategy_methods.options/strategies.strategy.Strategy.options_expiry_to_datetime_date.rst", "strategy_methods.orders.rst", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.cancel_open_orders.rst", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.cancel_order.rst", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.cancel_orders.rst", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.create_order.rst", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.get_asset_potential_total.rst", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.get_order.rst", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.get_orders.rst", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.get_selling_order.rst", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.sell_all.rst", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.submit_order.rst", "strategy_methods.orders/lumibot.strategies.strategy.Strategy.submit_orders.rst", "strategy_methods.orders/strategies.strategy.Strategy.cancel_open_orders.rst", "strategy_methods.orders/strategies.strategy.Strategy.cancel_order.rst", "strategy_methods.orders/strategies.strategy.Strategy.cancel_orders.rst", "strategy_methods.orders/strategies.strategy.Strategy.create_order.rst", "strategy_methods.orders/strategies.strategy.Strategy.get_asset_potential_total.rst", "strategy_methods.orders/strategies.strategy.Strategy.get_order.rst", "strategy_methods.orders/strategies.strategy.Strategy.get_orders.rst", "strategy_methods.orders/strategies.strategy.Strategy.get_selling_order.rst", "strategy_methods.orders/strategies.strategy.Strategy.sell_all.rst", "strategy_methods.orders/strategies.strategy.Strategy.submit_order.rst", "strategy_methods.orders/strategies.strategy.Strategy.submit_orders.rst", "strategy_methods.parameters.rst", "strategy_properties.rst", "strategy_properties/lumibot.strategies.strategy.Strategy.cash.rst", "strategy_properties/lumibot.strategies.strategy.Strategy.first_iteration.rst", "strategy_properties/lumibot.strategies.strategy.Strategy.initial_budget.rst", "strategy_properties/lumibot.strategies.strategy.Strategy.is_backtesting.rst", "strategy_properties/lumibot.strategies.strategy.Strategy.last_on_trading_iteration_datetime.rst", "strategy_properties/lumibot.strategies.strategy.Strategy.minutes_before_closing.rst", "strategy_properties/lumibot.strategies.strategy.Strategy.minutes_before_opening.rst", "strategy_properties/lumibot.strategies.strategy.Strategy.name.rst", "strategy_properties/lumibot.strategies.strategy.Strategy.portfolio_value.rst", "strategy_properties/lumibot.strategies.strategy.Strategy.pytz.rst", "strategy_properties/lumibot.strategies.strategy.Strategy.quote_asset.rst", "strategy_properties/lumibot.strategies.strategy.Strategy.sleeptime.rst", "strategy_properties/lumibot.strategies.strategy.Strategy.timezone.rst", "strategy_properties/lumibot.strategies.strategy.Strategy.unspent_money.rst", "strategy_properties/lumibot.strategies.strategy.pytz.rst", "strategy_properties/strategies.strategy.Strategy.cash.rst", "strategy_properties/strategies.strategy.Strategy.first_iteration.rst", "strategy_properties/strategies.strategy.Strategy.initial_budget.rst", "strategy_properties/strategies.strategy.Strategy.is_backtesting.rst", "strategy_properties/strategies.strategy.Strategy.last_on_trading_iteration_datetime.rst", "strategy_properties/strategies.strategy.Strategy.minutes_before_closing.rst", "strategy_properties/strategies.strategy.Strategy.minutes_before_opening.rst", "strategy_properties/strategies.strategy.Strategy.name.rst", "strategy_properties/strategies.strategy.Strategy.portfolio_value.rst", "strategy_properties/strategies.strategy.Strategy.pytz.rst", "strategy_properties/strategies.strategy.Strategy.quote_asset.rst", "strategy_properties/strategies.strategy.Strategy.sleeptime.rst", "strategy_properties/strategies.strategy.Strategy.timezone.rst", "strategy_properties/strategies.strategy.Strategy.unspent_money.rst"], "titles": ["Backtesting", "Backtesting Function", "How To Backtest", "Indicators Files", "Logs CSV", "Pandas (CSV or other data)", "Polygon.io Backtesting", "Tearsheet HTML", "ThetaData Backtesting", "Trades Files", "Yahoo", "Brokers", "Alpaca", "Crypto Brokers (Using CCXT)", "Interactive Brokers", "Tradier", "Deployment Guide", "Entities", "Asset", "Bars", "Data", "Order", "Position", "Trading Fee", "What is Lumibot?", "Lumibot: Backtesting and Algorithmic Trading Library", "Lifecycle Methods", "def after_market_closes", "def before_market_closes", "def before_market_opens", "def before_starting_trading", "def initialize", "def on_abrupt_closing", "def on_bot_crash", "def on_canceled_order", "def on_filled_order", "def on_new_order", "def on_parameters_updated", "def on_partially_filled_order", "def on_trading_iteration", "Summary", "def trace_stats", "Backtesting", "Data Sources", "Strategies", "Traders", "Strategy Methods", "Account Management", "self.get_cash", "self.get_parameters", "self.get_portfolio_value", "self.get_position", "self.get_positions", "self.set_parameters", "self.get_cash", "self.get_parameters", "self.get_portfolio_value", "self.get_position", "self.get_positions", "self.set_parameters", "Chart Functions", "self.add_line", "self.add_marker", "self.get_lines_df", "self.get_markers_df", "self.add_line", "self.add_marker", "self.get_lines_df", "self.get_markers_df", "Data", "self.cancel_realtime_bars", "self.get_historical_prices", "self.get_historical_prices_for_assets", "self.get_last_price", "self.get_last_prices", "self.get_next_trading_day", "self.get_quote", "self.get_realtime_bars", "self.get_yesterday_dividend", "self.get_yesterday_dividends", "self.start_realtime_bars", "DateTime", "self.get_datetime", "self.get_datetime_range", "self.get_last_day", "self.get_last_minute", "self.get_round_day", "self.get_round_minute", "self.get_timestamp", "self.localize_datetime", "self.to_default_timezone", "self.get_datetime", "self.get_datetime_range", "self.get_last_day", "self.get_last_minute", "self.get_round_day", "self.get_round_minute", "self.get_timestamp", "self.localize_datetime", "self.to_default_timezone", "Miscellaneous", "self.await_market_to_close", "self.await_market_to_open", "self.get_parameters", "self.log_message", "self.set_market", "self.sleep", "self.update_parameters", "self.wait_for_order_execution", "self.wait_for_order_registration", "self.wait_for_orders_execution", "self.wait_for_orders_registration", "self.await_market_to_close", "self.await_market_to_open", "self.get_parameters", "self.log_message", "self.set_market", "self.sleep", "self.update_parameters", "self.wait_for_order_execution", "self.wait_for_order_registration", "self.wait_for_orders_execution", "self.wait_for_orders_registration", "Options", "self.get_chain", "self.get_chains", "self.get_expiration", "self.get_greeks", "self.get_multiplier", "self.get_next_trading_day", "self.get_strikes", "self.options_expiry_to_datetime_date", "self.get_chain", "self.get_chains", "self.get_expiration", "self.get_greeks", "self.get_multiplier", "self.get_next_trading_day", "self.get_option_expiration_after_date", "self.get_strikes", "self.options_expiry_to_datetime_date", "Order Management", "self.cancel_open_orders", "self.cancel_order", "self.cancel_orders", "self.create_order", "self.get_asset_potential_total", "self.get_order", "self.get_orders", "self.get_selling_order", "self.sell_all", "self.submit_order", "self.submit_orders", "self.cancel_open_orders", "self.cancel_order", "self.cancel_orders", "self.create_order", "self.get_asset_potential_total", "self.get_order", "self.get_orders", "self.get_selling_order", "self.sell_all", "self.submit_order", "self.submit_orders", "Parameters", "Strategy Properties", "self.cash", "self.first_iteration", "self.initial_budget", "self.is_backtesting", "self.last_on_trading_iteration_datetime", "self.minutes_before_closing", "self.minutes_before_opening", "self.name", "self.portfolio_value", "self.pytz", "self.quote_asset", "self.sleeptime", "self.timezone", "self.unspent_money", "self.pytz", "self.cash", "self.first_iteration", "self.initial_budget", "self.is_backtesting", "self.last_on_trading_iteration_datetime", "self.minutes_before_closing", "self.minutes_before_opening", "self.name", "self.portfolio_value", "self.pytz", "self.quote_asset", "self.sleeptime", "self.timezone", "self.unspent_money"], "terms": {"lumibot": [0, 1, 5, 6, 8, 10, 11, 12, 13, 14, 15, 17, 18, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 45, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 61, 62, 63, 64, 65, 66, 67, 68, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164], "ha": [0, 7, 19, 21, 25, 34, 35, 36, 38, 44, 70, 73, 77], "three": [0, 14, 19, 21], "mode": [0, 14, 16, 42, 169, 184], "yahoo": [0, 1, 2, 5, 19, 25, 71, 72, 105, 116], "daili": [0, 2, 5, 7, 10, 30, 71, 72], "stock": [0, 1, 2, 5, 6, 8, 9, 10, 12, 16, 18, 19, 20, 21, 22, 25, 31, 43, 105, 116, 125, 133, 145, 151, 156, 162], "data": [0, 1, 3, 6, 8, 10, 13, 17, 18, 19, 22, 25, 29, 30, 39, 44, 46, 61, 65, 70, 71, 72, 77, 80, 82, 88, 89, 90, 91, 97, 98, 99, 175, 178, 180, 190, 193], "from": [1, 5, 6, 7, 8, 10, 12, 13, 14, 15, 16, 18, 19, 20, 22, 24, 25, 40, 41, 43, 44, 71, 72, 75, 79, 124, 125, 126, 127, 128, 129, 130, 132, 133, 134, 135, 136, 137, 139, 145, 151, 152, 156, 162, 163], "panda": [0, 2, 10, 19, 20, 25, 61, 62, 63, 64, 65, 66, 67, 68, 71, 72, 77, 105, 116], "intra": [0, 5, 10], "dai": [0, 1, 2, 5, 6, 8, 10, 16, 20, 21, 25, 29, 30, 31, 39, 43, 71, 72, 75, 78, 79, 83, 84, 85, 86, 92, 93, 94, 95, 129, 137, 145, 152, 156, 163, 177, 192], "inter": [0, 5], "test": [0, 2, 14, 16], "futur": [0, 5, 12, 16, 18, 19, 25, 42, 43, 73, 145, 146, 151, 156, 157, 162, 179, 194], "us": [0, 1, 2, 3, 4, 5, 6, 7, 8, 10, 11, 14, 15, 16, 18, 19, 20, 21, 22, 23, 24, 25, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 54, 60, 61, 62, 65, 66, 69, 71, 72, 75, 81, 100, 104, 106, 115, 117, 126, 127, 128, 129, 130, 134, 135, 136, 137, 139, 141, 145, 156, 164, 165, 166, 176, 177, 179, 181, 191, 192, 194], "csv": [0, 2, 3, 9, 20, 25, 43], "suppli": [0, 10, 20], "you": [0, 1, 2, 5, 6, 8, 10, 11, 12, 13, 14, 15, 16, 19, 21, 24, 25, 28, 31, 43, 46, 47, 48, 50, 54, 56, 60, 61, 65, 69, 71, 72, 81, 100, 123, 141, 145, 156, 164, 165, 177, 192], "polygon": [0, 1, 5, 8, 10, 16, 25], "io": [0, 13, 14, 19, 25], "It": [0, 4, 5, 6, 7, 8, 13, 14, 16, 18, 21, 22, 24, 25, 40, 42, 43, 73, 76, 145, 156], "i": [0, 1, 2, 4, 5, 6, 7, 8, 10, 12, 13, 14, 15, 16, 18, 19, 20, 21, 22, 25, 27, 28, 29, 31, 33, 34, 35, 36, 38, 39, 40, 41, 42, 43, 45, 46, 48, 50, 51, 54, 56, 57, 61, 62, 65, 66, 71, 72, 73, 74, 75, 76, 81, 82, 84, 85, 86, 87, 88, 91, 93, 94, 95, 96, 97, 101, 102, 105, 112, 113, 116, 124, 125, 126, 128, 129, 131, 132, 133, 134, 136, 137, 140, 145, 146, 148, 150, 152, 156, 157, 159, 161, 163, 165, 166, 167, 169, 171, 172, 176, 177, 181, 182, 184, 186, 187, 191, 192], "recommend": [0, 14, 16, 24], "option": [0, 2, 6, 8, 9, 12, 15, 16, 18, 19, 21, 25, 31, 35, 38, 40, 42, 43, 46, 71, 73, 124, 125, 126, 127, 128, 130, 131, 132, 133, 134, 135, 136, 138, 139, 140, 145, 151, 156, 162], "crypto": [0, 1, 5, 7, 11, 16, 18, 19, 22, 25, 48, 50, 54, 56, 71, 73, 105, 116, 145, 151, 152, 156, 162, 163, 166, 174, 181, 189], "forex": [0, 2, 5, 6, 8, 12, 16, 18, 25, 43, 72, 73, 145, 151, 152, 156, 162, 163], "an": [0, 1, 2, 5, 6, 7, 8, 12, 13, 14, 15, 16, 18, 21, 22, 25, 33, 34, 35, 38, 39, 40, 42, 43, 51, 57, 71, 73, 74, 80, 101, 102, 104, 112, 113, 115, 125, 126, 130, 131, 133, 134, 139, 140, 143, 145, 146, 147, 151, 154, 156, 157, 158, 162, 164, 177, 192], "advanc": [0, 2, 5, 24, 25, 145, 156], "featur": [0, 2, 6, 8, 25], "allow": [0, 2, 4, 5, 6, 8, 16, 19, 21, 24, 25, 80, 145, 156, 164], "ani": [0, 1, 2, 5, 6, 7, 8, 10, 13, 14, 16, 20, 24, 40, 42, 61, 65, 71, 72, 104, 115, 144, 155, 164], "type": [0, 1, 2, 5, 12, 17, 18, 19, 20, 22, 24, 25, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 41, 42, 43, 45, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 63, 64, 67, 68, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 124, 125, 126, 128, 129, 130, 131, 132, 133, 134, 136, 137, 138, 139, 140, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193], "have": [0, 1, 2, 5, 6, 8, 10, 15, 16, 19, 21, 22, 24, 25, 27, 42, 46, 48, 50, 54, 56, 71, 77], "format": [0, 5, 18, 20, 43, 75, 124, 125, 129, 131, 132, 133, 137, 140], "requir": [0, 1, 2, 10, 13, 14, 16, 18, 21, 73, 74, 145, 152, 156, 163], "more": [0, 2, 3, 11, 13, 15, 16, 17, 19, 24, 25, 42, 43, 46, 69, 71, 100, 123, 127, 135, 141], "work": [0, 2, 5, 11, 14, 16, 24, 25, 71, 72, 76, 165], "setup": [0, 2], "most": [0, 5, 7, 16, 19, 24, 40, 71, 77, 127, 135], "user": [0, 2, 5, 10, 16, 20, 24, 26, 40, 44, 45, 143, 145, 154, 156], "all": [1, 4, 5, 13, 16, 19, 20, 24, 29, 32, 33, 42, 44, 45, 50, 52, 56, 58, 71, 72, 124, 126, 127, 128, 130, 132, 134, 135, 136, 139, 142, 144, 145, 148, 149, 150, 153, 155, 156, 159, 160, 161, 164], "other": [0, 2, 6, 8, 10, 13, 16, 19, 21, 24, 25, 40, 61, 65, 76, 100, 145, 156, 166, 181], "In": [0, 6, 8, 13, 16, 21, 42, 73, 74, 82, 84, 85, 86, 87, 88, 91, 93, 94, 95, 96, 97], "summari": [0, 6, 8, 25, 26], "here": [1, 2, 5, 6, 8, 11, 12, 13, 14, 15, 16, 17, 24, 25, 40, 164, 165], "descript": [1, 16], "function": [0, 2, 3, 13, 16, 20, 25, 31, 37, 40, 46, 47, 81, 141], "its": [1, 6, 8, 21, 41], "paramet": [1, 2, 6, 8, 12, 18, 19, 20, 21, 22, 24, 25, 27, 28, 31, 32, 33, 34, 35, 36, 37, 38, 41, 42, 43, 44, 45, 46, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 61, 62, 65, 66, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 83, 86, 87, 89, 90, 92, 95, 96, 98, 99, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 142, 143, 144, 145, 146, 149, 150, 151, 152, 153, 154, 155, 156, 157, 160, 161, 162, 163, 171, 186], "thi": [1, 2, 5, 6, 8, 9, 12, 13, 14, 15, 16, 18, 19, 20, 21, 22, 24, 25, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 41, 42, 43, 44, 45, 48, 50, 54, 56, 61, 62, 65, 66, 71, 72, 73, 74, 76, 80, 82, 84, 85, 86, 87, 88, 91, 93, 94, 95, 96, 97, 106, 117, 145, 152, 156, 163, 166, 167, 176, 177, 181, 182, 191, 192], "true": [1, 5, 12, 13, 15, 16, 21, 23, 24, 25, 31, 42, 43, 45, 71, 72, 73, 104, 115, 150, 161, 167, 169, 182, 184], "kind": [1, 24], "do": [1, 5, 10, 13, 15, 19, 24, 25, 37, 46, 100, 145, 156], "strategi": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 21, 22, 23, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 45, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193, 194], "arg": [1, 20, 43], "minutes_before_clos": [1, 25, 28, 31, 39, 101, 112], "1": [1, 2, 5, 6, 7, 8, 10, 12, 13, 14, 15, 16, 18, 19, 20, 21, 30, 43, 71, 72, 83, 89, 90, 92, 98, 99, 127, 135, 138, 145, 151, 152, 156, 162, 163, 177, 192], "minutes_before_open": [1, 25, 29, 102, 113], "60": [1, 19, 172, 187], "sleeptim": [1, 2, 6, 8, 13, 24, 25, 31, 39, 106, 117], "stats_fil": [1, 31], "none": [1, 12, 13, 16, 18, 19, 20, 21, 22, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 42, 43, 45, 48, 50, 51, 52, 53, 54, 56, 57, 58, 59, 61, 62, 65, 66, 70, 71, 72, 73, 74, 80, 83, 92, 101, 102, 104, 105, 106, 107, 112, 113, 115, 116, 117, 118, 127, 130, 135, 139, 142, 143, 144, 145, 147, 149, 150, 153, 154, 155, 156, 158, 160, 161], "risk_free_r": [1, 43, 127, 135], "logfil": [1, 45], "config": [1, 12, 13, 15, 16, 24, 42], "auto_adjust": [1, 43], "fals": [1, 12, 13, 15, 16, 21, 24, 25, 31, 42, 43, 45, 72, 73, 82, 91, 104, 115, 127, 135, 145, 150, 156, 161], "name": [0, 1, 5, 10, 16, 18, 20, 24, 25, 31, 43, 45, 61, 62, 65, 66, 73, 104, 115, 164], "budget": [1, 5, 10, 16, 24, 31, 168, 183], "benchmark_asset": [1, 2, 6, 8, 24], "spy": [1, 2, 5, 6, 8, 18, 21, 24, 29, 30, 31, 35, 39, 43, 70, 71, 72, 73, 74, 78, 79, 108, 109, 110, 111, 119, 120, 121, 122, 124, 125, 126, 127, 128, 130, 132, 133, 134, 135, 136, 139, 143, 145, 149, 151, 152, 154, 156, 160, 162, 163, 164], "plot_file_html": 1, "trades_fil": 1, "settings_fil": 1, "pandas_data": [1, 5, 24, 42, 43], "quote_asset": [1, 13, 18, 22, 25, 151, 152, 162, 163], "usd": [1, 18, 20, 71, 72, 73, 145, 151, 152, 156, 162, 163], "starting_posit": 1, "show_plot": [1, 45], "tearsheet_fil": 1, "save_tearsheet": [1, 45], "show_tearsheet": [1, 45], "buy_trading_fe": [1, 24], "sell_trading_fe": [1, 24], "api_kei": [1, 12, 24, 25, 42, 43], "polygon_api_kei": [1, 2, 16], "polygon_has_paid_subscript": 1, "indicators_fil": 1, "show_ind": [1, 45], "save_logfil": 1, "kwarg": [1, 12, 18, 20, 42, 43, 152, 163], "datasource_class": 1, "class": [1, 2, 5, 6, 8, 10, 12, 13, 15, 16, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 164], "The": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 12, 13, 14, 16, 18, 19, 20, 21, 22, 26, 27, 33, 34, 35, 36, 37, 38, 40, 42, 43, 44, 48, 49, 50, 53, 54, 55, 56, 59, 61, 62, 63, 64, 65, 66, 67, 68, 71, 72, 74, 75, 76, 77, 78, 79, 80, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 103, 105, 107, 114, 116, 118, 124, 125, 126, 127, 128, 129, 130, 132, 133, 134, 135, 136, 137, 138, 139, 145, 146, 149, 150, 152, 156, 157, 160, 161, 163, 164, 166, 168, 170, 171, 172, 173, 174, 175, 176, 178, 180, 181, 183, 185, 186, 187, 188, 189, 190, 191, 193], "datasourc": [1, 8, 42, 43], "For": [1, 2, 3, 5, 7, 10, 13, 16, 18, 19, 21, 25, 27, 43, 48, 50, 54, 56, 108, 109, 110, 111, 119, 120, 121, 122, 145, 151, 152, 156, 162, 163, 164], "exampl": [1, 2, 6, 8, 11, 12, 14, 18, 19, 24, 25, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 43, 51, 52, 57, 58, 61, 62, 65, 66, 70, 71, 72, 73, 74, 78, 79, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 101, 102, 104, 105, 106, 108, 109, 110, 111, 112, 113, 115, 116, 117, 119, 120, 121, 122, 124, 125, 126, 127, 128, 130, 131, 132, 133, 134, 135, 136, 138, 139, 140, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193], "want": [1, 2, 5, 8, 10, 12, 13, 15, 16, 24, 25, 40, 43, 61, 65], "financ": [1, 2, 10, 25], "would": [1, 2, 5, 15, 18, 24, 25, 43, 50, 56, 145, 156, 177, 192], "pass": [1, 2, 5, 8, 10, 17, 27, 35, 39, 40, 44, 101, 102, 112, 113, 127, 135, 145, 156], "yahoodatabacktest": [1, 10, 24, 25, 31], "backtesting_start": [1, 2, 5, 6, 8, 10, 24, 25, 31, 42], "datetim": [1, 2, 5, 6, 8, 10, 13, 18, 19, 20, 24, 25, 31, 42, 43, 46, 61, 62, 65, 66, 71, 75, 77, 80, 82, 83, 89, 90, 91, 92, 98, 99, 126, 129, 131, 134, 137, 138, 140, 145, 156, 170, 185], "start": [1, 2, 5, 6, 7, 8, 10, 11, 13, 16, 19, 20, 29, 31, 43, 71, 72, 77, 80, 101, 112, 172, 187], "date": [0, 1, 2, 5, 6, 8, 10, 18, 20, 25, 31, 43, 73, 75, 81, 124, 125, 126, 127, 128, 129, 131, 132, 133, 134, 135, 136, 137, 138, 140, 145, 156], "period": [1, 2, 5, 7, 13, 20, 80], "backtesting_end": [1, 2, 5, 6, 8, 10, 24, 25, 31], "end": [1, 2, 6, 7, 8, 10, 19, 20, 25, 41], "int": [1, 12, 18, 20, 21, 35, 38, 43, 61, 62, 65, 66, 71, 72, 80, 83, 84, 85, 86, 87, 88, 92, 93, 94, 95, 96, 97, 101, 102, 112, 113, 145, 146, 156, 157, 171, 172, 177, 186, 187, 192], "number": [1, 12, 14, 15, 16, 20, 21, 28, 31, 43, 71, 72, 83, 86, 87, 92, 95, 96, 145, 156, 171, 172, 177, 186, 187, 192], "minut": [1, 5, 13, 16, 19, 20, 24, 25, 28, 29, 31, 39, 42, 43, 71, 72, 83, 85, 87, 92, 94, 96, 101, 102, 112, 113, 171, 172, 177, 186, 187, 192], "befor": [1, 2, 5, 7, 10, 13, 14, 16, 19, 21, 24, 25, 28, 29, 30, 31, 39, 40, 41, 43, 71, 72, 101, 102, 112, 113, 150, 161, 171, 172, 186, 187], "close": [1, 5, 12, 13, 19, 20, 21, 27, 28, 31, 32, 39, 42, 50, 56, 71, 73, 74, 77, 80, 101, 102, 112, 113, 150, 161, 171, 186], "method": [1, 6, 8, 18, 19, 21, 22, 25, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 69, 100, 123, 124, 126, 128, 130, 132, 134, 136, 139, 164, 167, 171, 172, 177, 182, 186, 187, 192], "call": [1, 5, 6, 8, 18, 19, 21, 27, 31, 33, 34, 35, 37, 38, 39, 40, 41, 43, 71, 73, 74, 124, 125, 127, 132, 133, 135, 151, 162], "open": [1, 2, 5, 12, 16, 19, 20, 21, 24, 28, 29, 30, 39, 42, 62, 66, 71, 77, 80, 101, 102, 112, 113, 142, 143, 144, 148, 150, 153, 154, 155, 159, 161, 172, 187], "second": [1, 12, 21, 31, 39, 42, 72, 80, 100, 106, 117, 177, 192], "sleep": [1, 2, 25, 39, 46, 100, 101, 112, 177, 192], "between": [1, 2, 13, 19, 20, 25, 31, 71, 177, 192], "each": [0, 1, 2, 3, 5, 7, 9, 13, 19, 21, 25, 29, 31, 39, 40, 43, 44, 46, 52, 58, 71, 79, 125, 133, 148, 150, 159, 161], "iter": [1, 2, 6, 8, 13, 20, 31, 39, 40, 167, 170, 182, 185], "str": [1, 18, 19, 20, 21, 22, 43, 51, 57, 61, 62, 65, 66, 71, 72, 73, 74, 75, 83, 92, 104, 105, 115, 116, 124, 125, 126, 128, 129, 131, 132, 133, 134, 136, 137, 140, 145, 152, 156, 163, 173, 177, 178, 188, 192, 193], "file": [1, 4, 5, 7, 14, 16, 24, 25, 100, 104, 115, 164], "write": [1, 2, 6, 8], "stat": [1, 27, 41], "float": [1, 5, 18, 19, 21, 22, 35, 38, 42, 43, 48, 50, 54, 56, 61, 62, 65, 66, 73, 74, 78, 79, 101, 102, 106, 112, 113, 117, 127, 130, 135, 139, 145, 146, 152, 156, 157, 163, 166, 168, 174, 181, 183, 189], "risk": [1, 7, 24, 127, 135], "free": [1, 2, 6, 8, 16, 22, 25, 127, 135], "rate": [1, 6, 8, 19, 127, 135], "log": [0, 1, 2, 7, 10, 14, 15, 16, 18, 25, 41, 100, 104, 115], "dict": [1, 20, 37, 41, 43, 45, 49, 53, 55, 59, 76, 103, 107, 114, 118, 145, 156], "set": [1, 2, 6, 8, 11, 14, 15, 16, 18, 19, 20, 21, 24, 25, 28, 31, 42, 43, 53, 59, 71, 72, 77, 105, 116, 124, 132, 145, 156, 164, 165, 171, 172, 177, 186, 187, 192], "up": [1, 2, 5, 6, 11, 14, 16, 18, 24, 25, 62, 66], "broker": [1, 5, 12, 15, 18, 19, 21, 22, 23, 24, 25, 31, 34, 35, 36, 38, 44, 71, 72, 73, 76, 80, 108, 109, 110, 111, 119, 120, 121, 122, 127, 135, 145, 151, 152, 156, 162, 163, 166, 181], "live": [1, 2, 12, 14, 16, 19, 24, 42, 43, 81, 82, 84, 85, 86, 87, 88, 91, 93, 94, 95, 96, 97, 105, 116], "trade": [0, 1, 4, 5, 10, 11, 13, 14, 16, 17, 18, 19, 20, 26, 29, 30, 31, 32, 39, 40, 42, 43, 44, 51, 57, 72, 73, 75, 77, 80, 81, 82, 84, 85, 86, 87, 88, 91, 93, 94, 95, 96, 97, 105, 116, 125, 129, 133, 137, 145, 156, 170, 185], "bool": [1, 21, 42, 43, 45, 71, 72, 73, 104, 115, 127, 135, 152, 163, 167, 169, 182, 184], "whether": [1, 16, 21, 43, 45, 71, 81, 127, 135, 145, 156], "automat": [1, 6, 8, 21, 145, 146, 156, 157], "adjust": [1, 7, 20, 43], "initi": [1, 2, 6, 8, 13, 14, 24, 25, 26, 40, 105, 116, 164, 168, 171, 172, 177, 183, 186, 187, 192], "asset": [1, 2, 5, 9, 12, 13, 16, 17, 19, 20, 21, 22, 25, 32, 33, 34, 35, 36, 38, 39, 42, 43, 48, 50, 51, 52, 54, 56, 57, 58, 61, 65, 70, 71, 72, 73, 74, 76, 77, 78, 79, 80, 124, 125, 126, 127, 128, 130, 132, 133, 134, 135, 136, 139, 145, 146, 151, 152, 156, 157, 162, 163, 166, 176, 181, 191], "benchmark": [1, 2, 7], "compar": [1, 7, 16], "If": [1, 5, 6, 8, 12, 13, 15, 16, 19, 20, 24, 25, 29, 31, 35, 39, 43, 71, 72, 73, 80, 101, 102, 104, 112, 113, 115, 130, 139, 142, 145, 150, 153, 156, 161], "string": [1, 16, 18, 19, 20, 21, 43, 71, 72, 104, 115, 131, 140, 145, 156, 177, 192], "convert": [1, 18, 19, 21, 25, 42, 43, 131, 140, 145, 156], "object": [1, 5, 10, 12, 17, 18, 19, 20, 21, 22, 23, 34, 35, 36, 38, 42, 43, 45, 51, 52, 57, 58, 70, 71, 72, 73, 74, 76, 77, 78, 79, 80, 108, 109, 110, 111, 119, 120, 121, 122, 125, 130, 133, 139, 143, 144, 145, 146, 147, 148, 151, 152, 154, 155, 156, 157, 158, 159, 162, 163, 175, 180, 190], "plot": [1, 10, 45, 62, 66], "html": [0, 1, 3, 9, 14, 19, 25], "list": [1, 2, 13, 17, 18, 19, 22, 24, 30, 42, 43, 46, 47, 52, 58, 60, 69, 72, 74, 79, 81, 83, 92, 100, 105, 110, 111, 116, 121, 122, 123, 126, 128, 130, 134, 136, 139, 141, 144, 148, 152, 155, 159, 163, 165], "A": [1, 5, 7, 10, 12, 21, 25, 43, 45, 51, 52, 57, 58, 76, 83, 92, 145, 152, 156, 163], "ar": [0, 1, 2, 3, 5, 7, 8, 10, 11, 12, 13, 14, 16, 17, 18, 19, 20, 21, 22, 24, 25, 37, 40, 43, 44, 46, 47, 52, 58, 60, 61, 62, 65, 66, 69, 72, 77, 80, 81, 100, 105, 116, 123, 124, 125, 127, 132, 133, 135, 141, 142, 145, 146, 148, 150, 152, 153, 156, 157, 159, 161, 163, 164, 166, 181], "when": [0, 1, 2, 5, 6, 8, 13, 16, 18, 19, 21, 24, 25, 26, 29, 31, 32, 33, 34, 35, 36, 37, 38, 39, 61, 62, 65, 66, 81, 145, 156, 166, 171, 181, 186], "pandasdatabacktest": [1, 5, 24], "contain": [1, 3, 19, 20, 39, 41, 77, 151, 152, 162, 163], "currenc": [18, 71, 145, 156, 166, 174, 176, 181, 189, 191], "get": [1, 2, 5, 6, 8, 10, 11, 12, 13, 16, 17, 19, 20, 21, 29, 30, 32, 37, 42, 43, 44, 46, 47, 48, 49, 50, 51, 52, 54, 55, 56, 57, 58, 60, 69, 71, 72, 74, 76, 78, 79, 81, 103, 114, 123, 146, 147, 148, 149, 157, 158, 159, 160, 164, 165, 166, 171, 172, 174, 177, 181, 186, 187, 189, 192], "valuat": 1, "measur": [1, 7], "overal": [1, 7], "porfolio": 1, "valu": [1, 3, 5, 9, 12, 13, 16, 18, 19, 20, 22, 27, 42, 44, 45, 47, 48, 50, 54, 56, 60, 61, 62, 65, 66, 71, 72, 127, 135, 152, 163, 174, 189], "usual": [1, 46, 177, 192], "usdt": [1, 18, 48, 50, 54, 56, 71, 73, 145, 156], "usdc": 1, "dictionari": [1, 5, 8, 15, 35, 41, 42, 43, 45, 72, 76, 124, 125, 126, 127, 128, 130, 132, 133, 134, 135, 136, 139, 145, 156, 164], "posit": [1, 13, 17, 21, 25, 35, 38, 42, 44, 50, 51, 52, 56, 57, 58, 146, 149, 150, 157, 160, 161, 166, 174, 181, 189], "100": [1, 5, 12, 13, 15, 18, 19, 24, 25, 31, 41, 43, 71, 72, 108, 109, 110, 111, 119, 120, 121, 122, 124, 125, 127, 132, 133, 135, 143, 144, 145, 151, 152, 154, 155, 156, 162, 163], "200": [1, 12, 35, 43, 72, 110, 111, 121, 122, 152, 163], "aapl": [1, 2, 5, 6, 8, 10, 12, 15, 18, 19, 22, 25, 31, 34, 35, 36, 38, 71, 72, 144, 155], "show": [1, 7, 51, 52, 57, 58, 146, 147, 148, 157, 158, 159], "tearsheet": [0, 1, 25, 45], "save": [1, 5, 10, 16, 24, 45], "These": [0, 1, 2, 3, 4, 7, 10, 31, 44, 53, 59, 81], "must": [1, 2, 5, 6, 8, 10, 12, 14, 15, 20, 21, 40, 71, 72, 130, 139, 145, 156], "within": [1, 16, 17, 106, 117, 142, 153], "tradingfe": [1, 23, 24, 25], "appli": [1, 16, 43], "bui": [1, 2, 5, 6, 7, 8, 9, 10, 12, 13, 15, 18, 21, 24, 25, 35, 39, 44, 48, 54, 104, 108, 109, 110, 111, 115, 119, 120, 121, 122, 143, 144, 145, 151, 152, 154, 155, 156, 162, 163, 166, 181], "order": [1, 2, 5, 6, 8, 9, 10, 12, 13, 17, 18, 22, 24, 25, 28, 29, 34, 35, 36, 38, 39, 40, 42, 46, 104, 108, 109, 110, 111, 115, 119, 120, 121, 122, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 166, 181], "dure": [1, 2, 4, 7, 44, 72], "sell": [1, 7, 9, 21, 22, 28, 32, 33, 35, 39, 42, 44, 145, 149, 150, 151, 152, 156, 160, 161, 162, 163], "api": [1, 2, 6, 8, 10, 12, 13, 14, 15, 16, 19, 25, 127, 135], "kei": [1, 2, 3, 5, 6, 8, 12, 14, 15, 16, 20, 25, 45, 127, 135, 164], "onli": [1, 5, 10, 13, 14, 16, 18, 19, 20, 21, 22, 24, 25, 31, 40, 42, 43, 45, 71, 72, 73, 76, 80, 127, 135, 142, 152, 153, 163, 171, 186], "polygondatabacktest": [1, 2, 6, 8], "depric": 73, "pleas": [1, 2, 5, 6, 8, 10, 13, 21, 71, 179, 194], "instead": [1, 5, 16, 19, 42, 106, 117, 127, 135, 179, 194], "indic": [0, 1, 5, 13, 45, 51, 52, 57, 58, 61, 62, 63, 64, 65, 66, 67, 68, 71, 72, 152, 163], "directori": [5, 16], "default": [1, 5, 10, 16, 18, 19, 20, 31, 33, 43, 44, 53, 59, 61, 62, 65, 66, 71, 72, 73, 75, 90, 99, 105, 116, 124, 126, 127, 128, 129, 132, 134, 135, 136, 137, 145, 150, 152, 156, 161, 163, 171, 172, 175, 177, 178, 180, 186, 187, 190, 192, 193], "turn": [], "slow": 24, "down": [16, 24, 32, 62, 66], "return": [1, 7, 12, 18, 19, 20, 21, 22, 24, 25, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 41, 42, 43, 45, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 63, 64, 67, 68, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193], "result": [2, 5, 6, 8, 10, 24, 25, 41], "eg": [13, 18, 19, 24, 43, 46, 48, 50, 54, 56, 61, 62, 65, 66, 69, 76, 81, 104, 115, 124, 125, 132, 133, 145, 156, 177, 192], "import": [0, 1, 2, 5, 6, 7, 8, 10, 12, 13, 14, 15, 16, 18, 19, 25, 40, 41, 43, 44, 62, 66, 72, 79, 145, 151, 152, 156, 162, 163, 164], "simpl": [1, 5, 6, 8, 10, 15, 21, 25, 145, 156], "first": [1, 5, 6, 8, 10, 13, 15, 16, 19, 20, 21, 24, 25, 29, 31, 72, 167, 177, 182, 192], "mystrategi": [1, 2, 5, 6, 8, 10, 13, 15, 24, 25, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 44, 164], "def": [1, 2, 5, 6, 8, 10, 12, 13, 15, 24, 25, 26, 40, 105, 116, 164, 171, 172, 177, 186, 187, 192], "on_trading_iter": [1, 2, 5, 6, 8, 10, 13, 15, 24, 25, 26, 27, 40, 41, 46, 101, 102, 112, 113, 164, 167, 171, 177, 182, 186, 192], "self": [1, 2, 5, 6, 8, 10, 12, 13, 15, 18, 19, 21, 24, 25, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 46, 164], "first_iter": [1, 2, 5, 6, 8, 10, 25], "create_ord": [1, 2, 5, 6, 8, 10, 12, 13, 18, 21, 24, 25, 39, 46, 108, 109, 110, 111, 119, 120, 121, 122, 143, 144, 151, 152, 154, 155, 162, 163], "quantiti": [1, 2, 6, 7, 8, 10, 12, 13, 21, 22, 24, 25, 35, 38, 51, 52, 57, 58, 145, 156], "side": [1, 2, 6, 8, 12, 21, 24, 35, 42, 145, 156], "submit_ord": [1, 2, 5, 6, 8, 10, 13, 18, 21, 24, 25, 39, 42, 46, 108, 109, 110, 111, 119, 120, 121, 122, 143, 144, 145, 149, 154, 155, 156, 160], "creat": [1, 2, 5, 6, 7, 8, 10, 13, 15, 16, 18, 20, 21, 35, 71, 124, 126, 128, 130, 132, 134, 136, 139, 141, 143, 144, 145, 154, 155, 156], "2018": [1, 19], "31": [1, 5, 10, 24, 25, 43, 124, 125, 132, 133], "symbol": [1, 2, 5, 6, 8, 12, 13, 18, 19, 20, 21, 22, 24, 35, 43, 62, 66, 71, 72, 73, 145, 151, 152, 156, 162, 163], "qqq": 1, "asset_typ": [1, 5, 13, 18, 19, 43, 71, 72, 73, 145, 146, 151, 152, 156, 157, 162, 163], "note": [5, 10, 13, 14, 16, 19, 21, 42, 76, 145, 156], "ensur": [5, 10, 16, 20, 21, 24, 25, 145, 156], "instal": [0, 5, 10, 13, 14, 16], "latest": [2, 5, 10, 13, 16, 24, 25, 71], "version": [2, 5, 7, 10, 24, 25], "pip": [2, 5, 10, 13, 24, 25], "upgrad": [2, 5, 10, 24, 25], "proceed": [5, 10, 24], "been": [5, 10, 21, 22, 34, 35, 36, 38, 42, 73, 77], "some": [5, 10, 24, 25, 43, 44, 73, 145, 156], "major": [5, 10], "chang": [5, 10, 12, 15, 16, 19, 31], "backtest": [4, 5, 7, 10, 16, 20, 21, 23, 31, 43, 45, 62, 66, 71, 72, 73, 74, 81, 82, 84, 85, 86, 87, 88, 91, 93, 94, 95, 96, 97, 105, 116, 169, 184], "modul": [5, 10, 25], "situat": 5, "thei": [3, 5, 11, 16, 19, 25, 40, 80, 127, 135], "much": [5, 6, 8, 12], "easier": [5, 16], "intend": [5, 16], "who": [5, 16, 51, 57, 146, 157], "own": [2, 5, 6, 8, 12, 13, 15, 16, 22, 24, 25, 149, 160], "after": [5, 6, 8, 13, 16, 20, 25, 27, 29, 30, 39, 41, 43, 62, 66, 71, 75, 129, 137, 138], "python": [2, 5, 24, 104, 115], "librari": [5, 7, 13, 15, 16, 24], "becaus": [3, 5, 6, 8, 10, 16, 42], "provid": [0, 2, 4, 5, 6, 8, 9, 16, 20, 43, 73, 74, 130, 139, 143, 144, 154, 155], "strictli": [5, 20], "can": [2, 5, 6, 8, 10, 11, 13, 14, 15, 16, 18, 19, 20, 21, 22, 24, 25, 28, 31, 40, 43, 44, 47, 48, 54, 60, 61, 62, 65, 66, 69, 71, 72, 81, 100, 123, 127, 135, 141, 145, 156, 164, 165, 177, 192], "parquet": 5, "databas": [2, 5, 16], "etc": [5, 15, 19, 20, 39, 44, 47, 60, 62, 66, 76, 147, 158], "wish": [5, 25], "accept": [5, 18], "one": [5, 7, 13, 16, 21, 24, 25, 40, 42, 46, 71, 108, 119, 145, 152, 156, 163], "time": [3, 5, 6, 8, 9, 12, 13, 16, 19, 20, 24, 31, 40, 42, 43, 44, 70, 71, 72, 77, 80, 81, 86, 87, 95, 96, 101, 102, 106, 112, 113, 117, 127, 135, 145, 156, 167, 177, 182, 192], "frame": 5, "raw": [5, 19, 21], "addition": [5, 10, 19], "possibl": [5, 31, 43, 61, 62, 65, 66, 152, 163], "like": [2, 5, 16, 20, 24, 25, 28, 29, 30, 31, 32, 42, 164], "secur": [2, 5, 10, 18, 21], "contract": [5, 18, 19, 21, 31, 42], "flexibl": [2, 5, 6, 8, 24], "also": [5, 10, 14, 16, 21, 24, 25, 31, 42, 71, 145, 150, 156, 161, 165], "difficult": 5, "follow": [2, 5, 6, 8, 13, 14, 16, 18, 19, 21, 25, 26, 29, 40, 77, 164, 177, 192], "backtestingbrok": [5, 6, 8, 10, 42], "next": [5, 6, 8, 12, 16, 25, 39, 75, 129, 137, 138], "your": [2, 5, 6, 7, 8, 10, 11, 12, 14, 17, 19, 21, 39, 40, 46, 47, 48, 50, 54, 56, 60, 69, 81, 100, 145, 156, 164, 165, 177, 192], "normal": [5, 15, 130, 139], "built": [2, 5, 25], "someth": [5, 13], "0000": 5, "hr": [5, 20], "2359": [5, 20], "last": [5, 13, 19, 20, 21, 27, 29, 30, 41, 42, 43, 71, 72, 73, 74, 84, 85, 93, 94, 170, 185], "consid": [5, 19, 176, 191], "zone": [5, 19], "unless": 5, "america": [5, 19, 43, 175, 178, 180, 190, 193], "new": [2, 5, 7, 16, 18, 19, 21, 25, 35, 36, 42, 53, 59, 145, 156, 166, 181], "york": [5, 16], "aka": 5, "est": 5, "receiv": 5, "index": [5, 18, 19, 20, 25, 77], "datetime64": [5, 20], "column": [5, 19, 20, 77], "high": [5, 19, 20, 24, 25, 42, 77, 80], "low": [5, 16, 19, 20, 42, 77, 80], "volum": [5, 19, 20, 77, 80], "should": [5, 10, 15, 19, 21, 26, 39, 42, 44, 73, 106, 117, 127, 135], "look": [2, 5, 14, 25], "2020": [5, 10, 24, 25, 71, 89, 90, 98, 99, 146, 151, 157, 162], "01": [5, 6, 8, 19, 24, 145, 146, 151, 156, 157, 162], "02": [5, 19], "09": 5, "00": [5, 43, 109, 120, 145, 151, 152, 156, 162, 163], "3237": 5, "3234": 5, "75": 5, "3235": 5, "25": [5, 16], "16808": 5, "32": 5, "10439": 5, "33": 5, "50": [5, 21, 31, 145, 156, 177, 192], "3233": 5, "8203": 5, "04": [5, 43], "22": 5, "15": [5, 16, 19, 31, 43, 71, 72], "56": 5, "2800": 5, "2796": 5, "8272": 5, "57": 5, "2794": 5, "7440": 5, "58": 5, "2793": 5, "7569": 5, "download": [2, 5, 6, 8, 24, 25], "yfinanc": [5, 43], "yf": [5, 43], "5": [1, 2, 5, 6, 8, 16, 25, 31, 43, 71, 72, 105, 106, 116, 117, 145, 156, 164, 171, 177, 186, 192], "5d": 5, "interv": 5, "1m": [5, 20, 43], "to_csv": 5, "collect": [4, 5], "subsequ": [5, 6, 8], "ad": [5, 11, 13, 16, 18, 25, 71, 72], "One": [5, 16, 18, 21, 43, 145, 156], "differ": [2, 3, 5, 7, 11, 13, 16, 19, 24, 25, 44], "load": [5, 17, 20, 62, 66], "mai": [5, 13, 16, 18, 21, 24, 71, 72, 80, 145, 156], "might": [5, 13, 16], "entiti": [5, 13, 18, 19, 20, 21, 22, 23, 24, 25, 71, 72, 79, 145, 151, 152, 156, 162, 163], "assettyp": [5, 13, 18, 145, 151, 152, 156, 162, 163], "step": [2, 5], "pd": [5, 19], "awar": [5, 19], "go": [2, 5, 12, 14, 16, 24, 25], "df": [5, 13, 19, 20, 29, 71, 72], "read_csv": 5, "third": 5, "we": [5, 6, 7, 8, 10, 11, 13, 16, 24, 25, 27, 46, 71, 145, 156], "make": [2, 4, 5, 6, 8, 16, 21, 24, 25, 73, 74], "least": [5, 40], "timestep": [5, 20, 42, 43, 71, 72, 83, 92], "either": [5, 18, 20, 21, 71, 72, 73, 74], "add": [3, 5, 13, 16, 18, 21, 24, 31, 42, 45, 61, 62, 65, 66], "final": [5, 6, 8, 10, 25], "run": [0, 5, 6, 8, 10, 11, 12, 16, 20, 25, 29, 31, 32, 33, 36, 43, 45, 80, 101, 102, 112, 113, 142, 144, 153, 155, 169, 184], "trader": [5, 6, 8, 10, 12, 13, 14, 15, 25, 32], "data_sourc": [5, 12, 42, 43, 71, 72], "datetime_start": [5, 42], "datetime_end": [5, 42], "strat": 5, "100000": 5, "add_strategi": [5, 12, 13, 14, 15, 24, 25, 45], "run_al": [5, 13, 14, 15, 24, 25, 45], "put": [5, 12, 15, 18, 24], "togeth": [5, 24], "inform": [2, 3, 5, 9, 10, 13, 16, 42, 43, 76, 77, 125, 130, 133, 139, 145, 156, 165], "code": [2, 5, 6, 7, 8, 13, 16, 24, 25, 27, 28, 29, 32, 33, 34, 35, 36, 37, 38, 61, 65, 101, 102, 112, 113, 164], "sourc": [0, 5, 8, 13, 19, 82, 88, 89, 90, 91, 97, 98, 99, 175, 178, 180, 190, 193], "Then": [5, 13, 15, 71], "startegi": 5, "read": [5, 14, 24, 43], "folder": [2, 5, 10, 13, 16], "same": [5, 16, 21, 25, 72], "script": 5, "pick": [5, 10, 16, 25], "rang": [5, 13, 16, 19, 20], "full": [2, 6, 8, 11, 25, 124, 132], "link": [6, 8], "give": [6, 8, 13, 130, 139], "u": [6, 7, 8, 13, 20, 25, 174, 189], "credit": [6, 8, 152, 163], "sale": [6, 8], "http": [2, 6, 8, 12, 13, 14, 15, 16, 19, 24, 25], "utm_sourc": 6, "affili": 6, "utm_campaign": 6, "lumi10": [2, 6], "help": [2, 3, 6, 8, 24], "support": [2, 6, 7, 8, 13, 16, 20, 24, 25, 43, 62, 66, 127, 135, 145, 156], "project": [2, 6, 8, 16], "coupon": [2, 6, 8], "10": [2, 6, 8, 13, 16, 18, 19, 31, 39, 43, 62, 66, 81, 126, 134, 151, 152, 162, 163, 164, 171, 172, 177, 186, 187, 192], "off": [2, 6, 8], "robust": [6, 8], "fetch": [6, 8, 43, 125, 130, 133, 139], "price": [2, 6, 8, 9, 13, 15, 16, 18, 19, 20, 21, 22, 30, 35, 38, 42, 43, 44, 46, 61, 62, 65, 66, 69, 71, 72, 73, 74, 77, 127, 135, 145, 151, 152, 156, 162, 163], "cryptocurr": [1, 2, 6, 8, 13, 16, 19, 71, 72, 73, 74, 145, 156], "simplifi": [6, 8], "process": [4, 6, 8, 16, 24, 36, 38, 151, 152, 162, 163], "simpli": [6, 8], "polygondatasourc": 6, "get_last_pric": [2, 6, 8, 10, 13, 15, 19, 20, 25, 43, 46], "get_historical_pric": [6, 8, 13, 19, 25, 30, 43, 46, 72], "As": [6, 8, 16], "2": [2, 6, 16, 21, 29, 31, 61, 65, 71, 72, 110, 111, 121, 122, 152, 163, 177, 192], "year": [2, 6, 8], "histor": [2, 6, 8, 12, 13, 19, 25, 42, 43, 69, 71, 72], "pai": [6, 8], "mani": [6, 8, 13, 25, 31, 40, 80], "faster": [2, 6, 8], "won": [6, 8], "t": [6, 8, 13, 25], "limit": [6, 8, 13, 21, 42, 71, 72, 80, 109, 120, 145, 151, 152, 156, 162, 163], "cach": [6, 8], "comput": [6, 8, 16, 24, 25], "so": [6, 8, 10, 13, 16, 18, 21, 24, 25, 46, 81, 127, 135], "even": [2, 6, 8, 29, 152, 163], "take": [6, 8, 16, 21, 24, 40, 43, 61, 62, 65, 66, 72, 73, 74, 124, 132], "bit": [6, 8], "To": [0, 6, 8, 10, 13, 14, 15, 16, 21, 24, 25, 71], "need": [2, 6, 8, 13, 15, 16, 24, 26, 40, 42, 71, 72, 76], "obtain": [6, 8, 13, 43, 125, 126, 128, 130, 133, 134, 136, 139], "which": [2, 6, 7, 8, 9, 13, 16, 19, 20, 21, 31, 40, 48, 50, 54, 56, 73, 74, 75, 76, 127, 129, 135, 137, 177, 192], "dashboard": [6, 8, 24], "account": [2, 6, 8, 12, 13, 14, 15, 16, 25, 42, 46, 48, 50, 52, 54, 56, 58, 60, 149, 160, 166, 181], "replac": [2, 6, 8, 13], "your_polygon_api_kei": [2, 6], "necessari": [6, 8, 16, 42], "inherit": [6, 8, 44], "defin": [6, 7, 8, 13, 23, 26, 31, 40, 41, 42, 44, 164], "hold": [6, 8, 19, 22, 25, 35], "until": [6, 8, 12, 19, 101, 102, 112, 113, 145, 156], "determin": [6, 7, 8, 12, 21, 42, 105, 116, 145, 156, 165], "2023": [2, 6, 8, 43, 124, 125, 132, 133], "05": [6, 8, 145, 156], "my_strat": [], "": [2, 3, 6, 7, 8, 13, 15, 16, 17, 20, 24, 25, 37, 40, 45, 51, 57, 81, 82, 84, 85, 86, 87, 88, 89, 90, 91, 93, 94, 95, 96, 97, 98, 99, 127, 135, 146, 157, 164, 177, 192], "sure": [2, 6, 8, 24, 25], "form": [6, 20, 80, 105, 116, 126, 128, 134, 136, 166, 181], "1d": [2, 6, 8, 19, 20, 39, 43], "qty": [2, 6, 8], "portfolio_valu": [2, 6, 8, 10, 13, 25, 27, 41, 176, 191], "__name__": [2, 6, 8, 13], "__main__": [2, 6, 8, 13], "your_api_key_her": [], "power": [2, 6, 8, 16, 24, 25], "tool": [6, 8, 16, 25], "variou": [2, 6, 7, 8], "With": [2, 6, 8, 25], "capabl": [6, 8], "easi": [6, 8, 16, 24, 25], "integr": [6, 8], "versatil": [6, 8, 13, 16], "choic": [6, 8, 16], "websit": [2, 7, 10, 13, 15, 16], "avail": [2, 9, 10, 16, 19, 20, 22, 25, 46, 71, 72, 105, 116, 127, 135, 152, 163, 166, 181], "includ": [2, 3, 7, 9, 10, 13, 16, 18, 19, 25, 31, 40, 43, 53, 59, 71, 123, 145, 147, 156, 158, 174, 189], "etf": [2, 10], "cannot": 10, "veri": [10, 16, 25], "easili": [10, 25, 31, 44], "modifi": [10, 24, 25], "anyth": 10, "There": [10, 11, 145, 156], "sever": [0, 2, 10, 11, 44, 164], "gener": [7, 10, 13, 15, 25, 150, 161], "aapl_pric": [10, 25], "alloc": 10, "11": [10, 16, 18, 25], "12": [10, 16, 18, 24, 25, 73], "re": [2, 11, 16, 25, 81], "speak": [11, 40], "learn": [11, 16, 24, 25], "about": [2, 9, 11, 25, 165], "how": [0, 3, 11, 12, 13, 16, 24, 25, 44, 71, 80, 165], "them": [2, 11, 16, 19, 24, 25, 46, 47, 60, 69, 81, 100, 123, 141, 144, 155], "alpaca": [11, 19, 25, 71, 72], "document": [11, 13, 16, 24, 25, 71], "interact": [11, 13, 19, 21, 25, 44, 71, 72, 73, 80], "ccxt": [11, 25], "configur": [2, 11, 14, 25], "tradier": [11, 25, 76, 152, 163], "max_work": [12, 42, 43, 72], "20": [12, 13, 21, 31, 42, 164], "chunk_siz": [12, 43, 72], "connect_stream": [12, 42], "base": [2, 7, 12, 13, 18, 19, 20, 21, 22, 23, 25, 39, 42, 43, 45, 71, 72, 73, 145, 156], "connect": [12, 13, 16, 104, 115], "tradeapi": 12, "rest": [12, 40], "get_timestamp": [12, 25, 43, 46], "current": [12, 13, 16, 20, 35, 36, 41, 42, 43, 48, 50, 51, 54, 56, 57, 61, 62, 65, 66, 71, 72, 76, 77, 81, 82, 83, 84, 85, 86, 87, 88, 91, 92, 93, 94, 95, 96, 97, 127, 135, 142, 148, 152, 153, 159, 163, 166, 174, 177, 181, 189, 192], "unix": 12, "timestamp": [2, 12, 19, 43, 61, 62, 65, 66, 84, 85, 86, 87, 88, 93, 94, 95, 96, 97], "represent": [12, 20, 21, 43, 71, 72], "is_market_open": [12, 42], "market": [2, 12, 13, 21, 24, 25, 27, 28, 29, 30, 31, 39, 42, 73, 74, 101, 102, 105, 108, 109, 110, 111, 112, 113, 116, 119, 120, 121, 122, 145, 150, 151, 152, 156, 161, 162, 163, 171, 172, 174, 186, 187, 189], "get_time_to_open": [12, 42], "remain": [12, 38, 42, 171, 186], "get_time_to_clos": [12, 42], "alpaca_config": [12, 24, 25], "your_api_kei": [12, 13], "secret": [12, 13, 15, 24, 25], "api_secret": [12, 24, 25], "your_api_secret": 12, "endpoint": 12, "paper": [12, 14, 15, 16, 25, 43], "print": [12, 41], "alpacastrategi": 12, "on_trading_inter": [12, 31], "order_typ": [12, 152, 163], "asset_type_map": 12, "us_equ": 12, "cancel_ord": [12, 25, 42, 46, 148, 159], "cancel": [12, 21, 29, 34, 42, 70, 108, 110, 119, 121, 141, 142, 143, 144, 145, 148, 150, 153, 154, 155, 156, 159, 161], "wa": [2, 12, 13, 26, 29, 32, 33, 40, 42, 71, 166, 181], "get_historical_account_valu": [12, 42], "1400": 12, "1600": 12, "7": [12, 13, 16, 25, 31, 105, 116], "0830": 12, "0930": 12, "3": [2, 12, 16, 145, 156], "600": 12, "sampl": [12, 25], "1612172730": 12, "000234": 12, "boolean": [12, 150, 152, 161, 163], "map_asset_typ": 12, "orderdata": 12, "to_request_field": 12, "guid": [2, 13, 15, 24, 25], "cryoptocurr": 13, "through": [2, 13, 16], "popular": 13, "interest": [7, 13, 127, 135], "find": [13, 14, 15, 16, 25, 43, 75, 126, 128, 129, 130, 134, 136, 137, 138, 139], "readthedoc": 13, "en": 13, "enabl": [13, 14], "wide": [13, 16, 62, 66], "coinbas": [13, 25], "pro": 13, "binanc": [13, 25], "kraken": [13, 25, 145, 156], "kucoin": [13, 25], "constantli": [13, 25], "don": [13, 25], "see": [2, 13, 14, 16, 18, 19, 24, 25, 43, 47, 60, 69, 81, 100, 123, 141], "let": 13, "know": [13, 17], "ll": [13, 15, 25], "desir": [13, 20, 80, 127, 135], "credenti": [13, 14], "rememb": [13, 25], "under": [13, 16, 24], "similar": [13, 16, 29], "alwai": [13, 29, 42, 105, 116, 166, 181], "24": [13, 31, 105, 116], "set_market": [13, 25, 31, 46], "few": [13, 16, 25, 100], "common": 13, "coinbase_config": 13, "exchange_id": 13, "apikei": 13, "your_secret_kei": 13, "sandbox": [13, 16], "kraken_config": 13, "margin": [13, 145, 156], "kucoin_config": 13, "password": [2, 8, 13], "your_passphras": 13, "NOT": 13, "your_secret": 13, "coinbasepro_config": 13, "coinbasepro": 13, "actual": [2, 13, 40, 42, 174, 189], "instanti": [13, 15, 25, 42], "chosen": [13, 15, 16], "correct": [13, 15], "instanc": 13, "strategy_executor": [13, 15], "complet": [13, 14, 16, 21, 25, 73, 74], "demonstr": 13, "pandas_ta": 13, "error": [13, 16, 21, 33], "termin": [2, 13, 24, 25], "importantfunct": 13, "30": [13, 39, 71, 72, 80], "sinc": 13, "those": [13, 16, 165], "hour": [13, 19, 20, 31, 39, 43, 71, 72, 105, 116, 177, 192], "place": [9, 13, 17, 145, 150, 156, 161], "quot": [13, 18, 19, 20, 21, 43, 48, 50, 54, 56, 71, 72, 73, 74, 76, 145, 151, 152, 156, 162, 163, 174, 176, 189, 191], "our": [7, 13, 16, 24, 25, 27], "transact": [13, 21, 166, 181], "btc": [13, 18, 19, 71, 72, 73, 145, 151, 152, 156, 162, 163], "0": [13, 14, 16, 18, 20, 21, 22, 23, 24, 31, 41, 42, 43, 86, 87, 95, 96, 145, 151, 152, 156, 162, 163, 172, 187], "mkt_order": 13, "000": [13, 24, 25], "lmt_order": 13, "limit_pric": [13, 21, 42, 109, 120, 145, 151, 152, 156, 162, 163], "10000": [13, 24], "pair": [13, 19, 21, 43, 73, 74, 124, 125, 132, 133, 145, 156], "bar": [13, 17, 20, 25, 42, 43, 62, 66, 70, 71, 72, 73, 74, 77, 80, 82, 84, 85, 86, 87, 88, 91, 93, 94, 95, 96, 97, 127, 135], "max_pric": 13, "max": [7, 13], "log_messag": [13, 15, 19, 25, 27, 29, 32, 33, 34, 35, 36, 37, 38, 39, 41, 46, 51, 52, 57, 58, 71, 72, 73, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 131, 140, 146, 147, 148, 157, 158, 159, 166, 167, 168, 169, 170, 171, 173, 174, 175, 176, 178, 180, 181, 182, 183, 184, 185, 186, 188, 189, 190, 191, 193], "f": [13, 15, 27, 34, 35, 37, 38, 41, 71, 73, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 131, 140, 168, 170, 173, 175, 176, 178, 180, 183, 185, 188, 190, 191, 193], "technic": [2, 13, 40], "analysi": [2, 4, 13, 45], "calcul": [13, 19, 21, 42, 43, 127, 135], "rsi": [2, 13], "ta": 13, "length": [13, 20, 42, 43, 71, 72, 77, 83, 92], "current_rsi": 13, "iloc": [13, 71], "macd": 13, "current_macd": 13, "55": 13, "ema": 13, "current_ema": 13, "cash": [9, 13, 25, 27, 41, 42, 47, 48, 50, 54, 56, 60, 174, 176, 179, 189, 191, 194], "get_posit": [13, 22, 25, 46, 149, 160], "share": [13, 15, 19, 21, 28, 30, 35, 38, 43, 145, 156, 174, 189], "specif": [2, 7, 13, 16, 18, 21, 40, 43, 61, 65, 108, 119, 124, 125, 132, 133, 145, 156, 165], "asset_to_get": 13, "outstand": 13, "get_ord": [13, 25, 46], "whatev": 13, "identifi": [2, 13, 18, 21, 147, 158], "last_pric": [13, 73, 74], "color": [13, 61, 62, 65, 66, 104, 115], "green": [13, 61, 62, 65, 66, 104, 115], "dt": [13, 20, 43, 61, 62, 65, 66, 89, 90, 98, 99, 138], "get_datetim": [13, 25, 42, 43, 46], "check": [13, 16, 25, 39, 42, 46, 71, 147, 148, 158, 159, 167, 169, 182, 184], "certain": [13, 62, 66], "9": [13, 16, 31], "30am": 13, "entir": 13, "portfolio": [7, 9, 13, 22, 27, 50, 56, 62, 66, 174, 189], "amount": [9, 13, 19, 21, 27, 43, 48, 50, 54, 56, 78, 79, 145, 156], "ve": [2, 13, 15, 25], "example_strategi": [13, 24, 25], "github": [13, 14, 16, 19, 24, 25], "repositori": [13, 16], "workstat": 14, "gatewai": 14, "instruct": [14, 16, 145, 151, 152, 156, 162, 163], "found": [14, 25], "interactivebrok": [14, 19], "tw": [14, 19], "initial_setup": 14, "onc": [2, 14, 15, 16, 21, 24, 25, 31, 40, 145, 156], "navig": [14, 16], "global": [14, 16, 19, 44], "activex": 14, "socket": [14, 16], "client": [14, 16], "disabl": 14, "port": [14, 16], "7496": 14, "7497": [14, 16], "highli": [14, 25], "thoroughli": 14, "algorithm": [14, 16, 24], "master": 14, "id": [2, 14, 16, 147, 158], "choos": [0, 14, 25], "999": 14, "py": [14, 16, 24, 25], "interactive_brokers_config": 14, "socket_port": 14, "client_id": 14, "digit": 14, "ip": [14, 16], "127": [14, 16], "entri": [14, 21], "point": [3, 7, 9, 14, 21, 43, 61, 65, 71, 72, 146, 157], "abov": [2, 14, 18, 19, 31], "except": [14, 19, 24, 25, 33], "strangl": 14, "interactive_brok": 14, "simple_start_ib": 14, "bot": [14, 16, 24, 31, 33, 44], "com": [2, 7, 14, 15, 16, 24, 25], "lumiwealth": [7, 14, 25], "blob": [14, 24, 25], "getting_start": 14, "visit": [7, 15, 16, 24, 25], "www": [8, 15], "access": [7, 15, 16, 19, 24, 25, 164], "page": [15, 16, 25], "dash": [15, 61, 65], "tradier_config": 15, "access_token": 15, "qtrz3zurd9244ahuw2aoyapgvyra": 15, "account_numb": 15, "va22904793": 15, "real": [15, 16, 24, 70, 77, 80], "monei": [15, 16, 24, 48, 50, 54, 56, 166, 181], "your_access_token": 15, "your_account_numb": 15, "That": 15, "now": [15, 24, 43, 73], "abl": 15, "less": [15, 145, 146, 156, 157], "than": [15, 16, 43, 81, 145, 146, 156, 157], "main": [16, 17, 21, 25, 32, 39, 44, 145, 156], "around": [16, 17], "fee": [16, 17, 25], "repres": [18, 21, 43, 44, 71, 72, 125, 133], "attribut": 18, "track": [18, 22, 25, 51, 52, 57, 58, 147, 148, 158, 159], "ticker": [9, 18, 19, 31, 43, 80], "underli": [18, 20, 127, 130, 135, 139], "ibm": [18, 144, 155], "just": [18, 25, 31, 35, 42, 145, 156], "corpor": 18, "printout": 18, "expir": [7, 18, 21, 31, 43, 71, 73, 124, 125, 126, 127, 132, 133, 134, 135, 138, 145, 156], "strike": [9, 18, 43, 71, 125, 127, 130, 133, 135, 139, 145, 156], "right": [16, 18, 27, 62, 66, 71, 151, 162], "enter": [16, 18, 21, 30, 145, 156, 177, 192], "multipli": [18, 19, 35, 38, 43, 124, 125, 128, 130, 132, 133, 136, 139, 151, 162], "e": [2, 9, 16, 18, 19, 20, 21, 22, 24, 71, 72, 73, 145, 146, 151, 156, 157, 162], "nexpir": 18, "expiri": [18, 126, 131, 134, 140], "june": 18, "2021": [18, 31, 127, 135, 138], "6": [16, 18, 25], "18": 18, "eur": [18, 71, 72, 145, 151, 152, 156, 162, 163], "convers": [18, 177, 192], "gbp": [18, 151, 162], "two": [2, 3, 18, 21, 24, 72, 144, 155], "permiss": 18, "behind": 18, "scene": 18, "anytim": 18, "mandatori": [16, 18, 44, 145, 156], "due": 18, "addit": [2, 16, 18, 21, 145, 156], "detail": [0, 2, 3, 4, 9, 16, 18, 71, 147, 158], "precis": [18, 127, 135], "underlying_asset": 18, "case": [18, 20, 21], "ib": [18, 131, 140], "yyyymmdd": [18, 131, 140], "yyyymm": 18, "retriev": [2, 18, 20, 73, 74, 77], "leverag": [18, 145, 156], "over": [7, 18, 19, 24, 25, 61, 62, 65, 66], "_asset_typ": 18, "_right": 18, "asset_type_must_be_one_of": 18, "valid": [2, 18, 20, 21, 43, 124, 125, 132, 133, 145, 156], "right_must_be_one_of": 18, "17": [16, 18, 31], "26": 18, "155": 18, "base_asset": [18, 151, 152, 162, 163], "optionright": 18, "v": [2, 7, 18], "is_valid": 18, "classmethod": [18, 19, 21, 22, 43], "symbol2asset": 18, "particularli": 18, "assetsmap": 18, "map": 18, "userdict": 18, "datafram": [19, 20, 43, 63, 64, 67, 68, 71, 77, 80], "dividend": [19, 43, 78, 79, 127, 135, 166, 181], "stock_split": 19, "local": [19, 20, 41, 43, 89, 90, 98, 99, 127, 135], "timezon": [19, 20, 25, 43, 89, 90, 98, 99, 175, 180, 190], "new_york": [19, 43, 175, 178, 180, 190, 193], "field": [19, 21], "g": [2, 9, 16, 19, 20, 21, 22, 24, 71, 72, 145, 156], "helper": [19, 21, 44], "row": [19, 41, 71, 72, 80], "get_last_dividend": 19, "per": [19, 43], "get_momentum": 19, "momentum": 19, "aggregate_bar": 19, "frequenc": [19, 20], "Will": [19, 24, 61, 62, 65, 66, 73, 74, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 124, 125, 126, 127, 128, 130, 131, 132, 133, 134, 135, 136, 138, 139, 140, 150, 161, 175, 178, 180, 190, 193], "timefram": 19, "min": 19, "15min": 19, "1h": [19, 39], "specifi": [19, 21, 43, 71, 72, 145, 156], "filter": 19, "daterang": 19, "get_total_volum": 19, "sum": [19, 50, 56], "given": [19, 20, 42, 43, 51, 57, 70, 71, 72, 75, 83, 92, 124, 126, 128, 129, 130, 132, 134, 136, 137, 138, 139, 142, 147, 153, 158], "total": [7, 19, 27, 50, 56, 146, 157, 174, 189], "themselv": 19, "supplier": 19, "exce": 19, "pace": 19, "throttl": 19, "respect": 19, "mention": 19, "tick": 19, "frequent": 19, "accur": [19, 43], "updat": [19, 21, 25, 35, 37, 107, 118, 145, 156, 166, 181], "rule": 19, "historical_limit": 19, "financi": [19, 24], "ohlcv": [19, 20, 42], "split": [19, 44], "instrument": 19, "yield": 19, "appropri": 19, "coin": [19, 145, 156], "eth": [19, 72, 145, 152, 156, 163], "get_total_dividend": 19, "get_total_stock_split": 19, "get_total_return": 19, "get_total_return_pct": 19, "percentag": [19, 24], "get_total_return_pct_chang": 19, "recent": [19, 71, 77], "get_bar": [19, 20, 43], "ethereum": 19, "bitcoin": 19, "grouper_kwarg": 19, "bars_agg": 19, "inclus": 19, "parse_bar_list": 19, "bar_list": 19, "singl": [19, 143, 154], "nobardatafound": 19, "date_start": 20, "date_end": 20, "trading_hours_start": 20, "trading_hours_end": 20, "23": 20, "59": 20, "input": [20, 101, 102, 112, 113], "manag": [20, 21, 25, 46, 60, 123], "attach": 20, "0001": 20, "localize_timezon": 20, "tz_local": 20, "eastern": 20, "utc": 20, "sybmol": 20, "datalin": 20, "numpi": 20, "arrai": [16, 20], "iter_index": 20, "count": [20, 31, 77, 80], "seri": 20, "set_tim": 20, "repair_times_and_fil": 20, "merg": 20, "reindex": 20, "fill": [16, 20, 21, 22, 35, 38, 42, 145, 156, 166, 181], "nan": 20, "lower": 20, "set_date_format": 20, "set_dat": 20, "trim_data": 20, "trim": 20, "match": [20, 43], "to_datalin": 20, "exist": [20, 53, 59], "get_iter_count": 20, "len": 20, "check_data": 20, "wrapper": 20, "timeshift": [20, 42, 43, 71, 72, 83, 86, 87, 92, 95, 96], "_get_bars_dict": 20, "min_timestep": [20, 43], "timestep_map": [20, 43], "shift": [20, 43, 71, 72, 83, 86, 87, 92, 95, 96], "get_bars_between_d": 20, "exchang": [20, 21, 43, 71, 72, 73, 74, 75, 82, 84, 85, 86, 87, 88, 91, 93, 94, 95, 96, 97, 124, 125, 126, 128, 129, 130, 132, 133, 134, 136, 137, 139, 145, 156], "start_dat": 20, "end_dat": 20, "idx": 20, "belong": 21, "construct": 21, "goog": [21, 41, 71, 72], "googl": 21, "to_posit": 21, "get_incr": 21, "wait_to_be_regist": 21, "wait": [16, 21, 38, 108, 109, 110, 111, 119, 120, 121, 122], "regist": [21, 109, 111, 120, 122], "wait_to_be_clos": 21, "better": [7, 21, 145, 156], "keyword": 21, "my_limit_pric": 21, "500": [21, 35], "stop": [21, 24, 31, 32, 39, 42, 61, 62, 65, 66, 101, 102, 112, 113, 145, 151, 152, 156, 162, 163, 171, 186], "move": [2, 7, 21, 25], "past": [2, 21, 24], "particular": [21, 124, 126, 128, 132, 134, 136], "higher": 21, "probabl": 21, "achiev": [7, 21, 24, 25], "predetermin": 21, "exit": 21, "stop_pric": [21, 42, 145, 151, 152, 156, 162, 163], "my_stop_pric": 21, "400": 21, "stop_limit": [21, 145, 156], "combin": 21, "405": 21, "trail": [21, 145, 151, 156, 162], "continu": [21, 145, 156], "keep": [16, 21, 22, 80, 145, 156], "threshold": [21, 145, 156], "movement": [21, 145, 156], "trailing_stop": [21, 145, 156], "trail_pric": [21, 145, 156], "trail_perc": [21, 145, 156], "my_trail_pric": 21, "order_1": 21, "my_trail_perc": 21, "order_2": 21, "bracket": [21, 145, 156], "chain": [21, 43, 123, 124, 125, 126, 128, 130, 132, 133, 134, 136, 139], "long": 21, "short": [21, 105, 116], "condit": [2, 21, 39], "activ": [16, 21, 25, 73, 74, 77, 151, 152, 162, 163], "profit": [16, 21, 24, 25, 42, 61, 62, 65, 66], "loss": [7, 21, 42, 61, 62, 65, 66, 145, 151, 152, 156, 162, 163], "importantli": 21, "execut": [2, 9, 16, 21, 22, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 44, 101, 102, 106, 108, 110, 112, 113, 117, 119, 121, 142, 151, 153, 162, 171, 172, 177, 186, 187, 192], "howev": [16, 21, 29, 31, 145, 156], "extrem": 21, "volatil": [7, 21, 127, 135], "fast": [21, 24, 25], "both": [8, 21, 24, 29, 145, 156], "occur": 21, "take_profit_pric": [21, 145, 151, 156, 162], "stop_loss_pric": [21, 145, 151, 156, 162], "stop_loss_limit_pric": [21, 145, 156], "my_take_profit_pric": 21, "420": 21, "my_stop_loss_pric": 21, "parent": 21, "oto": [21, 145, 156], "trigger": [21, 145, 156], "variant": 21, "oco": [21, 145, 151, 156, 162], "word": [21, 166, 181], "part": [16, 21, 40, 152, 163, 164], "where": [21, 24, 41, 145, 156], "alreadi": [21, 29, 35, 40], "submit": [21, 36, 42, 46, 141, 145, 151, 152, 156, 162, 163], "submiss": 21, "position_fil": [21, 145, 156], "time_in_forc": [21, 145, 156], "good_till_d": [21, 145, 156], "date_cr": 21, "trade_cost": 21, "custom_param": [21, 145, 156], "avg_fill_pric": [21, 22], "tag": [21, 152, 163], "ordersid": 21, "buy_to_clos": 21, "buy_to_cov": 21, "buy_to_open": 21, "sell_short": 21, "sell_to_clos": 21, "sell_to_open": 21, "orderstatu": 21, "cash_settl": 21, "partially_fil": 21, "partial_fil": 21, "ordertyp": 21, "tupl": [21, 72], "alia": 21, "add_transact": 21, "properti": [21, 22, 25, 42, 44, 45, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193, 194], "cash_pend": 21, "equivalent_statu": 21, "statu": [21, 147, 148, 158, 159], "equival": 21, "get_fill_pric": 21, "weight": 21, "averag": [2, 7, 21, 22], "often": 21, "encount": 21, "partial": [21, 38], "pnl": 21, "yet": [21, 45], "is_act": 21, "otherwis": [21, 35], "rtype": [21, 43], "is_cancel": 21, "is_fil": 21, "is_opt": 21, "set_cancel": 21, "set_error": 21, "set_fil": 21, "set_identifi": 21, "set_new": 21, "set_partially_fil": 21, "update_raw": 21, "update_trail_stop_pric": 21, "was_transmit": 21, "retreiv": 22, "appl": 22, "add_ord": 22, "decim": [22, 73, 74, 145, 146, 156, 157], "get_selling_ord": [22, 25, 46], "value_typ": 22, "trading_fe": 23, "flat_fe": [23, 24], "percent_fe": [23, 24], "maker": 23, "taker": 23, "made": [24, 69, 81], "design": [2, 16, 24, 26, 40], "beginn": 24, "quickli": [2, 16, 24], "At": 24, "join": [24, 25], "commun": [24, 25], "comprehens": [4, 24], "cours": [24, 25], "shown": [24, 25], "annual": [7, 24, 25], "reach": [7, 24, 25, 42], "discov": [24, 25], "enhanc": 24, "skill": 24, "potenti": [2, 24, 25, 146, 157], "expert": [24, 25], "guidanc": 24, "resourc": 24, "welcom": 24, "hope": 24, "enjoi": 24, "section": [2, 16, 24, 46], "command": [2, 24, 25], "easiest": 24, "comfort": 24, "without": [16, 24, 130, 139], "copi": 24, "your_alpaca_api_kei": [24, 25], "your_alpaca_secret": [24, 25], "custom": [2, 24, 31, 145, 156, 164], "everi": [2, 24, 31, 39, 42, 46, 80], "180": 24, "180m": 24, "my": [16, 24], "crucial": [2, 16, 24], "understand": [2, 4, 24], "refin": [4, 24], "carri": 24, "familiar": 24, "expect": [16, 24, 25, 127, 135], "And": [24, 71, 72], "try": [24, 145, 156], "Or": [24, 25, 164], "dev": [24, 25], "simple_start_single_fil": [24, 25], "flat": 24, "trading_fee_1": 24, "trading_fee_2": 24, "sometim": 24, "spend": 24, "yappi": 24, "machinelearninglongshort": 24, "tqqq": 24, "thread": [], "get_thread_stat": 24, "d": [31, 177, 192], "robot": 25, "well": 25, "super": 25, "develop": [16, 25], "being": [25, 34, 35, 36, 37, 38, 43, 45, 71, 125, 133, 145, 156, 167, 182], "bug": 25, "fix": [25, 80], "fortun": 25, "against": 25, "invest": [7, 25], "switch": 25, "line": [3, 25, 45, 61, 62, 63, 65, 66, 67], "top": [16, 25], "industri": 25, "tradest": 25, "offer": [2, 7, 16, 25], "tutori": 25, "build": [25, 26, 44], "analy": 25, "out": [25, 42, 46, 51, 57, 73], "box": 25, "suit": [2, 25], "analyt": 25, "analyz": 25, "optim": [2, 7, 16, 25], "chart": [25, 46, 61, 62, 63, 64, 65, 66, 67, 68], "event": [4, 25, 32, 33, 34, 35, 36, 37, 38, 42, 62, 66], "engin": [25, 40], "were": [9, 25, 37], "deal": 25, "complic": 25, "confus": 25, "vector": 25, "math": 25, "mac": 25, "powershel": 25, "window": 25, "packag": 25, "notic": 25, "exactli": 25, "everyth": [16, 25], "suggest": 25, "lifecycl": [25, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 44, 46, 167, 171, 172, 177, 182, 186, 187, 192], "menu": 25, "describ": [25, 44], "what": [25, 46, 81, 176, 191], "sub": 25, "individu": [2, 25], "tree": 25, "good": [25, 145, 156], "luck": 25, "forget": 25, "swim": 25, "cover": [16, 25], "By": [2, 16, 25, 33, 127, 135, 171, 172, 175, 177, 178, 180, 186, 187, 190, 192, 193], "gain": 25, "wealth": 25, "expertis": 25, "level": [25, 62, 66, 104, 115], "why": [2, 25], "implement": [7, 25, 26, 40, 43, 45], "perform": [0, 2, 3, 7, 16, 25, 40], "proven": 25, "record": 25, "home": 25, "discord": [16, 25], "pre": [25, 152, 163], "4": [2, 16, 25, 146, 157], "8": [16, 25], "profil": 25, "improv": 25, "refer": [2, 3, 16, 25, 26], "before_market_open": [25, 26, 172, 187], "before_starting_trad": [25, 26, 29], "before_market_clos": [25, 26], "after_market_clos": [25, 26], "on_abrupt_clos": [25, 26, 33], "on_bot_crash": [25, 26], "trace_stat": [25, 26, 177, 192], "on_new_ord": [25, 26], "on_partially_filled_ord": [25, 26], "on_filled_ord": [25, 26], "on_canceled_ord": [25, 26], "on_parameters_upd": [25, 26], "cancel_open_ord": [25, 29, 46, 150, 161], "sell_al": [25, 28, 32, 33, 46], "get_asset_potential_tot": [25, 46], "get_portfolio_valu": [25, 46], "get_cash": [25, 46], "get_historical_prices_for_asset": [25, 29, 46], "get_quot": [20, 25, 46], "get_yesterday_dividend": [25, 43, 46], "get_next_trading_dai": [25, 46], "add_mark": [3, 25, 46], "add_lin": [3, 25, 46], "get_markers_df": [25, 46], "get_lines_df": [25, 46], "get_paramet": [25, 46, 164], "set_paramet": [25, 46, 164], "get_chain": [25, 43, 46, 126, 128, 130, 134, 136, 139], "get_greek": [25, 46], "get_strik": [25, 43, 46], "get_expir": [25, 46], "get_multipli": [25, 46], "options_expiry_to_datetime_d": [25, 46], "get_round_minut": [25, 43, 46], "get_last_minut": [25, 43, 46], "get_round_dai": [25, 43, 46], "get_last_dai": [25, 43, 46], "get_datetime_rang": [25, 42, 43, 46], "localize_datetim": [25, 43, 46], "to_default_timezon": [25, 43, 46], "miscellan": [25, 46], "update_paramet": [25, 37, 46], "await_market_to_clos": [25, 46], "await_market_to_open": [25, 46], "wait_for_order_registr": [25, 46], "wait_for_order_execut": [25, 46], "wait_for_orders_registr": [25, 46], "wait_for_orders_execut": [25, 46], "is_backtest": [16, 25], "initial_budget": 25, "last_on_trading_iteration_datetim": 25, "pytz": 25, "unspent_monei": 25, "leg": 25, "search": [2, 25], "abstract": [26, 40, 42, 43, 44], "pattern": [26, 40], "greatli": [26, 40], "influenc": [3, 26, 40], "react": [26, 40], "j": [26, 40], "compon": [26, 40], "overload": [26, 33, 40, 42], "logic": [26, 28, 29, 39, 40, 42, 44], "dump": [27, 41], "report": 27, "busi": [28, 29], "execud": [28, 29], "skip": [16, 29], "unlik": 29, "launch": 29, "tlt": [29, 51, 57, 72, 74, 79, 110, 111, 121, 122, 145, 146, 152, 156, 157, 163], "bars_list": 29, "asset_bar": 29, "reiniti": 30, "variabl": [25, 30, 41, 165], "reset": 30, "blacklist": 30, "loop": [30, 39, 102, 113, 171, 186], "durat": [7, 31, 145, 152, 156, 163, 177, 192], "my_custom_paramet": 31, "5m": [31, 177, 192], "constructor": 31, "later": 31, "strategy_1": 31, "my_other_paramet": 31, "strategy_2": 31, "my_last_paramet": 31, "oper": [16, 31, 40], "asset_symbol": 31, "mnq": 31, "nasdaq": [31, 105, 116], "calendar": [31, 75, 129, 137], "marketcalendar": [31, 105, 116], "asx": [31, 105, 116], "bmf": [31, 105, 116], "cfe": [31, 105, 116], "nyse": [31, 75, 105, 116, 129, 137], "bat": [31, 105, 116], "cme_equ": [31, 105, 116], "cbot_equ": [31, 105, 116], "cme_agricultur": [31, 105, 116], "cbot_agricultur": [31, 105, 116], "comex_agricultur": [31, 105, 116], "nymex_agricultur": [31, 105, 116], "cme_rat": [31, 105, 116], "cbot_rat": [31, 105, 116], "cme_interestr": [31, 105, 116], "cbot_interestr": [31, 105, 116], "cme_bond": [31, 105, 116], "cbot_bond": [31, 105, 116], "eurex": [31, 105, 116], "hkex": [31, 105, 116], "ic": [31, 105, 116], "iceu": [31, 105, 116], "nyfe": [31, 105, 116], "jpx": [31, 105, 116], "lse": [31, 105, 116], "os": [31, 105, 116], "six": [31, 105, 116], "sse": [31, 105, 116], "tsx": [31, 105, 116], "tsxv": [31, 105, 116], "bse": [31, 105, 116], "tase": [31, 105, 116], "tradingcalendar": [31, 105, 116], "asex": [31, 105, 116], "bvmf": [31, 105, 116], "cme": [31, 73, 105, 116], "iepa": [31, 105, 116], "xam": [31, 105, 116], "xasx": [31, 105, 116], "xbkk": [31, 105, 116], "xbog": [31, 105, 116], "xbom": [31, 105, 116], "xbru": [31, 105, 116], "xbud": [31, 105, 116], "xbue": [31, 105, 116], "xcbf": [31, 105, 116], "xcse": [31, 105, 116], "xdub": [31, 105, 116], "xfra": [31, 105, 116], "xetr": [31, 105, 116], "xhel": [31, 105, 116], "xhkg": [31, 105, 116], "xice": [31, 105, 116], "xidx": [31, 105, 116], "xist": [31, 105, 116], "xjse": [31, 105, 116], "xkar": [31, 105, 116], "xkl": [31, 105, 116], "xkrx": [31, 105, 116], "xlim": [31, 105, 116], "xli": [31, 105, 116], "xlon": [31, 105, 116], "xmad": [31, 105, 116], "xmex": [31, 105, 116], "xmil": [31, 105, 116], "xmo": [31, 105, 116], "xny": [31, 105, 116], "xnze": [31, 105, 116], "xosl": [31, 105, 116], "xpar": [31, 105, 116], "xph": [31, 105, 116], "xpra": [31, 105, 116], "xse": [31, 105, 116], "xsgo": [31, 105, 116], "xshg": [31, 105, 116], "xsto": [31, 105, 116], "xswx": [31, 105, 116], "xtae": [31, 105, 116], "xtai": [31, 105, 116], "xtk": [31, 105, 116], "xtse": [31, 105, 116], "xwar": [31, 105, 116], "xwbo": [31, 105, 116], "us_futur": [31, 105, 116], "max_bar": 31, "10m": [31, 177, 192], "20h": 31, "48": 31, "2d": [31, 177, 192], "interrupt": 32, "gracefulli": 32, "shut": 32, "keybord": 32, "interupt": [32, 39], "abrupt": 32, "crash": [33, 39], "rais": 33, "successfulli": [34, 35, 36], "correspond": [16, 34, 35, 36], "relat": [16, 35], "300": [35, 177, 192], "sold": [35, 50, 56, 145, 156], "elif": 35, "bought": [35, 145, 156], "r": 36, "miss": 38, "restart": [16, 39], "again": [39, 102, 113], "pull": [39, 71], "hello": 39, "task": 40, "core": 40, "framework": [2, 40], "ones": [16, 40], "perspect": 40, "readi": [2, 16, 40, 145, 156], "care": 40, "he": 40, "illustr": 40, "context": 41, "scope": 41, "random": 41, "google_symbol": 41, "snapshot_befor": 41, "random_numb": 41, "randint": 41, "my_custom_stat": 41, "trace": 41, "snapshot": 41, "my_stat": 41, "my_other_stat": 41, "backtesting_brok": 42, "is_backtesting_brok": 42, "calculate_trade_cost": 42, "cost": [16, 42], "cash_settle_options_contract": 42, "settl": 42, "todo": [42, 73], "docstr": 42, "get_last_bar": 42, "els": 42, "limit_ord": [42, 145, 156], "open_": 42, "process_expired_option_contract": 42, "expri": 42, "process_pending_ord": 42, "evalu": 42, "begin": [2, 42], "mostli": 42, "should_continu": 42, "product": 42, "stop_ord": 42, "delai": 43, "abc": [42, 43], "default_pytz": 43, "dsttzinfo": 43, "lmt": 43, "19": 43, "std": 43, "default_timezon": 43, "is_backtesting_data_sourc": [42, 43], "calculate_greek": 43, "asset_pric": [43, 127, 135], "underlying_pric": [43, 127, 135], "greek": [43, 123, 127, 135], "static": 43, "convert_timestep_str_to_timedelta": 43, "timedelta": [43, 71, 72, 101, 102, 112, 113], "1minut": 43, "1hour": 43, "1dai": 43, "unit": [16, 43, 145, 156, 177, 192], "include_after_hour": [43, 71, 72], "info": [43, 104, 115, 124, 125, 132, 133], "guarente": [43, 124, 125, 132, 133], "exp_dat": [43, 124, 125, 132, 133], "strike1": [43, 124, 125, 132, 133], "strike2": [43, 124, 125, 132, 133], "07": [43, 124, 125, 132, 133], "adjust_for_delai": [42, 43, 82, 91], "ago": [43, 71], "known": [43, 73, 74], "round": [43, 86, 87, 95, 96], "param": 43, "get_timestep": 43, "query_greek": [43, 127, 135], "queri": [43, 127, 135], "categori": [44, 100], "flow": 44, "below": [44, 46, 47, 60, 69, 73, 81, 100, 123, 141], "filled_order_callback": [], "force_start_immedi": [], "discord_webhook_url": 16, "account_history_db_connection_str": [], "strategy_id": 16, "discord_account_summary_foot": [], "_strategi": [], "style": [61, 65], "solid": [61, 65], "width": [61, 65, 71, 72], "detail_text": [61, 62, 65, 66], "bolling": [7, 61, 65], "band": [7, 61, 65], "displai": [45, 61, 62, 65, 66], "graph": [7, 61, 62, 65, 66], "overbought": [61, 62, 65, 66], "oversold": [61, 62, 65, 66], "red": [61, 62, 65, 66, 104, 115], "blue": [61, 62, 65, 66], "yellow": [61, 62, 65, 66], "orang": [61, 62, 65, 66], "purpl": [61, 62, 65, 66], "pink": [61, 62, 65, 66], "brown": [61, 62, 65, 66], "black": [61, 62, 65, 66], "white": [61, 62, 65, 66], "grai": [61, 65], "lightgrai": [61, 65], "darkgrai": [61, 65], "lightblu": [61, 65], "darkblu": [61, 65], "lightgreen": [61, 65], "darkgreen": [61, 65], "lightr": [61, 65], "darkr": [61, 65], "hex": [61, 65], "dot": [61, 62, 65, 66], "text": [61, 62, 65, 66], "hover": [61, 62, 65, 66], "add_chart_lin": [61, 65], "80": [61, 65], "circl": [62, 66], "size": [62, 66, 80], "marker": [3, 45, 62, 64, 66, 68], "mark": [62, 66], "cross": [62, 66], "resist": [62, 66], "squar": [62, 66], "diamond": [62, 66], "x": [62, 66], "triangl": [62, 66], "left": [16, 62, 66], "ne": [62, 66], "se": [62, 66], "sw": [62, 66], "nw": [62, 66], "pentagon": [62, 66], "hexagon": [62, 66], "hexagon2": [62, 66], "octagon": [62, 66], "star": [62, 66], "hexagram": [62, 66], "tall": [62, 66], "hourglass": [62, 66], "bowti": [62, 66], "thin": [62, 66], "asterisk": [62, 66], "hash": [62, 66], "y": [62, 66], "ew": [62, 66], "n": [62, 66], "arrow": [62, 66], "add_chart_mark": [62, 66], "paus": [101, 102, 106, 112, 113, 117, 177, 192], "overrid": [101, 102, 112, 113], "infinit": [102, 113], "await": [102, 113, 142, 153], "calculate_return": [], "multipl": [2, 16, 142, 153], "seek": [51, 57, 143, 154], "order1": [110, 111, 121, 122, 144, 152, 155, 163], "order2": [110, 111, 121, 122, 144, 152, 155, 163], "cancel_realtime_bar": [], "stream": [70, 77, 80], "create_asset": [70, 71, 78], "whenev": [166, 181], "paid": [1, 2, 166, 181], "therefor": [166, 181], "zero": [166, 181], "crytpo": [], "gtc": [145, 152, 156, 163], "still": [145, 156], "restric": [145, 156], "compound": [145, 156], "suffici": [145, 156], "deprec": [1, 145, 156, 179, 194], "213": [145, 156], "obect": [145, 156], "intern": [16, 145, 156], "favor": [145, 156], "doe": [42, 43, 76, 145, 156], "guarante": [145, 156], "attain": [7, 145, 156], "penetr": [145, 156], "forc": [145, 156], "remaind": [145, 156], "gtd": [145, 156], "though": [145, 156], "dollar": [145, 156, 174, 189], "percent": [145, 156], "smart": [43, 124, 126, 128, 132, 134, 136, 145, 156], "stop_loss": [145, 151, 156, 162], "stop_loss_limit": [145, 156], "2019": [145, 156], "chf": [145, 156], "aset": [145, 151, 152, 156, 162, 163], "41000": [145, 156], "crypto_assets_to_tupl": [], "find_first_fridai": [], "excut": [167, 182], "sought": [51, 57, 146, 157], "expiration_d": [146, 151, 157, 162], "remov": [179, 194], "cboe": [124, 126, 128, 132, 134, 136], "strke": [43, 124, 132], "stike": [43, 124, 132], "whose": [43, 125, 133], "accord": [81, 82, 88, 91, 97], "sort": [126, 128, 130, 134, 136, 139], "2022": [73, 126, 134], "13": [16, 126, 134], "expiry_d": [126, 131, 134, 140], "expens": [16, 127, 135], "argument": [8, 127, 135], "could": [127, 135], "theoret": [127, 135], "implied_volatil": [127, 135], "impli": [127, 135], "delta": [7, 127, 135], "option_pric": [127, 135], "pv_dividend": [127, 135], "present": [71, 72, 127, 135], "gamma": [127, 135], "vega": [127, 135], "theta": [127, 135], "opt_asset": [127, 135], "option_typ": [127, 135], "get_historical_bot_stat": [], "bot_stat": [], "account_valu": [], "backward": [71, 72], "depend": [16, 71, 72], "week": [71, 72], "1month": [71, 72], "integ": [71, 72, 177, 192], "decid": [16, 71], "extract": 71, "24h": 71, "last_ohlc": 71, "asset_bas": [71, 72, 151, 162], "asset_quot": [71, 72, 151, 152, 162, 163], "regular": 72, "eurusd": 72, "month": [16, 84, 93], "last_dai": [84, 93], "last_minut": [85, 94], "should_use_last_clos": 73, "todai": [16, 73, 81], "comment": 73, "16": [16, 73], "20221013": [128, 136], "yyyi": [75, 129, 137], "mm": [75, 129, 137], "dd": [75, 129, 137], "next_trading_dai": [75, 129, 137], "get_option_expiration_after_d": [], "next_option_expir": 138, "get_next_option_expir": 138, "order_id": [147, 158], "get_tracked_ord": [148, 159], "net": [2, 8, 50, 56], "equiti": [2, 50, 56], "assset": [51, 57], "empti": [52, 58], "backtets": 76, "bid": 76, "ask": 76, "get_realtime_bar": [], "vwap": [77, 80], "intial": 77, "nearest": [86, 87, 95, 96], "round_dai": [86, 95], "round_minut": [87, 96], "get_stats_from_databas": [], "stats_table_nam": [], "get_symbol_bar": 69, "get_tick": [], "get_tracked_asset": [], "get_tracked_posit": [], "previou": [7, 78, 79], "happen": [170, 185], "load_panda": [], "messag": [16, 100, 104, 115], "broadcast": [104, 115], "prefix": [0, 104, 115], "goe": [104, 115], "consol": [16, 104, 115], "servic": [16, 104, 115], "plu": [104, 115, 174, 189], "origin": [104, 115], "send": [16, 104, 115], "insid": [46, 165, 171, 186], "equal": [171, 172, 177, 186, 187, 192], "on_strategy_end": [], "statist": 2, "finish": [], "20200101": [131, 140], "attempt": [174, 189], "resov": [174, 189], "held": [174, 189], "system": [150, 161], "leav": [150, 161], "send_account_summary_to_discord": [], "send_discord_messag": [], "image_buf": [], "silent": [], "send_result_text_to_discord": [], "returns_text": [], "send_spark_chart_to_discord": [], "stats_df": [], "Not": [42, 105, 116], "applic": [16, 105, 116], "set_parameter_default": [], "overwrit": [53, 59], "should_send_account_summary_to_discord": [], "program": [106, 117, 164, 177, 192], "control": [177, 192], "speed": [177, 192], "interpret": [2, 177, 192], "m": [177, 192], "h": [177, 192], "2h": [177, 192], "start_realtime_bar": [], "keep_bar": 80, "arriv": 80, "extend": 80, "kept": 80, "strike_pric": [151, 162], "trailing_stop_pric": [151, 162], "41250": [151, 162], "41325": [151, 162], "41300": [151, 162], "is_multileg": [152, 163], "multileg": [21, 152, 163], "debit": [152, 163], "post": [152, 163], "asset_btc": [152, 163], "asset_eth": [152, 163], "to_sql": [], "connection_str": [], "if_exist": [], "write_backtest_set": [], "redefin": [], "debug": [4, 45], "is_backtest_brok": 45, "async_": 45, "async": 45, "asynchron": 45, "displi": 45, "web": [24, 45], "browser": [16, 24, 45], "run_all_async": 45, "stop_al": 45, "thing": 46, "divid": 46, "sens": 46, "preced": 46, "accoutn": [], "datatim": 81, "think": 81, "regardless": 81, "especi": 81, "1990": 81, "tell": 81, "jan": 81, "1991": 81, "rather": 81, "fit": [16, 100], "pend": [], "meantim": [], "meant": 123, "typic": [16, 164], "my_paramet": 164, "main_tick": 164, "ema_threshold": 164, "lot": [16, 165], "state": [16, 165], "insight": [0, 2], "behavior": [0, 2], "quantstat": 7, "lumi": [2, 7, 8], "varieti": 7, "metric": [2, 7], "yearli": 7, "sharp": [2, 7], "ratio": [2, 7], "romad": 7, "maximum": 7, "drawdown": [2, 7], "sortino": 7, "variat": 7, "differenti": 7, "harm": 7, "observ": 7, "peak": 7, "trough": 7, "longest": 7, "accompani": 7, "cumul": 7, "scale": 7, "visual": [2, 3, 7, 24], "exponenti": 7, "growth": 7, "showcas": 7, "tailor": 7, "goal": 7, "aim": [], "steadi": [], "focus": 16, "toler": [], "balanc": [], "question": 7, "email": 7, "along": 9, "involv": 9, "uniqu": 3, "decis": [3, 4], "signal": [], "action": [4, 16], "taken": 4, "view": [4, 16], "utm_medium": [], "referr": [], "lumibot_backtesting_sect": [], "condor": [7, 16], "martingal": 7, "iron": 7, "dte": 7, "bband": 7, "v2": 7, "strategy_method": [], "doc": [], "_": [], "order_class": 21, "error_messag": 21, "child_ord": 21, "unprocess": 21, "orderclass": 21, "add_child_ord": 21, "o": 21, "child": [21, 42], "is_buy_ord": 21, "is_sell_ord": 21, "data_source_backtest": 42, "datasourcebacktest": [42, 43], "directli": [16, 42], "pandasdata": [42, 43], "clean_trading_tim": 43, "dt_index": 43, "pcal": 43, "find_asset_in_data_stor": 43, "get_asset_by_nam": 43, "get_asset_by_symbol": 43, "get_asset": 43, "get_start_datetime_and_ts_unit": 43, "start_dt": 43, "start_buff": 43, "get_trading_days_panda": 43, "load_data": 43, "update_date_index": 43, "yahoo_data": 43, "yahoodata": 43, "15m": 43, "becuas": 43, "chain_data": 43, "option_chain": 43, "subscript": 1, "usernam": [2, 8], "thetadatabacktest": 8, "thetadata_usernam": 8, "thetadata_password": 8, "thetadata": [0, 2, 25], "run_backtest": [0, 1, 2, 5, 6, 8, 10, 24], "altern": 8, "get_func_stat": 24, "print_al": 24, "prof": 24, "pstat": 24, "snakeviz": 24, "complex": 24, "conclus": [0, 25], "vital": 2, "across": [2, 16], "walk": [2, 16], "explain": 2, "introduc": 2, "studio": 2, "pycharm": 2, "offici": 2, "visualstudio": 2, "extens": 2, "environ": [2, 25], "overview": 2, "suitabl": [2, 16], "longer": 2, "term": 2, "intradai": 2, "ideal": [2, 16], "plan": [2, 16], "dataset": 2, "export": 2, "correctli": 16, "select": [2, 16], "backtesting_funct": [], "curv": 2, "comparison": 2, "tearsheet_html": [], "review": 2, "warn": [], "logs_csv": [], "eas": 16, "further": [2, 16], "weak": 2, "strength": 2, "deploi": [2, 25], "machin": 2, "quick": 2, "manual": [2, 16], "essenti": [2, 16], "breakdown": [], "respond": 2, "catch": [], "confid": 2, "aspect": 2, "tear": 2, "sheet": 2, "issu": 2, "straightforward": 16, "button": 16, "effect": 16, "great": 16, "prefer": [], "edit": 16, "tip": 16, "scroll": 16, "afford": 16, "excel": 16, "while": 16, "best": 16, "scalabl": 16, "click": 16, "figur": 16, "blueprint": 16, "background": 16, "worker": 16, "butterfli": 16, "jljk": [], "starter": 16, "On": 16, "sidebar": 16, "corner": 16, "success": 16, "monitor": 16, "smoothli": 16, "bottom": 16, "tab": 16, "locat": 16, "reserv": 16, "vm": 16, "downgrad": 16, "vcpu": 16, "reduc": 16, "proper": 16, "webhook": 16, "url": 16, "live_config": 16, "separ": 16, "env": 16, "verifi": 16, "confirm": 16, "behav": 16, "ey": 16, "happi": 16, "assist": 16, "from_dict": [18, 21, 22], "to_dict": [18, 21, 22], "order_dict": 21, "deploy": 25, "platform": 25, "render": 25, "replit": 25, "src": 16, "paper_1": 16, "a7py0zidhxde6qkx8ojjknp7cd87hwku": 16, "notif": 16, "123456789": 16, "db_connection_str": 16, "histori": 16, "sqlite": 16, "account_histori": 16, "db": 16, "strategy_nam": 16, "competit": 16, "kraken_api_kei": 16, "xyz1234567890abcdef": 16, "kraken_api_secret": 16, "abcdef1234567890abcdef1234567890abcdef1234": 16, "soon": 16, "incred": 16, "commiss": 16, "engag": 16, "tradier_access_token": 16, "token": 16, "qtrz3zurl9244ahuw4aoyapgvyra": 16, "tradier_account_numb": 16, "va12204793": 16, "tradier_is_pap": 16, "align": 16, "perfectli": 16, "seamlessli": 16, "autom": 16, "alpaca_api_kei": 16, "brokerag": 16, "pk7t6yvax6pmh1em20yn": 16, "alpaca_api_secret": 16, "9wgjls3wixq54fcphwwzjcp8jcfjfkuwsryskkma": 16, "alpaca_is_pap": 16, "challeng": 16, "friendli": 16, "coinbase_api_kei": 16, "steea9fhiszntmpihqjudeqolitj0javz": 16, "coinbase_api_secret": 16, "nuzcnprsxjxxouxrhqe5k2k1xnqlpckh2xcutifkcw": 16, "coinbase_is_sandbox": 16, "cfd": 16, "Their": 16, "presenc": 16, "world": 16, "interactive_brokers_port": 16, "interactive_brokers_client_id": 16, "123456": 16, "interactive_brokers_ip": 16, "address": 16, "ib_subaccount": 16, "subaccount": 16, "subaccount1": 16, "afa": 16, "itself": 16, "commit": 16, "redeploi": 16, "regularli": 16, "delet": 16, "unnecessari": 16, "trashcan": 16, "press": 16, "anoth": [], "indefinit": [], "repl": 16, "14": 16, "straight": [], "ran": [], "ref": [], "topic": 16}, "objects": {"entities": [[18, 0, 0, "-", "asset"], [19, 0, 0, "-", "bars"], [20, 0, 0, "-", "data"], [21, 0, 0, "-", "order"], [22, 0, 0, "-", "position"], [23, 0, 0, "-", "trading_fee"]], "entities.asset": [[18, 1, 1, "", "Asset"], [18, 1, 1, "", "AssetsMapping"]], "entities.asset.Asset": [[18, 1, 1, "", "AssetType"], [18, 1, 1, "", "OptionRight"], [18, 2, 1, "", "_asset_types"], [18, 2, 1, "", "_right"], [18, 2, 1, "id0", "asset_type"], [18, 3, 1, "id1", "asset_type_must_be_one_of"], [18, 2, 1, "id2", "expiration"], [18, 3, 1, "", "from_dict"], [18, 3, 1, "", "is_valid"], [18, 2, 1, "id3", "multiplier"], [18, 2, 1, "id4", "precision"], [18, 2, 1, "id5", "right"], [18, 3, 1, "id6", "right_must_be_one_of"], [18, 2, 1, "id7", "strike"], [18, 2, 1, "id8", "symbol"], [18, 3, 1, "", "symbol2asset"], [18, 3, 1, "", "to_dict"], [18, 2, 1, "", "underlying_asset"]], "entities.asset.Asset.AssetType": [[18, 2, 1, "", "CRYPTO"], [18, 2, 1, "", "FOREX"], [18, 2, 1, "", "FUTURE"], [18, 2, 1, "", "INDEX"], [18, 2, 1, "", "OPTION"], [18, 2, 1, "", "STOCK"]], "entities.asset.Asset.OptionRight": [[18, 2, 1, "", "CALL"], [18, 2, 1, "", "PUT"]], "entities.bars": [[19, 1, 1, "", "Bars"], [19, 4, 1, "", "NoBarDataFound"]], "entities.bars.Bars": [[19, 3, 1, "id0", "aggregate_bars"], [19, 3, 1, "", "filter"], [19, 3, 1, "id1", "get_last_dividend"], [19, 3, 1, "id2", "get_last_price"], [19, 3, 1, "id3", "get_momentum"], [19, 3, 1, "", "get_total_dividends"], [19, 3, 1, "", "get_total_return"], [19, 3, 1, "", "get_total_return_pct"], [19, 3, 1, "", "get_total_return_pct_change"], [19, 3, 1, "", "get_total_stock_splits"], [19, 3, 1, "id4", "get_total_volume"], [19, 3, 1, "", "parse_bar_list"], [19, 3, 1, "", "split"]], "entities.data": [[20, 1, 1, "", "Data"]], "entities.data.Data": [[20, 2, 1, "", "MIN_TIMESTEP"], [20, 2, 1, "", "TIMESTEP_MAPPING"], [20, 3, 1, "", "_get_bars_dict"], [20, 2, 1, "", "asset"], [20, 3, 1, "id0", "check_data"], [20, 3, 1, "id1", "columns"], [20, 2, 1, "", "datalines"], [20, 2, 1, "", "date_end"], [20, 2, 1, "", "date_start"], [20, 2, 1, "", "df"], [20, 3, 1, "id2", "get_bars"], [20, 3, 1, "", "get_bars_between_dates"], [20, 3, 1, "id3", "get_iter_count"], [20, 3, 1, "id4", "get_last_price"], [20, 3, 1, "", "get_quote"], [20, 2, 1, "", "iter_index"], [20, 3, 1, "id5", "repair_times_and_fill"], [20, 3, 1, "id6", "set_date_format"], [20, 3, 1, "id7", "set_dates"], [20, 3, 1, "id8", "set_times"], [20, 2, 1, "", "sybmol"], [20, 2, 1, "", "timestep"], [20, 3, 1, "id9", "to_datalines"], [20, 2, 1, "", "trading_hours_end"], [20, 2, 1, "", "trading_hours_start"], [20, 3, 1, "id10", "trim_data"]], "entities.order": [[21, 1, 1, "", "Order"]], "entities.order.Order": [[21, 1, 1, "", "OrderClass"], [21, 1, 1, "", "OrderSide"], [21, 1, 1, "", "OrderStatus"], [21, 1, 1, "", "OrderType"], [21, 1, 1, "", "Transaction"], [21, 3, 1, "", "add_child_order"], [21, 3, 1, "", "add_transaction"], [21, 5, 1, "", "avg_fill_price"], [21, 3, 1, "", "cash_pending"], [21, 3, 1, "", "equivalent_status"], [21, 3, 1, "", "from_dict"], [21, 3, 1, "", "get_fill_price"], [21, 3, 1, "", "get_increment"], [21, 3, 1, "", "is_active"], [21, 3, 1, "", "is_buy_order"], [21, 3, 1, "", "is_canceled"], [21, 3, 1, "", "is_filled"], [21, 3, 1, "", "is_option"], [21, 3, 1, "", "is_sell_order"], [21, 5, 1, "", "quantity"], [21, 3, 1, "", "set_canceled"], [21, 3, 1, "", "set_error"], [21, 3, 1, "", "set_filled"], [21, 3, 1, "", "set_identifier"], [21, 3, 1, "", "set_new"], [21, 3, 1, "", "set_partially_filled"], [21, 5, 1, "", "status"], [21, 3, 1, "", "to_dict"], [21, 3, 1, "", "to_position"], [21, 3, 1, "", "update_raw"], [21, 3, 1, "", "update_trail_stop_price"], [21, 3, 1, "", "wait_to_be_closed"], [21, 3, 1, "", "wait_to_be_registered"], [21, 3, 1, "", "was_transmitted"]], "entities.order.Order.OrderClass": [[21, 2, 1, "", "BRACKET"], [21, 2, 1, "", "MULTILEG"], [21, 2, 1, "", "OCO"], [21, 2, 1, "", "OTO"]], "entities.order.Order.OrderSide": [[21, 2, 1, "", "BUY"], [21, 2, 1, "", "BUY_TO_CLOSE"], [21, 2, 1, "", "BUY_TO_COVER"], [21, 2, 1, "", "BUY_TO_OPEN"], [21, 2, 1, "", "SELL"], [21, 2, 1, "", "SELL_SHORT"], [21, 2, 1, "", "SELL_TO_CLOSE"], [21, 2, 1, "", "SELL_TO_OPEN"]], "entities.order.Order.OrderStatus": [[21, 2, 1, "", "CANCELED"], [21, 2, 1, "", "CANCELLING"], [21, 2, 1, "", "CASH_SETTLED"], [21, 2, 1, "", "ERROR"], [21, 2, 1, "", "EXPIRED"], [21, 2, 1, "", "FILLED"], [21, 2, 1, "", "NEW"], [21, 2, 1, "", "OPEN"], [21, 2, 1, "", "PARTIALLY_FILLED"], [21, 2, 1, "", "UNPROCESSED"]], "entities.order.Order.OrderType": [[21, 2, 1, "", "BRACKET"], [21, 2, 1, "", "LIMIT"], [21, 2, 1, "", "MARKET"], [21, 2, 1, "", "OCO"], [21, 2, 1, "", "OTO"], [21, 2, 1, "", "STOP"], [21, 2, 1, "", "STOP_LIMIT"], [21, 2, 1, "", "TRAIL"]], "entities.order.Order.Transaction": [[21, 2, 1, "", "price"], [21, 2, 1, "", "quantity"]], "entities.position": [[22, 1, 1, "", "Position"]], "entities.position.Position": [[22, 3, 1, "", "add_order"], [22, 2, 1, "", "asset"], [22, 5, 1, "id0", "available"], [22, 2, 1, "", "avg_fill_price"], [22, 3, 1, "", "from_dict"], [22, 3, 1, "", "get_selling_order"], [22, 5, 1, "id1", "hold"], [22, 2, 1, "", "orders"], [22, 5, 1, "id2", "quantity"], [22, 2, 1, "", "strategy"], [22, 2, 1, "", "symbol"], [22, 3, 1, "", "to_dict"], [22, 3, 1, "", "value_type"]], "entities.trading_fee": [[23, 1, 1, "", "TradingFee"]], "lumibot.backtesting": [[42, 0, 0, "-", "backtesting_broker"]], "lumibot.backtesting.backtesting_broker": [[42, 1, 1, "", "BacktestingBroker"]], "lumibot.backtesting.backtesting_broker.BacktestingBroker": [[42, 2, 1, "", "IS_BACKTESTING_BROKER"], [42, 3, 1, "", "calculate_trade_cost"], [42, 3, 1, "", "cancel_order"], [42, 3, 1, "", "cash_settle_options_contract"], [42, 5, 1, "", "datetime"], [42, 3, 1, "", "get_historical_account_value"], [42, 3, 1, "", "get_last_bar"], [42, 3, 1, "", "get_time_to_close"], [42, 3, 1, "", "get_time_to_open"], [42, 3, 1, "", "is_market_open"], [42, 3, 1, "", "limit_order"], [42, 3, 1, "", "process_expired_option_contracts"], [42, 3, 1, "", "process_pending_orders"], [42, 3, 1, "", "should_continue"], [42, 3, 1, "", "stop_order"], [42, 3, 1, "", "submit_order"], [42, 3, 1, "", "submit_orders"]], "lumibot.brokers": [[12, 0, 0, "-", "alpaca"]], "lumibot.brokers.alpaca": [[12, 1, 1, "", "Alpaca"], [12, 1, 1, "", "OrderData"]], "lumibot.brokers.alpaca.Alpaca": [[12, 2, 1, "", "ASSET_TYPE_MAP"], [12, 2, 1, "", "api"], [12, 3, 1, "", "cancel_order"], [12, 3, 1, "", "get_historical_account_value"], [12, 3, 1, "id0", "get_time_to_close"], [12, 3, 1, "id1", "get_time_to_open"], [12, 3, 1, "id2", "get_timestamp"], [12, 3, 1, "id3", "is_market_open"], [12, 3, 1, "", "map_asset_type"]], "lumibot.brokers.alpaca.OrderData": [[12, 3, 1, "", "to_request_fields"]], "lumibot": [[43, 0, 0, "-", "data_sources"]], "lumibot.data_sources": [[43, 0, 0, "-", "data_source"], [42, 0, 0, "-", "data_source_backtesting"], [43, 0, 0, "-", "pandas_data"], [43, 0, 0, "-", "yahoo_data"]], "lumibot.data_sources.data_source": [[43, 1, 1, "", "DataSource"]], "lumibot.data_sources.data_source.DataSource": [[43, 2, 1, "", "DEFAULT_PYTZ"], [43, 2, 1, "", "DEFAULT_TIMEZONE"], [43, 2, 1, "", "IS_BACKTESTING_DATA_SOURCE"], [43, 2, 1, "", "MIN_TIMESTEP"], [43, 2, 1, "", "SOURCE"], [43, 2, 1, "", "TIMESTEP_MAPPING"], [43, 3, 1, "", "calculate_greeks"], [43, 3, 1, "", "convert_timestep_str_to_timedelta"], [43, 3, 1, "", "get_bars"], [43, 3, 1, "", "get_chains"], [43, 3, 1, "", "get_datetime"], [43, 3, 1, "", "get_datetime_range"], [43, 3, 1, "", "get_historical_prices"], [43, 3, 1, "", "get_last_day"], [43, 3, 1, "", "get_last_minute"], [43, 3, 1, "", "get_last_price"], [43, 3, 1, "", "get_last_prices"], [43, 3, 1, "", "get_round_day"], [43, 3, 1, "", "get_round_minute"], [43, 3, 1, "", "get_strikes"], [43, 3, 1, "", "get_timestamp"], [43, 3, 1, "", "get_timestep"], [43, 3, 1, "", "get_yesterday_dividend"], [43, 3, 1, "", "get_yesterday_dividends"], [43, 3, 1, "", "localize_datetime"], [43, 3, 1, "", "query_greeks"], [43, 3, 1, "", "to_default_timezone"]], "lumibot.data_sources.data_source_backtesting": [[42, 1, 1, "", "DataSourceBacktesting"]], "lumibot.data_sources.data_source_backtesting.DataSourceBacktesting": [[42, 2, 1, "", "IS_BACKTESTING_DATA_SOURCE"], [42, 3, 1, "", "get_datetime"], [42, 3, 1, "", "get_datetime_range"]], "lumibot.data_sources.pandas_data": [[43, 1, 1, "", "PandasData"]], "lumibot.data_sources.pandas_data.PandasData": [[43, 2, 1, "", "SOURCE"], [43, 2, 1, "", "TIMESTEP_MAPPING"], [43, 3, 1, "", "clean_trading_times"], [43, 3, 1, "", "find_asset_in_data_store"], [43, 3, 1, "", "get_asset_by_name"], [43, 3, 1, "", "get_asset_by_symbol"], [43, 3, 1, "", "get_assets"], [43, 3, 1, "", "get_chains"], [43, 3, 1, "", "get_historical_prices"], [43, 3, 1, "", "get_last_price"], [43, 3, 1, "", "get_last_prices"], [43, 3, 1, "", "get_start_datetime_and_ts_unit"], [43, 3, 1, "", "get_trading_days_pandas"], [43, 3, 1, "", "get_yesterday_dividend"], [43, 3, 1, "", "get_yesterday_dividends"], [43, 3, 1, "", "load_data"], [43, 3, 1, "", "update_date_index"]], "lumibot.data_sources.yahoo_data": [[43, 1, 1, "", "YahooData"]], "lumibot.data_sources.yahoo_data.YahooData": [[43, 2, 1, "", "MIN_TIMESTEP"], [43, 2, 1, "", "SOURCE"], [43, 2, 1, "", "TIMESTEP_MAPPING"], [43, 3, 1, "", "get_chains"], [43, 3, 1, "", "get_historical_prices"], [43, 3, 1, "", "get_last_price"], [43, 3, 1, "", "get_strikes"]], "lumibot.strategies.strategy": [[44, 0, 0, "-", "Strategy"]], "lumibot.strategies.strategy.Strategy": [[65, 6, 1, "", "add_line"], [66, 6, 1, "", "add_marker"], [27, 6, 1, "", "after_market_closes"], [112, 6, 1, "", "await_market_to_close"], [113, 6, 1, "", "await_market_to_open"], [28, 6, 1, "", "before_market_closes"], [29, 6, 1, "", "before_market_opens"], [30, 6, 1, "", "before_starting_trading"], [153, 6, 1, "", "cancel_open_orders"], [154, 6, 1, "", "cancel_order"], [155, 6, 1, "", "cancel_orders"], [70, 6, 1, "", "cancel_realtime_bars"], [181, 5, 1, "", "cash"], [156, 6, 1, "", "create_order"], [182, 5, 1, "", "first_iteration"], [157, 6, 1, "", "get_asset_potential_total"], [54, 6, 1, "", "get_cash"], [132, 6, 1, "", "get_chain"], [133, 6, 1, "", "get_chains"], [91, 6, 1, "", "get_datetime"], [92, 6, 1, "", "get_datetime_range"], [134, 6, 1, "", "get_expiration"], [135, 6, 1, "", "get_greeks"], [71, 6, 1, "", "get_historical_prices"], [72, 6, 1, "", "get_historical_prices_for_assets"], [93, 6, 1, "", "get_last_day"], [94, 6, 1, "", "get_last_minute"], [73, 6, 1, "", "get_last_price"], [74, 6, 1, "", "get_last_prices"], [67, 6, 1, "", "get_lines_df"], [68, 6, 1, "", "get_markers_df"], [136, 6, 1, "", "get_multiplier"], [137, 6, 1, "", "get_next_trading_day"], [138, 6, 1, "", "get_option_expiration_after_date"], [158, 6, 1, "", "get_order"], [159, 6, 1, "", "get_orders"], [114, 6, 1, "", "get_parameters"], [56, 6, 1, "", "get_portfolio_value"], [57, 6, 1, "", "get_position"], [58, 6, 1, "", "get_positions"], [76, 6, 1, "", "get_quote"], [77, 6, 1, "", "get_realtime_bars"], [95, 6, 1, "", "get_round_day"], [96, 6, 1, "", "get_round_minute"], [160, 6, 1, "", "get_selling_order"], [139, 6, 1, "", "get_strikes"], [97, 6, 1, "", "get_timestamp"], [78, 6, 1, "", "get_yesterday_dividend"], [79, 6, 1, "", "get_yesterday_dividends"], [183, 5, 1, "", "initial_budget"], [31, 6, 1, "", "initialize"], [184, 5, 1, "", "is_backtesting"], [185, 5, 1, "", "last_on_trading_iteration_datetime"], [98, 6, 1, "", "localize_datetime"], [115, 6, 1, "", "log_message"], [186, 5, 1, "", "minutes_before_closing"], [187, 5, 1, "", "minutes_before_opening"], [188, 5, 1, "", "name"], [32, 6, 1, "", "on_abrupt_closing"], [33, 6, 1, "", "on_bot_crash"], [34, 6, 1, "", "on_canceled_order"], [35, 6, 1, "", "on_filled_order"], [36, 6, 1, "", "on_new_order"], [37, 6, 1, "", "on_parameters_updated"], [38, 6, 1, "", "on_partially_filled_order"], [39, 6, 1, "", "on_trading_iteration"], [140, 6, 1, "", "options_expiry_to_datetime_date"], [189, 5, 1, "", "portfolio_value"], [190, 5, 1, "", "pytz"], [191, 5, 1, "", "quote_asset"], [1, 6, 1, "", "run_backtest"], [161, 6, 1, "", "sell_all"], [116, 6, 1, "", "set_market"], [59, 6, 1, "", "set_parameters"], [117, 6, 1, "", "sleep"], [192, 5, 1, "", "sleeptime"], [80, 6, 1, "", "start_realtime_bars"], [162, 6, 1, "", "submit_order"], [163, 6, 1, "", "submit_orders"], [193, 5, 1, "", "timezone"], [99, 6, 1, "", "to_default_timezone"], [41, 6, 1, "", "trace_stats"], [194, 5, 1, "", "unspent_money"], [118, 6, 1, "", "update_parameters"], [119, 6, 1, "", "wait_for_order_execution"], [120, 6, 1, "", "wait_for_order_registration"], [121, 6, 1, "", "wait_for_orders_execution"], [122, 6, 1, "", "wait_for_orders_registration"]], "lumibot.traders": [[45, 0, 0, "-", "trader"]], "lumibot.traders.trader": [[45, 1, 1, "", "Trader"]], "lumibot.traders.trader.Trader": [[45, 3, 1, "", "add_strategy"], [45, 5, 1, "", "is_backtest_broker"], [45, 3, 1, "", "run_all"], [45, 3, 1, "", "run_all_async"], [45, 3, 1, "", "stop_all"]]}, "objtypes": {"0": "py:module", "1": "py:class", "2": "py:attribute", "3": "py:method", "4": "py:exception", "5": "py:property", "6": "py:function"}, "objnames": {"0": ["py", "module", "Python module"], "1": ["py", "class", "Python class"], "2": ["py", "attribute", "Python attribute"], "3": ["py", "method", "Python method"], "4": ["py", "exception", "Python exception"], "5": ["py", "property", "Python property"], "6": ["py", "function", "Python function"]}, "titleterms": {"backtest": [0, 1, 2, 6, 8, 24, 25, 42], "content": [0, 11, 17, 25, 26, 43, 46], "all": 25, "panda": [5, 43], "csv": [4, 5], "other": 5, "data": [2, 5, 20, 42, 43, 69], "exampl": [5, 13, 15, 16], "datafram": 5, "In": 5, "summari": [5, 40], "polygon": [2, 6], "io": [2, 6], "yahoo": [10, 43], "broker": [11, 13, 14, 16, 42], "alpaca": [12, 16, 24], "document": [12, 18, 19, 21, 44], "crypto": 13, "us": 13, "ccxt": 13, "configur": [13, 15, 16, 24], "set": 13, "run": [2, 13, 15, 24], "your": [13, 15, 16, 24, 25], "strategi": [13, 15, 16, 24, 25, 44, 46, 165], "full": [13, 15], "interact": [14, 16], "tradier": [15, 16], "get": [15, 24, 25], "start": [15, 24, 25], "entiti": 17, "asset": 18, "bar": 19, "order": [21, 141], "advanc": 21, "type": 21, "With": [21, 24], "leg": 21, "posit": 22, "trade": [2, 9, 23, 24, 25], "fee": [23, 24], "what": 24, "i": 24, "lumibot": [2, 24, 25], "lumiwealth": 24, "step": [16, 24, 25], "1": [24, 25], "instal": [2, 24, 25], "packag": 24, "2": [24, 25], "import": 24, "follow": 24, "modul": [24, 43], "3": [24, 25], "creat": [24, 25], "an": 24, "paper": 24, "account": [24, 47], "4": 24, "api": 24, "kei": 24, "5": 24, "class": 24, "6": 24, "instanti": 24, "trader": [24, 45], "7": 24, "option": [24, 123], "8": 24, "ad": 24, "profil": 24, "improv": 24, "perform": 24, "algorithm": 25, "librari": 25, "take": 25, "bot": 25, "live": 25, "togeth": 25, "addit": 25, "resourc": 25, "need": 25, "extra": 25, "help": 25, "tabl": 25, "indic": [2, 3, 25], "lifecycl": 26, "method": [26, 46], "def": [27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 41], "after_market_clos": 27, "refer": [27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 41], "before_market_clos": 28, "before_market_open": 29, "before_starting_trad": 30, "initi": 31, "on_abrupt_clos": 32, "on_bot_crash": 33, "on_canceled_ord": 34, "on_filled_ord": 35, "on_new_ord": 36, "on_parameters_upd": 37, "on_partially_filled_ord": 38, "on_trading_iter": 39, "trace_stat": 41, "sourc": [2, 42, 43], "manag": [47, 141], "self": [48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 61, 62, 63, 64, 65, 66, 67, 68, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193, 194], "get_cash": [48, 54], "get_paramet": [49, 55, 103, 114], "get_portfolio_valu": [50, 56], "get_posit": [51, 52, 57, 58], "set_paramet": [53, 59], "chart": 60, "function": [1, 60], "add_lin": [61, 65], "add_mark": [62, 66], "get_lines_df": [63, 67], "get_markers_df": [64, 68], "cancel_realtime_bar": 70, "get_historical_pric": 71, "get_historical_prices_for_asset": 72, "get_last_pric": [73, 74], "get_next_trading_dai": [75, 129, 137], "get_quot": 76, "get_realtime_bar": 77, "get_yesterday_dividend": [78, 79], "start_realtime_bar": 80, "datetim": 81, "get_datetim": [82, 91], "get_datetime_rang": [83, 92], "get_last_dai": [84, 93], "get_last_minut": [85, 94], "get_round_dai": [86, 95], "get_round_minut": [87, 96], "get_timestamp": [88, 97], "localize_datetim": [89, 98], "to_default_timezon": [90, 99], "miscellan": 100, "await_market_to_clos": [101, 112], "await_market_to_open": [102, 113], "log_messag": [104, 115], "set_market": [105, 116], "sleep": [106, 117], "update_paramet": [107, 118], "wait_for_order_execut": [108, 119], "wait_for_order_registr": [109, 120], "wait_for_orders_execut": [110, 121], "wait_for_orders_registr": [111, 122], "get_chain": [124, 125, 132, 133], "get_expir": [126, 134], "get_greek": [127, 135], "get_multipli": [128, 136], "get_option_expiration_after_d": 138, "get_strik": [130, 139], "options_expiry_to_datetime_d": [131, 140], "cancel_open_ord": [142, 153], "cancel_ord": [143, 144, 154, 155], "create_ord": [145, 156], "get_asset_potential_tot": [146, 157], "get_ord": [147, 148, 158, 159], "get_selling_ord": [149, 160], "sell_al": [150, 161], "submit_ord": [151, 152, 162, 163], "paramet": 164, "properti": 165, "cash": [166, 181], "first_iter": [167, 182], "initial_budget": [168, 183], "is_backtest": [169, 184], "last_on_trading_iteration_datetim": [170, 185], "minutes_before_clos": [171, 186], "minutes_before_open": [172, 187], "name": [173, 188], "portfolio_valu": [174, 189], "pytz": [175, 180, 190], "quote_asset": [176, 191], "sleeptim": [177, 192], "timezon": [178, 193], "unspent_monei": [179, 194], "file": [0, 2, 3, 9], "gener": [0, 2, 16], "from": [0, 2], "tearsheet": [2, 7], "html": [2, 7], "log": 4, "thetadata": 8, "how": 2, "To": 2, "up": [], "v": [], "code": [], "choos": [2, 16], "conclus": [2, 16], "deploy": 16, "guid": 16, "platform": 16, "deploi": 16, "render": 16, "replit": 16, "secret": 16, "coinbas": 16, "kraken": 16, "environ": 16, "variabl": 16, "final": 16}, "envversion": {"sphinx.domains.c": 3, "sphinx.domains.changeset": 1, "sphinx.domains.citation": 1, "sphinx.domains.cpp": 9, "sphinx.domains.index": 1, "sphinx.domains.javascript": 3, "sphinx.domains.math": 2, "sphinx.domains.python": 4, "sphinx.domains.rst": 2, "sphinx.domains.std": 2, "sphinx": 60}, "alltitles": {"Backtesting": [[0, "backtesting"], [42, "backtesting"]], "Files Generated from Backtesting": [[0, "files-generated-from-backtesting"], [2, "files-generated-from-backtesting"]], "Contents:": [[0, null], [11, null], [17, null], [26, null], [46, null]], "Backtesting Function": [[1, "backtesting-function"]], "How To Backtest": [[2, "how-to-backtest"]], "Installing LumiBot": [[2, "installing-lumibot"]], "Choosing a Data Source": [[2, "choosing-a-data-source"]], "Running a Backtest with Polygon.io": [[2, "running-a-backtest-with-polygon-io"]], "Tearsheet HTML": [[2, "tearsheet-html"], [7, "tearsheet-html"]], "Trades Files": [[2, "trades-files"], [9, "trades-files"]], "Indicators Files": [[2, "indicators-files"], [3, "indicators-files"]], "Conclusion": [[2, "conclusion"], [16, "conclusion"]], "Logs CSV": [[4, "logs-csv"]], "Pandas (CSV or other data)": [[5, "pandas-csv-or-other-data"]], "Example Dataframe": [[5, "id1"]], "In Summary": [[5, "in-summary"]], "Polygon.io Backtesting": [[6, "polygon-io-backtesting"]], "ThetaData Backtesting": [[8, "thetadata-backtesting"]], "Yahoo": [[10, "yahoo"], [43, "module-lumibot.data_sources.yahoo_data"]], "Brokers": [[11, "brokers"]], "Alpaca": [[12, "alpaca"]], "Documentation": [[12, "module-lumibot.brokers.alpaca"], [18, "module-entities.asset"], [19, "module-entities.bars"], [21, "module-entities.order"], [44, "module-lumibot.strategies.strategy.Strategy"]], "Crypto Brokers (Using CCXT)": [[13, "crypto-brokers-using-ccxt"]], "Configuration Settings": [[13, "configuration-settings"]], "Running Your Strategy": [[13, "running-your-strategy"], [15, "running-your-strategy"]], "Full Example Strategy": [[13, "full-example-strategy"], [15, "full-example-strategy"]], "Interactive Brokers": [[14, "interactive-brokers"]], "Tradier": [[15, "tradier"]], "Getting Started": [[15, "getting-started"], [25, "getting-started"]], "Configuration": [[15, "configuration"]], "Deployment Guide": [[16, "deployment-guide"]], "Example Strategy for Deployment": [[16, "example-strategy-for-deployment"]], "Choosing Your Deployment Platform": [[16, "id1"]], "Deploying to Render": [[16, "id2"]], "Deploying to Replit": [[16, "id3"]], "Secrets Configuration": [[16, "secrets-configuration"]], "Broker Configuration": [[16, "broker-configuration"]], "Tradier Configuration": [[16, "tradier-configuration"], [16, "id21"]], "Alpaca Configuration": [[16, "alpaca-configuration"], [16, "id22"]], "Coinbase Configuration": [[16, "coinbase-configuration"], [16, "id23"]], "Kraken Configuration": [[16, "kraken-configuration"], [16, "id24"]], "Interactive Brokers Configuration": [[16, "interactive-brokers-configuration"], [16, "id25"]], "General Environment Variables": [[16, "general-environment-variables"], [16, "id26"]], "Final Steps": [[16, "final-steps"]], "Entities": [[17, "entities"]], "Asset": [[18, "asset"]], "Bars": [[19, "bars"]], "Data": [[20, "module-entities.data"], [69, "data"]], "Order": [[21, "order"]], "Advanced Order Types": [[21, "advanced-order-types"]], "Order With Legs": [[21, "order-with-legs"]], "Position": [[22, "module-entities.position"]], "Trading Fee": [[23, "module-entities.trading_fee"]], "What is Lumibot?": [[24, "what-is-lumibot"]], "Lumiwealth": [[24, "id1"]], "Getting Started With Lumibot": [[24, "getting-started-with-lumibot"]], "Step 1: Install the Package": [[24, "step-1-install-the-package"]], "Step 2: Import the Following Modules": [[24, "step-2-import-the-following-modules"]], "Step 3: Create an Alpaca Paper Trading Account": [[24, "step-3-create-an-alpaca-paper-trading-account"]], "Step 4: Configure Your API Keys": [[24, "step-4-configure-your-api-keys"]], "Step 5: Create a Strategy Class": [[24, "step-5-create-a-strategy-class"]], "Step 6: Instantiate the Trader, Alpaca, and Strategy Classes": [[24, "step-6-instantiate-the-trader-alpaca-and-strategy-classes"]], "Step 7: Backtest the Strategy (Optional)": [[24, "step-7-backtest-the-strategy-optional"]], "Step 8: Run the Strategy": [[24, "step-8-run-the-strategy"]], "Adding Trading Fees": [[24, "adding-trading-fees"]], "Profiling to Improve Performance": [[24, "profiling-to-improve-performance"]], "Lumibot: Backtesting and Algorithmic Trading Library": [[25, "lumibot-backtesting-and-algorithmic-trading-library"]], "Step 1: Install Lumibot": [[25, "step-1-install-lumibot"]], "Step 2: Create a Strategy for Backtesting": [[25, "step-2-create-a-strategy-for-backtesting"]], "Step 3: Take Your Bot Live": [[25, "step-3-take-your-bot-live"]], "All Together": [[25, "all-together"]], "Additional Resources": [[25, "additional-resources"]], "Need Extra Help?": [[25, "need-extra-help"]], "Table of Contents": [[25, "table-of-contents"]], "Indices and tables": [[25, "indices-and-tables"]], "Lifecycle Methods": [[26, "lifecycle-methods"]], "def after_market_closes": [[27, "def-after-market-closes"]], "Reference": [[27, "reference"], [28, "reference"], [29, "reference"], [30, "reference"], [31, "reference"], [32, "reference"], [33, "reference"], [34, "reference"], [35, "reference"], [36, "reference"], [37, "reference"], [38, "reference"], [39, "reference"], [41, "reference"]], "def before_market_closes": [[28, "def-before-market-closes"]], "def before_market_opens": [[29, "def-before-market-opens"]], "def before_starting_trading": [[30, "def-before-starting-trading"]], "def initialize": [[31, "def-initialize"]], "def on_abrupt_closing": [[32, "def-on-abrupt-closing"]], "def on_bot_crash": [[33, "def-on-bot-crash"]], "def on_canceled_order": [[34, "def-on-canceled-order"]], "def on_filled_order": [[35, "def-on-filled-order"]], "def on_new_order": [[36, "def-on-new-order"]], "def on_parameters_updated": [[37, "def-on-parameters-updated"]], "def on_partially_filled_order": [[38, "def-on-partially-filled-order"]], "def on_trading_iteration": [[39, "def-on-trading-iteration"]], "Summary": [[40, "summary"]], "def trace_stats": [[41, "def-trace-stats"]], "Backtesting Broker": [[42, "module-lumibot.backtesting.backtesting_broker"]], "Data Source Backtesting": [[42, "module-lumibot.data_sources.data_source_backtesting"]], "Data Sources": [[43, "data-sources"]], "Data Source": [[43, "module-lumibot.data_sources.data_source"]], "Pandas": [[43, "module-lumibot.data_sources.pandas_data"]], "Module contents": [[43, "module-lumibot.data_sources"]], "Strategies": [[44, "strategies"]], "Traders": [[45, "traders"]], "Trader": [[45, "module-lumibot.traders.trader"]], "Strategy Methods": [[46, "strategy-methods"]], "Account Management": [[47, "account-management"]], "self.get_cash": [[48, "self-get-cash"], [54, "self-get-cash"]], "self.get_parameters": [[49, "self-get-parameters"], [55, "self-get-parameters"], [103, "self-get-parameters"], [114, "self-get-parameters"]], "self.get_portfolio_value": [[50, "self-get-portfolio-value"], [56, "self-get-portfolio-value"]], "self.get_position": [[51, "self-get-position"], [57, "self-get-position"]], "self.get_positions": [[52, "self-get-positions"], [58, "self-get-positions"]], "self.set_parameters": [[53, "self-set-parameters"], [59, "self-set-parameters"]], "Chart Functions": [[60, "chart-functions"]], "self.add_line": [[61, "self-add-line"], [65, "self-add-line"]], "self.add_marker": [[62, "self-add-marker"], [66, "self-add-marker"]], "self.get_lines_df": [[63, "self-get-lines-df"], [67, "self-get-lines-df"]], "self.get_markers_df": [[64, "self-get-markers-df"], [68, "self-get-markers-df"]], "self.cancel_realtime_bars": [[70, "self-cancel-realtime-bars"]], "self.get_historical_prices": [[71, "self-get-historical-prices"]], "self.get_historical_prices_for_assets": [[72, "self-get-historical-prices-for-assets"]], "self.get_last_price": [[73, "self-get-last-price"]], "self.get_last_prices": [[74, "self-get-last-prices"]], "self.get_next_trading_day": [[75, "self-get-next-trading-day"], [129, "self-get-next-trading-day"], [137, "self-get-next-trading-day"]], "self.get_quote": [[76, "self-get-quote"]], "self.get_realtime_bars": [[77, "self-get-realtime-bars"]], "self.get_yesterday_dividend": [[78, "self-get-yesterday-dividend"]], "self.get_yesterday_dividends": [[79, "self-get-yesterday-dividends"]], "self.start_realtime_bars": [[80, "self-start-realtime-bars"]], "DateTime": [[81, "datetime"]], "self.get_datetime": [[82, "self-get-datetime"], [91, "self-get-datetime"]], "self.get_datetime_range": [[83, "self-get-datetime-range"], [92, "self-get-datetime-range"]], "self.get_last_day": [[84, "self-get-last-day"], [93, "self-get-last-day"]], "self.get_last_minute": [[85, "self-get-last-minute"], [94, "self-get-last-minute"]], "self.get_round_day": [[86, "self-get-round-day"], [95, "self-get-round-day"]], "self.get_round_minute": [[87, "self-get-round-minute"], [96, "self-get-round-minute"]], "self.get_timestamp": [[88, "self-get-timestamp"], [97, "self-get-timestamp"]], "self.localize_datetime": [[89, "self-localize-datetime"], [98, "self-localize-datetime"]], "self.to_default_timezone": [[90, "self-to-default-timezone"], [99, "self-to-default-timezone"]], "Miscellaneous": [[100, "miscellaneous"]], "self.await_market_to_close": [[101, "self-await-market-to-close"], [112, "self-await-market-to-close"]], "self.await_market_to_open": [[102, "self-await-market-to-open"], [113, "self-await-market-to-open"]], "self.log_message": [[104, "self-log-message"], [115, "self-log-message"]], "self.set_market": [[105, "self-set-market"], [116, "self-set-market"]], "self.sleep": [[106, "self-sleep"], [117, "self-sleep"]], "self.update_parameters": [[107, "self-update-parameters"], [118, "self-update-parameters"]], "self.wait_for_order_execution": [[108, "self-wait-for-order-execution"], [119, "self-wait-for-order-execution"]], "self.wait_for_order_registration": [[109, "self-wait-for-order-registration"], [120, "self-wait-for-order-registration"]], "self.wait_for_orders_execution": [[110, "self-wait-for-orders-execution"], [121, "self-wait-for-orders-execution"]], "self.wait_for_orders_registration": [[111, "self-wait-for-orders-registration"], [122, "self-wait-for-orders-registration"]], "Options": [[123, "options"]], "self.get_chain": [[124, "self-get-chain"], [132, "self-get-chain"]], "self.get_chains": [[125, "self-get-chains"], [133, "self-get-chains"]], "self.get_expiration": [[126, "self-get-expiration"], [134, "self-get-expiration"]], "self.get_greeks": [[127, "self-get-greeks"], [135, "self-get-greeks"]], "self.get_multiplier": [[128, "self-get-multiplier"], [136, "self-get-multiplier"]], "self.get_strikes": [[130, "self-get-strikes"], [139, "self-get-strikes"]], "self.options_expiry_to_datetime_date": [[131, "self-options-expiry-to-datetime-date"], [140, "self-options-expiry-to-datetime-date"]], "self.get_option_expiration_after_date": [[138, "self-get-option-expiration-after-date"]], "Order Management": [[141, "order-management"]], "self.cancel_open_orders": [[142, "self-cancel-open-orders"], [153, "self-cancel-open-orders"]], "self.cancel_order": [[143, "self-cancel-order"], [154, "self-cancel-order"]], "self.cancel_orders": [[144, "self-cancel-orders"], [155, "self-cancel-orders"]], "self.create_order": [[145, "self-create-order"], [156, "self-create-order"]], "self.get_asset_potential_total": [[146, "self-get-asset-potential-total"], [157, "self-get-asset-potential-total"]], "self.get_order": [[147, "self-get-order"], [158, "self-get-order"]], "self.get_orders": [[148, "self-get-orders"], [159, "self-get-orders"]], "self.get_selling_order": [[149, "self-get-selling-order"], [160, "self-get-selling-order"]], "self.sell_all": [[150, "self-sell-all"], [161, "self-sell-all"]], "self.submit_order": [[151, "self-submit-order"], [162, "self-submit-order"]], "self.submit_orders": [[152, "self-submit-orders"], [163, "self-submit-orders"]], "Parameters": [[164, "parameters"]], "Strategy Properties": [[165, "strategy-properties"]], "self.cash": [[166, "self-cash"], [181, "self-cash"]], "self.first_iteration": [[167, "self-first-iteration"], [182, "self-first-iteration"]], "self.initial_budget": [[168, "self-initial-budget"], [183, "self-initial-budget"]], "self.is_backtesting": [[169, "self-is-backtesting"], [184, "self-is-backtesting"]], "self.last_on_trading_iteration_datetime": [[170, "self-last-on-trading-iteration-datetime"], [185, "self-last-on-trading-iteration-datetime"]], "self.minutes_before_closing": [[171, "self-minutes-before-closing"], [186, "self-minutes-before-closing"]], "self.minutes_before_opening": [[172, "self-minutes-before-opening"], [187, "self-minutes-before-opening"]], "self.name": [[173, "self-name"], [188, "self-name"]], "self.portfolio_value": [[174, "self-portfolio-value"], [189, "self-portfolio-value"]], "self.pytz": [[175, "self-pytz"], [180, "self-pytz"], [190, "self-pytz"]], "self.quote_asset": [[176, "self-quote-asset"], [191, "self-quote-asset"]], "self.sleeptime": [[177, "self-sleeptime"], [192, "self-sleeptime"]], "self.timezone": [[178, "self-timezone"], [193, "self-timezone"]], "self.unspent_money": [[179, "self-unspent-money"], [194, "self-unspent-money"]]}, "indexentries": {"run_backtest() (in module lumibot.strategies.strategy.strategy)": [[1, "lumibot.strategies.strategy.Strategy.run_backtest"]], "asset_type_map (lumibot.brokers.alpaca.alpaca attribute)": [[12, "lumibot.brokers.alpaca.Alpaca.ASSET_TYPE_MAP"]], "alpaca (class in lumibot.brokers.alpaca)": [[12, "lumibot.brokers.alpaca.Alpaca"]], "orderdata (class in lumibot.brokers.alpaca)": [[12, "lumibot.brokers.alpaca.OrderData"]], "api (lumibot.brokers.alpaca.alpaca attribute)": [[12, "lumibot.brokers.alpaca.Alpaca.api"]], "cancel_order() (lumibot.brokers.alpaca.alpaca method)": [[12, "lumibot.brokers.alpaca.Alpaca.cancel_order"]], "get_historical_account_value() (lumibot.brokers.alpaca.alpaca method)": [[12, "lumibot.brokers.alpaca.Alpaca.get_historical_account_value"]], "get_time_to_close() (lumibot.brokers.alpaca.alpaca method)": [[12, "id0"], [12, "lumibot.brokers.alpaca.Alpaca.get_time_to_close"]], "get_time_to_open() (lumibot.brokers.alpaca.alpaca method)": [[12, "id1"], [12, "lumibot.brokers.alpaca.Alpaca.get_time_to_open"]], "get_timestamp() (lumibot.brokers.alpaca.alpaca method)": [[12, "id2"], [12, "lumibot.brokers.alpaca.Alpaca.get_timestamp"]], "is_market_open() (lumibot.brokers.alpaca.alpaca method)": [[12, "id3"], [12, "lumibot.brokers.alpaca.Alpaca.is_market_open"]], "lumibot.brokers.alpaca": [[12, "module-lumibot.brokers.alpaca"]], "map_asset_type() (lumibot.brokers.alpaca.alpaca method)": [[12, "lumibot.brokers.alpaca.Alpaca.map_asset_type"]], "module": [[12, "module-lumibot.brokers.alpaca"], [18, "module-entities.asset"], [19, "module-entities.bars"], [20, "module-entities.data"], [21, "module-entities.order"], [22, "module-entities.position"], [23, "module-entities.trading_fee"], [42, "module-lumibot.backtesting.backtesting_broker"], [42, "module-lumibot.data_sources.data_source_backtesting"], [43, "module-lumibot.data_sources"], [43, "module-lumibot.data_sources.data_source"], [43, "module-lumibot.data_sources.pandas_data"], [43, "module-lumibot.data_sources.yahoo_data"], [44, "module-lumibot.strategies.strategy.Strategy"], [45, "module-lumibot.traders.trader"]], "to_request_fields() (lumibot.brokers.alpaca.orderdata method)": [[12, "lumibot.brokers.alpaca.OrderData.to_request_fields"]], "asset (class in entities.asset)": [[18, "entities.asset.Asset"]], "asset.assettype (class in entities.asset)": [[18, "entities.asset.Asset.AssetType"]], "asset.optionright (class in entities.asset)": [[18, "entities.asset.Asset.OptionRight"]], "assetsmapping (class in entities.asset)": [[18, "entities.asset.AssetsMapping"]], "call (entities.asset.asset.optionright attribute)": [[18, "entities.asset.Asset.OptionRight.CALL"]], "crypto (entities.asset.asset.assettype attribute)": [[18, "entities.asset.Asset.AssetType.CRYPTO"]], "forex (entities.asset.asset.assettype attribute)": [[18, "entities.asset.Asset.AssetType.FOREX"]], "future (entities.asset.asset.assettype attribute)": [[18, "entities.asset.Asset.AssetType.FUTURE"]], "index (entities.asset.asset.assettype attribute)": [[18, "entities.asset.Asset.AssetType.INDEX"]], "option (entities.asset.asset.assettype attribute)": [[18, "entities.asset.Asset.AssetType.OPTION"]], "put (entities.asset.asset.optionright attribute)": [[18, "entities.asset.Asset.OptionRight.PUT"]], "stock (entities.asset.asset.assettype attribute)": [[18, "entities.asset.Asset.AssetType.STOCK"]], "_asset_types (entities.asset.asset attribute)": [[18, "entities.asset.Asset._asset_types"]], "_right (entities.asset.asset attribute)": [[18, "entities.asset.Asset._right"]], "asset_type (entities.asset.asset attribute)": [[18, "entities.asset.Asset.asset_type"], [18, "id0"]], "asset_type_must_be_one_of() (entities.asset.asset method)": [[18, "entities.asset.Asset.asset_type_must_be_one_of"], [18, "id1"]], "entities.asset": [[18, "module-entities.asset"]], "expiration (entities.asset.asset attribute)": [[18, "entities.asset.Asset.expiration"], [18, "id2"]], "from_dict() (entities.asset.asset class method)": [[18, "entities.asset.Asset.from_dict"]], "is_valid() (entities.asset.asset method)": [[18, "entities.asset.Asset.is_valid"]], "multiplier (entities.asset.asset attribute)": [[18, "entities.asset.Asset.multiplier"], [18, "id3"]], "precision (entities.asset.asset attribute)": [[18, "entities.asset.Asset.precision"], [18, "id4"]], "right (entities.asset.asset attribute)": [[18, "entities.asset.Asset.right"], [18, "id5"]], "right_must_be_one_of() (entities.asset.asset method)": [[18, "entities.asset.Asset.right_must_be_one_of"], [18, "id6"]], "strike (entities.asset.asset attribute)": [[18, "entities.asset.Asset.strike"], [18, "id7"]], "symbol (entities.asset.asset attribute)": [[18, "entities.asset.Asset.symbol"], [18, "id8"]], "symbol2asset() (entities.asset.asset class method)": [[18, "entities.asset.Asset.symbol2asset"]], "to_dict() (entities.asset.asset method)": [[18, "entities.asset.Asset.to_dict"]], "underlying_asset (entities.asset.asset attribute)": [[18, "entities.asset.Asset.underlying_asset"]], "bars (class in entities.bars)": [[19, "entities.bars.Bars"]], "nobardatafound": [[19, "entities.bars.NoBarDataFound"]], "aggregate_bars() (entities.bars.bars method)": [[19, "entities.bars.Bars.aggregate_bars"], [19, "id0"]], "entities.bars": [[19, "module-entities.bars"]], "filter() (entities.bars.bars method)": [[19, "entities.bars.Bars.filter"]], "get_last_dividend() (entities.bars.bars method)": [[19, "entities.bars.Bars.get_last_dividend"], [19, "id1"]], "get_last_price() (entities.bars.bars method)": [[19, "entities.bars.Bars.get_last_price"], [19, "id2"]], "get_momentum() (entities.bars.bars method)": [[19, "entities.bars.Bars.get_momentum"], [19, "id3"]], "get_total_dividends() (entities.bars.bars method)": [[19, "entities.bars.Bars.get_total_dividends"]], "get_total_return() (entities.bars.bars method)": [[19, "entities.bars.Bars.get_total_return"]], "get_total_return_pct() (entities.bars.bars method)": [[19, "entities.bars.Bars.get_total_return_pct"]], "get_total_return_pct_change() (entities.bars.bars method)": [[19, "entities.bars.Bars.get_total_return_pct_change"]], "get_total_stock_splits() (entities.bars.bars method)": [[19, "entities.bars.Bars.get_total_stock_splits"]], "get_total_volume() (entities.bars.bars method)": [[19, "entities.bars.Bars.get_total_volume"], [19, "id4"]], "parse_bar_list() (entities.bars.bars class method)": [[19, "entities.bars.Bars.parse_bar_list"]], "split() (entities.bars.bars method)": [[19, "entities.bars.Bars.split"]], "data (class in entities.data)": [[20, "entities.data.Data"]], "min_timestep (entities.data.data attribute)": [[20, "entities.data.Data.MIN_TIMESTEP"]], "timestep_mapping (entities.data.data attribute)": [[20, "entities.data.Data.TIMESTEP_MAPPING"]], "_get_bars_dict() (entities.data.data method)": [[20, "entities.data.Data._get_bars_dict"]], "asset (entities.data.data attribute)": [[20, "entities.data.Data.asset"]], "check_data() (entities.data.data method)": [[20, "entities.data.Data.check_data"], [20, "id0"]], "columns() (entities.data.data method)": [[20, "entities.data.Data.columns"], [20, "id1"]], "datalines (entities.data.data attribute)": [[20, "entities.data.Data.datalines"]], "date_end (entities.data.data attribute)": [[20, "entities.data.Data.date_end"]], "date_start (entities.data.data attribute)": [[20, "entities.data.Data.date_start"]], "df (entities.data.data attribute)": [[20, "entities.data.Data.df"]], "entities.data": [[20, "module-entities.data"]], "get_bars() (entities.data.data method)": [[20, "entities.data.Data.get_bars"], [20, "id2"]], "get_bars_between_dates() (entities.data.data method)": [[20, "entities.data.Data.get_bars_between_dates"]], "get_iter_count() (entities.data.data method)": [[20, "entities.data.Data.get_iter_count"], [20, "id3"]], "get_last_price() (entities.data.data method)": [[20, "entities.data.Data.get_last_price"], [20, "id4"]], "get_quote() (entities.data.data method)": [[20, "entities.data.Data.get_quote"]], "iter_index (entities.data.data attribute)": [[20, "entities.data.Data.iter_index"]], "repair_times_and_fill() (entities.data.data method)": [[20, "entities.data.Data.repair_times_and_fill"], [20, "id5"]], "set_date_format() (entities.data.data method)": [[20, "entities.data.Data.set_date_format"], [20, "id6"]], "set_dates() (entities.data.data method)": [[20, "entities.data.Data.set_dates"], [20, "id7"]], "set_times() (entities.data.data method)": [[20, "entities.data.Data.set_times"], [20, "id8"]], "sybmol (entities.data.data attribute)": [[20, "entities.data.Data.sybmol"]], "timestep (entities.data.data attribute)": [[20, "entities.data.Data.timestep"]], "to_datalines() (entities.data.data method)": [[20, "entities.data.Data.to_datalines"], [20, "id9"]], "trading_hours_end (entities.data.data attribute)": [[20, "entities.data.Data.trading_hours_end"]], "trading_hours_start (entities.data.data attribute)": [[20, "entities.data.Data.trading_hours_start"]], "trim_data() (entities.data.data method)": [[20, "entities.data.Data.trim_data"], [20, "id10"]], "bracket (entities.order.order.orderclass attribute)": [[21, "entities.order.Order.OrderClass.BRACKET"]], "bracket (entities.order.order.ordertype attribute)": [[21, "entities.order.Order.OrderType.BRACKET"]], "buy (entities.order.order.orderside attribute)": [[21, "entities.order.Order.OrderSide.BUY"]], "buy_to_close (entities.order.order.orderside attribute)": [[21, "entities.order.Order.OrderSide.BUY_TO_CLOSE"]], "buy_to_cover (entities.order.order.orderside attribute)": [[21, "entities.order.Order.OrderSide.BUY_TO_COVER"]], "buy_to_open (entities.order.order.orderside attribute)": [[21, "entities.order.Order.OrderSide.BUY_TO_OPEN"]], "canceled (entities.order.order.orderstatus attribute)": [[21, "entities.order.Order.OrderStatus.CANCELED"]], "cancelling (entities.order.order.orderstatus attribute)": [[21, "entities.order.Order.OrderStatus.CANCELLING"]], "cash_settled (entities.order.order.orderstatus attribute)": [[21, "entities.order.Order.OrderStatus.CASH_SETTLED"]], "error (entities.order.order.orderstatus attribute)": [[21, "entities.order.Order.OrderStatus.ERROR"]], "expired (entities.order.order.orderstatus attribute)": [[21, "entities.order.Order.OrderStatus.EXPIRED"]], "filled (entities.order.order.orderstatus attribute)": [[21, "entities.order.Order.OrderStatus.FILLED"]], "limit (entities.order.order.ordertype attribute)": [[21, "entities.order.Order.OrderType.LIMIT"]], "market (entities.order.order.ordertype attribute)": [[21, "entities.order.Order.OrderType.MARKET"]], "multileg (entities.order.order.orderclass attribute)": [[21, "entities.order.Order.OrderClass.MULTILEG"]], "new (entities.order.order.orderstatus attribute)": [[21, "entities.order.Order.OrderStatus.NEW"]], "oco (entities.order.order.orderclass attribute)": [[21, "entities.order.Order.OrderClass.OCO"]], "oco (entities.order.order.ordertype attribute)": [[21, "entities.order.Order.OrderType.OCO"]], "open (entities.order.order.orderstatus attribute)": [[21, "entities.order.Order.OrderStatus.OPEN"]], "oto (entities.order.order.orderclass attribute)": [[21, "entities.order.Order.OrderClass.OTO"]], "oto (entities.order.order.ordertype attribute)": [[21, "entities.order.Order.OrderType.OTO"]], "order (class in entities.order)": [[21, "entities.order.Order"]], "order.orderclass (class in entities.order)": [[21, "entities.order.Order.OrderClass"]], "order.orderside (class in entities.order)": [[21, "entities.order.Order.OrderSide"]], "order.orderstatus (class in entities.order)": [[21, "entities.order.Order.OrderStatus"]], "order.ordertype (class in entities.order)": [[21, "entities.order.Order.OrderType"]], "order.transaction (class in entities.order)": [[21, "entities.order.Order.Transaction"]], "partially_filled (entities.order.order.orderstatus attribute)": [[21, "entities.order.Order.OrderStatus.PARTIALLY_FILLED"]], "sell (entities.order.order.orderside attribute)": [[21, "entities.order.Order.OrderSide.SELL"]], "sell_short (entities.order.order.orderside attribute)": [[21, "entities.order.Order.OrderSide.SELL_SHORT"]], "sell_to_close (entities.order.order.orderside attribute)": [[21, "entities.order.Order.OrderSide.SELL_TO_CLOSE"]], "sell_to_open (entities.order.order.orderside attribute)": [[21, "entities.order.Order.OrderSide.SELL_TO_OPEN"]], "stop (entities.order.order.ordertype attribute)": [[21, "entities.order.Order.OrderType.STOP"]], "stop_limit (entities.order.order.ordertype attribute)": [[21, "entities.order.Order.OrderType.STOP_LIMIT"]], "trail (entities.order.order.ordertype attribute)": [[21, "entities.order.Order.OrderType.TRAIL"]], "unprocessed (entities.order.order.orderstatus attribute)": [[21, "entities.order.Order.OrderStatus.UNPROCESSED"]], "add_child_order() (entities.order.order method)": [[21, "entities.order.Order.add_child_order"]], "add_transaction() (entities.order.order method)": [[21, "entities.order.Order.add_transaction"]], "avg_fill_price (entities.order.order property)": [[21, "entities.order.Order.avg_fill_price"]], "cash_pending() (entities.order.order method)": [[21, "entities.order.Order.cash_pending"]], "entities.order": [[21, "module-entities.order"]], "equivalent_status() (entities.order.order method)": [[21, "entities.order.Order.equivalent_status"]], "from_dict() (entities.order.order class method)": [[21, "entities.order.Order.from_dict"]], "get_fill_price() (entities.order.order method)": [[21, "entities.order.Order.get_fill_price"]], "get_increment() (entities.order.order method)": [[21, "entities.order.Order.get_increment"]], "is_active() (entities.order.order method)": [[21, "entities.order.Order.is_active"]], "is_buy_order() (entities.order.order method)": [[21, "entities.order.Order.is_buy_order"]], "is_canceled() (entities.order.order method)": [[21, "entities.order.Order.is_canceled"]], "is_filled() (entities.order.order method)": [[21, "entities.order.Order.is_filled"]], "is_option() (entities.order.order method)": [[21, "entities.order.Order.is_option"]], "is_sell_order() (entities.order.order method)": [[21, "entities.order.Order.is_sell_order"]], "price (entities.order.order.transaction attribute)": [[21, "entities.order.Order.Transaction.price"]], "quantity (entities.order.order property)": [[21, "entities.order.Order.quantity"]], "quantity (entities.order.order.transaction attribute)": [[21, "entities.order.Order.Transaction.quantity"]], "set_canceled() (entities.order.order method)": [[21, "entities.order.Order.set_canceled"]], "set_error() (entities.order.order method)": [[21, "entities.order.Order.set_error"]], "set_filled() (entities.order.order method)": [[21, "entities.order.Order.set_filled"]], "set_identifier() (entities.order.order method)": [[21, "entities.order.Order.set_identifier"]], "set_new() (entities.order.order method)": [[21, "entities.order.Order.set_new"]], "set_partially_filled() (entities.order.order method)": [[21, "entities.order.Order.set_partially_filled"]], "status (entities.order.order property)": [[21, "entities.order.Order.status"]], "to_dict() (entities.order.order method)": [[21, "entities.order.Order.to_dict"]], "to_position() (entities.order.order method)": [[21, "entities.order.Order.to_position"]], "update_raw() (entities.order.order method)": [[21, "entities.order.Order.update_raw"]], "update_trail_stop_price() (entities.order.order method)": [[21, "entities.order.Order.update_trail_stop_price"]], "wait_to_be_closed() (entities.order.order method)": [[21, "entities.order.Order.wait_to_be_closed"]], "wait_to_be_registered() (entities.order.order method)": [[21, "entities.order.Order.wait_to_be_registered"]], "was_transmitted() (entities.order.order method)": [[21, "entities.order.Order.was_transmitted"]], "position (class in entities.position)": [[22, "entities.position.Position"]], "add_order() (entities.position.position method)": [[22, "entities.position.Position.add_order"]], "asset (entities.position.position attribute)": [[22, "entities.position.Position.asset"]], "available (entities.position.position attribute)": [[22, "entities.position.Position.available"]], "available (entities.position.position property)": [[22, "id0"]], "avg_fill_price (entities.position.position attribute)": [[22, "entities.position.Position.avg_fill_price"]], "entities.position": [[22, "module-entities.position"]], "from_dict() (entities.position.position class method)": [[22, "entities.position.Position.from_dict"]], "get_selling_order() (entities.position.position method)": [[22, "entities.position.Position.get_selling_order"]], "hold (entities.position.position attribute)": [[22, "entities.position.Position.hold"]], "hold (entities.position.position property)": [[22, "id1"]], "orders (entities.position.position attribute)": [[22, "entities.position.Position.orders"]], "quantity (entities.position.position attribute)": [[22, "entities.position.Position.quantity"]], "quantity (entities.position.position property)": [[22, "id2"]], "strategy (entities.position.position attribute)": [[22, "entities.position.Position.strategy"]], "symbol (entities.position.position attribute)": [[22, "entities.position.Position.symbol"]], "to_dict() (entities.position.position method)": [[22, "entities.position.Position.to_dict"]], "value_type() (entities.position.position method)": [[22, "entities.position.Position.value_type"]], "tradingfee (class in entities.trading_fee)": [[23, "entities.trading_fee.TradingFee"]], "entities.trading_fee": [[23, "module-entities.trading_fee"]], "after_market_closes() (in module lumibot.strategies.strategy.strategy)": [[27, "lumibot.strategies.strategy.Strategy.after_market_closes"]], "before_market_closes() (in module lumibot.strategies.strategy.strategy)": [[28, "lumibot.strategies.strategy.Strategy.before_market_closes"]], "before_market_opens() (in module lumibot.strategies.strategy.strategy)": [[29, "lumibot.strategies.strategy.Strategy.before_market_opens"]], "before_starting_trading() (in module lumibot.strategies.strategy.strategy)": [[30, "lumibot.strategies.strategy.Strategy.before_starting_trading"]], "initialize() (in module lumibot.strategies.strategy.strategy)": [[31, "lumibot.strategies.strategy.Strategy.initialize"]], "on_abrupt_closing() (in module lumibot.strategies.strategy.strategy)": [[32, "lumibot.strategies.strategy.Strategy.on_abrupt_closing"]], "on_bot_crash() (in module lumibot.strategies.strategy.strategy)": [[33, "lumibot.strategies.strategy.Strategy.on_bot_crash"]], "on_canceled_order() (in module lumibot.strategies.strategy.strategy)": [[34, "lumibot.strategies.strategy.Strategy.on_canceled_order"]], "on_filled_order() (in module lumibot.strategies.strategy.strategy)": [[35, "lumibot.strategies.strategy.Strategy.on_filled_order"]], "on_new_order() (in module lumibot.strategies.strategy.strategy)": [[36, "lumibot.strategies.strategy.Strategy.on_new_order"]], "on_parameters_updated() (in module lumibot.strategies.strategy.strategy)": [[37, "lumibot.strategies.strategy.Strategy.on_parameters_updated"]], "on_partially_filled_order() (in module lumibot.strategies.strategy.strategy)": [[38, "lumibot.strategies.strategy.Strategy.on_partially_filled_order"]], "on_trading_iteration() (in module lumibot.strategies.strategy.strategy)": [[39, "lumibot.strategies.strategy.Strategy.on_trading_iteration"]], "trace_stats() (in module lumibot.strategies.strategy.strategy)": [[41, "lumibot.strategies.strategy.Strategy.trace_stats"]], "backtestingbroker (class in lumibot.backtesting.backtesting_broker)": [[42, "lumibot.backtesting.backtesting_broker.BacktestingBroker"]], "datasourcebacktesting (class in lumibot.data_sources.data_source_backtesting)": [[42, "lumibot.data_sources.data_source_backtesting.DataSourceBacktesting"]], "is_backtesting_broker (lumibot.backtesting.backtesting_broker.backtestingbroker attribute)": [[42, "lumibot.backtesting.backtesting_broker.BacktestingBroker.IS_BACKTESTING_BROKER"]], "is_backtesting_data_source (lumibot.data_sources.data_source_backtesting.datasourcebacktesting attribute)": [[42, "lumibot.data_sources.data_source_backtesting.DataSourceBacktesting.IS_BACKTESTING_DATA_SOURCE"]], "calculate_trade_cost() (lumibot.backtesting.backtesting_broker.backtestingbroker method)": [[42, "lumibot.backtesting.backtesting_broker.BacktestingBroker.calculate_trade_cost"]], "cancel_order() (lumibot.backtesting.backtesting_broker.backtestingbroker method)": [[42, "lumibot.backtesting.backtesting_broker.BacktestingBroker.cancel_order"]], "cash_settle_options_contract() (lumibot.backtesting.backtesting_broker.backtestingbroker method)": [[42, "lumibot.backtesting.backtesting_broker.BacktestingBroker.cash_settle_options_contract"]], "datetime (lumibot.backtesting.backtesting_broker.backtestingbroker property)": [[42, "lumibot.backtesting.backtesting_broker.BacktestingBroker.datetime"]], "get_datetime() (lumibot.data_sources.data_source_backtesting.datasourcebacktesting method)": [[42, "lumibot.data_sources.data_source_backtesting.DataSourceBacktesting.get_datetime"]], "get_datetime_range() (lumibot.data_sources.data_source_backtesting.datasourcebacktesting method)": [[42, "lumibot.data_sources.data_source_backtesting.DataSourceBacktesting.get_datetime_range"]], "get_historical_account_value() (lumibot.backtesting.backtesting_broker.backtestingbroker method)": [[42, "lumibot.backtesting.backtesting_broker.BacktestingBroker.get_historical_account_value"]], "get_last_bar() (lumibot.backtesting.backtesting_broker.backtestingbroker method)": [[42, "lumibot.backtesting.backtesting_broker.BacktestingBroker.get_last_bar"]], "get_time_to_close() (lumibot.backtesting.backtesting_broker.backtestingbroker method)": [[42, "lumibot.backtesting.backtesting_broker.BacktestingBroker.get_time_to_close"]], "get_time_to_open() (lumibot.backtesting.backtesting_broker.backtestingbroker method)": [[42, "lumibot.backtesting.backtesting_broker.BacktestingBroker.get_time_to_open"]], "is_market_open() (lumibot.backtesting.backtesting_broker.backtestingbroker method)": [[42, "lumibot.backtesting.backtesting_broker.BacktestingBroker.is_market_open"]], "limit_order() (lumibot.backtesting.backtesting_broker.backtestingbroker method)": [[42, "lumibot.backtesting.backtesting_broker.BacktestingBroker.limit_order"]], "lumibot.backtesting.backtesting_broker": [[42, "module-lumibot.backtesting.backtesting_broker"]], "lumibot.data_sources.data_source_backtesting": [[42, "module-lumibot.data_sources.data_source_backtesting"]], "process_expired_option_contracts() (lumibot.backtesting.backtesting_broker.backtestingbroker method)": [[42, "lumibot.backtesting.backtesting_broker.BacktestingBroker.process_expired_option_contracts"]], "process_pending_orders() (lumibot.backtesting.backtesting_broker.backtestingbroker method)": [[42, "lumibot.backtesting.backtesting_broker.BacktestingBroker.process_pending_orders"]], "should_continue() (lumibot.backtesting.backtesting_broker.backtestingbroker method)": [[42, "lumibot.backtesting.backtesting_broker.BacktestingBroker.should_continue"]], "stop_order() (lumibot.backtesting.backtesting_broker.backtestingbroker method)": [[42, "lumibot.backtesting.backtesting_broker.BacktestingBroker.stop_order"]], "submit_order() (lumibot.backtesting.backtesting_broker.backtestingbroker method)": [[42, "lumibot.backtesting.backtesting_broker.BacktestingBroker.submit_order"]], "submit_orders() (lumibot.backtesting.backtesting_broker.backtestingbroker method)": [[42, "lumibot.backtesting.backtesting_broker.BacktestingBroker.submit_orders"]], "default_pytz (lumibot.data_sources.data_source.datasource attribute)": [[43, "lumibot.data_sources.data_source.DataSource.DEFAULT_PYTZ"]], "default_timezone (lumibot.data_sources.data_source.datasource attribute)": [[43, "lumibot.data_sources.data_source.DataSource.DEFAULT_TIMEZONE"]], "datasource (class in lumibot.data_sources.data_source)": [[43, "lumibot.data_sources.data_source.DataSource"]], "is_backtesting_data_source (lumibot.data_sources.data_source.datasource attribute)": [[43, "lumibot.data_sources.data_source.DataSource.IS_BACKTESTING_DATA_SOURCE"]], "min_timestep (lumibot.data_sources.data_source.datasource attribute)": [[43, "lumibot.data_sources.data_source.DataSource.MIN_TIMESTEP"]], "min_timestep (lumibot.data_sources.yahoo_data.yahoodata attribute)": [[43, "lumibot.data_sources.yahoo_data.YahooData.MIN_TIMESTEP"]], "pandasdata (class in lumibot.data_sources.pandas_data)": [[43, "lumibot.data_sources.pandas_data.PandasData"]], "source (lumibot.data_sources.data_source.datasource attribute)": [[43, "lumibot.data_sources.data_source.DataSource.SOURCE"]], "source (lumibot.data_sources.pandas_data.pandasdata attribute)": [[43, "lumibot.data_sources.pandas_data.PandasData.SOURCE"]], "source (lumibot.data_sources.yahoo_data.yahoodata attribute)": [[43, "lumibot.data_sources.yahoo_data.YahooData.SOURCE"]], "timestep_mapping (lumibot.data_sources.data_source.datasource attribute)": [[43, "lumibot.data_sources.data_source.DataSource.TIMESTEP_MAPPING"]], "timestep_mapping (lumibot.data_sources.pandas_data.pandasdata attribute)": [[43, "lumibot.data_sources.pandas_data.PandasData.TIMESTEP_MAPPING"]], "timestep_mapping (lumibot.data_sources.yahoo_data.yahoodata attribute)": [[43, "lumibot.data_sources.yahoo_data.YahooData.TIMESTEP_MAPPING"]], "yahoodata (class in lumibot.data_sources.yahoo_data)": [[43, "lumibot.data_sources.yahoo_data.YahooData"]], "calculate_greeks() (lumibot.data_sources.data_source.datasource method)": [[43, "lumibot.data_sources.data_source.DataSource.calculate_greeks"]], "clean_trading_times() (lumibot.data_sources.pandas_data.pandasdata method)": [[43, "lumibot.data_sources.pandas_data.PandasData.clean_trading_times"]], "convert_timestep_str_to_timedelta() (lumibot.data_sources.data_source.datasource static method)": [[43, "lumibot.data_sources.data_source.DataSource.convert_timestep_str_to_timedelta"]], "find_asset_in_data_store() (lumibot.data_sources.pandas_data.pandasdata method)": [[43, "lumibot.data_sources.pandas_data.PandasData.find_asset_in_data_store"]], "get_asset_by_name() (lumibot.data_sources.pandas_data.pandasdata method)": [[43, "lumibot.data_sources.pandas_data.PandasData.get_asset_by_name"]], "get_asset_by_symbol() (lumibot.data_sources.pandas_data.pandasdata method)": [[43, "lumibot.data_sources.pandas_data.PandasData.get_asset_by_symbol"]], "get_assets() (lumibot.data_sources.pandas_data.pandasdata method)": [[43, "lumibot.data_sources.pandas_data.PandasData.get_assets"]], "get_bars() (lumibot.data_sources.data_source.datasource method)": [[43, "lumibot.data_sources.data_source.DataSource.get_bars"]], "get_chains() (lumibot.data_sources.data_source.datasource method)": [[43, "lumibot.data_sources.data_source.DataSource.get_chains"]], "get_chains() (lumibot.data_sources.pandas_data.pandasdata method)": [[43, "lumibot.data_sources.pandas_data.PandasData.get_chains"]], "get_chains() (lumibot.data_sources.yahoo_data.yahoodata method)": [[43, "lumibot.data_sources.yahoo_data.YahooData.get_chains"]], "get_datetime() (lumibot.data_sources.data_source.datasource method)": [[43, "lumibot.data_sources.data_source.DataSource.get_datetime"]], "get_datetime_range() (lumibot.data_sources.data_source.datasource method)": [[43, "lumibot.data_sources.data_source.DataSource.get_datetime_range"]], "get_historical_prices() (lumibot.data_sources.data_source.datasource method)": [[43, "lumibot.data_sources.data_source.DataSource.get_historical_prices"]], "get_historical_prices() (lumibot.data_sources.pandas_data.pandasdata method)": [[43, "lumibot.data_sources.pandas_data.PandasData.get_historical_prices"]], "get_historical_prices() (lumibot.data_sources.yahoo_data.yahoodata method)": [[43, "lumibot.data_sources.yahoo_data.YahooData.get_historical_prices"]], "get_last_day() (lumibot.data_sources.data_source.datasource method)": [[43, "lumibot.data_sources.data_source.DataSource.get_last_day"]], "get_last_minute() (lumibot.data_sources.data_source.datasource method)": [[43, "lumibot.data_sources.data_source.DataSource.get_last_minute"]], "get_last_price() (lumibot.data_sources.data_source.datasource method)": [[43, "lumibot.data_sources.data_source.DataSource.get_last_price"]], "get_last_price() (lumibot.data_sources.pandas_data.pandasdata method)": [[43, "lumibot.data_sources.pandas_data.PandasData.get_last_price"]], "get_last_price() (lumibot.data_sources.yahoo_data.yahoodata method)": [[43, "lumibot.data_sources.yahoo_data.YahooData.get_last_price"]], "get_last_prices() (lumibot.data_sources.data_source.datasource method)": [[43, "lumibot.data_sources.data_source.DataSource.get_last_prices"]], "get_last_prices() (lumibot.data_sources.pandas_data.pandasdata method)": [[43, "lumibot.data_sources.pandas_data.PandasData.get_last_prices"]], "get_round_day() (lumibot.data_sources.data_source.datasource method)": [[43, "lumibot.data_sources.data_source.DataSource.get_round_day"]], "get_round_minute() (lumibot.data_sources.data_source.datasource method)": [[43, "lumibot.data_sources.data_source.DataSource.get_round_minute"]], "get_start_datetime_and_ts_unit() (lumibot.data_sources.pandas_data.pandasdata method)": [[43, "lumibot.data_sources.pandas_data.PandasData.get_start_datetime_and_ts_unit"]], "get_strikes() (lumibot.data_sources.data_source.datasource method)": [[43, "lumibot.data_sources.data_source.DataSource.get_strikes"]], "get_strikes() (lumibot.data_sources.yahoo_data.yahoodata method)": [[43, "lumibot.data_sources.yahoo_data.YahooData.get_strikes"]], "get_timestamp() (lumibot.data_sources.data_source.datasource method)": [[43, "lumibot.data_sources.data_source.DataSource.get_timestamp"]], "get_timestep() (lumibot.data_sources.data_source.datasource method)": [[43, "lumibot.data_sources.data_source.DataSource.get_timestep"]], "get_trading_days_pandas() (lumibot.data_sources.pandas_data.pandasdata method)": [[43, "lumibot.data_sources.pandas_data.PandasData.get_trading_days_pandas"]], "get_yesterday_dividend() (lumibot.data_sources.data_source.datasource method)": [[43, "lumibot.data_sources.data_source.DataSource.get_yesterday_dividend"]], "get_yesterday_dividend() (lumibot.data_sources.pandas_data.pandasdata method)": [[43, "lumibot.data_sources.pandas_data.PandasData.get_yesterday_dividend"]], "get_yesterday_dividends() (lumibot.data_sources.data_source.datasource method)": [[43, "lumibot.data_sources.data_source.DataSource.get_yesterday_dividends"]], "get_yesterday_dividends() (lumibot.data_sources.pandas_data.pandasdata method)": [[43, "lumibot.data_sources.pandas_data.PandasData.get_yesterday_dividends"]], "load_data() (lumibot.data_sources.pandas_data.pandasdata method)": [[43, "lumibot.data_sources.pandas_data.PandasData.load_data"]], "localize_datetime() (lumibot.data_sources.data_source.datasource class method)": [[43, "lumibot.data_sources.data_source.DataSource.localize_datetime"]], "lumibot.data_sources": [[43, "module-lumibot.data_sources"]], "lumibot.data_sources.data_source": [[43, "module-lumibot.data_sources.data_source"]], "lumibot.data_sources.pandas_data": [[43, "module-lumibot.data_sources.pandas_data"]], "lumibot.data_sources.yahoo_data": [[43, "module-lumibot.data_sources.yahoo_data"]], "query_greeks() (lumibot.data_sources.data_source.datasource method)": [[43, "lumibot.data_sources.data_source.DataSource.query_greeks"]], "to_default_timezone() (lumibot.data_sources.data_source.datasource class method)": [[43, "lumibot.data_sources.data_source.DataSource.to_default_timezone"]], "update_date_index() (lumibot.data_sources.pandas_data.pandasdata method)": [[43, "lumibot.data_sources.pandas_data.PandasData.update_date_index"]], "lumibot.strategies.strategy.strategy": [[44, "module-lumibot.strategies.strategy.Strategy"]], "trader (class in lumibot.traders.trader)": [[45, "lumibot.traders.trader.Trader"]], "add_strategy() (lumibot.traders.trader.trader method)": [[45, "lumibot.traders.trader.Trader.add_strategy"]], "is_backtest_broker (lumibot.traders.trader.trader property)": [[45, "lumibot.traders.trader.Trader.is_backtest_broker"]], "lumibot.traders.trader": [[45, "module-lumibot.traders.trader"]], "run_all() (lumibot.traders.trader.trader method)": [[45, "lumibot.traders.trader.Trader.run_all"]], "run_all_async() (lumibot.traders.trader.trader method)": [[45, "lumibot.traders.trader.Trader.run_all_async"]], "stop_all() (lumibot.traders.trader.trader method)": [[45, "lumibot.traders.trader.Trader.stop_all"]], "get_cash() (in module lumibot.strategies.strategy.strategy)": [[48, "lumibot.strategies.strategy.Strategy.get_cash"], [54, "lumibot.strategies.strategy.Strategy.get_cash"]], "get_parameters() (in module lumibot.strategies.strategy.strategy)": [[49, "lumibot.strategies.strategy.Strategy.get_parameters"], [55, "lumibot.strategies.strategy.Strategy.get_parameters"], [103, "lumibot.strategies.strategy.Strategy.get_parameters"], [114, "lumibot.strategies.strategy.Strategy.get_parameters"]], "get_portfolio_value() (in module lumibot.strategies.strategy.strategy)": [[50, "lumibot.strategies.strategy.Strategy.get_portfolio_value"], [56, "lumibot.strategies.strategy.Strategy.get_portfolio_value"]], "get_position() (in module lumibot.strategies.strategy.strategy)": [[51, "lumibot.strategies.strategy.Strategy.get_position"], [57, "lumibot.strategies.strategy.Strategy.get_position"]], "get_positions() (in module lumibot.strategies.strategy.strategy)": [[52, "lumibot.strategies.strategy.Strategy.get_positions"], [58, "lumibot.strategies.strategy.Strategy.get_positions"]], "set_parameters() (in module lumibot.strategies.strategy.strategy)": [[53, "lumibot.strategies.strategy.Strategy.set_parameters"], [59, "lumibot.strategies.strategy.Strategy.set_parameters"]], "add_line() (in module lumibot.strategies.strategy.strategy)": [[61, "lumibot.strategies.strategy.Strategy.add_line"], [65, "lumibot.strategies.strategy.Strategy.add_line"]], "add_marker() (in module lumibot.strategies.strategy.strategy)": [[62, "lumibot.strategies.strategy.Strategy.add_marker"], [66, "lumibot.strategies.strategy.Strategy.add_marker"]], "get_lines_df() (in module lumibot.strategies.strategy.strategy)": [[63, "lumibot.strategies.strategy.Strategy.get_lines_df"], [67, "lumibot.strategies.strategy.Strategy.get_lines_df"]], "get_markers_df() (in module lumibot.strategies.strategy.strategy)": [[64, "lumibot.strategies.strategy.Strategy.get_markers_df"], [68, "lumibot.strategies.strategy.Strategy.get_markers_df"]], "cancel_realtime_bars() (in module lumibot.strategies.strategy.strategy)": [[70, "lumibot.strategies.strategy.Strategy.cancel_realtime_bars"]], "get_historical_prices() (in module lumibot.strategies.strategy.strategy)": [[71, "lumibot.strategies.strategy.Strategy.get_historical_prices"]], "get_historical_prices_for_assets() (in module lumibot.strategies.strategy.strategy)": [[72, "lumibot.strategies.strategy.Strategy.get_historical_prices_for_assets"]], "get_last_price() (in module lumibot.strategies.strategy.strategy)": [[73, "lumibot.strategies.strategy.Strategy.get_last_price"]], "get_last_prices() (in module lumibot.strategies.strategy.strategy)": [[74, "lumibot.strategies.strategy.Strategy.get_last_prices"]], "get_next_trading_day() (in module lumibot.strategies.strategy.strategy)": [[75, "lumibot.strategies.strategy.Strategy.get_next_trading_day"], [129, "lumibot.strategies.strategy.Strategy.get_next_trading_day"], [137, "lumibot.strategies.strategy.Strategy.get_next_trading_day"]], "get_quote() (in module lumibot.strategies.strategy.strategy)": [[76, "lumibot.strategies.strategy.Strategy.get_quote"]], "get_realtime_bars() (in module lumibot.strategies.strategy.strategy)": [[77, "lumibot.strategies.strategy.Strategy.get_realtime_bars"]], "get_yesterday_dividend() (in module lumibot.strategies.strategy.strategy)": [[78, "lumibot.strategies.strategy.Strategy.get_yesterday_dividend"]], "get_yesterday_dividends() (in module lumibot.strategies.strategy.strategy)": [[79, "lumibot.strategies.strategy.Strategy.get_yesterday_dividends"]], "start_realtime_bars() (in module lumibot.strategies.strategy.strategy)": [[80, "lumibot.strategies.strategy.Strategy.start_realtime_bars"]], "get_datetime() (in module lumibot.strategies.strategy.strategy)": [[82, "lumibot.strategies.strategy.Strategy.get_datetime"], [91, "lumibot.strategies.strategy.Strategy.get_datetime"]], "get_datetime_range() (in module lumibot.strategies.strategy.strategy)": [[83, "lumibot.strategies.strategy.Strategy.get_datetime_range"], [92, "lumibot.strategies.strategy.Strategy.get_datetime_range"]], "get_last_day() (in module lumibot.strategies.strategy.strategy)": [[84, "lumibot.strategies.strategy.Strategy.get_last_day"], [93, "lumibot.strategies.strategy.Strategy.get_last_day"]], "get_last_minute() (in module lumibot.strategies.strategy.strategy)": [[85, "lumibot.strategies.strategy.Strategy.get_last_minute"], [94, "lumibot.strategies.strategy.Strategy.get_last_minute"]], "get_round_day() (in module lumibot.strategies.strategy.strategy)": [[86, "lumibot.strategies.strategy.Strategy.get_round_day"], [95, "lumibot.strategies.strategy.Strategy.get_round_day"]], "get_round_minute() (in module lumibot.strategies.strategy.strategy)": [[87, "lumibot.strategies.strategy.Strategy.get_round_minute"], [96, "lumibot.strategies.strategy.Strategy.get_round_minute"]], "get_timestamp() (in module lumibot.strategies.strategy.strategy)": [[88, "lumibot.strategies.strategy.Strategy.get_timestamp"], [97, "lumibot.strategies.strategy.Strategy.get_timestamp"]], "localize_datetime() (in module lumibot.strategies.strategy.strategy)": [[89, "lumibot.strategies.strategy.Strategy.localize_datetime"], [98, "lumibot.strategies.strategy.Strategy.localize_datetime"]], "to_default_timezone() (in module lumibot.strategies.strategy.strategy)": [[90, "lumibot.strategies.strategy.Strategy.to_default_timezone"], [99, "lumibot.strategies.strategy.Strategy.to_default_timezone"]], "await_market_to_close() (in module lumibot.strategies.strategy.strategy)": [[101, "lumibot.strategies.strategy.Strategy.await_market_to_close"], [112, "lumibot.strategies.strategy.Strategy.await_market_to_close"]], "await_market_to_open() (in module lumibot.strategies.strategy.strategy)": [[102, "lumibot.strategies.strategy.Strategy.await_market_to_open"], [113, "lumibot.strategies.strategy.Strategy.await_market_to_open"]], "log_message() (in module lumibot.strategies.strategy.strategy)": [[104, "lumibot.strategies.strategy.Strategy.log_message"], [115, "lumibot.strategies.strategy.Strategy.log_message"]], "set_market() (in module lumibot.strategies.strategy.strategy)": [[105, "lumibot.strategies.strategy.Strategy.set_market"], [116, "lumibot.strategies.strategy.Strategy.set_market"]], "sleep() (in module lumibot.strategies.strategy.strategy)": [[106, "lumibot.strategies.strategy.Strategy.sleep"], [117, "lumibot.strategies.strategy.Strategy.sleep"]], "update_parameters() (in module lumibot.strategies.strategy.strategy)": [[107, "lumibot.strategies.strategy.Strategy.update_parameters"], [118, "lumibot.strategies.strategy.Strategy.update_parameters"]], "wait_for_order_execution() (in module lumibot.strategies.strategy.strategy)": [[108, "lumibot.strategies.strategy.Strategy.wait_for_order_execution"], [119, "lumibot.strategies.strategy.Strategy.wait_for_order_execution"]], "wait_for_order_registration() (in module lumibot.strategies.strategy.strategy)": [[109, "lumibot.strategies.strategy.Strategy.wait_for_order_registration"], [120, "lumibot.strategies.strategy.Strategy.wait_for_order_registration"]], "wait_for_orders_execution() (in module lumibot.strategies.strategy.strategy)": [[110, "lumibot.strategies.strategy.Strategy.wait_for_orders_execution"], [121, "lumibot.strategies.strategy.Strategy.wait_for_orders_execution"]], "wait_for_orders_registration() (in module lumibot.strategies.strategy.strategy)": [[111, "lumibot.strategies.strategy.Strategy.wait_for_orders_registration"], [122, "lumibot.strategies.strategy.Strategy.wait_for_orders_registration"]], "get_chain() (in module lumibot.strategies.strategy.strategy)": [[124, "lumibot.strategies.strategy.Strategy.get_chain"], [132, "lumibot.strategies.strategy.Strategy.get_chain"]], "get_chains() (in module lumibot.strategies.strategy.strategy)": [[125, "lumibot.strategies.strategy.Strategy.get_chains"], [133, "lumibot.strategies.strategy.Strategy.get_chains"]], "get_expiration() (in module lumibot.strategies.strategy.strategy)": [[126, "lumibot.strategies.strategy.Strategy.get_expiration"], [134, "lumibot.strategies.strategy.Strategy.get_expiration"]], "get_greeks() (in module lumibot.strategies.strategy.strategy)": [[127, "lumibot.strategies.strategy.Strategy.get_greeks"], [135, "lumibot.strategies.strategy.Strategy.get_greeks"]], "get_multiplier() (in module lumibot.strategies.strategy.strategy)": [[128, "lumibot.strategies.strategy.Strategy.get_multiplier"], [136, "lumibot.strategies.strategy.Strategy.get_multiplier"]], "get_strikes() (in module lumibot.strategies.strategy.strategy)": [[130, "lumibot.strategies.strategy.Strategy.get_strikes"], [139, "lumibot.strategies.strategy.Strategy.get_strikes"]], "options_expiry_to_datetime_date() (in module lumibot.strategies.strategy.strategy)": [[131, "lumibot.strategies.strategy.Strategy.options_expiry_to_datetime_date"], [140, "lumibot.strategies.strategy.Strategy.options_expiry_to_datetime_date"]], "get_option_expiration_after_date() (in module lumibot.strategies.strategy.strategy)": [[138, "lumibot.strategies.strategy.Strategy.get_option_expiration_after_date"]], "cancel_open_orders() (in module lumibot.strategies.strategy.strategy)": [[142, "lumibot.strategies.strategy.Strategy.cancel_open_orders"], [153, "lumibot.strategies.strategy.Strategy.cancel_open_orders"]], "cancel_order() (in module lumibot.strategies.strategy.strategy)": [[143, "lumibot.strategies.strategy.Strategy.cancel_order"], [154, "lumibot.strategies.strategy.Strategy.cancel_order"]], "cancel_orders() (in module lumibot.strategies.strategy.strategy)": [[144, "lumibot.strategies.strategy.Strategy.cancel_orders"], [155, "lumibot.strategies.strategy.Strategy.cancel_orders"]], "create_order() (in module lumibot.strategies.strategy.strategy)": [[145, "lumibot.strategies.strategy.Strategy.create_order"], [156, "lumibot.strategies.strategy.Strategy.create_order"]], "get_asset_potential_total() (in module lumibot.strategies.strategy.strategy)": [[146, "lumibot.strategies.strategy.Strategy.get_asset_potential_total"], [157, "lumibot.strategies.strategy.Strategy.get_asset_potential_total"]], "get_order() (in module lumibot.strategies.strategy.strategy)": [[147, "lumibot.strategies.strategy.Strategy.get_order"], [158, "lumibot.strategies.strategy.Strategy.get_order"]], "get_orders() (in module lumibot.strategies.strategy.strategy)": [[148, "lumibot.strategies.strategy.Strategy.get_orders"], [159, "lumibot.strategies.strategy.Strategy.get_orders"]], "get_selling_order() (in module lumibot.strategies.strategy.strategy)": [[149, "lumibot.strategies.strategy.Strategy.get_selling_order"], [160, "lumibot.strategies.strategy.Strategy.get_selling_order"]], "sell_all() (in module lumibot.strategies.strategy.strategy)": [[150, "lumibot.strategies.strategy.Strategy.sell_all"], [161, "lumibot.strategies.strategy.Strategy.sell_all"]], "submit_order() (in module lumibot.strategies.strategy.strategy)": [[151, "lumibot.strategies.strategy.Strategy.submit_order"], [162, "lumibot.strategies.strategy.Strategy.submit_order"]], "submit_orders() (in module lumibot.strategies.strategy.strategy)": [[152, "lumibot.strategies.strategy.Strategy.submit_orders"], [163, "lumibot.strategies.strategy.Strategy.submit_orders"]], "cash (lumibot.strategies.strategy.strategy property)": [[166, "lumibot.strategies.strategy.Strategy.cash"], [181, "lumibot.strategies.strategy.Strategy.cash"]], "first_iteration (lumibot.strategies.strategy.strategy property)": [[167, "lumibot.strategies.strategy.Strategy.first_iteration"], [182, "lumibot.strategies.strategy.Strategy.first_iteration"]], "initial_budget (lumibot.strategies.strategy.strategy property)": [[168, "lumibot.strategies.strategy.Strategy.initial_budget"], [183, "lumibot.strategies.strategy.Strategy.initial_budget"]], "is_backtesting (lumibot.strategies.strategy.strategy property)": [[169, "lumibot.strategies.strategy.Strategy.is_backtesting"], [184, "lumibot.strategies.strategy.Strategy.is_backtesting"]], "last_on_trading_iteration_datetime (lumibot.strategies.strategy.strategy property)": [[170, "lumibot.strategies.strategy.Strategy.last_on_trading_iteration_datetime"], [185, "lumibot.strategies.strategy.Strategy.last_on_trading_iteration_datetime"]], "minutes_before_closing (lumibot.strategies.strategy.strategy property)": [[171, "lumibot.strategies.strategy.Strategy.minutes_before_closing"], [186, "lumibot.strategies.strategy.Strategy.minutes_before_closing"]], "minutes_before_opening (lumibot.strategies.strategy.strategy property)": [[172, "lumibot.strategies.strategy.Strategy.minutes_before_opening"], [187, "lumibot.strategies.strategy.Strategy.minutes_before_opening"]], "name (lumibot.strategies.strategy.strategy property)": [[173, "lumibot.strategies.strategy.Strategy.name"], [188, "lumibot.strategies.strategy.Strategy.name"]], "portfolio_value (lumibot.strategies.strategy.strategy property)": [[174, "lumibot.strategies.strategy.Strategy.portfolio_value"], [189, "lumibot.strategies.strategy.Strategy.portfolio_value"]], "pytz (lumibot.strategies.strategy.strategy property)": [[175, "lumibot.strategies.strategy.Strategy.pytz"], [180, "lumibot.strategies.strategy.Strategy.pytz"], [190, "lumibot.strategies.strategy.Strategy.pytz"]], "quote_asset (lumibot.strategies.strategy.strategy property)": [[176, "lumibot.strategies.strategy.Strategy.quote_asset"], [191, "lumibot.strategies.strategy.Strategy.quote_asset"]], "sleeptime (lumibot.strategies.strategy.strategy property)": [[177, "lumibot.strategies.strategy.Strategy.sleeptime"], [192, "lumibot.strategies.strategy.Strategy.sleeptime"]], "timezone (lumibot.strategies.strategy.strategy property)": [[178, "lumibot.strategies.strategy.Strategy.timezone"], [193, "lumibot.strategies.strategy.Strategy.timezone"]], "unspent_money (lumibot.strategies.strategy.strategy property)": [[179, "lumibot.strategies.strategy.Strategy.unspent_money"], [194, "lumibot.strategies.strategy.Strategy.unspent_money"]]}})
\ No newline at end of file
diff --git a/docsrc/deployment.rst b/docsrc/deployment.rst
index b597c48b..43777d63 100644
--- a/docsrc/deployment.rst
+++ b/docsrc/deployment.rst
@@ -1,18 +1,47 @@
 Deployment Guide
 ================
 
-Deploying your application is straightforward with our GitHub deployment buttons for **Render** and **Replit**. Follow the steps below to get your application up and running quickly. 🚀
+This guide will walk you through the deployment process for your trading strategy. We will cover the following topics:
+
+- **Choosing Your Deployment Platform:** Decide whether to deploy on **Render** or **Replit**.
+- **Deploying to Render:** Step-by-step instructions for deploying on Render.
+- **Deploying to Replit:** Step-by-step instructions for deploying on Replit.
+- **Secrets Configuration:** Detailed information on setting up your environment variables.
+- **Broker Configuration:** Required secrets for different brokers.
+- **General Environment Variables:** Additional environment variables required for the strategy to function correctly.
+
+Before deploying your application, ensure that you have the necessary environment variables configured. The environment variables are crucial for the successful deployment of your application. We will cover the required environment variables for different brokers and general environment variables that are essential for the strategy to function correctly.
+
+Example Strategy for Deployment
+-------------------------------
 
 .. important::
 
-   **Render** is our recommended platform due to its ease of use and cost-effectiveness. **Replit** is also a great option, especially for developers who prefer editing code directly in the browser.
+   **Important:** This example strategy is for those without a strategy ready to deploy. If you have your own strategy, skip to `Choosing Your Deployment Platform <#id1>`_.
+
+Use this example to see the deployment process in action. It’s not intended for real-money use. More details are available in the GitHub repository: `Example Algorithm GitHub <https://github.com/Lumiwealth-Strategies/stock_example_algo>`_
+
+To run the example strategy, click the Deploy to Render button or the Run on Repl.it button. See `Deploying to Render <#id2>`_ and `Deploying to Replit <#id3>`_ for more details.
+
+.. raw:: html
+
+    <div style="display: flex; justify-content: center; gap: 20px; margin-bottom: 20px;">
+        <a href="https://render.com/deploy?repo=https://github.com/Lumiwealth-Strategies/stock_example_algo" target="_blank">
+            <img src="https://render.com/images/deploy-to-render-button.svg" alt="Deploy to Render" style="width: 200px; height: auto;">
+        </a>
+        <a href="https://replit.com/new/github/Lumiwealth-Strategies/stock_example_algo" target="_blank">
+            <img src="https://replit.com/badge/github/Lumiwealth-Strategies/stock_example_algo" alt="Replit" style="width: 200px; height: auto;">
+        </a>
+    </div>
+
+Render is recommended for ease of use and affordability. Replit is more expensive but great for in-browser code editing, if you want to see/edit the code directly in your browser.
 
 .. tip::
 
    **Tip:** Scroll down to the :ref:`Secrets Configuration <secrets-configuration>` section for detailed information on setting up your environment variables.
 
 Choosing Your Deployment Platform
---------------------------------
+---------------------------------
 
 We recommend using **Render** for deployment because it is easier to use and more affordable compared to Replit. However, **Replit** is an excellent choice for developers who want to edit code directly in the browser.
 
@@ -47,7 +76,8 @@ Render offers powerful deployment options with easy scalability. Follow these st
       **Figure 2:** Deploying Blueprint on Render.
 
 3. **Navigate to the Worker**
-   - **Navigate to the Background Worker:** Click on the name of the background worker, e.g., **options-butterfly-condor-worker-afas (Starter)** so you can configure theis specific bot worker (we are currently in the blueprint configuration, not the bot itself).
+
+   - **Navigate to the Background Worker:** Click on the name of the background worker, e.g., **options-butterfly-condor-worker-afas (Starter)** so you can configure this specific bot worker (we are currently in the blueprint configuration, not the bot itself).
 
    .. figure:: _static/images/render_worker.png
       :alt: Worker on Render
@@ -57,7 +87,6 @@ Render offers powerful deployment options with easy scalability. Follow these st
 
 4. **Configure Environment Variables**
 
-  
    - **Select Environment:** On the worker's page, select **Environment** from the left sidebar.
    - **Edit Environment Variables:** Click **Edit** and fill in the required keys as detailed in the :ref:`Secrets Configuration <secrets-configuration>` section. Once you have added your values for the environment variables, click **Save**.
    - **Delete Unnecessary Variables:** If you have any unnecessary environment variables, you can delete them by clicking the **Delete (trashcan)** button next to the variable. One example of an unnecessary variable is `POLYGON_API_KEY` which is only used if you are backtesting.
@@ -66,7 +95,7 @@ Render offers powerful deployment options with easy scalability. Follow these st
       :alt: Environment Settings on Render
       :align: center
 
-      **Figure 3:** Editing Environment Variables on Render.
+      **Figure 4:** Editing Environment Variables on Render.
 
    .. note::
 
@@ -80,7 +109,7 @@ Render offers powerful deployment options with easy scalability. Follow these st
       :alt: Restart Service on Render
       :align: center
 
-      **Figure 4:** Redeploying the Service on Render using the latest commit.
+      **Figure 5:** Redeploying the Service on Render using the latest commit.
 
 6. **View The Logs**
 
@@ -90,21 +119,21 @@ Render offers powerful deployment options with easy scalability. Follow these st
       :alt: Logs on Render
       :align: center
 
-      **Figure 5:** Viewing Logs on Render.
+      **Figure 6:** Viewing Logs on Render.
 
 7. **Monitor Bot Performance**
 
    - **Monitor Performance:** Go to your broker account to monitor the bot's performance and ensure that it is executing trades as expected.
 
-    .. figure:: _static/images/replit_monitor_bot.png
-        :alt: Monitor bot performance
-        :align: center
-    
-        **Figure 13:** Monitoring bot performance in Replit.
+   .. figure:: _static/images/replit_monitor_bot.png
+      :alt: Monitor bot performance
+      :align: center
+
+      **Figure 7:** Monitoring bot performance.
 
-    .. note::
-    
-        **Note:** Monitor the bot's performance regularly to ensure that it is functioning correctly and making profitable trades.
+   .. note::
+
+      **Note:** Monitor the bot's performance regularly to ensure that it is functioning correctly and making profitable trades.
 
 Deploying to Replit
 -------------------
@@ -119,7 +148,7 @@ Replit is a versatile platform that allows you to deploy applications quickly. F
       :alt: Deploy on Replit Button
       :align: center
 
-      **Figure 6:** Deploy on Replit button on GitHub.
+      **Figure 8:** Deploy on Replit button on GitHub.
 
 2. **Open Secrets Configuration**
 
@@ -132,7 +161,7 @@ Replit is a versatile platform that allows you to deploy applications quickly. F
       :alt: Replit Tools -> Secrets
       :align: center
 
-      **Figure 7:** Accessing Secrets in Replit.
+      **Figure 9:** Accessing Secrets in Replit.
 
 3. **Add Required Secrets**
 
@@ -142,7 +171,7 @@ Replit is a versatile platform that allows you to deploy applications quickly. F
       :alt: Adding a new secret in Replit
       :align: center
 
-      **Figure 8:** Adding a new secret in Replit.
+      **Figure 10:** Adding a new secret in Replit.
 
 4. **Test Run the Application**
 
@@ -154,13 +183,13 @@ Replit is a versatile platform that allows you to deploy applications quickly. F
       :alt: Running the application in Replit
       :align: center
 
-      **Figure 9:** Running the application in Replit.
+      **Figure 11:** Running the application in Replit.
 
    .. figure:: _static/images/replit_logs.png
       :alt: Viewing logs in Replit
       :align: center
 
-      **Figure 10:** Viewing logs in Replit.
+      **Figure 12:** Viewing logs in Replit.
 
 5. **Deployment Part 1**
 
@@ -171,27 +200,30 @@ Replit is a versatile platform that allows you to deploy applications quickly. F
       :alt: Select Reserved VM and Background Worker
       :align: center
 
-      **Figure 10:** Selecting Reserved VM and Background Worker on Replit.
+      **Figure 13:** Selecting Reserved VM and Background Worker on Replit.
+
+   .. note::
 
-   **Note:** Ensure that you have downgraded the vCPU before selecting the Background Worker to optimize costs effectively.
+      **Note:** Ensure that you have downgraded the vCPU before selecting the Background Worker to optimize costs effectively.
 
 6. **Deployment Part 2**
+
    - **Downgrade vCPU:** We recommend downgrading to **0.25 vCPU** to reduce costs. As of today, it costs **$6/month** compared to the default **$12/month** for **0.5 vCPU**.
    - **Select Background Worker:** Choose **"Background Worker"**.
    - **Click Deploy:** Click **"Deploy"** to deploy your application.
    - **Wait for Deployment:** The deployment process may take a few minutes. Once completed, you will see a success message.
 
-    .. figure:: _static/images/replit_deploy.png
-        :alt: Deploying the application in Replit
-        :align: center
-    
-        **Figure 11:** Deploying the application in Replit.
+   .. figure:: _static/images/replit_deploy.png
+      :alt: Deploying the application in Replit
+      :align: center
 
-    .. figure:: _static/images/replit_deploy_process.png
-        :alt: Deployment process
-        :align: center
+      **Figure 14:** Deploying the application in Replit.
 
-        **Figure 12:** Deployment process in Replit.
+   .. figure:: _static/images/replit_deploy_process.png
+      :alt: Deployment process
+      :align: center
+
+      **Figure 15:** Deployment process in Replit.
 
 7. **Check The Logs**
 
@@ -201,22 +233,21 @@ Replit is a versatile platform that allows you to deploy applications quickly. F
       :alt: Logs on Replit
       :align: center
 
-      **Figure 12:** Viewing Logs on Replit.
+      **Figure 16:** Viewing Logs on Replit.
 
 8. **Monitor Bot Performance**
 
    - **Monitor Performance:** Go to your broker account to monitor the bot's performance and ensure that it is executing trades as expected.
 
-    .. figure:: _static/images/replit_monitor_bot.png
-        :alt: Monitor bot performance
-        :align: center
-    
-        **Figure 13:** Monitoring bot performance in Replit.
+   .. figure:: _static/images/replit_monitor_bot.png
+      :alt: Monitor bot performance
+      :align: center
 
-    .. note::
-    
-        **Note:** Monitor the bot's performance regularly to ensure that it is functioning correctly and making profitable trades.
+      **Figure 17:** Monitoring bot performance.
+
+   .. note::
 
+      **Note:** Monitor the bot's performance regularly to ensure that it is functioning correctly and making profitable trades.
 
 Secrets Configuration
 =====================
@@ -322,7 +353,7 @@ Kraken is an excellent cryptocurrency broker offering very low fees and a wide r
      - abcdef1234567890abcdef1234567890abcdef1234
 
 Interactive Brokers Configuration
---------------------------------
+---------------------------------
 
 Interactive Brokers is ideal for international users as they offer a wide array of asset classes, including stocks, options, futures, forex, CFDs, and more. Their global presence makes them suitable for users around the world. To create an account, visit the `Interactive Brokers <https://www.interactivebrokers.com/>`_ website.
 
@@ -347,7 +378,7 @@ Interactive Brokers is ideal for international users as they offer a wide array
      - Subaccount1
 
 General Environment Variables
-============================
+=============================
 
 In addition to broker-specific secrets, the following environment variables are required for the strategy to function correctly:
 
@@ -395,4 +426,4 @@ Conclusion
 
 Deploying your application is straightforward with our GitHub deployment buttons for **Render** and **Replit**. By following this guide, you can quickly set up your environment variables and get your application live. Happy deploying! 🎉
 
-For further assistance, refer to the [Render Documentation](https://render.com/docs) or the [Replit Documentation](https://docs.replit.com/).
+For further assistance, refer to the `Render Documentation <https://render.com/docs>`_ or the `Replit Documentation <https://docs.replit.com/>`_.