From 5d1feccca2065af28ab20a04290cb84c7ef4234a Mon Sep 17 00:00:00 2001 From: Rishin Raj Date: Tue, 12 Aug 2025 15:10:48 +0000 Subject: [PATCH 1/9] Added mem optimization for onnx transforms Signed-off-by: Rishin Raj --- QEfficient/base/onnx_transforms.py | 55 +++++++++++++++++++++++++++++- QEfficient/utils/constants.py | 1 + 2 files changed, 55 insertions(+), 1 deletion(-) diff --git a/QEfficient/base/onnx_transforms.py b/QEfficient/base/onnx_transforms.py index 61b5c00f6..ecab8ad57 100644 --- a/QEfficient/base/onnx_transforms.py +++ b/QEfficient/base/onnx_transforms.py @@ -5,11 +5,17 @@ # # ---------------------------------------------------------------------------- +import gc +import logging from typing import Optional, Tuple import numpy as np from onnx import ModelProto, external_data_helper, numpy_helper +from QEfficient.utils.constants import ONNX_TRANSFROM_MEMORY_CLEANUP_INTERVAL + +logger = logging.getLogger(__name__) + class OnnxTransform: """ @@ -31,6 +37,27 @@ def apply(cls, model: ModelProto, **kwargs) -> Tuple[ModelProto, bool]: """ raise NotImplementedError("Use subclasses for ONNX transform") + @classmethod + def _check_external_data_loaded(cls, model: ModelProto) -> bool: + """ + Check if external data is already loaded in the model. + + :param model: The ONNX model to check + :returns: True if external data is already loaded, False otherwise + """ + for tensor in external_data_helper._get_all_tensors(model): + # Check if tensor has external data but no raw data loaded + if len(tensor.external_data) > 0 and not tensor.HasField("raw_data"): + return False + return True + + @classmethod + def _cleanup_memory(cls): + """ + Force garbage collection to free up memory after tensor processing. + """ + gc.collect() + class FP16ClipTransform(OnnxTransform): """ @@ -47,6 +74,7 @@ def apply(cls, model: ModelProto, *, onnx_base_dir: Optional[str] = None, **kwar fp16_min = finfo.min transformed = False + processed_count = 0 for tensor in external_data_helper._get_all_tensors(model): nptensor = numpy_helper.to_array(tensor, onnx_base_dir) if nptensor.dtype == np.float32 and (np.any(nptensor > fp16_max) or np.any(nptensor < fp16_min)): @@ -61,6 +89,15 @@ def apply(cls, model: ModelProto, *, onnx_base_dir: Optional[str] = None, **kwar tensor.CopyFrom(new_tensor) transformed = True + del neg_inf_mask, clipped_tensor, new_tensor + + del nptensor + processed_count += 1 + + if processed_count % ONNX_TRANSFROM_MEMORY_CLEANUP_INTERVAL == 0: + cls._cleanup_memory() + + cls._cleanup_memory() return model, transformed @@ -89,7 +126,16 @@ def apply( file_num = 0 current_file_size = 0 transformed = False - external_data_helper.load_external_data_for_model(model, onnx_base_dir) + + # Check if external data is already loaded to avoid redundant loading + external_data_already_loaded = cls._check_external_data_loaded(model) + + if not external_data_already_loaded: + external_data_helper.load_external_data_for_model(model, onnx_base_dir) + else: + logger.info("External data already loaded, skipping redundant load operation") + + processed_count = 0 for tensor in external_data_helper._get_all_tensors(model): if tensor.HasField("raw_data") and ((tsize := len(tensor.raw_data)) > size_threshold): transformed = True @@ -98,4 +144,11 @@ def apply( file_num += 1 current_file_size = tsize external_data_helper.set_external_data(tensor, f"{model_name}_{file_num}.onnx.data") + + processed_count += 1 + if processed_count % ONNX_TRANSFROM_MEMORY_CLEANUP_INTERVAL == 0: + cls._cleanup_memory() + + cls._cleanup_memory() + return model, transformed diff --git a/QEfficient/utils/constants.py b/QEfficient/utils/constants.py index 92d0b32f2..9285314c3 100644 --- a/QEfficient/utils/constants.py +++ b/QEfficient/utils/constants.py @@ -87,6 +87,7 @@ def get_models_dir(): COMPILER = ["/opt/qti-aic/exec/qaic-exec", "-aic-hw"] DEFAULT_AIC_HW_VERSION = "ai100" +ONNX_TRANSFROM_MEMORY_CLEANUP_INTERVAL = 100 # InternVL constants # Fixing the feature size with reference to OpenGVLab/InternVL2_5-1B, OpenGVLab/InternVL2_5-38B and OpenGVLab/InternVL2_5-78B From 85c8a0dc3d6d0a9ec5c9431521425788f51a1be1 Mon Sep 17 00:00:00 2001 From: Rishin Raj Date: Tue, 9 Sep 2025 08:30:20 +0000 Subject: [PATCH 2/9] Addressed review comments and added memory profiling module Signed-off-by: Rishin Raj --- QEfficient/base/modeling_qeff.py | 6 + QEfficient/base/onnx_transforms.py | 154 ++++-- scripts/memory_profiling/README.md | 175 ++++++ scripts/memory_profiling/__init__.py | 53 ++ .../memory_profile_llama3.2.png | Bin 0 -> 826939 bytes scripts/memory_profiling/profiler.py | 497 ++++++++++++++++++ scripts/memory_profiling/visualizer.py | 450 ++++++++++++++++ 7 files changed, 1282 insertions(+), 53 deletions(-) create mode 100644 scripts/memory_profiling/README.md create mode 100644 scripts/memory_profiling/__init__.py create mode 100644 scripts/memory_profiling/memory_profile_llama3.2.png create mode 100644 scripts/memory_profiling/profiler.py create mode 100644 scripts/memory_profiling/visualizer.py diff --git a/QEfficient/base/modeling_qeff.py b/QEfficient/base/modeling_qeff.py index 6ecbf0fc0..c53b57eef 100644 --- a/QEfficient/base/modeling_qeff.py +++ b/QEfficient/base/modeling_qeff.py @@ -283,6 +283,12 @@ def _export( finally: shutil.rmtree(tmp_onnx_dir, ignore_errors=True) + # Clear external data from memory and cache after all transforms and saving + # Make sure model exists before trying to clean it up + if 'model' in locals(): + OnnxTransform._cleanup_external_data_and_cache(model) + OnnxTransform._cleanup_memory() + logger.info("Cleanup complete.") self.onnx_path = onnx_path return onnx_path diff --git a/QEfficient/base/onnx_transforms.py b/QEfficient/base/onnx_transforms.py index ecab8ad57..ac8edd0a1 100644 --- a/QEfficient/base/onnx_transforms.py +++ b/QEfficient/base/onnx_transforms.py @@ -12,7 +12,7 @@ import numpy as np from onnx import ModelProto, external_data_helper, numpy_helper -from QEfficient.utils.constants import ONNX_TRANSFROM_MEMORY_CLEANUP_INTERVAL +from QEfficient.utils.constants import ONNX_TRANSFORM_MEMORY_CLEANUP_INTERVAL logger = logging.getLogger(__name__) @@ -22,6 +22,8 @@ class OnnxTransform: OnnxTransform is the base class for graph modifications on exported onnx. """ + _external_data_loaded_cache = {} # Dict[int, bool] + def __init__(self): raise TypeError("Transform classes are not to be instantiated. Directly use the `apply` method.") @@ -45,12 +47,54 @@ def _check_external_data_loaded(cls, model: ModelProto) -> bool: :param model: The ONNX model to check :returns: True if external data is already loaded, False otherwise """ + # Use object ID as key instead of the object itself + model_id = id(model) + # Return cached result if available + if model_id in cls._external_data_loaded_cache: + return cls._external_data_loaded_cache[model_id] + + # Load the model if not already loaded for tensor in external_data_helper._get_all_tensors(model): # Check if tensor has external data but no raw data loaded if len(tensor.external_data) > 0 and not tensor.HasField("raw_data"): + cls._external_data_loaded_cache[model_id] = False return False + + cls._external_data_loaded_cache[model_id] = True return True + @classmethod + def _load_external_data(cls, model: ModelProto, onnx_base_dir: Optional[str] = None): + """ + Performs a bulk load of external data if it's not already loaded. + Updates the cache upon successful load. + """ + model_id = id(model) + if not cls._check_external_data_loaded(model): + logger.info("External data not loaded. Performing bulk load.") + external_data_helper.load_external_data_for_model(model, onnx_base_dir) + cls._external_data_loaded_cache[model_id] = True + else: + logger.info("External data already loaded (or cached). Skipping bulk load.") + + + @classmethod + def _cleanup_external_data_and_cache(cls, model: ModelProto): + """ + Combines clearing external data from the model and its cache entry. + """ + # Remove the loaded raw data from tensors + for tensor in external_data_helper._get_all_tensors(model): + if tensor.HasField("raw_data"): + tensor.ClearField("raw_data") + + # Clear the cache entry for this model using its ID + model_id = id(model) + if model_id in cls._external_data_loaded_cache: + del cls._external_data_loaded_cache[model_id] + + logger.info("External data and cache cleaned up.") + @classmethod def _cleanup_memory(cls): """ @@ -69,36 +113,42 @@ def apply(cls, model: ModelProto, *, onnx_base_dir: Optional[str] = None, **kwar """ :param onnx_base_dir: Base directory to load tensors """ - finfo = np.finfo(np.float16) - fp16_max = finfo.max - fp16_min = finfo.min - transformed = False + try: + # --- FIX: Ensure external data is loaded efficiently BEFORE processing --- + cls._load_external_data(model, onnx_base_dir) - processed_count = 0 - for tensor in external_data_helper._get_all_tensors(model): - nptensor = numpy_helper.to_array(tensor, onnx_base_dir) - if nptensor.dtype == np.float32 and (np.any(nptensor > fp16_max) or np.any(nptensor < fp16_min)): - neg_inf_mask = np.isinf(nptensor) & (nptensor < 0) - clipped_tensor = np.clip(nptensor, fp16_min, fp16_max) + finfo = np.finfo(np.float16) + fp16_max = finfo.max + fp16_min = finfo.min + transformed = False + + processed_count = 0 + for tensor in external_data_helper._get_all_tensors(model): + nptensor = numpy_helper.to_array(tensor) # Removed onnx_base_dir as data is already loaded + if nptensor.dtype == np.float32 and (np.any(nptensor > fp16_max) or np.any(nptensor < fp16_min)): + neg_inf_mask = np.isinf(nptensor) & (nptensor < 0) + clipped_tensor = np.clip(nptensor, fp16_min, fp16_max) - # Restore -inf values - if neg_inf_mask.any(): - clipped_tensor = np.where(neg_inf_mask, np.float32("-inf"), clipped_tensor) + # Restore -inf values + if neg_inf_mask.any(): + clipped_tensor = np.where(neg_inf_mask, np.float32("-inf"), clipped_tensor) - new_tensor = numpy_helper.from_array(clipped_tensor, tensor.name) - tensor.CopyFrom(new_tensor) - transformed = True + new_tensor = numpy_helper.from_array(clipped_tensor, tensor.name) + tensor.CopyFrom(new_tensor) + transformed = True - del neg_inf_mask, clipped_tensor, new_tensor + del neg_inf_mask, clipped_tensor, new_tensor - del nptensor - processed_count += 1 + del nptensor + processed_count += 1 - if processed_count % ONNX_TRANSFROM_MEMORY_CLEANUP_INTERVAL == 0: - cls._cleanup_memory() + if processed_count % ONNX_TRANSFORM_MEMORY_CLEANUP_INTERVAL == 0: + cls._cleanup_memory() - cls._cleanup_memory() - return model, transformed + return model, transformed + finally: + # Ensure cleanup happens even if an exception occurs + cls._cleanup_memory() class SplitTensorsTransform(OnnxTransform): @@ -123,32 +173,30 @@ def apply( :param file_chunk_size: Chunk size to split external files into. :param size_threshold: Only tensors greater than this threshold (in bytes) will be saved externally. """ - file_num = 0 - current_file_size = 0 - transformed = False - - # Check if external data is already loaded to avoid redundant loading - external_data_already_loaded = cls._check_external_data_loaded(model) - - if not external_data_already_loaded: - external_data_helper.load_external_data_for_model(model, onnx_base_dir) - else: - logger.info("External data already loaded, skipping redundant load operation") - - processed_count = 0 - for tensor in external_data_helper._get_all_tensors(model): - if tensor.HasField("raw_data") and ((tsize := len(tensor.raw_data)) > size_threshold): - transformed = True - current_file_size += tsize - if current_file_size > file_chunk_size: - file_num += 1 - current_file_size = tsize - external_data_helper.set_external_data(tensor, f"{model_name}_{file_num}.onnx.data") - - processed_count += 1 - if processed_count % ONNX_TRANSFROM_MEMORY_CLEANUP_INTERVAL == 0: - cls._cleanup_memory() - - cls._cleanup_memory() - - return model, transformed + try: + file_num = 0 + current_file_size = 0 + transformed = False + + # --- Adjustment: The initial check and load will now use the new bulk loader --- + # This will either use the cache (if FP16ClipTransform loaded it) or perform the bulk load itself. + cls._load_external_data(model, onnx_base_dir) + + processed_count = 0 + for tensor in external_data_helper._get_all_tensors(model): + if tensor.HasField("raw_data") and ((tsize := len(tensor.raw_data)) > size_threshold): + transformed = True + current_file_size += tsize + if current_file_size > file_chunk_size: + file_num += 1 + current_file_size = tsize + external_data_helper.set_external_data(tensor, f"{model_name}_{file_num}.onnx.data") + + processed_count += 1 + if processed_count % ONNX_TRANSFORM_MEMORY_CLEANUP_INTERVAL == 0: + cls._cleanup_memory() + + return model, transformed + finally: + # Ensure cleanup happens even if an exception occurs + cls._cleanup_memory() diff --git a/scripts/memory_profiling/README.md b/scripts/memory_profiling/README.md new file mode 100644 index 000000000..3c769c382 --- /dev/null +++ b/scripts/memory_profiling/README.md @@ -0,0 +1,175 @@ +# QEfficient Memory Profiling + +A memory profiling solution for QEfficient workflows with manual operation marking. + + + +## Quick Start + +```python +from scripts.memory_profiling import QEffMemoryProfiler +from QEfficient import QEFFAutoModelForCausalLM + +# Initialize profiler +profiler = QEffMemoryProfiler(verbose=True) +profiler.start_monitoring() + +# Your QEfficient workflow +model = QEFFAutoModelForCausalLM.from_pretrained("meta-llama/Meta-Llama-3-8B-Instruct") +model.export() +model.compile(prefill_seq_len=128, ctx_len=256, num_cores=16) +output = model.generate(prompts=["Hello world"]) + +# Generate report and visualization +profiler.stop_monitoring() +print(profiler.get_memory_report()) +profiler.generate_memory_graph("profile.png") +``` + +## Configuration + +### Basic Configuration + +```python +profiler = QEffMemoryProfiler( + sampling_interval=0.1, # Sample every 100ms + output_file="my_profile.png", # Custom output file + verbose=True, # Enable detailed logging + enable_cpu_monitoring=True, # Monitor CPU usage + enable_disk_monitoring=True, # Monitor disk I/O +) +``` + +### Manual Operation Marking + +```python +profiler = QEffMemoryProfiler() +profiler.start_monitoring() + +# Manual operation marking +profiler.mark_operation("Custom Operation 1") +# ... your code ... + +profiler.mark_operation("Custom Operation 2") +# ... more code ... + +profiler.stop_monitoring() +``` + +## API Reference + +### QEffMemoryProfiler + +#### Constructor Parameters + +| Parameter | Type | Default | Description | +|-----------|------|---------|-------------| +| `sampling_interval` | `float` | `0.05` | Time between samples (seconds) | +| `output_file` | `str` | `"qeff_memory_profile.png"` | Output file path | +| `verbose` | `bool` | `False` | Enable verbose logging | +| `enable_cpu_monitoring` | `bool` | `True` | Monitor CPU usage | +| `enable_disk_monitoring` | `bool` | `True` | Monitor disk I/O | + +#### Methods + +- **`start_monitoring()`**: Start background monitoring +- **`stop_monitoring()`**: Stop monitoring and mark completion +- **`mark_operation(name: str)`**: Manually mark operation start +- **`get_memory_report() -> str`**: Generate comprehensive text report +- **`generate_memory_graph(filename: str)`**: Create visualization +- **`stop_and_save(filename: str) -> str`**: Convenience method to stop and save + +#### Properties + +- **`peak_rss`**: Peak RSS memory usage (MB) +- **`peak_operation`**: Operation during peak memory +- **`samples`**: List of collected profiling samples +- **`operations`**: List of marked operations with timestamps + +## Operation Types + +The profiler supports marking these common QEfficient operations: + +- **Model Loading**: `from_pretrained`, `AutoModel`, `AutoTokenizer` +- **Export**: `model.export()`, ONNX transforms, PyTorch transforms +- **Compilation**: `model.compile()`, QNN compilation +- **Generation**: `model.generate()`, inference execution +- **Cleanup**: Memory cleanup, garbage collection + +## Output + +### Console Report +``` +QEFFICIENT PERFORMANCE MONITORING REPORT +============================================================ +Peak Memory Usage: + • RSS (Physical): 18.7 GB at 14:23:45 + • Peak during: Compilation + +Memory Statistics: + • Current RSS: 16.2 GB (Delta: +15.8 GB) + • Duration: 185.3 seconds + • Operations: 4 + +QEfficient Operations Timeline: + 1. 0.0s - Model Loading (25.2s) [+8.2 GB] + 2. 25.2s - Export (15.4s) [+2.1 GB] + 3. 40.6s - Compilation (120.8s) [+6.3 GB] <- Peak + 4. 161.4s - Generation (18.7s) [+1.2 GB] +``` + +### Visualization + +The profiler generates a comprehensive 4-panel visualization: + +1. **Memory Timeline**: RSS usage with colored operation phases +2. **CPU Usage**: CPU utilization with performance zones +3. **Disk I/O**: Read/write activity per operation phase +4. **Phase Duration**: Timing analysis with duration labels + +#### Sample Output + +![Sample Memory Profile](memory_profile_llama3.2.png) + +*Example memory profiling output showing QEfficient workflow phases including model loading, ONNX transforms, compilation, and generation phases with detailed memory, CPU, and disk I/O metrics.* + +## Advanced Usage + + +### Accessing Raw Data + +```python +# Get synchronized data arrays +data = profiler.get_synchronized_data() +timestamps = data['timestamps'] +memory_usage = data['rss_memory'] +cpu_usage = data['cpu_usage'] + +# Access individual samples +for sample in profiler.samples: + print(f"Time: {sample.timestamp}, RSS: {sample.rss_mb} MB") +``` + +## Integration Examples + +### With Existing QEfficient Scripts + +```python +# Add to existing QEfficient workflow +profiler = QEffMemoryProfiler(output_file="workflow_profile.png") +profiler.start_monitoring() + +# Existing QEfficient code unchanged +model = QEFFAutoModelForCausalLM.from_pretrained(model_name) +# ... rest of workflow ... + +# Add at end +report = profiler.stop_and_save() +print(report) +``` + + +## Compatibility + +- **Python**: 3.7+ +- **Dependencies**: `psutil`, `matplotlib`, `numpy` diff --git a/scripts/memory_profiling/__init__.py b/scripts/memory_profiling/__init__.py new file mode 100644 index 000000000..1e6977891 --- /dev/null +++ b/scripts/memory_profiling/__init__.py @@ -0,0 +1,53 @@ +# ----------------------------------------------------------------------------- +# +# Copyright (c) Qualcomm Technologies, Inc. and/or its subsidiaries. +# SPDX-License-Identifier: BSD-3-Clause +# +# ----------------------------------------------------------------------------- + +""" +QEfficient Memory Profiling + +A production-ready memory profiling solution specifically designed for QEfficient workflows. +Provides manual operation marking, comprehensive metrics collection, and professional visualization. + +Usage Example: + +```python +from scripts.memory_profiling import QEffMemoryProfiler + +profiler = QEffMemoryProfiler(verbose=True) +profiler.start_monitoring() +# ... your QEfficient code ... +profiler.stop_monitoring() +print(profiler.get_memory_report()) +profiler.generate_memory_graph() +``` +""" + +__version__ = "2.0.0" +__author__ = "Qualcomm Technologies, Inc." + +# Core profiler components +from .profiler import ( + QEffMemoryProfiler, + ProfilerConfig, + ProfileSample, + MetricsCollector, +) + +# Visualization component (imported on-demand) +try: + from .visualizer import QEffMemoryVisualizer +except ImportError: + # Handle case where matplotlib is not available + QEffMemoryVisualizer = None + +__all__ = [ + 'QEffMemoryProfiler', + 'ProfilerConfig', + 'ProfileSample', + 'MetricsCollector', + 'QEffMemoryVisualizer', + '__version__', +] diff --git a/scripts/memory_profiling/memory_profile_llama3.2.png b/scripts/memory_profiling/memory_profile_llama3.2.png new file mode 100644 index 0000000000000000000000000000000000000000..780a4385591acea0e572820caf60724d6d21d753 GIT binary patch literal 826939 zcmeEuXH-+`)-@I^AaGQgAfTcM(nNY!QL6ObQIuY#NeNLAQKTqUX_4NWlmMYA0t(V0 zNJ0pRlmtQ#XhPt7_9^$?_uu{Z{ke>BMvxO_?`N+v*PL_ZrGcIX69X3m9UUE$mgX%Z zIy$aIIyz>RV@JSGBoFkP){deF|zG@)d0XjOZ zTQ^J|Wh~C+5v%PQ1IeA$`wlk!<@T(E z@eBXE)c^9R{&%YXi`D<7)qj^P|0`DitE>O(R{veD{0{^C|As3$*S%T(^{gJ@2~F%I z@$&Jn81`hDy3*EMjdC1}SjY6mDM+p^zIz2_^QtC6l#CxyeV_3mgr~&C;I3Nw6>EjD z?-QkQt>NT}BR{|WG3@xMZiP`ce0m|?V_*ys`14Hc0$SdZvflS9784^=$tyavGk*4} zTaBQkVLZMKBYEiHW53C@?z$2;(lxi)p5SBcow*u*{A{&TyURZ~c^^+?(2vA!$rD+apOscx92v5E1@ti1zd%#oi9 z3x$L2bdg8s1r?+$iihrM$1V5;C)zP5Ohfz|j2u5ntB4tmBsxmV3t4@9a$sst`mtdz2ig=&33Su<2GJvh zYI95qrsE|!&t**O0!y-M%ss&aIO4EDdz;a@M))JGJazyCBX(_NZYE8nJ_u5VskmEHG}otez?9lBgf zToz01`c9%#L6<8z$=_B&+BPxqo|5F+W^+jGExf&-!!61+-_9g|+IGd9*Ti^w@Eirf z6g4(Fwv3;5bZK#)B!rq z+bZOr>^y?*KEbN^#=usU4?YRp>i%~{ZCjeQ_t8b;PC>!;?yB&Ju1@uayC!s3L;QEJ zwdX5uit`Dfv!lDtBT2-XmeUwqX>^Jn51NW(+1eR-_ROWPS99>kw~M0v+D12T6&=-B zwcX?m`RGX9PGmj1SUKHJcRTX1ki-QOp`p8Jum30)(voPp$baLj;a%P(KK=phQVAWM zMV)k;_GPy;TTC}mh>-S%YoXxe0Xm<%AY(#i9~H~|G+lHtovj*3+WLNE)RFsj$Q0Gm zi+pq-I6Pta-Y4)x)e{qQq-B+Fq~5yfT@%y#>We?2DX8wdY?4_ng-AYRMAijIvOWk|Ni6VWg%&+t0YiKo&F-GO~5 z?QPS%Vk>pqT%Wt}Jsljm9Uu{WKeS@6mVdyVh9qwhM)W;LiZSe!u~2BWQbz#9vx%`&w#u<@gPDlpU|ti5z7>OTSn0-+HThHa1+8JCkShgeD?IsO|J6%1 zqsqPtyL4NUGR^tstI~_b8#vDoKllU4wZ2Vv%?b)Gc0O`1@;T&PS$dGpA-Q8_a6p#V z@PSUD4pqp_Wn6sKV!pue0Nq-6pKS|evtOyjKhHv$cE}6grehj8xJ zASA>bwpCPC6BfvCYOx2GT?#UHYf*1gn((75koIHy4Jy3Sb!m9tL$2)Zwd<;UtjGm8vm{ar%)Z)<8jHvneuK^{E*}Y7;mx1@SC2No|spo<`r*qOABMU z--LH3q%w1a)=j&DEVB=FmAzr~n5Ec*FzVi|9fP?Qd3Y&TNAM>&Mhm0S!Ge}c0aj_5 z%iA!P?>r$Z4sWnKjC78+0q&`-NT;^#RCK(i{aVa$0kd)|HHjAw)7Gg;BopRF>Mr)u z7OWqoAjd(r`*eQXIFcHXchOZRJQ>qOW#wUCehwW|)_7dXVrqI^QF$T!GgZvh&0NbE zr4T|r4vp3-b1CwcDWCG{=gmuNkoG6f-{9pOI|_nCk~twEulI7H&~s^s)A;vS!?}MC z+Fj9Hn61q59ihsCPGMTAbkO3GI0>Clc9HgTzEk@p^G=VPditm5GPJF}2s@q*L|_Kz zn}c8IGR(&?t~Mv+l?5`ONxbX5^Fs!uQv!9D+O)?!pC!>fera4MO8HcyI65eQ?feSo znNS^KEiz9Jip*6TS^MKBv!{4ZWlS?dIo9x_&N1I>LLdLwc4@OGVCSip*90FOoeauW z)h@`O@~r6kwgI^Mu>M~SntcPBgW1vQxq-^{2RxNbi?Q=gp-v79mg&|`#kg|650gr# z{(Yn1J5I&j7Uh3_(!RI>A{j?T>e?|TD2%rbhv3M+tTFy2!&tR5YBd_c_M^!p@t8 zo)-;TySNfc4YUAoBb-mg%Ru5zN9z_|86$L2{kluiOoqR&)YA^oiP^PHK6>VU58TUL z8%2J#>?a4hNZ|g9>szpg_(R&HyUQc>@KWy0PY((P{9ooLV&=H;-}l#Ewagr~w-igG zEVPDsv&=m`n-E?{DB_(8nZ&BCTPiZRgO(9=0?X*$3{hxwbR8kTeX2unoac7$#D#Vg z(>aud&bd^_nahTTa&n%B9SVePCMzpgOih!r9sX#os$igdENrLhR9>`cV5eyIV;gpm zPD~8TP(t?Cdjho_y6MdeYES*=M*U|41EXriklzmRD?!WSJR05n!}_GP}up=)N~g=fbjhDRR^+T>Ys^)BTe9 zyl!C?rCT=+fFK!}8mUaIn~!{bh(_CbL!anR`?lVr_rmDD=IdSBuE<|Sc`Xe^t=+rT z=#`#M+Gqv1p>Do``pWE3yTzQ3+}7u;ktyCI>K1>MB&1!)npJ01)T2;2x%j_h&(k_} zI~m;wYx6!UKEh$%H=o5r*PgI<0L6>(`GV~Lcfcv_^)4~Lj{Rmj`ezE^bZ1x5vH=_9H7YZR*9Y}cT3FQX<;iS@6KlrqK?qC;#S}YL-kjzHFsro{ z;>m(^5Sh5Z&AhaL6en*R`0)POY^I}S<5Gj~@0o-5!az-yIp0ZBJW3Z6T*)VF3R=sb z&;F{LNc!s>0F=h+g1GAxZO2P?o6K~z;?}=3fFrSV3+l}fk&Qq6&(r?%wTt)PMKeOd z5}SkfP?_HdKe)SF8+I>R43SZArr4K@k30Lt>vQsFnd^48OUoM7G=$SZC$l=*L$oFK zuDot-n}2M#yCtpt;#ffNvg2((^Ge@zeUZ%h`lp4u>=gZ&V`C&QL5Ka{$u(QxKbxrm z3qS0n2l6mfl+D$^Q=w201j=FkPTvi6Q50B`_Jh?(dK)I zs!&O1HkWdlE!Or_v3=m$awMxprP2mrA!90OG~2Aqn$htmy!o^A^5SIg8nu7l{6#Bm zQ9f*Q*iO#oexql|od&V=wN(mZ(-wRr`8MzTeBk--G`LK3a*j-yTfMVjzWJ>aiagJ2Hf0I#W3oZKC@eK<; zy2sUpU?^%F>+2%@_@uUl7`MrBFLXY^HN|~Sm7e~W@D(Xdfa|T^zS~-9WBSgcU^G!w zPH&1aGjMce0$sj6-77QkfzTZ{+{=fsxoCMWID3#^c(MZ3ql+Y#`8o$27&7jk!~N@w zyZ(cA=hy<}k-=6l>(ptkvM4X>9JbTOu^3&=7ijNQtBUdXWa8x|mXdB6hvNNm`Z0{H zO{vc1JPSAP&YW+zl*9LlCzl2+Ny_s#^b%N4voE(wY;A|u!RdTb|DGvZltE2ZS}9Lt zqjZ`2iE=y)pHq4#Mw> zh@gSc(2SLYkSPM?QLxu6sUN?pB82L|s33ou7ncqctU2(mlIj1d|E3`2$%}iTl%red zVr`s?EH;-0ph^muX=i18XU>OEPMZsf3QRt1JFpjSbydZXvFkFi)cl+2ZJk1ytg=Bc zx0s?Q?*_MlbK-w+?_MpK2G1PzL)Qnn!(CfaoKQQ#NYL%d6`_`1KKpmX{`K;>x~KW+ zKR_c-rFZS_vk`FVP?XM$YgVi4>9}wPoqzcYv{Sg#ymylf| zyVnz1Lpsl9W#6z;zSLLl_^6i4O^=%-_E3Ze80_rJkxkA0Iyxst`&Is4dYdT(U~CA1@%*i;V^Om)4>5Tj~#x zCzhd>U}5n7Q^X-QKHi*|@0t%j-*$O;uXa982c+RK?|m*WbAX0&lfn4yY36Di<%UI# z4Gxw6HSAy10>gLoiQ`6Y{%^rR>Eh&;0sY0Y+6F`OGGt!0t>P;;|ArjH+p(S{-m8Yr z_HDbnyR5vdMM;ZSAN)0tl&2+B#7O+g>e$(0`5sW!d;=Bj?q5=Gny*W8TOt?-;U7Oe zNMmC=mFFvQGA-p)>Fsw~O&&%ipCVxU=o)c2-VNJiGWoqCpyY1ebr3OIbI>u zlUU7EG!Qs1x9FpJn9;t8TQil`7W`h6&uH(ghmwwhUUGvXj11j>9RW_n)4nmC2!0Wbna?&TM30=0@~ z6)Z<`Cc$3?AoR9h6cK|O164CCNX7ce-W~%ZgUKC>D!}nT)I`n5th6fs4N!OZul0Wf zcU)JQrw8shprqpV16>~IjuCwoYtz?nN6`x_su+zJ->bWKuVntgMZrNtPW;N+r& zx8MG=y6Udwpu%YOILX#A^?5C!+;AN~dUCmf z9j+`lC?^>PT{oYLSk$F(1-wGU{1 z04D;9DT#he0pNk0E=j+3FyJ0J%M4Xrp=&0pjltFIP6EN94UT3uk6!qu56?4~ueDn^ z-~cTZ@V?Bhl1I31bk89;q9Q|~zb`id#9Tn_2g6|LzAJ7X=C;;IqC(RcZhvZ5T1xQx z%*Pwru?)r`cb*j#cDZ?lG=m7_47gqA4rbeJ!WEuU50h{hR&m^%M&z#Q#p_2OXF}`N z)NJ*YE(C`bc?|(-F4r^`kV`{=%QHm=0`zSS&EjaTqeocJ{_*~GQ2#1mHMC#F4UQ(g zmGpbN^@#rHkw?_=tHVRsN^p}Hd$Y=?6f;046}KSwaRYw$HQx(dQeWcZYkPRBYedxn zOh*c!y$yZEI3>#lm9!xB1EW~k9?nZ6-fj92M9$z7~RL}1BwClNak@y%lEg+ z!VVoG68K)@W(<6;x1-#3eea%!2r>}00vB(&23j>2T>|6Y?@r7l0mbj8iZ z7@%Fy+de4v2g83{kPfnGHq+A^NxC?`n%@W^0?R7_^jw|eMk@aRmj}{w2$#|V#Zvr`|Glk z_F(|IKwKcmQZ|{|V$j^lJjzhYXn41Q|K;4D`s4ru;|YT=irw`;zX0kkN=W|No!Qw7 zph#MsK9!?^3xiz+!yi4_v!~qEEZp`Lm_JQ%=yLRmUENN`y8-NxWd`Ogb4`cGAm70q z73F;~00f}$C51Z#i5Z9i{Hi4pePVrua!RErr*Xt36s}6ZoH@hG6${axpvl&H+>8d7 z!n?F^??I59f7u5ur~>8`SYC=Hxe->3%@Mj_egOc*#LB+`JO-DUUl+^MG71)}94g}) z$7SBnn(9J`co)PIGBC5TaJ#=osfBikVNG>YL?0aWy^fnwDq=Th@9|4XoVVKSx+JLh z5w$bcFPpNu@BOvX$Sa_RfoKhA!_v5^@QGz+`d`0=WRxseL^2DGrsxGUR&K7=nbm^= zTfTH?$4c$#K~`{^&|#@Zxf>bPI^}&PCdAz8eDu4<)2%GrOH3vgrrYqo)fBpoq8!6c zCX(AS(J%<1`vly^3FhI3?>@SBVgSo=AB^1!#8zjs$*YpaV7wlEH1&aC64~lU3PYC9 zl&KnurQ>#AK3;N);R{$ATxfcmb^f2O_UG#~3|K52YsbC*X@3oG`n<-O;5LO#+g>^( z)zMX`j6UJyPTLTwe{z1k@a25s3`$(mZId{33I^{xFx$%hK!CVTHRne9rAC0T z_FnnbK49GxN?t<7pIKc6%=g0(EC6E3oM%eR<5O(b@Un=C;rXzdoi)IX;pDxa8e^Xy zJxWX?aEP7T`m$|9bJfT)#3TE^4##`jd5m_Q0W6zUx^)3kA0hPKYmS9DkPP|>)RP_( zI@A|TU_C;nJTnVnOqqVrdB(V+^TDv06NqB;H`EFHf7KIc?)+q*je8z z&g%{qrs|sm26xEfh$N=XTTRH-W4yXVfT!HUWJU4z2&e#FBz`dwi_(I;B@o$GD(5>% zx7E5gsFFzsP--9wzvbc?3p0MJo4FH^}W?$2>3SgPD>%gg-V}ko)R*=OZoCit0`#aC(E~Z zppFF0@-M}7Km3UeI)gkTWY)jF7oJdKJY+xFYBJu(xw_SgqIfjT&&ZArDehK_wh!nZ zV&}EBqWth*9 zGxsJzLt2`jct`mbeMUR}OydunhA=moSZxHVwOM&*z)7u*L@CirX6AajpHT+ zpQB!lDmRlG_C74-8KzIT`i5+rHV<~W<=D|2Wmh%YpS-CH2wks``8Ho>X%UamFKd2DC{Cy`x^aN8!5J zjEBisR0{QTQwbXYc%ENM2PvoL6b#I~S@(Qf2jA0)_GzP;YOX=-vX?mPQol3?@cguZ z9j%tYGXL*6#fIl^VAkufN(u!l;ptfz`}cqWlWWO3#e230#c^l!a;k1n(-%+cAjDqv zYHgOhMNweH1F zxbh-Bh3cyAmLZm&R8m?HyQz5{y!4(AruCZn*h``J>7>#YCIu2xS>(5gaA3oPM9E~7U3J^}-Rng36L#jR^X;;*i?|>AE23-?X(J(V8@~HRJ6A@n z`e9q=mesfu(tVR~rCi>wK>1P~&|XyFisk@sUz^PZ>1(zrc}hx^-w=oqqAjZ{N~&pc zHbd_L2kr)_W-dir>rhp5Fz^H3-epR$vUeF^VcX_#kp^ldcR)#fCxLYO!p*JiRPXi4 z$09{8D}$o(6+t28#t-+KOh9)q-`yhzMO@D~IlWLw-Ve`BIBHqyzmVprzyCN(*`mmq zg}vlM=Wn{|>u^<^oUk#%R-%Kn)AxLM0$VAoZ{{-lm0>PPy1^eNs#SgWW16app}C&c zc!>}}eMVq%A3osV7ghe-l+s&~2pXx>vdW6Rl;yr}-z9Zg7U0AnTDg)>e60TySL#aL zkzcAukwcm?)d>~OStQ8)< z%K(^|tIL5(ScT@g#s`#bcWMk~_gBH~rm;0i92!?>+7{YJXk6t+pzLOu7JNZUjGEg| zdXCPkR%8`YIrJsm{xu{)?IcE~-<-s!`gWTOZF7l&nenkaJ5{Nwk8mvkH!5^n^xtBz*W-E~v7lotAC`$gvQkWMQotO%{ zW!@ipzyx&S_mFla+t)KX;AQ(`Bb>w>g$5)jB51zRoA8n z!n1L@r3O8hLRjFAw_qTZc&?&Xk!Qyx~t9$gOkt@#p=&Ew-0Z%gAvGVV9CoCf0%Xy2z5Tn)Yi3NmNPkAvB4 zC|7aApSsM}oh|enpIB3Nm=7Ti3E4?j59sFG=X^Feu&C_bm@^ z5bORGiXC$vIUTCEl+1sLGNk+Jx$TH;s&zq>%-Q-{FTds{OZ)J&1CTKGu5cn^`19f>}zJYq!CG&)hSraicG}u2F^!AyRye4+gyH}Jy z%s$(2vzq+S24D}(&%QNl5>Y8!7&l^WHgF~}+bA|uIi)pM_8V8_rz4wJi^tLmah+_*)+%rw2PBU|LPEsl$axTL8?WkaJv- zC33w^K}AK`y0@7;0a_E#ie_LM&fFAObT{u02!*fsHWND1Ri%N8BCdJ&Ki?*ThYbK7$v?e5D;(;pqCg?L_S}^=09$-dGKh$j6vvW>7>-xHqnB~QO@rxEM;9>E!=OOKZR>)uW_GT0Bl6awnO%ww{=B+z#;pVef;-{T)@Hx@4Q_R z%4!%_nD$xpd63I&E<WO+m!g8R*1-IGhs>qn&wrN$>DN zrg&lVM-cK3wSM=LdAyj!1?_aXIchLQpU66*RVmH|@P&+3h_7G*&XTRo_F>0 z!btfz3KH(=i{-;2yuGzDS7=xP5RYmq#ty`2Gna7iQ{6-ebsNJn2l<%rC)XAOl+@POrHTk;E(WJ0t zzI4->uA3h#ICZ-_0vaDQ5#9t)$k^^lu8RTZ>qr$*M>2}M&>DM9hWq5Ma3uS46%b>K zbNrW@=7z{Xrq0IhzzbMV;SDkx_z+J-{<&g5Ac-tNeGlmABI!8U=ss#RAdL$C6voEXcmEfo|6NjhqYlz^p-89>H#<+Fp*0$m_2I#17x@CH1*+ zd%27GfK}Vs^-P3*0pR`@ow=C_*-TM3m;r~Lbj7W&aL*xgyYF-L=ZZI(Kp06@-sB7M zh}a7nIZ4Je@5{gLeA{qR&iCXFHy6L*Z%A|~cndStWCwNlkdqczK{UE6* zp5|BsE^f$)q&O}J$Glm9E(H>pkm>P+6pe9r_g3$+@*Pk)_$pV%#ASKb-<>ONBgy9v zsG@NBbPXUYV80`6DcCGyj@_ViT*ba!=ym8wdzWN@rb@_#!>t3@8JZ9S+)La6BphX| zAh&6$8kuB1qV$7i{{`S($`^b52Z$FYMM^jAztk;p^@Dj%-wfm!C&sC^74uc}u73&n z*jV=LNJeFIqZ%|^weEfrL(*$y_O8hJsc!Xm%Pi_E>bbO^zI;dAD$&|0tVI^g0f0lO zduUX0LG4?#r+KYE(I7H7+gpEgOj;BDLR>`d>h+*Lgv)5x%4@razPOpP1E`K)@-HEz zrljciodg6(axzCC5s*fkny*IO5p7Hcrwwge>kJ6}84SVfc zVC#$kv`YnFFOJlDd;YwJ_*t=s*865p(W`G$N%ec;d4=%n_)y2T*7XhE)P-k2%ceaX zIZ1m&yCHve1yKsjWm|CU!+=fxrLE#UdtIdPWpL$S-&qD+Zwa z14$f=2#bzzeA$PS$2Q2%dj;~Zs7&tK4OirFr6NAQ&XaD;Pr=}b1qQnM+@b@2TvUJV zW^}LCFg=33)&A&-h^(^1Y9w(4qP1}Z_4F?=vYUd3I=eqvMq(eJMf~nS+q8sz zhTS+I(9dqUhu78k-I}>zVVbxSd@qqXCA47hrKI}EdR0rI{r)NlShPEJ^gAI$BJ<7K zuZl!aVy4i9CdQ+v28i`hg>AlW-5d4_0E${Y9%#sWct+G#LVEmp{RP%VZt>N1m#PI9 z|J6@gdfwEn0}BUpwv$GSzkhW|vvzVm!%-Ai_{!G~Gdxy$6fsqB=y~VcBO}0Pa1?_L1h4Wl9*Z}7t0HWUdZAMHNvMrD7#XCSJT@W_<*myF)jFc^7Yn;)Y3G?RgZ_P!UWXb-+dQpduxB%DQ>~^K);)t>O2-i=| z%}D7V*^?~}IR|NdMovI{|B(@EwFj(s=)c8Y*gi=6qAw!?a!) zOF?6)IU+cu6uWR({OpxsJ|rs0wxKFp7wQVMVCO7K*s|YT$%g`F*e+jsUFmmnJJv6F zbFb~<+&Ge$xQ`*G`25V?4cPgD1Bv~tfacZf3)}cA%FiVi*joK-@=NFava;iC;bkWF zp}t7#aZAXk)~+fmjAvS~vp>DKTFLDkE9>Q4qgcE5Eco2qZ}fcHY6o6lFLFHu>k|6h z!7}i}(Ds8qp00(FvmMe3BWuO=St@hmb)0pU2@keI|IcWa%XSxRi2eEXIB3pHy0os_ z>UEjO>`25*LS0}D|RHm?bYJs8G!6OuKExciFrEbbLU+&ii%M=>ehli(H zsTWO?EF+mbDZjv#RyzHB#SI*M@RnBn0lq66U-np%q!$55=-Z60xwDj&CF-PI(Q+98b6b3s%WoW6Id%h( zjkBkughl&{J;$>IjnhxBZUVDm#>#%y?ZnI}G)}B5*cFs}`>^mr?5lG!phc?MO_Zu& z-(7zSJ<6F09^PQj{ST4@o|U)`fb-g>zON>qi_GZ?gdTH?Su@okxMeTYGp_eGz1qP; z{^PqZ)jcUkmP1GuFWq@`LL>*8HE}$fA8c2G@+ND1K7au?21^2*%fOV<&nG88UMU@6 zR#mMzNJ*##vXIK}%JLGfnWd_8ztGtaIZuVfm$}yQp?T7Q+lx>z)vaYL zu&@yr2fWMygfpk?|9;-Vi_)w5VNcy4f3HaN!moPE@QuBRRtLaSu62{5g5;n}%>$NO z+TA5z?TR1If(*aI;@wOB(yEh&AyY+Hg5f~g*ebq^BzAV>7Czbm zgX9P>Ky$7KQ@}W_yf)BRa`w^_Yc+XG?7cAD!es*G-6~slYxwiv8$_g@*{@p$I2Wsk zEq3pUlPs5ouH6~u3g06thSZKR-O%;6dh3jn@cvYV4fE~`&s_VY@Vb&Z-nwfT5dJi@ z^I0S(&>g%7fg_seclVDS@oOxHgSwsJfDIyJzGXdWdZ3qbkfyv@_!)v|qlwl5c^|&= zQ{iFbT61P7XFTMJs%~p52agE3Jdm0sQ@3<_A5(Vi)m_$(^)4Em@GYP(6@hpC9jxwr z;yVvziknJCiSolMO%+Z{1?`{q4!tA@6H$?UC~-#E{S!3AMo1r(ntnq41yKiUU(2s} za)ox&fZT2Eh7>@4%MXt?ld)157x}7frtROL0}I8tggtk7dG~FSzmpfKtbZyT=$R52 zIGAyUs`mj^xDH#&XAk%OI|2WEagh4={>fU!tQaf4q5tMx3F8I!Ym!6mHKpy{(LD~! zAt3EkZPI6x5AwGzPkkjE~`as7lve{>GS@{^*f=MUS${ zAIBVxohx-&R9bWaL6WtUJ5T_jukU-}KOsN!^TaICGG+EwZ(EoQY&KchZS~B=h3VY6 zM;7SOY<=arF-Q8E$-WhzMN}neoV(jr_}6T7uBk2suzRC8Z$DSnc#?u^u}kSoBmjm% zURQdQ%_dQUjn@mo^xP6wd;g0kPIRWO@-cP|Tw zl$H$e8G-e+I;tyo!XL76Acd+hPmA^j`QDhXl|BZhB7|ULD^GJ9%mml*xzd*gsQ*88jK>9h&QO})oz03SdILcwMx?7+>S-<{SPU17d^fWe1t6G(RZ$~(#E zC6I(BtHv~9!qWh}VdqwXv&?JI+TpdpkeCi4o0M1e}Qn^qG(+%p7|CdfjH)HckP+8OC;?}}O*xDw-OyXC!m)#YU zfV~#B@{Yud$~q%dX?@H)Q&#K-LE_}<-p+^PLeWf&G8herH9%}n`u1ApK42QgHrJ^y z$Ha@tu<*e@b~fJJe~kOJnGUoOpteL!I{jsyn(GAJ6NyU_1$^(;^nt z?GzR2mP|`no<(eC7HWV{mhR+yrGG8sH)Y)@^$;ga)P=S=u(IZItpD-sx2CF6_cSOq z#yEnCYX<75maRp(NPEy8)43FtWmCx@&$KB0?o=hNB)}tY(WI$lOtn!wc_s#!AHa!v zmT-Oyp0|K`{k$h(hJL2Qg(Z{5w}ZD@J^g|Zty{Z#h~_=tP6+(y#z}Yum6d2c5L04t zBu^xPyt7>KyBLFZKF01Wa0Xx6CsY~~f>mQ61|Z4S52Q;O)-xZxh2@ovDyajbM5CK^E;U0fDI5)^V>gJzgesg2cvxQQ&g{& z`>e@IAyqRiBB&e6Q!HI^=q#0Zb{hrvAm8$bw#Q1O0!sQfKfZCCqnb?&7i-kVdwgkk zk>jlg&fA&+4`TqYxHaZ1+rp_uXlp^PMK6ugv@P8Dj!bQ~yY|Uv6K3 zYb$Us`>e8UBWjGeqanH_*9RBv64uvA-ozO8F;2IEIe?A>I9OVRX2`dq;5nq2E!^_Z+(R! z&tF0$jk{kc8A}b99gzaYT?`r3=Y^Dte|e0#wzmJOk@}|OVPKt4OJ;W- z)z@p>JnwU~r;NU9E=dtCF4tWZU-nBg|CTjl(f{$zsi*(PUe&ZBg9v+m3^S7v@z}2K z{AeC$uV?w5mjHOKE>mjakM86DR!u|i<9*_Pbji>hNC#s3h9%La_5Q?A_igI8B_ogw zeC54E(1HXhyI~A-`T+%#?8nB%3Vh8m!H96Tbd7D)-y2o@)a?Qe77lkat7c@>j2XzK zZ7?yzJieObcgB<-r4uc2*T1}o z^>IT1Yz|qxiJNcQUx8u*TN-PD7*F8N#Lv=#f4rS{2aJS!qeX6E*?{o)kFtxn2NqXx z3?l~#j-9<4+Uj`-o=9oH@SACye1EaEAOwt}{=lB&#}uIvhO5Z20(KP3D=`#RZf4=2 z!weKuFOceJpy5vOcA?@-r3qkHgghp^5E3fb708M%D()3gk^v&_c;7FF>&pR>T}z!E zPT8@cI&R&ceLK&ToeV|8UR_=Sgy#rW@nVaAgQmTma<>uOY(5!qX1p7CMs5rsf9|;| zIlcqyF&G>CvE|1*Ad3`1fk@w9}q z{BYHQaug0UaiHh+Eb?|UM!oW1n)J}2c`DhuhN;fg8`jFmB!Tc);_7e+)pA>29+I`2 zl5{(y2J6$D+TYp241m;Dp1=9J@^TW``heyO zM4E^4&#$-qEvmo_U^0UCoUAXvH8V|%fT-TLOV0(a-d<`nBg+tY*ucUgC?j&~&G{$5 zT4SygR9Rw;f~+3_xr>{-HL@(lEroa^?B^E-I2Cd0SCWZRLPAy&*&m5~RnYn)uxFEj z8-u6(;U3G(08rp>%Fda)lIfrRq22=oUeT}GMn?DF9^9pwOkj!uY6C8wk>Neao4;-n z>6Mi^H~;3xy;EGA@4-Om_Ry&I)P@^`2g1GP;KBjHu&a{Eb~`SW1g>C z-*KsO%IktCC4oz~-EZEkz4z%UVzWgRDCj^LV#zC$~OoG@+D;N17^k_pCZ_}*>mi$kFA=hqrg-H+yj{v zo&iEoY%mD|lm6xitygDR;J&n1Q->oiq<)S9AAeVTMMzazWfVws~oIyoe#}Rs5 z3EI*AtuAXz-P*Qdr=%s$YxiC*5R|`S1JEFdDMP4EbD%9$!fo%UD8X~~=I>Yc0>CED zDNqN(#8a>T_ln(B*IPIJ`n#LABEWO34bg5IcD%p}j2)P5FVDV8v)1&Ew_qWn_MuT4 z@WNdI>v*2ZFa-dyGH*+#^xqBDb~7D8KVWqu0a!E}AWy8eR26u3gx;m|vkBOiGc&qh zMDYle_TOFvb0siUTZ&x^1P@-ES8N!^`0dlLu+EIFM}4~SvJ_?y1=He`3cF4P!@T9N z0{UCs!2J1DQ0NL8FjSRo%~;Wo63ki^-9XmC3hJ)h#58u@$uO^*OL zR86p!=HY7dNdE?`bgzCPNr$Q#e|-D_F!pfqRJ^Tns0-XF{!nKOc3y0(?05U-bDQqD zHGxpF<-%K>1R9U2@vzh-A@$>{-vZ)HWZX2e>l*tF1TNohqh?`vn3H7!fZLxzIxsD= zTXPr?oY2nLM>fexnN|=~eVW1EFh}5F24+&oJoRPzTx8VY9B;H6voa9|K-&Yevb$BsRWc zV5jjG1{SZgE(Xao7u4JqF)a6JOre$ z2cyt-%C%X3fbZ?KGKW<1B^QR4obJ0=21bKa6uxxrPWFuh8#_D3q55qKAp^UBYc~d# z(kmV=#sK|krz^xzH&UKHmzfQI)rNqg1aiWGRRL&Y_?FM>rw4b(CW7XrT~`SZNyxy3 zF|oiGfCakD3U^Wl(B`Zq~rqHivtS{_^^|XwRMDjpN0C znN6aA#i%L7>N$Erp6_vZ-Ultip$Z6n8j(qnL+B>qbc#(56Vsyye z7!*w4vkd@b9vk}td)76x)qRv&rRR09Z8n&{_PS{BTzN)PL0N-lr^d4)Amo#Ia2RW& z!jS;;>K1q)cj1)kt8Sf(&2F2HML45WOhE`qgU;1Kc@ zFRS0>ij@I-fL1CJrhtNo#UvyBiJG@_=O4T+FD$R-JQ0dLi-%?TiYTd70fXY+y+7g> zUqc3)(x}G5ah$iYS6y8@~{nuAFA6&kL3YLmUfBlE2=$)Q>2JF)@U~`Dzb30du+Hg<1Nu@5V2{=N(4tOvA zps}U)Kn1AUxKAYt*(au#D{u^<1-}ApVuxGD0Cf5lIr75m0MmHY*)R0{>g#p}9KV$m`%;zoy$FqXcD?Zq*F`AXj%9L#ht> z^VEnsbrpE~KEB%xpNbOW3Dqtx)dttU4NDGbNA#(Df|%1?}3`lf>ySCTWpHvvid+GU-+ z1>4ZD^$kl%K!AXp7Xh+9P(Cs-CUgG&_~R!~A1K3{im{Br7#<@%%LuQuOoD$p`EpM{ z-f*);s=vUwA0xemOS3wK%pozAE`-qmyn=^K8L3Rwt9LB6<{I0XQ}=;)8i#xo9oO14 zP9RYMi3w^WuZ6-`5dzv%lTK&*+Ulu?t{VT|`o6XpaHd{`>#MS?pofEYqXBPn&d+zR zw(AJCaH|b{B@yog94|xM-Q{eiNg1fX{z~^Tov8B2$goFyw_v26Mvmsa-WRV-)NS&h z{XK9Llg0yq~y$Ly~&0?&LMz6 z4;B~8vda0&l&43-_QIfTHs(a_SIpyct7YCI{dbIf9NGt&b_c%Y=XN|zKFOU8j6zM$ zGxzHPb_m{~`h=Ith4(2#(4rGC?^LqpXF<;zS2g{#dquo5D;I2;k~`|;-AEFODca6c ze2G_ufP#u>3I5W6@Vlh`jEGOs9f1ZQqd@p{ntLG(kdDK}wSa{_DeySCbl1S@QG3>d?AKaw4A5c!gNw3MWjA z=j%nXf1;m}N7$+0`0pBV3=g@Fr0f!dDxZjb)g0v66p#y0?Y7(z&+=duxRm+sD2$5v zt?rrD6ap0ZsiHo>Ux+=Tt!f2*>qP_CO7KoYKn3L5psg10hpZU9Sq~pL%s09;&$%$r zCjWqJ<;>Y0(0cpb%Rjx5N$-@F8=F9BfT*k8>?1N5h@ljqkwcEAYt&>toLx3XI~N3Y;8P z-UYY>s)@^ij;^}Dz=t5z?O27H$%E|(`{uBe6-&9`*Q?WEB$2Wq{VAnKhR?Ji7uaw} zJJ>(Uy;=-dV$VL=Rc9NIXZo<60co?W^KSv)2b#A!?5s#BpUfSondl5m{7f2KdTyzP z9~cmlOvh5FS~}MfMdFYDXNTbQ{I_VUnZRWuc!gE^X=hyd_Skm<>UQGfT(_(^8hEL9 zpCHV^tlp)82EObs$km6|=^FJ5kUkc(9k7&9#<-`_+64+)we4k5WIQnLRjybRL>__v z%m6t7jD?V!9oUPxXo0;FI`kaMeLYL3fQiN)=UWU+PAj9^vVHv~As!77y9o^WdOOCL z(QJ?%;+zFDLQq3lwUdPp-V+ZG52vi{LXL-_al1)Rps?pO1%H9tO9+vls^aafoX-ld z0q-le`H#Z~b{Lu0#yf&42Zxs#Io_t^0ia1E#sOLZY>tCXlUWr#6WRDjcmME)k_8=8+AJiV4Ei;S^)tX z5rHz<^NwMw&8NC*6Kv)XdWvVkZnbX-u!d%M0}fc>Tp17Hpu(g4Hm0 z53~7Mg*|fg$YQB^zbV+N39tG6)=(7!b#3-4I$tALRg}lGeprD~n47d;22943jwtgJ zmPJZn5zyX7+8T13uMUu;(u8e1R&3=aihpb}YYqHlC8}07{=^}81WV1sTl{XH^nUxU z_&X!(>n*AI{MF-(41;);CM&R}B>rm^oMngu!31n<0*h0=7&%~}`8efcY(&(ZZIvyKa1FW<+*u~R_FGx$?T5y*mA8LaK#ALg5@gt^xk-#^YnuRZJn`+Yr+fT8W zwElQ7SjE=!y#g^4;t#H)6-!YtbTN3G;&hn>g|iPrNHKKEEn&y)azfel0^P7+X>;*q zylpn*->4(Y*?+I8E7TX~5kp^2(Us&yD1HMASm4u6tkROpKnwuP_hsfaCX@<30-&N9 z!%h+_8EYMG3c~*S)I@C5L)W_mRo8tY_I^ktQ&}nvzWlLyUsY8V`mh*A$d#5OA}|20g`B?)QaS z#(r8}z499aV-fO( zj-D{Jg!$N4k|gPdb+2&;1Av*Xuh+_o7~~He z53*DE89*={`F~`c1ys~syY?{vrB$R$B}BR#1e6Y?LAqh+Zj@9~x0ALhY!;W+Cg;TpQZ><8u%_ zKCe1?NyIKgG0g||8wX$v)#82i5mduhJ&R**J6})QM8WcwIt>w&#|CYb40z%Ayln?Q z|2h0*47?X*DW&+kwU^Kic`7p*1-he(ieT8Nds(|Y*3vj<{qH~c6YgLgr;!S2k=pY3;@AX@7_j<(6_LF?F@*L!ZtEswXVsMoI$mPpTP&Fn4@aRMGn}P> zykCo#Llvw3n}B&MbGt%>!}DsSo<#av8gK>Adelp)V!k+CVZ`r%Zh8Rcv{i$*t}{32 zIGn4aMWSJ143i5sw&y{H%F3xN!0V0vpMi>rYS` zFrmOojHQ~0-*tJs!y|WJcB>9@0%sc&zW7$8A!g4$s1_zBa~h7c+iUSS&X;;ic)tSH zg`KKTl@IW1(iY1Ndwt%UTwY#o2ZFG%k_^L?e|x9O#W8%(np~?$d|!RL`gJ<=YCUU= zoy~FUS1>xyy8aQiV)Oak^sdt%=p!LXp$4NL&9&y$z@-cYwe5Jgl}4tw#|>J}QcGNT zbncvu73_fKc2o3E3c|GoR;MxW&5BuCI6;Gjz;OO+x?}>v>7&+yl^(r53s4}z{65fX zX;sj{5B5)xOibL>99agb_56Z^CRk4nW|038+Q|+HXDdLdnrUsJug7 zT0)-f)u7`^;DS}#1tmj2I}=$vF8i8dCJzp2}QJ55H@XeT1yHZN*6at5b=UoD6 zJ~KvKF4vP(Y|wOS#BYDt1ZY6-tM(RVm6bA|CS6QaAhr*!^f|{SMrjSs8Gmjos~-c zi60PEVg4PHLCqS7ozhy9LluO{-8@frTs2r&loO635ZP-WR{|*t6yz6RBPbEK zxKuPd`dJkmGK%ltaPROKqgOQXSd>3Gelzw0Z&^PaDa0E{)zQk^U z#Hxa-{E&_G&+$5|_!zT1wQ~u4)3g{OP*<@y{2W&Y>r<#GJJ5L!%c-GDY2JG^Di~Uk z&6Vb{UM^#=bHKZg!zIi{q$`HJcZeA5^@~17a;6m{EY`L;X^mLnZBhCI&di66?*ab}61CiSqyJk~6H#z#XJ0 zsHpEacs1kXBt~-LhW=Ghm3Z$5pljT{g(RF3JM;kN;CXQ6uVH1o$Q3#D z#^BO^%?zXlg*4(afa@Y`WHbS%WXWSofx&LIuC1(+y0N8Ft}5VFh6$ofm0N&DXZHT2 zxIKCkNBc_OVyWQ?7RK-yTQ_kHWP5*X@HbITjZPHg&LS`^^9zOuh4`o%aCVsiXIJwH zOk-S721z|kZ#c^A8XOnaN^7VBT4?^W@MoTV_HWe4&vlJyh0Z4^(;psxffWRPed*E* z`lR|eqX{B^TAEK3vee)Hv~LE~xcElT#(h5Y5cp>bjXkuEAM|O_@z~ zsS{$5aC>DlJAm|b^|~t01Oiqx*3|?cirel$^V$wb7)+rv&hDZe@1qDpzw8Ijdo-K< zkxFI7zi3vHCO+SjjWnXq3co;&A-1uu!uciIEaJAJxQ661;1kLb_!-vifCj}jehrhN zTZp|s6PSAiyME}X`W{=6PrK6+@UdU=HSGbC&06U z7{+UTQZpDY3c$j0Y833hUXscw$EE-(WTh&nZD2gfx+{!NA}gUGuT?0(9Hd2Pk1Vtk zz8U4+#x-9U4e$0KP~xE|kaRnXnXsongU9+mtX2Vdr7aN7g&9a^^9uAl!9*JdKJGlM zo}~ks6?>C#cXWowCaI3Me`N-w?Du(%H`dwJd7gh!uQ^)33ZPsteKo!jt+(=7_2OD` zsX_1C=fhD)xxtPh=tfc+aulsfH zOP3A8S-V3f;8Epyw_4@3L@1398{^ix$Fg;0%T9(5X?XvhFDOZ3Di%(K>Fd1Vv`y1v z4i+5^7Ef*&oY(kdc@xqJB(juQM*iMQ9(C2U0R`q68_n-!L>$bhRK?FsN{;wPT z;=K^$ESg>5sBA*)ff-@hGYyw-KgsC6@kgFo$H|R#eyBj|Me-Ix$Qg1aM#*$Jh1#Jh zgC$T6j#weCH!DzU(h<I(s9a%b&+3qOuQ?r{#ul4;8=B;FwH(#f%wM&X+0r(szjA+Tu}% zSK4i$x)ZIH1^F?*Q|<4Oi(2C=_kVIC|5`&bNdN5#MUpfLQqtgv?9wVcp8%ji{$Joh z@jPCUjvJbcUMJuR?{#kUoUQxx&3>W6Ch}pxHQkBuV{q&Rf~1%wNo4g)HTQd&`3BQ+ zh2QNVv)o@O&pk*5ZewRxR!?K-{swpdl?i6E8XMuWOZyXidmU?*{^XAYo+V;+7^8)J zoXyGU+(C~E_ZUe}tY(z%N|!}1Nriwiw;UsQK9;?zz%U*u2q2owYYqhf!LlGG0D4m) zSkW%fRo0Uaw7++}<8_CNIreB&l0&5L?CM*G1mpsg>xfTA;oL7i*{S?$X(>l}ib*tB zxlWLwZ^fo4z}I5KdAO_T71>;Bmu<_pE%U1DngQ>51*-}ji0iS}AfqI|Bqq}*xhdUt z$VyD6$GA04RiA!up;lTPZ%(Gf8Hups*uIaY{78V(m8?86ng`4q0BGkaXX#yD+_mi~ zPuc+^ezSc=xR!#ZUHP2dVQ!xOqaU|(YRgYZb^g%!Mp4X)(-~U+TqVI?W8RIzBhY7QRub=C&gs6b4O~M z9giXb&skoPldtGUT^zj;>o7>Z(P#4e}i>l&0v-24EMsygS!n)dph-$@9J#CwY_aVVSw7UphtsNLC%; zQ-mEBWC93k&<{_>K>G6cgq&tn3PtYn3yn{@>NZ2AnXT+|^$&&Aobl;C>OFrW`trG{ zmnKwQtG32?TR?8HO^UeD)ZSg6Jv#!fgadK>o zK~OA}Za(1O%v#-uG#M-dIemuE4GsKF^gq;@Z>b$D{4iWZfK0O=51l8e0?9uVOzJQI#YIeY0n*snE#uAs{ctX<;d0gzb7xjV8%p&{ zxvB8=t8S8$gQS+Uw5&^`hA0>@Pe7OIP`&pNuD|Qb-OP`~O+DxvXfVdpak~yk;>p0t z$Vmbnc&h;9M_BVkfM+4^U^Zl&TN*j9=&@#9FxVu+D0RRlX+$(R55gz|a=6F`AiE&f zVG}S1HRfxww9A}H><6%}oeFvDF_8Y2dudNz6p1;N2pV3n{T{BJI$!^MOEzo+GFe0h z$`!k5IpSWRTwrRhW$`BhBxRr0*j-!OOjFp$Ft!9wEuX(D29CEO8YU7utI!2@BK!o79h1xre@5*+&kC3b9)aoliRKAkBkCS zF2#-D({`{ht_RVsfgvsMcPBs{Z%T{b16ba?ti;*@oppHWJU)%>h7xh2s2|j2u%a(| z>I{Un+!6l2P9h@F8)t1`Q_T^v7Hjyz@R$pD+TCDEU8QsC>dsFvF>Ef`wrCBG2p<9g zk71A%{qqpvs^IdsS3cQ;ZZ=&GnDFuOPmowtsews0s1aqY1LOY!%Zg=`olK4WQ(wo` z9*f6%a-O_KS5beuA5r*n@L_=cUy*ba$$CqxYE?A$FkHG4X`oPma!qrGYffEUj;VpQkDS`6iix5lz#wto5Tutt;5}ULq6iE!BXaWlAA{A6=;cI1va& z08$SEs)MlhU!kBF65E)z4!lYo&}y<;Skm=4x-|p9oge-p9|2ENn~u|AzMW@MN;vUE zowrAY3!6{|>=MRi^mH`pOm7K6a0KY1rcHVyUBP{TNVlDKE%#@?Gkvo~d#Pm83W_%5 z4H|MKe)Y^uov&&y0`O!A zThLJ%0)`3BK3-%P^f&DrYy#(=$&t7qTipk`LQoJP1$HeEnhv~40bxr5d@g5Bk|AO@ z%STrk{vv}2{r|q+3fM?*P8%9jwwCUyJ_1KT_cf2wNG{;ZeraifT>ko~hONq;-_>W( zNXfuT|0xiT4p7)7`;FsyuZI9asC$JN09zA{2_)>BUC@zp<;U6o?Ay4o`#DamJ7`7f zF=!5`l9p6+(x`3dubfQ)Fvr#)|C$p3ggaLF4`Z1iV%;EX?PhVWLZ4>JIrRg*0?)Jo z35TlD&< zk^F_1j+JuQrP&=YwMwNha&iWng;a_?fi&VUMfDqEbRD z)(?zp(!%ejh#xO&bG_-fAStWJ6$8)z4W7PjESTSk1YloPDNK&e|63~&!@)=XDS%!(cD8b zvwZb+4Bm@$B=4bt5&=sqHy@uzH=)|sz@7(y$f5}MBm&L$*x_IydQ!8t3DDt^6)=1cJi62x@0ldY6S;%| zDr%v+#Q^W1t1xwSw*JrWzmx!LPB=s^;Q6m*fq(D7T^<&(M?+tA3j{95V7;v&HH{b5 zZecAJk&u;9I+~mvP(Q?-ufTwnEibT!)Oknnz7Ap8PZ6D0q_Y5|&RM**BTXKTg*BLi zO6Y{ilUU=NE#TOfvrbbTD=ZeALr!}|@Xl0<_ry&`Hf$nOZ$A(kt>q#F0um{?EPOo- z6{Xr(|Evp$-$R@XYNY-_DYZ(N{yL*tt0sd6|EbT<7}C&tpmW<{7-FUJ@GYg8u?VzI*UI8zghwGDUZ$Mo+b$4%Ji$b5pQWYCd^Db>;1VWjE9 zeIpm1e1J*?I{H-r!Rn7W>Eo!$p^*No`Qk2`)3H}-W&-$NwCSeRM-9EgJV9Jbn^$4? z+XzOHNBqMQqk+v9X|NENzxZ8g@Ji?=HKKnOloCy#UK}Y}I zYD)#c?(Qxk{+xoqTS0!+9~T5F`Lt;Y4l}7?tkeBD1su}Ji>e+j-;dyA2Twr~@_xSl zLojO!`g*yY6|4-?bY)0~)e4#q%!v~<&HxrRZ{Ru4vE=N#R`{-p87d!!W?%PnBQw(! zm`w-+71a`^l4>ojVpT;XQC|R6PpM<5a>D(EO8X}f2EVtp23iPz157>|0`aOkHctu- zo~)NHv20y~`+yIPMbynr0)Y{CvmAwQFyL#sl!`qvp4!N2cRfU}6 z&9GO#G>hyQNiD#)GvWbhyZ8WLp}BLVTP>744#om&A`qf)cU}l3c6^-x{P(~_dz1(; zcFUiiXW|038z_3KdUO|-H9_1b|6uE~wca-^6KJ3yOEFTpt~Nl5UjjmLxR$R>Uo2Ju z10$dfBBUn)_fm<5Aag_FmA(yNxD$6?->z|Hs2RVz`=}Vwp2_QG2~Or7y}GBEt}n&l z72wQJWfy5Og*0Szb_3a%r{k$%v@mL>l?)cQ)xG+!`D}M`OGO7`98G`-1IgghOhKU% zkPnHfPEOBy)o$lqM(t725nM10^Xt%p%^kqz3YiN9XI|D|_+B<;ozqay#Ce7=NL9re zQV|bT+4t`#&rNb{xu192o;adP);n5NXF0vmD-;wh9Y0Jk1WuGUF`@MiBK_B1i-7qT z(Vsq~3NWZrk$7S9M8{q(z^Vvt&Uop*cy_uHgtF#(r{=v$^q(`i7Uw_8?#zoPurBJP z1~F!tei31Q$)Hj-zsCeYF+Kx#UZY^EBqInt$gMuCcL@e!7@$pq(=LDceI6q&Gd3nG z)6HfUZxMlip%-TnE;12q#`bk}MX8wgVnR+w2ksKV(?MKKdsH0{Z?HxVpk}~>e!Fy- z^7deHP1c{2t$7-Ei`QvNEK2*`q@e9pBd!`k9<)LGwYumpHw8QR?dP$l z2)LYy&<~DqgQ3axK#Vs9yOC|1rTkD$aU$p)Y28SwL zVXAkL--?u6F*+UjqRHb}8Qb zSxH?Zlh){Pg?c}*GF-1&L7~0<7bY<6DWt=kIGH7r`l>f1TnQkzMl|%~)NfJuPf~KN zREC(_deN5>*bqL@3RHB|g~3B)Q>wKkAfk>4IPtFoUJjvRU- zu*SgDJ3NOM)aceP@zVXg3*OW3su?*drmM{pKjIK(NlHEbyKe5r`3JUh6OMT@@j1&R z1JGyyTJI&7M#DMp63`#&jD%D|vJXPmXI%4QMA{$Vg|(Cks+3Oelr8Q63&pkR4mEa}3sxyFbl^HQ`~-RzF0d;O6(wKp52g0eep>o^qDKOpi_H7@ zpkp_Bwg7|D(T?uc9`qUb(O_`VICO=K*FIwi6L?;KWwBF*6Yzq3Kh>ulc%I*xu|n4R zE`d;%mYvgyD2~+3qi!1m{wM7S2(ktsJ(wWDMioE^GcHjh6=G33lr^6bmY zXU{XiVHKuxjh<`;IFbsUN5?bx7;>P)tiaiD(&7ln#*8VZWWTS0Gso@B^hZyJHDI4s zX5@Ep~u<2*Sgz_p(WJ(2p6Yj8;KwPF__jBtuIGey<5^*g} z-)tmV*dmugRn#?F@L~LsoUx_;{?F z9ht?+vBlrH9!<=coMT+*>L~z7Y;5~qP}S0UlVfZMLfDI>C5?x0K=62y4mgq);r=2i zSkc%*;R5bjRm}Dm6obj-SJ-}%q;KuLis@6H77;<;uSgaK6zt*3~ zH_so54gq#=<$_Cc8tKvKOjE9Kl%Mt2107SpMLlbtH9GK{6HqzfJo}ic1 zQA&3$r*J5IBLU56mCUxfB@n%x5JpRC0*$(H_{3Nb?YnX3@G~AcTwT7UBKz`y8#sa| zwZz9%#c$$f2n&E;Wya|r0Oz89c}O-~9n?_o_+Itrh8DbL z&~9)!ZU!mc%NvHbtxF~)9RX~>#p15N*VE4%FgK}1uPyIpzGnm!9DY4OV??0c2-hQ; zVHqGlhRFGhx0Gl{VHxKholoz^o^OX8q|;3WXM6+z^x}k6z4_u_&9Wd5E_iqX{5SNW z2DR53i=0=JS;^!FqZSn$X#mcIv|3FsJ$X*mDcXhaj^O&M(RK%Jk`l*&{arL&}8w->#xRulS&yTH1& zu~j$|y^C5LovtL9%hj&27`LKS!xWDoOgc@PE39L|w;-fTUU>o6-H+#L zGrf+81#!DdPr$hb$t$deg`gjK2;>~Y(3JPxq+ZbjZ7eJ6FF`co2x5Y@_pcH`^G_rSW;!^!9Fjzb|dK^$9j3yEnM`G zc=47+Zn(dLR3wPn0;ist=B_=xt)*v2=p&xM34=hs;>$uJODLN>8LSY%ei7FhtvOA} z41N0QubTwYF$0p}Tvj!}hsAl_+q8rj=y;IM;yz%H$?w}1v()ClY154b0@xmtqaa1M zJmOls&?|u{P$L09MBH0S8^aQWd-MvBfWRRMgo8^eK;r6jOMoth)#sanNf8Ka0E&{9 zmS;x6SAIr%7FH!yS>l`$Egn_*+d1Xgt9z>nd297TK!hPg9@gpweOhTaOD0>JYBppI zpdz&n?ahcPy#mpD=nFtqCE&VK#p->sc{8nSaCX;1Gl|^jKGZtvbtT{c=u1Le`_%=x zVoM&b;TCw2nfr-CpO+f1p2zht&laZ#B4h|FOxq6lu-1~1jtNJv*}xGzP#6v%P?NM3 zuHPvK*eFWS`w0L^}*uLWL0=2C*xCOUw?^6=E*Uy0g zc@cjLVwBnx^1pA0*31+;crp0T=&nfu_7Kbfe+kOI{hwhf9NP-`Xz9Fbrbc6j#F+Y0 zk=FO$SjBR5(UGJ0#3)<_<_a4b7ahFX?40egz6KQ_7k_Q5Rfzu+Cprj5_4#msD7d!f z(1J#A5PvC6H@M43?DYpn=C*HlVh^yJ>A{?@m5`Tjfpv|}mxTulBL-fnauHMT3m;dHhIxD^~^ zaSN|Jud6&+dC)E;>%B*C*P6SDgi;cw9;04?kdE5XvsWO*grFYF%7skcAi4=y&R@JU z_UAX-JjFxXTAd1@NX`Sc4cC9+FG!Z_UKciBkcF>n_Vi>cM`j{Uzoq_%iDjKtXP85c z1uEgBDcTq#1dd>!rw-G*-KuRL5^J@Bs`d<|l)1u0zM8RkJJTH%L&SWczyxmc6SMFe;U02c2suiOCnySBJ_Zyh;D$BRFTzz>oMx_8`qnD zodPZlICbzYn0x?1tfThC#)<2m)I@UW$ztUu9wDa*wWj-nAC3ZD<3JK@a;bG0-rK|4)^)vYfQX{@|1A!VdM(Pq5&^ycXN5=14jbG5 z9%PnMoP1%hMDZ^br=u%DM+#8}ff^0_ z#=mnNt;l}J>U510vwKbUu3(#TvotVZeD)kySJUN>IrE=7-s^6!(wqiB_lX2`cPYt3 zTcGvQ2UgdipD6fgTwplBv3vJzYBm3kn;(sQ!uGP(WT-UJ2j^de=~KnmrwN?I-E`u| zlLEd$Yli-uU%rmb_J@mLLg~nLSd~Lb1>E!x%rcxJUAKmI^0xa!$md{||GGW0PK|qU zp>R;I=XV5ub|`KE^eZFR%f@O}RZao91cG3IGgFybEb><4ZfQL!)P}pbdp?>3cR4kA z&1=L*b2WN3I&^|i$V*7)ei*h;lyoHhjhR-o?OrwtI)#}PXe z?bj{9O-CfM=AByfLCYvm1EUiJP-wx8m08Vvflqr0=@7N&pIw=M!Q~sS!pQa*^4#Hs zhg^08C3?Oujt4cW^{`Dck11C7{EAmy0#`bm%$<-soRm!5wHWhev03A6 z(LK(nugRIXRFc4F$)|4!CU2?6|7-&A(->EBOrb44#`Su-SxI;c8K#arAHzmVy?_#vT zeI1`~px2UfeAN2XhHBOSVtW|YVLX(IyOR?|k~?DQaPNL_)Jih;QObn^FH3AqS2k(A z%slI1&0o0_5#>=EEh)Q_GXb&SIoVkE0Q&N7f7#Z}LAwPGAw`Aw@xfzb2h4n-6#v=yGXvoD$39mEyk2v0z>6wOqzB<`TDlqvC>0O=p`XEN+o4CrRyQLQqsm@$B zr>_cTipJAmEsfImH6yzbC(eIrH~o%ycq|+3>%~+a86h1`<=cLgdkEgw8-dq2EZLyGuD2Gd*912kf|qNhf4i8fAB(%v)(GiQ}~y*Z`I6^T|dc0d-Pj+nI9r8GeNf# zmfUJ%0a2JKxd()&Tds`8m9t0f>8u{^mg!T2E5*@=?>!FkXIw0_UWH9K>*^@e$+0{9 zZfwGL%9&pxn@U}D57Sc^Ypt2W(^dV*Hj5$?*;7y4><@D0MjwgEuJVkrIW1QP?ut)T|TAjwz<2-KL)1~0KW<-K(d!$zu;bXVd zVT-Z~iZ;As!)s}DdY~jVhOd8d3Fk;r|YT`qGk-j9vRYL)UN59da6k1#t8 zEBdvNfiabKU99})S<}5a3sR<;Y0Hp?&ICJam~dKzc%0-uC8pb=?({Ze_2}T$_`TetXbM< zEJ{PfYkNJ9fvx&RPP6nu)xx95?i+Z$$UKM8nDom&{Fk|L^ORN1?#mU_oOa5N=Y3>+ zqzf!uS}O75JB8dIP$hLtG`imNGAW6sW`BB%^TP1GR!ya&oqsQER}Fl_ zMDAkN=iG_Yw5RnS4d%4pS$i88XurOL_RmBT_1Srg64k+aUSO_1Qs!rn6MMA9^mnM$ z0A}pk951;gz_rMBhFs9`BYcQsxw>wBwSrMH>rfVqz=;?d`>kGuLd-JKza}6!tuGFlJj{+vk6XUlc?!7+wVH-C%49C z>78$8)ED{FJ2Dx;a8XMp3hl}pK?<14RVKa7-QBw0wKdx(7O_uzM(Vqdnx6{U6aLa- zE3#`43EvujS2z&XQ_$1NHQv&?05MlkLy9%&)DQP7J*$zMSPq1Vex9AA+rIsE`kex| zGw=_sy;Nky;^Tm+UW};3+4Wt6cuOqyQ;b)%^sPnqs(sTfBL&J&;LZn4Xp!0Z73A2> z)u@kHCv_1+ZXGjt-i^tfQqfFaZU35EIpwxD96ic&@%%xQ_~b;?M-fvbV;V7u#p{{R zi;pWTv8tmv+c#~%^r&Ksq6$Cq&$}b^ag~htMECNyud6I4s+5NNPjdXtV;(jd7X41| zv?N>}<9H=A2vYz(XEJ2(oARnXL=WvhNB@6K1Jf)0c-&|I{_z}~Ep$-_&b`CGch5`w zBst)iD;$KOT1c%r1>LXjSZG}(rCfd$+KTVY<~YPF*~OpsWHqL=VSQjfQ>ujbnX@{; zePleu#SD6^GCm&1Z`1S8BcUNFe0e}ta^RP?XPMGQo`qB;!EYqh9y&PUiH*x!G1X2>|rApCX~(>Z*BGzG~*)YH^Yqfn$#Sc zZOb(6id!D=aA(RGvCjs zZg~aMuj|ZtVCJ}m;Q7@b5h=`!paxPjeRfmGZM^-QsCgx;qAr{OsaQKIfZYk#b+DmIeGGSn8FFy0Q|U`f`exc&zLSYiOYsnPW7wqnsIRTCZlnX_(D*bl z6TTX2wVP+rb##T*=RS)G6^&ni{Olr9u1G}N;_b1%DARS~h`G2H9BHunborAd@wrNM zyM?oaV9&~|lcws=)op8-`6#48cCo$LZ@AN>-No6 z-aaTg+g7PXqz9Q(zIQ;YPL8mb1%Vug;}0_X!sbW3Rs9=xtMi!=9hu;JSY0ykOXGX| zAcv^ICR^P@w)HSEY^CM@EchSTQ)CO}A3Xo}0FM|d`tw8ldz#ARG~2+!#V?5~^5+f5 zbEGDQ9Cr`CLXM-Fj>WG&AThHs%1qY62glnjqTtD?7{+14!+&D37hkcTOF*KfQ_~NH z3D8CyJ}+=kxQ56Tb*jd0_Vek`h}va78HE@ji#lN?lr@cW$-1AcWwvya6+r?iGH4rX zj6R_B5!KX4d5m>Q&!otaL=$v#EYQA0>l;X|`0c~u?AKk>-0DcX(bL~xGN=6NUgHr` zsDN*7li&0y6k<2I-8Hbltg)w^ zYixH}S!kvph}Fd)kh`6j>K-@$=DhI>G*h$)*ZaT&JTlb$FI32T#^Qk#T*mr^_97U( ze`SL@o6swccD3k^cJQZOQ}@ar^BY-462KARj?Am1NhTzuhs-zUtJDlO)QmPAMUBMpJS|U+8X{-x$rCgCCe(U( z{mp!1-Si79Dd-wgP)Us*A$EJs4;Rz(oe>9ho0MTBtd3;{n51Bx+pDkqvW;SBVH7&2@viyXY8KX1WyX+2jDS~t zeLBTQg^av8ssMS{7oZd&w)i=rdub?2qj4QtK6HIlhoZiQW~5C_!`dX~pJbdRMRal! zE-z6Jt>qMYN;I*4@isGAHwQa-=hMiml5OYj!htRG)g+(4je28?*&Vdg(@Uq3v}q~E zh-F1jd^o>l^RP^!UoX6Tu>2ySL;#86iO=p)MfNfTU#nP4?9Ime6qLLbR#88?1@!ae zFfqvbPX8ZqI^FV6Z|2Y1GH)Hs&0t(n11poMtx8A2N9&%lX~pna#L&!rFQgd}MPc?A zF2wzA`$86(HZqJ{-nA_KqD|SJG91RC-uP*t6Py})tgX~2FVC{3I&W8xR2F8!nVRZR zbzCj6<=8`p-0|&1mR|nEM-z>`R7=a(VuSIx9UR|76 z{xS6Q`cw$UAIYyV3fb;!N)D|@xu$V&!5G#^))lL{U;k_S{Ecxmi}REZYr?9q|Lem1}AUuIc0m3PaTKq|7hh8}zc1_5wHuqP|-uDZbSHWWve zCWAv4OkRbEUMQ#a1qtmj;!RL;F;U}wa|>O!2d9>PEBZV5Eme89tTWgui&G;gkJT_a zgZP~q!CA2YT;=r`N&XJSR)K#FBlauWZMcL!wjoYP;yc*PKA)plm8<`+O&(i9jg;^}2mF_F^g@bW0uc6ytD z>qDXY#q5nB@0Wu!ds$`s=Wh&eo5}Jmdu$V4m6PL5fkO4uacxL11*M;q^`LB2xO%tX zuld{1ok6eNV%_*?B|A75FUr8hMr;)L$Q)oEQRT5j_6St8bQYoP>nB(^HM-PdP!$Pi z3&r6U-HMSoj!Zkhp3~Gkh_Z3gStBcR2ImRI(IbU@wyJkoTTRS5332oSA8dI2sQn2X zdcQ|kdoMzgufqR)aICE+g*P=4J2xHDR>!ip?>o3{@ZVAw6u$3|r+DOG?wXcVKhAO4 z_aqkQ`CC_Oi-)Momyz=v#|1s_Y-_6rIwpoctmJ$KOK;`6tuG#*_D@1~l_i0jwp82&bHfuWJ6ykzn*F`VrbV>OAo%`)UYO!z+cjE!y zvryGmMJFZZ@(j`L4b4>62_ex>IOL4m)<`G}PH|}+2`M-a{Pj=a?ojH`TQXBg2ot^2 z5yUI&VLa2?V%)z^bN~GZ(|3CRSv)*qznk5-XSotLfgM$G zo%dOxsvg1(!4x8W;ugul}gi2v#I6uYTNLig%14sEKR03 zCGaFkRHLI&I2cpjLWto~^D*K$U)v%#Io)!=)Ybzf;#UxtgkY!QUa~bxbwhUZvKjfk zCA59nSTwFeE*8SrrVmfWT{hp-7QQBG&5cHzNl(77SqoWz9|}s8RVBr^!joqA)sQ7Mzf_l9xK#Giu@B`|Vo>p~ZnlBx) zt=@l~{T7*NSVUC5x|@ArB6El1&^x(a8xlsexj4vvD=fqRD<9@(7eZ~z?p53?`&DXn zsC^&za1A@W4~xpa%iMXniLI*ka>nvvup#i%l)!S#i3}=H%yUTjI!EK(#$;5acej?P z@r{>iMB#~6#99i3PnI90=#;}Ne8i{tl^IMkspCgaP4ZU*qJV)~Ix2n~SC-?+$OHU| z6=du^LU5{D?MVv%!K*TOCuVSfb9bP4u=mZ8nBn63?zx4_mBEdZ_%jp+&XN@AFzjI1 za@O3qE!guDV-M(T!l(I+yZzHC82{4Qm-GdR{|tc-GEQn)T`nJ+zhmQQ21} zPuSm4f%1cN-+{Iv_~4JS+W0)>5Q@-7w_ljF8u|Z}8~^pEkq?|@^))#EetE>t_MqLO zQAa6oQ_xkI>rBA67S<(i3-_U)Z=jHN=*XHaesH7b%p&N>h6{~|xs-Tve1FF;S zLse_nGZJjZKV71KOkB=LC7)PB61A@{(eUcJMgi-1rzLH5HQ*x!>EQGyY{}4z)-MgI9P7NSk^*t~s_w7PblNS~dxgM)X z5DGn~hni-ftp93aKUh;epbMh85hKgrk*XAa@NF6|%e!ZC;n<hr^%^uS`KJfjRrudr-J8|KOGaX| zl7U!!k7ZfSxY6WJ39#p7$mlOuAuW&8V6PrH7vhi}pH6u~4+po22$dh!49UiESe4g8 zyif#bk7S;#b#)deP@{q3Uv-mu70k!Tp8W!=E_|I?|E0xRg0i;NgO10-tza293hdH6 z93On$`Iyi~xw!F@<#93)(h3KD^Z?04a&55sd>LZB-*I5AvFc=hgPzZKeWd-FVNpmi z(29wpKP}8EEh)_VPpzDi)9D&`Ys=U*^e?Ntwz<9>9THy~a%7F?M%TKkB(B@C^Z56f zhR`Fq+`7DMt`?cUCUnYqA#{Dg4aSL-AU@`G`;Cmpf$y90?mH`!XFKjFM*xvQ1-r{x zvgiVH2B;7UBiDMc^0j9#w*rASl4;-MT27=<^?XS~@hyaDQ^AK~+0+vi@y?2}FiXEb z={=8u2k&@j`OGac<#()(n}Ty~F*sZcI1dhWCcv@WJr-sCX|0Czs(B6@Qa)asq*m0v zrg>2FS2F5W`%q$iHxFfpgN(0*Z;@9$RA~2Ix6ir+Fs+dmu&#aBI|{Nb&JwpH==|WS z`DBZPb?s8r$mQ-6;piKmQbs;9>CxX28;nV((x4k)7+&}z`!{&*^in_CUlHoXE{LJ;-$Ld1z4jggbur5EF6dkkF~820 zs+Zf0>dH4M4ru~; zVdxuMApG#(YzjtKok@XKfJLj&zUH^@UysnQ6Q$hSPogpm_fU~qofifCOb#@D0L3q^ z2TQ}^Vm9e|n1kIDUK9i5@;>=?dsKlJuLYl1DSQiMTSw-;8g;n9XajomZb>Yhh&{6I zhe6=S0sAAzJiKfdCjq(t?`T8FA`|pKTeO(raQ@LB7~b-?IOjj+7}!X74KMDwKLy2w zMH@I8^W)`we8cyS;Hd46d21ZUZw19ZR6rESGyVcG4B+JV!1+rK*o8XrH%;n!&?C5| z{2%IQB>R$E2~tBmpg#%WO_k^c6|0A>t0e0^{&gf{g1YU9$>{Z4N<}gF=(shKg#YSX zxNogGmh(4|Wx|W-I>E~H_T^|IIXI2uayc6~8=*Tzb7WMzyKxLfN#&@#;+!UzZ4!;_ zo^ZlmzG|^-`#t{FP~4wlUI#lx%zwm7LwZcVyD9>0H)}?jt80j)mOVHUOdH=Ac>;2n??ansJ2oGSNRqN?9pZ zmtB}Cfl=6Ia1t8V05w^?WvePbZyBsQ*BxW~VgtGe^Gy`!=>~r8@nB`OD}Detvv3JT z*Bm5|d*6&FM`QYW{ikS1@!$7#qC+jILL<|}5r^dtwl9ZUI}Zzoq@(967igcng}}PN zqQ6^cDkcdj=|qzVnUDW8gIR(-QN0#xQnTW&I@taD^FA%IFzD>y-I&89EBj1m(U7JF zWHtqd*q@WWWs>%cHu8>+zJs8M@+s1BrSM3RFhFBRSrWyPsSbJaHUUPUb^^fBO``;arno* zHW#}6^Q^!MwOy=a^W9GHHh_X9Cf)M+m}G5F2GnD>QCVgqE?3nXWF`NPuJ3@SvVZ?S zBxFmHJ)Ir2ia7MnBiIt6B}LQBxCWJBeOYQLb}Hf z9y_gW*XjF3LDt4$^7AeE#?o3ws_TGGvVb}awS%2NITxLgFK{Ygn zcOezNT4u@Np%ED^i}j@H;FzCvBZue7HCtaXPTm3lo&jCn8$UjKp~9jk3||H*wKJtj zD6AxJKgW3LMtI0;ap_#^+Pkfn1$irUl2C^tdyd21s^!i6b9e<&lnlIy-x*Gg7~dks zpbW)q+CF`mF3FmG|L35#=I#iJ%eZnr$(p|D@XJj&EI9$0tM!OXN1HV_k2xJK$&yD1 za9wiF9DH*hIj4@R4+_4NK0d`du`}W1VRT=dpZrxsZI$}eRA{G!(6hTrI%O8O35jEA zjpd6pSBOM^79T;wdaRX!LJ*y0%WgC15}wa9F_^zuKEpwdHz6!S=sm`K>2mk&kG3>(M*`%z*6q2XKP~Z%?_to%4wy(CaT_oJg z&Tf{83+KF9+}u~3N*vH8(SOmd6Y%;Cm}H-oB(YE;ACgM5>L_QAg?ny=$QqiVqz^0B z(H30#rJ0>(atA(VOcQJS8Ln@2YK$1ScR%qM?-%j6u5(0{N?~h9kwqR>a~aE>W^Pjn zLZx8ioz^cE>NkCx`MAlyBbD)<(@sW3B}HyhEsH==@~TN&pdwKWCaQeWR{Tzzn^8R%U@9c59#nGNKvE&-4(h=rjebN(Ekqk+37nfO&p zI}!gF9|no54W;b#5+`5$mxYic+K)JL&Xk`1hLpzzJ0odQi+;uj#R0>!vT0qubXnw& z9@h(wkDW?t{h{6qHDK$F1*(2#=AIumk42uiI*FLH`5WF>r?G>#k&4uxAqD$bm@wHF z71JBB%7_nyB=DNDa_;mY4{KFNMwSNdu;xfVJ)l^a>ExCX;t<)l?Ykusb)M88R#!0I zmS38Dco8Gd8{z%Zsy6|an3w>bVo?7)yRpBasHtRJNW^wrw{QjSvK*3Qe*Jwgt~At% zu)t~kOp>j>xBYm{tBP{#d+8-P@AyK!m2Cl zNU|b=_J9B+jGaAuTsw)zxGFe4=m&7}lVTxG1nKxbj)UNvQPgCM z12qbXuzOA1N$_=6K`YXY^BFf2i;ISwjN4*sd}B#x5GVLNzzCobN#2lT&b<~xXZ@K& z%ZGr+#nF0Rdc4#Qtsr!qsV9Noxu-QXg2&UwIW3QL&|<;G4Gk2w&Dd9Ng-YEn!Dx27 z3Wp2tE@f$MS$koB04jw_@8NZs9hXE8LqEcs1RL>n*B(3L?KKD8*f6lAExLA73TkYo z!|gllK2NevFKD@!l-E(xrxco^N^tVx6g_r7Xu5n4_bglZet~!X*-Gw)cUr0xunN#h zG4`a(1WVxr4L#G1A+ML`U>7;K^XU^|`DFb;%J{ce^DB3U^Inj8Xbz5r9_UU5d|H<* z=#IDnzst?!OPY;lkSu=6K!9^=EAfh%L}R1s=Yb&m!um^3Rs)AymsqUbi}RF6stH{c z=!%RJq%)cTaNS#o!c#!{a$v#cIxf?_a=*Sx>K>`}x(z9+f+h$3;^gg*dd?MleoQy& z4}*c8n;fbHZtNx@v9y~k$siME6dh&QD1*eFB_D3T`AqR$nOyZ|Lwch3=F7A#Fb}M* zn#-C$EdFB8K`uFkRUbrMHdYGbA<~_MK@g;ya|4S}j2qW{Rtk<3NgrK5R3Q~iTLLXU zDsKE;oEAhr%2~=<~gE44-kV+T&r3B@Fuw+p7dEmN!3vfKKHI!Sw zQYueJw<_GMi;yZ`ZW6#~n%<3fdCP!;wdqL7$_I>$by89U1#!Gl6O*TIdGAv;39<0T zRf(WD%F>%>@MZI)1nR_>1q`k4=NI%fDcyfPEA>8-P|o&Nq{g?#k8;6>viyM9JSU^| zy(4ke?Y4T=LLxamM%>``(qLWo&8iU{itnEkdtQ(-sQjlm9On9aaoDjn{K(a8kq7Bq zfET{#ryedbT}x2fjI9?hJro90L8T})R77tSBWrkdL>o3Ls}22AjCu#h_w8*u@yD;5 zMeSBsY*AknU}pJoK1bHI!j_zraOlnb2eD_vfi8*e#6!J}<2QI{9I+g2K6e?=rw9O7p$^IO1Z{dE+rAZ2t4FG|lN!>@&6E zV|?Dzn)Y8e+j;Mi#Aj(~Cx;Cm+#F$S@+*nF{QfJCX zeg0rHD<9vc4$+A=J7PZ(Dwd%^)>hDfHRLmBb8-5-4AccG(ASAF5N;Jo`Ln+nC3cQ#( zfE*`b5WT1M=A5c&xoF@X^->`Ra?kXg@$$ZZmyru{mm)JH?+9XUOQ(*vugNcU#s#Jx zipsfd`yYJlS8hlA+;=szQ)Tx7y4L;CYKy;3PcUJ-CUJm}75nXt_o8#Rq$bJs-e{-;X@kZolEBu(r5w-b5^}s z9h9T1^>c-ukCK&qBZ8MImc+$+=nK)%;-?d*T6oz z8K(lvvs6YV%8kB90fbCUQnj~q{KM$;emF0_?A3<#Dc}({5u^Jy94UF9D&>gH0u{p` zBHRYA3V+F-EMvRH-o#UPF58<^c^gbEw>NIPtk$*NwC%k3Oypyn+~onfmqCBMeZN04 zD@&S4>;LPm&a}-?XWvLt3bpCRdVH2L4?XibDc)t7SoPVLT6O`_6Z@|)_}6DaG_o+y z-5fyWQ2oTDthk#YF&gHfp;Xx}`Vt5f8p_}HFD<*Cs6ZS0f8xWH>F&%ZqfM%25`kusA_^?3%{gs2FiaODC0 z!@36jpVN(3ltP<#ixS1msXy`U5Y5gC>>BhliH-V*<}!%Ws7#cQESjHH6qp3K7@^;d z<+0(KRitQ)xhcJ!NS9R0eYs5eb-Nlr@fjwK0g885n-R6(~*8zQjm%J8+lR_^L=;N`msZb7jpvu>i0Y9p{gmx9r1^-9Y5=X#)5P~H z^~@^=4d{GSrr(B11$`O3_nAx`q#ASk0qfL3=<+rog5;FK#MJe0e-0TwGAZa>sCNqS z7_ngoxd54g8lbVRrE@LnLrlITCjB*@A5YWaHUIU7{@t& zJS(qHrY7@6H&&kqnU1Fp9w};Or-pKGBd{i>!N4yUZq9LPy3vB4KK{(IC5H*a&AwN> zvQz7TTAlV&U#a{BDnl>ZUQCw2efJfRE`ru2^_?YobStKZPRJ$p9Lz{P0dGYtOfPc< zqM|LkyF*`pTzC1@9nN4rH(wju(7-*t@KjC8jquo^TMc@(O>^1?5{rHVnN;^)p<%`L zYJbhJpd{1W*-q*O>70aQbT-g`9-AwtO2%j#I3H;}j3JMlw$c*iR1z>hJpIdjqe|oj zvjA&bt|Nk*tXb>gr6l&1|5ygRR+m`+_~V%LxsD+BZJHse1gRiX0Em1QDy9xc5;4OOPlD4enm+)mwFLh1e))s$sF$i1oc{ zIky}7(ge1`d1ryEPaEUCJ9uj@ox?laT67inF6Lu>Pwf59==50`wodm?U)=9LQV|4h zps~R#Lt~ox%qL6OXXBL*`r34o);=$3Te!@`x~18_@d{+P&WnQTxa!*_*umvnrU^iI zV6)@_?e0&*wg8PkVeUU3C^?eljW7k~^ zmXat;B`$%FitRkkMUwXzsPE`3j{v#@tv(?5ziQ7>NmVz}sZ5oaNuS0(t3(b2%3kj) zIbCz%Ow@W-xP7S`9)ImtTy_bn&SQ-Vjv%jA9hEyAaeKe`HaCz`jjH-KFO(CJdOY;q zLq>JnCxaDchtuJq8OHPXFwr@@G?%vF{E%AnV|9N$`*d$XEdRPdSG_zs<}-qe@p);w z5ir%!7++6?)_U$*)is&CW&w2e;pm+@mtFQArC9XDikS{h!)`OFV6NtcCfRaf4x(#Q z^;8NIY$?$#N82u|Mfa<@JKxRbXVsXivme`y+hKiw<=lE7lL>QcZ>X@lZp7mV5XovI z-9U|RsS(Jp>=eaSmvRlGbAora<9_XJZ{vTSIbj0ayOq%>rBayViT0{9H?v<99Vv^e z_T4oS5T&|hWIhXZZ<}(APuhK{vA`xJ(k{(&%8}~u*T|!rMEF~dm&rmfo8Z(5$hZ3% zFgx%mmXqM-!Owt1fHy>oZ6L)BDFUkF}D*ywArDXvs?gRcQnJ*WVHN#B>q~Z zc$r%XcJ~$la@Xg>?d#88A}>JCy%bSr;7e}QyESA)@~wF{ zqiEX}H%;L7Fmhr%v$H&;dA3IXQORLVY#kBXDV5&2_Mgq9hSi#a@vraxeA)9}zs_k| z>$e$vrd#tl%`*+yO{U*j?8I6w%HHh+V88C*D~E0OGH)@jNJ7E+SF*FydJTAJitHwh zNX2wzKg-RS>l};|H^^^m1M~xnSe=12SjtQ`^)2sJY?%9u1aww``A}pu3S4PJw%w$d zz|%h}_l|mRfe7vV?L_(O&ez_zQ12FR{#bfw^&A5sKxqRr?&q(6>b+I+nyWp_aq`Y{ z-|6YPbHY<1{c->ZF5#=Ke>+-Y5on6Om2+nXf0GC9ZoBl#bEpK>IB(>Ip`eY?nl z8Ae)S&FZ$B$g8=X4}A^KN*``)<}b{`(Ce#9W2M%*p5bQtDke}B$3Ls_P}!|oI+|TX z80*As2G7IR;Drj+G-m7WB>?nGMLq4X%9UB+gj0E<<=FGw#tLITDiRo!Yhk8$yQ$d+NZzrCj^~}29 zLnnat;qOsi@W*2pgWUsEYNI#To@n)!q zd-(=#wDp}z-RO#4ha5WZ%g#&xMXD40a%$!duaxYA-r&;Oh`nn^OZnRukH839484{nuIW@9+z&cxaO_@w9`c9&Vx z897a0-qf}oj{&aarzrokchAT2)lk@tr#mn+O0^yAhs2@akRt@esY}N2-Jh_eQRc1?PmnkE9mnPh7K8yvCRa1B7uY))P zu(*1sqCCl6YVub%ux8ueX&5=n@j#ywlKJfk@jd>x?@?kSkJ$7*bunRuXV~z_-YvX0 z2U0f!DZ6v2qfU5Ytoh3|P;z;=D`6C+yj)gS;&lX0yvyLJ%Q1dF0(N+Rb|wO_icTU( zF{26kbC1Wr2(tZg+&qrE7K>b80^z{us$Jbk)Xig9cPDC14(mIj+O-)^COUkyCIrpm z@m_EgJ#`3p&GlQuWb@)q%oC`y(Q`k>U(8Q=ugW55aGiB(fjpcC#GHMb#x*Qax>+q* zmUuQx$qu6S=~y6rH*gfJcT+A@d?xpL;6Yka@UW&W9pR1iZk?F4Fi;b@Y}g3tis(MW zDDRzLz~%dH1M=Dlp=+nSsE$Q{*xAQ0A&Yc~d%4IR~K zMiwp_!WiBYw`lP!jUJ)XbPtB^;)-JUj6;q#uBX-MVn@NM`*m-mYFNdTK=<6RGxXkQX3b)dkiUJz&oep5V8h?w73)E42P)YEyf5Ou(o z`MQj)j-7`HS=ADU>z9=Iow`zQV9W%zobxb!%!uhgRkf6;2)>fA_(=6?u|D4~dA5Xe zG}d=lc(4GJPe&QA6v8t?DHp@b%FK-mima^9f26}zf4ulNwoFtx zSA90n_uK?*)jxN1fnn%a{cs+HPEA8%QMdVVfOi1^g*63CABT&zrxDYKID1iN#7|aW zlI-5uK7cxUGlr>Dm;)gaSar&$5T4m&$PgA+Nli5!pj)b+CRU;(8U)OSp-$>N%)SX_ zQd8I{m)Si<^r+`!g7i(PfZHYn>-`Q3)oPza|w?rq4eohGubpcUOXYr=&kd%cB ziEg9!RdFG-&jN8=Mp>5L;2uci0j45@{-UOUGFv`Jwz~0S%-6FhV5jx8W5dBJVW4*( zANds!r9BCt!SK;7l=jlT1n0QnV|CH9(x*i4T`%G0A>!bfzXPrZ;*h11+_KXkgrj>Y z(xMkBq(Hi$XT%&uH=80K3azDqtJ@V_QSHDgmErVpGg2{r*#3LVhmZxsk8@EKPB>Uv z0AmF4DCz8hzXMnwTMX`+F6d*=11YBI};A_w!J1YAIwt=GwP0S(AI~d7bh&`?Ik0XG5>8NT+G;Yb{(m z_{by_j@2#X1*WD^hzg6h*4p*qKX8pY}cQi|um4*{q>CYs}m8fZ?AZ5I@mi>#VA zak_2ZC}_n@SL>fzO^$yGDqKA$Le zc)vJEZ5T^04Jo=^19jZUdNl4C?DX(I;n+i>oQK|032+&CKKsjudIRTNCkUO z%YGe8K~HeX`cgGq*gO>6B_b&R8F!TK6P>HtN{4r+*K^P>{6>~KI~NBdCP<(3J)bc7 z9#*S}lFDK4dF~{Gedv<;N;81Hz}O*}Z`JMs=PR{KTs-0gmSuCLjMqq2#ixq9BZ!)z zNA8*}04kZpFd-G~Y8_0p)e4<<_=#3rpwkuP za_-IS`<~Ml;Gqn%7~hamrQOk}`asl=vKS) zy^ZIe10BJoC#2qKuhlM|gm z%aE)V-;g&hDUe*EEX|1aMw8>62D^y9scZR{O*!oEp67QI|AV%YUdC!ZmGSBJ~)J8rxSgqvgu%GYht-VkJ2~#Hz&sP+5pCF+qB=+0M8AG-EPwD zf@Od%f7VP#1XLV1sbXkpefcyu=<*FRDa%G}YG31jUGYQ!K+8tbl~X1_E0&DXmI%{8 zle0dQXVCwK^joovbg%@Jj!~qPVJ&+$Z9#hn`{V1?UghM#fZZ9H3i=S?1^T-IaeXko z?R=ikRK0A_Z!uF$>tzKdAZV_cg|3iv8DOLx?cTHIQkIQLW59(sw|!vWi6(zd7CH=s zmw8!uN59(jCU8E`D7_Co(>_>n0VeETtrh0XIV_mYAOfHO`-0grrSw7i8Bq8ntPnj| zA;QI+$-UpKk|m$68@i`|YEC9luNa{{*o2L>somf1P}{zGO%42h-VZ9t@g|#kzZbLU z2k(Z?)XNjL{;CXWR1Sx#P$7dtSMSvGvvk4LGaGu|qcqAiZ_HaW#`t4Xi3Mm%M)k`@ zGSGP>%eiuDW+)&vOTYuS8O_AzF?26+4|Xfq@R5lPoF1W=pBXh*hC7&yCNYvG&jc6> z>W`=2X9i*8fRqO>>Au0f{v|i}Vz}!XhX&(C(f(V2zYV7xfql*K z*wF^Ha*EY~`YP9WVDSx5PY7?XTN;9u4j}eyIV?sF_6y}?Oe7z^Wn(oNm(Sn6EAU~= zT^07;7hcT5*gfC*H1);3AK$%9&Xw$~vx&9b4}-V$#isiPr~!q;@j#iIdFlvZpVjYiLG4G0C;udWak(>UY<3r8 zu@+~*vMe2DAgU={mHAV;jD-sW{7?zYRjOaM24tMornPV2hihKY#a8ZSHn^{s9}#8^ z6LtSOBCI!Y@n)9Hm9i?qfIa*s9)43;!X3bq{d9S}(2+%qo2JF4FcQd6dN%oEgc7PB ztZysls}oM=nt$T@&WpP}#B`l^rW{=!TO!HgzrQJTlMHh=SZwLpLTpuxR`-e@q*7@s?`$Gpco>weozZaE zf^(lkna?Tnl_hFY<~$UBeY%_T9~&vSuU$S1bqZ{4^t)8%ZnLJi|Hfy7%|!npC-Qg$ zw$t6lI(!-Rci*prHCSb`0t?FZ`UjMM)K;$DplCy=oXp6yIFbm8HQkl=|0}V~xZP*( zPZey6`gCVB%U77I@62QJ$;(+@6Gi0uZMgF(Wn0=ncR8- zEZFp9#RaOky{ndBnK3#M_lH5frY`@-6HNV707uun0QoDo*Jpp{pZ$Fx8?rWg-$1};wezC{Dn~5}KQi|PVF}+W399PmiPM*@u5B+1{ zM2qeF!$3Th83`3$H8)#xDEaRLGhnO^GLh&J-GNRv|2-owwd`FyCMGIB(3O3ga~tU7 zKxykepR08H>Nc-K9_>|?6)5@Q!5oo;nJivTcmDz`HB<#=hznu>!ZI_vr2%F#BJ@| zO<4z0DH8oMp?)|mLAot|*}Mtd?+W(W{-+He$rr@4v;6T!{Nr=xv*5o^Cf*D{T@m#m zoDb27`1E<^ttt}25qjDp)1kwET-<;ezvvNZ;z1Z)$|gX7bSaU)Ukqzxi(dWLfnUHQ z&^<_=9}s#L%n4+o4pgo`280@GuTbCxv}D=;WyAa936akOZLhW*G5$8P@q<7|PKMul zPELNsd;+K4aqp;z>Dv82-Q4r$_f4*tT$J6bCHVb{5}6<~CIU<%dht@SEQ-nwxX{Gz z|M9Q?xN7)<%9J4HukU4^xqPR%In7!paFoF>+qRGPN~>ij``>0wI1X4b0CxKG`4X8x zHsNCCnhH!0(^5a`LKTsw1M2|-#P_Q&BXDpg0!NfzGC3k z{Xd2zs>%}}3+R75bg+N_o)QKgN@7ZoLh7u9yQJ(Fj@>IgEx^Gc7yCay#M5{FF`h;W zp|~xnH;OkMDgXF+Uge@*m5xIDLC-(`2&tZCVkkLfDKJC9H)BtCMY$M1YCtaWe}2%b z?$@IJ*T0~E1C0c4IU4=w_nmRzoGl0gMe7U$e;cny>e7O#wdQ9&DIWj0_Qy5<38P`hEIcYFtPX+Ba@xNYZR>Tr#H|& z{>p_v9fkgQhJSwkBJ=l&@YltpA-?e>@<^Qc1tvbx_kaBv)BZO|n*i8A5XhzV;$>uc zS#vNSB%b#xzS1iv6Jmd5CDe&jZ_~PhAMUJ_xCA+r-Vj-jj`K2Z&=MtG84BaO?*0V@Z$T6G08x zq2335&7tk5sn<6EK+Ax?TzhY}c#3Lcnr&`O?dj}Ho@70o#$NA33FQnt1l3L2TJ&-^ z99?D0*1fDPhQOu%$r5-bMiC1aYpX{lR}6g#8aTuM*r@*bnU&=4o9>_QT-5l)8BcJ9 z3Qm3sn1edPc`GBQFZeA6S(rLCD0fhj#j4He!wkax#87Pl9mp)ff3Ey2lYalt`RB-Z z6bU9{j$wzHt@0T58~Sy9^U-?klO}%}-~!dBUcqO$C9~Ar>R&)9`FjalGD-sw5cG7= zRrJ4!1J^C7Nk6D{Q7Kwqx82MRx04DlS*(J7l$c#)e_+g7_8^_o&xHEQLK<=FF3Muh z{1fgca}w~yfn)}(2~1a+NI-{mhok<)BV?=SI|2xLpnH($hP?y_Y==@ z)IW#*_pfdeIH~+=Rc6|5wt^_{C{ws=zM=XOeq<5n`b|RXl!A^v2_Z(;3212fF0BOBK+hH;yhHC?1d7c|nhTc?haYA}K4Lb`GyrLS+6z7dds{K0;kV6(&JnJM>Fp6x zp|mjM=lGnBEESkhlKE?fIW-r!gmaby4>02Msq5@~#psgMnY+xRVN&~}_Medwm|7*_vHjok;_XCPc; zlHex*_Z-9-VCP6PE*(-x%k-rX6TDgcE(7)M?S)e^I;yB(LVgA|VJzsFN|~6?Kg+-< zv!GN_TP2;`4oZsGe`GRIozh1uCXWw(=vFul0TA<@yd36w_i?CT_@;FiKECylo=;G)I8@>Vr+I4>52RqX)VYKt+S+0dgG-M#RgSHMv{!%c0C+POEzF*+_^C10mAA$!Cm;bY@2mE)}hALfLei20SYI`2J z#Nqr_($&x?V}Sasqa5cJEG#>BaftJ%zh5}|a5!Xob^SNUw|m(kFZL%Uad5Di9oc#s zszp7)hiJy;@qwvcA6%kR`Cy6oHSlXmD68C!0ZS{4M5@Sxz>o-W1)~(q{s~iA5I~MA zCZSLU*t8?Yo%2CU3&E)iAR#?2$;X9ugY%SM2h)ti_VOj`4zh8TEG}^ZI2Ai;mt8(@ z4(?ejQ?}{t#=+D2bxZPG1{)zDWJ2`)HdN(gEw)Am?1+Oc&BUX4!zmZ_ZV15jryoH@ z`VL!s*AYk>(27=PFr4P#Hq3ZV*)Kl`s#u~RR8s31W*@p3$DVna!wO^tSAISNyS2z_ zA9G^Dl*rxCZw-v`oxQh0VrlQG$VwIu_?i;GnCm4Q<{EE59XUp$oNTq+0!X)L{lXP> z)Am`!GZl*a^MMXvs(Zb;xwhFwtt&Ojm`Gd@;9!VXWba#|uR_(ULbEj_6auQz7&tH* zKL;9Zr$A+OMqe<@9>jtTg;9r{vYaPfo>C-HmfH{29YhO{M zV@LJ~j*Oqlfc77*w;JiXi#?&|0{Tv67GC~dJKts$1@&UwCJE`lm-`cgeseG8T`WvV z=^knX|7Iv)VTu$U9}G|Pa-ey%lKRjZY`9$dFIG?doI%bqv1HZcxV4tcFAZ8g7(vX?R_7C z*8%JlNLJy9%>?CW0bp?ck8_lunE=fVH<;r6emjxn#kagvS4^APj9hIfLFBsrQrj40&!pdWIv(WHalnRgmJgs2&h-TGEK!q&R<3}@VFuLXubcF?`URDS)p zv*7MpAL+7ivAA#Qj3;<+JOZ3=|5+=)pMyHG{}6@!KJaZW^Dc4Y_I2N$3c)vSrV6Os zn@#mzrHR+?eDl$3VslU#vX=&z7MPeayI%KMwIlN2;>Mc3!oaVxWL=>_-L|`-B4TjU z;;0m}?`^bw-XYQIYyRp{?vQk3yHq|7Ugi(BXQFEpx-96?n+o>}xphYntN zvsooFyw%^X(a*n5k^4<3@+{a)aUZPJE?X;pbnmW}i<~|*@6+@+nDpZs|DyMUnD&Z-^i z()_y5en>wS^}u^fCk*_aTW*`fp`U4#!NqYI%%KC-DKXI3rNMqueezWY`bZEhF?|Nt zTA#Rh#Pq7*sUWWUv3I+P1;06!uABXIyzCHFcrhH2E+UawARBlAa(tsTy0+st>QIt% zKA=@bq7JIWs%T-QHE;&O#s31^my6q)P;pN^5P{Pk2PiA<9cB@n-o0OJY#omuAB}A& zf>%Ak()ZMGVfAiK3Y-Z0@IwB_N2a;oe@Z)Eb0ke`XB6IPrFVfJU^S98>+Pl@i`diY zc!B7}Y@hqb{pCYhS>BEN&V(}$t?B(Ig}gF?WK*~HUc|T@+zT)6UVmA{h@U#@HHLoF z?+Ws(*~Sx3T$6XL=$zXw${2{X0jjMA&H&lGRjMWmy{UluxU29bT-{!J9uXqS9JZ$^ zFmFXHrlPAbiMjOOx@Ke!h&6m=@jtU8{%xSv39&;ZJl014S;hVRK{#7wG5)^_4W_e} z4>idec#MJ6)EyKA%*gqb?OkN|(EIh>O6<67ExEWGQ5Z8^yg~x14$#9eRf)Ny+4bTj zc`v3|EVh8@b{#k+c%?U^H6riN>9OU52CnZhhq-L)2Pu|7?7iAp^T!ZQ=2iFW0;@Vf zOWVkVX&d4NY?u3tTrOPoUU3!C%rolqK!f-ecV}D<-gW2IK`g@Y+|sFEVE71MylU5f z>{ORGf7J;G%-agWHvnZ-f7Ag89|}-4FaXdLJ?;eZV8EUiv~v!3DWIRcDO^>>yG=AZ zzQ)B6`>##&w=dsQ{6jbP+b$aez((6cw)_ncFGqKHg6RpE=lC};BAHRhlTm=hQaL%h_zu#fwJOw+;$Xd z5A2)5@F-6(y@$=c!M+vD(>?{?L4FX?232DlHYEaF=Skt@GBg=i0y7&1r7-~Nb1;y~ zyiP4v)F(E6&@(f&+5B4a@0~>m!_FlU+q}1g%4djMVb2XzP+}sI0*kaamdb&7DTB}l zq|H)NJbAZrE{th+2QXrrKHn=>`humvrBpAEAEM>9K9|9rY`%J)uM_5UTXcolp1Jmk z!Zw)R1}ZP3L~CE6K=tCUma#X1ZYblWfYxa}#hEC?EAr=1*{d_8tY6Pz9qu*~XY^e; zt{;Y)4oD)yCx%#vhXt-CUH4Sha0EsA@ol3CqfRY|*_rQM9 zIA(YD;Vo*pJ~1#;fwiV{di4S0Yu3cEZ)`Vax16nCh!*``Lzd5!-zNeKNSp#PwEfkmDH7PD#BT@nz)%cZGUB{a!$UAv6=TkG`5CCo-#+q8-4 zIMKa%u}2W7dSZw;$)d};n@?ic&j=P9pxIC;kecIIjIDRoV0&ndVCA=7uJSP7Hfay1 zymOFqu?gUQkNLtQSTUiA<<&LR;FWEWuO?=4mEWhOt{Ck%Ez6v?l6!PR0_gcUSs6Bq z+HAdPux1=jHxkeH;*2nIH}%QfCnF6{gT#{g1$57DS4||uBZ8$N&!{|0W<7rV1>=O? z$>&Bn97+;e<0g2eP&CXVJaPOcu;m+rQFvf(E9y3~yjaIMQOoB zIxnNNyk9_G$fb=ZK?M7=xfgV*op0jsL@PvzoqKwHPH>lw80yah_c14Ph@>4htuK9t zC5rgO!4xK@CGz);_m9T|_nQ8b(~@{^4Cgk8Z^Ah2$z*B0-;|O88aQWrV#<+NN#d=D!cIITYjLu@24?a>_&75Vi0dIV5Zi0*0HZ*ma26&YyniQXFOj+y;ln;W^I^ijkMB612_{S5WaU|b6C-NjptjRL zd3TArgehv)CV46^MPK-a$nm)ZSu z$eQa^IY|d%w;?W5wG)t}!*79dSw(F3LHk^7fCwB^FEaUTZO_LcjtXA(uL+&cbllm= zo4^~YLstd;ApiuhwK}?5<-TW7w5F;UT?a3|EG@M~|17b_(PabE2!FUF z{O+Yof4rN2|2$ya{NH!hL03ZevheLisMd6g3pIPANCqa{p zlDVn?9m+wHq^2rk0+1Syeq4`E5_fNf;|%dJsoD!rx#1X;jX_8YGkZTVkD*K{zX&1$ zNmq}U3|sSsGT%dO5b>LUmZQz*GoC~tRfd-^oFqoJTD;3Bmfhy{RJ zm4ntBX5NL0QT$2 zJWeP{kU*Wdw@NP;S~Noep!2a3_8COPyR7wO@8J9=2f}L6RqtZGV338E_3@+(I}?L3 zhWd^0f$F%J&kJ$pFm;hIevvEuIJ_1Y4?nSAaG-+x5=PedKEThywgrHB7#yr1b+59p z!NW{+4?@E6pt^>`Jp)cBNbiGJ^1zA+{JIZliSl9<&F(8=9hgJX(+!~E2bnQdN$4Xq zH)i|a+^2Ih=B#>`NeTHh?LgNiSVfRVc7Z5hAB-5h9E8pBShvJ#j?UGF7bQKP<`y9b zsA94R4FM>SL!d0+ge0N%ddfQxCF++EO1ywfzo)S3eF<(x60{WT*<9%kPATc_IB95< z9ozsR%tems`Kf@<-|5O`0$PiTZ7B{Pdw0bW#~>|i#u%L8D~Qzye39RIG!4KK#JOia z989n-V;C#}P>CVPK@j=dy=rIAb$>EK+ELA^FxY%PIT9y(i#bVWsWEYIUnric8bM#& zpEy;#+yXYI_)f9vD-^_6(`JXYU|iqE@*+90AI97Ugp8q>0nReCVqLOFIjjlT8c2pY z%a;Zjx`-kBk~IRTjo~P9jnjae8#Wl3C%18tTFcdq;IO`$Kh*;L<;NA+10*KP2n3Fe zID}>Szlx6!o{D+ACw`;onFH-A6?axy7CjKLh>i$YcUoYiiC)5NHLw*lC>2V-Lm;q4 z1grU5@ePj>3?PZ*w!u)_HHGZzR;1=#~xd!%1g-+0%R6C06 zR|_49;g_$2T^=^aS>1$=c&N^X+&?N(#Xyz{*vWdB`^fYKt#%OWJsMJPU8-r;l8ZLp z*R3YRTzCeeCDqyUsD3`<4LdpBL`a`~@SG+y3gp|71xr#V^1t)=lK{) zuFSbQHT27E`UlL_TFx`kqz4C@Qy^6eU6Q4BSMvH9d?G%z>rOF!5L-z+ec(WFxG;4i zU#(e1r0#?s2yoyjKxLz^Z0O%DnYz&rp?)h6?4pH!x>z(@ZyR)1GB^#;Gq*3DfnMhy z%&%$%i)I0&dNe%OasYhCH@iYuhZ}nNKR3dwh^mtz48|9Jf0T>ayl1|x=sUhLzp5x9u zfT1h_*fZmn_#IZ6T4N)j&^`LWjv5d5iZ^JoLa;=lPZhIOX{pWNKyoquN+63v+2)zW z1Z4dBw`c5dHaqon{8SGjga3|9sKFJ7xbRRg=m=N{;VYd0)qQq+fAkVLV<4ny4?3V_ zWrMcsDKaKoNrly(%GkQX+89AxKW!&H)vVH8cOJt1DEZx zDN8;jq~rG?qBQA_h!qiJL2M-y0Ht2LyyRAi$1~r`b?y3DPwRxy!1M=b7^ON5@iUeo0}4Z4a6mu<4jyf7nGK zi*t76F5jKY=N?3#4|k_9G4QgBU8WK(EXyKhqtX@-Z(z78N)lPn6Ytq@L;b6f$|L+Y za@u}Av*?Ns5#q+OUS71SurpJqeO|PygWSvrYi$mZFB_nL0z@gQd;S}%{7lWYg0o`9 z0~VbK(*f3bPz#56+-ZDD0EfB^{mef-wWpALA#LP%!(qf{au)C?VuJd2tsO)-Q9&N4j$O?XIl> zuT!oMq#6OreN(tkwuZ==D6upr8zVQd)}}1uu0!y7tfp0mCS!Z>CLh);m4av$lyejO z0!XL~tL)y)X>j;9{2Zf;4KeE>LYb3F?TxQ=L*R|T99ls1C@PO{rmrY92!wMi_ZBsS zEXHIfym2KTf>ZsqjvSm({!wo`M6i3)3eBg*?<2^ahi5wh$Zj>A z^n3JnQrq=*Ylu|R;?F&WY?_NpG(*jA%Q{HCO_)g!+{>gBtSfy^x)V%q#Ng?S^^b>FuK?%Dkfw2=xIPaD(tOMj&xfAz6Mx|#ha{1kvi(C^{n=#SY zpblt4!XZY-q^qdHLNDTC9@nnX9KS8bVmdg;fK=;~?GX%6Gq8f1V5aO_7(@@W(mPW` z{wn{aO^8A?nGJ8wi+YaRRmqqF!G`>@u9!MTsOQ$5YZ}YS81Fb9mHX-2aI5*^gg8WpJPyDK8xbL1#{5-OMS1E^BGF=`4dIe5DNEi?sSzw(z z(GkKo;P&m|d<$x0iC^C@6c}Ocgc~7F)K7SA>a>Dr^f|nifI59 zn0liQm0~+2!6RYzS=g0fxx^tl0vHXW&LiZtU!JGP}$OjXOov9l34_(HY54lm%J)$i@uaxwSG>;5=TK60%?=C)m>I)H=n-WZiB!T z-80KTZ((MF1xvTUU!HkecLP#zoH$%$!@Bmg*U=j)b*#Q^{iws8j&=k%&D=fzVf?@* z?-d~!i0ZW`+rB(=uk9*Z<0S``*v6NgA)Kf>*$Tgi=UP>= zY}NbS_uBAEN};eic=Hegl_qZ2o2{+#zqBF)pPE(b{{_bk_-EZg!C_3lnGpGL#7I9( z{xN?L8MKX*_7O?}ulwDFxW2??kypltzfSvrDbt!PTAy^rQQAby42fRo|!*(1*H6%n<_V89_j6ty*?PfbFU&;oF9%{$f24LUl`oFkR6B1#mwWy;rbt)o$zxDXuStdSI{mAqFc2?$dv-!g;kbClzv;Hn-XtpVDzu&avgfL_nwRf!reyblAKwHa(xhn3IN8~ z<)g-4$p1XrjdZK#KHL4xCPY`DCphkHQ4%Q!r^^RJ=Q*qH(Y3-}rLc2+8ail{n_Pp6 zeeLU8pKR@;+fv3KIt5Qqe|{d1<(<;eJsh@NX%y$OJSjtmAB_~j|M^G^{?x$f^DjL4 zRixwRjhjUFv|A+9UxGjxuJ0(QZyz=lSXShY`jy3tSF}XeL~G=~a0xZR%|-}T0Xa0w z@Y6;01PG$3zM}H;!S#qwmCTR@G^)Q5K45Poz5f1#M|>w7Xo8>n1FH4CRXZbdfPaH> z0=UAbd6E)U3nIYMZM|mzt&+k#1UHZB4Tk`M_s;RS6rL54Cue>#8!&1+zD+Tm5T3t1o=cN z#&#w&5fn8jZhV3mu%Y&=x-5fjxNF67&+YT ziiFk;8rJ{=#(Xjssi#|o0)WFta-8&51&1Tu4`gT-UW)!&gZVqcX$atJ2+Df3)+ zDLi_TiNE>+3T)BtrDxY*TZL{}GIAgU^e>>U1%o)q;QcQ+1ix^x=AGKPSE=YmdjxL% z;$iNAWb?(d#I zf$h=7?!de_z{`>7>ISWRC?l<{6N!7wBRM1@?wTs85b2fM&FtV91xEGl`O`boA zQ5Z_{93Pg}IXp>>)4)A%)_6PPVFILP_MKANXpI5x&;T&ZQgCnk8n}1pt;N6n)V5A} z6LpSt8x+HN^F?VdncP19SnXQL)qgAGq0>>l1Ob#t!H#eRZaq-q(mxi*4#K(11hwJj zs5XWBybC#~o8NQT>p>z55=IEj1K1;DHTw9X?XQYON9Zjz2cCfaNj69Uqp4;jwVUcD zb%h1w@Hu=Y7{837Pq9S6Pr&p^usrOPC$@jGQWR^{%ZF;5y3L8)5NEB<9mz9&`K9tX zhg|O@q#dme2z9+faLn2tn-AdPAhY-ke9Bu~-j#gRl;)h)4!t%oP_mIPiO|OTkt1GN z+4DL90!jf(CGR*z8>bIG+{gV%-H2j(Ev2UMrEMNW+5Yl;jxA!!@60T`o7)M0s_;3@ zK?{nMp)XXu=wtCf;DUuHco?tQwlTcfcw1F=8k)8cVJBM)-ZHU@1ui(KHGXGgB$Tq$K)1+hE+K5!!EPtzmG5rfCj^D4_o7QO613sHS=5an88++uel#Mc#~I z1`{4R>`st^RgzVAW-&DJqcz;^=dQ@d^iE^iO>K~-WlrmT&*se;8-<$@hTaNYw;$6*FW6qPz;^$JogQENHyd5WiBqy$GTvPjl zanZi_MKf+2mz+WY77X?m*X0Q~EBoKXmV|f^asmPPrl-35_^6}hUOZIr;Fr{e+lmeB z6IJXaY10WX^PdCsJ zE9aRbK&~?1|39|g1FFex>lVg>CIv}D!ms4LX}4|qJ|YxduZ@c=d*oF7NPM_c6a!z~oY z?eZ99jL-JmtSgsB%#ZdS>j%6ZXY#qA>#4~-hpwNI^WMG>84$%1tSx!9^4(eGH-t{7 zT$4e^;)AA79N!!;3H<=FzB*soJal_c2WJ8)tN2qM2jzFTQ7j7KvpeT^8@0jDQ-jRI zC8I&j{f`SUCOD;vY%R~&u9A49;GRT|2acLFJ#(#3`)TT{EvQ%exEj|%l;3d)C`xdm z8n4~Ak9ml;Ji^$5a{_1K>-nI4mrqTOMDa$6sdYrRSJEO6EbEYk?K++~39p0NXde=Yf&GgLIUzx(==b6G){qG&%m| zc-G)SSGq>3tL^W=-m*IH+X9d>O=QP)>X$X*+bO`qZsUuQ=4O}&AoK>ueck|v&wvRx z$~#S`0n~&8NxnYq4ksVocX*}(V9z(48z=^H z#4i0Flj9DeM(sfDw!?L2vCO+3Yw zz*&d$v#8UocUSW(D<`1BEmMI>*;1W{f)AD4Ge&HfUIA$%0J1#Bzg7dV4nWzKH>9Bs zZZ6FQ^T0$&Y!NNZUi67PA`3KDvI`Od!7=GW6BUQlt>j0vMGxX}0I&0a45>bW9+??4;Kic9c009%LH7kJ5G9blBTwZezRFBGc zf<^=1|CkXG&GFQ$!28$&jH%d2PJer8B#6qNRR!ASLeCd_+u*}#GUz?>-a(-lQg9w1 zfGAh2Ypwo%n}!h>Slk@7AGG$MKfCdAGKe+*p4q0jng?*-2Cn=N!W$$5g+PZ(0=Ph+ zfXza`>Hw7edZ8T|{qnG7mUHFtqZ{=-EBX+@)SDkO06)g-4P=ZF%_;(7ufcIz@rJ*vF@4IYtt?OzT zQ?OERyr(Xb`F$+vl>A}qOe6;d5FSU6*;jWvROe}O@_)UypDrq>{C$IzF^gpk|0Yjc z&UM+qKXb><{2>-~LLE1y@0Ds@X+()y)r~J{kcc=4CBD_y@@H+czAO#Q!27JsGOWDd z%#MDJ6zM038&B=)Nh8Ct9DuMj5nA*IqO=0OLT(n~EW1{JtIC3TC6oIxz|R8bArf&L z9p#i76bOg~pqW7e=SjNq&DhJvVj2=oV*oJ%E6FTcQ`%Bs2n^ogW*phOZ>nb{vffx$|OXj^sFPJ z(yrj#!u7xdFm}N;8fX}P8Qq)P5hbH9z{s1KzcVL407!2SKqtKEe8 zo#}-^0BFm(XlcFPUw8BV_0W``7r>nzbh5l(c2l9q(6-bz=LFsb55Y+dDz6d`0?;Le zGmiwSJdxSl@4|5k*;;d_`n{cbZT$r4e&({Q(-N8?Kmqw#!rBoyq4>^Q{KOBCy7@N^ z->_~8C=MwGof|-lB#=JInFuhYsiR+A1va2Zqv8b2g7tm4UC8RMczBlwJx@4MJD3w$ z0!CYa*?a~3>aw{0FNuot&jmBhK+i;AX9T>tOtoNIO2ly|J8^Vx{9d=9SGNT#)Q(h) ze5a%m0TOvBB^eBA0$>t|&v5JN`7x4>?zpqL*~CT z$Um4_1X93RRc$KZm-jr~ti&5ahBM9L^*ulB9x{RW`T~tH=<9}yIv|2z-2f7u&j{N35p7v5LwY^&M-^en)tP2jAsjRX4xQIw zY*Dz|Rd!5$bQ19|&86t4tCkvHz}yq5LeEN@c+-48eC5C3-!O`gv`Nz+^>=lJP^48)-8GHr7#&; z6r`Jg;yTi~T^JuP5w`p_y?^VIYtz@{&MdJ@#=)=IOLrnprg^R4sjmw@i!FHvS^f=3 zd`cCl+3Ey|nYkY`)xnHjzVBzMaq)&X_Vg)rn%Nb0@)zu%+aaRLEab`*!?;B+^VnoM zkPozz1AhuC0Mj2OF-ZWF6K4-Iev2%d;nB^jz&Evl>nX6^05eeMTG-?cV>=f3!RA0k z!Hj=fc<6W3t>=!a>^P?ufKXsmQobEKG%s5fUNI5`jKX_h_QAwCpfQ{jNnLFR90iH$ z`I&Gf%^%LoE)F~}OA@%?w-q1(_ztXlBg$rhQ=lm&fbf73CNO)<01y&L_1>qUDe@ou ziMNc;iUy9PIF5|p{=-ZosJok-4>>2d&+>VKQ?BFj(sLl^(LAwQmBt_)9z@Liy9OMh z@JFqXpb3JmR=O2BeCS&MY4Y1*c_jmT6!-72vivzbjPS4F1*0~mx&eqOH*FoeoFp9-l zdJUH=0v{#dLblagOA=1<*#}HTNSpjS&Q}OD9=OkDppbVaxAj}CK9Dj3Dhb;6x_Uwr zE%|`+XQ+Y)Xcsc`_Pc|#RJ?73-b6&zPi%*>xBk7s z7qT!m_!a*bH~6n_TmJV1fzc#d=|8A~`!BqEs&aP`RYFT9+5 z8z5o<{<{1mryYPxK+!%+0k-`IqqtSHk;j5d*VNxB+5A-IY?#=lJ15~E|aE@@@oQX_3czZU?20Ager@+KsS5uj$VA6rj0Lu0v>8ghz+U( z(ia{0-c!|XH6Z*v+FrE8jj>Hc8nKkn|7}Xopmd=>DWMFj?)L>^xOdd<;kWkWU;8rB zJv`V_{6u>%qV4Eg&()(huz`nC>ph=vZvI&CrhpCNhhw7$i%gzNexHC67*q%ELFw3? z7X0tp_rL%Br9GDUUrj~7@P9alp&Wu<3dw#Ozt4;lJ>N@tAmcp7WWd$FMpe9D>HIKW z>pf8Dooy%NCXvyKt?B^X`=Aqp>$yXN zcLfg*@=R8T*pD|Uby+Ow8Xkb2k!L4B`!cxHRLH06Zn+PX)N8wO&-$_5JY>Wlt~>zi z9C!hTr+I=dabP%R!eCtil;?TSy{3)0p>W;JtmASzf0}K#hNAt>Hge5f2M;ol5vNKE zGk9^2H*l#0Qb4Iyv@fn|T_@K?0X^9>VS7Dx@;aDfLxH8IE+Sk^y@XVn+uvtjLQ@TC zYf)$YcI{=$hhHxTcfr`lZ!Vo@ZLv$wt$TG@kf zhF}PU_gA$xxRxs4X0FcN&N1fe#(pn!!qzTZ@Gm!;+i`Z@da>kqbignGr{+hW?cZy1 zX(Ch?UfLz+XPTaN1)MoX8R<_Fa^HkN!e49XPhs4D$J2kldlM1x9v3?QJOl`TtXy}{ zyLp%Pq1fr^gQO3n4tn1m2|6pfq{#-KEsL}(jGo6#>>!=EgX@{ zMafgsT`hS2W>1my!5A#Coy0~UQ2E@@O)pCM7VtRCcQgueYVpGZ?W#PqjtFs_ftu$B z(marHI&j13S#?RNSjF&yLUZ5YH%KgkPQ?vBTQ-iK31g8z`<3y%m?t3-F-dknrz{OD4j9p1ady(M= zE7h#7b#mkLRw>8N_rrzsUsYiv4ora{_r3)Ab!TMLZLr@O|!8>*1GQ zcvNC2K%=(MuLqnjI(3tV-5Xgy34kGiKo)&aV3r<%HrEe&R)zs=Fi_JDGF>kN=ZlmwXaaJ4V0bsQ{3b?@?7+A8F~Y2Bh8q+I`^uI@i(u8mNjX z1Qh}HiPK;7sJOjG&vMA?iQ|-6AcNfcn->CroozV8atBqwCoM_{bj&!NZ}rv#;J^bK zzRlf4aArYG&36=m+m^peY7e?v<$PX-0{}llj%WhB7mss8kVj(S4iCkExV_QzjJ$uc z;x5Ge3TOgTc(CB9xfb&M?|a9G(uN@0TnIN$`kSq8V&{hJB)r_x5Xd- z46A|wYO@U|k{KPk0lfV}!U^5!wXkX)`AvL<;C@fmiqJ-CW#O=_@kN=}*3!5(=T?wA z`}1N~nyqni?;_2%KR=tCcKkKz!BkP;&P!2subqtg4+i=F+uEeW^S@dep>m|xzgq>r zthFo=dfvCeW6+=aHoJy88et_eVPx)Pe}gMw`*A|JO{RX9i0)Ro3?F+t^yB;qElI@@m#7vkC5 zH1P$C{=oOh;>56+91J1fN9uw!nDyh8M^`KbAe5(7U~E>Yk;UiFN9ph9&d#zw?mQhV z`rJOtM#%EneD+1hPg#0;B3*Z`;V#>OS4+ff5m05)2L`2qLnJmeFWAEZs7eUyZh!V! za_N$w9?R=@o25Ii#bZfe&3@pb2c=h@rQvMy=? zV3O+3FeM_)j?N>W{0A9L*&4$YRdeku{k(`DHijv6G!nAP;qQc#yHvht3wN%a;HMC3 zZ=FIrEE%5KR9ISjKLxGb(MS8e9q=-H&Brb<|D7ac_^n~QKwxwNF_#KFT8h)gpkW050t1mp&9?-XpY@AAV$~UT@qZZ1|G}~ZnLjW1<)_LmqMzEr zywp#hIXp2711?lwZI)#q#=Lf71Or3T@A{aCZv55*0#txB56T*5Q&&z%QnHR%R%alW zePZ_8nty{hkNN8PB=)YmX9Z(fIxdIu+n53UT7ZBf1B^XxYHr73)qd8Z&zjEuyPKaH zGJwey@Uo!opRB(Nntxh&mfV8&XiECkel~pd`VIL&x4-1cv@Xgs#)va##u-QhzZY>rEP$c?Ze*(Q)`mvt}D&4a!S{( zzI}nuv2#tfBj};fGoazm49_xnp-E=T`BK(rlZlyhNNKZ+rQW105xaZ(=(_fXhxMjM zIdl2a{6~U29#XsK{u>^i9#%rfEhtzQ!p?8?B5{AIM}2)%hC@F>Hgo7=^T|fj%SEQc z$Vv4u);sJ&f3G}G7O#$JIp_~Tw5VX3$~9FGSlHo-qmTD{|MS(NoO!OvCPgCQ&5z8l zeW5h5iMdyfuMq$4AIb=F&?SFuuk^9m*97msA2Oays)YYs5($58sKw6wc=}*Ye>>Ta zklV1}55|eT!DZ^=FDaf(A|J6lN&AbEV5F(G*h3}GR4v1X%9>A^2Jds$vb$m(@FBTv z2VSC^0&i^?1alKh5#jx)klz+2{{dI9^$?}$ou?wuL(h~@Mi zp|x!aV-(`PgRdM!Zeg8g*(4d8_;GHVYi9E!dgaA{)i}iTS!Mgt^CL8{uy$Fv{e~8wR&-Kd*P(FxHyi->*Qw<492kOF)Fy$ zOn(~J_teQtdg18qq2;0Xq#?TGmaw!%G2#*DS_j*DzhE)B9fcv|$Cv|)nJ!mEV zmpgiZ-nZ> zN*o7bv%Y@z?fM-0@|l^>5wYaS%CRKthouC!{I$Qce&X)u3!dWe_A>~LPHd@hx^Mr1 ze}CEZV6M5A_r>2O6oLKCyvwszaf#z&eAo?2UE#U_Dn(`G{iI@b&;qWu&!wh+fEGtX=e!WczObH{u3(6wmH z^k%)FIB*a1))wIOmG~EgZX}nu4pbZH1q$fHs#p?arJmG%t1fdH@w(;Q0KlYin`k}vq-X59HT*7 z<~wa7c1}NKd{<#!*hnX-g08V{_;^oqB?j_CdQ${2ePlf!twh?_USRaTSU*Rj%p-k<|NnR{ldlZizIhe?+?r$ya zyhvghZ^;o1xl(R*2b-NZs>@p9>xOb1LA?9Cc}TZ&q`m1>wQuWw@$(17zG25(^_5xj z$$j1A!~~ZC_)gsQH2PTO0Z3W@rzUo_=nhMu`8%lFtMQ(PU%dN^d|9|8;pq|G-s7>3 zI!rgoQahz-%*Z~UgL-MM^W8qbuyhk>(C|;}9oN1t!Sf~beCrjY;mygn96{4Wc`CJ{ z0earjZ-R@)DTnSNpn0!6)%VvWi0@G)RqojWuySi`&9bK_niR`nleu{>h7am|X^i)a z_4QVb^VL>gn5`fl5dY}D6n_6V;7tuKnMUeVyet&!@dq@#y*jj74 ztFYJOtUrb1yZzeRghuacv3W;*!%MA@4IixE`E1k(;^6YMkrv*uH_NHEZAAa&UZk;6 zO>w8kc?D%c%7%SIn#W9`u>Ea?xKInmSgsc}lK5AA(XN8rKS-hi>U7#Co}Bx=&`6wz z+xHDfr7|o{c;BmjV;wb(`69s%)fyVeY2Qp?8KS8OVDOR|u=-xwzo2wKaPRjj*2nvt z$Ji1o;T_)Mvij~(U+c-=lMyy_Ies?5a!W0G<$x-IjehNXs>bK#_6;b%UtMWEiW`|? z^kSLX^2UT%sEH6f>7v0VwKQ-(#JFg0!~;PcnpvJEVVZu4u}{5V6`-lD_VG;B+blz! zM+&opm3(}!8-83p+pRJS|G$UOzZb}>?uzr;Ie;4c`w@7jnwFU&s%W7##%5;UOvk3H zE$tKeRXiknzODN*ulW7AuheD|->ly#?A^M`4V?7~ysY3~-++kld z;*9Rs^;|n7FP7jsS_zinnE&=XuZO4#KARKqsME)4-$O9uf@-qr6~@#!ax7iEMIt2n zX}j&jWod_&;m7j_WGO_}DhH?3Mqi7K`z57vFR(Twiu;G2!mE=r(%E5&j+HeruMJO* zBYWWU_f#4jWM|x!DceTVNEm5JhQ|4d+*f|h71NIhhjdg4Z@`wfPRqCly-ZSyXdTcP z?0&Y8oI)1Z<4dGmKVGuwv6vkNy!21VBjJP?QLQqS=f4z?EYFYTF^JljcN-^KQelxn zIl29I7om*lvcVKoO8A{tLwrtFpE?jgAk9ml?|GH}!NeuNGqed$=A|7TC0g&vIB!LUGDUv~liQa#`(+=jwZ{`h)F8%$;Ef^B<4# zwGOK~jh$nyMvwL7a~ZmoBJ#fHh!FvnH+|U9ScsN<1TuJ3Y1rfYYuUJYbhA@wm0;iY z0!xGW#m^ksG{$rx6UG`cW?sl0F4JH*a=81~OxUa9#h5s@$S z;8fJs%WUdAz)ipV#1+B761OW6`l6 zSL~Xh)kMLR3ZECp%ZQO$L;=cHZt!gEb4wQ6SGFys4PWHDb&|0vMu$JmiCW92q4sM_ z;!bk)rBXf-He4XexHQlqH<={qY)M3Z4<|`N^%*|J=!PEf3YjHiQL$NcYV{+SRW@a^J{7dMu~u0mdT45!URU-e~QsZz+$WRxCHa8pS2(kLHj^Z%v`t?8k|zs*l;?NiiD-?^hltVN~FCXcKGR54FV2}HIv4M=HElN+9mS+*#K<5=P-5*3>*1RZ( zjl~~S{Ij?HXNS|-;@$q|n)C0fEKS3TN5MI(j>l;h@tDTK$9OWnCM4P)4J2}ZGwTyv zEzm-)zH5#j8N6Ob?y+{DugF!@DScs7$>nXGy4Q;2RbQ?dUZTOFibu*ZJZrno^cxu~e4}oMgjXS1eVpUnb$0=Y0uG0ORvmdFP;rcAr;FnFcxuo$y3)L^@9e-I?I^g1hB|k6Pvft;>(D6+ywjF{D6{OIR8KR!Y_SMY@ z$TcZ1X-R*BIvwM$ix(AGC6*67pTy4Uy_3pBrLSEqfwY*h*HO$Z0y}Tru(vnw%ua)f z(r9v1T_BRKuuGX#*B0gxDN{7@b&vmnKW^0A*rx|e>$mhZ3A1I#%xl5ycS4Tr8y~2y z23B>F45_Sf?w=X?F8OR?$MSdCZudFsL+xe!6NEPHt93CWnRWB0loMi`@j0C@pYfJV z6`~Y~e>v+*_KdaQGfwxbc5e96enH=jUd?2og`t;xrfeG#YWpo3oQJtX9Q0^+$>SDn zr-ber4L9~Grgg~$IvV;V*QC`?Yv|DCgR8T&_nL&XZvC1>B^k+BaqchRV-G9bky6H% zuY94&1LXq;UvowMiMjhmPMY^2_K6!~`6~;#2&8(VP8uVmyT&`fG;T+$pcHnCg*YNv zI4j+Xm;)7{?=aGu=rq{fom>qiQk+j{IiKn9ncF4$jK!uh4ga%^{rko8`Aslb_&<;D z{JoW2h9BjrkjwzW_7Rdlr4otm#BviY^4{cKHdKjb!gL54T=OZ&rN+t;t7Xo6;QA|q+z z`lzMZo6kL8xFn!GuplcW>HXO4-(mQkO4cC~B~bJ7w+#3Fr!U~#OwG;k@&s(j=;{=F zqPo07o2VYVA^*!xyYsD*LYQM~z_w2ajLVA~YbJ8sbZbE@GfQV7M6`Rq0b{~40kX-feqla|E_yBi*!FK0QTH zjN46mx8>Zv?nlTtr`oLG_Q&mohSR7KNX)rL$z)!!RgB(bCCHWjp8uwvPz<@^TfU&v z_5hD=1%&3KW}g$6qmUZ$n%+h4LX?2}$?_F3TQ6zi$9tC0O_A74{+`Zwd7IlHmB*{t*@!&NUBDN(&?&*a0U?e zi$0kL0jk5O%24L{ebU_TuK?;^60O>{p9yLbekEXK^wXyJzSX#C;#Z+o`EhjI+1PLb zP0Hb;UEd>7fprMF{#SUM1ZLi$7>0m8hG6X0XR;X$C;S;b`dLmFZfIR>R0Q~c*Gn26 zCHGHor!o5aNvj!SF3r`K+6I3QM#{vXGKpAqmxCY_;0}yraqAkjxTS-eV7uF*Ab4Gz z0b#&+d+lw<8hm7ZZ?g8r|Agazp0zq!dH!#RR&d`HeJGo?oz{3W?rI=I-vS>+6w(3h zf&Vn*TSj0H8+@kxUg6_*Iv%& z_V$lij9D!|&OQk^GSFtv!q%uw7|vwD1fz@^^GyL3qYJNU?s#d2`KFTanx2e-G}73| z1)5vR-}!lA4NcXr^)@Oa`sL5*ZSgNIenflAzA3N~9)Q>^Mf2859z0(2#6>2B^|1r* zv~T}wHoKj`tm@yGsYMd3rMRk{HavKGvf7wU=QG@{57eQftSN5Fr@pGsTblx-8BK~n z)y7=nYcX=cSNPnx$bp;ka`1gH>=5J@PQ^Hc=)$>+4l{oh35JFweb`%BLC!9Xu7A@7 zb;8P>#NUGjm1j9MKWu#ZFj~6zw^miyqEWRB#?0cPLze~(5Xbz&HT5q^+tWTlx6X-R zXvDKDj;JXbgns&hORj*UHSw?70Q!+w=Ce9sWfqySwbh9L)?s1c4F1>0Mm3G2dgs34 z2P+Hv@nS9pGk-f2Kk7v1M`hkL*P2?N!usxG(0aMm{f3q(s-o%SwhCV}w*ij=4Gk0u z7n*tI1p;8G7`&_9OK4r~+`r(p;e-y%sZ~m-KXb5Z1TiMvx>G~8<00d1jvzc^Fh-W{ z>vqW}k`&gG4Y_~Mxq?mCzz{#Md;FV+I=%PL=!RH2ci&E-Q<+)(J~v|3xJ~o5FBVEw zJ=WA0n-eI$Zyy!sklx22tYjT?IGc>lRsj<>XO>n^2pNjf>%d-G6 z`F}r_g`ibNcmKIIa1F?^OO`VuN8cs37H)Nju zL^!=wXOxryhmn!zo4xDJN4Zt|QQE9yVnyXs+WA%~XvKdb?B6eB8pcoc+5frteUP0p z-hIGAX0RZ66IDjAuX>6d4#bTC@2 zdMx_BlY1PhB^3Xnxa_WBjcO(f(ZZJ}^X0^m$f#pI459+p^cWrjr(2 z?54y0R~+lx6%rPE<^?D!D~`P6`LfVL>!XnN(+P&wq6%Fnr_xHObf#G*cA}5(wmebi z?cr5Pc!TF)L(aZ#RH@>1hcW1+_{?SneIFB~JeRa3UI{E@3XPV)(= za5N0CLzvl8^e-7D$A^XQH~=1mu;287#rq$gtmeSAZ&0piB&ONe|1K4b0(dN}G3=G; zOdZB!E08%p-^H=9kM5~btB-fC9gHE&&RFiGJKJehpQ=x%rPn!WdL8Vyh#6x5*hiyN z2mJ?H^7UY-J83>h52d~<`k1rHE`;}+iH~wg^Pe`^?mXEj^f~d%4<09Wxvik>i+wfp z?jpp;*6;ODL(=P&V?l9TeTP8$i-nLLlr>OIP&{#&j=i-aMdfWbA~fEM-fc|f>{6y< zh3|y7`1rtg&@TiWSEAG!;YCrW^{2_fM)f_W?CzCo)q%)q>H29sOiqIHu*ZuGX5+(0 z2Zt{=cjrKPIBNMA!CESAJ^28axttEP63RS5}p}LmC=JfcVMev^&LxuMGs{bSqcs`_$J(hz^OL--;4RlYa?q9=u z71}Nk&+h+Y;Ntm@hPd`>s+(j{#u0`di67Pa;>e>rVEBggDs-Xdr@Y9Ya|v@C5^Nt0 zc3x&(`)bvH_E=0Upz&~kfJ=pEeqcsck@CAVY#7fQD#^yxyXI=M6KH|i_iSmB%Ot1t zKkra^OpZAAxmlM=<79bdM2Ra+>(2YVexk9WVkgT%r^dI+gXGh9G@4r_a|hC2Nr}09 z!%hJHLBw_o4I*nKSVhPkQ7S)1%w}w?TaI+#8MajfM^k{0TNHz70|(49Z?1~%gL2`8 z1`&D{q*K~yOBc21wSFRWUbRM1GyNaeBr*H-?>X>GQ^fOLNZX;R{K+q`({eKi=WQ<- zZ`&EbG4rq@4+t+0;8j)ZoJQ8GM@ z4=d^ze2^ESC*RLXs(Yu%Je%s|^d}GFz`2T9sW58OoZ6lv#OwzXRyMGF?OJnPcB@jz zukMfNrh#6d6RTgFS%x;OQm-1xfx5FRSdnD;)7s|F>6cha$LZ{T$-SbM<1q{e0i>5f zE3dwNJ=M|*bDOZ(5#dP(ttnREEwA$Yu=(Dn-7o*zdT5VB*@h^xx?cWttgLydvnW5|G@&I{MGes~o-w?n%M0L5{fc=y8tSBXj!!KHGS)ct8#Q9{M$mxe?t62LsPvmVNF1W%C4y-H8@_!-}1Wo`{<2 zs>Xo^X4nL}fLD4ak0$6n)vXVm^9}PI3qBSjLKw?*Q16vK&-5IrT^=@*%*2=(jIM;# zfRfd^xNk|yRnw%rXIid4DpP4FmK6e0Wp!zv6MAFI2>`niVu)b13Kl2p!R4#C^`FJ< ztAo0$#Z0NMYgwEIZI;)U+N$*5jyn&Tz$S|o803yi8P`aAdlXW_#!-dG07@RwNHZ)t zZuOP}+pyM%T4^dxdA1b^2MQeMpAYJ>$FCb^D{6JEEoE20`QLJ!{`_Qxs7EW=aw5Z` zmrg5TNQyu_KyC+*T|Au>z=A~@1eBqY_LC2c;VFlLt0w`xT6OniS=BPb8H`(=Q(Yc= z`N3J_fqcfgv`Y4-S zqUE@!G-39?58eT!c5}O9;v3qZ?^j(5erobl`e{ss2KaCyq)rEleZ2i%hfy{=5kB9G zSDXR$+bQ~;o7PPdNNptRox!cR$X3!!g05aZ8=kM_Fdk$*miB^_d zgZ4K=_nX-g_EsBzG|#r6u6P9N;ua#Y@7mKL`63(F6tUd>#){McQ|D3jHRceYc5R+KrZ_V{-?2EH7`Tz@(`_)D3=tS>PFUz zDRhJRhiz>f*h#jy+P5WxBN5Smj@;`)A2FxbJW|?s{ zq`ZC@>*$y-zob#^iQPZRn}WpjyYvk4njr%E&xb#rW2O**Sx&vcu))#x#nt(lZnHI; z<4x+@wcE|N{%6Vk=XrqQD5d0|Ya&7&B+$Q{E#*doz3-{4uHo%T@PrkTyE#7Tj{Pe@ z{M>=-u7hpBx2}uyAEr0sSvVMKL5fZhX}n6^<8$bsj?!VKtgZQG_j{tXARTGjEimD) z&{lCo@B=EeR7>rOg33kC#M&=!T}qP1bj>=yxu3A$k(6wxnYRSv65+*~kqeJoe3+UA zZvlQv)H6)_VXVlk&O4^>VhYt@vqRcj#EuFK;(G0CVn?i4lmD+gY^YsD*w!sVR)b2t z=o{1+6yAWl+e4sH3rP5 z!5Z!FOUbN&aZNJRa-Dm2=uPcR`r1|0kCi|HsmGIKkQo-oRrw~6Wu=0`cz-P7XJl;N zCzJquW!M}LBVAOt0co%o(%M=ULofVHUzIWQF71^o;C>Y!4zDi2<9+evE%bw!Nr zb~B1?txZ}weQ5XMZxPG~*3OeE&{VEYKW+w22c54qmxnJ##)<&l>|>5qZ?1F9PnIie zPJ6=>)>8YY?(>1D$#czU)&t&QU!mZM3Ac-9r^w*oR7sCm|J_y2k%^m=AiK%sx!B!3 z>4wY;*efv_&xXeD_Zl_9%hQaj)rlrseSHE+~5{1wHkTH-ftC2o?7L0fSf#IB0VPd9#$qoUZmO^#yqr#NHwy7nJA2ZuTBU zpj2hMvswHp>=1S2AA)Fm`KY4Kbo`r2t1s5CRDb0wq7Qlop0{>+y1jdXdA=fB)3YFwmqC9_Y* zhz>sHw6-*>FNBPXl}GV);DF@OfEjfTn{u{Q;=@!NJHX4uOBcCT>1#Gz_~;bGXqsyi z&lecot_H(&xyn^#o)jTfVTl7o=>#D2wM1x8@O;%5>a??lBWkkee+oTuy9!5d%!VZd z7gUn19{D#Gtydo1>lXA?`Vva9gz%FD2gQ@TNdC91ciVdjuWQAjNQ9L6I}-dFpt0inO(;OdAoq$4$S6 zF7R1FK&b*$Lg1CslMm+@sb9OAla*3OpXys;^zyc4Gjt}WErR%awCtH#!_0pP5L1UT z+h4koMj0d0(07&+9Ju4AQspA4IM?DdE;g_9#Py6ZmcYLkRKCHOYb|-qw~f3%no{@M zIU+k*=y?p=)JD^cGER@RvYU(HK-BpOgRRl%8r^*(kl6y2#p8V2f&kNmQ1T@k8Gjj3 zhFTDSXFT~?3Ax|^7t$5BnO&5eK!26^D>K1Jqi5>;_hD4KvMVg??z*GRNbX@v!F-R3 zK$+89KweY4@2DxwgOodtJV9q6BR8@(&hT zffln&g~WwoGe?;#G1>_=(l#Yb_w~R{z%kYdeo>4!zV8d1?^f-V9)H?PMN;Kgn_05Q zeHlHAFQxN54# zV2}eye}L95z{Q5iqX99b2hw@K1Xo*WK$Rn}Uuz!0AtXL~f9JQ7r0{(_ec?k5&Rk_q zm!1_D)y}0>cQ~{`stFj6##Q5Lu4!hzb0L|z`kyvw8snJO9 zkIzdYaGd~*Iop>f00N&8^>giBx{M=_=&W(xW#FE4*gT&~^*@o@A+3$RA4@gxmBf@S z!(Q~ZeC^k#YN&~ueM&iee{{WN5r|>tJ8Ut=r`L2Yn%_h&-o|EMZCz@gKLGEST$0d{ z{4n8EJx-vAtKS1=&wTLX{KLVfEs!&1@!a|(=C_A;zK@0fi#j?7#po)Iv+}eti(>E9 zF6%En8I9H3C>klI^%y5i5d8!4IKjdIO#*Sn1{~s*%3D4RzI4jarCrw|1Rh9l&DJZ4 z&}hR{l!`skE2&uD5z-Gi5=g)aW;F=~sbI7Ko4SAs!!#T+yzkiWMNW_UIhCW=GhcJ| z9u$`e<}8TY?{$YNV`fs+Xmv{N!QMqTq>`ix*#%zIJ5-gr)D8=*S{^oK%-9;zjqrx=jS;!#6QBN&i@qSGHPUE zVgdNvz&_ZydILa<`F0N1`5Cv44YOhBPHtQ8*HM6GT`ohb;s5s}H?>xy2t=a{kte@$AThYR)4$6yUb(_h5M)ueHNgw&O9?6%Cm^O9%CIC!HMk zhMwpNINGYHWtWD8VR4DncLJh1#@|b>b`u$Qn-MOx*ox^1t=w9KPHw5N_?ctAztTX|68~V`zPW*8gQ%LknW(MF1X8UQi1lzA zgE)C_v_rWHx>u!N(Aqjx(lOQ!6x2Ys(%2Ypy40Y}`pfoU{e|m#D}f899wpcq{KIVN z17nW3_Dyl=suGUN={xH@RpXVt|guCTs@goJ(ZP-+xr5b1OQeUS?@MEk8Bu~ zPCzjq55RT-pQqM#KnKhn&H6ZWBz%_3m>xGR_0+0kuY04i(K@mJ9E)NFl(Jr8zdf2oJG8nHyR*`cnHnX_s|Yav z<(?vuVK4*b6Xo9A1>ofVr>guerCnpM?(Y^*ai=#v1Xz|95zi8-kBew6PM&ljRkN>8 zSz+_XChFYxCBLCNmQ7ET1meM+V&IZ?o~OWoqh1TmgIc zU^An1MZ2t4ocl%{=r&quc3R))ILySwOTO)Dle%e-XX3|P?}piG2vjH?C9wC&Ew6|R zIrG{r%lCLn{rv2VdMDp&W(w=RjEGUyS5GcCC$UyK`SC@27+@oZba4Ve36j1N`XV0? z_``cUX)Y~T4>5NTqw#BS>o;XMA)UEDnm&KsSyUCuSD4j^`RC65`^9(ulEVvovVX2- zWY2BOU)JUsMZ9Y)q{jO`*gem;U@8w$P0zVIZb*9%1Yjfi}jj4psEfEJU$p=e~?yG!$3pp-O z8b`GDoBhAr4Hv`jp)}P?0>plP(_SDrf<6f32g3zO?Le#$bN<@cJHz*n*|=yG<oeyff?gV3vW`;6c%gb!aO*4&*5uxO(BO{lsB$3i>EKeCx!A;j`l%0B zoPb*^2V_)S*=}#v>zGbVXw1x3JODM*a8!37?;4{A>f3a1*gg&W4EKDjSof;?#raOq zm+r&YQh^W1vZ>w-1uVY%KjgiIUsT!uKd$StE=a5bDy`D3AkttV(o#b+BHc(0HH--> zN;e2YNXJOW5GyF%NW&mG)G%}mF~2kWe!o}N&v*A9`1!yG_g*IMJ@=f~c|GHGZa87% z%}h0#isReU1VRTn`*x^CQrZ-!cM@YB@N4JwdCAoJjb0DN>xGrCR~tH4_x{uo^)h=! zgabbF^^KH=1u<&(XeD107$Km9M7!o;xqU*{VkFu@PPz@)`>?OMEmnZy@_gT*dfB{0 zL`qT7&wtQHm-*$LvcG!5e>N5*eY$hS{yKQOT7U2=(f9r{KqA{tKb4x5Qail zdB<&8moGBG%Za0R+fG+#Ly_X9_0?;Lx3Pm2qvzglXI@s{X`NAA*x3vLDOq%%zv4@h z<$2e{-!)d?vt;FUBgFom5@D}&ih%*)jy$BU6_#SWI}lUMT)&E*=IF$6HbYamr2xoX zs7dx>t^=JfNj$Ztf94%udw+K~@~UX3*}Fv@APNJWSkpj#+CKUWU^plDc8z>I8hgEk z_m(%g7Wlb?RSvcbZ689Vp5{Bn$@A8p$x;d#${6dGHbo{$=Aw-jU0Tgx2zSwXj;0$4&u)PhOy!%@n#xx)90g8#FSi_&L4zD_q;Q(=7?cVlC zc730WFg;%6n!zh`9JI)O)AF%qR`dQAIarIWhTL``+jkpecR>C0_r$F8QFw{oQsgp` zbF3s`PfKqR+F`A4y9*VUy88g06BUv3NnVGab0^Ys!=(Oj+<0~k+@UJIE@iwgP_szh z`$b|VC9dZf*pvo=JwBbbA0~{FCAkN8V>`mT2TFd5=CFN2yf)!B@`kUo95xXhM9Rfb zvB;>cgRDZ&#i&%m?7QTHTI#<#)PFWYsATcZm%bymc&jfo`;!Z+>29YrPu=bYY`tq- z008A_Px<$$c||xRRqv_yM~Q0lDk+}tzdq|G36Kr=i7vGM47#F3Cu{Ank8jAYgQWrn zF`QYpd>6(L7?6Le0EhAz%M4&C`pZ+C^e%%LJJjE&j>LZ)%}fMSG*7p}ls|#|f2rD= z7FalYQjbiiwSh0?(al;o%Qu+xHmP5Ua=(i*n-ODLtK33|b`FXYOCG)jNs}}kErOfP z|Ly4r_0WnC-1UfX)I7gHyIY?>8uO@+>D%MwQ>+b^{0;9Yu^H%B;a<+SHz@0 zl~iScnx=)m6CP@1Cv3N{hI;JFRRGIyFCbuSS9|Js&psTRx=wXONHeJ3L7v-g%9Q2B zv$;rbgT!RHBYl>!Kzstms2hVq7<&gf`8vfXL(%N)y9c6+rJ83*D4KN4)DRjUbAt*; z1FQGMc+v0lr4*!hUc!d_=`~wsf?3WUyMhSa-N{%0Ora`c*x~Hrqupg^K+`AtA$+r% znfke*@-p_h0q!C_n7QlQwPekt&)mX#xNxMaXG)N}H{w#PtbC#{e%5WmyZTYQR^AhkEF)*&~>@b&Cs^*j2ytl351FnL$jI-n=+{xClj*${AL-h6@Ayl`=Ip=-2{!~*e6M{a^ z1T{@BwL}D+eNkhaIl}qY(puTUIoiUY@6%g)!x(0^L*t^#jACYJ!wor+I++qRt7ntA zuYiT>0ibTVHzRQiWWZp}i}9&-*IK7e;*}^H3tQ7HpJm_yw1>*-;hj)}pxVG@eX!QB zqT;yG1r@TCxI9Ff4feODc!gIDL9l|cB^I2$$wgk8m#R=Ol?@V5il10@>E?Ncuug81oMS7(E|~h4sb*gcTX#66+*WQUNfjevUymi-uu56=diwfBZ+T-IHEcfa&W44}C!%OG^;ZCVw!h{& z5{5Pe0WDbFh-J*Y8qC)@^mXG&XFg9qFxm>ZP6hxFqSwi2i5l$RDauSgc3*sB%R5J2?s~gR$nwa zSd|5Ah~TtIQzl=hx*w{rVo_~3iQ1CpJ3G=^fy*;Pi)7Hi)yVdmz;7_g5S6ANr49bAye4Yu#i|BxF746}bvIAu%38JN; z;LWwAg<8%)|AAHD2UY_H)q|zWHR|M~a_(k@GKPhB7aJpu#F5e_v1&}2fa%MN9l|T` z`|o}Be_ib`dOb-b4QkjJ53=Tka1CTGc4+l0iJI+HLrc@!+$@z)#J=Mn+Nb@6e{5OV z2pJ!>?6y4bmbtiL+qjkW+FokwkdCZI3b@#hotHjRlQpOVSff|(8gkKjj8xIIK)Ojf z6De^6RW3O}4GtuiX{&SRSjd`MZ*!5Ldv~8c*oXiu0$Xc+YL2VY)dEl&xT~pNS%M}| zA#Ff$XaTVP0HFhTD0Kmw1mu!%{lhS_RFz^s#xP_C$@}uP{*gI>&f=zyz=gN=jToN- zj7b)d$a3?YH7(&KJ7R%f8QCe``q^m zsee^8C&?l}M(7J_W5n50=hle{fQ({n8B~!91mlcSA_KMuJ|8P6u1tat{M2-;dTc~U9K^Mpl7@(a2(399e|UpEj(23K;1$`c;wijfUmrsQW1Zof%IHhyra zwri&nq#Y^1Y|CgImwrB@3RFWS4k~D&4c&Osc0n0ekcrsn#|l$m)gxWHibQVDSu-`( ztb2fZ;vA9N?%cMwd0N=C(>er3n!uKK9O%Or9Wm*;X!|lV=a)M-OS1vT@|Yvj#*bJu z{l{_+4`2w*$^j1xKca}9!NE_H-Iii0Xr3hsOs3&wi#~KZYWVx#iG9t@e9ouu zsn_}-A1NxtfM5*@CtxjOynn@9z$vG?6_d89U{Ghu zQtVqw;vL@J(z7*~lXEPv?Mn{0SoSI%l!LiS??T6-tPV&_s`jW=8#dY z+IsYA<7SNs)j{_*7*AyBH(p=6VNg8l8n=Od-?p<#_$T1qgwsh1!8I-6oIn4Fkqz+3uLEIoY|;iY1^ob!ae1m#18`eAH1lYQUu=+ zyCR>5M!YH=Gwja>L?fuoDkvYg1cErvOFuvgfw`uYEEDRkr=gIf&DQ`D+5Y!P< z@wWAbO*4aEn*L{B{2Dg=Dv`~0b3M;0xDRU`x;X6=LIreW(}_wWXQ$DE0raxY*aa;U z`-kd*IStQ1X@u)d$475SF4~B6f&00F%?iNCTm=tqoez^!Uh!gKKS2QVs=nUG}tEHF2U4*p8iiyS_I6>!TjGZhY zGKvGU|D8YbG%dYJvI%Hockka#OjK+Tk9&6PNF}gc)mCBw*C-yOxk~R$vJ14Y1F~C% z_TbXutDrt1X=tuJxh*K&13?kxp}Re5IQC)wkp&S+(^W?EerWzc7Er1rc09d(!+rdZ z>GbJQbe&i}$&!m6%PX7uh;24wm2mO`4Xl!`ym=G2ifIY-nMVhmpd)(dlE`KCF}p+^ zgUNgoD#2Vw@*FW{ZF`Pf{qYDOfQ!wzNdk~ano4x(=4^m)1n|AOy~Yo@&26dQxXAu@ z?3sDjl$q8x43oQtep_9{e(Kb-Ro%T3`4)l0$?3d+X8!ohghoxJK4+*=#@UO`Hg1#7 zoyZSwLz((G;Xl3kJPk4YiPBUbtqncE-Zd(-e#e@U*qww~lstWEf#Q|Y=~K@vPVl$? z`_faVs$)kcsJ`!-bV;oc*{7Ur0j^2O`baI$RxI$^oOo_>OM=;P73(2c`grS^YWXk2 zo}ZA({ebD#Za;g~hNZ~MJ{r_1R5%WGvwd0qF%Ac&g`A{w+>;*W=2Y<*Piyob2x=hqU+HbUEob4o|r69!WxW&c%v=7@pOG<}cgC%S0*F_V$~ zH^xGw*JwTxC`oyg*)3c(AwsE5nrA5ZFpp3+bJSmUbd-zqvDjDeOkTzM)2>lbt>I9f zMr`bqYirO0%hxZ8U)=e!Y!5yxXBZy2XkGG%O|k=e$fnXt4|a{FN@q2C(CpNs~M(UnZ?&>}JV> zc3Un4@`vmHzUz6S3!ZW>I%IN=^zC>RwOca%)Zi1upi?bK{1#8OW63q9A^w^tIiQFM zqzfSmg;VKsvgtd@IoyS#K$#X1yEkB#Vq&AC73uZb{B(!czw$wh(uY@*f^=7P zyymnNZsl`c|Lx%w#<%wSGWInrju6Y{x*&%tJLzy1qpg`Ya zr}B<13+?wd`TJJ$t&{cMrVZEC7>=LK(zIwA^XYxLzOVjXSc#&({;r_Lu}W&i;mpRnM2_xCC5rcMsXP9Jv=0ZfP(&m%rzOi$zl+oytE}m2 z?@Y8u@0^`CLEg@1PmcG(VvmIOdnNW@D>UyMQoK@Qa6LsMGGwpNC`a(oo>-L}r zbcWUUKgA+-ZPpVR7W74AOc_{FQ6=&}tFS*ne4L{V8XC%(8)+Wc*h?=qG!hY!cgc56 z2&i+P23*XUg^Oo4eyW~(ZwpA@zhCb6y$}&n-1y%=#nZbBPhCS+3DbHx82liS)nI`SG_RLkXJc`@t|djIC%i@o3C)cGeTdzra~6bWrMASW`Vjro_@A z`=rzrRaJ)`TPS<~GB9^73zi}KFqfNjGQ}d@S` z28W~RbnXQ#wwq)L4wwA<37puohKYaQ`}PRJk-tzb7$|3RS>*7vq_VPQT*wFWO1^+r zaiTz(+>yRj!hIB$Ra(>F5;VC~2s50rwgICvsE4c*qztCQ-rbI2e*MKYMz2NIHNRuL zhI;orO*vn&Q}7e%a-QluEr?rs{^Lik=s6yN82isQ-dyU@Q|hea-xA$|?w*6mnusO>-LV$SbMM;5E2$2om7-;4q~jc zgT(BOMr>qy_SZrC&$>5MSBq%rP1l_=4SxS%!d$99fjY_q|d6zV+?Y$#KrgWone3z*K1KmN-SzBJTXW zScp(bsWE*jF8`d6?y_j83Pgt1F-_d9D(YxNn46NTq`^$==*YB8W)sTGY=;nN1jesl zy{)?=eH)&ZXNHQ4@s+w4fkn>B--M1V;VW5u7C{537d!?ycUSy%4g@D2f?8j2|Ry zl-TXzx55x=fW-_kJYDFV(on9 zRr$z8>u(>6%0-k4ReGf^Av`1LG>-NoIKDigsM~n~x}yMo-A(G&gP?2n5WZ^b*!LOm z(SoP5^Drgh6W8|RX3mup>kTbrym*Uw$jCLv!&few9G@sWxoF+)HoopkEf8xaHCj-1 z_s;8~Ldfzt4Zf{G`v}XCWW@-uT2PCa>pSB{#dgV$#v#*M44Jm}lV0|3ui;UTmfO4e zN@okU0t`9LFSqSClx=j%ikTTKt90j1!C=hi6QVX>+s{cq^+z9w$@(D^*y`j33(A{i z{fn7j>;ZNb>9?=tC|p*OfPNoOCJ5c`x^3k0qsd2xyoUojQ+m9%`ZPtGYDjU zV-oi8XHJ|h6VrNeomX;HzMRyZ|L9!-70slQ4_F1*_xWfkZVcwJA6o(JH{U!NGfep) zW&F0m@sY8mO>17!9wS+E(u+44RzIH>J&T`VkXK4xkEAOYFCOnTG^@gNdZG~4B(v;Q%} z0T*&`5*+vlruVZ;oTY}W4%G=-Po8FBOUIv@gJZevj+^0j$Jl#GtGpRiDhE77bOk9D z7$7ug$0xR2kKX*UJgah{p?_-)Zs)&u+_4@03kcU^6INelC~DCUBP@O{o{g8#EetoG z<>3ntj~3*o)2T@{Ei#d&H?7hM_ptwZd zxQ^T&^llH$6Vu`Uxs^L7=j|=6kUlvj`)Mi<9DWiJw&6^OS4E`s*Iv%NXTWyw$|Awe zfA+b0Xzb{CW-$t+tZ06EgE9eHS{`hIbBp-$2TzrJFXQ0dW77hSBk7~ftnl+K%9l%N zQ8_WH+9SyQ2)`0+>zdCP+e$+_9XQ#TW>!dhiN?clmtPof&E;R_n|!l5Cp|~WkU8RH zn{QWPi1ZgYl68M(eQ4p`q@iwjX`)P9P=l!W=@K%Wp2G8vb%g!rg%4t>U(TTgI0PIi z?_p@?`Ia}jxdckm&XYmC3*RPuFQ558SN<{d#M&4su^Z~h_);!NZAE8u@O$Gq#Aasc z&q^!;%W3WO6GdvN6{af7m93Z6vxkBCNARuh$CO_-SC`_{9v1oVf?zfLZf%gK2xE0O9 zDPyGwnRgI&Tr!!#e4YkC4@)bwLCp5KlP!Mpbuih@>SYpllAJo1&LaiNddla z`U7%D{ zGUzkc^EFI9j7?yxlJ8{sr*TxoHXvtCm3-9q9-83M`|{D#UM4atlUudzX7s@v(`?d>tceJ( zkGk9PwMtX;cu)U2p(nGmmJSZ0VHq{ch!l{aY1Y&UnQt=x=666PChH#hL>gD??<3Xd z&U4T|!~@YwUz2_-aw{}GDY3N4&gP-vOtOs0{$vgB-2Sd9ylUEa_d^ZT`aTS&GsA|M z$iw8F=q5jGejC1b!j0S07`IQxSGlkEXG-no4-l&bz_?AeK3kvI8&WtxUfuD^{3aIznp0nE#klu>I_C zRI}_0TfSZX$%x&(5!`Oy*X-)V`n(pxKoSylj)7I;#S^jY1Oj!x~Gx-Lk)CpfBJIRSDrESHN!^ud60yEGhv<}9ja95~t= z3v!zHT2)p3eBz3TQjpVFT4p^_VQN>eje=~BM=%oqd4B`B-TP|B%R1@9pMyMUtgqMg zZrACTQNEqxvw)2N1IWsNYMTLBA_$SlUpr{0H!V}`6=WhsE{I!X{zLr-S5yk`+?$P; z0x?n}dU2bRxxJ$+oH+jW>tRK`yV|DX;!%~cqDv@q-V3%vRW(GtUT3J>@C5E;Yy7ay z{QN}x{Ki9DFrHeC^fL^+aj=;8N>$KUpT+ydgkpYiu07Ci|@^d zAMRL_Ac9n>vy^^8LHSaeba~D^8X7$?x-n&5lr%Q5^#_uaW{h`3$5!hC7Khn*ws(D{ zCr~EIPa{bHSI2i|$g=Dvtn&lJ7~~;2VCgw}zXLS@ThRHbreK)y)l8d|$sA|9*88U$ z&(V_y?j-s70Jxt2XbjHUL21Ej3QY{(M;i@((c{7NEoCZ_T^bON`9(d+3AhY=hL4XWl#D0;}t-ju(!y`D?Ey zEQOR0;-(9BUc@A@R%64i$SoEgUK^Ov6Lt% znEzd=*f{Ykk+fahN`-gm+m1i$np_;DH>lMr6E{Kj$${A-_h6lhujXi1#BFo5z-@M} zUD7K%Em7RPxSjnA({kkCWrGnd8mh=#VkeHGZeu)^hA{vj;`cB4W~BiM20)%!0xl#R zz8Fm*XqxTip&NkyN221?slUy*-*|pAJ*XoEWq^~_^sVP-J=E^KnRoS#`ZN4Vv5V45 zo7l4T1vTpeDC6r97R6y8=y>)%ixw?8|JLdlx&2+|`ta-Ht&$&Q1_r6=-?RjMmCG*O{_X$B(t*jku^#S?kU<{kByB7efte^(0q*^do_A|33*OCI|rBMZ~DV%U^#A$xZ z-yGPBoh&o@N4oXYsh)wq&A8P?w0{Sq7)e76BFuzUzY7620we^BcAlW66?ho(K?Bb zvjUbj|FOOD5$6TJeFMOUktm-dZ#8X<0e8-R_}RW&&RnlB22nRv+d4YiTgJl+5@%Jk zW*FtPK8c$u%XE$E=2lH5u(JvuHH#)K2+6)c$q7%kX0^)t_@Tv;XRs&9(vw~M&ut&N zlVE_A3#1JL(3)%P=FLWiA|iz*p!v6|ujHJ0e{`0Y=v$Gyb9OR}M3CX!AG)`58LY=q z_V+re)l}VBlvt0M{~#71Tx+Hk@f9T3ZG>TZkuwIk!ODPO<>mMBzvW>fOPe}cJHZu{ z;kgUeRpV2e>JLqerx_Mg`CrAfByNc45Am8`4OOSE#~LT&=X=VA2;gV zO6;7gO(AaDO@tOYklN?FW`S!hhgu{kHQ#Xf`k5&*P%A@#QPW{aJ^r3zsnL^*beX{8 zB>KMagBXM(BD^X+5yUuW6kwWggAze1bMdY^U=Md)v?GD@VbRYmg%p1?&(Ru*!eBdK} zrF6?tOm^dT1LM%Q)HY&Qr-bj!1{{{Fjs2g!qqqfyy!YeObRLH=+QNQ-e! zsQqJ)pql!c2^`>|Ky>DMeOC!<_jdR54uW|0^De~0#zERJ*2KL|rsW({JAdrQwrCEDZ$F=4 z-S3vsP^hogTP1I1DH@@);2fV=^Wn_OJNhZs==nKem0A?F4Y6Ch*yPjt^H58Xt42b?$EKh!ba{EWw2=Q@>Hp(*1pA3}OQNZ?W-Th; zD}Mr)DW7tPCzf{J&St+HU~JCCgUv9R%gg^6)s6+{BE>dGUbjcN4brHS!GE zD6Cg1eEu?WH;Ri2HjxU(FYREZVzBP03klEVIm33spes zdwx_*dP+7}^y|j!(f!(ZgORrCSz0~<4&HV=t~bjnt|StHaCDrX=lv7yI^XFV1$s`z z;D?v&!eFX7d=Z4$O(_;4<})9i<-~ltKATu^+k0~FIc1ipnXN@9pFuE{?aI!>PGY47 zn0P@uad+uWIl@{+w_m;6iKGVbe)2^q54c-x*J;l_Rv65WYDg7YqWpif(|-?Lsrt;X zb7I&peJ*#_T`P;7P4rbpi-o+nHitOi4ssaDUh`F4%3O&M~c2&Jzz!>LfR3d3f#J(2F$L-xOil+tFB3x&h(gQB;br zahq?|mE)Ki{-lT0a~SG+B?e?eVh!0ww^53hcKS8IX;eQ=dNSZk?`#*9W(H<7FzQ^X zSa<;^A~N2320g77Oi_E_*;nl@QsPD@v7Aovep~ZPZXTWKesbDa1)r%NJOAaV@Muo# z9~9nMT{gSB@Jf(Ni#3|4K{s6!Yv?0(>oJWHvC@et=Dp`>CM{Y0_mdQ-qr z^UsLeR#%Kd{Ljo5(cT_XGPq>QMO?%(6H?4tezj=TG>*7=f9ct`20hUpmVdr2x0_D} zYvz{;tcQ`~=G-ls`tLt>f$O*R3Udtq{cbxZ95&kV$`XVHAcWO*Izj}v8qI_SxCEbQ z4ovt*Zq#qmRw;%!R&n9Sm_^lx2GBe!mqW-SR2W1&x&9M&;EBj~MqtdhQ*U@5OcJBsATMu4jdgex1m>kMZko#9a8h+=&C#Uiv^KRO)V?ws65$TMM zCJdef_%6YRgr3a+F~v0F1q5ZbERd zn!<58=oKbX&agM)U-ORjDuCn+tN0hz$K}_Pxr(`t`!d(S@i(R*h!ehA5|HJa=``*( zlYk!00|{eB6}xZ#;KhMsfYDY}578SS-55vtsfhSC>lLZdOhm@q&hfgJwB%H)8Sa74 zO3nMKzh0TZ>V2CEAh_7>B=t{UoO3}VD22PkcC&y*i4F=6YVNkjTDd1L>=cm1Nh!sK zeg2BP`Ljd3)gIav+uvL8|7`WJ{!Q3QIk+$G+*7xVg6wc2qwuq2A~hKG;7cRbN}u$g zj}|5raDzAH{pu~^DBdI9P$s6T2!c!oa3-1BwH`48`lwO1iIf*?<3fNPL3>~pOFq~a z>K!FjC_`$_Nw36Z2Ciya95GrV2#k^x6xtYhpy7at>>LOSk%NX)zvp|6?`$T!ug<9e z(8WeSQFB#rW+ZvHKyQvmDBOBlhrtP!)f6bei9m&t8Hft(aa_trz@U&yRettYcm=H~s;QQEo^rRu0^UU8y58&9+Vnrj zV%ub$w9r#`!O{tN`{4)lraS7&@>-c7htkE-I6pd8t7s3O^k0jB&A%yrqA7Mb@7Y>h z{jo8G96Vp3rx-RXz3;xSo*-hx>N? zTov#xEFFqq$ZQ-uhTKd8qU6DW$yNY}T*JxIN!RQr^^QgpE%wfAs3vd?#jOL$nHzA> zB=T#lNcpZ{Sm$JT5=;$28S;kke$^S{nc= z`nfFuVkR4#2ED%ng%WZ-+sh<4O}c^?FyqA~N%V0zZtW+}=8r!c^)-GrP5cJjsjF(Y620`e{2w zAU&{e5#3gXtBKeJ1xh5e>-3x}T`ZtuV#l2rGWYLzY3EHB6p$Y1U^C|lzH?$i=oxhz zv6sblhiz+$$mA4CnN`9h{f}YfnfbXBG@-=&pZ(B<=R{=rtJVIyk>VRaG4bQUf7t({ z=-mn4;2&P}pTp0bPS(l)>q~EopCq&X^`$9HCugvKeQ8hdNqGCOFI{+W(pB-VFLh`C zm!|ytJFCy1xD$W>(~o--zyJTfS^qwRER#$&2ABK+pi!fl%$g6x;~PRwS={ZqR2U6d zN1PMB6~Ap!J4BrKB&jLq{&_&0I@Q8_;+8!Vib2dcx`xJwZTLfEg!qT~@~V{9n|@KK za0JEAKCkrzbOHbUixgQOx54$EPYK8SVF|>YSnAG5k5+Da3A}l^-T%C3f%Bhwg$))= ztzYR0YU60?!oz=Ddium|zKuUQ9C}m$>)6N^23#KiQs-XYF_X~PJEFJq-hfin9z76; zk-I13XZr^ZTh3_Rj2I13kM-MB?^e}5)uTiLQkAv)QwRSh9^TeC`E4$AE+Ak7s}M!q zQ2-;pPJ5kDz3N21a9z=~u10j8XK(ZzFAkd|sb{5bYL)QQGj$;1%#c^mp77(HxRO6N z|1@B^$Mb4uGOrIuaH>?N{-tDwm;#&6+=}=kF>zD=yj0-mIW5(JAV~5CD(!1XbKm>d zSQBsQ2|Gbq^|g;UKijC^HgBC>zP)8yXvPk-xEQTk`-R^rJ^xy{>&KG=`xYVJtw+z2 z`7XZADJoiTBzAXo#WYSWGy$mBOu>Hv;yxC0kL@NUFpn{FW{7mmA{7fsHV%1}0uA|? zc&_I{-=HpqjQ(!u0>jBgtVJboGxenx7OIEJAA2<pzpq)c)Q8lx3b9g5c-B^*B;7nrGzQ|h@fR`h{b%D8bYNsWr8Hgh-;L$_*nTEZBi56nwnU-BN zSRsL!68tGJXe_+oA~Kkx&47Ew35@h$QqQ*w1zB9Chbb6VK#Mz)cm97FIx;=FFrN`i z@pk*&jS=+D=s#`(Rrg(?>M7sA6!%zM1@b|4wFSb3kbxxJ$l`-;sCIDM7v;K4nS?ceBp!f zRKrzbcU~4+&tC%ex+vx^84+WGd3EYVa9?`US}lseKIwR~7D<@BMy`9*DLUmBt`TA%nv2tP@6s@c&F__xPTiCAYLbDL8XbMY___ z!+coT`2iOp6a^b>#f4k~?Y3EeoCz>YF^iQsa00N3-XS>w7)3}L&Q4(OFezVJz=?k) z^pyZD$ilb&rQ})a7<_5ToTO7VGnqp9&Kq%Y01!xKRKCMwSJ0J!5g@9s#>%PAFAFKy z{j`~6Cka@zsTianqc=qx76{Aa^cbO(VxmWlzhv+ocS30gSE?3DqnbKiEp*{rcbHs0 z&j97vJ5yE9X1(Fo?xt!YucFx)s(m5E5oAGegK|_TjXLjhvy%Sh#`O0rE62%~(|tX8 zYYu@xvW-*^Ec8~7%ll&lw73Nj!e-Qh?cm2sV#H-0Rr3{&EhCYd|NoYHG!N zyoGs`wHB0N=RXY%a?(#MN)DkAs-SQ_jt0)oF+p4S6fclQF1=~KK{{Z|8cySL&= z>>+4jkZ_W>&rodx>uf3zXmz|sq<++$esU6ofxEQr?U` zo{4`oW?zR$x`r3luvPuvfd4ImUnn*20MnYJp6SFC1}NAY$fwDN*6*_bzc8@Y3~jf|uc#^k zwu$33Kkg*1#+%v+LzEVPkbgg(-puQ=Ll)$KNl9479We(q=jFG{)gnw`)4!#?++BZ% zAT<{Yo@qU`ymAOB)cFz1pg5#&G~^LOipN6?`c9Fjp<07W)YV8w#hRvcs$-N9l)4zuzEGKf=KL z(*Td_ZbM`hyr{dpsZmzdD(WA>3_r`fUg`GjF{w9$)#WcGM?L8+Ew!4z#6xTv1CPX_ z=OsCJud8{7NSnT{ID)LU_T%uES|GqosKm(Oab3|rb)z0$G9I~tk9>#S8{w<^w!UCLJ){>3P52sE6hKgw4Rm*?Pg- zh?s((PdKLk8Vvv4=nFZKc&Eg=M(rpW(mH1^_Y7lZusqmEB>vHGgms^eH#T`R)myqz z^HFvUlRr<@g|lM&^T>gm+wVhMw%9%#Ci-((Gd+KpBcd8uEVn~WCRBNoDrsAwpj-Yb zKO^v~61Ut!ygG)O%p)um*zMq}t)*KQ7MA?PgNh0!!)QKHX+`hJ%3jYD9ZcC|G*C|4 zHZMC>Y}64PNm7RQWFycswJ}3=?EP#DTl#=P+bBe90-jS^cCeRkudl=oj{D+SA-zEn zwOJ+1R`qEPvKm_$JLO)6cJ80V>ssJ)sdr;Gt5BYMRqb^v{h-(PLL66P>v@4|9cGi< z$Uq%fEVTcsSg2M+aAwZ$*xr>Y_hGyKkFE86pSk02B`OP-@muj=alHXw>6_(lx3NFj z99koEKItVdf4$5y#VDbFtlh2C9!a#TXp)zgJ1H;ti*L6hLhV$Lna1-5Sv3$yKi)HknKyThx+|{fzUQFi^})#gNmvN;NrOJrXf2k zkq95jq74XqjWJ4#K@er<{AuP{B{Q`TtPx9gul0n0qoRBwAzwv~7r$kYl#nF|NPjJ$ z9Fal&%Nxxrn>7H5&l7C&ofrS!p8wfelRt?=Ys2inN`M=$VtC24sI=cr0j9^dx3me= z9ic{CjCI?)4|mvrlrYDvle#ddRzCl6`i4SXNgp_zd0OL#-b@yuPTts{lzap~E zH8ha}IJI7x?{`<-7SuRWES^?$5Ov!G#S0jJw(yTYvrb(b-K9qrgg?2#AXon`UqJF; zD>i-d6j%{TgZDBY5MJhZcvbXi$IyzO#G#tN1~=_dCQ=Nt206pzc<#0>!YJDTtsd`I z*EQY?jsZ%5%CB+LAQ`lkBL18(mK|a5+}D!)s>jVE0wrHV1axg$jldK8 z@H8%rx0Hb{%;}dDCs$80^4ZlBw{KN2nIemY)R`qXlmLrWR!67-Mu3)}FS9HC8kmty zAZJ}!tW%25bS)$V0n3`1fkmU?YmB!_(NZm#@-5~swTZ4vRB@{TOMoLyQglInd!f!z zxBu|IT~f@Hd^(ZKp#OMgW)iM$(}FBh!2<bMVW0B1@(lUu65Kc#HaRlysaXGf1L+oV9c z2Dr){%)L6O4hRJciqnVkZ(%N!)or~4oLd>o>Qua(N)@!aZsHk};+=4iaRxbITt43_ zNx42XTqa+02hfzX;*aB8A(W9M*Q0tIy8#59LGsBYxhbQ8AgvR;dk6s$&*T1{?plVm zrQF7|Kh>^{@-w9%Q`|uMhZr6oJe*GU4R09*iy~vL08v-bVH4@Oa||ZCC`k{MfdFsbFCYt-BCfR2C1;>U zbEpJS**rg1ECg=W;zJ3cD>FFD`c8j`;~|oDHaMC5b>2 za7$n73F_rnD@V+NT8 zJB?wW=V)qiHHJ&r%sk6fWRtm;!b3kLmiN_Vh{Z9amv9(KLc)a`S8=O&)!)+CaWt&9 z@YVIG0}4SOlY;KxXyQBI%y}BjJZ2Rab>UUiXQrhH@Q6I{>>{AsD2Ny8Zq~C##6x?W za-5Ij$&skc`bl6$Otz`df`jy_BvEItUA~Oz<8+copC&yQr&2-ppJ`@*}^$JN8Qq+9fkdS#mbiW_=_4N8EJQqFZ%U3f4mePQt&G*!0 zOFFOfPLA)~YvJI<47-3A1wOeUhJk0jKhrkHD#qy z2uf$Bwq9>_0P0-PB)!ZbcAjgXaL}4H(s$)&@2qY+H#A_#=`jR*$qPTviOCaEuI0sK z6l4)554U~?))C+v&0fb$a#J$htd#>GT@xqIn^sy--dspjDMxZ8>PGBr1D(r!SjoIHz+JaFY=hhs9lkMe!HRN ziZ8x)<~&Vn0v;dw?9CISa)(yeX*{;tuMAs*eUA-iXHbB+pP*fOBn&Q`plP1D1Wa7@ z#THIMld4+=i#>v0emGN()A{@eaY!(^}IVrfGKWB6{)wXG?ObUU+J6m(|IRU0i4@FL?llZ>oOg` zU3T}2LbRz0>r+VdRmIflYte9Vb}m^R81&b9tnLB!Qrj44*f-(JTPvIlfrm?&#i#;v zr_Ugzn&G2~kb1btjek(X`i7HT^vRX?h=JnY?`YMpbsfn~Z$At@&-`est)6bYB(H6G z(5f@9X5Oe=KZ9-P*x!YRSUs@OiKKlRjLlP`n8yWIHerqyDBQYC;THPW>Vq?8kHp!< zZ31*QddJSk>i3CSy#4K!K8q-w&J-<8i>R$}#vQG`=g6_tBeJr>e;$oC?;YNp)FK_o zJRP*B(sv;Yu9~!;;J$Ovviwo8@XLi!371OsE%5%O%!+LMpf!uCb5`wtZxyc6!Yb4_X}N6#NABbv!Gmw%4m*mXzR zG(vOnR`*aOXT30&phU3HKVC5U zO#(m8mRo=`s(y48mLt$Ba}lvPm5n+763#5^oAV`5J56r)5jY!54$h&a8-x0B8JwfU z74tTq1*GPY03}ZN>oJx!QdQKdHmY;Kkf4ysi`OUtRRfuAoI8cGd|kSmapxQ+^1tl} z4#eyV5|mO!LIspsbqk*|!}EV)8q)QJSjuQOwO3f&DcJc(ndH=O-{~->~qf{a+DU{Oeu%kcaQrakQYgF;bDtGieIx9EztVm*`zJ4plL1)=jfD-|A!sgf|YBbs7hA-iqLl(fRReOYZ8H*T@X2n&H`C zZGqOoa(Hle$t_zh`$#KS)_z4^YvO~<3RTNZ|0v(_Kne%UqeWH~AFEQwAw&3Ju5fBC zdd^5fqsyNgT#EB2zWMf=+7#0FaiQ@Q14XOA zW{W$To{v}S@#cel@%(V-)}P2KoP!+&L$e5CR@sACBR50d9W%EZ8%-fJWxhn49yr*$d zzI~T&aRd_8R^1@$<}-z5C3@Vdj04e39@cHsiY_S;8hbrfv1dLgFpXc_k?=H?xgu6)2i zZmCM47LPNs%?eI$+K3C$MF+=_nyK75y1--X_vN3)D%vXC?{q9BtoGRrUG7Radxb$s zNps+w?xp#Q3SMzj?~KuWV*9Kq{v)HFk48E525cM&!4>?(!bCd0j!;_~G3w*oPct(; z2i_jLRW_^b0|jETWoSg8vbXUMefz}jbl?dx;M8_oLcelIdT4MZSEY5Va{b}`I?K0o z;}u35K8=OkNqzw$PIc*BwR^tNW7f$=Wom^ zkjMlUD;Oxey(UCXkE20B4KF;c&+j?+{P)fy&Ssur@0l;&cfD(^@7pQbJ&4U^DgV?P z9X;ZliPT%pdfSdD*4=6Q#KM~vi#MTR_z|#Mi6X=0#396QP4SOI!&iTA8FQn9_n5ak z8#k9(xrK?kvSQmZhu2m8O3y3o4{_6amU8KY5oLm(JxItgfU~_ zp0#w}r=;%i7t3uTZq?*PJ=bu45OvOCu5gtY8TT_~+6hjKUGy+A9#9;3q4ThN{TbvT zh3ROUj*Rlh`CRRL%DmpQF}`ao3IGnOQ%|eb4jw)1*qt`t#xsT$Twap_E51VlOLvbS zt#Vp+-r|{}{qj12i2t3%pB(#b(jV$#LUt~^$22;JlHPeDilPw4e$)|@XBQ+e8M%(z zU?y1Vi)#`X(VUcV*pYzkM2>F}7>zLE0a7~mt&4OKY)>IHB|Ev;l-y!4ARwJmEUH2c zJ?vvGCtV2~LX&CiP>nUM7s_*47OPdZCa>G~6?E#@58la`S1rH$JkZzj>wQx6O18G! z_3&{%ttVCUQ61-wbEOi7tYv62vtRbrO5=UkU^n>HurijScKu7W-#K$}dB?_!!lfoi z%maV`7nIPvW5rKykp&Uh@u6B(=h?~M#$HQc+Va)P>kqN`7Prc*dHo<+Cu?@H@PUQ* z&h6Ffm7jACPMrZMnuz|#&P-g)RU+vBx+bS z@1L9d9<#{r^(Cg&JTKjJxkq-NGbNg2;g6->iz~%n{57;%3N{lMD`ROHCQCgg!*NlwO^b`@_5$EXRwT!=3xs(L&<~FPlG#EL1%Z=WOB$ZrU{k2%*3g)+@bD;I69$vH=}{GKEXSciz74J zjA#+=c+wJNY!%Ezz>8t9uAJwb-vU)@LzQ9MxF3>U&xJy<>C@M5^XnAlYwE))JTusf`AY&%E$kNpPTX^OU3Co4N$*13Ri$TGxwg-BTB{1e01ed701_A0RQqJL} zmgo$#W>oj1Aln0Ve{IDo-f)BSj1dPm_EonT#O&SJmhGinCHa)@NHrMB_b;2GVs@m@ zA{A@djo&Psee-D{tb}oXzgBL&Lx6O!h<{a!1ibT-QmdakCufEv-4^R!mOR|>FzvQC z-G6J_fPOC0O}JpAvpcJyj6$WT$*^t6+m#2?A{%=w!VuXVoIUY<4TW10q=@|j6`XzM zC)FjHZ!tKAOlNCXq}TACuT3@fEG|SxhjGVTw|Z-AZ?$DlLxi3v$-=Z_)s?#F`ad>Nl>$L{dlmK+LZnAfd5~Emww`rsLvWf zc@NJk8p%fugv{9B<2;4#!}ug8I-PCD`WsH=+CFUR5}tE?3fx4qeK!T;ygo_l{dd}$ z_5LAu?ws{)52nZB)J_uNL7MRSJs;9lXKQo%<&3Q0q3{iUr4SC;hCZ}3{-ceY4WL!C0oABdCpHuc=8(9EphU(-Yh%H41HWs}b=VV_uwzU#;iEI=xxxHv z!F(eUvd_ltgTB2of@x_`XONv|pqMj2_Ii3=#KMzDGe1;89@mzZ5WGJxu*$4Xd+;$1 zB0EFpydP8ubj;#Cp$gg4HUVi)!em?yVGf2*JJL&~H%P*gOEtKb-B)WLuY|BRwvX%g zsmSkJHuNpOEE0;K$GwxB9}J*lRu`w*4=Byit1qw`ef=u7=@yR{Wn}DOdWDh^_IakD zr4G>yKgZ4d&|2bDwpWrUnU=jY7>ROyIQ9#@Me1xsef_xtW@yuPw&#md1|LMxn}z*U z<8+zUvQ@RRtKVh)tah&+$1S9vxrv7%fxBD(Iy$Oku3qREp=WMemmfGcM1YUPG>@VN zQgF^H3H&fT2I|T^S)}kAeg5^pHk6o!H@y;gp809?DQf;xdk0wzQ<=$$w`{5M?w*e- zQ46RTJyst3jbtp@HE-4OI6|f}h1KDC3yL9Cm=0%KGi_&XIk>mvEgjC9-m=d|od}az zbgJx2$p|gm7P7X1!LxFORl#lu65w|GfN05>+xuxHHa0(t9#`q^^sHx6)dzMGK`u^8 zZfSD`mo8sS2`$^H2adsUTmM}sJrU0j_Dq6rZ}>>dR+}=;Yh-K);0lBJb~6}V^5gfH z7`GIdWuNT@^WyZB(nQIvKEmbCb(c$tWQhtmCp64|GY*-g!hM0(HmSJv=V@~efIj5{K&8$ZvM^6Z;z38R%bGx*y!0fH4`d91xevtR@GhT^(^>TZ1ncS24 zpUrq{m=#D33s1fho1MmniEus%hH146<1L1*{G;sk%PH$BiB~mUz4yeGPw&ZIR21d6 zb>lsCLVmLqol+muTJPVsAGJ0*|P238_toZx)3fJyGAj7TDjtvUQ<1D^KE@ z4z$1gdW4>z`FI4<=|uDkDFNlzFs?0IwMa#XM@^T zn|4K$E*)sNRR*>FJF0v>>Zi=aNQ`P|mcTF+F?XYl*>!H*o6JyP+3ubNbGzHYuE_oGd{VY6~5JI_#6GVI#LCe(9MJ~MZ={g>Vp z{B!%dZ(smypnt?V5>9nR7A94=AYxO|{8ZLgeaZgNhqAh^4_C zIm0}h%B8cr68?Tf4;O2`%DkVniqv$Z)mz?&p`8pUM#8QB{ojp6YnBT8P6DUjcu-LXcbw3J=Al(ad7 z!50gEPR`#)*U#hoVaFa`6IUvyGiuSwn;B)_LEbM}IA)Dkl)syGUFTOGQqi8X-LvF0 zZPXaz-lyMs6SX=InV_3k(7r)8i#D@yyYsFI-CyT@b)p)k-DX|cYMQe2I6vS@QpCzD z$2H`ciu1Ff(R$Gr z6@U0aiarV^BHzmdQG}ydR0m2WOv~-zYD+{+X^Ba)^5-tr9np{SKXB-}lEl>?kqz%Y zddO{pop#1PQ#D>-NP@1 zBrI6!boOR7^1AvnLRxc1s^?Q7a$I`VAc#I5SUuMzy_Z8*{9Ekxluf*?dHnQX)P$BE zqt3crHdkwsRoE=EY@aQ=-0J860cqD>K+$pBo^(&o;>1k1u$PH&J+LfBJZXldBWRr% z$F=D?e&aU}cQzg=4$jN3gk&U6#Mt^dZvVmKedVS@ts0q)aGt6lUG-{)%8ili>Q$ET z3?RdD!r2}u*~HM@d{(!63%5_b30Z92^TaNr{g#2>-j6hymXb$aRKkkGrpiGL&fC&)FzLVX zmqcgK)ZcUPFSRTWSbO(P6rmHiFl65_CiY z#C~P9?b&(Dv|=j7pJKJi6p+yag8X$&OoS_W!#$SZNo!amj0>n*|v+QN`b08=Fm4q(^FsC~s{BpD&q(KzY6we?OB~H1#C{ zX`M)cbQWs8gd4~~Y~}f0>AlhOny+|Y{`hv1(|LC@Ftj^cN6cw!GJsR1#A(N-Y_)+Y z7~xdB>+Iq>@1~V#I#OP|zdhewU^)`G{+G0S#uO$P>0of+nKPY$k~{5>bERb*j2%Yr zA{9lEiajpIU7jQK2Ms#On^#IU36_SVzAsT?)$%NK4L&%EUAj?BOe>XmRdSeTq+9Y1 zyKiAc_n%|uAOC-*b$u$k6*rt&v~L_jmk1tKxKUj+9J{)TOcph22gegtK6$2ytwhb7 zI7IQRU;vqG(w}QkJQMA~VbBpP`ZkufoIv=~5Q%vTqj@Pu8gLTO9kx1^@i@ zKF!3&@e8~Y?B47?VW;NsD@VV6xk=M^mW#yoX_3?GW7e{0aOji2|MvEzVu|kd`fM?7 z*g;-F;UZUrpI_Y4P)W*TkBeFiFXIgi7kabow`UVx472|0rG9%+Uv2lBlq-+Br}sU4 zJD<5H5t3ICnt?)lP<+5kFLy)Lowp{*c`UTMcJfVzl543PZW)<01>QM}GaASjKh3}X z`C*i%%U$cme))nC=aOyQvL>Rypz}uA=9owDofkq|gFDOU420A6Om3%yN3r5>*Z$YT zSIL+ERD8akjk|L|`SvzLBnhweT&zSG@8h!Nga~JXE4K4J;_Ag#9}1@@12p|>#~G+` z3w^SzW$P#zS=q`S>zTF(l6))gsGQcNoi_UPCf8c|aiJ2tv$TCid<*}-Zut43BClo9 z79WnxI_3H>_^$c$-od~-FRm{sqn*p*#X}Sj`2&mgGg0o0$3*rjZW9fe*HRi{($%*H z^Nk1A;Uo1#S^n!+`{#@I`M?6)l~ZInZHQYMntTz`9DkNZ=+WR>^(D=l7YO{k-HETn zdr{sK8XULcwXP;reAn!>zct;?{r^}=`r9?$GgZXCvgd;7mbvoznxJn`5Se*vQxJP) zjb4P4ji({;6|SfC_4SkEq)ZC>%fn@y$p3mDe>=_pbtuIO!*EVoMC5~RQ{Y)H+o>Qu zp}`#Ja^s=mJjc+`&{T~w`|iZyD5Q92m+gqtrN_0u&Owp%>BkpW%@Ekix28E$>HN@t zE9GBr`Sr|UnE#0T5XX(q1jzu*JTo=7LC2%FCx|~5>NN**YK_Nu@rrV(Hd7auIpBIi zc`TFp{$k&sWZyeC1l@e9VA-GP+|ZG8b!K-@2R(WE4|Vw0h2XhO39sL_1v)}N(i(?8 zkh?;ZXFgt&X)G9(i)B1Rhn(w<8OZ#0uD>5jMO;tl zJ@h^(O|<}@&$KM{!mJhYcDPK3DY#79qaVvzpH_F7`D^D94k0(9pp%}=Nd~9p0f$~4 zCGxn%kn~|Gy8R|IbNBAn8cq5vCL=;dMrJOF=I>WJMDY>l2+bK8|8nWi#huS#&yvXS zPt*bkqrox<+sUaZg_4ZO$g4&a#({D+Ha1mjzs{iVOGIO&-)!I)DFiQ_Ywd_l(!Mug z{OF?C^I(HxyUyr*qduTPGc?NPl75E6Uw;VCa&G^2S*pPJq*Lc_ylW1#n+oFWpSLNg ztbws6-Hotvx_ahw>$Feh==-@)!O7|ATG~Ly%S1g}e-7$bFHfC#OW^uY>&2n3qxBa0 zm)}%>CfUw1F>cRxz5-uQ|32d}(^fy-zZ$8`u4lNhK%HkXDLOehnGzeT^!ol)qoD}~SwDaO z8zTKhmI*9(4@xuVaf1#KLf%xAF{&4@oEF$UEgpO~%Q4i)Cq@#nck4CfsF_(~Gq=HL zh3n)vJ|?Ov4&YIg+R-a zA!`z!?U@+w^@xMr1PQ$-GUn#yVXZ&E=%M!kQa9yBu|Wh{w1-|*K7=9Ci=3KjJ$wqC z2`G7kxES6h%!phI{qaFCoJnNYS-@XZOl)#(D_LDO#Kp1dZ@C?R%I{`B^F0U4ieoE1 zz&NK-?5FK-mbEm3y1Kg2s)x+p-DK>~z``v=YQ4f3Sr}!Mm4g;+O4JxwCMR;`YDp-4 zJF|772R?a>jXmez?>#W6`9x;Tt5=Vz-rf;BZ7|&ub_c&C{`-%IffuAs*LYJ?b5ZfV zH1pKFx@uph^`c~mN`A57VGIfXuaz>dXw)GpUb*7-_@uC~a!A4FTNh_PTf-;ye4ST) z&GasJ#leH#sMa|AhyTAH6q&{Y3gW>WBJAirg)7`9z6QZ(F?xD>$hPm_$Ptc(_SiY~ z>FwzV+jJX9Wz&|7Ya`sX$w*9kcRCXjQ)e^xP$GO+OwusSLTrM-{)2DNG9{)Dt*mY% zGiE)xH8R>&DsTHj@ayW5)6v$xSs-@FdcH^f=t&Z}`JS}#K?Z10p}-4g^h^p$9uh1; zLV=QG*2>Lu&)G!|%On;ru>O}Z-OGyf$QdFUN24sfruL0;U@iknq*o^@dg9eLtFE>B z{jZgJ6^s3OVyx(ORQdjPO5#5M(r}prc1tf}cC8g53)9zXt+`-k=7raX7YQr4hDKIJ za#}yY)(cb3OpYw}y1ELkc^alcRQ5k!1BwaeFouVKLU(0o3heDCr&up!)!rx; zKXm^nEV4SIhY#rZoXu_AF9)rYy0SkpF_CGmGb;7vW!bP{YpN$9YpIl=JBg=Z>*Gu6 za#}3R%xNuUfA(lqV-#9SLR{Pr`&pCr=phnWH}mg}9E}O6Z7Nn=%i<{`py49-$?92n zim53Pwsj%#X$nl}5$~vHw{N;vo;4STY9g(Cy43&AXimai8vdUndi-nm$IrF?3};=J zG+Gm>`D~B9s+sjLA73A|Y;|+me`$P6Ir|a!@XNO>r9ZffXQx7RawwhK4_8-LlMC!O zW)=ZDm`g|RKBf=9n_1H;5dSnhy0o-3v*^Lw6SF-7`;h<;YEm_?wmHG?P$ck z3q%d)x3N6wZxG5=4(va#b-%Lu??nLzOWZZIqwdSiH-e+fhdCb}XCpbK4{z0f^6A+V zp*n}QUV1@C6QNYHsOz(lt@K}LD^V0&`6_9SCzuXVT!Yr=l-!ezaNahE!!Td;@Ip*o z#@Bk{AzZQw3jTv}as36R5nM(}8GSi=ikpK!q;AHZMr=m(q^ifzhri6Om_}iQOafS} z5rQ(Fh*rnp(jrom&LNjFVHjVZl6!t)9%hx?HUTPU+8Yr`BvrB=7nyzi!!=gk7$nEW zKHA#aTHRvYA29Faz>c1zu2WY@Mh{z>@>>xcx~m2lt*RY5F4t_dBD3hui<(E)LJA5B zy)OZ?NiU9+*qZ*9NI9BbY4^HNs-|^3(2~jD2-B`_k=9>MKgMzL(4o(lMQUBqrv@^W zwBJ1znfDhB0Gj&zV^>|7nEFeo(w* z1WPAJWx6-DfX0x+dRx(S_@!kiW!z6ie|>#7__o%=-t*Z|dN6Twb0@PyH&H{ndJ1Ux z$LZ3AwkSclonNr&?sE$AH_x&}gM>l#F~DyX`F@S}I^FeIi9c_1=sDg?0S zUmoNkxDkhpj;l#6VfW^nvrK2Vub8~QOiL#sp@$OsM3ICWK8R?!%#~V!jS~x)JD_sn z(B;Rt3kqqk!D%dgn za?iSGXz7^M$wT_@A;gYVafpkD-o5j)-jR;5)ZgrMBfb*dj|OP?8y?gTJWNUP?%5L< z^I}h^xP*kVQ=E4IsysP^37Qt;8pt^BCM^=^i*^qAceG0$n1{s7`6+6o-;M|gNtq6J zxi;6j4?(VbWPjt8kQcf9D3q6-9Oh&1`twzmMa4ubYU;t=5g{!jqoT#a!%)=2f0(%Y z>w~ve7`T0)P3-BSPk&w^A&Jn&3- z|2^%xGmvHOYr+P7dg?E-gJwzsIJ zZKHp8d+AH*HV4O%HU=mL9*k2TB&OZ~FIPT%OLdnm50;X3TSfp65v+`i9Z&@)%%_)> zOH9Ws0isq&Q%T}?*htiO`SS6j$3*5mUlc03Crvd)u-3~Ex;uKHYpOXUPp9!B>4gjW zE?Q9wBqiBwIbEfXEwKxBzM&F&gATo!&SgER$}y$8e6DY<>1gXFKVF-f>nqHLWz_;>d2{J3J}U1}5sA2jgcL|PbA34p9i1_)x``6b&gDJn>M27dHc7d;avB+m zBng5dEwr2l{c_Bz`EmpK#*-FB&lPe~Q=c{luqrxhgcA@FPBN_B1dmyea?o5yT#8Db zA!&{ZD%SyL0)>%+18zy)z#wTCfew{OK%smf)Y)tqr+U|NzN!M>)cd3GX*0^V8Gp{h zJj8OWk3>WHQG829X)9OMuL+dm)f{Ong5XzN$!Lx--p zHqfq3M;@z`>gOy-{*koad@f1ToQ&#&C3 zV@?Ys-o_+IQit6!QhM5A+MVp@j4KhtZqH}9HoNTi=@qXwj5Lm#RmDoA5|O`rUNuj6 ziRDw_)Yc`9E(l)O8Jg3=eADg1RA7RTknlomt>bNy+mRe66^7;1gSNlDQBGjC7tC-e#I zC#sj&$QQMYnk7m`Ac|)SF3oR_dwVAfS&t}2z&)!4_8w8Ytbegt8dRPogFr}6LXkM1 zfqp>AYn7Nk6*UqgNZBu`lU_V$sP5Fv*_|%t>qW_{5Xf}vW-8W>@ZzmD)fcsf`@0br z2wWM}JEPz>NX}cNCQv(;Xe_>WX`1Ir{?^(-?lsj3^B_+%SzOaAn6ms}A)tx>0bUe!-ac|E`-J+f@kEE@?#5M!5HSt0`f-9||w&NR=AjMX*(ffNRXSzBi zWFg!mjshY6uP@!R$V5s`W;D)g6h3(zOSqh^?!y zfeHBj9%VIW7N=ojycw(YWJ7RRNc)5f$=JWIz9&ymzh`Us?agu0saBqX?b{*xpLphP zm2FMAkP@AMTgESsWGt75#C1yCQ&gXj6+TpjLhvUmv=^(pw*{qHdid~ii(J*-By&5p}_JWA|xdRu)gKHs~(0J zlm0?!7nhj_;^7=3-uoj53_LtV{ru?7A8${u_ahIa4GauCaX$S2smt{SkW;=ha;*iFprp2@Tc6Q22f?+g)v3Eky1sD>|b!nG{mnK9Vx6 z_o%+WVn3NqSnuKfWGiWMD|L zDl-VShryRS8TqIMg7JTMba-WT^}=Y|vtuFRY!xony7OI+gKQB%&dPf?Lt3no>`1Eg zv#BN~ogyv~bo=z9UP_t&r;zx!=<)Lxj;A9BKgynV5`{F@)wR{rM^JR~_VxAgj#iy# z>N(io3G8{${SaIyFGuZ$Y?t|^VfiOxaAsJ4FGwNjB^%_P2djIdsP`FtoFR+)nxC7~$UH{!R=5Dwz;aF?4IY<^kNA z&6xzGnYr17@Q(A|0t(~H%jko>Vh)4a;k-It%*0n zp;MgO01_1=)4d;B;`lzY#;7L@n4;D9c5tkk1$Jw?Wj`ti@oaJLzN%?ip2TZ~Ukyhg z4byFVetyc0sDAeIELQYn+3QA-^s=e!Md?frgh8S|*AB(;{V*~EGSRXb3p!#%+8Aev zx?49n!eE=$buNMD*SY@o9Qj(MFmi0#bA28oX;Z>Kl_zm`|CrOkkgb;Gn#(rBl=U2A zfmlH1%7*a(po)fCV6O~^;>G=Te0+TT!o#U-B)%?Vpx&$K$1Uj8F7G4aV2ZsV?GKc+lD4g^szRx-`Ug@#^M zVnMx1H%rrN4dP%c+g)YTU7R>v z`T87UW2rADK*KSLPp!@{FIjS=d~Tp11M=V`>`xs~AW1mI+6Mb?NL`bgE}D+$d^PSR z+vv~C#E%BGU=rs&7JYqjxa{77J>V$ql&L$tu?9YgrixDeh2}3@i<(lK5?eOW!qn|= zj-z$2=OQr@^r0`K0qAF}uUi3kV7M6Ey*(9T>KhS3oo@?_=Jxlu2eT+KXT_BLfjnfw zAd7lel+#I0;~qJd05O{ob>Im~Y?ph2IguQ;OB8lx!>j!926Nqtn$o}sahkP78X}E` zOO+4ox049GnG-sbocFeqguTNJzxdE7T4cZZ774VKUqCK+Z20x(Q^tuY>VIs8^ zwhCn2jtCD=2Y4x4ur%ZgvPf(!t>1+J{mL5RV0MRmJdc_0JXmNhDlQI#a)csl_|0*` z^`71=(kWS4S@Dsa-<<<)L zNwB)+*Bv{0Z2S}DjzaIIe~4*Eg)3oW?NEs=hLE*fZjndOjfmmk06&Y5Pe)v`*_%VA zch9uP%=a2Mm*R#?{7#5qX9pCyN33$}*B8jl4}fJ_hoC+`?v3zL^jLk#SG-*Az;sN6 zn4IGY_mHCpuhopydfF!_3A$ zYy*&vg@Ri_$rkw6?qchCE1c#M0pZ3<;gJ2#V!_WUXMGo$Q6_=Wa0rV%8nJT#sLEaa zU|LpEk?fIm;ik=00qIn+&8*7!9$-+`19tuX+@yW0od`U%P$=H02{GxB1&fh&3Cm$}pX^H3aGyPE_LWM*e) zi$~qAa6X@S!V}gaiVKQQ3Svih`$+Ody?OIybqll-;WF>VG+>Jql`R)S4$?j|nXgn| zn#U=sr-26kelIvasXIk+J|!a_xf`IVU^#z?!UPJ{=SDvnBlcE4c3r*G)Ce`0QPc;U z!b&LJ2M-?f`n-LsZquhzyqG`myyw5;?$c+*?0(w4ZC(H5BXP9#eYlrA-m^^06-BEp zI}e5*3y3)58FO-SuwQZX%EvESN- zbkFgk2E)6z9wm)k75m!Srx%fSZ>f}N40jV!d@J8hC<}U_BeS(90%06%QnGkjR5Te; zH}iyDr{O}HYDs>@?n*7S<~Y0a7Q23TavolXdL1I@|7dZ|mHk6WHu2Q?sE96qXXLJ1R0}&Z5t=BgsgHr+M(vR&g z>oyZy!9kM29W0u%5yc2$@7XLQdQoQdfKn)ZEpt{1KhHWP1xUFt`RezeI$rBOp-1Kx z97?Sz-jh9Qq%z$QDVX|pIGS_p?QB*q(76^Ww&D6<#Zro z=7W*xUn)lv+YyJ{Pgcafx~!6`{{=sp@S-KT^jrG-?U(O7f9HkR*8h*_Ztsfj+Kc|B zxMygh1ABhePv764vl3GXU?lWKwX(8bAc6&-jdp`q!7D@CIqhTG&Ic|P88aNoak%w_ zzRQEX4M54yZ0mrt&Y$ARww}2){pvMXT#|v$r}zVvt+1LOB^9Ktu#fn6FdTWO57@N0 z!?b{h%#)_g?)rZD5(Po`2ZDs)Mp6<}dSPkHo|;AdGKb^l58jB*wlZu_@9O6e&CokW zf%`w)1%#aZyA9=m+k4*Cm$9)l6tgmpCJMQ?T)JimdtGFvWE2SjBhX!HXW2MCY`3$R z2#)t8$hgIOt+rh^jZ%PcEdKt65DS!;Zz~8phJD#_b0aSIyYf!!<>(zG(o?ylRygYF z`n!c%$;j#T8FB56kGj*G_)`XkyWwz5+XlRAZVh5jfK@~7fW?d;`>%&U%-_M+t2pTL zM?^l1%*^syT3Wq>K`&~$?mn4&#-)n=a%;J4$EyJzc%%X1y^H)6_{bNTRc4~l2kP9z zW`bLTHJ(@2hipd->ONm1?OE>6%c*D$&uKxV)L==bthmahxV}FThB`+OMEX=`(EkfD z2A%PqRL+}PLr%D%pCbVz{EiM8o-heWONqA2!_xdkzb0_x3R?=1FI$)d*|%3u(VEE< zp6YIu(p0zPor7CbzNd!~EDh0hjw3QL%PCgiIlOO0RIlr&1#52Z>eL%uM|${!r#Wfs z6jz9Lj^h4_dg$rx7rm^%&i=P&vrR@u#$>B z&QVCPz;ar`X%CChvJ47RE?#RX0Ylg%VsqqR0(Y=&`b}0w#;VejyL&EmMAKScDXh5YzA$^{7U>C#VHS>3!ZQ(c6$(kY5*CKt41{!=0VP{4F0$ubfrK|zUD1WiD0 zIvmCj%pr|&Eag2LxdM}+T*#fPMG$Tu%je_^c~OvEyaAAn+|SPsDuvZEw7@uMvC#0- zu$18$nu>R)v@8SER`2B*b~Dc9z~83r@9nrx$~Wz942V|7GM0GGniqQ>BEfH2;hqH| z5iu3t-FD+&&0-dqa$QOkmC6MRqjsHxUVnd`clI(#g3%&xT~E3o#SYM-?@`s)D@_8l zvJ{-d{-->w>f60)Ku zA4+(zFNer$|YQ`5Cwdj2E{5uuMt zq1l7Dc}7Anm2B-Sz?_=%{fE3LemAjBzLu#+RR~@rB0~*b>l0_V?EB_HkbCJVP{1R< z-MPhgFLfbe`1%StNeJR;Ej*;2 zb8^#~DP3#D7#Hk4aFbriqW;i1E7uw>{8&8)q(QB5(4-0mm_gv_=K1za3P5=$sAsua zd-jWsjXnd5{sW8YXWA6}o{X>q3~nhZf;!n4Z>K3s01kWBS61RfGG^|UO5trIyuiG$ zFqMbMkZ)Ab8V5Ql8FXv|_jkwfp&uF>rW<1fK7n-Q8{eZ;^{Bo4istu?PhZ8Z-e;&} zQ4a06W}42X{X}8lH7n(XTROoVteVhfAD&-6`7nk^jPtOJ0Q*sy#HZ(40g?X8-Wll_EO0r#-cE>! zrLyS^-nqmWPK&N5fKrv3LokT-*-K)l?LIAzpfwfM%>Ubl36sZR9AL*2TVkeGSd3F^hWp zHjZeI;@h)e6xlYX(%e_=J**Qf;|hwBiW^mRtG+IO34hlITC$TCti&GLcSzuVW#`^0 z=Y77gO7*|AUa6$@^>xu{4>3_+(t_JbA4ho^7&r;-9;_1(5LDE_5D=B3mmet6Gj%Nj zI=nVlNLt!TOGcibD;b0g>Dy-72O+kgSo?xv?Rx>pV@5zrLnYQ2&=I--bMuC&4+tDZ z(jAt2eLqvkq1I`?NW*dEIAq11$t_Xw^mQz z4Rkzqu3L4;!AcQCXTOjTrpm-wJywcL$hDbSwd3u@dB_;v7~UP+r6lo?k86q=TMka# z^Y<2e&+Z3?bDO3E>}IOG-Ieu1n9{Q8&fIWJf<1024J3@(T<$}}=YLy@e*bv<1xBBV z10J~sa`U`vB5u-)#WfAS49DNH9X-r&A=zI2CT%5zfE2zeVDP(K8C)Gvvtm~NG|&7w zl<&XAq$;zMxm^RvYYMkGkN{SI>eBF$Wz7B_si0FZmjU^j%4euQN$=7&-DFO)IShAf z>T|l@Q>tMqH_t>!YuL0@ghO~z@fT|#smPm1O_$5pyfo}*s{_OBX2zGLNZbV__tzMJ zZyH(eEVc7X@5?t1fhijQ;XM5l-ZR-iOCIH1|HN)paf%*a7Nw42{U19WWOybUYHMrH zfXLU0=j@=mOfnnd5I644d~k)!sIAa^oK^(DOZWF{f>t$TdO-S?n=f9uKlVdY<*!K^ zDf)n6!e9G|n|gLH?b*xnvhif7BZq@tN7Cl>V^P}Md#G;4%J;iM;K`6WAFq9awv#pJ z+avD3>V>~fgg>C*q9Acs$u~-ZWcjW+LnTkfX{QG9^~F%JwVzvx)j}7;RNmF1p*Yeh zlzRQC8QN^fF^>vf37LQi3d%=1dV1uK&)4RLQVMvj79t^ZHPqF8uG9*s9QD<@tTlg< znD5S9e^5}6J($a|c)k!|PxqXB%Jp=-mg39c!>QAt4YHX8C|++R__1Ao%%4BlGz2n! zf31HW#CS2MALs)Eh^c2W)02}1gVPa6_(^fVQQ>9#Zh*P=a~JPB{eFMfM1O`L1jCH1 zU8b*=ACU*`LvIpYQCNF*e3wlys-N;4ktkPr#-T%xT755|n$8^lchlE>N^nA^Jq+w> z@M9X6LCVuj$H&Db*{w~PCt-Ra5Ry*unMfYt{m_JW^f&;KW?gZr{p8xAyp_S6R)xST zoQAo0=Mki3g&6kI;cOKQH<4gM1VRq~6T)TO;VrNm>FROOu&*PoAMN7ew*#C;G@iJd z4s}RhDjaVi7*&v&^v(zuri?q-oz7Fisb1j<5uXmVOmE?tR!dXK6SdTB?TLQufuF8^ z{t86pJJreZOj!2;lkPl>MgmiMY4$$(i8Hpp=UM439;F7pmo2MEXq+!rKdzi)EdTKR ziS~(If~jdHxzDVf%Nd=@{!LH&268>5^8q0|hhzo&gmXpEuPMB&(HfyZqvX%2Bkah{%^_UD>N=ZbmS%uz*|2ud%Kv z@wTE|*N^S0FF=LES7PLwF##V>F|K?knwMSy*GEFhn+WV~@g_=)Rz$VHqUYq4%b%X}mS@1|nlA2HI4bmxySbnc0+AcST+{>sKTy}Ah@0tes zoaW-9TwA`eY97D=y>K2Oz#I62=AeAVO(C7=^jG`&v@G78P)oc?l*{z88(U7cFW{}M zL7;X>|2U?dLx*Unex8+RIjv^B6q>TuBA^M9z=-pjr-sY8wee6kozY?=s18uamOWS} zj$FF+`?f7#N9n)--@z(?DOWX>`gRmow=<5rLx@7rI+z3mhW)$b5AD$<1kF6xnPBR= z)e82xc=(EayMe;!d>r{k2@`$Tb; zDXZ)^@~ab!%$$#7gu}_X^s=}KHGTXQBA5>!dcMGo-txS7E0CJ20EVR# zw%aPqdAp4_0u6YzY^`O0bV}HZJnqw{PrMP{$=JnCMNJp1eDB~yy^qz9HHJPh=A(tB zC6qC7c+#l|SYQKKPT@JWua%?1)I>>M>bBXZStwu>8Xm5ZVp+buoicZ+`hBx*C-9kx zAT3_zLYwUI5@%@dy*gZL08>@V5Sl4mLU|AH?haqvg7&Q@T|~;f~E@vs#*^(|9XFN9%#c%;)KkkUX?B@dmESfzLh? zGOf_FO#*8fE=if0nG$;L53liqKLMyptu+uH12pWF!&-!}CrHTUM$u5@QYQfWe#~0# zi`HdwzL!sW)xg|{*!}SqUP7y}D7qF2QnS8~h@FVd1Or3X!zd{^y<2L9_o2-EsH56# z2qLCyQ3nboiXox6n_1ENx>exdDJY)iv&;(p@)lRbM48b4sRjS~Mu}H5ok~6qZ+dU2 zS-O7Icqz1RjT}>GgdGwfa2RehiDefopDEz|>;3;YxSzXJI?qa4A+)--hOHGCjE|1q z%j50j5a-|Dd=bp9C*g_=(69*t>0Lg>QrZ%4ha#(Vb8RNQcyR{E^CwcmekJSKjf{f_ z!%owbKgT&`cSLS(E`jAe8zag4^q#Ug@y!)AAoznEoxHN2oy`WP9>24cY!6i+=@c7# z4x@TVXLg+1Y3j3FfW?!AsqK{F4Qk@hO7Ew*j@;e-eZ%YfC~a7j5!)ek_DfcpW7_V*eZQS^2fg6!NHA%pt zkWTII&7}|=JJP*`wQsZp@T(LMyWfujY8EO}MBzsefn|}pMT*+NPD(ne za`cao5FX2TDwl;jTaM)_*i4{2_+edBf2Olj90r{3ai_*>G26S|j76UCSLHBfSbxtp zo@%!RBw+z+0_^M$EAjXkN5&qnFzMzo8vGD3T>UX_xV<1IO2#SV@9VqS{qIN)hSA*2 zm>5etNa5;Q&R`cQ9$Rf(Uv@z!@9yrt*8>?`Jc#XafZDFAcsO5C1r|?9Wz|w;oH2Q~ zX)qG?)}#oVPq0Sq_(NdGW)8m2^ENl9t4+>c3NCjN>kz@z=EBBCEw*IWr!3D=?A zn;Eoh={YaSmkum$*UhgDz~#qX((H1les_{NEH2GkrPzdxuC)^PT@M>q!n3#-wVo(o+5T$*{E;xwqWsx?JOw z^VKSaZraV>p1Ug}3yJZwDj`qi)#j?!s!^dv7>*1J<|O*u`6)qsjv-N9?^ z3K|;Wc+FovMUe@(=fVxL(=n}lu!v{#`PN+!u)!PFNeFr#z7nLPdwem4)2NkaIyAaIv&%QYPK zh@n&~Q^|6)>*Yj`WVjMu!aEgC&9OKGKX?R|Lx=#T{v(82To$?~-3oS(b&gwmKRmV0k)tj3C*#c7&X`;p(V&`zs}C7H4*L0VIzXQD^uQgd38+xxGW z7K?ybi-8qhiq|f{Dk}A04)f=7c`C=_ZvLvKG$80^c*pDC+a_;JJZ zdNQaQmn|Jn++7NiA;(5$yl@ed9)JpFbg#S?(Rv9xtf{T5I}1d3SCF392g8xAY0XF~ ze*2lN=?Dy}+5@Q$s}Bt8KKuA~Mn8_ju)_|Gc`9H!LaNiy(+j&4@7VxB9owUKNI&p* z2FgncHlhn()~#o^i{72@sVWOEQ?)G;`lQhD^&1<7S0UzqW|?zQI*tA?0jYYR4&gMf zc;vLR$PLV}tS8PEd}yrb)nr(-GKQgz<^s7m%%XuI__lK?I4qLk@9LLv!h=5Gjs;@4 zYo=W<8AxjL<#v;T`F>Fz0_(7*E)g%wMQ`JI6yovWLyU%}n@6whx$kcEhb&lGQ?j zgOfYmNxGMvZIe_AOw?2C_qMT}vGuYXrb}v27UFHD-QWy1T%R6HbFdA&vrgm*E-uI} zJ;~0%_s)Xs(+&kFekF#%w>MjOCOdBjBjMzV&-^#0-@SQYC+gzFOv6)6=h02>lLHhbJjPyQ{#*v|b@UyE z4TPZLk3Sdk-Is&QiHep@j(1(4j|h>LyyZ3Z!Q}A!lp_U-F`D5QxNv>lf_}5tn-2A& zUC{X8A6875Zgg=uJz$*ub)1LzY~yWRm`_;Io^kCjz&2aKdP zC4Ro4vAJCwc_y7gc&SE6NGN*17v2Ot?+5DyHZCnHikN?(kZ@OH2>>;|D_z|IU-oi^ zFt?|T{qY&x(R5<|`Xl9K5Td^fX({^L5XW0otY`ZEoO z3=CUaTqcSS9=zr=@di^Dd?1-lnQoxqtzpE2&UdF+{(hyx%*NaxCIOI6p?PdJ`L~gK zn;D!xTN?kL*|FPiAJ|Q|_&YQ_+PcX4(Scuez($nnjwpck8)BlOga3OkV`60?A-8Sp zvgT}FkFm-;n6?N)947q&{6JO(*{}rhe<*touqe{ydl(~&3I< zBuh||fD$F6D2PZJqGZWAC^?PFDoKKbAu}L33`iI<%vbI1y4-#4{_g+dxpx_Oq^GC* z?Ru+DopY*BoR#77Wz7xKzF_#C4g0X4^?`ufa6#-FnbSKho1y!I2z#OY&F!v0n|0^K z!InqSO_iCM2_>~J5LHih3lLG=++*+NReKk5(s*;#v3LQkx7$_gXW#dR*?$s+7!grD zsSI78ntvUQ=tchliBj&aYty-S&uLkpcy}7%mgNllG7WT`mxW z!!uCrIc3oUlmByX6E#-TnCNOxz4~dQ>fQ5z{vu1+JxRvT6Bga?T&0A@T*gEF7l&?d+=CW!%I8Jq4TlxTT)1w>T^?z}1 z_guf9FU?*9(;Yu1lF)9N;K73ERN%S%IdRWRa_`{1#C;?Wv21H$eoJn`@(;|-buGai zQ$}F=G%QL~HNDNHf8DfZ#6f_RSFt&ByA*<-*I}PMZcZ0Jf@jW9`TOyBA+Z`p|55!` zOi3I{>b1sFLwX|$b!yG!pXa;xXRrFb+v+KXsD#U{Ma;H}aXCsJ`fmQc4`l=l6Lsk& zn}(LJQ2Lz2{@(|q+B_7_#LN7N8PD(MKeq|{v>xdK=EJ$&|_5Qo|e^)d7 zd45WQduvSm#s8OezxSj4=W7ShcmDd#2`NA|#^brgAcc^*X#+RHeA<>&SiGTDvN58A zGq3p9zx;163dQ#x${5K+w7ACOIhCI}SiLl>3=|`^w5htaB~?%;1p$e?lgTCvJ^cUUv=$}yoR$*t1CA>T1HHD2@fWeE&yVv> zE&CN3;IuZzRPTdk-c|U&eX_rPC%V12h1hwE!zN*%Bdwmx>ea0c=S5avQcXX9Y8!Bl z)wMO* z8N-1%IJI-O7y32xLXyYl`VD}5`#%=!^Z!_|&pZcz0;rRfZ&0o0;qq%&=!&;0Efs{k z8!vio`On~qoX)Q=(b~NW?9qu19j4ZtH@1pzGCouk!{uKX63-h+4QaLku}{$KZ= zpT{FTzUP8@rF>Ymg5z9i?e4fA5%HxsA|xyYv?oZ3)hp=u>VKUUP;q{pBo$&U>NNil zwkmMH{a)7nzSt^#>|}Dd+fwGcl$77Ae+jRC{mGse!#_m#9xLwN(9QC6`4H2-(=V2m zzw3N`pxRDy0Ew8Z@lp*Ouh;)3`RzH#ua_4b_uNR)yQ8W!mD;~HFYBi91DLIrJ5bs zr(c<;llo1wh61Kvo-U_$4_Lt6@0}Ltx_>Ckzy^ZG`@+Th1pXD~q49^P zE~Ynh4J)+2MW84N71tje_Figr2*_c+=9FRn4JbCV zms3TFeADB$T|JNhWe`FS+OyOWYqU@d{`BAU)J*O&WXm4eAbT#uL-ZD9T(e}H@78!f;fM}8XFH;V$Q(k#l?n}Gt%OoFr z_ht>!Ai?u=GZZAhvM%3XV%04xaC2*|UNc{r`Uc)hcdEQ;D*-6m{E-|4z;VQIp2e40 zJa7^3_f@+_LjHI9*kMp0E7R9sAYN~grdx`mwtr38Sb%LSml3~1zf^(mM<`p(p>7!xXwAZDp2|pNP%0kVVyR% zjM=EV^LoX;TtVdjVQ;^^`j?5qN?)AQV5(gUf2qPGEtRf)L6FD>$O@Mz8KmAFI(l{r zqhlR7{RUV+n`0fVMlMWLr2q~fK+*VU6B}A+=3=J%)~Y$k0sumLp^>Yb2{|Z~m{%Uk z=Xm#n#YbMDF}722d7@!9cl&)Z$PE>QaolzD)G=gS0q6KtprtGO$n--<@`%v)KMHDCje#aGn3IXI!athp8tOCS ziz?Lg(aJHsin}ieZgLZ1Hb;I?oM}K?2MlziXHC;9)}!KS9Hjqar*o(w=_>qxj87T$ zzn#5Y@j~)*ktBs=dz)N5ccy}&3ef%9fEHlXeZs4@57B2>PJCT@3?10(q?%czAOgxy zPXIIml>!TBc6*sU!!ZG>ZYfCFd>ffVDtsbZB5t0uHl>u9z_putkyR}B3kVA;2? zn0MGW^K{R&H?f5po>T6M0c_{&HQhvY_)}nMbop>GwgXW&chSIuvMc@`N5+ezXU#^Q z9denBE5%1v60(wmZVD(+OD=#G0R#LGFfJK;TnU74_L*I@aPU-#7yaQqQEKtQW14k= zfpcG;66FLxzNjXHvT3$BBeWenwyaUXSZ0-dBw-`{-Mp)k&u5in&ZoHkF~}n0^V6HI zu?A>ugLKTQ5<;+6P_&8UomLSAbG{C@A(qnA)I zQ;R&h*Q5LD69E_M|I}Le>tBY8ML)B9r}YKlai|j1MG~ZIy4~T{Bd2LK0qCQi!`F1lxSo=d$xaP zV^zc))~qt_=)wIiP~8_>uCWa|PwFY-+(!etfg_Wbv3eno_hC<>j&+Unagn8$hmX^s zrW_fhdwZLCjDEl4zWDiubUSo8@ReA-EQL71%Vk`{^?Nc7QK3JhV`so;<_4vEb&_Xp zsyKiHrQ6ZTs|DuCb8%U_sd<#g8U>w7pysGAHF^B{d|o}Kq#CLrl_lo%hEM0MV5tX- zlKJZ4`in_ot{&?p@7&W5{&@{qjGbRbf*>Iv5LilDdpA4kl-1S|+ z1JM<_0V!^{$prT_!18AiSyO&>Hy=>bYQ%}DUFQmChN>&!mgPfJ>laj-vo`R&m<&rGngfd6&td&&ph-1PLb zK6>NQ9*E-v``O76S_b@kCG$5&Xguz`P1@nnUeGH_Z0E@QkNwtY@WG83d2qiDgYm?@ zt~89b!_Ck3uFSo!Nh9efBX09OHsKWan@?1T=Cw=%6&N%)_(#=mw!qr}vAE01jYm2LF4Gd@kyEVIjACfsUe(Dp zK<9mYuD8#ZYY%|+{o|txzlFX!zy&j3W|@FM8=V2XO6wCHEI5u$Am#Z5zWl`V#5VDUm5oewo;2pHU9zA#-d6VdZ}R!30rak>Ma0+z;3H5^jTIKhDDU z7R)>%G@#uc&xPyylu2#|sKZ%W?;k*#kdSh~(}!>1Nhko;rv@k=J=s$pU&LH%xX#aX_wL2k z&P7{Anso5{AT6oMyW)q3vso#|2d}U#C1iYA>y#)p?h*Ggi-; zPcN}W@&8g=`+f8L;8pP9l}*itr04E3wTwbuuW7X#m$A=) zwbRBE5JGVtlht)OkKs`r0?~!| z+u#RoJH>frOO1C+obS#KR+fTZA6!2-2I2=@PxUC@$nMHgRTKuV{FS#14U@~}jbRO& zI2(2a$e2a~{)TM4?!IG?c5n+-s>f+G^k@Rstbb%Z8>vT-24B1jWx{G7}R;KQn%o zQIyqupb;V9G@pa8n2RtUp(PKlBdHLxEj&j&4(;EUYMNsCW0;O~$zui|F&$%5!%VA_ zi^+KQ=9D4gRR{)kTa6aQm?vnUU;Y`L#_g~z+Yua@-jMF5nwo?WTT7$rMgt3yZ4Yg1 zXjfXtInMXIMYW&WaQA>VX2ZB`ri4Nu^vpotuhYcwI-~XGc$jJ<$ga#AO+cMi0k(I4 zUFM4#$6`z}bqYe9zA3V}>^=qq{#VMX#3bv8J9d@GPR2_Ae8hVvbk^3oIm{mO5LgxN zeEJ`VjEp@3f&cffnQs~2lADk>ZvWkn=SV10C!M`^SLx=wbEh&S|K4C`rZE{`rJsLu zcb)#vHg$%r9<&tgK{GnNbTv;2k_`(z8`#;9Gz$;(pZbM0%`)p^Z3i$~0pVS~Dii~j zdg-?Y1#M>QXg$;n4aLG|p>5=_dx*jU3OwZ(jTbV{vg_wSB+vp6IXCO|A162a z4;=4YM~nu~+mz{pLjFpEEQHw@W2}mTg2D@YK6*8J=*cL4X|Y~8*&ge@CM)oW;EWR? zAl_EM&t#b^?tQrFxjHX+^OXQ$blp|fMbWE`q+0gm@B3dJVfmZ~C|Iv>_3~VGf=hgL zH~CJlpoH?r!W~c%hMjl-e!ES4}Wou5Yy#R}w$d$nwT(KqQ3iPT$qho32w-un0 zzkGwAkul@3Lb_@PdRH6VK2oRg^ufRXew&n9KuwC8M_-E8?zNGzvA6bQqG2uKDh(7{ z>2^>%gq7d-cQG+J$V21BZYfLgYYi1(3nYDoJJpr*K26eU?&|UJ$_IxLPtIQ($2xl- zN$|Xt_sTY5r|W!o<}lVtmMuNuTQk7WzNdCw!u!y>fvCKSh<}l4!CMRyAp*yz2Z$?5 zBiZz_=H}*H>YAhZRecQ0N-q@?W5O@nos zT!7gc_Fi*Xl%SYN2SbXc*Ux(InI|O?%6EoNCjE*ijFPM{6c!uK48-2~x=-~HCj7$uh zMOFg^baNG}d{DrsOGv!PwE8jp5g*tD28Y1b^xNH8kn%o)LZv{Q-2v|%m-P|fBBRes ziIzp$xrh@@rqxiDvse)E@E)Mw>&v}>h-)M6v!B&fa<&C+ls0nM&zEOZgtu&@lYiYH|C z(yEsOBFI%?7XU5 zK)pKRy0i275QT0A7}G`d?QV^Q0xf)=h*NqKcpmtV#0xQfyS5lDDsW1=!{Y{|HkYZ7 z#NIbO0s7GQ#PL-B*j}c~T^@2>n1TN*gDUmT=#e8!4r_W&8y76EK!i+0;uI7$cqi-o z$7qX@{e>b~G8kiJaFE4^UAZ z@Lie+15I8lx}iRVIHtsN%gW<@F6ms*9IM{1$4s=}H00Vz!vOm;6wEO2X}srMVTk1s z1$>`+VIIq<*@Bp{*QVU>Tfvl8+eLJoz2+sE{s`sBd&u?E#n zAU}S-%z((xn7TtV5ePjtOtp(^GNWyH{U#7amHqfoGiJure4`IDGFU=Xuz} zk?J&;(bIGH3 z5F+WN0q1Jda~jNq!c6?zw{ISGh`rZ{FAaAw>4h6gng;IjcVy1^LAgbIMJj?QGM~-kySHd2vaV?Ex)Ur4FJ@{7vYrojY8AQf z_bP(kPIc!1Rm|t4`jf<0SD!P#qH->{#;dd3{p$e#e395CD<{`}QtEZrK)D@*bbpC8 zU};x*z~BzOV=9+m*cZ=jZtIO<2N&9%wZR2)28Z!*&1n#pMs`^^lzy(O%Qj9|5cvMG zFnY7!2BGz->1#|3flUy*IZ&lQKB4#lkC1B;F4OQ8BjIRwi?*$dK8U-xuCA`q+Y`W~ zGx9O3i1-}L^S%cMEsH1$86H8sdi}an9h@h)2ul=NRrAH<6cp*;Ms6_>A~mzZrO=H7 zPVe@%n>3^-fe3?Hc;!beU3Y;92)e&juMMWd`mWv@=zZt>9{d#_Baqb19cnV)`SLBc zGiT0}_kSN9bs!u#jycaT+PpmK`Avdi_FWTuWb-JENb%$}oM2~=NJ|$0C&ouYox#W5 ze#+3784#UeD#)NQqd~$CEZ+A%tiY}IyT{u>?g3zdf1t4AGoaqS1*%-nireN|a*!E_ z@xyB9;Z_y35vJV9$rNQ5->%-HnXI+QqNG*}^1I%(+c9Sg?Gc(!V`jyvn zw5t1x;^K#t7Z(?swZ$_oUAhz&9DMJHcOMWH>zAJpW2D>TgqIb;#sZ5WkxTU(X>`HF*DE zx((dHt!6BEW}z#)^x9c}!J<6a24Z-v)zG^;;?cySqV}&$2B`yJa(Mb^LO5d z_>%+~56)}~@^H!;B^d?9WkiiKH4GK1zR&;Hep@2$4YxB&P)-H~7i@%2F6-U9TO!*( zs$B(HS>=6SQ+6a4qd{&1Y{lA6N8n=3K0C^uV>b{be!L4(kSs`4#lX==MZV_?ILD<) z(KvGtmnq)d=(&7%Jl=I-nFO_DQrZs`UCr#2qT30ct6J{9W5(mOo&a)8&s#yA2XV$g z3gkM~#>WNBqT<(ELn~$)uMRxDEwXz<6UuE3&}@k3rIzbD;dn@?2opLs*#jlH(U?Q#_B_&g`8hyE&$M;0$_A>pLI3P5ja--b5yN2M&-~?IpYHb zEUMKzO|t*^vryzJ5?cO)X_@ z$i1`$zrXy)Cx83t)W{b?d8vShwG<7$Hq1sbDrwdL4E8XZF)~Sk9r%u^} zr1tP2T0>Viw!NbRINZhg5yh4yq5D6b9?1UNE_VBU52Nf9);3eOxheoc)E47p-Mf})!hM3r*i%2v9>ZwVk*UlkDW{8YTfpC?dLe=zP%_# z*Ig)5@dM^;Sge?-_JlScnf*8F~BOfv?2*qq}xx36SC&JA=zE~~W#5z({$smzVb-#*S(4Hg=^dc_mXkndKi|JoJq zVCsW?%NiTiR_4$#iBXuQQ`EUr^g$YPB%x=%z1NhDL~z8SD4?0`Y&Y4YmB_p~U~ySN zKqd3D?^cILl$f^607|Ah#L2B&&&k~zBaAERI73ZMZBJNczk#)< zIeq5LG^BRjpp$mnWV`z#M)6071ckvV6?Y1K`$CT`E9}C($gnW8k2dIOa7QO`2?VP` ziIXR-mS-Kbv?fH$9f97a#Q63Nw>b*Qnt>(k)X$|TlIwk(CN(N5N+l%n9eUG0)v(q+yAYWm89c?95Obuep$oO^oxZJKyXpyC6d%E`U{LhWpF$IgDPN4eJLcy~La?0^+e9(}Pj zP)=}LIn8t;dJr=6YDmD2GRq-C?KV-Jug*+NN=&xsahuc!2V+3y9wh){VDu_iU$E?e zV-p=XNjZ-x)8+O?cOLfdf(_N;t<0^C8h2uZz=`bUl~z!IR!k=l+L8$#awH@q9(9m+ z%z*lc*S$(uD>|hQGY&j&WiYgLt<0*BK{_{8=I_C0e1UArRv>P3x{ek<%Z{FE%+6an zFEqtWPhVS94Urvr9;gH{YvuhtC{**LmEB>jeOu@E?9QLgNCtoIunbCG^t zm2SBEt{)iYD>vetn$CVXPW+E3{P*n?&8>0Y%7Pw?HcXpgK=u|e`nL1k{2I&OLET9& z9eP>O{6};)VY?&U2iydMCn-5iUNXxyy6QV^&2**V#Jq2Tur>uA&a3?V5{C|L;GH56 zrFVxTh!Vy1-)lg5hHU!a{rU}N94iQHoDR4ECK?#Q^wS>bKISpt=d#`Cia&6F!TXC!Lo(N)^kKRsN!xBWmN9PU- zpjJo>;kh28p{2d}+``iqs;q+pnrdnp?C5nBo9dm2#->JwuIDmHRf1A8O#}wG4<{#Q z5!j(hqd?e#!|3oBe!3m^q+J>T0w6k#Qokf#SS|rCere1;vV(irjnA*X=Ez*KK}THZ zl2?+Oo$Pt11ygkM!vq&Br~kXaAGuRSk3*RhF`Lj1S0gW4#PMOv4hRT&J44)LqH)so z?rv&m=CN9v85GQMc3I;LY63eK!*lQMUYo$L&Rw@MUHST(CFmwxET&PzpHkpPnD_01 z6)qkK{658brJp{1l6+(8`FN2r(hLd`?W!k**qzI9_V1YFVta-iI5}N>c=AkJ^-&&= zY$nIX)^U-u_^K)DiRC2Cg`xJjUYgl)%(wm=AVL`C_G+tXXhfIL)6?r@pxPLjn5N(Q z(zFNg!I;7CMozA<^bu1JnALRDArQS7qm{;y`FwqyDZ7;Q4%8(Z6uOCv;D|Sy zU)gfH6W{L7ZqfNMxijCB;5C|GJ?}EOogXvs^cAFnSdXoMnw{12j0_A@0I%7%wRv-! zOeulAO2)Sqz67u+X(STf*IC!s{`aAV1T=tH!3ElEvd$Vo&+^ zBk_+{ePyFeG?!zVCx+trEz=kfwntxuLw4m(K`oi4t*xzh_tnMUWI|G&KYv~@AuT7z zZ6z3|0J+r0%2hVzMQ!$P>53e;NFJCsen>}sM{NpHi^7_l2j33JZPw?Io`iMTqK~B3 zWxDHC%iKe=Rm`gb1k3RC*z|zqsw-@4N7_0fopP-L2Cezv$Ssfw2pu3MZEwo2$^rv6 zVqvCBmu?}(ge?NI4->l4j|^s4`JkuQ1tLVliWacms@}lFI0OpL71Y}I<4U(k{gCt@ zc?bYS5bM@;4-XWvPTJjFo5g>gOdxg(BnCU_s1lr`4w5Sv=c9j-cX_hn*jR@m@)P*R z&4wZ_oYCxb>tJGPPxISpcevfkP2I__b+V*wzoS=4!ztS+wej!RvA)p3+xQ~tK-QQu z{P&b(BmXrHC6dZQd1UBIod=RgEfiu)1np9N$e}p!F+$F^$vKnMPfn3jlVgOwU9TB! zY?J}m!qnpGnl`(D0817ARz`>5xs2=ldU;GSmAUWXp<2hjB;f1-6joje_USqW(LVq<7hjNb1rTEc(6}E5 ztd@UUS>|I-kZ7lVW2 zMFyqDklQlp&X1k7wB;sMb@lMGthyNzM=54twn3K`mrZVSKd#2A z*K_bik#OFpPZ4bYdZ9mf+yl^P9vYIH-zuYDuzIBKX_$%jvajG?LnHD zG0?ifVf@8DfRam+oJrx~4}mk`HHPY90n1rec||$o9zM)rK34zd#a~;t@&sVzp35)zn4LC_S9WtVTRXKvCVI?4$jklj)^X=-WpS^ITZ=ZoUJZ7AvE+Tht#0>s zw@VeyWhA?l+W5?PojoNPrH1z@mRGvdPyVgcKsNFp(c|wQ?}XlqSZ%nhzBZX(0C!`)f4pB_FcRDic;2<9} zb3@S}nn0unFsEUzf5pyP1Hl69#rLg2VHpHS*}j>+VjXV`Gux2`A=X6!n^RRS1Z}_* z(k5>i3$sJTR~wzqDx;{_4g2+AKfkN3c0u%)Z_vGm;eXOiSHt)|Vq-XKv+aziC zky)y|yF`54d>Vva|ME3Q49Lj9K1!6Fm~-suSTMJ)XMz14caBCDLQ zf(KNcRNJyCVpwE1p4Wyq0SoP(<$m_uka&urx3_S8sfVV@3DZ59q2{iNE%9fwQZ^v( z?I{|B#(l>!(bD;sW+4ka^mqOIq^V$4T9=JTy03q$bJ_MItRM8;x#5(@YdvtHy~=eJ zu2dj3QfmLr=1){m+$mEy)0G!o7p~5a|CE1zcHy@ob=b0+zxR|#WC?vZfXUHd9JKep zru>an?_aZXubtmhq(gT~)RrwOM9zW`Li5-Xl@^x3%bzHrBm^|;P(Wl zH>iatcm2AtS*BwuGOyjt$e<(U zQ62x6g-1k0b`Y7b)f!*z)^}Ncm6r2Np0`i*LY#`eMjGr|{3-lkkdr&!6!E6dhm3lr zbYb|TxLiNtw>l#tel%=}%p$XON}TMv)#StkGGBnM`RRwOtgN4bvnuE7U<3$1D;LT& zfnwuJ?HJX4whAzEcfYfvxx45KtPMG<1p# zmEM!c?fA~<@7@Qk`+*Egd#J}?792;hGx~7neW+*v=H~!JpW~va4H3Su)c&uH#S1eV z!?TO_Gp-MA%Gjvnz0-K9!6M|^yRt2H!DCh}tm#-G3$1cpdl#xnzb&_5O#@ z8z11v+&yqO1Jtl!kKkJgQf_l_;xg09#UxHVne?=QMn-w56>m%+|K>TgJMnRv9Ef@` zpERJ@kEU^(8cD>ku(NlAlnbCTZ7{IIybPf)?xYt*+`+#sx1vw1T)$Lc8tzc(1NND={66pqMdfr5fpQ36RZ@hIvgR&k_pchB-ZiWeyAI3UI|P- zEexLf-UlM^eRcAJ?m;-9dRc$~^SZJ&rviEk-IK6PfF2Z7Z|z^pS%%Czjj|&>rVjwm zWH6-S-b8kD!=S<8#R{e_U0D?s)$`h?9)0+m12G(FcrF^v$oHY9?;>*$FC{08f7IU) zc(VZ&3o2zMDIOl z(WjI5O_K-+CC5F)wB6buBC=A|P<|2du(kWkz$x6dYmrSEp07oCvnArlle_476r|Rs z6W6bJ%>DNewsk?sB8-fNCri4!Ks#3ex6*;1<7zGI$K+`x13;=dY4Av_dXxf44X}w0 zbUOatQ#f<(;ze+Kyf0-v|`>1eAZq$>E;WpJjBoYoHF z$b>06v*n=9#(NT6>+PgbP2(!c$|0cetEEDtqn2xrZ_aVqm34zcbeOyy!IpvBHv8S5 z9i|`_G9Yssov;q+`fk(rdvR|Gc@B<_5#YSXxU;js*J&_0WcRfLVlV&zE#euUY1J5(`O42P)9In{R8L{Dxhs^mki=SJ zl#6k-wM8Nd`p|wi_%H`ug878IJrRARffgAkCf6D#y(J@u5InEIw}4*;+sv9eXuY1 zWj(T7B6zj=yuO5}s$`~nYSVJuzVbb8$} z-D#O$lLgV0AxzxvJYf7Vx$Gd2<(mdqp^beN*m;DiX(kZWALaqmi1-Js@wspV@0iB9 zN3`4+{aP^7OAEbRaroWKOdL{wZW!$NPJ$JoG$a?kVEnD&)DI)gGAZIcZ_X*@Bjm)z z$BPwX?Xm|BH*aruC{_?^T;;6*ClXlLUY?EJf(}~;P*w&MuyIR6nh3PN&L7%ygsT)Ls%iu}W$Jx>v6 z3W{~HNJB)vZbb{{A{KOL4w!cfB34sZu{YMc7B3trwtQrHI|HBD4hq|)S_@R518Lg|zfBSo73Hw_ z$`ZDX$}uJs-B|u(so@IMi~SF9SFUu3d|8WZmP!0u5w~|yMN7dGIbSnrt!IbtvK6qL z&o}v_nT%9vKTTcQ#E6+08P$PP)>mfe{h%c}leUI1WSR$_;40t*n`u`KPvy>Xn&&hq zL>xdGOn0rn_CA@h8>6AlH6E+Z_if4lJP57HPnb6QThgKir)WR&3&9k-S z-&#CeilySNBMD_fJjHL~fN@ZK>{+Sv5yf354}@A zF>O_T2yxJ{a|{!$z>u)SM|ZIRIpn-eRi44*PF9D4pgg33nlQ=_-n!VZ)}=Y>y0}P7 z+$`5_#cUq_Q9ooi0u7 zf_qO}bxQ|aVt{u_yRyg=2HtMUQUTq3*tw&MTT{u$@lEU^vx(k5aK%4gCYnkKRn!1} z5>;_v@|U3QtNB%PL;6)uLV$@9H~CTodjEM)J#P$Zs%U@j;GOiPE#l$oupz+KK0BtW zkm=M+*jcbb`pZ7YD3ipG3(6hXJg&3`V>5z-FM`D$xb=dKslEtdB@`^nF9WpRv7Vh* zp>0eiT(s-GTwq*B=DzWnV&9tU;TY-mJ|4@J??>4W&Ur#((YMIs3e4qr>$x+_1S@0u zCH)tR;SWz|I!c2OPX7A(jb7YI#B3d!448a_{EcM~WQMZ3o}N|oWfm40ry=Laq@<)7 zT^s1?xXhpxXL?QJF=Dko=3_5IX1dV{Kn%+R_L$R?zC1m_Vxx^CFtMJZaYcYQP-y86 z40Ji@;0B&Q$aoM}L0(=B-wT`qWyHi@27d#L+uBvlo>6L63a>|sS*6cz41MS~KXL8A z9aObtPy`#@wGwNq_tr$Ds!IA@CeZIXChoHBTRanSAzO@^Jmw)ak?6APd?a4}EW`M8 z3{US&?CIoXvI*gS2>UIK7RAw5eY3=rXXmd z?7RSlLST!))?DId;CVg;FsccMO;SR23#bP$k0sV?6ygv#dciQM{_RA}B49PC1fdNB zSXhJFWj~ypTp{gw&=U0)+OE%qOf7k#6@R$(`ja2`(1t3o`Nv{%dMO&gE!iG8V_D!~ zgKu%hIdo6Mte~>mj||gqiD^4^YzT_LT@~vJAG)r0Il=Z7*ce#DzyqN3O@;W*L?nkNR zB37MI*Y$uybKLnM1Tz}v6=hP|>zAgkLn}-+^4d3Ov)s}K``P)5jR~D+^90B`qT`p5 z4roTkR50e?y$4p)f7MY$xr(W^lpJzdt2#VBg=>n!cIy1=BNyh-%Q19e&lB( z5|@EP6#5ynd1(ERkPtC^5Ku&LP6Ka|QQv9_=`d_(XR_h417vhpnRt2UoRKDWNXW_6 z^^!R#a@wV6JMlF@lAik>O+y~O!qw7-DEi9nCM=dGRH>c@3fIX2T!Eep05PnFclQ z<_fqo35*3_-|Ro5nF0Mtx-Kot?~m)I3u=#dS9YXLS1vq&ISz6AwxBg4K^_#70gYpW z$B$WE7eavLI8_^T6BA48(FT*7iXL}Jj*m}d!I-6#;XI!xA?J69!&Z2B*Fho=KG%}G z>eY%w@iFbjW-^6wJRQGVsi9zmzI_U>TUzK z3i%Ao>9JYjWc&om)rto9obohLTc7zUf!qV)e#typLa~f|8MnO1)iWtU`F? z{Fb()oNi7I9r5pfL^W>Onm;FP_noSNN!uTure+j?2XPB$u|%Vr-2`)JpoXoAkzEAz zhEAMH??^?p%d9!N>2~h3!@izSQ@Wcn%{3X-cMWr{V-=)|;jys;uhsX-Uq$DrsOra> zTWrm}BasOVIAV1vS>|M_2%pjY-_#ujZZx!49FXaY&e5wZdVtdg^T|x`n<^}PEF-O; z5%l^Pu-ePk43YK=OeH8XU9*NB##I3(ZKPcTQ@X;V&TTGa`dkuWSIpMT*YFT~3VD>8 zo_a3yuc6D8VOeU8*!Te;8;bGz@RLuw_+@q;2Tj^p(6w>mnZc~QQDnCbmhcnZ6vx9DK zw^h3X>EH6x?|!Uzm45&Y7cjqKhgpsLrltU1sG&{+HLoSE(rnmkp9~3?oDGCi<+m`q z9k5c_@^XI2C&5`=3HGJ$-$%RHSmnXL%(AEsSoLOgtGK=r_n6hWp=4mGL38T!@4sKU zeqEVT*fk5X*jKNPEV>Wq59RamVcq-{K)oTENqyx?c4ub3r>RAZM;Alt^G#=|^CmWX zb}#?h@pb?tJk}^(7dEIHbJ5wcc|H_}iX?rw#^^%mB}+3oGV4c@#c5A}8Qq`g&=aMa zba^6&v7VWyXXW2v;n)-1h3?n`@)rj zLnf_akiO=lcN?qYFnMtbQTDfz^AGIBL!)wfv@*UQ@l~v(6ED85@^;`rRl8W!=~Yc1 zlQIT>o~e_{#I!7yTlVFvCVYl^0kxR7$w`vbXZtSJrnY^bfCo_GOjm^|hDH5QnRTT} znRm)D`l7Y{@i`iV{8Qsy2fytT)#0;rh;Tfsu|7DNMapFTf#)_V=WIj4IZl%hQ#QKp zlmBr|{`{dY={NPdV!0D!77|4Wc*qV{3e>-sXJDfUX8=G$4tOB#!ymnM$~ZsF!IZ{t z(A6C5r_g`$7LsM1f=l-ZC$|TYY0y8vh@TtqL4V$~jG$R-LDFfLz;fA8r6-8;Z5;M& zjC|qc*n!)hx$~mP6(T-UeJ@4bauXsdB2$Qb>-!*ILnDMhbOMIWC69=yIM5wDNYqy% z&0(|8I_lwU6P!W1+UV>S?FJwcXW0o$-sh zhqtcRo?Hr!8cmZ~eaUns?PM?gY1e_ywz?OKPl(K%ZFXz4{7c8T22BBB?V-4$b$-85 zVdrz1!^@YW5~x}8CwBG|72QuD6pA~is(Y+$Z0U0LSl+=UZ0-^C?)?x%L_G#b;WioX z6z{r)M%p_R)6|RXah<<{tVO|8Ek>S|DF%x+6@PD58 zUq2=0mVxagkbaa=P_e_z(idm*e#;nnbYo@aDtl$A?{V5ZNG7|Vo!PfV>-x8>#!T2_ zFm|+bkeYG)vCX{b+A^<6{rAGsPhvL?uA1gW6EVt~VQu};Q!?so(d?7+IZRns-Ac%) z&v<);$4fLe7hu#f_XoHECOzzUB-D~ z3Lt(2p05O(v#7RbT|`@#_bev#!6Ttdb_X75Rh{3?wmtZb#H>kI9R;1V^1H^y;ZFux z8_~00m{?fk&ibFqN2_CcdfMtLvZ&BBMDl4V?Qbhh^VB4Y2`6qu9xE3zO0dvkwFofXHN!j(lBY$*^CvpAjte@*Cb|m;1 z!SI@cAJt8n>+m2SJoJKnVm%M9r)=}JbG(~70gJYLv36_zXq7xL2F;cYOerp3kvz3-&D^&ES*- zqTv3^WNM{jcb)oGMe;h{#T}XmJbUO^NS6BiMIwkw(R1IAxR+a`W8K+sTSD!pWv0es zLk78P6p7bXL3!umB>mtn{_jWh*Qx*YA~E-GIqya3O$R$Kj?8MlUEcemcZGKIE?-FM zla4w~MwG|WaH^coit!0%>Rjr;R@stur2;4mVlv7$d%0Y$jt|w{4+tc2FEH%9AmYV4 z(%sDOVyc`N9N2d;Gy2EzNU7j3bY!V)okZD2pi@yFIAoS@>I z*%h+QUs*Q`nC%+sJbS+sQ=X4+q^>gVF(R+6!9q!WSE|SQ&k7-G)&<@n|9J-uDxQFO? zau!KO(OLRYTzGEZD z6V`oRB}O_PZ))^n#+?#I9t&r>o0o2uN5wiSQS??h-j-TF&UkEMx$VeapQ3+$nm*pW z0mvC`-GcA8p4(BxAC&1#ZA7mBiM%5XMv>Rv5@+5WB@bH~_Eg{ATxKCmG`Tws+Q^*s zH&VEvMG~pcYH2U`#O_>P^yuNXnQ#q$`_`Ormi#5!BE$M%%Y{SOF=UYmzjol5HkDuYXIiPea zlPRho_hn!pOo{cDvr1)K=HXyr$>Nv&1rGf2!Mq}YAwzmWsHgL6wrz(ax5zTmy6LK7 zzaUVC&TKYPb<>^*ytbe5eNs{C-32?>h)JD;Aso ztz_F4y#-AOT=mrXFEz7h^ulfMK>k!`cy^_9>X4fGxr}5-!&%{}3>Rdy8LzP2$FVANEbI;kmEg@yu)<&0Ba{ElF z5)XVbv*x7aWZ;?YOXIaP@%`&BiX29;4S!J`3Jk7fWnfg@o{za6BLzQPG`yFSN0dIvH& z7E2Y|p5-!1Sg{A&W?1XLcIg}~Jvd-M&Y*5ry>@K(2gOC_MLNov5Gu_{7yJvab4Rv4 zlAa+s0bXP7THB}G4Y+nRBhQPst0xj}=44;nhkBKK{)aRD9>1NxKgA!f`UHOMj>AN2 zvuPL5IG>U9>o2*PJ?Tz{lZlwCf7t!1&el6arc2_($}h2K8lPX*(W*Y4w2`GQ{ z`xgJ3K5)Y~Tt^gZ>46*~y@ZIro+j@|cRI}QWarzTVISZTDpyM_)Xjb)F}6>J{qa}) zRP5u2tznJ^sc#$UPIYS)+`ip-^fU|krLr1P8p@;q$1f9F~Wh^0lo+7&ge2YcaI`80(swPD)Ak#6{H}N^&OZK%I^uOH_{^OnBG&nKDTK%stuBR9aPOjJrZ49U2 zs`xpn_Xw#9a1PwKS;lp~*ZXMISVo308?2L;O~q4~fbBW+9?z0JrOwixd*9a0E_XI$ zKVN%$SEX~p;oy6RckI}f-5bQbY^hX4z@F8_j^c%-3SMU)Zv7#J^GhtV+}g~iWXscp6^`$6{c`4 z(IW0@LveMp<5q=@!S_q_!;FnmWldaCTer`KD2#_|r@P=>UAW%~W{O;_ zP1CXd@bPSxehKEb=z%7!V(OleBZB@tWX^Xcax{^znFCg(lLm!2T{Xc>cdWl-3G^4U zhf!J2Epg@NYQN=E1AqCMSehxPtB;=Pmf%rPt_hY2sWG>7v`ZJcaOX1b08b=`9=Ez) zxW?dt#%=-OJG@5(srkplbS`J6Nu9FFFEGfSJzePU6~z7J0dfF@Yl?K`N>{8;%)q-4 zoQ%l$IFJGYgxS+JL0Tbe#Z-}=888Xto{nWA&)Q?R z+A~Zc^Mk^h*KNyB`QX4Gp1kcY6*eQ7dB#>7HiB?1O^!)CqXbV!YT*8MuBvV8jLID>BsgJ}K zdU=L*jGVzfaLIqj)P%Pgsk+(p<&E`t*bL5l$?gP(?xmtAU1K)~hr)ifBYa}`E?2+Q z+kIC~_Y24j(ls8lD&gYgk`ncAR9bYK?vyaztv2^FrUCmo|9ZOmUHW)iFDw zpqH)Q+O@JRC~yd?pf2UqOt~DKy}F*0RM|1Iqbl-puCuj;$qQWIirki@lq%`5m4SDe z2hLf!HToPFuo|+R`dB$wyF07hI{#8hmICC*)6py%_J`j?j%Dif9G0ziZqW^4)Sb%D zyzNH>Yh?zI8*gOg(8!ges>RBIad_v9EZ^j)eQ=BS%ou3?Y>NwtCYsiNwS<35kdtNv z`?Hup38PlMyq_z_DXQhVO1E;2m$!?2pqdkFki7N7^H3#0gc)jXqb zoyD>Ap!viqOe#U2!V5L89C~`NFcu!{UIYJgGP1f_Q(0F}HqPli|2I(Qzjia**xEF5 zj@Y&~Ip{NtcNSZ=e`HEa4tR77>+~lXW10J)9Qj6ZdH9+rhlIAE!LU%7y&{usQ)jj@ z?PsUmx3v9D^QEUsyIY$-4buRGiM@49Tkn4MWiPrLH)-bg?NQ!eKNV9puDy*u%$YPB zymMQ2P0q*1C`x;XugL|Tn&76(bJ7bwv687Odr>z;&W@dSKB4n#B3Ean$fMdg@7oyz z19$OV+g8T;m+RzDtxNe;=3YLcoyis}qG{#uM0!qac%z$+#FKta$lcq!oZ9&qSG%#g zI>*!CJ~C!v!XiUd{qe>!%*{|4)2K)VkAn+5+S&$>OoIMg2<|7j7Qa99Eqqh_UO1AMR!CMXapJ_ZC$WQ3P zBxI>$sy1WOZP&Cy!ya$*#DCVY|NXNO0tlt)cWgw^-bPRP84^%F+O)folhb}m{i#{$ zIh|9t)NeAYsgb(Guj}kS7{XU1B&RT8Qwb5a1Zf04`+2w~odJm z+`Da^kvbVjF*E=zjN0q=BOJ}FD3xm_C<#>l*_r%+sk}I=@`ra-%#-V|PMm+={r~=J z;P5|T^F2v8>83KZL@7|b(~m`+i@aRw;MXcCWg$1aZNGp0*7%XjNABV*_PwYb4IFzi zKpZ68ASJR&KdNU+tIW4KMCBEzf8t6$~ z(;@b>2I=yq2lQL1tMubeW&B>_+LaRaScOa$ZtcCkb(6o3ruDoPd4DnTkJ;%?o~m0! zy(>&IgV|gzH=a#blf|Erv2Eg*_})jYn|QOGsL_ha%u@!PM@#LSw}{cAs@$Kuev0N+ z$5m0f2!*rtUB=aZ-%tH=$ndEGSKHiNm#rW5T{O0jIh$w-{j%AFfwUL|Pz6Woqj(jJp$S9%_W;xo_+x{Wb39H_DTIaKzL~W<%%|1_T zFNHtaoG|1bR7-e?IoRE%EHAMhtBiT$uXxv1#!uMkGLM9jU`%}df2Lr~U#6TgioR}K zkLP(`!Zgjt;`>8%GN6*(GcnY$ zChEakVYkmN{~I;%2c?-qx@91bF6bu|n3O*)R|@TSaeJ|#dqsfa_L8D|B?L_l=sS z_K9L>)j7L~`%!w$-*u}qPXFY4d$@j9wBFFqWG!ls&)rS-Lz&4T8P?*$7B5n{^)czv zeEev+Ln&YHq?e7sE>)M29bLtzf%9*Qu|;ibPFhAQvcZ0_rMRwEIbh=%zZ_6t7dEVI zAEik`dk}0MqY}k8bM)e9wCbF757hE3*==~aN@9g*uhop^h|>R(Ub8MT+B|aP)^WqA zyN_tr*Y!^eVoatPhXytYd%OFM{o;de4GZ+5vzKQLJV=L%?el^RNFFR?>Q4ID-UshK z+!AB@*>!n0^#(4ewbi4j?iX3O?&FWZUdOw6lM1Ah2ENp!0IYIako^ra>p0Gw;Dtyr zLeu*CP~%lI!esEKgv$q!v{2Kt(p&AxmpqzYWC^A&aAE9d)-Q}Un?6IJVKbm(X!!B( zR;A|<W9^gRDRFvLda2XHwqxRpe9bR;^z=R?L)QGhkNyi-hBFmEK*h=M_ux zW)ix;lAT^WJlD63Cm+1V6XqOwFdmnO3*u14wGJh+8<=&m;q!ZTiI(o@BJy3C^@*Xn zdEb>{Hoz5|=x)qrS0+{t9XXxYrRA8lX~8fO_4ZRD>t|MtA70qz{@QVOuTAU9%6r*$ zl-XpBmz1tss1DCM{s>9uvFRqs;$M*gdKu2;(I6}0u5YWF6KmD^D>FVX$S8eY#7Fax z-W84ua(fOx-1kcKcHLY?!}@^reE9=6D%G^S&aHaGJ=;vT!YGM2eRYex|7k{zhn>H@ zagDJgS(y7XMZ>GUyU$U-B1T$Qw9QOYC;N#+75<8MPB*$|v>U_AR#NGOic=ICsjsne ztq`*Q>h{d*yY(c4YmSiA)&MV0jj6X}Zy(W>#Up{b_N4B)`^HZe#WZ$CYSHJa2PE-` zfw>;gBCV8A&z}<(QLkTCI%MZ?Rn6HzcT_(~;iV$vl3BPQ_MwiH|K3sm{)*+!|KoJ{ zR$Xn(s2v=p$-L`aC+lbF*J0P*Rtg;!DiT`4Jisldj`(r7=-x~t#eF^@LBo%%J!(3v4oz}vvHKzUweR@tiLUT-gLvLO5<=smbq( zZNp^-51wt=gsN>-pL!$oU#lHK(o~tgrw4rL?l|q^_zRmmsV&)?p|9OAsXx(Au%--5 zPM+3jI56$a>q|PpW^dOBKCTO%L(@cN1(J4mRghJMn~e?q65IJ1cWN9ijzjjA56iQ(vmZ9G zW@0<@pXy%>bCh9gZ8{t%9_Cnwiu_(bLaXW_pHy^Z55323+{&wbb_Fd)Ty$OtZh3Q% z&#=wFDQZ+dGhT4w60THgYCnw1{6qcw&pYO;9r#aB+NYA$!qZW}x|<`Q-{rufm(VGp z;j3a{{OOfq_BZTKvQgLVZ{kE}KCAdhvk56uGirm^<5o>dJp5$&C-dEkJu+ZsJ8&R>YMzRVAKt zbdLyJ=o_7P@tQi!p6yUM_(J!y#Am;wBJ^iJsOZIL+J1_v%`Cv;{9$71Kkwnc{;hiT z|A=OIM_WKFYzlfLCO5>W3{7&Oo#R~@D3Ix#C0JB9jq}Rd;F2VKBYqxvXqvxLofCh( z0Jr8MXStN}jBfk9yH}RiaG0lYQh@uK$0n}$^Ejpa3VGEUx2IIXwPlKxW!y`TvcG&O zoUAxEbHaCCd$@YO`{wrb@r_%uoSkrzgo}+B!b1X7dc8^b@*Ig@bC`?A{xx*sOcZ)1&uqMY}i}r3cOoSIJoaUvF5OGc>XI^Fae(2?~+M zmKJ1Y7fS5mFb4%900h4SP^g0*voP%ocw8xi;)ftKc?aWvU4Vq3KgD+&gfq5Zlm0A# zn>K(1V|v)Uh-)=J`M4YX%(jLs={36_&%vXg(#-&slpV_BUS=-jNAWjFc#cE2um;w4 zUuGHq;&6;oNpS8A=;p5aEQuvyIm9Wf(n)LvuSlOI_Izf`bjf=@IZ7gzjypKIS96>& zGOO&>I%zg+)8vDq1Zr8>dh0(K2fv@3 z?>gZ=;dT(;J64_(A6IYT9>n~GcP*1Za65JBdwZe1m%vJlP*{*dg2r`!W=u|3=3wznc&E9@z?4iSW7ov&iw_zCv7*kGJ*t5-*uTsqEdn4^HN{p z&ut$_2q;TwyqvvY1qZ5JBXMGMQ|gr1D$Z)(lZ;Tik#rol8Svv5oP`FqLe!pOSb1f${wAUc6?#zD3&el)#`Dy%iGc%qCeIEQ*zm z2FuSNnqSRw0@0-#ugkuzV)cOF)Vre?|2r1n)OE_` zb}re*C$J07EL%~j`sUb`{iY6w`cCwyi{j60nP_gGTyRG%GrXSPZ@4g&Hj2hBCmvYF z_D(yH<|I-RcGy?ct#;YWP756?s1ha~+)lUTu%Hk3izV&by`Xx>S>N8Vzk1VbUQu~_ zio1pEV@*U8yAFS;uOUpGnkmzmtnh9jiqypI5R=_Wm&nx0ySd{&k=|`#h{1ui)oofN zAtBy|ZRbYpq3!V((Qo(P_&UPusz14b4c+a^eSpH%exCPEBwI(}=ibP;bcgLkt7dyQ zDDRhPkI#kP`Cql@Pup9r9n>oOz>TWg&fQ^cQ{Zt3xjXxiJAHN?K|}s{c8E(zs03dH zdQko1hwov!l*uWo3k)Efh}k6>2?+@;-XMDGQ4$(X=F~|21$s8k+qZA4E+Y6L&==V1 z2TyGg)e?8f$*i=)hV4!tvB|jS5WCnF>}vA8HV9(OR9G`tS*>bgJ3$Cp1Shg;q1WX*EYtRdxderOxcjmv-o#>4Q)ETvUp@2Rm+oJGRKWdN z6SR?5jC8munq$T;(_gAZd-CJ+UiP-{r>+kT!bH`39^A$PQ`Wa$Y_DN9jINZI*jJA# z!(2zo?#qZoy%<2Cwu2>BKuSY2eoc=!IV5hu1d{?eDhDilFN=tj%Mfpmx`O$^61Yl$ zcm)WEV6&0g!kax`VatVycLwZR!O&o<1hoP*@%>Malj6l%rE$YKE(8x1*v$`E1rFm} zY&t=t*wUztOxkgBaNGjG&*^KA5@3LY@C#j%4Co$9(trThx2vk~9iS2m1JRW?Z9NkP zkGN4rVEZ5qBbz!C5!{H<5fEI+w|of60!QIA7qSG*wb)GY4bS4JMu;bDNHV}?Dz`qr z%+9Ey(UaSr+*tw=CP0|uLVltn6QJ*nfc(Kd6J)=dfJd%0QQf=(vNa!=xrbppD{GZM zBpNM4!>pN^hr+Szc2Won0uUfmu$P_v`3Eg>PjY#^N35EJHO^SrcoR%Tu>oB>>pv0h7t9ybW5%0>H&CLFt$))BUjlV*%K*a+p{1=wU33@gKo_puTcBvl9 zyn^(*Q-jM>gP|c2y2qs_GShi&_TX8$TH`#EHZNvAowRjn1!3#w4gu}C`4bPPN3C9^ zW?)j*{nq*f#_Lnk*I!=GDZ?LoQK;$kg1 zyw93E5Zkt|>me39@RsUWGSV-`^^NpKR&SE*qpwfy)zZK)8E`UN;5Cy<5{QKZ_)N_U+)Yc^;$~fh7#X&B}&j&l_D3|NeG(G?CSgG z>!o~pNRN3r%u?D;{<`*_gzUm^AN>zCv?T<-ZZ5#fON-b{1@5rDoVLDqWShO3V2oY- zwVO~G6&H4iEl}i|X1#txTs|_ep^bPzkl6arhwL9C3w;D=;AuP11WNWe`)e_rUGa^% z6r(h+<~$yu)iWpriF9uOF{#9x@X_`KrJBL%RZtIi{gMtW?FqZS>=Gus{pC6Hm7y2$T+Kkt}^VkwwU6l^MSkG&RU`i|9CQT*Kwhb1F0uZ#D03xojP-E&9~x zEKf&{C@8ToU!xN0`MaQg7u|OiRoH7TG#DLFAM7%%m6Ei%_@8APWUc$|)VqZqTwxui z$vnR8q!`)uSK)(}hpJIsFouSG*k4e0dEff(nrr-KbqB#nBeSuEVUzj+N`rz~#<}#w zUShTop=<7E4frf1{-!RxYF1xj5UC$Xv^;b_}B+7&-9PtX91pSEh5|h=VJ9G$Ye6tLxsrq6&>>#;=6c6#@gh0%R##FQ0o! zZaC=PiOyo03SW&GJ2=981e?X=zg|atVrNM1uMd@Ba&gsCxSM>(SxF7rzufq^T#AQ+ zrlub0I-bklZ~=8ymG$$+;Dh|qpniS}U+hz1!PfjuS2mA?Rk3x~o|9?#o7moqu!Lp8 zyJyjiNoTsCMLis1hRj4WJ1Pzd&6nt3Q3wjsZY{b|d%Lgbu}lm4f)Y)GEdMj6Rv#+vHfQe_w2wzt?4rxY1D zl`dV55gd$m&eSSl6}<^cGnoS=-CNQpu8C&2c*F`+AYhz9nf$y z*K&7pNTs`+L0k6E(-$yTy~x^)tHkS<$~3t!?J~rv;9OA-y7t@zy#y8QhljWlFg*E3 zoN4B+Isv3^WimHDql|fZmnXTMLqb22B_xq8-616TW$HnMN)TP>9fY*?a~sr^epvM; z>nhE}=a|HX-bV)b`l9DP5}w_d%n|+=^tdTwX|rR^r|(x^)zpBRZjJzMr;oAA&6l^~ zwXZ^R7sNY`u|fHoi&Z1JP}@{tb}Zt;UAtE;VKtAOy#v7-A5To$W|j1`538d`ezdGv z_6yS99e2e;eG@65fka^mh&N$6+Q;*9&!Oetv}4WIFTsvea>A~CgtYo({X*TZx_Md` z50ApuNrDPoyOb8{6>;?ur%^Spa25^5RAEqj(i1;qi9X2E)MI@j3yTC9z6ssq-0`k* zaEh`!2Ag#4(LN2^Pa4m&Cn|dg48#<(b?3GvNf#@SluXf*yG_+_rI%Ra-lZn3JE^MQ zeSU6g&B2S(LpHeURT;~d?61t$p$Fg<*qSq~{P`$@Jwv`U8`NVt737xOagy&r2Fa#H zT7=RkSdiZe7+>-TgDO{tM0b*b$+l!_`m8%Kp`{@t+2<`8qvJDpOmj|e^6N>IV5&vo z9{Fw&m-{ZYcLpfk8L_usxMG<$xw4&hZAt%cOj6n)fcg^wYn*OSGPi@{LGy=Gny+>; zumA_D94doY*ZGk>t+4&^p@2y(V$yML7~MM@pvu~I&Awv3+{$AijPtoXRtji^8h}i3 zuvZbEznzlY<5is?V54o*5He?60@UfHZ#9Q(U@u+kt+r$Eh`Wh+mBF4>qBgk!K+&bI zj6qFP2T5@^AcpKc?z0{f=d~;hUVAt-8@f9W9;9xr1~DTxXAg{Vys<8`ZU{ze+(~2{ zROkblxxb$5Ww)LxSXM-~#UDVwdyL^%=zy`^vW7_z`G!N-!J#?i^xy5$l3)2SzQU)8EK?OJ?t;B_Feefq1QJv~Nn5*wN7%d5nD?25OT-BlmrH@?(69V^IKLot_%5(@HF5$HD*+>kLiZaI;YVY(NBjwwL*QA7Sy&O49dQ(I`Fd$rEAu11=9BELq z9Q{a2{VT46>m>}woWCve?E!Yi%kUrwV#b_KDZC8~?k>o!EbZW^2|k)cDwwf#IVFG{ z$YQFMowac(KX_b6yU7mACBd~~=KnhHJzJ+WMzJ=W0c01)%n7|lP|YlAOn-g}x9&$( za?3j2txT&DP`T`K+*(WfouOYMs4zg#&^~r6whM!*SikY+GRvF1_h5d5@8H5@eBe3n z-aRSY^8kB^!LzbhJb(qJ2C@CXI!R>-x_5cotNg(( zUS9ngk&8A`)lTufX%mN;t$GE(N~^YIhgXp&uK0M^D#@Zm_qbI_hNAl0Jx+3M$xm3Z zA~@Y@^9gH^J1sP3O3@v8T|C$YGAK~9@VlvA1f3Icozf3RS~)Wzbe)FU{xVR7hd8|B zGfIO$$HjwIZEkI^+nQkr@I7(XzT^W_ip9`TAGQaY0<&oe#VBP?^ZLU+GGz~cb6KG z1afpdr~>`wCnd<$LqRUdD4iful9|g1Vxgq-3cXLXNLt|q`k7ze_9Ces8CAMvFw;7_ zJmukfM^uTmOFlN#6oy73X1#`r$0ILeveZc?2UgO@k_fnf4N7-dgT}heyw3?H4lEsqzIqqx{|9cRfLK?nj`>6 zL%>Y*%;t^MuRYH@d7uTo`o3%+N+aXx0$0k{t}ebr<8p@S4`XpSZH0%)MmNloq07Ez z-L1^subuFrKtZNIYdY*?5}q`|4+pTzHm%$u*I}10_nL=Q7dKGVm_9G%gLhThRwP)v zM7dig#dXNe^W~f0szR*s{ylqw>tt7}$f3zUQ6ZGMFpf35VLRG;RC0ju`B`c$JRMU} zRjhXt72&?4+-}>0{9pOHw#6zvgQ&?(S-2PdUdotSnW+i0HJkZmPp`7anBp}zlGtcM zPIRB-FfDF1ED_}d0Uaptv(Y$zY+;%qL;&aO@BEs3%a05bEPa?7<}o^?#FhcmV87)f zt>K@i~IcgrXZD1|GSa! z*Ny$la-HN~iSsA4IHd277)ni|jmQuD#1!#4HowmeB!@KqSv zDjp;u1La?$F>t0J{0}f~l{$6m6nI`}-M^m-vUT9z z{xaSwm$$E2jR*+|Ih~!e_K;AegpfeNK}CsF=|SyjuV+bWPr8!{B^d>|yP8ma1=4Ae z-LMF^UV(0PbA0Z|$jF0CtOPR52P7kKC@VZC57(w0xRAidjAzPuxMjxsN@Dlv`#=^f zpGt-4G6akcDF1;pn~JT?b@!3i7l#JV$_DbI+IH$eVw_Vx%|%7rT)@li_=1u=a}%)K zJqN_DCd`e@Rhpdmodj4KDZ|-ue%)>;_AvY9m}aWq2zSF2pHrQ|A`D=y2OPz~SOiB+ z+Wv?FUF%I(08?c$%&RGY2^%Q#I+pQ=s}5bLWTf~{RLDtE!%sN9J3lDw|=_o%dz z2Ipcg^97)_zc$&JOKh6bbepQmHUIjxw$XZ#{`H@U2TSf1_rE_=T+xTm_C|aJyhNOE zQx{XZb?0)JyzFIR&V1n}=;Q2r-8rQ$ZnH(k>lODp3!Cwp5lB#_uAt5)3OR-Mpm?4g7N zbsnPGC{gfgO3%o+a5xjnLu)IcD$<*k1Li>10oxU4dzYyW8E7C}qpZSz=?2G`J(`3y zv6UY?qlL}MNf~fmM=$V0^rSeYFTu)D~wYk+Nl|ejX;_(P6b0x4G#d< z@RW_IBLvcdL84FK4HgFQ-k~Cteij&pC7w#q#x{pr$N~ca)Wfk7s}l z5plY!rlAQo3-C0c2{dZ2=qwDlb~A$XGp0EeV!!FHp~_vaj+`a3QUS9|Y`C~(M(1A8 z|InRC+DZpL;!oD+kq9ITp}Kjj2TRxeq7qI-tv!Ft11{0iS1sbeeb?*BUBMV7A;M$- zRAq7AAEj3%whR%_Ih1B`B*>S0xJ&S-$KLVZg_3q5N_O`0|&=Us5-qzSA-CF^s8X%SVlNv;B09tg0lg zn@d!(;xlKpYXZ?5wMv-^)H zd!NN!42CxWwzHRKN$p98+MmB>gts6yKXox4na!I559{>natay3Jz$lHSa8i2Pjy!J z2v5dkLY?&`N+l0L6vzJsC2x0qU`x|kR}9kQAV?1zwxc@FmIcfkNIIkEHH2}23wuCzUD@?49zrhd{u+Yld zt^ag$ZZ;VNzbBRq&-MO7OA|k{GBUHA`>pc*^yEy3O5VL|8UM&ZI#vJ{(ER>-edTbKmq!4bc)6Oj^x$IkR%JGjeWC`yb^4=4yoW^cUz{pXlsbX( z%!h$tnG`?ay}mmY;n?>6Alh3w44GWQv!j?e*N?N6gQl~m)En?Bms%EXilZKE}HdT_GL?{!?_WY%( zYY&G?Z;>n4bJ9sIxLF1fxeNi(`Q*@{EoXrJuOtOc{|b2YC{i_HI~bf_#B@&K*#xXL zlXCN|Ixhg0is}pyEHJOaCDb2c7W`gR31Iv?nSYyDbK8GLdI@!S{&b}FTU*ka*V3S* z{-;#AeiqB3KHisZh)`IN1ZFI8beNsW?Po@y3jr|wD znf}zK?fp13WQe%dq;p@maEFR_iH9@)wAfZ~qBLcNam#8>Y}>L=C&tIN5qD#`Z~v_z z@Pwq-_vkq1C}*ap_a3t9wgh1dpY?3-7)e5<7x*o`JnlS>K#Uq28hEitZ=hfW_xU3` z;7(!TMW>S{jlH#jzx!-DqqWE-^}R%~>|54MWS5$XZXO3CLf%*(@WI5X+;m0%YD>fm2-@Qx4$K0B zMoz$;N+>W_lpFn{RBm%0kI=TRi8~taEbV7)mTWDZvf-6En$RMzq{H(20}=+SIL09+h9r9*oD`r${wn`zQGu^q)WwVE(|ay)FRx#UZBWgSL=N{a3_(9WJbT5Zft} z%Bpi0f4ld=;sZ1&7~+Df9Krref&R`f$-aB$7(x-RFr@MXXYemDjar(j2KFXGOQ{CS zMFblPu3Tm1BX2I>FWKwOg_s}}OM4~F4*P(U7}9ox54puZOD=)3>Sbf}$;)ruXA^ol z8jtVZPwM^M7W%Zw)xl&Gr5RpxzUJEf{1yMd!@B=isyFj4sJtIx2u17(AM84Q0Tx0E zY}lnGd+FJ-*iM}S#-RB#8>E4TRQln25Hi#Db)*RjsHV3F`wXai1R zPwNP3S7iDUa$uzc#Ka_bv~V_p+udS7G+NTWijHn!=Q6Pq6QnFTdKYOaYwcNsYug+p zQPaf)JQ+q6k@Oc_A&~D-mIv*vAZuuB-p?}Dk*RZ4DNalV6Yt=6=IpcTmwm+C%2Xk| z>u{wwSkNFgZz0K~!4e|2*Qgr;n~gXX;BrKZnZL;?9if9|wmJjIv$nnD>RfOO(*=H> z#5y;VKQy1yne9r|z{;GVeBvK$DjXO_kdlC{&E~Q}|{E_u%y4n$+sSR|ST{AXVeSv#FZpNZ}`bE}$B|URDVs%(C z*-njhShGS0(mM^Iz3x6$Q&<0pU~CI5T6>^hv}2hFs{@=oKD3BaD}tr$QdQz}Ub4Hl zRf?N_-6u}nI1rKyjsghMP-1;a<2V!38Y>vCpFp|yr$7k7cpvNMV*f-n+o)0>oA^(8;%9V$Y=xmIP;-*Ylat6wOyzK1mIR1Mz zKl=dC^iOj_%GwL29k(v%CA$+{)8K7|2(}NyM%hZ zo$VZaBzXMGz)3+`Z8@5~5nX=plwa>{qd^{wM$R?w)Gy-{>_MH&>qr^|AHG8WNs+1@ zcbcWWX!fe`fdktKTTT#%xMi+ufE<%w{YV7GSAiFG-|~LfIW@+Xm2GHqP;~nbWAKaF z!@!c(ovEW367k!3_hAYK(<^KTZpx_y@&}gN+qAARaqFkSO$X;1J<4)(L&NV@bS}mx z8vvNm)thT@6*NJ_Ylrje16Jps1Y zDa4iHV!US-5b>@j|HbYDui_!T^y67Z+CCOGpyQ{2>)74utGWqW5|kn+c1+_V0Z%$; zS1AK)V|zWbUt+EQ2_ht2?b3%NhZ257G&a(KEhjBn)I~X#2K5CB*nKWRLwjm-FI!tM zhx8YtLe3%Yb=x(E*`b7WoFNab%sLz~ZLAc!=ga0c*6wb+s2@Xq(ApEKvU%}da3}`k zAHR?WDl{^4eDF&utd8IFA@CTjqc5jK7yttufRkV&D1As`&ewZ&^~A6T!7JeCQ_Xm{ z>P_nbHeS=)p}A9>qD|BRz+WBhF+`A}@2@ZKrXc&w**p9*0vXzBChx37B_t%qgrSZE z20==zre^9hM>^s7u?7tp!_g7!UHI!1~0@hd@)L$Em02iX4nLhu>@ zZglSq`lMeXCf;2Ev?M0q%v=Ed>9aX{2f*;dCVNR6OQS*M0K--KnS|~K3zJQBrzE8= z#-0=6=fM*DPDE8zQBjdlr=z0-z_!`8%-qTx39q&1hPgiip?oV1L7zAARNl_5S}q47bJr^^fmrBS=^&(10--xs@z$-X*(xFrslV`d zLZWM956K6V^w4r{`{0RaH`@yAW_7`z>WNNV0pMV&E%{MgYOzzldVDd+qMnPX!0v&# zs#2Yy3X)T{Jg}#GqG7JwUplW>$sRw-cfI7ffqJDi0n;^2qLfcQx&bC%kHIth)(e>z zZvx+FKUOF}@U;L_`(}4YT;W&j7ER@9<&x>MX$F~i39qoIsI-qCqw}C{Xqs(UrVb(l zo8r^U7H~kAaB*_ZyLIM60530aBJEz9j_utNnx*#?yg|| znPp{VwGncwm16{L`LHfv40%ym9DMZXHQeh1Ar#R9{aa720ft<)u8f$eiYBB%d|X0s z&ctsLM6)lzT->yPge_2+Etf^`v4YL^!CkOpWRI#uCBwqI1ll?<)6uW;d|$P);i!?O z1Grt_qOzgEt?${M7ffMc5FGAhD<#kzM65SlSzU(aPq$T9A3e&bWvH2)(iAa`+-KPN zXC06TehcqyaKiZUYdai8+vRt`1HI6Iv0Rx0Uu#9g`v|be7~l)4R?~{FUcrFhtcuts zkV03(gQvrj!MXAi>p63*KKjf4P=1q<+mxAp4KS~Tbg`XWeYFh}?`i5@6$#a_37_F) zD{>VE2;{-NwvY?Ri@0`OVs&b}W`2JOT;Wg%pb&(6$aV@5w0`B93KG!4!s`&{k(4xc zA$UcC5m}1wlk0Fto~#o(Q!C8|TpH6cToODI_fWLGOZGqBkrruG!qn)uX@Y(5_qu`!pi1*xZ_%!x?bBN~L$`ejEcmXsGBPG1 zAjv%GLmEISgvhz^K_NnWgaraVg`wKCGKIy-=1z!Mr6rX8Yd>z%_D01O0&JM$ZpJ$h z@;`479ZQb@xHn{6*{~0+46`#cX98Q!7-@S5<=I!Qrl#I~KN2dZt7Wbn5(L3!nKqdh z(hrW-KPk9xk9k9j)RySMPEhDtvtP~Z7B&4dxzlz2<8~AEaE5;dJpOrNe}8gX+SD{8 z@P=s?i0jVE4-}&_5&HC8)sMeDMET2Z5hFp4xw$?|-5*j8Jy<9F>SU8O7gI9`c=j@cdkhga#v_e8(%O@{p_$=Jgrjd7T&nG?{eeJCqe>?U=>z-Nv2(}actY^v7MtT&C8+8_{{9+p0|jQk zokg#m!Vs4S?KHp??;PjFi?TtI%Ta9ZD?fv6Ea_m8^z!?!lcR$MpB)m< z0z&N9B1s+|4=+Y zkoa;G=r^YDI;yG(ATcvW$jRWIsmZ|Vn1e{ka$F zhR?v6CGs2+30B338(h2_J?65ZrDIImEOCkI0!NMnWs_ZdURbxr4ZCmT*WZQAQ>kRw z8`nyF1Xjj~SD0B)Y{L8N76{;5u(ED*yyo3dr>eNTe5j!A?p_|}HS30+ z>ZrxoKYW;l=<1;AHMPR19K1QN!fjk-2wlbOtsfOjQ=Nlg$Lda*4xaS&K~7ij5m*@X z2AAZ$8_)A2!1gw~1dmYun`6tPA##Uk-KHx|Ewu`==2Y9(6F={{1g;K}$Y9$E4A=Vk#8QMz| z-uvM)_+f_GcNwLnza}pIu1fmS?s(o!CbZUaha5ZwD&qn<0iP{N4=O7GwAT(Bu}XTZRULkO@fbD;BZMdF?4~lEn5MkZQ7hiTpm{Txb6;4c&ifY~!yywJ zo7<#RLW|_18RjTsPZnr#rJf!?eu@WtkV`mkq_qteA6#6dPyA^@ z=f96ye#fI~_}Dep(`-C8yWM#HWQm`S$F=_1RwfzangEtS9uFgh?bz8&UOmX?CG^*e zmwPYseW6gk!8dU|?d)y7aq)~;@)tv)Q7O|xAi`Yx)Mc^%n(?~8nKMsq@^<*fQ`p-G zV9zVRIMIxDvz;3nVxg@OuLdGcKO!gSi1R%&dWB&hJU?{_jpX3o(0h~uLz@ByGt=#| zY!2Wa2nyqPPd<6Z3l+bd@kLe|=%rt38iZ1dI5b@dyxcWaq$bP9cb(s{?(K+ONN6&J zC}7dTB0Fe}1!sY+Y(%N4`Yn;@xHuXLwWEFbqrKBjin0T1qU~qhnzkmP!jW3C_EW9847B@H7+1uC^BP^l+5m*)P zz1cv##yREG*Mda9koF$aTkKQ`(jI6Ch2ov*uWDPRm9PqZ~x^SV6C@$_GI5Q2NW!9XRE~RNMbIp8v zch=o!I*kx*AA8p&Ko{25t-4&AzS>-6fF22XC2>d|JDXG`wpqDt)UNN!y+Okx+0_9rIO;Jf9%s=x(!=Al7^qZc#)W{mh^@NXE&^`u|DfDiw5EW z65Dm9DlrGu$7|(!@6_;UifA^<-QEkyqURWo2^u0yw&q-|%m^^($^uVY;Wh1CBhs-8 z$Jy+vt_5d){W3B(F~L-pdKJp^5clY8d@|j&Yu7Q!U*yIg`<;KUXs#WZl%dvN+qd`7 z&8L=1TL}+%oH4*$Rr3mTmq&cuRe^pWb~n;&X-6!9UUTn-iyxT`F^L9eE%B z`TW$-*7uz%{o}669G|Qmycf+9iv|9=sm)H%P@A*xw(;$rME`kq8tGd9CYdbmZ#9S7 z2-SpsUvSn0)s@LR$WmstQUl5=A2q)c9~fHh*pXFmY!lzEzT#28E$1`cHgD(oT9jtG z`gz$)HCGoWkxrM|qdeg@`=4K4G=Bf?RJ2YZP9FP5IQIgd7Lfy@m#$IW{q3EKyVlEUs9=joskFR#_4Z2VX{e=R zi*9~gu|OQKLpgi3%b;Dk>e7juacc_YOft zniT0B6v2Xk(xrD8+K4dH83b_@qz}C+(uOV!WoX~Npyqk<=J|j5#Q+h8JNKTm&)#dV zwKmLpb6ir4C*=hgxx{Pl;YJ2tNPBcUzr3bq1^~0zrSGx>p6x;P+<#E2fI>qiFlz9s5bU>iaO*BOM{m`C4U8_AHnb6?xcO15dUXA{jS8z=+y^uVq!%TLF2K9Hg57Rael8KWaIpXAg zoEy}GiZOf(u0dda9@`5)WKX9qRK(ub;CQ|EVt81X`nQCc zm!M!5isy35z1lSI^%?D+ z8D}KKTS8UE)J#c1f#)iY#?1|3jbjCEm$QRmSjON;0Sv>tPoTf-`UE%b1#wSdhVjZ< zkBSvth}VLHj$ybF(4b^gd9A-9jWs9o)UtvJ+4utp#xcG0p`rDt&=kli6krzpi-bNK zY;6v|4HuPGJ#{F=0;1G4)M9-IOKRNErYbL}ph0i?Q1O8QeX-vALIz#Om2 zd>=8f-pK{x01#)BZ#?dwrKO^}W63OG^qI)MnI<>Np7GY?lw{|jW|*xTel=Y#LSY7? z{VQ)W4yA!IC&ihXr(TGuy_qGmu>Jc$@^oNusn_RqSZYGDrERslZjx^4R^is%SY$=k zNokX&_19^NY{LG~r#rV(yx6@vd}wJyal?PKce;-9UnS4JIP!xxVDlag7I9yCf}9tr z10^u$!o216O^6@J*UWau1UQyKm}ze8!}?&=)auXo*U+DoU%0(tu_>~MD}z$c zXb3CjzN}$xo`vH1)F}K-4(3>E!bH#zTvxt&9}2BL-o(_5R__y)fLa82YfQ~iX#&=L z+4iP$HO{1^87s?7==i}2bi! zU}3o@IroP$r!idpqen58FjhRaH6LTqE(LY&MPjK(uH(5s|GWz1vG116?{7LdzyE{} zGiqFs`tmw)B05^FZz|UoyQ$TlsmM#z%+u4n{UJE4uHj&9l(GA#CAW?DA1_cJKmIjJ z#E{l`BuHtGylvG&0IXxB-geX$15uEVJ>)W6xcgddc+YWp9l7by&->7*0Mj+Wl!~5u2H2sXi}n68IK+N z(y>u9(%#-4|AFdg+;;(4^!zFvzhyXqMs0U>gy$RRS9LN7efi$q6E)aebzqKwdD?j> zef#<@3x+0Tm@KE+!NGdXJNMtMCWGks)l#K`imdwtWZS-vHaKmp-Um!qHWZ-;ly4d& z)%xz)Ctoq15kwzvIX@aR1iE=VbX^DXrzVDqKH+T!`^*1ilZ7rZOkOybo>5litZ8D^ zwPk84Xo>$gCD!~bB&6%*S!sruZ{PO8=PPcNq4vZAm?!}!nt;t^pIoRqM~QUF$;r_3 zO%4rh@(;3hbU0etmUL|&dYQvhY;$<{ua5i~hKr+0C4o~bW{~9VzeSzyPdV-lfdC{H z3SZ1&gs?`uh*O184j+SvqYTKR@Gz$-4TRmKqJW%xe$SHTZ^slvwlPj!VJl$$eM1xt z0Rd*vSM>5+zFd!Q`uKU?vP$qxVdFK4^myh=+n^m@*0+rzojH4!Sf7JNsin&qmK%j27`Yc5yrq_VZ+d$6SZUT-DS>Vb47}LFeaV+Z%;2E{2`os?z|x)?s#M zJM^cJB8yA6qWh9K4AFwxGsEd@>X}U=D_5P8hAl`7vW>9~VtOMmf~YI5)S+ne^NLU? z-}w3*qG1;Hx0HpRuNV<#%Lw)QY!ahvO4sfh`fMH{K$6;J;+bIYG!UHO@`V%C-SSrl>KmzUHz!jm8mF}00SsU{$zXRdXcTk1?7aL29c^~PoBK!u;llDZW?(@N5KTnv#WD-icdrgRHwD zNc055a1Vf-n@m~^-Y;0_@FeJ=r2}qQhFfI1n zAkSH`0etYY?_7^k>^{mu-U4KrxDV-O(SEm5QYt8=U#4Y!lnKE_-W^tVJ2>>)fdlN~ z;)8gXZy#S??vvo; zC@p;MJ824S@zrB4LP$m~RH>)p@F+V6tx|~LmRqjE%GVJZjhe-ZqWuRBME9<(r8_7- zgtV40>9Z*>5Sv#$_`rQ@jRp_7EV|1B#FUE07hs$t6GY3kRQxS)j0Ol5&h^Gopy`WVfbS;?f|fIfL#{o(Y3 zeFq)Cf0K<$R>{9NSkZ&e*Dua*j|Q9*RE|c-{MIF8+zHeKrUg^<0VXjQWP#zck|nVF zh%`jOBDa%trwd2EIiz`4W9ql&gyP-6&~$w-Y()EWxVt>wKh%)_c&rs_Y}`tQWsV(R z>#*{nZ*BWB0N1q`tSHU658(fNgSY>_#G32z`_76UBb+fm!@;2rB!G;n>FewM0RgLT z6KR}I9(}No>FKey-DG|1mKdX$JHA!iapHxVy87mE0WAjY2PP&a$>MpMtNjj`Wq%ev zJZ>G;GOh2g9p@k;vIA+hXP2u2;djvo3?#+cl<7Wr@BoY^ zP?N59cCRfvb0=5mfN(&-YXiL{)2`?%Q0w&Hy?a;R(BQBXFXY`nvkFs|Di>$VV+3vU zw^l}@dI3)FD}ZenBjA*sp%|YHTYL)eSGC14u8M4Bd#}L&(yG&uy8yDC`vWpkST^R+ zoD8l)q+DG_9@Yg8fJ;KgE~sw&_$Z@6aOF~)ykas8p=w@cRe)+nQ^aoAH^i())Q^=;AUAM1j(v^wd}j$F+KJk9w<$zy)5%@^Q197*dnBADX}UXj(T znU~0b|K(FnCLIm5ml$Dn?B~QebKHjyB&wJ%a;~l=sQCC1{fmmhfmdVa=YP+vdVPI; z^xNu5fzT1jc>h`}ICsMFv}{qao}J+?tWo&gFxNLali194#)z==l_a$7<=zu&KUHmCl;l z+K7aNS@UxD&x`NkQn%7<4K^ht z4{M0zqCVxy9cs3cZ0_q=-5H^1UL zyP?~tCa66Mk(MF0GZ$z+q3xx1ozNC_oD*A_0OSX$dC>%i|Hu#!+?!2-fLI0`pg5H@ zJUo16yfIE#9RhQ(^Ua%&${g=+`d!C*Z!Qgb%n4V0F{pIMKt_QAD}_=+D6wG}A1WdN zo~|fmm4J&ePp6a&)`xO?pF-{U|v=D>xlsi_%$3^3!ozhJHtW^@K~$+8C-BVSZgPb>1l_J zj7-vDvDTsNfVDceoo7BA|FtIVS?FztZSmv(SOmLYu5z=o%6O5Mor(@0Fb%(DfSWU8OyVV$AvaLB`0CjlZ9 z``#<&5{=@>_=S%&o)c&XLnu1giyb{@+Ao7 z5dntCq$Zb)n>}`Rw(T{&?NS5Ncq(9J)`JzF@LeeNakW15U*1o@>7Pn7Ii>W#^-@8B zc*kvwUPqSdS!im-8+py}!-kZ<5pa}0=o4UN&@i6uDDz)b0}Lvzs_C5|694aD^oZTJ zLtc4*ByB;VP`!`Ry#4$l%_AVk0jWrLWxyp7@+gK)U~aTR6J7P2IIN1CN%}-^v_h438r#A9a^^NtSCiQLcs}b zXSYfvkd?ih5+TL%^I`<8dnbrS2Pv8GkU@(w4FNu_?y*U7GMdwU2}zk{_0`3-P-q_k zFN-^DGggq-Cl{ctVIm!j|Ld*tDt9v!9B=WzRVy_&mkGub4K{+?3B~2jm^Ux%MeFd( z0y1C*B@OlFf|+c3#{6c5$&Jw1my#SCYpuCG{tgK=TdQ+W*}b=7lJGX5lvqkS$|!P& zfL-`N?==48*g2zZ&$o78_KuE?iS#Z+a3H=v>2Hkz8B&-5G8G$FBaz55&;y$W!lWr- zQTtD$^b#SlNwGI8XRh3$Cf8rZ@{aqwCC+Un5(+=p9?3GC#?*ac<+3)5u!Wl&vVQ0+?ksl zsn_Mxcb(0)xFJWqzISi9{)888!p8zPiG%<4P{|T3I&)tEUW5jaCx*06X~%eZG^aC9 zFSfTwR~G>&iL+j>a8?Y$_BXAzNe%ces7Ru2>lc|@SY80yGE~Gy`@e2%EGjdFM5HOj zUy1F7!$%L!nce)Dy61=>MSBrSUGd!+X78osGDG{P;0?0zMjA$h-@1J}o}`blNgwht z{$`HWt<-~`MX&|e8UMpH>=!QJ@Lg?vMYaPu1z#D%z7&t z$N_Hr+dy&q&Q`%KB-G7^w$r+9VLniXLAVdn9?&&1l5oy5#v&F>8R9M>5#y=n6=P!% z_!Ys?vNceIc6SSl3q+9h3;U}XI?Q0)hu=N+%r8tj<}#2De@5GZ7(8aaakx2_l%W)x z55Uc8YS9@0Qi0RaffxL%nr#1pNF#&h^r+>QSlbE{^1H~Ob?)-q5S-NpG@;dv0Z-mk zO+XMBemE1PuRvI`u&{Xc^yz~6)-vPRU$rnluax$Xt!_g(+3@xI>odhuK>VbiSLNBmn9s)=;NXv#C-RBjQmAfDbbR4eUlldnKrp#Z5W%Z&? zZT0x>p-m>lyx}rxQ;ee+aZC!Qh(8<=8rPPlcj5i_joo^{`wyz&zUD5sHD?L!-6Y^2 zYsL2=lh=~!fJ1X-26l6OT~Hxgwml;opcj-axU;ZP>rTdBEgPD**eLLZZ@Oz9oi(ih;O*V|H_*=P0X>;FyZk4~QkbDSWf^x#T`H zYB(22z{#Oodq2V*0;iC^)>P?}Cy4EVaL-~0DrW)ihF1IacYHK4$p0jEY>P7aEKMBS zTv}|-r~+P6_!O}ld?0tEsIH=d07ybIfL2})cq|>=dqFvaR1_@8T~!iz=FI2yt*!== z#CG#|26EJKgRjhcj3yO0=)k%NMcMYfow1Rk;eyA7&@12!HX&d)zH>k;F-*M6H8~n; zLohX)HkZD6)BNL$yoXhWiz8HcwD18GPY&?q8L{3S`)4DO^ z-_&!GOF!IPEbc}$)vz=WvfAMU&I3UGk_YBF^}EeOvxbE(W}+8le7uk0~w@t$QkT zx7WYRhm37Qst_aWkby$?or}tH52EA7>2sbmbRu?S?9?xTC%Ko*u}@D7wF6=(N~hlf z%0-14C#b;zVqb8NFNBN+N<*&%V>+A483A}d@A1VD#36&)6EAeXCX*j(AMx!CiL&h~ z4+P1Kx(z`CkFgR|AHt)CEMa>y%`B{qZ?`VbjLioFT`1B@Moo8ZIo7twV&uau9BfYD z)PQqR{bi!D!%R{ed*j)s#N&!HqYY6WOKTP|{?TVflTm1RHpWph2f!p$rQ71k#LfjN zC|MwtHYey8f!S7b;#}(nOk%d2Y?Dy%+IP?h^dlFs9XiJx3HTno(R!D$5&9+Y?=B=V zpo09x1>KjXQJK;qTl%5`RHk*$sNL7|iWR(8`W?`)p1!tjD4$nUE6z7m@Bzi-rEkHgZk~uUK2*fsKqKTnJ&NIdt&N@2L;N&D4;{gc4%wT0h z>suX8LjT&CM1n6b(3&LV6%_EG9p&@c@}$f3}pjY$h9vvOQ1p63RSEwoxr{5 zhYufm_MR0NHv+i0ZDVZ_kqHJd2&=(mhQI^3CI+7%6ymCl@AAai84=l2yX%8Gap0n3 z-?mnXuqEq|(1{D0LNeJcQ~XZ1&*Dqu?pQ?Z(1xpr7)6SS0(l=X0~THRm55wJeJGsGcnVOS25Xs6jtjxeU4mc*82~`+ z#+t;shP(yz-td7umAMdeVoAl|MyPL7B@6X-9uOI%tstk~Txt&~b6Vv>Iue2L2(dz; zE2|mOwy?9(Cuvn~or0UP+lay&L$PV-)}hJN;Z_BBG2Cz*c&~hOR)GGZQQXDB$;DLV z#43QoO)R2x(wgFV)UG}l(r#{S?1*j!wx8I*OdO)RoUd7AI@nSI#fvbXHKBM2gh6%V zL{XRlIDFuV^U)*-Y)&JJf@_r@zB}KK;?7tm@F)0F#hVuP z@ZDW%*HfP;82QR=xHMh3Ef8-@^HB0I4PiwxFg($CgGdi=vucaP5#&xljPQg>K)TGk z=65ja?kh-;99y7Ac8}lzj$lh*nMx&W3jzbu@aBr5R|LDJJ$a!h2RO^!cudjB+x)y8 zq!@}rW>ltAkzAyCKS~8J!!l>0c|HrM2k6>Y#E>c&av$8HYEkufZn6>;Nhv9iq2?0^ zb^8*Euiv=QQR-j@#$ctZKPpBc^yeN|l~<+t##yhY3|@p!TJJkKUQq0!6khlB>+YJF z*HiH|lekTPc{@5GYOW`C=HFJ<>J`X{X2k;!p8M;`l}=-*|M{K!bwEPk6@2wDP%WVu zFxh474gNSrkmcy-sHF>;-noMemX2Ae72PBSI=H@v3{L%CwIbBdOg^{Lq{N76sXU-e zRu)@J0}?>`);>~>Nv#y*X>H&nivi+sW85V}$VTtu`-&`h^Ncn#wTl-&WlC9qM5edM zA}rPR-NT_J9J9QmZlX8=k1CAevq*`KKIQ-D5#SH%kcl8*5m=gL^XF)Du(5p_Q3?F6 zg0a*DJjug-HTj^^w~xo9eIQ{P^c->WS{Q2XNSCK^s+u^{k*}#=5Wx;YH93$bA(_Qb zolxM=&TWBu6@W_d_I?1u#J*3Yj%ut4BQ!&owNXI2^HX^MEG|BZl@z3)&p@^V##xx-uK(&iJ_#uyKR~&w;$oi-MbWxvPM{P9OpFUHae zeCyUV!m#37=_VkPA|aedAetb!g>~;+&Dww<4FCoK3}v7BCd(-7eiNvXU2sIFczLYE zj9p-1nebmYQNPstJVfG>n#g_tBzc~TskCysabO2mq6N={DaM@m@;Q<-^hnoD|b%q z-?DaEh`CuF6QRK~xEZ#!v&X8hynCRPI5ygCa8T;sG6r9VHfy(0!@a{V!N|bsb94dV z>*EU7C?JcIlaph=H6~meFpxzbaAeW^9w;)M;9w&7Q4R_cd35GuPjap{&WHjYn<=%K z2w5zlReV3}j0sHFPzyXrjQwb7^^=MU(Z<*-T~tpT#B&8}NEDZ0wyAuej{%Svq0TtiQD~-&#jCg8l$1n)Og|X606FdE*7_}2ye+9~(jkma zga&x(#Y5gB4vJeFt5K0BE-1NfcE{Vwhi{ zVo>?qmq*bxP?|Zt#j`7c`}rC_KaOVDV!hpGh+WW^=SPqE`#+v~Db3UY3}co+cqgg- zr@W`~+~<=YQ!y}1x30p*+?<-s1QsZrV^)T7ZQ#z24I<`uZzO^?a`FdTj*HQs)Y4`>u8z<-I9ItF`bbgnS z&y6U22mYht)z69RzSpq|2SA1fXF*UwS|Y0U>_gX`N~`S(RxBpVH85eLHcGzL$6H)vm5FRm);$mvzly6hYn77dopp7L4yw@4ekqd_@4PCIUB1UfM6-r^ZmUG_P z^rQeY3wVA2TV&p}@<@S&PH4mARKBA^;5 z2aoD^_Y)CQ=w0}OXS|+0p@Fod>g*heG_Rn|*I?t~!}u7EYT`tXI)c{H@tNxcXqI)R z$)51Kv?dQaXv6kQ<#y;H_6O%dT@H3gmPaaQMM7#0oIP`9X){h(ugvk47N>CrP=aVm zw{$U6cvXP%_#7vko&^Ul6PCfJ3WsO9?D#}`QB^e1l+OOc`qVPb}UH z%(tD#O2;qPoT)KA^80*4@9yeMe=yFw^I7%Uqw&jRWLJyY8p@I07W&(GU&PB-Q|8iA zkHSe#ymm4CC3k4n53-k?&@H7~-4azFdVb7{ik|6fhe+v~z^0>lxrDr56iL%I>xD05 zsUr{VCx)+C55AGSpv0gJPEs|sXEoRaw46?yK;T^LEOe6cv0Eg0=@150;M8BQy$(*y zTo5bdAZPF%$a#GN7XseniXty#vcoQ@JF(A&L$ClfK)N2risRBH=v%x@*Sn#Ma3&K5 z$}uiO;*4VUH+zJ8E>qk9R{{k2Bhqzr0ISRY(dvainlDm78&=U{WxDk#Uc=PXlpVsr z{rmR;eMLd|nvL>mI(Xv%WgAe|7$Ej}DT81@FsP@{qgcSUCj|mN`%nUUwZyd}R~I5> zu~xO)cacGeRz;`TWXo5kwcssszF|ENBblE%!S^`q-@i7#(!voV1{UhLCPtC_Umsm= z9yB(*UJ`XPtS0D6#|qM|00 zK@a`>sF`Wd@7;+Y5lAK96nbs8Vq-l}rU|E72dY9HdB6A4b)d_k0Ei2~vfn<1K_*-r zO35;Hr&re0%#;IK249YS$=1p%1Jo^xUDI>DlpoL-ZDX&9v-b+1c}N=TLy=P~ZLfr* z;2|%4@>Cy+^H|RbjgoMQ3t2tNxVvV^*q;o!Fgfka#&Z<8mYoGmC-==>fpm@2JKx}A z`%Zl8jX{3n?6};IpZKp2LfHNK`|xP@T398vT-|#2Z=7t>?y$nE5b5~q?|?%9tJBayfaOJf@*XcQd-^mxHd<%UG+ahS zKriAOO-D~Y&%A4N2y~rFd>ZTS7gd@%Y$Hhi!5eig=IM2jI>5dSui1w;{wmO+I$mwswuh{GNFS;#o2s>wigByJD-jmfMSOuEma8{K z?70gDJjPx`327jRvX_nZS~Z}P4o72Fcb^^nj<)5mJh1~zyiFUzn{(})CrcH=%Brln zwrPI6DcN^>s;~p>&39LBpZm}2{*TXxuV1_~p#n#laIdk_RtiJT9s~W?!-9-LcGay_ zK5ScX7EjBa#FmJ%6!yfxA`I` zui~4N_%WWAn`Hm*u7Sv9_&*8=AONNReo?W_KsHqEu%%$guT2-o776BEIoihBhF(s> zT8<_o*(pD+TP2vHwx!#RzMn~gk;O?wvEExirv6MOAL@f<3O-9tW0HDT{zi5D)bOIg z{}8{y?c+dzEuaZr>1Fm_eE?F0hJrK0aR7S(uo54<45oY8)z#JZxf3-X#C}eyA2t6# z+9wk8a_W2Z{W0Ztf3kgIla@QF>!`jilCI6NbAc~d_V1_KLiIZc3k;_HyN?hVSsX&Q zAz`=M9}b-qA_X%Dry#sYW7TR}XOF7c3WrB5Y~12XfJbtUKjXglD^659V(D((E@;p^979{TP-;eG=+Ud+9f`%$>(ygmTg%5poT zE!{z9kW(Jzj6bt;X8Ovi_#Q;5+I;Js{$KP@c(H2#0FLKBF88YN>ixyjg3=V~zIa`& zKtTHmb&^?bM0200-Nd~A_oJ^#qJlh$zvh?yxSpRMSeuF_dFzpbwLWN0TX6U6CL>#A zIop*%J4IO{dRLI;M!=nq$JkBpA7eQuyIoS^JxRU$nByM(c3@Rha9pE`nd9dV{(RkE zAMKJ)E9|aM_!TWE&vK^twWxb*0qvJ=1Wbzz*z(wQLwpLrpp10RYbMr*}t*Bm*?_1&I? z%7J>}>w5JC|D*AVTynM8ulQZX9|hjfef{h5Zp$%^&lpp2(>Z-2r9 zpF({^zxw|q>mo1cAMoqev!10?G#*)wHVmMk4c&<%oZJu7de6Vlb|X%xW$*TAsLlz! z{>?-US~OZe*W|Bz`SX+E>(Eg6@kRIpl+{YP*xjhp>#u%eOTCH>C@Gp?s>hw^SI$QT&bB~8qhT2-y%ED$zi>W z{B_y0=-o>*JuTEi?8_5fvk>cwoEy6J_pANmGXs^s1FD*U{jwhPsBTIpeRn^S4JYsUJ)F`dh<*)4#-5n)-)$Q=nrJ3CUJH z-et=0M+^3H(?%cRj7+xm^<0szryM_buJ%JQau0zxcl*Ve|5X#iD^~CK`}G7^&lL)? zz;m1U*{WlqF;QD_w)ztaYj7|NP7@wdn-|M^(**MHpF;gxut zqbP54-7z=-k;@gno}PPB*1sk#`{tu8X+QRKL-w6ln7?k9WM*4>nH=L_?YvF%zXRjL zYrod-YR?v)Q*5PODhf9(Lc?Opz50s$DC-!PwvG2-GiG!h z`=e3ue=eGgjE3UZ_N@-NY;R2`CMX*adssSghR3zr@}&kVFCo-DLX(TVi0{W*JEw9l zI-I^#p#1;2ApQ5`F(lOfdgr7szR#~oPRSi~ zeD}sC{8>c|NnX7oJMYe-4|#s^#Z%&D1%TE2n!JJyq=yO5M@W2oFWGa4QN~d z@CkqMA_;oc9eMiN4<5ut?p~r0R+P^xsPDFOEm#j-ZrU%aYw(+_xiWkypwt=CRi}X zcn8qMCbb8wyI)@$@>~ppt|KybkvKPG4C>)CIzNtn>Sq8xHa{D%3F!+e98ubiFgPe% z7jR%IrEFn~XZPS+HB`CUils7{J1Q!U_ z66Zb%i`IW7WS20pmM8&v6~OikKsdn@%y?%mqDgH43j8vwXnxTBRzH2HwE&l^NhHS) zxpNfsK1DsN54hxWZtmReVYAZ@n5qupC9^f4a$a%&^$7m+lO`902G(-gufb9I;a~M1 z;Fm&^Rl*W%E`T9qT!6^MfzXo&pkJ2u+#q}!KXl!QOyeFj4@f41qS79KFOV2mpuq`E z7YWPdTwSC;GVQ#AonmHU%7=~vO1{gc4BSn?nfx2k8yZ<1J`&p@h;rt4VfI}320D=? z5kzZi;1?6gqo0Ay6aoeTxF>VtZc0fJzH{Wafc=7Ix?CN30~j{s0|6jwt}2#GmedRs z18Nuz2XN=80qwBFBiVNxh(j^xescl*k-dCSqLdt1$QLyk0_(mOHTCcVQEv&1UqIxJ z)dsn#Qv+9V7F^Qc;O;R?R&84~WY=Pfg=D0#If&Zz*=NlSQU}*@Dxlb6c5Yl8&%=EN z*q;7d!ZfTiN=l(4;8%64hVN%dRD;Ti@E4sfs9~kT}6zG5$A{~9(Zh()XdCt3ox!; z5fN`@D936|cOz1N;3u^p9f!js7qY%+a|xFVedu&M|jOy4()tA++Q@1S!KufCiL%@ zSj(Q@sQIF17J`OI3TUMou#b@akPVUZT<@;=JK20EWh~|7I9L9V?=8WmJ2JGH+g$Ng zNkut)s2u(C;aX33?r#!R$>Ff?H;t+WLL&a_hX4Fxcy2b9O&uZUNtc5O=_uWKWNiZO zJvD`{Vqb8YIyVVUAf(li5I&$akhQS=BK8y)me(lz2&fOC?~kw1Y3J+y47H~iiK&qc26 zp`>fV+6Pt-ny9h1K?fY^b4-B7F8rIw&3fjcC*|sPGY{XXnXQL~hAsgUH4E&g+`(oV zUvhs$E$2s8Eo3#4%vV`zm(y_j!z+olQYimTgToW%hSVNt4e?yvJ?iU??2_gr8pgYS zrT9PZ;LgYDJYQE?gRo4;?(~iD@7y(cpmZ6qZ?Fr&F^hZ3fSXz&3T-=7g0uMK>iviZc9?7!!_35lIYL4)LNCq;4o$#Hy-3{u+izJ2qX|S!mi;A9 zzm9yRVmO|%RKzzkP^^qtyS1guM}!v*PLX9(in|W6$*_Y45V*aX(6NTDlck*e6=*XH zK+HvB!1@zc0>9iHd?!fL5{Xfyu2kTG2Dw{?!^}RQR5)%P5rmUHPy;&spm~&AUzzKw z*?$~=DXR_7qH^HwBF>3SA#mJd)T8m>u8;$a#r1MNSKza$yMO=mQm@b*gOWg0+(u3j z;DO+*iBjtr?FYpGbn|j_7su#??2>@9vZeFprm?rME}RIas^TiS=X^N1=8kjg02ZGE z637{IV<6o_=C)`VB%z(x)@O?~C0Grn_$R=v2Ex+>pE#)d5wsR4y8IiR`e09X36ZLR z6$jHyG4PkYHaoO4s(`3J6$Gn5tW#228e&LqS*|iOkg4=Zck8Ke1qj!=P+6jNAEo%W zMnz&T3?|Ln;mjhG)&#dPUH`|i=*Oo(kAp~gT87`bPq#{k$Hh$xEfaFkS&Nc1n$Z_O zKwk`w0~>@`E8CXhe;9Kc=gebgNpR!lZ&BbGm`lrh7Zz#5MGC;i;9vFE8rRH1 zXf`^{lrp@FEJWx}0hwkRA0t^Lb$qf~&* z6g$Z+IhgJ|sw7TVy7Qw17j}Cn!%qHt8Kyyo3{HS03gY#_*wrejV9z$|7vUTrh$<_R zru15E#kp_!FJuF&5!*=NHE)XhzySz`opWUr zq4w!;gwlZ@3({;d-vBz(o%)&Iq0?@K#?CGmG(k5VvFm_+6hlJPqN&m$?nRkAkc;IC z5Bb;jZ;my$IvPy6H|KneBlYsCN(h7;hHU|gTB^?dam{;y zNvoj%+g>SI#h?198@uRvIP`$8p$Q2Xob=R)Yc>nZP2f|8ros3INV(ZT#3LQd0PT9| zBC}>DgokL6_|Sv8Kl3lLjvi#R2wISScg3@+$=%Jb(!tQ=b9X-NcC%5xRu38*Ay2PnaPyMU>{I4xTW|yp6XgWD_SKaSV2b4ixnMqo|G_Clreu z?k#i5iR3i8M<}0S-Ub#?$FunL_a9&C72GNXcjR-jKolYkZCByJU{H-N-4Yz+;G6*i zCuMO|b@kU&OX!a};$~dTzrJ5#@KUeZ(gU~TFpy7g8s+eSH&!-6*zGR39h!zH@mBgh z62U+~15o;N06jg^yjbzc&{so7<_RL~0#;cT+;T(@4i%MWFAtPjh%6F_Jm4{939M`* z5H$yH8t#{;4fvw*+$D%AQW3ah#O}(I8~NTS+FhHk{-2 zzM%jjNQ%&Req*l&7LO7PQbs{2N(b=)_z8XF@%VtlaR6HrTuWcFOhV{{C+Uyq0)fRM zb3rN24)6Fj|KS7e-Gz14LMJRPRr?4FmZ7 z2TwAdH$7#xH^cBFrbj;c%zrP-A78Dq13isi;GT+H{iXB-nTUbc9H70)*3QX@%+q6I zVM(iy&uxLVmJ3$qF(lIROpeU}_rjDoxYB}Dg{_qi#NK#lc{z!mlZ3SIjb0u?t3Gad zJ`2dU35O>LqphG9w(5jMxWq``5w2lkb)kJ-N=lND63ERhpuq{9LJ#M;&cR9#C!oy& z37vzFQv;;j2wMQrX});TqJ}E3xVO_}ooxlJ3Sw9ZCs&>3Gxe|xMIfnQ)cT4!nEENsNQD@*kT)L~2N{`o-Mnagknfqw<5A4X35f;JDl zpb%A`_G#sWkC2>z=vdJUD0AN}gC-_U!JE{f7hn-4!64%ar)d0B;1gP}J2NUMX-VA; zP#TR_126)5$eMZXNQYJ(oCx?vQ(UvnniGOAvdNMb4%VdEZJmYn!_II9%AYha^3#Ck zCgE3$6xq6Nk;k)O5y^P(}RueVJPk^)){11s&%|(jM%RW_in_^JJsZQ|XE@hxO zemn)}er@0$i#o3uLsdR@0;XX=+4*WrIcDi8Fc63DTVr|j(o|CuE)xe_M}iRf1;fl~ zzk`!4$v3#iC0469CG&^!4X;$L58e!!Vrzn38%N5=emQ{6GggC=1F`Nc1(Nn+h9W>a z+&EYl6QS~DQ%%QQAbU)y4Iw81oexR8gPp2`Lo8EKJG@Bz4fsZny;JA9P*wfUoY1SeuPtfWvJqf<|~m7VTy- zB8(rF5g&qq=^hd9jgt2M$4uTjg8dgiqkMqhuUGQdgDnurK=-?D2ABTV0Fuyw20^}n z$Rz5j0<2nRj|%;+l&+G+renx4S=SURVqK=a2cd+JHWs&$#V051{CTDXJYKD;eIL+W zcFckXyODIF%y@`I5 zIVf^+fT*Es_?;j1i4*EJ7@a&V>DLF%{-t2F?2Pat)UO}(43;J!RX)m+f z2!=5wfzY%sE2tdjIl7a$_&#I%s2Cj%JT$NuHHcjoy!5a6Owtl!ws7M7^DelkK*m^L z>x0@TtuD}~3sTZl9Fs@CwQB&RFVO`fj_cONgo)PF;I-Qyo_B)7m8Oo4PQf~(h^q=u z#e4+{?G|{lYCtZnQj37I^P^F26Gyf+pQ zlXcGl_bF@c+D8=yaOwrois?aH{TV~CSD%0w@mm;zP9TI?BV$_$Xnc?0VBTnsHqDjJ zyM-2ztiVAUfkYgrfSX2MpVWrzGHsil7(U{;f{%CU&j(WgSJA4!29Wb1!EJd6NwD7b z+ar{EWK2wWe7xawHv~tJUJSLuDFr@z(m9n;*ChQTI!Y%3A(_5}sjSR{Q0*uZ1r#ie zuVv5PKvtSr1G?TI7$>zRUH!s^c2ye zgF0!-xhdK2AkaNBi{Qegb96`M*DfunBL1mW6Gp8^;DE2NZ^ zl%+WziE)AIY@{5}0{Zb~qSNG8-BoD|Kp8jo#j~cr|k*JmA?{JafGvh#9vQ zLVV1tefPW}xh}-MIezL?7TDhFAzYBL&#zKpvIb-lJ9ss8!oK11q)k88ah$f_-1~Ir zAbOod=9GV8eEaLple=09t!qL!rR`P|W|V_V?8af5O%p=%rO$KClWm*FC8Z=IvZVg& z8AI2a`>dFuybs754yz`hyew9lz;v9m;SGG7%AWLeGxOFt4zM%u{T(4lGrhvJ$jJMd7CV8V5k~^6ys=`U7qPa&4Td=!%BTWLGosKeGi*}? z13Og(gupPo+mOllR26Oy3menZ6w3 zA#Y14wL!p+q#vL@29S^#!|#v*j(qmd!5u9pVSS|#7{7uB0d*w~kQD|o^7h^z1V-Hr zzXM0Ka7ytS7&&U)eR~~&Ukxet^^Tl!2^xs3xgaLZfjmJjH#Q68a~z^)3?4kV28Wym zc)^8+c1}HZTZCy1O1KK(*jv^-TA-8ge%RmyY)8iiuG(|5w6ACpQNiSD&+XYFoA%z+ z^>-(Xl@btZun#CK9NuLc&$f`#1h%jv@aFRj*Q1a^j9doE&v{2aAX&KOV1>W7M-&9g z92h4A=VTqeE6qY3-Pv9AiQzmoy}m5i-h?VWW~>xk5aZe$p)7u92V6E7Oq6v1=Ha|} z@khuqCqs$`6r73QMY93wwnV)4;6%;1SQGlp{(j?LcaKq-#oJTsUMo~w4k-e7Ap z33zly6<7+Pwte>?7l9<*Ew3*EFvJEq`TFuqdoW`k#=cGt5!~Q}r-CvXKaV$oS;U>f z9`<{u&Z;mp8IC^3cSMMLt!IOn14&8y#E=pJmKb7@Cph3(2qS*EX;S(B``RMuN}~=>tuHNDr~=dDMNxA1?~CV+ z%f$s^oM(F{Z{2An4=9aynx0UNy3NbW%kQ%V`d$cOhT9eEHkk$BC>RXAR_%O=hY zIJP%}p>G%1m09&M)_;*pCOc`dbl2XN zOoIUchdSf8to*pO`j!9++~NHJ_etn)m!;(@>9sUB>jx_@?p8|dZ-;%q4mq0!Cy8@) zecb!?HtS+pXB9Z0)Z4wh#Fu`O;WH zn|`4>?fmJ92AEJV0ir_cN!#aC6qC6F>Nx;TJEuDc~ zcsx&Vh|ixBW795Wi(L$E_!EYE`uP!kw%zq0N;xlqX~0w<&(@SWW3$+Hg}SS<2_pD{ zJrIO~84})?;}7R6yt-URHLC{2HqualSExbal{AwZ9=|dQite6!Hg`+9&_ko{-%+Yc z*VO9VR=-F;qX=dHe5(MFI=ipFlvdar@?H$mUXR2e`xVSE@^71glf_qgo-2@rfT_g} z*oun>Y+z+>2t9{gZ^{&rTQuN&3M((BmqMF(+wJZCDpG4h0aFAT2bY;UyZ@PkbP(lO8UcEQ+y{SyKw zL7xdj4Ds1&AK64gJBTGwa9|sC&>lOMZ0Y~7QlLDGUdZ@w8VmPl9iOX#&P+~jpM@5+ z_xq)B+P^x_UvYcjC-W+tM!6;}tp*%S~ zkQ%Wd9YvImiimVrK&tejARr*UMgk&LrAn2~(pEsE7nPzQAiaZvw52R<=`7zoXp-Z} z`Tg;|*Oef;<$a$vGxywcPw?yASi*>!o_>0PZf9#^FztyyIL~(=3Y2WdQqiP?Hu^0n zX&;sy1dl=2m8d4wZ(1<*+{Q@$k8@DvwXs^2paQx7dSZBFC~MPI?vp1^9z1-QGu>R_ zQG2#V-hgULao#8b`xfX>H5qJ!;1$^C50*2gr=OPCN$!wJzdoB|3Ieq;dbwH1>&*_9 zb8)&(Q!RsR7# zVU9*n_>jxVaPIX$ZRTJ)pZ867E>Ou3IzHclPQj*b(V!w+HDWdIP>?1z*hk36$s8 zSvoO;E&n^;_u?EV^q${q@L+C069syPz6IcPkux}@Vy!zH!fTr?hAS(e@q>b$s2y|@ zFE4qP5+c5FbGj>skI~b-;~d0rjaeHFvbwstSQv;YA{|(p&dp=2E?bU(99ngw5gqDhaJs<`Q00uYx;yEhh-h-52aLOrPahTaa{irG7Dk@mx-g&)fP6o7 zqI6qf_mK;QqJjyBpba1ig@7)@&t7Wfn0LK;o*Wk!m%}JLpvRLd0;Sxl2EEm%oyv_qwmTfqs03HOg?Z{a{`G5AA4sI>c5{^+3T?1GpKqL7 zj%QD=gb2Ad`S;hLwS@91_RgHbjrLKh`iZ~SgpIN>sZKGgvB$K)5(_x8Zx4I^V!-(K z?6=oJ{7$7FVFi&90__qpxr<5WHy&XnW@Y}O@t;$CQ|lvr;+c+!-V+NB68Zn0&-sMT zteuO6t}8QRpgYv}%F@Ujr(M*Q>?Xf<_)D(o% z(S&N~Mf0js`(wK`gqy~A=^~?T2eG1sSvRpPs9@T7h2sDd1eUok&%G>|K{N>@hM@c* z=5187jDncHIia^g8zSQsZ7x#2N8Gv=I^t9S1+CCZmTHMV=)QhN#YwqsgNRD}DGQp} zW??I0Fdt7!fT)%(&LFmeR{ta@-Ap$X4RPBxefp$S0cm{5CMWEcCwunhn?TmU!bb$> z)>`g-2nBJ=J$cZsU3BTA0QAPKGsy@)4T*=FA!3U!!CAe{czG(l_P8 zjJ1b9>-;ILY3%W~+D9j5i9X_gT2&<>h-0#?H6+ml5e<7CO&e{%qjn6e~iS<3w#$Eut%pr9|`flur1ci z)7$ax*=Mi@-urY3G$*LIxFM zzQmY7KV(buKxOEXRo@-+qIiw5SWKhBS4uQ6dnNKumyq+b z%YcMKBjCej!^!u7Pk%)ex&V}p2KUQv7nn7*9Xlme8heb6&fI)rtfb1yKpA|exDCL= z-LtNpm{|(l5|z2T3aP0t|G?b>wZ+@Gq20gzlUN(w?MmlOLi`hh`FaqyBxwfuq7V@tDus zJpATwGpD6Ne~{NlIyHr1$;s+&Lckd{0XcB-d#3qye0XYWYBE+$BAv@`jGmS6NRpJb z?72VZp}W*gx9aK}v-*Jg;Mjp~15EC_JQ;wTwdhtq@*(O*TF6}pRzYf{kYxf|SqCv* zR^U;H(mxXFZ@WV~U+qmX_2H?aK;;nR^pW%gbVO%H5iG2Er4KAODDM=C!A4s<2Njyh(Cqb3= zs@Nmx@R_EMKg`Krzs$#8{zGvHM4ac%-Rgtm9!y&nm55w|a@kC%vKDV(S5eEnWsetj z__*|vUb=L(a`V;KkW}s+g}6(DqxLdOMse|T>-9ps=Q29*?>~HC>%7mb*fMpK;^*{% zJRq;|nZBxoT%!yFWT9WHygrKiVhu}JA<+hMFk(5>YUh4q7ad%h&u$Z;*-pGa8Ot*v zp;2tNhJkV>s;^^~gindy*b2arQ6qW=dfjvLYl9EJ$t3_2+H0F)TqqDiKTw+X*4r6RjmFyRkS6e64KV48 zV1ts)?g-^%4Rk21Hn5O4|&$016WGj#_M~%*#L$_ zI&-CN=5aeuJ{1qUcqdgLKEC~@pDOo5Q@t@`F0JBE9W-Fop*cHrbUtGK>186U$xJ9x z1KNzRPpinzmK`!uEt`=(Zxe-|Q5`>yZ`U$N9KU~3-68=8Oe7HEhQymLPPx$E?!|2Y zbSiYy=NaDd0!(5fS^TR4M{I)4*LefnYA7fseq2IzevHRP+qL4+iUl6pjbS%FNd%-C zTrS-I%P*5qRNc9UVz;NpIbq>`whXMUVFk-79k2cits<*r@CsF{NQ(jeze9UN;KG(* zpaEA0)ZHh8WI(%R(cql@?@?dfj`)Nd3eYI^6(_ODpwynGrY1N#4$tS*H2`WC+nSev zytpiY(N^^pTZ@ele1$@v-l@e$-|b1Y-r_xn?WGtsn5aWKqw6!oc&I)FvO2zAGShXN z{V%?$>ba9YRr*LvV{|K5|1U~8!RMDp0z_2C?e8DRzNF=`^<_WmCXe0ORdq0Z1&|*U zaSC*6KLv544y-klg#s#J_Pl!pUs(p_zaV$66S$(Fs@j{tlUrOG1UdmkZKuer&kUZR z3ffKsik?_d1~PRq*!l&KyryJ+TRU5s=5keSBX;yNAmtOzR?SJPOJkdG}NsO^LFC3jY5nZ<7mV#Y^ofkJib@xwk5=mngH z!s((x(3gZ>l+b))8f+tM7WF$C8NkF$2Eqf=I@|b6vq22(JePK< zYL@yA7Sy<)la?sR_uO^6bt?kl*j(F2*ddoqOAvi=vG3166els%yr2E(+mz3R5J!Lx zhvK2*oS$HQG9GY+4Fg$CRmhn>ct?J@c&p9^z%7^MRw?8wMN)j)3uiQlHch9+Shb-_ zGzbzR8fL#wsmFlrO-<)@P&M>rXff#x@Q{(Ecwn7DX7ND}peA%tYbzaioAQ4aN`(1D z^=PD50=9Asj67Sr5MoHG>$=y@F3dt_JE&1_gAOhc25M)zA#)32b0`5HT#5QE#=FjO zEoni@D{jN;ghxP9vQg~*gmj2F!J@v{+Oq4Gn+8pHAPi`FNIDyU#7RT57)>x09Pg2O z&d_<$h6(rd*6(f^N#CTLM1G+XvbR;tVL7VXqC+-& zqQfjB>d?N@&+M1pv2=G+$;m+jf~BP;q`T6YGtF>MEesOTQGG+rtB(M@#OjJpY`%QS zDC`*32j);AQA_eMblrfQU}w6uo-{_Q549�IE|P9FFo6f1CzcOKFsUS{P+@Dt~mE zQP@=MQKs6G;wL60Cbz2010)Abrn7_kAc*8Q<75 z7b092=W6rb{OQ4}N;}PDbN@pW+~3P-uJ{~fnC$J()v0K@$TPfoIpJH<;D=Kbi0iK4 z8eoHa_(Tp+Nu~7MfQEGO&da+4A5ZWhoujb3mS?DeM+|g}=NpJe zAWwfe!kH_aL)`(tbS5^9r9gud4*tu;aN@eoQDE}&7rGMhvuXg8&JGneCY%XB2-+nw zK33h$*9=7B`|{q2@Q4kqi-_x~;gsKXh~eLr47@OqNUvPJNboM(MS697C}l9-`RLy!oPd0+nG#ilt;V3;}HbQxO?-kfV0|PopKY9b0Xs6?j z?ABPqt;k-Len*4 zd%lgWP9!K=mfbS(Od$T5p?No?t+Uoa;8DooW0}{>#f_OeL)jor3grj5?)Obi=S3ZE zg6?+HV4&Cz6=;JF7qv|DBc?q7Y|$GIYrhSs3B2NfG?(QkO%NOm2gL}iH8HwVcQ*2s znDn=l-fSQA)oFlk2EiUX?oY9VOpZ9_RdmEtJ=6mpHC`944}WU}fbkGe zdoacJ-=<)#tU)jw=h>u5Sd2=vYf6>8^?v9bx6v?Sm!dX(D{TcjkA!2+$z=%~qTyCm2woSn z0M{X=bt2)c{Ku0@KnGfx$}6c)72Q=0gm#WCS^OlO!iEkj03jgI8Vm-`c^S6i{+DZ@ zi{M;7Jm736KMRH}^KPP2w!a}%2>=z?;T4>1nE~9DJ%mk=AdrBlnU4r@?EBI6{YMz? zZ@AsPb(Nq}eN1PNs#eHt?IrM2zFxSJsoxWtRS7aYsF^PxC^!Z!)%B8bNNbfl<$?c& zc^31XXmIn{jBg^1XK!|xTsO~3tUF!S=K{^+0kv%MnKx9UqSZr=@6O`d=C4PVw=LC6 z{;p~I@w^Iqj!4>GUSv`zphZlJ)Jg(0$|Eky@!vh~p(zfcPc|SuHv@p`L#bK+Z0}=?aNVt=)*cr$+_?z5<1l43Ro*w-M*3V--Ay zNzmOB$xH=9oVF6tq%9IXp-7`QAPMv=fZ?G+pma0A(E?CmlUq{Yes$)$yQ&NqfV3V= zy}Rxbyx6 zD_#e63CV!tX_ZwZtx=*75?ZZlI6^B7rluuH&`-G`wonZ4 zJ%f9b_A8)EOZdk+g8oYH?2w+y8`Ao4RO`h@O zZ?y~d;?GxxhaJKr75~PIe^>)oG&d#&9f5o~)Y=SraR~~s7bn`&X-*te>p^8qus_W| z6?R9xy>ieMG`b-VQKG~O&cJ!2`V1&Z;I1ErrnLacfzGuLO?)>nV*+xp09dE33_xQb zN5YWd#Cm^nh-ey6dZITlDvFbpu7uVsTzL{=KNk)mDot;Cf|Fi-atJ#oXZ96x>_+|V zQ_KChDwlF!(1rl!MyicbJs$c16H9&DF3r@@Biog1S=7%DcnD&=NybO|%mR7{od4W? z6s5O5>^~BA1AF#1_ne`5I_$;a9go-VqZMNX5|tH2vD6$9o8{J_XXWK)Kj^s`9CYE} zIyF}c-Qg#4RU#n=$SM`w0Vl#>^ZCOPh>@Ql7j2A3%_RZZ&BSCCmh0$D#%dJwZ6b1F zy*LSrl=U_trhvx8j~;yW+q|C+$Yu~7G3>R~pgF#3F*8f#;CXl@;nJ8n05y{f^-Ok~ z8X(v<a#=_w?NtIaltu#z8KszwGW)Wcj1aAv$b}>=ZQh=igX-cSD-NsN#MJoQ*qROMJEZ;Esg@;H+uAN} zMZ|PMVAF}!RyRmANUIKol2;Vf)(#!9hLN2Hce7Ik76$*`x3=J%n0|}`oxDnQzzrd3 z&02V;^%`=uAIJrQO%4a#6=j=-s}#|QLZ^Z-D3vk!6xnHRgXe(iNne+Zsa6CEO^E^Q zcefKnO}4oS>0LSf8Bj^-521-irTmE#&yjH7YwO`OR7nHEy9_6x8uGkHdF0k95fL4p zisff>bmy;usd=WbpW6Mx-Dgm4md3HMst%`USd@k$I55C822AS{5PE?jas){ZHAZrA zEPcu|ZHmc)q7AKraUK0nP<~-wKU;*fa?t4u;xBBFiGpgXSH=rR!8dBRp&uO?=>T+p z8;a3%f$idG&86qT9cT`a2;BvzCw+z1I25Fv7O1&cX_Ouekb~U;tEsyH)&Ku#Zc046 z8wUdmf*;M9=x~H zWlJ5^AwdNl%G0>CFChv=R~VtV?yKn)6ghzq!ddX@a17vGZvp$7h7DaJUEx=Pj1o~SQpl-LYb=5Ae2@EJm9_1l) z0hTsW%!Kf9KgC&#!9M$FQP&6vz>Ty<0Wneo%vx$QH6`T^kgS3oK$jUh*nVx*d6C2d zd}l4-3O=nrn zzkWn6s`xYSS<5iVy5%xk*bUo^HZ?6xXoG@DBxA>I<+* zAT9=~%9WEzipf&qvy=TVPf9bp&3iokau!muw{}Q-E;`OJNTD+eJlR*!{3v|^Tvm>7 zI86a0_(X4Aj(rT8+C{@|My1VeP{E4`rx2;Gy>ftJ9VCmmy>VN2rboBJb^7_18Nb0> zC-4*mHXLXBuoS?fPT%H;hFP1Aa~y83B3Xw)BU;97MBh{2*-Su4Z9|^WYCP?F3Zfu} zJ%2tm*$-qHT_BpVOrX(Zf|_S=C2V?hRL|;?euaE(jCF}5 zkmx!=r(0+P1d2d=*#by70ddSg5ChYg2@Zw_Ha$ri(h|V2FNEfuyKL;P+}o%?%(bEm zqy+KE6Be_KPUaEjkOlSjYw%xE&-#G_{QOYqQhsn2(QsdZfEwz=*NU1YLsiC8G16Kx z%S0VWF9OD*40v$;W_TDH&2WxF^D&u_iC+M~nF9K&;&7!d0U0zP+Q$66PgEH)sVE-< z)oLL7JvA*K5-$phPx#LGE0Uv|YVz|%FWomCit3wvMN2lc=UGb4m<70w2N(rIt{;I? zxXKNg)gf0Ls@{SsYWR)>$ix+NfJ|??{lUHxyL3GM!Z9Qg-3{20`|?7)x$eW?;^ELjWcZ2o z)EwpH8=$qR*a=15nmLvA3K#G8skXwoo&B+*rsjIZRznuF^7^_E3!c#wl-XgxhPd_d zoj$F~Q?ca_ipV4FThCsCDC&2WPG@S&X=yMKs6Z^Sk$YN2rV~^&Hz{}vX+SV`qL9gR z>%buRR|+95wE)T$fF$f=*!yFh<&awoVitchWm6^q!F>0AW{(s&Ii2}&*@&vm3^Je_ zE7KDT4Az9rw@Ce$LTu}1_{fMze1ZO#pH<3ssJCTR_b5?1t;C%oy#_)9p+lYbI)1T{ zryCWC<8(!Vgf|6eOB?t#D1xsqe%QS4I+T)jmO@KoojIs!#)7!ACNyM@10v>(Z5%|` z>x3KMB9zb8qgni$4;set7n+|zCi?;R%?9>>gL*51)rPGv9qeTaCN8#Ya~uW6V4-3r)wc>>B zZ{db2!k;|(d~tjm?%L+vK9ynAHXR12B9oB#i1`+#%>{`KwoO@-iSGRS#+vk+VHDZhrCXcw}Q|O~Og#i z0EA^B&e~IWu5`L64{E^%-UqxDD9f>29 zbCQ95}MYSNdDfOVGHh`wSQ*R41;LvYrv&7?h0(PWE_U*Du zVB9Hla&k_UuITGLXx;I%Yj(DG8{^OmP5>-5&*q(Pv>k<3=|$bu((c;5G&;1Y80dW! zRM=g)Qn=vLvSTsRlLtIlkF8|pTIQXF%}3i6Rm7agnk-#n<{DnT@~HUw2Sr1uhAmn0 zuQg#7(-)tG z{njq+FC_L!y^9sJ8&MRS|D%`~p*{M?{yE%w_vs|Q>x3wy;K!FM7q-?0?V3+4?(9^q zRuBRTT7-nHO2#6JH{;7jpFUz9n%!n$kx9jDHQ!CIg=o|x*0zC7qI4LJvC-UN((8$} z7pbzNHK7W0ZT$MyVX1j*gY=_ykn^Sj#<;QK3l##++HI76^c3^@%_=+a7@44U?yll* zYO6eXLlYjG{lmd$WFux)hV)2_k)w7An>uq9P{;9h4d!vFb;lQ*6>3X*<2(`P7<`p= z^tyASh9lZp#~ScW!lSc#RiZ@^ERtvJJ%Xr|r;da+B;obE%ruYVL=Bb8*NX>nmM95v z3<}RI7v2zt+O0)Wn;j$UD^3OYa%M%_eNjGS)MrPb8dP|LxF-xJMi__^wCH-Wnfc&B zP4ld~;XC-sm>p}u0?ZVhiBYu5!becRrAXS=OQU;3;%nO0r%OzG57ua~HcFPQwjo@xjxQ_z zv3$(sT8M9xdXxe|EwnDS#BSup9t!_$8lIu#H_XR6p~#Gi13(+F*z_?)_kv${y}onr zULce$*DRlCHv$q|-o4&NLwv`^R_V;-q+dOg`^8&0&0|nN9}EeH8+m!OkPZu2Uz(`@ zV?PrWtg7Lc@3K~ow}>psW$Tn&fR-u@AdC>~=LaGybz++{$Dr}DKBuN_weB%YM_b!b zFtyg%9&;r?iL$tO@nVgb-FOXPUks0!T<%PG>2{n#ka}HJadOr@M`()GNx#;bH>Lhz4=FJ@4*P+MRP3 zYqEO_4Bu?+wOKx2-!Zmhamjj!fkNcIXSRnG&{*?M(b3bRN4A+<9Lsw!)uvoEtYi;! z3|b}B@Id$OX;g_pZ!=2Gh}ys@KEs{bfKkXihrnP3_H8$e*`nugS}8Fz+Abxc!)Ou) zj7=r222O}kSpG(!rQF(a@zt=D!)6;z746Q7wH{uO6i~IMw@|m#!kjvH!Xn1uRUN@| zs$R{gyK17m$IQ=jjy7Z~H*~PC+}Y0fHhrIQ#iiG5R0kL0SIb#fV<9h7D?GFiycScn z9y4G!(UKsp|3vkA4K_WVE@5+E!q#H&!xOX-cs2AknxN*;`6|YJ#d&Ta&FFY{qA*&m zB5dUI5_W@sV4VAe*w5!25&fQzL+^t8OYt*)Db8ZI?6RnV{PDawecTfhO$OWd`2t^` zm>3N<{81StWDJgAc3x`jH^I|brDs%ud zz@c@jvP&PrI1b$f|Mu0MZQsnqM1v3#9}W(bg$6_WFO7}Cn-G})|A9rR=aI>w-3&R*|Uds3#>*rS+U}4?R z-_~{^W4F!wmFqR7mRt*2>0J|Dm~IY3br{#{Lmn;6?oD4>l``^s5mKk!s*Lfp9SB` zNOa8=~D8ZTFb%LEY{<|{C*=$D3v9-qOxhzdWa|oXCwA%Xv&s-YMZ`Njy z*R@(ACJk-34Eejmq3r2@u>P>tVYQ#Ool3P1@Hw;^!b{blO<(%tuaxvbagi7~ZU_C42@y^WisKi$bHXMW4hsC@B73DE-8 z*V0DrJ9ajlMRK^-_jRyLoY0R;h0JRK3;RQCBQK=Zno!Qi!jjJ!0HKECP_+#)y;dwymg{<}6L?@7_6w&1lXqiORlj@u_O*j4>5&!I8}A$`?N^c`n? zF*cuhu?n4kU~)|UJ-ppE^^7#|OamH4Z*=c1jMOgVif_Hkv)Y3Ud?_8kegfw4LoM22X8etpxooFYR#YL~nGVjEwSBUtP(nX|tdvW}&j3BDgEgGP$1t zz2xLYaw-@&$2W=3s7Idd*j(-GNs}3!$wuYz3d>wE$UF?+6TjePc2?q>fc=;ql2hz7D%h-Q5h(J|kIKR~`3h zm6E~^qQBow>=GlT^82LW@n&l=2WhH9K6i4AaPTqJYn=j0QL5xzW5LREzrbJoa7F$4 zr}TNwQwN-m9zig}714^Fe#h?YRH`^-v={SZf5$qvM~`$i(sX4>!VC0&K1Xf$HYI;j z%Pk`(M+Yk_{=>(?FV$;j<@^mkv(WrE*slcYc<5QHiyb%l zc*MFDuzbef}F0wm*D=%N$o)L2x_2$2<->lumZrsWvk00CL9JJmZ zbEE1iyiflvJGCP->;UmkLjOofe*3^<0gTx{k$JUVe7+M1lQ}2^QO~JHb4v?8ha-Yt zpX6Dgv4tCUBl9Gn8Durp6d~-|#Yp`m75w*pnqNyGF zE*bazu4fJe35x4=-^vZV3XfBLJ-q00{fpHN+KE4<^R)HW-qO^SqJbfMUznW3pjT{f z5@hZ#gFhVRPxZ94EoITLUEHZI@w}@HR@ZWO3907n|CoQTTkASkj>oxwwlTU@8*_6k ztq*5_430Ui|5XA1@#feIzPI5ij(r%9vsA11xprJdHuRL~UEAxX=-J4Q$;hyYxovOr zPcy>yVjsMULDnvMP{)6CCE<3F7`({qah56rDOnwD*qI+U>`Lslh}zh@@@htoVr2$_ z=rBK#UaH!7!vVMA^@g4L(TTIvY+c#Iw0y6_UF)=xH?*V}+&lbSb`Qqg8`cMb zpV_>Pl8MaSAjWOEweb{Mjn&58Lqkk0B1LHst*GvZEkLZ;8_M;D$z~;SQ_V+OG|xkJ zVBzD2z`EDEQ8yJj&(W_=hT9RDc?FRK@f(9P&hPqLcjrYvaI4=^5jvD({5z;mg~Q@O z=Ot%;@#mgedpttZq7H-M_FT?9MJ|E@t$(hSTlGB8X$sQ9GV4hAQsL2Hv#tEq*qgL=J>_~`0J~A#lSQ;4L;pp<2kT?y+uP?>I`YbwWvOS zop1D`Nx(=-ZZ$T|P-0H(3f#=s2$rP60m>N1*R^piR(@y(MPPucoFNPa6XV@KVZ`#C zcO6LIJycX`nj?G#baxX9IBnZgbn_kzOi;Y>@v?TIbxFa`(7?8q19?hkE6e6eEmU*)APpz5_Ssu%Y&W|b zD6UsBI@QzK)oLvw2?vMZWN(I`wd{C%WOG1m0VI@Q8p-q*&+#ALxmvJj^)T)4uSI{* zFP}UTro~$!NZL#^Gind+%Cmxlm3G2Z(bB)0Dep9Cf+HmA0UUR4Q+oE0CPPT)@;R-i zhZ3I)J6h>@ZWEQG{`5>n$C8{wkx1dmN}KM2lEN^dJ*g~`iW#aAl2*|j!U}>JR=d_O zRMsen7t6`Aufd-^{i*o3Hk^Ooj;ps};%}Z?naLw)5{f5Ef)?7P)a!BTmA}zDzPg@z z;gjM3oG_uc6Q9%$V4G|C)*b`moPp2G|9GYRel*W}dHGesWI_OWh1 z;4wepLfhVxK2?I8XYp8s_6SH1Ft_fKifHxXo$pGy;p;;>veU)%PTAU}jJV@8E@5fB z(aG1^sq{W6iaIHlT|%sA#_W6l=3-B?JN7k+Y|Hf z)(?ptN`BZ>Lu1V$g{06>UbcP9F~eJD=PEbn-sfkt{+79E7h$rH?zxffUD|w;R5x8o zSgqP||K?$ae%x8_J(X8bacb8@vXmBlJcQ0=EfEXz*ka>^jZ4TGkrPTaJlQb&?m*}w z*>|<5@3(eLJHq6A4)%Onko_t6tI?YVV1WrJD@vrF2I(gR?tvmBbB8@f=ADbw%t71+ z5$DMW4NVw33CMVPRdiQmU9Np+vDEDi3p!=4rEJyAjFHZV^3OQ5@4vF~A0A)GB5}}+ z{c-$T1Dfw&jedAZL&;g08h7MqWYv}l#N4x{nq5nREF<}i+*z&^5GhkqLYRs=`*v@~ zqjv;WSmunaeOjGs%CX-soqCg!Ey?u&TO&)7qG?AK#ckSx^e}usC%llCE!=;PxCc5) z=E}Taj()u4Tws~z0P=ATfrgZwi3*gI5bT9O*492`^#M5QGYhV0wZ5EipLz{VKry)A zu`)Q5tZaa1Rs6{pHl+x9=||Aqf5`3NEw0C55^iE`b>G6t`{TunJpfTLnobWRw$%6e zoXrqdi1x`wm^{V!gXo@n$Pg;2^AfclUFlkTv&X_*Ri$O$#|m$VCwHD(3pv=xaZyX{ zdMIABZc(awV_^kP{{1}W=y_b{O43bdS3L-;Hy+G#HtutCl!ay#)leUz19iO~*H@7f zpifYfX5(J(v*gcY6T&>WAx$KIhA-H^lypL6u_%otN`&Tc8>{14>Ju>^a(Fl@fj&=D-|uB z*^WHNh`LpyFvgiFD7kF+gSidXw zHzwJ6kBbet_r3WRr@oNIMjboL|0_)Ai~k;AGCA{i{Y`&L8$hCg-(o+*{VRh6&retP z*Dg=BpJK^;n9cHy6eo8bypFdy97`5Yla6Aim$)^XD;r@eeLi=b(;cl|BDhLcQ60H2 z@1aNe&&%sq1I!GP6*liOZH_IGa?yCHe-&Xg;&O0}>X z>##^3gW!NIhdnTXsU8K{r4A;g+|9gSD)0> zR8vb}#ClgY(+{uJ4J-h0lfubLTU&dsm>28U)zwuD3u6TGn8Bbgblu3vh*RU`?ob4xE+_9 z6KF;ke0bbW=7L+$107`NVnM}FWQdsSSo_>8UT|gzeap(9;q*ndJnDQFh*_x8bH7e?=-qJn33!>lfDCz=UdYX-RT0pN4Gq>e63>6$D1-$tSa6wI0+8sM z@(7q6HzJ6`7&FHTd1FvDFhl7OnFIV{hWa1G}=O%X&EtM-qd(iR77}#4py># zJgHR76<^*&6Ptg>HebZbbXPWL9^ZD*7jt{_QNVa;d4nHWH>G!1P(*bhxxqH&Kkowl z*-Q6NY2|hRAuYO4Vxw!D1Q_bQ^0kowu)}%xt(%&f?5lQ$#t}+L;r4k?9*kz@0)phB z-Ki0%vj_P4`eyclA`r8>j*Vnhl?VD%SMO;i7qKp@yZ;%YJe537li+k^I~pygo*>Nm zorSDy0?UnHTe=!_qW*B{x19sOc&6ewr^Y91P}I4}Rts7{G+^smL58eo6RN~#x9dtJ zo{l%gs26Pp*X$Qxd*jsGsC#J=@c$O(j&fLEHIKx%zTC02oIRoa>W;G8qy)3SdIetX zsr~Gg<+q1;Y9cF_Q`eduE8F=9X5yQgZqVZ~M3%e6_>(&t-H!fz5ncuzp7`aq7 zZ}!r3%#wyThgNOt3pl5{`-etezB>{SsvvZ?1Gm|U^WcY0jKg;2JEYBenyR&04+B-8 zXa;iR7PG8?+Ey{tSi01~-}BVb56$~VLHZ$M*KqMNAkYLrtlf}TG!dhzfB<;OdY*5A zA(=OCJ})-5_FDoDf4LE}^m4RA z&^Jjee3TU)iAcXR4hVLZBixr&u&Rzt^Oy65s@aO6=q27t?7^qy%&F-Ab=ud78elrY z0PKepikg8!g?QEc+e0?c!x2FB%a(mqp!j5>=B1_wx&q9^&AA-NDW?HZL8@ip0Bh`T z>5%`kYWa}Q$z8Rzn3+fL+}SL7ql3QDwJ#_nJ4abs?I+COH*ngid0F5ADX`TF8E5^Q zGUVQ_TkM3#LAIIO_aJEb@#0-ac)o(z`q%HC3r1!kj^M^xNzAbh>f7$?>l;D4))4l% z=&HY8raoBZ5f~iWLf5%jkM%~qTZ~m-$gOERoLS=@U}mazNTT)hm#qTPG^o0w^+cOF zYdKcDLW1N;IMq`Y$!<>;7M8{Xa3&OQIYxX7NW9*dvmb%Iw0LgiUjrBDS(|6&RndPp zJ?^;P)(FjJ(CU$}Qs8eJ0Xb{eXIADsvJ=?>StUlaf59&~CfYsc+T!O2CwD!hVSU{b z7L0)@1;zP}YC#pS9+*2yAnC-G9(%M~*VVG62k6rb^$d0&Gggoh;?s6@@E-AKE00VHi!i~;PONi~&AIF1u0WM}4G8!g8R z@|n(jh=4bF*~ozhW)JmV^-ynV1a89i&+#t%Wp3Lw@!LRVwhm>goSH0jkCBs;dso(j z+Q0}z6{b4y@6ceO&2CTx9@0X0DVow#Zxm9P9LYM|s|-L!Af2}!Dj$qho(1nN=U^z( zFuzfVuu`wYwQlWr$h2DbZ>Q*9#rW(-%C0p@%Cji4)i0LW^QUwwRqN{cD9(IvbLr@0 z&%3TR0}Gp%SVWC(Mi z82?3jyZ3pcR3Q%k9bOWMcA593IFrp@Gt196E?sco`mB$5a&V6LbvO2Rgn^s z25hMsMOL>_q-+D?R22A)3W*dK=83`4AZs@xl$SOhR$|C`f5U2+S*xl^mKG1 zC@b2oAk4)L8TuZmnAvAv0dVxmJUuZwDd8X&&7|3CE}<`sO=aXZ!KM2JPWU)b?w$(|wYE|M ztMZD-eD$7%F&GhN9DCNHG?5yDrqyWChc3YVf9b0F#6s77CD3p#(2n<_x5d zMZQjV;AerXNVi~L>Uv7*k$f`TOBAh@i?L-Dd3aeW@C~$%$w1!3pOYp3{l;wZ)*HSE z$<%zao$`TJaB0}p>M2Pdk#(49>v5mqEZpDN+Dg24CG~<( zi=wI!yV^7>bqf=EURS|suKVQOI(G6pK%F{O z*$fJFQi(AKGL0UPioj#^%3B@@eqFpc5z>|Is9Fk@?R;|VkmVvxOICS)O}f+DtCh}e zk(ENll`~s$BmdlCo89dj)#I;uJjcE30;bzDRhP2gojIiUbph9Ft7*4O`et--^~IRf zqn2D{T}t_W?+^MYmt2CUy&|g70zb&=j#-=_yK>x>WOn-}vKvVlY)x~-N@m_eVxTCC zMd2{s2?0^xFme{aGQCwfkB^2XY#Hk~^qRnFgyB~0u}^7myko;#rmqb z!hP`QKok^G5Z_)FSbTp9rS;F-jek5xbuiC)Y24}SQ>l^h80%o*-->BzJ8sK<9wx06 z+0;_2*X(Rp?G%|VIt_nL$6zmhB}GR^XTD9@*r$qiWJmi>g|kVM*6IZe0LGFGq%s2!5{)m5ZcRHg3dkQ`0e_r|`N6*&2056PFY@;=#PD*U? zY5bG))`P)#jz$N|6Xo}M^Vj;Tw);y5%u;lLNK;=j5l@c@8CLG3t@ZPsq%9|4CY^xo zQ8wbwk?ZG5s3=M&W$A6R=a!5|7lWplZHu*qMV64&y?YF{A?__xjCT+gsHCV^QGAL? zw~8OqQAuruuRB~HvrWgGrlzzOa5K1gi3vRo_FbWZM_+&@JtwRekcxvSnqJ+nrb7eTQ ztzpva@CY0%A+RnzCLn*EIl8j4a&on2HMX*wA@>kZIWIyvPR1=o6qTnA_ds&>Mry(V ztVq``C@^0bAw1%_vo@FcX?_TEhS-sR^C?TxNwc}9o6UjhjHNHf?eRIurzFjm)zYyl z(aDJh_gv7ltthC-)V|Mu9V_F{=^%Qj-O)YyRDRTXck}DlRoRo5Xw_4bk5(jny&EsY zfAAX0F?dx(5s_P?FOmoHC~_eU8bx5jPct%hR(U?ZRLDk`Z8k&c^KAPTdhHj=v$anu z=In6+P(WTQCBD&$42jxW`_1JcUe;79WB|~3MJX9b$ji$wfHZ^dTa8TE-7&JSN!P-5sU=Q~025eb&O?~hI^tU#8 zlX?9 z-P;y`vPTsO#6Vx)hrC$Pno`thi&y8CHEjg=Nuof8!_@+*rSBL^xQS+`EAK|LB3msy z&!`0RhLYPjU&3>xtC&GhX+LTfYjdNs#~L1cpaj+oR%i&yHJ{9dWBel`A_jF)hVlhd zuIC+jlv*5o{+D?{D{-=WOP>RZB6~h!SKe%}Q7+XIGA$F#^-^+H1`>KBD_{eU7nlvY^fR zpQ&@&7I3c2K`fC80*Vj-leZCr$_bB6N3Q(BNC3|bSy|bz#<4qAR>4#4>Gfcl=mThY zf`ND$V&89+q>)Y1#_4cRGz(9@@XicQaKU3w4o(2-kt;MuuYgV|-e{EOxGe5=?)B@h zIQx`bGOVs32D1Em(H(i4O~Koy@>tp3z$rPWgZC9LmWmBXUH4|s)mN;FLyz}<4stcS zBhJ0~cg(Gr3YpM4{&vwucSS@vEiSNT)}_@oXO2qfy}k(E+KRC@taKkOEv?bK`mEK! zCjS<7MjpLNk?8Gmlvd*X^=(Q<0HSayOEFSQG1_-%6y>WUS?Wn^kvw{0fx9{0eG~gBav!_ivTn#py(tR0gukNDGKJe( zAuH%6@k!Vo-uV<=j7;m0Zt#j<@oMFxq$iTEZrK0cIkG3>Kim4yN+9b$?@e(lC_JeG zzvi`P1$kOmUcGu;Kze09^EFg4S8ykguQ@}Agglvy z%>iJ8A~!mI6b^to7-IfE70{gRBPdq6DmH1INzHhWdQ+|R(#_`l_wu1a#OjjdVMIE) z!pMK=tEA~_B+B@C3nL)>hbw9gYV(;^LUz_d@}Sf`eiW({oN76AmF-9hwxn%*g zOR0gkR&PZBL>4WFCt5nx6 zFVAbkoc+?_&4K@k-m^(Z{9&*Ga>J_#9@sBh1;jTqv8Cs0L#vhQ{G_zY6>JEjSt>^? zNeHpVGxHQZ7DEwQ9X+vCwX?c20R`?k?Efkb9m>?ZxNnL{#2!p z`fRufq9fGQZq{72OY2O(3NP^zV*fTJ4FLoH!o|;?GQjZ46%E+RqR+JHHHoYR-f)l; zB(jnqkc)x#JggY!iuMGh|xJ)kHaskpj#m@a|*NRz7>j0Rk6$a>+BE(%blMi5v z2PM{(X50^eIhqjyX^t?GnU$LY_w@*iZq5|s8Gl$Cs9puHC;*NX zLf$4IKkhc5VGeBwu&Vxh4;`-ousd1lTn!BGC{#y>$fULr%F+4)FsnBT6g#|DQM~4c zS4r?khgfT09~~tn^yG5eg~AYs2Phg1s00K+MJ_t@J4KlUk zN9e2E&mwM*l;cBHT+p+n*SAR9Mk^sce9_-Ghv*Az&lBNzld_**Td<`M?pOZjJo^58 zp;Ehvvj;GEb;Dat!!=7S;^JL7hx-sI`&h!-b)EZf_8N6b08%UhyLSO}DQbX_NtLCJ zYbJl@0xOyl@Z`(86wc*BASwKbh_?0U`8wCY!yj#xVh#eD{_3G;Lh$}km4ppd{@~Xcq#=THE^lRatzM)^pR=39hZUo@5o!bx?a~m3`HwOqx8Yu0l+Nt zpnAmPs)D{jlK^lF2Aq-6ajclW zZL`vAMlmghZfXzYR<#GpZQZTV%5w3MkyMXTW%k_cOWtdMaH3Hyqj&S&mxTU@6u@o7 zjX^oWLHq7nD9xjRsNKALjLZ5lii!{Vyp37`e?;55g1>UT$r@SWKEBti2 zB?KTxK{q=P3jS-LktpK#D`Qm+fe?ry4fL3t;N&Bh&21R1K0VTyULAsCccFf8l>8An z`#+)neB%#(1a#Xkg)fWbUt$j@jk2{N3)sl-6Du07D5$S6BW@vcdjq|uMwYV=Yf;{5qmu`8<7-93BH`MyU>4XhGY7-{ z{oeP|tTVDQt45OG-pE!`>U_WKzZPCUuKcf~S)b=L001VM6TX)RugXKa8$TY;^~T+> ze%CilaCaylp~m?o2Me+L*S2n-=|s`L=(5rlUcJgcVSC1G0U|whVq4iR6Aw@D$>Cba zqi4?6BY`ZT?QPhsd&F(T4D}m1)VYw0`ct+RbbL=;I-OK&_)bzgYR<8dm z@yqtt^jY8;`@(3(5eFY7KajOln`nu-%roASz+7O~5)8MBe66tmN7t8tW3_hgJEwE% zYfy<0MN!JE6PZGTAwz@Lizq`$rVx@TLphaMGA2Xel@}2*j}54Z%w;S>8AImjzt&dY zS3mvtb)6%;_VDbzpJ%Om-S@pnPqMP)AuYQI?0dk-*wiLziy2qbFd-J!o5fW%0m(}Zi+&!U$bS_B`T?BvfErK| zk65B*0$FxYpW0py>$*2AtqrZ)?d=|%bgq7Nuf?v)b9dCKF`}@uuDWW%Z|ddvhEI(o zSUiDh#*r6#X*9(BxSoXI#61y;UnJg~0WHeSXBPe3-Kl}HvO#7t`|)gl*;M{{7WZ;| zy4qEm2#ICp>tx3NIy6oj+&7zR`Iv0UP1$ineq74#z70t!P5|q=g)g-XXRG@nZpVzv) zt}{2ZsQH%5GCru#q4&ALZKiO??TTmHMhb_W1@T~ef|aDMooIVX%3tfH#7+C9P}12w z8H7G(tY7UKfqrc=0PtHMA~@u>w@F^g#aCu6`r6p9_-;=3_?&V6iE&wwn9ch+Rf3qI zZ+Q}!-g}d+JLHy867*|%p!(#q0nCNGusD5d7@%*4Yz;K)#Gk+`5GOQ6f z<$NSDFEt;P2cVeR$fRq37Sa~!SZm@19G!2%!aC5%lr+7_4PGa!*j`%7Ov6~5Z@~wE zUXA)-qhyQZ%CO*=;b)2tm)SCw-x(SJL|=hneOKGCi(SE3)pfqV3)d+?cCHWOO6e?4|`6caKsh9o2bZ-|}sCntl z_i5r3p+F&hxf{wPkSSUCJa)~E!^Hdw{*wf{11S<)!!RDlt!;M1K=6fMmS3y3k`C+k z$u)Og18%0Z#<7X2+~2?fA1Tp&K;9~*lBi}IM-~@6yX;)Tf*?sd2mM&R>*3(g-0fYLPrl8#cqXBZ(%VXL^iB*<#hz@+d?t+CF_2)LZh^!3%XS%nu7vQt2J#WM zjapWXT1MkOgCO7mr7k^Ib0Q_}FkO_D6&4j$fF%ctt-B|H*AfP9si!hA1UbmAmp4eY zzu1PrjZ#xeIo_R7_c)wNkHccv=17!GPp@MJ@-2tad|a!j&hqhi0@X%4z(##>E>AbC zC`0xeq!=H2g8RF^hj0M>ex~0U%)~XG)*;D}UVzt9@|PM92uIY9h-)oJ<0WVh&>>b7rsh==}pb5n%I zr1*o4baW?*bEJmsdrD!hsi)t*xiCF`G)r=!zTeM}R8z|dpAm9cCj;1SckfU1(eFD8 z^w|bbEF8<&WY|Myx~eTVb7(sx+26T##lqCC$&TGvt?D4?y%YaDr)@k=r@Ez0H8^l6!g9a_8^d(Yh;$#n+zF;&s=@>hiyLw|N55drpyZlr@Do|;$rm6rr-I! zf)Ln>Rp-8KNx)Yp#Ub0AAj;}yTs>PE-A)cAQvHbw?zDlgD}2HAI-u>B{lGUR=gAPX z;!oYu)KbWu?oI7#8M=y**GK^|yMbo2`cAm2sn2EwfyC3%_$j9hlGUZN5FbM+PK{b` zb9GMfR#`o_T2c>`f(`3`8aw^Z@hW#WJ&d}d-SFPXm9&-Pv9vL4WG53SanS$tSYuJLfR6 zmyQ{a*7=&ZZ{Moj%ho?s`Q9jcMg$YorLE+)NQhF}l-n+KgM9|y#TCh9Q=b(Z-W8iB zpVStTCx)V{ZOCpfF^O_LvFw;U^G4gwjhwobx`!aNgDb#`KW0_7jkn`Y%e+ZexBbsj z7LI^u>htm?*++S)zoz~j?R?5Eh$=(~zEaar8PzPX3zR239G&y2XEc_ILS?r|N8t8q zRcR~f@ehJ70pIOkHX*jvfy8XAm{1tI$#ult$p-E+dFC%gxlcVuOS=VS#4hX?ZG3P9 z{>p76RwJxl|49gM?7QUx2i+e#;-WBM(f?FNE=AtCscGnYdUHx5Rr(kn%7>HE3E0l> zGK25eR-60rW9CR;Il;I++7|8fx1u2|46ciL27PtgVHYK0YNpJG!pOM>zbn`A{T{+ffs%V6nUcx=>~eL<~t zroIfLkZn}nqdY%WyT$&2=P^4{@ehR*gIVM^aW(Aqiu`3i_)S;C*YD3zS@5Fs^A(6g zd`)OSMA8Dt^PkxDr-k;xf3ZuVF&{Nb=MekzK3&UKb#PtQqW^byCH6nA>)LR8u|!t( z6$llZcw;1v^7O-G478YS#XHlBaLRO31g_*<`D5*hX)`P!{j!yO`YxT}$`QF|SJrFc z!a*pB$G3ia>Fq56kqzkTo_vpP3e1w}xJ1H^4ndXmGJ$jdvad1ub{bSZcSo z_BAnbs-t6v;SWo;FX4V}s|O&@u^M|lPD~f?Ht*aVaF25{`$F6E*t7>HZxO^Nkdmcs z95i?TPoNUFc1yFPpXMW7*6cz1c+;w+YDvwXgg7P4;F4j~dZmJ2-GE}8D&f-RV1y6P zcF@jlDbDMzN=!=@qV(BAJo6nvOq=D!>rl}zwzqbUt9Lyh*SvXqLy|55&7NI*p=|W; zeSJ$2%D*RB$Q$hzZ-iS{H7|eHfgD1->#I!%LqevW@$e60}|c*^*9a=0oUo; z?}L189hVA^plD)*HRJiEVf^3!2@)`IP6s8MUyp<~wQ0tNJMI@4!W{5@_SBnl0ngmJ zaQS>G_>kM`hvcp8v8TEV{^kDPE|&hKU&{?)t%~#snfc4fzyie#3gUZzC`}!u+Gs|A zcj{H2d|b@Kn5DAs)milun=1NHb#gVRYgERAKSbe{U~$g z*$?etRaEJ)q_fufyKj7OHeVS_-nw0dM{bBkMSPrn*%7(eA$@7s;5zjj*-;47)75O@ zQ&;Zr^-Rs_^a6l*m36N!bWTuzN}xQKmAFgui>F({$CZ?TR}<$kLFZCQyO#o#@ zDR0PZmCdVNq2D5!CY`%{MTb5P(nc>j3PHHhw#0kjdBF& zs4GB$?LBA52H0nbJ(fhSei1zZstTBSY@T-x8QvuVi+1bQJ3xlrhL7qxIjUH}c#!pL z@0n##3m2>8vwspn`@=Bo)G>Pw=tEL~sqIbpnotBa=#Ittj$!eK!?`l^Urs2bTEWiT zR)6qM$<4UHPxy8L)Jl~ca7&z%^OVw)V7zda6+Y1GFB zb)pHw0f0jT47ETU{fUNJgoV@aOrZP}ivNSxcHXAHj@96KRu++SeqJ*$Bobvf-@D*X zzn*!btQ&o zgX^hiGiLy}7iSTMBPI5rKzk7^Cb{3pykI;3Yw7LV@y5W48zCaWDeQqXsM+IE1b&UBg)FTQM5tqLF~YK#q5 zAATJA$JdhcoGM;)yrC7yQXBtEL5_Uu=$o*;oYLS&QU=_&{mK1cB`yg-ITK`L$$1L@ z61rf0>(k@46I1utrGro`eKhg`scm#W-$H)VHjxh(h$m-2mnt?l9=u+hKox!*55Ee1 zdA}os4m?iEW5C>jL*jX?BVZkCZcN>Bow{{)m7;A6kc~JfI{7{4wHUc6P%(S%k%B;t zknW%{Z@I$a>{H{^w7N^Lw+IlC={L&QxuGZVHI~G1-!Vy~Ym6M%@_%*u4fk4NA^G{> zZi-+n$vFW?!vx4sf+fZ(_jSdAp~;98B)S2TMF!=5bb6>{(La#a)82b-yeD!=Oq_7p zTs8vUL^)Y3N-Rm)^sPGTc~ef3WZ9@q<2+ z&g2xFUWB49n(>!w4xdtw4Uf5#m$h>!Q_!mY$_rPQ#?i3%tzt8TxL)Nj$QWe2)Q6%4 zmt}{DeKDs&rrekeWtg0lNnQgdOgr+_#DVFh`S-cGhxc!Sp*Uj>Q{avxt>Z%SY%Uo<49r!ZTrQ^P8HH zv>Wn)+rK{>h>YLp^w{C=^$YfB@{DB5IObd^lsuR?+5Y?n-wZ`D^2*zSpTf3(ctw7$ ze}2D=n|QbP+YPmbXM(Z5`HQASEJp$BivwmTbv?A&==?rdu9L9}aGBh4UPGCIRcVl; zB!+G7JXSuiB*vlPN{#P43Nr6yegp72h6{1aV|Up3GMLhXNUfLajzPDcyt8`w00v{d zv{gIAFwK6X^X&I$D|a?Gv@`TXN;TAaRlm^h+*~8509-18#YoCtJ8iXX62!o@0wEp- z&Zv!RJk{361)V;A*-FIl?FB9RZsDdbIOHBPVaaA5GEd%x-_&TOgtC_RRg$NqvxJ3Tee@x!f-Z1 zCtl=6s=rfH;!aPt3A_iiTbcIhD!VdE*V&dsdN!bAAUG^Y_-H^LK2)9PD8?B{0OW(a2V~|JPg|)JY7^J}jU}CLjrf;#cTZ2AUKy6%ar@8r0^Soc^n&9^DS}2m5LWaZqy~{NRD^b#ccZkSPz**ciDiy@Nv9`8swIaD z5-(wt>E`))=2nzHyUfgC@YYCqbE_@|!Y1!lVbsarUs~o6M|?cc1MaH#7~Q_tG_8w8ul9A7^2;P=ZcLdYAbRBou$Msr-b zA=};H*uOrYPx@i%(0wWp?6x!VYYS^X!oMB}UYLnr726t69C&FLDUMLpZP_I#*!LM$ zd`t-5?ZWG5Q!4#)<=`HfaUm!es9N-6bzVOadWwm&qC$Xz{^!#sln4iQ0 zNv_(i%IA?mJp_VI89hDmVm+UqCzh?D{7w9bMyQ?kvD4~xZJRaE(Dg>Ux}5MJhZss- zJ9(r*@+dYZ8>wELtF{6Gn6E|>?%9b_JvTQ32mt*J?N{yT2Zhbrzn#_GAqa5}UdAUTBHiiV&A*Tf(n>Kz)!ZCquueym0$@TIw;jgfqkeLx z9l6ta(N@!fpU7E7k0w@=Djtj(z3^0?_#TtiHwH0*rp|m@@NXK$QeTjaj?(S@HNl2(5%SVOByRBkfg*Xo!*%N@L7nU_qsFcCt??}5 zI(pF6+Ilo5q&k|ed_Xi`K#CYByOVKlP=n-`b4YzZp$o z_&BVe#VyPYbT3ITflsyBZc$95`Pd_1ALhNmOZjE%^7_6jPS)(~vf}w3YWR3iM*gJ` z`kl5**#i{=ME&GomX*2kff++}+C$837k=3XeB)+Sx;_JcC?wxLIhYS(;<$v%gFI)x zG@lU@Jes&sYi_85v7RUn(A-SW2qU-W9oHkC;bj>Q^9h6j>7S$gP|7+QAD8{++5^z_ z$qFKeGN{`!qgaJ47w5OMKOf@>Ob>Z7|x%~dHHV+IQ67orVWmFQC zyizuf)SK<`4&86*$zLZ?9lhV#5q#q63ELq&eb`pkLKVLy+dPRSNp>7{DhI|^(;U1E zSzV)fOH$byU!Vd5^Jc1$6Fw}o2PWLjApP{@tKb-KZ_7Cj3jvyO0YNHSR`vz1hrpY) zntRGVcL-R-e^lZ1GCM)Vurt-detUM~mYofm!I%C^kisNlf}wv0o{5t;30DYiim_!s z`#&zT=5{agdcge7e%ztAtWqmOzEB1~wzRD@n$0pFiDk7&X5p1{Y8dISlH|Qm9iF?p z;DH_O8O;ZY>q^>LoZ-g zX=wlg%1fE_wgRK!E%PE#iei3e* zl&d`LwMe7)kF)#n)$J8jf4Y<&-Toexw9gOOl~=nijHOv%P;ft9UC`V=S~?5#u^e(r zZP9jLSb_I#)&6m|tkvY$5(Z84T*H*Pwd)knBp}=Q53YN^Y$`0c2y#=T7X03A{-*&r zQ^Yzjlt0YYRg4KK%{7^<*;lHeRgK%K&>aSi8)+K1A?Qr#_ka zdzH~$R6(xxL1zeU^)kL3b>Kbpe|KGS{%pAxm(S2a@Q_2kPOr@3G+1=O$L<%ivbjiq zPw#^{H!me0R$u4B_GNx2voPPSrTOCncSB0Bo!YXHi3?$iL{OEtyWg#wlnR>8&vyZR z;E1m!l7i&tr0_)n;ZKvLuVl0XH`Gb6;B>`&&r-H|=F&jt5+kIAAl?u54N>+Rs`8@6cQK*QDKy9^$c!p_Z6ZX>EkBQyn`a^hWP2gjjp>_0Zv~JePm`4>$M%>UM>>-L)r3?Bd7Dyl)5zmV7qe zb6&M_jq35>9nmcTze_OB;6%Yb`>vcLX5ZWwWHTjQk0U9m@_@szx1b-g=@4pZC73ZO z#S1f2$jE#L9`n`H(9{yymQ&vz%51~>u!jfG%n0%$v~BVOYK!{cO17&Yp};^N`XOyb z6^2f+D_((iiqq$5`>)gd5QcKk4AFhZ4i$#*q!+VHY7sOgujiH0XGJ z0CMJwo~eJ>*=&~jXw4mMAZyP7c~7AL0`R0Q@PdL2Zot0(bO#HncD8~;z0`w~Fqr)* z`JL|UbNZ0)D9Fk}MwTrAy2ODZ<<@GMca; zxkJCf$JuCq(?dl(D|vOy3C;)4#``UMzyo0^lYfK!j+}{RGbcYaB~ThOFMd0*2#${S zAMU53MrUfkNQM>iLT``HtAq03k?4HQo0=R>&_BSfPUZzjx*U5Z#=+KYeQyiC63hVr zgTJ2~ex#KOfbUVAXvy+)6b4p_Up~8(AKzzFDm{Bs(bpPLf?u|hDUgtNb-=Fc1T2n-iQ22o-6k7jVy< zwiR`(T~B+np#U|o=1yN>TtMJbZKeP1HvGVNZM{$>ROqsa%pHI7-%W)PA3?pvnI-_2 zw#}F6jd*FUn+-?N2f8Al*b06)+uYQn%SmAnESlAB6#MJ)QGfjj36eK0Z6EX9w@7 z`sC-L1+WXG1MA(x4Xr>H6^7i0gTt}M*0rt3dG`C!{gNzov@*WiB{+v_tkGg*ihLZm zl#`y^jplE!cpffP6ZPO9M@E@E)5taLDCkjXtYcf*A67k%g0!)0<{6m({gB zvxlLxWW|O7yG1aIfIljUB4iS8@}u7XB2p6o6kv!ZvR1p)?e#XOspMX=aB_1rB}^yw zh!U~k&j5gd4|Q2r7>Tp4UVP)AAQz&Er>&o=2^^|` zWb1UcW$S3*T^PRP%*@O_F$x1v3&4#Gg0QI}yJE>tX42#JY9ntfT{3#&U%{Zxmw_x7T^tc+a~bY$mPw^IA@*Wze$P=;xC)a}He4CUkPQrQ-5;ZB91 z;@HqvguCIi8tywbGMp_F`3voHb)aJ}_o{}a7J-`%4jcqRwH>d@izU=aUd*tQg)fB7F3w zPdvZO^U&j56`^6mU;K9y8hL*=giaDfgJzA6w+TJY=RvYLLkp@hn zD5r608NmU}QS^nK`*v?AZw#?Uj5NmbHaWW6e^*9)8TYD6s$L-Od4LY`{lVknhH0}o z%gc{3EDKe;-WsB-F%(pW_y5IHksfvb;kEX*rlZ{IksV+GZ(>!exLaLk5iACh-*@b| zwe_DnmP7`TJ>)n<`LPi3P-krf#g+HC&b>BVvGO85ua75rH{V)3s&Q-Uvg3vUGiomn z>VLyChi)f$K>an}X)>x~QUWC2z}#L;o9wl^6FlBFH7}*!&{mhR?|G$A<>L(;F9kSM zHx{a1|5IM?kgShtu7S@CDe!cmh?S?6=fd2L13SXItvp$xcXoR1IrJY{xsBIf{*#=( zUWji+rF31Lvbs(+dz%he%sZyGcMQ8UT#oF|s}k=>{1QdYgRZRNqVUZ3&7kGTp=#I4 zz2!b51Z{qu`3cQk3&Y+0HnWcIafAX{vMm7ER$jKC+K+LdKSf+%ASG99LOK1lBEe9@ zvH$N@ss1d^*aJw2l0b}SqHDXR>fm@J=4SqQ)1*BXwxF*=LJG<>z_mk=0uhQK`0IsU+C{PFg=XDfE!C$!P=&mNy8tpMr{bzRN>MY(7y zE%3kq58!Hl4sJ8uUi!*Gseb@U@r?-XK$!zyKJ3}7QisoeCF2{)Ty9jrnd54V%K=QA z5Oq_NFpLYNXWv&hKD)=Vc~3BDl1Ch?mcX{QFLhf0pYbRAQx*q-U2S<304Ew6XUM6K zEjre1oG-MS$U?TLs80F?MY9N(cV0J}@H$KCO$7Yr?<8BBR*o+xW>l($_x%~BgY^EK zPj{3%yVw`)FSZxt3Y_Gj2)~FLcbrt_mIK-{p}TS|u5C%njQK5|tOCBPQF4fWZL82Jm`^AS`@ymkZr`Rle1Vi%SnIYCF& ztLRQ&4I;!5Z@oDVj=bj&W>zZGJ`~;B2O){y3FkgFtCBxfee$bF=L6Ay&Il7;ztG`r z-AZ$dE@Pj!7g8Cw!+7y?Z~(X&@}Q^o<+C`_x=MDz-A}uIJpfg(>H895 z{k%{HnFhkZ9KfdtMF1>rFQ5U80rdY>eWYOk&cYzAxpN8{{eVOJh!tAf0gAP+fr8V> zrmrJv14f$2AlJ;8b2qrSXjRS$g5^P?`uisY*VHoMQ%kIe$WSs zkzA!9R_me&I-3-HqXu<|F zW7Bed`jJ&LRWQ+vS2#5y#uU!S?XJb=U}ZcrHxCc+9yvA=*}_&ms4T@^BY2cYP^B-m zT3RB#fRMpmxDkK$S)609|LEnABzL=I@k|DklyFbXWg%HrQ>`MCw9V1kG?#RB>vI(b z*~jiF(I5^B6gwEw0o)8$TOJ-ZdXHUW z3I9X=aPH0NFVB7Wt7f~Jysbn>+49kM^?WTEH90H~oV z$;8sB{aH!0ME_@FfxAS05H<*KOi$;#o@;nwn)rPDvQ;u@q~hc2cIa{t?}$-oTU1Ln zfUc6q5}Uzc+i>spV|}0JLtb2)t&D!Fjc<6EbQud*gI3D^90ExAd1w0Zdyd)uQArC$ zJt9T{&FeXcvk~?*wzTvQs?G761+()VAp$zhVH~)#ncQz#<*|=4?zDuS1Ec*HZoqN8 zpj9w^W7Y9fzPM`@nPU{b7@Hhb?wM*X+n}-Dn4b@b|8{#1g+==KjEsFQ7;SD2p4$rI<+2Fcz&-$7$NQVgQThWXR8wEifNCIg9e_p+k`3K(E+szMv4y+~<4yiO z6A<^_3uqJN$-iCdCQRKImCd6eXc2jvg}DAGZLiX^<#El?PP>C7cpE%HI*nY*_MmB-Jg>GlOijTTKAp=0&cGe9b`{e$GY-X+}Q zQlh6d$gF7pbB87Av_SbI9j3Ge5#)wYJ7wX3lHc}f*myBk9k}7&IaacuRhxZ>Qq-wofvGu1Uia%!JnF!5` zFs(hZ;b_3Un<*P<9hx&OA@XWX*xrX9tr2QG}a23lHKZ6Y=Ii}0g)ucbgGBU?aV*3%$07NTB@lL+ynXs0W&&hT$Abu@BAE(+w^sStm21=lQ^6VS#_) z!-fU@t^Rn}9=~maI#zWz`E#8cf;h%s934OIbRL+jbacaxug=nwci^bi=~#r38OK+5 zi^Bx5nz}5830tt%;J;P_ZA&npuQ#tA-%iC_iIP4K5AfAMrGY_Z`3$aY=#^&fgqm={ z#ZkeL(a_=oM!+*r@;3#oG`#I6^E-617l{WM;+?Q+3}tQPaF8oq_wyDHm4= zr{_vWkY~#?R1H=hzqHUMeS{?fzf$I`1 zn8a#5>`?7gM#h=0a`WO`(ygwiMt0p3h(U>Nu{IX8-DrC;$IuIk!X5V^V6N|8;a@rig-O+r;}+7dbwi zbo+lQ0AOZm&T>{bW7S>V*PMRXtZf1qUi8YL0+BBg;Y8f-ntoMR)@Mj5oM=8Y3ovuO z@8vU#Y0n2`BIm|r7HuxJ=IrI*zKCBS2>(IO3%sV)#>vsp(2Y_e_G zUO}g&J5*2L^IF*L%}ZT3-&nn$*}d}1u>jM_JVUJ$VPu(Tm+>0RYsY0;`8==yfd&;_GNvs^eT23V(+1M* zpuE(~o^Ng{x*|IpdAU{*T1JL9PoQ+SN^*Fs4IWXb#d%I#U(x_ZJ66TsME&gq|v?>Co)!Ks78HEP}o1zXvHnF=U=n z$&TqNoOleTN4p6|LD|Io)v-6C3IJu`@VS63BFbr9Ux0m%sR1Zk8C}OUT{ok18dW7&%2M3h% zfk^aWRk>}!Ep`_%@KYe(-868d^s`@ta52SV7N!GJHhW>X({Waq|~+p zZpm&no;BiXTZbLK$O{g_+7-v@~|zHTb`Ai(Bqdfcdk)Qz37#=$a~K_#Lx_ z9jtX$(A2kM3aGKnX!JIi(_kt>gv_Yu@+thVdK4_H%8TbJitDq`BhZg$io2TA{{Si5 z`Q?sVKBkKcU4T3brQo`xzkjB(VRBt_6D!+h?wDp988G_oa4cHI7sP;PPh0vf& z;tHpFQUmcY=;-J`dz@#hcfWufdd7-<5+vAWLAmob}Iq!2#DLQmD+xDnKp#T?UXy4TVzh?c|(y?#_<)k2E zhQNh={<8vS#c3_aAZ)mvU1;6?T6M4(Typm?dV{8!BS!L@DWnOp(pCDI-G6)fYFL_o zN+3VXgInvSW!@iEHTBN5UEJ7}a^gCd-)FCMz8cOEjP7GEemtQ(2mq~hb?_pxz1bl`jtf$flzwYzQ z1p}JX@DbU}h3jwYhyScmqOfdET}|U=l3Z&k{oE|n6V8%z+-ZlqZ4gc%*^@|CaTlLP+bE(Q0m)_>`QcQ9R{(`m|Ay(zZWngmmBueOK46-lQQEU31CY zJhDc8h>1b{OL9wVp;Pwb7!wO{$x_q7_Z511zGp3aL^b((!))}KzvGJ7bQkZTA@GiT z+Xen6g4y#}LHiF+#3|Hcn>{!IGsz`rohL^td1dj#Lty-=vV%i9#UkJJAeJ~Qk+7`l{;oT@;e(@|GxN^-K_kR_AWesHm)P6Y; z_@?9{0clLb?H4uHJAJyvEej(?aM@e=qyvl&Fl}CM+>vgm4C_Z)3O_ou(i%srpp!Pr zaWe;-z$pr62jOp9=iRgO^77=JeHLcdG4_aPTiQQo?SzM@J7K~BUR1IB=0G~6r5b7Q zoUp~1GNTT%#hg!?{-0KAK4hQ^;HXF+0$qw6qt>T&zLP}*Ur*&cwvDMU^it>H=9u8} zd1D#LR2uVlBtB9P_=gfcRmsRP(luNhme0!0)#PC?XrF5|))8{8?|r0^SR=~o+&(w0 z%B=7h?^ucKzGysV<<1`HkZ19Q$4-t)E+*@#wIyBim>#=l@bP-cE55Zf`p~J+v~A-0 zG{34aJXPJ+3c|r&w&q$;S!)6>j#KWqGiEv{lD2^Ma^+yf+CXh!G=fl_nx%i-Qm7vN zBd{Wa&YQMfklLimYieqmpXs=91stH?-&fe{xLCb7wpd?<6Ouj5{7qkNDx>v^_nb5` z>P_$mr@y_Q_Lf5$AdeHjAA zZz|dPbDyW1zg0B%IM}L0dM#Ixe*864hV;VW8t+o@$r^r73|J-@nfC-i;UqpfkM@qH zjvwEe(sK-D_Q&Kpa=j0y3H5ZrmC>j$j$whiMCF{o3W&51r!lt`8y9FUcAOAkT>Fd} zrl{26t2dhj>0?jv$u=%#8sL95EXnvc9$|%NTfyK^+_(dhp_NY{Z_B$PGoDhpl@5Aq zdtt2Pmz0vn!v<_>qUs0H{l%*gJ3sncaa>e=?W8Waa*n_cle6X_{J(U#wheqj`m-hn z-tSACheBO@yYwg2{OJo!KV)U|x)s#|2%@7j$IQQqOI+vfICrju!+0GR+(T;LxuyY) zSCJ?-;LrZMUC68@GnG_kV~9Mv9~RmBgV-4ks;!GD=94#NffR-=RaYVBWFN^5<2 zCzCr%Jv5tCDBkEinmiUV=)7ohOCe4FkRG1S$|myG**Vo+|KCL$O+w(glZAmeuQh*I z%pXL}ZX;;ibie#{dNQMc2>CSdTKT+z2H+Drn$`ld^&n*EdhFmeTbtlN0!uyZyJ5np z4%X5HbN0(`582LxH0WDGRgLRhUqcd1Y=%L>Fin6Pjw+cx#Y0_;ot- zZLZAW>mg!i2c_vXu?9<%ao7eP7w3xK)b@|F%qH%7TMmFeiD{~ymBtn)GiE24MdSf} zHb0ZvKA!=R{rHAEef{9XeKwZu*^|p(pRQ^$@4aC|YX~!;ZOi;~DjY;VC1)UI_o~4p zc`wt;)iU2AZ@jcFTWHV{H2yxTDFHrQkv`fJF~j>Xzz1jfU$zUZkdMB2aEnblze9A+ z1l(^h9&7T|0eg1{ce!(SsB%;O$bJCm$Cj?-tB#Vu%#9`UG-O3XbZZZ=rhLI76lhel zoxwIlI2pmOjhx{;<7}+wmbg$*Xyu&-)MF*@Ypx+0yGh1e#ZJN$JL6hK#fu zhl6hwomn1=QIcJhk8HKASGAh%4uyJmqvehWsDKOTe!b3ApQ!`(I3o~LTi5r3kugaL z3aaKaB${>%{<&U*e)f@!D|Zk>=RR=o|uh z3bPGYzVWV3eapB@@B(-5FT)Gplth3;>89AkI|H*xwc*zlQj>y^JlmH`w$o8++Xb@& zPe_aF&eVpM(TcX7T%^E-0xX=TqLQm4m7ALmR0yKckj zy?f>G0TwcYz#-Lri{BEOiWl)?3%iF|U&aw=fr1!BY_k!pr6U^_zit?*@plon$REsV zwpzJ12=s1fi-UnYGAz1M9O6&G`b1DFun^lgaku&^R}m~rV4pL+Rtp>?^!&jUC^M@N zO77T2;-8P1I2T;Do_}6lnvpL7p?tN%x3za(-wT=gq@_SBp@-`zjk}4!=CUVx;&;9O z@2lsQYkZM6qH_XOFqr)NL(BatSUREWo zWT><0r-*%t3+xOzZLww23QZabe%=XS>KK5z6X6^N&cU%jdxwx?3s_8E#`%vn0aXVV zqK4ax_C~d~M?rWSz-Xg29o2^9*+yEHaK!3kLuHbCG;o0Mo2PW=z95`!ByvL%# zp=FF*>c{D*c7GxW^~)Bv5ALTqL<>0pa^SU~g)ihzcE}aLYbhR+ET#t>;cnk1jND8T zNykQ>vbXIub_HItDb(W`SJcLZWbQBbG@HDea~NO8uzlg)25SSoJoaebP$b^ZpAK1a z1_;+CAM-orEeM7LnDwrc=s`Ou6w;1>pRMI4UYMh3E?n0$w-;b@w6L?#>zjtAqMP?_ zN1;!m_B z2lF3)9LGx&5~XG13YH78?a0gK;7E#2?z^)KpW&rVhyr#rd?+q^v`bSl6t1jGJ`Ahdlg54yp?v@V68ja$B89j8kqxZqVXdU6}FI zY?S%G7Tn%OtDMvlV}liHYb;!Tln=@M@hodZ-X6B z(LwrOxmXegK^O9dQ#-_r^@hoZm7Io&UN41H_q%-saiVq;f0QfyOgY0^;O>__nyjan zW1fSn17mg!fvl!^e&NAM#4FuKfI0|%dS(yQVj)Tb@CqCnS;vvvQ!lduMADRBt9d6l$=_7vyXLS z1E5N1=I1to&BK92x{G7w%@c-N8g~6j!|!l0V7vPD=}jrTRQ(Inu8Xrpdo*j^CUBaN z2Kx{WOW*c=>-9Fz3YtXTUxP;rtI$>|-87c2{{MFCh z3bJWJ6MsA7wd?PBQ~E4yauDwI?@j@DU9F%%7dD1xsNcE;ZC~@=Qauv>R&@rxybn_4 zVCe)^+7#3U#&UYX&8$~Yh-IXtb?jBrkY7aQ7Y~mFd7^i)xe8RFRg)OYRcHC5zQ?s= z@+{!66tl>n0gw3C-xU7L&+~?qY>aZAczhtyTEDpXE!I2Rr*_aH3Ua-|j zq)q1n3CH+N*qI!1fA_x#;Lt zFgjR(fYzoB{=B4e^wWgYNVlF;1hQ&GY+d~rGEu6fThHn*vz;+3i0d(tpm-Py_;IQv zMzALkU@UR$@BgdR1zKV@6qgRoLPH+Nih&i$dU+0#sPL8|Xr!$Dm8^Hm6c+9$u;d-{{V2p2p(eb` zi4A@Cox80a4z`r}vaZ@z4994lC^(tu;gOP(ayF4zlicsIw`?NV5t!=tf#&CZNg7kc zrGr6h;$Pst!tCFard1!Y)mT}~w!F?4nH*7(^Cnux^=%QZd&W)>=fRP{q_=fKiE^h! z8rpn(KT;ml6-St4a`$Bm$~CiYZ;&~fs25gG$IDo%xN2bE4iTI<4!Rx#Fs=Li{S9wb ztBN(2=XZrfbw&?x)%(tq9j>kg1BQZ0X8EvytlH)Z($1c&;r2qwY#qY9q|#;4{`nF2 z2}=F8J)5~FZYs%rN_jb31qDK_{dXvY*Sr24P+5=NIDA<>$##&N^0{xo$0Om5=6G~= zbKyg0Yp?%3N86iHA|<=Z^mO%_8aGASwg^fNemYfP{PBDUII;*oG3ZUn8448zMoQ`5 zwk^o#g;kQM%falt2LUbMY}vGc|37pZDV1Z=K`s{u2bLWnan>6;EQXn7Ft270o7rO_ zDr9oLvDPpm`gu+knhJ9R*NmXT)^>=b$_{oVue=@WR<9~cpMJ9x^3mLUdxl3=)2LX8 z`nf12z9`KlKQ`%~r@{Z5cZGsr#eybi31((~DStp9dSCld8MLMChf<+K2?lj;0ee({ zI&pQ?w#z5mt|(C%HzEI;XsewAEtI+-QY3m;WtLu=aj8n@TMvqqL)F;HD(?fe-5D6~ z4WDn}Bc;N*IR9avDm6YL3K~5Zezo`pa0C-q=KWlT;@P=*u9TzjAsS{`8>_3F?F zh~3`5%QVw8FD`mOnjJLSVGKtIdz3Z&#mlm_U`KXpI0xzSL&b(S|9nb*F}o1DO_~k~ z7c?c0N1w&X$3UAwJf)wvN^yhJkN%p0iiQ=CmwQ&qj?;#|?jP=l%*o1P_6X3VKTD%; zx=tGWRf*4A)sz>j1dBN(Djd9f;$d>~@@VJ2g+fm6^`{uCPp27QPsB&b?SV*W*%b#3 zg`t9FS1fc7S7BYK#eB*l=A*pR;GP*WsPoYQ*j5M?_po6+>mD@;<>hvkkjPFU4TJeP7RN)#S7#a&M6-n83~89%&pwY^S)=tkLM4a=S>khZ#TOFAtBmUsWrk}!%>?i?j zgI2saTkLO^TDYI!EFlmCl}K9y%mfK*W2|I>3&VQHWUx5diS;YAI33#cbg_wWc#*gi4AIC_sA5?{RBP~e36DAT@+SMT$g^_I zv$(L0*x&(yLTtl>WRQzMwEz_Ypi}N*4GAe{9B2m3+?h*$d8vF-aufb5GBpy7!l@63nW?PJ(JI4HiaV zG7geM@y}G$B%AX)yENMg{;WvDeva{0!B2lFZp(HwiMaY9-IJRLD9i5W3Qq`8As_D% zS#G4}mV0g>DHsoTaK+rGsE4LIROczs+1LxC259&KhDehUc>?Kt4{^$*i9f1lb#?hN zUedaQu)cBQ4kUR+x6hJY^y0K%k~@;A1vv>w=LL>kAD*+mqsbP9FtSl@bBPk}@8`|! zOVyfu{DI0{vtd^*Oxx=MW5V;WB{Dxa8J;^BUJonDNc!`M$j>Bv()H`h=-q&aB>bDu zId92fu_S0}aGzw?*rKzZg`UX7N=5a$_6a_t0R=sW^AI^8O^hbY1w5zUoTeOd0+L!8 zBXObl^B$Hdq$N5|K`6Rht0 zeR$j!43waFL{}Z2`9&IP0l^FrnR8$n?+du4APUvRAiM8Go-p_*AAgriybMsS%vElzX(dh=W6-BKRgj>A>IocT>^RXfZs> zP5HRWx9c6q&G23ED`tyngQ9peLAvZUG2S? zI~>S%C!VrDc>CBMpLaQ6SsLTXw;7KEgBT`6eQ-G_>9>PeR;0b!Mn1%l-o^X#`p~{Y z+bdVfkaOnxO~I7`&AHA2gr_#ghr9CqI=<*|{%w&dbVo$iq=&~;UEK!Dt5*2SxBADR ze2_8PQ!vxNN0a3@Dd!{LIm^zhloIJ{)YL5@59eTGy%Fql0P4RKZpUx1mxG)aP5OP< zlU>ifU8ouk5yZ>l90&}k=Vi-0khP}d`!2bzS1 z9^{7ohCLuDS$)j5V0ls;zGOoo>MkL8)YM8@En@6?!}mIj@JVGzCyZ=Eem_=_PVkS@ zhV;<}n*y^G>yp@IjVgc?BW6m)kmEnEgM(T$eHj`)4<)e%&~BYoc(`>FkafR@Y+MIz ztN`r!9aUGw4ko4vQggn~Hy{zAG%@O#DeTs*rZ17)RolYG`lNXBkt<~SOxD-q)@$c& zhl;gH7Xf~_t*$-80^_l*`*$D`=G~RRa|0a_nv>W=ZRlYhVlMjsS~y%aJCL2UFFTb5 zJGMy^HjUzEN$iqiFFkpQDUa*m-inypqVI!SG*V;Fm|Q&sfB4H*@?;ly(7Z~&NV1%# zv^T^#4e3GOh`{Nu_=@ZW@VueeS)y1F*3b5_hth-MYAZ&1=r?%9$54q!>Ou%#MNF=6 zmcyee>&&MOzw8>nsk^(`ev5{Z3CWUfuQ9yY=pkX2lFRkFd-S{vKHnvKAV^@hwBO@0 z{njRTzM)<+WtK4jB4(HXy2mt*pA5#`2&ILWGvC4a?KcEs30_ztRV+jGT&DkJD~^rj z1j7geFls>k;HhF4XH3X}7PlW<^eAMr7Qhvu<+b#2Fn3@5h`9Cn6~iw7xa2H&wieZo z(LuP5KEZaWGSZ@#iMq*!>vU-5@mcimM%9$#N2TzLe%?yHf#LlQDDFDeR*l~YE!au4 z+ygcV!NEdXk<6m{{KU)bz(ma_Dj8w%`-g`-1a&7r+@H_Po^fs;?Jbpy9G{y%r>d-W z#0=+Mw^#LNSipSLuS$vXlo*7c4+#S+#2p_Abrz&rZbRYfT!Y>`&`jG&wR9V##ip*; z!{5z30p-6}kUZVu4-mZ?tMq5dWjrhWiL4m0wPX`9*@+&C<&q{Xmy zoc?@dci;J7B6B4Ud{D+al+UxH_=E4bd72I4aQYIb^UhlpOkeLv`k6$ZA~d%#j0GzR z1<*VMS-I$?18fN^FCM(Go7NRwr#oK_4kGGi9?*K!sbwrCPG&k^&?7$P3ojn*Le>I^ zZQ|y7s;ns^rNrTX{$E{4gZ?E4W-Wvd{xi7#!(i z7L(>^WK%4&^#Wo7-7K0#Aa-V>C z`uMqB@Ruc**xCztQ(Tv@IZ|I?u_nx!YkL<`pKF#ug@B&Ki3d>0Y89f=eNHB`{)QAA zxfIRlw>IbVj9dd?{HUduY2S~~1)Q)lsm#6GvafI`oWWta9gonYXu$RIlV z%NDj7PZP+qwr`7o==1&hU%Sp5z00-Ytl9&pB$ZjV3xh5K^c#^}>VtPRUScOI$LYLadbOQ+ zAQk#I6c^xo$0Q{sF_slglI|v7DTXQ=JOWkLhNFab0zZd7958N;9ge4UPMck>H;=aO ztVz>%>Hm&5<(r=XpjrpGQzoiy6Ht(TcIvVIQ~V{cuuj(6GdG_6c$}W%>ZaZS25R15 z1*D&@jH!a--0UNN+GY$)qPA0uhKI&3FfGi8lnWOSio7t3aPM*SJ4w(;%Ir5tZkg!H|NrjoR^QuD3du-GLI{}&71?`ak0^U2 zduvH%4w*$V4)o0(;pU5N*cAt+6 z^ljaKuypc$mOIA1`*Q!t`)i=xnz&TEU5xuS3M6WWz@BGkjdSOtbzn7I2$b;zU#SO& zu~8;Gt>Qj&^;D$3aHou;!)&yLbL0F)M68CfVm2 zQ9ZBXs4ro_3b480@ig6;aAiwVHR0A46HDv)FYO<)&NgF^rByfI0!*(E&hP7+#qb-P z(D*pOT;xU=Bf*=Y_xhQVWclH!ZeB(^y0+jCmH&a&GNKQte9Gt1+SDh4=q>7%!rDczSopv@b;W;Sh}>KkH~i4@<=0Q`bWw*y~F*Zd0*+#px&h z3+y-bWw*icEA%rHKO+HZ)cBcH9e>9R7G2R%{l&i#E&ag&!?+) zW!b+_PX@vdB7t&%>mGvWA~$2CB1Y;Z-`Kj7WwsLS$_oetX9Vp71_c1blAD&W7fabL za+_P5Wnm`F;1mU^OI2Ig!)JkLEEIEFP+FP$eR&(Lu_=Jd?)?IE<-YCX)Ehy-*SK?( zoLumdoF=~?I7N?)1F@m*o9ze*^FupJXz88NzDh8Y*6WxjC)HVWs^%RY8CzQgVM#HrV!3z-V35| ze2|rN7nW2Rg=+9o?I1)QIK;>E<-*_92~o%u-G@I&16%i!mVvV^49Ye^s{(Vc5%qDH zNMyf^sD-o17n@#PnE#V56muyqP&nFhAy!>}i|0`^%{=@Ob4~ios8di7hH^reYQu0Z z04Vi1&V#y0kpgS(JP4G^?jYT9*tYUzgtjB&PA+_RTlW1FBRhnNeAVC8evNh6A?-ll zRLHqjL~Hx-{#2$$GDgiwQ%xh2jjIf|agHcU!nQ~j;RB1IMdRzS^0uAtd4mJ`FJms6 z8802_vVoruVJ-brTV->v)#9e{Vlbo2%Z3gC#(xwmJslc8T?Szy2rp~4=}~1-x6o;2 zqdnmsB*84Yb+A9mlghu)O}Lv4-0|v!uwHRW&+^9nk2ZgXis2p|DLZr|KLdXEjeekD z!qr;0W;6r%>7=I$HKLjziU@>X;?OUB`>1{LMV{Z7y5iGF`q)_Fu=vFKDylENG2NW~ zJb3}jU3}roK?_*3hj@=XDNqZEQp>xJX8C_UI>Wn3{ZKP($l$=3y|36JV!HlWNC~9Kb+dW+#<$ND`9$!L6QE9f-#WYu~{{}+zFDVZg|U? zMjs~h^D*yr8!1@OS^iP+jC7VyX(C9e`BrBb4ohP#Y2h62KVqShiJf$`Ggsud*KZws z@fbV+IRIRp{;lH)Vmlt{)UF$5emJ*(__ygdKA^Jz}L5EX0mNewzojpuWgbK^BeZi zZH{dzvQ?;71SL4qoJXSs{b7LD{J1ibm6xmbE4TETOK0)YbS{pLuw*~@Mu=qWH4@Nn+^FLOXI?RW#_k&C{~J27#i8i87jMMkDO(dyx+lL>KobK!psnLnta zoS}Jd#~-d6zGFcXkSg4Y*A+Ae4{m?*)L*tL`>y&aZU z_br{PVl2(S-=)2)zNcSMN!+HP&jm#ye!>}0(*EzAzlu-GZjUWsRhOgawgN(zYIfSd zjoGSl_HHy%%$ks#JnfAbB-SVE4Qwk+$H@%gRz>lb8ZpP5U!7|npF7UDuU|WYw2&E- zTTy&3J+Uj9uX`(*f_aV4=YF_Q3U+xC*Ku=CMtNu3W(W4)$<^o0Lo@zo$Ij&V?Q`-) z;!@Bir>@5{RlD$coib)-yobSvUqz#Xtg^x18Nd;dg5m7k6&`2 z{43@e+;h9$!sxy)*0K)DO%HhSIF4z@dXJi~O>>Uhhot>Fkg3$36|{S?CqhmXZ#tcy zvQiZ$yzF{{n$HgU&Jo|<0bm!~5+lasvxR*wZ2 z_2XpT&qcqvYcZ9Q!f3Q3e?2Drp95iH7K3nBOsSNp<_|~c8;11gMt~_@e_zY+;KPRx z)eV?}wY5@D&&DK;rEpBZtfY|k?X09GIqkl`Q(Qi?OgkVM=KCcQ&fJ*Xnk)1Vwd@Bw zDNZ-n8P)vtvtM7l_5vO*38i(|6G|G~Kc6|>96IOdt!EhT;K+=vc`AE$gg_OM3XDE%zL0#{EJYqth>{F;)*d}wK z-cJR~AmUPwc&DiQix^=9sJsY4$u+&yLP7?77%rVsk(rg`~j;!Eg5l9X1nQFsoELXyKB}#DJT%cf=-Z*3z{knxt_x_ zW5C^r`F#2kx5(gpU5dx<1MJ;gC?t+yR<;@4A7*Py_a*_*F;Jm+e_8fRdCX6iyN4S~ z-uu1W+ym}nDmmjwHMyd_SP&#_&esKKSH<}1=%x?JFcvZ5gPXZ3I6z?GR0EYneQRh^ zU5bAv2wG%7ncXjGy)8NZ&LM6|THLc$j)2tcmJrVWp&_JsgpE9~AO=l?e+($R;THT~ z#N#B7n~(E3d6s@a(LFHrZDSVywa;2!uj%7Wf9-q2 zq^03^So0VU9&o+-UzSC92erU^{GkZ}-e+<}0ceSdfH3=)dHDaN{6ESza zguo0Bicvh5eK#B8)w*&CB)_ScT_tC#kFj@OrzrVz>N1LU`A|6_WRbYMUzc?D-(+L^ zPDw;Fv3uvRWu)PZm#m@?agGBx{Pez9O3^lQ&DPidHKJ2P+;w zDCpZTo@~j=@|6hO*i6_hd}g!RywnkvBITC>VWNGGr#sf~(7oAQ&J-t>l8er6jC-2h z8S&&2$JZUik2c$QkK7UcOzA7G@P1y*P=djyv?d~Uy)tZmwA5jv==Id3_ltoh^U5&q zzH#NZ^J3YXyC2j}dRLAHg>3k`Hse~4w5hvRewopAiDIOBV2n^p!+A-k%?By^Y`p`- zjiD3~1$GZm)Nzi?iqK;II{0K{P{e|sDsjZy)j-eDsoNH?j~jLVvZ-C`bW`9d8{1VQ z+Fg`BupW@$us+av*wnMBH#Bxz@q#VBI(|B|jQC&+qXd45=CS`sak;mZ_d4Uu$mEq; z(R7-T zdrA|nVL#UcD#&KN-~$?h0;fK#m-LLSOZ90h@k?F#Ey% zVfNNRO~u6xjkdP!BUkdEp%NprK3e_miWCFPz?UOQbA%+qT%@hP>bCOwFi8xyu*tlb zJX9o@k=dmY_(X-K(;Y&Tn`zH}-A(pdlWP01&yOkB;6xwu4{YQd9pWOCLRKN}gh_pai` z6Cn|5`~!oNMC)wdoZQX#-l|i}qKPM~-=>mk0ew7FnJ zLgFD3TD;2Zox#&J!{T1-sg%%o2LTtYdL)t$BtJEzuNs8-%MqVn#I$6xUC=Xk51^>q zd{mu$#SmX~ECAPlJxIgyu|eX6+7xv{6X zwQp$B$9@$KQF4-l9MneqVz~r6ibe;cAkYY%!0e1bbChv@42fM1FaLh{gZwI6!Klw_ z!{Eqbu^TK7)O*f+Ji7)$x*>?KirlbtqPlNOFZ2#ZU(w;zhLZqd4kY_#K;@5v1e*y` z9*_8>9pgPv{;4iSZ38n~=HlYSpZUO_O)HDgwYcbJqo-%nmoIW?aDZBQ&LV91;d_gd zS|%`GOl1bI@xW!;sgBp19?>H9*RBl;`LuMrWG9vT0s!=h3 zb3Gcsn9JYSv;2|(+ACL7QqqL3P$X?J1_RCKLk>QONecOcs;Z_ zypEE3lb~>RbbZJAtY%4L=7nsBu4!*6FWfMLfkV^&`0;S_#E@*yayb8Y<%&dDGcizk z!mj%8H$Y{6*5YInu60E3id2eG7j<#&I#2B6wzS6CbzFQ^*e<_=_5qtIdqMjtyHL&Cyq9T^@!7YmcJSy-WF6%@JApq^hG0B~UzX&VQY zo8i#4W=@Ls&0n!LXZ4J{B~ttcas^c~i5no=VRoS*d` zj(=aNDtu|K<0Z$J>s|F0Fw}^zBzCW8@`xWrpPA8qLrOQxyMCRl%rx!rp~E#CCl$y5 z*|WJ4BwOD8+l!Z&>3Kfo7HcW^AL9wIYrZuIyzI4)cf^B9?u3vCO4X12k^b!0$1Bs~ zX`q+`ir)tjY!JyBBjJUfkPmn$+S}JA8|PTgWCnXAMlxl#Gnn;kp7<2iv~5p>#~-nC zK*kz@$w!*exSQ3zT^YM5y(#tjV&ri=A?(&C{Ee0sTQ zXwP1qtEYN6ykwvs(-f4|F1r9tSDrtF&%mU3L?RXqrQh8=(Cwrw;CQv}BbRtVAS!Wa za@v=&#u1f?6kJKmw_j{M@UQ)P#ksAjE&bS{QUkgs8IzwZZr^?E5$c9o90rPy285yd zu$-dsKbLx}OK=F=E3*YU<`;7f8SFhe<4O56!05>PCV@&HLUK&;-NbLU80_){88cJg zvvr7pLQ?7grOl&g6z|Jjc|kxJR>aT_5v=;4=m0pTun!MF0~wU`y^dCcK3fxrRXR4& z10A2V>H)q(f9I{R_Ql0k9=zVp`_uDX;!CrOeU%lWI3FwPq4}ygxXVs$@ECnd;Q)qd@^0;_=Z}c+#xJR+`kV_|&1I%0G2#thY%?o2_5G0>14x zoU1{?kt1lTB0q&+?zl{`V7`0~>0*SC&msT`a1yJDRp7&U!i0z$cD|%)x;y+dC=ZWw z+Pljm{48LI{UI1P+W3TwZDzqeorIa6i$S!P`ElA-q*Ks{2tH#3BpHDRA{8N-ah-K! zW3i+O5rD(2m=-`ZI2cLB!J?g(~ss4!0#1X!q{pH?Cc3gUc%TyuecPM-(sAX>r7L zA&?EYl(&l5*$$OEH2W=XIC|(P4Ziqn^t5&lGMfS5su#N8xFcek$^6R9N;l`KNDwOM zjkn*DZQqL&P^^w9RW9ki2-RYqPjf?>%>uUU}+A=pyCQr zqcmEd)-r_yELsF_+B2cz8%u5=c7h<5KL-jCN1XsnmT~ z7obp+0OZ1gMcE&kJolxaYEb+7JGBBQc*9iwOImR-G~p#zQHxVI~Jmg8uf zMh7J~9`aADna({Jz&BiK6Cc4ByW+-IE! zo~_o`5r^q&?BW?8zTESHw0wLWb$Iqe63nITw`35!ibTp@o=ju}-a13C`|38K5LZ=P zcsWQEn*gk-F2Nq?8KgQwtI&8b2|RLaaVu55imHAVEPtC-I;FNG$Yk1iaGJX`y;6$CfF2 zJX7GXWF|h^OyG~!E(%~kq>d;IT8(H7SE-&S%}147R7SHiE{LZFOT(FZo-#in(c`n{%Xe$LJ-RvzY=Zfhql=_Hmb|LCL{?z@6PetYG%P%IUJH_rB**kt_3kwilTM$T{Oc*=vy+c`CH9aSd za&GSZz+$C)Do!}0dNLu|XoezWH4b2(uof+V3(ypY7IbO(_*;V1fQp>ASFz#z1CN21 zc@}RU2LuRN^gs50fM^FX4`I4eaX+WFj@CZ%GaqY9!Hf%C8+Tz|`aSp3V|t&Zx5>0M z2=jpqMvyyOb}KSVK_Du0XI~?Jn4S(qENW+4G;eSJO?ClpRr3ar|JaL)K$4Qcd0ztY zO!~y-*XB~1c>Q9|;|f;4S*j&tJT_#)t#%4`E45F~xOMfCE452{QR{G6u{Eqsm~dF& zHqO*wDR=70<>7BkXaoKW%}dP_f_s+U!kxkG0^}I9s3jBi_9@TxK}}$Azlcb=$@}N- zC`^EBu8%m3&g@xJz5`65wsQfddLoZcbZ^qHUpOhwM$Kh-X4>>(R=0)yAl+$kdmn2E zX&ib{3d^nfZ7{9pGS^2@v$5>kTf~2%%x*RHq&Pn{Cp9W_8{M}8v)`&2>(<0k`i2_| zhv{t1<@poXoog=Igjqq0JWl?;1v};AGRk(fS7R^k%bOr^GCfxG8%H5udj9UV%)_hC ze*0Bw#%lJs*VnsB-okdc~(Ojb?ceOzkcPqTwcK z#+-F0Ia@0Gu5=DK`nK@*)=Pspt#;|vw?d51W_x>dLWdt3NCeY}X|ku%?46GExRJa# z!ss<=)i%sAQ>}Oa1Yq)<4AnU-Z3B95>zBV z*))(kpI%OCX2GZbd>BW<)pT`TA_XRSwCoeM`+nR`xN)G;_<8GUj%$_m^Uz@n5IDf@ zj2Hl=s7I#0AY%>yGEZEYa~r`J^oHq35*IKQcLM@o0qiyM^+xl)=?M>VcPnW<(2CsK zrJ|!&bx;jhlhUb2TxWVm?cZFMJjGA7BX4xfJuf4bk~7tW!`3!1RrHdoyk5L1p;C<_ zwwE$!k{|8^?%%2YJ*9p2Z9$Elsv4Dll&o)1zJGW;k0@TIAw8x|LIvLqW=h>g!(o`}rOqI(7p>3{lR|R1dj| zA%qH7Gv(u4fGYrcY+XeRkWrVJf&?c$V1#pQ1wpC?L=x915@+BR%^Iu*lBBfihoJ>1 ztLEV!FfqwH4`S2Z&+gF7wXrwTxEOu-eofttG&Rb6j=mT zjyy0k=UKqjfkqXsj()fod2_MUODG2V;X{FO({~Xks*qFOx_@)BD-}P?{L8hskADfT z*qg(9l$BMSnqun}`m_4abRrM#^`?H%V17mAO}l2Vd!>V_xta4r9ZBl@@n#LuZ!S6U z`i)&xKPPke-mSAa-nqEbHR2e%^72fPVS{e05^-kX%#}p^ zle_esNGi!Vrb@J{eke|6#>gBExjcBdW6l~Q!xVAQn)rKz z^6rzOmsO=J-xql{s(Q8s$#k+_v_hd!jKIyCmXw_)FNGcpEuy|QnTQHUT6pNn{3f5G zR7j92hth^zMJ+#Ah$c7Ba2~%-tPu82wm-I zxW4_65N-g6!(kj89p_U#X}y({mD^H?8Si@Z>_ZU#SrcCX61TKY>U!}No<|j%#h(g( zzFz${ad6w<`IHXZu<-Gha!e);o{qC6k6`6{L!BF&7$&Mm2k@_o3VU{C1Y62b<55g5 z$>n~GkxYBOY7C!{?e88QrrWY5)t6v>wQG`c#lz!he2cQrJYUFpqs@=pcLP2eeo0>3 z#Zd*K@4nkfko=3RP8gw~r=ij0T;FA(tbByGAKJk&*g#93l@&Q(Y+TRilt#7B2}JE_ z<)b+IV>w$a5Qp;t++`x*xXil8$I8MY=JNtA9i4n*@|H~2UUi!FJH*apw&;-5`I4>D zb0wbEl^#CUh3}**Irc2#BE`@V{^;SivXA9LH{8k}9WcywO_p&|7-r-c+ntTv2J4WbZ74paT|7_v#(?K^FNU#q3hjsFW1azoiZ|^*S`1C5)Fb%>E|n{=7qtn@U zX7~FR+tgru1zjvWcoA~WPnL#W!F14MA`r3ss(&#JRNxR_KWxV$BOtk*B_iW zbyVjo;#0na9}95hWugVktq6wogQ$q$7hCs_J8Ty@HBAwk>p)t ztGVpPb?{KlnC8yYOz{uj$=jWF-5iFK>=&C%6HAfQ*>A&}K8ilZl|Xw2yk1yW{}0Ot#W0yZ?+}MVqTa@`R=0xRhO5M zUiMNf@r2cA%X_jInvJG78{a)_FKsqO-xt@&N4A)mzjJ+xe(6-0a<+#V+{X1d zeEhtbFl_XP4{m?`DmvrdUNFIfi}D(vmMb|F*cCgM*73eZ>8)mIAWqeAELwjbw5^A) z&LMOHKm(rG%t34<-*^(h7b&^K4*8QI6~|Lowgsvxbh14V-Vk1XGW+!wJ^UD3CLG1! zsUVvz(h`;Z_wDn@CoV32{HbZ!32c#MTL!z(}4|RS08D>J%33JbPqznXS=toId&Y` z(4gv2xZNI3U7*K3(J5d79W}Ll9H<63zjOmwKty>fxL!QY&9!%X&^Bob77hs}y^eMM zxRJmGCsqzC)>G`*QX7S`;J?~1#)FfBQL|NAvbNUkO{ARh%h;M>^u-u=64}>VbBd=j z)dc|0lC zucm~JpWZi*CvJR5obDTb zt;P1vGE8(a00hjv-G)X-89{@w{uXf!WTy0Z#Xi<v-SUNA^O1zw$^hxJr z$q#=FK0JE`4i1ZGkm%qr11gWYkk365Z!(3^cb>MJn1aj^)LA0CKz2sO0qIq1^BO|s z`d02Kk2%@n5Bc6YPG<6(f{O7AnG^hx?EF1zF2MZ!*)P`8TwAd7>wk+(vp*65Ep#AO zfn|fhxXH6^`}U(__s?QUpaTe+5l5L0xm<&2s}z)i!3k7hB@T(nwXBTxBf%*d>6HB- zA0rOZJ7Iy=;5IDS2%dmqXR7C0MaGdQC$lVj4r4x?5R6f@K9?4?!iBO0J;iLfY7h_;Q5!T{Jg>ND>p%*zE&`0jU0rkTedt^HBb;dY8BvKe{$yVQrn2 zzuIpvL0r0|Cc#3t`#$4%FG~7<_&8hsJ3l`qHUDQC(P(B_*$fT-FppJ~w8Qn#m(tn~ z4HZ(o9C|6_z4`q%sK;QM(D~-gUX=7V=Rl;W9OmANt|pLtb9l+mRrU@eyKq{|b{2Oc zD|L{u?q)zfAC_S_yzEJ|-Vb*HK77Rcfu*ZUMZ4>bX<^ddjP@Cp`4~3jsYilgA-E1I zY!U#nB(`nawpTq6iXpd}8l)Kkf{w>G)<-w1E^mn9-Ib9l;JD!o0s+De=Id4oZg+@w zvlm6-FZofrBsk(`s_)pse{8a5#sD9Pd_2_M;~ZNXaT}jZ8d5S|4hQwWeqHAJ_tf>z z{q~DJriI@YW8nY%ai+nks8~uC{&#R;1vMS=K1q;^HJJqFDQNqc*HWRQO4`o%j8F50B3 z=qH`l-CG(=Y^FcZnO|70iVw~Rbv2(X$Y1^E?*0AF@6|2YbGxZ_+;-boo^&k*wRe85 znzc^|H^@SNuL!lkLj*@?P_+i;Nwdb`Gf!lf?-A;kRWh_*82ED)~ds zBmTh}JXo(2hVedvpblu?0KpVBcs*cCaiF=ZNkTdlw4Szpen~T!f#rUvQux3#@eaAp zvS1@p@9^u-e*650_mUd-1(3rxnuT_m!`s^jqyU`?Go}D)@t~!mwY3#;y#Qbr!>tl@ zOg^d}It=vCtI;$nK_djJwj{eZ)M!9bZvt@1^xFua89@lNxW+*NDC60w2cA&NY<#HP z^pL?wAObsP^X*Q2``TDwKdf8FWYzH0(@YUB>w%(W3Q>>9TwIwx7xLtQ`DoCx_rYBG z&hb04yJO>Bzb@V?I{{W>=;7c^T1kTs%$9LqTV89m`I`smN3jjMaZfiIFuLZSBZFN> z9m8I%zCI3Gy;>mO@_ymu1F9t27G>iwwtf*wfma zvoJ43q*+$!`DHp0l{rY{8*~W9nI4`VV{f-JvSX<_QZ9Q9y|fP%Fyi?8=u`x&L`4aG zH}^z#eNtT!)wCB{mPGTkq`k8JnYBOa21B<8@@Ok0CnX7gidEoy$J-v$+z3rrHquYT z?1iko9wdu3@YIj2zUv*BQp!cZM?dqwx6fH^1FV<*Dw1)_vRNHNJ8jc4UKTgkyqK;l(cxDYt@VaAw0~B8G>RLxzX2()+J6_Ptql1RV7Nyc|9)dlf{tV zQ95>Io+8)q&BY+d`H;W)OECU-qcLCp?Fm=Lh>@N>NO*2NyxOw_0H4?DE{=E7GNO##gW=9Sw`zt zltB#v0hp^9cg3UtXui zaf93R$#I3iINdyx3nbx%0NYC{6sr67@~b9Gq%tw}Jki+?B4i6G#2a^MPAFv3dg6Qb znKR@SPOScXcY|PeCtyJeMbR1xsIv$DNKaD1CY{CJIpo2L8f_Xy$2IaVZNH=zQ56wA zSLLbiz0%&^aWCHEJ8y}v`wcqb?{CE|x4KsErxUOVV3uW}XX3wK1YSk1V{MyjZOA#P zyKv_*0o-8)D;c$b7DHHW5?{LL3#-?;wecj%_pZ(Mzp1li`IPwhJ z`%>twuxX2CW*B*lT&I(pfv>Nx7np(u$#a#Z1coMcO(bkURR8%|#-KBPSa-~R)Mw49 z=;yKWFR>niwX;`Y`9LeTWaRd97b^GBK$!M2Sqm@kC9;QK@vVc^UBXblgYZ*t&tk)q)FoDJL68*5MGCEbtaEMMf4OI7_5?t^ zjw)tKI^K*XF;~C-94UpH}(o80j|3+wAIWP-v=W;WWlGn8P`MjFNK;!Dri<|F`Y!bhhvNx~YFZbKe0JyA>*~Yb#@zQ8QHrv*Y(O`<-5~ zrAtanH+}Ru>T3tC5U*CB%NVS0p_+NmWA;9d?pl%UPb=gxj<;l0i}IfT*>%fYY&9#$ zLxuXdsHT-*SA&>f9MAI<|6l<8KWOVIMwQJUK8#x_pzO7>veNj#+SWGPV-wnTvPK73 zlCx@Hb&|cU>nNr*X!gT@g%ACNp}nAq9G4vJKu%Z_FWz$q#XtDn6ch&DThzr$gcGwb z9sk+C*Xn~JOlAnk$bgN8W|6D8x%rvpcM;(*r|L^fOKW=8-J29}R$3lP^UCpm__M8$ zIRaQe6Ux#R_q#F7P=g(p7GF^XsWs0JrzLX?Gga` zlA%%;Yr6~w$hLp{An9Lck`m_!p)!B;mpYK5eE_4dRN>Lp?7N=3NhOO>m@4Pi%o1=4 z6%lum4y)ep7|Xn9V;vWj@Z-(Gu$4)`u<2F0Ie?U=5R-|}5}RVD42Bt!ci;71-;m8u zMjP^LizPJ=-}np<4?A=!3IcFfpJIJ|y>2zcrAt-1d+H!}uk94dj0kc8UD}pv@~3r~ zq6xe|U6wVDqf~=|6emWXWF(IWWZfO<0osdWTNszlR)Vm9D6|=lkV9zQ2Zie7KPL~+ z$pWMR9SXkJfHf1iv9W=fKLOWFw$mcjt01&iCwHbqITb2s$^Ut{wH)1V`e?S(I~mJn zAOBb3hL)Dj^uxLB(Oq$mUAyA^ANIpNb4o+PRHAa?(H174CEFi{Vo-Yz@5#7p{T8+_ zE?Aq2!J<7q1O*138Z{ssh_pMxXb&pz^MUBB@8-HG zNM~YIiLbBRerED{&n~48L&a%cAr)VjcC(7c#zwcfXWQ?06;pc${~ZY%vshZ#1g}fo zmMyxV^{^cDdsv{P8r*y6^8gf<-V8H}-ZptXqfKMGdpV|eXz#o(?aa^-v~wrW3}to) zx_ZYzt~@t@bN zqj#v9^TUS*$Y%40zq~w#a?*y6=>at4fq?-SW2{_Q`^=rzgZZEk+l2JUExiO@A2Wbj zhh}wzd=cM&Bv+Ye{Ra<4$FX}7|XwHSy@s>9nRkDBQ1)!t6_%DEu!oAt$BjG8OaUd-L>bQ8GvN{ zZg2kl;A|D3(RE4QD`1L98tj08d=)I=ki-lW?4elSh^#%9>W_;ZkqNZSOD(w;)3vDQ zqR+W(^Y<0^-PR|VKAcgAU!I?A0`o`YTI)+uGIULT2*^zYura}ZtW;pxk7`UMV91(c^6HMI<=khdyo#t}fwpDV$4 zW4W);QvLJdqLe^<2;{HYg%+yFMF8Q#QQ60J@HIue$I9_SE-bg5?H8GWAN~-!Iz_sX zD@+;peadxz8evYv zK((1HBVF#2n&oY0m~jT^{#H(k5EK%k88$FDR@7?pp{X=ZPY)VaxYxyh?=j7#t5>-_ zq`W6ig+Mz^-a4qw>sPX;>-e3vt5qgi%11o52Zjfw$KA``cgr z_H|bPN^=5Fs{HOLIx>iYq>2SHZ-#lRu4c&dyz)9wsZOLo~p*rsvdV*~?F$dEQgLGesAKp1Bb+}+S8@|-Ku zDl96x0MnSx+_?)4q%ITN!@Gzuz+b=p%?o2LsCson=}iA3-Hvd%PCil(7C{st zU=DBD@%ED0RICXo3P{TTe>T`U~i>Yt~u zf3Wz0NAA~6bU{JJY7Af&VSI|s(}ft1A;g88hYBU4c4sd!P?eSrXJ8&c#|8OS19m~DW1?l!hw9dy|1sklyXLPb63#2 z4mmi~?G~&@D<*Q939wC411t(MfNO%57W8IG^|6v+mmokbzfd?5bNtWQa9GUo1-cA6 z+PBMo@RI)TwG2e_yN2H0VLXH+s=Saj1#^E?eFU>?%7ZhrqU$w1xyp-v-1 zg=X?sg@W(@v&I0MYH@-D0MXcMR)_Jg&Oeq4z4L3*ZxX5}y|>(K7vUC4bsYR=A^tj^ ze?1pLP90YU;qW-LpP+)nB#X&Ei#=l6ef&HbmHNV38myjS*5hT05A*UWa>wHMI+AYM zvJctKDgM`_h7OU$3`XucLbKSoTGouz-NW95+n$F)wC#>cClYVNKKT9q>9~ppvQ;x} zJtoUbf9U?p%SZqYv3D#W=kfRV&ws?0aX(SKENxm;YV_gmeuY9okNK})!=Hrgw;}>jt+r(g`W*wAs+8GRr6neUb=%pE4VV<^`!i6QA=b3Qk2rl;b zdTnhN;LaK1j6(vOefO8B_ht4B4(k0m*^?||kb4@cP=RL`mYjjN_sL)fLz{ih+IAc) zA$%b+7+d0p7quCvILC(_)}!0{=xdhub)f%x=7-5Bv#78zGWgDo6et#u3P!0Xy|H2; zJm#Y7pLzlpOyZ;*JXJK}q%Jctkl&H(lrxXqCf#Cf_vBLaUz_>&i$SzLS5!mZ?E1P4 z@@3CS{$B@&H=By6W*VH<2m(|=a3V$`6MtUpBr}EFwmTH)%P%e$56b~e>^0C|Qx0+R zGy$r}<*CVRZ3dxGP(b0snScNI*Y|z|RAqv$KeE+@<$C*PPzgvSXW;2|CgKk(WI~*F zT7y1L{#7sB_*v6`r@UV`@aOZReW;rPePQjq4Op(`-YFe^Yz>85s{9ldzTR)O694s& zG2763fk^y_ku1|`t9k~-4QT|B|38cZx6`go`ki_-u;ejeb`&j2{YS8ejGN4I%BM3? zr|b?Wx-+5f8Dis&Hyki}Vru@HfBj}dzOL@uQZ?f)x6^U7X#+p4ztzT|BvnyS(P4d| zw+YR>BzPCpnNYcjL{zXVed|wJkcL?t&nj=8b?4zcd0!!2#IQIc+5MI1PcNuoQdfl` zr)qKF?Ko-yj)#dKvRsklP=>Ov*Non1puP8u9;$^RKHO^n1jNP1LnJ0^bP|>hfRb5t zh!iNBr$Px-MCSg0-DiV-Ok0DU;%;@^PnRoW4m8d{rOV==v|?4T$`Iolf!Y*!30uDE zmFv`qp)_URMV;(xe0A-Dr6hB1y<95z8ex-esuJf7D~c4@mPl-of1N$jTVrV$DRqhK zs>#-H3I0aV(A{421{zhURAH*&dj(aNYwQ6N2@9@rzSW}ylqCoz=E^#pArwif`xV1zQ_uZ>!zBeJ z^0M@r=aT*B8WgaEYia+Lp;$68Y>naf*l|;phT~$DvRV?$&x<-STxf_*O zc^1k4A4RUTyH1qGJ$*x+;y5oV9kuW_vn-*XCmA-+Q(()EctE;zTfF$MlXr)-**D#S z9~?WJOlAPU^wVXb_A~0zOoW2>QR7M9>2R&Fb%>(H9|>va6sNnhwKY5&JyJn6}M$o&ARFXQT663i`h9yJ^OkTnN zbe}t+lFm;g`PqUm^br8{Fe!Gv{g}~yT}2`+k3+YR6)^}gqW=e$IvTSvs6rucw4(O;^JmHW;=Ne8 zb81I#rm-+ZH#fwOd`^2?C500F@KRtgjk4R|U5@=oKL*o`A zACj&VMEIGx2qc;Zh%JMKks?f*B?5~f_xA=sdeZ2X*ulE$Zvl$yNK^`)ASqK*Q^nl= z?rtjN8$1qT)CdTL0N1e2kcJz&%;t)@{GAIh^V|;=laW#m#zaOB#Anvr`RSG02$NbS zsQrfugNjR)oo=oHo*N6$P7-MXaCNz3z=sF`(ppHF09?xm&4{Rk2+E^rK!nskEZ(l1 z&1a=EQ7TD=H6Gfm=-MQ~ufXgrXIi%+Fk#~p)B-*|W8j2q-~> zma!;yx*?$=B+Er2R-+aZJ|9QecTI;Kf5r5 zAea@aGuIQrLbnf$VVM!)IO>)h0BdV9tE^K&AqsIGfh|9>SDL|D1L-Za?ItI0M8t?C zP(V8bpa^^a8PvWc6^Lgv!l1d77Q>uSy0J1dKH`aI z$QcGwjsrAX8xR`SDq$iRSO7HUF1+ok?;+pFJpC1(VJu^JrKl&tBP4MT&ej4dU{Bp!13xY&h1R=6Y#o}8Uo5U9LkgS3HwD{WFJ+5wmep+fO zg$|;B6CmMHeuWxSr2zh10!SAvBDMKj1L`Xj1fm@8^bSx#lZHoy<01)>@qRF)e(G2V zsg0uP^wYVP8wBDsY=Nte@-skKy-9}>6;K$SAE@R|-J6W!HbjF3#5_eFXNpx}`!fZR zPBir_d-1xN%)74v${IVdi2h7uSKEq4*fhu^;^I2^*#0A+bNZ53z-i_OTRp>zj5{Ks zFb{y9w{A;s@5oO`d5+VK3ei8|bHZtRa_JRwAb5Vo@w^BpC#T5n(;~=y9Xqyy#uxcp zoUyaB3k6L;lk>f_x)n%wrf;zg2TjE=)bLQB03Qh9n~#f^gUBGZBV@6#P_{3 z-d}r=hRW0kp$nA?eV!%D%R&H0=Sc1i9$1aOOl>ihm6!|iVJgeIyuFq=-A{FoE zO}A5vl1Qas$7ZkAi%<+r!}bDGY`c`Ky!#nqLis7$dszP?KLR<<4L~O_1Q7mVajt5gk;V(sIT80L z434zyF0&l`X})xr>Ac(yeyCXM0~p?+{lb9;@Zp832E#V#5P^}Eq85S5G=MKzff&$TZ?!Mb`IEio~uTd5Ad=OQ%y;s)uS%Cwjsl&`Sr z(OKl6=8|g}f2?R&FmBiC*!}X&2}pud?!^Y~nr|O2fB}|01-GTS_GNLV`*rRM$?y{* zqsIcNP1?L?TMp08?cE#T{=Z3m^kbgTZ)QZNLFS2Tl_!LvALw56Dk-_?e~}ri#Rvz7 z9ZftJyzZLVmY?9rytU>>^I@f0^WSgEGY?;n`xkLnqQVwksC=RY-VOg4#{EW8ciRu4 zTN=CoQvmrPAPV3!vZ_5TNsu1fzgpj44rM2IA=S)us>#>I>fZ4DEaaOXqWS{@glZ~O zG#7G`aV)#W?3%=to=Jq?&|)T}F}jT~G2Jml>BG$HOHmug*H;@ighBOIPiXa_CFY{0 z&zUS)sYC@si`7!1+=(ZWLf-*^(2Z57NnuZ1Ti96d*8_MHA>q9A^mOo=46$^BB)AO}l2({LOB9BPqsS9yUuD_abtANZ{q#Y|y z27pD?7oBDPi2YAi`drsW%YA+^elgM}8r;*ad2}(vFR#a1MYmVpt-g{pX>nG;{3%pB zpI9Sh;Gr)U3_nL7F!fRF@HGRsHf!Sk<}0)QET!B0ycYkGfKttmHPYDcYNQ|VK8erD zisAihGZU8a97A~G>=rdRkrHw59C^6Ay!uOJZ!w;Wc3kNv8~y0g95_LFN0xaGnVe<&Tne!(l^B_*nV_@F?@V${ZrtE6aD)T~Q7u!PD~2J8;FSZHJV z(hdp~0wylU^}N!gWmZ0Zkd;MDmaSn=t$yX1M+BWX3B;EbE}TXu?FK?7*fZgs}2mmi|cJ@t^LaAB4co z`$$qH?Gi<>rj0sWzWUE{QBhP!$$So|t>M!phO!B(UmbC z;faxv`x}eC8zHaqMWC_rPi?W%W3>nA>+7;m;zQ}=MeMgnM(x&6%bha+<8&WrDK#ctS zbpgmKnXfS47T6ui@~;XKg2JGgGvy%F9%0F{sicIoYN6=`J=&{q2vtu5n!W4&zP>(p zcRQ%G!y=+>RAz~|-S?zx04|&p0HS$<+cWRoD#A#+k>9nD?xc!r5y-pq(y%KkG#q+8 z_wx?HCNSY&@z>WmWDmw-jgdgFRZHMJ_&~$Y{_&W#3xPM9uMe3cE0lIm>oNeC{)PI3 zX>{nK2kC| zDz+BCu^$SKQD(z?9F8i@{Pi;~u!7X49&W5gZCIjn-KTzJ!m8JK5a?%HV*E4Z1&6v# z`z#idp@ z)2_Tl^<>#*)sPM#tVZtG6Pc4mL0%L{4i;S5slF^^ho0s0-{fuO+G!s-N&=x9p z9V9p&A7njBZku{)3CUK-Q>He_KMJ)aA3qWx;~b3$Ao8`xsFMS2V)O}|GY^KTA^wVN4^#){V71Y4B-r<{)Y%3)rk?8m5% z1=Ry1sPRQeai^Sg=qMaO2xd^Ytaml9hB`B&(EJn*BGzKP=JJs0$VX2PNfa3-QN4Ov zmU_Dj2_EPW@ZHO*`I~sYOWe=O$8BQt;_mJ#e5?ZMQiSl(hUi=XURO_IF}FZbYn#xZ zWxrLK|FLULMcsS^+dV3Qs*CDuP&AtgQY8GJCV=F+6?-?vQ1BAnMUBJzb(f|Gr$B=e zTOZ(Drw20&=}swCEjmFC_K?-R!~Uv1ayAi8yK_s#r-J69s06}QR4aC{M%cax>{b%? ztMsGR3)M=oPZJ+^Gx!Sc^A%mbhGhQKRoD5eQ&6(S1Ni=VGf{tK)u=)IqOvwHtmE|s z!ikwgafhL@u9FX{twk*cF{+imF0;`H_#LJ3LrDktKp?2&w@E>7i%jw2fG6@~;^Bnx zxuED)?~NoWESZZym9Ns0-r+M{*Xs0*`~Sn*`gy~b?FaBQ1;B(DfH0>g9xv3^b-~sG ziWa@8Xq8#61C#~weWKEMge$)Y>Q(JCFe&aXxZS^4jIIwV<+dAU+Tj zX0TxbFPxo)@p<*)8_ep4VXdnNe&L#_^MkzVvE_LHc3WJm5~D>mke6(_^fRu%eSW5e zx0#n_4^&C~%_pd4lrWFVKaqt51xY*umQgF0P`qN!>0;gWWC3d*t}KyrNjH)pV~2g@ zTB7sm&r|oGe-)vMCu{^t(2&t@2HF6gkpsaaSA0ltS3MOgxlIm^F6bc^fO1n2VcVzP z82@5dUP)FS%;Fr6|1_WD_^;x=$01;536<06#4N5rvHl_|3Pgz&48gUSKV`gm1+VX5 zegY*GkF7Bi2^BQIh@OT*z_4ZX&8@vYxU@oiOmp$gHZgMW<2#Bg?eR|9&$~r$WRxyJ zEvnkIwJ#){aCs1sVlWCi?cRBS-5n`<8OY#7MVXT}AzKQTcR=-1{y~iwfb0D6#hg|g z&Cuu2-t*sdscdVja+b+sh1mx*=L`XRm?E_}T13vZN`rx3_q44mvY*oRE@$(-1A%k8 z&e$-;@*cDaP*r&kj;4Y?4GYjVm+@>qC~eRoEY5n&qw5hq$6;#X=}=KH!LneTp$7@i zvr#w@oo+m4u7iUE^L|>0YP~#9e%|)->e0k0-oY%sF@l@?kswO@Kwh2_$P%nXU^rm4nXmNrKkq>%dG#W z-6VjXWpM-&RRjQpvS`>~z-OO7sode0q|}d`>VP6(i|lo%X2~THyvqN6loM{i=)L~U zOL0ZPgwrMr{F0u>03vOvN4R;(afDf57`Er$DR0uh`PyG|RZ){5@Vz3ah4qqU&O!~3 zpnB(6(su85sL?ASSfl603bN`H^l|{$5WIl3!Ep-2gQU1Di+IxG#|Kda1W%Cwh=b#D z?;my<8Jj;YQsX+u%0iLDYu82a8ZkJK$m(T0H`<1;(gv6wQn+220Dbw+8RaBEXgj(- z*0|1&2ZjXCPh6>mK@KFR>YeYmW2<~<*x>k^mH`sOK~=nH-wr!)J?r&f8F_aAh4k~HUC!y4N6dIhy^#ZKVu^Kem(^#Fq(4`r8Bp$ z)xhUA1Ll!c{9MiJjKug-T@i1q_d4M*PUoZoeqnbSfLd|en~WZ!&+KYX|89ViD1>OC z3t4>Wr|;E~LQQ>T1ZSzDc2iSex+(G_{`{qk5aYebAo7ChpQ`9woe)?MG8fJ{ia~w{ zU&ke$@s7&|-K{(>A*~N$PNhaCKK@0ygc5L{D)MvdBmubkdjH0XtI&AC^O&LB;6mmD z%*xV^iX~r*A!Pv+?)>URQ`K3c;tJW9i*7Hp$gB(8+%nAO&5_dMrvlgSHN)x(v|&?IQ>`aZc2p-R ziq}hSmHF37qrXcrL)5S5DGcIk{fX@B6OaEg)>czgV2hCk3;pCasYTtd>X%yq1t=wJ zVPt2GmdFoN&|QDEsp%a9fYe)RJwEyut~~`nm_L@lyf^8jT#{v`yb%f)I2P!u5-d@I zO<5X((eq<`=|k4${)ScSb+^#Os-121KS7n<`~-LS1*Xf8%Gj{Ot~>Oxa@{4IkRx-p z*=%of_XE$$OS$vAzjW}!MwYEPmw)fv<4ISXil#G_fS$ovC|3rB&C%_9{;c9Zv#IB) z{C<`__U^le4>ImxJiIUe3>EIM+=-ggj4=QMOvAJ{W7BqVpI!U*zIk|9swp?(sr8vL zFE6gQ{yJ3rmA1YjJkF_U7l$ubj;r^!we>3V{j(A%`e>}jmO^gQv0N56htW?B4%XDMM65EzES6>)&6S{QjNWra|kyWmnGl$4n6a z4S4qg4tHXnsLHS!c$z$W@%^LUeA;z0WWOV8Ev+>zc?L#hAw(&^n7%F6wVhpf`kSY| zd+Rn8opS0t!m8+HI8jj}xe(IoQg@*1uR~u}?Yqa}1G!K3#3rIWy6GWGUD!*Cgd-*7 zr*##|#Jkv-=R9I+FY+|r6C!B7mHp)|y@^D>lq=B;M(7^!<9B}fyz3s6ipd9U^N=1q z{gB{YsdKD6#_fJ)_b6=uYi;oYzo$uc%a}iUtu-^pkDa48@N`<-Oz?4ZvW{|TY4yB!KH24LUm`CaWOiPb;NxD~ z&`dm3@1+P}jg~oWq#==M}9Ra_@}QHRK(<3 zrJe=UpkK{&<#fR|qE26xLJ~HraOZJNldlb9FPpiD_O114uo@2ww&hvWH#GX*_{LA2 z8yXSiOJ(k?t#2x-!dhiHV;N1ooyd)gPe6>U)DBn3KtB-MrjlZ6Gw|v;POrqTO21x` zI?S|uU_iHC5&4_~PQkGL*Z5GqYfx5w>93a!YzGX=V?ND*+tdSnb#_`oCCxEAs;^?X z?AXgp_5-=a!EFN6=QYW)+*!ptUaOUiSA0E zG5CtO=HeXeAJZ$_h&c8s%j|qXM_8dgQx2Q^!>!>)D^1QkXMYnRF^wxz%XfxiDGAmC z=;*-d>=erD^B8VO{d)eDWoG=Cdq@-s_72OC?nvY|uA&h>Rpu&6x-nZ!S7jUJ!qU#) zqnXZzJ#{Y0Sb4N4%AxmpEIFQA^JgvTT!Rj0Ok;zCu!;+!kei@-+MmAMWY|-o&+hJW>Xq8P z3#lci6~H~(bzzcl3W*6!j@shzh6C$5cBExnw_=c^Hcv9|T;gxS>&)g;T z2~O&^b6Ic+|FlE!!^-fQ9Y+t8Y>d@vcJxGWYmJ0|6*9XI4*@}}$aAKuk> zb{27&T_nNev}G=@-zDiN;-ci?VR-lz6T;2YG$p+%;JmPwx^d;j!NvHrrNoe_$n(H< zQ#3a>x7b7?2BbfhxbTdUuKO*PoZ>uR1#s54CnQj8lN&3S)iuxCn5l|L~^o41s6v4Ok{RRZk*oq<%u8Oc)6pF7waml_*toIz-{)!@4tLxc0&)Y zmB-YKSM`t;924#zGynU`Z-02>Mhq<(<@K2@6z8cbj?T^SIQM@Qw?90rqlBg+r#s^2 zq@Rh9R>;d}^>>>IKmJAm)D|P#S0PIFZ_`t6xzq3^)((enmit;?@TwrUAi$l9O_=JhGt*@6}V#@3^Kk=%LxTU%h?f#1E~0{m6jdTG73I zGhrfy3O&3xd+zF{fImS6cr%SIg%-9j!+RV4QVQYKW_i-g=`Z^v^Z|^_) zeM8@TVqpHbQ)vRa6H}bruMCs&D6e4UF6QSh6hxw}+s#+Dfc z<6%RGrT!q&k>$G@J~bn->Le~+RFq4B3y)BHC`O$nLF>t5&(2T9B_Nt#YO-*igp<*!5d;hiL?p9#GVjUlal z{v5{Mud!cd;fDu_LUtLkofyBkxiThKCcvG2Bq)UNNf$$c;bQo>v!?3AjEh8&Bt2op zL-v12ETqcCmwFer#u{X%Z2YFT%5cjSwxsS*RuP>IRNCwLI+}2wsXf?Eq+T4C>zG^P zjj?H|7ViFWSf4+;y?p%ak5(g)HX9Wy?6Q2BznV3pzdXG+KnSk5acp+#sD2$<4hs4n!d2kaCPN>qx3(A%wj z^Egu*PJ-MJXCxD~5eV@7VnJaO+l(q^8bwuMeMDMiJHQ*3(qaM3Uc(Hp*W_|u(@B6P&Woav^O%La$|8*&Cr{HpRpg|*E12RbwK zny&F0MItjaY4K|%LiSkzKz)O{4zvcRS0?OC1Ui1n_waiy{~m#)AK6&?Gm0eHpdw6)nS zK6Xt{$*GCC;e<_{^xRVVjdA{n-#9sWYWyB;N(yO)`tkJ&js7FB9Z#gBrd7PyE8?_1 zQ!ke-q|Zy4B_CtRJI!k_&2CmW&W~5VbhOK3bWZFQTfL6*q#%XMnHQ)H@@3ZN5Gms# zR%{(>2MHezS_=`APKS`!eG#L*gjoc>?c=!{8ToA!)F!7Xh+j$^NxU-5Bt>?0+c(PP z*XhQ;)3HL|1pt8?#NbfvKU2~Usjk$nvr?}6aX1`iuA-vin9Hi&LlH;*Nc*ACYk55y z!|Usl8=@*IDiE|B;G~x>2n;sLwRjcM%HO*#uKEj;nM7Q62gl?5{CqWab&8tehKI*V zz{`AeCUozYx#|6P(%H@w z?A|wtjcTcsVf7^DT!5c4{x4astX0x*FLRnOzfL89KH-;Q-q(l5P5MW;QP8hn4;M z5qrjB%T}v4Wz~w80f%gF$J`x3h>&{v`uey<#2N|}2#Ldy04j!Jt8B)It}ptvd90y0 zzs-H=@ezzzWo}rjZWj49+OKVX|ISUGB;cRz9}wOr28+lWSGsKxM8|!SL%BZM0O-Al zsGnQAwzk>I8p-4^TdQYry;=Ldjc-0l%E<1hd|gv>_MxD4Qs#Uba7t-ALS7W=Xy!cU z#x&>Ya8q)A{vPKsR$Gy*PWELwg4)5OtsoDEXdTBgI$ytjjbG-X^||!^g>_UogTbPp zGHMOvb>oaiSHcz71)*P9tg_^=l9mW^X>bv^KCw6F%}du&v4K_0<8C(Q9L@Z>y!VtL zVNsyJd^4i&-ZFcJ?Dxt?MM@Yfa10NeSjp4gK($-|@K|QKyS5Tk3C#j|&3aP%4Z^er^I2@qbL7x;JZciB@=lCYS^3+w=$48*6Z<-DBYTpM&)L7hhy^7SM z<&Kd+c{9f>adqY%AEBlZtn=mwoA?`(ay>Ydu~TL@1m6@9LUb$;jPk zDOC(=niyM_$%aJd4ntekQUUBLj>6D+^SMN@-P`l-=s$GbJ@R}ZKtEJmJ*denFV97Q z9m`UiSs(??xw-!p@J~iwLBYl2kr5Fhuhto*pLCg2PESv_ch}U^lvz5Xk_w0o8oya# zPfwFjpK!9gH2mE4q}aw|;V3WGTGbYLGSU9^s8=lw27`@)P2I-U=b>Gqbo+=*ubjDd z2{!2%=}a6xugXzfUEQ<3esr%(PF}ICuCw)#%#>q`^|jm=aa0=jq{VM{aHB3+49y`Y zw2r^sk>rMU$wQV#B@ml&uFq-*ZsM<(FI;ZdS*V8-J0Q^jquPZAh2cI4G*xawT5(&V;sWk zXCC(v1Y3Edps0D1tK%9kYgMWWu56*R!HA z47L8fcw1`haf_Km~kFYw~TS> z;#Q)f-0Ysz>gmz+(VlhB6@#muA>mZ3who(!F0rDmDBNLUCxYGgKHC!}dsKX%pVgD< znd%l^4`ENq$coifCw2~wc46eyJGvdNhPwKCKfHZmvH0Qb z&B>P0K%svw5EILn6ogz_)KE~D;Sep^HisLka*a# zE&9PDSHm#z%<=ktJ^g}yjE4Q`Coefo^5Qn|LH+1~Z?}z*KVvWcfCPx0^RI3;D;3{K zq;n|-(;x0N1cZb% zj%#UZ!okR7*MnU0VG&$**Tk+l7t7t=1brtuneNj6h6p(=ULRb9s!;f2AYC}vJwD%V z0f+$E*}Ps&cXge!iuF=o8@F(f@y@V&)aen{b=i~Hjt-@jERWVqK@pkrqqUxNF`F^9 zy1Keu!W~buyCa;nLdE?}G`e!HPtSS2p!lpn!6?3e>D)&8r9&ZrZLn5>d|kXbF9td$ z90H4^0@E>w2%Hs8D*CY0FeB#tF7x0y!VUsK!`{tA#Sy~x+|#RV6Fui$rUMWm!a_0P z%P<&RgpxvB=P|9KEQ++qp7bPnC`tA1}`{tA633S3>Goc(; zOb+5nUFp^c(#K<2>5l{UXX7gas=MAcR}U}buhAURGc+?eyg=|CAZOxY2_X{bcd{H@ z1OV~Tl6l}^J&n{8Ga4k!5f;~O>)ew$4wW%AA`9`-`!=fP%sn(*mpeb)CEV&k)N1Lh zOzD0=8PKSTmy7U#qQa-ck(umRNS{keSsP7XH;NgtTkChx%Tkq1%8L@3FIW`o-M50z+4-d2^Dr!{i+_`h= z?OxYK|N72!mBP}H*2bu3!lG0C{j}!!x`xjP$4R`@v=)et?nYH=YTDZU8SAM20)vI3 zi^UG8-c4ILcH`Zdhr;$ZI?|`YOP9hepsJ-3@#hf}G8>-h?(rOO$%<}CVv z*Tg0rCQyN-*h-cdz>Pzr2k=Rwd)MFW&3&$nulYln{-0H7AzKcVSOzLIrWiqp;xl14 z=&mU>rz|YpSWuJ*+GC3fL4Nvj3rol-`!gR^y`nttfy`Qtu#d&AoxLDhp0icmz#qJ5D666Ljr&} zTA*b+p3_kYNX<>Ch*Dr+`(B-32-{lcBvogB_|#Fimn|Wo_cv_D!`Y0J^>eYGII_`i zN6~ML)0}1WQz?vl(hR*&aHvvAFOJx}V7?S7wsZAr{bS|NUn_v18KSbUYuw*t!fzaj zsxCwJORER1jN}sOL7~hMgyDrxo*wJUlHV^uE#kn7azRm1@r4CDq1V@6?8abk%wH&) zxV52IWepd+90hT@lPrBRW8x*t6(PCG^rE?VjD0K@~c!%+=Rjc5c7mX^=$$DcXuCh1uG-IVxpC>XqzJ zy%qYBpS{YgF6eC<&5{CJ-XhKK>Wc`1lJ5~SctA{RL?AGArXYpyhA-#O+Cx9n5lqM+ zntSO{lE6ve+<75tldb}|^alPW*w`GX#G^cC zWLbaP6ol6F^B3ABBX`>qObB;#082B6CF{v#v3DJoU|1|A7Dyjy%_8IEZf5csgqaSsia^8BhM)9yYz#tg2@E1~@O`m-*AWmX@kB zO#<~cef~Ysbw8Uzn&h6o8THDugLY;v4UUlB^X$XSso_%9OIoHC-3EuIuSs@QGxS~) zH{sQ_uxMKFfj=%Qfq~9RuQ>k6m&xl7CiJHULxkCCYp3Q`XcNE%F}m`%S<#$x#`X8F z4&yi5$A{j~C&M#u);6*-Rm$P&BQtllWv9JJJqVr(ug91{%%b*!s|e6Z@C!9f1U6l( zlk|&gs%{B+nT1G1bqx&@`%c0D-0nYU7a{u4t!$vKy)s=FO?b9xJnA%D?`4)*m-o2`89&=2pJ z17RHD-1RHns#j<=fB5B>k7ctLu520&Fc6UoDvW&Da%C~=%ddWX(+XQ5;XL?ICp><; zBFkRVgNeTx#Kk~jVrR+69_$pOgwKdIM1n^B#-AWqX#Do{X^N9On*`=*x?9G|rH5C%C(G z_OWCV&7GNvjIX5~o@S@`)tSeSXMSUmWoswFU47IH*4QD&zF%YJcQY;0ye8rTKJ6t@ z!fK!FAF#0w=!Zcxty&nB1^@KrHuAXok5-2I<-V}^mw#;|IClxbu%D@{&t2z zkmvj&hW&AN8DVxKnNL#_^aMZBf@?;kdBQg;^R=V#@7EQ+m9L*koZvw_dLO3uVxVFB zLLdFiF9d-UXoh9Rtwdaj!lYle2(zNrev82=JxorHT)}s$M*x`w^>Le`Onwq74ED)~ z-fm@m}_-&{i-f8_&#ski6(jFUFnHUbDa##%Jav9 zufDu~_4CY=`*n47*;RQ9D781(6nTH$EjkZ*uU^F#P?;yC94WtX4id$VHiTtmP5Dsu z6NAG#&7|BYnMCHEPbFlX#CA!t*VnfSAB1l@D%}hgk5=@&yY!sGZ)HM8V~A3-{*m({ zzu7T*Zhr^1=Dbc4bV-B?guouL;yrD&tw zz~hU2M?Zb(6eMI40t7CEq{23h^R#ZzO|}EPXQlU`Q7(w!1p?8 z{IWeJ$f|k6m(+MzDU#_l?dP+kW7QCOoJ6~H@@CD&2e9$wMuex}yVqJST=6;%cfy|NE*jR^c=&&)La^)j) z+k`Pp57NxXg+BR}tbV4TziG7T>VDQn;ol6N0dBCM1&YT6FKlwvBz6!FDe0yXLm31Q zy)2pX0iAa>?(W&8Rp$niGe5i@(E5pVwUG2C*$(!3$ZLNZNu z##yuD2vu8k=G#5U()sD@0uLI-*8iOvG|Vd}oYwgc?oCO~`jx(m?`SoC+7SG(%t~H= zlO!ijjF~S$|5q1^3tHjbe+95||3-vF2Y*cC)S$BGe|MSC_Y#dVF>mp@6l(1Yr=DS^ zli-@gd7|kfoZdjBfmWdhe;0IAXT5D8*wV*oLz29?`Zr?BORJzXL@Co*!(TkeM4R9N z2|+1q@AX$arA<4kn;{{P&}i{O*z3}9@J$hVM5p_37EyE_5|``J3L^d0BAJ99bsLGU zgYDie!kiOKUwc=WV1C>QNFH))!tJ}mx{#6T=Xiy%Xg!1%g@+-Pb(ABKnl$mt?R2yY zsFdzh+^Oky2%UKLHG%{Bv>~OXrza*yGTR0jhDVM^dIx*WOtAkn}O;-2{Pvn-o+2&)5)yoWG{E@Tj;Cl?()gA_}W9Sfc!gm?1mjT z9Q92P1{sGzEtds<=~22#`$48kCuE^v;%U_hJykX< zZ?H)+9WEx2x?e7)|2+K&oyqd*Wv>fgr|pM_ym<5v=oAH#i82eFCk>S%EX$k&)!n${ zC+sDHY*+}VJj)&f$-_Pt;qP%+!S|c%@cVDoS%$4l!f-wSA0hhwcb`9z3qnh}R}z2K zCFE>=rUvx~k&w;%=??=;mtN-|n={|5(%xP>>PYW0QE6NG`uX$kEo!#mhKfAe)sC8r z3>Pt2oOzMx5ZRE_aTvbdwWZfL9y)x0TFjK(?u;&u=;J(e-t686eiB*L_&PR-9JhT5 zLb%=ci3{lE7lB~YZ{>(=@*)X#7JuR2nxfHeNXRDu#jHn(VEliR%VFh0XdudA=mR5BaO zSpnqgv=ES>e0w`s(vRt5;Pd+?K7G0_4PmN3VdtY#_DZqU7h+27S?r!9hvdo;&ZC-| zTEasil)m$pZvC?GbTvaX^;{XG0-G31fnG(>DRDFc9sK#pnWzmXM8%HD(cYNT_U&Ja z=)cb(TP% zT{ae6#SlVwDq_C*47Ih=)mS-&t;%bULZOKPveILj_IsbauHwu8ax?yCN{+_1s_UGB ztf461!NI{)EH1rN)CHI4V%&lAh4d>#c+X}G*&D88oWR)@YZOLM(RjaUsBYp-0?A4hA{)$##GfyrlGhXdm)P8 zIywrmwo6N++Jh6yi3WbY zCiH~ba+60x{jfIaT6$wOH?P>V-_e))_`WJ%x_&{koQqR{!nxZt_oTHT*%}lzCCMDZ zl{c@R876q@P)>0O(Z?K+cP|6Bb#DMdXU6barQ|+8MqpIZX^Gz!i34C4>KbRc(hp9PJ8QTbR$pAj-rDHcpj|ZneCxHQ z9`-l}A=^gd^~pwO{)?&Y?#y3@u2Z;HG(0mCwNkWz$k@^+X*QPAH@X*mNZuiWFuY9H zdVwP9scC5{KH>ESjM6tAIYJRa&D4)M8na44ej=+IlFLO82wE0Li&0yqd&TPO>L3lG zM^B+=vvRb`s+g-LuH$p2Zh}m5n+M(6dns$*&!Yg)uf2UU+lk6tmikbc3V9q98M^iH z^YgP-*}Ht$dP#mi28+*!_&T;9rd7vok5=p^$)u)hNyYMCES?3keCmk|icaA=4M|ziR+U^jdNI*TVMvR0G`Kq~6hiEi>PDs?*W@uWjysNBf-BwDye7No^}2 zYj293!(Agarpd9+;Skr5N{u!mwbgvKWy}6e5`GaUIv@P`hkB`)LtWz`M*GNJ|9gY8 z_8Fd?S%1CY+<(HZVML^H*z)V9`Z^2n&aHq;c1P|e2!t-|OFMKfY(Hesv5c<)O2xi3 zDKBzjAcRWJBbe(;ltA?&Mu+OC-G?{VTH?+v0gSedY^3n<*y2Xv8QJG^0356u6-(f& ziHI&p-Ie~A|8IcjK-6lta}c;J9I&Kb0mJ5)5J79BCF_}?dMtFNkDZU;2E8DJS{Z<3 zGjG74z-XTjCL@ZO zKwUFziK_sdV$G8Ia+34q00tfPzByJV`&twIjT<-UIXO8mYeV`eO2TN$)UQ3Fi88Z( z{*oqV-qP~`VD^DHh6?(=!+}r5ew!UzUv$6$ygnkdTl-<9pweXTFPq zn=vypld^#DrQ&~-umgbT(WY1d!toa(qJD$BU(BHY_K^4Q7X;l8L`0Mi2qWDP5$&!f zjO{?=w)F~OormbeX6|1OiGpx`KhZ0hf;Gttrk%uRr~Le72Vj1?qUYc(#z{vQD7CeOjzU@1dG!)&u&L7UFY_sDs#UEno( z$AQKgtRD6=LlSawa_j&Ky<^9YC(oW83llJ>HSNy6zrMC2)nDSwz`zi#)xgHV z;R9+$m8!NgDPY*&hjRv&$LU?6cIvmFuqwb>P?9U|g$7O7`nF*l;KNiZVzDiWAI!9bW;iM|wAPJAK#{wQD?YU-OrOM2@AW-^9Go(%h^IIFDSAhfB_HqL$jo!p7zaI(`+hB>;ISfj17&H}SYV zcsy_5fJ$vd-^pJJbH~RFcL`cKphDt2d-iOSw|UbO32MmoN8c$PCF*QsJp_Qf0|;yz z;CZ+KTT;;WtE`qMyZE z*}Ng}$6M6%b(Dkt5Tf7&!V-Jlby+b&>k?|jL`)Q*5D~h#9;^ns3ykz|dLgY)!LT2( zDCTfFtj7Tm8Mg}%zDpPw7E&&z+BA3W+>zFUsU8Sal)Ddbi;pTfbsK7HJrVpQv)n`I&%#76b|~E3hsLJ!vE(r7 zyha1D6g4sI!qlk}NpH#u1Rx0LF>>AxyRxn}`XDT<%&aU$kABE_!a_29xlMyx$HUG2#BpIFqeV{0boxYpl5#Q_ev1;aaL>vFA;+yrtU<#=3iF~V z$>x&^b8i9B%}0BEIyl^kB~8CJC}XBUNGi{)mmUt@+rF7bF}h%F7yCdACf3R4ql}0G zX`?mrccPb<*ZbG`miRLWFllGCT~>iqvnRB0EJ#yrTpzQ>8;aH{&2ukL+eTdiv zGTVIx`s|`VEl1Sq>MFY5N11|$Wnn7aKHbk{^Re>Nf4PM@e)xAA7K$%q)gUtvI{>)) z9zHZelI0te|C*O98K6Y03_uQdU+mxM&H>+qh<{m~Z=xKu6XhFP%t|d}?5g@ez-ZB> zAIwzblwjPEhKEx}D%-k34Ad1M%(;QY_()b?N5H%r0P;E?1SA)mHH$i=v(f?g__494 zFLV)5-s98vBtciJox}tNmP5Lv9!O^{>(SQfISL+w@(?b)fl4ZK*%2?;{S|26Lqu=T z7-#?#R{??iJ~4x2V0t}FB`W;69ehv>oF80P?_V7QcZQ-M4#8zXGlAOi@$pp@S054| zinPgOcgHpl27B&|BGD)EyiPcC(DA-nWfe1y%#*eP^TWi<%0 zfreSr(Etdbhu6yv<*C57`g`0UPRm62GVmoffSwr>^rorr#sU$3oGG% z)kwC)7iCq6t;@Ug7CSCH19aKsRoz~YxeL$WB-f^Ez&(hq^5t~3zoGnTi&z8sa~0f) z17180?l1NTv4`;*DwsM+OG_igdMavT_0Z)tV6u@T->QrOj{!YmjGo5b+`O$4VfBq{ zwgz(qr3^DYY>SriwHvs9s7AZ}5(e(_3P3cb1C@8s7-{$j$ugODJvqI^0}U9;DQY^> zU=?CGF(?L;Tf|wq%DucWslERE(G|4n2oTK)GN=cQX#}m@Azl1(z$T^sSyZtC!&i0b z1!;zc7_D9Ef~hQpO@IjO(^dsRSgnKDJhbaplB~SEJYw$M-k)_09YWZ4sk2w>8XJ9K zJ~%=2sh8M*#esE@H^jNUXt{FfiJ!WAYzi1=UNUOVUl zMK8=L-XK*yJUs&~^f%q$R|uK|8a6TRK=f7$gvE-GJ;8pkicxJ9ru?XW(BIP+s>saxvQ-G%9hprqb%%(FR1Bu6>k=)UI9fwo|?XIik6zib#OMf2xwEy0Hm`IXiOOGy;S_{0PyN- zv=9>;TLJ1^#8ZBdJJa{}utk5=+VcDuq?n8Bj*(JOP*~Kk#51N8Z>+CKFL=|5iJk=- zrS!eW-#tJ!RE{H9Q2h2MIJ@2?Ax#f_s9G)&K|u$QKG3|3crb2Xe&b2T=>uhJ%)Llg zGFe-mAEyFk@r+uykgXYJYO-|0<=xOwkhU#|Mf4Xj!(Ox^f^UUL(Y5++cv!VCUN;>J zOaY#7AsQ{95g`?98t3otPcG)-)VvJMx~0}4qH50rM*zozL$jb95guI}o_>h5{ijDh zt6gBz0 zWz7}5;XA|MEcX%8sHCaU7FIbNWoCD7Z68q*kNa#DYz?Gw06UegN7}3|C zbwmm|&`F(9bA$?}WUmhV)xg>U6M3#3Y@=kaC;@XV#Q(Nh029mwKAFIVBytV#DvZm7 zu=UC0nD5Il6pJpfgvQ-WYk@a~BuxVdBJ{_C0A{jC;7av_+mE~3D8RPj1^>&c10d`p zLgqjmx}PZJK<~L^S4w(iEL9%ZrP{ z<%=}+!49zfxvn-mbVx=k{3aaMh6L&e20MBSZGHF92*wn-RzEnny@PaxzOA3?3Lour?>ybU@aCnRbDOb#O{>fO)Pq$f{8t z)j1KH0pR8Cq--jI+5*5^1e$AbU}Lv}vlr5wA=^G|8hI+q+JR(oQK~LdLr$6BqwG@i{*tyKB%BjCNmureuIziMgkOZ3t0Q>ZkC+&Qh{bbjkhlyy zJXtl11@kD`kJ-@RvxmP0sMgVrPh=L%Bm3P`8@=LtO2`B2jY{Kn6Vod6| z3HDz??xehYg;qKI6^WLcQm=Y=GX4yhh@g3dg3tcibSUC@PFc*J&;3bl$ODO535qio zY2L`Fg+Gpd`t+$v{w&_Tl&kGcSpYYSyqX%hOc1-Y8V(-zz5#;(%=-wuOE^KcqU5yZ z3ON!XVA+eqZhBsT*Um3sz!*GqX%du!w#p7$vFIe)7r^H8Bqk>#64LwBPR>4$IGT* zYqm`!c9JBFys)JavPt3BR>tv-hb!5rRA?bzz*Fl`nBV7~u5j5gfaeb?&64eA>IF#d zN?tWEs3cXrM2xN!%+hFdDYzc)RW~$nlxhJ`ZtRN~WWL8|&2m9AIz7{%rB=pAxlj^s zl%AJwE5n6-_$XzLJI@r7^((k!PnkQn4%2Lj+kMI=E@%1Vtj!R2Go1$AGE; zuL*%8LCF+}BM|37rL76MS4Z^V`LbN3k0KV>X&e}vN5BwQskqRx35t5+v2 zfCJ$W4I^pB;POt4^Svi&A|%detvekwL3$6axxr~J2h&B~{8PVMA##z8=aT`$Bm)qk zC1GntgI4Aj8A*$#6g))2ePE5DIzK%yAO}~NAzFY;WMtf-H8eE)b{`{dtLN6yl6)KP zFYD@LpRF65Mi@JfM3u+%mBwUZ=rLM%@dx+AIiSVUC<5hnyD@6cYNVNIq|Za-W*A5( z$D>a(MNexsCXTVM;rl;djBFX?u7ItGg@3&wMI2Qq3S(iMsckt|pWwq)8u73V1(A6J z1{m=SY+?E2$kWQ7ya@5&L1xtwdxO$XB$q2G|LQ zka}GO9+;N13pjlk0g*{*GZkJ;O})(ri;QykFe_^k{~`Fz3FpL4+l0>GGZL)DyYT1m zjWGg*NBjoc@l-U_H>wY^j5k8v{j)T<{025VVFputEm?(R#E?A7H6zosl6L|In8A%= z(AuYvUm-QGkFtu|Qub7-&S+~Q(!a{l74Ifw9=sk|*9 zM{eU_AGg95m9z%$3{D9Nl@rRW^W3bCp*OfmSLjGBRdVC-TfSco0^$m27i>31+>@68 zjDTf00R#?=FtbEl-}!C<95!{#+&O$VRpDSiu^evTy78`h5hj-okC_kp+~C5@^z;DS zbw1#IJ-c9@xPD5%*t=j}_M?2k%^*2lw703mc?G-}F7lICKRVW~odJI@Qt_oEB_)@- zK{{fArze3|>yxFT59#~nto&D?Vlo<3M#{PrSlc;%CW)R6+$k)GbP4vK4F$ zYT|XilPNIsOo3^nLRoqooj~m;;40qEDW6oYp7;>0H19*?mF%;_dQaoP(Rb`3Xg-s} zpT=`d#BtsW%zp45CS6weZfPLeahr^q6z*#nrg5Mie9!g{@S7wD+ z87a6#!0|<{Tt>M@q&AiGf2SEW>I* z1o+$OqHn3v@(|6Mf9|O~}6xmeX zGs++*twNM4XitNSm(?2w77)5G#r8i#+|O{OdTYfz9L1|#xr1(-_qZFU;4}(-r3j+TYofPMm9htH1+@%aiRbFKw(dT=#Qssb7C`0*W@8eG z4M{I@c`P;PDScP^k!J?6b1vn4JdLR*hZ`bD(o|C~DjPohbThCOKi)}{%SlQXg3KWA z`NnX8^lm2@I?-Hg$qIR!v--J@E9hLZI$ewQKQXAGY}!3wNnq1m*Nl;cp>mvU{!h?x z6rM$$*EuK%OxG}+DSA_lRFXU)gHmGwa97O^i)Z0TJ<-~xwsi7;~T zq*K9HuPx7g3fGn-g6Cqp_LEvrpCC38UsS5wuLoX_G;WoT!_owv3^K%IoT6En>y!$* zEJ8+*0t3z{B2RbYGK@-DbiZ1thsb>o5zo;HU_d@HXbDcFtWLOTmaOmXp?Ly}#e$E1 z=N`fAwjYHXA{*LSbpVh06xg+~4=rWpxIoK+7zPDP6yB^a{X8&0srS3y3#Z^L_Omt` zE}FRc0)Q~~Eg;V2!=;hnEdtd{0#t;C zfWb1IvsZNSZ&2$oR^}j|o|m|9%t<6Y`6x1Jkpc@oW--`S>Lu;Sfd%fgBqujcWq=a7 zPb=b34$3P%y)Mik7c49ac{CS;r1AytM)s;8xG@aHu#hdlQW|;8LKj7dS=x?U43wX{ zfj_SIKqx_p^|Qd^*av{ zBrw=i)3uslg9jQRnUU*-_;X>}jI)P<)xits>vL8M;FL}Q*}}ntaaS87w|9J0@pHF+ zv@l?Mvw63C3~jieuxQ!5K3q6WAibt>unR+=y8NtT>5`j{c=^|$yooMEbf&$|s`0bT{)wJ$h@r*lv+51exppd=>+gE<5L?Ma$Op%;id ztGbBjl)1eJ@G8s{?3DB9>}#Ko6wY^YSGI;@J^0&x41=~;He&Sec#m7maRM67WDuOce?Z%L6Wt-&H@hJv`cSb;f@7QQU z^uBh)RTHy!1vFfiIJt<6F1Nkx;QF|`i ziPuI8z}I*XWh~sz(epVT*ZqIkd(XJ2&#qlmA7gxth1eAY5~YX=1Q3y)#Da9CN>@RV zE+8OvOf(h{h%@x6(xfXm41H`s1`sU3&_}6KN6Ik33~<((p+#kj8oVB?ts08Sl~7 z8)VpZCUc2*00}FDx?mZUNFtHmX@^vY3C4d;3l3p^IfD4EDItG`%bQnVP}m80Xmef=)L}i;jH~~GV#y#u4|jnozz-kr05wVWLamsz z$b32~mUwUS4Kk`;xbI#Y?}68ZBl^^dE`^R4k(`BzaKc?sevC^7vD$`eDUDkSihw&% zi{h%9G!qb>lFoHM;?A^SA^A49A0lg3>0C zBz~`}fEO&*(o21qNsxh#@sg*|*8%WSs1Rhy2ElMHyaq-zClO4F_kg9GJ_zsdY+VWV z1w(|AZ!ZJ`$?R*lAkrJ#KmPdRb~4;vZ9MJ(#S5PI_=JVmLR!ZWdzHgQKx^%hC36VG z;`1StuKjepjs@=DD5;I!-aj~4V{B@*4FY_>(=8#tOGugx@zUN*-CrzkF;IHF@NBge zD?yBQE$NTC3SfA13*P*Ll5-^IuehiW!agex;%~gls1HuBfqU?Ne`6#C?$xzh#IUN^ zq^PLaKZ2MV6dH$+W~36FD^R$MIpW?UwiF08#9DXANI8dGdtTjXuDrHy4^MHN8S99) zvA4J9sVY3uYu#@io}Rr>YK6e*lsmVCuMYcBZ@%!;pF4X*fjXyKpP(prZp>btV+Plv zl-4F4H(tuMDmy#`xzWe^Pxc7%hdW$s@d|{}h;J1Li`-(oeH(U;)*0&O7weG5(QF)| z=QG5PW*}8x3?tFD48us9F#F`d!wpI!Ie*mE9k5}*$+3mhsM&~dwkQX9%xc_zNPcs{ z@_HAt!Etx@2{Cs(i*VmGvi7|Y+(Q5Wigx0>l@!9#VsnxgC}3jiFX26oSOnwsXQBxu zu;9f|eDy$Kqtm(s_sIR=#~x3dwyy=;fw$kC8>5LQ-$ga{+zOLpui&1xo$&U&e^$?c z-|G%%Q%n_cZR?`%pOSMn{B~(QwYfgt%|;;l-f1heH=Xag3wj<7xZ^!_c$Fg`t%3AG z-A>Cd>Mukho;wAREyDFbRcIh}=dSz(y0n@y@@RnRXmOx+# zXDrT8B0)IdX`fPJEu2~kD)%146{On}m3_hhXy7$>wjhJ*e|Fr{T2CX5LzhIj7WQNxY$M4~1T|ve@0;ywji?){59^f%x%aJv&Q{Z!AG;;Wi zo(YRipvZb!EZjmNiHhe8_V-u8r-YyOCrMXZd}XYrWOC!pKQ}2&q)EM1s)+c zkJ39tk`PGHAVep^2tIeXSDgMS0V?uWxITDo73r}x$R>D0B8XugAb|su5dtbv$9EFA zA~&~g+ZIXiIftGTU}?41Xv({Ft4M+Mx_CG%+khW0nSqarr{y6$q_rb>H7?9B+yhsv zKc;<`i3JB&o@Scc2IMEZX+*z{LX7XP#$*lqpFNA^6~7B&=oP8%aXD&%Du z$EHU|0Cc1PDzzw9g3ol;$r}j%Dp>ZB2;55O0Eswn3fCh6LI?rGAob0MwgtDB@+Th|y|U51cRQC%tXxV&Gk- zg)^r9H2yUI1((2g=qv;GuiiyM5zLDzK)_;t24oug{n4Aa6^}+^G(43DwkUuA+ktdI zW7n4+FaWRr_JExd2HAqgO~bvDCqTP~3ja8GHqV0$@HW#h!%x*|X0&YrY#ud0w4|h_ zir`~i;P6Ps<6vPLX8rk8!BG*qdfj$J@OV2jMmQiI-vWNasCi|qT^?zF{JtX5%+hi< zlA;inQJF^biPDu%-=Y9M&16u!8}8f&>hItFE_80->wJPAAFbq!v*vlaM2EtkWj5Iu zqMqkK{T+xvh>~+`sHo4S0LFO>XA%`Ucu{p(S=nKh&YzLN1xROjME{Gg4g0Vv{a=2~ z9+vyx&pr5mnOX9GKJMS!_uAJ@kCtucM-G@85^t zRC*y<{KZ#m0!Epc4!8WtAb>!<09xDN#ar7GuDsJkFYj};x%{9CnMz$r#{ z+kkX)7hDf`QM9Bb!k>S>7~6+7ESsF;EQJxaM#w*>mIIEca4e@R9`8Bp#Co5+cnG{Y z*8L0MO;Fh`Wm){+-tVhrzT_ec^nC!%+s_n+Cxrk@^30~kWJmZ8ADwZxw1mVRBqi&% zA@A__*E34+vLNLgjV|3KppLW4lR;5aUl`J-oIU=mW&Fk#z1!f<+s~u|M>YXQ7nkS3 zf4>ZVGh4LG!hLP*9iYO8fHrG6fcM=XHhZlz`O0|=VI_jmNHz=)wS|fcKJ&5{s+3%2 zem+}9N=y_)Yatn|1D^HUv%YSP+8sFkwz-=C`X4xp?bjJ&2K@W$8RdA&%`dN|xGx1Y z-xi>z96rgm)?&ZiX&{>V7r;kX4Hn%Bc)CT~;NL#rG?s~yv@jW3fMtIWBUU&2!8AJ*rJAdEUw*dI;t~H@i>FXo z)~GMdHSTBb*t+!!E?#ZVS=LQ|Z7g=#Dzm;rJ2n_Lu{uDl7pTC8KupP8dUO90 zTr6Mfiv$ipzT1fUc$Z8%IAEpE^JapXKkl$g=`KR>QX&;x17{we{RvzpnAQPU9tXgM z;ucmit#H~>fboeZhn1c@T%Q9C#AsIVQ_crT6_`w(bNqZ&FuI!Oe#i#Icnpe%6!v#g62ldEOO|;7Hp8#Q=!nTaa%A zhns5@HQET=H8lV)&clgB)Pj5?K6!jvXm!U<36SLHsQIvI{1knV(gQIDdGJUXw2&`b zz!fW+pdII*9eB;99WW+wBi}H*acqlfu7(N{?-fs+F3-*@-H%;2;1K=x0gg+>VTAap z(qLaX9qafwxjU}DKjWebW zkmBP7z>ydZSh5;A73$VF8;gT~9KqmDr7M?4fmnLd;aYYas>|GlCHQc?zwNNTjX#a< zf8Y}|8->6^vL5_eVNl+noh!E?l;=l!7X$T{@`-REtDp+lQM?9G0IK1U2TV;$@_}%0 zf2S#4g(kNV^?0{=AbNYi_GgbJ{b@@}O9vg;(!HpEz?e%#bPX#d$JWDpM2h(in3d%~ z9*CH%L~{u2W!oA-pS$Ra1X{=z9H@_)lMUfbBQu8qX1}c(2%fkrkbbY8L#E{Kulswx z+!IifLJ0~3x`Sgt#UZ-`K{Wx++*iOcZ?jKuKY`V5{CZhGAOL${sB9=0XGC7JU=?f7 z%#5lin!n#ZIz2|+UI}N1H@*@*{9t;fUt+>$wFNm2mAGnjyzj8Q{1fnhc`f9oXeibc zhTh!&`0^HAi2&-J3REV%wjzMxj*+$yVbJ$-6^5Vg;n@b!V^$2JzheT*@a}LOL)C%& z^3C8JmSAGR2zu9=iRWvCUqMIqCV&jCkOpK}vI&=fd75~0l&=cnUec9E#_$o3qic-k zlz@`wEVLx5-v+no!xM@qu=990Scc4rHdvGpWaz;qzje*-%ReIRhcA# z>G^MYB_i%(IHR+`)end za`Ku>nqwiAcLq$o?q53W=m;+=1EN2kzq!U{NYur!QEcDb|4F_<0oY;3TblUmAsLyf zo&EOjrNwWCACBw$egRto>d=PF=d$_%&@T`O2E{Cvdu^uMfqy9wM0e8x>m`hmV+wj)(HdB+%m?-lzk+`+R# z_xs)G0_t}P3Y2P&5d8QNU>$ow(a&Qse>(Omc-sNqK0+=HjzbW%N; zwI71c=~JgpWmoJyarY!Ysn&kuvd5bG;!7xXjsFaA=Lv+xIkJ%0Gz5wou+D->6zq6s zI=wqwz%pu*ZHW#bqyXf**}xi9!vo%hrr6wu+QWnkL){E{y_bOVYKD0E8k~p)x1B^KWedDk9K}-`Us# zcwb!VCJxgE?0I+(H=6jHN0Pl>Eq$%I0HRI)`_HLRouXmN@u|4Fx_X295_nDPq@4oC z(K^Ia0Bxw1EsB*A5E+74**497pWY8ZeINY^-XB>8+yhxG`yCMEXuF}&Hwxic*k^cF$8`*Pyb((MqD zAn36Lo%YfF0+zwE&ye1o%t)a;Vvv&v*|01Df(7$3Jv?vQsm?NL=Uw;T$ z5xubJutjDX2S=wW;(^8sJD@jKHLY;C4*2HSL+L)uZgTAcTskfiIs`doH;m54Uxu;> zl0*P15jo)p!*>R(+m$X1fzf#5O|){*AIt>e-)@y+ZQ+1 zYOb-x=Qjbi{i<`f1WjBzfiT`A95j0_OZ{hT;5iYtdly89+hBM)0c0ndu%19~A_i%l zL?wA3`APdEC3PhjvlG3x?@~1-k^?_IxK)k722pAR_|S0?S#+ClR0ZG=z)X`K$V{PN z220(VoQ0JDJQ!4AL!r;&1mM{Ku&|?TUjshky9E>)fjm71q*&Hn?7suFBH14Y5|#aM_MkhFyS!l3(3;7BuFcj1Q&msQBLx=1Y ztY7o+6h$eMYefJ)6>aqNk&@*Ho&)UPKYwy+9rnR+LBR|MgU=-S`Smq5AldH}Pq_T^ zL95b3{gylxA7vyc5Tf!o08Yfd#3LZb;M;8;w}GZ$0N6@^hz&2)M@Sgx3h4fPa7(I<);HrW?I!Sz|7KFBQc?cc0oq??c1Qf)IhG< zhW0A*9O(Dhwx~HY3jUQENlNEtuoh^a5e8!c7T*&PAbG|&FuI=f8vxw`TlMsZI*m{- z#Zm9r!unz!Zh6^+uqy$oMJzH>eIan19{V8^;S`VnF$TIok=yZF^0;a+14LF&mDN-X zEpU#9j^!vpg3z?Z=_jr5^M462)V0U))8V)qGXB#ftwAWjuXxsiuV zkMSz$x@c*AiNmq5C2)?=;awsuGP+0dA#+A}h;r6rpNwIx9PH0xa871(16@)20-%TO zh7psZg&zI2j!Y)xNeMnsN-$C&aGe-bUsA;OCxGS$9zxzE=SfFaWCqOqbLil^A7z&{ zc{jbmPXGo9_@E!2UpH*<0!qO|>E!UAEd##DTJ%>yIeQhc+rSa15)75{p?m7j01bGO zy$2wHgJqx@6c6uWz;o7g#0@n6cQIfyXgR{9f4zZ!D@@7{&kFU0td5pzhddONkQ7gK zM~er@szRE*i;$5_e3^jz^h(wDoCin71oW3F!SWjfFPX!5q@MfN!6vfklwT2Lkc5a1 z=!<)Y#(zJ$@eWi3;-LqCih>15z2YsaK1b6(|Loez=4vB_QzP+Nob`}lvHdqAV(?*z zR4_bxM_V8p__4asnj@k>PiBuyx@7~@n7A&?z2E-Rd0OgZ?7dohzGaV3#P-Y9{2w>q zQJVoF*wGgDbCf|I%$35HLqKMLEwoCq1lqCG-zO!d7q_?V#}v2uZg%C4p`m7iXaz|2 zz)VDVG?bbHPw_4Wb}s**3q;>{AC=&!`G7)RSY2Ys0wzh6_i_O+@kdi}5JZIdLj%~2 z4KPr*1uT--JSdUq2|fj}1*^aAr+C}ti2O0|i9*&0akM3NEtx}Biey7qZqgM3>}p%6$#jQu@<$xuH|Cg=v)YS6 z8WIWUijPk$5DbY}r8s%}aP0Kl$jF;GSrcjB#3>xI=+px~ffYT8H6pU#IQp7vZ5LzoJn5sChsJ9ATm zZj=60$n+628wC#MbdP|b)zF|Pkq7Wgz80Sc+OuE`LQZ=z=*5U&l+NTSA+J^Y1R|d< zzhRgCGcdavD%nGlKUtEV-#enD;|L}KJoJvY&K>8vooNB#SO6M?U0?V?eQ+Lr@HUvj z6mb>=BsYyKV4T*IZ#HsKH(hoBKg9pXQ-X*i5{d^{s|3=6RgI%TAyhMScg7<~qqBdr*GFZ3fmpokI|ySMMyfv=aixWVVsoA3Ku+qn%v z@1bNg493AJp_A#8zA-xRA$vg2z6+E`vm*hC#~7Ktkcl_pl_9>!K*wGI22n86_IhM;!GGjv)*yX=E#0i@C3w(;)JQB1 zGD%gM&P*rRkOdn|PUAA5O9INcV(ZC3bba%>)}e}YOtgjQt7&U6H@b}fx@Na*%e6K@ z{UqPo2LH4e%>fV~7HS4f*NF|SZq$VyXetgzVowQ%hh1G4#_rsD+NZL@b|y2tIO6^j6|UY0VeOtF>uZr zx?SfWsllc$1?HT2^3a46Eol*TC>^*_axFH+{qx0GHbmx`H`>28SiRVOulC32(v76x z+m|5Zq5%!ZBkojiwM0*o3~Uzs^TbI^$9Y#~4XmbIH(Hfm(Ufq7h!Wq=g;0{Ql>+oU zf4?N;RH%kh-E+;!!2r@*_W2yuV#%F_{UTqh48Fv;9i&&*{$tyC-6G)FLiYqBh!p)~ zHEcf_NkF<9uVFIrhb%*?UREIhRtdb+v~06K_VofO-T_7d1wtctQtQ8(oz)O#y^DdM zMepzh91{%fPDpar(XpCGuL^J%Xd(jUANjkucR$7fJ^TuO>$l*dy86NooUb6^?}f*j z)kVN=YT%VjvXj%&A-+Z%bV6Z);t1BAeyUVZGb9#bkst%FK5_E9hv)(T;+R;?f~4!j)D(umMrv|6V}QSZndEh?Hg)+ZCueJfApC}4tU>;?A_?1A^XG^|;HW^~eS6Gn zRh_K;*ci)mVOko$jP-^xI@KTk(S;1dh6CBwUW8jvG7z*Bp==X?beh>bhZMnNH-a#O zFhC0mX~ozG4;9BfgV8_k?KKSUFb9Gm?a*f=sF2J`MPDHvV7i8b7nVIpQR3JR2j_y1 z_K})1u{?hWP$HpIU(m3y{f{q02+o7N5h8FF`F-$yFG#Q>0dUr)dcp}@Tb$eJ)nL2@ z%ziQePaJK*go&*t@(rqBX@ne|>*BC!6Z+j!WxyXBnI{Z(VNEtrKQd?><)<5;255m2 zj5`dRsezrDeOGxP#@3*g60|U1{NdMi=OF+{&`*Iz1``W3upTk422F4iw3~6C+=juA zN6={OXo~|iu*(aIhSWJk#qX{aOgc1Ff- zbSgqUoa%18z{%43bJh}+b4)3 zqKij2Z3H^Z!vVjEcELGotZ|`qZ3k9dUQ!x#!yXv;7z`?t6cP-xKyDno<9E^M1b zEd&jt*mn=4;KS}=b7;{)i5tCrHL!Viz>mo{Jh?j26QkOEff3n)#z0D+A*;F(j<7?PKT zUxWJHl{0VY7#ENb3iXsWD-gj(O`c5<5a$H6aw(uR2joWxa$F#>M{RetbgSRT9dy9@rS+*jk!4i$orp172G;FCoDPz~ek{i5LTbWL7;7 zM>`CGFw9u6=x1IAQXZ)m_c}=m!klbXC?F&eT%?r3GlNT3_OBXUmLR^{wk&D{tV7)y zDf?nL+oWn#m%u=A9su)Oc$!!?9RimoP|LQ^llBDXt$}$BVzuNc-`4=7MKLI%y)RM* z!8&k%#)@2tZMfQ)`T$1l+_VYl4qO`OrAYyJa}S(^=mW2H^_OP71KI=WD5Q?$+bJO3 zDK;|{iLg-HetK!X5#9|Rstsvg(e#_GAg4PLs2<*+(Xrlz;hYH9?vgnj?rXrN`Juu|M6Lx6nPYvo|{^lhP zU`3kz$6;&(4q@5CSQz&iQS~{B+Bp~IC*{6p7;|REAmonYl#nLd3-OK5ep!WsWpdvp z*(Kw^(GVn5y&f$ytE||(Y%=0!Ng|N@7&mvrw%lMvja%3|QA$Op-oH}4HzKAVzY zaox(NOMVfk?i$b|EPE@U|1fxs(ADn%>`-^@&n5u83;|l}@X-AtxBURBLBS|#j{#L! z2|Lm0lm9$?`0jqfGU1FN3mhkJfuX14TkxspvAO8_+8cIc4|c-(H6~^u9s2Hl_F^s0 z9MMTQ;=azrs05n#YH&~h_FII`umJi&C?`~{6;JpU=|FZV4pGET1ytWpa3JLDM2(uK zxdUT&0^n3`LnE9iv~6!x`gEUvtOG<4o=Kq-MDZuE{hNnJaYzR0_(*AY!l8Q$h`_wR zt(`UArHma*=<~+XTC>+5ejo3Kd3?^Wvd+JJGvbOgAi$fH>g#k2nrM-Q;{m}Q8jBsQ z>b^h#&=2;N1LW5W8?3%ShL0C;=4w538aZ^rm_oE-Cmw8KFtyW5{|>E#%2zbd%$f@&nyB; zpav5kHkM#C(c_WGAX|oFlEAqO*@$pZhC(;}7W4-|+5cEiJ}?*T&Zs}3eE`}855Z}~ zxekctF_6NUz65aq`~lyia)bQUD0GdZ=?Q&RiH&FwZs=pr{EjS+yQyWrTn2{g`9j=3$mKyHj z7)Us!ThW^YgBDtpY@oXuojiJQrgs7XmFvNUgAU>KYDz8Ml+ET1M0C;qVr5{xw3eMn zX!JsJ5f&%N|JNrfE8x6WeAeh_g0zo`3Qoj!tT$0oL;4RW0Ui|yLkxw`1)(mV3; z#-m}UDXa!@fD<;e^>*Ux;6wySx zxc0g7oYnCHFfJ1m>~o*ffjQK`cL(@|QM*#h zIT5PM^Jr@Uww*T^6nj6gsR0B?TL3ms0AmA59QJRk8iYuM>Yu=8J_@kr32f0OhaWot zm1CSkN2V4t0{|}!z}O6S_I%cIPw1&#%ZkKSS1TB8I02G9>|!ty@n$IUETP_Dz^FkC z2L?}^tO*Rg>woiK;@HM7LeN=HMd$_q018VBVmSem@xU%tN; zt{& zzpU4}`Ko@stXy4`iy2Wg#BA?tc8yhFQCjTKaIDbllYU8_^R456-wt<`8W#jff3Zv} z9$Rnv+uiY_jKAOHs|uPSpGc!>WPMyxeSGXe3j?7Fj>xL7qicTOL=)=}iPt-Mm?5=` zYVj_^&4>E073Ok*90d0kY@v?J`yoH`$i?H-#2naW}huFv(^yaOh#` zg$uH0Pnx-{-)-LV$ZBCw_kd|c8-Gu$hjCT9+OG2&9*xbkh?;h{GLPd00S>YRleK$& zd%AZNZP=MG8gQzh;~Y&$BjTZtao|joT}xBg-NiINmQ?Q<Ue8BiqM;8qjV!%XsnBd^R6p0b|#Jppbo=*2oV{9972Pi&19=!muhf}qW$CVGwlT}w390@Lsy7DOPbR0Zy_m25T!E>ux_u`+X@%L$qx7yM>RYiBBFXmMq=u%R5jf&q^3< zckO73xZ5Gtc8+St=p{~+9R{ax(gAuq#q!iRE5~&)XEJ8~s)O96Gal3Nq?GPcKT9c% z%+#6l5&32JC=OL5GLs!$Rix)$Mh|yn_$2pf@5p0(@Aj3n;d#fK*?7vQ{w(zR7S<#~Vy3Xdmc4=yz{@fuY zv7~nPashKf^xEYR!BV%oZ}!P01vy-9k_(UMnN)55RgsoP)yv~pu-p$z>kCoKRHSA# z3pgKXG^T#FOP9QD`BHTsSC}mP@NubPqv#gt{o&_QNL#w^?e=Id-L{_$YrL4yN3;=} zx@gh?Xu7j3cK)gdE14+ieK7fT!x}HwgZiEE+`cW%zwS0MJ0v|f$fxyVn}220dco$2 zUTLd@gsHI>O5)@%9{P94wmrYGn1%3?3-3G{`R*%wiS>E9`1j59H7*(ct5f;mg$rwg z2%nm;T03rH8)0X3}a4r#xONUf6K;gQlpn!?O=z z;cl?SGnO>rCRb=J{1Zg9Sl8UoUVZ!Q~c?%Y1j9l000oq%)Axp-;0|7Mi``HT4 zcVJsO@9RoC@i&?xL!xSuf771kxZ_h=zw{jlO6E3-CLS24?>k^B!nU*!>Mhdi=C;{! zrMgu2U#m8In_xNnelz#!!;*;wO3uNR#%!zP-K_M!RCb=lYVOKUe%jl`=*d<>WkPY~ ziwx2x+fsj{H!_4-50BmwIJv{)l}dBHro`2S%H0~;b?ZhdqN&+iN0`lJGQAc@6y~N( zwO4rALuTOi6G#G$+TAn1!Pe!MtIV4o?WMV?nZEc#sdwlWQ8?g8+hB2@SMunYPw(K= zGJ**2%5!XOul98J#WP_}!ie36-@{n$G->T0TZfA}B@{nLgt0Uik_d-=xp`q@$`e1s zI8io-Nss){n3MynoLx3M*v}C7_`rggUoPWY6HQ9o=&X|*I{8VEMq$w90~_OGE$6d6 zHu{Z;Yprn9;P$B3`cd|p91F!1+kJ&sl(r}AqEWgH zzbW)N{(DnM?j=1bj+ew9b$>s)(7J10^gz0(jbETghiI4T=1(!(>dO4TYPOo5>dQzT zwfytv8bB5NmA+8iUtUtw&>TX(#h_zbjTNd$CF((%t(oya!k6p}A^h z?VYDow>RhpEeZ?r5zQ}Dzo)rT-%JGNb6>_aD#(lGFW9}SvvD_f60>faI7_1OiM&s8 z{&ac8a7#0rs+653I`@(wzGETB{U?L$gVw)uKiSd}O%D|@8q5WfX$gbG z-;`U~`;&pRcY|4fW4lt1Fhe?-G3>1<(l+)+Z^IY8%4evv@h1O%Yy!WQo@qht=;7K6d(aGcfOa-_i|istZ~%};!fDL^;EM} z13i3g231T0leL3l>yujMi_+8k9w~?>tBcRIc+sc}={NYF_9rIC4Fy|OUHMrwnb8`zx*SBCV$|zQvOV%dQ3Hx{bP|PZNU5Bwa>Fsv??&QvZ#kfZHP<;8kEsOnSlBfTZ zoeO;lxd!I=n zCKIwef3hUkgUt7NZ}T|oU|e$NRqKup{Q$SgT0Zd<1?~A6{i0SGU#0?4knfUza$S%W z1DbH8AcM*$3m*}I=+0stAJi$$m|E#Zu}%Ot`bCu$Bk>$J9jPT6ZuLPbJ6)pOso&l!!X_ z5`Ft%{`v8{eHy}&y}x*M&2U5*@n^j$x7?S>xaskcPb5U2KkWykQb@=Z3E^RV<7 zwV(%7n&$U43v0*4nKPJAl(TQuO4*qFy4u3C$Di~dC5v^`R;T>&RA7CQiOub=pWQq^ z_pVQR$wKvVzE83p`z7(cT15HK`~KuIVUwi%^WF7*OvdQ!Rk{~}<7ejI3;_bJx11{@ zKG;hS2zt>?v(}(gFmiX$)yDTLBu485oqav1;hL~}X=Zrg-$xDpEpRt@$yD**e=w2& z*pte=LO$=8J)-bkTM)x8`Y7P<{l5j?3Og7mnGk<4hNR>Fa4TQX^i1EJy?`2*oSv4p z)n>6(A9mu3=0tXdU2O`BNvR5>snv*ejFHw0lh*ILcQ7WgJ~39s!^wlwPm|-L(+A-J zc~av6N3+7$T-)#xqG~@?TW{`1pYX5vQvl7pU)w)ltekgiX(n{|-0{8DVj9#;OGbES zv1Oxv(07O+NNnSgUTGVBZ>2|_2Ojm%IHZxryq3cfzs>UndKJ(PYf=|!^%7}6E|Ce^ zQIdHTONM-6^hJ5a$qminZN_PlLjb?oR;u-){<{-nC6nlvwaaf*$3Zn)DT zarb3|f~t)!6yNEvBFdQ8m5yJwL8?5=_}+K^K?_CQ+rEIYmRxhSib;%Z%$eh+Zy~<4 zw(=+NXZZSh)bxiAIrSW;ZRE(OOJ6%7@WYWdj~ctl>rUby+#}-`%>rGHTny<`wK*`7 z9DUVuZ69|+++3ZIH(sPod}$MXmytI9F;6~lUaW&@+91&DBat8Y`E#nT*_>yN__(g? zqW$C_V=NYj+tk-^pxq|CKFPWzDtD+^xs4N3#O`9==nJbeXUw!FHdhy43YrWTE~*@x z<`Z35V>0qZNNK(QUw>Z;b;f34k*fW6#&3Gq>YH8Eo-Wa|c3y!T@m04X_SE$HXl_)= zR9S-j96Bhfu#n;uA{X?r(=J69wwm!D&F}dldx8K}=UASuU}*Y82U1#}oIASulPqZ* zpvQ>J6{E>gg7%Dx$7`3p)loGj%HlPZxm(XI)X|5PZ&|V_cFDa&7xp7J%N&NY^e(KNlaD99h&DIXE4-&_=t%bWnc!m0wnR zy4|SBh1{pj4K$N7k$9Kr=`qs=Gbd%8;kU{VwjZ^4PmPiIf--Veo9-%c_ZEUi($wM@mkRT`mBROA>adBg-xVqZOz(lwB|rlY%P ze!`-o+a#vRkgsVY2{2&Ev}vxJ|7&U#=Twd=K&*pt^q9)=%Kg4w;@P+AS6+!!TOhs` zi;!>6VzpQI)+zNCX5@AKkeS6Encr}-Vb*no&~i^C-r1t%vQ5xYsPQ;~P#8yZWqq0S z5rL8RA6!Q^?<`%av#?2Fjg#)~GJ26VLpTm)?u9_B#**P8ZP+$XDI43NM!j^Yqocz@ z{Pk5Ov-0~h?Nh%Bi?6$wKgWeo=r7!{_=OGW+1GW9SN}F4o)PXM9A)*q%U<8H&v(g; zwq3c2P_9eSwO)AA*U!|E;^+dTCJkI*vEQGDo%~Wm{H0CQ=zKxnW4f67;?=;P_W4*# z=zKFQ&z!SsC#4np*9F@>``zFxulj-DUwzU%sTR3MmiF5gom87A$u^okp}!T~I&8s| z{Oxr1B?pNID}^}@EccaGdmY5Yjic@EKks#} z@RyLH!p4YF_Hz62?Xc963)wqxUX;nL)drlDW6JDfC2J*>tH&y3dK2hedBuU;{`oRh zlJFy;!#*E0oxawrXf;uee)a&6h__A1fT+Tf97d6_u5D1D8g4B?442<5q0un1uyOyn8`&L$#dc*CPE37U-JG4R z=2ZaGyG-dDw_YD_Dp!eBQ;e0DH!D3dL|5M>D+|QOjrk|z?VK39zG6G>(r*DR=E*r5 z42AX6RZr)Reav@R+8rM;k_WVerv+zjnNH)+)S(ppxQBjqTG z9Vj<9zQ*a+rQFF`tNuzmi<+T&rAvR@PF=cRw2HR9-gQaoT&*q5ivTQ#bwwTj7diF* zh8KU6-7OkRvq6Dl3hjp!r#OkyhmTyn>d_uc`#wXIx@0goKYVwhOoX|}=(Awv2^B*< zZ>22eSJbbqy>gt!7qO?XQCDw!!-3!SL`zCBQi4_yD_23%BHa^+{xwa&Ez()(`!?sF z=N5fhh`*(M`qU&&9MTslOx7M~&>3jh*AXQx86Fjt>XU3x@A1cN*`!d){$DP2jJJ`0 zJ382)lc%m+(pxZTO}_ZyjosjN;!!>QBF11^hfrCe`A^f|?`)&QzJd5FKD!tjIn6#fUbM*zqPsud@h4>nORdfve0}hEW_+|bgwN|Y#Zsz8 z;gnWtl11W=!((W!vLQF57c=Y>m(<1206su%1}K$@LX*{ONMn% zKwNn=e$?+$$4^^B3)EiI1WK>#NmLa!X7{%DzExJ*A=XS9_&CttPf_$TnA3e7H~*s4 z zx4Gyu)o2pJ2hY`$>yslpy)KNgUa;&<1#FTl`&-HIX*{Z!@Hn!%W=g3(ZZSs9^vb!7 zw8i{KUE_Uhaft4cIh<0exZAAJNXPcqPX5%D*V~ys&ps4UB%L!DsbBq9w{H~yVS$*0 z#RoI&w2AHYn&VX9onBL@uyEMg5ZEG@Ntz9X zx>Or^;kBHX0nj|MQ*8w^v2rOn>!Kwk7UZS%{n%1;f$O(Kk1Fhcex$cZidofC2CL=O zHB!zl?Mt5`-g1>>v&;+O_yCAmlUy{QT0tcgnxF0dK0|!V%<$+X{}z59EBE%;F4bS< zRSjfxO2*{iaFIIY{T!P%GwlmcIBbL(8;}aQB(!w~y}vdML&cES6)@2XzKi zOvjy`UVPhG#Lgve)T%Xql>0;GZ&O5>u~7~^pCVKlFzZz7_Jy>!?DQ${>FT7bm{bHN zSBhTEy!TNKVV7p!G}l>O$>n&#x;`AG;Ke z5wGj(Zd6emQh#htFb?w>$|q_Qtb$ij>?gPe&!%UzNrHSQt(Tb6^)hl95p>JCN4l`v z$XDDwrqoFS4Z2CWGU8H6HbU={PL7vJm3*j4n;m+Pud~r#SN77Gnwqzl=t~uqGx^+; zHG}N8@sSIJg|=aiZIr3FmU+MQ=ApR#7w z4H)rlNGS~qy4a|e#2ph5y>`w^dwW#P-Hf{3%Fb6jCOKM<^eryxX*Mjlda#Y1l5FFm zqZco#83souFZJ5dqeU|U_d#%OZ_PeqGiXQL+x@%c#H|9M%=7K3z>A94ztmhi0mY^n zMRnnnS)K8d{bwBCmQQj5-G3hg*0FW|W4`24H>qvIMs~E*>B* zyQ+QRZo9}_k1s3K^Qgz*HqnFkgBSF3T3n;AYu~PZ;r-26KA_C8Tf)E^j#rkpyZb0T z`bxy)$x>bRZpn9TcAvViQKwz+4UxdwGzrlR>AyV$AW(<5vv z*8CMOIQ`dtcGA15(HPG>{1pJ;v2uC4V{7A7M=Ho2Y91DA4R))QdUrrkC|yzMT~@h3 zlD3IhzuTb9#R>C#H`|dC|JZc$p0FvCl96NI=*Q5eZ*uX4a%2l*>IFgF!@^_6%;nY% zd1+~s?Cz(9LooLa} zSGUZyqOKGz&kfcUkMMnx%Tbi}9*pb~5F@wU=#wKjsNXKgI%;F3s$<7Ns2a(^=<|8PT)nZt?G2eGMpSDg-wF{0%L?faNNh@KA0>RSo##=5J)gF9d|_$T6Gcd@zLl(B-Wu(bIX) z^N$4uqjg07!s7*2RX^7iri&3c7d;x~S>g7Pkq2s9$Ego)?5-Rq2_CrIu?bFU(Dakd zVy{X+&U+H6LAicEzAlfYF_)BmKS%ZDCQE<+K>F~+!@fov$p`0+0d+_mUdqdlA{*J~ z=6lK>X9S5RFvIGy$jJ+qfeY-XzOzh*PP+d1>=|>p!II4Z?f?#LyA6Ie@nc_GdQHvy zF4LMOpk~~_zLM*opWWj6$8Eb1!7TDva~U@*JEvKwyyV8N=`qIqObs)yNJyI~$j)z( zl2}PL?()=S-_UF>)XN`ajh>OwaeSUIx#&h=$8~(Y;lSX#mL~JPPj~RkUA@}Tk+!QVc ztlEOkIQnPZFcoLziqrd9&f40OjlyEl3#Glk?4vK{E^=Oz51O6HGZwRs81=MV`-6Z| zfoEX1pL@w+M{5&CP{^P-VUE%Fwu49sdNAf`xtH}+UMlo7tGn(*yfKvty)FfB)B6|o zBn^c$x4+i^dP8oDPm1w|wYleC#ccMlVX3+>ebgT%vTBLnu(jGP4v@*)%}b9cQbN@Q zjsl!!jURTj3>?ee%4gR_xpI2) zI$!k9#i8F2hch8F1WgFj+U&i`!;eo93%lu0zRTRfp6CsyE2w)-A5ot@IeAOkC-0A` z5Xl6KdCpu$?e305q4G?>XF9~)bMp!}>}Sil6cY>Q|b%8-Qh_0kSIVZ(y-1jH_l~W%X5CXJ%@~AN9tR z8M&2B%mNN}bP=Xz`%y!USbmv|XLg+}&79o%HW8Qnl#X?mGRY-wujr$mVrNTj93`&L;Z>DW6>s^wDv6K3f9XepMR{9rw@AXyvhD+iJnH64drsP|GnzE-5 z^wV<5Z>p&K9z4$$pgMUxyE7(?7lZuu_1za}UOK${-a!k?iiJ9BvtUAgzMsbfqtZr2 zhNe(SZkfgtZ>zampr+8NHn8odmL8ehEr}YqAlm9!o07=PmM_c@XIwR%{Bg%>lP=%m zlNEBx+iTzLwHgDb2z#7;au~JT0fTF z#+*}6S(6MgAfD(qd=JJ&1EZXF?TTrvdiIS0$vC=K&HX2?YU-fEDAQ|H=}}Bq!0*ZI zg$5P{=t|(CLv}P#nKyqBpZYcLj7R>+)Ma}WZ;eS3LDwYjQ&KN|i%2ttFqxDu3e_yD zcMq^Pn+J@liYH(jxC@SncfFq}5+Bd))>pM1Z9cH8>;kz+zcV_=vhKn21ExlN^X*r& zC;hVEpTjQVVXMAU#^u=mqk-Ippjt};Qcbm14Sf%71a$k^mgy$LmmRqb*QR;sB>XBa+8zX;w zttdClVBhN?sRxo}*uP*R=#5rp=vy4_lOMl%U+&z+P}#JV?92Yazj|m$Ndc9AyjUY7zi$-8Y0opf zUmx)cZhJrMq<;1k{qFUo-pn-s+J?qYUkL|FTqVdfkYhO&-S<)HUw0kNO81ovhlh^1 zMXvVL+B7hvf4Gvl1B#)^DSa=S;+KYeCT?Z#f6=6_3{`Xmeob$UksG7s2%k#k4aH^; zdL(U9Y2D{;-{a(m6=i~P>jk=k;+>YF5;$FX8$>MMCU6I)tadoFIZIMi#b!R-IcTUJ ze3&fG*BQa>9|;|Do0)!RuX;E_F?L5&;XvNz@1CgDzf5HPF-E&UHRIIeil20R_MvYT zL(f|=b)@FF3~OQ-v}*$!2J30EQl@Q(wey?Dj#JM=j0JlOs%SZxELN8pXx!jZ$aSem zetqqE|3cQoTsGlFw+qvAaN7kv=hsigNfKi>zS3=VdOes_E**RIIn*U%$>qafG(S#v zaL5!Ycv`bb+Op84!h-X0x3stRfn;B&c|M&P#XRq_s7RViw9&}a67xL~iZyc4t%R1v z894sRbBleyZoCoflYyKo=X@aNpjixeF(fpQPu#jyesGghC(EXp{FT^VRzwi9%-X-SNDWl_k2<0fp&GDr<7c>*C`@*EM9YJQa)LIwrS>i?!S*a z{CgRGNlm(cPsT#zrPEiAIU`V4`E~qqbXfZ0>r(rk<5m_=$>L6Cu?Y)f!(;Y(nu`+) zc>?+=PoIiV7k;Mi@U`y$C0^?XdVA5s5D)(Es2up;(IS~lacA%dot)5t)+%;RtEUTOdd`FIwcF|F<+b#}t zJoz#?3;0deHOhtydIPKLqMJ=~g8Eu#DEZP;m-kxEkC2s%{C-XSnoqxh8&qJWyi)#9 z_jE=UMNlohvT~$E;fFwvkw$4NOV#>xb ze<5QRYKK&&(14+QYo+6gmi^(~*1w)|YI7X4D;#U@uB^t;c2e;*}ktJWGymX|rv1f}YR?{JN zi#hVi1a6*eSkWjORvzTO zUZ{o`PdXhR@vsWCM<1(L%Y{LZK!yXGd!yD3b8^|kiKE2?U%s0z5r-6_8>f<-vUX6Z zp9Vpnh;F>(0(h2nExpLOUC(_qtkwBvRuLEzz`b+2x24njvqZC6zJ;{bj7mZK#6{f$ ztF4`Yye)YDlZ%@TM2hhc*0xR|vSvZub6RyTSbemg3~0FN3&oxJSEnN+kF7(5jvd*; zB$mz6PyHO~+(yl%l{8QN$RA$$Hkx)&$;@uCjwm&aFx~Ca2Umv)m!+5!LIxrgJ(6vm zC|#!p?5r>M3lmp+W>JLc4RQWfiMRY&dezR>LH4#3ov%@v(wpC~@3||~jK5Cks~Wu^ zWZyj?;gkWIcGyyMSa@z0?9-c}dJSAx--;Y7%;a&rEOi6QAqG4!YNy8>0%a0gXUY$PSAmL?Ve@mG- zCwXD1W4Hg*^fMvZxy4TJjBm*h$*cS7jYNsv`~@1@({PW?&Hn5vjZ5YV!e0g!&3HI+ z=)1g+q@ah3K{o^_pY!OwCF?VR(*a~EfX#`o8!ad*%4g7ZwFOH0`A(Hyw;Hhh$F~>c z=33d;=W?xd&G@>_NLmF-yY`ESkj@ zEGlcfk`UJHQvI7)LU!_xdMk|5^Q*|YXFzNKA4SG}asz2eKjjThMc zh)G0=hAYNfcNe%g{_gG5C4Ji0lw}UZH9O=*x>ch9FxqH8&G)9ty5W-ZRI@!6A&S|MBG4q2F2V~${7*n?Rq zX|{JE9a5@!zvfYq zS94%tv?(wAoaR&4?JEc7lyHY9@zQ1fm5-PaQSWFx8G#_dEaK%o!QDTX4n?7I5!_V;9t3A|4b9@qid*JPe_X=bwxZ+sL79_&hwf})z=II+Ov6k#b{@{ z_e(b#i<+=RRr+=y4(qJxXUO}<%nWik5tcC8FGZN4NfWAO`B-lM$ydE-`Z65z&PUIi zX>%zqW4$xNlverJPmNxRLJzF7Tm=F=?O8_o_{^9Sg9N+i(1&uGU_lLJ3biz}`0RDaiWx=GNAAb$a)k$LW<&YMs9(F3l(NT9K+Y z90w=oN>!PTSCd|4BJx90((*lYyUzAu;l5wH!iaYm(2YcqikF4_aF+>orJqH?tcju!qwxPmXRD)wLD^y7bsa^oEOJYR+>TOWC z(q5JmuTBwU7(pv9$BpJ}oCcI(vN7U}uh?P)dn{n6h?QBV@8Rmy`*wdXI#0zHEqP4K z;TN%i&l^@cWOR^fLx2dhl;J|-2eqFypqn12e{$&;BH0WF70mqMsPXl zu8L8n>w07lIP4<}MGq}G0E}2JSeC~a02L-oy(aO7VNn6BS8BKO^2aOH>#B(>dtE6T zF{_+;>FHu=U$m;$WjmswVR1+rOPgSK)L8R6niFLwd4R~?YYObsM8BRLpL~<0ZThjP zfDr=c4UHx8c08z-nw@-8JwJbyVzsCORt}`jvD5FXW|)dkrj-fZ?iq*qYno9~aSt{g z1cU$`NhEqY+h2I=7*K@8ew4D1G&sEnHOLffe|=v*f-$OL3L1mvX*bCO-!%WMh>={H zJ;&+FA!ccQsLYvqf;TM~)Y}*~=^amT*1TsN5flcC4Ip>8SCdLn5yQLvxP4fTuT-=* zG&ChUQs^%bgiS~~mc%>tUqdGaw@qmvMU(AUi7elvffF};y5g5Fm?dNMZzfSGT)mzkIoo|Wle2yN7dPU?+9hFbc*XvK~azc%}zFTIc=V}e&IJv{NTg&>|4Bm9h>pQ)Q~cJvo^?!T8Ie?7)2u&E@p%FuYMh|hQzNVFtPWru_zfc1bDyEfTI&R zmdU5yui>&afMp5W5EQ`Lv}gW84HJsy{^1zfpF0JrRN3?8XDeSVQ#)7X0h-czjDnQhKp0H7;&L{OrJXvwO{dE#@l5GsDTA4H*@l zucx-Gy4k0=fmzO}opz14k1`Bv7|188?$sA}xNpI1cmu$OZMewPLUw{kYSZY*)KQ^i z&lFo4luF@&y})XXqM+;lkTi)WD(%$|;|}0gjT(-kXdeyQ{W?lY8ugIog}<`!N;{qu z*YVxGqZ(M^SmhuyqOl+4Nl2QvifN9qTP53KVZw=0lDre0h4|#)w-Tn#XjOgdNg5Jy zvarRVs6b}uW)39E!e$?%qdvjMkE``v9~GoVp{Qk2i-qlILT4zx@17o+La{IMQIJ(o%8UbcxFU&-)6+>Ep+zqqJ`(UWX2P0YI2d-#ZuMXe)wb& zC8PK@M_1gcSU=nOOE3C3(672hDY=HJE>Xf%9!8|uQ5Tfuto?-H*LegMZ6}UhFr_Tw ze850Iow;nila{A%b095y6=Q=fK^fO~r;W*}HYRwZ_iqVn>0m60_i4KGOCcg^IEA(y z(JhCVSfDZy)#MYg`L#3NGdQ)rXE!f8!+?C?#KLhnLP_f{-1_y&wQx3;KX-cd_ApJ< z{F~^!^KKrk1l#ptrnWWZ`Rh-sex1xos$2D*!=)O7xR0fn<}c@{lz^xw5W&9B746`2mLXgXf$)2-jnty!ekjH zm`D=2ITyNaZg*ZnD&4dO&qX|~7V&R56w=p9VTmN-Cm9{NRx%EDOH;*;(YxPB5|NwE2MzY z5r3T*9qe~5aF@Iwix8q5?LWS6z7|#Oz&BP)czhGm8X9-H7i4bCLkZ>7k>|NrW7{j5 zZ|W1o`0vvT2zjwsC+D;f@$_(6tOM)dPr(%7G8aX>}paI~c5B3(l8a&_!|yAPPSaMqBe zx_g+%L|fGMff~@>%!%Pz3;I>?0ZYMa6b+4V_&BxAZG6<{{SY4J#jrN-crte9y3)e} zDT$*e?rf>2@aRSn$VGn6>`O0b=e06R`K@!X|=KJr1IUM33*nHY7T^At$88cJ|T4Qi6_?;zvi4@ z3y5U3w&RIx{`AZYL0{uoSV7}s_$$JvTf7QD)QO-BbLDGl9e^I3BUbzbv& z4Qtz9l>uG>lE=ilT|qV_lG8kLp3|S%Qu(Y-LSfq5&fW(95tXMV34NWKc-{{xJwdgpm%?7DE2i)DvjoaoFz z8Y6szhN!w=%m7_1Fl2>As;e8dp_BiY)0shl_)27EIVoLq^J;9EVyWd`HNdG zxM2CVCw%PH$L4cU5}e2$ah8rOv<3bOdL03;Eh+eXj3lWgabZR&e;g$1+XkL)OHI~5 zyW6V7Jk@5`x%GqG3)~b;m&^q5>?;0f_fC<)CeU#8y+|{E$LvLGOnN60PZaggT7OYH zda)8452dRwF_0@QIH&y}wQ&FY4BFTmfcf6WcVF-epy}Yc+MGD(p@(4U*hMf0nie`I z5IH}Q5x?p+FT=%2QgQE@-TwGf|LO=;;>siwB;FbacFF}a%1j>#)6My{bh!6m=qcaO#QVb;yyvX=iEMs%64N}y& zSs-F3QDV(z6n$Nyf+*vaHb_0sKVF4w#{Y1bK567wQO5hgS7N3g!veu7`C+7^KdkKW zNJB|ScF3?i2l8#k6w=ZgBMH}@Yq_0ZAhxF(tj!cf`4mRw z_f)RmQRY-hwZ%A2gmL*m>P+lz=&l#4ZkuOY6pHScP5H*= z+nW7tM-D5}%>{Zocn0VM3Cfn1jCTCWNdsOZF!G}+OOb6aa@F>ksCWrVE>sDZPf;N1_&qZcj z7#8XCDx^i-dxUe(gLIbBPF&#vz$g|Z7Dug$pI&%8H#}>xY(3zuKv-krETL4D@N$gq z8VXL8^jjeP(n2p1i#J60NLT~STQ~XH&I%XzzgczGcGkjv=V^Ye;1#oYeAqpOgm<9n^kC(c?iL4C1sFJx~tz76&Q%<&Bym#dG=+@teYs-DlCvJ*t6kiqvhM=M}fv$32_i&+UrY%j+~s6M{@1YIpJNTtjAOwY@#E2OrM&>8lk) z6PBzy`BBhJc)@rDlw@(g1ue}OH#^*hly%k|DU^DI{9$e$ASB1*=WMW9^DQlUrn87G zj>v|p0o>v!<_yU`Dx&F>WK|PQ(b($Bp9T*B<{9)>8+yetr`R&m{4aq*bZxb(@c9I*WfjUKH0b+q8sByOSK zwzxnl4ko{VJ|*+Zz2QAsfD$4iG(l_L9G90beEDp3Q&Eql>>$iG&)?06&Nt0=#SG<^ zer$0vsLRv4h6EI|tWXI(JFpEB!Pf03g`{1zEL2ucOyF>bPg}`pUUypz2YhTE$ZNyD zIVe)ioku#$svQg#C>AjYmYiB)$5#0qf-+D|uX=AyZ+7RtHLQBLe?K2Xqel^xBi?LP zUg|pZ#3=S?&xAO$yob}ebe$uGSMo|AqWYQ=L!=8xDh}<|wf206^`~F|IgH|lDJys7 zW)=t4PSI$#Q7&@L9j+tdOw)k3A#V0#U`AG(+@&!?>+7W+ov~Ze)%`O&;GlqnQME2) zyP3em0{p@{%j8SB+eB3*fvh2Bcog3-X%RWwGHl&Pnnhn0=Q0cJg!kWqn5p6mHM{!={_|3e) zP@+^|K92*1J+1ee@MP?V9)gmIWg8x?X(0h(PBvaQ1KK*lNn7uq8j8*ldPwN3Sk>H8 zM!%?cX_grf^oMHBcYw&p9jh;9VB+`h&gbnGjQ4T*4wVP3V%pm;%YG<4c^J`gb`wJw z^k{8_$?dhy9KK)u<`|<$qj}dT5}WOAm13dVwZbHpj&q<2OvsGIB*N%BYb4o`q!O8Y zBi6^oy+FC}dcd=s;VRafheOIlC}ExvWcQad#{S{1rn(Ow{_}^5U5YwxcOqnmXo*n{ z7}y6BESpLU;)jYynUff!dBvvUIhgeJ#qPb5dL#J#biC)A?qL*bJ&+LG(xC%Cn;S_A z3WMQ%rR>oGiRB>+9queWLzcZOj+6s3)N5#vIqQfS0$T1|Yvh5KyW_U#$x1zXdwvFG z_3ugfYj^JLIveMM66sgWtW|e&pzt=yzuSl9E^7#*j9W;)!P#4$608r|nZqcJNnPyZ z6dzcPo1LRF-0s+H77V|0&+z?=f)DnJG4JS-t)kUMrrsv>w)i@g_RgbUmFZ&&2qch; zOLya82T$F^pYz%f?WI>9WtNczfv&Iy;f+f^PJ%21fJv4VMREtJruMv|}*Q~ka3NJQ)6mg5B{_C$akxF|b6 zCR^iNANu^eJMxv`&ETci;V%am8c3u?&mF+=Ki->ns2)-0JN{5tq)os2Cj6ljCo4;e znRtytdjG~g50=k`sz3%r5?f6enQzj7B|Q~_#p>L%uG_a4DHXr>h&RUKSCNX)5vC>g zV|V0{YCCO*XM8`lbE4?5@ss%xn;(OD1sDQK+S3Lg9*yrjDPGsI1?|!k5>+Jq1Nw#P zF;3d?qdnt~m#@Dld0fa3?D99eU~6*q48vQo$3<#fb0p1fv8U5x&T}8pd9V?^=GW_5iI`{VKvHE29DVszGI)>h{7P6z-uPPx_wNxi_}7WWx07^Jz<81^pl>p1s& zWQpRjW&4W1KZcbm7cQ)B&U9O|0GCJmJC*zZ;rO4X1tEw;f zX$G;B7cA4fe%pEb^0JD@x6Dqyh+V1cR`N8QHIKb^^{xx&1f&ej=M`nKqU_Ay%cTnv zUe=ma8J7!-fWHN!C<9SVI+l?D&QGhc5-sm2{J;;UYV^eu>a^~40ui|Nq>^Vjxz}uM zQdX?@YRJfsHZ=+|FYz_?=*jgmH;b}GL7+EDqLQ4Bwc}msBfHK1ey<%y=+#wMR)`E9 zIK6hU6l?2RB|hY}9yRJmKifOdC!jw$9Awt!k(gh&AC zBkdy#Ejs7m)mxZPE?iarHbtlu=l=;^eUoOt7@cBJ+SqmcI6aQ_=gyGC@K}4kciUSl zX$7+JqpRxH@`&^0NvI}MzQ0lWbPtlX>;&*{i>~`LZAZj|o|k)YYiUjrGFvO;$)1s= z^?%(0f_IiMaqby(W%gFHsBKmLf(PinYVh!S5x51J6B!RBAkoJ`$zdP2F=~Ru$*jW(U5>gK)Kt%stc{y|E zeaw)zYf0}swZ?}xVf;RLONkqry$A^Jls$c!#NOZF)P;4uO)_69+o+@J=h)zZ{=zj0 z?$A=$Db?Khh0dIZV*Nbex!&9LUbK$nxPatA{%zp?B240$vH1(gDii-S-L#hNw9`Fx zfvCWOubH25H)1*(LK{M)WlvD0`d28!<%DDL1DW|fV5edBkh((XFCV2QCvyKf*_*G5 zKJsd3?Al7>eNZpxv8uvmE5_jZ1`n~|DH0D7wvRgtG_>%7R3L&Sq zlG_k}TFF-Fs$e9QFzb<0gqQo$rxPG;!Tfp8{nLffn(TVnJJ_ck@LF_eqj{87pt)eL*=E&{`5PTY{>&VLLg3gToh)%q{#N+d72a6uVG+*H} z2vlGRuALC$eSjzU@CFQ%T|iUS35m~Tj5RQxRzn&39aDJ`F5fCt@~U@88>XKtU6bB) zKge&G=uIv?flnO(%<818+Td8+btj%@`0pkMqs9~6Umt8~s zDz(OeKRXJ`c?7)A8dJCa<5`;56Y)>hZ|TVV#Umb^79U25hTTU_@=4(5GrZ^?eS>)8 zdS^K>md3c!%1y$7Jl`hyf-OfC1WxhrY?Vd4$ z{++myR2ZUpdV%c{RaYriI%o+_t^$UR@6o+~?N6y48k!tSFu^b6Z3r@(n29P{{gC-* zu(L_}?3^c<vg-~Faq~i4-0Z%tP`tM4dR^ZtTLJQ^W*nnKR2paRU)hw2@@Iv# z^a;)Jg5CXZpjN-NW=m-f5P(f8bfzwogxP|2J6Xvt$m|EPb)q{=o{oWzdsrr`4N%Ej{-pFxj#@%l zVM}O+T|4q3YQmW-Bh^L=GbLeg|=CBBssg4I;{> z8HHzw?*sbn#L1-~IGsT(#?@&1t_aDaJo~pLV3)f!kj%aEepQX&O98ELDcDR=Laq5c zum+zUvcMNfe?VAdhCLeZJqL26q*6j>5GW~N&5x2zW)|^FpR7-KYdgGuZoYCTLLG4j z=GHgmKTMP^f7#Te;mh=Gl^$$p9~+g0?Ys60UM;V zIsMnZ7R%!x3=F5jbgT6z{$@UhnyX4sscvsux*;B%Cjud0g?@O4MyeLs)oLcshg_4t zrqA5VPfoeHEj4j$TRA)eW}A4h zm>L*9vKT@ zRvFm{ioVFG2bnwfSkZe)&k{PUZH@TWbiRp62G)*y@USH7o-f6jB_X0+5oeA`>U{k% zbjc4&@&8y8BKpzoDM*{jT&#Y-flL_>S~OiPc*sPV#F~fbKb;vb^mg}|!F`fqR`-|E zuRMycEsPpo)KV#)9Y!Vp_M7M+=sAimI_iO@?Bxf1r)Zj>Y)&CeV<+&I_CQiaa+Vh` ztgk)-8o&H~x^5P~O%LiYR!`Ax?tNJA4jwZ2mhydSfuGj1{rqJ+c#i~~TGW3}KhH@5 zDykL;gy_Z42AkIJzOl|y1I$;TawNKs__>w}{J^Sdhr|pd$}K2YqHF=}d|OiD!~)~T z4U`RqPk0JXIYhQWVz{qpC;gA5rsj*>AMYF6){C|X7v%R;?>=(-_*_2~XQ}L7d1)+t zT_FM?68qFK39)D1DRy_3DUf-hLboaLh`&bGv={H)HODq^gwTf`NTZzjPSut~x5Bth=&P+=V7#GXZeI8 zQ8J9!3fT`cvDBtfxm(yzZ~SH7pdP(L&-cf@?eb}bHaS+60$^e(MzArje7E`9!{~Lp z9=gb|TvxRX&ypbYgCjmL@kSNxd;D&~#%RD;Ln=X|G-l^Su6s{s3;`Pp{(qr9cpAc5 zk~eb9>JSg5JSBhIEA?Qit1OZb%q^s+h`l`+S7HbyTmwAUg*<=io$i2xypV zi7XzNNC#wvA;+UQ0{Z-$eEc+1uZvVAbM1fs51OkzP`A%FLC5@z%8$Q}^5;7DW}0&5 zl)30bQ?sSCUNm6-ZayEbLy}72Cjx!bX5_-PY`}3_bcqs!u}3qbD;!&@ZRiraLr3fs zkC}mub+9wkjy!JHKi8c;;6uia#0F%A6lMF6jbtYDL(lRDX~=H6?o8ED575aiA9ZTD zbC;&AgYV&QCTnoQqKG7Lwo^Ed8neB#5VXzBZLt^DW5`c%`+Z6@e$^INFXjrGz*{f!w_9s$_@zeR zmb-d`?nl1h$8E9KI#zim>{Un;?J)HTgLD%cXTD$wfgwzZ#<@r8g9x0rw=_qMgD5Tj zK|4Bj+hsuQdZTF*k7Epk@M#e$)uFS@WNvS(6WFgF&JuAP{5^rD8XT6|Q) z%f(>SopaF+8e!1G@yL$lzm|{s6D7=n&gENe;EQ zElkns)bPaTAHrePvdQK_Mx#YAxWuF(G%_3)hfUI`^IN1*0yL9L5$>u$o1q#n;}vtoFh@Or=aY+fY#4Gjwj37WLp5Et7Ny=;rJPjKiS#8X-^oz z`VvWS^Z*9NeBSH+hJ0RID%7WT4&=fEX_52ul?O)g0P&RX0$+B$gt1k+P_93tNL}sK z!8R?f2KmjRB&U+6-?sw{Q-Yf5tBvtbl)9fRWKU_BZ)$6f_;_ng!pmyeWKy32-*U8) z(2EUb45{W9NddF7?{VNs5Ow&-E^&{SCe{}8VsDb(Y%)6s+qD}?8qtThhk@ky{&=2wHK9a^|^cwNKq? z!x>BS1!A&4L;GP=4;qv(cmaAEi6?Tm*~U>rBf+f2^oJNO);tS5mxb8>WIpm;K4C79 zJ8wstZ`uZ7DpR7U(jz48-wj_gMWON_Z>n-rYUpWn-2Gs|ZG1h^B@y{DW7*LoG5E-C z+X8R*6M|~`haZTCQsV=n1})u(y6@ScUk}l10+X~XswFR$gMjL<xjb?t)@l#-V}dqjol$dxg-%iBO;8CJ zxtse@w(cKH@B}U0(-^Y{1BU}~d6o%hiuKZ+f0}Qn>&Nwc*`vHZ@{leF9JB0h;_Tj3 z{U#owsu?KXgIU%yjopC8+w(o&r&~D)fjM^8-pYBEA7WeQP{^zN~~7*vEmj zw0o+>YDekK6zh5s7R3Z`PmCb!ZD9wZCg|iXxtVuI0xpPq=(~_U6QGsPuur&BZKSr< zpJjxDb=gHE8kRI-jKxD5I63ORpRjU|igCrtQ||lpK%l$wQnj?CZzy_LwGA91AIqAd z1%QAF{f@dEaJ+6PAV9L&YrQQ45tSh zjAyew2VWCZ-O(xg)#S2^5ZlHqTZ2wb&5onldN7&2@i!wNDnov>j-P!`#Q`#bjdKrV zC79q;BcC}TOyvm=MDS&~=($S=n5bL}Gl;zD%W&5`_@fRmYJv5n*mX-83v~Zk9eVSddKJzJJ^(gP*IrMq1Ua z=gPiD0SXOIk(Cv)diDleIZl#@nc*Mrl4MKHjExOH2vy#+E(yDlq{cFiIWv-pb=lx$t}T4-l%^>E8ay zjHmXXhkiVEmNQT7-RbdJ+2RIF$@kl|(pisd_z58FH4L!_qt=WNGyG!W+@s?p&EBB` zW#RT07g`XkapPsi#9oPtaJa96YPfE_(LC#7^L*Z7@v}s;(nLb zT=$9Dgg%lv{s(%&M1GvjV*HR9Y>Sc`_2gQq?M0Bu8))mCF3Q&1p4HKADmT0+Qr8+9 zg3v-)HBbv?>_!hfOLA|5^5l#Ji^C8gJ`FOf>L`T*)MTbVBH>IWHeWgF(2nt!!zht4 zX|fLK1ET+JuN@)pV@3R!2TErfrZ89?oj;SP6zE7`RaFvY>4r`yd9*B%KEi3_W z<#|j$lo7Xks;*hYvMRcxRrWoa-QW1IyuUPJDt3lpY`W;JA=Ki+2Ngp&XGDhpmZOjE zctLSjNPl-LbN?xbe*)!n7-;)f0)dE@F~7;p7~J(0Ze(~HDBpqBfmVdDrySkG zOQ8YEkhCd5g(o^Sqo|u@WB&b4!XVv0dUdtD9q|6a}_GyaJ?7b!zn6~ zd& zb^u*+xir3rx)~;QN$pPGpozKC{55Y;me$sC^i_-)?VN+q3JJBUw~o(3$c0e+$fw~u zKPDwUZVmIknNc(2DX)NUXX-0jcH&otyI0-+)QIwuL)f7e^-ylhCfwxEk`NpDH9GvVaB4B%0Qp@Mlr}OKxBX%@=8Iz18E;jw!w-#nZbze zUSk&pu8{7ckbSSF#>}WtC`5Hk`Z= zFexrvcsgA~*_BH=+qhb-ELsM;Etos$~2(iI=$wR5HiMCdQOTv z@gFX&!1ZKIa|0NqhpF@WcUQ`83`?K}H)Q01r{w2ev~g?MiN|b3orA|qb9Hm5nH9BO zJfHKL^N_nU{ams@5ZxpE;qvdUL;jp|Sgn9gJg!OIhMS$2*SH;37%UTC^^BG>s>u4m zRuV4FDE3K6#ODqQ@aK$neC3x+rUPqOqUk=K%=IVxw`*4jEi6Lon21pb3z$A&8hAj*BY+pe5Hvpm)nln^1a z;mBZTz8zr^zD$zu*%c4X&(f`vCML=eK6RqwP?wGj>gkfGIc~0jvI|hPDH+r6?LVDn zR6oEOTpp^wLk`WF{&CPo{8)o<(UH7VDI{B;eyafYu!2U2CQy2T^MW)bQ`u!C|K8u? zc9#ESeO$tYD@WEEtAmueGUuKUkcH?dhu_=v<#tD?5du#-AKqba--6j4#`b&HZe zy?DH^p*F_SSXc_GXvXM82<6&^50M%XD2ClCVXdDJp6TkkWBeN_VPc&ixfcJUAu95f$|@14+-z=rLWt zg5X>rLchhZmLZ%WbaV{Yw_8I)b^jLeTcvns9iPe~7&wqwCG~J{Kklm$gbc>$?Fa?! zNcg?3`0Hv3+4->xen*ilJtEPJ(pN%>Iw-r#=G^9*C)NdDhY7G}=K3RlS*)nIVN-t( zQg+!jke@IAs`X-e3K~zkmN$2{YPqKZAID`utVp@LTU-p;EH)IyVr4}>xn_bLdD@3F z(V))x?&6CXti8I4@7^AfmVYCpYu&u)OMY7C3Exu8L>?#kO2KjD`zWQMHk~12ri`yy zBop-|C?;JQb3H$)93Le;TtXwcV$z!jL1@|{Q#Yw1aBn>veHt|}o~5xFcFMV^?*pV3 zg>$slwYFzcBb@~o38?IsXFc>{zhK3r1AH-p+^ z_{HKq%_NLEk%NnTWROGL!(?) z>w}7p(Wa&yVRG*cqx|zWPx&-t#5a+Pq70RnKJbYV_>L#F1do(D0NteyCF6kPd`qOp z7THXL=PW_M(>rxx(c1`)p8JpIT=o<(s|BEZIgfN<7(po0XlbkxhrQX6>N>{)ycrVh zK!$u-16|P4X54;na;(_j9F(t<--ad{F~i*oKTq11lGpBgbgg4n;t$p#Zt96V5GeO@ zG9$*jt!@Wm(cLVwd37j}Zv+yk1Nv?sp5nfpfWqJ+=Np7n?Q~8!kwpll+IQg5(A3~sGF<2O zhcu8_%OKi2*hZ`^r|fE-DNlJ~O?s@Jr;XHO!=6219KBDXW}>N7V!spgwAM52{K_0z z>@Ztnzu)LC5cMrc&MQ;H%6g48XUvsJr9*Z;E>d(=iZ{oB&;uxUaiQG}b627s_q%c~6AAZgek8W>XnD{g)cEMx} ztHQ+}+{nEi4jgb^mpm+YVo_p!W<_VY?E3J6nv@oFpGH=n8IQu z;Mkgsy2_(HxHo`eD<70{hQ-{hU|^;|`wNQ+SeuY@g6riE-6)cT7XP?qnfTPy`t;!X zh597K*OK6=#n89-g_1AHb)u(816=Czs32IG@^Jb+91x;gEQBfV4ClZd5+r4KgsC*DZq{PRM8g%V*_!jH!kZRZp%^dAmADTdHQysMnS z7e<8*P@N$XNb_e2gu>R4)q%tLNI%(FCeNT;A=G{)L>oMtlZv7agK!cMUh`3^F*x5T zmcSyNE;4f)&m_t)N&p!gLJUzJ|2zeD)gJ=u%N8!tp10V8y!92*d2%p=9=kidG&b%c zbwxbrt^Fz=MJ&`{yYjH8++s=h(j3P-BvOhEhj0DxVvf$Z*<`+bdnV?k=*!A{svDx0lX6 za`WuVEyDXv;!pPK?-=x(8jjO|5SJAYVKR3)O&*MU?W{m(zlxC$KlUhbksSU=mgTtI zqGOhlnnt~3MsdTTcV~qo7yl^tzrf}+czoO~;33XAl&c$lECiQT3|MU(SJh+Q(IECz zi<*0Qa+vD@ao!J#w#5;u=P)1d_RRz`BC0K^eYUE+2wCNZ^oR*PFBMAf1PEhz*crub zMbc|%-?b0=1yA%58nm9ey>ruGAzC|-kNCtI2XGJ5YfwUiP5VU#^kyQSsrT!%!oq63 zKEX)qU9}U#sR)f^DQO1#43-#f7B~=w#+-<(2mNm#e^B_xqCcG~whpn1zCRG7#0lBh zl8v@OSeWoXjqVtFuDfG08?>s>O=pSReF59b`ej7+6PHWu=X(<)NB0l*Ew5m%lP*j| zJ_a{5p#F;p`DbPcYR8D#FCxE=^ym7yd5<4wM`1okN?sDw!;j?=27=?vax5**TAF_} z$^stk<^a^QK<@q|0P=%{_G13(6G?7LuqT%-kt{0X*G)yDH~!k3aaQ73l! zW>3uMb?J9S)Oki@8!+vOkUN+e{xrg_1>qdIxHLC;T+7)day}Sa6>_0Fc;3;eg^Q8# z^`5rPi`jn82%^15k@XUJR`tvB{%Pq#^_seb`^Cy4o$H;>+rtg~&z77y%xzN z^L;Pc71JwWR5om=tbl<3^r`Av6=ZFj+HJ{QR=t3KWxv{pS8FS5<`F=l)I_SC3wr%$ ztxDzYNXhlSq{WPg$aZzwnigkC?`fX1dq=6<%iWDRJ~4)ZbYT#ECF&lBW$wAG(tU4a z@5>BMwCi&6rb7s0!t3!yexC$S zl#OuA#%&ZF)_^Sk($cFtGzY`h2lIzV@$p%6;JA{gWX(221vmvMxFJE06-_ztu{zHQ;t!Vw~E5*hGe;(1RUp{wQcmcuui1D;ir$f zcO$TTa=LP=RGxW>#Y4*A%v2$TKSfhJDxE3CB_+~h$<16ZAPprDP2_JkS*Chp6J%+dgKhWM2h!}w#78zITH+T%8R7sSZb#wp7`pr8Xn zGPKqtm}EuvXVO<2sBf-QpC1i5%Ibh)hCq&KX82avIzn0(_No%sGv}oK&3~X(cee2J zyr!TqtOt>VW&Da-K^GnkF#$Gr>jjCn${&9BcyG@(@t7iR(`M*G z|9*k|;(0j160P{(l%GN? zgys{5$lx@8j>F-4l9#M|qgy9``6(&GRz%pVl9fJlaNeN&p1=Q|JE?s;fR*Q%p54=Z z1iV~c__1Z!B?_8IP>_Nf((|u-Hzf`}yGVOVrmGc!dM3nW^It3S<}$BMg?9cyAR8FiRMIY%v9%DoHEsbk^L}_|w_( zzbI+QQ)sKP^1XZ7)!9NT`Jo(IZuk7Qf9809anQwGklgbRN&JAi21sFGjY`y`S&6hWDZjm2>p*HFzzvQkL?f!Jz=$ly;V$v6{`6y)h z`;(iDB_p^OR~HsN{^he`P(k6TzN|$l5{wrpq0W?VN-^Io~4n%=2Iai zueV#(W`acj^32aSPPy(vF`wC8eY9ZNhI{X8qP<_=*)#;F19n}fFU_96^#NLES@(G# zA2VxfYrWWW(q{qv^}jimJYoYbx#WWJlbZU(?QPxN=|3!9?Fk!8J645`o0D4L{b397 z2K6-Gx5qa_)qaVv`M(!!+kDQSrxiGsx=pyi8`Q?BX2H}G()L8b&Fo$~vl!lNYN#zT z#rypg*craaeZkW83B?|DXXj?cVG}eB_X%t!d<$@<2Mm_VdxtvZPc6dd5BK@<$vGGk zj>TtQnP;xp@`Hk_$6)J&b%@AW^Gx~qU9IiXX*3_Eqf6S~Oh=zzE5F>93cHP)&tcv@ zzkKD9!u`cdmG$?)#}B0i;b&)&0Kq4UD+wL3qk$tW}8 zweU2?!fz(dZ(er)N>WnN9z8v3U-_m(H-g&EDV(Y)o)MGE%lE@zX75=K&mCOcg%7iFieqIOUgd^hj+-+!WI{CxDs%Ud29Zu0kgTazI%)v^5P z{GIQD)?|E-;0+-p9w|xlx zox;z*8>(2QBqb+zEZjU#;T`)GKZ1*P`{Xuxcl5~rWeWZDF@L^-VrjPh`b$0LJB3!( zY%@7>;M0nt5bGJi{D!vt=A8V;)z;{*2LJzf@L%s3JQRlg8bbZ)u~70>9i0xZWY?sN z-(>H6dT2^HazGyKciJ)O@xzA?Z%_X7VAl@*+o#&_>zi{niHV6=qksP&KYGEBfZ??9 zw}z4*Z^@TA1qCDZw;f+Zfd4$;|M+jH-v97p`OjC}SNsN6_|J#Gz32ba`TFlu-?xYR z`})*_s_K6~f&cNeDrZ|;+w;A(G0al$xb;d(tK#ZxPo8`*F%b}>ig2sj5P19Hn{)1p zf9EM4(D{FV{ACZ&Jz*w_h}oxZkzy}fd;8oB@{=b=cb{!+RZDhxxLCXFz^hlU&JW1C z2aI!JfBQ!nbtS(gCMD%pRk^@^_KfyC>)_`71Lt5GUsqQhIAB4MN%`pG7;YhXm-ZS@ z;Yb&uE)FqQcI5WjyMY)tOT+PNeiQ+tuNM}UVVx+kxdjStI#-O>D&gXy6;%lunV}C^ z9)C|hTmI`$^V`$%?oKBKLyifH2x|mvW*^KWb_`SJxKtYl zhkKLzd|7sf4qaWpe*H6KhqjhW*@-Bbgrgfa;mHnY&`Q-0_Gw1_J-A*Ue^m4>Zu9M% zez|T^DV`kQdZb@?Lu_ag4Fmy){$KD-Fw1D-iV-JgD>+W8(RB7+v z^)+s-Bor&Y<<*&;(&;(`7XD+w3)NLysHaodmP7Ze=hOxNlK z(bSS(mlQnrs*6#|z1Ukjl!_$0=`IfxNH{V#XR=>YzHHG7^>fYX`>R`AL*HMQf8m0b zs5xt@gw6M4k+x`@7+yo2zCI`AM{QppbC&*h$i$`YZ?K+E=Op^5x%n+dp>uLbrYTN6 z@5z(FpJRUf*R!SIHruSBa9=}r&z`|F&TI~o#lp2MShDs$M>>j5-E-c`4wV7JUVpN2 zw*Z$l`^Vxn+9Sm~kNo-zcGx=03I@oWkW5v}_3tV*L}l(TeME?t5ENW&`b6c5lvSwq9J<_S(I*L!S|E`w3*vIfAqOayYn z!%v^ReCM8ip7zj3r4WDHgUHB8vkKd{-fQC}b#*cz$~!i_K9wS36MFjeY5#1dfz`2k zBrqp-Dc5Tw6JK5)7q@AB#}T0Q>k`5){Eq?PW0?F_?*jlzH59sgdT@D)hl>hVb)Vl< zjq;Q)Ehtz_eR)+GkH>qiHSR9;sd5g1Q|<3IH!;Zv*o^dwQK&ae@nGr;#hHMuu4E3|cKpO^D{o+Mb#sa4gT1|fN$J?wWF2ip2Rn>6_)&qAa@Il1 z68Mdm2opyrV8;F3_5_qsnN3_aFN8Bw(ayXiU z;aukY{PPmadaU?Lnn(9yR^RJtpEWDo4E&I~-KQ262*4Y)=@R-Qlz^(uRlV^yfRS_n z5&rOole4pdmlrZ6CFOqg7#^Q;x8&2O`^Qh7GXPa>x*1G<`E7+z-6P%u?zZPlq~ua* z{i>d>u5K&*qOeslIC<$DOjFZ+5L7Kd-YYCE#U35*bE~IHK>Ll+n=C;K4>(UBnwssl*ibo~6AspW`t&LG@E3Nus{KC) zSB|P@EvJnqBe}Fb+|7wrxex^X{)4>}$W5$b4v)cJ%sb0{13HQ& z^{aK7+uPf*XRDp0Gf2|-+TSgsc;SmX*;B0HGW&jo=Jz!P(a8V~%Bh;kC z45@*k4wY?n!Qi4r|78-A|D#FVW5QS1MUdRo)!(W_bBsxboLZz1GjQDqS<3-%pjidh zu9!8D(A418j~{;oTQyq(a70GnDg+`~#Wk{2BKyM>wyr}#An$V!`@FIX{E|9-36oz@ zQBh@c`L69hrM2^{mY#je)B~boMqn_f-|XL(!H3&RfFey+R8PR`0fL!vA^{l&_dVvO z{=EEZ&CFJj^`QnmZ+Q|CKEU?*R%#xxv$IpN)#$m?v2|0SY+JyGj1ui~eps8C6*7Ue zEi>~@lx}Xfj@NVeFI*1-iF|OQjgzwu_S5-aH2?oX8*w0l;%0zB?w^>sDg+pK0q5a@ zYN;drHWSl4s16TR(GS1JaCN22%idAz=&5m=>30#1V&;Il4)<-r_k`5-Cmz5@TIyj*-%qo?|}CDt4RVOWB-z zNk$)Rc9yP8Z4Kz)0Oh^E?J=MwX(wI^>`|B!1iaa(QzuQTkHvSVgTD*_CcB|uZ8%@1 zxXJ*iy9x!-8yQG(r`v^>msbbK8}F|_5QE~yfYlVL?&HgC!sx5JwB&@Wt}X%*1X$Go z;LnC8Cc{}l|67Cm&uau^B`r7i7H(#GdRl??ttY_2OIUMQm(vG2l*U;FK-bPJSUv;V z2)@=MkIQkfKL-y0EYM7_c{Z#f&t8Ls%cE{q?P56@2*VtrNEh`V=H@PKQ$q4F zNdmTqv-CkIkU#X?KL2)W+cnC;WBy0q&1ktB>P`+0y=NsyKMDseYSNFJkc9KFd+D<} zT0qPQwkk3%!vc-MP+va_fD&+T@+?ciYOmLVM=jNJ=wv9!7l{CDBX5vA2;#df!FzLK zwmq(LNmWnd9uCCp|3XZv0!`Vj24*Pd5399AjuMMny@1`-mF=T(f07`b2{@J?vPQ7pzR@l>SEqdfBy}2 zdU6%49{mJJ9s)>QfI}n#9V^o&O8QpbWT|Dn_aYrPgNq}cwmn@0fa1DzWjaJj>7`24 z)enXQV7ZLq6N#X?B|3PYFtJpPIfNPo`3(&Xc|rVs83-CwE~7N)YYQMCle%?hqTm2M z*&$J=y4<9sBzk@;EGxsM%Lgz=w8ZwvZx8ANz}4Ra-w`!UWGT$>l`EwuLw^t_EC#ar z@_{wy_V??pjMffpH@~FYRj2h)#nF10q62knam+X2|FSCo_M<<6$2D!&0PzlX;s(#) z!l1s6msZ5X8+<}SMy948LIF!`YHCto9qWVqNEV@j3{waTBAJ8K|46$GoG1Ne(5)r5 zvgAjKxaK7b*O%S$yA~`gEOyQTKrgLZ%uTIh(Zi09bL^#E5i>M1W37Wb-S_kJ%cnR& zAeBy%@0z7+etFL|fI!zv_4V{Vfz#n|EGjM4rsF0{CB5b_CLDl@#U9<#JQO7&Sez{! z=Ex9GX;*i2tp{-lq`y8MMN0eQpfN9;C9jemC$%^1XJ!B^k~sT^cH?FTKNUcP0wB?9 z#sZ0vo*nf;D#jQZ8DUFsjQ_SK|M~L854u|CKRP^|4-gGxYoRYJP~gI?N4;s%9{$CR z4q^cNl$2;OFff=_+hMmJeeWcV#MX{)73k+VEe#gX?L1O)eE8+l2;l_W;l+w&@93)@L<- z_OnRr(Lt=xL?AH@1$116Q*ldplr5r&IEtwGdJ0{T*1w0(D4 z0i?9{mg^A^P#0t;C{gJ3H^N+bV*zW8z$}UkfJ35$|9#c|<8^OysLlfE?}mWwzB*wc zAuPZ>WrjsY+<9H8k~(VuZ0_62$rk{C$$gsy2%z*(gPiN+3zD0aReE?tM7`|8OR&kf z>KCp<@?p*tfAR~~>+x@Kl7r76~8MLhuMJnKP zJQ!gCfk9aCzBx$le1n&N{8i{l-6kcaRReJb6hioTc~2pWxquG|4+f4ypZ9)L0wT5c z!oT_%qazGt7poy~%Zd3qD6HlJ}(cTQ5 zmR#$s2uyn0HscRm#A1M+AsM9CRIsxcgPs3Pu>Y&CfsZ!9Kk}v`0?g`e-w0yE5bOhhfOpc);3Fp29Y-@!5V5 ziXdy_jqPoD2ye3mnPR}S08p{d_iF>3AJ8rJSiqFQ^3mNt)XXRrTV~Daq_9RMl-sB- zDEvC{D3ur>Wx8gkNW#)d8$bX$dfW*hsX5@}j}*o+!5C2N`CE#%IoIh0aM0{b%uQ7% zY_Vx3wQf3`-y+%?PMLe$`Tq^FJ_eLFY-%LL$8&L3gM{2IySCi?_ja1&KyEDu=5U7~ zjhwMueSJauyWbwJxKsuCABl^Ha$L?D_QAFR|_m7-6Mj$+zHU(A^nVrLQ9| zK3I`xw-~RlO$RfvX%fLlfdGz-`M}r0asb4Mu>%(gj4O(?G2Id|G&))gP~ziG&K*1< z`*=P0%)#C&$m;rl?VA^^WOvf5o}1Hr(58MfDki+MNf>9qvr-i6w5z@%h$zdltbp#` zTluz&B6Ze>+Np=AsNdw#U^%|;|8KS4f48H5z5b&xKff2?j7&OKmR_OXdB7mwpKpyX z0a~FUJ*N1CC0By#+u~wghPDD6;Lq)$GPoh&Po8XGZTzR+T(TH=-kmmLW3z>VMC}45 zF#!Ih8nV$zG6-~f_!VA|OM#kN=)F4nAlwzw8160v2{S1J}RylG8z) zqBe6Ly$?K?jni4GBb7254s6A!a_E|;T0?sc9)zCh6KT7e70D*45ex25CV5*{OB;I zo#`ckKtO_bXdz_8J=ww#sEdvp=jauiR!!^^_88vec(O+o*_M@7@FL^j|O9U zJQmHnGU25b=3^jrWV?9W`WC$$`TzcK9j4Oda$_q$Zd10q7b6zuQ(;(W^;j+dde6ZQ zuc~2ikhe%VNmfe(cM5=H`xtYyT{bj4d|REaI2>n^`xqUxY?DdY1BfCgXn%*BGbu4~ zsfkf|d81t8r+yQ^4))o`E$z)jGmW(Z$xs$IGg4_!M*;E@D(ZzLC0_ES`T4H$J6J`~ zf@_-ZZ5^;8P6r&BZ6ZL{Lbx`aGAn=fhRbmR9Yh^lgXh5lXV@H*2qWv*IHH3Tz(Degiv^0je_eOfiJwl+g>UeyByH?%%v73<%hCYOyuT~{wCT0W z_8fHWpQnWWSYnQKpo;%=bbsPd80>xg?7Q6|)ocQqOI)%h1LE?YcW!)(>z{w~QQV?Qn3Z~n>%ioLFcPC1u~%CPj}Kyf1JEa1*{U|B2&fb2T4h{Rbj zA`cEIL4yZh<2kht_EMXO*cQkT9Bw0Q|yO7KV`jZtG2nZG*q-b>d|8do{2a? zgD<#ojrz_+mbUFq1Y-b}p2%-(9P>G%-(yDWy;mR?+nE|Iz=djO&l@)mfk3=ShtxZ( zV{CPiQBmjQDYJ1@aLRxC|9ZIii)LM`dDCOQ(6PFqZC_BNH5FV#1mj9AouE*|r%y8> z{y;mTry#J6fEYWqivIa~B>{dSeF{2Vc*`q@Y3w>#So zR3rVyDoBRbg;)zzrI8hBS-x^Y>V*Iy`=H6}KOqpv zSe~s{>>a>uDWiJIou{u{YNkT1*w=u9bo^&&0^Bq% z0F*T{_P+6Kwd=t3k}TZcszkERrO>4u(6HL4c(lPJXj<`Ydvq?zx)daO(a&WllmuNP z_n(bX^#o~q34kKp@<^pP{J>W^YZb#H1hR^|{XX(UX!YhaZ=LBG3ou z8j~j|-4$kLD#ca-sm9W4$dHaVJwZN#EDx9ScCJidtm&M!!H>KJly=hO*O0p9iq8An zr+(f**P2hi-*_Jaq~972rYm>3isnw9yP6MJ(ZLG|j_4w=COHVeXhu+oz%)R?f#7XB zlvLdXsM&L5AgnTyY4yp8!U!$hYzmkHw1nx)@|!hAZ8s+i3Rwmu_dX?Vl}uAvwv&ODaez}ICX68 zmiSP=XmA`>(EazEyH{kD>ki1;B74py{#yQfI6X*2fPe7={O5<%F|B?UNp;bQ3!^IL z5nD?S`XSNTC{c%OQIw7L8A%R8;F89eaIf zHLioN8O$fjWN%00oQ=qd0#5ljB``(o==I>o6zna>so-qO)U-RPn=kvn#idaqH1!EC zu(%Wwg8Y>7V$fsy2+@Bb`2D!)d^$QXeQQ}UTeCFox%Dyz@l7Th->8TA`jv>sH+Fmd zvuhu*@1st@s+B1UA!yd!^05>%$gaA%ks3R@-qUi=WdS1OechpUfO1YZ>FV8Fd(?{W z57V$kszN{bQ-wa+EaYr?^R#0yeJ{bx@*tC^u zSq=zv)`r$DtL*l?h7wGzHbXyD$omCv0qiKeqyJwZLEYDD34_v%<|BM65yzU>L4o6$;=iI3iAPT z2f$1h)KfrGGPJZ@@n1PbM`}93RDG6<7k8G>Vj!^4fkW>udRHEaM5@Pv-`ob3Cez>} za)$VmFURO5!Z&Z;&?70(O=8I(v}G2#f@atz)MT;WJT`nSKqylOJC|O(=mbiRe8N6Q z3X8zMfl}%Np48F$t`A6rlY}-Ng^g2mF{<5be0;o=;8L#@4C)gA%A0^WdxvU{08>JF(nidHb+`M;!c- zLr@dI1=Dte>8elcg&Obum1=q=z}U_%2Q+!*PftG+myjsT&26o2U78A%Q?O|B;&Ll# z?p_O6svDIVJ&L0DCLLQZRTh76?IdWyD{X6O8DSw;2xuxRE0;2TPEAR)!Si}4S?er7upCZegvoYfGP(p{Yj?j*3r#TzvzTbXCkA{=$Zcp-x#bMtI$N5+i zJA^o|1+-H1TJF&(schM~X1p9pC!*qI@U|s>mNK6;jm#sKU*5Fkl&$xPxXU?Quwadu zVy=`Bzv_7ewcy*|8(_w4k+qdpsmJwHi^Ocx;*%xSn&}KzqIMK zTI{Jm)fOC#XJ2M~$D>sevmJ=`Onr$eru!&O7^ZkHtl-kLDjT%G=pr zo?uZt45_fUoMz@*I|ZD{L`O5kz-;l4mt5BG1)=6S-(!ikD`U5isPCnhukF|9+h({% z8DKH?t*-gVYK?k{4m?tqPasC#^|e^wbiMt)e5|u&!9o@$#!U2&;bc^C{A!JIxy~VM z-o|d*NZF`64psaf2~(X%$>OtB;YB8k_h_FBQ{=weN1-b? zoqAZ2C|CBqkkTz;94l{IysYkF+k<}CA^bzG+u5^9npl8jOq+QD?c|W{x-#*;T%K_0 z9OB_)gG0FK_Q`DOp&r;T_AGdD95HZCir}e(x8@!TDw?jG;MpIg$sF8wcb&yISj70z z5|Q?m0seD;we(PGmeqr0v?pt^tOBZ*|a@3!HAz) zM$>}sNAhGJH8a<5J}07EQFeksRx!q$p52nU)kKZM6a3y3t^R*(5RNB(_$$_ViB|a~ zWc#!?ITg_e?)~JrwEe&MKYb5Ax_m%2OU+gd&f7zeRp`*3;55Nw9I>z3>IAU>xv)I&VL+`S}e(_Z`;Mz|8>mr0lUwu>AawO ztn$)(+gw!B?ZOLYi6-95Vk4E~`~lO&@A+@NHhC07q}_s0EOxh07kR!dm#%fDyXQ_P zjlL%Y&97>OH@M~%BiJnBR@``Q!&}30V%ofI)_q1gF9zWI)!9=!1?^jO2>BKWL4W2IWjgpu&DXhP$W3?9j|TwK6O!F6h9q+l%t_ z;vQ>Jnf@p-`p-u4H}^eV9{~>I(Y>HJ6S-EeUrlCG#T$M6x-;< z4k4InBG91yzel${4N*JAzw}!xMZ!%eYG|lq>1Cae-{DEm`d=jj|5tVw)FXX9RFC^> z0*Gs~N!R1(H8$I!R(e^baR(1+Z>t`4k5D+6VzM7C^9PP z7sr9;ZvY+ip8WoDrRg?#GK6Uf6cf}pH$Znqjx~*nGeu4jK?7B#3(&hug4(G>L)K z54c${2R)NlivLOJImpLHe<)CcB0D%JZ}K`z*?dG7>gTqYG})niW_!LhnU@m33kew) z)9xS7Sx>CER0~-*z|^>r&(=;^xk#{mCogP{pcnbet9>%c0-buy0UvkduaAz3i68su&mn zF#}mThv`5qX1?xSC&7=wsb;C3x2<-eG?LG6)8{4h+leT>fgEdt26qSTnVs>^U!4y`yR%J`S}=7% zG2YSw+kBHu63G4j(y}6=(-tXSwAE+LtA|k}JqLD`mm8r_G>zkUd=#qeNJKJ*5AMB8 zHC*4(+cm$p{nf7D+=edlrA_hq?RbN|s^LEx+l6k& zAguG%X1+cqOJ>k`fmuq<1R8lXZb}LnO*Qc_JO0^+V$lWWClkt9guNha(2(~#7u4L( z+$jIaoQ3id(|0F`k@JEtGCDPLN8Q7n@pE`vJgwWD&u_jb^O9p~U}#DYMx{lVrq58M zN81zpTonEl5VNx)6W7EoT}#5PgVl6l-w~O>-io}iE#1dw{Q30EOJduCvlhNu{-&w1 z(UDn58{W-%^{IDew}KVITryrbO`+*!Ki6rcm}?)tFw^l1-aEHk6Q0p%$v~QTG_ktK zX+&DyeFMWWlOAV#m)$t&!&eua2fp$8KS=`L+E4!-enpt=BQ{P*??@KL3&W{w4>I-3 zhO%en?gr_4o7zpv8R;W7aSf$vA?3pFGNz6ixH$C3!5#zhpY@GALZ%ZQ3@W(PEr%OP84W&S&2LrMXK5{y$TLuZ8T+YFxJM zo$s?V(LS&2UI-LhV}AA(&Z7@1cGh%gyEZ^vms$LF!3(r7E`jDPT_q(YJOy@eKt$TM z$Ii~I1?|?;dAh&t=%Rqh=X<+{Bx`zuAZW=rPUHt7f;tZ(n?~Jh^I9s%+o9GRR8?1# z3TOvEdz3-7q0Co~Lkfn0A9`Xx*e}tQJfJ;3KypU6A>HRRx>6ObK{w|hkfHleh^Y62 zo(-?LlZyG8LbcxvXKtv0)-ad)6$$y>12P(Fo|qG-qhOkW*-!z>o-*jyab{zjctn#_ zrI!j8fI=8O4$cq=9lAk5jT)Mo;_y)^gg@Sq`h~^VVe%dk<_@^Sxx;xr6i#+uic}G|>tIH}@s4$S(-GqCv)A*3r~j^=ae`{mBn{rY zVF-WB_>mwZBUAN!#Y`P>-6~e)EJwBj(;r^joNf!%^ojLj#}59w^~ML0{%0J$Q>jcj zqAolUtmMQHi?OZo`f9(X@KCzECBsMh2_bx^-NH#UzHtAK-e#Xuhv>G)T z(5DS;>(V7(;ne-QMB#&rUb`k88FhVT(6^l!_tL=fY<0fFMzBH6{8{w^j0sl6w>Sl0 zI$-98pLfo(l%|)djiKWy?smjW1&gCPg*IEWU;J)(?bCg+iN)hMqeFGHjFljdb*V4y zsl0@Q{R`A4szh&UGl{um1Dv_68?to4@6 z1~>9p8QiKb#sKH+3}>L-HPbcY9Z=v zB{Q2urhVH;!5;FYXy|3J45|`ROS;mS+GA#38GcbQ3%n=x<#BJW!l-hdd^;?6IPvil zxtp@32U;+G7*PhqF146^nb0WX{hGya<1+>zRD41Xg4=xEG_t#)ZP23Y;w`#VtHu}L9^;dMkY>sRK zMlk5k+wAV>VP|_qufu1~54|{P@Vk4>PEfrO8=6i`=<@HbtGqZ`^m0DL82%QdH9QL%L0;6nioqNZIr}AtT{t!nK2lSq*TQf1J#`->@uqEZY z&ha~j7&Wj8Q5v2#^XyE2k;A93j9KSY}+tLNM^URLCLdt21Y@MOk!n5j+rpq_vALDekFUhbC|5lMkw0qg zmGCqg`^jSSeWzy78EsYUqMBWK!MA6E5(-K)b%h(I&V{VL-?y4d)7R1UGu@eb1DZ(1 zvD*~Ar()-qm`?tyso->m{m&5e;^wIgFkQ61syEU5(fDFbFj2Jd9BzhD8<7)U(f>eN z;8@t(WWg0@Z*;W`>Et7YRg@8#8T?roD}D z712Q{xpyGS17%7aUkk}wT3Q+$9?b5KJ#T1W;P7qz@07cC6+n*O_fJ+od-kkZty2Oh zuH=DULZB@bH8eb;6Olc)8LuBA7wQhB?|FDsNMt*pfJ|5yWp!SsfZID=&L@k1j-$ynl61ZvCO)c)}gD&C#sXF*h4b=xL)DT7J${%PU+A$BTujH`*p@Bf=bKQ84T$evO0e@A;2(r4vdfao_(4A7*>*X3rq;r6u17pNvl@3oQo7-lfKU{r1h0 zw#tM42aZl3f(l?80H>f;uQr~p#kb$XX+Zm0rsmyYX8VMAw;7Xd69ZL*L#h zFbUg~#H_r&BZ=d+5>aChX)9b;!RH-u<9i0+T>4XtE1k;P zxUkC8H8Cxm6LTwLg>c%QO2^jLE&>%k4p&l!VTLK9PBf@od1Ft=~L4fc_JVki^}7|N*wou%Wr2d8qtR99a2DT<`IG-$e{5BZ6C zEyZ)d>a8)S5dq!OyaW4%#de^NAyF_umQoW;>qvW*%>`z$)OdQ*$Mhfk8jX@#1~Zkj zAG5z%`qq~S+Wu|-00M#FB@T1_l1^pib2Q_rMtHr2q0l;EvcFjWRMJTK1^mL`eInKsOdho?tu zj>8M`{p&Z=DOrOCYiwfrpS|9k{&A!2O-qF;N73HGjIEBmCAJkPtt4sFlisqpr8g~l z5c~Z5DU+=H9Qq@W-6ET5=7M|!r~H_Xlb)7D$-&zdlf24Cjab7!En+trnKLLHEjo>2 z9=A0iah^}A2V5MLalX&kJIpEW^G^^QdJP8*a~T_G+dqwLkD9}m@qZNt^JD*hhJIM? zDJpQo<4NSu_@_-4;oC>!5X7nSa{yye%O<|#>$Aw-;-fN!zI*l+Jdcc*8=}?UC|5|7 z#UpJRf#5Kb@W7Udoo9de!w1G%0_sN3M2XrE^$QLFUkd%>x!+&$*p--b6^;K{a=Oxb7}b$cr^RkfEs4jeDlM@? z!xi=!;D|T6?Y(N)jeg&3Z*DYnLYZ^lkQlPci3!J|Gn*{gnCq9= zx<&5x^@LNx(TDe=f`((+MI{txJcP;O0eB%ZaUJl<$EO>(%&d%UWa-6RiM`;nW8CR} z^6ceK78jHJrn8J-WQ((GOgdx#upAI?BlP*+DBa<4V)IvrL%87qaW~x3J7oD(x3Ijq ztRx@xfW7-Daoc}KXZ!m^<;Zr8?@(uWM&R3Nk8vO0z(jv8M`*0!c2x10c^WD8c)jhA zfo6F!?V!COx8!;8E)^pOD7b%k~rzir}LL(u?fAGoCc^BA!)tUe3OV3~&DPo->{&;NiL8_<=ql$Xro)_n}Y9%P{H0 zWa8IvN6W!Sr(ABh94vFEJXcizL*f?oo$X~CD)}kSS;S}3wsnJW-MZ-SYux7H$vF1w zNfFsr$7|-}SZbg=4@tX42aAe@Glej<2W>LD5(J~|A9ZmCRBYT*vWz)j(N;!gj(Uu8 z&+UqNt%3sV74Po>V9S07sgL2}!u)V-g5?EBVZ!c$a84+`)Uh4azii_@eW;l>P<)1D zs`A)@=$d; zoD5Ovz<=hlpuM%x-SqMrv%iR2Hc+ywE%r&|+w1^qdTy^eruoo~A{yM?5Lo?sjQEan zVFoF~xo=VC)5Ydu-Jub>{rIz8?P-)i5?4zeqI7SB^V}KlwSUwoZ_)!y2p684Ta`|S zF9&1UqucDNy%;7gvdr?k|Jk(lD{#8E5P$WEOsX~6gI5jpRpyDCr#CGJHsvrGW@c8O zD#HH-grjN%i&`kMk)?_dq^+|5`tI;=AH#fU%S(^17NiGHF|bPw8!A4do*IZ=vdOm7 zGzt}mn8sxJvtQ*i`erhK$mmKiGU5|Xv5CAyNMvR6w{`w`23yQc*)Oj89{-S%`rxAQ zGMI44f6ud41tv~MP=fpsufoRR2ltEIMSj&-uaVzfnVq{5mN`_Wangs<<3P}p(@hiA zwf)gy;Yod5!HsL1c7%*^hi8A7QVZ*YNLz46*pKMRSv)l;D(G%R(DDD;iS3g)0Y_yQ zzH`;y7b%uEX9=3E?oZRqsZ?0761o_7=lUB?j`f&!lSir& zeD;H7mGLtoyqL$V6528w7LKcjdd*5bq?p0J-0w}a+Z8s5t*J6~hBpN(E`jF$hi(P_ z=D0%>c&6uOKu(-+qBks&6*9VlUus|y|NZ6NG2#e9`CUo(T-=+MIV*IQmLGDc|Gh{* zn$NMFQJ!pWgwpxPV6(;dmAP|Peuap9#nZPpZr)OZjK_PsET<@jZJ4Ge@x#cQgNtur z7o%f@4zk4p@4MbCvPv?-j8|gbT$DUL&x1AWB{IJ4xoJ@}XdiToCl%@=1iM1Uzoq$4 zN|MeWs#_8eyOeJdX?tf{E_;l>MD(w_b%*R2Ij-DroP+dt`^aG!F2mJ~#uVlnck(?) zwnrKhgJg45;XFgDS`+r0;-IG_-lt76hl$2XtZ~b4+%EQb*D)UiE!5vqtd^ZHJ_kxs ziOK<+u;M_)^qISMCrKv(|&(@E>gp8j=Zjd>=v=ZatjhC;N@e=Xhkf_?O4`pASaRF;Y z%S*8|>Yo;C1-nMiW&L_4xV!wU*Bc}KinU8+d&C>~9~S8cL~No;W1pwR;pa=c`a>|@ z_Y*GM9m_g7TJ|upG5dS_CFxAVNM!#_j2Ai--L1FY=+uie!jt4h1HY%Ol8=0GHgzIz z4r@I$6ump_PsDgdq>;8gopxTEhdn=L{7JEZWSQ*~U(~rX2L!6tF#t~O@ zMx!@Bh0ktQuKHTUM3v5%aS2DiQvMl0Cf8g4TL>$9xcQ0KEAvLWwRYsZazawuMDejT z4H3-5O!XiS=G(brj#8@J1mCnnH$H+)e!z|a35TJSK=7cyEH{gCd2zo(028LVCL`rp z9KW^+rj*XbRm^NO7oh}y9`MGa)8F4pJ}dyEi$!z0YZG8dJTdU<+lTbQfxFhAlR}^~ zcFgo~0bt1V0w8E1d$2plZm#pkz3mk7vOH}~=0MR14etA|EB5YCK0muyr*RQJ6Vm)x zp!4>{#3)^s&*iyECmFz@u097%JYnzw7A}_AuDt9_o9vnAURvhWYK85q9Fq2LznsIo zBD|d*St;q?@#@Ar@^*>03VJ9*v#}g-Hus(6iV3E2^yC;{eXbV z_FZpGy`pVP(2jXld9AW!aLyRBco0A`%|P2Rcb&T(h;YVT&Z^$?lUwDyJIhyC-2JHo zA?j77E<8@6$s8uPjE1yc$@Wk6?1|1M9hD6RJ1mj;=QVrAKgf&)j*V;)1>+I7_go08 z(<|+Nu@cx{+q5MJ1j5=7&!$Ru4qs&p?BZ;{y1}Lb2#q?)m?yRu*CdN8u!&lS;yA3pdx;WPte@3O&*iuMZk0LHckR=*0BB%HYcnHXGGE-rbF6+NcST zPbS?OaTxw`i*k~Yt2Kd9^wG7xs5y$=;Uf}O*x-w{$ErhNlFPo6%Z%2Y{mPkw{nr_i z97&9P{g5JR`huLa+*{ z#zZsnUlZ>i9H@jTzNZb zmHhI_Tn3-RLz@oNTC}#rT}KmgiOCa*bK+_y_0?*$gNYyHk#rl!={?wyzzq@Gwess6 z`VL)ZyQSp_`+}ls+*d3}7m{aK?MDyeVfP|*eD$W~HBXt{?XGXP4&D7hGP8#7awm@B z+@5n@FFURWSFlZkKy$1(Q;9CJLhZ!y+agvNo9GE-DC}CS2S*ux+XW!O2~A z<$#s>T)a?~=2GCqdBU@2ggZN?-1FO3KK|B4eW=>v_*<{Lv@Nka($Vuxqr{=w37)p+ z`_`l(_H~Sl4lZoht0s!`N-6KaN(CGzlUe3>enw;`>*GCFwOQJxdVLHHw(qL z0j?P33;U%x@pnX$f@IUyx5FJ+#kjU z2H8)WLmfc}bE#eBskqIZIrjahH#y=8CH5ZeGOwW`pXsQ2CdY4Vs|B$KeHD-r@M7uI zWFFlqI*!FJGynLZGu8%<^CAnh3~OiN?^rb$r`%~QsyPU!6p)jzD;p&~RZ_B;(p-WM zYc|DR%DK>!aN>*yM;W|Xak9mrz6bLcYNfX4PQ)dia0E|o{b>op>a$rThKj@c*+0-- z&pJ11n72<{;zjNurP1;CcM%M;+&a2;441NZ*v*NXa8gT|TF~X-L)6xgV%>vtR%pd* zX*_+w)9HA9HTjicc_qDe+!)0)gkp8;^nIROo{)4IT4k5S4M)5YP7L<_QN?#;paShq zxM2Wchw-`ErNWtAEA@Uh9VuExj4!lwdQsu&{d$Q!rZ_yx$P8lwn&xHx+Vl`7i+`Be zaH)q1YP)`0P}i1v#Ko6js1f&EGekwh9H&+Gbrt;W)>8A=&J@CjT39lv zn`OaPdzV>lqM_;36*5|=y-|zGkigwKjduw`-)eooBGN3U(hB8`6$%_ZhYOQb;}X#p z9Ug^^rIa)kupeU6M?5 zmjAUc-zCr@Ju~Ar-mMbLlWk*j@{;PSPm+BFyksNWvh!%ShB)Kr8_M=^&M3hZP$9d9 zwAb9ldms@9JyYzYI^}NrmZXW>bC+CW&`DNP4%@AuJ^_J3J$@ zxS=@z7nfb06_3h|E8WtG9xk4ev+%Ry+yc@gg#9dCZ&tzU|qb0Nr={((pH3BsD90;}z8CQhHWffg@X zan8#~R6Anq8o%P+y1i+f7a^WHZLQf2vDn=o(*z|rDO&QrUI!fN)95WaII>pr{`|Nz zhiXpMZ?myg%XW)Dm}GV{Lu03JApANW;i^Jw_Qwl>b?vc~|WOH2H3?C;CPC&S&oY+$Hr$&0}~IUPO!O8 z%eIu|mjSRz0+sl^6{Ssm3N}(Sr@WeS{2`;4sme=amSq>m;)mdxybsFJA-)k&;)5E8 zVOu|vS)J0J^_O&YdrR;5I?k5Aeg){&( zwc$zouNf#T$8`iqf`6qYD?YmRNap!dSL0*hf-A$5uho%a>cWbDp|xQ9mP~_&o|dak z?WH%!tq?6y6k1Ru0SKUB|d!y#+Gh#czymHUG zp|VqK*9HFO)7pN))=Oa-!pstb_Hf8rh1)J;o}QQUVN_i$2ga-(ww?1&?a)ogB6mzC7ux7Oq| zneu5sU1;O=z#!{h%}uA@pw0{bFS^bH8m_lp`-y}^2@(X+6D4|$UV;>zDA8L4ndn9z zM)V{^?>&hUiReZfB?M7N5QAZ~FxnUl2BUo2|2^w`@AtYul7Wz8Dwdq2-}-`DlK zY(xTow-+>)Ry8wt21|Cak8aiW!17-SRu|-u&JImk_gbTrhFTJU&MF*iad-U3W-p6k zQm0=fL_x%K-tvWo7E@ZT!DaB2*hfg)0(fl&cQT#zZV?sF;N{_=>pMCVs)=h62|+zg zX+9l&kIWTooV85#7EZo_zr)8f$vH@L1lZ=3bNKS*<7BU+Mz5iy>zx|8mT+wQ@mpj6 zht2cthUy|+lkH=2y_L2?Y%?jRz>1-?6N$|(i}gok6zL8W$AsPsnddFrzE17@WmeS9 zR?y8B7yKQ?q3H26hYr0zYzW$k@a!TY*_^B5;vFPxzNV~0=}Jh^%ap#J-TZMSELyuRMpB!Hod8WQCau_5;FY& zRTa1KeHgUj_xDchGWc|{X+oz-h9;5!)vpJY&aF8pqY-7scO^Co*FxNBpX}y36}Lfg zO(Mtwm7WhsP(HFXBvL89*i|rpDQWJc4dVu82N!75O{9X_she%i)ktO({uDd0n- zur6djuZUK@1L*uZ7VI$<)NK)Xpv!0+x#*{jJ=TsNvpJqMVB5*o_W758p25Vq4=`Vi{hRRnCVGtPLvo6n2HAM`94 zF4L}k(${o|$Jty^*B<(J%jb&mq%_QXC@!`&OxOM)Pnm8TRx#+c)R>Cb^uh=BnTSnS z>VK=%Z&zD_5=@Fo z{5zKJ!d5N@2uuS2DxdUv#Pcl!LWe*c`6!*kM#mFj`+>=ve%{4sk!j zj2C@mr6ukKR<7NKj1aL#I&-2YoEnQEG(x}J6h(cps1j0rtI9O z1By^?*gf-I8i}gnfEdGg)v4*D_`Pk9;smtNGNWJg?^6Z5x1UweIyIkJKd$L#z|d*0 zWg%K(qQL)TU?rL<0xKuo*ZSf3b~6Fufqety&1KB({H~mAF7*s9Su*yX$}FYPf1@gq zsk?P_E97dFCJ(n7+h8F{J2E4em(Z*e-yP8DA@mMv1g#$P6WwskU#j8X!kGrov52hX zdF-={7ESS!ViV+nHiJuow%|&XZGlZze5@)S(vFDU2uOVV&=_|2=F;?M$*Wv9!<`<_ zaup@loiG3m?1yQ4A1k%G zi>E$(s~l(Z>}hrTUgwYp95EXFU=@C6x|t$*XHdR6F-w+o`Hw!lIA7Q4)1g}HDDv~Z zp54H*CGG2XOcg7}T{>w|R+Dzke<*{~O_0*BZHRmoAFVNp9>1KT+lE3omsuC+p3_b0 zy$w`v$K^|tROUHGR!){xN{$7hQyaw|p}}n-vB*I;iMC-L#eCemGPNwb$w= zk+1FFiW;3{V8sybBqPaG!}MX`83LJQR>(0~U*Hy^75O*}2+lN1j?Lbf!nI1FQg=T8 zpe3s9dUZfRZO-q`QVN(S^AX0Q`xvlrR^xLSb={DzhEX`Q9X7U8k@2YNJ2O=dwi*d3 z06{BKbu&$$p9W6rppiiY^Ut9;CK3X3d&mG_n}iZ`3C%xedf)|5e}Sng(9k_w$iHS@ z|Nh{Z{{nD4N|KXrJ$MjRnIz}7ZhTsBjyKU&S%|b@{Z}8kol%sIC|Egdw-=+3Cu3=j5(K8Dr6nPP zxLDi!W@_F_d}ulxTsf+% zHELi;IoXW|CX66K&$D}cR_!LFJYK66rgksA-E+XAZAJs==fAdWl9j!9W4y1o!pX1M z7k<#!>(%6b5)zTIS&>+1g`MVZJ*x9rxmMIIsxfp!*|WUV+9 z)$tCcALv;-v&=_j; zv^`Pzkf*HfZhh;4G-wGmEFOyQ7pi=TPV9FHQN{ zadWlSJnHdR(5CH#(FXyz4XwR`mE#F`iEg>2sVDfwY)_Gf%{rtYKr}pFp$SfC`&jnG za!pxf+YJ$bh9L4l99nImP~>ll$(Uf^-#(6Ka~|0lm1qk(*4<;+V-An&9-2q}m5uWY zQAxo6M~vOmF94o&t;somqVsWVozI%#cguDg6B7j!@OGhvg=HGBWdK}wAi&=S$Yq)3 zPwU12i+On)yYxSgkdB+Nz=Po_05yRL(ys%^6dDFzfRpP1xPJwX0swsW#a3hf1mKHb zxX}QE0=FhWc>%oU)lP`~yz0tccF5rVA)vqQYt$*&p-kyFeuOtvq1u+hSTf4Y{lHGk{A>vj!vL3pRJMWaEk63Z{Ld4off(VLF`QQBz2 z3FS?knJ7T6IB?w;;?uXcMOpt<*ntBmfT_1f%_J)W2DsU7mSp-#{};hG9oT*vWoSmG z71i0_mW73sFh7nz?MXEZwzVehH0lA-r%CtbUuV*|U7HX^8557%+G(VigHXm^Ykitu z-5f6Y*Txx&tMm{v!Gxptu{ZLx_7({F+;bG|B-0>@-fLu@O4-sN+4t;+?Ud7PztHk8hei`4^B2joe+ zZm1dQQCFjiyZiRT<`mS*8u>Iz_SO}C3cU>Pnvr>dx!R0R7Fg&D>!{COS zU&hSt4V^al^f`wUWk)Arbz8z9w7TJJTjGGvS%!GW{eh(yCEJng&YFNI!Cn)Iyo*>0 ze*s$lHhPw~^_b3HYNdK^ooel^psy{e)w~(UHyYC>u+OpRYH7k!Wa1&Ks_r(l5R*4^ zu(Y-0w|nHCn{W#WbnU0A$2ot8n2feVc|-oX7`Cf6?f*6cyuu$WS~P&h($})BCzg5V zN2HzsZdNNN3hwD(YE~(U5L7iaXyEJk85~&(?H%KsBC{(QGZVz_NBVLn{6T}=I~qG9 z@AE`5LoB};Zz!=JvAQh!VfLehyWwGO*PFMJh}ptF2&dOu@~?#Fkz6sStGp*3`ZfdwIbUFO&Gw#igZoMToe;J9 zB^oR!{sR?b%VK|sMjc07!Eo_wYN?UW^0<(YluVC2he&nX4|q*bP&adYSVDWv*;Y3$c8q%o_XVns$TxF9P| zrS}(;d9>?Z{l1$QyxSKx0HB5en&s>REMRRn<*w>Tqks3v=V&=&18@oH>0MZyJ^_rD zJ}o0D&_ZVvKnMlxdI6SP5%_jzT;(?e>tvSvkPxj%Q>@5ie38-I+(y^B7k~GfB7(pY ztPul##4nW8qnq}G4MQ)mpCV+nl7%)%fwT()A|siuA=Gc)*3%lF_2MSN1p?dWX>(_t zYPTzkOL0r+s$}S{$~kN>a8PY$#|%k;epCd-N^4h$-4rbDubUwa{hsRKXs(y2s)fpb z@$=oMA=sZk3AVCE^JXCwd=R1*b1p(#lkx7$gQeFf%j+|T$~=&6g-S$CIwsJ=-fLj> zXFVJt8?g?*M*4u%Eu&)DLHWk>VJZkGog1>UIy$70bZ|ERrH`m`b z$xElMWg^Wb-$xbVG^QN2(iJJ6*^)Nr_2c=&S1AZ4!|8)IJ%pb}{MaUvDi2RB6&S2Z z7o6y>uuT>eNIA;aR&q2mnfraC+N%QZUi)hNP5@AHE6zIb|TeZz|`xUt=!756^Y3jzy%;`3qZ*AJK zn5RZQUT@y@a@e;v{BiD;u^~)|vh}>SG_sT5UYZL-Q)@LD*i|lSnuGSuxQ@k}^D$Sp zC!a@A&S;X&1ym@6lgw{sz9fyh6f>z@G)T0W+|QltvBpQq5{ftOt=7i=^?nB(s#3(g zfl~(X64^sfczJJ299PASU^-xG+mQCII)@66xsf$J`wCSx%1P-{CrKO^w<8r09?6ah zg=m=fOgfK6UnjFN;_WfBNOCg&_g(z|xL#Guq)+?|z#>*ZbDVzJ0_bvo>&{Q-&i}Ca z&wTt5ae5`}48Zrf^d?mi1&~xMiEWnV@1Q^1AP~Q3V*VzPY$F=yRlpwGa*PgM7fxZI6708#_&t^7l#s-`G zW?3KSz5P3jq=nL7V7EZ9T;OD%`|0J)r4TFef`1ZH_VR=ULwKF;E6$tL6g^eL#?cj0#Ji#zBMmUf)=DU-T}v{OZBJ1rad`Dcv=fAl!@hh@c$9+u;m z5HzH~X(nOlNVu=&Lxw$^9ra37%s}w3U%_9xJL#D+*1u167Oug*SJ3j~d~RxGRC2tXC8P^ZA z@$BgnPS+!8~Yar4p>lC_xx4G(4E*4pvY zTp5FY*oV^&zPDvfsum|!jZivFK>MXioedQfK8XjzlqB2mk|OoB?CMo5>qAXo#4#L% zb8C^-9D~YwD`u#uhDc9WxAn_8>o;o4M;A{PS7HH#E66FU&4{Har}78P14~@Hlj|W$R!l- zGVVGi3czviIOGnD+C+SHVMi{#CFar}H$N;xnMjmBqoCp(IBx#)N&#y(I+UX$lk7oj z+zcHu@0y7qgE30>Flx3|kXy~P;4IF#6yI$awr}v@>#xo#L(K9&zF9#%@FCC-@niRbOukWfpDKPfEw(0 ze8F2x0Bpm1D>-M6d9Ts1my^@+UOm_;(+|kW@)s~Dr_EACoirpotZ1CXGRAz>aQHFY6=7Pdt1ZBh=+cD~>2_2`#r63yy1A71 zwN_eN24~B>AD$NPi}zz7{WgnWn%1v6A1B~AZ3b0y?Fss4OdGsWOtr& zpH{v?Qo1N!npww?6dZe(WtXyO-L1@l%3?TP8)p7xI$ebHkj=c0n%G>2t{3 z3v7kf;?@y-j_=TM>-d9km0idpc{`Gw)4Xn4GF0nViujYtfN~cy)cw^>(_F=3d?MGS zHjhd~zZO4~J@s%o3(>L_p{8wRZ+UrXSRj?luHZp|KWSTEJ8h`QWkYhWC8(U(m%HMX zG9AKQhat$%UV|D}9l2$!5nw;7mtH4C0OTlSAq_rH5`Lzn!(CiZ;L2Xcj56XLBJeP{zAv~ zg!SHs%=ut8S;O~FT4Zkb$@P|7uSRMFR-(qdz6-W&cugM-uEDC6v4bBCVZz^`>K6DC zseP%n@qr>O48{P|Rdg#H-B5@(H4rlp@oNkvTWx;i6UANTyk*}R7h>BiR`yeUY38Ni z>13xBhsC<$HM0HB^PJsx+qKYssL z&McpK%sSRbgzgaPZ-dDs=qD!=8tm0S43>_PSsc}~)FhM-GhcS_(rr-et*?T6q|WUi zHU$^kqAC8g1)jg2@#l6XZ^rb!fY3aMr`0dUcFvT*kzZCqf;xy|D*`K^c}t8(;&zD3(ICd1&j5ve(QNP(GTH< z3(-pN2LN7?bwUJ%1fSG+v`fS1S^lf(w)4RpLn#NQ#lsj=ovC2aZ_*kmdeq2^;vO;b zbKB*Y!kT`O?K;)bnh$Sy>lwYc+^2R5b#uNhxF2%XC7m znI_qCy)w<=df$>0!h_PJXOwwQmxGAmci+6hF0TH_kPLUH&X6LF$S|l!m>yz=$Cl6! zN;_%5_1Z77AL-DnON#~b4@oamcxu){g$EiF5;XdG?Ro>y3>qnAvT#I=J!Ysbp?RX= zW6MW2^fs5m)>TfPn3rw05#H!G4XLoMJ<)rQ`dtwRc&2Qo!iHCx7 zq^@O1dv?z7ZdUju=akJ&4vCkrgqEy5nM3=g-GUZM+26|VD9xw1v-x}^8GAN?n@q)H zf}v5XAuE(twyGPb((liDHM{sUV)M!G#8tm36~$XQyA#mZSAf2^^F=OfE1|k_jq3<#f$xDj*_=4Kkib44=z+X z1QJmsQJ>^}>I~htHpq|VD=vT84(ozfbeySO_nk|2R~L8ETtiRhTdUf0#T!+)DBOFA z^c_lbYQ;29pY+&6eU&mCGxMAD;9OR!xGsn?{|ye@oDFxZgQ_0!)muahyawoc3em~7 zNnP=%pn+2VhZ6nQx2S+V*sK)5#yxF6C!G5LDSKaFFu|%4AbJK!lfhfBEXImXTri=` z&FS?4p7$|8u=`}`(Q1MKaK7F_00zz^O@H!3Zq>I7l)C)RPdatN7~eY0p^lExs@6JD ztSmP+w1l72B$(+Ml+9g@VO{F|^n;13h>20|)}11ww+Hj?1VF=K_|)=sZ6A*A@iir! z%O8b*x^wd*--7sjEhasg!Dj(h6_A=jqC~A&dqaC_VlnOGEhCbcxV3lT1TDt*sR8|! zziQ`##3=2ZU&%asIJJAbXe$*iy3Jpa2g+Srw=AXP++m6Ec&mvCU4bMD1#jY&o2F&Z zbOX+3VoNn4>;YGdJ0nvaXVP2D15qA1`wr&GpUz0PLe!b8C?R~2m>Z0EI@qsP|G_Nf zB_=7uY0UXlN(;7dDQqSRcprjsr@Y$_GEwdw)tx#v6w_8D3C}3dzLMYlk-<-X0K9VI zSLTzH>w%gw)Hv~bp1#pj&j;OR{CaNIC0MSU2z{drEi$t;2yU%f~AfYTFepOHP^}>d){&M^S-Cr1aT8B*+nH9&5-qW8-AvB*X&z zxy~z#j8&r)}Pl=3|F zHK8eEpG>P5!UmnT1X|E}q2y`mxeh&V$w%M58$Ob_gAG!i-~#s5R*f%d4)qCTO55wD6dLRxP}Ig8rd6O`({*nWKG8nYpGMS zsf}VLp5-a)mbT!2iA8Tkaz)=b>N^OkE)A?~?~F8$GUuo`=&ZvoD0qDOUP!6sa8D=F zr({!d#d~T-GN6J;VypG`AQ7EK z8x{M-;CRIHt8|gx0PodqDyu|8%Fj8EQzPDEN+?q#P&<0HZcFlLXLFnce$7LIt6`1So%7brX?vH0GyFE^Wx*mkDfNuc-&PQi5420lh^7Y5Af^-H z&UpbScG z;OEZ}IZoYMY#j}o<+6SH>mh$-_G`>sHtFyZoCGu}>uhb2UbkDnsWyK?BAtTCl-B%&~B z_*lMbz*#8Y0hZcKEwNuP5ZG9XK?KaXxo+5J53bvA%?C~7B5@X?OD@`D73Wc}kPXj^ zh&XL-efbS7(8g=f!kA$W#(A6c@o4H;u0sV5u}9LVCbNt;4BqOCIEc|9aJI!cqy)BZ zuvyO6q?63Cv=eFYZM->`#@|?0(myV~u(OD#j3OAn;%GNS2fyo;1lA~0HL?tc6Wm_A z|Gxom|F-@;d~yMYzhFDDj-Fj00WIB|9^0O-oBoq7gNB;}`AYwuF2kn1PhV^sYTcC5uP(c{^I$*C$KH?} zy=Zl#-te5OXXy@b&d}1`pW4S-UY+(Mn6?h_zcMvQwMGH&@L|OZaS+mpAmyR@LIoy& zg>mrH1c-!jG%7B#Uus>5myKznXgs`E=|`no))-~W$^2xO$0Al}eh_@kM}a4~S8Y)eUEZafI(*FL9F=E{BHpnD7jUKNB--vE ziC^RXSoOdb)s(hnq~gk)ex}+fx+~V>m9armKyd{Cf_1(VJ11+^>mYemKnK;6`T1yc zhfiUFqvZoQjoH;XI;)W^nakkChz4lz@4Q$Ur|L)D&wP&8%M;Iu^wOE!n>(|vmFEV0 z+}t^x=euhIKylxMr7BKz&$?A+it1)#uez{l0n^V5a;bI^8%ydRabd4EO*riDo)l7Q z4bIZ}`Gksz*ZKs+XVA|AO}X_mb<$ah>){Gyfx+q2@}_fMLjKQlWs~mA$LoWd`A_HVi|-sq^UW) z&4;U+xzhPVpyYlMtX(JMur8y^{wsK)!b9*_p?7O%tms*EuV@mhY1fB44!orrrO=V37OmHy!W(Xvowx%_A=c4?TL-c!j8wUcD_S z@uCKp>LJAk&k;YVNPU;yb&%?F9dT>Fe`&Oev>Ly!j0H(3D3jLIey3xF1;98wZely` zc0;>AOByo}$QA>Tt$>v52WRxFe5qxr3-C3d=xiV#@VMN5IVxD$QRvD2IGmk2{8~jf z3ED^U>Rm4Off+wq!BGY~yW8#5mg7pVlyR^WDyTuU$wKYcEt;X~=*2N}gPpyyQtjU1 z)PCYMsbzku{LwmR6>(&&8`MFE(3YU8hHXP5t_DwUhkTPS*rt?}R0oAmwAk92*}bwh zIA^{#^(WdT4%pEB;Ny4u>eAd0+hIon4jtyUgVq*^_i7(S0sX-ld&76)jW(tudbemB z#m=sR4rKv%T)y8>2nwvXTM-fY<8x8x3!VsXlHLVI?wc!DGx)Jw56?g5g+$&TDOeK* zf2TxUkKdufPAL?-c=%2{^#EoH6QW)uMSgDm?o&UHl$tn#;?>bunVYZHN`v3f*-5$1 zvzfzvpe=;^3oi$y!8f&#} zJ1R(1Z8o7PT{t7woT>!olkVJx@)=k@SfA&fH5PV1a^Tj>m~s_4f#q?911k)8L*zV7qjEw@g1 zn`<@=@nz<~&Grq_xsofex57`{@;^L zGN4GpJLTr7F#jEM+*7ICvk zl27;+P_WawESb>21Zya?`R^l-+^Ui6j7*V6vMXP3Z|;`xe7@05hkM2yCUJ7sJHEcw zPza?j#JLVEJdbOQrrCj;i_KB#i518M;+{${XdDP{yB_3$rY>7QfvB72G?|k{9Esa)>Jrr-ZVSmEzEld01 z1n?Ccb0c>VC#tAexm;*OaTa3{hqm+&ZzsMLn0s5LIfDy=wl2|i3>DLGqkZjiNM_0? z8!+~HpBr{`l{P@_LvYT%>-h@6-(`y;zpLR+3Hti66rw%oRf@6=hY`s6WNn|a@#!iU zSscC29+s$ci&wdo)}!l7l0Zh4LA@!_v&sBzBbUC4T0lYl*Y~%^2CH(=<4uEE@~U5T z=gmD28f&wv!c4NF$C_xS@-{lPuJ$k$G)!_5Pt|;( za6q}3WQaf-dR_9h5Rb+*@PHR!+L-jfTDod$^EWc<}!O^)53!%9n~#qJpXE5i$|{rkHub)BI> znRY+(??eE9{0t5!$aS!ihYjIc-qI;_n7g=58A;6Zv)k&qQpqq@$8c~g%F<-RK`K1q z;n}#-83~woQ+P|Ff+|1HQc6lkF9a7jS!&#LQrQY~sQK0;g{tRH+ecKiT0z@54wz_H zz?n9~#T4CiyniOp71n=!ttv^qbGr_J)^^ZEE#1jhih@qj*}SQ%8b6 zzX`PWijN3n6riSqFPs1VP;WhlLks!V1v)h-P^ug=w9qwI^H3>7A0_kUAt%e z>fysKFd9SM1)S@f_l}1<;)@L}!6nfOIWi5`^k3=g)l7;=L@&QIlb-GW#ww6T$PggY z*tjjn)x~T+y1nzBL&g%T-lLtI9jj$>au8bszwEC1xO)t%&unYj;g>9($p5G+(bVxR z3D%zSoERM)l_mN`2~4G|O393T8VyZR)m@XfBpT?%&N=nTu0TT zLk{%$gjv_kab?Lo7I-Dk7Tq?FT$oZ|Q&|)`veElpU>tO}9;}H5&-0&F& z6X_gcaE!18R?%~5D^;7zf}=BxyA%>JJ5l756!(tuuU%#0R-+GAzeS=(I?4vIvgg^U zaFb&9Csdy>fJQg-$+cCgEG=3)$P=gAC0iU*fPsKW_Bm#jGQ1NSPIuMR=ejZ`VMX&oY_wBU2Wle9wIh=z zdt4EU>0XJxQ6v`D#MHU^Twz~QjlknRr=AOh?qK`D5HPcS`^v?aWYy%T8pG}>$DTTcG zq1@%h6i0Bd1ctI1L2WVYYrB9Qc~x4ZNOUPfA6_ZVRYL@U&guxOdD-i;G&z=g>zzCm zpzkoES>VDE=KqU=9*N1$$=P4|)Lj80^*;ZwP8?Rr`)5Y{3sww+Q4<~^3QQOn==*{B z**_%|`7o3IO&f-hH?2ZoY=M?HO*`ATUwgOC%M4y|?-4L^C{!D{@xXe{W0(GBs(h^S zF@qOO$?ce-XRCbP>9#qlsgIwVo%~tHMeAaV-f+Ul7w?kU!QWV|1P z;H)t(s=NCLB6s@?L61(!6&=8gGC=g%MQgOeJ?F-Hm$JIJf{A-9-$?Q)6=fBACFjhQ zRJlP3vCR3u8qZRpZB@Lv^VIii?gCK|zlJ zy?dg}L_f_9`0xN1*LI^-7<)-VO>D1Q7cBZ{ne}CWK%C~4 zYlik-)Oi|TRqnS2x7Tfb-z3X+d6SxYb|_}w?6VlS5D)P@K&FU#Paqc={|0dk77ppe zysOdTn{@0XA8rf!^7zx}T84ru=f>@(0x)Uxac=F&utUYjebl5)ilk3o%!wM65p0%L z)hg)=-EAq?aw(s3sQ@3p%k1eqALO6kk$W~>jV4dqC3E0i832}``+r5Wfrz9YeQ-}k zmG6hW4$)JLe&oW`Zu^@9Ix^KT={qJow5}S)#e> zM?Rf?lt((hl)X);L5ixqm(pqP4b{rE$&_5N8mvnMkw!ALkl^1VH#+=b6wTI@Ail?W z3-1W|F(W7Eb`I)HgVz?f=I*a``G!atf8CK=X`J3=)|S!-LS;_9$=g2WI1w*9X!D8M z2I1;Q-`KAaDS{x)c=MlyNuzCFH!~jmGPfG%|E%Q7UXE=ie|y0PSb5stfrC`P7jFToBB22|Na$~zh0ZZaIQ;y+2=RRPhGH(x$k4YD!Z0S@Qb2fW?YeP z-mB?{>_p}^zPIqdo!0Pa3p3;>Sub4X?|w+4fZddcRgSQEx@>p8mQ451z+ja+W&J}q zQniNsmP7=sCQxv6f8j>OeGbl644t0WR)~q-q^5bX5qI$FqvjGA+yqVxW1A@a8^t0vc<^?CFq-j;9k z&{fVdcC;-CLT0X4EeGGIcl|^|Q&`}?|2#3y_Tk^M3@zas3nT>+Fq}C7I82u0an0gCyTed)a_oNcD_22Y(PI4V)l|SiUQuk^JBuX022K#+&(Ld8e4wG_9WSReq;U2-MZ)$T z%BwGa5B-!0=&R$JSrmAP(hz)5VQJU;iNYF`?w?7@e=37Zm#&8ai%JMW$Vu2yentV?hOq?tNf2*4OkInv}e^unXX5vwNR6eR>*?X<1)JL2SYC$O;~^wH^5Q# z(cT89brzM^B_QHY!q}tdWjj|Qc+65V-~6qr(tK*Fw9)tOd}l+YR7g==m!37JIg{;K zgWpOWut824_9qdiey)ubHUz1F<~2aa=7!J8>i&{~#=OfuD-Cs!^kn_9{L5Cg69QC# zqHV&6dkhf_(gb@rOaj*{Z0f!&<j%d*^e~r{}4&{~RIo4*UX+pKX zYV}oRUPT``o5()7qoRAq*Xr<6qI!1?@TW{Urb$8vTf82i^+}(6YNcAD+zV<4rKiac z1&hocn2C=}VR&_Ltp&_xH$j^(L4(|&jXMB-;zT_mSiM;O%3L`+wOF;=+Mk%>e$~-f zf>VCOMp&@uCf!Hd64!()_88k;H6-DiO$u;OYTka02`R^Kind)=oVqdK*y#g$;hbr# z_>#$~=PY)w7&P<`o5c)z#lB-R0Dzu{_U<; zh~(PeLFBR0&54cH5bFI2CZgM<+dV;LWG9q32qcOn^=ii2YJ`YP8F$Fv@zOb5h$Nrg z0|Q>^j_Qa%hDLeg9*N+DfSJvC+V-tz%`E#!=!WYrCeZe3qFZ;%fuJP4% zBfn$pS#Pw<0R3?YMfKdHyVfW_STDiKe;{8L2grK=bAbTC;8#0~F6{}U(k_&X8+%&V90kZdda==gF8sFuYoGTo`5zp1ggbZBg@ATX=E z(<$y?fT;ajD(Xa#tg)*|LaG!RF^eFLx&~MPqzvVZ->*2@Ovp&_+o3P3pA!3@JSzj| z%AHEAy=&JHzjrb+Lo-z6gM;n>fl)5*X%rL@#A-K80HIUKP}?E?8qG(mykbO72H(qWI1Ii74QPRmg3qg}3Jv%@ zCZFpE?24X^(e=hxVfxF%g+6SI+8u#ea=uW8yUp{J|U26O) zg2SmbFyV9xUXR8W-k&!cF$%NcSM84eozmQv@F+L2kH1t4Fpjs^K&|Z`x-e?S=J&bl zsP{Or+xlk_M(wwjg4NTE+K1p)w?}6S_>8HOhELwmZ~Pj0jxog@vx;+_1bE*_xg*t2 zK05paaDR?|ukF0GRxVh)a-67p6vc7}(E=-Wg_*V&K3ZB6PXWVw`uBc(z#Qo~4DW~F zhMmQ;viBgJ!65rN%m3}(zJz;i{QJsC!?dL&<4wGPB87U!r$F=Dh$s&)BK;HJik>@| zjnRzGdYmOrUiUI+U|s0d)Su$7($O0iA=j(%0Xnb04%z>Bvwp;5#eJG+L2Q+l?La zB9o?DRJ#6J|{RY9?gm1|Fe}#SMVQc6MAx!^=yLF>Og^ z^|Qmbe^rMShM>pu)Q;LNzkbrfkE?DPx&|-#@wvDa6#@93VkmwnIu%><4yCM3WXyR< ziplo!r6Ou_mn>hDXI+gJ^MUTW-HmnQw|+bE#y%?pLCHML9oShwR$So!_Ynwn2eI4J zd{B|`thbq?p@Fo4tuBbnuMK@76{g*WCCz=x13DD9o^v)5nseo?PRO811Q1}tK@*Z5 zKd-;4<{n4~6wu77Ne@)LPM5)>0l??tX~LR9OjdMkyHE zE8?VoD}vV7hTHF%+W?td*?9eAAfcz#xRE}+;abhwBu;ng# z#}{=1Z^?LccQkTMuWB6Fz`Q>?`|+p`Z=fG(H{DZj5PkXp9cb0B+2N%!cA~Vf*6ui` zdvuA9stg!hK4Fy_Z9+`eYfiThG~vE5aev7AJGfyD^Yb9|%ovHbS51Zn!7ewf9k!P8 zEbC?3jby@?`j@SqS=b8|tnB+>vZcI4XDyR|#J@Z9mUDKJonVvfBDaZOacr#c=HX~6 z`1Z@Q6|=6=bxhGbd>t(MH%(+jN)WwW{tg)6NCKHMl`F#&PEIJ*JUih>Z0-gYyY+5clgCF=G%8UK;hM_M|%13Ds}PJxQTY~1Ip(N z^hWbimj9ZCuerGSQM{>u-t#>RQ1s27(%5YsFn)_p;WcSM@Hd-3XI6X;+}4FH+3RCh z3!*_CjRC`=R3cj}Ln&k*03Ve2?FVXJgS{0iwQ%IlFz$xY&Qj|&jjPX#+)$XFA1MFj z#J$rJOX-xVsA=mk3z+!t5tW~^>I`nw=B_|rbNH-k?_}2SX?Ev4|1B;aRsE;*toM`M zbwE8z*f^mcBqbnrS_@vQe`-`pn7~|`f?3kvt!uID-faCL4m&6GwHY#MiU-Ei9WFpz zuRm*2xh1Ylxtgm|ZC3NEQGYwf7T<@Y^)5ZQu~2)W{<$b|15LFn8K3ohWbf_yUZhX& z9z7^L@e>#HB(Z=?N8nZc0ZT5l>32#|6hfo=paS&HSGZ|TU2yU0m&kS5A@IBHa-GZO zE64lpDl76rLP<~V*c&!&#W-nn0z$5d2LSNm^X%~XEzIyE+Lwx3%Kkzjn)2@HweGrr zunTc+^tyt8Q@Lqo@9w-tQk0B>zQtC0f1&##;a5|uyL}|!ZDO_<+0O%T9=!Ncojua( zJYw+m?zWAvPS==w@m>d|z|3*uYu96L0bRx4!ZT-St-p#e|GNZ1NhrAPQT_S3Em0YSkX)K8H&9t!LBbGwo=N6bU>U z-hWmCc?!Nyr{C}H`ceJ8qDsyX57XDu@HV(8?j*stbwwk3WA(3iZyN71NCnB^L=?tk zN&EOvyL}_}z8O&F`yQk|4gUnea`)1Cx4HT`&Q;ktw31m%{{PP7|9VWn`Dau9?K{t5 zQ{i2gEQ%WTTS`{jBJEYqD2U8;Bia#5ylZa|P`Q!`rN4q}Ue!&#DQ*02`+F|+(^%fu zeu^u(y>PGBRiu7ODEV+Gyo{5=+~Rxntu*#WP8e?+!f~xrUoL8Z zI2}m`L^2lpr#n>}h|=fNOpA6#`Vq7iLLK;asE1fQ|E|v^lO=d7YkNhd#%O*tM7FJ4 z{%y(Wgkk*Q2F{t;sevIxGDBv!BZfvA$yrzgYG~qTO6O3<4!G@&@3e=(aW_S59&Lmv zhnGG9qRH1Tvk$&_tmm;@iKZ7TIm@#*TqCI&d_2~gkW9z>g3NpQ7@8U8_56`M)_V=$ zi&RseS92?)YOv#oiTqZh<`v@b8FGfRHK4N2&)#$Hoq+(Jm5GVdF-l>A28gGXvjMU( zzcSIjxXgJC7;c693H{dMi0{D2${nG)v6RhjwKH}>;qx_b6nE7c;_V(A<>fbML2=-7IEgKEqk zxYu9m@j%&=Yh1Zy%cXABoEPe@18e*Lq3bK7qU^h`Ekpr91wzpJn!{^#e&7PhM9An-#Pp2vv<=* zVR&0qI@^e(3?PW$#7HWRNSA>PiIw;FAJr8CR-Bf@x$&ruc0d%#cIY&q>yCzZ3F|!? z&Yi{WtfXCW+rK}ye|}iIPejS43)e{Lns6lh0%Tef`O2OnV`*9Owf7q|yatpX-N+`0 z+Dv|Op39GVD1n17BLA29hz0wS;KebXuL4#{d7s`|&F84vDC8 zy_75JW%lMQz7b|;X3+YiZqLAESMa&k{E)F`=lE=sHr0N(oYe{!lPxs?`AwSdzJRO` z5THkuMc7>)XS1J=D1g)Uhy|HKUKlkb&}95v5im%kFp6%l5sQ6R&=z(S-eK+dBc-W% zo)gQcKiZdA_e>XETpsu-K>jP=cRV14#Yzc)L}Nj@rXVX^8ooBbH;>KzcQawsX7EqH zUnR-n*A>5*@7-du`b|Ff#y;N^vA!0;t(%29;US0_YLGgm%x`Kvv2d3np?>-;v6y#t zYus_@P7#q&_UDk(#s})lG#avdx=Z&Z@n1#RL{ok>C{70vJ{5%#QFkS%wVB>jmT_*q z7Sx^JbDXNS7tg7alE@O3y`J$jx#L-%gmyO2I@;MNCRi6sQ?Y&RY3sc05w0XGQtcY!8r5g7g_|nxyG*@uf5IDYbC3NwS)JGuXW^9Pu~?$x|Q)`ReMMJ={x&~ z!)b@#9Cl;R?6wnKuCqiW*k+MCCO=m#)u{^Az}|sGIV%f75yJK_M%v^LSK{fF>iok| z4Yf|8O84l~#Yg<;CmfvPd>HlCGb{y1lJ#X3CsPIhvCz?$lP)KAlJEYq>$qvAnOi-q zDRLdj>0DA-H~_vUSImY=QW!Zu!=&9ySuXByrH+=ezuzoTuX7%e861 zj-D@xXooE;Px5NJW_%0yWaLo8ejwUrvebK4H80;B792{m-J{Ml&T)E?O6%5zE0dvc4z792s+nY#<63fhW5X>XogFm#4Vl z;ghu5^j6M-*c;3Q@1;t?V(TcZDO_L8@>F!kBdf< zvpO|=S1RR4pPlB&5eIMR@Go%LDvozKsLxHGTdiN7+`u_4>xSQOyhP4lR)p=C&LJNp zT7hQ^tz)N&V@~UPyX!3rqBO*Yd)M#-$>T!YWrfK8^+ki{(YLNWZrs=YW<9NWKLA%U zck)M+ZTe^=zbJqm* zxe&dv7IZqI(Sc}%deqo356h-lU zqe(r0)u?el5*wD+XBo;oTeM<(`Z(x_8`vvE9n5oIB2oYa10OO}ae$|K{nS z5MWFs>nawebjAtz7x)wX5Ti)o`fSA|D13bVc5Mf|W1)r5?~ya0#MqJZL0t~%;b}2M zpI)##x40uD9Tce*ZnU#WYoAV)cZgD+AU9Pp22KFSPxN2{u+#e;MxFEdeEx zGVVEL;RR6H7ujzev1o_kkZrM>geI?{?hp|R*z!#(I}IDW$cMZ~;uv4XkZ0~t$ij?I z#{&xl%aDNnw@qQgQhEE#hiIYRby35Jit@Xn>Ly_aAe0b$M!!wEk#~`hPvcpePKxOS z+YA*Ss`-J-%tEyABzPT?ZB;g0-ND0`(m(PcYy$qY<3M{?bcAQ@E|ubHaoWNVU(zo0 ztfu#Szf0Z=LLe7 zB(dDc|q_g;HgU z)WIl&6y2if3dAc%0+1=8J6FJN^@9&nEe$Cjp!J}SLg30vf8d@$92t?ni$IrzdenIw zF5`xW?4JNe998z??UOP}N%!2hIX+WQ>NqYD0h#z#uz&xJ4yRx>W-i+ZAHIU6u#<5y zXebpcoL%*P5Ex5oW}z*8?=Ja63S+}R4+`lvX)(3ysxm*SYsP%QK}opKqf@%aES&gUKb`?NH_Dv z#{3c25M^JfylRG*&pJ?PAsRAVy|L<@ibjVW+e-qyi;tC7i>weBYFd_*9*gW!kWep; z4X=l^`YoyGjZnho?F}`{f-oD!n0Y5!8H>AN0xVB?3UMsG+y%@K7RlcSXAWd`t|mo^ zLi-$t_;ks(`j~|-MapA3ru(?Nvc7wZopaT8#$FT^I>TLE#psb;MmVRDwK%fd(!%J? z4O>b1%DmfihQiTt`sZ~XXmsI6zn&OIYtz7NcM|emFsZPc-C0!8*LY**E_u_G5svUHvcR;i3;|rIia_5zZfn89W7{FKl))DPO3!psmGn}=dTVbC$Ww$j z4YoN=cli?%8O;)zIlTq`2nac%euj%U*1rQzR%&KyuEL($o+*imrUi3mn%*m4yAk;m zTAqMSv7$0zyVD(d+XqYH&uuk9%&&M9clF*$*mgVherimy_>w`$BV_96N)ZvG0+3+8 z&y@^`*Fy=_6U<%GsGm&oE7J%vi+I@Xejby#*p)Jec^XF(nDw3X^0q><0R7h(9UXuQ zixgZ474oYQf^^pVwE^9$Z#ir>dmDx7a(#iyy*XigEJ%@CU zWr;$Zb5f)8a6m=v>$Ilf^Sk3oor`;*N)U;RIz|3ZrDC%u3xQvDE)x1uK95l+TRCSR z=MTSNkmjFue%JQ+*Sl&bwkXSjx<#f*5kKd;xR_N2+}S*Nq1t7vC#Yt4wGtJwd_>h;kv4)Jm;v&TGfp_l3EsA%_%rQ!K2sxM`wEG8#OR0b`h)L5VOi$ zo$IqYZ+YmwTE*taF$9i=*G@9%9UkX;uz0}AOrO(}8MCRBEdq1rj)VC6z+`IOaiJ;4 zUUxE|uXHcd5)C#jrE^QePTToO?50-c-#u@7mxk>B8;$Nm`u^OZ>Bst*Ztl&<9|CK( zWrbGUg@qgG8+G9pw@YSv6MGKYJw1GQD4$bsM(41jxSZ?Zq4GFnR~p&ui5bGE@DnZc+{U&3o! zvoudWfn8&2j9gt446aY(fj}VGKQV#jS-Vb3W092HLJ;gx``kZd-7ZCitEk>`Hbpn9ZLP-!S+$|18P-v==fM zL)*t=cQ=#*abTxF9NV|j*wN;B9Hcs$F%02){`X6PaVPh&aY#pbaLmnM9z1^C=0H|( z4EeO1BT4fGY9nKA<2@!sgjxcD<=J6Z(wUCVd_5JxDzR|xCHe!nuOQE%S%F1ko zeKzTEdfKeS#>!+YwzkUP#%E@KJK2eMwCt4M#{TrD%jj3iWq2}A72*xi)NJ20VpW4H z^dC=5%>!Xb_N!hJCZIUL7Je-2FBVIBQw$d5!Q6z#8rOREhO>}o=h_5%6puw!n7>e zJYWWF*vl{EyeQeR3$7Y(;nwH)Mr2^*ivVQkwg9K_Ij1%?yE)7YNAG>Z1Vg05JdN&n}qYCoy}X%9WPpYX>dt z$~K^H_FqyESrnT5cT*eVY34e&ms zJ0MfZU{Ake?kwTRp*#^wR<RLw`TIyL zr{})cmmJK~8l|k@t(G-#!q(Lz!w}=^11m2|8>H40? zVJsdhA?xAFYH}febW>KFS%e!D`!ji^eBbPzkKx};g)vjxaW1fP+993qW(>}<(@A@A zI}G11u{+G?Aq-j>xSJ4(eC3Q`M9@W z{s(2i-@?io{zJYA_xcaY;<)Srob!v9eHp5$4q3$0bJ=j=94ixCgUZC=8`#EMbsXr& z37P6o9{!TYFi9M)Cx%>Dl?%Dg{^A52OZgiqpsw@9{SvFCjWZjnmn^c#geH`O<2R0N zfvU=9Sfa|0oM64x>~<&Rz?J7$_Rz+l%7k zGfa2tTzh2dx6>g0j(F59LB06+Xj}u8kbPbda5iMVRhNDCwMaGfq3t}drHf{CQox{4rd~r-VzB--u2gG=4pK!AruG zn#uP1v1rfOcBy@#jv0?y8a3!VTx)DvX{?gxBc7xM{Y9@q8*Xul3^&zpTDD>28!@7D zGJ2}DnlcZzl)26F4DAZe6e{`@xJ}3Au@rhZ>?cQtSK6wl{K_aZLPG0cM=ULcfKex3 z$Vty_WO9J85%qHi{S7yn?d(*(tN1c$4nB;GrChQWMUyAks0`_+F2`RR)aZ%D;t7cX zWq3%dx%Lx`8RXZ1=z%y)9zK7|R&s5u{s=V&S z(@6Q&zm8$3h}2b<@Y)%xG;OOj3tUgNIcjWznj+3lnuH-(4}=e7y)Ju%D8BUj_upD? z=nF?j)jN*HR8lXR5UvsH!>Rcq9Z0p{q~$>9*~qX!2HTF}CNCFh~uE#XSxfFVEW_>{lo z1>|7oH=Z)tG(XZBIHv3Ivl~X$GpoK0_Z3D7Ssr%t4$RM*4hFMYEH=qgcsE5pRUPD; z?;aQq8(VQdAjS)j*q!x_@rWpPEG+hp%DgQFB{H<~c+s3J)rvNv#?84KMg{`Kp9Whf z>TD>(WHJ_H;#^2ES>k*jn2h6qQkWOfnQ8so8(g7_cqZHwo}J{}r4+Px4Q|H{7+1yX z2O4ZOg+4dL#0_JsJ#2PlKF?dqSv63X3Ik#tp<~w{(*#&}rY;|(ycvCtkbYiF9vvLe z2tTi+l)R~w7yiTh4mKrs(?Z+gUi+UUJGS`6p$C8QQEsLW348fvnuEaR>S+IU|_$we$`>pZ$gAbqU1yML_QkbDuIdoCHI+g^#eBYEZ{1uk2fwX*}^ko zzgcCnaJ#+C`1;C|$@X!H%Ufe^G@vJGvnm`E%M-<2zQpVeIItd)cgGY#F*ZfXM z@4Z(1iG%>YvhBhbIQ0!wG(?$`PMVbpwT(LcTSlc(&v@R}zT)BGd0XW?->fBr-H!nu zj)>S`cjlTj(0-S=W0W~wd2(_WapR$-qTa`ZF2)z5C@ykmZ+j=EOs0suF<19(1K|%7MITrEi2syI)SwMYsvCV0m&gY5yps@_V~FC^PSO1V85NnH0ChBz>{68S z^ff`m=#Aa7e0*<3tcAvIkh6X3f8ON)QMd>5%*+C3++j2nbG8x3S?1+SoeTX}@7-1H zIkYvIin!PNJH#?(a#cf;S!uT2r;Y(~^qj}2zFM*3X83F169*JgE6xtr?H1cx(nOrI zv`Z3sJO2vTs9v(m;8Ovs=tN=Y+3u(Im7IIe4&Sj0#z;>)aNsj7YvuJM)**=bIcXHv(s)H)Ex&nJWkJQraBqk!$#0)XnY*CpR5~apVYEL*D8VMY-oh|&6`JYtXM}&kv zQTX7j!WofF@g$a6a3{8x@Lm(C|HAgqvFgZDZ^TDeox(4b@sF}WkGiXzUtsc6zW`FB z$w^txyWBvpwmRx!o2GJKUH6;tzM4b9_wuCCb`yJ#%a5-oU!-(fSj3FX!v-xI_|@qCk3#xNSf}Nzc|LD(y8lU^Y_5h@$Tj>Tcd=c#f8gr5|NmMC zH*BxBOUUxyDpAF_5W2tB&b zHXODRIcp%?wRLqmQ0#G49kv6vRYw1@pnMTLDbe7)pQnl;Mol4O0TdtD zRneBSB;%urILqlDcgc^6L^=kVcK%6#Opk#Bm?GISCGm|#hub~VgEGp;Ud&Z-c~iOH zeQNAeH-_O!Y~Xjv6P?bRvp|s=6vv#I)Y@iZ_JzMg_infnB|qPwj@qxT_?)n?im>vE zRTl07CBZ@;_O(X|FG%V>K|5kEhZVYs#Rx&!5dLCR<#6@$MWcF{h+Zn9!EO3jB=P(P zb+}tP8O`hhVq^dPuiI2l?l9>wkI2lBu(bZ|7$b0wQ*YIz5$5%4J{u}{`vqSNU!fSY zo>N?S)K+`zBk5rG=Kffzmm)Ar_^B!s!#6-wQqo64P*l_BWaUaJVEA7431_Ci zmXl%#Uhu<``#``pgUkYnS9(iz{SCtFe~X#=vvclhKmR2LJ0fD)H=LSId;6ohU^=AR zB&nP4LqDpH*(UxZcJ84hGzL{Sda*4ydQC(l+~er(*gQGw(|5A**}8F~VK^KedcR=xnVagJhYQJx6K|1~v$#k{;>LW20csN$8xBlW} zLTYRmq#eT=>%2cRw!I2ynioQ6E^nW7%h06SeA9jAq1@3PQPa0NXj z1CYvo-eiVLW6#T1J$RufdYn9B{Ui>Snb&(Y%5e>_<4?!O9_x%l4$rFzF@~(~jizMP z8b-?A->K{)qF3FdWutt5aiXUMr)v}rqk`j7-7iFM%`N|(8GBx=$dfR#3phHym+Ie% zap`y{1`wxQv_=U+3j?poHSs}LqsAdw{`y{K-CoSrj+fi}M&??(Y9y1KW#j#3UJ*Vr zF%ED3d0zkTm)GqV7XcM5$5X0a3JPJPVjGTy+ME@l8+3TA2sDo6sv-+KLz#ntOhZ*x z5`1)Yv^h|mHP#54tM@{i72?M2879j)K_Kz<6w5?atUn=70lkFhCL>JxN@mRt5Lqj& za{iralTiuS%fekr86>|Squ{7QwRDfAF1h2Alkb4AQ~sN%DZo!j*rF%YaCT~PvJi+* zRpTb7$xb{@S4XFeQ)jl`c3FOMYU-x|S(%jI$v>}Qcfqed@G=1SsVz{srO5<#vZ-Y} z#+?t2JdKe|n}n>46$ZbIiI%zWo}8HY4z$qmN2jYX4(P=W8ex0g?Hv*az&!D*8u3-Uy8i1!4`C!OFP>4-G{{g zd0_8X?T*d|$f>(8gxDz8#DYxoXDS!7x&u<(oeA+4Jq_j0HuiwlcUne%sOeY0TzNNQ zBjcSJTGG30!iU3anz}zVSjQsdGoDDRts}d^ELWAFw9`b#xe=}zl=qu=r?Nb{O>h6M z5ryR53oAZD2KnC*>0beqM-L^cR#u;<@-Lh#VN^0B3b$IfF>`n7E{%Vdm2>$k_A1Kl z`BvsA9IT28!DJL>TNGwnM+0Y9i^$gD%ic{M`@GaIQ+1dv zD&3Dis1-P@1(WqP80Ox*Jg>|R8AgEozB>~wWP}itzgulEord|X5P7=QEeQ#>kC(pd zHhfu7#dj{M)m#6OfxIFnDxYp+W!5}%N=X{`Ub@@M4EGgLGk!Qtzc$Vd)ZZ_Y5!)k$woA%!1b?Ufln*dX@j)y?d=o=Z8RJ+o_lT zCWdq(iCoJqJTXC!ho1rdw^hG<`mpFkCKb;o&J0SxbMk~jcKw2w%)FF zB{FbokeFBV$uMRmJZ`7T5w?{j?2t4R+Y&!e5G`)sniYVhR$9jeV5BfxdQ_&59cc6I z9e-64Tarc5yfeq(8E|sYH3>f_W*5{{6}&1C@1SITe=$P(v|D!P-?zP6EAD};>#=W` zk{Cy7&-!yJH}2FmF2NF_I$3Z1>v&1|j+OYkwY3eFL)ex2tGwNttdpYq*S;@2k*nKS z;d6nIb>7jS%13-VKx#>n_{I8C&Gggl+xI`{O}`8;9{u)HBcZW_V`tI661A>h0*(~2 zmOp)Qi?`D8-p`T~QjY;l%#Zm+DhC&rM9;a8!OCjSXV*{6fU0qqOglqr>3MNpXh`SR zP~5e*0G<|eyead+GX|CJ-!`eK%0ZLJecmc}*d&sSKC*?)cKsz854wEKefF$5dg z$!GX!%a}g^P}AUZXst9h+dzi;X5eW%->lznS7Fp3z^!V3oM!woLJ2h2s1_rMwJq|) z9wC7eucM;_JKF%?5)oNUB;WerwYMaP--1K`Y)v{GwZH=Ohmx}&mV)9F0VHy*%3lE} zBAw3(rB@7~7Y#u7P<4wTU?_AG`u`eh{x zG8ZayzonzEG4L|Dd^h-aV@?`PdTlFkYcZw52W$8jBfYWFHG7T-Q)#KM}9^2n` z=7a$goPLWY=)vI9k;!6NmH*k$mc&Ex<8YC7IUUoYe9~;m*X1w1wF7hWjYpZ;i{P{M}@ldc)YD)L@M<_p` z2DNJw4fgDTr!|jz3*psy+@qZ_@^i zM=pH*dUEm-i!#4VLRMB)!4KAk>cYh?+YgTx&=8II2?U}_xT*4w@#494KXN2nL}R>I zZ9F`RmQ^W6>LjJnX`%EpIs0v=@h#yd>kw-eWRD)VX~fR<_C&ONMbpr!0b!h9XQ548d3j)c+`r_)n5Yip*@515=?$N&3q&MhLk--hb2>Tw{ zA{s#e{*U%S`!zTtI?FExK4>Sfsq30TI!?A{5>jE&nG(mHn9DC0Yj`wq?dIDo-z`qa z(nm(O3^>p|O-xUG?~RZE#s4LPlR;`^P(PwVF)oNOK*NT4%l1eo-uQ`PKnA zJ>n;3XG@!)J0PvJe^qh)fwlgeW?whwYMVOBKrR4QZFbNu6s3Ekufw;45Sz}_U>*vl z#jE#q^r#E!z+l?be1J>f9FtlmZA~!nK?kXMC13K(!QymS>GlNtYL3Qa3JhLYV=&yK z68x%$0nEzk;&UJGZ5YY6cfrHth%=1|%k1_TUStO`JKXcYiPv^s-i3x7lIDd5-(y9* ztGW@|(|ose!KVV{AwD0VPr59aHJ2F${=;4N-kB&?>uXp4EBQ3Zq4VqfZpUQHElNrE z4@bl)_o?}&WaA$r(&f#`6t&GYEQ--yq?GIU22vw9MTuA#)e93i&(dV$t|hVCy$2k$ zaG%#TS*y|DQ~7j!Krk5RkV*$hrOo$O;_9h+qKUf^`bBI3^_iwqHx7LqjqsOREPlUG zNA&RiBP+b;t@a2&B;-G?@QOKfvlRE{#&+GPu9ek^7YDCsAit_|ywlqq1~yiuGX08) z%YZ}U_yP~{3IO6P0zQL^;5iReMU!=a2Ft^%y23O9kLL4#&aGJ5*r@O9jYon1C{WqQ z^K@;UZJ7VQgk0iUS4SmSm9D1hz`Um_-v;J+ud`;Z+9IF9Z`)OAEV1#$Ri6(i#Br9E z(wvVDwH~ANOieQdod6>rb%`C_Oy5B_9No4CsYNaBH#Q;ls#+D*)IK8O`~bs{0ikBRy(@sjy}j-NxDmk%loCuL zWG+ru1ue9p_#NkCEMQ=wqM|azAJ~TCl{y?2Ox-1qmXSssM@N%F0OfU<2lNtx241|H z^p}4jJ`;*uEYmf^quE}7MSK2Dc~g5LB!qX!fQ$L<+V`pA<`x#%&frD7MKhHoi7vn6 zyE#RPm^v%dAiJxN`#RVwoOThF*q9gETktis{`~#ra$abc_~(agldc@l)JLt}{)zH4 z0qB?JCJLi3N8uVJ5tIb?P9miSX5|E^9h*5&v!Kh;O0Z9E=qsLQ*PuMEMhvWOhci1{Lmg4=| zT=s*L(~Axg67_GtVQE zh|)wAC|YQr-72JXn2U@85rFBQsSEx`Fa!E#1BM;GYWht&F5`)uIzoXL?W&j}we+JO z2^y{HharbBgPsG^G+~FSW>N>tDY=I2_z<5>Ycj8C8o7Yrl1AV~oxX9Al+VEj{87Km zSX-s9je2Y%%Se`#$|c_XvIJx5u2zJ|?TrBMz@ZPCA%G{hUSJ^f5swKVhrJmgj@z!Q z4Jlx;TmMR(=14pycJ?>H;}9KKe2G2ZXmDF2h?diizp95-%nxbsD>gEd^J4A-cr*}T z9j7a|VT}vk<7&PqEgJ$0Kq76uXmv(La$ksXD=Np&0>b_Km!~NgJ5L#tSU?M{lYz@T zR|SZD4C@_aJfI>R6L5Mn({DGj9I$W$%I~pA_t8Hw0ecW0Ll?)Q%MQ#!G4x``Id|Q7 zmrZSWkvGd{oiVuo>eTr{TiX;Y#oYUy$O7;Z$DY9gvnJ6!dS#OREq_v!kM14c5lZ|q3A$!Ag{-=Tn#NYvizK~RIWw> zzz|Fma$nXpjK{=)D_6x8?#}ydjq8n>!q47E@fZr1_l?g=GHxUr-@V#+m;Krkt~3L4 zsDQsH3^3IO(zUd&?K&mv@OM--&Owd{ful5oCEL)Nm>u3rIN);2>L*AQCMhj@+H=av zpifc%Dd4vsncPRp43-<=DPcU=%+d3NvWebK7EG+2OsG z{$`~4wsZalDOnR4SmnRt_U_CTO7C~RuZjWOm+Jvv_6!v~tB_zsDmn4bQAc@BeZgtGahx=v^T6Ht%uKK{FP*#kstK#$3jwR*l~03F@B z_)U1Jcep-!Ot;aHY_|27X?<;gJ$np~k%>hDlDY{;Xhyt9q4pv|!_n6EH`N6Ws%PVa z2*8eKhoyP77}xJLm+xMk=YX6ivCuBP*J4R$=XM$`P`q#L?namS`J5h4dGoG2G&1K&CG+PqpbI!egj9b9y5PQ5*iJFBu1C zJIw;ltnk}5>x}?W<~WxO!cnR4Z?KVG5e7`8OqatMBj5W5-{QRSD9<|wrsnN^NBghT zlqTnZAAX}i$qE*T`m+4R<%(tCvm)af({BfU^U5<#>1~8^J)!K}` zUscU5;sX%8mD(bh-uC8*lZuf&_4#VPVxf?w&}|6~I(~E{tzrhR0SqdESStXAl;0-z z8*f%$F~e(Kkv3A_2v*O0)(`tIh;t9%h;Ha3Q7(x@Ne){vpO5DHBg~VLQ^Gjm@1iS2 z8@1UER9NcxabeltOHZJX$`qI@`)KT=EM&*C%T9@Y zs#T@5O$Yb-@j_pB9iB9pcI{@1bCi+w}jM5?xas9BC>a-I7MPyIVE; zZ>-K!awpdNGp@s$5S5j@7;IFTzEy%O@WB8(juf-#Q28g-CM$IkU1pBAXM2UJ9pW7aAhTLC zGzvBTkxcr#GeD8T9@$9eUtaW39gSyS=<*q#{40EOpYDoP&1R*T`-O!};dzJb!LwV| z^ipvoW(D_J>}e#;ROc?5I{)scQ9v?9ooJGLJiHX!niSHnoDAP>JZ7VO{w2dsIGkpFFw zT`WH0C08WvKCIf;q4)ji?Uc56_aTulgCk>Qr|?i)ZLGSWLp5$XifZ_x;VSCwY3|4ba{3%C%DY#bXAYhOM3HF9C7FXj(nZKRmy3cOkOJI~er zsPPqrFE{SZ0sR_|@iB=90J>%sse!ShIc-+#ydztrhl|N=TU+)WCu1sgSp51=+G7;r z{3kf$D(bdnq_Zd=Sx-(P8MgEl195W*5BxFQ=D6)hxatqGSd6f125_H5a+_b&0>~4Y zHE1LL!{hKr&kS>%A&2R$2ZP*oW^KUh2E*d6l>x%8s8X*^LDVteZmDlz;u^N-J|c|0 zAPdO3l1~;{^vW;)oaf&~}B$zyZIcfpoH$~%riodCoHTGfO*$feD5B)u#y@IzCwKZaJ z4i*}gUrdk0KJn*PS&Xjkz`d_}pfuy&7{NqwvKA-+QJsa^_W=koI7(`t1KAfF7&J8z zZvX^Os?Zk~Oz3HEHFdud3WWZMpM@jIh&sZlC1#*Zn4mwag*V$iHo;XAs~dA43BPNN z=jWuDp8h;$J;X?hqbD?)3okOg7T$CL1a55seIR(-lV0Y>O zoDHk9?~GRATOM8{Cn}G%p@o@ew@zQvz+=%kT{uM{FkvV)Wf-z0bE4naBghiX^1J6U zOSVGf#2bbq;z=kZUVLv>wL52L7C7Np~$}1yj06a%J^Ap&Y`smkQoDS!usFf0nX!JPgf79Qcq4i&(-1V#aWI3V%Gw1OXX12W#Tdkg)oD|>4s5{0XF6H8>rNQt8FH}YyFx$TX z5Uko(K9iO)@bnv=>#u}`g#ka)G@H51ue2iSZC>fe#4jA@AKPXCExlScLx7n+kQJwP z0FO2HY+q%-Oai_r<>#@vX8{KLzymh7w{>l7iY>dQ1Ys9X%lx`S2y$oZ-*wj*;r4nv zdn=5a%mBnTb+^TRJv=RjC5l!?x=dozPsYT=r%wiTBC-2hg|CBUfW#BGlH6I2WAv7- z>NwH{I4T<8hKAV=za|F%J!bsg8=1jdO2R@y9|$Uyv_YVeSiar_4e650)6@P*=d)dO zUKsIl)g`tnwzn522C$^!=sIS1@je2i$IeavfTJdG=F8S4-;#LgAl&HizU23b1YO zEr`}NsD)c`g+2KYFHiOLfJ$U zg|^viu~3h-&|<^JFS>=){@YEy9do*4JOw9>ixV{D!8$LKy-R!@Ck~Y`lj^f&1Wez%sC3TZV zxsT5)8WxcsiL=Tx>C9SqJB**p^GH>R$lo?Nt5xMrjbyNGn@4+ zeCMy98j{A%IBz4SLdOlKa2G=3(3VsV_THtmNl6^{jcncBS!Gq(OtleUjY`#QMiz4w zkn_b_^TaoHa_r1L={R@vA1A9-51~t1F+sSRpy?W9efK}lpZsluXk;*h{JGi?T{S$) zUD=uA#_M3`9+<`97r#lpZ{nV#<>kqwg>}6IWu?ud|A91c6af&`NT#4fnR%3WU29p{ z6aNURYy9sQ+=jNwcZo-35MCLA>N2Jc4GmW#3l?NIA>$PzPsnrIuzwkNDg?-{zzBG` z>%D~8I-8i?z@=bS%oTp@vMdj8bgaL1AMD{_i>yuXpF^*81>Xz~2bOU{zJ5Y{nQ3y) z?%bETECbMs($3CK#c^9_XD^b3*%nJ1eaunpvXNYG^NZP#>;U)GDC|g-NO)SZ>2FLx z^Y@C1Nx+COaBBhG@*3#$MvkDkT|W=Z0;V|{D7K4ZF6Q1G)m)x>7iC*KE-iCE9W7*!X$pTeR&^Po%NuHXE%V4F6~)Jj)9`YtCe3A6%Mcd9eIr!JQ&mBwqkS*6c6*HOZPcaY`x) zAp42BslDUwVYH#gGR>|l&WVK67FQ17jytn{jodAFb=(zBZg^K`@d27lUX}qRH*LT+hNrZ zgh8?;p@lX_{o60Vs%oMqXml4{pPlUym#DgaLKq~!C($J3HZ-4X&L0`4xxVN}5s+Jx zdy{pQ2t(atW3Dn9*I1cA$~e564cIBOu&!X|YZ_Ri8!6@0GJQroY%kwInQ}!>)?CHm zqdvPIzHN9WyG<{CO_|CZua9W^vr2d~DsW$+q?r4(Suol?aKt_EK-_Q^`{pgXQ@SA? zTta7KJzS}8`MYJoamRCv4_t1ylZlEd=z82)>b-HJPU#kin@nC;=H`8merE~R)GWc~|1Dmfh`Pv1J@yeY~$oFV7!@?Q2%2;oQb$U29T();- z4vGlOi4Ez*^bP=(@DctJmnDt;69}(^No`1+12`5iWAPW?;8q6U31v}#_Q}{>-N6$) z)6;D)1NSRj7Y#w+>JbmGy(p|uyF83?4qaUDnY|d~zA9yy1|+Q^e|s56iGKVO$vno5 zit#iwG#+>`9Iz^}1RzVtcKfl6uZ1_qY7jDz^zb2lfS)z!f`0;o9$)GYz0YR~H%zWG&VxYWl zdEMZdyM_?4EgJD{0fEGeUzoVh0SjmKNU_5-0Y*x_v4bzY6^OLf`G8=)4xS-hJwXqg zt8_@?pU%!fW)9*tp19Z~s1a~jy2mh5hx^PsrtchxUrXeIk`q7eI*Wh_mC}#e)mlGT znHL^?bN__zHifoTgU3%)L0cd<{rsw=DxRaHMQ?WdQsL9HxJu5<8;Va=iwuE>_=?9N zgTnoGCZK+h78e~Z|H=gRiXJ=)pJvL;Qh9yXiBx#Vxr?(^N3m?xm*qj0dHog%S{Z~Mjtx*LLGjsptLkaY^x{mw&@(kFq(OMA zqdxlMdZSjUh0p(u{eQmCVRC}5sss7@Lu;|B-PL5I!D96_!j)YuEoBliv?W|=p&d_6 zbeu`+6#F4uW8tJ<1{vk-4HgEX@~iTqbNYno$lX zl;34R0-fg2Ev2{rEbV9no(KXs^hN8j?>`nMb-DNs`6{^9zR~5^uI=-6J`lw zg|4g*$P2Nyi=xE84GMg#OS^5Hl4vTIxYnyJLU#?HKD!(u4%jY^0w*C>sTQroQ8T8iaG{f0kS{LQA(X&s~6X8s*h=0#Dqq zL!OOIQ58m9*gpFH|M>a}uqf9qT12Ho6c8yzx|Eb|Q96bakdl(_PC-Bc>6Vsm=>|bS za%hn5?igZ-`wpIS|2Y4>^E`(-IDGMb``vr(wbrgoa4$b|)zUwGA)jEV-R*Cv)fUY; z-|^f(=fsrZ08RI{k0}vzp=-dSxBCkZAg}9w&q_$>)5P7fXBIo@$VO7QCwFq#IyLK5 zN1l^=LSFnPEw)ov2llBq?(>RqXXJ^*)W?dYqIP5YnlXuj?E2H@#uB=QdE0g{psk23oOsr6m6mM^gdVRD|)Ab=56R}h+`pct3vm9jP)WerN7=9fR5~U0to=F zH(I$p3EGE(fO7Q(lq~ud6tW~Q494OU`J8sb%I$!}#}&#s_8#=#<2?ZjWt8js#0$`W zPko@*U=s8oC}k)*r)G;A&o>Ij02%Lis|;#XE3ef!Wy71REJd5*Ug~*LH!B&D?7V>f z7gG>T_oLe3Ed?0@IfuLp3{P5VYG?X(<@9jvH_SMk$Aec%zSI8oRhjk^OjCpbwKS{m z4&#y6pS2xV7J#V|Kpdpw;oocbR3Pu@~g zVs%h8H%!AL=k@gbj0&%a7XoJFu_zp&ks&(abpoTq(#8!lOmCVj ze9O&(YI-?C!b5l+ONh>fYX+lufY!_8#4)#4j(8+NCvBrPYi$uHhhgBdwQuvyqKa4( zn}7PX@V(Bc@>6q@0d=D%T518q95L`w7v9vNW-#;~$_jn!kk(|);DaIV!49{?jUN2po)aXbV1-vI(KnrVEUfR$npGPEuOA0FB;>0VgYqDO z+a{fmStI8)xr=hd(Ucw3Z2J5-fk*$9QJkh~aVN3yNS8|Tq1pTQ3T*MpIw@xjWqn1@ zlB(@Z1cMY5yv`4|)u(m9DAn@0asAt0+yI$WxRvw83nPc!sTx3K9R@`SGWOWiaN>y8 ztit2-26@fKZsVWFmzjF0rKJ$1Y?*;!dZo7k>Q$Z|swY!5b{Nx46;)N64ZChSs$nW( zV!l_aB(wd)xk{LV*E2KP9%qa?o%T8&$0MeemVLxVK$920_<;)QD4X(v`LK?2=?~wu zn&i(;z|b#XFe&_5&v{%bO5_I&qDHcm_BpfEz$@+veTqRINSR|KYsB%{%VhcR#iGg$ zJ$6dKm1`B@^`QEhOUo5UPdnUs|9pw~&WItV-$uA=UC(Txcp;uo_n8IH+pkB*D5U+_ zpX!f86SlnOI80P?Xn2UZWL*vQ_vW*EL0?FuN1ee!YgcE<{jAL>ZAsJyqa-3@y`%Oa zL{3G5R$JHqt;H;;B2957xiu1ap;+n+ucJo>JB!(ZAiL9g)F}t&WEjeg14B3QkP{O&t&03QKz$V78p+Q zg7578wF#l7g|9t~By(go8fJ;hRiv3yreC6tHTmx8dVTT&281ynY(q3Jhog9R=OW(a zx~mr$O85*lWE&FgK*?Jrc(-O1o7M-57=I@wlP3 zd?>Lo$|N>vKGZqM#mcaw+h|W&rO@6wlt&Ksak&QSSpM|~LI(byFWr}*XX&6CCr=7S zd|*8a~4)iKzN4ye{-tDgY*#qBqQ;L;PBsC$-DwX^7T~i6l~BWJy1Z5hWtMzOQIpWAZWg>| zHDyTgwJa`w3S!IXw+0aDuZ@|DgO%n(VNZl)uK6~uLG6RjA7hv`Rr_5W?d{ie1ov(U zfF5VOC#ciU&nw1E0X^hy(up@>zFYjIZeJo#?NWratv`?Rp027B=-_W26%><|{3V7< z#BNn4L|RUNDpi;Rp|>Qj_!Xn{BL||MWxJxnG4(y!;8TDJj8_NdFw5JVg2r^{vXSaViI=1ix0$%kUS~(Xp&nqWPK2$k(6SK|kC{iN?Tql>54ko-RbB@BfX~~U(aM>1nOKon-!s}V=@@=G4 zW&HEO0nhUV`~(961_d_V#Rj%wwnOHD*D%^dV-%`mO;L}eK6E95!3csMSvSA%~YSdVK^u(&Za z)=@RiR?lCo6uMFzt6!a#qKR~!+w~gTnXY4RO?GL2lq|w>JBCR;5j`>@BVe>>qze;y zIFRTa{A5>6XI5ACORkd7*nqRi5Y6^@4SRpd;VQIyqY-qI5u9yQ;;Q0e`I9L(o#wM1 zHBf^ZX$kHxMS}Dkq7vQh)PCQACmD5hnvc)-0*(P&+V~s+ z$#?6VM}%PGeToSM&AGbz8b3^nsPDfHynOU~C@1$Z6UXde3>nQb zx0N*I;N@T?_TX^MEn@Ii{)P6uTm_w+VC~j5>C;8M_HuiV6-c>yF|_=VV|zcrp`JUa zIJUJya-1cXCDw8=Taq@B#PVEw$n|_?%QJoxW0_F*u@H0e8Cbn>ZTZH}!yPSSVCIpg z#2M|Z0MEDfOIl4aM^RcfYquFpFS`hWf4gW?ba$t7_TO|NbykZ0&UF{bd*0%c@25*2 z%S4}urv_CYRoS3mwwGo`=Bgy_%!;QxMR-(9QB*?vov%jXnf8O?gF2q{$H&#UT#ga; z3tf8_&$3t_WEhCUYz-}xD!02Ce~z8hGA+DXC-hACv|eM(Go?m^0hCR4#bG!*(T*0; zypx&0sHeGR;u_Q8(JN6%^2s3tXY=QCI_~XK50$oiJ1Y;Tz80^j23)e}3C8x?PsVup zye`pH7{M!Y;F~y1dH#=eNrwqIp*es_m#}VWVln_=W=h%3dOK+EM@h-S-h8z>e@R4% zR=^G&PSEUqf*|j&?}CnAq&%-A$Pzk<9Y^wXXIFV$ezO7B1+QQB*XLtR^qnlZ<=cF0 z0uAJ|#${){R+d=&Tcr==0WB)Cwyus^62aC%lxl^Ag^i0dKn!ni*VQE#=z{kJxSm0#lZ6= zlTSgJ0g5n#`lV{LnDBt{ba_m@AXJJ9N)y zOFv#u>%0T8SnmiDj>Fbj^vppGymqE__><7~{y}YVRB@XTb42q4pQX{_qU^Tr40J|L z#q{Wnl9AG9BnK%4C}HV?R}em-y|UDFtY(LDI4(S7qLJzPr-o4(&tFE5hY zfN&)3x%Z3L7JBmn7E@oCPE7+k~#|XaMoA(XQ30 z;v!0k1C(Y8Ln79Q#{BV;lDuKMJa_ zHE8(CMbv@4&i3!xXRdH0B%;sf@XSW?6Wy$Ws~9BOrYCgSSGOtH>53AEcw!Ih$~(+P z_oW2p=+_Qbu--lH3%if^th#G{BBPGIY2TQc4Z7@Bn*s9xrMvnbpQXPZp~`HN5^(MI zsQw<=`)+YL&#+Ye$)syf4}+A&Bn~Y!f~J?lOTqKJ)%`^+Y135TSZo4ahXSxrNue7P z)1wYxkYS)|awM1pV!W;@$)tc@;oO&lSYdg6lyv2}ZHX(5T1IQqR#h$@FB~JzylQw| zKbL#>9v#^2v}Q15E?`nGEqa6J z;`-&w7mdoTm(w060udPqj}O;Li}P%*#sQnt#aN~Rz(qO&N;!#$tMjTRlfJ}npaCCI ze&B_30SGjJ!hNB+dw(!X7BR{`4`J6}YGHxRudM($ z#T`8<#Rxt}M7i16v&$o6p`ouu^@9$Hz{y4(?9s1>CnrfvwXNJXHIHMPt~ej;-LyxQ zQm%p#v^Q0dPcFI(o?i=Q0V5l6e?2;~672=h!Y?=f%_gwdd^@5?IL~b6#M9#}NT(m@ zkCA1+fpzLM?NNo`D?`Il|CXVYo(mkEpd$Bvi?W!iX5DiGjhX9LW1g3r@jJ>4nO@gx zuMO{I2Jokfi)&NUSRYe7MLc80rE7(wCS+cXT&=!Q*?|O5G z{2v2Q17DT_B*#nE+~&Ut-QO@Ng^zIDA^No|^4S8+b3!p$92zXcm4rLS`2lRU=iM$Q zG%CTIt8z0TW8&5N-mOWFvcU`#ujq`z=Tes*%ZlY-1Uc7w`I*b8KCXRf0H1?&gBChLC@0!MaseHjVlg6t>eG| zIkf&C)F@%eI>1$SSlgSwX)khmU0u{?xd4C*A;Z#WaQy<dFg2_`OQ{pZ6*~B2dA@B$EeWFWIrRG63J9pGHUWa&5Ta8G8vDO1?z+0U z9WMltlmp5DSn3zzp+fr~0TpKEV1)}X=!k%hxd)NTa5Xt30q>}6#^O`sFXRHeLtX$y zLy!qPcCQp#^6Z#7Lrg@)o{$Lz6;pd(^-h@+GRC4-^FeY?0T7$t0h|d<*&05=%|3W6>H!2b*3N)P@=T#=luXx z)<|xA;KOayqfq0N5rLDL{HBZLV%OzpHNa6!Z$2c&xIXPDKK zuw(P|j6t|d>%=A+dYMd7kc6ks;k`&SW8SpV5|L)!L&9rHvCK%o=CHPDTpF`;xxUq; zdY))+X}r}i@xF-{(T5;j5?{D}RDZ0&qqkpWlBq$<-TPKj%xo9~!=hz)6@bm1{q47M z2R~>H{t$pHzR9%-cDl7}YYTqF_%(x!-0O~-Ix}-q20wE5+_UM}YYyU$Q(Psv^gEfi zkrXU}w5HIDzj58KLHRqb6;=9dz@8iVgE5|3ooeYm_wG3jtRIj3fuCW`?$#v5_Vlw6 zj<{QOoX0R|<);!F668L&dx*d!^)-do|)$|d7-LcsyGXjS7f^F*abo#!=N$lx6O8EK)* z-_W-mH5U%C>pkp!zc3=D&WAl80n?x&fOZ@`zdrvVlZqhOc}85~Rp z1Rb)SwSMr-fNid*xm%HG%yV(mbt(MyZEQC{XjvWi`b&6u7IM912VMWYnmjaCbXg1P zSPsi6?vY_-v+Jwd0L(ESy<(k90vn39*V*!iiHCjy)lzJ}Ydh74ef>kO9h0*~PK}32 zX&rplbKXT|^# z7~zjT>xvI*nCn5*%gE3wq>QbEG_?^15U(QaH8wVTv5mSeW}``v3~}9UF@3r&ybOpv z8rrlqBq)%R`L)YJH@V-S-=)gb;^X&!o(4lTx`Tzs%Fm}CTY0(58LaiT?Hi^^&&Mgx z+pE7rn5>))9rj~b<2f(`LW$K9&mKb9=nGGc*B|3bgkH*SRC!#*7v_f1cGoY5zY@gk-_LbUNqM>eH+e)GZ_86ez%J9JH{&_! zIIMpNfcc-_GPE=^rzd+nzja9J)3jIdtEyBOeLD3{gyxt37T6=SCk<};X9kva8icRQE(aK8s-m)dkd#f70ij3e8He49T#8?)BU=EI7A@cOnbUTz zwGF2R>6EK2W3k?D7A%jg*=sGOi3!^o+&TlcTttfII;lCE2Z-Xdn-%A-*At}d#(l$~ zUZ=M`7L-y(Z{zZZ9cut1u8GM>k8D=YDd$OBxFCG)E;dp-k_~fU@Q2 z#4v!*@Gck6@$UD#!gsMeHnw3n@0$D3Ne`mrnaVD0E zKZK&0K$aDbYI4Q%9#dEBl5H6iMPSiS?+RENI*5FIkxqSo@FFskM>_H07?9{o;q-7TVUi8g)35SK z-rq*dM(Hfho=qVP%i`IMezI*J_6cw?%4`7Rl*k#d)iOle7L8P!j&vomy~zF-~^zmjkW1iUylULZ0=Wr@p&D5mh|4 zdu?52_G{>S2kAGb#zkO*vGw!UAsd#MnzoG}Sl@38)yrOi7++jzKAi_bZ+=$RD?n<} zaBV>cKyeVK$-+y?K@ccQv+$@u>G|plappC!9dbPy=r~$Txq4|fCRhM8QP9fXWKQYs zn4}zV8fs-my@B&vwE6n>M4#*^vYjc%Q@z$*X*t<-A+ zdRG;YY9T5i#aBGTTsKtP)R$N{0QOUYWx*9|_xFONw@U-lva~0f>`M5uSF}DMJIl4P z`o6ae2j2V&pBgCEkHV2-Unj6xKX&Ure}9PV9sVRK=G-;ub}}ja_zsp&DQuVRdUux* zHYkdLw+Gnb9&bB-NKsMIn>Q;Ng@I&&?o~5yMJxA`NzQmsUclMyK-*LOpqHY&>!RyW zA;61LJ)EeO_$W!B%|=}z^TLbe;s}1H65INsl~XLCfogOmiqvNaw0~4u=}chzgNJ5i zK=QmY#wlG!C=KW;aE+PzA~j@fT3V0fj&a}b_0IlMZqra}7Sa?C3L$MB6!h|%I;^LjsMV-?j2Qkidk7vV@8T00_xL@P+s-kFF$-h z#7u=wgCi@`tBi&s*qqF+qv9Zn8$LC=)hdWN210Cc;pm{PfGgAau zM~JR<2f1Bvd+6g7&c1BHeRK~Xa{9#4w7=NCUTEbKG;wh;5#ux0PZ~X@9mLpD zR2bF3;}?xEbv=Aup9<9FCMP@7K*aztH1q>a91gP;ncg^7O30cbFSCQA!zL)hhojZB zOLXdG@I0}CxxGc&U_69j1((Z;N}j8;3^o2Wpz z9WyX6aspmf$78Shy!>4Fjlrhy8|9;03LFHA8-mnQ8L8Td;`wyR_ zvjEhB)CumtwZ8IELmk5pOlYmxjokS9t@i;^U|KPhuy1(r{@yU&W495u@>qSr*d#9BIg9AO#o-agZJFu4#Sw6|HmGF z0s3FL00tiKwFdS9`ATwvHRHX%4*Dl5;%7m}Y=zXrK4Ts1$7D``ys%Tf_%=WiKI%`* z!@$76;Wfh#=o`i3vh?V{61Y}Q=aIOo45%ofUgJ54tJ z9<8QCq(A}vgF7S3k1-6lvzqlx(1@LvNbI8=FGied#hCvNGN2+kAr5JJ>itvLIg&bx z-Voi)7SpNp#0kr{^hlZt^Kn0iMeE^b6--?hPvACsVAv7NiuPFT>z2Wu(BYr+93#c^QH0%Zdim zf(&gV3yMQ?`wPMZ9pzCldQSo4T=g)ayco%qQ@O)OboY#&2iF*S9G%_zl+~oOv1x;2 z+lB7DVT^Jj7X>tkXDh()=rph01Ku|(xdE*-J%iBQWhGUtV3e%8lnfeyYR5* ze)nq4Yy%}KKdq0JtcPCKCfG1{VLA|~O~7aO-N+h0Q@8-5!~HRvyi$$49JZ7?tUWj> zx1$UH;j?nnfPTglLw4Rt%<(5T7wkViU_}G_lXaz(vx1q6EJg=l0VPE<-4uF=0QVzP z&ddK;Jpo4%khs~>CHxu9kEsk>Z!Ln zTubWf7;a}p#EJF+u~{IUllpyXQlkff!IwtEqF%OOd4+ZzkA8L_r@z*X@j)d$OhmiI z8O$aoT{zaL4G&A26r4XMWteqCHt*QSbd~S3@KCGyDCt6Oh3TFMe9^$<1sHaWr{JWc znI__1Fo3~n{|mxE!g?Gkc%B0+G!+2`r$L)kE@QXaqbMyMgn%+Y>Hvt$Yd-=;5!eLJ zBGAHKeg&-Nz<$#|_cDqBf$M$&PH}3gqBRdG>@+K>0v6s3|2#sX3OOD?^ob3l(ZfqK zBs1Zez+FGr?l6T*0qyd#MntaRbxXW!t?lh3SAL(=g4PolsY{{R-ibZAxISJ=B9ti> z_q*Pse}|Tyl7RJ(lx}vnv=^ySP zKX@pZ(hXCax6#_FyM&t$fg94zHP^i@C=s>S$h|8rmmG~Sr0Gr&v?Z;uoWTCpn__!! z{+w&TB?k%npHWAcb^CYOYtYC=*#5W&aAJw=dO+Rmfrk{fNcW$st{|7Qb{oJMEhrD7 zAb6$CB3QSg+$2;V`q6k0+P&`(=+ zI6Nf8ei>>DxBO_4saCT=4~>r8GZD5Id8+w+J*#OWCCp{FPf%{NqrTsG6CI zS;lzlVTH<~l7x0(#izXm2BsYK71h`X3W}Fn?=h)EVq&r z2d*0#x)rvaQa_uyc(fC@Vk1=WcL?T_HC`K@H>xAtC%e0tvr*hB#*abEb>D=&V63YV zn;3mPO05n4wlORZ%-~{k@%_Eowe~)CsWkaN;?K=D3NIM)^M;3qGeG@@N^T4+x?FeN ziU)GLV;`0n{`qw}HR`AyWZjHhG|kB34AIyY{KA7=$2X8}m39Cg>1_h=2>Jnume1^# z$7HRH>e4J>N6TebS40=X!gEQ@v1K8hDE})#Y3@koU!BZ9=^rc&N0aPC5nvc%x|LeJ zrVDANkUzV_@6yOp?(@v5ubX=CiUs*$E(fWXIFcoWoScX(y_-zVrzBZX{&-8DnYH z0r!D*o*jFWNfZ-k<-4k%_)F?CPk(($;@+|Oz0zv;lsleZGr=aY{A%AhOKttZn@FoT zjR+xu&q->hu@B&v=2Z&Y_FkuzKV7^y0f9n?3CKYQ8_Ax5JZMo(g4trfx2m5ZugB01 zYm@iDdmM)M&Yt}KKb^Bcs${hl$69OAYbtQC_RaNl{`C=nOH2=Am=WD#z%YoC%0vkH zzXOXPAnW4=_N=_iOOerNaI&X=ZbvZDO-@hWk>E})ekzq4r=2K*ms$RHxhU%gAq{~D zgMVmyZPrxFWsM2Mw@C_+uzMHYndAC}%Sn4Q-~b+M%r#j{QoT=N!3TMPY2P%(5b*_; zC1g~7mwKbeV>TuC(IqfQ_M#qTyqtI(h_`1qzPI%;;3XT^QYUjgJ>x~^^E+KH8eX!! z)P3mPk0r)C@4jx;)U|Cjdjg4Get5nB6r@?{Y*&s*l(KgD zJbw$K%PW6i8g<<}_`pe8e)b`AJyoBZnuw3(0rn7jmnR?94@$RcZky<{p7l<*^lh@~i5TdVwg%O!26mB(qw4er_ymmvjqO1YKs55b1mZg3K3rczIg{&B$M~2||po zmeY%&Jc(ercaq;(e&OC%GR*+(Pt>Ec{-q>%OFsEIR$&Q+ydlY6hIg9q9e#0R=a1a# z@a!IiIN^DD*nY@`defE4>pv;OlaPoU1q7U%`lTi5K`j8?5tptok2Z zw$J+?XR2uvV@2l`#ANjVU(rSFa#BE|WdfApH5rpWh{=hn$t+H8yq36Y`)K2OjeCn^_W8wNmb4hzoAZFO;>KW5Bz98wJE@|W23R02vHThD@b6do zudhoefNR1474Uw;j(z7^dH3;)ZWUxxk`^%4%lM(bwCc~H7(yU@7~d~Ab<)=vcBmxxsL-fKks|M%+;@??BlN93UZ{*vvgur^+(h}DYIMBH zt7_UjHQS?!sVZ#4_8!$8d0U~W>cT@|=!*ZTi=#^K9vXE~5jJP_z<}I8$kpdq*7))q^o0(vb3LIkiNwyyii~~f~>WMHzz9Qibq-vjH1eld!k(!^B zLYdb(p95AUM;>jJ1zkwFS%5|LU*$Xq!J|*82Vn|N@9^{3xA=zd;h2@8axQ=5CVONw z=hSiax*c7kAAkdGEPxs;p|m35rV|b`kA*}JuGv5q#}5QTzL2L(LOmNTv?|+KTffn< zDwy7v1QWHsBc|bY$)+Q5)m~UWK&gT4yW$vnwCg76kyg`(~`-?sQ1@qhUQQMLC%oc`_G)=ugjv4oFjt}3roxK;5RU2_ES@~ ziw3lEQsonYqOa6h*(unJ&&-lF=;*{z)0KFoerTQ2Zzo#I+qT=)q@#QA5La4rOcL&7 zi2CyQq;2TM60Px}&F^G)-;gfWxz6ta-P|{u)8k3(n?ZAp~*|mY` zsb|b>ph3tJ<=x>}AK)v4(_$?rqGd2-@X%tZ16UFX>6GpjnsXQ&^1(-K5aN~cu3=0= z{lRQGOa0y7uclwfHnHUPpI9=(ZM43*TtD3JqQ%N%SXsn?migww&?0S}l`W27biZfw z8}GpXc*6bTG=aWbM41ZUTR<=()9O$Ym{y5kp*aVjst2iNF?b;7ikez<<3yGc(-FnU zJR04J;pc%_KgtH1+^f0mQR@qWTLvxh1r)M!^RjxaDdt1cRQ@M6 zXh9%b3rHcl95)s_wLu?l&QKz(qFda$n-;hyb~G(7e6%U4s+5X2Ko$K2-pECS71=XsI!2}@N8WBy`1?JIxx zO2sCRC%?*XHb%tFJy4&G#sia}?(q1F=Gme}9=MRd9hp>VM)^mK!l2iSGfXe=;+&Zr z%kFvyBz)d@=~Y!+bpaIAU^hpcI~My*P)`K3&jr^^C_(w!$_e@2PPW zw4%YlVc5rcQc02ei)l2>ysBqNn}x~Z1@zZWroE1Le-5%_ouf0Bj{hxrHsqad*u7HG za>F<&DuI>+rpxWtaX8#hm^yNwz!g}JF6S0?Uc|p>8fQiv?OZmIS1_4Dve?M8P4hgo zNKrI@3h1h~_J!yavR^%R&sb$KM=-`L`Dr%*mNve(8BR(aWQ%`L=KCmlma}yuxk8-8 zzg}I@dPGvxSjR`%(W)B$SQS-|Ar`W--@l?DfoX=GYYM7P4DnGSfA%=txU>aK?{rDO zhA~x$2nFj59aHWyF^cJig&ySANGO9$+OL?(Ef)HGnNLw*RH1+bL$>2r`LyOzY-dRG zv2e4J_LOL1qE7+@ra=35vGC_eyj8|mpMKc6KA*yszf-ODXp-IM-pLB%**hXpAngT( zNvQWc5J4&GReHfwvA_9-2F=~SHTronuQ>2*{QeRVMlORyoH9%*ANW1}>)if))ukck zAmxU0635w!B?iacQZwrwe+SSpZ#@g(CaymHg;S()^2Xy;*yT^+>?+;%GK647|j@wT2@2i!~BqZs|Z-qh&Z9i+dhMk>0h@B1_V$+z*Gt zRykQgI;92kJ6HUX@X@*jWmmn;!~9VZbbWD!V1aXwf4q`J1$O_RG}q;V?<*2XZSsVni)?B zW0$|3s@9v5q<@KJ=zsmLduhtEl8Jt7!A%518D)YH-8rz&8rP~6RWOr5pe3asP5#-u z0_k5kBU134Gymz;CBD1WvE)Zr`C|P6`P^(-V2Qp#7uz^_%(SW=rt?WN#~456Gp!Ot z-0+hP-kVh8#b>DLLX{Z)4$HK)Gge~3=}F+xJ((qpICZKgZan}z-(fx|WHMRM7zsgiEknZ+ZtL-#I0 za}|sI3ARC%k%^X!`u~0BdRVYH$5h{|xm88&s7-*kyqu`sr&bwL&d>d>2z&>ms3WEB zT!uVA!WZThc=KRr4la5(TrPWLa&@0fMY7?u_9J)lJEMUA2*hj^k9iR&L4Mgc{k=BI z$)lWe-pU&X%I1=nU}z?Ic5xz!v$zBTHf;%l)Z(IImBs6~OH3^yUkD0}3xrWew|zr4 zteN`y;{FVU94wW_t$Ik9Xt;SdwP3R#>Do7YYneHYeNelp|79OY|^b`2w@giQlUh&`TJa+CH84}sd#`O`X9Fzl>Rj& zV{dYk8$Gvo*Lv?rJz^XFJ&@ZMBG+)x74nV?52>_q0rD&pyIZ!uxc%U&V@@JWSxGCY zJ(O5wsr}}y6o_sjv%z>>Tx$i9`cw5SLagV>V6sf~NW@*NNYn3rlIj3hop1VZjY$!1 zi(`oZvrno}c$YtlsNYVG@YDSJA#L7M2woKs@wI(d(?RwWJwK1e|4i@Y=i2Mj?c07B zxuW)G^;HBa`xUq6mB;*u>+@p4z^4Ct(E)|s`-2=)$t2$okQK%Vy;zmt5q?eHyxB{xC^fNqA%Fy)FcJqVaRl?U0Vn3>|@*h?M5iixPOjH`<8 zki`CmIjH>iv0!v<)=2cjm$Vo8B=PxVOm)vI{lG4!CqDh^680e#F7bBphmPQ`MS4_n zekhAdMH))+)+V{T_CJiy=*+~ zBTY)gK;1Sucfd>z`RPrr4?lD?vtLz*u3jvWm#pn~m!4KY;j5 z#Otq@)5x27Zdx{M45sXQOV~~6Skzd)dvu8RYW{Q+Bv|m%hPCMlD1$bQ(!)PlX|RC2=`Q+v2Hm(Q zs)|Y=;8Qnb%Lw_XmC1aW1VB{8zXUHjwYx6Q77nqVtns&&Gl%S2s;G9b;04nuro<8p zelS(cCZQq4nP0LiIKt>BVIOeO9(|snVLZ*oVqV;A>l zZDon#$UuueL3%>yAFj&A>Wn2t{iVS2CuKYfU=(~EftEyj$kE)FqV{Oqy)kbnPQORJ?6rA?Ed$u2&cWo zE_@W|;_qttKr8`Y4}!*M+8m~{rWAKMIPvk_7L-z4aJO*Gkeg5rZDrx2g>Mie6am+}Dw08!I7!`)57#i)&nTEu2 z40)Mgbcdzb6(<=cS^qFwCsRwz4%CA==|xp;xh5s^q>Q-Xk?4oN-wj`rb;kzPgIp=6 zvS#|aIFG*Pg2i3jqjK$`48Fr8txTS^PkohTC}BfoWF9fX?_rwj_e$)UasQMdq}$-y zQCFb?Q1nQ|5R}d-<^0;1{fLYZd&eBTy!2*h$$!P@IeHbvG|30F2FLlTYN}3#cQY@* zap)#Ltdu2<9f3-W7(1w0?;w0HkdTlUo*{duOWe(UZS>fPn~;(uq+1z-AwMI;cfOt8 zK2BLYngby(^(fJi^H$~+UQ;oo(D-xPz&h-gpt=k|XDpmrl~P>s8 zKSV{N+<39^P?Uf(gJHvYFZLJZRNwBSqhXi99}NJll)UulYnA!>oSB#1mE=`k-kcr; zJRhZ{q8)N%&&lduMwBxnaHwOwTR0u><>6@W+D0E{i7520Ou?=JvRAy;pKNEPC zuajPyDN*?6N-T#kP=OT%iEkFge;6F8`Ta#PvL*f-#^69x0Bw&3G@NQvl$YN;AsAZc z$`_3GYXpD&5hOq5F!;Wp2}ERd{bBR{?5>2guMho0b0%|U*(HlTewv*us2k7U(HMIM zCAe(o#9AL;9?Xb0N*yjL1T*?_OEnOD{wkRSem?t1irk6C@f{fdDNEa*KKkE(RE-&mYQA~#{Bmirohd)m>P67sLyq3aE+kCcyKs3d;1#b{?X z0|wu7EP2Hg=5s;gFV)+q*vz8N$sJNDtDhAS%ikwsL6@rMgsm?7gqv*pt{GxF?f-mv zABY)(2JZYLfRktV#J*$55dTooLc~Q~mC|q;U%?k2LEJ%DDI1|YMm6$c!gVD>(na3) z|K_R_n%*)d`~CcUwOtqi1G0r`OA5D z@Sx!$)0;SaC@&_>1}}v~-f5m07?!s2{<#d_U;pr*pQ5N+GW@>-ClpB4wBuLAa1wA= zn1_UtaCD~4fd%A5rNvi3m3Necn3?6rJl82YgbL|kK71CO-$^8r2=G1pZ`HbKigYE` zMnE`R&t&1=9OAA5Ml=sbglqwm?Y~d_AID$vM8-4@VaI1#yG{d~ z|CkXB=8UO5I?8tsenpY!+T>InVpK_5!jWFsgZN#s3Pw1A%(D zDF($6h`#k3kTQw)Cut3nYm_i0rW9~U86JzgbOm}(13wPC`TolMnl`MD8{3sf98{S= zdiTMi+rlg7UxNx2+A;9PqXZA+SI)j{^T<8bt(KZg%_q8_iRLbXuh=?%k!#I zmOG@QkP?b778*bS#NLLTVO?uGVXkf&%HkB7{}svqb;7AK_h>j}5HqzA9%c?ej+2+2 zP0M)NNzdO!&a&LW5}de>C8LiRMbqch_-)tg8qRxtaR`{Jjf#Mz^r-}&NYY1~PMqn8 zi>e+Yk4MGZ_Nxp%^AJmvj3gNAhagN$J|P=t28;nX=Y|RAJ zAVBs;Osw6E(X<>;H%`jTFRGOS=0n|PjYN$RiW`a89W8437^K7wvV%Q-ZI*4RqX-Cx zv5Bb^<6m`wVbA_=iLj6OsFo+gL+e{lVp2bF$;~tS{S^}UHD#zStG06{1;N8aYuo&A zGh;0eLE#dtHh-*3w*CKEkzp_6lz$_rk&VZNRwlg(oM0xE6IOT^mvC2*!^Eg=?g!y~ zzMX0@rx}-Q)uOk#C-tiW#C(qCKPG$*qCP=F3$`$Ic(x+N)T8cYe#>MA&~jWGa~Z}b z9tkk_`LC-*XN&`VWosD};L*3v?tT-@_LO1J1_k^NRf^p&9vi?<5{ooVHJeQ+6LLBz zeKrD%^JuDcR@6&^T2V2_$p7=A|J!$lehh4eSyfePLcm|x9w@gqz*Sb%(MbWj%BotLpE4R=VS0bO&NCo_2#qthQ^eCm4;H2Vlh+uG@ypk4y^gGrS^H)8hzq`69y{ zIW^|dw?A1~n8|=K2yoXwFaMVmVo_7%;V?&35}}k;ANF16B z_?{*Hb?~*%F2Me_U-kdYKZVt$z@~z>>QL;K^ulT;kzj_SnOV4t8Lf-ay352JZVwjE z?M#$&Fh%(dV)i1!D_5Iq+FmKu<=ttJGTfA#ura-P;+OJY_~v6k-^USwboDAos}Ppo z;0=hw##a_e`EtkYYTcABMI5_hRhzD!4p-fG%P!nE2>H(c;p;2ls@j^jQ7;x4C@rCs zbO{m?D&--h1*A(Fq>&aCX#_z+N=nLuAl;IR2+|D-(j_8Y-)zczU;TgQcds1d?6daT zYt5Q@=9y;{FA*Out5;H#a(~z&zWlnqyPX>4I345kYe>*8g(13h>rRwy5u!Wz<<{OL z?Em=3@@vJR&DF+o{l#o3ia=4+hJz37-V`pBWw?rF^QJqs^Dwma zRWCo;`LMfSWnz5;DA-2fbx@6X^71?pQ+bM_ItK-^iohlU8GO*f%>W`YXg@MU-%d|Y zmjJe6PqBTb-E3bfQu7K*S`Cq&rKdU`6g&|(8z|vvN~*gb>?aq+Y8cMPSdsr2x|{yN^j|AU`#YG-K_YfEk>W@Ji5amz})U~Kll#Nx09-f|R= ze0zKM#CKPqE9AItI)dKt?Lfh;078%G?{}V)i#WCNV7&smJXyF%gCM*L~n=3f!_4NsQ>qk7~DiMz`{q@pq?4&TmhvH z$+!6z6@U%SJhuwX7RSS(8ix%k9DG^Il!J3z*6sSOoA`?s8m}#WpbSjO%xub)a#v66 zQL17KH|1tN?_m@X)!P(FJ(6dn@UH+>_sQv4HoxgH7AUO!=pI<((mQHYXj$gC=#a`CsuVpRC??^^P}azAg=qjQ2`b#!s?`Hvu`H?_YP@7$)B_#^l>8V#)qTZ}8j?^2;^~QIIWl z$NC!fdT05dKfW?>=SYR9bMG5q@q8G2Dq3mh)c@>7)OmAfP1iGShfgr5G zAgu^%=bfRMk*R5$ewcdlC+1>FaBNyxT<5X+9jD%a%p8r($$f=+HBfhfOGZ zfyg)e=23qKg^p3!kaMcf&HQ~B-o28jKJK~h?V!7_{~>p!jWs#9;z1kFr;5!U(3(en zQNm}Yz&&0-Y;@JyC?)L_>zA*m?{rHXthj?=9=tiPEvHWlI}=Ktpk}?0xpQ-X=wavygBG}>OnXO@0my_D}oo}6EF5Qf=3j!UCY zR1*0AS<*CVA3`FavJaYU&$WSX;e@?y*=uG*Zboh9j&VP-db^;xUgYNKkDW^v@9o= z{iokN;}Is&DmxlzcW@N|7WyncY0jFKG%MH#ZT=BN&hoE?WR3@T42$33P>Xrp9Es#LPXTVY7jul$m35)Awm4aa+LV=pbw z=qv?aGQ!`#9Oe~;OX9K~%0JCi!%5D@;9T;#)obf+8E+nlL<%r-GU`StKaW2b|Kv<# zy4r9naXoZ$PEqO0|0hRYg&*otFIk9*QVF&0#VHp~WKFeVbRLoCe9IViBI~Ymo6H^XYYDD#F#w?NNC|GY#W8oFj8Y(f zUGJ=+=Vq?3Xp5J@vws(V{H#BwsE2_olK4ov%|qqMS*7E+H6=2GjBg5V8j}pOyI&%; z_OYp473!wn|Kv$Zv;iY5?kzHEn>yX791}5)q+fklBb4=9=k-(4u%ex~6lI>}81 zzNlp@uvZh=&inpGA&0cFWxt?8#>9nI8I8FGmT!K8MkoTHLCJmhP{G8JSEU_&a>)BJ(zI~j z?WnjvvhnOg#8jMsH;G)%{is*Y=I1#}j!~*6&d^lYk=`qBh~z*_mho4Tx)&`nGiPZ= z60-Bt|3)|68;Oj03dNB)TG%V`_zm>>xC=WtE%KL?D3T^okMEtr56~PTO=joz_U<>S z8%s~XE!CELa^5x?yUt*8B!&KZxB~Ar+^n?B;_LqZXQU)^8<}!(Xvb9i>+7R4#tpFcw%S&DjP3UT!;xsw_`>8!+<9s9FZaf@A{Ni?2M$*1kA zkX(;_io@s=oJ^Ts+wZKY=Nw(H^*OxB&*>9dRKA?_D!Udk=RKC2cNXpN-`?22!XH2D z!K3&vUwvMByl4uI=#NkH`e_s1%`=Tam#rCphH&|~>eFu&MEZ%}loeQRupQJYvU*@E z!WuAOebtN4c1xT%2Ap39*}Rt*du`ihf&hyE6HFtS#zFP`UYvsc)1=qS2BP|!O7H)K zoA<{Q_e)mfs7e`Fu&Egfw_-Ba6>ZQM=!^v~w;vSA99yA<8~Mi9V>RYi>tzy)bgHs{ z;QecEjt?!CT-ITJo>&) zQDK`WBDS95i;Lskb3P1cuj1Jv6RM{bwDO8AMLN1am_F(3O4L_4u&aH$Lj44#s5Ov0 z*g$ZJFC^P4@1fsWiJyA%^UBA7qM^z}3x!d4-bJTCXTfb{oX{4?>d)%P#GwiWwcvIW9NN=0+Nai)eDd=095&|bhFRQJB{Ed=nXL-dps~sVz`qre)1I}*Wmf?SHp*~g?WDqXG&Lap2Y-W z2hF!b8I)?FX;pv0Qjf_n$V>!+C4{ivac$!D@blOWJx0wk=L%PeFlK*nT74}6{iq8o z`;`>VZ8;Rz#72_lqh3XC;;Rvw9+Tm}>m9`fdonmDhb)8;r?jqrZ+2_J!oHEDA(%wg zsbHW#l1A}!rl0ue`~bzywmj;PJr}F1?&SNY14uXqdots0ZW;qNJt~-cEXsNfJ9yG) zEZRQ6x{>E{i%l;D7xeQ?(@Tv2H3))QJSDYeXxa&7=5~WF%UxhNb!YnugMJ-9efQlx zDQD17@k6$;%-92f8i(e#X6GC+QJ{re3tc;L7Dhk&PEJ<(73?he4iy6t=xBL@GCk`3 z8wO}bqpb2PZLFfMzF_w;9Hm5g8n`BgXr)-SbB24r6+U@}I;G9_%9mV08M~mu#*+-+ z#?ZK5|D4+U*s{< z32N$(2A1KpB>SN}{GKVl?;I%AuweB-%cZjh(YAL;9LHZ_e!I;AF@_q*?an_U-?#`N zHzh@UZZ2opk0&hEoSkatpI?@qUFL)9&UZJtUIj=p6rBeOJJoft(z&6Mv#9YMd|d&w zZyNsjiDm9&KGdp<4MSfsN9RfTSo+qKr_5YmC{Qj;x31nHXnR+Ih(3bR8lXZ2uEtRv zy`4cfPg0d7omxBDM-Zx*T3Dmz-I*{|kZo1y<(zeGH9}8Rom^Y4S9Y+h@bE5baB%bR zCczu`x$Jm{s)fIO>6E%<6aR9^h(n>;H~lXi9aqO)oR(%DWXyjp22JqyOVHJ9vS7%E zL1%ub2J?m-4$igdw?fW<{RBXlwkcUf#rAgS-^Nl0cYWpS1JK;@bbuvXoOf9|h6H)0 z(5T(b>HULb$%u0h65n$M1uMp`?aB1a0I;)}B7vE5X?cT5UsBGfPZ}H&#>&{;w8Nk8 zH>`(P1?VgjwQvOTP>9PIkGC#`tVNP6S{D#0)vH-0p>ceaG@Zj0)Kw)gPwsx|U-u|_ zo?+cj?o${`;JZd%27&F>raA!Vp4w!ipxqCG?uZ&p`mm%_R#nGk*kL#WaJ?T6T=eZ{r4C0szu;fKC%Fx%~qJ zWP_`X_D3^JxEBj&6$KwiY|gQI)GJDN)b8RQGDcNwf^u@lKe679eMu2dMTxL8snCUu z_4ITZpPHzyOdf@x!pWsMOQQHMJ96$Z%3sGQvepf>&g-thR~5__O^FLMLQ`8@qe#(U zs-R>eHLH)*^ME9n+LuFVHeVUU?6xyuRH%lCE3d!viY6pUgyEYuMRGDMfp2qT#t9Z2 zfvF(C#hXi;{d2AaEYO*$b190)dI*FhyJmSBxrhC36)}Ca{lt_nEHB?0H<_L@snhwE z-sn{Z_JoChZnFUM&V;+`oDwsX?+{Xc{6oe^ywpy-lnjmz#royWCaP=3lN45pn|u-Y z8_lRcBVrl;7EGC<#(VFD~0zZQS zt3m2)I3*##2h`J;kVS=q1A)CSEG-&WXr5LJnhd>QY%#S(*5}IIx@)bU&Q|=eyo|vdU)4mPk9^c5#z%zcH$v@;Wun;HZkE7^ou=oiv?Bl zcaynYX}W``aBTf?UKR~v1q)~XlWIQM^JjQe;c!{fIAjVNSG<)2aIGMRIj6x3@c;S{ zwCTAIPWtIdLSF)w0Kof7rnphT!UC~@u<$6shy=JUPfhpsK;ZrWOMw z55BDD<=`?OhK|^6uImF2#-cHMpOQI_$2Bb!b(W$TB-0j@BLFe6V=9xw-$+liYS-O! zvb9P+8iy;${1Wj)<%#6!4}GCWhhy_GdrwvJD7 z85Ml1)uuvh`C>X1N~e5t$+r_0?g)wT=uF{Q3}!EwCNU#Cl#2OgmOtry0)OVBFDH3L+UtJY!-2m-b2ov!D*Gyjcwd=dqo27 z;;G>hf3PO9sZ&L5gN%$xfz&U%Dz!9u%`O{?E*K^1%jPvx}Fru zKtk!iWi6jgM#E|O^xHK8-MY7pOf*@Wg}2LpMe)Fbmh0@AlSiGCRZ=AlN}pUS{A`%v zuRHLo_FLNTG_?B+_$WG=>(?%ev>sPHf^q$YR3!JMfvx0Df}9a!dy-ei@OAFZw|zd+ za#{{muRtqrg2C;rWnHL33rgyhp}_p@t@S$aW!3LT zc?D>tm67qgfHM^c%}z4;9$nA}_2`TbwyHm7RR`DZ^f?UsZ!QhK)fRFdy%I}z+?#jE zi*g8z8Vp%d5p=DUoSoqkok)&YIf%c3iQRfO;2F z`{42Ics1P!$)g^FYu|X)>n7QbwQY9gp2Cs8hh4-t&i;jy_k+Z{j0VtNUmcURaA!>| zqk75sXYP1deeo7S#g~#%&P;EH%o282@QkXL%a%*KN*-8KsS+HU#14VZ96}pYrqb**%e4ye!oUy~X^S+_o0xU*wl0Q4C)= zb(;ID`wGavlM<-g$R-*QLwCOUCoImFwuS|_C<6r6#>2sBhFh+I0h|LU-C+ZSY68G9 zx1HGrZ@}tra#Q$}s1Y2@tEmLDCw5G33)SnzZ896hpq>gi&WF}FpUUZ-xqJA#2N zs~Btj%t)9@b?i=_D}P+$YG`89)+z@D)3-r0#myLoiFt#-vDPl)q3m4gVBtj7b!ya& z2NQnL*S6Fn?itMbHed423FN8wGV9cvGohDi{cvU|_se>Zbi$9^_I2Bi7|(5TMH$7| z=b!rrpRPH~`6ebV3(!-hnv8FA_AZRz;h;<;zN=mpX=^(*QL^eR@Uwqbh_Jy4*#i}~ zem+2WGpvy-j7KmG2M6K-z9wpok;W2e`p{AoqZ>WANKD$|TsCD-y}spwP(cV?D-&zo zp;7hWoi!$`_x(`#t$Xz%F)(4hr;s3G~=);CszYN}A$O|VmEV~C*K zYYzIJP|s=R+R7&8tW!KtH;GE>-ZRCBb-r;k5%6bH^?7NMYAo&4v~5Gm#T0&+J|!WYpDBt#+=@Q{2M2ZT^EwIHDuu}- zFR!#b0dzC^OZNCe?w1&8-PVifeD6(-b=C55%5gJm)qz~K8|U-NsLfl4$G(V_^}kqh z&RGLLS4vU6?bNSjann;|(?xC+-Y=9i0yYwjgm^6?M|CBp@}@4LT5g>yuSNE&(UYUWQBY=E!Tx=d(=4^V*7_RLeJOjnohuV)nI7g$C8S6Iez@mWbSiG02r1k)L*4`1XJc`w0` zUug8J|4+J3-%kU-O!ZEI0;o3jk`(Q6^2kB5Z% zf)CdG<;&U3lAq$p9-W66iXLE)yj!gt9dA?#kWY{x zo=ud?Qnw3PIU0@DDuzcoPMmMrE%&znidq`(ob%Wk*#@>HAT|G)Q!z|3={lyxHz2c?Xv2s-)$VsZ0A;E zXSYeFSJg6S8du{gdloYJ>03(iMa;}xuw7mR%rmB}E3L}o2Em(NZ z(#;4b&JjN5hz&Gcop?ARjwWqn5Zq zjV>W6iJF1}L3HZS#k0hhqwe3#9OmM{bzSMaLTJp&+tiwxm6bKF`-{V@Cnx->+1-!p zXEwSm^D&!vRjmq5UB32>eReJdg?8!uDut1??R$ylgkYuIal)DioUxxt1gHFzaK*q7 zYF!wVN7+11#N{w;s@SwHR1;j_Ig&DIu~uRb|LJ7(Xc6mC~lyT*(U8(hE%5>?1G^;=@!z_x}% z@WY4|J|hy@us4kn!H){Vp?BCAgo9~E7q3BHs=H-#!7oiM_)RW<9c%0b|I>XE*Ixy&`Q7A7Ohe0 zSOMm&&mBv1F^f=>nt+Evq;N7TeAoA89l#dDkfO8Z2~CsudRkYpWAwgv%ej=4@U%&< z$RaZTBinw#qo+dC|G>{b@TK4J7XlZX!7WF3 zDXV*#W(4ekqvTa={Bq(Sq|hOiN3#MeNJSIgtL0VUV2cHn4C>uh7y4$GNiKW$Y}X4@ z^U3Z%4hcfBjOi#HutzS-_H+}n7#093}iX)h&M|phvqnFQirC-L?K0Q z@N#cSa^VWYwUU3eN(*TgiJqoK0XenaP)^fV4hjmJkK>ERBDwyWV@MfrB@p#R8rmZ= z{SM==p6Y3!c!;9wvLOJU(Uk1Nqg#0?OV7d*xq0FlTLvlitz znL7XKj0%EeO3}kXzGoi z{wqf#*|# zPBKvAHmysIws9`4E0pza@&_dciJohJ^HOJX?G(7>tIn>3CwIeNWG3ST;c)J-Fr+t3 z_wVqSS#lO!Ry~5jiq08pRW8@oy`d`CuJJb7VtE}Y8>;xK+-(rD-k#}-=eBI`Mu3DW ziAFtmRH0O;_X!Jy5S;+i(Df_=2Sc6;-K0xq+a_zd*sfHEwEj4Ir)^W2rR2v==V@JX z-zJw?Ys7MC6Pe&6pe$xDf_5ald1EHCE&yoVJV;gI=a5=`xa6|L4`x^g&=U1tYLOb%n)2BqRc5!_2r@N$uj?HsHli9pWzj2R z;8P$dO`_4=vt;e^5JW-42yWzP6B8J;r+)yN%g#d}2+Dvipg%b3oJ&(kB zNKygsg29VYppr6mZGF<*I)}va<%6BKn*_I=ouU6Gi{VQy3k?KEn0V&~ZfKP2+61N< za59bf78#tfHlO_dLAZ8@9;F?9(4&m zms}~)Z9oS!p;OX z95>j_Gu41+@&9`7Pw|x0P8l+3DRDC}nZAL}-zhEUN|%us>%BGNQEz;|Ea=^O`x?`o zH+L0(^dY%6@NqU{rl4hp7$EazuQCxd`6+bWEts#pfVGopS%Gf4M3BMKc)#Vgz~y!x z$oVXeexWTU-W3m72D6G`$DI1Ohw6riOJyn;57auJ9SNqwxz;$-jNgmSqJlb5VjA0j zWE8W>=u;lg%_$?N+}g?Kla4dLToQ!U|AyOVrim3{h%bO_HD5=jCOIm}0^U671PT`;x8(2y@n0OCSSDfc(6cIgJzAQ656*z-^9 zwar5wSj=9?#AZ3K{zT^?%c~I{y`ib8ACL8@Fl1km{4X5-17l5Nz$wsVRLRz>SWr+> zsuLkl$0dhu@JI?3rx}N25kZHT%T|WMui2ZM0u@vP=<*tu?!Y%$AmNEVq1ozpAN6H= zYpkHqR5ITOyGtiTlUc}`HR9!%j>5IC{y3kuNty@DZWkDMDZCc3Ku<4@^?1&tThKa& z6~rSQ+vi4whi{?tW)LK$8CMMa(79;rED--aEKuM`H8kMrn+Rxp@Ex zqw;S3cq&*8rqa=68rS-isi z{h81Zv{v?o=7khucT{Rv7$65naUp##{2Z@)`_Gq<`vGe0XPY9H`lG^My!K0$4CEdU zpIKIY>sHO2i8f^d5tzDlsiih4TGueUzs-PRpv@uNIZ%-fgha3%CO1UVAn&_#hTP_z zNDOD!7mr=%-}q5AkBoR8b`st{vi)w`n@Cpb^x6iJ5)kpluR+Y)%7nBVF<5NFBg9AU zHN}u3Z0BJlumRL(MT8H)h$F6=G`FJ&>qza@kbHW8x?OitiZueU&%cY^WIV{LZ>}x6 zEbSNGfrH}thzcCM=I0QM8XPZ;_R5v z=VP+wPE0=G?36?HT%sJMYAb3|>ecaFV$*rsAKFA$v40ITOWUb`M?5ZM#<*BMQaix_+GC;zFyybHFV21~zUj@K);(B!+{N6G=8phO=Hu zz8y^rkew5lkBe4Gj9U5ak58N*0#DBnOefJi^!%#>^F)gH_2ATnv+0T=d50|6Bw>~| zl&|V2lp<91G9?%F%++?!gU}b>R)Z$29Ur4av<)R%bOSQS7F;F@&xBM>t5e)wDfS9e z63tM@Y0jh8>A8*5dQYsaBhbdy4|k5MTVAz%Q>(I)k?t=O6M#(2PBuC7Ih8kM0Jl!@ z4Y_FW+oB$fMnIy{{?~&Nof+_1cGA-5!qG^C;1XY0SomGnpBj36dLe5jUc{H)F$Sg; zz~UoA?nh3ij6a}%HBOz8jbEgIc072>;uiu|gXE4V+6l7iOq_pWR(Q$tUHIvExwJIO zdkqr~tc|~(>lkeDI0dT-s|!_+`uATr)|Z4fv(`7+wWRxJBm87H@k-ZVI|n(5lX+uJ zv6^jL{Oikn8d(7J?;!jD4=HEseS8*Bvl7H$cPd?uVB-_-Z)1~cEn$r>JpDlCs_`M( z7pr5YX(qI2Cnt#~e(snvT|{6-KgMc94v#&e@o+B}4Fdg_vFBzFV-qYibt`lZmqj&}@TAJAvtj-{Zzm4A(Tt!4%|EX{l6vWVtzh)uIHz=V&a<7iz>Dhbp#(}+I3=-)fnTI%%I zLk5z=H<8ub*@+6S22gRBl6>_R!XxnEDxHuD`t^?civ&w4F5;-}!2Q5;l4`vbocPs& zRn14ElHS@^<5XUZ&9$c=d-ix1weD68@29!*hnxEYpP&vA-P_`MIq8G-JPq%l9_8TS z4!>Ycl{H-Mw+}=J4r_~3ln{O*BBnd&7<4Ee&dqc&n}#R^&V52~SF#{`umVRSi8RpT z5yz0C9eOW{P;%ndW~pUe^J^E$texB&hWYQ#Hh&3zxZD- zU~41|{CtsL4c&m=p=DBb?$QC&+=szNnq_Vo6`8f?&fbs%pv|&@txlm#Yy6VZH1Qo& z^SpdQ)xN`gz1;KCbTtV!uEA?e9EKR833}R#gvJdiEX8X;)~8UZUXU?Y6yb{aCsf@Y6zFswA)ymLPL!H8R6Z{msJ?Def@RoZnAaw zqlfX+*>g+lHg4*l-E2pUUkRZsboCw2B$Z5pk3qb0Os#W3F5>RNtna;Xmpo6yDGp@! zD~&v3QRui7uW>x$_J!tF;FO<3@XDue?u|1mO;;*?RCX!Oes*c+bJx31JogxyUP&7; zD>S#x;U6=xk5cV+)M89EA^iHW>`29A@81&D9Cun(YM(s6%}a-(Rz&;2>^q4MG_Md7k5|;`p$+Pdy%PBWagS_LJoW+TrAE$BxuQu=DHWA92hdvmysQl(-NR^`MoqRqT30rSH3;f zg>zHANl8($1}ayE5Ey?rP;iG0g_D8Li(4wHHF`6wUO{^FfDNJ_MIQ9>@QA!B`FzJ2 zQN9&H95>gv<%MgF{@l}#z35t>mgmhIww%V9x`UT59op;8o{G*|QSZ5`6!!<8@ZwYk z#T8K?3e=)5N8?_OwviJSHto))MjTFXDcFo!5^>O{9Y5j4(kObfi!0?>S&i`ST_xIT zR4a}ucM<1l8K=&m5M@V(m%{`7>c<~(TJ3$hwDUSU?)OZ6_0o4EE|6|98!AdhQ@Z<1 zr>6R+qij`2|0 z$R=Yb)XurPyG^NyV{p#8Ip)kd1`jv}mCfcKoXPSe(W@D4g1_cugkJV-ZzPaA4Zsw!N!khQq_ur|b;-l-cIR#1!A2Yaj|h98$TaxP%F59OFo@;3z! z@&*Pc_FF|9EtoGd*rsBd9@wxFR(w#;B%?W4ymYI$|4XcJopW=C0ga?z*V}C1unmhi zeqamYb1QsQm}NsHGL^+aS3SF@M$h=Nv^nld3Ouhl}unaxxj# z6i~!LITq_bD7r)J`pRHD7|&z{nvkEO=VSHZS+%y2pd{o2Ysq}KGo9$-OJki}4q;?p z^!Hja|8&N}_?@{ZHHVpxVYhPEi>Y~wx-d;IL#C}=p2s|hJF!k%_0F}Zj?Ts~2=PZ; z*b(f*sJKt)$rCL886+I=*mPfewKEjOX3QL?Y$+zMiTf<10enodR0Le?9tc_#^nbM@pM#l%Qw@+p#J(#6aDWJbRP z(Nq*fhLWq;{s>xBn@Z*Hm1o}D{=mcr()5bVGw`5nUP_`IH@d^nTOT_zpH~(pO>)E+ z-Lz)%4e(p}oQq@j=E$<@%Gxbr6Uxe{GpxexgicsVa|temu$GS!T{F&nPnE=!-k$*lJg zp;T}KUN;O7fHnsgSD+0~Z!RQ$3ZP%vFmT(v5F#I?`e`EBma*E1^_)U%@Y^MkF+h(S ztu2j5;~Z@dLQaALM>y_$?Rm=N&(rIxwca?sgXgkZH|pClD#qnHWqvUie(o-3`QzEp zW=;k%yAPRly}h)P+zf=ofkWN30i4%SR^kmY{7#9V=-&c_y#mBgeCT_tj)WnR$w9{( zwbRpPFBHB}H4>m8$3Yb>Hc?Sbys+B@0PDj_?+^1GTEyr2?C6@${A8Sh#w!U80*|` z;n4ZSK&g%pC~=_@3^#dw$TbZ}q5sx_rXmlT!vCVIn9G@n z1NU?>!8rywr2J?EK4G}eQ!A+#Xx$P1wSnnLr9_INTXsH-fepjH(vxqdq$olmnKm6< zwlx!u>uMgNu$r$+lk^~V9zOq!N8kow5-&l9R4WH`RvSiGy#O3>+Vxr1IRLGM1W67d zSRv7iyD<(!-UW*ts=ELobo&IID1+!PsdIrJ@~r*+YD6OIhQeV;@H#sDc9_Dvgo0ww z?8cK@j!$p4cZlWW+wx&(<)m3Kb~R9=I669PHsWRBln(xIxv)}`SG*_QHvH3X&{*pw zojgs=Ht(t#rrGm&qsM87FfM*dz8yh0$NvCzLlu3m4krycxd@@O-XEb+1XGn(MnZi& z5!5K_s{v;kLBzQM0~wBcblT_9X=yF`LS1fhxn z_!h|!I7X+x3)q@`G%H?AAv$H-)-?1KNB?BvZY)ihw8YP?Gunt_zg_Od**kiX5=CJb zNp88KNh-15m!}Ri4sYFZ3D-XMtK{0uO!ft?5XQ`wT=rLXophfMVbxhLwQiu`hLsE=q)TJJ$ zo%$S}Eji>BrpAx_YZSY0yD2~Fg&=&a;U1Gre|c$sPC!)3U&-M#GaOHIDwiYQB+Zv^ zas?O(smiTJ_%F!W%dk149YP4Tyd$@s*Y`Zzy;ip2(+He)&L?K5mYHVV9;dqKr--OVAZ9gV9&EdAb zdHR8T^>1geBm%M@H^Eg2qT#9dZAK|}7anTon%stIPna0{0&|e zao??QEL`oY6YRzKtdxWWG*>pNKf-B_&t}jWlzIju?{!&LU@aBJT3Og-BclLAi@=n$ zG(*S^{`Ym=4xW(^Z0_@rx4!KRbO3)<^FnG6p-Fc5@%~ux;aJC`5}|49^QVDD?$Fyi zfR6x z3~WzVs)Lj)5mIQ@2gq?VfavLNZm`E*$?^xf08hIH3QpFPOB^i0FDag0ys`w?#2wFz zIob3Q{6zcCtRbtVRh@39i)hg~48oGK%0x#x>`?JYu01K?e~rT3QWzpWE->0V4$mC? zN-6EsjtG94g&q0JbuBRL7*JpKm#YFs^dH2Ea%ACRM7C~KZ~+EC>lEFRU9%Qc%nkBxy~B^;?MDx@t!FqUB$A zw)58A6l55%i`D3e#8p12(~I#Rz!O@|TzuX~b!tBLb9=t-s(Q#%s9bG&6dHyS<8$G0>Y4A+RZN8f5 z+|;eQ{{nG>{GjI0U0dny;~fJSOrz+jyFbJTrNJ43(iV=Mh1GzIsc(95P<3Yipu|*( z+hLcTa*EjhcNiEphGu5IBcC)G4b#0LliOM1`2PNje=x3#=H}(qXoh7n8cJAQIGLwe zJUD;@Lc;LDuCl&c1Q>pTg>vj6!G4%5q0|!ey1M(*O`nj=91lDP^D$dI41DwYsR2zO#nr$k+PU zuQ#WQVTFiaJ@J>q z1(1wnofh|zslWR}E^9H-B}dXX-Si_tB15I(d5UzJ*Nx9-6z$AHqEJ}h&nzu z>1NIUejSDi$c7TyCF#@ZGdiS_j2vu1_xXgftp9T(1VOvGuFzk#&-G?z(yA|}%ogkK z$2%C;YeLS^cBqpj`Ke&d+%?D zpX_{H$g7ZCP&%Nx@$c_~ncQ&*AfErms?6`>i1Rxk9|eDf>Ega#L`u|}XT1Gy6{Y=Ld(=%ow&zqpH0+OXuX^I`Pzb~3&vVLzDgvX5nMm@qe5Qa3NMJtA;-=ZV zdYtB>KR@x&GW(02eSdrWk~@#TEbNAO{<~H}Yz<=HgI%$vG|2j6!3ekSW{_!*OtaO& zc=z78Pw&{EK6fJV&Bx-%?S@DeM{yn`ZFug^WUtSgc zzJN!+ceUMXBENos#zYlw5wmOkUP9%7z4oD`sCH;=Yyn60>ffHHJn}rzIch0>Pq;!8 zq7EDy3=BL)O+DZtP<_5YFY`y>y?1|iUns!i6i>NqBD6mcPo*6P-zAUc<<&cXSwMSV zD4CQ&%?6G`wJPi0C;b>WZAIpSbMpTNyP6=5is(SC|ApbQ^;ut}=I#ZvIx*r+1H%O& zfGEXIWtO}C!=RTzN9PGA5A1cn_m}qV*vN|joBj9uBgLp-g-ADmA0f6N#Z0qsWkVpi z8B4cTVj2dMT@p}IvlO}UMZw+z%8zv+>B8ccn|aI1L)_G+|AMvL8z`iz&^W7;rLWc#1!k<!^Ccfnii#g=KwrNw_n^sXD8^|PYTGGyl1-hu7ZG`b;<8yj z(XpK<75d#NI1>6<@k~+d&ja@D$N-!D#k_yny-7i8dgfE5UFeY{;>|=D^Ub6qj5ptb zwhvMi=!7XNA`A{9BtiSw7>Big(bGxLf9&d2iLh?@#9m_8BL|P|QHo1wdSl9N|^gO=G7xg6sHH?TW4{3P)T8OM_m5 zXW#LHu5Bu)b5QW-B9-5p*OD`=5ku9z_QAG4uyvJh|7!rTG8w9_RkmsfdSaH9rRCI8 z?fH%I1ctj`BuCbz0lS7*m}Z5M6Z~tEgpI-QA$M8H@HX!I2#p^K3i-62DP&!e2YL1^ zhxws`kr%2(HxqdSvvg{Flwo~L1Km%b_>iuYQK1YnHX(i$tPckVKeIP2wy%$uvv59Z zYRvNagR=;}h0q)rIc)m%i5_{V2vsa-Q@{u=wNI)%4L+2B(FDpMg?SZ*VHYMqH3N^~ zPPISRK$nHG0ssK`uZc1qoe?M)97A}+!2usvSZM|v{<*QgLPQw8xgJrG`+fhr?^v1r zyd??Nz}4*(fdWadvPX%$y^taYq9cBeMH5uTwa$Us*0S1sP384qwiP?-XZw$?HY|7+ z@7cdRw7qK&-+*$h>-tbSo89UJTplY;Z zilj1;@D@76HmFu-_P1P^mXq9HVm>m6C#sNSz5_@!Ku~onpP9aO)i#(a%dk0qWm2h} z*x%ounzS5h0l{6ygF*`yLuugjGO1quzV_-m&7-hjFT#2cDU}1a<9}xbgSF2Ja?_y; zARmEedbz*Sfd;Cwf!%BQ5oiN6Qju+V3hkRDK;0s5u_WphcN+ev^`k{bqF(R7ipa1f z^)Y;z86f%JYimtICeHJXa#p;OD!`Xis3@Bj6q0PZ6subwLg$ia(N|#kq0aMg1hz)K zj?~`AE4uz7i(Pv}TTZvj^VEek7xQnGkf9f2?p&sB>+4f{F?{9fh38CM?kkV{9`b&F=5DWzhASD;eYQ6 zmZ-OKu1#*~5Fvi#OZR){ccE<(_q~nZSMvmY zST<9L&o>2@K^^wY>I$fM_~x2)iV6!y;xpg90)*R3WM0(C!V4P&4=zW&9id@;7v!#Ue%PT>gQu$4H@_s(1DiYQ1poVEo|M zc9#@V1K-o=hN_S$bJu|N`#wk&lOnkNhq%u#^Q&WHRPKCvq3{O&&SV)AEF@QyKC?*xUa9QdF>>eovUM&13J(DVeAc#a7STJ&_IsF> znuwhwIm&!03z*Y;BVjG0!U3Go#A!V*&%?=r_i&OGXM1;v;=WA-8Sp4WqwaHV&O=R@ zW}MA;-|}0GMIdpF*Jmcxp{&a>bPyh$!t7np%zd}>n6zYeHkd6~ae~MEwr4_&fp%8D zy3p z?$LoKNS_kogn6{=^|9ZxxciRq0^)ekPf1xg$|Jftm}dP)l76l_BNd~Ttx{Yfz)L3= z8~=f}FJ(X+5~E1`>A}=1%D_bE0v4t&)WDCBW9y2-ffLc7POKw~`n_iKycz$HI3y(4 zy+zOqr~@_!WjyOfs=UE*g~;UQzCIG1-pb^n?Nyk2QGwXGlYWzZnJh>S8dJ1VSx(Ng zMH$@NM?(7(d{m~T^l%Hz=YL;XeBkxewnGYgaBF68iD;v(yMyR-yHb~eegC?RpvLkh zVgO+>oq5EclCg)EaC~=9$38#-QsU0d;*AfN?czQEy0q3b$Sj;q7W z5EA}%I%JYVCQiZak{s|pFj1u-CKU)|<03whE6I4I??XObOl2qB=MG|Etc_~yA7uwu zk0S@@W(V;=%5PIrQ@y>mjwJasZxSM_8>!t85}+9tnh(Ak$pU=F@Qes8> zzd5*`79rR{F^%oD&N{&Oi9w5G7qvr+u@%idPc|xPTmd9Y^=uF8s>R|fb@cX1K>z^GBe4c3EWM%gsk>22E*84l?sx#u)eJ_uoZ zK6865Q&v^=T5y$42+=hQKA}^OepiAFi_2A(9?t%A6{w{k!bq+NeI6Md862-W3MsS2 za{-Xh@en}eKQZAw@|yQ^4F5Hx+})wGcmNM>kL*Pxk*bddL2Ag85Kke|Px~{Hod(w4 zXn*(r_fG2YnbimpQEMnJDOetG8lJBs4+M>j+WJriL~96gDG6vaGa@mugGWJ)3IgnP zK{<_RkxgxMM)K8DS?CPUJ+u`ABUHBK&EdacAZKYrB%`?5km_p$Hx(q5V^m~8fo+TNHr2YQ$ z@;e4`-n2yRxN3X&i9MJR1B0F#^|w%fRrLH_cSeRaf3eYXdskt_r!x2W&lQp1tkEFh zc@2wiNHffFQN?r2_&@&5-XFL_i0bDae3tU<1^Z9GTK?l(T=X+v|fn*m&Ljqdc}p#cc(b6_wQSprAGYP5KAH&9-6R!{cz4;DiYxqWU1oK;d#2!-cRwA`2z%$+sK&m7u z)ksxjoIP6zPpSX@py^-w10jBitStW#L~-?}!)SzoXaT+GU9cuM!}h+%-BSF;pDPrr zGBKr~@jB#cz-NXu1D5DpV$q}wPt;;s`v0TrI^eNf-@j8wos&vVWMmX2BP%4bDx*kv z&Fpf@N;0!)Nw08(NcMgSDSI}ols&WFvbXHb|GHmZ)vx~VIUi)a&-2{RbKm!MeXsBL zdsT?M7TI7KgY4w2T&{-X?;r89N1!fb+%6_m8xy<=9JGw&RWySkoQYkz_irQHn)k8f zDEV_K&`*!J9B@R({+3mX7Pg(hA-1<^q5anQT2X&_X7?kGcnd|LE_=gVk8-w*u#YjX zHPTP-Ef4T+4- zOVQ?H0dXUM{Js8)K1g)|X1fGZ!At0XLHb=(=LH?6dXeteu)E~ZBm@pQ zhm?}?3DyiA7tA|y_*_AngY<4p$SxyWAMV&FuyQBkg$miBI@NfFX&v5&Fu^Q)yoJh; z-2;S8;>#sF!FfG3GVS<>YXS#NTNlMQ&l|`|mNg3IwoO^_0%JMZtQVMpX#J1a_`r{F zCT|Db!I2)@hup_+c!6LR=1h9J_yMM+kh@trvwI)7(9wCkM!2m3B@jjT>fCxuik7mw z(%0?UOcIdyicsPq+&K71W#quU=>|E{*sg%K97{ujIt|&BBqe9-V$fpMVcViR`H8<~ zhL&v>?)P4E16o@^TS`c&b@rJxzxaF;53`x@fI`y5WE0#7H=QYBb=0UQP(zRQB_5S5 z37SuH3ny))WAa57H4GB|Pdd(P)cQunpSeIp=G`ri4&`V^inOfic?wJ|R`cRgeA(&q8!kTnyfz3KrMExl2Yh>#NU2Y9}3LZS2Y z+A4m%FnJaIF!a{DzxiNVU-eL@$n9>3C46uUGW`kPsM`3BxEd zq1BLCe0Wf3^}U=et5$=Q_`d4jk`XcxP>q-DWu z6kl#`Y6`Sjdyxw&%3WDbJ5B|@M>LDOWBV_ix}vnq1@4-5a9dNy1kIXv)9g5@gY{9W zGz|{mCE^j0G;tl<{dN%-k*(oypOgg9^NF3dW*Utg0@%xwi*CQ|&kX9ru3tV6CMj{INsnwZ=o~Vb6ZR6>BV12NV z0N6p!OuhWh-A_V*M3j~VJF9Fxmq3Cw9!lg_{$u%&3KRJ>WGMMr)LdGsbJj@rNgAbp zdZNG@bmoS&;C;8gM%oT6xrj=2Z5$e?8-w-xMk+^het%xDq<%#NcO~Kc(O2>jV*n{2 z{S^>N`LBYRrzJ40%8`902SBD~kDjwx`6owU z-{y~jmD>cD#N1lo*#z&P#)3P?A1^lTTgE+o@ays_Vw6Yce&w zIG|7nhdh7Y!>PY0hcv~7OKFpZ0}?+8YV$%%AM zbNYazXJlj`O{Q`=dqRh#;+(C6_vhNU^zTuw^Kaw^_Phr1WHH(h2o`+ZV=*YSg5&SN zP1n&L2cu%Ai1EDaF_0*x!-yUbU5AKrMjH=Xw^#{DF$h6v}q{#*1}e0Yd$c&sF{5ePLeGDJ!c8AZXps2KDQ_mW{$4mO{^ZPewlb@hFY#EcO8jV^~Qk9qg}jQ0EUzd z-<&T8)eJy>of|oZ22^ymQH7#zQtUF2PzoRd_PzZ2dMQLk-LS=Bkxvd{rrC~Jg95mW z8r)SErhe#0tgW)(yEu4b$z!h-4LkIl#;6F2W#ot9enojZsq}0De<%X;fYP&Jt~!l!Ko9}v zj1+X%6oXAv8N|t6;zmz_T0FZ{B(~V=PeB3Yn1Bt$l+oVc?KCo4?g8&w1Eh(Y)L);~ z*B#65ax_C#w!)%^6ovO9OwG)^QZpe92Ww;_Ni}w`A=WQJmc@sejN0dU#}=hZn&sog z6bz^PpB|1#?x34mtgubXH~7ot$oV)5zZ+&2pX=$ywtI7$bDj%?3woo}J8hDYVYgmd zlvUBUWA8N-_zY?kiP24)z>rKd2g`(%H7_3#5xb=n=S#eFE%c^Pw#9>rco( zUJt-8?K#+!mCwj|;}caXlhdbzzMdcakL@v3+btI&b7NIE4acI5z&{&Hp~_R=(tTZy zBQ!bnOM=y)Yv@ozLOI&SXNIk-1Y5v|lgD`E#aD1qVUuTI!5LMk0GBHXt=kX@+M0qE zn_%1w&Kn0Z)?qG=@;9165rDK^@Mvtsd`CjuwSVtD!@Bi+7(7;W&RHyumVsEgg%kMs z#an=2M<~;w#020BL*G>1gsA&+w&Ty^O^~rj5h#*MV96v~0(=22ONhWn*eqoS=0HyF zArOBYd_P8BuY!%mW3WuLc;f;_Le6uqBfNEPw#(lds*jsQ%g8Xu?1PWs+uF2jQpDzm z96o(jpJ~#F-Usb&oYgdbI$WdsETWz<&1sw{U9XC@-`xMQb(unQ~;YR(!?Oyyq5 zFJhe{ZTH@z#+ROMdJ4cuHaRD8@4>A8(fb}cs+WagM%&twqT}e3(SxIAgL%A2YE-|%5vO4Nl%VAa?93F(e@#w@w$5Yo3wMfR7qQ?G3oy)81m6sukO|Yh-6@C?ztk~E z&!gw?KumdS2U}*ExR@I^zz;W+2kb#R0TH){iue7lkId#gE+#LI#|G@qA=W`^+vmp7 zL;3To>@Fe(#(ajrL-%DNY`xKQ6QA9n_FK4wbo785^c58X)`D=WGZ8(0vW)Cd+)FFO zCZ+#_tyYqgaTvz9nTdGMSrRKErJQrFcT~5MudTx&NZa5qF@Gu4&>(+zx3I7u!gZLp}3cthAF$~QUBl06Y51sd-2=X z8>PSe?;b`oVH8Er=CB=(M9!H5{ibOi1PH^gC*Tq;zjOiW|L$RW1S)_>e}S3P(##M7 zr}miQK^LW5uGFNdVrVR$5pRHhogQiZ3yu|6m(frUsI z+`Ca0j|j45Pz*4X_a~0I3W#A7a^kovP5s;-PsW~c)^;)s4zv9We z`{_FOo-AH35#o@BVe=`NE%C&EZk@$rGL{IA?J*soS~v&~hf~WOP=Q-=;C8V@)XeAC z07SxwzC+g51;*ycdUkmfd9k6Ai(0K665l4NB`=AUqpXm?f6h7v4ijK`+2(FY%Ux=8 z?wWvtY2vk`U3WK+ZP39!_j~FF+BhDEB2P%<^=%I=6S@)ju;<`OBqxXPqUxOZ96}b; z9Gj9Wm9EY8S>+O}CXv9IMd7siL@pS;81_{LPLi*GBTt8i+Gf@qQWP|j1bmUvW0-zxHD+LDx8n6H+T_!jz0pb^El5wtO;>r0{UDwMB z5p-6UX*Z3cKuE-JEhpj^EUE(94)s(FHzoI=!9hH3<|T3;IgfoEV91wLH|(}PvCe=Z z6A<}xK~|mD*7D-=et-jqtRrB7Ek7Eh^AFs>gN?$d-lh*8VBO$2as&B3CA)wLBkF82 zn_C0k71UtQ)AgTgYM;8zQQD-!TF6$1U&8bHW!-3^>-`a~kEbW`infZ1HN5Y4^KajM zhWcKS(K~LH4dpp>VO|zP)DP5xP#Z7@d3_R*su?J=k$pk9(hw^WELq{Wlf4 z1gZDo3TEcSLl5uV694oj)Nya;?8@5UP|op!(QUk2IZ?5HKpI$$nNGOfLL^F$AupS4e@b!`Fea`j$aZF=2? z&~|vr#P@-`sW0?iY#BZDEg`rwBkev7J^c&Ejy&6u?zFYxv~FbKuzUCJMjPMj$&2ML zR9v~u6hD~C5TPi^JALdf`<8yWUGAR4CPFse&?vDiV)b)GDX2))DQE(%!&{dBil)ni zRV8OI+6%Rmv4n22WeA~#HRlm>YQs`-68v`nT@kQBt~6y4>x&WP0F!kQG-I&LdsjUd zDhG)>!KmHPN0@c5_`;XPXG;4U*Zk|_B(z-#%38F>ybi%L{!)&Q48DJ1)}2t=g(e#D z56<%yBC9!~Y`tNe@6;(8WTS~-IfZ;#{(v^!H_j#kKj3jQ;abb2GfU_YKfWXt2SYAW z$IqiSIbgVU?F@!eu8LOf!5&@HjMV6AVsY-rKOuZ=9JdBH(b@$9$wv&Q?WE*P+796a z4#y^F)vAV2_VO?0d{~aU5;nzhRGtX3C0_R4vt7;6@qgdTeHMZ>r1c+K0^9Sw6GejXdM)~`S|PCuM0fueZ?hj-bhX#lPOOYzKctIrr_Ni zh!r6^rA6|-`nAeBNQx%WG*YKfwVRy1r69-7oi`Xgc?g%Q1xF@`Y;G4#hxJ6M3J+{` z%881Ka=?X+t2=pMl+OjxUGfhJ`lT35yiE6M){9AApvJvY*{Vs>2(}|DnqXw!+2V>6 zImd6x#yY{v81LccO`j_glIdducE48nGQj1Xdk&yljn3Q9Lqf=T z6(zia3)UF#)ol)Q=l=Jt-K&qm zKq91UxajTMx9osj+`KM&v`YI_pGH9g!mcd>b`P;St-#e;#?>1(6U zYMlE6(jVQypl}RSmy4Vo%uDN4OnsDwn?J?f3`4sxdhxpb`%7DRNkz6ybOGQX z)N=>Jt`^@6DVUgwkK4F)#OX0x)*W)*g%~-NRN={1$j1c5|HxAxqm}Cn$!koRCZ==! zz5>6{-Uz4K0Z$~$fEZcj;|FIu!A&~dygdtR=qoausF`ckw_v$nVfTM@?Lw1z{$a3X zO$(Cd)d~pz8)g#!=+iZZgqvHXToP*yv!0UOVj>&Y@%^LZJWTyQl-*CJ9rKXbLrz`} zTxdRFUXA08XfPss+)KGMmqEkhWp%<+NE@cM%)5Agq*9(=kLnb(R6XXg{|^wwb_VI7`z zM|8u~#nAa;@YO4!kS$3NpT!|vqEtzM60X20Dg@dPl|XQ|A3;_SjtS`Sbf(Sij*E`x z-l|oTn5r56_E`r(X5ujNzABiBF!~-)4(s{QL5-p9yhLogVjEjdlnY7#;FmXJM`cthu&@ zIxc{f@%xb^$;>~$;wqZ&9N{cGP?Cxr(}^Ok?togXt8ERPUlKBIk=Kq z#Ya8`l}%l9%6^6D-jU}5+jL3Zyuh4M38G6)j@+8HA&F(KfBed}s@)GeELTetg`A*5 zYH~4gV|!EZ8;*aWWH4o|6|Q-AT!^BvpUeoyaKYv|yZ7TVbr1cf$B|wweta8S5n;(i zw=*TXiw@ZVqmUZ`6NnsuEVA?_u^J^If@W>HtPHVpf5k<6a8qS&5u0*mei87JsQm3e z{D<&Bg|K3Nnkt8y*aR?f9+SHaolvs&X;1oQnaY<|TBQ+Ovb_eAsdQvL)XkgH=_tqYh$hS6PZEkSNnzP=K%&JVC;zrzlj=i?ugo@@yx8rhm!d3d94|B{mo z>Y*UdS`5stQGYV2YKKbBI7*bu$BRuMpGHXZrAmz58(YnyAN4?-2XO@W<1R=w3`h+m z+bYDS_AL{y;S)2c3yJ?Ae%@HBk?osj;%-+uC$RzHnn%z&%%DTFASs&2lictn@-v|>;#5&w%c`xHff z*7X-|-3G&<+bt=nUY%SH1v!&Svri?44?R4( z(IVJy%cyjI&jX#mxAZ;zhvc6UCpdAS-SwapVC@rt5goZ)6EYVH zYWTR}S*vQQv}dUE!Yq}7Vxq7NE~+;E?(jQy;_hS}X+(Uxtgln)lNZ=aQBDkTyYmWy$dLX9rHSlulZLEXz#Uk9&@gLSY1=xI`vDYcqW~^xc`w-Zo0Lz0#=+!$6f-kQJkU^Gy>*M1FnRN#pGQT* zadm%dAD9+tMbSflcRo4Vq`8Gp);>2K69Tg9*1K z9NKt@14ulY`#4NvFLQiR;cyY8(HCj+p+Q!H*vU9baD15wn1rTToO{J)YE5cr>F7cX z19^8^ZBdVI`U#vRzR%WYwEkQ@Z8w^jXJKGqP}vG3MWxvVME_`;gpv`DRkcdlg9~;0 z>9jgNyi?lzvo|^y$EyDK)JXDtA(U>$;~~tmxuVGb-~!4!8hjL~<)|q9=yrXM8u*mg zuS~rrx+q3`#>Ak)f9LoXU3lxP96?FLodt@kq-E3|kKGW}g_?TEfs1WYo^62#Q?oB$ zz8r5lLv4Iy-*>X<46E2Lp~V{km~QEy=Rh4@*bR{fdo0IS#BdC=a|TGH!G}jH!+0;% zJ9@!?+8R~88`Twj?gq59h&b^SgAKI?{w)3xDhN2QJjbtG z7X>#43JOTM{t9e^EH~NX9BhPf-K_;qlOeDI8|n3vJYXd!KBtLlDXTlSNIqL*5P58d z5Tt{tCRO|XbJ4I$9B})#(`_HL`u<QIv}(FjJa#PXhn7H=~7#kumkJSUP_U7EB;& z8jc@g#we>ir%OzJX-ypOkmP;=T)Zmr`nHZm>4nA{>LJJ?7h3PJW8@I3B}*LyQxRya zgkCD1VsDiVmye0S#U&K3Ar$HT`}aKq3cF)Oz*07ZmnE;|h8H81fITisGVyLTv5vrY z;CI`#9E$fu`T|tq_jqDGvFWdCwKq z{pWCUaTt1-2zyi&6ltB_^9S87zVlQzB2aNR^r?@+c4)X`y9kSBD zejZTm>N0)+rzROwNs*px@$SueDV%O8e1k;y@Wf*r+25mGU7dIRrz#dS>ADWYna|gZ zwe@*sSl2kw#))ZI$mrX$bFt*sC1lp?mhq#sEu+NfJ^T)-{(AYyYb6Ii_QF)F^(P z@knPX7yZcR!j%}O9!KlSQ+2>S5W_csD&4Ab6nvsr@_GK$N6&!wvyV<>CiN}WV^bWm zB^CF_);xoYR#Ds&N%PY)Fy!@ly|{?yMgL9`%IEX^T84SWr!RGlla2g`W}$WW*mK57 zr{a01NyIcj=O;WcsUf9$V<5B#Sc_grp$qK{_{TEA)}76E-P=_8`;-1edoCC-Hosa>x`X!CaZYJ!WdK#gDoE{)>Flk1RXLZ^%3F z593cW&#L)&@4Of|ci+I;sfeXdazZ>8ilB;s7 zUeRf3s=}I#dmdNDb@t%g&icNMX5$gDxzxfPWZhd}Rx=k(+Vv4#*siK&bX}6iCiQlZ z%sed;rQFGwS9tXXubt`*9!su*LYIo4)=GPvVVs4&Tu=B|ZGO z-W`F-)rXYIA%@R2xMgGiX8I=YqP9c`_IJJe@oEA}<)4<3DT)_ey#eeO6+sdb+e%?( z@6pd$H)T{tGylC%u+Tf8{y1=ldS(KRssBfc4^GZ-@|0fd7*Y|*GkD{hgH=V}msaCc zRkIq&@YQ|rJ3qZ5d%*9+_+bdO2XW=k(+g)k^?j$@`t6xNuV5r6sRZqDiMGTUR;p%Q zeCPMz2ua(SeZ+DEFZJcEsObCqZTt28wth(bf|@mvJP+Tt+mJ9g|qfg1FHASht^J_ZSmxz?s1A14x11hlKiel5Bh|8WJwK)|$O z5A68-0*HJ_9)z&-Zp6C<>R#4pS8Z67Lg%Stn+G?r%beT&qq=?L`|f&5rnmnPU>)dq z(gGIdw8+X)$EHqt5>%-t2&w@np>~ZAHSlBU3K}JKb!q=2Uf`$S3_kB3I5FdWgX&hlGI5 z;>tj(4(rX2##WnWUl`el@DZ3vWr&vrEa5B2$`LV$WuzYOJg+c^+I|G~omu|tK5<1d zJ^E|h4>=*b=_@E$E<7(@d`?3{WIK6W8~Sv@Umc@_l|L$Pmk4p;i_A40|9{e3O50oj zX_CgbKxH9vDg!nvcZ3F&EkLk zKj2i3>U8&s+2`C+rroPSU?za94?hmy$ujGm*C%tEAl`6NjM+!Y|0e`sxS8jkVAuE` z279}3L>GCd*ae*v8m{~jcQcd-&hqAKIqhh}GyQT60{Xa4(%RhmarcM-OeiQ4EP*SL zk;|N?aR%&9B+hQmCwJD5zsZ`ZQ9dZrp!pv}|7e?EXe}3S?#B+Al2$!2O-xm7+$tt1 z#2IZ38%gByXa~jQw_%^Rpg>FH zO3V6^zTvG~FLkfg?LQt(yo{N|PM58%4`R1QhHROoW;O7=(g3J|ezDKO^He`6#Rn~| zjW_;uDOmNPJeMo)sRPWmaKlTGkgj-EySS--xgloP@=E@lccP7(54C%js&&neH8%Hm zd28B!sq4)%%N|+MOT$#)6?y>F4&@}2C};`8}-(ypsae+6v( zhJj2tt8L=zYLR4Ii#|9vLLVC+iF%8&PN zmq}f*v)OoI`0Wn5A^9L#*Y^$-t7IWWIV*!a3{xIZ)!KEpWn5Ce7gR6sAkOop2k~iA zQZx77CvEwf}iYutwZs;nsf#I1a9zk66~HXwUj& z=74?^4h|N(l7Ga}3X#S9kjnfRWJFF^WtLmFN#ZUHh)+qzx~=F_XbaUCJ=pyFL-6-I z*-TAUw!7VL&Ldc>Z~SEIV<~SCRP$wmYD4~EQ}bcJgYgxk9KtF}-*9ydC))`0BmE&P z!KNkV%6m6{KenTanAmpf%Qv>(iNw8`J!rsAhoeeNY50+>?Dn{mVuEhA8xyKl8H!nr z3Wta|f9*C0AFm($scY%1$0jb~vLtbPd}Z^xyFC+5elkqoyoz0ft1vcJId|;`T-?8@ z?&s~o{XnIlfPFI^Tju14^BT?^S9|tPtD?#qyuzZ3J4s1qKc^eYb~uitq=RA<)khJ( z7fCh={qAXN>}B#lCf6M&FHwQX2q*Nlp#_sqpat1CzI8JTpU%Lbl(0gu3mdl?hR?n*Duq%OQz>{zs4M20H(nuQ5~Td=r~)x^cf=&c7)3Uh zexJT1#;I1hbJnao<@!1gW164ivg5ZOky>$b5hqn~n%F>$LjFHHmbBh(D?J zm`68{&{-Tp8H1VGS+&vp{t&b7b4*K0y+e$rZa;}mjS8S+d*NqI+%K!u6l)|C=3O_g z41KhDu9Ldnp|w3O>n7u#0LR`tOA{Lrf~4#q07&JW*xE6d6Z?@Qi4vP{I z01V507j$yE;$B}iPJmaW4c4bQ*2Aa^DLiYfcy29r8P#ibHnPxHA;*<8#Q@M za_LnZ&u5cMFLkVA?Z0%jP3$3&YzX++hb`vxDLSc9P|4C~7liJh&0kkAwSNME%oo+p zdc2ki_CLs?DAf$v7Nq74Ct=f(k@p;k+BuA*R=zT=U7^3-VcFA;xS`NdDLQqT`kbAl66k(@c^7f%Zo|5++%;_xIrG(-~IqTzX zUK^7x^4t9jXZ8~u22k+L%&eZK$1vg8l0RJ3jNH|MhlZFLwMPPjZmj!_(|my zitwpneyJ-LOT>y(lQ$5!7Wgz`OADM7>b;z>uKDr4WHQK*rMHn|nuH zbnDVUd;l7hM4II~Usu)JTo+jss96PD+}XFX;adOrF`?knjGwj%aod^OKC^yvv(n1|R)9{{%5Ux!~`#g_w}m5PD_H7X!?{<3|K z?gX;Pgj1ayL(Vz?z6lOYM@)wfsNTSX-hNNhd(rP9i`Y+(bb|cs%jPh)#})0?2i4hDywwFHicQxp)(1?KE=-Ct2rNv zD{rD>o9(NSS(!4LRoz%(CGWrz>!1Xf5zqP*k0CHHLCpg=IFH_ZUW=e}Cn^D7b%Huy z+R(~}atY{4kq)b#$H-MiO2I8ZT;o?FjywL{3Ys9~mrF``Yn_*w0LQ+NAWOemfGdA0 zXH6aeHKf()^+!2l@ok$4ek3n~eQfR_&kZECl#(hz-NaC%W+E?b<#Ofz9Nr+*#kO*-flFx@J#i&ZhGBIwvkNK!SstW>!9 zB^FX*Nvm2py!N7gweZzgZ$f7VhBTe*Uk-{k{5E-_+;; zdbTtC=lS82`=#!}-6Vrt4zctO7y~G0C8}~O4lU9%MA&~?kYK(#{|eL894@k!9UZU~ zZPTvESzg}E|Is0XLNKmQgYh%NNx>+7!GZJotHpe;%uY?cRt$A{LL%96kbM9<&o6_` z$ugp*q5Yt;HhxNY#X45U$4}T<-1ET4zR6jT4(OmQ{4qQpdys2tkHz|&MS1r67xJ}3 zs7k`q!bnG#)T#$eUJXJ0nw!$1Fg?P{TZEQ zrEcKUIV;bdrYmZ3<{WFK@`^9Gd~knd4OQ_)XO`RcIrOKmKX0h`CaQ{-Qi14D>(N%> zbPBUma?|^m_rkYkQgz=0AwePk?V#zl{2R!6Q)OaPNBMVyv;7Tv2b-?d;3m@i*?Go#UZ~d9k=C20psK)T;Or zN+feBw->KuS55}lrCDS;6{gmYr&~G9Fz%OF4q=gNSy9=&XAB!wUSvG?Xd8)cicU3O zM$FU%Q`{3<{{Hr?D8E)g(V^|<`uwm}DeZPr`s;HC)JsEq>G@79O_(m$pKL*EX#SAQ zogFUF(SU*6MGHi5q2P8qZ8!Gets>Nj1oaKUl#{C6e|wU#`-2!_1fkW`VDaDdXgU1( z=BxGuE_|)}^U`@0Y*>x3upJ}6!e6TFW5UIu^D{yHQ;m8Jp@wzy#rw8ruO!aVZM=^$ zCu~mcgl6gBi38@CKmZ49NAsn@+X7v;f$A`-_E{aLDPf=`7$?SO4VKl$|9~3obo?QR z6Vb)8-oG%GHQh>G>N5~}!d8~+4u&Fq@S#Ten<|MHg`3E4TRcRxN)g~clws0xiM_?R!ZrGz!?Zh<68{< z(DI@M#em4d!AxWTJQ*7T(gRpUgR32E3S%D`QUF(FUwWdugxftb*^!8=??kOeFK;(} zm%h5{QYX|N>LJ@t=v5!7*B8oi)!x}@(!ed?{zj#_H7n9WE?kvvf~WO0i`vYk8Ckso zgJ!cJ*yGKPYjrTiVQ}dLaaBmgkApB+}!%sTX=%M-M&*)Z(M9tDx%76mv%aH z+3SK>jMt838O2bq9z7a|NC`QK)hm7WCi89T4rhZ^G{Er%>Eab(SF74SYC7i@(ho0pCcO;^`A zLh&LIkZucRG^&56n;??V^s}1Bi03#7&bA^jVH;jKQ8&3QTdZ?|4i#_|)AmU*A=kF;VMHha<3!s8k_Yw z+DF)Li5R)Mf#T2bh`H|wxUNldXiQHcvOAR0!G~;T0P743M01}f&~{UMy^Bz55_vR# zf+X^GY*BqcW>@`vwbycdM>$RB&zLAyG{lzG78TL8G&s&p`YkWBbbedK&9en@ZjY0T z>(mcQ_){*>bz%0r!;$V%qiSfhC)pCb;3}j4A&<7Iwk0Tjt<$pJP9Mf}{tWi0tkj$n z%s2O|(68sKRXA&0{Dt{k(Cc?2M=!U9hi;z00^_R&Z&PH&AV01z0OFhZZsZTOFoy(a znt3)u1$e}DrfP?hfM8gJwa-{PXG7I7eg7Q-{|xrKoZXy^2C0>OKk61FABZ%&CmVGp z#Y9l&s$ysSC)9m{0+`GeAyBFc8}J?Xvlo;N-HbQ{?cTHaKGNZk2Jnqy|3sJ^MVytC@WkH%9D#Q8 z5l<63gjPr9S!6s|A|{u*Qzte~zxF+ybCOhA1#r8|-a)~I(5_j0ZPGV8za%vSiXPZ8 zxRC7lX^3+4)5U~Cu_vci=r_*;5CoK|xlN^B-&Yt<%mRpogqvh)m#85)XXvI=p4 zjC+dR!8qK`fjzpg+Pg)1X^vXfcLRutR6-Ssg5^K@L16-UYtzEod@;U1DX#_urw2gW z(bG;YHlqY4oBOTB*HM+IbPkAk{V7>blZ+_h)X#gbP-xX|(W5p`4LO(p1wyAf9c-03WxM-g=r z&_}c8<-SnPYA>+1^U~K*sS@zpvb7ylz=g-(5#6A)Y@D@Hae&$A#EayI8Cb!Z$1C+M zGE3`4TC_U^55UCm^*FD_rnn~~ug~LrpH=T`*W0G2Hlcg-x>cNnE_cd8Ew;W`leQRIR8)i=yL0CbYD{P(HgS~4;es?=i>L7Y@Cd#S`AaslpmorLl3=Y(b|P4N^PLb~7u-nUl>FB|lSg?XhnjdjH(2rkUZ6zEGQ>v)g8DxcPG{q$?(Yl+f=oJ+ zB@>(yfn?g!xa9Z&DHlQX;f+>M8m8q6S@C~B{C*j^?=^%^&%3S9TTWLA`C9N?es#ok zecr8jD041U=4@)O;pSOODps;L)tx-_LlrVICNL!9TjQOFGOnei0lJr(zpmLsAkxOj4xVl5_Y|PJjTqWs^ zZyodQ6=@F4Ww1b8i4npb>Hj>O8pA=V3L z;`1DL?8-sTH=8d>a{0`;+fTJJM)8%aEX7j_6!*M1%At0DbxsnuJdT}NEPm9=*Vt&a zaY~7epjjBah`cIwpchudI3g!|B@gZ9v42a}9sm5M>4FF${92!u@I~!Y3F2T#w+|wV zPNac>sYYE+Z+#K9JeXFpyz`eH@zHa<{38iK={THM)-A3Ss%071zURy?%U%@cw2uY6 zJgt zmnNcs$GegrY~lrj3WP^q3w%PFT!6&N_2Pbbt&%YjO_20!Y}mQc2W#U5BhRDN&0JI7 z>@&6^%~7R9PySfotJ6vxrN+-qxn&CX#CfXHt-7yC{a9O- zg4!iAxIZhU!M^S z6A7x%1M1t%1Lzi6Kpee!#xt>w2e$n*iI4No-oBKbtcx}!`KQvZv(H)P^z?+o>j$;8 z*k#PB`^2U>f($FA7~PK4Q&G#_a7`LIx)GDiaKO#)(_ib;-(nVsMTL>SF{(d*nKTT9 zn}nB=)K8_tYw^6ep@6o6QM{f!OYv|O#Yc5jpB8|3dVBoVCK8y#yK1-Y08lzi5g8vf z6l7M|weUe$R*oIjF%bViU7k5$h6v{!l99Nj&-o*Tp%f7k?zVC1{j;cMfo(NX>$6X} zgE<)CX;YfOd{Vq_>mXimkSTy<2+DbanC$V6^9or|4glgxb}|Z{g5`D9sI7m9Ec=sU z$eF(@%D{mAsg7Z=Do4dDH?KMDN~JXvM6`v`Q>=1O1`0%?U0a8fJrmBMY=fu=&9qf`tOXV@H1_|z8LyjIPea#}FQUO>sT zZ!NILe|ucz>p$hp9XZfF5}hxJw2ews2F>G$T@ZHG$HdfHlspOrspZ;Rm`4(5< z?#YMqj}s7#&qfHMWy;Ho!dt)PIjBIDPPG^BqFCa(Gs|vsx6?fjrQju?Nb?y+HaJ)A zXH@s;w4TyLyb{YsW!X}Yn&O}24IY+uA`y@OUJE2umn}Y%E4qH|`xqz{Yb~Gl%DLY3 z#-LXtbpKF3bTnQ15#rMA32?$VWQs7aLf1 zEv@7qmUc-bjj!pAiTBJ>>}1q}ISJ*2(L0#-hs-YH zZnB~|MW3lQrlL*CHVL(>+^im=g42T9d)VXbArqx0J8;~%?$Zz#l%_eR?rj!ZNg{)X zP44}?1mxsCiCYC zf!qN=yXDeQLUt~*ak{WraCR_p4dzvTOHJHu;Cc+~RNlp2zig2-h*lVvRX_c?HqUcD ziS%iLN~YyL=OfnJJ!gwe96xMad#4N#ooLCPR0@}aryw1wR<-L;WSn8C={x;3N_=yG zc-M!AX@jqAIT69PwKz3~CSIKEVjsCQJ1f1G(jxUj_?1;bGpZu6=*~X#beb^UI!G*l zO0~50u{-}09$*WUn{3W566^xvpe*i4&|_AP(e2-UP`x(QR)1w1qr=gEa+nFk^s2%R zyTsXkG>Hr0CYvuwl^g9RDYLt#K4R0~wu0b{?_ju(i&gk58Ev%(y7FdpE-rqGPPVZl z%gp18P2rP|tScM@q>@zW7=Rk0vA6VMFQV{n3^PhZ zM~`5k_bh#boI#vB%il%Y?UXC+9sN!kfeYXQkp7nF!W$MS&|Pg=Xp!AL7VKR4Nre3( z2Xk~I_2SXA$Bi1;g{m>9GNWAqm3^MUlx%{c^g~`jGKlIS%h>*E>JJhvla|!4IqP@I z5j`RvJ7&aWt-8^*(_k+Md0uwBlfDYm93gh#14WMnh21aT?=|~e81<6;jn@|4N=e5y z^WcvRLAEEVBOH}Xq&Q}!J1j>CQ(Z=e*=1;|VxWMlyTVXQedF)c1Kx32|kNB5ij`%;lypd_DC+A`1kG&uu^OG*W-oLEixKf z!sOVy?>8_rIlXIiiTgWBxo>Lx5RPWmc65aA_PW&!&BmF>1Lpx)EUqM7L*&HqaBr?R z+xRK^SUZXN1WdZ_``m+v71+B;d3;tns1-UjDA)pz{VCVy`3Rp31-o$PjG?%VOSORj z0T}9wi?@YDLy3zkmaFB*(3nIa&~$8K^yzF82779}x1u~u)D{oHdM7^S13tM*Q7Bu6 za0c#sp`!&5eOyWOdfPV7$^9M9>@dj>#1#_hCxkbH9z-=R%Dp}MCv2UsMyh7MNzuBO zv++lcKn8P{XCLshoMo%|E=pM*M4X5s6DEny;a_bY1LEXM|hyf^Mc zViH<9bQGa~F<1~EM$#^n&mjMuXlbuD-2;vB736RHFA`U($Q`p8XBOUwZk{q!6ry4i z(~DnMn3)K6zd6Uertdw_Yo#K$@dOTnnk?@VpeWAs`FQV<)O_x>S^afE(38Z|zXo46 zgtqit<8iu-#2@A^eoC*oT}X(TW<(jnlVY#oYH9%5hJyr=47hc9bwCeKMQH>3fZ zi6~iLU|MHEec3%dE7TZIh(n3YvPn&&6m_WprL5`7=ZMwI^taypk#d~MRHb(SKPy^t zvzK@wk*}MY_`mF*-a6RE*dGrJQ8}OAM8&EWzP?GN%aaNcR~r@!(y_Ww0B+>osDx}) z4I;GwOjAoMpTx>n@}4RSS8J%B78}n~8tfq5tM|{YjnM{4N^~muryq6QY)?Yo$6^bf zsG^={NqsAO)eUHh`Q zO_A!v`^B5zH}g-4;d=M19M(p@k4@yw%-i?pzU8U-2bJvKgaVbI;ql&+qN4QFx;Fnu z)^!I`{k?zfPf5}syUgSoWs^}M*Iwb8*{+$LO(kT7TwF65*?VV{oxQVC_DuG6f9H)` z`u@%zx7=~wXFTUQ&wM={o9mJ%G*iDT# zH6P{|xQUe;fFfX&m$Aj^5Rqc8VV|1mFcW%2rlR4B=XTbMD#;;H^PPMPsP^NpF_wz( z6LZ7?oxz14D1v(6&_26fc;%q*f=UNie%ROFJT`2Gzn^%=98QP#l92?YMg#Gv!rDM0+r)X2g* z%&VMdLBvh>6zC`1&RNI1`@uQ#Ymko&LOq0v141ayL(VHLO91(v5j;qMf`Y?tx5gUS zhFYJ4Ne-hMh3F%5s}ww5W*tq!{p81~Q!5kytXFSDuI7`lkA|9#$IkNmB-{`ZTrY73 zsBQu2B7pyjudH0wS_0_U#1>A2gQK8`r`8bg_Fwmq56NPYe4{hn>4gmq6tYO2JGG*) zdO)U0B!tZ`T7COM{m@Z_evse>l*)aIwX%Jq6jU{^x7s*vS-1|vrC5F$sdlR z6yy+JDgZIxsXO~)Zo7ebF_j?b9I8b@rHn8#NSb?Oa((xweUZSQO9c%ILjReA5WPf5 zb6o&j!v#SqWe4BTdR`u$H_GC+8UtDnOrwpPxzk;Ch6b+L|NBn>7rnWds8OeRxnwS z;rFtC#uG;moh4pEvOiM>5mNH}<A&H)+t zjoqB%leK0>lYl>L=bEgkh}))yg^Nfm)*#kS_Ww_47`qv|dprmDH&Z0S_RK3M;yRtV&{4G_1q+uD+1}?xG}iaa+^_89$=$T zQ&E`>lfATeb24t5k~HQi{Lp=ur91~mC=5}mC--UlI!pQuMkW-W&K!;$ zaq5CIa1oouQiVe*Y1aqH8#-ILwAXbLJ<10ap+L~~8L;CKq~^u9G(mV&;Q}vI-V;Da zCjH!bR6pJ8g}sl2th>P;FYosKouiP;?99SExSo=tmEU+rocw^j>lHyZGVXX(z1whw zi_`tp_D8m{BMr77RReN+w|XG1@Adz4SUzO3G8~`AZNH$Pfi{M<7B_N{IIcrj>!+Fk zUf^Cz-8tiuuhscmrI*+2yh=%I-2b-lb+I9l@ztuJ12(Ye`O~rrQ}t_%N)gC z;TQpc!&}&WfChA}zTw%LOV5Bn8HZ$QjO~}da=`QzjcvvA(?-$P@)hkfqS@g`DNs__hfdI zH6=B5wQ3g2Ody4GyV+2n>(`YesDLKO_bHYBT#c5GUh8qfN)GK#&QG!b2TBOH=9}vBiHt41R(jM(ZglpcDQuyq7Jq8KW7QdSG zq<-Nq&=q9XCW0e1eQ(fy-cM`D)uL8qmNfmF!0L~ehh$^jSqt>KR*s+VpZ%;x&!%Vn zUcoAg=;Xo*k9SQ{smFvS)zGAcg{W(9*-JF?yZh3u2D0in3b3V%-BUrI?D4;3|El-x zX~z4TW&eh zB*=KdzojMRa8Pl$P}F=z@41=`)b3p@%kHM@8@TlI-vfzOu$W4C-2nh<4=JEo`oaYv z>ibpLm>^?LiOSF8YySW)UK3>qGZAF4UCMPkT1e=(aj8(=s;)Ue9{L8N`to<6x~Whh z@lQijz_j2uXkL~vyAR}tS^$JQHKExqH`^Ng_q3O%P6k%)99PM-yD5OQBd!4~Zj8qX z^eF^hvb#iyu}olhx!nR)0&8F?PGFs zPsT44dxm++nzI0fZjtzt&azSvWi+d>czE-+b0YG_ZmA!WUEA*(;D@BL{bH-Ed6|Hw zARRQlarjlCMU_!Q6siycDF*l_`u+KCkWcp0oW>%$XzC83?-F0-3ZHE(V^i+t_l*jo zbC<}%i>5v(+iH(}2*Ce?*H)@U6maAkf;LJeKG>l8t<~20wN3`~rI34^M|TSy&~g<^ z)C1ZOp` z-)q?OF+gWxH{_0cObp-^1u0p7B#9MB{wW1^*U{;Y4`5dQv6q{2VW2b;6xVe1z0Ar& zpX)*&ooj1Sls8l`Yj8PgwHQ^6CKOBl!(43uKoc~T!#13@#hQ}%eYp*QlS0jXE4RB1 z#)N>BSi?_?{EH4UgE1SSS{=7_dxv5a(TA)7F@9)u=?B`8&v?C|oOn z@Gc*7x?W+9w7HilpHc%#5_a`YC7rW%oR;?r!(J0MG3os$&LIY39v;pGdNopIPGc_; za`h?NH7QjNKf>yAkAN+)Nk}N5lX8I2jJ}+5^}RGuQstl;JQ;0nwbzxKpN{}dprd!{ zbwJmQw(?PjLiNb)<&EYuSQ!Sq9ZeOM$Toto_-4pFQmD%NunQqyhgI8!0qhb0Y*hC1 z_ZO*YybQ`q(!dSy9MLRcTCNVD%%aa!lqtaFH*<4Eq0I%~4~`lr9$Phodc5M}SB>s? zC*n)OEOU0Z+CDMq;g!j%h1!ltq(v51C4m%=?1i>U5bgveW#`X;EdjQhf&JapaA|xE zvlloUEWQO=4+}PYG$&1>QmNy{OKt@+q}*NM~m*h4lTL?>9O0topUR{F(-P9 z_WQETkzQ2w2?3q&B!Iw+ef^Y?Jo(4v93r?vqCUy@YKOf6Bm_|q#l-f#NLE`Os&X(ao7Qjq5|vNZn=kv% z_*w$Eo|R**P{5p4ZzLdjXC&q!FBWOe-2oDZnY1dv>OnE+g@TyYXg>OfX}JvaV+Lt> zs05|zOg*ecMX1e~Q}RyGvGA<+yCfGv&_l6ziU1`cQx7)|OGy9;vMY)9;6w+yu6_W0 z13*DuGgXv6;9$c8Ki=h&fC10;_KCHSS7;t>k88OW`GAb_S* zhT_#p_N}RMr;R$w-OrTGJ1YVplxnFGvw_JxpN*acAQcfCQ=S2wbLZ#b^l8bhbg!_& zgQHUKd@%t2`1>Ss>c&nUgK#Up-w za?D97x7)oYC$=CPEoOaWe-NN>qn`(Oe>{(xotyIoi84BxF@fLZFgE6dA#JY=k@_B~ z$d=W0Y1`gZyHKj8PVbW5wCX+x494*RTEAy;>1q*UP{KnfK)}5>5vl)r>B?B{RSXZ$ zx0@1OVqMEafzkRw2BGjGYl0cFmV@aK28}@nL5Rx|22hwJP$+8Ofwt|dMb=|GrxAKR z9We+c(zowKS{B&Dgi%bxG4dreR1pj}jddJ3k@C7=s_qKP{4qhjL%m$O`-!&e4HfJ4{hfZO&r5^GO-vd~&XR!`f{0mYa1|H3gtF&8jk|gGw!d2Y* zLMkQ^6iE`p$|U(y&qyTk9$EE=odK;III;_oa=iVn+=8lh_dnphu7CYOJ!Rn*TJroY zN|Jsems(w11fi5_$v5bXS8)T{ofTnml!LdQ=IsK$g0cf!_TD3O)F6 zmCs0-Y3icl2UbePvhv_~A$Nj&-=|x1J$V@vTX;(r*HtH(3D~I7K#}|PlR}H)UEVn`LCdmWx||waW+IVtmwGW{3(B?& zK~3|gY;!|>56~q1)JhFQ9jl;H2%BZVm=4v;p?mRxj*sBB?dX)ZcQl`U9l(JYg)#xs z12tIKjc3PXTmt|I9o_ae+1q%$*;k3S!RZs*yiVoNBtUatzcJ5JQ-z+8gONvtqx9t# zIIj@|jVA@(`N(FDm9U_%%}~wuWjjgs4|i;zC+dGh6msT8MXRNCNghx40MxAsjCOj^!5lpEG(^_*>Wb&Yb5% zDUQC~kVQd&xHdZFwm%igKu$*kca_hSUn@Wfo9n1DEBo#5jbX*@B|zcyFv zL12E-D!y>KN=b^rz*laH#@|b~$CC?xH>EP=2d58M-+`x==ht0-lNMizSzRY87qi;h zN3ZdBc%^NRZLY#~byrIEZ;*W}KH6_s@YTL_;hHKT0V^ICkRtO#s3tXZs#{WGyO&9x zgMIEf90Q4;ybuiH22?>8(h7?~%}`Ljz4Wt8NU{_j3f&_4UV$FfmJ722MbtnjOn^?# zw})%bzHFK-*O;(H+-Fk8i<*_~8JPW)9IWT;$T>5m*Ex)ruG~sT0{SLYW0s;0OQ5%) z-x5MLr}kr^xZ0-qhLDln^ffSXrbs2;slRE5z5HgVGY7Z@-PqTtK2k zX#$qO%C;k%6*Nxn|Hj9#LLf&3cMW9~QTlk8$T>@(&$unI?2D+|_B>fBWNx=rCGYNg z`VqRepq71_gU|e?#8k|2DwSZgZe#0_$B$#js$}0Gk-z*WgsLUD*Cpr=5V`;=xQBeQ z&a!Uhf|-RcRQJeq(E5R}jq9}hG5shei6y*kK;duiI8yLC8L!|IQ zbvPU7l|513+%X7NSyP>WUT`q{^N55v*e%G*=)Bz(8vr!&+qp1b@2&Hpyh}F_D3M^A zB@cY(n*z&0fx^sF6Q`tNs|0!`j(T;cjqAsq%v*m45%FOYvhEaLX&Oh_g)8>jgulx< zvRknQoz1T~0AuC?bsm>M6u#h_+R=R3l#(xrNv-x&!grc-i|2EjM!RD7ZJJH7SoeZg==cBM%L>a+u^ZBw3D78)d@y9a-DLxjbu`-M5r)UmN9e9pf4uUUaqJ z1%;4ZfLlq+hx&1V*^Y53Gek0o%BX1xd znR(elA-Gr0=>Q1RyS%)r_7OC2oxSZf%bCQmy6ej71QyO?q);7bTy-9sAVegee%=t4 zE>_d&suQjp7wV$l%d6z)F$S+VcEyvbSr}G}ls}1HcoGy9?kF z_I-H{zYg4kig!XGcqu@j^$=KMt&Sx@TH;i5Xi@k4`BBeaV;Ay@BdaZr5Ge=W_nXls z?uSDB!OU@QrM!#Ox*ZmYdB_Xz(*8#s4djJN`+_r|HGeN|r-01v7z}~ZJ+(*fuq1!R zhE6-BzXmy>51n6EkzKh#Nq%QqrUsu#85;3QLbXev<{r`98+zKkq}%LQcNKgA^$3dq z;%*++0u(-t(c`L7D>w{v9NMa>icic_yx<)DovhJ6LH0Y;gsu?+rw9Vl=#QPfck(G@ zA0AQXlv>@pdB@jVZ!~@rusDV>0{P<$jhmu)r#8jx}7rXfQ(i#5h zGVIz$Hn5msH&#?=)77qAZ*NoQd0|@reH|?tgd_>)-L7J+SPy0~psi=b{cEd3gQIIZ z{@N7f5Xl@sZ}gsSyH1Tvz<uR{Ip|qOwZr27bE%J`R6a$&18;q3)-*()=ajrSg_w>sBRM^chhsk zA3_Jeoqk46(W|&|+K#%(cJnAG90$iNgoB5I3YjxxB^PS@iY|XD&@!O#ANH3xI8w;llEzfOieZ)d9H zgY*%Q_y>T_Q@&NYxsmZZvcIVX(a9zET7gvvs&)$0KR3 zNnVB$IKn=S(?X~r4lbD@T{Ibh6}d zPL3e-i~G#u05Tt_(lEq1pi6nI{rw}hRyDxY0K`Oq)^4qqUs(CPe)8%k0QLI@s-A8M zU^+xn6w!8W!88Z;xS*QE5UiohOvwOC$D@0q3yvh&n&U>zQ;fVs5CW3~h_hU!iW1-8{uvkYNPP{K()NZThn5b{Sb zJ8qP~OKi05U;%PJHlYj^ki5;-8lsOlC?E!L{mha{^d=W(azwZ@qvaKE`MjP_Y#f%` z4a9k#AV81=jZal#Z!$0>5|jz&e+;n}yrwBT-H1vWs$61&HiOcm{e{K_vfDnIzf}ZP zC?V@LfJ7mju;N*t@4pIiY|OStwcx)?_jNgNLFlMPQ;p*U_SO& z+`u7}@6zR6@dT!FIaQ-ip#}HikBsFrfY~xR0?bEBEf69#21x>-v`I6M8yF*m%;F2> zMjLDcAP&B%Tqpqq%B>r<0|}Kto}%;tS-9QNf}pEqSVWESRE7r-_R%iLLLHORCi$UK2*aU3PlGa;-=CF?ftZ)A-6( zF+i{}P8zlwG_z*j02rtoovY*UHYj5X3YBUum2`7++g)+nZ!<~axT4Qb)hKJMQ|iDQ6nXvlp44<=M4!J3(5!&n(qo79h|%JpMklk?mekqA#j=50ojW0f|FhD(~5oLa%=7IWtvo=u`$;i<2IFW$bKl zeq-G+9@|_tWC~)gmVKYdFvejWnnbC6|?bas%85*ISXR`Z*r5kw!eoa!<8k%}F6u)|6X>TL{4G>ta;9?E23gNcOrfxL|4*a($( zft+?N`LVl=u~D`WKxph8GUt>u26AeifM(hyGHzDEz)*h-y|1^=)p112Fk;{{y>p%q zMlvF%wx)66svvzxFJsfBW|p+31z4hK0wh`#ZNO3Fq}>3S$=d}GXlY6$>mwNt(@t_^ zBH0X??)gr3f77oy5M8-TPd+~|XGxJkfDyq-NIlyZAFQNa-_$R0PLMh)Ya0nevP&9w zRw$Op=UJS=$$yMCP}nxu+%@xJZ%NXiWVhA2m!=n_L?$!Kjzsac0#XsG2e%jQ`0t<9 zOM?6Ln2!HEvJA8H9S? zPptP2cYemkM^Jt(B+y<72+-sdJQGvMu%T%cSfo`ICr{2v1R=tTO8$;7jL#w0$<&7Z zj&+8z61q(uoJM!T1SDZ%j(AJHdS=Io1&D6C{QXfMf_no3!{3Ss2S2G-&_f7E-M=J9 zLE>X&Y10dA1h6|F=<7-KejXb4`u{QReXZ6FLYZXUWqM2kSB?1ZLPM^%X{W#5Xgy5l z{!@mQ;2Y!&EQtl~KRh!`V%8MXe{IRSbu2@+x- zQ&4F*HQk}V{inD1LgPLxS1dQ3B#^`PWZCvg!gao9thwSNWcUJ{m^09kmul>U#oH{G zx%GwxHiOV*$Z96``fU{dDGt{F5}Rh)(yiB>=&0uCx*+GHgER$ZH2D<8M;|(uOyp$z@T1u! z*-1%#O)+e^a?7JUjy8@gnJ{0P+>lCN8s$MRleQS|iAT7~)HtiD>{P^&t2`Rbk3nf` z`x4zpUF+o3DP}uSgJpc9)5~Yl-_+>^DT<~E#%%4@GC@Lj-T9CgXMP*Hts5?ZI&;|u z10XmLbC=V6h zx})gR{k_(uTW3qI5_Qo7%35{%X)PCSlKucCf|9xrCmxKh2VcjT=03hw47K94ny#xV zE%`LLDg~p@Rwq(*`9rK0p0}5}@iD*0 z;6HiQvaWgeFZLK%0ZQC1a ztBnLs+$59(Fj@AkuFwPtGl!WtmUssH_8LoA!A~_AOF>Q;U#2E1IyX<5;2MrYVuI(< zhIFAAUXZ`!!dM7jVmq zp}FJ1b(V`B1lgieJ$G&Qodqa?r%{UkESvQmto&=FWHN^5cg*9YVhZmZ3UAfCabiHW zMu}yY3K}I2&ZGw`gV9SMIx)H~Zn(1C3H@4=Pq~vr>5JJP!8idiD2c)ZRDIzn+E^Iu z>t1fVztWr@*f+zA8L~*5S(3-*Rm9m7a~*aFy|(+KDbE-W8M#D{Xdj9uPwztDR_pDL z@N2yQMBNQ?^5}3oP^zk)60<}JiCkTQz(+CFb8xXOelO=JY6Bo7Nha7npIXu$cjKzq zv;@pFV=vKmP&a@z5K3X+{Bch32EZk`+693HZmtMoR)EZ8I&(MqwIDyRgh(+}0{=gP zGEiZHhX1JVcCs9->aijg3xy?#~XrtkVNXw9vl>f1wv^4 zZZQ<<*s=hHb_2<{x@iOy*x@K*0SVnG6U2?yVCcC2+uD)2OKvSH+b#vUguQo>+Z%@p zbvr4Litc~QGnCm~x4_tuaX)*iGXPa)I;a-{f*$!3>jf~oD^LyWh+=*aVh_p>2|a4M z1j;pnI1Fw}K6vnRfQ?`+z9!q0Vs!M(I3yDuH|tR%2J~Ls;EfZ9lM`YC4`grzewQ&V z%$ytf&iX=Rc%gRn>jMlpD4^ie{dyA+sDd7Z3YCzk{(_J#fUn(W5Hd&t|C_6(u_||? z4pwr)VYL8e+X@}6g?t9gEOXyv>EDTSGc-=g`jxK5)qWx-!{0i zyDEdRIRJBnHBrTrTv-8$c;|SZsbKIW{I7DzvmY{aBFKq(Om^ z`P1(&&sQQx$e>!N2bhza2WW&)MsytzEs|Pd^$|b{-G!TuRJa^a=iThL>uw-{s^~-iwwb zCXH0HchsATD$n*jDTFWH1=E?<8}ZXaXpIA-zITGfuuhl|buN3njdM;Kc!)a*0Du*N zeD9;6K5a_Gx&_B}r1rT>ITPv6h*`v)*1yZFw;WLV?GWMzPK2zzBfZJ9;DaxF_V20ARDl}52L zOjAKw8&n|7u3B)n`hfGh{{Hcq`}yyu!}_ih%C58mprS9cqEANCWQ;zN;7<%QKV#o+ zu?Nju$>-~by+N$nM^`1js+g=MuJj`KdaD;-zvBP&1 z;4VEM0^l}s%zc76&J&@^b&&P#d4H2;Vb%4{%YX9g+slI0SDF%L{)tW>yAzs3)c6Yi zM4x_NA)1RJbO1qcFcP6Ya5XRi%SjpGLP;Aa&$^j~S*xsD-21**>#{LS1i<3F$La$g z0}FvE065iL4i2jUmCFb-Dja$m&W}o?T5KMN{Z%@1(?gg3$;}{C9soA%aVHMRJ3dIM z;@tF|oj1_=1t^FSU_o`De2=uO3dfv-GXT9GN1UO4I`(h0FVMmz;Q-`18ko1OOA5O? z<$@jO!lkw=aTuVlo0fNF7gQLM&v?D6mNSxp(QAB$be4i6Sj-14;IZ~v9$`IhN$P_uI$c@jd( z60evKR|N-0LK1iERxnm~hQ3u5FFyAQuCG8ZNlcG!DoR7Q26ZEm;Zj>iQTBKYFgxt8 zad67x<>3HGfaYvhh;p4F0Rcj3kBCiANDj+-WAJyECZ;UG#K~o11;Gq%)vI80;?iegGwDYV@~0Wozr&H`jyOHiX)5 zgRY)^1+q(YhPizL?Ngu3!_@@HRb{%>)Rs-dfwg7gi9Sfgf?IrLxUb%9xKDnrEG;C3 zAGXy`?{(|PcDRPr*%rRMl&K9243HZ7wa8MZE+>b`JU6g+eJ5E)BA9rkfGz< zb^=FYWJ&jt=)e6yc6l%eTdZm$Ks`(;d$UXy~MuWnU*Xg zIeCLE^1=~tP&mjqYww@rB^b&;O&epk!@5b882_ivano%Nh}G`}hHg0+XQkiLk>|1t z1ZwjR$xCUdrp`f%0o0ml&9sMvIv*Z5@ekj^nUr~?EwA9^GwGBttkwC&k%SWW;1gD< zz$lHArAk}|%pCI8o&JoF@By`Euk=vMQ=wmXkEQ(!RYL)8g|e>uxHCcsK+fX1eg5wyY>i_W6tEWGX*jZTyq$^YC_M)18J4QvtH+k2 zj$g11Vl_>Lh4ZlFOVR$wFdT>dDYhxUHGzidbr&CYe33La?+8P<+k)u&Wax=^VtOhO$3!FWPq*tif}Tzidw zD4`FG!TlG_AAooj$6VlAj@LX+!-SF`uK8#H37&_Y z06P=FqKedehn}~>`uG4p5Ae?@dy74cpm-}djGY(%K!Q1{4a~RyiCl-e@HJKqR|J5s z{N1xzp|%_XhjjZCO~G4z+9oj(O&bd9IfDNHN8SX&KKw(IAV(QNvsPCp9f6W68QeT_YakQ2;|g&<`7AY96wN2a z6Exg@@93db@}aGcpPk9C|3lG9fTF_{E9}1{00(BBs4)AVvvmqgB`WnF6TL)m(xl8k z9&}%%BiM@iljT?Gu9r+YS^vEmPg=T0I_dX>A}nmpR7+}-JnMDyakA=DBK$+IPC;?CK~X_{cUQ|-gGZd zXm=>y2_oekwS{;)>j;R9s=p*sYN{{%U4I9>(~fI!Ddg*{OzVbhxFQ&?U!Z3#+r4XB z!)nx(hHAphM4@b)A`|H=)MrslcKQbs0N!q#ruwr(~HN{I*KgRXeO)@PQ8>Hcv7K`tY$mrXR|^(>a-@iu><(@_jkIhFr}WY-T)Ck&#qrmHk5O%p zk$XIryQxJrzbBM&R{?Fh)55}9I(Up{wLR4F!PTnDO&6>*S$XNH9fHsWf0*JF*RC!N zb#;L~9&=z&(Z2ILW~Y*|sDpv~ib3ouct}T?H904&l7G8$2S2Zkee0D)Ld!lJz*?)~MW+8{1Wd>F$Q7fCcB*Lf9p|m|>UD0MUBi{2(n0NJ=w&`* ze)=76Xw~!f_oe944ch8@-QSFEj?VTCHM}F@azh}FLLN}jH(LVhzpC=<* z_5D-*%g@sHdq-;D+n2j}q(b-ZKw^6z5osHb^{8F25*6lIg+Ywo>_df#W$Tt4oBS(L zPZ-+V$gBL8)hMFxiW%qbQx4yln9?E)U18C5PsKsKeyF7t<0wOK1|Aa`9Kuc09#K&)v6*NiLdhgwJ9IO6W^ngynDg08!? zEZ+OofxQ5tg4eYBEU@ssWD_HGlkMn!4M zlh5

!v;vMQ$J7J1CEAZrru{DM77KQrPn3VEUDMrZm0IV-_T6`~F9Qem^C&2tKeB z$CryhpPF$Lo3d)IkFmrSNBdoRyfn#h0tdm1ylF(9aT;cumf&eC)wPv%D!il0zM^~c z6PFfgz1x~#eh!IyqJDp_$McE6%6tRW&LVTm19hlW6F*w}WU0cG7hEK`W_r%m+>tt& zhFGw~#mcet*Zl4B=^k9Qzd>psgr#Cs$HCo`^Y=La+G0cJY$e?41GU`H`sPW+GkK)X zmn+0(Ic}$}luC)~c2uqfok@j^mvLol3*X7MbiI;Cg7nAgHH-rrFWz?;dC?8sxUjhV z&fR-kUv~RCQmnQn!&2T&RbGm#$mwWU9OTd+-CSzPzqi0`=-RgK-TCbW>VTgLg+lkO z6rRzn>qJJ9PJrqKdR!XZ6Z>ow`x7N6gOM#uxl{rniw2}Cdh za#A&|U?BbC(pJvRc$DT;ta5li9t;i#*Zik4Wic<|(@M8LAoC~(~{HjW#7H@KytHlT8-jk6tSa(Rtt)2RG! zxg4ZA;|rC9L5V?RJU0-Sr!`f%wanNfKh5s14vQ5LzPFzTgaSe>R0}`84Z4(Nu#t}# z8V=Oh6XeZZBMhoTOEs9e_@fLsGj^ptdhKBLs?f#XUOzM+kP;Z2zj#3LDYQ*tgp94rjV~C#@t@5zNFhxZsMp;YB{^iB<7N zKfRf&PKvYlLw`aI6{qgHosX=hq0?Yp1e#FX_1D_a-oRpDkq4>CaZZW`xN!7?PPL4E z^rbWc#Z$P+iL4Cu+|W70A$(*3oeTgs2>k`x)APpbI$JbS)SdZKJvi+*#txq3-Y~A|wCG_s$kT%98-#88_K;L2i`);8w`K?Kpq&>Op7VMd;i|r<`4~ zTeQq|hl1xc37l8rB@%oTx08P_fNeytSiZ>QUOHV02!g~->d!9n_GXVhLeL2hfldG| zr@~QpRad&lYnKTKd{`M!rJX9P3&SKOx?V(O!DmAKE{cr&VhZxR$YclRQl$ej49Fdr zFYFYGyp!s9S8dB#H7lL&aQlkxZ{M?bZ7;BjEs>mkK zps#N!q~yuhpusZ!<+38)u!a<*zSBDnO1e-oL6R-Az{ggbJoSfW4^=1=2Pf5lyFY{m zR}Cu=Ry}MeV6{mzzj|`owbm@KF4e+KU>iJ>CPULk6Ols~ptbdydp$MQuYu+B`v3&t zOHdd>Y5zx>9Cx;bj+Mj0Yi`H2GM&xZEKa-Bt6L#JOlb@5G)mw79;WmAGo`TWw2`o| z-j=gp^x7xxWt7&N&Ilry6_B5z-XzG!e28YR8oID!Uo%T8NLouSBh8*Eb1tm@w|L6|AKtT>VY*wNa!vwBe{Aqel-{2$Tm&x22wL5< zVGI-A8uEn>%Z-^CLzuaTO*E{r#m=IeoTh);iM=U)F{msaGigF?KV8+>__9f7{<_7R z4obJVPBQ!hr%pRvz{dlA0qr6z8zwkdTf9aa`sVdZkUvV8RV;}QF4>Nh@TBO#t5yVXM%PySTs2`XE0z}|GVC)y3!cdiPo=YdZQcrer%y_RR8Nq1er4-#==3 z>!Fapn;EIoBjrX3PqcFiCKaG)THLm~c;C|E{>BQ1`Kw`6k=XTb)-~|C(TcM;){b5ivo{8` zlZ4m8_Ix2ZezC&|O!FeX2xcSG_lxdEO}pTZeGrpchco2k1W5BA>w$WpLErHVt6!c8*ip^0k8&>0mGj*OAN{#rt^@#`h1-i4foQgCO3&c1P6P>iXBCb%PXs zD}nRgl%yG)tLS1HyWP=mQ2eZIog|GuQFERR&4))h+mW&6M&CV>Dc^kda=lT_;%Xb2 zW?cDYpFC%GeU21uzqQa;-|p*rAMDoPWGaveJqveRN#l#{)qqG+{!1Zeu?UlpSf>eS zFIR~~@)S5bi1e-PWGZCbXR8rwC!Gm1E#D7WE^Q~TfdgDVG5wQzX^+%Arr72Cd$Xm1 zpdhrv+3gE*#D_MS|iR4+|IO*ZcjICT?;tyo@O8 z7;4EoJXSZ)R@iGi!tdGGbdhtM{d~Lf$MWPH&h*L0mni*7EjAwj*F2Z3^-hc65=y1q zaqS@r;*d5B$^<8(fz9NAAfP0MMEJ_1qAPgk5D&NQEPT|<4bCA{_qY;sL@{0XOp@AW zy_nTUL6URC!95y_G``a#x$M29)7PxI$j{&q)>TcOo0W{-9sZH98+1zUx%tKyFv%*v zTta4hDfUNaRo@9(-Q12DX4?yhXiYS8eWrck6plMZSexo*X6#}HYf5^5Hi@pTi9X_5 z;eDmWfYPZexP!58Zif*iah7W3XFBE)2e=T#r_?x%)7u4g(tb@BH?i{4) zH+OfeVs%Cw_eA<=v*}(*9(?9-!}AQkzTbDzL5U{N@Ap)E_brQ2jr%%~_RBFDxlq}- zvY5&yNdE9PzD9Es5e}g;T682PLxIkqXYm1j1(99_Q1on~lt?m?NVZO9%%pAbKN~2? z4>{+wvu@^lJB%<>2vD(H3D3hPvn<` z#A4)cla(GC<2o}xSibv5Tiw*PuXobqU=OAr@Y}sUKg|m+oufT@Is*@x^fIT_ z2b;pHG`w32s~YX56W?o3y>9=V)nybm)fp^K zd*R%AVI??9)0V(UT5wr*xCKp48OiH<58*ne+eI&pw-T|;JMW}7TP*yM1*w0rpKP&X zG@45$mbR@-$K470=b-ci+_-+ll=}U zmx%sYlJ{tpj`G0`uhI0MOUcYSrl;4?$M>S1_q@|*N=fxbN1eUt$ zq4Cchmrij7792t)Ri6p_?>87N$~mp5tFMOSIST}okD6JoatL1SP*$%w>7l?mXjw^o zZz@E*#B2gbLS3Sz+69`2oe6_vYG0imO-ta?oYU|1S$s8$KpkPl)_uE+l`G0r8g9M2 zy}fwOlnK!WO%CXvHa$pw4Ia#bUt0N0 zTy?)Bb{4=c`z8E8unXjCSxPc@63=9wQhjUO{9q#|@B|JnV}xz2Go~8lI4U-Y zIox}B7&fJm)e`hg0AG+G?-N?2K}jmG_OpRp@RQh?lPkAOXoV}{JMOf{BS`04f0N%` z83tnbKn6%8P!C*dM|-WcEDn$~Vb%kwBd$nxUR4EFbId)Jc-8*b#8(?(Z;D2)H3@ED zA_-{#1nEWcKyc66UL5)z=qr05f!kD4@BwRJw34(bR<^JyW>4X=G5N~v!$4%uQn@o| zmUgc6LHrDzhR|(%@?;N#yKv*33plu`i7uk#KX7>a!F73eyGT%A?!M=#9i5gwOxD|T z(*{hZ%ea4?%)gW7B;atVkO!EA?4-Ql6IKKn^CR|oAk2SGO!T$x?^2l!&9_n#Kfmy= z^XWXGO~gwcTS(o*99UGyCdV z3NH&JNs!{1OnkEDJ2`w>hvodKkv*$wU4wHKd$pX(2l9r5%wn`Yb~SNS^g;=l*8{v& zY@5O+ORh{)z!USo(YCKlnkT$XAmQkAQN554;K%4CFFb`am^;COk&!bnDhcXbaY_D| z_R570&pUYG7F}NwCMSz=+e-<*Bz$d^1LAhs#N6xDW@idRM{ZmEk9-1l0gK!SRXiGa zGNnSxqO;?7akbnii3GX43MGT$tp3a8qW{(Waz(1T?L;N^m^q;8#`_e1mAC+!P%GYs z*7oUn0C#9pn6TxM3H=GRXl4@{$vaI+8t!UCTY8aqUexvqiOFQKS9SHhPourwqCN8v zZ4G#v_$()JlrAwIpavyNnP^c5B=0^;Bq7!G4Hlamb=lI{%_$Sm=mogVy4Q(Yt ztbxZmS1f?c?*_5zyf~p~^=H`-O$D=Wi=3@igrVZ&>x*vyp$Pw~+D8u7NC)v{vjlep z4fynLZsoxEwlMHzHA=Or3(z@@+xdTTR9t=#Yl`=*=esQ$s#M+E%U+Xgo2^YcFM?{@br*H_vT}0h!_51gVBxAWtcr@)s1$)N$YBeH> z;$d-kxv$ZJeVp}@r^|3MjDHTv$}<mTy9706tA zWa_3xl$q@u+PfeLC3FO%bIsl?V5mV>&-39s&M4A)&85N{C9Cy*PTKIsKHRnNdqZiW zj6b`FnMd^8d%JHYr2M4bv5(bxppo=5JGK#&$}m>48W+0gydxp^ZC#kAJ`mJfE1k^0 zUH)7D?)E^e-!vn$m8Y5fMq+TY&EqG0U;N0b!!y<2>@T`8y|H)U3hrzik>O;$L7nBM z{4Vpk)MJ;VaeIqM0n6ESMvyN-Z}Q7&+2gjBD~f>Suy)1!6Xr0Ye$4D2}TsPCwnVrfHL*nV;Esf}B2W zXG{;SfByB_34rmL(T|#h<4Cxh@xY$glHO{owIqrY={G%L$L3<6-*N)=QGdhPQ1xxM z;>*Ax3dTyz#F^CpxV3)=Q9?^|&!nNIDrBP;DAKMc(q628)z9<8OU+CB-nsP3{QsDG z&wwVgZf#hHQJxu8!~#l@8BkGa0@6!#qzDKINN)-vVt`05A;dC@N)r%}8j+^7NDVas z=`{jE=#kzNS`tWocYMC{ox>kX!d=#0^;*~3oABbG{m$i7Z)R!>zCeaHi9ORm8UncM z<3;s7FB!(5l%$axpRFA)wB>mB~Y4WS1j-1q6M*c`-zcxmm4r`1! zc*Xu+NrUycZ}d<|)gLbl&P4hqz;m4h=85hA@O zU;r*J^SPAc!}EOwQ0T+gW0xnY)ahAcXOof&^j4xx6vD@fB%I2^o<*h39QY@)8$d6I z#T%90!n0y0wHI}_unpv+WJHPL0mdi+#Z)M$(ii-k(fJ<~{ zaM$x;-i?HwhaxyTj|Ox8b2dHOh!VN8QW%k`K(9dOKH*8F7INOSErtuWPM_d*a)2ee zw~T>}aQEX&9F@#o24%-*U-Cj0_KVq3g4Gr(iZ*||P@umGmcJXwmjfDsL87on2G^}p zu6Q9D`hR#aHO(v-b-fbX6R7Cj%A!qYt+7KDERw~t-{*eb{K`TvAc89lr6 zB`&L^e~iMcFshC)h5wk&;o1}l%gWhWGGd0cJs9+X@802P-bd-*l_w}V*d;+t-&pd3UNT?Wlc9;+B&6ZoeND}NY=ep$U=rq|uv3pzp7y5gD zKK^0}KsmWmB)Dj0RfpVYY)3{(Lb0Cz=;~T*(_96V>2;Zk>G|ykzJC3^{kKX3_GU#H zX$W~$`_^Mep9hylA~r0`*4bovultmMQIF>B3EWv|DQ69&uw8F8QPD#j63&1$I&-M> zh=vJYjI|gyu`+tf$FHnF*b;xV(yyFr^4y<~e0LKZ=PM4&ea#G;D&@PpVs1D-B@~CT z#{r?`rryaiY?(YU<06x9ee?S@<-<>3D$Dm(ANU-fU$zKEr70ZoEVojPP|?RD?%y@l zbUXNGk^GnU8u@R$X2zzW9zaG`Z32n?L+hL(t9l{c7_1atOT#2v(Gn6K_$4c7|WS;PPK~i)z0an^xSn zi0`Q?cy}y$L9?RjK6}OB)7OQvPV$uC06{$IsE5JIY>Ix^VkiZiz5A9Mu9#UR@tWaR zudJ!)FZAx@FuzHUi+r#mJG!0-40>To`u)OO&wSQ|2#d&`%`h_`Wj;AYW;;hWGLOa( zlHAQhR8;LAupmdUsVaPUabxMtk+uwTpWQT)5c*7DYv0vq+5J_8b&y!dIH4 zu-q3bo30kC(Nh*}Dk_woZyvIq1ssPWfDsH-z82Gkal3`LRDJAgG*-_=lA7eTOQPY+ z&BuSC_iCpzL)#Di{GI2Y|1J<{&=w}lOMcqF`24y1vfUJW9JVF#h`iqxf9?DGGLoM= zQeMy!ik>LtmI5h;AkOsGe^b)@gj~xx+LtaO664N4Eo|UIn^v(=j`CCgR1;zb8QZRh zJ>J_J0$`vndsE5Wt|Gh7>PBQ5AP5%i6aO&ue50IxNYGTeFZ0mo4Z@}MiE~giLw9#$ zLSX~D&5u1188J(6U4Pyqm|gBO{48eppl$iKC2e>~xG;V#`p*8LVGu96wsI6UOYjE7 z9NLfD@>=`%b~&343e;`Y*3PvEjZYzp-z&K8bCZJC2eyIxQ5e&yjVB8X&L&z_k!eh#(z!+h>+p<`n#B#1z`MBs+o%ig-^$MWTrAo?Cw|a&zrdbL%2nK7FU47a2 z*UHB^UIe@vc!|7WqJw?x7nCtT;N@=L{~n)4G+WE1X?}ONfAm93zAy7xwX{}+(g=rQ z03cmG-BZVOP8J|Zai3}^@pUww15wf`%C*F)D6n5?$<9Bh!$t4i#+KOOAVC7@%d8mj z4M<^>6uxY>vdY%Q+2vqUt8(TvKt#!GH9uY|CTI56p!K)h!k+nH{F4UNlDixeIuB^} zgM1G^8KLb{d1k;7w}A7>$VIaP(CxlevCJ7TQFt;3k@a%g`P)PiH}~bzbcE%R@Ew2ihPjD& zB745!UyTbTzh}!=JyGE*{39i9PL+7!zil9ZnwWc*R?RpV+Rfb%z9XlnsL?QLRe5ib z?|nUXWii9#5XdUgMpwS&3hEVQYhB3J3J_-qUe`R|(sAwCv$NMG518ivn7pz8N^!yZ zKLs6XPj!uUy4o~Lh=gxOf)KOPP9K#^uJMy|5l8MFPVy_RB_;Z2@tBsst|A~L65{9h?%HDf z4jk365>WdX%3@?B(vTtDwXb5>74J2-MXD0!)u5V*LB}>F2Q0^mBER3E6H6AuNxj z49HoLC@y-TtJzMi+C_X7?fPEUDW-9CA!}={(JpA4c>bjn3AIzk>qGx%K2|itAIo;Y zo!if}j8hH%!1S7{u1MpU*gl>+Hz-JiE3wYmi+POQm~-V8?i%FGmAAC%@$c|_%lTvL zaqg&nmog@dbDq1Vz}H0_ncRD6%ML~g_psS`Q|;rhYVYAA@=?jZedeyo$4F(r_Cxms z4F7*JR&u_PqCw(Qnbl*N-+wRu!_&Uew(2`(G)X4fNZp#bETXVEnmIu0?Z0&;=@QyW z+-=GEgu(P?MZBC#U9Jgm>1`LFodDeD4^S&1K zd6-ag_42)}Q(04D(l}b%B~tj6ZNR{>Uys|S`_JxK!QRaDIG>F_BXUe&K-aSN?6D)e zb=P7RXyH|F^z;jZ7?-)EF=4P&<0MyonyHrGS|ILB3@-qQHFLXyRU{b|0D`<`9yCWl$Ov%#&Vp{N4SQ{=s%OifcS z^y4@oA@Y92`Ho`-e#}QV`BB71WzcKXcOQCLV7+u#_FqH2JkhR!n}O$~Gb7*@A1#QI z!5yQ+P@a7ABIPpZm=f@LsA|=+O^^eFv z!^Wskh1-P|v7M(2%wP+Yu-Pq*=Fvx|$ebIQnh!@!CuuJ(x$GuTN3QWNmHXk>V;7Jt zj;=)^GQ939Wy_Y0_k`R*5_hv$@c!x8={B}_^0x)b7}FIFoDX4IZ?Wo_@|^&$2aQ-7Q8&3hJIzn z!rBVSOt(H-64;rHi%!gz_9^Ur=b!zFXIejCWsb`HA!uEM8Z-YAV7k+&m!KJTb;Oxb zwoGJ)^zAZdc*@o{y%jcFwSD)z30#Jiyv56-M$#Z9gmpBz1?v%~OXBZ#o9nQ8&uDYX z)#z!#1|#t?3mOLO+D6~;6o@c_5d?yz=%hGkOuB8BY0mvLV?B&^9$nP;3Ba`-N!ivu zQfJw6-$DvcR&%b|y&wq&U1>N`)`WNzC<(aB8Oq8(gI!PZWp=CHZOQw1$dIq^gQmvU z6R%&to+T9&nDv&wKAC;Wur$9J;oFh;E!TcVO*o)9*YPcY4o2OZE_W%zvkHVDiQ5!= zk&EU^=b*9GZacnAmEe2G^Er~1;x!tv+1FXLe~dC5+&7Az#Gwvh`E zg>by%iPVt!*mI?Fb&tK@%SU)dH;@V>>6&vp@}7HVmQE%4>AHYZDg>R;U|%eE@_~JX zro`YETw*aj81G6Ca_z7jCLpDF4_S9BgiIB997)jl`>a?@GnySJ%1I)o-mlk=w0_=d zFDCs9z0v+f6#qXc>)i{UWrj_zj@KRJz$$qUV1l8!J=Xf6E%}#F)n#*XuT1n~e>IeO z%qAU_8p*ZV1GLGkGa>7xYD_BBbx#j%pZn)TuEiH_Ta#Nu0IeA1$g{6rDS$cFj6WRw zUh{FBuQGAl7H)J_?5(m32dA*NoT)s-$4k|lX~Kdl_5W(p1OGt!kyS7dwODYi`@`CE zpYhzb{6Buk~m#rmTWwQU*EGO|4i-Pg1N@p^R`k_ZoaUv+2G%O>f>@f z638dWQ#38HuH`3OU~S>((j)7`J0FodFUsicI8W_z#C zNq3FnDXuNeC(C6+w%ijtDQBt53^%g0NlSRI@3#3&T-TSj$ZgMGfsW{Tw$v)@4ifb1!YQsP9hV>H z4Lt5>Aj0+1^x5CpoqrssEQd(?1bXg(1qWCW1+PqhYMwB@4))#9KBK6`SlZ0EY(XKT-xuL} zE@Ib&vLb5wTRfyX2pM2A2{-F2<{{h7E0hN-xvZ+<{01)I=7tVq94SiB^IINUjRTJs z(f}~ZnhnwJJi!+U50RzcPSOZ2i>>6VeG=PJoQJ?n^f|#e(IgWg{r!fhwMhOd2{EEs zDUAjxJ0=x@1JE$2T>xGok>GfD1SPieszL(Drb=-bVAsr&#Fx7gPW9NTCzT+Y1kc~QJK`Pv=m`?KNC>(8 zLpf9vFl`LBvdF(GvTE1BwGOc9s!t;&L+zM0fm)6QuWA6uY_Ar%O&%6x@8Ns72*cb0 z)LHXK4aytqZl9zGIx9O89Yf8sw||TL22pPRqt0D}Fsl_m@D`TaLNL+~gU}rB49R?G}%adkdUwl?$u2cxORB(hZ<5(c7LL z{Vsb3wRc&WTuNUKZ%zYg{fy?$^Glg5X7V|?;N5#N@a4z>4AlSBG04fhAv~9Z)B621 z8Z8nO|6YHt61g{I_afJ{UsDi@Wq%1FrSW6#I_T;ug3S9|P2TtsO0BlJGh82(!>X@J zLv8|>q(c46&U#5=wl@7qfAD7u0OE6lPcf^z!vh8Lx@PUdA^eIj69MLHW}~xuJ0;iH z#_jr_YFJyBND&%-Ee1K2>zTVuxAzOrl&AZ+?1UYuF*kK%<*iVl1kfV9@=Yf=e+AH z{Cg82y@krq|MVD34-<)`f}AH$kPq6L0sIv#sjBFxG{GgjyqzeGo3m+DkHxY*mXzOJ z0t-XYZYUW4ksHvy2fep2J|^U){JZx#;UJSA4UCn}?fpwIHC25)d}dOakeJV9PlNXq z1?|62;r5h@hwGEZ!jDfSL?1&<9*z}_0@@aTOeXF$q)z8;J?4iFIC51qbdKS=d;twD z{KHUD@!FP-NxOa_d5HV4yGrTKQxE1tc3~pO;%(bNk@2Rr+PbVbJzsos=TUL!BL|m| zhaN|C{0zAFtetT)cLux~@30$38uye|i1a@_?es|xvRfb8=L`1Jt{V+Bmd z3b#_9OS{e|*j$5{){vlc4QDiIFAGHd>_>4q^if8&fqPrpDskp{4_IWB3XHTjbIAvB z?Jc}o*W$7j#(xR>l}&_zGSIX>EB0G6!d%DO?H3dyUsIfy2DBxX4A*g*((zI&s6*HW z+Pkgo_x7)<_z;hjf2>33RO0Gj)xP17+UASbhp6!?UT@1P=u1sVcE+R7Yx2leZjI|q;KrVdroF%wotpM8!XkDbcF*Edi$7Uu2kSw44!i*R@aEXQK9 zs+MlA2}Grm#VvIv_jD#(srL=;CZivRF}`oJjdQLn*zQm`B0Of0YfHt3X&|UFQ6Y;g zPRD{Pud_LC|~CzPFo=OtX(rH%Gq2e zUGhPK5Ir|k(Vqgia3c}>IouG7`CP1{4H$hHN0eoc-Gv0pg&W?rMnk=(E~b~G9S|ka z$m9`*lU4WJMBf%+WW_^orFRFqC=X&S9aV>>PhUwXM42qP2)ix0SRBerp^dQ+7-hB&liO6s#peH;kj z7*`J+^oln)I^YC=L+-ll+%))9N#gpdeRG|;hF8g`299_wvz3S_rG@(}FSlaNbCXs* zwrYh8+`a2>;#O5Bi~%EK9JI7e!bo4TR|?MPXS#EpIYnt}Yzm-UIz}QuMR(-ANfnPr zz>SqJd+AyT$IMctKEY^YHjW=!s%(B^l^qOn?$8h_owoPN_p&$M~Mzq+Oc`xy+VcU^Z8_u!B z=M@HcoJ_g9v}yl)cfhf`MPUs7@~BQAK|3iag!39966T2}J^`1&GnSAH(2)9tFsU9f zh$x_j8u;Re1O(Bky?l-3i8pRMlrgml=@>FLyyPsiZ)|Lxwx zl3UqbsbI>)nM;@%R%Ib}VWE#^)toiH%IM40DaJOe2nj=w1FyH{PV&S}3rLe1d`Ik} z>Qy?%p%6hldz({`z2P6o*b6a64akZWm`R&YDzF(^HIVKCnAW~nQ4-nP)1DPRUZoCr zN-C60S=VkFHG9inBz;i_V{Uez6MKmiq6peW0!gQ#A`nyOovEL9C=JA1@?lHL#*{rG z3o(&X?&lqdTi#E>_iW8tV>L~+N76y-ELr;rlmZK%zfKA1=0?~g*rU(w5B5g8<~}Z1 z1j4Z^pB8Bg9*VvVtVY79S22{AT^M; zn&;v`ER+m*Zq>z&xr(wL6 zR#za2e1xRHr`jz;P#BAyAMROWf!jNt`>U&r#pgo9;X0?O{j626jd} z0P))K7qrFp-R73I@L|sH`@^Ou*D5@?6^M0Qx;D9uB9f2!{NxD-aK$#{+UL;%1>0J9 zQYmSNG-d6SB1q$r_(W%mK;(n{IIMl{oRB5|5GL3G%v|_|L}c zjp_z5XNjgtDR*d>UjwTBrp#YH_FDy@Q_^s!5R7WGe_y;Ol*Vyqe~vWnQYuJN!x?aw z+8`!kXZBS~*&52`QTX}|&E5bXut!YRGI0y+KsNGf3qPbEi!;@ZRGZMz6FbR>WnfTD zZI{hY$vk)LLEq_h=vlOY?_;8LzV^ruf9M+bwsIK^+r@eOOb)MUY=P#|w^f#>Fvzkl z&{4(b9AaO;!87LM;X9X6QC;Gr4y@9lrmgWWt6~gMjg9%>g!9I3U$qo_Bz14I{=x%9 zuTTs{E@Cee^+yOoEA)z--EY#a>xHVf8>|y<;`KorEFM5L34WKatl{5w?+Y135RzB; zuPJu|%KUbPmvs3T2GlZ^a*V(2rx4qW3&{m+)ZN05p5k^ExHSTx3`alM3kfV^voAr& zgJ(i_@Osscy>-*{XS#SLaQ^=Dw2jwZZE2sq)HID!8XNL_Um1GJ*lPq?T{iF`_5+G> zvG6}XY@!2N)XnQQ_2NsM#6h256_NU7E^)AOaRpX0uyTul_ z=I8*ZsgBh9IU_J48ao>!(DrN@zG+}Sx@|j8^U~gD3gOOo3t`m&?dmRTf;4pw>}!JK z=%sXwTESk=Y7^1yV>GY0*D`~^jV8J?!y%4M$u z0i2vmer6C0mgYH#FsP9}`B8U1`90i0$%8}JW6m@3(DGN7a93Xu zxBY?akbc>Im;anoo(GKg?z))xEMHSD9cOlm7&RGx^JGPS0ZKp;#!Tg+WLtlDp2`aQ zN)HZy7@P|=jq5&}4yf-M$eu6gEt!}P*A|gK9XQ8%i1f%?HpQ_6s*MG7Y$nqVfbB13 zqgo&4h~xu7^+067ZirrgEI z3JlOXrvj5Z^M6NY7GnTW!2q;G;yN#wM@;7_FsofYhng$~d&M&Q3nXyC1`m2{!0-Bh zVm|NjQ0urW#cIe0GzKm(_Z|G%G@AzfEB${dtZxb{!8Xh-FB?D}TE-SZ#V*7V)pgu- z6?LxW1kh7`_r!22{wLr2UFH%~ZG9&wM|nSUaWe{%!inL5Fq+RGnon2sYi^D@mC;3z zC-<`f3R2-H7mJ(S;0`PLl-#h%J0b1E2rF)&jBCv3QUDJfirWU@37fO@UgR)sW9$U9 zl<{C!y8=3nXh~_%I)+t{*h_I=i24qjzmBTEAsx&_(wKiivuX8s8d}1jwKNcB(}c= zz1~RTwy^?p)<*SfX^GR3Nu$pePM#N%iCZPMfjdHyU#?7(ND`7xu#UM zo-J-#j}9L{>$@z5JLk64_@uo+ew`@5?dt{BE46jw!!?hcSR-ZKW{|XVpQhCxZ~&F^Tp8LIb>?HVVK^fG35Au_2Zc5}e6t zTlkdJry8jL%^fK_L69gY__cJ*eXpM;4*HMW8nTU`nUt;8bJS!%$jDMV1_+I+u`ZNF zJ7`+e|Rip7lM>mt_V~ zW7`FO&0gw>Int4~#<@rbP!KP25hEgu(b(LZ8fK-<0j86O;fW5Ht!g#E3G=M6TW`t< zZcT%MTKHziV{z$}C^ra|szyztqnE};cJ@xA<0N6>F5Z&GMi)RUW36mEc^r`sh!$l4 z9dg^BBF5e%Gh<$foXEN}ijy3PpqvCFy7VBo_1+!H%PILAQWOA+^_;7d)hBTxM8lSF zk7~vk#poCi_F5oYMHN_;hoEq517kNrJtPjhlF6k(7ElJUECq@rV_ zAIar>i1(0L&MZne0}?l|gsbUKsQCQeZK1>^CJ7Va{_5;1IqsNNC=38tJaLoG2z0dS zvA1W4{D?iOt?$xN-({%?WqtYZu43*i$dh6gm>@y!HB~ZxjU#QpLZL>k`&7HXa^4o@-!g9WKz}gVwT#oQF|0ieyOaEk7LYdjlmPm(!g{P7&u;?bU-=`0W7#ve3WqK zX&|w*ppaOCn$X<9&h$jcfWqgR^)$0BjbP@BA9)?=14w@16?I3`7HV#RI;RNBh$~~3 z!ti!If7Hg$*zP37fwGLxbw5*8SFy^)&c#I((T8s>vuP-qA%FJASw~b|?DeZA^X3RS z3P(-{nQ$ivD%})$%%+971d}t^`32wIVF>7%aTd;m&t{GDhU^)XZ8Kcn=GfpgV;i@n zgzY0|W2Lz4q2i$cP1k(F4d1mKZbibKE!HDe)EA&T@`YM~jfELAj-PxuQC(^)27FbI zf?rqHVLv7BIEja&ap}2WvYZ05kh%?>|0F&8eWKL!5wWm_RkrH;;sqWo#`1R2+-7=& z@8X<3NVCZMrp0NVsQEzhn>m}|F>tUC7o07lzrv+s#gp(IW#XJJHTo**agD%sxS>(b z&iEi`DUczd5+_SGei9xqf+ zl2t)lHpWGXu^%fK+gN#OHq%{+oVdj2ySp0PRwj<@C|;}GuIHSRCe?Y4Ba*D3b3nLn z2BJ#6KEG%8@wcX-SyuCLVudAc%=+ds8>}Qyua~ye@7~HZet;QqnYXJ7I2+DxgV!7% zw@46*RTV}VgPsJpNCIRym}m%@x3Kwg!7>Lwjp}d+a-uXY+rr61!|KCb2~UJD_kL4Q zIpga3pMU$+&YT=B>CcQ!YEU z>KxCIxb_I>a#ZNz^mB-3`{SJxW}UL%hFvFeMCP?kQUS3&*B zf~Nc87Gu~mAH_`TC2pU!W5dyb;=#)Y!ABD5!SwfWvSX1M&l zSI@q*@OM3vp8nfX3RTFeruU)Or)X=u&QC}knqCi%TRroa&PkzE^s$+0qaAg0)&)() zz}G)7Y^erTL+X|iJPh`yv92C@@TqCbekNrsG?`oEwe%K&Y zN1aWf(Cp-jSk~tq9O797Tk1i6=aFKmTm6nLJ%^jPVi||59WPTFmqp_amhXrD`yrkae)GT2Z_0{nL0v=b7_gD`Cln zh-@m~Y>uJw3h(RlbTT5G_OFl&(6D^*W$G<6VF1Nkzs_ zv2x~Ha!Q*xTgdYnblY)}guOv^VJ%f5_@QE^;we0+Fm&(Kj=MU=l9OMpzq&7swBD)E zW9r1bRzpRt^!Ij;kr{?|p>6!v1RqVAC^rR#nss@;pq&Fx&CDo9%wZh-gZGz3@T^x@ zv-`*V(o0G@*+oQoIH?XxO)tzW+P}OMaMEPTW~)T{pXVEgA;=#dt6vNjnmULNClj4m z?XZ+Qn?`G@6OEt@`Pvwu|4_WvfI1o2n8Dt1`IApV{ht3#DuUgjh}w-{Xp z4_33%A5g?Op90R++C0>u4GadRCrs$-AoX?v&sb0ihYzNVcf`Hc3bB#DWc<<#;gnCR zzp25Gv>L(D0tffUod!dh&^)(%-3N>*qzA7H&Xw3l&SOg4w-|dkcG?)muBEG8|Nhkb;4}(Nh)zw%@kB4HHSjH z-Q056Jxf~_&R#VOIE~JC(vbES4~@KV-R!_r>1`sr?H_EEgqhZPOPAUk;Bh)0%xNNT zJ@CKz5JD43#a3a(y&gb~H6mAO?8B9DV)6SlPD*7MEfq-mGDQ=pN6eh#*LsL@^D# z<%zNq66mm1mC)(I_-)P6P&uW{>IWO9Us_hSPs^wmdO(lCYaQI`sF@@{kg7c&D>{8`NgUlFI0t>}5_BgkOXXvZ% z<2cBc*1R3ZV{8hti0?!SzvA0JqF#%_hsbp==0iS2tUHIcyD%Zj_rFR2MW5eGkFdG$ zO(B?^vhdS@^CR^3^y98K1kNij9mY$=ohr@w1b&u{@g}-~ISVUt3VX9RZ^jnC@te6s zW0O@1mK+TIN5smM)rt#xTLZQa8OhgT@FUAC7JOVz$&+cUAacTKXItm}WOA|+XSweN zMaB1L4pIV6Y8*h^nO3Hz&p|jM<@*^z21%Nf`I~-YaAbkADTcHDe!fuw<(^meb?+ub zvWK|OZ{^-Q4bO4hHpeVCFDhkSkcybWoJXa__rHxyJYUHHomjn8B~Ln)@9mi#tb zI8KY_oLq|)WzCs;prX*NEoY>XmMBq99uE9#wVQY8AAm=??cH|!uJ)qKlW17gD8Xl|9 zuj`qzVVnZ$MZ6|LD8D_`oD*NC%YS0n$5LL+jvFkaqz zSrinkj&u?xjNV=;ikyQTI`pDbWn_LZxN-Q>CHwgwkbQSM#v=KBBY{=5 z-ql4XOHPEa$a(&=UmdAgM8EO(4MQswkEo|k@hntWTrZKWzNAoHmf>C6lSihT zq-xCQ;D><3R`oXOoq$5KA&NW8jf=#{YJ2n2-7wPW(vl*ODi3{omWNV)R`@MB)()p< z5LE~z`oS~z2UNSeF>D@>sfXw4Eamo#I4F&;)o-*;s_$3eu8823e)pLgf8R6Bm}q}` z`=w|xTu8?enkLbR-Ja;b*EY3sR-Mg{S!_0&I zh9AoQY~Ri14XYlm;#bC*#d2oJYTj$>Hn8Lu;wlXpTPPIgl1%0AcJElnzuEo0TOQfr@c5voaT~_oZ+408cKO}Y7zBa& zQf6{@#pv+M!1*S*stJoqa|8Aq{KcA_gd(G&eh=fAvEKV9b%s*jI3Yx###T7mJxMiv4=!`lp)mKJJQ^tlc`PgNQ!1}`OgDhm`Ie^Q^}>s#~krPQ;5` zuN&LA60BFAT$u3}!|Uf7o58WGjhw}(i{L}c0BMJKXXEAkMm6_uR}W`9*38V6lk503 zhxn<@uK#XL6vR@g&k16P{Gs?cSV&Q2N`L1C=qBP^{ppBt-tmm}O&NT1#-y z#^u!!Lu$}8CzW>SkOC&z_ooHdcu$H3)Ha4#$iX`tx^EO-;mRepi9Nd(ihhsceXS6^>oM(Qk(iWK8>kWekA!2bes_r{u@~a3?T^SQ;^@@mA zvC)}cNO)s$IGm+Z+HOFeier@6-;<~!e-1rnbpBohQxAxg_8vPlX|tt`l1lhmdUb&^ zoIalr$240~NXLgHXN1f-7>9ah6%2i^fa6XIMu)*2BbClgaO6aBC5QGtb?;trj7hE>~O@8>wfPqfXOq zN8!J_OXTl2D%{qof}#q+@yQ|Kp|}8vBdb#zR4-^%%((Z;xthvTj|zgB)a9|(nF!b( zHls|A=L&fc(p4y8G`ETa^28C>z>E`FVQ_B3AE7L%Y)N9-KV7W{MIMVV)YF&%<6T zH+ylUK1IheIbubXN9kq$a*)5B)7gzb@EfTK*3fS|V|qeVN{8R}GKTpGGhr!LcRjkok zhPK+f*J^tGx~=qW-)eWE#t}uva60Q*Zr#M(imFr8UafrQb_4eg&&(JvTk}nIE-*^> z`QkTZ)i=u^Rp3G^lv)Ie#g`hvWRJuAgNZ+np1&Yb{sd%j^s=yzZ&)_0TBUdIU*AgR zUmvl9sp~x?*N=(ZGSYp(9>I49&m<{q>`v81R>(9T!#5akix0% zCBE+5O>{{-6a~B1yEb~VoVMemU@Z`z+CffvDFRVuPC9E{W}qW*s#8D8q~J@EjUQEn zAw^Yn>!&}6y#uM*!Ix8;3W$00G58D3&rbs|3r$IB*s{NQA=YFOIjS>_@LxgbP<&EZ zt9|907jVaa_U5=Gfs0?}Ee($(vt6-Bp48i zv#0dp34!?i33L@uyvz90q0ZZp%7JIU+v^lyVk>NFn=Og29MVX_VRo=9(N3##~eby(+e z5Fhr(#eRur$7TO{?=&)sRwJA);qx_g z$9tzh;=_EFdl>pX`vdCSQrg2Nsx{0}<2Rrnl`12V2u9Os@`qc0T?R5s?}fJCZ?x|3 zVw*K~V5Q90d24@AuZM%LmAJKb043zU_R4;01&t`dKnLYH7`>OjoPONCz~%~30wf1_1 zUf4UmB)EI-D^0^alP7#%J2<@mzg9}chl1O@r=^V-WF;g1bWr8$DuCp+Y^u{pTZ~^y zu!s$-=sio7raE)X!K=ixv3atixBev_e+ITWrO^&0}bcqMPF(D;@eyW*x;#7qG>F`7{$NL z5d5lc{xQh>9t+lRLyBuB%=f`K&nNQg4t5qB_{tF*IK%Q8!o*>Tg$hMgGH8F(BDQj3 zeor`2hJPl(+6rIL9GpR9dTi>^$-Q&uC{=zI)N-G${(Rr_6mdC$HtX~<}5jg6tVp|Xz?lGZZf-_ab?DR?o ztDXQ(IM;vi-*rwj(o`;fiKT4?=dNAG&HzM#G!yl@cZ#CNRm_zb!fXYf5u`O87$|uk zDsWqS|IX%)sTF_+5uQjdq6cRX=t?eW=*S1ws>v^dNJFU7yx-@?Dz$$8Dj8bRH=8fln@OTf;Z z7wW!kNLMHK|ErDsVZhMJeAT})M}a>%2SoZWS2W0ItHpo~)-jQ)<41<&6J88vL{{SG zn*OOznA{G2wy_cR*X0k#SxxHu_aL2EgLzldNhDV3S#Dvpth1$K``C!J{Pm&S-wgE> z;Tr~Nf1Iy!_)MIBbQrJnKbt)qIB@6HCD{XC>$@Ifdj1y*`){!Ccd#!>Ue81&HtzTj zW@RPI^cZofUg3?@rkjdi>sFcR$ie~AYZUb})K#drXKde%0sdHSl^!L%S z-*d)+Gx{;x!smijy!H7pO8&sjX<3|>qd?*J*B{45careN@B!J7Yxk(lnz{ayvVw}i zf1fPUlqe)0>ACehj;(QvPheq<8ZQ zCH82L#RKA!_OnMxo;%#{+HQ$!n83{D0Qe!Ix% zc8wIZY`CXhf~vrpCw$Ut)zdwF2@1X?^GqQ8w_~9T#DnovA#q&nvdr4QxMj*F91E`IrGh-K4Mopqt@Qv#`B z^mn})&sR=)0^j{jw(dZBNtIRYyd>wQm=_SJ&iNrT?R<@()#a1Z8j-Jy$tBTMBio;P ziGE2}yrBpyp{DE!t3x-XEj=~e9r{7n#rW&*FHqr&HMb$u;qiFzSc)N&pjy6MwKvc7 zCKy?No||k`E&QFM7k2P?0qP0w-+z=>so);Mjj6yztcF(td}?JpT*OtJi_u^BuD&yB zGkow}fvM=_Lt0KXGk;e7WKOR^@=rVyTsc(x^>FarpQkM!&3E?U^9Z?tIv3a`=WFieH#RB?9^WvppjaW_ z4YgjsCDHg)U+$rJjZ+o%q(G|9_G@l~%Boo~U81M$>@{B?+q{iGuda{r3|vL*38Y3y zT>Va`CWo2HPE02o>o7Z3e^%{aoSjbCO#2fkR}S76h#!k2CtvQNWZ@Q+3Y)GzNlV9zwgVpGbvG|)c>N=OXVe_)D}GzxuP2%f>!9`3vwl+p ziSeh`^dg4ED#L)2I$C=3PjDB>jU@j8=n8MMQ?fA_jtIo1(83`#~*Of!M|uPFI*p9m|?wXRCUZgXTzt87#Ftf zXrIRO7ROvc{N>;h|56@lkyKq(CdXG@O&kAACucLpZ!Co(C|WjF&)(^U-AHw6t`)>G z4Pp0|jxWOgA6;)1*Vey%i&9*QQ(Ovd@#5|jE5(azkQNW_5VUBq;vU@HHE5y5-GWn` zKp}XL%l@DJ+xy&m&si_)A?sm%R_6Rp8Doz59g}>~>ZC%jOm<1(PZNml$68mc-qce1 z^A|W^g7upE{B+Ru>(J0&x@uOY;YFOnTa1cw3a(dfL#M@QtJHFK3P5*D7!H~zp;y7( z!Xb*^e~nsPA1>Gr;g76@?DUvFzoE$fS{Tb@M8wCVV?}K)haWjGR$9@3On)Gk=lc6Q zmwDZys-7>4z(EpP!yFki%TMCNj0s zVDIl2pbXJNf5k=6-p$^-`y(aSj+gTvmv(&)eA<5r2-*pF?QVA5OZb4xEYyaNLp)zf zwveHK6x5uKCU5InckK@$!}srX%N~lK^Sr6sYWeFiS;!5(W9#*w{Iena(mIJ50Pi(rWh|;M+P(CbqE8037Z(&R zGSpZfb#wP6{&Xp>;Y(Y*{sB65p1E`TTJ*<4E)@2pi^-t9@`k56Gc#h= zLc|f_x^~4Edq4DH4XVJ4zC4Wc_}PBVGJuU4bmqGKRcnOjPu>+L|HH>03mbmBuJ7|mgo#QD4RP?m`9@+8VDldVt-~VzDBW39l{CnNYf6HNx*HW(6f^f8QnL_Gq$W36B3Ff9j@xR%~p*RZ#{c zM_n*bx(?efi$3z>J{J>)D^tV%b#Q&-O!Mtep8{q;o!>-9>#`I%O0jZqCkMAy9FnWv zEn3~rF}}@Vd-vZ2TqV7?U)oeW#4|if5vsE zCHRS)bz^#wXTs??(6rNe(4*@XY0u*Fp27NhX(xz5OYnowp@!@Fc~?AG_mL)vjxb4K zK@i8?|E?}!@g#}+S5$#Go5ie9oY0-Bdo*;H-te|)JzP3H>e6>|@o~_9J4@3oxRilm zX7DU=0Y3iSobGF0-E#_BoYZSk{)NhJTG+qUAPC|l--YiMD`A%9+3;FAJU& z!ZCSAoKR+4%!D%Fq*A#d~v%_yP%*hpcj_lkGSrxJq8edPcX+pX-MN=JxN2oJVj=ZOoqaql0;JyAAIQ zCnS;)dv1Z*L{pc-H8f76gn9n4ZCURvM8~M7ao#WN-wg&XEwP_qq#?>GYLcNMa}uZs z&LKR-Vv-2Dl-nG7k_0`J1A{accb$m zQO+}~Cv*Ki%H5-z+@T`0K0WQ|@M@F~?Y&&atKn(Fg>d??OOdN@^roM9A+qzZlyT87 z@86n(4g0PeW+t}@;J}?-)m_T@Z7e%Eh;Ym6I}wrqObBO#q5P1vTV(XtV(@n}@5?abj7h zi5I1%e&72-A$i!9y48fUgulL)Vw1?#3VXJ1=Bl!i9DlLDVz38Bx6zbgo*PunWbrM6 zzWemfZp-8Oz4RhE8w`vgkJ-F-jxu0)5)?{`DL%_dvsgOcHZv{ZIjF$|mjE3aKxW8OlJ!dehD_8QN7$3u_otwVwgl)+G$n zIPLA@2JGgAFB|DiQ-@l(RMwwu$Fu^4xR0w|Y0c7rmmb z=-i}ARkFKxSbwwjPFp<4lAY}Fl{UC4d~Q`w%2#6$^G*s1r{uH7r) z75}xi#T@v2%o{XmUq*EFpqBF}M?g7vQ=+^WPYy65;sHFe8A_YL9kRBMYO2B(C|kyN zQ3$Bog&ir}UhR|n$|u9?lB?8g7^ z+G;~A$n-N(t!V8k((C`IK>rgfoe%No)#2{&YI(>R`X*j`+RBis~AVZUOa*Tz6p#h%?8FL33 zDzJ~k>V~^Ti?*y(GWV5~J4$KC`)OIJ3;$2ssF*Fe!VdxVK?tQ>70BIxbW#^FN^+k_ zkD`%jRLDvq7%(zdv|Vf$l*ukoD^j9!cipD~7MSNWG_1p{d4(_)t`YtYm@$xGgBkpN z3yyQExcFv7=U!5gHL)TNNMI@050JQT$gq4)^P(>~=9nfOl2DUzAu&oHL05!o>-##0 zuW@{s@lVFn(zmkUSJg%DTK7lo1{j-{JXm^|`b_b?|dj+@+ zaqyr+c$}34G0Qzi(<5)dk(ClS2D#C@D5go9Gj_>VeP&F>iYqp~2V&0AeIxe5@4In*GNu8H2>x;}&xgy5f11l%FpG;0rt(k1Vvh#uOY%-f?JKE~DH z3BG(1i0T&gOJF~}eGB6qItsEA^PgP_X`wiB>?bE^rnDY)VQGBPX-vNNc(^>J<)QL% zO>O_KV==D0aUv&a{*#;^pecYvt?QAN?&xI7$c`lK>h@=-_m^c7)M@@x@yoQSHMCo@ zIR}DPOMK%7WjgO!--mm|A>NNq;Q&6wq;Z#2D^si%uV+o>Dg5{i*?yLg5&l-H=PJb3 zOl@i(p|!WuC#*sfFijmO5gZRn9sm8t9r{OfB3RAh_^28#<}6!}D-&1%d;i=YmF0ia z&1nqBlK(QdW+fd1h{e?L7qhXbppw0I0ZJc$Jbt|kKO?=7Y?3Nhm zF=|&^-<>QsRf(^qhI-xaQ*~DywQih#Zler&f66Y2rR6!r5ZW!7;tmzy9}5bD@DU5; z>~)*B#+{ZL?u|Ozyw@Fy0Jm2qp5J;;RvJ^nQSQ7Jw&%{Q7TIvRnT&GaFyEyyjS94fbT@ZH${UdW*(s(lkMc4E zYwuB12kcttaPO!=MVtB_Hzl`l^Wri(v|TLGGBpP;K@ zxBF=fb5H*BI76VqKvU=afZka-WDzIy@%OCkH$Mvo@=;l-NXG)8`f-^bb=4Ck&dL| z-K??`U15asrSGZ88o(0<|3``Lc|>TNp=$&cX%8RuKT=TtjyZuiiJhxg)TWQ>uekUk z&%b;IEzRG5*w0c_Z@e-uRjI8=*z?eT1|?ine|X9veP9u=Bx$d}TAqKjj<&C0xY_fT z_PRS5>c=kaijceqKimY)jIsxZ3fSg%n=^A3-hb3s)(Qet?5qCZzM^W_Xuj-^x1Rc( zm>Y6>vqhiWyo9)od-+t2?VTQ510i2yLFMI+qF9hc-m30x+!fK4$dpsw9*)Brws^(r z;>R)Xz4n&mq~lSJej&rFQ3zTMMASx;aTdJPWM{M2 zz9bF8jkJy$O7?nis-pGuj7J0hiY?(neU=qi{CaJlv*NI27FlPG8y(dtvdC+>+;z9L zsj{pDUmJ3Efm;MNd%5waPGx7E8u{C0h`YegKyIOklI~HG0sB42yTUw?lcVhhEZ1ua zp`*mC$Cwb2kWdo{V{(w!|#6f9mo6(4t4rO>9n4QAM>n-RWs6VEO%HaPm4 z2h~EDlDvyK2OQ51Dr_tZlGohmrip{QVGWm@RiJTK^PEc^L?eh@CA$#dh+x*PMmIthf z?$RYR|DJ%~Xbc9@;}yrI2baua^D{X})s9=oy&AZY*_Ha`?5d53rVq^IcIqd`t*OB$ z9XKjc@fCzf=;^g^tk`3c?`2-UTqq@c`tbXHEQ(*Ll=CUjtftU1j{O=%3^cY_0y^3a zu7YdO9euu@skr)crtvq})>K6kWDB!tUpw?Jtyk4P`Ry4?C-CK!Q%*}jbqmMj>~<^>BgXs z7|HqWcX;qQd`tML4P!KjDW*3AgqRixc>j@nQA_pRdJn=yrZWftpO$1uY3uP?pHfB` zxdUYGeNg}%s~SThgRj??CAQ(Ac1LtYbOc^wyAaz&#N}uijRFa~*!taE->NJD`MfzK`mE5YqNSLn0C- z$+U;Exc!=$;m~8IF`Wg;xHL`=zx|z!Z`6yULY5g<=8Rmd9C57e1|-tMUc0w9_hZr- z;uEwNurBTmm5;ZPh_1m0SUf@@>^#Oocw?=bKjL{ML{e|g9Tz&=eC)&{{Hrg-9MfpG zp*K`qHapG%GC0^}2oBizI~E;80kXS+fW>1Gtb^yogY63nrx-u5K{=|jodUnz>Drz_ z+QZ(%dsm-RNY~j~sAY{{PuQRL0QI8hlZLlQY!a?Nz*YPbqb)YF?pE5h^<9;vc(HLs z7!mPXmOrk{kY=YC{ZyLr)qwJvS29}6h)w^qJa!I9%XgGp%aV@95ba^sa_**mT zG>$7qcm=E7k1H$JCVs9X1l5Ci%2r;av%L;w%iis5;_SoNa1K*SjmJvKL0X|(q$RUT_yVD zvi_Z-g7(M07r0zq-oAEJUD?B#%t)7C<0@Yw$8ABGo}-AJ6H(RfrqtJl~Lbu~<}$r|#wu%_b=U^$w}GOR(rM`y$Zu~>kDc-Ug_pXe&u=R^D6>m(cVAxmp%0;pr&>4@Z#73XLedWUoli-0Ujjs9qt?My~VB&b=#a_s94 zJ7e*<%E=~K+Dhl=CYsG1`Be6@v@R+}qW82})aB$^O*b{=A5D@kB-0El%1Re&+au6 znHRX8F`|lrM(L|>;s3>QXaE_*Is{q!BOYVZjP$Q&@x5%_M_2*T33pU2KlDe`hk0iP zZ<_~IHg;O3X^USSR8&b!&pDNHHp+m9Z>ZMHX{B{jD&z62-p>_#SFau*|$h(-xh;8W-;92 zZRr@d`saBjsT+N(eaqF|Fh#jjb!_8ve%_KQ+bVz}Bd$~%BQ*ppT;EL3D|4mIe)A)8 zT@vl&P=oao=U64mrN2Qqbun=70Ts9FR_nIM)Az{titX7t)xt*sgI9mk`d#9Sim$i_ zJFd+;<=5cK7gN!`1s2$M+#2AY0#_cBd)7Di+sNvtvny6@w8X6~n+*06s+c5{&g)X= zD-d0MNiQv(L+VvqD#!&4H`>BJJS%)}(Rs8?qjx1^tzn7YeA!jG+Ty-5K_{=&^mF8b zfh)L^Ther^HF&EKwc-rAR(A|mb8%#y?_U4v`$q%fQ?F*#rkdyPbV12h=QqUrPU8p? zaivTNez-e4FI|q1g064GyWL@ENO#(M*oI>qEP^gM1x1oW)_ z(8Vf`zmNZ;9se&=>$yemEkrW)JR0ATQ&8Zkrz0a2^6Jo)ZRpI zkzl+O7koNv)5IJ~FnKR;8CzcT$}qazFa$Z@OrSm7FpaTkoV1rlSDXrDKOu%c=U=0f z=i@(q*5DgFGZ1z1^Wp{kR)r@`OE$Ye4oiIRYkd&yRGIpUtM10F{N>(QshcHw%uJz= zf%*9?gwU1sx4*Q#DEhpxxe42{dJAU3yDqEon2eV4ugagu8O@I~DEeD92pUXyu~-Be zPQDxU$2_qTeO7r)llEbYiS1S5(k-+K+K>+Dg zb}BH2$Olif17jO+Z8G;SNb~Jog2rA)*Sl$#E{I6vYq}FxD#W5Q$+|KZOK4a9;+mM= z+lF&vEp>p3_bxo*+-g=@=hBzS=c!M!y3^lt)ChK@8?(p(Uo*A?H3fCj3^Xb@14*1u zitUo*P&1o%zE&zmKdBp`luqkj8RH%`xB+~w@7TA?Lax@7tv5K-Ah=Z&LrMdX90B0v zK4y2nB%NS`M|8&Z8(2&mvP!aOWLy#kH4lkt5+la4)w7eLr1;Y$f zBTRo&Dp3OzRN~i0l;PgK@XuHhoQm#FdMrNccC!#J8e@0YswyElDojIc^$r#0LN$RW z5@q#%7T`aC)cl0&xaI`O^h8x9=}F1<_})rMw}mO zHEeL`_HXpa7u12U*6N~i$JwJy)~pk}VlIF4PK1u?v(If>?^K(uv&oPd-(P z=31*SAGF{7b=)uE&W|UAOV^D%uW%jJ zV_Oa{y^yF|`Q@%$7F~rkCbRdm)j5gatKHGIVzSzwgZ(|IVvRzx+&N>2QCg%)!2mkF zdg`9z=@-NXNkvnkBcIf$YGUdmH!b&X{(V(cOM7yQrwH6d0W1c;8zPn&4do3jcf)1W z@;3`r^6Lwr^Td}gSH8qc@Oqs6QN-F=8s@H1x}f20eT>{*Voo?IbMQWWn~$G)rAm3h z=_lblO4}+ZHAj9u*KpZXxAUGMp`{-XJ~8{^XP83rOy<1&4`Y3rK#A`{6R=5mWuahB zNv}L#UD7gcZ=nZQPnkEJh`*!cu&UR@^Q5?$WQ2S%o~lqW|M<77-*W=Fzx4bzXE$D0 zGIq@42+DK&2cBlMp|qxP!}9j$V>;}N8#50(Eu^vE+;y(W>m!r1Txk~E6;;)!xrm>% zGiBAbr89uuHqN^but2eCMYjxK-EF}+4?V#=WrAE4rTM1{)4A85Rt2+H7f$W(z_tG&IW3oJ zkIAD~-~F7Xk0qaETJRGn;EiH5)2DBxiVQyu`8ZXN(8!F_QK_k3Ei$MSYO;+cQ@UB) z7)SI3)PWto;p`Ph;l;jD|0rpt5$Pt6+HkH>u}+RcQm&B(*4ykW^&ZpGQSYY7R=2Yd zUzF#6g~S%w%dhi2caPLikd{!}*TlJZ>H;$7T}qoEq%f-<{bWp*HM@(E`E3A{fBUnJ zlvf92-bU|j&~CwNK89^pZY=1~H*7OJAM5(S_xPIH`Ag;z!|EAeLGQ<#5*1G^Q86cl zOV`cs&uQr!zeW4niB+C;?L&>$<}(XN!S5}C2gJ#eln8}C?W2H+3-~W%gwNE^=sG|N z_Hf2Lh!XtPGQi2zCHSvOM4&IXUGETDazu|$Y$S-G74{inIv^S*2PJ=ZXis#kcFs9$ z0}6r^_(|7ru5XBxE|)CmzIKigk8Xy?543_bvYG zk+xPtH+1W~RG%mtq0$q>%E&;jG7>|cNGUZk8?LgnHV^wO@Jw+Cc{ju<;Js~jKrcUo z7ezm)!Wq4~O2V^7ZP87Il7p?;zr$;k=zlv&pM4a`G_~QoE}tLqY6zwYfr5oj$~Vqq+0V}&U?$uB6>ubs$oRpSj4m}7Y|};M1>=UdFEWW zEr361>X9#FVefohA!RQz^Mf~7Lff`vVVVF{&Wjls&{vAU@KBciQU2$qy-@q2kiAQl zzXkF5OKI-$43e=6tcJ`1Phw^1zd~F~*=Zt7T*pkr1dY=eFgV~_X<+7R^+)0$6sBP5 zM&`FS8YtGgS@t})|5TdkkUGDE8GW`b)H?CH$?f@p}m z1$c`2wSJdiQ}{;CDdMhC83l3kfv4zjGcew;YQr#IJTR=Le)IycGCS#XH_i%k4~DNU zM-YK&9Gx0Jae*)Y22QFZOO}~3>a44}0*zka$%NQ2RYUXVH9`d(SR=lzb*uk5H4Gmb zor9Quws`p%Usb~z7o8=`aI9zZq)d!jo3X~{-#I6UlVbZYSPIFZc7v>ujlt#bIv_C^ z0i1cqhKZOy7C5ZM4t8I;x$VR+X-#+DQm%K{utp3<>?4Y{Nw{f~hzY&E9Q#r>&!{%G zB+7Zh@`G)o>7@$lvOV15rfI2{e!o3B?%LzZld^2uW9S=lbCSFe|8B-!Kp`n5OW82d z#==z>?xLP`(`7y8P8kkT->I7#eW)@f`zxndg-Z+;w@!$}P!%}t4ii_JSJR~y?49`e zF{vgseRnfswRz>uazudTd-s=kA^(~oP~a-76K}}tsF^N3ZIzK$0haFh#;CN6)fBtN z8Y4qhdAEeiaDrCPqW8wdC6~6%7gX&^AF{_5zfcKM?^~60tjh(xmooUY(O4{`HW=W> z{|ZP|tM=d8-;!gzLm8>o_wOqHukl1GhJS4OpL?G2&u(@AQHFguPEaFyA2p#3jMFnk zj^iRfoRIVA#7+IR)#EnN#|6t)(KRW@wr^)fpnj%6BKlTAWh%Df*`#9W!i`UMn)Kt) zh%}|11_OOruF@|WnmbK#1V~&_D(@m3LosZl_P@yWW`&{tP`K3a(wxF8XtO#>xodgJ|KWe%ziWZ4G;cA^Zq|3iZaFpuLu|P=xh|wRK={1 z!$RuNC|wDNWxrxSe^LBhvo~gAYH*JU`G@j(kF&|)B zMb%Q?(d7%s_6gn~#uOm$kcbr9Q*ID&Dq3fbIxCJ$kguxokog<Z+|gy2R8Qj7?B%(C?WR%sa0(ENh1H9@}@-R+{gGLv3+^1VTZAcm_^N9&V_ zJJk3`1-a6+>PwvuJBjN&&FnkUe9|m%ZbMq-u{1g!j-AoxfWWk1MgAKH>n#ac*S<9Y zU%jS|jLw(jL&YUDn%7t=?o^3hUd?UrUO6UWueYyjT|OBqpkhae2SELZlvW@)nXUZe zVSSK797TmOgvtq8*zv8xv9W+RO~GIOIXz@P0pgo4SwXZiQzr|sauMByzBT8W(blN? z$Vj`7$u!SQ=GL-Huk%N@Q8;^uABkPce%qV0sF;JemTb)XPO8%CQ1cu^+tCsnqmsE9 zL8^OhsF5087&Y0VXude{-MVR3#duRtp#RiY-I?|~g~Z#RE4nr=bWIvibD{KQ-4p(r zD~gab_a`S+@W8`B1k!gh)DBy^)fP4WT`Lrivu#=nGr{cBw?{5@IW6UWx}oL)c9=@k ztnPiz;uHMUnz|0of`+Q^;540*82?zP6GZx1{cCac|3FVt|BTwDv^BuNjSAQ(iD=Xz z>@5Eks%T{Xm-*wNQV9oPIE{bJqJdrn!K7;UuT><~7pbV5gbmDPM7pmDtTJ`|qhB$8 z&i3qLSZW9Cv)btu{!$txXUA@zL(Oy92Fo?(OAR*vHQvj{8zwg695HXj3#uBpYSbY5 zKeyvy8zGnS`O zQWF+?v%68yV3zEn>Qfzy#Uz6ig#{gUUyZXJS{xE+zwLT=YUW`G;`=_nVp-#B$l!@;(CI@Ano@+=8i5&`A)wIcnXng%v9o)-_ z*BQ}(!Y2G65P(LR)k9goW^5e8lHf<79SPa5eEn?_2F$exAdo~Yw{M`??JmEXyXFdn z(~C)Yg^L>+GyG}E>eE}*z!mBJJHU?B?v)=(h~hhp!;e{>S68G!I{CsLlRjSLu7xDQH#B8+E z5-*2f(nF(c>=uMo$C(^OFt?m&7B||B_rTioZdA=p1#EGDE%KMu8lH!v&^=H?L_|>3 zkE0N&#hv>QpGW=vvfI zaD|li#la#Mnsl{L1ar)7Pn3mA>XX-tM78um`CnZkGTZITzD5&-JH_3a*mW@>jOQE# zP};F{k^siyy3=96gCWP+btsKHZ*s}1t_pp#iunv*%PN5`zT*RBxvA5+@y-_ob3W@c zeJzdU?7`C?|H+$;dj91M9^}{60jmE|#{0)#TGgE+$-S5(iKzhXbdQJ1;1;6^%WqxG z24sE|1+CvSJDE4e4$^X^egsi_oa`)cclX#6Z@5O}q{#`nUA`nOe^0dP$m$-^nWB33 zgEjQ-rf8KmrrelUPSW~0`}dCtANjcy;IkSp1$ago>$6>67=!La;GrqA$8r}esgI9z~Y zawg#8WSXi0M$y(pw+Ofb(fR&}8T^H9*pXa`Ks(b|<>hqh2l!*WT*Pwoyk^Y-I|4h; z*R8Ja@j-Z|vu0Q4ofZaBebmGPl*60-75p5{IVQaVWQUNyQUHF96Bf#BKPl)|^7W_e zFs6|VbEa$@I{H20Wi;yTP;%0dapzP1zBy*Za^Y$BgP3I82$S|?tFeu(nuc_vbvN)m z|I7TTtPk!Nv=QyyOgHU>FtWE>>w$pRhOM+DUt+0!eZh7Zf1f62w;Nxw_--?!ZM=R>bCoGV4;pS9 z5C=|gRpkMcOqLQ_@bL_b&z1V(WgrkKR{BP$k~l&%{YoybK#}9KIIz2BrErth!^mhozC%S+;^JN$uh%93hp4D9cjAOvFy#LU(<8T-3PEK=AgHEwMTMH_Kl8* z&_nrfaw_%=s_yoJCHkbV1uWcK`*sv> zEdd1bzg+{;W4;%(McRyfHpQ_b5L5E0+OQoU=Z~6ryO=&Hksud6G%dD4B2r)I8KuiA zdlbcR+hnTa;LMDxO*NggN+)>MyUP$vLH-;#0F=eJu$D-V*O+npmE9a+ZSOq4*pKG7 z1-|9(4f2tci^3i(#5z&32^Clq)MEH?2Js@wbN7gn&fw*UEEW05g>uBh&bkVoi~whh z==?Dz5udI0^!Tz8T{}KP*c+d5WjC#H^Gea~U8YyD0)g0#i@t2EIoh1X0(yBa(^VoH z!pTOWZB6oddV?t*Xt2y~V{*C7Uc$kzJCM*ZBdTXxSO+=yFXqBQC7H~U2{jl??Cqh^%lsX`jNL8%B#_03|8k-oRl<=Toc z?qgfJeZ!{IK&(qJMIw23jM+L@)6iSM<-{0>@msCw=XNn$S=ck9N%5T+C)aS{Rrof! z=%MLnm097)El@(e3V6VaG!mB}wRx`^i)$^7?lsn<@7L`PxT-N)n3@QaIHU-X`_aj~$ps_FCTc#&&Qi2zov{Uy zFDn=?ypa9?co1>y7;t(>c6K>I~eGuf3Q-TU{5zyI>ld=!eZ`cxD zPDfBb6YG|g8=O)yUI&RH^l(P{Kkv;3`pns_z~+Bubpoj-HO!yU8G!{&#fGj|?|P_| zwm~vx;TE#1!=bZL+UC^_?k5q1telG&a|XRkfAmBpj9*qaK@zgUt140t={Ct^bzhsU zd_yC4T__?^W)}iy=V85=U-tRpYW&5AgIxo)&NaY3SJ{074|>BqE4U<~7qTjRPp0|w zl3|6hd0uDq=yBGRk`m0?934?jK{e~9H9wBiQiP^k%GD`>JKJk8NN#U;xhzOg%0(~a zBhfHKgrv*8>*en5sU4f;5aM-h^7qUmd6 zYU%EEF?SRSZmm6*EICfiwz=Kk41Td2+uSD0d^e3|#~$eS(MMAuoO?_Snc54)9ht?3Q;cmu1Pv)T8jC5Lb-SAn~!eC5=--8e>8b_ z7|coNWqWt3bS)Ro-3ixrX3uTLtVjt$~T`IV!*zGQ?`3uy{ zceiZf=q0pmO2TpRRJAM4oL&M`l|C*WG>F7Y;e+3G5ZF}}!{6UP^2jsnn?QIiXMP1F zK3;YLca+`EM%?z{&j`}k^Vo9oxTq~?rG9glyUejUhAZR+4K-OWI63!v823I56RYOz z)z_IoEcd*1qRhu0@u z(QRKynH*lB?b#x8VAKBy3Jehmj09&OmFpPwy-hmu)o;%05tiSS0AyI7t^P^{3|-(k zHba)}xyo!G@m{39-uzL{>^H15pmIr-%2m#0{NdKbd5JMZF?qR@m9lA-cs&M-p+Wzp z1PL*!ny|^6;|z_9A^v$g^T|zV<=LQ|U+$1CI*!5f6qF@C5wLMS*<=tWgf0(LSY_HJOe6u;1OWw| ze;q9=Ek2u;8wBKJ1=>H4=(RW3(eUrx+{s6m78E!RV8VT)oSur^7meHnCN4Fu@(BKN zTKaiGIZIV{&oc?bxS@MGd5>clD~%R(g3mAu+;wXgBcuvgNyC1{QkNwktf&n)0wmhU zjdjxzk_Uq_z#g+`p{lE!8U$h{OxujPBj5iCsb^O`&s4t$ncxOq~W%^m8 zS4BXOl1v-#P0hWb)t0$?sM5;vKE?|yf`lvN@TKjw0pbDtG4+tO8nHOhhc7=`6ydY|N*r9xy|YY6un7QFYVHTmdq6 zQdZ(g{%LKM&WpzDYsO7@+gR*oRN}__n5IE<|x| zS8L~C+PM;!Rc@$~W~jNu3<}r9a8HZBaoRHI@=~B*_@dQj36Y>9b{m<+AC)$IqtTKM zR8v_{qpE7?=EG`#?w(yLB&levcQ?XHSnp4n1DHIzHhwuytZ4{jAeGIDeez{vx$Yvd zD=C!{*bx|kW=EKQ4)Nylh^t*6w>X9`-DUjoz0aTbu6QM8r45VW?(*ccr+)Dv*`n%W z$b=E@NL<@>cTTe-l`D9>bFTnCviibr1r?#4f^fbRZwa)5DGw~00z^jcO{$dKkV-H4 zmvXW>11LJ;$ZspZ2?Bs1^XgvHW9FIN)lQcu3C^dZPZd~h{x3cox1bf;=erSVZ;-;A zgLcqqPM=uY(u!vQjeM|xcSe{M-Lp=@Dui00fg!-~!7P_qSE*sYO!AuXuKiV>+~h~o zfd&N99`UM!?s$$dD=4+8`4hN>%0%to!&W_^N+SW7NIh?BSCFj#F#hAw|2T2aZSanM zWO?A+-N(Q@j@VtR*Ltb!%6g*>tk`*^)n%B|EU57z->l&VgfgAM*^GQ2Xp8IT*}rS^s~J>N8P385L~gX4Q5#Pf|Y0-%E=*`E`^0+R>971 zs`(8m!TqK72zPS>LYS{0(7H66Ww(WvF@acjkMC^Uo=g4>P+bv|+3wN#k4_Qp<(9&x zYZPVZ$%m%3yH2JzhuRzs_uO8p(e)@}QR8^aqN9v9s5`hoLY50_k-hy#G3h#s5*qlW z?#TTCdySd2`Iz4Gj0bJPMzuav%(C*;GOy)$_3h={y$nhS=@U&7p&jQdbAuvb+hFNM zH*>*VRibVkuGxN5wv5x$WccC+Tdo~9%%&F6Aeiq7Zgd8V?W(c)69NGj4n-Ay$ z?Yd^qUQx#jO+W9d`;+Dl*O5+oZ@I=(job7X3Lf1?`FVo_Y3kB0?2?xajGlYxto89ez z!mQQ>!ht25QbPv$9@YbP8~uo+x(}CO+(owd{W;b?rqrQQ)f2m!*00lA5Q~R7-P<`q zb#Z!E=!}sn8M)JI+z18}-&b`2`^Fc6IE93w0cb?L;4)w{P*U49 zK%}@vu+yZpO3va0tEL1di95r(Tp9TQPjWZ77hwU?&TT*&XyVnv!2x4y1C`fzz<4zk zj1qT3ztay#-E1mSHTRfwH9`&_z~6uP_Z+Dc1^>alCNaOt)Dl=+3+v~uJn(#RJyUT1 zT#T=QznYhh$(12EiWuJP1B&TW8(IZO^j4rAAnUcG{WS{&0^VD4<9=AS82;XC4k9 zlr5XT@V zH^icD_gX~gQ*^1jEkUELe;)AFo8x(>p4>cRrzU`GA~}?y9yk|NMzS=7?K-savM?7` zQ|`RZS+gmnU*6U}AD)THPE2H45Dk2JCnt}~;8&#ST!c^1!trhfdlEWgw@gcdl~a(x z>Isx{WGjCxsv3JEOBVyAq8J#z(oQyeifP1$NTjNT*C^CCef{x8+DWqRhvJo4t^}4NDRwOelBEaUFXh zDz@EfcGi&F(}NYrv;v>pv_eryNBJmLLjDX4*gA$f?R=yxlr+x(a7kn1KX!Qy7Zq^H!PN`up>>2 zm*1>NGp{E~+H)%@*Vm>o&<_}pgD9Z9eY8=i(btRop51XBP?lT=3v80<6%%8>2lEj3 zJ(!oTWY6*G&HZOXlM3e-rEeCvI5JS*aB+&*As{6|Zj!uK>$mzIub5yLK-usOU==dJYJsO(f*G&pq z_+3cf4PIfP%T@{N7AyqvQ<2$ls=%e(qffKDT*Dl)U&u+QBwE5feQ zrXl{Ga%dMGcGHJ9^p4S+S#+MCQQxVkGHI{pKP4mw&;JeGM;kqBQyK<*VMw^8JDSGX zPXk2IVCM>jR* zZ(kc?n%e*NR$~uu6LxwOwPX!#_{ieOgqckAfVH<2GKAk5c)fP09EhqbM+B-6c&qyd z2ZoP0P{qYj*tO{mS*u9#4Om5xKwYEGbRtN{qKI;u|LkBhCM&fLDzK=0U2|Ss(d#f{ z?~afwWIJ_RIe1yR`_i4D{&z%)-ccpqYmKtK=e)5?hJC>$XYI#Y92Dz+?>=_ctxG!UTuia{A>#8!?%#Z7G!>vNRw*y?R&@RS&dT8TzZt8KF(2VYV z-L>7?9;;L#^HKCU^UjQ`qk|F?#5PtX->yLSfCz=&7bt8VE*pucMD@+sqQQA|?3uFM%MoA>btn#qxlRogy~8+8J0{8E&q!dD&t7 z!inFtDe~K+ZKXocBGNBgC>6`J#Bl|oT~DcL3@N-?d_s@=Zqr-j8f%PB*`v=W&JBZ+ zBUg1aOkw8~-M(A=CZ?G7pn-NUU)p)u11e+qn}F1tqTn=f0?lssUEWRcPe7#P z!6W-KJGZYN+a~1EeejD&Yn4NOEUd7GeZ(L4Xh z0za#6txC=}Cu{>^;RV+gN8pA|-D3DM+wQ&-UDxCj!<9n}A{8b7__s^n|HIZ>2es98 zeZ$4AxE6P(NQ)HLQrz8LLVy-`FK)%55Gd}N;98_WaR@Gj0xb@K;PB;s-ut?qnfLwv z$n4C?B$+v9uf5k^>nAYEuz(PVR}}vi@VDeQZwq>BTK%h;7%%fO$Ovu1zUMK(77B9Oa$mpC2bLOUxNUlmTj`^V%Dcz)F%l4tA zg|mi)PL-2ACSzy15W=Wnc^@9nt9Mj}p8fP8V&aSXix+OJ{?EqZWFen&{gP~7M3 z0bBxSlgq_=!~H-*hweUoE$X_>WG013la<2Hsj_VS1N&sUkF3h3gWM^FL}hOXJa83M zzbTz>Q|}Nf!WQ14HZK)eY%Os++L2BOTv5##YPC_Z7A^g;_By=!g0!xBC>@6InkAZl6t7WU-+jWV+}Z7k-V z3m20&jVPkg%>MppW8uT^cl-?sKf4@W>Jt63FjP(Rp%YiuT;DMe+!|k<91+`qtyvE5W9M%B80s4Vug-rJsV_ zW&oS+4ak9I^=@+Q73pJlQ`~0uVwrkx$e$IlgjW{d18`F%|Fu1weL?QqSJ}J zq_pRRa68V8ocStsEjofVbtU8vdTi%|m_YT!A5Z5+$Oq#()lNk25m~# z9T|!r@A|t6dQVlSEBbyh>sR-zcP;`uXugEJ?jrEH(>9=MtrY;7WS&ur{1b|OL;nY? zO#C2=|IfAmj(xY^FXn06&o8pLlHSIQ!ea^FQpD-`S(rn*j{pQnHP|S(kpeEV?UYC{ zpCb#yQ5<6AamdRsFdg9&yU@>1Yx#=;?`_!>L?qt3d@`)7+>C4m==L^d)^pDZzh;bV zTl1AKp5G~CTmrX~<(u>TBqM66mgezI74nVvb+7N(*I3vTw_77J8!(GEX~1LsOJu~h zal)S_9EGG~aIt%+eC3z4l_;?qmZv|OEsbAPT=5XL->Qpa!c7^cuad&Nq7`F;moAR0 zK_qwL_D<@f-@;q+>_MlsWq>K`nRw6dk;C6Il@vn zcYe%K_hG(KKaQj{sR#@qa_{DZeEVx@ElAjp9*&-l*SyrRw3Xa*E6V8p9@1m2o|Pxb z4jsyri`bu%c_eai(y)DlkCQ3JZa_sapDW31nD@#nH2ZUSq0wTG4R#Y$zOR;oK^CAH zDNdIr((^uHkww#f$v|K^91BwPq0rJ@2eOb_!bZQA092b~oAnX6Z^-?m6J8jNb!?aF zMNLXb^s-1a`tvcJ2wEwRM+Vp;U~#!85M`A|G~3H~dQ66D1Wifs7w3Uw z#y;`(g797;M>yu&t$Bp^6z@io(`l5*ELrSYfY!ZqWl(oza9UTUz;(HcM>FjM)Z~45 zXnmCCJ=gYOg#XO?ioeKifsSfnn0OZVH!88?;45kpZ!Nn`nyZA>-s&_K)YF#?_Qw>q z*WU(1m`jSmuk6ZL4*pldM!vlamsC8QWRmS9m?1D1-? z4IT2{p zxpoLmdsd3q0VcN-fe|HvQ5v|x@Kq!{Uzz_KYIIe^#?lQab zTBoQ*#jKH|HiLf?+T=;WSMzc9S+jql3IvZF3kOi|DVF{7lZJ zT%KBudC9j^9lmvYl(!@KKw5Zh#xT=fDRCh@#?b(lKt@=DKB|lD{2rZ(_Hxtke(ME0Jgd-;!KT?FE!z7{)EvzpA%1F{O`r z+wZr}pF3BJp2dE`r5Eg$$rs=vOXDl{i`p2{=er?`E0biSU`dRo*Ui`jwS+PBW6mPG zRHJlJ!0=!GAlzvs)52)vIGGtbQR*0yk3b7&8X0hZX7uNEe%BE=_f#gCU2MI++x(8- z3x2iFkEYX-wJ#;#yH8HOX1m0?(MNvu^5^j@VGtmQ-i@xgpq%FhwCmv%1Tj?+F0f3G zxR3=}z>uhm!w23^mV%qOg8G-Cb?-!fXkao7XvATDOFgp59(K^(iuwq)$*BO_$OWmZ zKsGE^0TIl%4;ltWghB5O%7dT4TiCc5@hNThLq_KK?B#B5LktH(I!Bf7&OiZu9sKNx zIkRAAXYo!mE2rA}sLjKdO+M(owqB#BbV9!|vSG7Y_(UYl&$<-fNBf<{J$i(1;zt$d zH}abI?XK576Od!eB%dvLEjsn}YZop)87=tndv|Bma-s0*jrkB#YmRoR^Mk?V>pIuK z;!`mU^e*+akSS>9CCri`*#&4fU&r6S_Iax7ZLDR!{h$=Y#1TdKKT3D)w?d+vAV$gBe&i3C0phx0;KbzJIZo3)cjOsq(amvA>ahJCkGA^&$JTYr^JT!)e8! z8OCr(WNiy?io=Su_r}8x+MO&=rDl4O-Cb^gA`#DDtK~Y8qw3{zRUGGV{Ci;n zO;*hqe%7t8J};{k(hx{Qt+v;i((AtKf?kkxVumkL1ZcR;r@;x{lHOk_FXB$7s`tOm zDrAsy5pXk_mrf86Hi#z^+b`Ut5h8mb>1ondS2P>*bu;FQy@Zr?nJX~#TsO4WjL67w$(ez;h_8_#fazZs$_r4b@#iSJJ656_&l>iChv|Gyiw=;@E5KlUt~NG5dT?VkuFgX>w;^bE zZ=_j5O^`1ezqlJVVWrS(8?b6&pCBQ0i$t`Usb@m)#(;F+Da8L;G8hOnRiXXG^4; z5r=8NVk=-sQmStD`NCOBsMg{UW|Fzj6i@-5!MSh!UO2~p>~c!y3~D3#!M?hJT^Ieq z@=P*If`8(pzXxw1&0=5_R*sWlXr10yP(yaB&Ll)0#zZAPuuE}`0eH#dasb49Hsz(U=^=7e&7 zLAhB^>%RHlcqHc_|7*tjLd5O=N2&+a1tOZ^#yO>`YrgS1Zet0JqiTRUY7OHX=j)ko zm~o80Ghsw;W%bkvqt~9S{lPU9jZ2P%7UOuFbU45agfMn+vKH*BiW0G zRumqr`IL)_98;|pvKub-K+^SZ+|n#HsCg0_GK#ZP`7~}s1ma{~r47g0FQ7fhu2!*2 zlTfH4rkNThqar#Zd*b=lg%{9-@^mIFkP=VR&;{Q_3ZG>DWVakQbL+76mjXT}nbS1- zc4Lf47VO{vZ3`!1SXyVh_%TpzkxxHx?5*1n+~I01|F!n4u}31a!Om3>K8frarM+Z6YCTZJveF?sL8@Br;h!0XP$K8@F zDXsb^m&tvd?$yIjMHR5c8`=aQm6M8Bw2+h{6g9vM_=nrvNVrx)h(9dUtEzp-+QciY zT{VMmisR`rlb?=*@sRX^mSAC|+S@51K#jJk4<6gd1#RaPB*+9zSTfGiVd1&Bp1=8q zod5eXJ(A2*0SxE#NyaqaV^l~x90lOyiZ^|y`tz?s)%YD!KF zw`WNLTRrXI)~9G*WiR( z^|sCkp!&y zUgVzL7{*AaBHxn`WE0bO7z!e~3X1m(-)}}=nP}~a3zq!uOUL9YK})h$l5NB=rA?rI zWlG+PzYudu(&@wTrAIyPGF1>GagKE!`l3y8>&8 zz27jv+&E0a?$Kd)1HSva5<;uuEI`Z{}!4(7jruHQ{;FwF4AKYK}Z zFeSsi>I?p)B%4(bjY+R|%F_qgW+(8X$UxRxI)O6uNuDciHM2@PlUcUbMn)OsPL?YW zD{yy<5+UVqa#QdxZ@=#r=|AKX@~yUy?u{ES|AjvPpKuM0kGq0dnW0SZZ_rBC3wDaBhgQH$S0;e&;%KBs`)t?Zvbza0yUpn($J{{b03x z;H7p@9u~x`&FsxCPDzYOe~R@s3X3~uL?)rF@$;;2GHy?Cu8ws*xE2J$o#NCc>GTh_ zzpnyZPX||@h*1WRak-07po}7qJOL^|oh09k8uvR%W?H+J9#HSQhylWZQaP)f+FklP zyv*3o!iiol-zObfQI#a|qU3PBFrUFao1fGB+)8cGGjw<=@w`Wpw^F@NiBGoQDq(NM zy#6pv9dVI+#`QD$bG&M+{*=P%Ny^T*MK%s3Z-X5Lq3^@dwSglKfPua5{&Q%E+P?AH zZ0|hMCzNU}*ByQ=qLpw)ib=0oq*`q!gGau4cHmriH&R&Zh_wms;@cI7{^Sr<kVQhcCEu0%?RP$oKxdt+G)NHUMZgVRRLK?YH0 zH18=Ow?+LyCA$h{q(pgI-DC&F{v8i9rKfPjmdbgIC zye2B)MJ9(BiLDCAD}c5gFYn`s+u<;0@#Ou2F=hlcVHYFj!=-;$rhyAztBmHN=5yzY zRA5+GZrigV5N8NRS-bEg%Hx$k|HD@`pkPqS?dDpyd;ix8j*2tNoUzXkE%%RX1?gKz zj~0j29BPrEtq66<%r&Vjia8tllDUbx;URD7)ag1pu#W%%?%#@=bUt`Tv>Oa&?eMp*> zqN_#J+4lLhU&)IYg@igSD+ir46LVL5Q6KPe3=xUb$!&NvaNlU6#NJ1^BpL`WXPCyhAK8zo^XGUJT6N z3UT&1gTHLha#mH!*Q1vngwzNH`$ZHtDboxq8l|eo1g;XBH(GYE>Iix9Y>01@fu}{M z@9^%es~lV(En8vZv>?u_HK1R%r+Y4i@VLXyqCEtj^wkCc86i&?ZR%;(Y1D|g8!>;A zHK7%&nkO%8z_PkFU5fMAO^Iqv?@A@>yfyo0izo`B-hyvbvs5O~psM4&(h=;D->bH? z5MsGW_WMadb<_sM5qC@|v6O~Xz!NjsNFj85pMaWMaF~wMafrL)`X|Wc5ID^ zI=lMD?c+21%y1r}R*ZJ{Hyw~)*tbsBwY@#rH5XpXj5BRAp<`8d;LY+T-$r+{Dq-2H zdm0oVzMmR2E!Cra?|x>8O)BSo6~=!AdiPjmy_#(I)R2I3yz##2bXGcGuiX|)t+)x8 zDw(pv);iw{UDQE=W!|NgbK{=}7j-AC_}QoHtvy9H9v!sdV}BCmEbi{2=+>Z%SkTZ; z#F@*jC9hzBZ@hny)XvXT>9gn-IwM{?Wu@68^>L;1 zBHe;0+4ZlQUGk$waQ4BIZlAH)adpRJqyH(h0H4o6GfE;x7d)eUX&;g(b5)Sjk8dWi z*qoI*rL|G980A*zdUN~h4Q@{RlQr%(=Smkq}ZEnQEvgi}?JKu;Byk(f)o zo=`oG6j~pfhZYx`?s8d$u!QV6`_VHKL;uO8Ff&}lfQ+L>cYKq-+&8Mt#UqaOMNZYz zU9cW;(C67 z1aUG?e+Aagrze+C3wIpa5%Rt@s;Eww8o%pos4~^+g7e zGuEAQuR`cYKcO`*l=k)L|0$|f$yyDo6XlY3RK)~9=QU0e?!l7%n91#>Iq1O@|JS;N>l`e=4KuvoZKmt+ml z^_3hSGR}<5cZEyHAjBM#TTGu|h23*gTC?OF)5T!S5bykrymOG|YBUebJX^$rr=8qq zt9+?_h4f~C*kwT_e21h7T^Qj|WX4sYxXRIDp;~50g%-b-cVC=l7$A0ZsQg?^xyB5s zH+UpdAWjraNxL9o!GNh0>U%4vBsRus=fUxK!aRwgLJ`vE{C|t#6g(3Pl0Kq^c-Y!5 z(j1_VW)_4yD_wNc{cdhLkF6=NxUNlN(MgxZpI++y_cod0O#5t#;SD?70nR5SYK!eD zthQ1O8XUgahaK|xl|Q;CID0||a|I->;~x*vO6lmo1fObWBVPCXS$#sq;k zNsm;Ij2(7e9-iFJB(~kD1mK1BrG?jxheM%TxeT}HH*t-yvgU`U4Qt2Dj$lG}i+;s3 zuQyAyr-9C|A`bSc59}QLrV6Sea`hYP92oZ%^LeY<>WQeR$EP=KQ0_jjkH5Bdb{PqD zlj(NT=a_tWC=qDPj2F+=mF#qg#`b=+UmB;_C#o?=8qz@O`RKkbcZw5bXYw5UEm4eJ z_bt3M)q1|SJQLWy0d>g}UCeI_wqX`XaXKEKwpYUIA{E=<`kRN~#N>=3l(pqi{)xTN znE&A+p^z^<{@=vXP|bw?lBSxAD22gku1GgR8B;vM#c7ExEwaE^;uB3QtoK;ul=6+? zQ3vATvJ2$4g2<*eglaIl#o3;iJo+9R;=CE05aWwP+`aU9H|zl=szb&+s{VJSn6Lb% zmea2(3dWt;uyt-xaCKKZ8B2=W;m#kKL7K*ARL`XvGT|ku18xg zAm~VS^bFPcem|gsr-Lhr16jjzi93S*4rfUr^%cgU1S+FHhZdJb(80)s3ti}oeA<}h z_7>QK==>Giq*Ay<)y=gTx#VA3W{lrau|o|IA$hYu6DG#FSpQLGLfL{Yo&4Cq1*inE zBK)D+h@ukwv0qkZW_J)ZO&KeF9*=B{doDXDrbXjm3rVf^-XJUC*bZXnd?m=%52Oy4 z^PK$iof#uo&tUk%!;orzvglV|ea|HdzY%WZw;>Rgi97|YkZLlE)8t5*zxfS8=Y2tkQG;Cp+V(Hd} z%l_?ziX&^WWxpPGjP$Tq(ADDQ^*Pi)0V0Gl_OjQ$(VKxg)HSRTNUXTFxzs2s23PtV zjq0+;3azK{=dB2n&^x_ys{Ouv!Rj4a7z5h1SUEj z)1p`F#$-z{=s)9ecBy|u(nyV%H?c7oKNT#^_GQ>^lawu2%ok70glhd zuSo0TlF%63FpHT;2cV%@TqLs1o%S?lE#1Zd$~gBww@#`UztmY#QO~s z{S%5?jFJCQU&dKF_Tl|^r~L1S!{f#Qq9Tb>>?&vxFZ4SI0u@Y4=r^XbV=|G-E!{$2 zNN4WP8k^`Zs>vfq8XR2lVTlVe4W9m=9&LD_TJ=t`O5E8CS zQfl^MPStdJZC33zTIj_bYGd4@m~o7Y3lg@%(ISg@VdV7#w|&oR2*}r*x6*OhTY>864+{&mXaEMyyHL6G+c! zVy1@RW(N0y%;r1b88y^#CCsH_WgQw}^N_hDqjWKKl1gaSFgM?ZI!PV*N7T7#g#MSm z?O#>Tpr5G}`Pp0pX_eCMZ;NEIaRISuL@Y&J#Duxt{@`F}yHMD5sD!AQ-<3q8m1WC^ z-nM+vQ$2-z9fb%IofnA5t0XU@3k(37dmiz>$G#Cmv5=38E2rI)mB0&!6XO7ii>8B7 zj&nLJD&8#?2K885xcTBPmC&XAkz%`zf_885qr#desu!9Bfx!IY`0JPYrFt)^om6L! zI#>5@7Up6n6`)-R;yuI2X=*hSxD*}@aLi?=!tvChOxchS@j*Vf^3+v|lLUi4L zb{W}0`<2proYa0}(|z4>9kw3RD-S9h?bU3$0$)(DiwHcUd(qejsO!a^K}F$N8s-hi zhatpu*KnYw zkUY+5^27+SlBObEzU}1Qd5t-?L6_aX#!?m@La!UGue#%MhbKP8{oBpo8SB9N6K+- z+bjif`W%|oa%*b_@R(OkyEctA7BWG3;Y4{JOSH!Z)NCG(kXVKnl6dh4(`0J^F{6?) zZkhyE-~8{!skyz~Gl%+5K>s^7;1~j?mO@&(l9$b~Uyf<3^>$VGHZH(F)ykr3=+*m6 z){;g!Mk8d=cir&&2dJ@lQK+Ka**M$u2q?y2mwjdnfm~`fq|`b%*2a-hfwD#$4=%lj z&CWxZxNLF0op;XJh4v3PJ8}r&2Z|c3uFDZ=y%+@}mJB`<%}|Nxn}kzpz~%y4-#jWB zkpQ?{w(YyLiXi@y6MjUzAj@kLr|;IF!mm{R)t5)60ji=FMA|V=H=UPZN^#nt!HlVkr5Y~**^Mk z;#iV#96!WQb1P}Uw<^x;eVn3mGLYvgBA+>d%Vc$E#ez_Q&ZA_3`Bf(I_VpE(#Yi$X zkT+i)Bvy)aPjHAsanzlPzBo24&7Ud@+ZA7fi@!b#lXaiij;37IXPKvE*De!PML6OX z%}A4_2D~@`e{D_vJjun{>nUe^_}S8NjByM}bNd?CAIWrXFHUoQ;Ap1DtN*nEI?t&c z@yzRms{wds2ltg%#iZU$|K6wlk-|rQJ?S@ZYEi@f>VLB^1$2In$be8SpW+zeEZk{c zQJNeSNY;$M%7If!45CpaV6l_6L0(GlVkqFGl;8RahKMW2tRal9Ax!fj>IAX8&*o>9 zSyOKfgqVdNXpS-s;dsRngLy$~8&96O$=Zw;vK18fWAP1%2pEqzr+Ud;&Qx zAYQ({54Wvy;ai4*lxFUK&K@nUo=V^PfyDERBvgao(kjlO$A$a^hl;uTBg~)?0!ux4 z`FQ}e55c(XxPd>V>s6t3s-De^MD0D9bkPMs-?$=Aef0Gex~p2ptA(N|NQ%+rG&p`Y z3&3l9DrcY-+D0=PuG0QhD(NR{Q7}7V*mz6|~ z;i(Hc_5~URF(8uJ1tJ@8Os^`xS;Jq$>A6 zKMrY~h?0MVZq6*M#P4=>d5<*pc$9N2bsY0J)qYiJ!sjsosWhB-9P-m|Y*Yo#8-L_D zteGPs!L0n`OasQ>Z^Uox2_4;_icc0{wOpq=49Pjv;^1vew80Usef9kzsSib`t{7-h zDJqG;gaJuA>=%jF1aZgz{&T*mHkT43INn=y3&LFDlN$k{`2%s zr0_$S2!eTL?v6&x$)?iwxh#l#p`e6q^F`S4yu`4h%$9C%+pPCrSai@=C_Zo_%V28L zxtGuTL2+qgNqR@c!9O6!JfO&NYD>_6SDe)PxSsMFhb9=&MCYlY>t!Ol2W?2UjwJ6cIHY>R?%0$4Ofj;rw+F@wmmOa zA@?f#=~M3vF=2Am@KJ<}G|H6N^;1`mNkl-1g6Xw?c;)>1c4y99f+G*l9ZFNczVXOc z+FS9sT<8$bdDhgiljz8q4ftL*Q35n`^hkHlFceJlX=+%UmaV8YVK<%dRJ5~?aq8b={wc)(w+qy>wdMok$q7mvK|4$^oD3o_7M=-8Fn)iWFyHC6>_Jn(l@Td_wTVpJ#@gE>_8UKFszi+bHx$=#^x8}5& zw@}CBDd1Sqx|y1mvA1P1>o)qzb_C!Xha{6bPx$jLkkM*j;bE7Mz5eN(JdiCf{q>ln zb|@#_Hs_aznW3#t&ju)~XY13G5K@o4RtWfqE1H>!Nr6R``M74k3L(r;Q1EoiU+=z( z>qop0drlEu7>zVspeCuB}(G z;d_~>iEg#Eh}@R()BuSNZv*J)p%Dt|Cl_$jML8dv66(L?-zCH%P-T@ zZGTbGcsXrcJTkH!A5jthhVl?01yLP%AZ1y%FJsMDWw00&EEh??Td2;pk39QXvo)(9 z73;75@HITMC39yAXbI3hj*y%V>))v7QITxjQvKU9R|TgG0+?O{4&03LZYl0`SA^gO z@&+f{qXowDxJt5Gw$58u4 z@bM6FQ_$#QJ3cn4H|=GZYb*I+Wf)wy6=Ww-x#EL`D=i^1CBBID4RC))5fp=XTtlY( zj7!i}sH(zhZwIygeer7X3Cbn%S72<5*j*P8{?P?M`=69+ zPc35poEAkc9siKnFfJVXKsS_6Pdh=Y2=l^IvRQGUSogrRXl2I})_)tQTK#Bckh8De zIVZe}@nOrqs{tFM)W?34{a^bDu04nzZGb(+EHOq$4-~)WsDfJi-8k-F zv&sLaq8e36)l@|oq9z1~yz^0p;G4QiNw#Uc-0R8KxyI-W|v<2!@A;KR?{nKX*KIhFqW4{Kw&2Utj-s{nJ7HZ?=#Nwq5wD8^{tj zkLiHrUwP#Ju4$pLlq+b9i$g{saY5D;hP4i-Ox&;DV)2!Dwu}MRI`XJ-DSVW?m_KM| zFYSDXjGV9ZyTJfv5q3@O6z((xRKYR#5wQ6&*JBETfL??-0LgpPT<-OyCW=}G7c}~Jgk1)TsAhUZthr>zq>V<&9yt({a+-*`(d?KqB z)8`K$1yI=o@cy##OdQ?GCSv_%bM?xKta~(p*k1s8e9%RFmhqc|($*#F{2!j-e=>)> zJCk{Ah?6~2DSs4s+&T8mWc~*?snkzTddRV0tQ*b0q!e)|*9oGY87A8tG`1hY2kJ%e zvMp&pPbKZ>^&~i0C^0vI{8y$uXb<>njTKQnIrA)>sZYlw>bDJXaBmF8*!V0h9? z|H;FD_`QY^3s3e6@Oi44fT%a`XKhPe-AS9$IrA1YK*dCOC#ci>3uYe6nu1^cJrb6+LYmS?=XA>dk7zyE^4=!0f9}1 z%60NNp7XI!EFI{(ZNg{&&PZ_Uk*T46^IDzo4H-#slQls{6N2B4g3qb8rtl7SI!0&@ z#jZ}Ls%BTAItTYA5rJcLV)1NWpi09(tGzClBU51YTN}-ev*lVhj^L;A5He<#hO*i~ zi>8a~Vmh(9AQJ%mV*m-`?1yJSZM{M%03=b_;s<#m@9@^XOpZOue+PXlbDcIu2e=+0 zc9|17znW^eA7e6BabR9u;iF!quZ=g^=C$BMOQRI0sP5r+dY%vz7CF`X9X3LmY_M{s zghxa^=GS-E`DR*^_^RT`&>FTP~`7#NWK+d5aSG2Z*M_-uUAaagCMFBq1JtsT78L{syBVNPE3 zp^gd|9USpL+xwk+u=}UcN9F+0FsY3yW6obj1rbGZ1|ruf$!hwa(-U)8^9{qW3C~=z zlir`{vAocIXr=#V?PLNzi`i8;o~$hQ`deKRqsa!RN~PehQqFnZe}fe#>N80#jEVC1 z-tqqDxo@Y}d%_2HmOt;$JDj6vT#zjp22wb}T^y1|;=kuh*bxrRU@?_U$_)!B4^-W< z6TA<yiGRfFsNm$oj)^ACS@@3Fb zB3LaYWdY9_M-N2|*L{_GYUujGluC?Y8w~FG)%YFSh0CZ=bx1&OYg^r{^;=4&Z}HuJ z$5b=8gBy{(WXBM13oqRsA2)@1e|V>tN)vyqfkQ!|zMnpBLG=JQVJd59Dt%Hgp~_62 z!f$A~{Wif?i5K{I8~@=84JISA5%B3HK5J=#0ryU)$94>3tzVB@K#)jj5GHn#;rm@K zmfDPJK;_+vu+kr|8}LZEGOj3r%)%5lc1$IW9A{&D%)1s1BhQYo7i-Y(D92h+d|C@P zhesQoA6J*WT?fM?7E++2Tuft&=R>qbnEHT;9`uAs>Rd5 z{*8Res?$v@@7C7qRDvyoW{|F`!Pjf3KEhU;Hdq}O)2LMErLHbZ$0XM-J*mQQL$E9I zf`~graUqG~$jX+!7GYp&JRT1|z49YHX#Aw!gxhN9zqDosUMvdgZjJ5~r%qIVq^ttwT7Kwc4Y;x5j)DS!`G+&n7jHHlD z6Wsy!Ll|(yhm^vuy#U>1i?@3ooOfT~ANS0kJL-(amUxbrBT;9dF~9FuezumEVV^B& z=F82tb)HnHMIb9GE=9zhd5@5Et-NpOelxX*uoNx3L)$aCL@@lEBu?;LzX7g`EQ%{f zEV~`nqd(PD%fVf%B)4aCZVova4%7XOQ$q{e$>@wCrs^H=Cc_-8Ur8eP>T&FcT; zsDMojwAKqq#H0@(>mk1-D2s@=y>)NN22$&nhv_aX4w(jhs->%*>dBmM7WOMjo0^Dk zS>5GjgEAXatu@pNp*dBOkWzjXJ6Jj}hV!UjXFqpr zQ|0#InQCz(g~dWGFA+=$c_KEZ+dWrWe{0$Gnf6;_j@sSVgG1LgNu=FYGL0xSC-i?# zHEkadGBSOBgZCTPlD7~0QWke7pvUGARs(at(!e7dx-|U2EtF5k;Ki|!JB??hg4>@C zc*#a4CTSLr3l&+MVj3_TQ)G~};{Y7kc5{1(>23Jq z2Ze3kU3iw}C(|YUP|>(QQfmH@3;X)$sZN(jM4=noI)A5jz8M*8GbVP{HmMZd@G)iD ze`WkKKTU%LOUFx{I+a`I=TA0l5?i_|*@YqgTt?fsKU8uQH8*RZ2S|+LOyP9 z^fbcy)HV@Q<>r8569WM2<$NK>$#83Q*9bfsMD>n6p~C8it4kb{{8VY=+WF>j@V7(S zBqiJKcD0gNarUTuA~P!H$=`it9F<{mGL{JmQ0njh*tj61bF)~=jSYzEzpL|94Lv=* z08nB*{CR(zX83?TXI$yCRuW!TRuiDE1nHqP{HlL8Cf-vFWr}EF0}=i8PCJfx6QpN3 z=5UIe4Qs8*h?X*eK9+&qraSsW98=Ay+=MAHJD-|?PjxrfJJfP35^>UTa4zR(hs%gM z=`@MirOlJJhlrT=p;mihEEosp zy1jV+If&L~ZgR~ZPqe{+h(jb`_baEDrsg^}LjZS~i~o)>vHZ+~StTzk7AF1R{AY0k_wQ zXt!cekxer;NPI){Ljg*sW`C^c!Pk3eZ3Aid4l_6o>nVfyttGPTU2?Aqygtx_vCqAz z$UjR6lBd;pZ1r3iB6EsmV`D1kL3(I@wJ@pOB7IwzYOQAoklM$(j%+Or+Vfp|(gT9# zKjstNdF+?KX=`IDYY|7(^g|9sF}9ktpHljPWT2_cZ48oYT{(C^)p@+K1+)oqli=Y| zl^3eu*w_G$j8GB8bQQeriWE*xc@aEO?7uN8dwm*d_{F6Tp)>uOVA_6r^>&Sehu0q`>+Mb{h#{v;$k(42#0Jab zKTxIB`)?@y+0pV?MLpKn{j7Eru{)zGCxcsVL_1_-jYyJNzjJogreC2oDxoLKH zVi3G*@Y^5+!NF=8e@zv<=nVdS-}`*OYj*0NC4Rp=MH?J)`A5s|`F>NX@vdrAAXOi5 zxf!Z&BGh}UCuYF=&+_!o`2?%^EqLU-TB*-g0g-CGL>9jj7BQj1P8B+hhmg)B>}ZJ2 z{yh-&dcg9@rzH9H2aOUFQ#O^JVnxzR*S4AQgMj|WOXc25tau94L#~SOwe+#7n1#VO z@6L<$wM%po0f$m7-{N9~)!jSI%y?rH|FL>g-YohIb?S+)^^d-=_!AvP{3x^U%36r= z?;K?|xoxA~k+SxE8F3D5R9C(z=b5CrPBvx9Zd>-XA%QLNoIkZS<`c zo&>efikg3NjI0H*u0pYAMOVNpQ$dd{aep7uvpyaeewiy=@qH@{qi9{;c-PlZfoR_)L7w9Ji)z?-@rzHE)k%hXSQ4+oWQilkPN+K%LN{H6y zz2p$ypD$77A*-Sy%qfPn3Yr*N(-z$@;LpMb8lh10e3eU>astZf=QiFnsvV< zjBqQbu}}k>eIO`SraPjR;x-ayj&TR`N>sl54OF*is>K4xQ9*hNh;Bwj7gGNl^&V)oS_jv)3-c=a)%E*9mXSLZ7-`S1J~7#JIux5~S2LHAy}+{mX| z>{v~YMM#fT6$d`x$S1$@*&FPHGKaX+}MYk)WLoe<(8N;s5KXWc~gBf8tcJA8B_ zE84B<4L30(1uyXpje$NB9g7Q-3{&kQ*N#8!eD`YygUWyTi?Gv|JWV&qe*}a!ggV?^ z*!(?SRsXXb#=gn5Ene$=c-|nu73{b~*_`n4NS%}2I1Ii#5R`%1Y1R!|`U6u`DmONR zb=*6os3Bryht}oiM)_{JixGLkqik8HPsncGQ$aEC=;bxDSw4G7gddq}=~bV|_}d59 zCfv-c*mqQ`qV&QK`J)ZTdWRUWo}~7dQw&sJ_tnifZ?EabMP};{-scNm{NDRM3`u&a zD;+5o3_NNI2fgmE>qN^2O_Eo*&xr;Pp}#SBL5BJN*LwECJ9ntE`--=@<^tK_^^gNk zS%JT9mR~{g#i!o9S279>JAZpDqxB2lqz%Lmc8?)a7{cWhlE11sa|$>ESK|~d(Uuj`swvp#dr*()Me-`Z^z#AXLEF$WjL4jaKEfp)VX_F7??m=0}5 z>uKITw$P`VAt%oA_Cqh9iB*GL3@flrl1Gz~8e*C{(d}4w)OU%mhc2-bqM8T8pZSBAmZHdLtWOeE8u9c`c#?9&UWq_|u%eQ*M<=Z9C z6^atXH04m5HM8Lv+2pS`OHofBtQ$&AaKIX$Jy7f?m*t>2{j^I9j(E%J@bd0#Zur&t zJel-Lcd{cUrvVq!1#K3m>Mxz^>EkZ&oM3}ky}Y*i-j$Ym>eAqlxB1A>vaLaodtF1t zdYPHDynu~8e5)Ni)wgvY_GF1~)!du=f4k-G%X%FvvDy9LPut2HDUQ~rrv=nFLPo)q z791bOo?!2LLo%5favYWzywzASVDwSlMZ2skP*VyqACO#NT`^|;;xZRkUFOq~i0k(T zw#U^@$?~N{falh)%o@5soRe|tVVE<|yNY?ec{|1@E5%D!(rl@VzIxC*6>O$$o#Hc+ z^w>Z(hnkTV#xUPdz5U3gSldF;bskaR*HpzCs{iLl&OA{PnX!w&e3Q0%4=hdQabJ+J zc~zt7`^_3lkF)L)sIcv)!QA|+-eJv4H&;j{nc57`FH_cTUWjY5^je~>o#Y@lFi=M> zr`xs0w;8`ViR-^h=?e>4IeMt&BnoX*q&{+9N0mzymvDQG`!8HdOs_)WV2w^M=lmzz zy?hsk3*Xuvv)UK<=SIRkf(0yPHtVboUjgZe{8wg0d%24mEhpw%i;s4CU%xAvLR+&& zegq*r*FjXx%4Z0)ojgZ7@$JzlF?A@#Yx9a>(fmP{gNG6)3(EY?itJb};+wpWn%9xc zG^8FGan2jFjb&egSK&IIiSlyJ)};FW3rZ2EL!7<@`5x~D&kRSlq7ni}p0%3qSKX>l z)R7=&^HzEDW{U4y(HukbxRH(s#9OBC)+Pjw$+lVp7X1U)Z8dZf>NYbbrS%lsJN#-l z@lTU7;5UbYD%SO=paBt=ODEJX9Xn>(aV53|?hO;*P?5gh$l9vTG>VrmHlv4$FjEmU9I z=6L2vOtg#0V4th6n#JjM@yZOs2 zFPJ`H)7D$G#nKjpIrRJ15nXUUt>A(}HYEPN2_1*QOl@RZ(MCB9ce=6dgHk&U0a(U=${!E- zWE9FU^t5T^_PACc0M$OT+dmi8$H*@~yH&-`@+9@xH|x!%CdBz=*uy`BwluhEp(jC@ zyv!M!>C=+Gd#Es-W#|g^`BN3Fn$qLVo_(d8!l4heKmE;}F>e9=yJC-n!*qEB`Y^rD z6W|w@Y;jvj?X_!VhYzZlZxuQVGbtQ9si8IybN18gSw6Jo;lSe}i`KIDTAfb)0ZV$9 zI;^6>aA5dK$axmoPkL7d3tZ+80xHatl2jB;?8ZDwV^TOrEc~e7B-_e>V?3_FX>s+2 zuY%A8EAg=LSY6~cZBE*|nEJtOF41}F;jl-t=bd{&hvNR^vb&+8rI5?KkEx(3_1z;w z09u2+A6!`|Z-)08qkSilhBV7p>!xqtS!ZT`YkbA&Za9iLQj zY?rR+5clUx@ zliTq*X>TqX!^3?nwG4V1)nMH>f+`(s)iaqCAH(|ZTir~_EBJ#M%YFUSq2pD#QQ|H? z{xIC2aOvLHd#EE%+$%ANa`TJeOoXjIv*UW2&pqB|OPNsW;YfV|E?50iIvZm!q4>Jn z&iSe>)2(hk8%y#{F8=)`x(w5Y#$E1ml4O`huQ+wP60FAiH^>qjFURpcX$KUtKB5|3D! z7yzTBmvktv<8sRFV^8)4X7A0`4f;!3v?Cc!Pk!+!+0miBUnflFg>cw3D!Z8_S;o~* z^w#aSnERNfTaAgbzU%LklkBS^_afhQsKc>c99}&fKb)^cB0@EFD)P2z7nf~s!9ANL z*`npV*KO%*##{rwbJx!SFW+wA3VG^9sEii#m(L5N!^DK481XlYu>-!be`e;=%4@d; zo4qiVOwm0lSxgFV>+kg8aAJ|AcS?1JnWS}VtnSHP?YD{wY?vkG*sKJA1=7=kaWGf3 zO~Gg<+m%;y1}MLB(d?W%hJPe+N`LTR@!z<)vs% zobuz!-8w6w%6{SqitWIB?Gyn&ANI(z!KL28X&JA`Y1}-y@ldaDT{Qu$8&T!j@kE~&T#@JuP2J*qt5RU$0xe}g5YmA zo`E&igg?OYk=R6-uh;s948}9mhgRiRC$JEZj<9|GvzJ># zF-Aqwn|h7l3j3PRVf&>-@b%>lRELOO#p&y_L6+e^Z^u$mnF#Ws@RNq*7@? z*T`DD?1>Rk%^Q18hwontT5Q>?ye5Xek~8ekCGVCZWU}Kl+f5QK_f{lnjCRk|TGV{` zBsd{rE9w>3sqoa+!1s-3s6q8?UugsB1h_T(q9dZ+{_>VwWSnZn^FI3mi6B zU*T));2Pn3@$_Z}av?*!bVuBe*Lx8>@F-FHH8%xrAE#5A?4PLM>;L8Edr?H4^S5^Q zFPmg^j#b(SXHJFZcXQf2zty&>MSwp?^$KSxL_>?(DO*6|c_ca#RF zcVkimp<`oIkeu~)vBCe0(goj1r9UnR97IgGfDQo*6VxXh$u$fPj9==9 zWgg9~KOFX6V6dQlv`|2&jVHJynODX;W_U@+`B9?g>*g>(;1O0Ark|LR67R<72t5A0 zC7cqz*ogEsWoMImsO$44K~Z?Tf#D531NJ1%LZo(*vy|Q#t43HY89F4;&RIfzEx50j zb&Hq)H_buhW`mezj!+{lUGVEXK}0cqBtXj;F6s=A*GyQ=(f_t2&Xc z;BGsZLD@RY5CiMNQ4B5U+8C+q&h{bP1lS-FL)>`Z2S`GmDnBMOjGC_~aF`M;nX=Zn zhf7FQpJzx#e_`1wy^eZtBys?oDQ;YSdNUqEQTwE)8-w^6_Vq z%69rl(b0|@i^(ZHHdso*$oWs=d6aycSlF_Nq4#nJPl~|2cy#x9!R<(O%cJQ}gyh)Q zbo#u$&oQkIGVVv$8QIw)4E66@7qV3l#`aaUwS=T_ELwEQPzi_D1S^acaKlBu%BN9V z2WPvxsf9YriHv-g-Knur1GrDHCkfO$@;o#c?fS5+N8Ef3neqBS&y*thhrY%4*J0}J zn2BVjerkX*J8>CNxv}!;j~j;x-}&p3!(@najzbG z@uj3Wrd#d~uydjv6*8MI=j%We5?L|xBvK63l=7stUAo(4`LUlbW&Rn;jH7I@TRYFT zvWA}lwtQ#UV^Q74_S5<8uq0;H8{K!{Z|c!3Ta&SIgt!}=z-vzst{aWs$K{uhk6t1v zRU*7N8+$|Fq1V`kVe5z{-yq;4M6C4jm91~2?69{D-ruAZjrgPw?&!=ts6@E27gKAQ z+9-5&bxFTl-!aw$zA4D_D6+E%i#fqWoK{44G4vd!o*|LcEJqlr$BSpOHyhz7ZJ=1& zDyz0UM+%2a_$){S*u_y=%DrSATiZvbr<9e9h_+yBQ&L0-q29pAR&XMBc)qf(xThUN z+_d;Md7+=GD;{p=?Q$3)nX$}aKqlbs0q{5-E?J>nKxsGhY$4EZNQ(FtmQy;_2IEeQ zzU$Vt{c>ZkI(sFHRvRi0r#N;~WF*{92d@}UUPzSrilG`tRAoIDal$<&vB20o6y^}| zo?|CEyIxu~xGy=<4esxByAKR{gXdy=K)&8mP6w9rJbG@s{ZKqs$A-7$PU*NHZ40h$ zivWwOt*&4eq8PvhttpH7u7}Tbb4NYg$;(G@)vBLHxn{T$W|Cao04=p_XIfy7aY}RS zxKSGsme>K1k{3eCsiaURQOj$zM9VuEmF?WC@Al4=f=4dIX2}L*B&B$1P>^)T$KJS4 z4|mRB5*==tthqaErBAsqmJ+%#42h8s^ZmX%UK|}eHtYKM4$V%b++HjtXyaYG&rX|r z+niKGZ?*feayWa9(6XhZeAY_9v^UdL!*8AeSKjsSi8SR3J$2mO>h?SK(nfR!?BVRW z7q)WMeo`EL0Yq0k=DaQT<5Bzaj^~I1-kfPe4KwN3&dSr|q!hv?!*=GZcymQ%V|N^~ z3YIWyOTOh-a$kkn`T!z?%JXKJ5BoJXOAy{%kI#$93$yL$i8}SD!;WHZ;NOIbYIm7_ zSiAUo)pMG5p~>OoBkUd#k=J1de$P`Fd|4T*;r?q+-7`fxUNMGRPf%#W?5w8Hbv7#C zGzq;CJXpCHw)G|Ku%ecxW?Kc;Owh%}MN_}8!`-LVy&pvzgVSd}6P+e{^kC0nuD{o(`II;AGFf_gVMVgP*$}m_G8dpl<(j;`>{=XTzEAHS+)|qN{dgbs<;RgGl@ZUk zR#iBr-0e@}s!6&umAs5a+Vaq*Ci<}EsFW%FTfI6~uvEhw{dDz3`tt0V7lypO?Oym# z@neHod+jyuj+frp=0FH)+xI>Ch*qK9dX%IyD&Bu!e{4#CD|vnM2yu3<><{dK$I;OS z*^!ZRnJI7dzD*LVD&{x0pWLPXF(O-M_wC${E>fxTE2D1?XU#iIr;X^1(%%GNUL%EdX*fq zeJ=cAKC;p4;%B!o^KtVuqx(*pAI{(q+_KEgD^NVOpxI};{0M0n zGt}aVwm)p2=zfG8uu6M8>6Lds>?7)f461G+j>Xuk4&UUKq~`nOav^&~D=*lA?pD0$ zaFo5~3L~>m#4$yI*SRE#FLl+tHn~FP8_}p3iwhCa#NN;JM1Q|Rn+jEzz}IsXtgE>1 zD80w1!IcwO-WMN_-9wf%@iL6^w0b!7l9JO!;bTp0Bg+w76$&+U@yW_GVz>pd+5Z^G2vnUj0fP@Kx~HwjNH z%xU+fD@Y`!P`Mo1Q%K;Tx96>x6dfHL+PTBzdkx0_$raj@ zDihkRkhY>ZouL)puAcPA;fUt+sti^ixX*bhNs`Yx`aoM3mrHyAS|_SHmb zp@+K7<*1)wMxANPK00wvIn}VXCL1=J_vY5euGgK?y~VttRT`!=D5F(?e^+GXyq)VA zj5nG;&5k&}W^4`<nCL1CRn`iXzsG4pGG8BY?=aw%ylS# z5UTrZmuxsAsP2z^hIs8>WuPT2^|{ZSR2cN_x$vT%JwETXJ@zSzx8Ju1i$oFgicR^~ zd&8PY69MvXnuIOuS;U`2^iFYx*FUES1#V={@H~<^GVN(J9{ZYBYug!`7B(W7zV6$( zmTjTzzlY@EPT_NjT^Hc|{*77PmZZouA3;2GM7kmFmw z5xLUG?pb*$6B)Sn-GJ&XLG1guf_dX>e7q_7hLUF+VI&IEw?}goZ(2f)jgKXnoY)MK zDEidOYZt&{pC@rB^NO@H=5ISi+WzAfrVq;HN_{=`g3*)Y{_GJZ=0HRMNgGRXIJI49 zGpa_;E_kYw9O|q~zn71Dl7r5>FyL*NF)xp8k4C$Nq-_ejD$LJ%pLe^1@MJf_G|wlr zrXO4`c`@^+F|1}8vtqDh>Vm01;f?vkZk2VnDvHP=Hj#uV;fSr6bJ3eK$uH4sDm~fS zD8hq&O7Ey+-V}`$itY7V_5BsX{;zgLbr@{($t*d@Z1qFxs;JL*#-xqksrz@Re_Z@F zTcb{d558nD->(rR>dqD^xqPBHM@9ExZCJdhQrn9=m)d@~=BN z$RmkmB_yr6T0NR(6Sh}v@Y}npx$<|?!L>;Bhg^8%UX16wSL}RsjQM|N6lHT)qWff^P=&%w*WqriFnT^>MLf>Qd z!=!3|u+`q<@$B9$UlX#I+D_6^wRNw%e{ztWulC99 zOC@y8b*w~WoLJ`GZmUG!8YQRsi@~H8pX!rbV$Cpq{=jT0)M>7H?jfXBIiXOd$pRiv zxp@&?@M5Wo- zekv#X@~c*btOKj;wy@;d;Sr6BzCIaF&r1cul6O_-3*|_lg=@R_y@6Ui@xv9Q z0Wr3nuBEy`(L*T06TyzPVdr{BRG@Waw%g&=k^%~1$$eQyy(Gm?0sr;WZS(HPi8%KR z;o#Y3KaGV4&5nlCxF}@QDY4!I&lzhLEAbk%>5a;(%*9r6^XSD_E4cexexuR#l}9%0 z^>;>5Pw7NAz7_Z&XYi*!Z038JO(ob^_xBt`y(_uUm67Qof?Qbc!TWpu;KUbl;Z$fW>L>;-GTt0o zUN@R1T4uNU!6GJTD(;rM@yh*P|+ zvL|d%GGvuu8Mhx z3?eV*2F=!5P9V)4JD!L9P!ow;P9OJ$ZI2M=crDno+Eks@6%nI9oUp^gMW+^WO0S2) zW*d@cl5ytJTz2XcBVeBpSv_p``^^S)3Iq1jsxtTX{T54jLT;IysAZa-zcBhLm3a>mUT1#v>Z-jU94_C% zR#b+iXLKHqCiiO_-z+yu+q}ga!89nfY*9@tN_oSl;Bdp&n=52!L|%WY&luM{!sq9U z-zI)tyF3i1zB^PhjyIqVVcIA+ow_N(jww5ntX!HyZ%)#5d8Gc*A0T7qJbChQjfAqh zDeadj`JSieJMMn0VpY_|>eq%UFf=Wv>0ITA3~33!!nKWxD1l{A7T3zmOxq<#%#eu+ zh3`uWl;Mq@c5`DNh_v^#0}t1V!!`hqJz$mFdxp_CExSX?mFhfPE2FD7_>IZjSYf}GdSw_%t4+UKcuRMf-=!SOb!9!| zJ^g)Hl!UR2ZwBl+wYuI-yo$PW%+J<@GOSc!Z-Wr8D%$Z;k|G#wS6xN(rem&tXC#d! zvenG6isg>}xHK+J9_jk*ZT#IO8&=UMhbi72`;qK^b+~2mPUA z_8MlMj|k+n?qgOql$I3LKA3YfG673bva@|xer2e$VP8&q^pl-)6qEQR z_py!7V=Q6huX=<@`IZ5=yfk5T6IqbMHZ2-R$EHR^+X>DNqG%GO8(WUYt{bZ>DM`YY zPQ;>ou!1Mvi7==T3jUMila)E1mLEYGBpRRzz z((`(J21P#oGU<9`goeF^&FGkkD&C{*2->2Frn=}Qiz+e`G~Q_0Xu}o> z5K=1A2MywFzji4bwJ$HqhK)t3@+ck;OL89PzCLN84FNJ~SGxe(*tFwJ= zYqE$rUG9yok6Js<&S!sT_}_mCj5<0xEBRIm9iE-^Zq|*7ef1~*v26MGLEvw(%i~^$ zx_utPMTH&b-hOHg3)pI_@Z-7QCqd6mQr*Hjc24n-?YZ!7~kU(jM~ku0`#YfDRB=`ipB4Vz~I|6J0$!wCrq&Odt2lbjTtX@3g*^NQ=;<4-#u zpIvn2>GnoFHJW0~I#>=p7>z}CJ@i*;Jsbtl3a9Gfp`lB@i>{64A2l^KqhUowMSKGX z|M`sn{{MJxd4VH)G@@o_XL|_+1qI*aC8ea2JX@9`6*nSRZYr+cyl#!0%R&m&{HJFN z|J%Z!F&+W?hR-`w=7)7Q>rtq)iLE0eMziFxF%#`1B_)xXsS`C*5$b>U`YgTR651cN z`HeyGk|=UHD3bU)8(tPUi(G$55&w0rZ}ra`4*z;DjeDT@y9K-XhB|(I{EU3$ABXSh zRy2|`{bSElog-W2m6g1n$qdu?j_~Rox%-c&&HdX-{Nn&QhTTyC){4Cq>Uf<}RarUJ zpQCf#lS9ree{~~5UBo)w;U5S8x8J-yx?5^lS=mab6|8J^yiZG!GfH)BouIh0(YE%x z9sb+p?RjRoyNKZa9l&BGLCI)5*b`|lUE$L%QSzeI-mDIQUNUlh4p zZopbAQTn`UCrU!xee`jE3bF zcJ&lAUJi8=L`>g*R>}Xq;B!#GfeW6u5RKf&aP+Vu7tF`Np>9D^ZzRlj-aG@d^Nnlk z1#jNJf}?*^dH~og?VEfmSTz#1Jrov=@*W+X00AY}H||63a&F~xKdgwsU^?>P+jAxT z$Nx=X|KjV(-EM0H^W$E_WmcFa@x->zZS}+2-_+gU1&#OP5B&s@a)rH!nvDB zqIL6P8^bBv!vO;<|EBPN@wKZfbbD(m0a|@I1`1wj7DYO(kHdG?;2o;4mE)c>;wk)$ zjEv4xUyjSTFPiX=cXkGE(Mda~`SCjUUcLWCFEK%Z751dUXobOViDAVUy=Lq@pr?NX zjhmQ=X?nxN-Zzg!!|6**J9klQ#%RQiigK5wZ`VEh5+-yveHB|NQlU;a@!> z{NI=J@#u~J^jw^O|0}>{IHB$5{ueK~zyAO3z}@BDCi3zdQ<2UX1?ra)^VY{ME;^Kj zQ9e!_Xezer9Io)JlhFY%FRuV`Yp0 ztNL0xB>pS#tCzlzO+q7Psa{I{O&SxmierBd|EI_o&J25klZb_NcP5rY-M?&8 zagJNQm}G^OT5Q9eiLDtaC=2l#%lv9(X;Epn`FCU9q=wyIX`oIBLUk7s6=m}C8!Sua z(Km5Yc9zM~N{OjzSg?1Vj@ECVo6B8(=eU{a7y(~@1%FGTp-AciK?=-2i+siy1k&Jc zK7!L%Vy9z_9m2(}x(&h>0P&#i&~dRT8*wS&jyn`bEdlD%_okIBzs;=OWtlTGmJ3v& zj;T{c9oEjR6xjUc8DnHf$dQdC+y>`He-u+v1{^kx(zb{1> z`6y59(5W3zP_>3}xt|?Xx|{=ql^(sxZ=LDRd%^|9%``;;N6!x9$2K+s*&Gy&Usod{ zzne#4n_t7&UdU{$f92Y~w*mD`2e?`N=}2A?$_PoULaGlA4%W9?8uBVqT@?AyD}v|~ zLZ5vW$7D8`cD^fq(Uclbm!(5Xv9>?~;q~jyqDKXOPto$W+QMl@GH&w*PiyaFaXWf6 zu}^h5B3*jUHr-@WxVS^X(T!z%){E!X^&95&R-hZzK6wLH*5OBU+|i`ZW9S-)t+BDh zdeBVKTw9;G4*#QQH$FH>m{Yi|1V0@bY^H&E;x`67JITwb5%`bvzP?lDj{9n=Pr!dn zIsD}TiC_KX-5?>==6eMdgMSZ>*w~utovbR@)XOV)P*IR(q^kF{|EsK#RH~j+nr;+N zsnX-NiRUjbKHjD;z2kZwtaa|9e-TzDvCo_2Lh==ZS<@0RG;%TRRw41vXX83fPEK2k z?Xj|mYGCpcwY{lQT3PGHy^EHGw?HS@C8NRTX$)Pa(b+dVKGf~#=Ix^@+9iHCFj zIZgn0?8%wcDj{sjVP_RS_|hoh5fR#!3)8XiP}`ygNi{XK6DZX#XqQ4aEwGt@XjQl_ z_^jNzkJoE$?v(dJg?S}6}C9P+Jd4P{Chv+NZm znGj>x(bW|KReb_UTd*022-mz9QW%~H?0K>6u&{;u#;AY5a5itE#xZf(U<*x6oSIKLeLk)lg}l@ocuH{c`x~xMLW&>i z>LMWep?t|67w*U{l)qfmhQjdKI6O@yWOB$nECj%;3J&F)cKyYH3|nPo;sovOdHBrbR9A;jfA4o9 zHBe(VE>C48dkJh(7T8re5xO_rw}B@T#42tX6&e{CiJvdSgz9K1NU%vca2!9rfB*jF zxxAtl9Gy}%RQ&L!lFwQ(P6BJf9HvNLmt^9A8n5p4{Q{%r_ixU!fp80%Xz*60Q5Lvm zWNI`zp%&vidVzQH|NMVtQYA0X~HfcG6eanHcu4A#U&Gmc5nrZ@fe7NrUu z0+ecHd4Mk1{ziWJGxPF~w6K^#dC-xk-EqF|TezKV_zgH_sKgu(5LPR$CM{G}Km@fu z`2#5N*)bq?Px=9DoFrou!~BbEBmvDEV6>pVijtCwiptc?j009C zd3VUWy~crjR)RJ2=Hb{u*ry8Eu!3LgsY^+Zm@D7IaO>md8WI1J`Hp{LVq$MikSI#J zTb7vbjMpzTVZHhKa6pE7Y)p5O_hQWz*B?DeNs#SR%;>$+#)l7;Tl7D0giQ(LP4g6A zN&tu+DayDz&Y<-1?Ly8 z41T3A>j2t6m`x&gwJB2YgXM0+7Xhn4p|rGg66!S2aFV@!eS#sP0s?_RQOlTle19cI z=2i*5)OR@d0@l>sw4O3zn}LVM+hQFF<;;~W$j=`D+7V;1I0u?ko;F{W!8K?SzMt{* zXa20j6Cl_!T%^WbbvV4|OQu`=mYZ3wJpS@_sM^VVc5Dp`hflvzg9cOu32N`f@w!;# zgS&c?c0UthJbZ9a?@{Rx*78H3$mcJ0>V`p^B{QP|NQX`}J zOlMq%iy~+q{A+fH>{ZBve1N^`H2Jyu+uw{I($g7cYQ7`QvwR^Qw`-?&PIzD@Fr zjjIDYwFvm=m?(WN^4liSyook=WkpW}eo33Foe^hF)2zrS{7zYQK<%)`?ht#4*HvoDrK z)GV=w;bI7fOsNKU4v4+NMiuSj$3a|LnYayGSj?RDS^9KINGN|r1e`V14Qvfzc2FuJ za6R{6e~8qCfhA^cAP*m@1yFdLbgcfm1nB(BubH^cuFVYyCV8(7=$ixF(VKwM)x6Ql%F1MB zfJ~b=O&Xd`BPKCt=qQ)#Ji=_I>!J9LJLsAaRPxsLF%oo94;EJV088> zSX*0<%BSk<;d76$OMZr!k?b8cwLsv86}4}L0w5IY`WP#0e43e8Bioq^6kkjvf-qPG zt=T!YwLumP-ofqASp@IrU*fEC#KEAS2#{E1U7y5Jb?brW6`qu2I-6Wz%W0K_xSyVp zp;wy);%@l`*H-FoV}nePE2anvet;Ew^x5B_-or^rsoZ{4QUnD10<6P@7pjv~fDuFj zKQ7)D=TBA9Opp`?gG*m_5fI%~5>633TrTnHjkslq%|_-xL2rkLSi1O~seM5gE*v;~ z<``fbmpF?I%Xneit9^&?0}#)9wgUYAtWIf&G!mK%f($%;o2J?t%9&TsCnF$ss%+` ztg~o&!N63wa`WYd3s6sj&jmSIPM>Z8CBYwVfh73|_<$LBAm_w1KM0f|>@A3iP;xXK z4Q3Ue%*jd?;Dr0G4TQ(V)r=E7cgOcS@4a0kcu2vTcYl9&0av%&kJJ|@yn0B)Az{t< ztNhL`F1A8aP|bwxN6PtmwUSLN7r(t=y7RB=h^1I6vByy`en z4~DxCr#qN&FsihRTcQIMhwk(s*50zPwSj`>n$qX?Xu+yDTabQVEgNIcK*W?nWF8)flqFw3F*d+Yu zTVi;J@mf7wKR}uU6(H9-HPg=2eW+ICUUUJTMabaolIicO2Wh_}c(lTn1prRoWuz*R z)fjtGAot2i5JeEzoSkUzFM=zA=z7;<3SGQZD^SZP^X?Z2aJtX-S|q4wz(;FO_W&0` zjd<1=yj=!dIc8%|di&ytp#&sFA7HP5h6K8ieoqz!W-D^n9=1&{Cql?wTxLH}FEfKl z;Q|O40>%l%Z&^J(Jx38SzXqdVMIkc?eDGO`&&GC_?CO7yIqL| zRV@)b>S{Q~<%+1Ns2>A)`W((*&M%WwcI4wFY-4&n|6`Yy0XV({XgOzAW~K@hp9mG= zU_nPP7QhpC%`Otz1E95NF~;)b_I^+f0+`Id{a|`>a`H=i`^XH(Za1XLlfZVb8p-lC zonxujUqDEtnOe()tFRf!?IjDu7decl*Vk1RHbae27xRjdC1&GWN@HUqL|1$Oby)_a zC&rr1w8*TX8YJb(kNcSNm+IrQMa%7m#bSgEwPnrf-0W+*(g%y+=$r02=AfL9QXSBA zObT+-T4`%XR$2K-QC`!pRw$qL7Om6;xe)N#FsSbV13R6Sg7iuR85fdWv;S8sL?$E{ zTP7wan=MFl< z1A9H8SZE7X@C;gI;X&Q1UpQkh35zd$*ekiCTV}I@SuQAeNm# zy|F{TuH425fI8Ub8y5fw^;HPnet^_`70^$>54l0RT4Itp@hu@iVBpGt(Wg#@aztSR zWdu@r+&nxPV`T$k-~#rz!Q*fLAz=yP*P&UR2pt7q8PktaU?Lt%P6BN-Y1I3K|5LI4Os zN)NwDECN>LP+H^ANUms-Dd7~*H2aRk<0zw7;lpPgjW z`-y>zqxGz}o$KOQ&Da`9%E|!eCX1Vn2Dx<0@IjSY2m7C^VR0Y(_=z0z`Od^Lq^#H8v>#8t%^SBD91Bv9{^|svL^4+NagZtR;WXaxqxE+uuA?hWGt8 zAW9Z30|i!g+k4=iR)e4aQN6lKa69z{-aCl~nm(CkX?b+!_D7 z!*&Cb__v*znHfM~U1D%SQ2p7DyG$zvRH>$>W?%%atsT+BKG?ropcB5Ox%gpId;g!I zKxwW6fx>nB_U(fyyHL6oT!7cn*1iDpPYa3PF^mC9_TLihK`8ozL@o+>KC)HL)9oHx z%dH(DI95=L3DIzXXfrpXDhY*3i%=xbbpw8W+!4L)HoFdVUofzu2G$jR!N>@3xsSi$ zLVCp21jgUa`48}+0eE|d&&PWJ%<@g^Dvhl2O=?Ozt3Amx5)tg6*pGvig>rVLvDxh) zzkJBf&fZOKfaH$z-r2RYP~c7CPd7of@j3(NNk2L{rD`J;pL^AIFu&6SAkDxC8srK! zOx_bzEh2JdQ5yrbz9R~_3oU>o1C78co;fxIGD5ytLv62kRi~}$qFVVb2KR>mA(ywR z$OS|zM9d##jp1c>*@6DkZ_gQGSV2B79+R$shUv3$eH&B0J@YUi$J0Q{EwLLe?X8*a zh*b?bEqnq7Sw|KvNpkLmC0pR=J(cB%@rU41WO|jMj)3t1{%_BmwR=*W8I)Q8;gpAv ziQq+Dlw#R4e+sY(|@cZp?JyqG(P zedIx0M(8ess|;b6ilGxghEN1z;qHQXjIeQK7YZ`2yugNFvXq~cNbm{h%DClP1hG9t z=O-2S<-sEMeq6L5GRy$31TWZTJS~*HDi1YPymlWVxP2l&^Jj%&DSmWMXbeCJptt6% zg4bsN*_^DbtfPn-F!De==-KWJN(2Pj9L~wf`3ewo0c8s?x#V$M#LLB>m1UE#ISH;+ zM7+v^JFCdvlyR3dojiHb2QaPRP)<1&8ylM%kOF_2KaM|x(`~;oTJb}1@&D2y+F}crspuUAHc7kcae{-X-#Zx>%U4YMW2}hr zp9dv^+6N)ya!H}gvMaDFK`J)XxYCXlywUQ2G~iN~wpnBrXnPe9O=_(PQjVd3(DC?K z+7Dbg#K;K9AL~KfuHHudRMzu{AaZUwmTy?*jPL)I%SK^2`-=BL`od$rq*bkz%Xjr2 zh#n=7Eu*~^0m_Ks|JZjx33#p{1n4g3W5>S&(goQUJ|GWgxNw0*IfvP4T8z48&Wy*!Z63t|xs_4gke8+#{d zZ?sCp7PU73uv!Lq850^A5s{m370fAD=_>!Q@#Q*LJCJlY8EEUF86j{X52$Y=BXu&L zyD8}oDQyB39|BDAoZUlzfHea*sJdCGr$64miDA_O3K)nzZf@?hc5fKyK#1^gy3h6V z%epTn-VFtXU0Z;%d>ZIrk_8iFd?-ngU4XQoC zeGXtY2ZneC{B-LR;JpPms`2? zYk@C#5pu7@TtE?_Q&WK*1-m)AnAXwW9>^$KU#!uT0U)axq+50XV%a6$kjrvQO-+Ck zP2VJ50jg4sIz=ErB>leSA~18aU9}>4H7C7sG_%=isCc0K1<2mB8L^LMdowcdZVMyL zAdl!yL#qWJU}IxrS%7mWB<>D^>;8Ij00~L0`w9kX?=pa2=FOfD;oPb*o?6ZKR5?!p zMw{=78LS8eb-W6&TX0+)lC_#y?cRQnIk2=a`K!goJqbxAAT9SgHF&K(0{wWZCGTfi z-1Wi6;;fQc0d2{^w?*h#=W7+Mi0sO#A>V1>rSZg?oB-%4m}J|ZeQyi! zfv`f;y1^f&U?hbB1EO}%u$a#Pt$hADUUUe3b ziObOHr-Zty{P%VX1N!g~$dj{JJOiw<=#3Bf?4_GQU?#^L7~>FE zm8CXu(JzC%bANhQ=`a5D#ja_30K_r}7P33w90dcMDpA59s?`8ECSns9A560BYhsWO5p?oLpaG1I4+59Bi0o$qM+rAiSe=s z8;y6DA13&L8EX;dDv+j}@w^)E?#?nCQ&viJYGDP`E~s}IXy#q79?WG_but_(Fete| z2PSeWWbj+=K*a;~k+WiZ@8=W{7FZEy!5p8EI2Eia69Bpt{;=!A2S0X6yX+Mdi2BQb zVW_u4vw#4&L?M37>+rqtl@nO-)C??nxFsE|GYaVM?-wA=4i=0`YGxIJ(QxLzAH9=@}w?*nudn6atWGy$AZ z$e{QfWZ+BBrbkYKND(MQ&gEpOP#4Dq8;E?08@J;QXoAc1cLCc?fQ+Ow)19B6U%f-8 zLE=WVYzKM<6C_jGi*f*)aRTx@HV(*U!eqQ{A%EWt>naTeK5=pJZpED~ z0TKicZhpV=bwAKnP(+87VPJB}UUNC`Niz7pNi_+St+eC_#&`JpSX z53_1doBjeMFtH;nD7Qx}2SAm5MW%-$Xz?SUo?S-;e z2+Vi0|4}74{l`KZpamdG$0=*xlX@MRd{Z+AE+R*)iSuoMFtKrtU@QSY4hF?0;ClCf zM_{?_&mHQIrmq!+gR|Tf`3YX$Y?mKg3rUgyp6<(Tpb@c?fEM`LZBvQ>lqrKtF$cCt z31HmzgIY4vQR`rG8~u{p*3l6Jy4x|q(h!WTAh7U76&R;bLV-xr|Hs~YMpb!kUBf9S z$k^SpGz6%B2wxlicLv802J!1gr<~s5VeUKL21m0Ebp9KC3EB@)plHo1m#@rO5l8pg$g!`*(Sx@}7o^?&fR%uFW6HCcklt zEJV#7m6qn>%?I?m%WnihGfCTD{3KC6>JGiWby+)vg@v((gZBP;;p>vJHO$NfPcD7m zjg3h1HAGRJf-5Un$zk_c@F=LY0jD()$AdRg{DlmUtw)RB{mfIhZM8=^H$MPOv{;y% zlE}6lDJcV4!~w}`6)<0O#En`KL`Zawt;272!6)JY%{H}+u`{*u4q*ADLWKvDG+h%s zA9jNomo4Y^p{VprLv$iU41G=rEbcn#+dDbZZ`8tRL~M~%#tnswAGyoz(Yiy&mwg#^ z#w_ohKFLAc=m@ZE;N{`b#>%(Ar4pTIv`+|ce_C0<{`H@D>`lu9xzD}0zgEQA{!kK1 zFL!8dKO+RJ0tMPzgov}H0%>9IU{t6r`<{=fh!pCg3Rc9W)Cx6xHP5x&o7?TXy-Y-` z-x*U?z;oE5lhTWv|bI3=~sz^8JNlAsSvA5^?;VzIe-bj8XQ@J1G({}(&s^f_MMG#+f zdP{tXriC))f$Ur~|9*56m=>Eriqi+9b8>PBMVH}f1x#DlQb+(^EC#Gx1I13lt3CWf z0ecZC{4Vm8GlaSuw{ES%TTnJ_1c4H2GgQy-*wC73r31Ys31$qEAaGyB5YKh;=iXjL z3SrIto-Q&I8&L<@EXjVX>r|ezgYMb05-8gFfZKvX5b+-Gzza+0a5G<rZQcDi8awKm20wy8i#giD`56|9VMb_h_sC z&#!|UK!W|xKf>SMU;e+B``69+|K-z_iXS32^V4gv1eQo01U}y)*hV;;)6KM`*PT!U z4qhcXH*kE*jvbM$lc-rJt{Uy*ic$-exaQ4fnh{cc7b&O^UO^*{&;n3m+o9)czEVX< z>q0j50?FSjvv?iF{FDii>+|bE^IHI!T(}QV23`<9`I>1Q#sPNf8GF?Xz}*$RFne~_ z*}s3=FTSX|rMhT4X6G|7E#%qAeJMr_yTz|<)QH^o(1f|pC4{^(wsreIzo<2A7h=G(nMNRvz4Kh&*ISAol$q}Q z!F4UE!*;s_1qG=xRIMNu1&+?%M@T)!oiXNE8cz* zn69o{6ci42Es7z3s!@hvNl3-T5?`lU_HC2_*fnikU0t7SB{E$IPssiAwz*gReN$gB zyF^M9a1EzA>fde>Fjn(^WvEJKGNiZ!^EsGB+~I<%*B1YLHTcu@yR})efBT#J3ClK# z9H2+vU?3+QpQc)VnJlCX>dv-}x*yW7}o&z6#=q$9@Lcm>y;cRlK zK>}6$1JH3v{XtH+JHneeI1D0tf&v3KpfL2tiaY{1YYdiz;5Pwv0xwi}fhKO_uro`f zf|n%$iL!8o#QGCkric&%OTW;pB=`fo z0xRhX@Sr5JhyhNA;zkQOchHSG!yA1iaen)`#Tol?g4o})<)3Os)2}%`=|GlX z8EHvRGHx2$Y| zs?2aG;${~Uf$n91&^kL2De48qI9J?na;Ij_-XNImrr{~mL8(i1pn)^dp%=bheg!tG zeQyCzH{`iW&<*P=_gC(8#FC*3s>Nj<_o$1uDoHjd(pI)NfNN@mkyV>~gjmCcgz(U` z+2Z@uheKW)Fo<{_G8Tp>J%9eZ3h`|1Uh~rwfr#W7$x1$e|57Cf3L>}7U@iW!=RrnB zM)fqrCDKI6BSc|`INnq?VO->H^cQ8W6+Q1<=Eu(kHy)?gacSwRAWZiVZ#@0{`1wZ~ ziPr|_N2uc75$w#P37P#A_^He>aPt-~e)+EOn>Fe`0`A4x%Bm4ZasY%XH%MK}g$gk- zn5+0@sjQ_ps_`=_2TH`AVW_cSn6~94;{WL~8qWs1Jb=F?3G{(-c9jy0H=)3cNw^7? z4REY)LOpjp!-1SvpI^hqi?{Mklxh24p>AF3pDiXv_7E7kSV;LLedRpFqB|-Jcv1}U z6^mWbu>n*P!=wunMj@#XRH57U=A8cHw+whSyYW}?kGNmlCfOV{lso)++{^d%T%U%Y zmJNZeEn&TFE%pef#zIz=vQ0d8GL?|P8&uLa;lKBt4#|X zzkKm6Dh2_ZlRIw@`EfH4b|>v<9n{0z2GwDVMNU)>a zZgJ_-r7`Hr1w^*|_WkZFhy~frcD;RlMVN%WVo%<*HW0T0s}T6jjCXzh-2@TP0<(vI zW~L0w0zQ;&h;ONeb8XYjknXh0{rG7G*!SF!pn8B3OC##8RU&WAy@l|Fy&PCBJUvq5BGz&@+A_W>RUUO)btv|^>EqlVJB zLl&@{7m^z|J{wd@7ZG}R%bz+&b;Jr#v2~MI1ImQbP@V?}7m*6IaZH1|%s%WY$Z)6N z0oJuQ!TOIeXrA}@ee5=F| zp*W1G&m~i!7h)rP8d1*}%vZc{* z8Nxv!nP@4X;$K&65ij`qhXW7W-fx03aFNZK1-aPl{J8&!>A!uEtnX;ps*vxeCDm0r zz133M8T|)B&ayI5gQ;_{P}H5I^78Xbj(<^AX8Xvl-QjHZ)M~tGe0n=W&`*oKQQJV2 z39ZpXN$9S!o`vP9^;I^f6+I<1ykyB&?5-ScO6D?oP=}~X`82fxJzdUd+c5c#w?%}W z=-gz3nO)8O5@s+&3v(R{g)oW6dbYtYNIqR|kS45^p**X0$a?ylW^th4Hkuu#`!*O8 zyK-h`75S-$U(7#v@PL@yLrFAx3C#d{mtQf~6BJ@0>msU@5mAJ!#brpI+`2<~_GKCF zBe4npA8@sEF}RveGXOQ0VpzvX)dFH$G!OL|w3LOzz|~(72=k&anck>91P4@N&3lW? zyp+-*Hp{NnLc;g#5iw+y0#f^dOT3Xni^1H*l#%>QG4N$azAL?bh?A|DV!3w~dh14b zJ0Kig?DFF?SP3xX1u)Wx8v=TPvg;NhAw-??Bg8}JAj~W&jEIbsK!?d@$a_S4e7|OQ zTuPFXSOFXs-8dWbD#_BoBb=VufMVJ+69aW6xp-gFNWgGk4!%zG=E|B5db9647QAa~{akt;pb>+F=POrEJv{vj7+>Yg zezf{|LRLG1B8k&e1%FLusU`iy`V*y054x-H>Z+NR8&P6fY)q_tSBSO+1N8vG3fo#6 z80m(uucA&SIxJXU!i>LDH6`lF-Fv)e$t!0xq4{~C;!lkm|B>84xfEf;u0bB*417;% z%!4Z-O6l+&Sai5|=e&M$4o^}{j5>7SHCc&LFTuK_=lLz-TtIPidLk-1G2nnzbD9Yo zBpol}Yk7Ehr22_UZOyQ-AUhMlwMyqa)*_`Svg{{L1o{1pq$AZZ1+CODI1|}Xs^L4B ziSyA{g3sC5n~?ZxRKhREdz4_xW89HV@ z(mSzyAjVe!cguIq@3ZPF!1iJlMXyx}!q9IZfnJ0hJjl26VY-YcsUjK=ui#R;M(^&dwgi0|4h(!0_Y0 zzZo37iCkSUT=PP@34Yz6a3e;Ojr@1&Hg$?s*>AUH{%Bo>cxdm!O)y6%ZN zsmL1*s_2g8mn!to9hiSi@iym6|{>1SG4czuRZ#a+Vxu5PUt6;|1}gn9+iy zN#cI%w?bM@P-nDJfcW;=wptW3oJo8)W>g_J%);%sbMBo&{o_GODi80~l5VT_H0jC} znted<A<`4jI6>=K|6tazsfo3H&q|{3z|Gdi~rnu$c;xo|1nznBTBJXnHi5HCs z-d*sX#Xfr8`1=ncYe|!ydVgvI0IxU6CWrva`gwre7U*6mrVb{wNyJWoa?n?3JZ1>Q zIEIy$j#C@Q14j!WtZ%}1(CdRAmulmxSmngEJi13w<0X|Ob0$M7kZLdk8j)hl;5TXJ zBZNb3QfPAF6)(Mh}5|7t$QU#GFxAblvj#mf}zM(-zf> z4{wn@g{)1Tj!1v2_V-^Fojns?ehOVviJX-vauUqrWBO#tetXCczUa}8{F1wX;Qt9p zwx#ph!-stN&0>xs-gBw9z&g=t+hRh|Ys88x8G4}<+pp-NL4I5!_^7!(xDq5yjPW4z znBsWKpg>*BvCUq^)KqcN?{~6Yk%P!@b1~I6jJl|8 zR4EG&W(6pY8*nNcw37E>z>z+sEc`(cU+JAa*BJYJ3gvBl3Wt)7V%_@a?Fx0%=bTtK zZm@pw3;C;+GUo9#3SU-*>QI@A;zJw-?*rr$;!VVmu+w7CR3h=jdOARr?*Gq_kC8W1N($xk(gLmWMuJ$FTd`B7etyp@4$B(tmO_&*2=Ra5TnR#+M0o{ zCoznSN7@bLT4FpvPLgS?{Z%&C&7dI70msedRg3Q0eSv?hmJz&zV$s&>V=)N6z6mIs z^Glq-Je34$!LaJlp~wOrz+f&s|AhZDOI+$l z`h~*M;pO|nO7b1tqXzkdf`jv)+AX>T2W9?IdD+?l+Tk#r8xi8D>tfxlOHxrS1=`wb zw5!xjrN-#X_ZpC~gnDFqdIs~iEF@&3O^` zo+{h})^Z&zza{*$(G^2mZZ!0u9$zVvcmRP~mfh5e)z8HQAplR{O{(c}V~3OS^4*9t zhsi(LFi$iiI{(-R#0MZbGs-SlqJVMiv#nwV`SWr!7wI<#WorITq@LbU`s`U0uB=GR zJs>%ErGb=u4cv8joQU?m2|KF8q7IM**b2}}C~u@WKm54JyRGCVpzZ?B*`V6O%E+AU z2k?{=EVTgj4Ee4>g5%TyDvg;{G2^(=aB}mM()Oy+!zWKx+jfw6nrvom^s$5Rg? z%wAyuV|jKj59S94K!U0|S~{1w#P`Ai5Nn;gJx_npll1j4UC>Hhf^who# zBr1?60+7BW;up1&^78l_PF%NM4%tX(HX!0E7AZuYQMJjt>9 z8EW3K?2b9p?6*pj?@!frEauUpc4ZgU{9O&JjRw!9w9bkE!KQ`j;=tfzOw>L7AprnN z8eXn2L+U5{4Wn!(B8BJ-R86Nc%+Ksp&-fX&=0*?*OM=n)S6Ntj{%tZ*4A^6D#@|87 z|B)KuZ1OJ}f&oE*0ks-mB?ONNb>5Uj97Pts3TASfbszR`tS8ZWhtAf8qp&E(|G2zV zz>6TMYzrAjU8VfBip#cLyLJ&hvlk2v8E=VM!BP_^kId@b>T64H@4EWiZ@*ovd=KhJ zdvf&iWD zTSQ;D$giAv&6MsxG&2?(Lq>y)7?`5u9Es zxK;rxQnRVCGRq9H6-(>*u-th#v%NYna)1FrTZx)Fg5Db6ehNcL0Am|U^rYQqP4i%R zB>x|0H?b8kSw{0PS{&KavuaUxaOx27qut_bL8>2w1;3+4*>jk_7iFEB(;%(~kVW*n zFVb7o$1yb@SE%9diz*K>u>yE0l=aHs^7xTr2Luttp<#gK0%A?btx3Za@P6rn<%R>W zjS>@4{|*;k43rjYgH!E9H&B6{gB}Ce%TA31pi59~z|oDY;`;i10u*ZzZR^lg$MRloAa|*AWp9r-F z#mD6ZT1u4&ZOq$H77G?}k?I#jrS+*4M~C{ur|(F&L;hwa-#ZXPA(?8v+h~7!n4mXs z?m0xp%=ZXEYxd;4K12gae1o*Aj6ydPC=DN?Urnu8RFhu_TtudRv3WDZKaPZ~!5HE@ zF_9pwx{FVkE&bKH!(fm0JoACi6jaIAxQz$uY_Xy@GZg{~ij>i~b(ug6s53rB$T%g=DW~ro{TR}b{&QgzWuEhBtWBI0Ye3W=o3?zZH{_|JH)B63EI~G;|WMH zt^N5w6_7mbv2a#->;V%E3VEa_&bI8#MA)V*{;IvtV_ojGyI2tt!BQ81kW zB$7Z+X$h1*f+?jpr{ObYbXJV2WLX>R#4gGnHOA8;gRljNDy62q9GkVttqJ5{*j9xm ztBjGfmd*T={^J=(?(Ej+fYq5FZbb}>L)TxAkkR=;hM1?mR8`L{zphs)NpqzU5L?NJ0 z@DVcQs^e4~F90%OMs=mF)FK5b4**#R!mDEJ6j>ZBuzSTVEz3ohpMd+4#2g)%BjU!A z?b1kEq1`|FVjUI~qxN^>iE+SyP0y#xg?4sMlK|0NJ3=^*55VMGp2b_kFJzHhLXU=4 zz}~$9!S^ayhCo{hll`wUx;fQpAPJeHS0{6HP#azTyK=J_Pg)b6>-X`<3QyJszI8d) z(@L^Ag57#jnv5p<9S}H*A$+Vt>qb-(FHw=yue}1d(cCLg#h+>en*M^}G-eI+#82Vj zXoIqk?<_NO&TC@+CmHoNY=cFxL2iOx-tp=^ zHcU6-xfgYaRl#jAB63#w1=is-7^aQL!wE`Oi8NRSlF5&k@m-hqzd#59J3X>Icsv#N zWG`yuZWv3iV1Yt>rGTY>5`J{|E#7+{e9QB9#SML1$=$~p-RmD=!NV4sAcLpj>P{jX zxj3jrh&-mCxzu~xp%T7?T!m(zJv3_K>u;A`L40{N8&*n96oh+-2J210cv)`X_aM0~ z0Z_5tThyMAAZ3hU2PafPiyO$~1lk(qM9Az&#WJ?@YGSxTk$CE69P@0^l2=3?S#n*V zKZpbCg&CsX6&MCNryv~^Lz7gTNv3)Q(SJm4Bf&(5G!6~@uBhvIUk9vF+PDu~7v?P> zR+3F>RbDaz2+23aG#!h^*+3!`p%!8)@?S|~PXXNt63s}(Kq!>sB^{Zur64NEQ$-Jp zcxd8`pN!I&q;3qj@zBE5zLq(w4#KCK5M|tH{?5fEt4OsV19KtrT`1VP5MB_mv}(O* z)6v?X?jPHYNDdxE&1B5O?3+^b&#I6^a+|wI^xqv@jIMvW;y5%QkibC}XvE)V_?|Sa zh_Vg!01{;b6O%@y+8|Jx7exV<1a#=Vqo#oo5my9m5=zJhN7!W# z^Al+ph+Xs4cIbz6uV8H6HAilHpLu8UgQ6AE8%|Vll)wi)iah6^Vth)m{y+bm>?M`s#2U_mZbcerCTLLro_q^Dj%_^{P5 z9b0A^Vb^nGmKD4$lgr!wUeBNvT;}hh>KA$ZG~EZcl+!LAmoWC^`#oZa7Q4=VQ|p7e zn&9&qvPLKTfT)5GP%2ef^nM5H{!uYS?E)_pZ*Bq~EOn*SYVsWPaw6bkyww*Mhk;bl zy`G=zN&M+Q+>3~T*YQ>0s`dgXaH+dOBsbz_yT6?UxSA#}b9pHuD1U+3{GW08#{y$uA;b==Bufoy>jFnco+Vll~ z2o^i0es?ZyAhRZbcpIQ)@%B+y2X|Ly0=$|Lf~<`n^RZ(La9ie;vD@Z^(uH|7%eG>u&t7AN#Lc z@xS)-zugLIE;#v-B%9Cge0sSUWMYgb8|;&?==H&_iCz`3Q0uWP!(*x9uNuzo1#mU=;EGc9yIy^`o zQYyE}3P&CEBtaqNOJLjuTo)2ZqELDyko;-L0tp5TT?Ykx656>a$7;C#kNq9BUoxCN z7ur5KF|Zz zI^dtZp!H}_Wn)MK*JHuDkL`5romLojL-RwaE@faOOgtitgs#2g48{ZCi1pd0nb2QM zr^UV+|DHt>$=$^}1fNf?8M?VtV=`vwU}Z4re&2D7JWAlc@>QJxO*ezG0O(qSdW7Ll zM*TybIer2rtVE;|#Df5+jiPdb^=sRGG&z&%Mx#nd{Oi)&Y+EWMKZyfTiXRY5hapsZ z7-yM5=idP81DK=96id4?C4kW&M#@N&jrY# zZO|Bf3DgQ~;0#bnhGj;LL~=KzsnlES*(rEZ#aI~F`mjY%Z{2F1t`R)k_ z#Se-LMG6G2AckWH1b~G`lMPt20_+Ruk)d-s5Y z<)I`$$rHCU&%f&(al9Q1Ulv(Mr_nQzx9ZU+CdN>nCO+WxS|$x9@r;28f0|M10T;mi zgqlvZ-SAT}X7n_8WB9|x%6lj!NvR^#KkNg?C&V*`A&ACm!cov3ZTE`|g+pv`ZZH&C zf%R~Gl1GLdFvq5UQutzJI()(z!;eb4J`&Mcvea$Jc-=pV$4G52^mD^rm$=s^&?X|L z!3nJrefRu0W8s4=Y_O4foL)vVw%VMuaDl94pWt*9*N2T(dtsaO?E<|!8mnDryEnP~ zC~VUQ0~i%TCVkZI2*%*(p|cQDgwaU7lFTIo6P*0;D(@Z58P~>=PIcU)AYp21${6BH zBRP~tHInsZ$dYaq9drnhixSx$%$d_7~!miB%z4t|9vMt_d3WCgl3~ z%kRV>zs9tRA`)l3d~lVTnj_?;pAoI_;OcG|eare|{S8ue^p^$^(jWXg^D1JoTH>&7m=M8j)W)f1d;2Sa!ju z4y1!^pBl7m1u2wM$I=))9Y@eY8=Gne!?s94(8x(lMuWwO%Wed5DA95O5+q}^EJ-x7 z@v4|~d^H1e>AP@g7=zKXzxL*ysaoDrOW zldINd>F`(dh%gqs2-FdBmLQERK`9vXYuumy#p8?(f+puz2N@OPg}~EL$Z2{O4K-#4 zHDD9CyyGhxZ3NeXF>f%0Hi`8XV!rRqvIZh31g5?^2H^}X_XQOGKvH`npo-)1G8k6$ z!&6g24ryH2gNA|c$taE*bX{bit!nDqKPui3`%NC}5f@TPX*d~mEP(4WA#IaVFKS9| zr?J7^%tV7zlr-gPFu0(b zJVdE)YcXn=(XKrdmz-uGeiQS^sFeubEH1*Jl;hAc_!Btx{T! zTxffaj+&CWpWSE(Bh0j9z@}JG04T9#&z?PjX>!XycM&0$Gg*5Xw;Mj;g}O!u(h=c6#-Bbu=z}9MGq-k9 z6w2#`@sKf&FaRSvNFHbClJRro-&t?lc!tKz=?#DEXjLqNgPNUs6XOr$rG1PCWc5#? zfx4I;P zOC2b+jCprtK}v#vJ(8kMp_3R} zfEI&&+YGUt8QLDv!>B959qwRg7v7Gcha;-nM)qAt&m3Y={wnX|FuKzucoG!iok#?s zDVgfHQ?w^8zC{8lAo(2|>wM~~nBDo6{Gr>=2V239K0o`8N)w{OF^P|dh*4UcNJE&S zbrqB;m3S~L5M>M$cLb=6C}R>HUbdu<+VU5xBl{E4%@~2bs(k^1{Z{65+ymeDLNurS zqHDtr*?_y|n!bzyRB(2J8`hYatH5X=)QDuAK#fRy1i5KDwfCbk^FSQf3$amc%hc!< zgcWM0>Z0LRq^#muQJ=ts-2-%AG1||N7&hXWMGslqWl{M?5)m5JEKxr0NI8qTNr*p^ zoML2M!EwA61bOQdG}x%RLTo46SsU@m8@9NuMCy}_>eZ@(98LY0G$RGugk(>5qM|WL zne0DQrw|Q}o<#`2q@|J0OIwh}i7{I3UbP94=N*Mo;*Ef`wAlFtAG0^E3xCDG@*1+8 zBe-{yB9C>uE#)k{dN(kH>ILujEoknHEqnhTWjqvo5Tg$hB`WpPk&m;8u9|##Nlwaf zr&iE3CbE&E|3JD!C=(Bho*;fM0fa*XR`MmilPYZHltq?~Vtr=rNRxf)fi z4tz^v@A`v_F#}s0IE;*~GkK9HNIx~BHoaL$vg<#i=sUDfEb3p*&hGK`@~A6&E2Ru8 z`mS3EMEmMlMW{H&)C9;YMXJUiG0e;Yk* zHhw%cl$Dk6R24_Y2;$fe?M=a#v)y0>izibSzOEtWD1Y_USHo}o&{1jxj}l;54agE$ z8^eLjxcK=MQ8!sySm359pQlmZC!m9t7O+06h7cYGcs~cZ#ZSZ~3$-y0+|F~!M!^?` zXxEbT|#p1vk{W`uf-&O9UfA~xX7P`F@npjkF!j)L44yrOEGS4?)|Rw&hyPj*Q~iSJLv~s zwIbG8ZJvvh4etN3VGcB0&>d%4x$*%_3mhUMn#gxCkb02gBd`;r;TOpQ`Wbm^%-4c6 z5d#3bxf^z$@VL00g~i2dSnr@ZM&@jG>5w_GeoPgUzNm8<1Y?Z zK7rTe5W>5F&lKLgInyc<%{Vq)1xpGG3VIfTtOwS0zIwGA>L#$3G=v)^9QMMzc5M_k zRus61N2>7xuA<12Ze1|enC*QVjJAyw*M;+!+}!#`hdi%dl{YkuLD2FI45Ti62YdS{ zg!(s=lfF3W6cMNv7VB@m{Z`W|pD|(l!{&Jy*u7B5%J}pB0COv=8kD6`Aen}Mg#-`0 zLcmqcu}>=U-e6Qbxb%*{e=Iha0ha!L``7pJ`3bE4U`lXrwr$_exqW*dhWuAl7&bi$ zrvc&%!Jz{6kco~Z=Dd*#>8RYc`sxuZj(VK5rMT4BHv!0q#Xg5_;=ljRZas`)U&ekz z7`g0|o}MnFv)iC9#uu<%#0B+*Th}-)R`>ZzVaSAqeu-N>Y8o-+SsFno3Fa*$Jv}{^ z{cttOBF@x-Ns9xX89?#Q7q4=0V#@6`e(wZ=hq9__vtl0;H z0W${RHTx8s_HGW-@jJD(3cF4{Jc!AQd4@IDE?)fCQ#M{{vI$7Z$ndXst&tHVTYsS+ zj?0k&8CMr|BGl*JJ%e*)^y$#iA3iHLP_OJAcf<{;Mw@} z?rxTK>!LA-v?tgIyVEplV7u2^?kDCtkFksgFwI7QS?$MA9oiGw0$aJH938Vj3MQZ! zl0>Dg9Fhe3MM_c*ai`37BQXXkm#2Jl;ggY1;<#A0s_9c2w+r>pMLt|MF!5-MO361h-X^&$M4^bSK>QT+`u;X0nf1C z--z=WE;!Y^^AMgQOUCNqo0y-ar>{SVJh2}g+lYMTO%AbjF^?Y~#Qd}q*t{pf-YH~S z_G&lS%uZX(q03A)S>J27W{!PbhO`VH_%CY!z*(Cj)DbW66~j@%F=xBIi9+u-&i8RA zN$;x$EzNQOdM5r`oE563TgpsD6k45s`spV}G=MR0+^BilSxM=(Y|sIfKQkYtRE(jt z;hmUU(}StA4JfQl+20zLhe?%!bDO|`xIvJ;T-GK%;qS$qopYW%eG2E9xTNcX^LI?F zVF<@-GPR4gMc{) zO&3Q$u=5EZFN4jKI(k$NyMd*@t+lllUw$^V6D|_FbH67}Pusfy@XjEtv9PhJof{4> zI*B#AAB+r3e{ODW9q!O<$Jgca!Zao7!|UKXiBA$P8`xHp{SI%!^5)*EJ=MX3`K}Et z9%8a>T-<4N?bXqlg1Ykm3PnMcidlB}*yHf2UIKgw2Uk_))0*}${Du!sj0(cUUK}}7 zJ%4H6<2pY{mQ?OBI6>~1`0Ogd9jZfGQ3l>&g3UuK)zFvfAD(;zE`&Hb zq!1Ow*_w=;oCCYG^3+2@Li~iC(q`x8q!lEN9rL8tqFFCTf*i#38z4UoHYG;}IrOco z1Ir<1vyKM*$)FGZG1Ecs)7HE}6H^h-;OzU=taziwFoP{qe^igLsJU zeRF~dXRUlD9A%FleQ0nv;{?`&BUr*oV4NW|C!Yj+EE61hU3n}_Ut*14(V8!QbPbqW04YU<6h7(Wc`eL zJ`;A`k=RZ(edzJJM{`mS3AQh&X=^{gSz{WwG8vHAX`SDi-+{mKsOa3pt@!ZOoKPmv zLsyO5&u9MUL18E=F~9&xmcDhB9KCbz{vxFCj4ybE;J`IEe@V$|e7MZqmI>_mI)tlb zg4Q>~CMK+1W(FcLfafY4wp^PwZSwD%MXM1XOk-?ZyQpjAd?+gNte3b2$^^E3hmbGP zRd>gu&AhJz`iM2o>D>Sf1HvE>mI&@PP#gmNl1Goe0GF16?0m>yjfH`olFwcPP>V!m zp$QMiv}_i6EnVD6{+pmM`M>gJ(utu~JbM?5^MV?UwSGtp?!hE(LYuI;F#If2KL_ zAuz+Gix=6qZWX&Zf%_+9-0>7|5(VVF&eZvoPeFkg`dv@JXyX$b8=Gdoq?`w1%$@T3j{=}a~{A+NQ8w29!q$s>LA=oP4>@!-qD#k|7i4IoWsfiuH0 zmy&AvJ2q9(ijIYh@n3BPwEEL8P;KVXM*E-P+@4OKY6cR zLS7xEc|Ah+ndXguiy1%v)ks`;I#qQN{B9#(QJIXOIP7l&;4)z5IvHJIWR}Kv6NE|) zoQ&a6f_)C@c_-d z=k0Z*IMm)J;S1YVK@|u(^dFpJlLlwWC5-k>+a{lzckf0)eKtZ79nqiH1KXP;L^JEL zt|QsyXJS#*H>D)i)ep@W;uy+kcp2Avr}w(3GgBNd9LoF|l~^sH#Rd(x!v#e}gDCF= zQ^t}qFsCzQ$*S#lXC(H|58$XaM|7{SY}%yt-~ha=C;%Pr87b**mzYcXZ2>&@46Oaq z0Xuf?Jl5en?zM#F9>qYvpU?az!xmaP*zfaZe)ccg93l5$VOJDCBQp}+yRy<1*pq@$ zSWMY1AD=KxdwhusjpqQoZ)&tDDuRTKic5^s^~+f?XH*9mlULXd&n-eWFa}4~_yuL} z%*IiUis&GGI)=TR@WNdJxWhkO0ZY#FZSqxeAfW0mQH%#d8B+i-}1bXu4VHHjbiD(sG?k4Q0&t z|9~#cnI3%fWF6#2D3X|;pLgp%eCW`y^064&fs5A8U(y_G>&=Qq%`C%o-=i9{@17}W{d zSJE}9?t`as41+7ZcZVv3V*(PSMZs_f)e|6@wa35EHWIb@wzdr8HZB%HvIN8vxVR8=I&whMrVCNshbU2)P)>k zZ^}MN0@_Rt>d-8#$*Z2I4O25i?o{cU<5bCv!AziUHK0_1aM-BHt-6+=Nut(xL{p`>!+|aH;P;Syfd(NFR!S zWANJ}JL;{@x{n}{zMjPuLb z*jPk=J3!9BKIxL%LkZwn0qn7WO5cMIu1uNw_oo$rD(SNEIqNWLEK&&G0~1Fz$gN|Q zMsM9pf&2aZ5_dMGnfS|$<>lpV3#u7@Z>X;yfxCLfP&WBr-+jk6v+hn|B?n9IKQLJM z<~WCvQaU$kP8Yw4N%pL!X%CS#-mlgPh3Z9dKCQI5<2Q`elE(O|J-(SGzrl{$$h?5; z(HwpAkpY%@xb4Wj=P$9{yP%dh!kRB-l1FPCss`wzoM?w~O)i(tC*Kf@716hoBee1^ z@*x4vcUm~(KoXTbFJBs8{U)vN6YI9YEF>=`CKg@kgdRD7hs>^qDK7$gjoIH)4mCMHw`%93bkj zdR>R>kHXyCRdR8`!NCws;$S8Q*(j|Ps|ekLpa9$#%qv!eAnahzHD(URCWqfpz(6`; zNBPn1!pvzEhf1Dv%a(4B?pLo~5&s^d6B-(7;uni%4S_=cd!uMvhKh~}KewX!8=q2{ zlH%Sdac zJPI(k`nS^6L|mdhNGc&Ap)es7*JX&28K{O8aG={PKfxuOr__K2V+~LSP7oYylX*Mj zSXo$w)Iw-1+6jC6j1XtKUdTATqoaGw%*^%)32}j~MTeD#msh#gxUMx*T^$aVs)?|X z7ZDLb?U#*=xf#k3o{%Bw{75WB3GF-FHbg^@^W9eLp8RmnmPi;bdrh zb=NZ+Z$c`r zWo2bF>1zNm-Ubt>t)nxEMw|g`Yd5Q%D0c8pR#}M?ohh8fUpS)qq7}Dg;3t4HRwImX!)ZrMI&)q^#`N zwjDdr&m&3UL0317B*)!sJfEC2UwmP{?2{|q=O99miN`f}cMf0ulb9!Zq-gKHeFJE) zd;!8wH|dmzCk$n^sP$KzP)}sqh}QT0@(ant3pEQIg-V_Ih@9HufTg!Ryz5jMvIH48d`Luoqg z)e_Ebf%?_c-5m-zyVfH;Txm;25RROi9PaOr#F~f!90S^p@9cA=+6kaD^2H0e!(+IE zTo2tbnC|+aLx*+?t%i62_ZeHs`_UwCG{Q!LKn@z|hk zFE;66wrCxorCH6aI2MipEHB^8pSX%n$AhSxxMz!(BCv8Q@J563HiUF0V8TA~BINf0 zn}2=#?I0!|Wj^?_lbWh=pujn3Rc-=qK?fX8A{&FQ@axRfP*<AJ%(b@;GoKJYyUH}?rdab+(KqhNW?H{*Xv(-dlY7*Pc9oE(xsx*1J0Zz@bQ$ zY^*rbH6HuN5H)rd62^@&tkf6i(OarfylTS+lXI_d1BcKY##&niAFk-+EC@&P8jSe2jYL8*wA($$fn?EEX z%gU>;^I1a-a4ZE=N=g7PNb{vHGNio@40P?&$&>OgCD$n=pIe;%Y(D&v>AbKqii&_Sakk%md~P^E zR*S?;z31i?7cPA9&As(ifDY50nZ1KfJ$50X7W15{a=o?f2iWdJ3+TZ#U`4(?F9JFSA;>6blJdkgzfg z%diwdZtS8;6#@q*Pd|t<7`Rl<$*QTuE9Js%r0mi`UQ{A3VO!9PQlW0+W3lBcz#F5n zCJbb#bpFD8HVHjIMgEp(0IaO_1GmeMk!P{zZP5XKS2kEA9yh2!E{`5$bJ+;?25BPT zpg8MCPXMH`3facN8=8PRo;j0yKR_qehs3Y`b$d9Z5h(`$5hEZ*|Y z20L3@B_NTnzWy4=#Qb~P)~(EY^LC=V`!|ERPlAOfSrb!XVuKQq-N7mEqCnurCbdgF zLk7>>sHyh8tc!6)J%}bin<9v4S@$7s^z-ZIH_e?hKFQehsQvY zR$e~}oD0oqS=(i$1a%e8^04)js*3n;Ko>RuNhn~U_z%5(`?elOW7NUjh1(PVY#Kc0 z1`+2|U=ULr5^kbBE*1K5JV4DF)^wfX<$?RGB3`%!pnI+v%<2s*qN{%W^;czKvz{3? zNK+x=C#yU1pQ0R4C)+AWF0An|h+am>T;c6GrO&3`qV1J6FBlbYG!)Ol*34w+(orv8 zo{LvW7AKncO!#MD%K4yrZq0||6fP_+LJ1HNu~%GRi{Bqd$HQ@@tA+BBjWLl@oGi^* zoo;L%fssFh>jGZACju**QN#_Otqg%ove7V=g7p#a^zi84;=O{0Z`9Op|1mroHwy=s zTnuSMw`AGtsXV}-*r4y3m@rzA$(zYR65*H^CuWOxCWNeGE)m_I6Nbnk$}qmV|( zggyiBaut|2y;jpovAyY$Qf|uICBFQinqB~LyBygP z{hPW8lb(ut|Ecy3qUY7WTfY8hX0=G!4YX&D6rpq&3csVt<6PMR>j$vIvO?BQ1Zoro zs~ZDe22+6BdlqH1WGQD7)*c6_6S?8KSN*7OA-(eZ=%A2_$lLvmMUN3hZ(+ETwzV7K zw55lK{EyAcpU6Mlc=bl^_rwIF;WUH>fC;3y#zYB=zn#~JhJ3=h&oYd-vZ#I0_dK1= zu;#gJ=Lz8=i#K4a%MY*r+uGj!7k<9Ji%AqU%ZGdyj!K3%?MX* z`j4*=$K#nfxrAVHQTTHVRVb_DoJr>Dwzf8=Vpah5GxE*`xpp4iu+H+YS4%ZiJnU~7 zp6{Qf4!gu-D`ls-@BPfs2;nv~1X(*I!WecKvV3&rhBAPN<+gD|w>kj_^&+&Y<^gX+VcQ)kQcTorGuNrbP_e@n z+YH2}%*0taBwag3zn8x)5~)zoPiM#f^-3T#axKJWpEz72wCax(A=pQOA9AzYuU#&W zvWck>!SK07a=#&KSCO^w1V~oVSx|`78sNqr@g_5ahLP+D2pi)FjK_ASuJq(A3AhVjfw{v_+*XWOLtMgr5$(QjggUWZ5 zT*|_96xC)cl6i{Q%y#k>JsXvx5SViNQOUEZG}{r?_iH{ETz~p~8i#*j<)hvo5b&~^ zlWs25pebmx4taM#FdD(ywcn!aVn~rp_!*cE-Pj~C6_GsZx8S4VP*6%!H`zkai^)r{ z`Sqcj8uNEuQMk&CrPZqWp)~Cbezy(yo`)G$wMYv4_NMq{H_KM@r%VEK!}tvx^KhEo z7GRSeG^%LO5Qzrwq)O_C%Bx0KBnR!Hg=5q(zD+Skft%S58i$Z_*IsZUu!e9mwB*xcU1rFJ)PAeYAYBT)-C1 zEuaSuTO=hVT?*PmsG)f=YG??;-ng5mUv-=RxSoTCpUTj7>bcYPhSu(dx`GIA?~THS z>H15=8xGjKYE=QBAkeE{UejxwsqZDw9eor-XLZK;_09C-t#*!j=1IhZZl4@Fi;kAB zzhm{D0}eMS(YOl*na#t>#)iN4v;-&HP&j;idh7`}1`kG~Ud2kg;l`@h?=3*#xOI8N zKFCqha~ZvqoSbZ$J(9M$8v;TsIGi>1yTNjx)M4k5zztS}E#r`mXWS1RkjOC1<4YVZ zcnD6jBSm*u#PiaTg^p5bigfz`RK@!>pAR5FNKP(edCp#ZRYeE-7_>HDVY038!+UtJS#%nA_%0WiU8{M?}aTV2RMjj$z^ zlvLv`lYtDB75o1Es{NJ0$}j|daFA(qi5@(C&FQ?#nbM(FKo9@%bfX4Yc#JrBc0*-E zJ-n-a{Q_3Xj;BfD{$|bHK}s7jNkEBLzwBpWGZiN)9E4trri6u*FY76Y(Ym@tVq z!=g#9-@XFsm@%$oC9#B^MxlH-JW@q; zVb@69{W(R3eP7d*UN&wOZmV*eG~N+Yw@O)u9p zb6eYb*vcni7Gv9Z>&6Y@rjLk=Yg#10$OnEf7e}EyK*CwuK4Gv2L8S^POD|P*gX-l_ zxXhy;cjG%@JMj91B7eK}msV6L!Pge;zuu(nXL&!Sa$^{PUHpsjUr7MJxCv}vNm()p zl@j$74_^aha5CJhN%L*pzrQ&}o$~0eJL@Bwu_4)b%mR%Q+?t5)gkO~d39f&L$sElY`B&Fd%G#1mQ7Z!am(ct;tHCG`kA zW{z7jP-9SIq+9pMBrC|dA;=B&SOmlEIqWzj`Ngugvt^T5*kYqvXzLTMQIU=k|kS+tWiqVY?UloQ~a9_R6RoaEV$zwoLf1OdeIs?OTm(1I(eg*VRAevCig4|Fpd zOd7gvR&*FE*p(Zhf6i`WNJwl+NlDk2WmNy9HD+Lba|oElOgn{Tx-I|MWK?v)k_<3% zG|lNDTuH(Q*X?cMBM@-cd&ds5eRk0ZkUqEa*U}&6GIaV2%=lOu{xY1kls-Dhwn&mf z&b^>5TgE=LC2zk@qv4=;*=#OQ3|aRPPFCe#ewnBnnOua2Bq{k~;~tw&*z}5_lxTJ( zzqr`##&+0)$u3Urrqgb%cS^Fk_`Jr&hrO*1jO|7fp!d6b-J;6^y0GQrX z5=&^J4*Gi&^)(B`1^iKR}cvrK=vk%dwTj98}~%I1^^UEq)A0(r%dVRIK@<`e^nRoQPvS8dXwI z!vYA25XwKv6xv0ou3{$~O(uQNUfWtHFY5k@zX%Mr1J-<5-Tm8!uhY0i3)j9k0ZLKV z?03=%eoM^?`N7!U2xI6l3W!Q3owP_VPuBwsyli|-Z6kG15y(mP9a0zM4}*&%t_voEk}jefs< zlOgtg552Tkj?3}T(_1e7w`S8jT4vr#?3qB_s9kW#*~p-eL6a$?BU<*`S6!Nr95U~T zZnxt%1Wx)ichXZg!MZt|-AKhEKh$ipMy)QH-ow9Vddk-9+V>nrt{ByLx^?Vy>-f_P z&$aFetxdFHW^Nswg{CDWgBv*m3%ETj7pYQEgYD7Xc5+M7%WF!?i|(4!fRZ{fy^m|w z`GD*|oyn>7Gu}`GWZZL$oZfuOO`VH3Za~C(v)|4Oc+Gd)bVjJ(H`z|_l0(!@^#j;R z9!Fi+*ztYeByl8M7rHv}#p>gftih1LY)SQcXwG191Zy2H=ZsoCZQzuIvC{EOOF~>P zMsk{8=A|K_#QJO`t?)SPl^tDYL<|p5iGlxp``s~4=uGGaa}iZ_>DKMiyC0_MWDK4% zLWZUCWn#xF%*}exu5H_sPuDi+luhy{OGh>{T;PeWFDcs=A;Qjp|IOPrzC2+I;F0vE z&^m-kLF@WZ-+n?hx%Vc4SX|zQ z#HX~pvu4In_y5ZsNG6GR8A6D>c%PQjI| zAy8%U`O3=6HygG}J~n9M;celAKRxfYi0BdZq}O=;&)dyZCjU#|Sv;=WW*U>yA$|SY z6y6FViBTj=hQL!jg8EOROniFepb)trLTGp2d5gT|9lic%!V9DIYkc(t_;(}?ch;u! z;#7Nm`%>x1ZhMGXyi>-p4IPyCM7|KouYIxP*j!5+W!+ z?TvCp`0QDCzO5She@370I7DN~!*ITE?t2`_+H=p-XTX*M{D|@v>gmpdK!8Xawr;Lq z&st-@l@&Iu=8f4+$a?ird~Xryyyo4h=Uab6DdccCwjm17HDY&g{sP?J9nHVSty;Az zA!gj@arbI%*uH(*+by&vVG}g-k2j0VP)?^aH+{!}JsvP|=G3;{|KtcnK9jLyx44v^ zf{EH9;61gAw8yswf5X=x82-F=*YlH?FJE?_28ExV@AQnB?^4@ZUUEBe5K*@%IbjJI z322I;iTQ|N(~ct+kIvWmZdM@|!RNX*{FQob2HnYY4m1Gm6Ek9!3BxytWC;zsDugnj z?QuneHgBG6^ObcHhY?x}%3zn=)uhSnXJ4GYyKHGbH%yt6OLGbjG5@_E)7dv4xvZYN=JzMVAG*OwGzt6 z)Tz;QKKz5?+Dbp0I(wQ&MAu$oHhctc2TU5wq|R*6ph47=(FO*>fez(nU2shb+5AUX z;nEB#v-(xQA#lhx?e(5;?9X`QT_jnW*1A!nMiD?t!xE}%)fR=-WslRI{PO0rjy=8O zL1}IVPBtT>sZ+0>mdbtNa>J_&YUg;|a({WJA9Zk^yEpw-NG`kBjd8G+-jtN6y1&h( zo{*$`a?F!}?m4%i^-Y`6c`jU?v;<0&16}$|Tuo|Xg>Jyt5vso6`Z5CJO=+ohkeX$k zJ10+&#L=a@``oP6hkh&mj$)a3;y!A@7Vvchy93$PU}nNFR<;$Ph(TO1t!9t2g}Zug zU7MNfW()rw{=OYA#)lC3!rYPvL#gKqITEz{R4?Bx*Z@)a@WW59-@Mrf&X7O%sOk>1 z7WYb$R1GM3d&f5)1$Jf3qJAB9skqh?m*1Thm|-@~(LQYL_-W%xZMV0wrQ6%vw>L!l3u0!7cW-z>i1y} zCQ7pOG4oYQ&xs$O6WF=KWLj(%`|MKD#_#*=MBUtfQTainA9J2%b!nyJWr3{#5~jeg z?XU|GRIBYb^^0eYN2nxFz<@Y#n!msEZNWrhB^&4)f+VAZ}SC^yZE?gsUWxOjsyZS^H)>Ma>I_}32b z8)7kukAs9?mM&e#@^>!qXN#F~Qm20XN^TkKd({Fkd6Ls9AIn^Opu7b$xWN;@T}SrP zg%2t+F1XJ~K-+-|wOD*^Ce9T<`U<}3*Y8MW3|08Np|Nv3A*OjiM-qA)tGMjZ%0b&{ zWO3SNADuT-z)I2+(GZKaW0%)wg4SO?rP$uju4b^5E3Z_wSen@`&4wmn7x9 zz7MiXr*F~OSx}c)7A-RpK;pK!rahTDsO?m7eR zQAR6?uiW-( z&F}07AE{H9xZLOO|1DH%Wmwt{3&+j_tzHgeM(N{Yrk?-fJ#5dly-I8BKJu`ly`4HuW59miQA+SdS5@k9Yea^ zxOoBXC4kSC$J-2eHqY;&96=l>7L)F9#37MuF~~cmx$^{&i(u(~W3@3<;Bvb~?=7X< zx$oE;ap-}%Mlb}oI(l=gEqR4C*_PI%^S`WZGuTc@|HNhS;Trbn;@h{azAYjC?^E_Y z#7#5-v9j|j>O{S@PQw`gH72@D*ieHbJ#qN1*y0zPxD`bGX~uKvyPW#QR6r=#rIM7CZi6|e}x^~ z8TV-<9>OzGO&+?ehV}G~*HHBj>j!S>oT6>(g3x~Uym@_8PGFr9cYMrhdP*@|sII+w z-6+`tgTnwY?QF;^*OVQtdO!y#LJ=Oe3ymK_!r}u+0+Do65qK$O1o2GWVcE8=v|8q$w9)Gu09nt{UT*RSw$@Oef zy^=0Js!YCnH9UZ2z_yL)SFc_*u|>Jo;{mVe^a^gB_L@yqjz^V~htqoc*uuR>$sCg3lZKHs=lisf^ah~6`)G5W zHF-{=f+f16YBGxv#?Zmv#!__)4O{i5A9MpLQnj^I)UHCC!^&%F+H2yy7mkDier$Ux zOH+z!NOEaT&~xie|B$GhbKp^B1nG5TXg7ozVlrr8sJ6cQ<@Et=2G1z}d^Vr=%pz~@ zuLIW_pEuXOrS#w(K58++f}W>O{H5b7M=qK96U3Z$#{~Kzn=T9u^h3sJ^5}6Locht#sd1K2dWv zpRruIX;adn@(U(=P*8_`s<~IXz_Tff##SDEstqDaHZ;MZ-|?s`qK48*R9?0Za>)BefWt!2TH#;j#xpeC%%W1k_tkbaA1EO zvm=Yx{tlW=@!*QGb8K83e{s!Xtq>ooff1G^INO}4LG zIbzk*E`Hz2&?)oZ+LBa})b7j89ecxV*1@>xA0TpXGOnld^>TK$rED={C)y8l5E8qR z)##rSNeouuLgks3S6KY;VK`Sd&my=3_C;=aSQ=VhEqL;zNCbdT_NMhMVDQ20Y!Avk zOa`<93m_5hByVt@e{ZP@oE90?*BhptBr&?j)Av3_@e>50H~%BVCW*B;YHtmzH-%I_ zSooj}7CjYpgwbjgHw?>U5;>N1~#CPK0dS=k6}!$}+D1DR!s~PJX{-i)OuDQzF^CZ+prJ}nWYEE=J1LJj z#W-qcyZpvKr6C`lYar-8y2vkl&RqyO@5+-01bxn2l zBQeB6g!RX$KDuQN+U-wDxX0+;Fx*A=5ij~4S>xEtYq02Ygj77~4zXO=WE(d>(LiU| zC38MG2!;u_2EGIyY@s>HPx=wkMbp!Ie)njO$(`)Q)|$6D7Uxi;KO>jwVp=VZMcAsZ z`$>~MIv;*q);qVin(!?^`b1!VH-S3h(D<*&ptl~co!LYftcb{o5OQuKS(*Vidz-Yl zr;|@d-^5#%iQn8Na=*yw(U!9ath?N%}G&?Up zQt5=H1paMH#IOURvay(^sNp~=t;ZEB#P`BCWafnHkU}{lKgJgP{`>E98L(1FBG6S+ zLb9kWF2K?w;Tq7_K03t zpmzA4Rs;~t$z$2OLJuR73!9X*bXsf--DBa^#ozaLu)P`}%C}*&5ci1ONtF3bQfh0` z%@r=2$YwoPZTxz#mVLa9*08lz>6}OU`PGsN7)I-cxVU2Fp5)fTkJd3vH4=b{7PW9X z&gX(-xl(m`AurCxhp?)XoX|*rjOn#vIC4F5HR<#8*yj6JWG?jU2$jfE3O}%exn~bU zOQn}&hKe+bbMbPwgiGH4TIKZJ0i`)VSK=GD+Ju*`Gw=lH9#?G?iT326UyEKPaV7Rj zAL0p2bB>oHP`ex^?Ci!lh=iF(4|5CJb-Hvi15&N9J~!IXk4q%-FA+}E*Lk;IjLsf! zA;kcwv=^4JkS`~PJj!iPE0)0JdGQrt&f0!acGQ<%!&`nDc^xJx%7}fWOhx`4lvOuG z*spFMyhN>ju}Y6F)9QU5EUpj4GD|EE#8X9NAfrc*wmt)m;*dqi@;lhb%2lg(_A9}m z>{HD;M|PriqtqNH@4)!&quI&5OFw}(Nz0+(nOM9n+(67f98Fe-1+`e zud9Vjz%i#KzOV02WD5WdcA)VhSh(f9IfN8kvP=Jf0QH+6p^r7Q=`dkEr@YV^sXiK2sZ;N`}C=U7QS%mex5?=J)g)0hb$>wzLwsENm%vO`-;sZ z%G~qI*NV+z%sN4C2rdN~8IB+>d-eKJhl$Td`$sdR`(<Npz29!XG3Oz$YdXUgc!phHBnay6CU9A=*&se03z}yTMA$U_Z@vQ zX?`UAF?vqIF2rrN%dpqdL1f2*dqh!ZU(Cs|rUTI5^%Y)@m_3m$i>U@Uw6p~UqPbf<_uappl1|bRU|Sx4=2f-?wB|aD z^1Y<-T@g<4>?GI!aHS=4_qX zwFQq-x@wvmB2yHF<()@ezF~nl95MDB*03R21nseS3)+QzJXjAHsu@rolI2NP3BV~Z zD9AbGird<3*KGU-9X$@HVc8&5PS%*JrU>siC$pGt5KfXs<>)Hcnr{!%lB<)@IeuWg zN9Fa-J$SG;Fm3p?E#%XY79Y0OQ|W6W;%3p>sxD^glSFdvS0uqo?is8Nak)rB;7zxp z<&LA^c%5b}x5%7CprD)3t8pI>uh)kL@l8QLrFAELa1JjB z0w%16w@YfynK#cGr0EK_KOIH{sFJc=>osO0VgJSFKhAiG1*&7dXR;F$$+8O(1DXO} zs!TBaP4*xDVo0IU>75PS4(B=PQ~S@vsX`Pml44DnTFsW*C*~MJqvsbA-KKv?22QBD z?hyM98bs73-c&uQwFQck(#G)0!&pq>_19llWOP zspJzMUfy+^`c^}|6iHVhQ9=X|Dpt!_A~NTEuXfE@I=A5f>TP?<2rv<>)J{dLHMPDmT^C1*_Gs5qvz-p@gAV@e6%KVfxC+=<}%l1}+nv=@w ze+5<^%;$b)fto0#<7jICsr1z$C;fB3L*9@+JGi~kg@P9^COpo&jS;Ycur4_@>lNsD zf83vcPBTRsa_^vs#lpHe+hQ=i%*($I$Z_}9w~MgaakHNQzLG7?GoHMC`*zVS7a_tC z{4=a4hI&$s66z;BUjTLvZ+DFHLT~*f&Q9SvnM`Am7`Z%qO#Q}T^t8{QZbozF97ITx z4JO?1>i9f$tu8dsdpF(*{e;^$VeU>leT~_VN1_rv8P(bS`u$h;iC5d~#5-~H_P!3$ zVd18rfr}PD8a*Q8{CSNprE!3L+cy6-pnFK!ycb{ft-c*21DZigz|YKna!Z3-7t#2Q za^4}Z4O8Tn=CAE3x=lP{Rq|9WC|Td$<@llVS~i^vyqR?4X?nJ>m4RullRp%!FGF4>PNh;V&hT&t%q7N{aoihU zzIE7R3WU?!S=%@Eo?kK%8?`Mv4)s2U(wx_t6>~WU&Kn*830Y6ml3sw8YisQUYsFD& zGUtlpV~;w2H`O?qK##FQT(+z072Ni=h3q?c2gH81r>A=Fb7*EblY4!c;=7asvQUJS zo*lXv2)Is|Hritd_NJv}@1oYDScOzmi_3oF?Pg!DK+%bcFEe8T)INGa)%^>`fA*n_1ongGCw}({Ge?^0cVQwxtWo!I9({ecn4VXyj{{`v~X|DU-|EST&vNFjIB(E{P|G@I5G+=Na-iFE=D%w=UZ@!Np=ZwKs zXdDo~=bntkoatgv^`PGYWKm|&s^5WI#1Y@43e=5I99I67&l1^xrh(*87!z#Rw{PYu z4|yw)S|k>@+-WuMP8b<)^BIYFz`c7X#Q-^bY)7OP@5nC%MfUuCW%1$XTbKj6VM(o% z(Hw-XXx2Q-wtCUeU?@{BotZ8rZ{A!77~%BlaP(?6&{^u254WRIqlTEWg|qNGxba5l z=eXc(f?T`0`@iE8(0+%Rx2(oUiDOwgpF-Lp_pCp##3w9QmMgc>X?l1oB4{Pch$K?R z3p9KZi^!xk{%xDoJ{?_P2=mVPqII6YpPY9BpL$-HK9ks$MYi|yqw}dPICHc{1pmcj303+&VQxt6kDoq?#Qr7_sx%lz1e-sjbsLRePEh$V z6lA-NTNZIUBJk#b_Ldf4c`LmV`nIE|({Sd@8_Hg*Q!CKQgZGzu)J#yg8wv^_aCoN)GUDjj-_R5W_+_ zfyS_9eA6qR7z+mYfzIg}dvyRyj{qnhL{3g^dMYYsmj-psA+F-shXY9@cZv+;%~F*; z$M$%bfp&|`V|#)8RlY*6rj8{f{ns( zg54?;e2XOK#l7`q#Gk3WV(&NaaemN}wt++=F*KquiWK(b8NUWZEYCSE!3j_eZx?nj z;5x`hR>@OH`J74Mu9sfH{`O+Akw-eG$6lJ3G+D&ZiN(iAL9UaU>;W~hr3s;_bAq<1 zKqatZ3n`To7T!=>NQa}6@ddPRYmp;&a=q8VfNtgu?!Uz3e*LyqEcs#+ zZ$&fAk`0q1S-scSHT9DmevxIue{NFR@z8pYImcGV+W1p+ATdv_cD-I(dON$I*N874hDR($Xpal?y_eQG}UVHWpDvSM9AVNF~95b4X^QWU(L$+*Rb3 z0_PY-v2cl$-GrEoAC!QkAvVDgf!T8dstYqw;lGJ>B_Nartiv?D<|9xwC6~ep32nBJzf8jEt`bCIb`^a zY=3eRMKuO{(tm;x3ZmN)D;!ClrDel$O;1_p4>rB$-CBL21&gHa%mO@nsPcs?YR;i^ z9ae(au#rXwtBOJ>n~d%*nWuBO!x{52I&7zoX)UdQO7=2+cQ_cv@WZ($=i;G6Td~Rf zE0>IISGXX{6Y>OEwp20zl38foSN|?OKe_x8Y&ms8#>PBi*%fj&@8i&qAXvGuQ~i}N4p+*FDrUa9L;}- zb_P1|ePE7lmA(l8r&^C5`^J_*zyYACFV>;z#&@QjdT* zq(;3d`M2!28J%P4+5<2~v4Zu)c&PVYPB*b?68oj#BjQ;nKp1aUQh0nbtME1hRi}{8 zRDO6gRp=r+Wjw)pf$(~w(s>NOSScMzvb%c@V)0b^at@ehB?1rtr-s=DwP4e*%*yJi z4;(nqLLiQX3ok-w7D$RnC1@C8fz5fPg)d+36*V=e*iG01j#H0M8~Xl(#D26UC-A4r;iB7zS2gDW@58eJMHi2vGuyYcdDbP>~|t z%roYlO34Z6rv5rLE*#Oy7R!<3~V>o<#Uutndc%klxifzBZo}&v= zhy&;i;UtO3>yb!(DzK$je(CiR@p&a2_R5UljXK<9)l=cQ(o+njJfXT9OEdB&VFX*` zJq@2o(joG1NRi`3xU*Kvt>OZ)D_W{I&TiRKCR9_Tq|1A|fmEe?+QabJR0_kCj_Yj*wY7-U~TsvdFfDS%89eIQ>ftx`t4x zo;-Xg4L!_z9?#q_)jr_juY(7lFxz*yFG)=lD1GDReMErR@}wX2XnH%p&W6r>Qv-hB9Q+|e7nK622?kx8wLr#Ii;Y`yRRA3aTNDd4wP%u@x2AmCX zw4+@KkYa4W@id|5Al?zcjQ$k}^3(6>+1(tx+qU>$ilPQ!o8k*A&XYo4*Rz$vJhE38}XVrrjwR~uu@No;#}ku0!de?Rzq%dfO^hLVKn=bDi4$WL~*PP zsKc8i7}_OIzLAzTjI+}M&pu2Y&4p`5jvq*`GU8&*I-ncj1kVZL=D^$CMdLwGQZ_7i z)Cv%o%5=b8w1M~oUr>HT%1}>h?VP!DEjgB-zwW-p5q}1tx2a)08CJLK-uy@PZWN&O zlD65`@{%oEwp{#REr1ez4vIqPckAgIe!ZuJC`y7O2dGx6dM^wT3gP7SpZ(a6hQ*sD z^^J^-E>+y)p1nQML-s+O^%&_y4H@EtKE?6vs~tZilE&Xn%oG{Xa-u?JI`Qx$O*+Z# zYg){Cp%GX1vq=+ooxcjrKYv^KKFPe6ko+H!vFXsKh-j?#mmpJ-n{grYyA&_Q41@z1 z)%3w(X#maE`twYo!wS`w5Qa}9g$8SHFVp||7%8$5!!sMs#4CWsn z``7o%S=cQ`kg@eWqV(5Khcx)}(){(qAHK5~B6NH)7x=MKRcQR#WccB+e|4bNQxe`}E z-Qy@#XL~*!v*xc7d&mN(3s{qQ%=vSQw?rs13YWd-p`u2d%?+mn7rYAIAlk;cwN zqc3oRun(x@B1To7{-IeGsAC~}n!+K1gVudS@IR)3KfFYaWI`tg>(TTkITx9A#Hh;m zaxx5%mEv-@wB!+L|A+mbZmL5S7Z4lzJpaR5frr32k> zW%7+q9Vs^!Ga(Zi&lKf7288t7%$)7KGGN}bL?_5)9wy%k#lS@j-^EEX-#Pt%C%sSUmif4i zW@Zk%m6eRAWd9h6Gj|(!()ARVB z@9ZCcwep8P{VFdiLT{A`RqOPWi6+&nKdETis@03ajTq;qFc!-8gSQfKV~&Bs-PkW6 z;P~^e19;qs;QzHCquYKfBtH&@XH|)aL_`Fk&p|}X?K7ZLBibS08^2EU|-2c+(l)6m!Ic<0Z)H=FOcAgbpEY8E_%ui1U*dcXhUb z^@IOXEI6_ZsWKcj${ZpIcF~qtjOk&+GJAHo{azNg;%8?p!G?oFZ4~(1)EI60z&3LEyCHG(Mywl>j~6*1gXp% zI(ivtX%Sk1u zu^j+IJ>k0jtRuXpwOO=o1YjYq9C4k7ut@x2AS}YI9)eO!|E4KROU?%#yHN(?-Cx!~ zfJo>Cd;89~=~2nHbQK~YvXZZ_##Vog#U$5cF0}r<)S~?C9b?4FY6g@_$0xQ7R1sg3 zv$Hy!Xw-a>9j!iD#DZnmpE&+qG6mG$-RkmxSPy^x_@pfX$j2?~#I}II$>u)(uCNw@ zwfYqT4u-v!^yA>v4dPS`$**Mye!zy9yB=<$ZX3Pu<>3)x=1D>@%HmLm>GzJ6`42Y> zs5G=whtwy%L<~IYt{nxhPSmNurIn;IdTI5ZTt&kJ13gCWb^G?=*UpWeeE$6TYcRiO zME@52Zl05jHZA7Yu0sM0r%iAxX;80bi>6;L0V@+$s!)V3JAv_=OzhC*fN*(XYgGE+ zGY$!b?O7$j+UC{x@df?Jg+%m48!P&JF54g1BQ;G;Ga9+72e(Q? z@I8&ct5G&G(+>5u+-UhIGg9(vY&+MqGsERrD4N~vXL*ZC6|n%gyZ;(vJ|t|uI3hq1 zjp&;sG=^cPFG8PA%)Pwp>#f`@JITzzg+ZZ(GKQ3)96h5jk98O$-8(38(~>@Wzrf%S zqHRs9{}s?why@dt$^}5KA01f88l$$J z>MR5CLxo$Wl)Vv?6vjrVp~ii=c9-bffohxPj*LZLD#Uvlon7qh?{~ejlWBCw81Sw< zo5@r`)7ZCib;dq2jM#cUTd-=lfj1ye#gn_P%&s!>+^Y+d3q^O7E9!ViCf0XKNfE`0 zC|tiTt7*^4g_CDl!oe318&b~OB|SbK;`lD4wXSui@ijk|r@a_;b>A5;4hAwd+?s(t zj58$%7lT$Bd!(9no`W!A5CQ_B%+^2qD=xN+`a_+){770m*u$*!UsD@R>#+Jd7SE^r zCGr1r6aD=gjgQ9?C!t zY)@G#Bjq#`OXx~t*!i!+JIWkZS^qL)y=x2m+|#u6P?|+)ZI!tQBJsKy!09=fJ8MC& zL;YyLRV>|TEj>eNEmhgB6Wf-GtU$u|_TMjm$({|V!Mb;Yo{o?(u&eshBD^xMys2EE` zo`cvZh8c3wZ|gP)p%LF_v#&&n(qeA{kbm=UcPoQZmkF496=W)Azi;RIFLJ4)xprQ5`I z6ux%w7xfUTKZHjzC4rcrmibwE0&Nba>OL&|R#E+ZvHtCE$^wOj{sb!~D{@rRVF|$@ zPi@8WAkE42gJ}GjQBY=I`YgLRHUVKux$@dw(ppAn_A+*DFX{3^8W9_5S@n=tkAC)$ z&a3DUvEDuzbxtb)CPFwT$hhnGjT;H0PKHK39hiKqWhMZmH^E~zC$1kVWy?x?dv(!%A_EOH<*CqL1yswmb z4|=umaOw8CwpZLfx@gI8xeHM zVZC;Qk^L@YSkuF{0njS^%ITl3m9cA14}w;%tVt`eI`s8!jG!%Cw|aFNeX;jHPs+4r zr>tplXz>>>(*YO{JsxTu0yC4-pRhp-BA@Xu7*!m&_voVUsLzk_J^PxE$HJj%qG)tv_YrtS0INpsm@QE10wQ_vo?SeB%sqEdpR zciPpf^;w@yj}J$E^$`(XPgHAa`wl&ST|o@mf~CpOR~H!H(EEyWH!c=eqUcTms3o|D+)P_SdJY~9*(=uA?Q}4V&9v^;E zp=j2Bj_M%n6h}s0uaiS%aB9!E0~4oASt;`3!uoaVrjc-#z#?q9pnmL_p+l>Pr$@Vv zjyM9d5-gK$ic2ITXzNU8Qu8}Ft*2+vCtax<_Ddc#mj2ZOp(^?_G4KJjxyI$%Gw%3t zg#MmCJUKZT2}m`LG6y%e@eUKtFwegBw(-%3X3K`?|I9FSl*X`sL^9~wjHX-O?0lyV8!JhxTzYjno@I; z6B1(F+l(JSep$6UoaC!S=+(Hja*G!Jr%&sS9Y4NhZ|fLbSRT^5RrtXCafCwLm!s3v zqj^MVr~)(6rtjhCO>kOoF^;l5jo2nb~90Z7#vzY9inZ?bdhVSjuL zRa31O1VF=;21RkeLm!dD=~dalV@4Vn3?-<=M%Dlg`t}uTqZU-hFw*Sf-EIvUY+b3> z{x=J?6?*M^&g=5uSBOPgPb04S`JXa;mE~Y@@)^ecZPLT8+cP5cSvYa;>TFaiX6>Ki z^mfO5A#5hZiDsIUYH=30O?;m%^ZMq0ENQ1WnU+>f?38G-$0qqA&5%t!WJ*dS#Uy9v zRjp^P(pw5`&niXiMM|JOwQtw1iUQjnA8dY#l?)U1@4q%+dAO!wnyw)`s0OF$O}FQ? zUOUv;q}Fn|!{{d`k_jz(EQ~nk>06C_p;JzTRH*P_Q$2!%biJ$IQy3g6ODc|EYpp%4 z85Stk&PkhrSC&HubE0vrdmkE5?DR!mN1A&WY5OLGS<<5Z$l1F*dH3#LWwg(m@-^a} zfJK2`t`e&bw zbuZpKGIzCu5F5UIjZqCUT=Ds{H=3LF7{b1LYt_EJ=3s~p&@R(%-D=LxQ40Qk@BhP} zT1uPRxA)S8lk*7Ra{jx*2ILEEH(hw}>{%T?z(J-oKF|n{{iRKtb+}TJV6^}B*P5DJ zmB>BtxX}YOcEFM6Wy3f<8=DpwM6W>5pQ`n;sfx-PQq!>RL531}BdYa6y0aF_Xgi5d z7d#%rraFnU>6(yz{h6aYp;lfMACYJ0?QBYNlg6soUj$!jpS$hUsj7|Zthfddzn4(C z^83bE_yfy2fj#TqN5mJW(@l3%;?)s~8r3(DaQo#&wrl)!mxbCaNNA=z2icD|7m8Mi z%GJx4&+_mFzx-m7pOWa%p9@aHJSE8&{GCm%|Khqy;Ij`OUptXJSHn*H{H06FBO*G; zFeHa-<5=$M>^7)^nF|uhJ4;@_j(Mk_0{iKgrcGBuS;;SZ`TY4B(C-K&F*wS_W_^z2 zV4MZ1k};X>`t)ha6+;c(JdYx#QXI2`=9!;ft1p>R)zHq|^2__g{riWIsk?t3 z?D@Qz6rpSL!=06zGRS*mNsq+7!zCa;X{+^3z?5%;Z{$}*utW5>w)uq zD7DZnox($DpT~l^<}ns23*L6-sxO0~hAUj!*|XK5Mh#^zRUEj#koZ#hwZW5^C>y)l zE(~KG7+zPXcqc!)Ai5Z_#kj zU0dg{s^y?vj)2iN%MQhwm1%4syA3CUQ4U~cgL2YQIGd#*+-Bt!20=S7+Gg0VkKVuE z#4O# zwlJ;bpTKZNAfb-OwBfnQ`@vM-v~SerSo7UKOWru^_{HEJPK32u)K*@z^f*HY!rh+F z)W3-{XYRB9efD7$Uic&;3wPw+9g%h2wQj#56kuaMT+B@59uZ69Sg$f=5UF@WJcV3u zBZ_-XHtxuLqKX)kE>7z%_#PoLW`S9$<+z zOlB|sNRTr&+ZJZDV8%wn$j)`W;zr`IQexMG2!XG|8Pw@>0{U@Ys;=n?GG*wN72IWA z1<30eQu^f|z$IS83(kDuAdIEk2$*us zZvVt8zV+J#EL~bv-b(I?C4;fa(05{?=@q;oA9R4Yue*?p;UhkGbM~5B-AZ_Zh}V(X z&i!9a@$%|V2VyCqr2}Q`qd}WDZ!RP?xQBjOtzT5bKNhIzWmsm*a9AA@X}0xfZ zo12<8kj;Q?Q7;pY!vFU5lbJ`;A$odwVz@XT<;E=B)Z&MlDb{b;@Ed)uR#b@H$k^?s zzZXG{9M~lk-^EHBt14FL{zi;+pkNuBIH~sI*$cER$Gu1S)!`1wix#$p*&hxs`lL;R z?bl~F`kc`Xe&a##cUAhTmV}iO$zbgYBhzKa`H1a*dfvBxe@8?t*~y+=BF$D&Q~8y@ zTciYfs{cYb^{IRJ?dt*Ubve+!CJo5{`s zgDlKEu-sN4!xR}S89%gsB)IDeToKkjio3zdulGWni7p-?%b){xmXSg$*_cUfyG+N* z3Wo`mV|?JgbPR8{?V=btYE&Bh(~{3`ug2-jOWN9JW@~V|0O5)%ZB$FGPgmtES>kJu zm-d4P+wapdgq{A7;TxyvNcFB^P^D9TI|LNxSV#K#y~ZSFsBEg|JZ)+=_g25)6~#oh zU&*mV62GoqqjPWFI)!#Rv>#V)B`H{)7r-%sly#2F{DlwHctvw(3_-~Nyw-NFD4zi{ zJ*fJlpn^w_mWl4?#hZeT#u+bf;P3nK<3|gF=|?z|lG1Ym(<``=tB%*8b*UVXd2o#W zqsDcrlQefcxM5yN`^G;=rj-0od;|OQZjNdpUJk=JSzF z>+hTX{e&)`>A1degUn5%BF*yYL{@CQU!~DMN6zod^~ty`M-{BnX(U}AQKV#-w`$cY zzo@7->xpg|ht>f@Jz0+)1lOnC;K6O6u(~!Kh#K%$ zM!)QzcxtKIzJypP^7(iM=>ja=Yf*aCyDTw!`t<3zig{Uhec>{5VO!$5(X@Q8?ct?l zIF?>B%&C9UfaOdp?nfhe;aSMyxk^De+eESU+ZW>!VOG3^his-Ah zVMd_)A3bZK`m zK0aQq6?yx>#h=GIjddWCA@v?O{uE&}S5_&nwMEnEC>Rd5*Z>Z-;&Urvq^!Mo~T ze7*5#271Rr%#t;j%X9}yZQ8K z(@fBEj2%1H?`1k;R$ueu=8dOXn>Sx*q;27>8<(-Nk!bK!zL1eHNLH2!r^gUaPi@8m z2|hlj=z8^PHI$+^=XjKruI9s&8CQ&7L`H}l*lhmKs5@GVjK{#O_wvZdPUJD`PE>py zUx=qkSH!3LJhmG~o~AU{UzGiNampTqcHYRg6q094Xe|EpI~hUd!t*4lt}zM6fZhD7 z)&uLDer@4)f2p%cMN-`Jt78A2a%w3+H+r?%cMT>TC()kQa{y6`zdZy@~iqUUc8Wxm7AB>UPq@DR-X-%y962T zu|LroCiLXmvpfB%* zUcP8fQNl5R=Jg{xPTsTezlCk`m#V%74H{$*fiiA&)MP$=k=IaiPu;)YhP*;yVr#pG zp0oq4AKhllbi+=f%z98w(xkWQeLbMDpqE)>X2cw~ldh>mb>4JAgNBngM$NkS(Je~=h56?$O`A4VYSFtExU3!|(= zc=?(*xO(X>_O1pbY$cH4l>3H}4T;oa6CA4x7Qjl6tA0mk)f%17E!8lTtaZ7X;pyq` z>czuHZkUvM>{uuZ4QGOUPzCF{tr!?LoRg9oN5=wpvww zE})g$o7EZRpFY*K-$nv%dw90K+e8P_dP077IYWZx`kDl_el)76WoPkgXm`*Z=aTsd z!}abrA`oXTu(9W8Z+iSyUh?#o+_hh)jZblJ$A#-1&~@S0u5Li=;jijbMsZ-yg6r&SzvaOy-mc0|TLCoxEo~+jNITM)(>3c|1>Sd(sKD1s4i*g7nKi zAD*PO(PqJxqd$Frg}?t9+g|F~SO?Cp5`3>#l^^kZ!ITE8lNlL?SuQ~4bn!1F2kbn9`WPYnicvch;Q%vH?#`ICtEqCu~+_7P8pxOY8nnRhK zumwS+d(SwW(~4Hr-z05m_uDsaGy=A{k#e6LM(+i8HDr%3|9^l_#6ZDKhN`oPH1qt5}T$SO5;UwQQCfF{g)d!y07 z*wB7Ff{im^ir{^_lgE@jBB+dS(7LtyL43)VaqF#|G*()u=>yg7XWhcz?<0!?=Nbcp z+=DKS#7{IS8LoR>>Y=O_&rM@NU*~h)^u+(kXsc#*V!XnK7KIaNVgH>gIhz~k8u@H| zdmfx1+H=hY!^pzCq^`*`?g~QKwp%wP4v6dHtc|U=Iwgi>v}q&OB=e?PmR(b4U3pXR z5L^%0J!00YFHRiZNK~h0MQ^Zk%D~v6aq6Je{{HJXZ}#Pce*mc<++!6VR^(M$yM}K< z=duTvlBp+XicZBn=G5E}8>ncqoE%8Sb(=k*``|-ZpU6_5ns=}ZJdpLj|GpNvi%S1F za`-nnhmA*7F~a=tc1W4VDVgExVCK9tn3_?`<-u534yr#L2sDgD8TRwb`zO}1$^^y^ zf5Ee!0sfqp*xxXyqICy?lG_%GTPD$z9gl#+@i>#SjU|7LB~~XLTdFXQVXtf}FQpw? zZcP~Mpq%uAMKOGZIa6CkeGJ)L&%2t;6ptV=^Sb(;V^gf5r;_V9;c;zK3R?;XCpNwc_VTP%Q?l3rSWZEqK)q~tztUehE-$rx$R zbH=pMi8NSuA(_YU6)sz(T43aH+k?VLgm{oDo`0+I&e+qls_gDWxZ9$W_1$(?Q+i;*8>35Au#~vfkPk%Q)`KyE4i6PsV7oXbr6aA0~MXh&d#1R*WwJHR@~iztL;FOz{)!xbjyxi0m17O z+KK|fweTOv=T_^c+{Ktg!{vHMN;p@Q8|a^^z0^0@kF@+3Vc=9@H%1CNG(dQ zUb%9P*29Wqz4oUdz0CE^=2kgyd*@?&nXUVBNAIA1om++{hFM1L%QvH!PW|2_51m-E zf%7%s>r@F`K7xGw)ZnK^!A1 zG-8+n(Vli?cfEIfV!zd^8|6WC>>Tfay0ylO`*>Cyqlr47fw{4ds~*4-C*0#9FxbJD zzNuw5L%lDK~w;26aw}Z8sl}+Y(y!wHHxA?Y*wi#Yv>fwIGs^>kLY8Fyp$9 zG&F3OCsP-W%q;Wyby!-*Ib8+^>xR+c4LGL-++i2rZh-xw_d&meh{5&&UyHzcFRD;U zDaMX1EVYXEF4@$xit>|T^)hN&Y`slq>l&sO0;x21k1$|c_r#Uq9nm!;_C~ySDt8_r za_iREE)LXj1Y!qDDuoZVi~|zx@B-U8b9&FXf4uua<5ry=YjN9|-t9=EGP^~`>Ixdb z*9Yjy^yN9Gh*^KNVm%vn-sHe;+d>5L*_iWyGGjHTOG~?hO)!l=MVd_YqzK&p=->(i zm?R@>`TXRAbTAa1r}EzX!a_ee7eKfA7-vp4Bc8WYYiWa*GACdS1A|DjOFML0@~UP> zRSW1a2O!o}rnkG?FtVyi!@Vi6S7;cX%!PSDl{0)@>$PxR?mftnae5_C6cnn5$KHkO zajD74U2E5^t1o>eG_=)eoc@wJIm5%#^Bn741D4l;d+T6wow|3=u2zvaMAgN>8wAp&2UTpa~PL=y5W}RkxNKTHbS|v2^Qn-J2<-Dhmh*&?P2>#w6l) zrRFt*pPdaY2V!cq?8Cm%oODtnA;wPB8O|lkmf~OsQFd}u-b6yanZ^!v#dQ=cQtH~d1F{))yFG3?JQ7N zzx30I`1t+}x3=nLYg~FuGO2&~iap${v%a3iG9ZF>?8d3Lb90+Dp52qnVY~kAGF9OW%|sS>j-mhcMo~Huczj_@N9olQg+IYF4f}JBuu&5+BU_# z$`FH*XMqeH_(+>=2rYix-PPqvwX@aQ*g0JKqS|I!Sl3@7j*xtQ2L1U+NXuGk-dm6@ zEC+mGt4suID3-pq=k>$G{r*6`k@s`qmhVbHXsSAl(>?s;d3QglHON+`QRD`Yr|r zRYE_h%mb=7y}e!|0e@LXqLA*?>`hUL>63;9)^n($R6qWDlh1uPDvsec)#8vr$A%K0 z&R@NnPFA)2tE2eHEOizeUIM)*gMA| zs!$MQe>02eebH^%_n2w4?_Fst=dH!133_^y`WmNCi!|%<*=`m8JknlGzjf#(t$EG$ z^xhpbt77t{;(ofSM-^WK%jQ9c>$d%ewFtG%HBF;S`|uVW;Y>AF%0!V3qEe)D4}^(e zp>Jl^P|>zir|O(hGQxa8{1g4*!yh7x_FJ{;6bX@JVU#U(mZ?KCi#?VcYvwi7TTuub zhH)i(W%zzj_z)$;Sg`ctn|Ad< z$!p}8SXgv)4Xz)o8H`IJjDTu#+LV(5uSSmFoQB0PJYOa{JFlQ?Be^|3QB7gBC=^ms zQ#`JN(4hc8(H`{$(grZjFL~eJC2fTURg;wA{N>9lY}Ir6jn3)!l9t2i z>GWd3cZ)3RDpFEXLZQ9-L91G5WNdcJDe<^b1DnV$k9R}&5%{vJ$^eWNX(Q_y_^+RaJm- z!;4W$b&FNUf3TjEOJUR9+*Y#y!j4&awBHJ=@4?RN3K4np;m*=^B-cQAqyRBS()q;WjckP9Ln9OgH>E8C~<< zD}h9#Ck$$4*oL4Qo_x6437?JWPce{cT-^Yqqb{k4GIv4$lh^$D($J?oIt|{jisY(R z)1E@rgsa;qDb(+o$)La}l2m2iXp7xIi~{E=gaI>Y%9OOsOw;a0XRZ}YavnE!?8)qG zWvF}Hlr##UH7qv4z7;;W0m}^?dt{DF&`owvl~sD-ImfwWx*zK)&YV5#Qg2kI^{ukr zhpBC`SoY^aG}k(j?6KV}rtykU8p6@3Pt~r&RQZ*7-#C5Jq7}=R`>7{SHlkR3G*~eZ zI;q!$H8%)zpyDUl_sa)4?Hm=!r=x#gpAI<5T4PuNY2*;=gMz9nq%A5Nat~&|#VXL+ zrNCJJf%7JAVBag^klnDl0gP(}Ns1n4mj0*1M~;L8`4NX&GI4E{5H06VV9?o5P%&dS zPTb``hY$cC*>BytnkH{-yVcvIw(uV0iHwm`FF3?ur26`DByIRVVf# zm7!>@oxd{bI!$FJJh$uKy`E2BMXUv!J@?zd978S?M}t}F`W2Hq>p7SqS@8qh$|DW) zS+U~l;Aik`HJ=Aq9C#D9Qfz=C3od13I0^~q|MAPTp5<%h{j2<<^8#yB3DjiR{pT%j zJVL~QNbui?WxEuQbQicT#fG$26=h&llH;ty;)NCcdq{|DqD{tC=a)nL2#!qKX{5_s zoLlaspW}6;O~_A|CzI77*-;9K@GdbYZl9VP*e0S&=&mDjA5W{`|FMQWXx+^9?ZeeQ z96334$48nuFbvPqYPU8Yw=Wdt=$Ri&^0Vz$s)Kgujy0o|hek{(^l?HD1ag)y9NIr& zok-yl?z3HJA{@$=NA|X>VyIkwaPtnBs1_&l{vY5;9B1)y4E|0x=U((x2^u`2Fl|du zt>3x?Tqrl8vz*g>qV3e6s0Sw`XzCpQeB61Ns&N>1UYzs`lUl+9qGofsGnoD;M{JWk zW?G#j1vIiTccvauuwxtN(KiR5Tw$}`Vu56cB+q(_@IgJr`-LmzjKovF0fL4v zpuBGzd{Hal#>%jvi?id^t}KdD`u`aF5^yTl_5DRrX+mTulp-x9M1#y}Aj+7MF)5KI zsmRn0sfZFu8A};56;YW|5tXQgLLs3@lBo#)`_bO*Gwkd9{_DEVKBZ`_?|Z-ZeV%)I zvi?HZ|M7VK_bC3}Pohr1fCa@-v`o2AQ^EmLY!2t{JlBFo$@hhkkJzd@i!3`!at z*FMR~(l=95P!lc`hT5@fv$kHdulv7&b2@b z8(Ug9@bjVgdI;E2p&yTHimYt<&%0Y2YAm)Y&J8XXyuL!R zUNHdRhtRQ3)Vc7q1+;j96eHu_cn%I5^nX~LfQ}v!60&8B)OayeulN&_V-^tsqAJ2z zUOcsbs%|QQwTGm>f}nLaCNbKd^!1&T_7r>SB&#E+LuuOe>lgS(ay$mUSU`qO65pcP zEj6+}bKB-RCzLyj{eSKo_-mJ}p65Hr@KhQVmzQs3$;>(*mxhlY=^Rl8z*b9xa`cK& znGh)y*$hZN=~`5~F@PK&K88BLAL-c`n{jM5tVQ-Ej~=PZT)g~&y&vuo2ggfBZ_d0s z>E~C30VItpAvt9gL!>SOa6-X83MPixYM$n-<%pC$(SaGbsyGn258}G`L+FwfywHLU zStpMZa!EQncS?dS_q_vP6DzP+bf2T+WLR&ntT>?g@r=KJLbWVq3zL8?X04wluIMBi zLt?FgSxWivRb7+iiJ5=l`krtW0*;<-3EcAIYb1z6Vgy4YUV#m<9mP(wrY#v*YBN-+ z%ina|apyMv;he1+;2LDT_qvi~$JL+R4_;R!ePav6@s4J07vX#t zp(GqBAYD$Rd#+zUk!$i~-%e@{E?&I2)j=9^dNYKFYQpq5(Drsa+5pRJ#H)uoDf^)rVSw_+ced2jId~+=ViQsTlRoRn0$rHEHAX z`?acA6wgq!u*#o3Q#g8-tc=bPMJVvOXUv$Fi4*oT2)$D>gQ>izlZE$XJ}J^GWTh`QXZCaHQtkzmIc8l=Fox1bHZPoACr| zTA7>ArrfZa@93-z)W=zm$R>g~H<&|XSc@xWSl~u2a8UF7`FeiVr+HBMFP?KPNpm;T z5k)#m6Hsp8Xilc50F1>soqt!y$Vhe0;)M%Kbwd-R#l~MVOe91mBrOEbIE+qXj2fld zclGRkqpsovG;z+k^*%M$|9bCDF@=!+flW1f!5?9o{Y_6(RF z=33w0!)^Sgu4VNNoGKVZx*rsRO#@`6S=P^RglUMM3(wu_%=G#KKZzVV=s`km^rnKO&+cHaR#&dNuN^Uii( zea>;*xLA^8qYM%`6l1#n~DN22&==f z9&vE#4ykLG-!+$UxabuXj!3^OYbU40nHV0+YFG3{i-gNQxf7jBhsgXs@Q!(+OK~rh z)D}S6w_rg@jMBch_v|W0PzwZ=-m~XQX-Dv!fioi468hjR`J_VmV63px9h?&egsw70 zYuXLp^n|Q@q1Qr=l|%JRI{$EWFFC5O-GUE&rN%&!4r8n7*xkO58B3i%fgfvONQ)uT-*S1bmk$#FwA4q5k>R|>0 zoR@zVxW42*#nAM|*^xC54szZM=& zQBa67nSCD0y%--A0EI-$I2DyB`Iyc&wo zQis2YoPV$1{^@sd5x%4^R`idI6afdie|XS^A)z6JVGIwDv6x)*9UI)KT5Rnv0aO>p z;=Io5Smedl3oSxkF(}-`s_)lMp~2voEy&A76R7{xZ!j33_Q6)$K)|@x*PQr4G|>FD zpsJ42FrcUs7Pj9#Uj;AeN;+%e3PzFS$VOx(&&qnF|9s*$6 zXUh*TLv1(Q%qD@Dfi0tYKgpE ztebS5V-6-D&7+;f)TCteR;<2yY0Xo>)%Hg)&%*Yj6T0xmrlz?*mT1~fl}`YZyG-iP zO(m1oAsKw!%AqXm6}H&NA*GeGJN3VqjDP<#2F8>8s?6YfhB81<;e}TyC{j`$rrmll6%PN8HEGfIfxtP9SL{Uv2(kLP zivHf-n}_tn7D6`^2mU86AK?C)u5O@0q`^%{b63|gStwRcF~2KTtulRDTYSEB$7{&& zFw%1I&mlC8&n&{8;BFr1Y1K2Z!hZGKIB+K+g0n?LeET7%1t{e3QZYcKWEgIoF$63U ztyUrGH+!*Fhe4~eB+y`h&Z<5Z84<%gTUrYkEL=I$0ZnIIMG3XGpu+gi-Uo27F-m!1 z`>YlFt>YakKcG3IIvx9y&rIQDC>v0N$9>hcAVwI}!lx@~_mI_ZapFI|0xJE0xJH18h`NWP?ct>ihJ$Py0d6BKjNRRTr zFN^>BU2D-8c)OFdJaf*_?hm@0HfbeETp&Ecni?9%D<~Q_Qowc}m~}u*;p;Dgojy}b zkg2Hh(HQ4vKn|vGB_$@({i*+g>Eu%8nqrW*!F`mF&;@ug970jxyUf{E`ug6G9?T@j zrSC{PYZ8z~H{WJx5to=xym4>I7UM|laawG~jZO4q70LFu&=d3)n(+@Z&rT ztellOQ=iw;a7595eT=r9ah2TN+$63PKsme|hh~C$c$e!6_X0~v5<)tNoXBD|2yIWY z;#Z866TtqtdGe>^Cumkl28NlEn>M{*PD+ulMsT8}+dG=VsWc#lk!T;yFGD1O_k9)e z_O=|zyy&qFe%hjm@eebA8yY1JN^cN9=YMt>r2{GKQWA}^!pQMHvrK@GZ#*JNncK2I z4@eQlN|u}c0VH>u|A;Awn2l|9DD~U%UHn37p2~an?D6TxK0+#sPd`V}b73CYQ=6&X zn>Xd}+GcnF8w9D`8T#MuR{?pxlpQ0y7v_NUJ9jwsza49W*m$Ywf33@Z|H63I73tT| z(=rN+i#c(1N`Tz?=3@rxdj$O!0+47zz>>Lj0X%@v0T#n61P9NY&(IESZSoyNT74t( zbjJ%KqLc?zcridzppvmO55Gcz-*gyza0Tdk^E@|xb!`UT+6>ua{d;;lYBuo&^Uj(@ z40$6A2MljgbYKJUQbrnbWz2gckO~M9N1n7)O0lpIzlmW3>Y!?uS$Dq^X;O|E% z&Bg$ifML)6SZs4J8S8a6#CUEKE-Sl#*XPSO+-zWQE&&4K#axRPCVzI!&c(Wzi8)UK zzQi(2BMcv+nM$DD291w_OLap-Xal+{PWYPPLK2hYeKED8H;+UF&APX5Mer}Dg=Ix6 zU^2@Jq}~=garv@?Zvg545JmrfY`j?>$ZOwyz9uj+529V{O@&ZAjf?p(+t_Wy6$L^C zTKz3sx1K5{^8|`V5}wl0iprcpI!sn;c2?G7*uYKzHer);y-7-PQVL;2Q%<-bqrSjP z3>q(K{O~0(O`%87h}Hi%MTpsfx!+_9Iu{nk88iRuZb%5>_f+DXHe2duyfG6Jr?a?7 z6Rjxr)?}NYv7HG$ZKyBkTG?Ng&!l;AxFHGLANX;5u_l|~4qc5M#CJdymJAH3BRKD) z;9e)E6ve_RQa^-8ag5Lb1m5l}(cpN;XtoU}i!xJoGW9lWmWov}$T>)OX6N;k)+^&mi9% zfWmaofQp?94V9?11ZK@tyKw}Y8n7zEjx~V&0H|1lqyhw`Ce@q?3Mv8WK~l0S zD#vD`BH5B|tx@&X;CI!TR0&;!%%J%xNg(y8ocHhF?+vjiY@U@kt1*~0KO*T`8IF%) z$j*HF(O*mdjI76AdEnDaiL4P^X&c0FudSk6gd6DicBigN1gZcqt)f((zquuW9ctd7 zZm23Ljp0Xb0$az%SY(wyo0fu_*Xn=Y82h(=)n3$uvT<>wWw7Qd05*a79ajiPjpxCZEG}D@~sk)UJF|*k~M%tl!XA$a6J_ z1Rp(mG>6IL!cO&soEX5MsQyg9bqmmsGR_mNW{`8~Fy|Xsd&@vLM0y^}A?W-KJC<1p z*urvFh&qp4JZFmb(dk7nf5|MoWxR*E7?$3wOvgSB=-#BPTOio9Izg_t4~MHdVeccQ zl#ud9$&j%}1{y7XV-r^_24a`sEAYiZ#V$4JIRyUWVew*v*c)YGA$lK72!8_26E0g8 zXR`gb@>N}PFxqfMNo#BCd+dhAcu!58ol`e#*l_Lob#cV22+j*Bg`I(&aOp1Dg+Qtn zndfi=fXU~s2m?citR!m;y2NAnhp#UO0f5ejf&8MLtQr!u*=XXSD?^GG)-pSLME%Wz zEYb&?3zE>e84w$ddlsQMdD^sT$N>{&%t4dUnTIxp2qT&r&Q){nX-koupp@&2#xGxF z#)|`|Yec;n$4E2;riT+~xzgubl0RUkB5t?Id@>_@UqdmRFHq-9h4zBH8K|G8i>b1{ z4~oiK7tR=px_#?V-ja%VsF;z&qZe9`*4xu_LQCA>*uG@xMO@#lUbC?0t{KL2Kt#FA zCCTR2RzDy+{n#Iz8q?&q~O7MU56FMo-%`d8ak?1pN6`c^ zcWqAp!J1qc$t8crPB4gz)A zw{8`YsT+()EZBs#HQiS5yUA5LKKyk`E`ReABnr7$s@SK)Lvx_(oeJc?Mz9Xy8ldnO zA)E0nCEa*zf3UcnC}!My*$fBgh2l92A$)}rigX64XARGVhbPQDi%Ed#4qJzIlahi& zlq5xaW^sBW7Aw}xRGJb0WXJn6-DL4Wmr7X3o;{0zm@9BT$Ne|$_z7h~$$5zlko_)b zUjhmN95W9;zXaF$TX*ghW3Q^by=&8nt_^TAWPni4qQS^)0Q885HwdPT6WTpa)GVBu z%#;WzWqq+SNocn{m`Ga@dMDPd_6jBtb<*eVcXpo92c6R#Y_SLz5N^2afun5g$=fY> zs_D(0KCOw<5zSGW+do9HfZst&MJ9#5a9Y=u+r6WTzuLSME1hhJu$6!cCQ*2^DUjP5`I%m0v z`OX)exgAs~WFf&2m>`@_i5#p87+$niU7hjHbI9q047Ut6K&TpMq}z%^AGzVaCr3BP zkgSSHdZbap|K8*2DnUAt!WUb>k>tC@(v^U zFCJoX8JUf3f>21pD=N4oulIcUoC`O$Qs1ru0z0eXb{XDFF{t(QBVCqzFrWvRRmHsq zoHjv}N@k|HEr7-X(4Wv5ljSI|w>~G<*$X%VppToi(I-)f#91q%Tf+Rho3+)WOP~kG z6Lu2*Y*a2jpete_$=_t$7>(_l#ySQFD{_%$9{n*zK1A9Azdwo2lBWLf`-Ks$hX?a9 zDhn-}KkQ0($fH7^ZggE2-L*N8g>GC4TM!?}W#hwRSk;f|ybn-;(8+xD>~50(WI<=& z1lVg&sax_{TX_af)?72qWLRu`01v%K7*`QCJSdV<4yfV0frRosP2%gwyM!PS0M6b> z8Jd93fdGZ?%2EVNl0+5#w;TpBqt+F2iFRPZk${we@uWY%X>}HGrm1c4=7pf*!2F1% z<$mL$kdwer)vb#bFUI!6fC&vFxp-;kBH?n&QT@%Z3vkbxCEX5cD0%-CWH{D7*69=4 zwU;(M7}Mw=#{7^uN=m{I>!aYS`jIP>1_S{Z;u4to15t~<2Seo$d)p2gs#q*9z?uRW z+cX95&Zu7GcSSciomO&1uB)>_G)!2VH_s%O4Umj64#tUc3{W^Ge>fs*yb`e$k8pnb z_D^1tYt2#ytTE9LqRYguN0M4Zz|Zx*xqhohs2P;|YHaqbK@%oF32C5TCw(FD*Di>5 znxL@fH8)If6^@YtmPgqT^E81`pLa|ED|Id4(}2{=zaPzi{6&KNe5QqIq=dNqTs?sw zGPBB!EOeIKvp}ezCF}-{Sv58ZxWzEkaG=uGgmwxI4jfCBpsEp!AZ(b(y4eR3pVY@1 zIyzh+DH|bY#iK;#xb%z+IY+1K`;ms>jv=0!$IuiIXjxjL4JVPV?i8TRJ`j{a$Vsvy z$Y^M4{CUO1Z*i94?2um1Kn7Fz9;*h&-c?V@LreAM)?0dHOuXb9D$|wte$Q0h&OH*Dm+zN?l-&tX zbe*Q=9~G8>)rwzqU%*l%LF!jDhNm<;FDvZ+10IFvpQ8<2c`tZ8Q&CazO^-{Wq@Kyq zzU{9w=0Q-LP?G~C^m{NMnk2d*fP#Tr+61E(X=Cr7B|NQpTb6?_R_MG13)a21tZaK! zR&yIADa}?aa)C)p4)r+7RW6UHsHoT3`^4t+p0dok=rIK@^Z=Z~9g3;)x~{VqKqPtN z(a*99rgVE5R3CRTSd;`QJISk#l`YTNj>eHXnrr< z4`2eE5NbM%E+%OaE0OA#laawcuqA(1b7Awq&xVQQZM_}0kQR>FH;x(DmLZl7E^VtK z?*pj3VxSu3AI+vzV(v9M1i=}Sy4-^(f{6Wq<6>>v zN!U6`;*S;5kpR7}TRU^W|Iv|FiY~kKgl;#bOz7;7B-$f5!Qu2Gq_M zUOI=vy8h0+M{lX=zd;F`&VSR;#PjABv>50G=_1jLoze6xJHLKDn9;`so*|ASudV#a zlR~sH`|(&InoI~fDzkwsU;qHQ<)Eg;8&&U8ECX{gh0Z!^1e*Kd8`=)sgA&gSdS*2P zo+SHZE#UjmsHJn}Fd%6DLo?PJ(o}5M^iv{jQTO;^7V11OkT3i)Wj zi+U6gDTSwo7EWpV|3MYLJjtr(z^cH@plT~3DzGR>%$s#)`1h)yUwi@+8z3woByPxlU;r+6;$c#lW#9o!P-k z9Jg-Wx{zmYA%6nwJs0nq!OhG22i}ik{QzkXJsC6?HH2mDkA@X++d9^AxN%O1P5%>j zfhdB(iW>Tl{op@;TXh_yc`pl@Nv$$}H-mp()r7SWqfSN_;d=+55DkfP@d8Et%l=L| z5=g?`W}9;!hCxyXqiNWVRRgj_m0^vx8gX>jsvDW8`1icI#eqvxwY2~z=g;9`@DyWi z5lGn?-st2AF&WD$%)n*eg4E-LeXuKmEsLu4IB@9DBlIs#ZEYt3Btx>YZkNS%bbw2I zMA_6KQr26RjlGQI#jvQdF(8i(Af%*7bGZ3Bny;cx&=rnTBju^Kq=A0bX@-fx(a}LC zr;CZhjEm$tBAMzJXZYweauYX13mYvB|!*d`frDUtX0)0)IYRRdO{1aTMQ?dYc343OZL(oE+&zI>)X z8d*-h9hf&cfyD7Z007srG3YyhTPS|nXKQO@1C=cp#AWzMLBRAG5_8wzE4nsDG&YfI||_`NzVn*wZ|Pszox6?^~+{}Xdmdhi08@NgnW=OZ<3%9 z8S1fNUmqC3xIzk|B*Z1~f$3lZg3q}nIT&!V{9o?bI0wR^-P$h{Y*`Ot<`Q%6uS?)| z3!0=ewZ)dfA-|vBXA5w_xqLNQH+}(fq<_P0&pFZ+Wq%A{zbu>;kv(5tXRIDecf`Kg zZeaw3wgSfyRE_M6{q3xUh_(sgter4^{6rfX&PGK#Pq3cZiMcqvPLLu9 z8&~MyU6&svatjwuLJ<+V828|Rz1Hu`t(E3cae-P+s}ua-Qj2zgjZn(~$*? zL(rOZc?6n3i0jb7H7HNfo7hh$Al3w}@@&|M0q(+?`N#!7uQLDoonJkUdGj4$e%J=) zpt8fRL54Csj|Pz4BBPlNoP7yWBq4&FVs`syb9i+0zC*+R>uTW7iml;OP;mi6q16eA zDB$b$@rFHoe|}f*c*H3RWJO-N@;y)Cud7n&wFOQ5^^K9I;Z%vi?NS;5x{;bNjN-lt z{_kYgAb3f$Y-s!FWKsM1bsP%WfCx2^q_(3#R<%08lL#y9!+C{_MA%vblAa3kbL9x^8npj*c6JH2eA{n*F2FR8Bjgse5j|~V*=;~ee7@d*rtJIR zAjPC|KHtV4H1DrB`_KP>Ztl@6Q)~yIFi+KjM+GgQV5Ioxhu-A(P2j}h(P72k->V`- zhcAlO$^rjId5M^O3l7_gTrgYdpqlQ`N3CFCU-1hNw%kj+&3AR;GpgqK%e_hf1hC3r< zA(lP}A7lJ;wBY3++j@P&+s2y>3s_ox(tO^U(-Qb3 z9FxC}28DhYtvMh16G_9pV*9~i0rlo0^B``(<&3}IMG_OkQNDvLq$B{^BN>E2lWi5Y zbK#N;)6Lz$PaxVPO{b~}Lqe)Af|^77w3RggM;XQC_@JUM|B>ly6l$s}n@s7c2kb(p zOUP$I9d)`E$d<{ivrsNl))fk627@#XFx_+20k)~c9>?5Tr;jyE5>NOueez+^66BM_ zXp=<_2%`zVsruKO<=uer+#NgS6Nvy60Q%TT8ch+DHU#@yaxqu*9&}6u6YU3m6B$Hy zLLNRoA2=6L=EM(jEm|NWGYw7ZL-=%jqc=Fd2P}v#{yp%_6WQ5E6gRK`r{!<#F}B6W zBQr)Egr9HEp&ieDn(KI+ySkJDsM%-E_AOB~m}C-p&M z^uy!PA*;Hd{TscrQd*sA+rtFLJ@y^FY-QRR-}iLUhU$!43nzKX`xvtEeF(josBfHG z;Jc<&srv9>N@(=B500a&_44jk%l*t3ic`o*{#;{H)74q?-OkFB=K z@n-7e;II~8oU9x=f^gt)2Fe-#NTbI*c~1(Qf^&75a&kOCIg9Q9p;@2wZQwlTK^GVP ztf$pULEmf)fs%!${(fvm=z60Oc!&<;+=UA}z8oA0LCH;gIfX*$#NR3!4ng)MSQaXi zzc-$k&dtYXJk?}mEU5ZN>nz&ulTMF_j;DwJ&uH)GDLp1Qa{a?cONmxxJmeK@EdWh7ty?nePn z!iCFQc~y5lX+{yfDHFYWqQ#;t)ayHw{C<~BNl(EbbW>;*9zKSSjOIPWjJrdC>@XBI zeYqQi#i1-DI4c?)Ly&}9P~e#}uN>8=&>6xx;g-fm+_Rr%tgL-NEHs|hFy7L3R)|wF zX-^88vl!qj!b`qvdn*u@;-6dJm4~qTKG9^r{m~N1h$_7j8L78<7SFk5fNXPM$pn`U z1^aQF{h&0^Nw6UtfpUXUbXwcm+I}%S#X@T3sanMGzYrISYs8ytR@ zg8y>Yc!t%+x{PG_iC?2azc4Cx5UGLbjx{o5?neNjqO%L#xtN5Q`N4@y&EtIElBS+# z*FQhSWYV|ob5@D$Ka{dUKWWbNCr_7oE{^AYQYy9eY0=B?t`6+JS2UoX-gFM##1%C! zOBNns%CuiG&(R+_e z9ye!|6MhbgdFmRmdBuVG3D$|P(qH)NTBlBwv zG~Crcu9acz_+tpj{2m&8U-U+|~A{whs~le9cgoKSpJ?_je#PWc69 z25iBXOZDgAN+&iR&}Vx8yi%4HZy4%x1V2KB4MhjKKd~`w%M#>GgFjn8pLeOr+P|*2 zR#hV8M2P6~tq6lRF4y&TttV;<4LIX``+@&=qd5rA6*alr(7`Vt(4i=U8Wj{!m7^7C z3Bb}5J8=|Kw!B*n`f|^_fs_DrnWt+3fh63@0^M`H8bT{$yAC0!vqcc+5~sSlsJKkc zvqj8G-0c>HeQqi6%=_AfYuzd{iNVc}9i$&|cf+p}Y6g*WP=dL9u|@0va7n7p>-T{tqF!&|(^olA zl3ghGfZ_7bP{sE8F6<1XR9pD;A3;8O>9L0*1~>BvIvT3(6Oy+hh8RA~3L+r`Cu&|psh2_*G%>5=dYI4Du* zk>yxdivb89YCiVl>?%;C(-1DTdZc;fOXZ(cTMa6DZYF!+b;B8_!V0EhriA?WT}ggOlPE;P$Rkh(PGD@6W{8z?67yriLkHX}R z*XYwT$3OS#gr*f2v8UgunSIF4W-G6(Nx0R)f-DYuet|F_&E4V`9j)rBV?W4AKP}^Y zQpyt5kC&23e9C=zqxa40K8o6`f>il4=Z7v|w)^rP;Wz4lkihq;qlY5~0q90-jC#+? zo9JLaf_zgn{ky7aU4~siVfV}NsM8oao~hrVHlX-_-p=LFBtU9l^12Jh3~4=~hmSk5 zJ`Z;epkpBPa{;rKZ*)3_6Db1^du$$Ld^n;|hOcdQ$L?$8-pzqrpQM^WyRN5bd(K5! ze!Kr1%>_|MP;=ENNdkm{c5Rt`WSM}#!FDPJ+pW}V>h+~(v{!y0A3%r-wlEz z-3WzAxF%$NSkVetEyw+bJV-t3_JcgYSz*absk^vnD?98bv5P}WDO`id-MH{m4VYaW@$g9yswf5TmQU*;Z2o zAEx)3p~Lib=XEw{9@o8fR>yfxsNp23%$rL>OlIqwglSr08dQ?RPo0M&wVIiX!k0SE z1-UsNM(nrS?EXG{p)7O4>VxeQ7bwpXF2h=E*6-Xp78|U;00 zm3SGX5i=NANT+cqQ0gJ#Ul@*yrUX&kT|kWWq#!O-p@i4dQ30#!{IojY*lcM0;Zzqnoq zL|6R6cpZdj3uDJ!jUfdPV`P3wM#^+(s7YWI>Y7WzIvna7WY1rVDDpHmV~?EAYy9K! zq^y*w_DFK5#3Bfo(3s6BMK+_UEiwa3LE}b<8S$Wb6*qCVmp#13m?JBzKQY9R8H!Om^P>RlGp(|f z_SD^(ihg?O(JRn=QQ8&Cqjr^6NbTbKfh$k7yoiqvS9l_aHU_y`Bcs_K!W9i?B+F1* zE1Y9uL<~UN$qC;5`Xbob@cO8>3r_&4nv0!Cc7b66j7F%3NgRn4#_GQfl_L~N-VkuW zF0wXrF?v$q6JzM5zLY|$95NcAQF}IiVC`*y361b2nq^NHlvVFohTRuW^*C53D|3cX zM9{PZ8#}w&1`(*P?cY|z(GY117$;3pmkG(^pA2kuH&8N)F(VQp(&YjTSw#gJ1LW@O zzyPKG^a}sJw}0JZ`u`n^C}ne44JncUYe^sgZge(fbP9xmF&NzR}sB1*EI`x-(8?V+kJiwzL)8gTS zwlsA2yUpek`C5|)R;{S{seb+a_RfJfJ5pTcaM+U$Kn5PfKfC%#W#_g9G~ zp43gY5Nv-rQjoNnMA3$NUdQycBiPf+9Dp79)@Au>lg<_G6o0vmKO7yv&>Y?( zIWyJSeN7!K8rS>Uj-lTuL}xa2+OCZ{I+{>$k-QNl2)V2|10fCi@0UDZTC1Lx@mUCD z2^GT=_#WpC^3pUAbqbZ(p^;d2aQT5Zj4$}`@80e>J;7Mrz*C$1yr$(#PMxCjJHjM1 zHf>%Onyi6b!N+EIc2B%3FA;A(R68@Qwq)xTw$nF9RYdJtb|y{GDLr#M_vZPpN#7Qw zWKO_z2CI2`imi6zxYm@~UNdA5W;fK$OJUt?_$TLBbNVIBz9McYnVR{O+`joPVXVT6%`~vtXXf{vd0&R!D z4bVkc@i0|Fpig1}wQ!~xY$drR%`{^aQrl=Y?luLvwAmu1gpH3r-lmp?Cx!`1qvl5WOrfRmQ;#40xHnZnUaL1(X2zC^WJFk*k_0 z4G?{T0agBugtU*6ypJ_Nx;NX}mE6a^u9znAh=D-Q8gOr~%0c3DcQ*x-Grw(O1 z1iYLn21zKTKOz*EfO%k=C``vOh~)(J8;4wjxM97%@Q!)-aR?nP1j5P2z^S$X<(oxQ z4!N0kTcBH0updoIU3VFH-lXijyu3=h)7vZ!<5wsz-qYI!AdR;HPdnZQ{@LTu-#w_U zt*w`+wkMw=miHQJ4>TZO*1LBW)hVh*X~lK;9&kKoA-}-k4U_UsZCh4D5>?u zRESph!`p@^HFBB2#|iw4BF||&MM$a%wzVfu*2DcI2v7=cEI*w7^x3eXK14*vwT@7n z)DSU02E#)lJXD5wp5suC@%x=dk3uPKz$8R5Qt#ZwixZ$hff55#re@&p`vnH-g|eJv zK#kE~A63RK0=j1h(k(%j_EUKdpX!g&*RLZ18p8kk)b;W%oo!H0YY+T1(sJTnU_ zeVoEm(4=w(Ci|z#F2v6O-uP*@6^v_F+m`#`87S|JS39P7_!x%x7LQ;Hi6WrxzhAwN zh*mrog?bo~e(*i)`eKNGJz$12?-SP;*Sc=K!RP0C7~fTR1y$LOx}0rNl#tjVt&PwJyIm2U}mM+O(95?*yJ5-Dc44iuJ(5LO+ zT#?348TCeb1!pifcp*k7nk{zx^b~9r*;mlgvNH%GlH7P@BCf?!)6G4YN!^T(J+l_k z_k0||JSt9D(j@eN8E!Hqdm{QVCps%j5p|s3q#2UNM}Hzh60!--@+cK)VH%rx75UU| zHHSf8WyR#e8Bc>SXHWtO322ME(XCXk^a6mVE9{VsB-pHcQ%l#!J9+R($nvd8+8c_f{ z)dce3*kZ)-DbO?teRwk7Ly3p}7JOS~b=rnE_t49np|Lhwx~K?^av zfjJw{xatY^a2S+`M*!S78;q0LfFrIyO{BVL>6TbDx#^;bQPdf_YsO1Mr=K{8a{-JL z29U-YCT5;RAVNyQ;&bcKP|=eDB*;<36pt84zyOg|cMkeqG!m9iJ9YW;Hs5B<<_e5z z5TvH!;6Y6!9Tj)txmPMN%>AM)XW|ULH@7$H%bY~Rl>2N?r;kf>pSb0ts{!vi zQ|o>u>+0ImC$8zvT{3G+x6J+yovO6INg(>TibXKvOaPU@pe#-tZ_}5W_U`zO0?zjg zCxUbNfGaO^UZd4I0~j+F4~@mh!O&!kf{OX@z6Q&t$T2OCU}CejeAIu0vtXl{C#(iz zB_f2s23Fu}$-16bY?_VLF$T2PU`PtI4#m3sry>y;gPx`cXC~C?i9JQH zNr#5OZ^+Yqaj==Xb%GEli%7xf$o=ZCq72%e}hmNQ{w1GzIlcyDSD_M=IK|B+rM2pV|grScU@qF&d$CmyXSmY*sBDQ9zbZwOsEL z|E%~1AL=x5UkC=P5JHGHRuUP@yOBPz`DoKo591nVFa{WUF$G-+H6O@{pn+YD_(n~9 zlwRRgn3DiKq!=7kMKJPqqe5t(B0Y)*TF=;J67*zXSW@aRRfu`zYMckEiYckd;;3V* z?{&hT8^`#53;Xa%Y12caDOy+}W(`>3nW`HJ>BMu#gJ?o%RcOu-I;s_joACV6B0yXV z4w2Pw@45Ya{*Mtu=T6D~3akFO``nGTHLKf~Pf+R~7m>+vt#&k+r@&*}HHk}cw~|86 zvAYj*a(iv)=}%pK+-64a<&M34=|`2*Z5Pg2@^YW|Ziy9WaoZV=~C7G}%0 zIDU4REn3Dq@Aelt-yem3uIe0PeazowOWY{A3E)IpZ9fV%K7c6&+ck<-z#^m$!6mdc zSm(z%GdHEkmCl@ag4L1ItMr(7Ut$Gnd=^HqO45X`V&zJqg5myIXw4sTwN>+Z#&-lJFUboBHczlCt;0a_*l8U|-#)&?A-b0Ew_+e<^FaQ*;pKq&k~ z_{kvri~&zFHb?r-o=NDaog1hx7k8`u#O24%IJUsL)hxy(d$jLy17}$N)cJ2s8wzB_ zz7OrP)_v?1yldv9Bi?KFu>~ozrZJq{7+o?G=AS>^ru1V$dbh2*fq8d+OQNy*Yn#Tw zg2Hub?2A`*ylZ$q?xX1V%r2u_X;~>p?;B3iy27~QnfRlFoiT8AL-l82>!X-o^DnR7 zN3N}xb~QqZIaxpko!$hs;ocA_>(h_O;)Q;NAt8{~hdJl8@sU#<1K?K2>QD4Qi4FX% zm=X)n#L#d}dA#KRgyCbIfHntTO(&a9@Gfw(gk(}m=gw=MAkD({W*Y*VPq*J+ZpbX%_z2`7?|kC#yyy=0uBN< zhz6WKj6&4G(DD(~4d5AO9&f0Tp@9;lWM)iUD&G4pR|vTnnpoS?=D?6w9c_y|!eT#- zPY{5lcI>j8K>Pkc&?~Zn4xkqOi9-X(V?_EstQ6JZUL%@J7W}d2QrxJiv9S+?99%E% z1M9*EwNyvLZE$0w2((|2|C3w-^fF6n6E0IF5;>4qIg^Tdpc7QiVE_<%YslOv;}uZV z1C-6a2S|N}#{M|)qup0(KvEMxjd{DtUA0*oGV=~yUIq_yMVn2M%-xuqkH2_vH0tGJxIbYdqk<36{vO{$N8Nq zcO@6Z)@zKbDVC#9vqg)1-~o7$~bd%mM^G$}CtS|f4%kD$*P8lR8{#oNr%Jxj6=0P8lbRU7`dcEsjdJj%G z4Ts=4h-!-W;DjEdZOUrQ&~ zj*FKOr55#HUX?~4fP2dxnY1YYo0AQqZ(tUBaudD8SD-UzROh{gG>j6Yv0E9`A*5;& zZpdT8^l+n^p%>u0)A=rM7G`fy=aiK?CN%;?PeCOW*@r$E((;5|#Gq~z6#~(<30*jR zX~$G7R|AgU)DO^ajg28Zls?Gts;<@jgcH}nqjg%yJ?FM*V?(l`G!&uA1tXiRoV?I$ z5@(MSxELi$2C7P%I-odYrN-9{yZRs|WMd#~1CbeQ@L4XZ{Q{dFX=xy2ChsN2_f3z# z^}$&Q(iyLx-4iGlDAEyqElHH)<|LwBq&(3YLBWssMt~mM5k*A|7!^28Su|6ON|8bw zC4KopD2tI!$D#kt{W25@wU3)Nh?(l)pADdS!*I5r`S{+i9Rf5H613<@@IKwNrVk{KRdxRIB%lLQhD@`{wp-<=&{Jjd|iVw@ToD3oZ- z((CK`QeTlJ(um{A7p?cZ4%3o9i=jp2?0ntT+DZpK#LkZOUphMj0g*Y@Z#J+#fY~Ue zMc2R#9ol>GX$yaOY^Q3N{0Ein{2lT_xI#fReLYQhYV5)llywR>W~E?$AI_>Kx_w|< z8}Y+%Q7>hR(vk9CFWZkfnm=A4;E{uz!j!>-wt>Pn2>qFR@hR$gtx=fts=ZnUOr-dT z`68DN;73j<(&f?nQx=DFgB|^3w+LfC$tsog&IM^|jjge+bq}|JWpcfI7w1dG`6gi@vt-@E`a82_I+g>8J7VeP@smP9TX$EJ>{#&G^aIe z_b@&)5YygbKgKz{+!v-O|IDdi-3Ty@j&&;t0JKA z28=ndlEs;C>+8|*apG;YP_j+9NM805P;yRgr-J=H8vse?fserrKE3n?ftQ@ z)#rQE#dy*Ay+eujlvdk7VT9%>oljh^Q>5Gz6B6L|?cG77(Xlle2I`OdV4f8;4#}s3 z3eSt6{3XAF`w8Rqtd@gsC9Qw+2n3j*59XoI_Qz4yi)?(`;(!M@g)-10n%_HAdd+I- ze=RNgg2$Hd``!_hzOw4@XPVmV)0l7z%SoeWcWuGvE7T#NxDNt8O@pY3BBcC zb`wd?iNkL;AQrb5a&~2Wr1Sp6T*u$WH0dwC~CoRT38J|}mvH$j-?ffHVCoCrxL8;zxdnBu7K@zr+F8a17mu3B--%ZP?G(|wyO_yr(?FJy2(9>3N@Y@{d- z?VyCN#{yQg#ajZx6AQwB&aj6PUx*Ct+L(fYgtE4{SgPGnZ$#{np_?pE@xkR?frmV% zn}Ntlsbji%Ih1)DqOpL0I>A@rBJ^#^`=>eCZZI)HoHKz~0KLd%5{%5Z8bP$v1WQ8T zP?hr*0gJYyxU{r?pZ0tgqYaf6+6eMG^}c!iy7AJkC)fBZjR@*FB@F(VC! zetff|4M1@D-r3mDeW2QJI`JA0!}kdn+|}z|d)2l|!?uVEFzogDt!sFw%UiXtFE05C z3HIx8>#L6+zh+s@A_D{CikAwB=0>*{MMphr(@weZOycRxr787g=FUNU^@a~bLiOso zxw*I6S#j><4DT5_A$DWsZMmh-_6NJ>rFNJ{bq$QjL=Qc)nVB|J-?d_(-nkjg$653@ zyIOr2jFx= zy1-1XxPL3%?SU?<^>Eu%5hVo~;#gwispPJ4~mQD4_2jJ&uVb%NHKe^*8ONk za_(-|)um-+r*VwM*FraRvp=is8UhdI@{0>(Wc8!z$}a8!(DnX`bGdfMQ17cv$sVJo z*XK5zVKChD_bl15JUQZp2um_1JJtnUNtrDSF125N-tyX1b$EDC7RnL9r8{-a55KX4 zFSUVbHGp38k=;d$nbTEz^|QQ=^`W47IifO9zmzTtO|x~hu*LKiz=4mavaIgsM5te1ye%pEzN?X9$KC+@>bU;C3)%L2t4hr7 z)OGi<{d#-eZ_6<-{8jBbF^@x$)j}BNWp>|vqOnOi;zD4Ja4_5QBF$^K16ey3^|-LR zZ3}QWiZe#%wd-{D=iT?WC>Kv7R}vgvx6|vJnf}z%j)R%!7NcEdosUDi*E;W zbf9R`0+#(=$cU12FC8&)1J#Z4O)m?@zD3LHL8X#!U2PzjsvJge1h!}HvqLWFBC|{> zFh2aGh5!LrjMD98QTUy$Is0wQjzRJSQXtwbIX?fw=m=#WnKfJ(!SwjER=6z&#=X&w z_Yiv*H8a5^($8}VJLBsQLyIk}epbuAJinLtPHexP@x+-4V0WzYvs!FrS=zRtETy3W zQD5Xgf$8=mCh|Cepj?hP9TC86r?Gt3;)aujJFy!Zk7uZ($o@h$6VVQQc;&B!Nr+vkOPAUH;AUA($6c@CYSV2JYk0hVYCO8uCav}^*X5C2_L^Q1v+TZYnW=-X zpOx~Q2ud3K{&{!kzye;L#mpZnqn&NyN-jYkH=mgm_H!sdDahrEL0`tYy{C_U4hj_; zYTmHzM9H7;-uvxFa3G+OR8rFJG%@Qgd0PYV5;3%lkp=?tZIPthjY&Q>5uH}s(Ra) z$Aq04v3XsYT{cy3weoXu|EsH!!6gcCKCSA?(()Bo-}O&mSPy^zi~c@PFlzBB17$LZ z%@ld>72?|=B&)OV+T{SN>g=P9$4x||m+sm~vT+kpF)UK&`1_VK6cX0*OZJ7Pxk~^m+cH-x$^EsF z$pZru4n30_d#sIrxRj-u-U-9o86B)Ccn{bj2*-Sl+a?Ah;bo;&vN8r7y{}Z;JJk|V z$z7vu(c;TYx;1jzi!KP)4p#9jHy4z1)@dnObto|B=RO{b{=^~C$YYy5J~s@kbN|Hh zSCJN4+WpBtNYd26G~545{pn$`TpGRJxvQ~LCD5+zX z`=P4e_k8Vc#OT4M7G8Y>I~{9mYH3AG>nc6T+PhPEb7K{`xv-|7`zO9 zhIQpHafdPwW0TzTE_da@gNH}#hJX;=tT^&Hqon$2ZPpJnJSMlQJ1&miLqBM`^3G3J zOMtFf@6zM}q@9I51#sBwFR$@q$@+7|K22@-)28mianm2+k!;W1_$XCKGE`TRVv2Tq z0QgCIWrkTsn_#$vfW=WcJGS9WRu#Gs=wO`k5QeYbtblBEhoAzCCa?0-#({IpL{wTz zD#1v~arHg?E?K!6ivv@NwguKW;Kag&>ljUj2}&ghvs7tyOEH;AvimS6M-Fp(ltwN7 zeykaFuM&!`0rLu;`Neo^_^V|tC$6Gdps`!0;TWK~z;VD04N$e=`c#5Wky^O$6hJ`0 z9RZZyg3mM)a90q@>>OmiN!KOc@=pFH#^Pjni&Uo^dBkIN_Gq6Ke~_N5-1~dC=bc@( zG;TPG$I(}4fug(o zL!;jcOeScr(aQY7-5oS5N!9Y5Z_S!ahv;`T8IF%EJ;YnRj1Ras)%uGCofbT>Su1+( zwl*27%sv!9uQ9K*BRMnjI<6f5VAv8XQAkvhx`i*AAJjHKSSk@J z3RcX3Y8XYcUBG}9-`&3B(34gE{JB%Q5)i0%#rhk$B%_hiby#=e8vRHFS-MBoNICvL z?%q6{>ii8KS2I&HH7b<~p|mqmCMl8@5lOO!P-MhOMrFx9(^N{RBrT*8I)_8#AZt^W z($Hd!Fi|OM(y_<)e%_@_pYP0d{r>p=^K*T!PiN{l%lrL$J+J4v@B6tQ#8ZBfju)n$ z$4wG74&4#sN0X$YcmUJP8g2>pT6`kF~lrv12%^26+iyT#GI| zR}&I!DNrNRf>yoT7-bE8^Fr-$pQDBE7+Oh%(vr0X*$Lp)m*SkmoZ4Tp8fQ@s-I#?B zD%_sgsRN{Y9{T5}LiC^|E+e@Yn?dG}&7%a?WGOWcN!5BOSQQ;VUQp{3`R?-N!V}qX z?|d)&`5oRbHDARtBmGrY4u7k~P3gTelXiOXn~N@(W_)-!m{ZulrPm^N^N?Y0;^sUd z>-J}T*NHJ%R-H*ZwI*xO6v*6N`)ae8q|BOeMk>pHLQ02ICIu+fSHC@#GBg?E{uaUM?I z=FFjD$d9&NkyBO8(P4!|q(U8{#Kot{@K=)(0x)#~4MAB?8o+5C2ZWq|<*0<|^GX=V ziXag%j8}n-#Xa_BCIGPl0ArJo%6dXL?BF_pUlUgy>qbZzK1-vChj zaCUmRxwi$DXj3x!5zi+=R6TAdry3bnYSk@JL4F9g#_lcGBLk0POSJ7i7-0q(lKU!j zs3qcz(Fz*sDNqeWO}#2mxh)NjUvx60p?$u-)}x)fuL$lbxiESYyI#-DskYo-q|i~I zI=D1Ysp)#plhEv`P&fKRsS%TZ=FFK~G)jp9oj8VWoRq5Db&`1LvLofNQC=C=i^zSGxz@^z8D+u>Cs8_GR`l6;E_c0aO6xNd!4yPzT_$0U3Ak z4nu`*boG#CL7!|Qa^W4mE%xGRW9OSa=BUfp?y|9os_Ds!cTO<5IiFhtiI+G>P{21F z6Tb~RZbp2F)7kGc)L&N!*;A8W^7bv&>fOnTCQ*6I$Qp>7{1z;xQl=D*f%~X^@pl@xGJ+2?w3RV8r21oZdQ^bsC1YK)>0Ky}#U6-RUM&zo8J>D=qFK3XSkcRDJ1!>xr@5~W<4^_o($xSFw4|6rlwWz)| zTeq`ZXhGO?r-se|xsB3Rta~LDa{fI<`a%T};*ZnU7rk<>QLI0)DK&d<*>^aZJ$tYE zsb+~fb#0k5M$jK6+%Fz2Ws3E25qoOZL!I#PM>hazjXIP{rggZkF7|?G3vtR5HqJ%4 zq(`Q$K_xoMiyfX>2dPX0W;LM0b&7r~m0-(8%|8IR;=YGTt(zpH$qi&`n!zihs!ap1LRqAQL%UdF9W z$*ohJ>JOSpMnwrl6a{U2cfUNLD4#EcVym|Z$=8Y9Iksv+ALd+0<$O5Ua<8JXzHX1# z@OOz&27hu4-8KcV+|l>KDdI2Z-QlmyJyJK=mAVvUy@4{-Pgz}6pdoiamMeo{+2N&$ ztoU2=Q2>b{>To;yj#X`Mcp{KJ@KUZIHX-{$c{k<4&K2gV`psn42oz)X;_Y@gSIF}z z+*D&d&Do&&p6o7gIQ1ufF21*8g92@cG)Q|0@EAQ-P6g}t#A0ky?%TWgXDD1g> zQJjlQ!EcTO?<-*DQvr!obHh>9ft|#z7dMAFmzy}1o7k3F+Xyz^xI4igrqin-;CHFI z1ftMS^22KlWe3&auP-1V8iNAJx!NI>oV|WF&vy}&ShZqrMr#VXIQB(v8YOUfsa;NE z`Pk~vjcNy4QuvQ`laf%B)*(cG{JFm1=*)c^k=oPo45rcv!Xd?;T1+X~KF}F4q}{9x zfYKU=tdNjXjdMkwVoq-n8AGe7(IN{mwh#fNVF_!GRCSLtl8oE`^~_g+tKQvv4MG~c z)`GHbNJR6&nC0lN&ybRufL0C)8=Ma)IP>gc!c+8FyLW&35Mqv*LJ({PQSavs&V{F# zlW3~EAjU-xXIpT6CzN6Z_4?RZA9Y+e3E>%IFmRJ6#2zIRCkcgs6Bu7q*c}1z zJmWkLyAT+wgRYqRBVv1LbGE%T9ll_Ipu)v-`uO`_bWWOUSdJl^^5(de!#_8~L{{$G zW%_F=iuZa7z;C^vcA11@+}yMd_o(6b@v<9v%5Z-rl%gb`#$Gs;Y*s9Di@@hh?gDwt zvTT`vPjP%`uze{0kq^RjJ`V15eb&m}7l4;wlXDEIR$Hm4Xccz0I2uki(&QXTuu`sL zWH`4_@I>=e@m$e|=GmSHR{<*H)!s}x$qnytd~wb?P&4CTKb}*6$)k71ZdlXE__IyNMi==ehgUA{tB5$JRF z+rx6X2{=O2fYC)FG%D0i8NP}F0!`8jO1}H@p8_}bQ*XJ>s*YTGX?-tx!AJmJPPa#m zEww8ui#4VWh9~Pdh0-YhD64_|R^N-xzUKIh_&Z^8UT-#a1UP!mkpK!|PzPLo23V#5 zB#92GXF)p_zz+PRy$@(7C&b~3cPCu_0s|!x6Shx_*$8~@wnV9HKG!i12l5Pr`5_&) z^}Um`sfwV@#%U)kci=<2PY{|W%k7Hb<6YXLUZ=bsHFg6onENwSEbMHgO3I*Qr)!8i z8-$mGq*{*yeFHj|yh2P!2o%kW@Myc02F@yyFudYw_!n}A)G`O&Jz!_k8V>|Oiir2OOXE*;;yBca-Re~T4zfu)!P zg}G`rlnT7-?4)-lT*;^>NqB*38)ls-*y7Q{p372D{jvV%O{`ssqm_Hk{GdVareDWWr)U zm(K7lDtvS`=h*3&n^EuVSn+;1xziy+S4tdeBt870j{+N7f2j@ zaf((L9XP!B$l2l01$BV6DhOM-U&@M=1w);K4CalQEEPTZby#oy6qGTN4b3ls67#g;NaBa=>a71uYa4jt4ETaj4Y-$q{xO~%)%D2t>Oj-*bv zQGr!Y%S5r(Z4QJY&`F>z|Cr?9+oK)e9>~<*^i3FWHh?{jRn1d{9%GUA0MUPT8N<xi}dAWfz03IM&Vikkr!gkK9t7#)mL@Qkw#b zKsW60lD=Z4<~Sy|A{uQ91Oi^3ofqrK4Oc@gmqZSQG6^S87R}kWkCXl5Afo0m0?AHk z&z~b@gyQkOclF#xmlHifx2v8z>rstD%7iu3Vfl~Yv6ztQ+{tPuy3uRIXC~KEYWCu%;Lc`W; z(_yc|OPg$l>fN-=llXpLsTJBgolMYgp79>97>cW%&XPey+w}slr2D8v=MS2Ss=7C zFum0e%I$d)(3TJnqNYaw0^gn-H-4Ehi`TxiU}o^N`3m^T@U%0)K+a_lr%gqYrzz%x zld@p;(V0o#*rpqz;euI@W_xeVD}#-9dQY2cju>G^VQ%%uC{3eS6KBekX5b*zLAOkt zGIq_#ZVCuo1*cr|{KAMuCLplGc+Lp0NZ|4*xGt?3=m_#TL6tnppYSG2fMU;(Kk}0b zFn*&RUPJLWh`PH}^@J}Qz z-rjh-(}pmdH3UI75$3SnwZ^%u_`!n*{+7VYDSVi=AH-o;0G};MR4bdwYfBalnwD>R z0FRY!I%lAkOG^j)&Yw=5vQX{$4cL_aKoRz4bnf53zX8`M5Wk*d(e#NW`*_WL%{LoG zj~{XUcQh)$zI>=2(?b03PEd|3W~ac4vZv?H|yri#RQlI>X#C1x-PE`ra#GjBgw zwtCboC)Q6`IhT?#tVZ^dSCsG~Aj@&vZB_eC(8s_w;uB*;5#`*<{lBQGq0fmqwgB@!VoqrDG;_{1)GlUUKFyQ9X=oaFk?I=AMs)1eyJkq`}9HWm3D5<)MDCY#pX8~0j7$~9V3G9##2Vx75Du|nA z%x5AO7^!+kpMJAUBw|!vNEd*}`k7MU6%8kTz6zLB&_Zm)?Gg~!r6+a%*p@qON2o)A zDje;L%NJ81rsR9fEvH~p=eBy|OLor~Bk z&|*KZXY>x^7mZ9=u|_H4@5R=5j}B<#b3tTT;~0k~l}v(z&`M`0GMa}hu&2n;dkR&* z97nU&6{yBY0#C`W8?p_$79BZ5{W%>`a$a^ZVOzY=m1#k!0&JnEvZvRhAOO5U27x1M zz2qerb(8pnZkL|q8W^Nnx1cu!0^$nyRsMd&ZXz5{XL4So)^r`{17X}uDeF;1o7=F= z1S_Lu5Lgm)U^2)7Lf+`Pcu-b+XoAv0>wa8U4ai0#u`@(sciIxYLzzkO0TG4M_(+J& zy9t0jFKZJ6`&=f6#qA(`V8oB_i7E4ig(SV+Z+(WqvJ_r|Oxn?a>*Nm!xQZ;Y*yLX? z(Q?9>Hxo-m`@4-B_Iy~xJgVFhwkv9~9hV4b>i6=X3TP(H|j zkJx}_+;fbC*YXgi-rJdJKggvE%C`xn7vt2s!V&O>TJX>0Pvkq zc%lyZSz4tQf?+yMJ^QQc0s(SY9E_;x2pjQ5{`qkCwqv`VPQ9l7n$8xA&Zz$*(?gN4 zsbLE=oHg5f4ArnY1ZB{;tfZ|K6IcQ1zzGl>#+F{rq=V(}n;`fcV8<~8qUG=i*xIm? zRx82X>edUu6j2TyXOWez-hi%r5lR&a63OSQsS!L*83$tMfq?u}NF}|In-?H=WbwA- zwjI>rJN$nN0N)5WZ+*(|Nli zJc|v3H?qwk?28gsqz&;UeT2?Q4*Wen-Z5Iz%HMm%&faa;Z< zr;ax&4L@wBq6iA=LucxscH9~zUk~wXlDiW4IV(qE<9 zihmgX!oCkvF@q`J+_fge-V!XYNZcrQi?o4$hxqXuqk0cy;gUvig-pM6S1u< zUxra32T*Lrf=g~zFy(N`@StQA+VLcV4A8-}$D@Bgner61c|BENa3RQx7#e6a7$QoM zj&jJ@ld8NZ8+Vyxj#rud0Wf#z!iS$P zM9)AvWQq+)k2mvzQ04W!l=Cr(RUp8<2NE~^R>Uacv(Xz^;TC}EM1{hWK|d*?#P+6L zF>=;*MeEgmAdO%ck>5-mD}F$i*Wd`?l`3v&n3dihB^+-a%SID6qi#Wmif~{Jgm+7U zCYx61pT~huEgqzPqIgV8cP6;9$AC9QD=uuDTc1()Vei1(qpBzTxD{i(U&>e>!__Er z8^MAy_oY%OKwg^z0rDj%qeZ{dbkKLv#{G!uEF7a_sF1p6Ng2$OtO4IKGN86^MehOF zo{kcl-G!rCj8r@w1FeT=tR zcCUo0EULXrD;7yv!H2O5Nvy3PTgF2wIlWfDB)G^H{eQWq}?@!Oi z@92KQGme(=!&jRYqJVSEw8%1LkBR9?6ci}fsQWi|`9MsjL&Ziz!;0eNNEMkiX>Umx zA^0Ji8&{9~45^JQ zM#Uu#v9+LKm<8&NTyISRiazAs^ADWxbEtySeo&6`qM}fQ&NO-5$3P<3A zKgUXLZwOyAb--fXELM_9Z9P2vkd|=yGMXcc8s2 zhKDQkLbON>dxwq*yjQg)u+Q(0$WGsTTk)y;eAkmiEk_OM*uIKQ{@Ptxw^M zx2O^y5fnUGz-;KqT0GSribI77!O|XCTQ~Q~bYf~^%$+zXDXJ$(57jYnAsv}&vscl> z49u`Dz$|9HR)VsfO&5S}65hy16e)1c?hGGSvCYV~qdt$aDXofFe_YaKR9a~TIXp{S zio9bQ@~|M%>Jr~uU~%weNDu16NyssW%p$$0Fzf-OEJ@%D-7S(#^gIsoHfT)$NA3p3 zJ6hD{Tq)M?b~~S^w_}hO0m(xCDl=0?Y%T;Wb53o{MH((%*I(N$g%9aa#KcZY*bs80 z1aE zH~}~f5V0IwBap+aKqc1z79h~i4=0us?q|Ciiq&w|uq5D9Q1HF5 z8$p2*Vpgc&K~Vr+bjBy5_QpLRAtPlZ4FHUF#Eh43q%Yxge_p6Tx-rtRdJtRAgc`!` z=SXSMl9Zw$gbC56Wvmux{(?ZyT&n`u&h1t~$utEQLx-0ExF1|J;xHHF&7YgI&W zA51f%XRii+7KptVT}437b}UK?3KSQy6AFGCE0I>?TsTJ0&}gDyBy1P3bVKbWfl@n9 zSgX`><1T4FVQ607J|0H`*YF(R0hJJU?_41bh_3Czo33*y51{3@;^i5AtD+0sim_+T zo+Uf1N%V#Re}tg!p+e$%Vo(>`Vtm1amSmZOdcPO(&@J?HxVfJ-G&Kjl!OyEgSA z*R4m-*a_Hjk#y)Pbp3?SLUT{J)K8e>Dg>3$vo;AEN7>0jR2Z9j9GVTMWhN_Mnj)}l++N>Lt7X|}be;LZvk^A2`_p{;jFgsf;(BLJa zfhNnb{m9&xA(A=Zli&~&za$>Z4HhJN2_7K{S)9R|=b!67-no)h;K0|CD2Do^Li;YVnZ!Nx;%GKDBCiVSoDbviwR? z%AjVEZcS+WMHu+CV@LrG@YEWW2Z2wgSqKY-92wiX2Ug5>rpk!!Xjz_t>iw}xx=i%~=sU|5H{kEKu#8i- z*m$%~XfzO`0Krq#W3vGsw7eA+xM4oe#(SvwhO1g<>(SpvFS{OHRFb3En>B;JfUhY7 z8SJpFcAm@oVYZNb(*9E8g?|MSivJ9J2)heT{jppYgoBJQ#{*jurJ@6Pda}m8Fqo%qlm=XfSuOF z%}=6LLFJ9hX3K5|&bSq#I7^-#DA|mpIgW(`|1t1*>57Bc^HzxJ>@KvA%6Khqe#eU| z>ZSG+ZVj+G(;~V4>>xiHIaUvLA+}?n>5NLZ!w_m#2i|N4-eYL+-A%qu1HxrwO1|55 zCq;~XCTGzaXGP7Y=8l(>z<-ZRxQl}YNGV1YIsx2bPN$e~7gJBr%qLJW%F5n)aoP|4uWw{*P|5K>PwVI1!M0sFX^%WEbb( zEO|@O&r#aH8wf}Ta$#d-?`LUF>_#}8Fm%W!aURJ6km65&(nsPsQ!W9>bOPzMzDtl} zHpG|zD@_g4p1$UnkcrY&^Kn8l@Dv~z83qbW>udT5(o)VkL}3rIEF`4l|ZGQC1%&}!Z^cd~H&)7dv&4ku_(`Hmd90~um;AMuO@GxuvpH9RZRBfwGm*R(YgxNNZPp@m1QFzK&mq7=3J zO`Cvw5W@BqoR-SPsn5_nONZvgz3Gd}e4s1J2a2-or70a^H);W9H$cv`Nx1;qOtBcC z+KPI=IfTly2f=Ajhi?PjUbya{ryeb{lL*&*hQ-YvlsFHD+%y9c0bW&PQX)uR3Z^8- zBJNp8i0)ni>IU;SqL{TvQ?-9ClK}W?U-PcnvAy5OkiX|4{DvA9sP<}_{%VR2#D+)f zCvy3$T71oI=?Co8)QHfgH^pv?EfWn{#kJ5#nllB#G)D6Kb3gfv~NP4sbxtX6k_xo)^y>2*ZI@P8zf^Ph*lO zIk0cQ#}9&wLWO;?h;7)`D~`r#b`t~w)>J*b_+rQhoQ?bkkKj6grk1*Xm^0eQrAO&R z?vRh}{+E^s=5L33VRAATA~R$Zh8ErW%eCzvU0!R~&IVyXo=j3wdRMlDWHqLUSHB|u z4Y*Nj`7MByrK=Td4(OXMELo0YyWORN9T!cdpVZZLx?5lnpjTkubb%GGIew86GT?fY zbxu*U*PzpiR3UjgkBUzt;@App$hZSltb{zM2&R%^h}%_r33PwVC3H=xf$njA-M{W> zy9^qTwGL|*p=>5v9)^LAhgUva)v1kBV4jo|DLWxLh;!ayU${L^UdBSQtnUCz zmF38`GwwEjUKfJ4xZoHN*Bw=5^G#%-G=?va4@cLvZdC`YRiiJF2$~2tm{%Adc1G+! zT`qwGCxGRE@3!6N13$zP8EVxlUQ!OZ94;GA&ppLQxZw29f2k;(c ztaGK<$8=fPE@-cuBO?=ATdoQ*1WkLQh~?);%wE(^JybTERa8OK6M)Azx{JQTl6b>s zmyl_JoS(vo6Cji+wR?zK=Nb`s{hcZY5OeH0J zI5E#~l9sSZ{lsHUnePm)yn@xE>*ewHZ)2ZS5!N4&&|r^(+Ozk8r4E;2*3ff&6{`r1 zY9Iih#))n*LZObTItR?sXaf|tJJx+>y@o3 zCe%Nvf<~5i!P0vGiI4P&MUpFcAk9r%w|aY`HDivPT*93+99OTA;$^iNW_NM=Tu0_6 zs!+M;u(pIN@$Q^U+NlQ_2IoL{(uWW(;bO^MzN5YY#T}!rFb%U#(#|><%LCd?o^=Hq zuFO5)UBz$6haEK@Xkjvi7R%UWaaEuw1lS}9Et9}@Z0dzxxB(sonmo+^lRy~drw@@9 z5obflY8YtD0H=||Q~+?r`nfedAO17*v!NiRa*CB@+q)l58x0d8zRKqW45EHE3Rm;MM^hSag-mp-3=Gqq1;Z*fqqO+Fr!sEr8jF zbwXB`7KY)Tla{nH3?~Ml$23!Wp^sN3$!d|H-Rcxf@S!TbPFde3KIE&mcX5! z3BwbpVoh_QY8R!nBR~vC_n{U`%q0t>&Syf+pxqM%j1jm=_SRg!^F`=FwgW;ZUZ>Q) z#+;x2ksKV}bOHh{TTIT&?l3+*Vu2t6lvKevHLh&n9Sx&5+^G#HWX^&{)u%Sp!;9}y z;TFVXn;4iI0WAfhOx3M26UdXPd#9`zB`376MoJ7s_36EKbnCA!wL^tQRgXbGsa}xH z7-Vpkupu`)}6@*x%hOBW}u;RZE5YkP1#F zPG3!pnpG5{K{YLfSZ>VIoM-}$6rcSH5$=aZ`KL(0mI8CMh;=R;BtjK1byn%ut0F{b z{styXQ`Fvu_Id7JPf&m-l1cq(zEc|?>#*1%(o(87F9^O*re;t2vU~F6j8(P>+lpsNL+`A zs{|%b93*BUIFp%xIcwT1s8#z(m4?K@UAzX@f)NFdD#FHbw1!_J3B2Zat!D%eON&i4 zIFCFaAII+;DV0AsEuDUTXa}LG&n{_g=A^4O^#B3q1krf=qYLPvsJzl^1FMRq*woUO z?csrkYjY44gLalJq0Jqt>8ZvXlZGsC=;BGk*UWGGH{SjP;R-QRUiT8mB>B=4{!|~ zkU$z|c%vjE#Dd#St!{B~oVs+(40U>B^X=sj}D`!Q~dn z@VOwAf~&w!yQa)i1Z&NmEaK5(PtYmI6D=M_I!orD*CsaWJfnSqSWmK~ zkI)g)Y(_O;b%_yj`=pQhcE%~1ErcMgO)KO6Mig8PaW{)OUE8Ikz&VCdR{}=`*(J3Q z#LgT-osx&00zM0^f#Vbf7C92){pp9o$+I_~q6o>~Kx9StJvgcpk_zFN1{!G@jLNTP z%L>EI6}_3*V4F<)A$%#)oo6WHA^0~=d@G#Yf=L+cx0dLt5Q&fB)Wn!zc~Abne177ypZ=_J$Ps9>-PRsV#Yl%a`Gj6#%(k)CXqfP$TPo%;38-L71)(qRVdk9&9jDlyhv~FXO)~)0^DYdL6z5VZ)Xex6Msm)d zldq3gbdAkE(yL?wH##r7GxPxQqttpry*_$gRO1k&_ZUbg18jo`A_kP`#j0nJ#^nhr zKAVK3rmPL_SFvf-hIM+AtY*zdYY+wDyr z8#=K7_fv`10j0vVK5BIBfs9@Ro%F|%kB~x`04BRm%6`$&8H9tlboWT9l5fpJB6Q(a z%wS_UL`2wKXt`xgOKBD41Z)XLd zCf|mf+#rCftEsluAlc>V8eXdjvSN~>lu01Z@(LLtLuIagNY$XZ_&LJJ!se6p*&T!e9)YP00Fr`<5>d7>0n49mzba>-*|l=#(XvhEU-mciNH-*`b>fvo z5i}+<;0AzCkXf`!cibrX-6g~E7uuzD^rg5%fjfi-nr(SX8&HrqC*w~^V z22#@01HEzx>=*1SmVMhqcm)ch(q|yluh1nTH8L{EJVYIU>|iSc5$TP-KhG(oyGPB4 zRGvslk*<_j1bVkj9X9%Y%vnnjQoA8>2fnlMU-y&1cZJTY9cs*&hY~Sd&6Sy zoijWYxn~|6@J$AdpDJTC#@o{eGfWIS06p7e)RXXp{ zCC}hJLPC_j<6KqLfy{x#wTB-?5lX)9Q7Lt~u4sd0CGS@mD%7P`;$Qtyls5Y^SW*g(yY0o#zs zggI|O4pl9cb7yGEh&v@ZJoc18FX%pgKc{$v zaNu?$bx&FYMHcRxxZ-c$d-vJB^A4kRId0hvTZps#v2t5=0|eiQ)%B=TAKb@Q9mH0r z2a8h;l)8xjA;gf+1IR=OG5|L3ljF_+Q94c;2=beOIYbPC-aYYY8;~P1iNBAiu;sBU z&Q>W)Sq=1bWNbcHiiFb|+9=+oP(+KN4|PN0ggSSGOwkc3qknWg zxCBB7WL%|+TEvw5GeW*8Hz$_*Wk?msG5po&AQGnING9YcXB<~Riy2}V<~YWE(YHBi z0CW4MOdn^oGjC+DQh){Us3_7qeJ1>l>6aE|&T>f|BMq2mog#+mnbC8@KJ%Ff>l zyE`)3Ah9CmS6!o0BBTLSCkf5zE0CZ9U7JVxQ@atvROrkEU`5syZs3ON(bR?bn<_)y zucT*3vcZrM_$p-RL5&pdTxyBIll5BBy}O8@jEI+`1xhc*%@>@aH%>r-?)#~muqjNs zkbE3kmFLHY_a*-PyHoB|+?();0xpkWd?NE64|%7UfGW# zDeZDt0}RBps)sYbUV4Wh2FPAEHUopPM6=_r>ryl*qytr79v$^0#mD!ck`Wq3dF-hK zG-fsG2+r-R!}=ft$T?D1i7r6kZAs2jZO;!B7c(|@#{6FDodoqUjoLOUR6Hfe3N+o} z_dvi7jugzSf;Rj)VSCjgI^YRGdxPy1fecaAivpFxy}ithJ6Rl4{AG{1tbu1PQLAV} zIrl~nu^g>0F66X?m-{Ph<9A^Vo0T=a0U=N^rP{Y z1;)Jg8tW$u?_Q~#>J4dm9(<~4nMSNeY!IdUR`(<(KAGDi`~Xz4W34&^=2LI*@> z&cM8~)t!I+Or66babFP$zWMWsiPMum|5xP~eCzTR>Tz*`13*+2$v4NuKIJ2Y*-yF1 z2DQA3e>ULYQyc;9bW)Q(;k+-OZJ8eoLsjWpX@_>)!YmIzqP3$Re0c`*=&}&2l*#t3 zJ;o<}bzw(573);~>l9+dKd-T#Ke8!p#J|wPS%;7U-;S3)wQ*PaR~LB1GcOBGns0b` zm;CuRUrV3AJjqvm%{c=Rd{cl>nhF>_7r64(xfPH|5xgxD&rtkdo;~7GrTGuR(tvr< zzpBfI94ik9+Z0%1c+#m!4lShhKO*z*pUy=Qa1x{h$JCm(8e#sl3J{Q~P@V0enuqRH z9?A_ddK-TOd3`SV(wXRN+Vdzt=RvVD z)dxKTv{gmEhCN5T-VWEtSex1JLK1QrxgD6O$(DUjLiK*zDztU>8qOX|HEIu_)=CuP zqKNw^fUhYL^Kv5mYdqk~>%Q$h3)>BOJE+4+15ElXYV+$rI}LTLmfVSyl3HwlS0`IE zi0~;q;Cwqlo{`iCk?i#4wZ48-cE9kzsEpr9PA{AF{t5YF)sw*ipde^6w8x)94PMrT z+q2jkM_mEZg_*c6j>OCb$9%pwEzzX6$Od%qqrvDk<_29V8ASCH<-*Vd z+kw)G>4zu6P)&`yE{X~z+FR6y$+)|qNm<@y_3(?_Zd)J|TW>>SRtne56DZwaQ+HFQ zzxJ!0x2B;!xY3YE%zA3iK>o5q2L~8{h*Mh-gP(B%|yWkj@Q zK1^lE_raV)q&Q(jQfMvL8>MG+=-TH`Dyj$JD5~*%6o@79=48`ATL?t3{5Ej`g~V2m zgSayX7JdGOj}KZ#(`7?ZM9?h>)Tyyv%|LS2%R?WApSor}C6s7=i(Geksz63IlrfZ> zawNbyIBWS=nSF}A_JAA zK{&hWz5IM>gfUXAV(C|}CUCoPBf!B6NEewfh~AbB5TbF{Uqh23V?>0EQv)TNtHtxr zuk`hU+j}Ds_enO-+)d<4QdgU9TzBxQ?n~uk-^&snvVt7iP#i1YJn;4JfBx?siY18o z)Jcu7Q7w2%x(-=h4#gHiSx*I*EVNYm{N%46T)w2xq;{=vbYu$Ok%d;g0(7xYp=*Ke z{v9zDU*#qve!Hbs)cKsjQ$(1dKQ>`>D5h)$SO>10Pgp2%hY*RHBwbtEL~-a)+`k_! zEq(Ml2VuESZKHH}l2?Rax-E7bg7M9@-6P)gtA{SQs~p|s+rC=LBc65n3U>B7sZ+b( zs(fqo^zV=8jkFWlD&6tMXj z|LR%0U(mHc;s;&Nzx}M4Q-QmUsl`*7?DOBACLpk^cnO=@e@5niUq2fH%6}AfU;q2= zzy8qt_p7$+-siA)Q0_1=<9~{xbie}0>(%=w1eO~r! zD(%aw?B0PBY=`YdRUhwx7F$(+I@%eN4J7(6i5G}|a2#qyauZ(#Pc))c@#(A+xA}c z>(~1H-@bp@LF~_@%15*u(7SvIsSf_P;3{>nm2TC@gX^{xhWH4k3=v{PR*b|eLIQP? z6Xogf`GvlIaJwx5!3-A-AxQZ5izJzXY{in;0FoOrR;8eK(AP4FbaY5%O5GC>{?EZs znXIFub;3o-910r4s8+F#h)Msxur51&`VPV`43-;6*Q<`&g0ufPeM}3_j=a(|N*v)J zaTSytA!0BLCIph=6Ou^MZ8M-a+E=K>ky>D2clBglBxn3dX|vBj*wCUkh)G=|nha+bb?S@yGA`5yniaUvKR+SVQY`wdjz zqSq;EU0C7RO%5JsRE)Z|y8P885mJ<}H^QNS0C+O5A@PrGj@tixtl_`7ty2zzSb8>W zeNMnkMsmt}9r`(!9)8Ww zf8M)6#pDl!E>UxjzoS>P8Pn4YhDjXd4SU(QoTNtOt1W%iA zXA7TSZ}@@dYAVtl$O4M-g`u`V+971$@zJP__op7u(8L$}05^-sS}jj!<73l&oWSo*>kTHS=l=zs#B=Ja;8h= z&W^)!p5(SsGK>EoA6=CWBLbDFfrn%-etyJ}5fDoF83hB(MO1kFFn@5!b38Dea zlGiAK3dD$FxVt5MGZx*o{r5L(;UGbMM7b7qa?rOgiTa;!{P{03PQ__|O{;(YM*)FH z=l(M=&-#+UkNBle4@KtwCsgpCr;sjsp#SlT_O^x{`P!iZYv!Q(u)Z6OvDph3*UmuL zyDL1(7aij*?u@$v14dm~esJ^8A6@Wn%Ps)&@{gDL$A2vQ}ck&i4<9FmIc&?4MWc?MnSj zoBdO9k!R_jzQ6Gd^rUK!&tAJ&Jo*OfZ6})H1BQ(wm|yobxA_0t+5Z1*3H?7yWN1ya zG!d|XaVo!%VIt!k0-~78QfNsDeuB`0fn5Pe5K}^ZK;$$@t|dR4|9k5GcI7N>&SdiB zM0YDg-$LoCrHnOSQbqn*WL!;=0uhG-s-GX}OsSrt`~mgTn__A4f2{A3|Iri1z%m!8 zLxC|DCCZul?19B~;gAnmT^Ix%xDnH$g93jg;o;g5l+O&PcC{&I7rtwg?CIV$<$JMR zY~OKLzd!D0cIxWY-?>~PGu~dVY3yoKZltgVuZ_biR`M}DWzY3B-0l}EeRcG4snHX5 zIexFXai6zO&&i{~8zzt5nOT=$Z1F0+jpfps}ao#81%;1W2#H z?h5kC@a)0_4An|w8Uew73wr%~d2m~Om;c0I)aDGaPdy|_ldk(M9DkS-tI(KWu^)=o z4)`o80e|7OeW|ZU-Vx^U#lwr0nBGFBZvo#E0zcf1=9yB4wM~4ZgdE5O$Q~;4#*G`b zUH|jzpZ{XHx!HkprPOdhv?nkJp~Uh@?6Ti<4ZRF)i+HxM(;;_-^oY;D@jnl4+^@C* z)Ci7w#%j+V(?i!dbqI& zvMai=>m!YVfcpJt?u2w&ptp#PGosVdTio58qkV({f1F5 zAF5O__=l0Xa(Tm32UE2CP%1&PIcgEu^~*2n5dB1AaM5G*rnuLTmzO_)raVAJ*08lE zoz!bQCi5F$3(XD@nB4R~7jyV8w)v#oTf(M}D_jkkZ&kPxLUB!jCIm6AnrL-UF#Q>h zN_0&qk)})w$@El$EvZp{Q9sOtlDzQC)_|0lVLP27@sf}O9K<{>rKkiz;*_|UCh)*e zkw=F$bYf_DEz~L?`z6902=z8ETnugVIXA3#nwgmJ-VGWf5@;2#>immJn(*$YGr#no z4}bjOKYjUf+$-aEf6v&&WtaW71v`+8->6H-e&$@m^W?RP#wk&<%-0)z&0g<8{%*`* z68`;KlRbD+r@xjKq1o0L}gD9X_Nl9INB4ed3wc3MBUnu^bbTYJ56PM={Ih<$!a9gOm()9i-B zYuIHT-ng*X_00}B{GE`OQCPWUQQn8#tO3n)LCDBr-Z#Ro01zyBi=M)?>V12l8zeuy ziY6y&fPEmF@e>5(L)YHN#KdS|O%X>=iQ5@#5}7iN&uF|{Joq1<`B!<-bYH<%*n^U| zJNny=+zIcW!Y`RH+4yc1B1{WV@QWk=+x%2f>MG=VxP?MQ%yoM;KM;3)Mz-An=sgY) z%|qWyb8<2AbLzhFM|GN%4M+R}^3;Ys+m5H!@)!x<(_c3vL6FSTG(;y4-k< z>HfNR3J%(EBdfk2qE*m5iJ^_;ldWYj6dt&)WZDyE3&ToMaFrFqe~WO9YwuNX#MnGH3R#4u zEi^~{+I#YK6&{^gNCb0BO7&iwR(#%E`0DAkhW$&t+hGlzzBQVY$Qme*DoF?l>l*00 zVp2jL#56QF>B^?KaunR;s^U*A%amp?QEBKy&d_ucMrR_3(d3;YvP7Wx2576VpMK+t zFa(mx!S{FJeB51=&UdfN0JP8nA&>F*qogfM^8dyg29S2brj=Yyf!j7`)&jQFXVkj^ zulTLiib}AIrj*Bzu{uNDNT$spff4ZO{>e1?dK~p5SE6l=m0UrtjXki~DXb#(6(U=D zVaLT0;^^VPh(C2*iF5|*mR_|K(l2TS+k5W!Cp#u!CVte<6IDO%ycr3soIt9f!oRfQ$`Q`yK~f#RU|*u19aWT-{F4{PvNv zmo8ack%RID`@W*T*06P}$!0+|8Z1brN<)YI{78xniv-I?J}O{qNJSQTk$f}Y75Z(d zmei_)-J{9N9->L2vfy=K^nE+05JueRpA4e!Jl3;#`3PCth%bD(jjU}5yjmZccwZWD z44E{NJqXiNP2&UziJ|z##CoPyw5YTfH-K3vEVfsh3D6%|4jAo%q21K#0}qr)w{99*6$ zl%1hGvIi%tuZ{t_kU40kPwK)@NzP2O!EGc1%-n*f5~M_H2+kNdhiIH#BD|Q4XJoAW zqM(8^{t?{Le27CIRFR1gDLDnVZQX!m=obhXvg5qSQwrYeqBpMkfulNykKhSzj z8>7!jk=RjkIYY>+dStWbG{JIYQt?z}D~qN+l4U53_!gpuKZqB(N5{n)0aU2izJD_b zuEY*lGHXcHZ2LI_oKuC_TjmGbJl6qO7$BG3BbDyjo^8<;E^ng+!DaGKnf67xY!Fuo zp(@REafsIl;XQBwut0+omv0e!DAXvy*yQb#S0gP0 z#bV!Gk!7VLGS|Zb^r;fpa<#xOn~9zW1HCi6+_r@J+%a3+oidwRq=Va_{Ny#1l$2P* z%gUeZiAlFp311*Z-7m1lvSboRk|h3!taY#f`i;nyC;azoo_th+HVyvwONCN`UP*Cb-0nVL-w$wWg1=kKrYe`^U39qaQ%S7Gr1jK6f1B9g@))NnrMFBswiEF|aCM}SI?Wk>Y1IH4 zRv33$Ys;1(0#?!gLctzn=<+p8o8TUMI%`0e8ofr#F)}A>4B95Ic_iNAP0kN#5HvZx z!f+~ILE#T#tVz}*B!oflWNBkyvfqImMxttvbek4A;#$(Fitnj5Fv*>ox5hR91n&*h zU?$3Q=FBmLFgP}=FyR(bTCD1G)73uVgq;s=rrOF)?>UKF+0vtA? zFcm)1v}g-%8l1&pwT@QihYu~ASHlU9H{mYKH8kxQhXn^XESN#t92dGnTG3Kq$Dxe} zb2JCqr>|MBb!~9ZyHB0x0=ir5J;I;Aq8=J25BFB=R zNfUrboKMC>1=xo)8p02PXm$9({e^KwcsLD1i+56IHxVdjZeh}J-5OiED9q38BP5f| zqc+WPA0US1yG*=S^c3F*UAor`8zBF+2C$M47k=rI1oQ8{KmE9czphas*eWD!Z6GT5{B1q14)m|Ia5kJEY``$DcNJ;Nv8{)u`0E z)sk$mL%y315@97NN6-p3AQ_J_&h}ZfJha~G^`49>?7ClE9M4}p?542%=zb0teU=5J z=`C(1>Qw^vn!JV5gE{Thd&C}JGrU_idXmuN>zYju=jTlS1fTGCZR!;`2oV9fNx@4S zdr&U(?K-kXi+4U(j%lz{kpTU~as`eI3(^dCZph{W%8AMNiEc|&4o)71>w*SDTtq}z z?$3uHS_p~;1!G11&uH^t^wkubJaNy(IG#;U(S;yv8}4j`jNq{-K=k#Y!}n1@>@c+t z!avILiVtiys8I|Zr~_lTwz$-Eep5k@!)gPXv8>7Pz4^mWjS%`$fTWt^Nl6LKG-Dv} zXSX`t6MCuf>D@MTg6jQ#O zsVw~nS|aliP#F(G^gxjt->zM|)X=kj6(&Gr$3e$SB*c?E#!}h$NaBVgntT|sT|!2D zCR^c~C`x|lglVC!0;+4_mSFhisJDzhI{Tnt+)E=m7(0u3YdG@66@)*G%w9#>KBQwB zYUEi)#Q{cyH#>ZQQs|6}dAY2rEr0A#Y;{cZLlcK?_MU{IFK$9e`h=0+2f{umms|p+ ztRR1(4jo2B&eQ2#a%N883MtAb++%|`Yk(1>@*1_b3m~5~WHjWntY9I7(8>s3q4a9N z?Iquuoa_gm0rDMlV8rA~JrnwUBtE8CGk}Z&8RStUXQU~9zYVoRVf=xtm#c1( zZ-l%yx!f&9qcmIro0ZCpL(pbvc(4T-c)a0B0|%`CxnwEDG?H54s5dQGfGiegJC$AJ zSxMlk^+ksi6FDAXQ#aZOcOeZLSxAs$0EUfp6%^wB;gli&eexQhyzD*fF~Dd}tKM^S z^D@+;KW$Y(ix7>Wtn=*L?1_?}4Cts=rO-V#C&(|!MNN(JIP}6+os6;g6MeDNF0qg` zM2bI{7IH1R$(_TFyp_sXut@PPD(nL?T=8Ia2;Xr+W2r7+!}3S-1a8dRmXa@M@ybg) zanDX>H=nAImtqABX|{D+ecV32rqnB8Lf-bs5m>_W4Uyj9olQ-sE$MNBrRq*Sv+JZu zL+uduBo(kkE`fm160=J#h=_UTd)dO3!D z1ua=5oCX5u7GjMivuR{EPZM&PrWj~>)dqfTeMtjgfm0h6ha=Y=9`{jz`AJ6Y`~-}q z0j3tas+ORg#)Q@$6j~LV&Xtlg2eWf~AW6}0_fS`(`Rs(L6u>luwQ2zpAz%XJ#!ZHb z8Z`3A5gJK%_C#C^U*}Y8L4SR9197op81fS zLb5f|!f{^_J1^WP+E<4v!0${qd^)^GExWdBWXLTw#Rt6#u!M*Jm`4$7hys|~!8=WT z4sqKOuf}QPG2D@+b8y1dH8gt-0;k2nfYLa>^qiu~}j2SB3rcRwo zqrZ%=4EcUD!4Ezkn0QJ9wd@aFD_;hZfQHgBc?r2uI-$44IL+4H5Xa6XVrtRHvBSKO zI}3J7RShs~YCZsTOEriFBJ$!{4vZcAqDAcYmCLL5Ou-NcXUf6UVHr(%3Sp;2bG&); z29Sn76BU6OFs%_rW)6mtDr7ZHaWJHx(DoY#E2ZvUlagYF{Qw>M3)=2^E2Qg(?nIRT zc#Hi;QZe@8%~y%U;Nr`h$5b^xAeVkh_f7ii{pA9YdAird42*q;(GVuFy`7I$}pwk|8V!_VL9jf|9CTV%z_ZgD9L1Nkw^=X7=>0^?$VA#b+=3? zDivdp7NJd1iS|{?U1>+lC>8CB8YQVDrG5QAp7$Ki%$YNDeXi^G-_Lc$NkC9VkY_9h(b$j2HJXfWo(v_ln$+Aav<{; zU9!DLMOTC#n2+E-9B_Nk?%xF@LB|x->=jPUIr-@G7jY-umqS@WZtX)EWn_bwS#=$JTCAP&UOtMC-wqy~ui_*6gPwi|dG@56oUCuu2ISTy&z zcI_G$aq?*2DUr#GNyJ!c4X~axI#j9iL@huA=E=nhpQgvU6%zOx2)RFll}EV+ zB$Xg53Y^TuKk2b%cbl}6NzW%!3|bSBVBw3C;E7Y`5t77sQS~9Yo5&snf#Ye=_3mS3 zHxWICw3|nc)VB6oH8`lji|k{4*C<+eOCv2cRqStNrs&43*?c{~6=d#yp&jBK3bZ2! zH+EtIDPzf!Icdl>96MnA3ZkK$6)WW7TLTo5ixdyk&YQj3)-mIL|7eW1^+RWo3DdXT zSbq{|{n~&7ndVLRr>!UFw$#26{P3G`d}1%}`0CP|$`Av@>+!7HJ7#JIjdG+w6oluF zWgicqktL-d)M<66lLuG~?tt_^LJEaZN8!e1b_nnXDvvmg8@0ITq$e`#rKW*&TF~?K z7;52%q9Hy#lvrQ!#|;5mwC#}}*PyWRq{E2i ze&vLAMjsh8*cMDV5YAO*hc0>-n|OpC&RgPXbXHc@kM|BhO~bZMdbD^k7s(X~cSUW( zx*_l8>fa6!Fo!J%!dBx$CML;lfESBVpYCV7+>m{Ppdb~Mf$z z%4O2yEnTnuvR%8C2uHNvvPZI%<^hMs<5svSR3NY;T9CUUQ1`aAuDdi&g01L35ii@< z9qJo=fPh)#un=y^$O^9n4YYeP>H9H^3D@~S{}a5IKzVCncC^5P#Rd zvJY4zvC!>)-|F?fM?URM2g^5L62L~xr{OBP0bX2r54wc}v}@6FqQQ(A98Z*b30bso zFK(SV`lfZ*et_A<-;!~go+RrvQsli?45WA{95miI@N}HcRP@O89M8>WE^8T)2UrPu>oiYMC?vs6+}TXvFdeh2TX;D7C}D?;rmK(Ll~l2`~x*xSIXW#^EQ)ic5I zi6hPw`v<`S6VB+2Em45S$kF&TB^Y5uV$gX)49F#pJt@+D0y5R>86_YC^8RdgVjyXI z8+OExe}FnsH%o(JvIvLe)T|A@c5vmN@5mdF!LP_G;)aj7~1ow54aX3U@^DlldAsTDG)RPq;ifm{iL}ucd%N8 z#^j8puhXN@r>tjl<4NjCn$`DrNQDq zTRK&Mb`??$WZ9`a1Ne%co~rY;>F}m4B2(^06oi6;hoSSedoXKBf|Rz1AlrEfNWB~# zBtST5RFVZ5Df|*pj@L7((8V8&JM6XT;?S`GW~}xrs9+~rDeNWA$Qj!1Ax%?9#sw2a zg$oV4)#&tL2fxuM0W=7U$WnG>VAkvFD&&I$US`=i@{fo&!9KOK?Ai}wuk8^tB%0CL zao_r4v_v|+!5p8KJGrx&kO+`9>EmE>wsfByPkt=NGcbZ%mgWD<^yqr%cB$yM)A1N#ufZ zOMD7jwwnbUq1A|eNi&puC|70cZbI-u&kOTvZ7?BFNKvzu&TjY(=W+M8Q@FWoH-~&| zi%tpVQ%=a^puD;S4SYLLgT+{&dK5Kg-{OqX5V`IqN#Q-Hhaq{i{pXy`vlUfzmb}uB z1?{zzTi5W}iXl?yqi`?qr_f~fI2&gNt5ObD!)(Df?PG$15)u+@J1I0|@nu`!#%DZo zr+f>Jz&JTqtj{9k%`KynkE)e_Zxw{BCD`|p7m#j{aNHcen2raurXkVVbR_yP+w@A!WN@ ze+XEu(P!MH(ZECMq2JZ`rxBdAA_*ud(K7{Ze{h8ZfKAJmab<=^+9+AXn3MrQ6`p$qvymrY_oL!6SKr`+B)O;8n*5WeGCuzdcdZT zs>?I*G@xDWH1^Fq*un$_srx9Hc-hy6hGmZ=nyY%Lg!v?SzmP9w8?dMW>Oc|0@HS|y6JRwci*d`;z@wbJh{QA)TdEAJD#RCIvnN-Y~R+=I^n@B+JKk$u@JuL0}0y-{qKAI#m*_g<+$2LN?xa}>?`0{{ukP(oAYf&>8Wa&L6-T_fvlo9*?RE>nh>{{5 zv)%+V4_DsWg40EFVI6b4v|vE^9hwG=-}%V=o$#T!hTw)e3>bn3z9Ugl3}i#Y>qPD-=-?&@qY;rF_SuMC!|xcO0-Un+eZG zVMU%Df7uGiUxL1!3U|~`7*$Yg3blXQvaX;83HJsY&gg{@ao~Ie#p1A)e^`>DJrp@X z@$lr}MJAQ)R2SeIQ`^}}Rf53z9U8;SrU)D({9V}u>u(aUx(95oq6cN55hM8)l>zLC zAS#ftlIgHzZLgxi`m+iilxD6AokcGYN#%6;OZa>Oe!b$%?yxjUZdI ziB3?vhqwL`!ZV`No8dVAVAn;057}bzaq7(Jqg-GW8V4Me>U%VLPP&(9n6{Cb0m!t&FlHRuH0reuxy8laoUsCa*oZHi^5 zXZ%FdDlBR3EaQ7vnf=&c63)eWumz=4%sETC!AkURD7Qx`S>_1u-egBRDL*`6pJG2* z`TM$?FwLy%af+{d9eNvGq%Bo3*Mfrd>QBLRte6HiRABpmq!b1?xYijNjMK+~`G`po zHVIxffNR@wrkCxqRk%BTU>~ndI9X2+*MRt=q&tLA$Lt5q_(zfT!`xhEAE^!n4aEU0 zxJ`UU6!}BtXTY~6HOZLMZ!{yj&e^6Sb3|o-JNuPp6HTkVEtkQ!4p>H7Lf-gS_ZVGZ z;g$)AfnKFI{OS#B3<8Ca>g^v2zl!HC_;b@Ab7q0kSYb>ZEiwo)*E12vY#EaLky1{y zk~m@1fi9~JRc?~R_iNfNaRgC9oS7=faTM}Z_g)6ZD1_@Mx58M=;0KgZgz#eZ)r}qH zrqu}QjvuQAumuggCA}hZfdxy^&JKV5^*!u;4n?qiT;z6cxbmZ{)Ep;^+Xp?=veSs$ ztT#P9Jqshsco*xa$jD+6XA|c^c?Qj;!7JXj;F!mu7#qZTZ7+Vi9h} zl8ARvBf?z@ULkrg4^Js8Nv7@6%}ba=@M9h!67L9m6qPOk(n$kavTw@F4*~wdPVb)h zcqbQKh|af1QM*KU=cGFg(FTG8Qfpjf&UF#;2B&Fq#Gn`;IeNln>*)9?Cbuz5lW59t zqdF_H4|s?-NPGr)gq%Cr zj7@kZ#o}>AE)Y^d_3T*bSdpce_5~gH)^|Bza!8Zud}b5sPL#T;-(B|@eKnmyw&bh^ z(R^G=?(vK!%Xp$^N49rX+*|_pfMZmVk$(+^~W zh;u*2K^=7%WwS=w0&S{u-75`(9g=9SSDymaHt@pFj1HU>K4fQ=@De*B0bB7QX@6d` z=BT(RlQ4i~LWV9PB5@mR{%s(bI!xx!Sc3K~nW)&n00^z7bYarCG9?QLErtRua*$H| z2qfqlMT<)eFXdK>DT76P%rjRqmO{lAwcE5|5Vt!j-3`?VgU^^@3>1;tMKLCvD+xVG z?1`}@+iz^@e)+7IFT(RHfG5&~$uA!SEm_#a8{8cujjrHUvGzQwjVUf{D&24p?EN5dvj76 z(Hk5Fq`02B53XLA|FxdwW>};8;r?-&@}gN^DCMSzT7KHVTP*y-K= zCmNoW2f9BROPlqQs0tvQs23mR&&oMbJJ&FRz%*uq&TJD)pliIzc4flR3i?emM)gJ* z*OHl3B!y;bcezUWqtm07-@9~=0@-zSq^P1&Cl7HQCWtCeQlpSKSy0cc%>vmmPeAYaHL-h+UZVV=GO)+8d^DzJyj!qZnl7 zj#y%`NoCJ-W+68>auU2m5_u=?%9NHSZh~@7(gVYuX590e3tunk-?c#B+Hbxn+Z7AP zK1;uyC_vt&2&7x(05XDKes=C>Np#~jAiY9p>HMo32xcrV7tJ|lVP--ckK+~O*Y>@M z0oX`!1C7BAYjoDY@wk4%`dhHcy;1k9Uyll_5qoz0HXpESi>SB7;}kEwAr3U>p2$kn z1lrEI2m-5H-ik&pPA(rqg4r(AC$mTHVCg326&}aF!GlmgAG&!&htRL0<#q7UH3#io znDxdoB;>fKx^)XYuC3ftg5yZA?UKA<7&c0_<0P>kN!lt%wqI;6DWFNUAUB*2yD`zN z&)$a)rJZtm=&?xXBdm`I1H^ex?M%UzMAXa77splb)f_7;!p?tLr2Z%F??Ej|WVsOD zSKdVCDL8-vSis-;2#V9oA=6|$7RfcCVP^)E*fYXs1#UA)h(HU}2xzqpoAbJ!o8Tm2 z8L8j8QT-l>8I4eMCip=*rtH4Nl6EBWJn}0HA#5KL7AEUh(R`K-IADmQ*l34%Mp=`+Y8~xD|&D^Jt<>1n8>?ucw`%bF;X6XT(%>W>!YR3Z}EiG7)yHdU1Q zfIwq6B%LvD1V4f~waI*!(2Ojh+80(Nu%2TINmO_uO9l>6m|#ce8GA4@m_xGO?r*Vm zQM+x{OQ){oXJdz(nX6R-if}=Cw#{INR=&S|wO|_%-Q+snp5qnGO%J1ZDOGhDlqu}2 z0UY(Fpl%Qyh)g_b;Dq`)_&Dct>ft-|S$R6KQKa@DtI@b^p@D(Ay^}0{laIlLQoYzt z`w=X$i8RBsUs2lwL$KW8pJ#M2Mq#%pG<`(jpwaG#WyoQ*`C&xkL5wAM$aMJ@4(Z<+ zGsG64WP6Bji6Ba*YsBcgFh6@a_?om;)t_c>Rb*aDGBCYXc__q3F>v7q#O;a3ya+pm z07$SZL1f8>mw%)`6O+9q>_2kk!l)Qh4B)uDfl@?4fhY;&2}<}stf8?%gU3`}0tb*I zAtUSDKAs~LG%i+R1J#?#H?$ctQln@{G@H=BoJbt$#+@QKjGoN9{Q_>2cFMGRSuH16 zv!mrUjDQ3w-GR_$;d4r?6nOeMCB?b=xycP9 z@lU-6e9!g5K5Ev+opb_2s!(THFwpQ@Lub_`*h@r}>^u<9k6LahL!Ryl{jw4XmbT_4 zTFAgCR(cyw*u;U;M#;MRH(__K?R*B8sOKaQlQ)dzG(%?(`AF-I2FVnFB+*DlQ2`Ul zryqR-slAL|ZI6kEoSnMH-^Hg^5yTJ)138OK4i$;wZ}8(b{~ny#Y$_T0@DUnnrcRSH z3>qViu3Lm2(D)n*Evc5ZsHUbd3@at57L3aEJ>uY9v#l_ri9`j8ObLM(?Jk1SRsV6b z1q+lD&>4;K0srxqvq$%^V?kOP#?<8{;3Ltfq2958K)-Y*Us+lcFc(FoYGmt|%VdIvpl%VWdv`N6od>AxZkiRyTQEb~mp8Z50%qU$U$si&me zmikW`zq4X>2ud{WNCE$cxPf`b!!K!8ASahsRv0zVa3(+o8>6L9!{GQGEEq-7E5MUR zc#6im)Vrd+5KROt=Q2H;=IDsMhpD_j_(+NQ_DkM}G?oV?^YkqoiyPr&$TrlarT~!Z z#r4*n_s~`sVg2%h4|fvtb?q%lcvRRDLSkFI`l?h4*R#^_NzV`q3g{6h~fiQWzsoCb#!%-wNRC1$1Zi4 zaf5-z&0XR@-y_!AeV@@AG2`4Ub>~`zu~OSzSUQi{_o-3P38U>^^{9O5D_ToW#w7d5~U5 zKeY;Frhw;+IEsD&A0D$(j6YNPDq{Pz0$^inf6jUc~oSh|DDn|3U_poEC z1*YEa>BpKYLHBeRQ*QccNd|y&h0uzXTemv@m!$2WRyC^7MnLy8(cP$A@vs6SR$E$1zd&WFOo$%zDnrU8e0*0@hPfIKaN;D-^GyP_N=zD zvKE;$H@@eDzN_(AL)n|CeB%kusm;{-(ug~H5PXedU~$}pC6a$6HHN5_6rnTJ$=W?h z96Hix?Fukl+ab`|G&wiU#@KA;;-|ZGR;`8-m8j0d=2Q39HJAz$a_gq}ny!9q_eD72 z^;^xNXgL47UFuDoRkQvo6*JOON-8wP&>c;-cw`^&I8Opk^7^QMo$X@pqF!DV|86L4OKft3>#ptU zxcX%L964y6H&ky2e7Iq>b+?hgB~CHeRd-xmWuNzj(wL+F6yGPo@Y$hoYz3qO*00(M zOo((duvSNk5BLoy`9+)05GM=p3m^6L%T7MsX@{{J`&h&-v7V16?~B%|d(oPw-B3tO zEb(|ATak49cs;X%I4#&-S5vSB?st2j ziGeLUVF~3jAMvW$B3G2NL>IY((Jv=M#FSAmn^v|65X6|uhb(w%e&Ga(XfS9zlYkDiYxo3Q>N*_+>60Q zxn3=U9+s15jekHu!0}z~<4&ANY&scY+1yw+WTy{8hH}ni!7EM+?D142r#j$b5FnTW zqEp>z@9gQhjZaaZX<8=seAIO{-nHHB(3P8SmoFkfVtBX3zf`~ zL?)Sc5Ee6JXrX{MmjZIxIyl4l>?SHAaFy9v@|Y5k#~2t=CcVJ~`kDg$O>%fb)g6I~ zw31;g91y@mZp~PNdm*8qnir^doDrK221YUK)(`aII1hQw^_4~2-G*o#cM|vvCC>AU zTXz5^f|MCSlpnTBIWoE0Xe0$ty_ERthdjSI=(}Gt*ef}3ReQ5pvmo?wo!y^t| z*KXc_@0<{OZ`IPUC&J#(MU_n-lpRSpzzTw_u8@K1JI?Xx<~s8`S@}=&jd?c( zOn!K=&M?U9=j-lAB<^VJR%lO9unGxuPpYW7W8|BDaXt5^D<2a{Q<}l2yV_w;eZ@WI z!>dVzT-G)lGTrmqU0T8ik8XDWoU?3WG2_z#_}Vtu^2|`s76Do8&KDb zi^SFwgU`=_jJCN~achi(eZi*>l)D{c7I9|7ko|TbEVFw)J@_0qGa-6Okow+2jk;K> z{(4gGXajp-Qh!2@%y-K+BEEz>$s}Ht%o*X!lVHz@9fpb!;t+Xv(&!8XXycwdx+Vu^ zsKTU9Vm+cjaUzHx26D#E*doG?LvHrLSa*T#KWzbWN%O@!MCrxjNV_XezqQrXzo>Iq z#lA@p^1ifPk6Yl0$mPd#l<(d<(tDzMAy-~gL@`(Mu_EzPWnQ~kb6tY(CrG|urn@-# ziO?0rS^hqcm3k)@aA zHr+KS&+c<>p19E8FkhG9IC<>lrnWa<)V1D&okdA&NwUYtG5?~qCzKCcXjBZhWatUb z>$=4iJy`bQ-~-JIs~?Y^akWsrq077IO+ZnRV`P8booXQ^o$ano&();&8hu(H_k=0a zS?@+|FmcHUUVwNWjNmP_QL@!}6u<_zKTB36Lf}La41$OWL=9c)Fu*3Acoz`NP^Qp$ z*SoY2uhNgwB|2dWFmpI5b ztyWVujQ?dIKpa!O^vx(3a9N5nz+e#i({O zT1Kd5y={~6_VryVgh@g{gDSQhbk6#$6{z|%(P@xB#g`FqLw&BR;Kv^ZO6oR9o7hSl z6mS$&;|=oy1@ySPLU=ehUzaOJ_7|>=Z)?9VHRrmAyO7%MGutvHrw7$F2Hhm&TPE@^ zE?U`^@8i+-Tl9eGXeZ+v9LbCQ6}-lxR$XziF*BUB+_`wM?lom??_?hTlK!e>uNq?^ zcijSGXBv+*s9f(aiZ1Rik&%**9@rjauyDjHS$1z+l=5}1%zTr@wyp*rS72FJzB;#0 zr+DYSH>HmjS#C_3H=w(^{nuAx&w3tk+tsFtw#UiLX%7xvR;N&x z*;9Z!lNwxTkXBs@GbBiJ>n%wjSA?S7uet$+i*o6E>MeVTr$hij{8atig1E~>`j5;* zD^2Nmh!AR|Ob68SA=M*5W5l4n)3bF3)j10&Tyi)x;~RkJn#8k8y_PPTH7j<>LY*Pr zCc`rzvanoll@$zAIwsAQTml%P9bswMCb`cF$F3RFB|K^0*!vSW0An}|kbNUb9w;1`(b^=qJ!CsT72+2#lz%xD4> z-Q&vlicEwFcz`ZXuaiX!?tpy8+YPZ&_DEO10^pS>iS4k%_mGE&LJIz654r;wZ85*z zCx+Y%V{{|Lg*r@8@A%xMXftVfa-KelR{KrI+IHQQIwhCV8kXmuoZ5Q9uHDV^&h4+m z)tOEX%67Mgf83d1$oP2j&itePMbBo+d`=y!ms=dSezvEtU4Q&6KEkpS8)rsk=woJf$Lbw-H_3V-p#K!|yE4C&dU6Q(mF84{D zFjSynvnT2^rin2d`4Sxobr}t;&mn;aSCXXcd&F#!{u`|h%1`lkV15q3t&OoKYwj0A4w36U>bMz*xb|}aWlP3s@#bSJ-rSyUXao5$O z5CQVOgB{HQbSUlN5R;aTl_8s{q(P`D=@U_hNzf<~TkvJF07eDLPfB3-y<<<`2Dc{9 z3n6Vc9z258R|4&Dz+15oCyWJ9duATm_w8A=lDKMj6%%oHUDsz>WgC6e*Li#+ugB<= zYYEX?7?^AP{VD$IY4s@rmFq8?cpq4Lflqpmh@ha2Q?gLLelFK4rNmbmBc5&Uy_@cs zhHm?uM%UO#cpm=eoX{XgJZ$m-!RO0MuqDPB#zHij%&i}z1OQZ~Ya;tdApyq=UD@q; zj`q0@_)-p2`8Z{Zkx?T?8E%OaFR_PHJ;}Nv+V^Brl~-D&Y<$8L2%e>6CqEiCGZv(;}SEP;+h;m5wXebFB!!|p*!6ca!^xzAhTX58}^_B?n&2C z>j1L|jcpr-gd)F>e`&#BVJFy=CZZi1mU`D#Nb(z;K7RHlHaACkJ0qJ+#^AJML*85g z9-#h_=4+kz?TI%}qbPK9kj)eGhzv}S14}BNyErdNuZJdp5`O56XD*Xv_#@bjKpwb(IeNw2H;>7g!nwzm~V^lY;z z*M(xPRxwfUjjet~b4Q8Pmz8^r_RkA? zmb^>fs&2DbYPBHG61ZyIsU9^~x5yo`wp*8&Tg!5qnYe!X$d50-N{hRGjVI+qPkQ5B z7bmL*K{45m)pwM1!0vY6B6_|5LBjRX&d&I_gq#@3wlQ(f_IKO$hKvmu1F3@5i?}@J z$TSAf&OpC*h!G&b=H)|$RX$GqDH3#$St{e=crH3_VofSobj=v42Kf7Pf_yUpsgaSAhBY577{o?JQ0TZ=4`W&ngx}U)PTD z{ADtP0i8OfzMs^nY*5{@Zhk|BKX!KvFux~XB|`72x8UiaI`MZJ5wsyaqp0z7>*Zv= zAubCDX{A)Ou{FY`6bp~p!U^RAx(Y=G>`(jJkAJ1Q6$phN1S)dUQ z+J!yfvM^*3WG_$YE=0%-86lBRI}i&|=6pyxkcYwcr}!8w#U{|wDNO=>y;g><5q2Q! z+qKl9lfp}LoVsw>S+ z{|5gh`wI6rTm0o^kf`iX;hyGD?$sV@u(T#n+x5Ng676eW>dZgBNzlPEgeNCm&Bxf< zb<{TS=;f@}L!jh)Du*i2g`!`#AJBFw)nK@YR<@pyD%camhNk+?#58}>Qc zy@(`Baps~4_ONG2koql(2HB*JhUt=ay)M+(G8;P8*|&GwAblK-w;KVJG~e5dLLZR|S4h;Th?7Ji4S$!xh+fk^AG2QTy`+dVES2;kyM4ULB5fNT}r~^@*{ls56_zeNhga8nQHgE{~ zQ4yld(_>5>KEBb1(jG|}NY4_!v7jBBTjITX(AK#yebVa;{(VjT`=19*SE^d_6M>y5 z#>AUA1Ab*cW>lqQU620LOyGEu$N@|HtXfo#ONe+)Dk&;3kT3OB8|9-BNB>dS0*;=D z6KUyhU#v^qZ90*$&*wq&G3})b(qnEPzN#@DcO>@%qodt9Q%&W&>-vdI&-Bd}flsnJ z?|OWvUBk1s{k-1llsyw3;f#+TRpJw@4|Wb_ef;g6-$+K;k%-l8Pm@?PjP`xD$aC!Y zF=73Sm7+G2wi<~I`eI_&+)dtTr)kGa-?y-H2uq-+N7+X_>Gl2C`Hp&Ai_~qGSuh<9 zKXI(idhbI8(vG!6Zb-ZB`e%%sr67X3fg9&t|H%k9`B@_v{~L&e8u80~#mNQl2N6`n z*dmSsjxHqKN$+7jElfSB+9K{3WpwJ+n*e0RuwM1MqUV0rn4__kSlIpbe)x$A(hFM$ z1Wt-cycC>+h_qREWeXDB4r4Wu;3PF4g9+TjB#i_6(J2|8sE{JnrhZ*U>^Mv$;O9j{ zU5b$d0}Gfd7c-;*B{fMk2$br{DdOFN&(;Qx)!y&KZ=xY5?tNV)yiurTBLAPnkr&u; z$yY)+xetyor?KQj`Q<@1aQe>I!<_^nL>?y3ABZQzY8aS(&*np5?7WY_OPbRt;73tDtz9%<;Gp40=1@PyauWQp#OS2P zSE1i=@F~adW?cH3^=s^DtHHsx0~#9_p%DMt*2LbthO2IwvyF1cob6KgH+v|H3?GZ$ zW0*G6bROn?Pa2B*YhTwch=17}S-do-e%-fm`RPe-?pqi?KA|PB@bWKgNhSLuHvYni zQtdquYVIbXg=4U8$lswu|jn>BHOG(+bY@@%r8ISHt z8JWz=9xD(eo}uiOtuko^{f(a#S7Z_xGxYI(6fP8&!YT4ovwLn9m}viw6j1a|cfpEd zHAQ1?NnmO*AQHn)eHkeXt!+@6Q2XNDNuhf-O3|QJ@9rV*n~^v#~$x% zTPr`NL==7WVTz(gzh!mGWJk1wd z__iJC8nTUZwHdcs?fIE(5MxMMdhC7Pa8)R#MGck(uP{beBUzKU&y+i#JvV~HjUN#w=AlMQV z(5^+x|5`wXorx!zF_y|t+fh<=KdxahcI0;A9%9~R*%^thAMYgqe?1@4MZmFPf4mC@ zxT9<^8RIRY>WdLd)6qz18nra2XcFyW8sDsfd8W<%j)3nGCXN8|m5ga;CdP*JP6X*E zXnor>UJXF$H1M2ucxJHAC%^+5U0E1lQhz~H;-1CFdAMk|rKXW)K9r+c1Y~A8`NaWA zRM@%mfo!7DB9et-9}p+48IiS!Q&E;eatz`I(1QsAsa_x3gW~hLfQ!zm)k~~5kl+oI zC2B`0REf?zF78JJ?UCmlCu2>543=%;QyF~I*D?R%t=IKbZZDbPDG}WyGJjoD{4S?$ zW9_@S$KA$NU4iKhe2AW}ZnG?rm%*QP@~zfbf5#n<6E%yt7VWcLwq@yz%&CsJBZIEy zii>qq>xRBLT6%5kk)ncvbypgWE-sA*MssMVghY*?{_9nTqw6hF_LUB9j&nZx+N^Fp zNB7UVv(YYS?Mg_JTe0;@>y}M|g4r!;xz&#HJ)vAO^M8%4GiK;zNi21ni4b}}WzNtZ zo}>BkoqL0i?Xrqg8LOBW3Yn?{sv&;?GTkF#`c1`eRmo%vIR&J$r#=u;P6?=6 zP_`=qZK2W{UTDj=Y#BPCW`H^nqNYE}Xt);0p~vM#YuSD@G-cYm>JIvwXRxSg#BsNB z)26g=6+>}$eFs@4?dSOEDaDR97r+ZHr0xzcZ#LIaz^@4(Ut~K5ZV{x2Sc69slplN&FcW1r5N7iug9#D7M{jSELIn}}Q-EOk<0wT!8 zMLHwDiQma8R+kAb5>o=GPLb~^G`gc~Xj1$GcHm=|FX*LTKJEBof0d0}!G`T7A08EN zihS(O9WR(~tk0Vkpc~TOm~SU&BP*0sZK@^u-FXl9UsXNL?*~k%r`!0si!Wik6Ia@; zYGBB_l{H;(bCv2XU409Jnf)$A+Wj_D?gK!!bHDb&l*0^(d;^_@ccTM~toxP}k2xPH z7S2nJ6MyG6)fwM5d#C0%HX+75s~D}uqj8(3<;=jLTD9`d?ahbl2dZ!6uUZ<(*e0iE z!Ie2JbnN^$|A|1knFPpa51L=)^wS?==0A+!-Cq?dMRhur8-4i>qa(js=7)-2?@WE;rk)+i&|^g4>M+1N1Ht0P_{ zta(+>CBEI-(H0$J+OVUG*dQfmQRyLaJwmYU+GWOKjmqjf?#$Np9zJjUN=&{!x<_AX zsG>^TTi#1-Zx=IwzrR!DM^^Wv^y0|=0k2>=bWAzc{ye(9f&6(*QOPcBDfpj0_wWC* zL+m@>roCj>Oc@kJ8m8$Rr_nqPzWwF5+(m~UU%8uoOlQkcM~%9VY1Q%buj@D8Fzcu{ z*37E!u(Wzz+h%_Arn~4!qU`tG9x}5{4_O9i8|Jw=Sk+}6j;X&GaE-@qci)py>(+!{ zD-TSx|6Rb}{w17Y)jMWknrQQOAxGm`9v%h5LH$F^`cJxgg&Apf-S97dEYjJqLPbO( z-m$dG#6Nqu`cB-4eocnjBD>$DyHcEU(tnLRI(2Dng2%p2hO2SanS2rB&}&ZbKJ-eo z{mLIVufFN3hsw(LW9E!y9~4~Y&YWTF3j9P``tR#v6$Kty;qJo&KUZ&l-zwUEA=yK8 z8PiY0{;;-PS5w3KxTC5zN4uMtbE3%Z1AO{-mfy3d zvp5RhbkFcVk9jx2SpE2b&f<+ON*1|e)^^+aE$r4E2uj!xoh8|JDw(@TJ@Lfd6KOMZ zj#*x33~i5B7ERJJ)=;W59Y`(9jNj)g8+q#J+?MT|B9k%O#izdY{f8s2+8K3?wjOu0 zB$qC=kWUCvonBCxo*-oZf^#bEu41Krbwc+8TZbx-)_2p7E(d~Vc9>Cgs$ALhMMCxI zff`1C@x!v3%;iB@B2JlVo&u-J69zYb`t1Mp`wko^K$d=4q6v>^c9K?zZSiMXt1fwWd8$ z^6!SG29D$o87YDe(>C)|H*U zVy9^Ldfw7&F>m@m2ekdyj}+rA26HPM4t#1HrAys%NGo6h#gc=Xn12G?9wc$5`XfYrBU3L zmiu}g@DGu%&9bi%$ls@u$Qjn=rOla*n_d57*7jeYUfQKDTG6WH`s3HTKh7!)h&3o5 zG{2@bmNHA!7n{$J+?``L2Spl!^Rv1~eDB}|)6xgpn^}83cL&9W@5S{})R8Lq;RwTM zH>*@aCcITvqGr*vXrsDWZmgJr!gc@kW}p7`Z1%6_pz$dSUOO;xdr0-_VvgdvBMZ6x zSFLQDX-OVWSMi(~vFI?B$Lw)RRy*{yq~lJDgt)_D+YK0VRm+t3VU5>d`su$<|G-r* z>HGc#KI;wjhMW!JcXQ6P81SuTy4ZYrD~_|AhtS}0{+<`|`KyIanZ*~C6eX>0)RZhZ zI%~(2p8gH5sOPMS=WtkEostkUVA^%rJzz_04}bOQmAuDzN<0|cr9L#7GC(0Jb zev|33vAEIBCB=4@$xk+?Gk3o>V+a^Z+G|)$zGwX`;&X}_#M5OF%Y1!wO&fN-!=s(t zkHXhfh9yS=!LdEQY-MuU}}%O5d=wz~%mm03EJDf8f}=%A4x`D}M9y&$yqT ze!hL%P4@HBSV{Mam{;D`h&_FY)rU)Ux`?~tEwOSySMkXKO4TK7$4(t2bwtPGz#g``pPRFUDOpUJScx3|ijgacPb&txT-BgS$VFx=7=|vW-kf zi!+;ZBtvJ8GuEw7a7qLtV^93N-qkAAV5gan8{9jqcRpEj{w0qP;U=u6ob% z{GW<`zA%6OL*wFaeZM^Gq@%sCza(=t{hv$2u~5@KTY6tnvcqFI_?70SXT_N47=Con zxL}H6t#nPI2mbF;wKAjJ{hU$UjMQ&3E@_7c2d|GF*C<|b7vtP^H{--Lb{3q`!)0E* z`Vn>J@5TeX-1of+C|P?VUTGk1w}aEr4~9M66@AKw-=um#oayMeTPboXdNA(g-{qa` zc=UYpb$;Hx$nv`<&Jm+JQF3{-Ieg1CUyUK>;>UTZZRsukm(=QtTKKEmqt4eaclQek zb^m65)n#=@d$(5EbQLGVR9&5rPFvN~>XkN2ukvqAe{sjn<@3<_&zFUx{=Aqp=MO=u z(xXc_61uLg@9KY7#jBVZ(8c6;F5dp!?y<2R-a1FlwOVZDw5x);WLbjVj@o*)nzq<5 zNspJ!b?*E2-r9YEMVWN0TIvJ!_LZa65Kea0j`oNv!HDxBT4`KQ2r$@=Q1P&9OPB5)vF$toBWZ!sBy~u@_pL$w`-dldQVi&O#x6_vJZ~!<*eQ`(vr_-{45AgCn#R8~ z3U+Ytm8~d$j8QM{2>!oYq3F)fM^ufpd0WLry)Vpqd_ZrRMzEK;AJ?rFkRtY3+92g zf%z>XmLWHJzRI!6IuUOxc6=dl)j{{+o|%-tTY)i`)nvZ=yZ;D2_NEp8@g@Gtt+@Tg zKV@;5@A!`v`!9c$gZCfPkiPz>q^|$}y)C;~{^K=b`G&kV-N_+&`-nuUva;)_w45Ba zq~Ct#SdlCL#l8OimVXtNlsGTq;C#aR{b*u#ipO#!_=+zHki_%A9kEtW_I0E`>jdw; zPdEminV~}?I{bVHLeDseLE}K67*gL}32Uh z-S{!_Z!g2|hQii!e^BRBx&4_s`NGiX_ZU;dqcTfQ%!>nQQ)-f&P~paPPvRHH@#wAC(4FDUb@mx`Hs5zx#D>Dc2en z583|F)Eer+m4brT_SQBx{T%yue}#hsr5btcl_M=-?zK3d1u^4uBmZHEQ$91vD5C$R zRJX_dGa2D8uU{C9<$Kn-W1S40?YEn1y(VP3TwMfnffOT z%}W3FAwDY>xFJ@ANGbkb%fl5|c~^u^{JPVY6H82g%_lKo#4mn2zpb00{E z@9}7hb2l?;F7wc=HxlhWd{;zMS3{vIZ)C^W1$%8booJCCkT`lh=&|ZT&EF>OC*A+m zvAZv5)tU|M_y6aG?*3LqZOMK-y{MD;hC9E$V^0S!F$tkw!J$M_&4fe7jW=->!ZN3e5oz89L z|J%#`B)vkl?5ll;G&P@Z5W;UaWo(DDZIqQg<~|atf%asWL-g-A_dmVGu{jSTwz(r& zwdQDW6lkF@nsDjLy(aMVZc7>iy+L^G+ESK|60*+X&HrIX`QwY;zOoWO?C9v}Oy;8v ztCYZKwCTNk`Et@hp+_5z1VWcmgi_E^?9W;FF)-q6pM7C`+yk47Xrjj{*{hS6Aao7%gMYok1 zT=iR3hta3UXNl$idc{9{t$Q~6@w#yFqR7UL&rDn4Jzyv>0&<$_OxKRsnpYap^23pP ze3tvi{ll^Ohu7n%HTp%#5t=-epeVg47fh&=e0;B8uf3x;Ld;2mg*6eoL?s3^wM&5HPa`PD7{XhRE`-=!i{@fJW(Vo8lk0 ztG|EAv$8%LgvBvjdp|yUa)qBoFudi%UX;Kh!ybaz>#LSt)OepAUHbjSaM zMMDQ$e=zc|AMbyC<+k(>s&TWQTS;^BNvq-^@mmNm9~s$f~OD|O&F!jBoTg@-JsG@><6 z+>*U^OeA{mY?hK;_{HmY)>)dg-g&!Vxzwr7L9;u|F(Aekdz1zBK z!`EqTxlr6Wo5d3rs}vC~ZRc-LAkwioNZ+kC-1L5Nm12J0=m`V)C;QW!io=@SZx_mE ze!32S`TgwS7yNy5XLE8g%+1Z!0zV&daltjh{LfeRwg~k;-#^(ooml*ZYUt#UY3zxx zvfld+vFUFYS=7vqUC}Vo_{$s3hUx0UW{*da+cv6o^<+jS7AWU5sB8(EuDkZsP&r>S zdps#_PJsS^iAB?*mWi#y0ii*!W}N2bq#q6)tZ=Rl^)5a(wCYai$riI}&iOoHJ*rL< z8@ndN;~gsYozm@f;y9aju||^B=@;u=x~%D^7wq4TKa4$-)7ii2;)S?wf76@6 ztP*Zzs%Uze@7mSWD4A+-@9>ZDG6~p_E1E1CmNfT{58c~!LA}pZ>|*Vj`a55!C1$5F zuLdjBU0LvV0|CrWMS*I5x;ft#HTx(PxUTIm)2(t9&WUuBUukXpYUWn$RI$%RwY*D8 zTllMwC4XbQuiMq)eL=)50p$X>gw5J<5?7-43gqv&c(%l#c`H*pz-<{u|`u}2aTb3nG;X|%jmi(inqeJVA zA4M#S8f+4GU9;C;-+6po(B)q2Ubn7A2|3xbzLAuVe_E>|&u#ujI%io&=QgG5>aT-> zbIOx$38uZ+5ZgE0G&EX$#%%GZNlpG-E!)KP)f0T4gPAHn+B15(9doLhv@eBDhwr#q zb7s|E|KB7d`McD6_nwM7wo>%Z3F4ow2>bU1D;`GVf?@Y_=`hGfS|lBLWBKVjb|j{_ zF^6U;SsSd*lTa>u91}YArH1wjmk+tGg|1(`64%HZC9F24QYRNSk*U1MRlMWqEa~K! z{lR1Ng;%O&_vk&|5ElialVxFmlv^S%5wp7ofl&=OW?@U8`1I-i)vH#;K<#Y_`zZhSEawp$ z>zCOKNC1z^hIm}LqJtBH4wL6rjFH}-q(Pzk{n!2qxUd;#-QAoXD?Ra!Gqy@f^Zc4~ zRa0-|EIw8-wDug$9?Z=7YW{VRt{k6;(UR(W&lp-YL5r8^*Pz|6w2Rl`&o)&Loo(sZ z__U{Bad)t^wAAI)(PgJZT5HuzI=c4j%<>H_yJjmh^m=Bt$g)-T!8Lv*GvX#oq`dbZ zcpCIw;jMz^q;Hn!Y#W^Y>E{0B_x&4JRro!Ubj#UvCHf~}H}1uY-@>R~V(#6t`UDYF zEFh2sfddr|e+ovlddPrm{n4~ox0&hjsXjLZkvK6dTmAeNs|87b?kJ{-3mN44Xv0Yu z4O)Q1DhuwTNUo1XaIlfTXV`=$%Zu*{Ht|d%RlR(>wlYba`MxW41acxGVT8rIu& z_Im?@(}m|A@7Xi7 zDnCW?q+e~E=aEbm16}14Q7Vql%}OiJXelojlCsgWXDMlxS867Oh56RZ>l1c8ef+Vv zfAV)6KUIF4p^Otr^F-Vlejz-(VLTnqoYy^O2P9eZMaiaD=6Ow4WYN5R6gepBDRhit5M#)cwD_SfX1gho? z->+I!K9Kjd((`rI{$dH)F|leDcQ_UQwX|%#r2UGT+LHEpE^bf5{f_?_6Y%cTTZPb( zjk>HeD-pl*8)A>&n&&LCl!L+7kPt)aWGoF< z>2E9dy>rL`;1LB6oUUMI(lfAHqhMZrcEl*_r*K#e+@72~lWeM5Qwy&jDW^em5;n8eU^%=l+Jg2-*bW`*yNV#PiDQTR`Tk`p2{mVwOZab9Qrvh86VqZ z_CP~cR$1x5w+ZB3^ey|aGh9K}IMs3jTuNSf*W6p`BR7SLOG@HE%9V8-h=2jto7v3( z4uGuWLsdf#pW}J^TwU`aIdKKu|9PUEkkDTAh_mO-(?J^xj|W2+VPRq3O-H?^u{*^> zirG0B^yz~dZ=1PrBqj9z(5C8$8JAc0lN-3JclkyP80Xw;^4N9zOv-@>QP(~bwT+w+ z%+k~I%gbatT4kdvf<<}_ds-Yi604icH1(AaGL@K}O; zv1h!!8-B=Rj_AzTyJx?~E%(lyx$-vtVsrNC?VVyF=X2{FQg3Zy6xA=H&Edq`I)0;{ z2T#r{@Nrpvp=qvBYfC{D->0kbm){F9GncxZ@wGObKP+IM+TD;G2A4}@W__z0_UP49 zaCxQdyR{RICYmew(K{!Q%APR0sit-uwa{7oZ17eSX=j7biwbSo^1Lns7?@haO!$#m&v#MNd5}Cc~dRQB|sj zK2Zue)h>vlPt`9kSo-$)={5iUrhlBynV}KqB>5#4?ap+J{QIL>20s<=H5s;FS{;kVrWafP*zVGKZe+;N_&VBCt zy7smA+H0@nvDA2vv@CU%d)I+AeA|xZxf~fgOfiNGl+S6%^)`_N(p;kt(Sd{_gm}gB@+c)kkyDhJ#0!E7>N7eN?@sybI^JQde;^ zJj%ZaL*=otXT*B6G21G#+t`N@9IQhB zh}C-7{FV~CXuk%*@M7iq&m-~ZYRS*WEX5>;6ELwCY3>Z{QV4Guf}Q~9~UX$$K=<$qUMzeZ1Ki;vp%Z0%smmK)2M z1<1PWTYY_-=GEx7Ph~&x%xOHbNmfsSUJe`R+m-cM=zv%=E5gLJ6`5B1{5Y^Kkj8e}C`wEJMl{aPLp~=p z3;mKN<9^DybFr|G_>d>ESPFWy{MkhqeCPy*Sr4I69+?x~>t93Whk$i9UGhI-4@ai) zy^jxFdJpDEIro3~a3K!q-%Y8z-rQ6--E9?@r1IV$?(E9{xp{&)_Uy14)lioIRe<99 zyWU^?TF8IwctG)VrCrSzlU|F8Cb@lw)}IOuJ6h_}*IcaDRl~4pD-vvF z#`My36xi*)-XCgTU*&pRTdr^it<{-@Wt&0!#keneZh~*__SQY)?(kp8!*45n;8-l1 z(Se~Bz3X~2G0ICrxxZJKnWK{}_7zPh*RL^>Ez6cWksjI+-_Sz1N-A>-rvMVQWT1giR#l~O z{(L;+0EWT~n}@+s?`G)DS-@5Y0sq8;0x_8yWUjW8-!2NDuYT124Q4Op@4xkIIZ^05 z4DB>Z?!>9>tCnzzs@BF%*>5gKhC8-cPjp??54=47@K%+=QP+tgce9U%vfN@jd$hK; z%y=25ecRX9&t+1-Y38{sr8%r7R7ox+-|tY?E`4X_?w6XIqS0M%8PysH_v=XVdKNA- z$LijdBX65)Rbup4IfiT8-`Th*DYi)R(uCVUQP|>K?LCPi`+sKfkX&CeK;_}>EWCY8 zZ$h?gyYH6iQ}Of@p?D}8)4z>nSXA-Ft?C`*a#Yo-I=)K0_R!H54y{7(18S!etIMfv zy#rP|^Hs(TZ|WwggpT93d?+cL>8(dK5XiXRIS@0iNtOR;nTc$3ZD>uo{j zfe*^`TLXim`7F_&9A!RIh3rz?!<*0M#&YSYMhKcH-p=0@J^7>VojvFN_+}r|{C*v3 z^Ohr_fVMI)m_IXV^T;JMtWW0X(W8&L>*pf{5UBMJ4eb$@H-!?DsAGRbx9Ilm@-2B| z7j0fHKMS)*zJzaMIz^Xqp&#CRaT0CPmeh%%&US_bwJzVmD*IhbjhUbApTciR`rahV zl<-foyO+cqe6Gq?@wS?`W~4zG32iTd?kY$)CeTdoeBwtjfTyr^w8#gEyD?fThjaQG$NfHljx zE&Hr%(z%vpu~pg4!WW$`r%$~wVa4tRf;dFt&5x*UygnOG|c@&D99CRFan$t34sM840y|te~i9Q};KZ z^EtW>y>B%|f@d_(VMt*#H;g9XJ|~PP0b^~fY|}mGj+gpyGmw8xH8IWi&t?W*9ph`a z)W-+bwVz37aiUg~DvTG8`2ZcOud@#-*-_zq!nyy9Nh7nvr)@H0sAr} zv1ifLqV=YFRn^ZblDqs)pM2=!5IbosbytL&))by?A2(Flv`Kg9V(K}|!O%M2PGb*> zPJG>=mx+slPpMUv()7%HM2BB*X>;LvVcT`tbDr~=KzC$SzQzI1XK0eym1VUJD~vyl z-rIiYPs^ zAi&2b<1#X7Kj$T8#`#4=vR=K(82IC$IX7@OYXkd&6SrNDbshYeoi(J|Nl&Zk9X2Wr zjumoA9IB2^Oi`gKat6eT?dWOapL$OVEB$D++J|pUR7U#Lz}oE%i7Cvk{OBd+F}KT; zEGvHdoT!~7rg$A-aoEI>Couw6DMeZ=Ed5V39PjYV(~j2Ix%BlNk>W!44Z_U{hjzSR zjGr~S>M1Xy!eBS4@l%_0xg6b&J+H47kz%4K-qL2X;j9z$ZuCjJ!T!Bc|2yX zvciA$=ZqA4pZ2&^fg0VGD`G{(A1CJ6x6J4kwQZ!tr0oAv-M{nekdMF-;T*O4qK;BZ zrOnBmr-JtES9J}V%$teBMn8^niVM=!)KIV82-!}Pkrnn#}+ zuZU+axGwv+evMoI;69`9q}m;YGB<7|e18a=_}@5usMc+{`u0jR58uX`C>aee=Ovco z(;m9^aigPZA@=UH(>-HnqemupQ}Ul5JwMg*YmkG@{Vj`sIXSVv&&u7&>g?TfJ^dlA zs;y4WLYe2^dTvbJz$e2>UmN6j@;9yHE@3WWjJnv&^v9YmilV~jE;BbI;K-hKGx^P} zXtU12<0sB{a6cJtGTJD6Yg_(_NGWH>lSNtK7kqW&mzTNh;ObuSVHFRrOv+h7=dl`P znvH)it%>6Ya`%_V^3L2?!2Op*s==DnLufAALd&D!!m-OxrO(Ake0zh4;frNEAKVNT zbE@ePt$r5+`@U~FRoX6SKh0?>t<{4|uUn6uNC@9De5Yr|c8&H>xNZsWq3d4qYd_eq zMtoXpJ=1q@qH10H3^$ANy~PP1-Gjdsu0f)Z{JzI3BvyXLt#8rIuVdNjgHO!FXtf(; zOlx(YdkY&)Snn~4<@Dze5pmbRvcbj{Yz(>NzDhPm_`*N$3@0e!{@@()O@9;uNk+(nE^dM z7N-h}ld4=8gN=d>AC~Q&ZbegqN1s*^6zfiFIqv-Ow3vmoSyHJTHEOY))%n*!4~(Sz z_biGj(Nq*pVTvzH6q2GC-l^MI8O3&SRZGpwL}RyYb+-h=<_NXvsKrNGB&Uv=Pug>} z8FSS<|1=<`F2(V-EY_jHnJuBo|C4fnPdb;EoSJ}c*M{Hr9~=8z_1kZQ;}d63O>JSldwmz5Oyl*@@?R;m zw^Obh(-B=$$c>brAOIY^}o@uZS5#q;{Bm-3C1nU%lGp592$-WXTZqNcScm-_2$QJkm!$R zF}O7qo(O7fuDX13!pAs4k5~WPrT8Qy_(?Ti%jR$WQof7cdpcI@Sblc1Jl~UZYThk2 zZ;q5ih#47vbp9gu%gFSl*bv+B0ILB1FWF@(=AYCALlTY8IbCYq#H(BXHY)I7xr9|Y z+Z#XUO;QGGLzUr;!Z?40dSNS#G%+L(1>UAHRt#;{EY|-8#pLkp|**de6??iBz-t{$|Ck(|4n$Lz8 z+6@Z+CL7YSDnRB$$9skyVxjx#8DM4LGdB#>3a}hyx&*4HXgZhhMzAZJe9bw&{>$LB-jE9VY3(UOs z@ZlyIPp%0#b*$v<(eF}XeiKVM2tbYb%YP_3IZVSy^Aklp*Gr2&Es0vmsX2C(ucXU$ zsrLDts0Zam3R`k7MyhiUuK%ccdRXiP_3PrkDq~9WgqT^F6s4#%?eRu~8{Q++5*`uD z`X)|EZJwGg@Y^b?bz^C{nwDN8!(}h)l4JErTW`J}b9gN85*D4VzvA$!1d}<_J^zwf z*j0MT07+;z3pWYMgAtn18ZY@;+lfIaL@6V#O*WP6T1;p;d-hO7v|HQ~4^0iJxI#d{ z(gJkB>yU2x%$TfsuX*fPnAOvd3I+y^>oz;FeoXu#5jOI5<+v)lOa1e`^FF{pxQ6JM zREH2>E|a|lZ_QclPQ0v&jX$ zmOLkic*ZWiv!xsfqwmr=72`5(LYc#7)|JJFe{NO3udkz|+~^)K!oN=rr3}MzbL?UI zl%<)pUz-_I)a3n%FvcPGh`NaXjOJP$+TuDB!z@yASfE}y>A+h%Sgf{2s;{GO5sL?Z zdpBLPq<@Cq9BE;p>%5Od!%4_y4 zlAp4EV{@mj(^V|=;wkOm*wn#E(a9jyI4}CJPD#*%u&T{6s7+f&ZY&z+@}+-@S8=c% zcB{0L7)ju^9B_}ZY=+$wKpp=_^r?s7ut zR&mCgn9I!ZADim0U&HEqu04>ImY3h|erLfjn!EjP^S-y3Ae{86K?FJygcI&Y`*qc- zPxd{0(k}ymA6he#Z@7x}uyb+sUVPi=7%Tbo*)u-4h1Ycdcmvto^EpE=+hR5?o#C1s zZl+Yp#k`|zRK9smdaIAK9*xOs)Xdg*cUpwPVVf^>I%j3u8wZ60fi=+!Zq5unHN6*< zCDpGCTy#Uu7ir32PF(d_;#n8UJW{KJG6cauZ-2SR=kOZXBmZmeOHfgSn(>J&h$^r zFU{2Nw=-U1Z)t*e#eMZZk!=haKZEP+}yv4W1xh%pZt8__k{KtQi zo);PZ)@zvGf-k@$YJoTuVfIwCS$5fiAq?-IFxJnxe4Ki|0RgL(Ib%w-Q`9}LUGrV5 z(da5xF|e}#zq{{8{yN!@^!*dNQFE=gWB6bjZvfT%db{(uM6x~in6 zd`;(1TRMaCk=au${WDD?GcR~CT~kClId(plj`NlaFWfOTx+FnuUxHM6UDUmm&C2LV z-(ZafE2<|chMOtf7*`NZ({@kLn@aC-59@OE-a4w!6BFZWp=8Qz(<;6s;5wdI_b|b> zHHMOuO1ZRxk4L_&+#k5Q+mvEcdd&ofRPWuUkzbN~Z;X%3sk*El*S)_~KkjE1)mJX- zSm~Q$%=4<=n^zeqQo%U!ys=1d-6o;v+X_<6^KPq(Q zEj0&ToaO$pO8)Zo(cUM~m$t2qu-yTHRX>Dc%WIs#nP(vrOm|f zs9f<5U$&m1f*Ea}Z`pnI4l)W_6I^G5P`f|#x$z6@T}w`lv|Qt|w5!h!D_k~hR^fQh zw9(d_=Tx(4=f=}%x1*;^664rd9%&le1gR_<^;;tN)yOW9`83LVV3kkL=+*_@`Gssf zVw(1?u|jcNnqM|ICS1GQa-~kRVUQ~>klMg)V>-2aXM$|UFKMz$I%_`Iyz+<@X{mc0 z8`xYne=}#5@bILP-V<)Q&c+u}>kc})2~@fkUZEShhlv%gcxE6QZl2bCPcZCiplrsP znm2l3QaSwHozok&++IYka556mz5Ahmjq0bD;V##=iTIxWfmi(HMzj1f*MOo&1{%4V z*Fj^s!msWY6j3@MLVNP?W2=3RT@5M0&|Ou7pToQYqLkE)cHdgZ-xB)V8WU`y*3&O@qc!aLUROik}p)7CIK{J7?g zMs#$Rv3+<~HNAM~b2GK))!eN|be_GA$rLz8C zuR?77m~m(CLg3lPmOfp}*7NJy1=!X~QB#7BEDcdKnJyL|^*ko4(Mk~~$@M~oZq1=i zI|JwQ21V*|qElhUyQ3#67u8&S`8a)zac||e&~`y*OUd7yw|rZjxAM$hq2WYj@hR8K z=PWY>?);W4pnYn1wEPHq6cb{kq49ZHXT6_i8GXUS$1{tvWqgJgHgM;KH7-j{U6LGh z(c(Ur-l+)Aty42^y-vk!o$y-5^Sx^*X=lAk_T0P`kw3A-Z&#s?&CHy$SZ?_XOFZu% zM@xOlO!mP)=nax7C+@F&`vpt|$nS+iv_;oKP&=y*I*2hKwXo8fi(Fl@yYW{qEVI$} z>yx_xR})JHOuYt0vmo?i`B-k9hwg3_yEyaQ}$8*pGxW!v8;3 z+ZDdihT6?Lo0mrGcJtPj&%9r?if@=}`;y!fvZmcGEzeV;(`eG&?su|i)Ec%44JAk4 zy7uJ>eZmx)K=j@f7|7Nlr!6% zhtro4l9Aep^`ap?`k5-K4{c@k276_ub>3K|zV@f-)aB;FU?NHlPbjh#(({zdmmW}k z*Duy^?(PorGxg#vSA`-HW~_>HGqfMh&ra{Ws&FhQyFB%(W=FUnUs?4X5s{YHywVHr z8t>Ykd5vv2CCJ6*{yB3#bl<-;**}@kU3KONQk1Kpg@W>_rsVq9;PU(5ToBnLpLk_G z+jSAkxAABNbz(+>Fi6rfGT7IyO?dO>6xw(CP|Z|^ohLvFvpk*R^#`nvk_QU~VqFUi z7Q6;O8~wwOV8@_xv9pvmE7Q7Yf^)TUqU-&gb$R38#nF-W!}}Y z_uuYTwB=W9BU{%2DQdc+EMNXjshB-V(w<|~+KryqI5|CgG`P)e5@xNdxhH1$D7HkX54&!p|8y=a=nvk z#myswA24Oe#IYG4@C&ozui9}yf$!B8@X$ZwFw20Bz};ws1p?$G}Iuvca?H zn3zst+~Lh7-eqd`=3yj;xh#Ys0Vz9@gC7+-`+PBD7#z|`R=shs)82-4qo0xpB{#j& z(Qby4dXgI3btx*0h)v1L!Ko!N3aTme;qA=w;R@kedEig&!e>$KF&_mI-CB_DOIg>` zv{jNt(1QAaenY&-!24CYulGEBx7q!v7l-Jf*ZjQWYeO`TJ-M=YSV=U)Dn;hE%xxPV zJ&X^k<|&KXa*|%G_>UhyzC5S=X86~^!D0AId4pA0;xGq>~vLCqoLM&97?ZTXr3fMqf7w{;{qLYndrCgcx5=m zoin%lw-psItHNop@onh-hLiI%)MahW@*!yeYV1dw@IRU}|91I+AiIvipBY?6A?uIQ z5Q(i2JSxl2HlM$5<4ZwRQyAKC9I%dt%A4BNxbX_e>qp^obLcJ3-6_QGfM}Li6Ir*n zQ_z!70s)yZj1D!?u){D(nZ;YoCk?~X^%$I%W3(rrjk+PYLcLc4|H!|hdI)HdS(z^% ztgw3Q;oy1#dYC>iOVR1Uh15e5v8;t@K1=uc_ss(5NDhP)70)M(U#y6}Km;k-qwJ`)}JL9yr0pYw0rco_ISjEGMK zP6OTe46*LP{4kI~iOY%nDRuCXplY1_?%nB_=xFRuM#`ZrTaIIurNR@ccT^9kaOGSj zeeM{kY~|4}@(wu?Ztvrc#4rcX&XcS#W4HKh6)?SOWKB@sM0Vv;{X6M3W)b`>+cxqm z=DAKnCDUcdL`A1FTkGmG-sKP3fE zf4RHKW!m22W@@gM>491yNZN0d0pr^~KO4U*>>2)Jg6mx+rFLH3Imlvrf}(5^#Li0P zKQKC^1*4#9h(qcb(HnT72w8)(iGBI<4-IZ#KgtjeIT#9pgJKvf?IAem`f7>D$jEW# zp_v4z(zc}(#>Yz|S7SixzWmw_Fqux_4lmqq+xf=<^Z$5!&dauRc-D5-K~cF6qIW?C zYdR#vb}yESHR&P-t+kzE518>O^OtfZLl{;b^Mw8tP#Gcesf|cn`X6ua z2Aq(>Zj+8M->PHg!0bpa+-*Do+iOL?L`|d94_@BCU(TaIrue|8_1RF8<~(5ilzmc_ z@{(nP(nb~DQa`o_dlYKx?T0>}6x7O;200_S>+4h&y!tqr4XbKr{{S(ps-)~gqVoYe9Dt0Rr*e`3n^e&nuwP;=1 zmMqz~ZTt3D-5i*Y90#T@>^g3%5no4U0J*K+JbeF(>jx#}-(Q}k&XjNkL?8+ujv&OF zuwN|E@Q$jXVRWo~U=)VJD~vIs2wbxZ&Pik;Ad%vevAm4-IXXKiFhcLz{6F5|_kZ?i z!Vuq5HZHMKu|2l&bue|r6oKfxOug%DoI;2R*~=2Bm}FIs{Qox-yng-qWH^VZp0B|F zx9#7b^D2ny8yKh=Dg38W>0hq&zaz#mC86@QzC2jks@Q()T6=|rRKbaKNKvD_?C1ZN zU;ooTU9jAU0ak#9WLg&wDVYLi!zg}yQ}%+ z9{zs^+qU-y8$mL~`n-mM1`A6OFFm1?m8C8sw9}ikWXkGADz$2P|M4y2JGPUtM^&1h zIHNSyBu_%Z`r~i#+fa=ZUdkyNjeQfKnKAS)wADYq^1HW3Fr1y1mZmoWClmEZVF+6G z(sypz5_`n#|8~ZE`Czx|twoaM?Y<2(6TLb^9ShCUlpV{?9bcWbZdzbpg0 z#ehk0gqlJ3bI+|d%P*8Y%BCnBoiXx?jsv3H%GImmkOq*cOmT7DgoFeHOLh)BXFVCL zwgU&?m;R6Z*dL$uzh6yPBeD?Z4Iy+|WqJ=Q^UjG;JjBK=kqn*moKMcIxA|Mtt^XN2 z`ya1%p*Ot_W7Tj>OsR`g;`Z6795*LMRzlWG&Z+BQ&k$BIVd6rPTQ{`y|F$St=(rUU z&^%T@eE2XG#C%y%&h>U$FZ;LYpH<9gG|xj~P^sGaKd#~*{}ADgk#__d(a!)!Z08;E zWAmlDExPq}sQ)R5f?kn06!o$C_CFZ@hxYdWdS#EM?<@8idIk+LY8I2=H zuEZ*aYMl$Ao#s<&Kkmbo0(027C-nd0RRB#L6oXE(+EB+_P$ zHIbz*F8SrW9teiI@0GEQAbwH{Q3*2U_u_^0v!_q-dwL5OE>zRo`wtI_{Iy3$DSSJJ zAj)yRCC?7C5doM!nG9O}>#vdE(~~K|JQRI%isG7bKVh7XjQxvXW&+Ts2~vM}WdS{a zjJln5l_VzMOrbrkm2vL2i20icWDMn&*%QLqD11nbDum7y+$TF1Ys}8@T^KnSR}!6g zV??;2y*4CL9-X9Uv$x+6FuZE*_ihWO0=w;UKR4ATzK~19? zq0BEV%&nnUb1jn6di|Mk25VL50h?IZ;3eRb>X7zx)Pn~}IY)lHsfW$=nAk->{`ALJ z<4QOwBq3X35cd;dUCLTetF4nRf=(~2`zKY6IzHTuT2jY>a?h~kqnCj@N6K_nvv?JS zFPiJ%y>|-Z{sAz$GR>P^MjoQ&I5_@zyWhW4u0f(gG9n*WxMEx*8ve2=he*k!neqH= z+n2@+Oj@+druZ~j;ND|QNZv0s@cw;imOqJcaRl7E_kc*+k7HPWB|E!XZO6Oyw(lPO zq!66Uff5Ggk1^1R8w^GvseXwRt_NJ2XI5N(S=<5Da;k5 z72x4{+Px;YB9=?sIUZ}9pyTkQnL|6PLZMV14YZ?NxbRTap*Im0`QF8U@sb0ZJJ>~_u*mbVfy0LtGd=g7rXvj9__!Eje6cAeftGu=$1 zQ@qu6R2OTr;_Mn<9$-=Dp$p%XbMXP}>6YNwlBT*%j~Qe9MG*j(9)o1|u!hu3(J$5` z!EpO3xtQ)_!=&D;n*LfepXB?*Ft7={dC7?|h$xX`+-B^XE#?1K>x=MZi*T;lM!LDQ0gt4!3Og<+~lek2G59C4K460s8Gtr(Y{wqpH*4!w1V^RR4>aUSmC6A@7-AO?D*Nq7Sc zTW49eBoc%YYb3q72cT5Lv(@^q7<{vLqH85~J*Ha_8BBrRj>A@(fFiW^gZ5wIG5M1B zWC8#Q;7^&KDl~yLkg3^jqy}mjwWGVr;0 zW{QSWxxl*^03agQNBRuT@mi4js*WbiUV$B#0VU>stft_^GOgL*@Z(=EuNAe87r?$j zBxh>eSH;$ZQ$|N#Z%xciEp%b9nAP)Q(f5VLsd3Ojht!cTjqP?iK+$X=&xL+VF9n-Y zpa8ktgpku$LqYwbx9v-EFbTG!aENky?cU=6lH&Wpv~tC`&=4u;fMMyC5(sDW@mtjx zTSYf0$$Tcy6iFO`f6+rq>PbvWB`DpLUJ1sQ0rfZF@^mdQol*-U2H!h(l+R86o@X$I z5jlpCD9G|pizz|^0cZTZ7R#M`8PG@|88B*VhR#b(c6~d`>6xl9RV* zkMSa-IsWqHONr6&Jw~#*XMfyL7LT&esJEKCZ%v!l#@;5Oq0yYZ_?b>8BWm;J&EPSm zqNX1ufPhG2KhMSUy!BKu82WTrfe|vx3 z)q4#0Q>#a3PhCmfqkq-Nj8Ht^m>xsqHGpzUQ`KpDDcD{< zmqmFI2^l?J>eF+T$J(JK@ESH$admZd)}>sB+;j-Q2nK%&z;`7)uwNXDp_KPICA$?_ zP$XkF+5pg;sDUkW1RM{eYK$w87@;(ag~RBC-Pu^u6i42{z+)R4EuJZqos-fPg%sdC z&LvU?CG`Yb6`i!UPERcy(JF3$SqYU0a}g3zhg(a42<}DUP>tO8Z2dXbLMgX<9Z<+* zlwc>ICTJz;B3*-i3VCf^9K{{p;5o+$+JHE2 z@0bK>Jv@Cm%<0ow8towMRN9qY38JY8nWUotAoq)n4hkqzNT%(SkZ2tiUX8|uX?AlD z3I52zVvxlV4<}IsP``$yKdwhv`_$hd6q9Ou*1znuHHC{uM`hqXtFZ2NAoWYu?|)ch zxBb*ZNiqYgf0)7xwX-hxs=dbS_WM;A)WUFsl!y&73E^a689bSbGj~_SxUA^K57$T~ zODh^Lqv2n%s~;c%&<+-{NbH|BzDX2m;QbY;-3)u?C=4eB92~`9b2#iz-ZzX)w9V+P z*1vR7Qg}O#@D*F+``7ZQQ8A!S_9Q}?$H*8!n(ud;okxvKkPpMF+4q3i268@%Lo;jc z9|Du_LRMf)A<-$8y&8>rYN$cmDi^aC2}q(i;K-Y6v$LT8NFho&a^E317K!kO=AeNd z)4Vw=(PWnSrwt*fo=oXk^Vw}v|lOqS48#$jG4vtzF9ld={a&wfZmo4FkXFZA=Ivt08 zS(5w&jKLEDqsD{2aO1`eik4Oo3WWz)@;W#$u+by^RTXOF7;;o&rVU82OHxj!rW?9!>fB*q|b{k6zlr}Y}PuEmWqg)T#e=$m+AQ?3jNncxv6ag@# z!Uo9{HawO#hmh1`4*m&Kp+!*}oq15FEB5qYu&M#h%5}Lm#z>UNaoLn-mqZ5Rk?7P2 zR|+W7*QJsN_+4-gDfOjG5UGfxsHl8zB%?=#238IC zbpHaG8nhe8`I6TFqtBDM`}QAnt(|?qED<8o02y$k48yhgGmOPX1ghi2V24zQ2A5uJ zAu5uNN}_RKly<5t6LU)X`mV!%r3VmG5PRa&cWqatA#Q%2p6Jtn|Ijd_cv=lbe7~p& z=J(C??d`MLTyVqHk(exrpKS&c5xNA5;!M@uA3OZVSC6KxNH;)Xs7B7lBSX65XspyD z$@FPQ_10}KZusJkY)^P_aQANMF1#xPPW12XrIG=VAjLK%w1>1ap0LEdh+UsIj^>pG zsB_KCirb)E45K#6r-Ntt85HSi5ZOO8aACNfbs9!h4nue~B!?$}7qWf}*;zaZa)&C4 zFVei7f_oBeg(b%KP|%3aOb%kF zCU={`ElGU5xotWY!W3Dr98sZSu~BdjQ?qd0B#0{BhL6u^UMbc&etBmu9hos1To4=-UyX7d91&gEy^_2H z9;Tm1riRdCkB8xq#HfG;t|iq6&ou>al^1%FN^(ck&y3;DJ9HfMIi50zRY#YK^?S6r z%pRRA^kdj^Va{EAL?8un4GDExI1_VAM{;uZqh?HqkAHF29aHZGMe|#uWmbf{oHI6t z@^2}D7XaSYk$8zR(P{k(^s4^LVTqS-gU7rr(o{lj#41unB3NE$~AmtP? z^iG>rJpFhLeOEQ;As1uY@FYBZND9STT;vD4R;VM}L4PYd3$AAV3#t4s&t-I8UcjY{ z#S9zBMQsbdp2md+?KSr9ZaS0p8Hw#sF4F`Yo@$)g3FHL+UPQz5(G>R@O+vLtbk%^e zR_PvWLv`#DSMSdHqyVDi2yLoo_2e)I5)iOZ=Q{vu{^ni72=)>EZE(`qo-xy^a7 zfq7qUXQ3+Epvf?tmeJ6LG5|pd#9H_UFkT9}@PPrx&JTw_CJ4${&5LT~N=W^H7pz;E`Z z_xb}L>@1NMkrpZG1ZF!E>C69zK zwL2*_PgX?xS=;eGTTx+j8M3pGc9?v8ao4S)81oze(Sy9g$unop1P-7b z4Xr18vwUndJGgX?(c7e!ibs>5!65Re*`x_!nlukD+4uIH#+^D7G9-iC>3bQ+FHwp; zAB!AtQ-o;cak3NOf=$5LoF+ZDF(W$+I^)`Wc~BteaJvrOZ7vA5%#*>^a`GItsEfZ# zqEGR2(uG7QODUR}cF|~tqdY-(_>h>r`UbR$B&sPXP-f|vFB1x&b{A<^k1S_X2y?n>LXJ-~V z_K`Xdr=OWSND+)8yp&VV-o+)%qF57u{q>2*z{g1~8aJg)k-Qg+HTu@A#XeK$JQIXP z=;DW?K2v1s1a|BP!KL_?`~Z8-W#r3iD1m08&Xu87oT~+FC4>c!%`oA#>BqHs(w|Z`%Is@(e9&z7vOn4;@Y$Ky zI2{2YxoT*GWcU4GVKTeX4RHPxX#Cca+5q4MV1;{PUD3W4+j~{Pg?{Se-P<>BmV$~v zMrj&I78e#-+>1sUc@P=qf^?Ki`JQrP?Oy9F`<-e|k_fiCXsJO21)E;05B+I`lm+Zk4jc^_^F=rEv!$S z62uua{XTn6v^|LXdW0~cH)I$qWe3|^ym|Pz{S9_?-ggigeVc{ni-DnZ!g_whWfCY~ z%avPsww+O4OV-WLj8oMy1LRKPzRdSt37AyhzJ2pxB(fo)q#)JxWCkq0{?+))qMZd1 zIN|avP3gu}TvI((?kdpI0&hu&oWtbcgFs@=6S~YZ=Axqjz5FoOP8x+xXd*?U&dGW8 zrlxH*`n4y)xtP;L!=Y#THYbggAEwO@4X!qi+B*F_r8gT{Sh~`29Je4bbA~v4p?4#G zrV>xlgE7LsN{y>z7r)qQJ2?QCWL(&E>}v5u-1rl%Hbr}1_O67Q?yxMQ@>SX0NU#?aXh4>I<+^oA_qHmH z3%g-qfc@K?z0|R)7D;y>>pg0;udlBb6iX29u-i16-B7WUf?CL;Nl2p^xqSI87t{mw z=p)MZkkyamYQ7i^IFuy@0*e&ovK_h`1m6|%BtYGl{ME={G!z$2f!BDBq%6cvP?0>W zNyTpdZLjJdy}PbNG*KqLD9Ons#mZht1-3!QY*@l1?J$m(Vt4mpB$z0j3AzMpN;*`! z2=9uQ_ZT7tQI%o{OW>^d4opD)y8pnB70hC~;_vQd4Z%PF>d8@op1>n@9r;b_+pA9I zBEhIebvmbH+djr)%du<44J|2D4A~DIbaV)`C$Q|^rfSno)gq@bhS9M~uR{(?uXz}` z0ZxrqtUcOVFckGmw#mxDUCXrZ(VD{ha7}AI7O-WBZ^t=|iYuf&@vB)iaC4LtUDc6S zweu0fkj_LAt{@I_qfcnLn}Ny5vFo&?U;Qi;t$Yt$irHH;`wjbUgm@&1jN!?#L0%c4 z$8~_`b$b9*si3@%87(g>v(8Ti(C*m)Qk8wa{r>e_Ru9pB?6K!WyD4(&=RgPa%vgKg z`#_;AxAIIHQ7ht-@-`w^ae)0-AA{G;RFs5dsCHVw%M~A>=LC6GjeZ-{kjiBtr=^0a<5ms>7EzkvP-NBfeR-Lt;#ecY@Rh zy4StD)X#@LeE86sAyGTwq$2t#kzZ|S{(0jJRHhvr9eyUH+2whtEk>=LaXU^lCS5=7 z@}ZT(|wOlA!LdZ{rMO&CJVZE9}$ePUizz)^2#6so}z!;U8 zEHa*}Sd#iS$UgO)I@rTEDz3VD44D4tn|%Z=glaa_bYMkd(+P9m(a3rv`D)`QwW!c@x zt`bn3us3CAB4(<-6g9p{$d3@JYG;y8M^|l}51QPnyc4QNJM#)WkCK;a$xMpc*U2xw zbJM1%Bi*w%fW@wY0I=D`QwmlE173J*8g6|8LIw)p80hJl>0kte^pSC{XyNekHwn^X zEJjfdkTmJRq*fmeTCH5`n9?Hj0>6bEgnT&76`|8Er70r{pfzG@=D7+EY?e;caT)-} zNMG#QwYk}8Tb07rs*P;hh6KaYN*jI-T)kpNyM0UA*%M@-lf7wmQQ>%3 zQWNyv7}EfbP6AG#AVLVxmDF5Y>XJ07+H-KWXQ#1G6>Srz4UPUGk$53XVB5Cp56^Cr z9)Zj=8t;i?$B-xMAm1V!-71y@s%62zaj@jVURrnG0?g0_f%?>H9sR*e^GNGZZ6nH7 zxPsRqqVdXr&qA62NR|CULpiIvtFl|{wR6v6v;>gFCZv-u>Q^CO>hHgR;&~g2WE_J0 z4xxY+#&u^^{Ut4o6Mz;$Qv(vcf66U?+)h7zz4fK%FgHaIz za)kh0V?+21Ro1=myGmA0;&{;;FdwSyW=~rWo7;$8LM&s(h%fgr02T=Bx9RhaR~2ZnxIw#Q-ox!&cb z0;h~-dN!@LrU&I3tK&|k!Ga!*da-$bvP7{{LmEVcGUqK=07Aq56S`0w#QoEue}Q3S zBw(dPtv`LR9ZbXfswiOVk>sIlcCz%TnW+`{@#%hijTq^!OSp$KQZ2Sc`-SQ;yS~E85zD6{VHLgV$T&SLNCIS0UBX7@%msHuF{0r}&csvKSG*X^L4fF0| z-hxxE7omXYQLKnum4;qMwun{RYBj-a+g|iES!QdL7yYaP4yy1Wh;@tq{v!+vQ2e?fFxloFzBdS zh;Sq~cb_Thj)_dm7Ez10Ij`$QP=}E|J0g5)b>y4<&*@p;IBCP>>z+7%JQ2IYt%`OF%#iGEbc5CY$GruBpt$$k zt7?G0(Ln#noEfG!`pqmsizdpg~PSpka{&g+3wF*ESQV3-P`$Z9$uJYl- zm-THPJa_<}mcA}*l?da=Fk{TYtOQ{|8;h!*G(5;rQ5aWms)qKYZM~X?2@XQHz6C7( zL>Lykm@u($q#;pCLctkp(qL=CVwwh=fe0gjCV>Y&K=Z9(Tc%VeUj1xlOzg?fzkml zgU^7}Yth=%wZMtj0I4n8m%IVK`M)DyudPe{M8E<u`pACq9)xuyI5C@zumHPPLA|0wJIF0@=?(h_B6x_qjW#)8A>;}I zXbfZSgWO@mv{U?<#+?k$IlGZruvVC%5+i9*WUk-ckPw}oiH4_P>{A7A%tZ(*=D-0> z!gL@lXu`cfHL3#m4bwvCijvA5%Z})gkk>}hh!+Ndg5-v}j_*CGH?GQIml4h|snac8 zygWVmfGQ(VRzVjOzmCJ?CzkJ#1`Ct4o`_!&IDJ7o7D{p&qcxJOxfh*H9cc zD{hccQeu!6AI^0`=6nsviC?vCc3QK990Q?%bmEW{oJT!?YR3a; z0_FWKo$oueQuu$6Q~tYa-^F2#lO_#^u&FOn?dT7|rUhuFpm~2c6>fAmr*uIPB2))t zF(d;7Uik2p79ryR1as{rI6AtjIs`&YO2If8I%&TViD<$*AnP6j31q|q8L2C7H*(5g z9zJj_@Ko!_Q6|d#HqcHgSdx&|XBoa+P9Q#vj;LbVxgJOl;dAov93^dPP?*3I$VBMI zf|f;LX1k~=v4Ru}DW}q+C}uh~6~ZL%2pmDHO?>R*JyQ#e0MuJS;K$o;{P|d&Iw4QY7usojE zkC0V~0#5_53?vD*23JhE7q2DcF)B4N<@ldNYy|&-^=uX4hx7^aqm#lC(t&MG2O*Ro zAee+p!Q6sr9?$n*F%|!tGXEDzya}{d=Za5!$pG6Vbp%&?9v{Ii`Nd|}tA>cjt;iiEyoYw?+M;MbGuKb0VSJE z1bgc+>8as$cf#TZcMp`!*R)(5Wck3vJ~7@vP^k;Cio7T!eCRWnl5=xi!r>Kpo!jkH zfUbR@{)Ac#=?&pQfn(`FC)pyvhLQc#Xzlzj?^`?4a|TG9iSZxWSq>5Ncyy!4d57iZ zWuSW2lcj5Ut&kc}dc-1A7Xuz+fj zV-Ogxn2AtthBRutrO$13wHuDZI6O4MdqFnme^3H8CZx*@#i3J?&^Ch&-D^ak?@kI2 zd?YBAmX@9kCIGt;6f`4q?T8}f5MmQ%4z0@t$#&Nt#PkXQ{5mo7qk@S_9zFo9Kvo!N zT^VJJjTU<@21E{5I|6!wYpL4nm{gxgTK9k&znV?eS{6^)lM{nh@RcBllVK>u9+3Tw zyv9g!Ld_4ssHzn;*KhlYkY5@st0awFo|2%cWLApsqZB&0j00N}t7G>zE9Vtf@e zCX%KT>>O+3?KnA2c;)kt241y*hKYud+RPNBQ#sed9{=?IlH5 z%~|<3@NXK=F^ly-A1J65=x3H2E8$wdot~MwHGpEH^vu`%;!oK%djb}-FI#+6S)_5) z?*3Fr8~5b?i(YH*UpDaSm~tz0e&*`l+aY@2#xDE-v&iciJ{Kos?>blApYFdXFHgECzbEk4Ss!r`H>kFkf+e198s60%>OMWT z8(rl6V8unD2Wc0?K#LnTwR=CH>i_>pdk?TGuPj^`V-hDC3ksqX3o0rq1nHolkzxT9 z1O!1qP(hjk0@9fnJ2F|NA`mJQIg{ z_`dz^z4lsfS=+`R@Fr$+PI*SRHTst?A%#fh2p;;9D~9&F@@gCKhHa{fBbvIcsPvgF zZha|ra@eGUh#d*sI#`dBK_vrs35D2U9hG7`>pZm6@=S<^+lr1aZgj)#1YY^lWs@OQMgI<3Q zkJDSU8$Z*FEh%h?qNh6q>N1cs2_RDYVRTmk@#IHxZTl=Q5q&OQC|c2Zta^9sk3t=( z3f|@#&<3REOL0n@57vWi-IDm1bigojT$9+X?!)iNn{%rq*(gsA?BkiM;^rDa*oZN| zhBaYVIAfL)s!v{tD4bSUjQPaAMo4;;Kp19O)rp`-SsFxO&bY=6Nv!_ivC&u6>Kp;9H5WYpP&k?6klWX{$NAX1Q*y`~ zQJdgi0)Kt|ZQ;Cao|c9*7u2FBTIKHmJ8eVw3<9wvby&MF)f$I*uu2st#Gas;p$D*V zKTP|~AFd;-^A<3$-T&FT#-1qme!&V>L7mKZG!1e|86?p7s1tHZ9#wujrI2p*hon!s zJ}%x3AnDo{i^H=bVPRoYNK*7YW(k}+|Fc%1Qw^jaG9RDqz=qrM=p!~bMPwR$*p00p zJfitnda0`VA2Eh~0rXG02Ws54iHV7udmrA+$#7#I@jEEdB}Adggl`7#FC=79_IS%ur&HxpI`Og>4>i8 z=EMmV&%O=jxR->)U3~<9F>D20YCUWHe>xxNSJUUcin;_xBvVF|CXpdMYj&_`*JYP}5hQ#0`J8K+rov?5oBJSH{J zk4t`9ffd)1H<+zJXem|YB5fJzeA+lHZLIS^fv+O4UITu41TYF!ZEvm^2f_!|L1&Yw zFcx6o>Z9z#{^DH!F_I=j+1Md&zke`Cdi`pheft)`OB?_Vi4xG!+DsgEQUu+|k_`t^ zldG1Yj`V{Na3w-*_Kw9DFtdCi9=TQWGr>ImGiH9Tge-rRw6t_r!&Nb}HUI*?$b3s? zlk>7(!#;P*U!>#TuEG1|F33Ze*zOXl>QTBCK`;_^96dZlMIfY*EAMH^8?F6Sb=Bxt zhvIU?SNq7)1EOPDYowb`?kGc!YBhl@mp?Aj=^)%`DoRSweQ!Z~P8Os`Qdl5@f^EnG z0wCEF!+8{eu0011Ve>GC%h@oe!*M)-92k(=iX-2D@_wxUUC`TZ~W$c(IdqcyFN7N{yMnqURvER^X9_{0{ zlWL{@OBaD4af*!$59foI>cEdnH?Oub#8%wK*E*~M^|FH9b7dZ7JY6NF`w(-Bp^75X>WxbU~SS01Er#+<`J9+4ms8cnIZ5l z#qHIZ0U@$OmRN#CxJs}M&yFHH1@$WX@Q)-6V+r_27($pgcDLU$C8WKihr4JoH*+h-Lwm`4jhDtt1wkMgK7h|QY16=9 z{&WnrSdADIHF|sV#OCbHE#b!8ZxR|y+gA$?T81xD?G5%n(RYRCrJsF{f!gHNL)-=7 zdYpYC@xFm?}2&K6`Hj=>5OS1XHSoWzhE+st>B2ZAkqs}Z@I)9Mg|d?pj|BM?=Z zBIp?|PEJ6Vw(wQaIlK9X+Gxq-h!)>qUjXkPqjQql)}FXr{Q72i!iwx*Z8_7%587%5 zQNAvuoRZclE?0f^Z|6Jk1Jue1zYw zh|@7FTuq1xop2B!8@Z|>q)f%q1)s|0%J<&XLQL=<#uy=OhwcT;8GU!&rk0_DN|+jtUf$YU5-|GcGHIJi<{3#*7-2LOG}PL;&E zq`+zAu4^z^;*bOmTbhQ=AxP?u@Gn-np80b$-b$KtIV&Kq|W=3r2>4 zuGu<`;Ssb!ndOHvv-Y-;^PaOev7T1)M|Kd7jRXZv+8o3rF(78Pi^;SeqhFkJl-iJ zC?t~VJKB=QSkoot!MRr>)qnqBqVM6C7v?Ts{ncQlKV|PDP!hM?C_p)J*QtjWDME(H zAHV3qYTvF8aUQ{0tn16iEkb_T-LykrA6XymnzVqZm_fv#@(~G3Id6ZQ;`n;_pqWrt zwDyWg<(!g(EUny+dxNeL-j;|B;J3>Gn>8j5z`(Kq>0_u9Hjry{v|CgwX307JWGDP`Ui$&vW5)Zmu#SMu2O__)+3WiMxuT-ZzL5*2R&U_lM`zdXJ7D9j}oZcAUMx|U5Z*M zX54kv=dorv#eG7$)%C{b{g-??d+d3^OE142bKhO?XS#KiJoY-sW0jP5`IOR_y_){m zr#%>9&6(% zU?8=U25WXDTLo<*D5vmYFeqg)a%UBnW#T>DLs*W_v2kzeghCp=)jgpjZ!M# zygofOZiCYDG1m-OkWTSCR%_ZJ&eXb93e*65TtI$T>GeNzaXv@MAcKUC`P6vAzWYu` zl%tUYvR3^bP@Z-2src7CMH~vm$keOa1Ez-1#KqT*;UuFIFQlQS;q}|K6@`-ikmp02)O;ObGIhS+JG=k&%_KQDG;lCN~TcFl0N!I=+j zYgM_d?E)S&E4d%m;~v{vMzaiXbYY%wdrR`Pfg+2 zO=*dCU+>d}B{b=vf2_dKCg*pw0S9M{jg2Kw+`oUH#>)&w3p>ER>|x^U@>3%&m4(QB zEZ_v{Lw@^5D>*sEa2`~$IY7z1KSH%-lwpK<4-L+rYIaFss~7sb1xaZLC!$@MSZNV; z*oNMOlaqzBBzv`rZ?soN8+T<=Aq@>y8xCuC;D>(Ft|z-r1)(7K_OSuMos!&&jTbO) zk8+13o>&TwYns{&}%FFV~w_nuwYxC*Q8r}C9r}3)nzWLk^UTD z)*sotl+s+l&n43NtbnW7q$As?*2po^m@bXeH@GJM_FxYur$E@6wn>37V`gT_Pe=6= zYt3glC5%7xn`P79;7}!;yZ-AwOD03_Ve2aanzy+J?NLhLj=H;RWkNu_XO1#g*A3~?fYJ2?DDhUIt-#fqA!I=*8V+!y@X(eLFkS;=no!cCY8>r)z-nbe z808`rX1G=Fl$(pJY|lhM^=ORqQx~vF<*St z(@WIk3?WZR9)EntqlA4tS0)V*iygF~#|Fr)HFxR3GsDdt3Rh|-u=(+x8V4#>3`tSu z1cZCJ-@m+m7dQob=x_JrG_@fU3;c|?{hc}8jQ96a zhc$IlDqErsaJNoc9p^f*p+eheSw_wlfy@IsCH>LbB{qE*OS8|tDNPvfoLre({_fcp z&92P#PqnfY!tZAd)@8+RG1cGYnrZbHS2{IH_i~Zw|CE?G;pX)RYL{yOKd?=qWgz8n z;CNxz1y{>U_lL`pI-Oht{pxxnL>C&+vZ$@{09+P91Err9CxlwGxi`Z`lm-z)UUS?U zrK%xvE?^@IpoA^^SOCb4h0VAGf6FrBN_2E|O=^66yj^pQrUN2u9X+Mf@J>U18@y8q8|tmuJ8C}m=>kxt z(hUqeWxE`?;)2KU@6nVD!sL&zA~WIj0ZFiFjpi zR4@$lO`42*rEnw1EAB{2rHYp!=aqToK{;m|lz;c#@PZW=BrJWexAOyIp5vtZ*O4YY zT>tjT!@Bn%N|XR2nIVG*G+$Zhcj z`E_Iju=ve`e!Fx;Piq?)8TD=5vu96cBVf~{Azpc3Y;-> za?zCvXbuaLq$if5LORCt)#4edit&@PURq|FH$~JZ*<33zf4XN?zF6YwmWcgJ*Koh1 z#Nu9mQd_d-nhcYkcH^qB55KvU)4TlbRhViHTd;l)WPR0c0i6zsX$|MetyBaUtDxrW z4Z)mLnHLosflv?=aC88cUgCgiOb8Fg;r_$sF0|DeE|&?tZ~~^+H>_W^>PE%le?oo>0C> zgVz!}-LEV+T);D#l2u~9eAAxdhRV7zYllRwCSJl+{{BkekYv;y>$>vyyGZ?-yTj%l z1x#=EbW^U9+<5EL6#zr|PZrLg3iK`ZKysbKd?mI1i36Ypn=4nH7LyIh(hD3wutwaf z;GNc+scEu)51I$mxfRe*-pM4E0%DyaibkhF$ul8!4@5G4B!D`C(oW5y7&M5 z9aVc3?%wLVrRY7$3wLDTtYxQHP<4dGSbwApTVxx!Q(q7?>oKT{**VaS5DiQ31Ju0B zI&eDUoV(GysxtNH@k`6?T6dkbvlyDpSC;os7OwEfSbZ$5CF`2@uA@cQCleTx&KBFx z6b*ga>cD(D`nn`qG12<`fS}+(9_v@i{}Gb1QLdV2L*U$*r*i!GyJL0M>u>|Ax+@b_ z1pATtR5KX}z{?c#>p3n~y<`xlBPQipJiq4Jcfdmfz*kpZ zNnkvLT`Z_sWCUvqN+=zHiVjuZN@zACbc(D|z-HLLdBTPah`QL6I*A^WTZpfqvI)Id zih%#9gIMNEC*k|OqH{k^3MIGg`_oQRckYB6xftr} z_m3~eYzYAWiA~p!G4Ndpl_mI6N|h0U$0OmNFhMdmEgoxJ3iFRkW?EOsUWLb&uvRK! zW=7W9B7KZF`QQh;2S2P;DjM-Bg=>n37S0$H5tSpOki#7LaoH9bh0%se+u|g;=+2*~ zkXG;Sb8ebyJse8>l+u9W?DWF8 z)yifoSQ%es)P9%k^)}hLD?(4tFngDmut3Ir2?2p{>F!yz3I*o2?x`m>3vE&_mhVqA z9qiOj-Wc$x+~;kxAm@&|tC{gzFKAv3XE+#bOt1^sF5n=T`)^-E%9iokr&>Ns3PaFc z@!}n$`tE?2ZG-#x&9@xSs$Z|=aFVbmJkFZ1O0W*s6D`N{W)#TjcqmG%gScAj;F5y&sS+V1QSh#17uM5YDRm7h19N|ujz%*=XHCn=iCpR zs{Fw^YMnsKeZZC`Xt?E}PlJ9BWMsE`|J^Hywb}+|yPOcF2&7?iZ#jXbYeR7pSn1L0 zps96hq9qvcwi3{!*Bu*r=iow{9@Z8l5q!e2E#Q0SzyDY0Zw1fj`-R_6qq^iE+1_@nj& zihC+fL!GccgF2P2AHmgZlln48P#Zq~UBCQnwC=^5t8{vHoZ&Mt((2E=AAw2J6n9no z&=$#?g1d#SJO>*T?ga4tMe$7CRQmoA6y8^B;L;oI(w4D62Wv6=*N>9(t2E?OYFX@% zg3eZH6=HP$e9~5whjQijfCro5!W>)74}7F@34OqBjSvxEUhxi7pBSJjBS0tqOTE`< z@R04nD0DixyP)~>>odOUBYQTi5)xG}#)AysVsPkk;PDMwlBv@1W*PzG9({)l%qHIf zotP9jpcllj8hY2M-TcYOC7^P!>*}Iejtw8Pr|y{}J@QSCZRfu@>LYJfaq=lhU2KvQ z47PZ2l4FG+&HF9vd0+k3A$ruX*}2st^x7T*TOezbBac5@Y*2xMr44pae>81TYsHo+ zFl)K{$&^uTQQ?p1d%lV?l$!M=V4@Y1=(Mp?+I3OrY_*K+N2BRABvPn5K5j#h?LX1A zXC4z!?5ZHC<42Yo9M2r(g@4Ar8FEv74b9 zHo&S+J4aiF@(;wx@I6KLv>dXN%B)JXf*_(#O5Xg{gR{?3O|0A4{2_8BHY|U*A0+^0 zU3w=EN=(XNUl+R1_z|5$WCW0|oGb1s%y@QAUYHN($bZDA>R2&@lQURn6KM(TcI$&t09NR}(3rH4uG^Ke#JTqD? zLJ%UA5}zssr81Ak5-;L zGI76jnOhP1ATuFfW-tgdCZxCx&1-zANVRvEbemN~2qu-N(BG^P6olq@5r!^#(ztBi zF>H`56w4*c+`2g-(Q)T@c^&*5r<_~h8@0EA!Cw98@X!AIvYSZ&pKK0J+z!gt>VzdV zhtCNtKDW%(0&P`<1ORra#EkoZkxe^ z2CImax$*JCeJ_P5zk`X^IkSt0ho_W4YP7jh0yVV}Fw$)qSU;{qffqjJfD;-HZ^4if z=5uU-Hpu4KI(EVr^%-K^KI!y$_-8EHUgi_^sBtqVoe0Uh68W+}iQeU2W9qU?PQ}Ae zpIOgfTpMGg%`Z!0HPrHorwQAh&fFp=wYSLJb&c7{xFa7eBN>ZbeDn?k2ZkoSU=*|PfgBQ(`W6idZfGUw zrJHPr{KLGw{PANStJFI}*uHZcwxV$r6hRdXs_LtxiLe6+9l%T)GInY>Y6qC)$n3@F zs3!rpaHmDfeHS7wfX2{sW%a+1}*Nj%_D82W^ZKbJ4iwg=rd8FOIGN=l~H3QbqfO~;=j;#PD7Arf= z!=}k-1;#vG-xf!S;Z?8UX|J^XzGSZOa)vqMTX*~RZhrKBP2DTYc0OAqOWt-GXz%Xpv>n}Wh zt=mVHj5SJq_MJBE!q|-UzJ4I%c4}Ah#-_WH`FX}h5t8fD4$o{-nJNFes82)0pEmNs z|EL(dMzKvSQx$O3ZU$b!0@+ZC%Epqv4*$x$yAjfcj3ed1^BAC|P?uG*^+g3pHrdb$ z2sl&Z9`L8;7k?r>8;r2Uq*1^|k!Gic7!q;1&4-2bT@jra_jS}eor)gsHot!B)@I7> zA$JJ4b*tPs0(qesgq3Vn8oDwqzjMdHxyKH(kck!INAf&G7{ww;S8-tgWn=&^G9k+L zzkgq#%P7#sj;Lg4^_Zw0oj2lyiCR1G#-J2ci-?U~B4M#FvQDv$v5Fo2(7r^RupY=0 zRBlwgJ6O6lpd!X77Lz4n`!caQgSbX&X@n##)M1wSR&B?D{gEts50 z&Zo@+ctF^?YhgOt+C@+*nxVfG3FRIk%mIy5Ni)hbMb|L|qN*D#(siN7$`a5`0YE?2 z2@Ctu*44Rrv-~YJe*`HqX6SRd%*9V}= zZliJjMARA3PRihJ%%VL8kAIj{w?0969*U<@(4yCo=OVCVTXMrB7YNI-Uqo{=KwE&{L z4?V8E^p=fC#Z(L)kM{2%vRj_4}l$?i$p$16q;)L&uJ!6D9yEf z87Aj1M0F8VrO%-$Re34BcI{f?+aZ{@uJ&-|A`%z~ign#qFjPwc4S03qaWy%T130Gl zv&!MyJF-5*wJ~G#-_=|p?vTqjOpou91F(JF#fV~Oca_50LE9@RIB9!uf+oFu;V?VsW#h* zor05C6nHZ%pkE#g9I>hh0Q=9;AZ(j^m*qxDi2)Mf9B=Gd!eYPESN|0D z?i5>JziS-%hCgzeb)+EUjh2Q};kWtAm%)tWi4-c1|sUWFSj3=rlCiIVX zhK@Bl*^4juGKh#B!ye~PX;q!b_HeH7uR$7mUy~tVbm4N}nn*J{=Hc^dbz-fm%V7p)BD;LtNe3J; z!>m#tbK%Bm1tT4k@ck!UYDA1AITF7zon)&Xn7#(7)b7pmRE zAI0f}H9ZSgef`Gtx%_3&-0HqLNYJD;B?^0~7kKzb$ng=r@$Gab3Js@kNXbWv#3~YS z@}GLP-7#$Rtf>3Sq;U|AnJahvx4C69s}{Rr@?eClL)f~7CeGU9<{BWrfDTJ(QrJy5 zW54wjSaW{IJm5N-ad*z~+watMgRv7#{0oze|29X`nMh0y=(-`xS6}q6bc4hR@i>5p z>I-S@bpJ@BU5F`vs}cEiYJW2rMHPC6JyZ~26FXDPj$8QIzrP9tllDd{==YGE5aBU= z9j}SAmXXmipe>I(r;07hD@_pM8c5+w$yAL&W`SR!VlsIEA*g;u#vdgId6bk^L)7WL zPPo48;pG&*P4m1De$ofpQ#R(c)I{}9bIyHp3evuD;!2So8vR>iSq^U%xQufjRaORJ zdr)h|A${CyBTs29Qu(fX9j?1zeh4Xdr)Tk%mn zYKtuCyU}0G;=v>DLk*~tOz}+gJ!lg_X(;4N6V=Jxch?{DY;j&37MFNWb91u=vXH!5 z5~S+70l97BCo2)(kw}=hZToq@{K3LloCwuay%P9Qa3%BeR4$LH3}jtGgKbm;i*1WOH=P3e88$Zqg#W(Ec5f zsZe7FwvIn=o95XL4qcOJHb6jh@1aHtH~p_sv_l;2doj{<>jYb4s?s0DJ`I3|KGVB< z>iGV1KXm^p#dReyKAwRup^|~b0jb7S^m$#RN{du}R`Cs!SyL=ya&qzzFD^Cwkb@Pr z8Dk&l-tvtc2+OhQ&;RRb{PmG_9^&O{9M`arjWR$afC?Rj-9|w{Amap0;5i|x2?cW1 zKfkG!Knf|1IO#jmxd?@{JCa;)kuv*2meYmQA;(G{{7t&9>v~oebnU?1ZG6`YUIQ5a z9OSBN`BGTUq;P)tfEWbB$)>;U-8!I60HOL4P7Gp2@g1xslO~ukI5?i|qvm(!Y8+1M zS|-0WQC+P#BmH`CI7j_+SQNS$uj68`?7nG=mKkD@xzH5Zc<63c!j5m8>`8Bd*`x|y zEKAsTYuf7^@-dtr=SOA`k6Oken> z? zj(jBO2VLh90D{Xr8x6hdV#NO2EJ=63aWYhQ$IfFfZ6^a+bpeia7c4-M5hdqiJ=apC zavSK(F8>eg>C1zD_7jEjZ5WTtM#6mR#-MVsaoYOj2fqFw4D?s}A~Lt=x?yEFM%_F0 z?!{F_FHg2^81faH^!l%V=ga5yQV3=me}daCvn&86fhp4^;f$^i`aOtVDiD+LZIt@* z(_ep(6F`4@$(GY65t)RlqJSj$!#l6x5Dls~c@Q?&m*;VE>;HJA2e9u{Lqmh?M*1FT zs<;icR(XXR&K6(-&#cTc05m|=VD29O|M4a$aRo4&*V>`jCbN%t4~tn!sFH5iFrHYc zy7bG7HO{2n$79Yp!1&*9^BuhnL6zjC3aN3%MU-yJZC<$N^2Wy>v7m;*(=2U8uS=?U zLMKSFL&{SXzb`F5zJ71-yN_);IlS-6W5u%3KB_9KhVVYJguW9{lx5wp8Cs_0SQd}N z4nUVsFkCDOqfvauj{mk_v;Tt092&Qs7`J8^0PP6Jfm}LQ%?qkM=z-HpWXb!3tyFRz zv>__K3pt$lX_)C9kdhk`icv2$n)L-Qx!b+ZDF8_?KdW>tE6Y7 zueuP;{&Tn1OxwCT`$!_S1vXeQ#6u+8K%&^mcBHcr{7b39*FW!RUk?OFOe$S+Gm;`x z^uQt)2X2vp#qt)$TPjt^t}^A~_>bSEFQk9>Pbpu^C`10MDAO445hW!)Iew{9@zWn^(Kd|`u|9H_Wi*Nk>r~mnJ*!gMP=AU1l z{!AUU&wu>}ebHM8yZ`_E?*H5E+K2zs9TIblithh&WoH0Q!(vLM%fci#5Q9y!Yyf41 zxBx)Bp73y{$=bTBE+wCSWKY3#huv{ilwY!?-0(_CN~%2-kL#lR(T5r*_mFPC-aduUu-oJS_#@Dh9x5o{n^*(eLD~KL9ROqVvp5n ztO_fN?p^--prxPrMC%<*viG@ve6A{~fZWFA$K?uJsO6mn2wdj(vkEmj$n`;VOj5^u ze2)&UaV^&exPTgDCMlp*VKRXM2uYhvM}$M$RkOf`&U%je400dhs0)5_5D{q)Wi-`E z{r9JhNH#5TV*UR8OA9MbxV6VoBDvohUR__(F}X#JeVg8|pXcg0M%6E|dnBtVMpb7e z5Du>hdGXkmB|u&_Rr#a{Cb*gEAre%)c0s0qZqY^PnX>>?PD3Y=i2h&~frDfWBloi6 zuR;+s3_%P(MV9N>fei9^IObl@u&*Mi0eYRkjMW3*YS1UkX0SNYGj}6&pV~j`AJJY3 z^0U%Ppw(>5R3aZyh&<=ERc|~wx<`2LU9HBGVs<8_wRGP+!zT|J5nIK8#42UZ0&gL> z)_(;yxRxC=01KA~+AvJD0xp?HRB|}k23(59J6yzAINTkmHDCg4P06@gbvXit3s%A8 zXu)&nMqDdBATMu&Jecx;O@ZpG7qU`Lcx(_suiBlf7Y;OPwg0;p=MhQ12 zih+_c#sJUCLnL&^RH`{0yof{F87D)iqTOBR7SA2a8ZS_;kDkVhU~US{M>@*(zLEN| z-M*2kRnRW{)HMBAGtLcQGf3|J;jPIIhHyrLJ8v<$@!m=(UYcE>Ydd7Nvc>UN8=XVx~Lh&uv zLrMK@5P+*L?LIm}C=Zc^kT6SBVM9!&hKFr1hCTfl01A$<2pPD^IJMDpQX?9ufzP!OYmDX~MyK!0dHwz-QsFqi)tfm&o?j5c0cfL8LUJ?2&L2yi_H;B4fdZ123eOqAs2$_YSnMFnwhnJs&FQYPUs+@7$!K5R$H-e(mlvm zz;XWmv8ZQ8t*HRt9_aBX z#$mW_jU@4u#y>`V&xBCyaTbx+h>p!S&R2gAEGiX8?9e6~djjk`foq$39pSrC#iEEE zN25T`5WHOz=v%sor=4!Ff`O^A_j8-^ES*eQx%ZD zhFnpkW(gfc|58&p4ZV@6U=J$)@g&Qb#N}_L-9kPInaXG^Of3)oyS*i1&apE+(7Z_W^UgBaO}8EbS2I za8kl7>Fx5KIqwl^_=HhlOUuWNd`fT?i7)?QZNvf!{8`lQh6w)@W-E?12Tk)NYrfpu z7$j_^i-*t;*Jr z5AK7=Ogdk!%yS4PMx2W6gWh_=XsA$o@zq}igoF=?&yzeLnLsffU)2ns?CPYgw#~Pp zwubwSBSr+sArGldI^|&l=#r3z>?Bfj@z-*5Y0_nQQkEBqrJ>{rWzF@h~^ zCKa-92TA0;D*9=4~&N%Mb*sQ?Ot=AbI&KuJFEj@;AVaoPn{vcu- z5uOi?9SDCSD>%t5_U{u8RXa9&7l}T=b}r-OB+QC5qBuqM<>z}#4+jdNKZ!DoLmgGr zas8gVMx8vIBqM)|8;U)osmY1na2D)4Bo8GU0mZYtj*#dWg;HtMJUgjFg~RDYKqw_b z^_<}A?xmsDJ@F#<&OO=04u8aX80u^zhpdwOt3WRE0bvXs1T#v;NXMx8+o}>y*jlRn z^NB(4zJTZiqTIlVK-pV_?UsvpeXuDCf`UToVO$i>VX*~U__G!|)Ugv{;FaN<-LV-7 zv=GAvT$IiG(x1b}`jv-%L2b4#v$NwS9^^o4f_CC_GXN;w0p$_0;z=*TXStU5RmD{v ztDET^MhPR@JCN633}?bn4-N2iwlxQ99QF=0XRWCzt%MvZsg1*=u6n9u_${5_4&?d% z%M}$!i4HLCom9$N#TniCQ%XQw)$2EJYUDf(D)-hnsM*L8w@eC_hCAUQz!5>7#a9_k zJ!>h_E0J6GG@>5O;3n<+yKLEbkJFkv0Cb=dx;%59%nG9LhrK5ICW+G$|L!JRJr0us zvC&V3S5y1KVp>b^v|6-1LRRdw5jmGbf(smebfwFn+95=4qyDYcq}GH?hXpCQB-qXc zq>#Z_Nup_{iF58N|EyOLbiPe7No;XRWM3e{k5&W$UKB`8iU8!O^F$%~j7>^$ou&GdrT}d4 zWG(9#Vxs336+Hp8nvpG@JnM=-VQ~r$lQQ@G&4Pk33SgEUNRy=YvNc910M8VCUzlpe z^m{L*i?~l^9$hV|orqG70K*KZQ~F*Dn1am48i%UOSr9!Up>MxX0CXRrC2>fOqdSau zL#0ggjC7prcaZ%>7GUZl$}kepQz~kfmN(eg#(n}QuUdQofte4W_nv#EL*k@= z+6l1)pjEa`d5t5v?H>0#-E1!hCny{Dfkg07Gg~G!MGb+vo&$9hAL+ z;g_)|EE7{d7F0T$Yankx?W~KdYKAW^X1wTqf zWRn~oWDX0*Wyq1UEtVQRn4HV}eO)z(&Shlzk3EmGgFRojx2vEwMNnNQD#~_vqlIJb z5@@<>NosBJBa%M-9xySkJhCD%u3D0tES&j`H<~Y=e*62mHdr7h7CY=2a0mFC>DqH? z=jzwu9F{fg^wYa!GmhhxAuJAc(aScyPd}IpWx+iR#LY9f#+iJEXjCjEpEgoCJQ5Y1 z7=-he`~e$(-x?PyTjQ_{tYJ#IdQ%(e6;GfkR5(|9qR;f!uzLy_aZ*R3lz|vsN?Gac zH9IEe8@u~95!JctdcUH}*3#+J~E2E}S6sAa@s-7@sNT$&;IYJt61EjJGs=jwST|5%Q0kv;mMgPqt#hgOwV!1r`kML=j%csCRrpI>FZG+Uc=sr z(t=FW0Yn86>VRTy4+TVVbKEX@&`YSXDC+lAN1N%??Gh!ig-)bA0u9JYG9DM+uOw_b zeq}EY9N1KS;)xca-uQ$fK6v*{!L@7Sepm(Ewmt(exCrTy;8B>rk=zUL$KOTnq)NYm zHP42v2%=ShWVh@-TGk8UPDz6>dpAPMy_<8tiy>t?o?az(6U^-rs;9xt1W*^E*uBxq zV2VFYovDBWLvDDQGI2;NL~yLwcQQuR`XuGq%~-&}(3_lii}HsH zEJ-5E1rW}4^mHUeQwjA9qY_UI`p*6_3M15_jN0B*%M`dOBt?aH{;V)FMrsO;sOM!% zy>OUAnwTPpEK>Y^L@Sp3k(#s;W9)_`RM;#VhfAVcry9<3)510MNIj9jmtxLE);N=2 z7uwhyncS&0XDNJNbAL;Ht%qgf9%PnwHhXM+^^8w<(qu;Ly;dS0OPeJUCm(c?DI&8g zd)>ps7l^RQ$%#78XZhrCDLEMrDmIBqV=ytC3v+Q!{IeBOB1?22FyiE-JEPGO6h!uN z9hqV1(?R0MDAe4CCW4bQ^yw%3B17+l0QX&Co1=_;hh9!&uK_4t*dGf22Py-zZ zGW)KMjipPn!y6u{Z5nnyjO%&!EYVm+TVG$lPg2U=C^JWLh6!~=$Ud*_h%*xd zsoW?$a`{-mr6fKmsRsHS@h1Ayt#@Lj{EG;)Q95EA9|BsEcy735*UUqUjYs9>I{UzDdaJPMQ6~&_ zUS0fz+aIK}+^@y~`RW3ke`5ycpIR%{u^Ff`$-uOzO3S;aoc1Jk6n0vDlRi3?Gi@^? z=!dO{)@}W*?_ix0rnCp;BNRN34n$IuJ@h-Sb_wWIWOliECa$lnz9^mJ7#%kF!E;4n zVBAXks#-bd7^x|bzDKyc{4`jdszmrdZy9wVAXawl)qF1o$eB@M;7QYqsuJO*>})$9G0D&bqD63#bAEs1 zaJRW)QVjTnbc4p>p*`3xs1+A6@EAE9vlKwaMl|W7#yh?rRmO&#_ao=@C%HGG@4l%} zbgD*FLU_}rl%b_rBYoc(lt+c!s@3Nkj&xqHV+CX@p z62X={2$efOG&D(egxa~0)07%sRE{k5f;#$`!ld4T8n2SNp)qX_cg#NA6MM&Qng4Bl zhJ?0lm@R>T9RQA%&If8^RbjWd4ZGm$W5(n3m8HK4y86Q9$a0DDhTKMD% zC+ZH`WpM8(6iK66g8V1a(H7HvM;oDKDXr_1%1c_|$D=+TdF`V5w~l0X)zlidIviAY zLwPA5_*)qgA0XKka`Vx!wiL{z75|3M!L=BPU%e2Y$Wv%2huUzcss}bCtmF*jC#3+V zBkyo{m^B^TmxwK%)SxKZgYYnVhT0I)c(-E%yN{HKEdj;>HV=o(Pk1gOG=s=dXoAnL z7s{5M+7>hCDo3-MZc;-C>XQbK&6_-v7y$m7AYD8^YJK2y6;XU-OpetM>3z(|NH&F& zPM|2347@arB>E7|XB`4XH!Vl9z3v}-7jtHwFU<&oCR8!;ts-)>zq^TCkfIHXCTTD3 z`!h&XsIdVJNl4NMzKLX1#Fdd99c`2ZDC5D#2tlWY)%tZ1PIOn`r0(a#Z~_W&axTJ5 zranpzGamdV`m63_-hM~+I6u3XXuJ(gxXWD2qme^WWu9^g%n}Bpe{^o-Q$y={g(bY= zRGK`~>vV1LMK?+(9g^l6!YfYw4W^7r1j1e;@+kY*Kr{=m2Kt(G%EsnI1cRj_XF+Ek z-4&QMM^FnTnOp6vauT~5z7*V4@uim&KaNTZ&Gc~ucM%RD<3Sqqvh8MvyG8y^=tc?DpWHSIuM0bxfGbtK~KQnWC{FS3aU20>)V#B|aI zxF|?Esq%TPJOu*)3uk_kEf;uV8P7IpuCtB&Q_)Nq)~HI$y=204K=Q&1IK48?*@wt>O1>bRZr>2Ue-o~7v zgUhBH5;@*IpO*8B7U7{xRKO09_k}#B#*1v{6HE!E$gsux_rf*=vX$v{`Vx(C>u-BX z(RG=fRVXDZI;_DaY1hK`M0h%MYVGUfDHuLWYqL<~4fwSHoO7_TDiz40q33&KBgaO% z>{Ao>Y)>GvQc%#r3H7+QjU#f?W7*hgUdr)^EyHPjx^6fOiPk(}d@q~8s@-Zt@{?+3 zINjn3EkGT#ZBTFB#~aZntMEvs$ND$oj!+)m8nKi=q5KE|F$`_1iwKJ(C+SB=D0kuA zk1Aixlk7*jB!I}9d*F+b<9R`43%VsL68IZm_vsxRr3nrZHKneK3u2DjR5oXAq8Nc0 z8R~>>2v4J0&S*O8;ij3qPZV4sxENE6xgD${#Tdg?$jqmbP(Tr!852BxjyicU+6alH zwX;J!Eh(378DpM|M^hPRF#qXo;Ek$+VifFZgFg6U%c zYEo8u>8EIu%Dxa1e6Y|%*e03>%cIctI8Ygq$*8$u-HHK_l`Hqaklkt|c5cUS-xu0i z16B>KOtC(Rnxsx{f_8aJm{$`uM*Rikr9cZ^IS$lMfsRfJ+Bu_MKth*@x)?F-%B6Ua z74E9{ga9U`(u$#OQ=(|xbnzVyQrSN?m|GA4$(H1!Wi^E5ZMQ+fTTl$HdUFpZh%{Q; z=yeSPfY{Py8%!p7jBxJly+~&W!X&WTLM|XUJV$qc9|t=A2?1ELj6eqg2LorWzZ>7oQ?Vnha4SZYdikyESQJ zIJ@Q;)(o^MVkQfy+pvSU_;L#}Vhf;YT(1zb>sIe?zi0t3F+G+SJ@$Gnfd?mou3+jv zyHO$6m8`Zs0fZTOxfl%E9v~VpOv|2V!K9nIdulj4_W6$9ed!k=mnchXu?yZ`MWHkkK9d#TBI(dfd8I{VR zsnoYvntF&|Lt5ChL5agj3tPJdV*bqvCi)06sr42OR}wYF4`K(MG;EJ-EIFw!Hr&>i zn&8QGkeQTV!A5uz{4*=$k}5JV6)eh#729@*SkEXxrw~e})J4!nfGl6!gFtDVE9vIv z@CJ;T0X3(yf4qj;EUFo!-e(tW0F1tW35;dXmng|9^v|JQ1NpV1+Yo`9aTpzo9op}r zNoBDqAXqft-Ci5H9Otu`QYn-j7!5pl3{6%K@9c%|?lwz-eVi=79TyPiXv#E1rg%2iO*|S9oEtXvC;&_jq_bo@2z$lt zN@0V_?}X^m5WdX;1s z?3$$dj4V^JFVQHCI;|dL@{(r-pVi(~H6s$v`_RL|vc0r;sbLTZF#&1|`Nb$)p^j)n zpjPFUezh&Ac4ZAkaFX-sO$fGhP0L0YRlzfsl1EIEWp@_i z-r7yi1s!NY`(l-q=&{neCr|mU_EtzH^}kDy>YxS>1iMvLfXnQI=Y`#pW|29T?tQp* zK5H?=%|@|Yfwc___33<*K8_$n&Hku+4~f`@%ghxP(ZjK z7a=~Vg~~D!o2d+EqU=rCKjr#|W{MmZ-mV56f*>Gm`uya-? z>I;v`7Fk@f;)z}A-`$)i-@oTH0j-PUB4zXj+q7!6FikmJ{_K(e=U>NsK56ASzR+ zv`OwD_z@?M$bfv)>B!@-kO{aHF2xm+m`eCIurR9i;4C5|qV!{wC#0*m|KSOR@lO7r z>3G#`pR)xh{w+Fg0_@4fVS?JI11_F5Z8|6kDcK~Ih7Y4YQS_wkZ4R8o`4cT&;6C=G zMRbMc1?>nz?eh77S#`gaa`%ZvjSb_6DO!54utG`+W2ZiWq{2`-!hOM4&#R^3ry-n% z&Fw%-$h{yh5Qv<%1(f+AXo=MS6(CP%pMy?-tCc3ls02Qsu0 z;+JWZ*`np4gV4OaCjd5b&MsvoYM4gl967UeC&Bre!i7n1s6N}B@ELRi7<=HB!C|dA zO*YW!VQiKudU9+nLWz;t$^;~iMI=9T#eJhhjgKZ^kj(SSa2@JS`f_hDMSHRg^k!1e zzv6_Rip4qy4(X(MkOhYt+Cp_9lT-kl_*i9>0JTUHDwd;p3u$;BNjno*05crWNKRKUw}8>uG9`x!*|p?! ztzL9KhEqkbqZT{VB$iC0A3;#0)9S83EUp-|)*Ll2FhRrN;V%QoVkQt&a#@k}I)U zba;Tmx$5InK^#vp&OlCXZ>S|kH0OLc#@$Jm!T z0Z;*&(lW=}rcUq9ancN6T~aFt5)0$e-fzf8Fr@LaYdjuT480RSj35RASEg5gGD%5H z!nIM9{eh~unB3}wAE++@W3Y|cFnp^Y>3A^}6(sqh4FP$GD2_t_u14w-#1!OL)E$C) z&X%l?i(qqC*)i4VB(RWpoMR~r2K9hPm;Wg|@@f6BA+@VMjn1s>8K|!xDr;<$j0eo7 z0Kts1Jzvxm&s9o`4TDG4{Qqk9(?iz7UW1ke)P;;{HtHsf$^>Q0H83m0C=v%pKDM_} zY#lgsA7sw?n+}}rV{XoTj(c%aPu9AEC`^)eQ|^t`e+?ET$gt=L79fHPaH^dzE>mJS z|HC2<$7~R()bxbT1wr15elaVMR4t?#&Gv2&jiB``o63X{ht>~U3y#*|Q(EwLskcyn zY{766IA>zTey)9ZRsF(IGFvbisgP{L+B-g)3U z%#qU%kyN@{aK;)P3dAca*SZ3GDt2`sFXRcro_M=G%*qtUARz{9{_gq|`ozOmA&$M8 zdPTC+SJKh~OWA>|R-R(|Xmemgdepk=8nsg;c95tr2>0UH&?gq?U#~(9RbmTnS-T&0 z@rc?4;W_$vxKLW){j!k|Cnybrs6O7mGZE+rE40#G2-*5FDijDCK}Cp!e<_jAoRfK6 zc_>6k#9e~ba!W)Z4S3CRbQq)d3X+3+Kz>^6qw9xejNSQbbjsGi! z40O>f{*&7x=j?{JnIv>f%0cOjhF~K}tjvcEC)+=vA59x#h#y5;U^ZnA^Z=-p3K{`A zkdA{~ddTF6gv9=5S%wKOE`=o=t>Do{B^eGDuS<%lMoqSq)F2ej1NyJAsmj0Kywo)^ zax5hk3;Uo7BFwNHk@O3KaUshU$<$>)PqI5glNI(Zzyw6+-cG_Wh=-H9-{XnCJSBU* zMyd!5hZ%#kVMrg38b0|Sypb<24qG5e8sbynA}SU5N*T(oVE}NOfmqXk}P7C z>G)Zfsoa)`D?DnX$&{awe40>tY)MT=QvSuB?veWkGSxjOGb8yP9j&3HL}@E&v53EE zH_VnLQ#$&+02~j7J{ZI{OL4Mak=td-cnsm+a9Wm$)G&9`DJ$|CKV@c&%5U&;n1?A zqA|Y31RchV`k<}*tGhTcY;L0^lgoPu*--lBlg zg=FRE=Fr((-B4Fv)-2rO6;ln;YK_k}1RM?yZY`We_suuoygn&&B>Qsrq(WtRc@3Hb zt$x#!i!>@0!92~u<(F9GJuBj>62PnOK#!seH$YM15$=M2XZ=2jt&_{T!S)@%>FC%| z{XObG{c1`pW!rHX@!`jOl`ZRVimH~;5^W`=UvYw<@oV=_LtAlDA>`@jaH?t+P5{4S zD1!eLmy}pSfJQF*V7HqnlsDj{ZuFddh9!0T9H^21{`&J5G2^%N-9H~R6nGWD+^o4` zr|`OUJJIoF9||0t!mNmcERAr2=jGK6Jx-x&LPyQbt)R3-|Ek|XX$!sUGi_gn{2Sh< zJUa9mN1gJOUJ*4;1%AJ6*8fM>o51Cq@9+OH%(2XjK`|PGF-3*452?gVxU-asEGc7` ztQATLqjARWRvKFir430!qzscKOQa-Q47ppC7VY{!Uw6*=I=}xp_rqh3GgJ3{e?Fi0 z`?Xxx^}62ey7f(NtNwH&SUTHhh*yo**PlN=bxBCGiz(R`+@p7P9o{o8yYIOtCvMyr zrzq35oImv7j)q5Ah;d|JkE6vjUveC4k8-Sv9)MHr)K+OvFct-ZH$mAEUD5s%1G ztCfXW0m;e9_eXL}AtM$^4CA!rc8*(iZszKXvkJ3fz*6=dpBjyUi~H0+%lMy2W`mWX zq$mABgKU*&I5~EB*RP&YW^>fMVRBnhk#88y2uo)^LaDQuL_pE7@5mDaoG+<)2uZ7Z_Z0+$n%ICo=Q7;dRpJdaSL~ueW;%Mj0`rW z`>rdak0u@#&qs~aRHT4n=`lf0fu!>}#!|YK?^fHj1s~#f_;A02cY0lXc9Q>M(7*qw zpFdBuuTp@}^UDQMDh%DMH@S$0zJBJj*~(ut1Z!-o$XahgRM6j@MB zR~_A(kH)ez6zS|2{_g7WN`H|f2kdh2{gHbKUi|{q7m!;Fqnt?tHgD*`__^1=!k~0= zZ>vDRlsN<54^3Hl@tLtlSttZQXBO)!IMiOZjk0VJCt4Eu^zutCKSNCFU%FLp@_&5= z*SANArBP}`HK$L%aZAs+Tc=LPWF@_P`Epf)!#O@ zjFwe^g5S(tr8VR0dmZ(LxIF4V_bqs|CC{<%u3NG@HuU7*TH{OwTD+MmWqw??-|pSP zSYP`s3f!~|bsskGD_m%IAn{Mc!7`mdZ!bL}0Em327$@ZAn4Kpt5m+j?uH z&Kr1hLEK^>aBXD#r{m(hzxuV!7hl+M26KB2|NZ;*S$aqM>!&3-qqmEidF~|V@9M}I z;M{qmms9?KRlvV)iFr*=8B~4Yq(|KP{rBI;G)qEQHGa>YJ*$ilkJ*@1U)Fuez2J@b zMh>kk$;lbE?A((|C`>&=!%4mNM&2-wBrYsLKX8C!m>H|-r10rHL%nax-em8>Gj|%k z7uMX}`RATwqGe?bxauB=1^}XvANc0!sb78_%6&RA+@xiCLqmhs*I&=R?Z0o|)Yt3j zEHyL?b<#{je(%`Z8L5i$!&mz*yuDDk{l%>16MF5H2t&H+vMz-Azx;#Cll1R<@~^pU za)ah~-}TckF$=i*Qm^6zwABB2+3DB?s&@nM#)6aC+0*}fP(;NYDxd&=Z4 zo_n_XARSx?yJEbOZ+1Ux=KXg(e9#qz5`>GbR{?^nr>h(GS7FrD69QEGf7}hSpU2TvkV==6cZW|44FB2#FAPhQ zu@fe2m(!cGU52tMi8qIbtsG4tPubbFRjd9VChV56;0&B2QN<7QFx59nHrtB zsJzAa+;)GIt+@ECO{-S-E^quyHo?JzeFAQU0ewzG^x5~_0S@aG(+`5^@WYe1jp9uP^I8lP`h0zi_&pmS%-+wpBn`e5;`Fd(R>9W0+FZzW(>CSC#a) z`|hYqg5d3krdvNPUj6MT8$OxNC=-*xlhxI0r=NHj*CuG)CQnZHJ_#zF>Kre-G~ca& zA-Rg-)~SP*uUd7Q@`41(A2&wowF}jcbE}?DupQx1r@=etX2-YEI8rfdX z=O-I!df!gmYx)JoxdPKEE2sAO;{32l;kM+m)~#C;zgJy+CMTF9j{jk9BQ4VZcxkm) zA1B;68nKX4=i)O%Qa=6PjP#t8`owpd76GA@__z4(&heJYNr5KQYun13Z5X&OIrzLP zjcbOWy2rSUTYdFP!k)L~xN&-?OFhiZH!#;_z>(VHlw?(6TqQWPdMDnix;l`xORvv==N=t^@aqlLcBf^HVCzBMOyQCgsBEl|&nB*M(z2l+ao z|I<3b+;>c_f=lxW0c6$h(Zigr!JmJ8)zy0R=uJ8V^qRq2!h5`sBee~tMBR9~Vx00r zeYw@}t~*D!jfQ^FFrTmV^9z+6!DINC*I4yizw~1i_5{vF5lFvpzFdLw!HTNWlS8a3 zS-J(3Rm893WkrAX?X-=f)g{-0i+)r7jF#g9%)qVs8S1Qg#^b#yvjq2Hy9^ZoUjgXB ztmg&$>44}?Mj{d*)gW6jEHpHa?SG%?p0=BtjW|4Mu2Zg?@s2u2(BdIGw`|^=2l^6_ zGDp8Zjn)5n8EC6d_Ws}t-5WyYVdtKiWS?!!F@Eqv?dpMADtKuAc) z=@}=+JW^W$*iEJ1wxe1FjSk^Kvt)I9_3G3`FE_h0CE7%US}~yevgNm>^xSea1UM(} zV@{_8lwXl>V(e}S2)YGYc$A##KIYHzZg2X8KX7Nkt2EY$Cn5rgFA5vhD{h19 ziM{?=x&JddTpm6sA<~?*TN?8>YmQI~%5dk80UVh%otl7cr_OX2@_P~TQyI?As$mM^ zm=yk|rn77u?^ghNI4Zrg>E7s7_E1V?I{WL0sD4J`+E{FEf6+9COFfHVA-uG71wroz z>#R7HGE_n$q91!!;^eQN{a|2V*{oT!HtpJFQFTa(!V~|dnDM9t&ZIrUxN$&QOZAG> zzvUCN7<`F`NdL!(++MN)3GFCEQWWdl;%zkl^(gYb@ygilant%rqM@y}9I`lF4hc41 zTN*5vAbkUiTFE}kIJeyC84`syty?E(k7rK&_WL`-l;_I@Kpn-!1Z7T{GIj(@!BlIE-S~PoFXEE~!+JhJEe!A=& ze{L^`n=^MV?g%XoQ_EdWN+ki;9YYYm2uk(>HUebt?XGNC=KgM`rNvxM((m8jnn}J4 zxQEut|GA^ABma2n8zxINI32n59u|j#!=Xcy!s{CvGD8&|r=OS#pnE4zrGHALKkfrF zos8%yu4NIJDZsSNyw0Opo4dVSb9~kIw7Yj7(o$4F{%d=8^UVAHOKdw#jK1Z~HQMB6 zU+qdo4Xil1p|-LT(MJSzCSiARS<%YXZ=Xg25?Csw9>b6_-q&tUsy#?Bqv^7GFP zh7CLKkYw~&LC+JnV?Sm=%{rR{(d{e^anY%PO`gTZl-jqu;C77_>2&aA|iB z^ae;^TI4=-NzZdn=-n4={@M4p-=etr(v(5t9-}SgxNZd(daW8h*@2U9Y`LGeR99rf zUj9emCRMkg2PaY;WDr^08RfD}pFYZFN|fDwJ|cr=!*}y$%|A-KJ_{>LBObAQwwo>d zTn2o&L#Ni1IDV-;_(rv{j?T~E4|YsQZ8z7?FX|DALZ}c_-k!pU;Bs$}QTO@_X!WLt+uDJ}omAguUU-9Z_=nJWE*uE$5K;U6`;)dW}Td{cV z@oblUJaL`5U!@&Vx&f)=qZG-UA24g`=l1HJR<)48?g_NABgS;24ccw{1q+V-_SJXJ zEfm1T5}8my9n|dF)gjNT=BFTJI;OHbIGsdqvgqJh-<@beW}Ke)JGl6qu5DYlo{Xwe zf~LioF@ah-THk$l0%=k-!~&~j;T?~pjsG|M{{LQbsg;F*;^w-qXvNPx8M5xZi|ox- z?rpyOGLwqs1fZgn;!N(>vPs!I~Q{0|A=Zqb!Pi z3hjZLjuKi~FQl;c27(oEUfxeTw1*6QxM1M^)XF+}a2n5r;yYmM9`!E%&H`KZWF-~g zKD}|Nzc!(sjlIGr9Zm<*kA}O_zRn(&Bn^ln=Z;)^mzTH56h)i>T^yJ<;pUjLzH;g0V{Oy%nXDM=?$fw6T2Q*|wCQ?6fMf})6_+TXtFX0k|g#F_*L zsZw_g2ppXk*gwM0Pm^*4w8lbEMTjz8nhGjrJu(7^3xsiW_A0vLo5MPfQr~og(}*IL zP?TKD3f%3GU(zEIqGU37s@a`@k=BAxOL5epW5>2FEbkm1Vc))edrdQe5v=pII_Z&k zz<74V%$+l*0`xG78=LaE!sBaEp8xx`;w^1kCgvh@>Nq#pR#5DkzO8fzN|<#_Jb&*j z-%`$r%1!L~;!0s=bimH;BOT|h1Dyduowc)1*^a9(t=TMYP~)SY^q%lXFfHA_@~D4* zfQE*D7j-A)|4+cN)vM1kbPxePYpFC$c->(l+Bx%$W%U+!boId>5uzPI;q(uB?wjfz z6UnfkI>BGQe0k2cQZmVnd^f_+G`R^{8lVvLyjMD|zeq1=%Dg#gYcIH=_OKPf^!zjb z_Gm3Ka*fjE(tk*)2FASGu7Bt`!k;I^yWnIUo{jA({OZ47FP?tgYl;V_7yZoHQd{WI z+Aa+mv~VZS!S-%+bHl_`?OwWyp!Kzj_araBdgY1$pi?4k!n{5`IVR%FI9Z?(ElhmV zD0f2>SM*lMu0TO`^q>E1Mc;mOgX4!D`atcwcYkflNQft+G?lc#dP9axk&gMS%YBqp z!JKw;gOWmZ(`S-`gkf|laL`rt-3{(pUKG%TeC(K`vT=M@j@#BOXpm@1+V3M@tdAHL z80;9AeOw?FWt$e3G#Qdq4vh3kYQkb$sbnQs>$4p)k59Ly0=Q3Rigz!Zsu=jzX~?pt z)972S1zykc_V2wti&fty?anAT>)v%2|5zyo(ZuE#mHTktpOS{ofKv{6u z?$xC);~oQ74kozl=sxm8^W&eKWn>EZ=iZxk&KqrrtOC&h!Sqn4 z2fB8(|19{-w7#84apOen8B&bYCj`Hw7^t6p<*A>1sDFE_ZQKL9*@2s0%eNEwnSy&J ziI)g+R!5%>OIfv|x7EsW`VCVQWzNqo#8a2jK@qCYx?~@LVLYAGRo?UbY$|~5JtE;W z=xpySihEKln8OgC4_?L3FU?HPvAFO3GTT*=&KU&40!0&T#=NUQU%*^d_+TT6Wg4lo zTwIRhzVVCKcbz&dsE59_W%EVugR}uC4p_U)iawu+GKm#6a8s1a(1Qq^qPU~qddshW zd{u{|m3qLlAH3}8Fe&1wH{R9MEYQ%(Lc2I?-b^>QGsvUtc1Aa|J|NXDMMtN{Z&nN& zjK$O{M_g9_^$I?%#(smF4?1{91{*1Dc{VyrpC?Y2yJ}-=tE+%jRF-w?Rx#g@4bIiW z5-Nz!WB$BE?>%WG+*0-|wb8c2Y{Z)3(!^8mI3pB0Fl^-!Lgb<|>zaqr?AjYNkp0UfxJ9osW!>HUI8Q!vK>qju8Q+)x-c$-Tj z;>zkZ>ZjZECNDY``l`=W-O55o{V{{sMsq@_mi0I0pLW2$pb(YCBMVI|s+}Jmk7T~n zf*Q!5Vu!AVhbwJ0L1_PkV*@Ytl6TcxPI@H>VyT}&^>d7fN!eLIG30+MHyw^m7x+R~ z@xz$y)-WqO%=Mk#3+(dMmY;w)<%Y5niE%r6=%=YY5`#~#G(IeOffJ478^B8B;hAL1 zgpObpD_)LP`253CVM8Lzz;>X+;p?tOf{_vMQt6!ll!h$4+m(oT{)~~De`>n)4VLqv z3bc*gA_SNMTyVZ`CzTmyxEAl2&qt%*(r_9--6Aya()t0Nnl3;j_ z=1CKwQNQ<(I}3ieL1BH&{0U&Ip+cplCu|t-A4`yDGI#lqwWYIilGM>&q5(`>K+1e|`PFnAtn)*U z9V=-3P|{cd?ifKg*x7UV`3(gRPec=&9P{R19t*RY!K}R9ygGr4N#?5@+HW{*jZhRW z_T-J6G!Bl~FF2DV(nI#2z_Jk&A{;1vt^WkpTvT8EuHf0lbD^7B-k@rYBH=w7=GcLw zC?f^L2Q4Gr!8G&%uXpR*1SS2va?~W^*F^xq*o_;hc4vlmBctF>w;Z5j*mdTZqnjZ~YJK`OrO z5>&dm=f3&BUo{V#cj=xiGxKgVLwj$!Jq!v=4~X{W3}y+#Q{X9L;W_wstSpk z_lU54!Xd#%dUnQbPV!?y8lRrwaa`TIG+kh6S}X;|t2A~&ettgGgSD4e;`*B0&LRn5 zGn*x=_OoCa!WoT1iNTs_T~275FXlXi`)tE)E-{mj{)S|I*7~;1t&a(k&bk($`N_zd z*Bt?V&L6V>q`qbKT%Z87Znk!7sbm}q8s~e#e@^$l`-LBI5r_$WZaNCd3al|A$UbH* zB@#g^&w;Xs( zKusxaZ+YI-x)$W~AyUdh5F}&o+B4*69#sT5;Gc!lSe~0Vx1cI4;8O7&vqc~xo&Lc6 zQm<)iN3o}*uZgmc>6T`sS5o&LOsCKH-;V+o{^_SF2-1fvf9^nz=yLIj{)(qEgOukcvgYx$+_i0l&7J9UV0-&$XcSpv|-KOs$BEi)tC2}<`&Ex z@AE=BUb)|NutKYL=x~I!8_hLs-M-x~({sIULX=(P5h_aU5}m{O)Q`2qYv8HQhqF9B zdE|`_YB0fJcHrM$q^fl4)f2KYDC6|b^l z5+|An6=7Mx4ZYhOm2POm*1tO5#hBctfm+OX#fuF(U5w&IV!>VYr^|U&+49zr=3xT| z4itrqd-3Bb$OImrp1+MTuoxJ;xkadX!$39y?pVnCnRh8G^5^t45cjY0(RwK#OAB5|pN>nKnm3K)y``w^G0=532i1g}FrT~g^K9115_I=TdrfjT{L zOs{-YyxJRev*>8rm?Rh97tG;GD9s%s^x??1ozWLQMpN`vceB1*u1+rUC~y1KS5qm3 z+y#a~^i-u^{hA8<0W4NQ`EZ@Z$dDbAyUTs20G#q-8exnPfLTT7AwvuJ!9MprLlae| zB46>w7v%A!b>}7pnay(X898#K>=p#K`fhGqGVxtN zCnlW-24))D@{4GL*5spq@Jmki`8_Ll4`c=MAqk1bz?vc6tW9@8=IO1bazF0YIHcS} zo<_AUijjP{q4%|}`M<=^Kr!?K1k7L6E{AT(Nvx?ouZHU6v#WcH9OGXvYaKPgV%VQ@ z0E}rdWwkPN`}Qvs24#O{4FV^foAjY}35+0ck|k)l@8^~tn?flDDZSdod_9NE3%^=>0 z1|km<6RDozsc=txcQSyg6$V3JsL57?t@Z1oi6+937ZXq@};X0S2zMv4YwcpjLl0-34>sHJtjL2jKny zqT$kSPUoL3<19lv@pu}3;-r_TXqY;S0H~UFWF@IK6ETQ~qw4PM+ZoKM#vlcA1ctl7 zBQbk5z1&CqB7~diGxfMNm}A;2whmj@P?iN=n>(dtVi++3>TLe$yJV+4=~f7dTZ>hz z5;VX4HX1Jm>3%)Ym!~#N_aOlgxH@MqgPK~CIG$)RMIaFGHi07~6EUc8RD@vsYh@@| zC|~MJufQKbiExZeXUvT;fxbc4f$9su_a4BoheMq$;aL|DY!ya-?)LW&gOym!%_Uv+ zx&Mf*(7-4~EwDvA(eKqWZznIDOy%}59k{E*;c`a#kU{+cv~_~H%b#VmLiY zpw3h{t*;5oN}?I|M3+#(J1rsffKe~|J?$JCVDK!9>$|!eops_8%o^)my>U{OLJLXQ z1JTIoXld)@zHIF$cWq@~4zjUvWQd4?Y;3NAZJt7Ac z=OjCcCWlcdLz2ti?O#5vtFb7QbjCpm;35~B`_X(I*S~AK)y|!)xy;3*WIBv*bSR3X!(QL(xX~BMA zXC#9mbN*^2U^4?^zlJ8xSuY3}DQ__Qf*vMOzM1u#MZ-Nt=9BL#$QZsa6TR@=`KN+OvJEO?p_MG*Qi`Z|t@tP_ySt9k`G+K7xd6KFBupehK6{*Mnax)#gfiL360 zj0o~7Q*2btOTCKW?$)Kr%wt-bs1P(nFzRurPjk3xv{UACR6=A+0|8+mwT->1ONZ|mx$^JLj$ZF9 zg6ft(JwF+3{p;aAL)l!nIvkGCOK$vd(a|H61w4v=4Q-oxDuL#~PM4rpBCqn}TYvxkJ^(Um#96`1;cw1>&s<{gN~uH30waRX zS6wNrUAs0`b%D7ZyXdL?ydlLNql@H0+tH6yzI`@R8gE0;PKAe2$^JWUPAANktI_*R zpmmh-l0;ukqg|1ui!anzzC?h|(wwAOl=KMe8~C{I`NaK$78($SsPwF2RjpdLzR$3Y zU5ultTA(#)(o`b7P9%JS6xqx+FT+FL@0qVu4g>}!T%AHDJGODn#Ord`kX;_yuH@{wJ{|G;$s8yV^PCoNUt73r#Rdto^ z;!X++sxnEc1zFj)bU7k`-&J08`f2XNRZA&qvBVCy>{p?e3^+N8koACW@6!7QCI%`v z3z}9opw@Wn-)_d0OrD@mJvre`BWbOYv79=$hUYHNE>tF}aO}SXXmWye+UbdruC4{$ zg_){{{w`TXiPy%bGk}-+dSST(vbII9uI;cmTaq0&79Hoz;U_;iPtbb$*PP}ezr zU#2C^=fm*j+l3^Qk)d#4vL)D|(K!Ynaz{4Dv!S-+EWu+$pl^(RMQeq0NKguN5}?OM z1FchClenw`1PBkQv_)VgjNGtc)yLInj`e+y_Y;Ifq{kKvUtvRQgU>`SQ$}@K)?RQh z6etdXbp{%K;T5<9Kx5bnrUSqzseBI~IeJvkJI+(X^Z)7R?q(O!d%8VC4 zUeZoXp>nr$?`QF@lZj@>jj`7E6@#~7+=!8Z?X7PUC6pF@8vs<^5utHqQ41Uh60b3mo z-IF5CtTLWRjCeyDWqLl?xWB?HPx3w@z5x8QJTuhk=P_eI0h}!-OsJ??Q^W*u;%^Gf zcbAwoJhSx33E+VkKe~79=H;@9?LM?b-(afXGdx;VZER-R^BeYg`?WKG8JAqi6q^dZmhcF3%u-TrQ z!bUwjXU?1qaP+y5fCBnBv`BvXvGZM3l|73$lPiS>8x0jRl^@$yRI>V_ z`-{uXcwmz-R5Kjfe<5f&4POLW@wQ#N4|Vy26CM|PU1CUYVvyOTM@tG(+ie`+8%a4G zTdb0ffXsC&YdyL89)j=V04O(|@AR31+#nuyj$eAVq=zMdkVuheKKxQI{4{!Wg->IZ zPXYXqnhm6=614*fJ$J|%70tUrK>x_U{`wi6cV}v@hFaYN<*fgdvvqZKg@68|yB%u_ zveIknI${T4z;UEyq7M)?UD`%7YMV-JZB0-r(2gizeR}Ds8_(vfuba3$spc3bv^W%X zmA_%$VF2B-sE&<%^7icsF@;0+Pq;wO>`tQ>MXbM;cJeyy(HW2O1q6fC!n75ZmRt83 z&MK%pgpNfNNzsT6+z)%G zS4o(yKfR^;VG+Jsp2%_sNbYhN6jLUQWIf(9YgYhSQ$%fJYw@C!q0XCH$`Qo!{ zzXs@fRF~W~*S8uql4J^#!+7!-{=4ta+-5(?I?i1T_8w&$E~k20o+%lQ(H}sQ5nDnL z1=uU6v&C%+ZBl|@qj!RdpUiJcJi3$tHKmI#&!e4R*)Z1~MMve`?1lz<-xe5S_MgpP zRnz{io4VVNWRNn4N$^8JHS;yIPi4C>s`L=TQB*e)r&B(B0#R>pr34anV9YNzfvTg8 zi=hxw(0xnaUZZ}8wVmscW1q;_5cx&&F}65`XY zMrvoMP2(kjN|DgPR-S+u>^!U+i;yQoZ4!PtZh-H*PF?M0B>E;2(6zLkZ4deR`OSHP zMmvHvu9f{3L{yMYjL*mXGn?lABtYlsNAaQI;p@J%EvtX#0Q~5C)`@=}818yZ`YrbD z$r~P$p+!bdH`y?KDUNav=?!g*jCF)jrwn*V^D%2)5N&_{*(b{$aHh~Peo?e37Vl@F ztp&sex27qZLIOyczLeFG!L5H3cOP?x))XKhOI_XWHuYL6;h-b827o{L+)PCFk`(Er~-0Lp4M#%-@t?ezC47dJqDx zHx7?~vj#LYNK41xY2_%(Zb0_KOWdokJQ>kO6uW`1-ua&kD&)L_4tIJh==epv2NkuU zXI(v2f#X#_gqF7RcKdC~c6mra(+j`zIdu(8miu;did(RQxy#tOx1E%JT%XA3)GPOsf3K~}9vP4}hNmXQ{xhG(2GyBkP$l1#7-|W}pc?$6Jd>u^i=aE6 zA%gXlF8^CyCfxNrCE6p>ZaVe7%pPo6e95%yv~NVj;EgI!845XZwEqhTN1)*^6P~^8 zFmkrKOIL|cInv*~Itr#T<>*=o>(pXF@AYH~k}8clM3j!Nbbqpnb!FS3rxsy^pgIFi zQdtVC^sa+D@uw2?$Rgq{3>Z9^8h2TY)J7CWzecP3>b51IVYRdYe90*gZW6Y8?ae>l zBN8cQKC<(GC9>%( zv&O%wELi7`%tPsP2eQ(W`;ngR_7N6(W%;BCoHZENRERS$dHK$Iq z(nA5u#HlceC&kvL>~U`fYDAR(e0|;081HR1n4BYo=-GJ3f%PnkKs@%Re)lhLKpb?RVioFq7lOSD4J+d_qR`{ zBNcoI3giyB96={B=Ac@#dJhObMp~>_z>g0!4#d=<2sQ{+qW-)$Gw0bW%K z)lDJfeE*2A5U8Z?NVpz>NC6v?Sw@qpkxG?&_u@_wMq@G8Fs-pR>XbRf+@yR0 zlb=r0gY=WqfvhoOIyhhuii+B~uq#b2^2el$L*d{eOrtImfGB0n= z3zA?c`fZLDTEMkrenUwpUAMHC@IC>4ops!y2cju2#;EH{dP;mq-5*T+QLKq*w15=p z%Kt-BY`vBIv?pXhO-+YZHv8R*A6F(eKP@!t%D;b>rZ?<-)F#FSZn?ZI+wJE^oCB`$ z4ve8@bF9n%;fkqsead^yBTMHWI} zTs{5zubVbyFe@?(uRsJVzcTmp;(@VOjfehH0E@m~_wwJpyN8gS-%xcTe(*0a_DXn9 zt5jnW#Pt9bBg_bxQ+GH`6~;z3Yq<3J=bw8P+h(Xz0!qd+;F@LDjr_7NWzO)JG?i%h zF!4L~$c&B~DDLX?>oS{62nAn>f*U4*?zPJ4zC5wP6n~IIRch7J$IaSkqNcjnGC_`B z5O_78Y;cc&l?k-e^QS*dM%e)M?DeabiS_5CQ{@hyW3EYU!aqFmLGY z@g@?GX28M^LxBC7e{b*my;|REZqWf1s>o=FaKf{NCI-}r-GOuf;5M14xSAUwo&eb> z5WNBo89(y#y7xuX^R_JvY?wwFE>kKD5>jQ0`vJucR>fKDDmfpu+_RZlER#C(!{ukJ zP5l7_gf_LMRsbpQ&jAm6@r%ibn$lV`U}72sZ~rP{F z$98T&SY?mHb-tgURB`9_ZLs`+I}6G^p4UrNW1H;Sda*&<=MP`@bBWU9BGZZ2)VOau z?82QQop3Mhws5*=9z_1d#KDZ$IWM_vqj4`La+^c|^kT_!0c&>e-fiQw<;R+!m@;3Z zpw3QaM=c}?TQ%HO#VPmgdlPS^NHU`S{PWL0&F;+fgOn~Lqduf%8*eg{AjjRl51&v$ zFRn*wWHUXGS_p}gtK;5tX$i^6jlL2Q@U=~mWohM?FYArz> zq{-XXbqyuAXnC)FRtxd8C=RrL{{%LuXf)_6BnP71XDW>$4Vinv9sM5kj7UXg!wZ1G z_6S1=_HFqaqf~oMtKbZrD&}-8M|dAJ(uoB>X7VUm%6dy!kO%tzvWeDwnfzx#;~88@ zc{`cfo|59O@dt_sF+aJMB@zIFxK94@1ZsbsNOqnwlwMN6Yg!Yuj!GTA+kqbX^49)4 zd#|XHu`24SN}$_3c*86ZgzaX8M;S9{ySbYAO_Di9>s`Ik>8F1AiFY}1Z}c~T-Vc#c z_QIC|Mx5p`nss)qAsX(#)^6MzgQf@L~bumx1AD<-`v7s)L%%3{k> z{3!P54YSTy_J40ulapn%HD=@wx|1IVY3Y}AIhj6e`DCvKv)4Yq9S>#d?$UexZ6)JZ zQdXf=i=ur!Tvf6WIhE)bL|d6et5bd;d|2W|wG3A74L5#!6G0JtB(=NF5RP0!TyRTo z(R$_*=5+7zMccLy=q1_YVu`_|o((LmRAB(e3~0ZL>o&Xc&;zwnJRfQW>_W(WLXe(f z%p;kkmRVg|&jRImLqXv{bfNx^Y}lZ2w8w?9%*aBqwO0r$-B;hpx_|}9nGyTMc0jgE zYL$AuCcbN7sYnMlGvsHS2@K#P7wC0?r+b}yQe2rbIPLjTYR7A_XqxZ~w^6n^e05Ij zI3*DFjz)eynk9s;_a{?ardl@lkftqoU}=#Ld@K+q!kI0L1?_vCGO+&WD?z$el9QZ9D6F2FX>Lhp21&E_(@PGG;~+P&P%UMm<7xe;E2!$N+%6)dxycb?MNa_=jAzvy}##h+iLbpR9rBjkyY984OGeLtjUi^PIzG9`p^rj^3 zatxpJ9hPbfRbJmEwQAe8{Bdt4(aD@Dt-st1Ri=yr{QjmQx7>!P)8Wqa=U%Nx(WAce zNTTAh`SP-+Whe70Vm-bD8d4eQ^ryEZoQ*)v6`T@p}#XgOmtnaFRf#w+994ABwA3|n~%IaAnPw7Rp z_(%yizD9)MBnjWUdZqG=^)m& zAd_=TWi%u-k+c^oZ)-OcfFg^J*V8u|S0MY2iqurnGTie^ z6C=j}g`SCtgV12lFq-`l}=xkIbi z*jUFpu{KUwpRAKlR~{B0+D4{n7}1{{>%G3QVGZ%g5B6MooH=l(VWg zZw#=Ju^as>Q9{Ov1w6m}4y~9-Yf;XG)3z@ZYCq+->q{S<8U>xu((DI-F>wEVKyooX zuXFf=lT426|6By8VhQqcg=Y43EFlQB9N`>oS)7=ZxFs2yBS_^6Bwp7yB{Gl7D9K0+ z9MZ~Vxl+!1?X%OPA;CU20&!f+oeLK(ECiVnfhK~qWAc<9`LsnDaRLn{!6!@Q8pN>3 zqtyrs3rys`e|)vE(4BxV!Yi?*f&;^U0;*GfFg#^H?PYm=h_zT&O+MqGgc6GYbk4(K z;Q@12mH1v1V&Fm1aMkTrzjFe_$R(0`bQOZHaQNd?g-5$Roped@xC5WUsr{=vfu=K2 z9hy0{m5}&8t6pTRSsd&;)}TtO|MsWxHb7_EJ4& zAgPt}Ve1E6L7Hc}E=k-^kkd$?r6X*@(1Rx~cRLYLY9OBy@lTVw{lv7C^I2kz^uxH+ zna#8!XD<>k!<}s3ytt;00b-!j<(_nCf?m;&9)0v%P>_@UtWRBy8YjszWoaT*E{u<% ze?p17t+->?u0`(MmT&B=tiVZOZLwdr8J+ckR$?gXuJL*V3+qg?sQT}E z9InarIrqaz*hn_D=XZ@jwf?EbCSEnii{Ol*OwI0`L#+_gY(3DL%$#~1C>fnV9=h~l z=Lq-`>HQygi8IiS`89ocKnP|$QnGAUk9-L8a%;sasD?{OJB&mbr$IF<8DJQb46>uQ+ z>N!*p705h&{g@3w=eB(QS@Y%!sE{iDbI4sp4tn~F6Il;Ks`i!NQ&Iv-vC;PqzO`2z-m|02I+_k9qFb|f9#F^ z{nFbnKLU`hULUkA5B{Lp>cec!BQun-?~JW}c{!j)%mraO%ueKwW|E=w@%1NFL&^8d zQZ0)--n)PQ(!?y=sfHJe2F7^HOd92YXK?_UXCm3-CCR|(HD}KHwBh>*q4Pw=7VjIL z`8uC^LNr<~K>{ur-#v&NsJfy{->nF+q=11?(8^YA?Q^o!IE@l@TGY!m7>|+l9b>(z zF=XgF=*>*Pi!3wfr+%ey3>NSQ9obvvi?y3IC zC`^w&TJ1FY@xN~aCpb*9yGA)=?HFrnb-%O>*uT77>` zW58H!qKcm;*tRn%-GHoVsisK@rV5arV-yC1k2ejq9I3B5E3$pS#2e1>+Eu5S_hNXU z2Q|;Ol)oPw5~3QCe?XOJ(-_`DQvK+UEX>HTV3T+@IqwSmgnR-#O6rSGC%>yzOp8gu z$)Z8&wLsKvVvmuGYz@(MwTTstn}~*D8bJCky`PRcMjS?#65J0AU3vf<)7$Zh@89EB zJQVP1-b}W<)C!@Yp*GW{hRHGmt7gz&&%fONFVR>7>S;Z>p1VpcJQzYSI=zcW4bqR1 z;jAJD+PlUJ{q=9Io3{Pjsr^^P(EI@N$TErjcPxEOm3B44lQiSiKwdX5@S z>cOqWaSS&HJro`D+G5-Gawe){ofk-UE#Y-r@gUyTwbsMzfv_};jFZWd|C&397Vg6c z`$r3p4pW0V|5{CVr(}nI&;POO8TOqHEZUCds-(|Hc--xd?VJK40u71{WIm2bZ7V8o zPoMU3q*J%`(w%Ndf0Nzl;Cg2Wk`{U{Ot)S=4x;kT)^jtOY68U0Piea8|?%o*Z_ak?7(2s+tb9;@Y>% z{q+2DM+H8T|GSlmR%X7s~xI7Yrny z0i%T$UKC>!wv{e+s`HYvQ!`G8!ZvH+2ibh&D-l0r08Kc)Xm}&@5ZK2!CNo#AVMB0C zTldU=A{q}-%l3TYLp{_X&4a@dXtKv6#};f(PFas6-UxIh0uS%r&oRDa6(NeekY#@8 z%IIsr9~l?dEcYgdrtI9oQ)EXC#*63~@Iut|xHr?iQSXV;Nc6KZu>kTUb4?EJfikhl z6vBNlvso_5Xm-T6K~kI>0;@=#_QFdCeZXg#xV8{SO?pmR_Q|h>lX-~P52Sg@yzY<> zXp{;`T2pCb+SVu1Lx?1lh_yd!3GVwR>6~-pohnE3E5r^61@1AU7CmoXefQ8B zo(m(}90}kR_({E6S~6NJHLC6V6!(av3>EKPk?H*YyZ&St!lRePWwgl)h=4bKg@vpx z>knoBC=m4~tlMO^u9)~RqyMVH*pFLO>B-5c%yRAwqVU`aWR;7U-W~yps%q^?W65R zgC-_jSjjYse<6YhdqiYu26H}Xp*2!>W;$mwwJWYHwHYI+Pq-}cVB1!_ru4-qk>Vnc zv?o^}S_rMKu1=q}DnYU!KAN}Y)D1g4NxI?(Ai;JJk?=oyW@gXVzCALSna~J;X;IK` zD?SHCN!EzFcb0P5nUW|hX{e$A*)F1*C`P(8pOhf<@ni@{CN`+Muxiq4QmC074hIp# zfM>jMgl`eJ;3nu7F{2q8T&^NBTHclpYTX}rk=lVTen!74Z+&`Qu^x_m*W zGBWHW>!~gu2l_mhZnA3%EwAjgYjqMRBzzGbXAQk$&ar_L&*Red`{G- zlw0;0=S;kivQd+vF3buhQJWgwKOj!TqPb)S366;ALfs}CxXzXz%+;P{fQi3`CjT00 z@=Fr8EXpQ~JL*4J7@#iYoagNXE+Ewu^cja+Q)@OS@aYY%$p$-QeOcjI$rfPh{8{ODwwj~(92h^GPcVy z^gTy4x_&g>j&%1bbevk~5p zyI;wQ@BH|!o3X$h?ws>rcNZrrK{8#tcpwHMV!DPg^57ga0%3H}g@>|i z|G+}elp`hts7`A(5tBZdj7%#`WTO5a3>%d~uNd#clfqfH%{Z3&+$11(R)0K) zvba0mZC*2KpsMiJ|5BK!^_`43>l~B7nx{EWk`uxz_p7ZNnpQ#mp#4S_qK7tY5pZjM z3k6R-#(Z}M=RCUI9c2St%n^$_#W3;`+nu4>_ch6d)J9uHy7H&2+G3r+mT4|2DI zj{vCWV#($VN-8`1VT@CWyP;LE9l>(}#+R{tL3JJV#8ol-2g(9*av zUldKzh`A2Q336}rSXFo5KU6fuB*G$^f1-`tX}hj%-hxX z@!0xOs$)TESIXKK-#I)n`b1|I*naKTdt3n{P1eAyI^x32>ZE-uP0&ktQalxP0t(rs zT}R-Aq*K$?SJxx! z#Avt@DZ7Mwv3M64UJMc)v($)$)?vI7=nbJN5lTn%SS3Dev_Wt{$?bnXt7B4OTdN!< z-=^bybclW=wDCh#vS+Tpz4QzMZ-A&yL3T0SLHm>IANCUkkC-twaKQ2uYQD6^U(vin z)RGUX4_*5a(4rClU8)7oNw03%k`gnS-f`7l5<6|MN7+0ANL0o{v7czu{p$yjw!Ni9 zCj}bC4_}fIArlAE&4mqJIG=*sUaKzq36l+0C1(P{m}<<(=jm zQ{o}Jl*5T8k>m134GRjhVWD$A`#KQV9V`Ixb$)2I_eVy``DTJd#5XM$>nC z`FdT)KOm1IOYhMb7nJ`&_JGsxl-&*OBDekg;C-KL>FOjG&FL@tD! zu69u+uyFO8HW$gV}j^bETltE*zF~YJ}6T+v%Gajn$Fm;r#UcJCDP0l*J=eXlRvbErM3Fx*rNQfwH=3G{E`Y-zfm?1)wIe?ap@A(h+yK zS)2+0w>I#gciP*EiYk+c0_ZmpjRCeY8flWeP2KLbMG9*tOdk}W=yU)`sQ3l=7K1R% z6&;G!s`YX-qBwr}{RfXW>qV|9nZxUFW16g}Qmd5Ifvi!Yh#>Uk*Uo%fSf9-~~M)!A}H>6fQ6mVpU*C>hk$z^{z0cLXOcc zjN@c%%G~fa#S2jrgpKdaHBAr%zS7-q2+%I6IA59=!CTStX>}=@46-k5FR4kaF7}^L zPXN)}3Ou%$cgD}s77-RAk?mD}MrT;l0_k3$c#;FmWw2c4engj4G>ix&s{>%@9`kUH zk(;ik-V#v;5Q%1X5+0Cn$&bSmI6v)#jKXq4xll`hk#bB9?QCsgATXbZyrkd~EoAxm zdM;mRaG8`Afh!p|h9bXDzkYYZ-^pY@%~nRpPygTy&{2R;sxv#W!f`l5vG3SMfmh%s^ z9;cNrzb#M_Ck)z*Xe6l*K{i9fIgv3>nMQm6_E|JRD@X-E_M41Qi!xC}P{SK$CbIi` zK4FK9?>gy|=UiPi0J^-&*O6|;+{0Dv5u^-d<&71CQv^yodU{G_Cpwg)W7`Q*sBELD zYh*A^ycQ5pS^SPJHudTq$1~Ro5N&&kxkRx#x6#tG3%oWN+LrB0hXV%dfDn^D^#Ac3nMR{$H z&WAK|H%>EU#jviAFRqCJ%<==O<7RSqgya#1XL{T*VpLCBE{D9ZscU&8nd0cPXeNLb z{N*;+4`vJ>ik%3E`n8-)q6ZUQxkNq`4YUpj)jWkGjC(PdmRitN9wuOyBzf9?Mk;2v z$P>vNUl|3D!QLU7XLqtrS(v!pNS`Ik4Z{OL4Qv|fyF*zEv5NXcELNM8WMUdhWOjy~ zqq>;otcuQ)Wx=Nz=O{Pw0$9epCOQe8!kvU%+z#e2kUqH%0Y z0)*CJh_zW9J`6v|A347Ue7}+jowbMi(5rUrHNje4kjqpYVWbi=Urr_cI1Qd*vQ8UX znoJ>sNir0UAWxv-Lx&DEuj`h!o+eXV9)YHD37f+5YLdqbFf76_Y;yM4m71xQR{y#^ z8%}2dxrpHD#(M-1{;!-h{LYGGWLoTz8}EUDJE#xe`S|0dzu%lF^G?+Px4LVnza5pk zEq7q@&oQhX#7uuMz7s`lUBCcIpZFe;^>g_S^o5wzs5`EL3ZI;veFf$~Y4 zq|#vo;CNU27QtsYa@m1apx>E0koX*vBu)myV?MRg=%OC%=~1%Lh9Ds7Nx>&<+A0B2 z#S(_$)ewfB$H_Sza!gXwNe!t-&Rah{{e_=06#L3N0L;FJ+e#?hu3GSN zz~jzm>M+L6UDc(5J4~{XWJ2XJ7MDYwa#Dx?+y>?;74!m2Xi0p}N?RoZu(v!cH0}ma z-H$-xjJQWjNPL6#c0 zntvzYMZ}=0iDBRA4WV9_`MQtp9Wm(%>X{3@u{auhq`4z_tl7ifwpL1XA)J+sd@~nQ z1|S$D%J&|%ZT}yZs~UDLOg-F3s~LipVDu9eHuDG|{P?zqc1cJT6V{NWkSTJK6p}id zq-~!}6Wh&DgX*ts?MN9v*ojDFWMj=PNq9fZi;B3C@B6NWdJ0m89tTuO^_Z8Jm!7OA zi(hXplZjAO_XO}qFfBYEhK}-RDaY>{H3mix{wxd)7F)^e)qKU)U|HZ1E|P<6N#Y*xV|YTp;n#AfwhzXn~fKz+f7zV``9q@vBIG8)o6j9|oSsSvwz zX7bP#r-*!@3>f<(39~8AV~Zt#ez2|Yi!dI zHK|wPe5POWjBl@_tDy4xaZ@N;Jv4FMIQ8*xKtX-blo$rwYNb>UHq+CNPMZs4=4Pzb zvExzTMX~FpctI#4%bqD+rj#cy$ogd9?vtA#e=Xf{bK)Grg?R`n@yUNJr_2&~4^MZO z%@ajfF4Zz)n%hrB9?{g&slG|CL z(+>1MuU)UT+PP@!WI&3f7K&V>L+WZn%fI(inIV(Gh4wl!&Q8pYXkr&+(uUGA1YoX^ zHiw=I=tdM;LQ+DAi=njM=C}Kw%nZ&D3?A;rY4;NO3L8$JTKQ^>Df9El)kVQ0`~(yH znq71%MKH%c8F0;s&7p1Td4|sR^@AFd@@pw6`J9z`A4u~U1BHGceC1C4_m|~%5f)hI za|DEar@OtaQv=APAk2c1R#YS$DS@F39%?9_(?&BM42ONOqK=+YB#^6YUTX*Y@?Q4m$om z%cp#kb_w%2!-IFG&ItIFr1;NE7-khpPTpWCW>=oHnR2$31!G9J@8-7Np$z3HghiJ( zG?V$%_Rak%qu@gX+y?9)c#Rfw?U$d}-)QpPML|i!Hn&|THih6sAmzi}v|cY619-QR zfs;j0OmfIb>@Eh{Gw5&J;YK*YaPIM&^OR4D_vy$WkQ@>qjTODRBDK%j!2SOpWoH7G zW8S|1rzC6kB`RVXl6?ym6$XVQ*-0UZvPH6IA7fA1DncPbDv`3)5TOWBmSk&4q->G= zKiB=3-^@G19LIl-=6z}Cx$p0CE$4M!=e2E)#$lz_Zo7p}93&6molcM7hU6N+R?I&{ zXpJb{uI_1`M~4|*x-abu&^=f?)+Ua<vxAj9Ehlm4Lwq~s0>18eT(!3 zN!AX{XJJ=s8ly_o5#2i*MK+#B1upiDM1ErAB)K9kf5Wp2Unr33N!QW`ykr-ZEay_(+mWiMeA_7qnt^StR z$`AP4KlZl!V==cT0c6497(65MC(o<-{7r&KF?QQ)~o~r*-pWnL5miaEyq%#bZ2i~*IoO%1mEuVu)c6e{`vyNZk z9a_&R1oq{&3*iJg%LU)WlmGULfBiD#ru}prqhoziDNvf5BCn1227qS#g3W=>3gHMx zClr8BxmEoN-^!Kn{Vi3Qk~9Q-e?9S!r~)E2(;Nb<-x`%M#NZpFb}Y!+v%cE_O3Qkm z4^T}RjDF85qu^s>Ogz5+u8i6^Yq_|oMJE%Jl+N!(9RVoMFSTW#l=it)@@QT*qW;W{ zdI5K$_0r~lJ@P+)rpz$z@K!gR4P4VXC$92k};+N7^EbGx;twfC9j8To6D4d|C> zTN;Es8J##L^e*^Oo^4@+XXXD^_Z?LtS zLu)LzqKJsrk1=^F^YHEr&CGw_Zn&jA3D1c;iBgJ*jbK9yOWyRBN;dG}M- zqjl0ssDVLZeMs0+@byl7TIcYT_^*$5HZzZJF?f52#mmEV?W=h zKMZQsT%u*ar?KvpL%Q+4J=<;`R;{mxp{adO|7+FD)~>$cS-Q8ITWU$emy6cLzjbVyzNbMj&C`VJ=AYuMaI@^o<$A3Pm@hgo;?FoO9bKQM}q=-82J;f*3{CV z-pPdEPFmJh)wG^GeTuBuF@w1IHhxAnS&gC^4UmDAYxKML!320i(sC4yKkVc$>{4f} z4DqRmknJz%mq9#r37p6lPD)a>Y=*>e*soB#>HK2<9vPLM6w=I>$|h{9nWDVM*kcWU zB|3!YZ_tr}EyuQO@^$EbJiCpLq0JbC^vX&(77`leE5LCXaT4xNCT{n0UL`zhG}AqEFCg-whQzFeA%--*iYu0yzi2 zH}CWPx8)gPt0D?&lRjVxr;6XkJk6-GAnRV6eT9o1>@y-uNEx5dVj``zc?+5Z*j8Vk z3;>ujV9}?VJhY3?YY6L)i3sj}S}UKC-Us&D5gFaM@~|Y#KY$Z>x;h7QWAee9uxU%I{vr%hdWmE zCDh-BsPC+$MT;=p36QVXG_>47dbINP?JE0F5vHbWR#Kd{=ozaAnZ>PK{;(gs3Jboc z9s^SR7CHa`@gSk^nm2smIBL`tK*D0`rB^9`;EI2LJbj(n3uE+p(-3Yv`5-rANH_Zf z^9Q|cpW1mT{?hBws-`to^&G|_BMUHq8dFWso}}FMogbA4p0g#>^uBhO4>EF3mV$^6 z0}wR!JBHU_KRUp141p)Y-H7ygGZqQOmY_Q+@Ybtof6}}M2PVin%f0rq=3|zU5w3w? zyX@Fqjv51NS^4+47P7Sq;Hmvd>%&LKzfZk?;`=)%A0OYoA6Mtg6I~)G-dN9+iz*am znv22{mImkT>9U%3A>^iK*U!rM!AvfWNRJEcB^VjoZwQc1sKV?Gt)J6c#NTjn0#(nYE$zGfM*l3dtx?2|_hDUeK zkGavAE`h}9d6oRB!&FiMyzdSTUDmU)HIH0g6E9dNb+m&+cZ&w>^fctJrzciuYHx3^ zV!~*n8mnHe*=Z$j9y=n|`%>v^%Cil%Uo-%maM|E!7F=a%Xw5H_>AKz8k7x`KL`m!`oZeG_57q;gdx_|Q?!uaxX19^e~ zTXg597SQB@tyj&NGl$OI)f83QFo7-o`OJ@3=rs`=2$J~(4C3BPt8j80)BaPhg=n1l zc)m5{M;$r3<@Beih)H$>{nyTz@YqW}AU?kEo&EIbZE+`K@%*?D+`=CjhxE>xx!GNx z*dbyb7o*`q0I|dgWo-kFY{?jEK77D;o?rb&=>t}}VC>wFZ}CjsqO)Xs*LkMQH&=-< zEh(8_SXh|&CUeDn^~O1D>tmGIbm#m;40jc)#v4N-BR5c+83;)f)7pVq#$|r2ck~;y`}{)h zk1lQ>N|E9>+IfDZeG^8)tdNKcAPlBw=ca9Mys^))GC+Xqz@4<5qtzDg`)_7hRoR^T z4zar$SaqoHN`ztY{?527JGusfMlOF$;Y<>(1d-^Pj@!{TQAOi_C; z=M_+BEAkkfMr~@OIF$FbGNbpvm~B7tnjsevU72ze3ClWDAKeA5M6at`JGCqQ*I|>* zifJbEMl)}%-e6>7a%BFXH}qruMjXDB8b9X@4|QaI(kYghouQNwG%I6x5S~8o$|ld5 zr@!O3zum@5V00Y;&2up2GL^Qnftf!SaY~z7QmTX-vXX9}WjO-@DIO;jr9NgWHSRo& zE*Q7;T|`2HMHS1EX@V>8{Kv+bDtEyA8U_7}4ND8kg}jV7FymUSWjNV&_4QF7%76Utr+On6?c)fCjyAq)HI=QatY_*GY#5GV z;sz5)%rw)nq9c{-a1Y5_rl6llw6MDKrxjWXvh2rkTsH?e=6Uv+MayR^?s>p@3c|xq z&TO`-=aNdTPWbZDes=ph>1vCX2$~-QUY~*<GtYg+?Ab{J2@87h*~&=*HVcOB=~s*hoDh|uWxpmPcCPxk$^HP zMwe)Tl-WXs8EIT+^+ww;6N}bzspcJ+*a6J9Lb&5^z;!BD>yvsAX}x4&xCvX~j>^_~ zrFLl=5uH)jR#*!vn4DTAy2fRvp{fjL@?d_frTnO@jZtpBXxVIkbl4h7PdI1asA>Bj zJsJxSx;YFrTeIK?<4*ATZ8>mAPjcPuS`_6WSTZxsDRi#Pn{~u*NJte1#I05qjZg&LRuDpGcwC z>gy=XB@)4(0I&ePW|gV{KH6u-cQ-;+ZIQrMPa z>k>m%2(+AgWE(8NuUr)WjwS=b98?Sol_5Grs6J;xLVUUR%f0-!crJ8;os1&;IdPAT zHySo=TFw_WmQ}RKy!rsA}EpG!q%-?O+bBJ3=iBX&-_>= zG~4&v`LQltZ^5URu~%*0Hrv>z4fH1D9+HuLHXZR(K;2b66SJglI*O7qSmk1DA3;z( zkWOo5-~O>e>fgR?UnBcgCB=sB-~TJ)%?&*+4CSq*7lWSr-qo~zAA59~hlSJo0o%k@ zGe9z=#rOlb2sm&%%2c)3FmdLW%x&DDU-k@qFu$n3O6XCn#2JGVeU;O`5ZkVz(eP)u zAPv@A6qYA7&iO)bA|ZelhUy7b+I<*)m;T4PL@jpU;*CYMuQt*(saJq?=N{WzsBCgSv$_ak{H zSP&(zzm~R!oK#t_NTYWB*E$WmS$OoS;;NI1x>G77(i4|1{PDC**x@s!b8#L?=mDoS z+ZPm-I#1T#eKz@72Z2yU?T&nMW1kJSVTqr~c5`ys`J=Q9QM($rDw0oW zXQqCpRXD}RHZd=VirpwV%NT*c`KKvF&V2pAz?b~$70PC$5wBZj9g#Kj9FVzv;vlyX zPhY!XOek?)Mh&mQgVyAoAOo(j_^HHOSgg+SFU*~!O)4mV={sNPX@ln9=)r$6O~bHR z^DY{{CO?)r=N|L9N2Z@V-j`Bg^NrfD4>D^c%ei8lX&oa(bi5EGIc>MWu{h2RZF3^= z{iH|BKWBFF^72|7HNjW?p;`A`Cm)iqZ4vZU7q3D*fyCuUX)ZcS?9pVvjw`UMNO2pn z>HV4%-#%0N3l)+$oM7UGXMrQjxt0l|&mjqk5{(lu9Ve!TUYgML>)q_q&BIz;ur6m% zOS^nuF+Yd>4lPIJGmVVwER1A{w(#FPvpvBg?Kt&zbaKtx=Mm!AqE4l>WS9#!Ml~w1 zbQm>jVrkQZud;5=+5WvHQr7MHzLwa;cJXtob6(RrL0}_y9+Hzq(f!=f&R7s`Xjm>Z9Y$In!iD8hmwOp9TWzKHEk8`Yuy&#hap zCm;!s+>oi2C%XSy%RZ+Fe5F29j0GRLIk2~E%f(S<9(^Z; zB_?(k1F{sH22VFI>R8_o$Nz8{Y%E(Vb}@f9VIMcJBi?y%cO+m16A8wuYP=S~sc;-j1omJvdSrY^N~IhY%} z9+9~(y6wi7=Zz=$93eQ6B$I4o3o!boojV(LD-sV4Kfh?7<(E}{el;GwIibe2zWaiq z`6+FP-eaytT`j1>5CB5l5s>?;c+A1T5NZP{i12Km62L@C3d3OsuRMaAX2Y(;SqqKs;%nD=k(jz zEtpXpNXch_pTvE%#pXAzO@i*x4H4a*Cn)0vX%?aw=K z?m#Rwid}*f0ZMK@e!XI6sYhAuI5hWfNduTv|J2RLfh7V)KN>xQ-HMf%C01U>K;ATgDl z*>fW)0=opu3dS_0JGJbhk4X(XKiSaZ;^oU_QYHlwAHw%I2P&cKbl3kXlXAMv?_4mh zrSf?5q5yYDfv7{bRx#JEK5=!~lqEoA1Bwm9AwsrelJ2y1Nat=oc=+URL^1tOADJI= zQ@od)y?{BUBRdZ5MLzi)`Idg3FZbC3#jCfEafMHKvx- zlQnjapUgUt!88Ms=nN9);@e8n%VCku=O&~bJ8BiqTT?yIweTrecV~tCm3+s{EE(=> zxUHY2YwjSjr?PjPH#oj;QOQ)_XmIJ8$?zf8;9}&cPt1&Z`aY9f;-9DX+jpKfZRVFb zY^WYV;-L*XYi;-4a49;4QSn{bVD7JI)&tu-pIP76{MCu2ENpC|*Hg>&MEe}CNLcsG zlKv=aWHk3z5Gau7opiVW^eGB7h33@yho2(J`2=L*>90SnyR*%5vGM};P~^sv1FtbK z-wa8=;1d#V7x=eM#@N80^b93)n~st-k;Kb_2MFKxM1S&lUY6onhSuvav6|3~sr7JE ziun1<+#E*MGzySOQ|OXi2HQ4Br6Tl$mrmbY8ngM4N)=q!rl+-|+UC}Mx->*Z{rUn) z(p9d!v5CoUYFqubwOdZhAq6sk+PBKuT1Pvf5l+WemtNA zJ5oQJd)rt(dtMYq1YC42$c^*rXDQmY3+Qkc(hpJyU7kaOfJUrYACr-N#Ye-ep8=c13#o!{IQ)0tEz3mh{H2x589=9Uy>>>GSC1G; zd{thv#wx8#<7>$C6TnjKC{2O@F7Ke=Jv}ABkfw3+}k^bACCGk`~71$@uzYunZOP zc*XTy-|GVZ4Cp+i?~>4zd04+Vc27g_O(O98A^C&9`%d!Bw?%c-`LLw{gx;qxZ*s`W z@y#meI9w$S6lh#9K@ntM0QOjNscTZS95t#R18D)yJ?tHcu`TP?sWSst?3FRx?G4~w zJB$%~-m99H*h8=e;+MpFZb8<}9hL6><;Uu&gPGaKk6zoWb00mFpXH)jEw>7%I9bkl zwPskD_}G6rBo3hp@Xb1 zdgFQI^M+^fxL4>L`eoq2>R3tOrfS-@0XrAvfAE~tRaQEtX)*rAhmnmRX-1Vyn;M9g zRJLBiq-ToDnO#z9JUn{d(phPgf(UT?2q1^p%byuaeigU^+o&K(W`Ojd`|^1hM$(wV z)niJQ0I^I1=Dh(Um+RK4%WI}AT%u*Fzj95fqMygdC4L@R!$|1aGCv#*G>wn9jx79z zZ4DoB?8T5*BYu1)ye24TVgh2Jxw}`l8cQid1vhdfv_5-SeG| z`fL4c!+h5=BAlO@z9VA(+Gxg0(EgVMk1I`_7MeO0^ftOJojsWfKh2@VNexTSa>?bP={nIk+PoK)8Dyg@1)$A(wa zQUy&*tT2ksIf+hY?7-jLpcjchUCxRC$Oj`qKKCZW_rP|bLS}qr-czcjUB8Jprc+@hQN|#uEc|JfNUJk>#JcHwyxpj%Y(u($t>|YQV zYqU|9Xr@eM=@Z}*h!%~DeN8KI5fDcO1ieo~2C5;^d} ziY1}GZ44`hkQ0L81otuO4rtDaR7r*iiT6l*Cpk~=XCkohEPUUNic3QU6rM<2l58+r zA9X|2TsDAdfjg96VpzH03!ujZ^7ZpX&+!l9q8B@Si(QbId=zI7kdHm zOz^y+J`4!ms`fSnhR3JeKLMYB&Y7BTd@LgNM42))p|+L=z6ip9n!eA&#a!1mzt5&j zcMmUutuWKyX}7O=&;TG!!n|`dUta`VNgR>i=}fVX&=lSmR~P&H{V&Ur8`p$a=A7tp zOcqFvM(KcxGzr^F+6V&Qc{JHnL9avxU&-gG6bosjlKK}M=$B@UtmiKeh`~6L9A2Qj zXeTIaTkc0MdMzj7gg`S@Dcd&>*kQ4a#-o)0vt=x`^LsU}zVJhQ_8WnT5U+{&(Dk38 zPsiJ%dH|Koeru|H#%cgXxk`ev$(bO}A&7V?E}2ZZTx?pGfl5(a)Qd{NF1FB=S!4D2 zUwbyDx=&N#ISl3iiZ{aT`go5_RZ7{sb0?0wRpy)w_BVy_${=ILkJgG5w57r_8B%Ep z?kNR8`7FIv1iF~y9#y;kPW$?q%%bsnU!_O$ZT{UY__$@PXNx*}2$8-W{{hMTskDY) zKlTRUf4HGXm0ff&-GmJj5gm2)YP9gNh1Es{*3KkAGi6EG;nSZc$x<=ND*D0ffU5p5 z{(cU&D^q}jkR;e3VUX-?Rt!b87Intq??*AxmdsNDB~fU*L(jNN4wbPP9))rqb|(jXK^V49ZhPR-ni@U(Z-SMtni%Tq^!P< zETxcXFoSi~1+4A3m9{))q!U8|QW^YdrE3&mFdKTv3}Rp}qQI5s2I81uxvb|kfUR*)QvlLrXi$rj(=SgAo=^Z z%ROG5G(~e8G{MVNTTMOdllo5Va58hT!&ALbq$q2w?ZrW@0$HPHV+|o&NPaU{FI1h) zhEV5#l3H_pGSzB2_yee+3@v}7W$U{S^&c|U`Wc$gPePVfq5QY}@oUr>Y4kmH?%{n| z3jK_e)?ct zL(J)XsoeB7m{m)Ve=HkTxe$ucG@|%rYtuU2ylK(=u2vgPB1NGN^~0#BNu8dQqpUBT z(ZAU)E>~+ZXY+P6 zI;s{HUmi1q7=Ai^*VNUvT!SKic5klyeDAd$qc z(GNzSKK$a&(Vv7(u+IFIWY7hafat=wl$MtLP(RZ!{E+(vCATq8AyKMFx2pY+G5Lgk zbdoo4j!xa2(!8Nj*=nFW_5UDh8$DIQ@$(J=m|@?0LMBU`Oo&bT;d%UvAnM=$ifQCs zIl#!~uF>7!UlV8UrNYTEFshM5==yYdT_Sx2v`&0~pUGLI$XgB*w z1SKvD%I0O*Jk2{sQ|mh?d5G_SxzB6A%G%H9(9mM-xq0zUr-wV41@9%L6pw+WSTT;f zc~+tb5`uF69UqMx^Y{$5okSbJyXg*}CBRJ8)+f7@b*Z?76|&uLsQE?RO>e%ZK$*)y z&qcI62bcCp;A*NfqNL{%a`V&n)owedX2mqKACgUVQ2glk_<9rgvys7PtA@k;#}4yy2IzYdbMQbs|Tn2yO)+!&5<~W%;nn3AXeV!Us4)5;9k5UOf&mGsa zH0^ubdMD2j8r*DTL)UioBqyXk*@NiB2i$=cxU=iurNC2+gP~esiSwRgmr1+JmgwFz zN8ONnetqK1Q;i(;#11%wJA_51iVh;qVx+}-dA2aZ!-iGq5svmI|IGqellV1LBDXe`R6KUQS z7Vd@h4I3VQEEb$(-F$YDoZ7cvSt%kcQg(@9Xsld;n=NNtX^E{-4XHa3oKw;6#Uq3tCy1XX$)jq@Lel;iA|9MeRC~#BS zk(uvA9HaQf!6Uv=bMqne$@wi8!dV9*mb7Hbi5zWa&ejA}17LV{KmGDF@M=c_@$&1z_eU+ znzB;R#pz>bR|W904MEILnD>57=HQ980T_^=gOHdK4ht`ZDC{GcabiaUuPbdO0m_R| zqI~Zah1N2C?h&zPE_}KQua9$%_pCGft>yrW>8ra>i!Pdw6sjOle#qv5aufs7mso;f6S~1z3L{}v87k0_EUk9&et9DgnugszS9uLLX(1u znlpj)gw&u*>}o1N><9GTsf zj7eCNp`vD+pu(N)bjL6j= zlQT#MQ(#22QofrG(fs=Ufj>z(;$ia13d9hHI@y~vSYLDX`K@NNOmOxc1OS&G_MNYo z%bp2&>)?B9|AL9tcrg%1#XxDoKa>I(jc(Ix zKsCdQYVI5QcBQH-)JzrYXP*OO zJJNfD23TK{fZb#|z5;8!&i~#*saG%N{G-4Ijk%!*qWY)PRW(aA@Ysi@O;^GKm$DFb z zC2=L#%N%k@Sp@Ge3COwG1(aZMXoTerKk^RecwVtNro|;$Ij8jw+>W}ldiHmYo$}4Q7Zqc70dvhM9ZzjW%UWecA6neg%_H~I=5Z&|0ynCq0dn++ z$nzls#=}T{1cD*yBb>>eU!+4hXB>Z(5vT!%=u z2K1r2{OVYIOr9t`)&Ecr;f66~{(QlwBMaXh%&%cI*og)2^3;EjF!|xSPSQ1g#}#io z>xCoZT~eklEYjnYSz9!ynmyXl@pq&XFF=1vijy;r#VV(JMIv$cG>YK^AnPeC@9h(C z>j~6&gQj1o=h8psRKM*VR#m9kM8%uYn3@@J&E$tmuwhgNd zDdj-qx_(V+mLBP!CLl$=E%E4M7=KmH9G`USH-T)s0f_$jS!U zby<#zn4~nlZhuV^9K$SFJA`Z}i0Qlp*WKE)ozjX*H>+-qfCW`DvhP^TyQ;lFxmAd0 zKYPQaSvf0xU~dB<_i4mV-rzU{PbyYQL~!ZbaL~=DR3Kyrs8NN4`-Qmw_EYYiAg<(M zJ)-q^AH~eO3r5S&jA=hUZH2HDVA=E)etT9PiH0jsRSWQ)!0b&revlGsNaf$Un(7)E zLFBWdp#L!12PMBsZ_q;Tg+GqdG%wEMqD+gqNIKaYx3uZfHD>!d-_S`%+u-9X1%RVy zjCX;!0_sWpTh8V2EID;qHTkYdz$1o`{v2S-%vb8RkGW?$Nx|O!Z0;M&uSJ#=`?`v* z*8DNCdtpfCMdV1Wm=U>Ug?eeVyv-QpN8OP4iY)GWh;=L0%NR8n}?7?iik zv(F9#J+QLm$1f=$)jmA69~7*lgJid6!pkykP3i5!9H9T$X}y)5$m0TFIH(6zJc3#I z4LEzHVR`S5pKGqtLg?i&YIUIu9x4G_4&_w3e4I+iMaCOMcg(#xxxoUr0zau-*Iw5t zBHg390H#K~J_ClWL);8k>Ay05mo@pwb(D*6Cw13l-?O@JSROb}DsA*=764dk@XkNW zE#@8_|2pBvHZsfh&FE7qKISQ2rhd!I%k-h&$UzYRghtSxmAX<=NcdXv0juFYu!854 z9H?^c1=d)<<;$S4M^3$e1kN%RcT3Di;UP)d9zZ^&%df3lYEa~1B9Z!})8~^VwZ3BQtm3tqz$@a_#FFRv@#;gR6u{saUN%tnRYE7Hlo9M}yq2?qIz1nTldWh+9 zMSp)}!d_kt57nP`&crxIm^Duj0M5^QHffbnja3zO&d;9NKN`tD&QFb1g5{ZX=sD)@ zg;(m=I*-@t4Ka-?XiJU)YFa>5Vw2D<P*og)haVJx= zcL?B0;}uOja4mKbbPIADeY@tWo_8Q#Q2Ny70@H&pmZQxR#ZbQ2;yUjp@)p=rCFm8+ z59t&X4Bn@r;jFh+KRJN(;4$XA^5_0x4l*-9FbxnO z8k+_X=g6O+C#NNCYh8&|jFcWZ>9V3TrHk++Z$=FF8ak!_cQ#bL1fe>=y?Rl$k6&m@ z{F2mLi5QjEGR>64T?9acOn>#3PV!`NxNlNLEdz7aX5WnjR=(fXHjANGwj6O=(l&BU zzK=UIwM-k|?rxNtMb!*YT6c|}mInDEXbX_6rf;N1@q54E*4#4yy%_>lT03MYZF-L0 z7j7a&wxV*qM3yzd=9&ri=E}@`+dll9o7O~f!Km+Z6+cWz{WVgsR?O@Ib^&_8%Tb@OA_C;Fjnp@ub){|cH3l|? zMC>XCGKeGErpHwuR8enKUy#u{s|V7tZCU!JD#3Z;2Urc7u4_x>bKM7s*r{)1vtsl- z=1>v^=vkTYnhIB?rD4+g*?8lxvlPPLmqiLhkVMFJ9zw+>p=wA??Q2QeS82PDxRu)H z)y;j3q}LB*qzU?jkEvbgq$ye1_pA}iegFLIcbZth&6iATPsJumFis)J4TpkMb5o`4 z3`*IRQe%?_tv{bB{@bmFUAi?|U~u>`Eofb(FTCd3UV>@s(uyoO5|?!!_uHlYJ3>}M z7u;FDCUNu(3;9GZbvA{ObmF1lqNPgzl=sXF_1p>|wzh%QuadrC2JR%1=GYR_W{e!< zd5EqNnh{z_7KU_ssSYJ0!5Uz0(N-g@W19)364$)xq?!wQ&^8*{_13}I#~Oru0| zO4s}C!xB3Sr-4(J`6}Cy)X1&XlFB29O)&H_&+IHso9SGQeAu4ZNof+lkqOd2UtH>96Aj{M_8EY?TIla$a ziO3fv&atz2(^FV?AravM4I1T3<2AOUihpT0{(#*{tYSpdV z9vXVV2!fmEWPQHsdb79Q)1`Y*0HmTk0`@rPV#7`0Q4pIQ|2!gN;Z%ZH!A#2;%&Z0t z)JPf@xwzDfavlG54gNehp*i`k7E^ z?C<3XmC8YBam}r?MCFS}{stkB0b?#NYEq+uN-D|%yHgbYNY+tIf}Yq`pjEkD1b&(+ z^(%{mOyAL@ye1%YvKS_s{W0_rtHkib(68ti5pFuvw9f%DW|TwQ0b_?moGT{%sjXeA z{N-06^Ecd-Y!`>>1D?FKjf*C&_=XlMHFY6$N;O&~*`|cgCrqfgA&&4X1k$)j5MX0xXSaOzgyhY$5miut zDMkjZcpRmptqw)~4$TI1O(tHkQv%Q$>ytH3Kt~fw+Ty6~le}D)h613WZ`vF!@hY!{ z#@C}tm+|JW6fKI_^>o!2koRcdZzOA<15;%iFG-EvDLDP_ z_xkfYSuuT@1XhHs_`Wmw4k8VUg}X#VqbKN+w07~KMw8p}(LO7x(rn{o2r#r=+3|c^`l?WRL={8VVT>jmdDe{xE z?jvj;xQLgL7(^X+Lwoea(9IBx63;48;H({2Gi1^T3H7gth6YI4Az=}4q>TNzAs!@F zU3qoj4@v$Dm2w%?h2^)+XZ~S@Va7i9^tsAd%YVMa|Gix74kZii{&Z=mSRXo-ZNh8= z5?4G9tT@qR(O2Z6omohg{(`sHg%JfQN1=609n1?p7_{(8mbIcn5!2jb|K?05DMSex zClC|>oQak#S*jCR_EvP@e&x;&8a7P#um~(rw_Pe*B0(_@bfs4V?>jC*jC<6d{(E(E zkNfh#F{i}PqjNP&Gc2Wfixy8vK%Y`(H|?VY$N%>ZfB!}3A!mWke(9 zD?E1+;QR@J$3ra9UQQG2X|)g3(x7RIjzr0?-VZp;0d%1Rkuz%enNPQlbk2*2#;_)t zy_Rq*^!_bORWXRNuBnGE1%fh?yIdMCtQ_RN%K*pUJAY6Kd%nA0?r92-GTzGcUIl0A z%%$f!=M)k3n}cJ%{3b^S?S^HyJKfUl3bhOfq7CH~l~j9$kOwtsW1rvEeI1tdkmTz% z?2MFIAy?JB^X6DTx(jH-84KlK8lLEKf#s#E6=1h7sn-iD-426GM@XX-OJ!_qtg5U8 zpfPU7W2W9G3`!s-tvyK~glWPD`MrAYWw#H_`un#0@2|7kDPi=cfT=r%cI#t;Lj%%= z(w+21lx(1kZ{^kp`&gVl*Ckq~MEEz-;6ckocZx7^92>w;&yRNMl3o6Dx`%#;m91@s ziUn^Ds(*uiDCgXp?PS-u=VNL0pzziup~0%2&;-e=hfF-+gz!5ZiCwT8iblp8)1gYG zdS5+uM`(I;UmMK4W<6@=^i}kwR{^2DuvdL2lHt`oJ;$5LjUbEzmsw?DEe7eNG z(+Ohfw@PKm1H;NF6A$njZm0xPQQ*9El=`oa>o;w}ACIp7uW&o-0V~-rt`+Mu2xPo!%1cz}BfUT+R2b z4AdvG1LG8?<&iNvK{p8@YObRlv#Z<=gmNPnD=FmvZq}b~?b%2`+pMz0X3`Gvk#j6- z8DOii0sf8fwRnh+@Rdz01Slq=mSR{Jnm%OcLz^*bltk@xv=q*)L>B;e%O5uTwv(%( zj$M(Ug_;Q%cehL9XY4Cy8!)Et5IQte(#S{IJ20>>Q6G-JXXB02?qw;+hx_bf-uKH$ z4N97=@C%Eu$iq-$kbbvqUA!iA{l80Bd`K7A9*PaB4Mv;-RMS1siWvJtU8Eg=DG{Cf404@oVAOO$(kC(c0dG(mD9F z3h`Qf({f_7Lhqk{RbQ>XV_6n&(qK`^bgB@)>;R0^S@*ZjbO<0TZeyCQBy6Tpal_S$ z{wXU8e{9mSQKJaWZu@*fC-vPBXK*XA3-X$<}85WiCjhp z&#alJ@{AiA&pKaw=rp02k%tU9q11BY_5OT*pKl?Gri926mqW{X@JIVVJ&Lp;DX33B z!bU!#Vm<-Mgq*1~3BrjspD^x6uRv&aL4CsRG6Y?toc>v1stb^3(P?3ck8~4JUTKX; zTJ;sS8WQ^M-rX1z24|)zwq9}+y0#ZBJ!hZUPMNqw@@-+zF~b_4B1 z;4BdbBmI4X$)UehCv#Ycqc|hlnN}q~&Uq){sGMZM@#rTK(swezYfn47)OB}5ey|U` zT>LJb*&p%D=D(1n1>1q5#pTD|RVeJ$w5Y{lNN|b5D2o_&RFfuP2bDB*ib#vFYpKY~ zsFleerJpYHx?wZvVqb^U);Cp{+D>07lh-qwX)G9)gp1NeLKw47()!AN z2vurRKWq0N(b3!JT3F6)qfY@jYbgyNy{Hkx&RkQ!qe1{pB94T;RX;u*Jw;K~I#{d}NhlIx~X4~f!Ig@aWh%DN;ryD^#+0^DO zwY&pJ(?|!S=Z7zXpnU%;rfC~E0-^UWZq~AO)e9@bj$%GU5^z58pJdEZvm^y7;9S8A z(b3y0DDx+q_Ubq=RxF&tipH*#5u^)i*AJ>d+CEb$!_qM;^niANHvC+r%Alek;&N&T zdo3fH)d%4FPiLt{5(6`7ELAamoj8F^LVHhqBc@+ zWYL$^#74h((S+HKRpF_w&`R9>&qEA4CtXGM_Geojzt^2ObN1OOKUyOky4P0YMmFhF z_Rg<)N=*EiFE55FH8oJHw)}Kj-OrdXE{R!XST&>^L0N%-rD*l?f9VgYgJ~0N3v~Px}Q@uK_YDtNmn~u>xBq$Au zGN~)qu7NL@#PWATThzH5(08-kz2L_4_SVwU;Bg>QvK;fC`AVA)Tupne9kHt7-T1 z42LEHs6Q1#?^Vzli7fQ0zLe z1)zf{VX##kE8mJ82gQ1`x;Yk4^SXTh+R3BF6gS@H(VN6MX5?kl4(bT0snT8pZAG~D zYQOo#$bYIusZ_%$`?XO^0HxI5vSq6M4%;y3%wm@WpCeUS5IiSpR=PTJRb-C@pW~2e zsM{c)H+@d&T?Bk;AEwb8W5LE^jkF6l*HtPvD&#{}kwnUe3;a!**c(0}!6>Aq*D& znCymTG9f27`}`jn>;R?fYo6}6r`4CLu0`p`$7r;+^BCrY2BSouLd%kINTfK@RmA9^ z2}nGII)oP#w;FwN8nqtqtmaqZe_rem?l>tJWq3cM=lkfVf^@2M!VQUVCd-koSOT;5 zqy>UQQ@ke~)G}0yfrvSie6hSH+hOm$a4>hH0oy_nCEY2oK-?E7w(GlxJH3gzMlx~G zVh3@9!Y##c-@VmWs^_6C{l0iTMU2V^CLkCXB}GD#-qL_`bN_X-G$EOx5%7lS8g7CJ zbUg&wpf1!ZZ%sB46%8U6z#2}JnXLdf=A=#)l6FSzjDB}L>oF!$`V@Jiaa0}Eo){Sh zXX@@M_Ia?+;Svk#-jWc4I!(irrL(gJ3Fbe(5bx*zS&k>-Au1p<1QpdjOG%P*&ZQ9j zL0WXAEqwMHTUi$O%X~6@kL|@J(jW(dxYZt?^~%~)+Lf}iN)kOqP?ovB^V`&hCQ{l&Anfa-0t_LT&&VSs@C(5>u1P;JYk%bP;R1xAw<*M$AfS zvJUNf6RB6ux+KS<%9^Q$&*p^^#7b{I=SU^xB3kQrbH_PGurrb`Ja%35K%Yc`J5k24 zyyiEpBT0X6Gm&b9Il`*_XVD2zU)`&_ezVS_vKe|&@!c|g!#xg_y+)rU#dkauH5_g& zqKzsl14jB=6hhsVz)tHqAW>94g?T_>Zclz(%O7v)!gM7-uZp1S3kI;dfU)XBhLz&Q z*=L>937Y|SbJ^94orbc0-1wgXqc&|y`da$>YdYP~I;Pzls`H+TJF(MUKt^+6^haD% zEm)9J&UQ3SO>)Kruz{Q88vH>iWxevq{}eXA+Uu-YS2y1@;~ZkcHi$Tq zaCHCFoO01^B5F&%S1bCNv}h434I%V&;YcoIY|!x+4a_pyl??#`zddtmtatyYT_>B& z>uT;T=rl_$VvscEN^*~T+RbH^o)Z1|F7HNws!GqYko34JQp~Mg=78zj|7iX6tf#Qu zDqJ)j+&a5ps@L{o5@x2qm$C9PTW7rp}8RoE(cz?_BNsU92ra}vZpd56)+mC=z_p->XTyhDdl7JVh1^O5=vfjbrk zGU?E*MZ~dgLY<*=>=8BoT`*e$2OnYRT`(qMMbQGnHWi+|VE&IUiIHbR@1A1h#F1Ww zk=7e>CD96Ex#>THgBg60@Y9Zum3ea`^o&^w>M3%!@$nA3{Vm;qNPE&{e*&< za5HrRgQgnqZ+7=#0)(lY4<0q&7G6y|-lR`OXK-GTXlA|^1RcnyUdxqNaUV+O%`FmF z7N^`24kk4+I(mm=wT8yF|0B@j>HDxqv8tJeQxxxSNlJw^=Vtw$OG#C9O{{I zbX;#55K%Pj@7pkN-3N7BZJA{vQtUZmht4KVyr;{@7HASN3iHHpYX=tOA#4~eXCOua zd9|z~JKj}idb_Eekta&~WW$WX(!$SnS4y6ccR=ViG{V8hz@Lg#mS}X)WacX+3{u`A z_ICz#fpk*kY3q>83?h5+qwyOqLnqymO3Pl`g*ixJogd_peN`^Y55CSy$gBLFz(1h*nh8tV4)hIyk$z8@{n1KTXv2ua4VtDhyI z`oUM8B4VPfujyS8RBDnd>g+`QI!6{k!p_MhjD+QQQY?3~X1ge$6Dl=Lpw}h$Ixflc z{$csap3zq;_;FpQFL#6fg+w&<*<~&RBo1RHqsGFBl^HwEKz9^OBPf?E{8X46tk>N? z>fdY^rF4UehV*74zMCSZs-26iUr%DmHvBzqhpZ6apAW(__Wko~t zP4ueKN>5M_0v;=(uQ0b)boNxxa*2jSMwEyMCrc}?G<5ew7eX9@=q(a`ayW^YnbqD* zlsFSm9U~sm_N4+7Bt>U}jF(q-(%5I?mvQv8Vfe(DmzMXXMF6Dmc`u{`>a-fw2bL0< zEq9+=+CcmH6kZ5JJm%}Cx&pD;4>=e{yNzA9;_(zTx9O<2Q8^FlQ}MU|jUBCKi74wo zps#5Mlei@yZs8a@|S_dH{y~PWMXEF~M8J{OD7rihrR72b>>UJIs1= zX&_V8PV~9GIhY7ZbdV^?5(|$sKz(U6plKt-H=0tK01aDNB)w8OBmN`hS?3~|rm}aQ zLrxd_&=Q3^N&v%_S}wsc>BjHWM+k?1f^Pl#mvxwDXc zQ~3AfxsJ>z-UeH4B^B+%(Y@p|vbLd_$?>4*lZ(3yA?>G6-g(cvzQotm(Ov9c(}*G3 zmP5+gXynY3N`o*{=}Z;22L0+ntLbAj_CNZ;ZOpBWFxTGi8h^XwUpmk=Q5UzfLR3gb zj5zr~l+h?n8r2|`r(*B0>$q06Y0Ne|2v ztdcy%q>stub4$vKFryHU5P)MS$;Z#xUr+b{FKavU!e8F;Jidz)>?V3K#JHd^n0JFvxP&v`-bW z8S=gfbxSnmR5)J$1O--zDM1^p2 zg9+i7gw~|X_$-c3Tgs@?p%xM`d@fvLQ+?xOv7jFa&T5GCDNg8Trrmp_pAJ{>1oz%| zhi$k?>~jT}|BC2FT^BjVfy2xS-=-djA;1vkAQVe_J-P<=y!u()R}=7LYxyV?U(%1Hw%nm% zE$Vdp%w!QSG?4~6I`&k+-!ght{j(gc{56y^u6H@TN`7X~LpPm(Q!XS?76Qoxp>81N zkt8iXd6{!xZXLI7m(XR7j5*U?XNXg*_a}sf{y;|6>)90zncyJ`;Dl0>K7Y~u;hq?| zNB8X1RjF*UFBuS1MPeFpkOz^|=aAea8iv!yG;QCpz^${n>;e@mS@JdcL2&Ppqi=tH zyy(@bsw)RtS^qMymi`RWUs`&dFmahQam4#CpDqW@xY#23@bGQN5C1lF>gbgY?OPU^ zPIPMTb~R|~w!I;{J1?dkF2&F=Nh9^a=MO7a7X>`2tiNu`+2nDDGR7`?aO6YYm#m%9 zY3{*~N9@c!>v-_i-g1X_VrxXYEb!CNgST8$Cwnrz&v(S6mVI6@bLI+p{q`rPvRwem zwumZWCQ)wS3ut*kZ2A)-qv^Co28}&>=dJnebi)Vun)VEj@;HeOC&oR^Bl@Z-nzdt~ zE7jN2vuu-{o_&K%U<;!bj9~or^PBlR{b#q}S(^WWV*xlo^~{mwj9qY{v+z&j0eul-M?quq>6=yh8*N>PbtNg<<36yc{D%% zMvK?r;zF*RpKG3diJQCAHq7tSr%(C}{V0CvX8GCWUX6b|H50sal=-kKRdZ22v+2>J z2d_RT+;Mw@HK*Td7nNe)sMj z3YD`1-?!BH)udKMVKUBuzL(2IOTz}pcEHMjMV$)0W|SYkZ|b(W%96t<+e#YKj*RJ| zd@i^M$WeG0Vwf%8QMPM3+|>RBg|O6KdY=9)Y4=?+@#86iGd7emy{OQ(uG#q=e?S!K z$$xA}s|Oj^5*3yOh8tc$Fq^@wp8XNXY&U$M^Y0OoBL+vjQ(o)r3-{+q$*a$QD7`Xl z=uprjVCl^$`R5Xd}zp^Lqq5b-HAd`3(oS8SjPJhIql89P3ym0 z6;e0pg>6==V*kl3|3%v7HnJq$AVk?EXa9TXr}Ogio0NgWS+4HC-UPAQ_T&S-vySgx z>~Lw`IeW6xp(v?;D%tt9Xi*gB%E)HWo!99PvnL(fPKD7GGF4p83O&(h*+(7AplHRv z7T7nyVSlRyQPpIPt<0szw+ohayORjM7QanIiDeOyXR ziQjlIPhs1jki7m@}YnnSG2D@Vju~Lao*3=f4=VQ`GRq zCKz1;j0gmpT=2(hPK@(ldy{~6J_Qf=-tJo_>~9wGO}oVoVGiNXKO8}Tb3CMi@as?h z_o4Wm)x27hyDHy}{B&T*K^wpO-gjGa_wB+RZFkvUl=%SCGj79Gx#oCVBCW7dt@a%~ z+E#Y+G%7M~psA@<;UekJ{bQF6N-BlB66(rjyqazmjtZzLndIaf?>>~XW$bVlL}BSF zyk$7%Uk~DZ>*s#Ty!DC4!>XEC5{$Q>_V8>6Q`5cn#xe>;(xO5W3R?>+G12)p=_41*$SC>XG=X3u2h>0P!{`E?{mhV0+vwfbbIGy{n z!eq;3ctUQ_8xnx!%=&kPJ1!$%R*FJJ|3aq_$GB0YR%tWhf=-@12@%v-M3aQ&a`VR4mn*=x<8WK&v@-xD`J}CTb|MZ2yUujgH^JFlL&4YQWxqf@?!#N@tGkGck z*n#pRjl`Tqb3YkIdj3&6H=b#}eg%K!ZvTBfd^?UDeTXx}KSK;SiKt1Yg4hQ!=~S{) zK4IbY4`V&k!hHneyFJji^CMx z0s6D~$tnAA2Je6+=FE8!zHj?837?~obz2xS73=R@`*;WYN#W9Yc!?Pj*~O`|)6XpW z>UePQu7tlou=4B3`ppO-CLLO-{BF|YFIDUA?BMRufJ96rUEDo9`V~G{n!+D}cIi)i z+%f<2?@haH6m~-w#wHQ>ua|>$_|>VGpFne;LMKgyAsZ;FS+i!%62~>Z z)YkK`Ppa^5YgT*k&^+b4zFEWT-+W8N_YA!ABFZR`meXULT5Z`B+N{rk!-rd~UAtEJ zNJ7I!ySg#llsOEz3&yWt@z7{)N;ic)Uh0(04iRaOK`rXw9g6rC_tg#N<>g>Es<$#? zZu?r(tclx-S-g*nFlu19_uk@OciN2}J(@!M24MH3*GdHRKPw+u-{kMBo(qwr zBuf3Q9dOub5)Dx@>&z`DsZA4cWiC}NK}Y|i!}^6grr-r(So)ScX=-^1jCoM2Eu8Z0 zbI;(yWpqNJP>VT#{rJ=Wue~!5tGeFWzUTBd9Ls!q${|asBsCQ^4U7~pJ*A+Cp)zbx zOa+ud4HPF3s-vD0C5i$9Dw+Z+0xE70QBcbqV1omL%$f`d0tUjC`TeX7^qda6|K5L| z_lnDNodDhYx4*+$_qx};*24K>f==0p6fw+Yd%rh=;s5oG{_BDwc2l2^FkCNUlaXMC z3azpcS}`G4;aYB;*0N9rI#%EM-LuO#egky742*G9aL3BWyp@WNAixSQ>=+Z9c%%Q8 z$6q6_UK2VY8hM-(lDlL^X>dEU#=bgADTodF=LVa(lN-my*MC+T?!Lvq@hr4&5r`U$ z`EQFrd@wBh@NoA;TXM;MBGVv`JNu5?S4^|*qp%(q(f~0~!Fa{=$*I47=a!i7q#TC5 z`j4*_&v)62$L}}s2xV`SJ|#Re3tS$(-%C0#MBoARw|=}ZCWrUq{_Bc^Mn!M{E!!0C zGD3Y$P5#Bqzs27Xpv)c3eeE4aCtv(#Oh~%z z>E-__js1`3;g;%;=vhKa20{QTQ?Qe>0#Pqdl2U#e)A&VAIO^NfQ7uDHSJ7-C>gF+! z&vLO7zHL{1z3=^{LbY}FyDQHnp4ad7`uxBz05M-bMvikjZC0#UagB_p<*3*A<3XQv zM}*Pb&U9#FIrx}kUFneRNx?>x<*^THHo_c8byTz>wxZpzX?CmL_^~bz^*`=?ntA<; zSA%3MJDAH{uirYw@l&Tx5z23yDuc8I`2%ZURYxS3Y$I5Mo)So$%xL|Z77o0p= z)5JVGORmG^n9L6!eCx*InZLczx3#deo}hQ*v!$=}dUbwq@oGr-hfr}0Uh}VOUs)%Y zKuSsM*IatmwB*H&F0%(O2pqfk{D;>!-~WvL4#ijoe$cqeoC_bg95N#F-lea1>jJw4 zDPGX_Hhos??|z%__N13PeszSg)nU5V5&8sC&M|VO(Y)h|*b%0={NS~|TchS3r5tpG zY2U4v`>L|Z&IvarHWV&Htdh`TtoFmPTHh*cWY;0H8qN{EPEE<|9}Y6^waMUFGrfNP zEn>;(jOav<2h%_yzUd62xF5<^<k}&;C=?GFCXGu0rJBC8p(fvU&5I6KEhOR8^^h`y|hzBRW?O! zfdj&1l5prmM>8xPH-G-l1xm%D&?K#&>+z|#{%zHuBb~_&1Q8}hgHZ{FXQO*Sr(ucQ z>P@0M6wIoS)F+Wqd88{dkk{;ooKe2_g3HQM9OApCRaI3IW?|NR9ZN@R`;-^2ZtMA! zxCOT}w>~vQLLzPlqdsK>v-zS)MfAEth6e zgsBM$oT+XEW73*0t+tDz8p!-N=$amy_sc!a0PJ4RaI)f+?z^=s^8TENr$3IoO)R8) zoy^=skFslRgvse3s?^J0T1K>FM^6MBx}CkhjiHV52%uIEj724gFN0p6yXg}3?)A-Y zTk?OLI?!3BgqE1})MKUe{EGl$*3P)lzt>a94_yDd%TS*jQh;TcL?obF_v{=aAZ)0y z&!%xq3d5_MRDEeV`gOte0VmGjo)BhLxWyXXS;KVmZ$sq*`V$lx33 z`8CpXF0~_~9FvAT)QFy;?)z;J4~xPdk@9*XT^?bo33qN!Y!57>VXirCE;DIE_vruHXTy$d+qTV{-UeB4{CT>j zKwA%bK{<&JhRT#!-LMmP;?qEczXV>h@R=&KRr)y^N~4Iu-Exs#Pg9!Mb2J z?3a$}JFP2YqZ-f?==_YWkkAUn#Jh5#>ldHR7Oj}BIKnuFJTn1h6n2tx!XK%qW-8oc zUBM&C_H$3WO~@tf6ui1^)pj+dY>iP$UVaG`J?8T5qHrK_LUmU+k zhj4;2(c5d=fio6L1rwOfu#x2BLuj1+4%trm7F)?5aR4tdp3M{wX*n(=eA9W8!ML0# zTqnfl4FdXbRB1<2Q;mbn9Fv8H=>2tKaMwMZ_lyKDv#P|cQt^C53f?4U5gUA@(Jx9J zzZ%SM-noUC#{StGdEOHgbtf$(Q>!Vsc;nw96F-@Eb^Em+pHLV!I?vwI z{EifFO=6tmBd&{v1&Rw1XS%P$md}~mq>L{Y+9?qJ$ylx|^;7ZUO(#V|Hz05{0$r}| z8+QDEZffEmxX_P+yKM8*7l4Pngl_tCrsSi5G4GapbOqt>iVL9bDUecCUCx-Q$$m)3 zS}b!V^r9`~;2xR^R#Fb1;Z^9Kw>C;h&E8*r3wL+D)6p+MFb2@zivo{y#VcGL=Jw63 z$lPDJz8q1a~cn+w?Z~5C6fZq!+M0&26U{H($3f$O%p_KTiR0Gc{}bBvhk0 z!)yW+rS8hUfiNA|JG#OxA>KM0b%DCwOz{He2fd?Qix$F%FDH%HoJB_kjbRk$g9DsI7-ey2-Yo7$pitVjBt(J2(gLT9b(~$_`Bijq zM@rT5!z2`TApTjO6 zz#kdYtX>BBJ*4HFxE(1%kdf)^V#=Hdw#~_3FYy}H+d(jPk=!;@k4w)ED#MGyfKUM~ z#AO1j?XzS@S8Pi5vmD|z3+{?Zvmu}%T~lev>qN8owh61XK5CzCKcRoi{@?;WJ(2ZD zljiGfdA{w|C}%?1a3>NwAW&D7_eW&jVfvFQq(3iDeSGl|lqt1?HZsGh?eTV#jI&=n z0QGp%%TT7v%wZ`H&9iZ;YkejXGkJnso`GpSHNz7~X|`Ug?IJ_|WAQFt?M8G*cjf*y zQYI)%Qb`D-z$1qay$t}pAwziujM6+t!mL0zJMg%Ke)&)}4J6DfWwsB%^t8mOIO8l* z9OsG*ODG$n*ti_eFN2sW{3oCzz%J z7vSEPD3RdM5g=iEa>>VFIk_YI(B2sS{LkTG{kAEF49S78$6yMWAkewIU0uA+fT4&3>3SniJGYgN|#wb9mhNe&2C=2pdg})yY}XlX8XUhkLXn zS9ndofF0e)@!1oz4rbpj=sGE&U&87(X4_=JD1^{d=N(gt{NTXYU=8`te$9WdzIUX| zi(ahnqOScG{`k%RAx1#3|c~ylp^#PH(x6Rzj*wUy&AUh#L|K{M&-Qu2QVPUplc^j_O1Fw zyHV|9wdlYE&0EAAv^=(lg@JUGPCy9o=rd);mT|^NA*Vn=Q zU3sC4qs_Fiq5SoWSHJGwkgZxcLU}!#hVH0o;Xdt;?57{z{Sy6N=uI=zO>}+rC>6!Y^F)eXT}YoS=k$= z_xd;TgM#DpNa`tvX&!7v1pCJmaJFT@iC{9x>@f2@$c%0KZe;H?3@>p||FUpJFfQ<- zf^+7L(!D;hQ|taN$?0Zg-nR*TQN2WgnMWe}34mmHFSe zvpsp@gTch7=!|yKkjWV!AWlwv6R`+A6pawkY>_O*OM@r8wRQTT+z0jVOUq$Nim&u) zXJ-6$U~l~^bN{Y)rb&O;`%8bE`GGc<^7!*^C*b`EG5UCz5Z__+-;e=4wg_}%Hj|3m zC22xJ-_^#@7EvTXbS@p4ruQ8TJy~dvl%`y0BmyzP!3KAid@T?zA2^Ne@E!r(Hgu{s zP<`@TH)-hYCT|Q2;6vx8+>8hl->qtqEJ_0zPr6rCfM+tu%)ZA+dr13bCG_QT%1f&c zieC=f+w#K5?}H_zfzXj^bz%LafrGB8Fhg`(A0-)OmT&%p_q6zazlB@7F5$gp_vx3l zxdUd(2(rlj;bJ5y*M%|?%*kxMEC~?)^6KexDWr2I5@tB%kqch(x#e=kfG6`a56WLE zB(fkHh)=C{&vw@ex$qgqoG*~MCUQUvZK ziBWo}-+blpGco_7HPQsif)y17aG-Qpe?rI3q@4B~7k!kFD@jTPphzkIVaTgmR>$T_ zw-wHvC4|f4`#(UU+MTFIkeW&Lj}!~1FY08P%YNyfm|S%{hJlLTJGDyC0h_sa6(e=O zoUnE;5n5vI@SDBLv~^+3@kTDw#AQEyD>`RN1ZESa z%Y->e>E=T%k-G_b*(B**x@x7%zzj(aQRXCc6d*X<+#vtR6(2-LnIfoy*mI^PK}>`M z(I8MN79!EQ3*(n~cd0+!AJxM*O^(?H?3FyLaJ)cN{>^UwGIEqi+EeE*-)$~gSEAa0 zwQ&gbq(|9C=>vOg!D-?a2~6`{Vq%GGOm5qLG@aaL*eIe6@XfEMkGbG7K7NJW&bVuo$Cq~sZR%u0I zZ7&~I7h>_5lAO)L<}jwli6@f}Am0k#j2!qOy)q;fKnvCJH1hajd*|3;1d-U}?^xpK z_fDQfR4x)9<6r+}Av1@DdUYv)et-CN#&`L0KmE*zjwjIrXV?WwCvOyCi>!{;2?vJ` z?0w1rmL}-)#Od_XsFW2*U!;RZ1Ho{alUkG^qRZc{+pk|g=?&~jwthKQFFm%dG|iX$ zdD5F>ODd$bvup|_R&AKb45^nO$C`Yl)f)AVdt&|w?#mk54FnVaD4X{U*w|_6K~Aeo z;yBttn#?PNdv?5h1hp7_)&41>cg819XN*Jy$4}hWDmq&` zJJJHCX1F=J!-_XcRs~CREI$mOD&=~SKm1b$M3qCKXEJw1SycCcC`85@Hq$8}-(_%N z>ji32q+`B8ILHda2e6zLc~A%ujjh$G8>&>GrM`M%O)0lZ^k?YB=EhV`9yB7y3VE*z(bXNdlbM!0^mQWhPzl~Uf7R*S z1rh7EH4_m*hDZXq(#bhX4yo&;MPCD5@G7Ai(?v)nxsk1z?&jPR^2R!443c$kI3NlJ z5!j_9`EuXh?`?A1h1NZ~$QhTQcmrkO+E-ci-u3 ziSG=f)#CbJ?B&BtUtb|P^m6G}HiZVG3#owovh7Kx!4-ws)~-AlX8PFsF% zDK~+(4mYc^(%4E7mTg2@E)2HtitbgNs?}Q(a^8xp5W&dsnL9GjJ~co?eIN@YI3{sp zr%3mGTa$d#q2sN7DZ)~j?j9jcf#tz>>q5p@6to?Ppk1F-GShb5J3MP2_JeAHD4879 ze0fmnPF}=Q`J#yy*Lu*PCnh;K+&pw*WKN$b@ure4N@=M>Xd*|(Ute@l0GOh<4pW-0 z{IZX?i%ktszrowd<(6Ut_Y!F(CoNo)Y2jA*rfy@F*s$L?G*-Z?@u@SO-w@H8)u>s= z4+}aI@5JGa&vx6khkx}Xn9AkPG@3q;qE3N*I%mGFETy!4 z6+`Q)4053L?=96;WN&}bOJ~`D1j2)+L-fd%*XYl)W%pb!Z`&v zq)OTmW)T4wPO5lb_U(0J?+x3ZoC86~q}6q^;)C9Yu$12RLixweT$u!^0y{I=7wTuq z5eJw#S~@q#QC#$JvG8CV_Pn@xM{#Tw*hYtkuN#}W|E*p@8ml0ub*fMRD92`Fz)WWUbk-58@Uthsfa9N?x$`85UM=Ldb-7}41rp_dCAS%%!} z1}mOZ>ls{0)zb|c?-T}Ap;P}+sHnPw|FS9}r!3;Y>`mW#rNAi55b3oWN=0`f_RRYD zRcTh`kz7>UPDA_7hF#lVQsyCBQ1sgy6BFaQe(!?Kz9qVK?HSU_yWoPaqb!#S2}anW zPMP!wH@D>=4QP{8yTph^IIS^oN+s`Ibk^E<&l{y(mRBu zj?A1DXzbHcMr$c=v8*IkN#4Crar|mpv}IGXP9r{sB>i1@%aB}_w1^SaTdwf;Uha+7iM&Ebp# zMkzUANJF_O?)jy`hKkdY#5L)7U}C%`7b6@lC_Aax%g(=bHTzV)%~WD95kA@#ZKj~P zg2UQ6?W9V87%EAl($*4nSig-c5$(vx6KP+rci@&4FfR+oeg`=pnyGSvi%dFf1;0@s zaRA+zD_(SXI$Z)Fk#3kfYec=+>Uz=-6lVtiv`3dAiVISkRjZ@oR^@lvufZTXlF&$oCJigr06gG}#tH_7 ziQ8LC1GJwVjjJVbL^3i^?!Vr)36fWhaodaHLWO8yjOR>cNa}cQ!h7 z2DvED6}1ahK%v)7LdnQ0hFZ4&>4x7t2f<0Ui#aMqtEz7~xJe2m{5NYmggoiMicMm~ zNc%+v3ZYas+!+fj04TiXR~fL$jcT73AczUD;p$a72*cn_56{(J7l>U%$tQDtK6oSb zNl03oMn(tq*?mr{`01Dejor#48Rkb`@pY-$w3x{Ndn+V znf%uX<><|Xuw=*s&e#B7TFW2?9BLII;}+E))@dIl{rm9mb2Y)0JPd*{H#i3xn%`VC) z-o?79J@TAYVL`$r1@)Vz4M-&xbn05jM*HPtfAie;YoB!FO0`USzj>QFn@OQ8^*2I* zBdYQK_P*R%MbUc5qoj{Y6|S*CAk4`r#?0xEaTl>oD>b@uPG)j`D;*I^pVXE5hPsYv zSSQC6xVkfTQ(E`LTxq=-#*XOAK}e{MExxK7n^{;=7cY7% zx&XWXT0{t?x88mKy4;msrIes%Gbz^-oy2V>SP+`zEZvYJCvf1`M}l4SMpaQR=BCt^ z$J4R+AIC|tV{%Ryc~`8T9Ac%D<5!=Hl>tq`5Qse{_qsZ<0+^BoE+}|%4yZ;ciuR8O&M0R z0t!IgcJ?|StdOeAY?p{E?}|whHse0-x@i<(IGy;%-y&{sX-r7P3niT`39h@cuvlV` ztSwCmV{#sNMzq@dS3~P~;k)c!a@a%^Sm<3MVZOBKmI4S|zVuL;Bo#5#=_Ei5S$&-m zyxt2vnDH7PhU{D;Wq6^;NFo7_elSRElAYVBPtXV-7Uw3FO{Z+^4>j!86i0l~F7Xdp z;iStxo%sw`IeWXSeBk%i#%59vWi<+g%_^nSC)4K#N9+B?01nK>x(*LLZt{Zih#b`O zaH8o{IF-7ofMLpvYO<m?3BkWFjWE`M1Wpn9AhZz5qKQC6Aytk{?%iK^i3Qs8C$7Y(6rq&Qx|}n?P4{t z#^;vq$ssg$UQ6rJ0;?Ght+Fu)!JB5}q!I|E&vkmG~AIays8B+>tbP z212SmqzBLEyk5|1xcD>XOSR0()Iw%0X&l~_O|>~J)hDsJg3F{lA|-1tmuq{*si|__ zJ>6Xo&F_5E@65!%Sd2M-!C8bGf=^PK=2Ag{jZ_GZi)+`jEuQXAE41RDTfXtmRK&Q~ z!g_y`tLrp%lj*4j~p z8PjM+v3u^dN{)#{^b#lwtAd^_WGM9=&CD(;dgNSnxTX1SfqKO6_gwRxjzbS;a|2YU zh!qrrhoM+z-L*H<1sT2^vxw0l6XPpY;dybP1nye40H225D%uC1sPStAu^kKvJT?IjBC2=QVuR?(J5W^{JK*m+Sr8 zhl3=z zWwo_N7+Bhpo1}67>(-@rj69ulzjC;iCwA>lHeVd#D7-bNRumIXu3{F%$q;hq^i|8O zLk7&Y4Roa#U>|9e0k!*=Z~f~oadkg$0#t`=6bqMRQ%bBN6*2A8uHBe<%*Z(_!o)vlcIG1ZG@m9MHT^X;oNI`Av?U>&KSl zbER@Ygd1+Bt_%cK=RKbqAf;r~S*(k!upw})SH}D3af0*eB`(4Qs}Pe+A^;EtB7ztz zxdSemMM2p(6IJVYJg^ ztFO8PeP3ZzL!m3wu>`+RhIf`OLZ?LuWZqI0_&Y758q*RD!EJkH#VwC&X3PW%Q!Bdv zQ-@sL2zgYg(Yj)PnAW-tcbb+T2G!#|_;8LKHHEz|s>g!tXrqWpxnt=F`*;6p=%Y=k z^ej)bnS=;-$D8j7j1)P>-``!r#y;>qzB5t%~IfnlW)D)DCI+XwfuKsJ#baI zGE?meNhrlSM0Ha+dRP0_IlL}%4FBrbt@knRr)D_SYP^rcPi7IftR$+GK;VSTRkpJq zACexsB~#LIBqLn5RxWG2S)jJMU9Yx|v=mY@zqTQIPU!8pHRn)TQnhn5zp-4^cFe-( z_?2mAh13T%Ug?_^s4Kyy#<9V$tjyE48pgwV7?L9z*(+}Nlvvy5g1ppV7y*tZET80$ zgx(FMXi9lE9=6hugHWhn*J_ULN2;IWk+Ra9@{;4Xi}LWlGbQgHn_r>T5;uom&EUe{R8a3frW&zDB}V;is(9 z65VeVRMrSH1jC(hyYkEx>UH*$-%Pp^CPQPS&iF=o{qwn!W8o=GWCi?XWbw&?&up-{ zK>kw^oBP3_4-=`;+s9HhlPb7X+b|Q+j0he@*eYa;(5mhQlPRkjn6;=R>ms}53}vm? z)Q+@iFE5;C{$_!q{zad zAB4)48nt|8V4ue4MT3n)A&M76n@A>71miK4z@l=fW`|XN^EbCi$sfY71Hz`mc36<= zA>$z4zzIS&wze~^Q{6dE-GVr3cf5D`nC9~FzWI+zXz^7E`XVofwv zPI)si@Xx&b;ahL4I{UeBAe2&^F`yV#29ge)c-2xA($Z=waqtpNfvqoWP6C5doOhcW z&?5IbRdph0$`%d}LHfJq*o^f1 zRmA#m=<7?dFf|`V&l^=HdxQA&Zd|)c_Ch?wfRf2bMX|ImtKxKcMCuu5PGs=sz*eDo zBza~1v@M{3L%vhaDVIl;i}F=?FrhbsQx=a7vifL&3m+kq^P0WX9GVqw^4Bk`aU&&W z`!7tDQ?SFZVy_6`R-Iaf%3f5IR%bhD`4~j*QMrDq)vE;d>tiCS#g}1lRdMToROeZe zJ#v|UaPjPpa)%Dbqz~L%& z$9V7iFY1`tC^iF0rVs+zBvdm6*>ZdPR4q5!Z@}B#sQrO-=MhD(_2?rjH%dB6;`gCL zrb^+7BtmQ@OS)mTq}cH6QSh3vxlQCiMHVe&q1T+`Dv@BG7B}fy2b9@Q3?BdFCG^+L zCF<0q+ddyzQguy+zaetG&#@UT6iaJ#n>A;t|IOYn*!L(yK}b zW*Ifq(J?Z%!}k)7IYjDiuYBM6troS|#hF*40Usr zby^syW#4Y5iP4^bvbAZTXFw5GJ39}wy)m08lR z3$!yvGC2Isu1HD`9x=kn5NlNM+T|a@s%Ja2SW0$D1~iHQDZG8`Y92^tTuN2ai6@dl zT|bNlCDKM%LTNgDMUsCS0rjxrP6sN8^7#=h3&gK5APJ4g7h5w+B`=CybfSr_#5huG zTLweCYMldajtb#~^l>T6sU^K0ZQOW_oWi=TnOaWuy$8|%rno$4)h!Q`!9l|9(K1bx z?yR?{9YjMfMaV+GbFjwvlu&Ocb1EjMq>|35D(eIMJB(vF=inU`#V{R-w6)7(*VvrA`@iT>z?KheF$54P3EhK1_drdnsIPC z_F)O%=f96OZqNrbNp-gj$lrqjJNlvL8a;%cYXy z7rCXhnRz-dD{jH)P)H*Y%Ye-t$^5~{&yr`OvPiTjByU7sBF+_XyY81}+DfJ0J++J+ z#XeL?li9CX;(Q@)o?sAoRmlj+ojX*i<*uBp=$5NJe#ON?yS(zG)0kWuwEWSRU%;gQ z&xE7{kZ3D&XZ+CzrW=EOkBCa^-}$ZJK None: + """Initialize CPU monitoring.""" + try: + self.process.cpu_percent() # First call to establish baseline + self._cpu_initialized = True + if self.config.verbose: + logger.info("CPU measurement initialized") + except Exception as e: + if self.config.verbose: + logger.warning(f"CPU initialization warning: {e}") + self._cpu_initialized = False + + def get_memory_usage(self) -> Tuple[float, float]: + """Get current memory usage in MB.""" + try: + mem_info = self.process.memory_info() + rss_mb = mem_info.rss / 1024 / 1024 + vms_mb = mem_info.vms / 1024 / 1024 + return rss_mb, vms_mb + except Exception: + return 0.0, 0.0 + + def get_cpu_usage(self) -> float: + """Get CPU usage with smoothing and normalization.""" + if not self.config.enable_cpu_monitoring: + return 0.0 + + try: + if self._cpu_initialized: + cpu_percent = self.process.cpu_percent() + if cpu_percent >= 0: + # Normalize CPU to prevent > 100% on multi-core systems + # psutil.Process.cpu_percent() can return > 100% on multi-core + normalized_cpu = min(cpu_percent, 100.0) + + # Apply exponential moving average smoothing + smoothed_cpu = (self._cpu_ema_alpha * normalized_cpu + + (1 - self._cpu_ema_alpha) * self._last_cpu_ema) + self._last_cpu_ema = smoothed_cpu + return smoothed_cpu + return self._last_cpu_ema + except Exception: + return 0.0 + + def get_disk_io_stats(self) -> Tuple[float, float, float, float]: + """Get disk I/O statistics with rate calculation.""" + if not self.config.enable_disk_monitoring: + return 0.0, 0.0, 0.0, 0.0 + + try: + current_time = time.time() + io_counters = self.process.io_counters() + + # Use read_chars/write_chars if available, fallback to read_bytes/write_bytes + if hasattr(io_counters, 'read_chars') and hasattr(io_counters, 'write_chars'): + read_bytes = io_counters.read_chars / 1024 / 1024 + write_bytes = io_counters.write_chars / 1024 / 1024 + use_chars = True + else: + read_bytes = io_counters.read_bytes / 1024 / 1024 + write_bytes = io_counters.write_bytes / 1024 / 1024 + use_chars = False + + # Calculate rates + read_rate = 0.0 + write_rate = 0.0 + + if self._last_disk_counters is not None and self._last_disk_time is not None: + time_delta = current_time - self._last_disk_time + if time_delta > 0: + if use_chars: + read_delta = read_bytes - (self._last_disk_counters.read_chars / 1024 / 1024) + write_delta = write_bytes - (self._last_disk_counters.write_chars / 1024 / 1024) + else: + read_delta = read_bytes - (self._last_disk_counters.read_bytes / 1024 / 1024) + write_delta = write_bytes - (self._last_disk_counters.write_bytes / 1024 / 1024) + + read_rate = read_delta / time_delta + write_rate = write_delta / time_delta + + # Update counters + self._last_disk_counters = io_counters + self._last_disk_time = current_time + + return read_bytes, write_bytes, read_rate, write_rate + + except Exception: + return 0.0, 0.0, 0.0, 0.0 + + def collect_sample(self) -> ProfileSample: + """Collect a complete profiling sample.""" + timestamp = datetime.now() + rss_mb, vms_mb = self.get_memory_usage() + cpu_percent = self.get_cpu_usage() + read_bytes, write_bytes, read_rate, write_rate = self.get_disk_io_stats() + + return ProfileSample( + timestamp=timestamp, + rss_mb=rss_mb, + vms_mb=vms_mb, + cpu_percent=cpu_percent, + disk_read_mb=read_bytes, + disk_write_mb=write_bytes, + disk_read_rate=read_rate, + disk_write_rate=write_rate + ) + + +class QEffMemoryProfiler: + """ + Production-ready memory profiler for QEfficient workflows. + + Features: + - Manual operation marking for QEfficient workflows + - Production-quality visualization with detailed segment analysis + - Precise memory attribution and performance metrics + - Professional-grade reporting suitable for debugging and optimization + """ + + # Segment colors for visualization + SEGMENT_COLORS = { + "Initialization": "#E8E8E8", + "Model Loading": "#FF6B6B", + "Export": "#FFEAA7", + "Model Export": "#FFEAA7", + "Compilation": "#98D8C8", + "Model Compilation": "#98D8C8", + "Generation": "#F7DC6F", + "Text Generation": "#F7DC6F", + "Cleanup": "#AED6F1", + "Completion": "#D5DBDB" + } + + def __init__(self, sampling_interval: float = 0.05, output_file: Optional[str] = None, + verbose: bool = False, **kwargs): + """ + Initialize the QEfficient Memory Profiler. + + Args: + sampling_interval: Time between memory samples in seconds + output_file: Output file for memory profile graph + verbose: Enable verbose output for monitoring operations + """ + # Create configuration + self.config = ProfilerConfig( + sampling_interval=sampling_interval, + output_file=output_file or "qeff_memory_profile.png", + verbose=verbose, + **kwargs + ) + + # Initialize components + self.metrics_collector = MetricsCollector(self.config) + + # Monitoring state + self.monitoring = False + self.monitor_thread = None + + # Data storage + self.samples: List[ProfileSample] = [] + self.operations: List[Tuple[datetime, str]] = [] + + # Peak tracking + self.peak_rss = 0.0 + self.peak_vms = 0.0 + self.peak_rss_time: Optional[datetime] = None + self.peak_vms_time: Optional[datetime] = None + self.peak_operation: Optional[str] = None + + # Operation tracking + self.current_operation = "Initialization" + self.operation_start_time = datetime.now() + self.operation_durations: Dict[str, float] = {} + self.operation_memory_deltas: Dict[str, float] = {} + + # Legacy property accessors for backward compatibility + @property + def timestamps(self) -> List[datetime]: + """Get timestamps from samples.""" + return [sample.timestamp for sample in self.samples] + + @property + def rss_memory(self) -> List[float]: + """Get RSS memory values from samples.""" + return [sample.rss_mb for sample in self.samples] + + @property + def vms_memory(self) -> List[float]: + """Get VMS memory values from samples.""" + return [sample.vms_mb for sample in self.samples] + + @property + def cpu_usage(self) -> List[float]: + """Get CPU usage values from samples.""" + return [sample.cpu_percent for sample in self.samples] + + @property + def disk_read_bytes(self) -> List[float]: + """Get disk read bytes from samples.""" + return [sample.disk_read_mb for sample in self.samples] + + @property + def disk_write_bytes(self) -> List[float]: + """Get disk write bytes from samples.""" + return [sample.disk_write_mb for sample in self.samples] + + @property + def disk_read_rate(self) -> List[float]: + """Get disk read rates from samples.""" + return [sample.disk_read_rate for sample in self.samples] + + @property + def disk_write_rate(self) -> List[float]: + """Get disk write rates from samples.""" + return [sample.disk_write_rate for sample in self.samples] + + @property + def sampling_interval(self) -> float: + """Get sampling interval.""" + return self.config.sampling_interval + + @property + def output_file(self) -> str: + """Get output file path.""" + return self.config.output_file + + @property + def verbose(self) -> bool: + """Get verbose flag.""" + return self.config.verbose + + def start_monitoring(self) -> None: + """Start continuous memory monitoring in background thread.""" + if self.monitoring: + return + + # Initialize CPU measurement + self.metrics_collector.initialize_cpu_monitoring() + + self.monitoring = True + self.monitor_thread = threading.Thread(target=self._monitor_loop, daemon=True) + self.monitor_thread.start() + + if self.config.verbose: + logger.info(f"QEff Memory monitoring started (sampling every {self.config.sampling_interval}s)") + + def stop_monitoring(self) -> None: + """Stop memory monitoring and generate reports.""" + if not self.monitoring: + return + + self.monitoring = False + if self.monitor_thread: + self.monitor_thread.join(timeout=1.0) + + # Mark completion + self.mark_operation("Completion") + + if self.config.verbose: + logger.info("QEff Memory monitoring stopped") + + def _monitor_loop(self) -> None: + """Background monitoring loop.""" + while self.monitoring: + try: + # Collect sample + sample = self.metrics_collector.collect_sample() + self.samples.append(sample) + + # Update peaks + self._update_peaks(sample) + + time.sleep(self.config.sampling_interval) + + except Exception as e: + if self.config.verbose: + logger.warning(f"Monitoring error: {e}") + break + + def _update_peaks(self, sample: ProfileSample) -> None: + """Update peak memory tracking.""" + if sample.rss_mb > self.peak_rss: + self.peak_rss = sample.rss_mb + self.peak_rss_time = sample.timestamp + self.peak_operation = self.current_operation + + if sample.vms_mb > self.peak_vms: + self.peak_vms = sample.vms_mb + self.peak_vms_time = sample.timestamp + + def mark_operation(self, operation_name: str) -> None: + """Mark the start of a new operation.""" + current_time = datetime.now() + current_rss = self.samples[-1].rss_mb if self.samples else 0.0 + + # Record previous operation duration and memory delta + if self.current_operation != "Initialization" and self.samples: + duration = (current_time - self.operation_start_time).total_seconds() + self.operation_durations[self.current_operation] = duration + + # Calculate memory delta from start of operation + start_idx = max(0, len(self.samples) - max(1, int(duration / self.config.sampling_interval))) + start_rss = self.samples[start_idx].rss_mb if start_idx < len(self.samples) else current_rss + memory_delta = current_rss - start_rss + self.operation_memory_deltas[self.current_operation] = memory_delta + + # Start new operation + self.current_operation = operation_name + self.operation_start_time = current_time + self.operations.append((current_time, operation_name)) + + if self.config.verbose: + logger.info(f"{operation_name} | Memory: {current_rss:.1f} MB RSS") + + def get_synchronized_data(self) -> Dict[str, List[float]]: + """Get synchronized data arrays.""" + if not self.samples: + return {} + + start_time = self.samples[0].timestamp + return { + 'timestamps': [(s.timestamp - start_time).total_seconds() for s in self.samples], + 'rss_memory': [s.rss_mb for s in self.samples], + 'vms_memory': [s.vms_mb for s in self.samples], + 'cpu_usage': [s.cpu_percent for s in self.samples], + 'disk_read_bytes': [s.disk_read_mb for s in self.samples], + 'disk_write_bytes': [s.disk_write_mb for s in self.samples], + 'disk_read_rate': [s.disk_read_rate for s in self.samples], + 'disk_write_rate': [s.disk_write_rate for s in self.samples] + } + + def mark_segment(self, segment_name: str) -> None: + """Convenience method for manual segment marking (API mode).""" + self.mark_operation(segment_name) + + def stop_and_save(self, filename: Optional[str] = None) -> str: + """Stop monitoring and save results (API mode convenience).""" + self.stop_monitoring() + self.generate_memory_graph(filename) + return self.get_memory_report() + + def get_memory_report(self) -> str: + """Generate comprehensive memory usage report.""" + if not self.samples: + return "No memory data collected" + + current_sample = self.samples[-1] + initial_sample = self.samples[0] + + # Calculate statistics + rss_values = [s.rss_mb for s in self.samples] + avg_rss = sum(rss_values) / len(rss_values) + max_rss = max(rss_values) + min_rss = min(rss_values) + + # Auto-scale units + rss_scale, rss_unit = (1024, 'GB') if max_rss > 2048 else (1, 'MB') + + # Calculate disk I/O statistics + disk_io_stats = "" + if self.samples and len(self.samples) > 1: + total_read = current_sample.disk_read_mb - initial_sample.disk_read_mb + total_write = current_sample.disk_write_mb - initial_sample.disk_write_mb + max_read_rate = max(s.disk_read_rate for s in self.samples) + max_write_rate = max(s.disk_write_rate for s in self.samples) + avg_read_rate = sum(s.disk_read_rate for s in self.samples) / len(self.samples) + avg_write_rate = sum(s.disk_write_rate for s in self.samples) / len(self.samples) + + disk_io_stats = f""" +Disk I/O Statistics: + • Total Read: {total_read:.2f} MB + • Total Write: {total_write:.2f} MB + • Peak Read Rate: {max_read_rate:.2f} MB/s + • Peak Write Rate:{max_write_rate:.2f} MB/s + • Avg Read Rate: {avg_read_rate:.2f} MB/s + • Avg Write Rate: {avg_write_rate:.2f} MB/s""" + + report = f""" +QEFFICIENT PERFORMANCE MONITORING REPORT +{'='*60} +Peak Memory Usage: + • RSS (Physical): {self.peak_rss/rss_scale:.2f} {rss_unit} at {self.peak_rss_time.strftime('%H:%M:%S') if self.peak_rss_time else 'N/A'} + • VMS (Virtual): {self.peak_vms/rss_scale:.2f} {rss_unit} at {self.peak_vms_time.strftime('%H:%M:%S') if self.peak_vms_time else 'N/A'} + • Peak during: {self.peak_operation} + +Memory Statistics: + • Current RSS: {current_sample.rss_mb/rss_scale:.2f} {rss_unit} (Delta: {(current_sample.rss_mb - initial_sample.rss_mb)/rss_scale:+.2f} {rss_unit}) + • Current VMS: {current_sample.vms_mb/rss_scale:.2f} {rss_unit} (Delta: {(current_sample.vms_mb - initial_sample.vms_mb)/rss_scale:+.2f} {rss_unit}) + • Average RSS: {avg_rss/rss_scale:.2f} {rss_unit} + • Min/Max RSS: {min_rss/rss_scale:.2f} / {max_rss/rss_scale:.2f} {rss_unit} + • Memory Range: {(max_rss - min_rss)/rss_scale:.2f} {rss_unit}{disk_io_stats} + +Monitoring Info: + • Duration: {(current_sample.timestamp - initial_sample.timestamp).total_seconds():.1f} seconds + • Data Points: {len(self.samples)} + • Operations: {len(self.operations)} + • Sampling Rate: {self.config.sampling_interval}s + +QEfficient Operations Timeline:""" + + # Add operation timeline + if self.operations: + start_time = self.samples[0].timestamp + for i, (op_time, op_name) in enumerate(self.operations): + relative_time = (op_time - start_time).total_seconds() + duration = self.operation_durations.get(op_name, 0) + memory_delta = self.operation_memory_deltas.get(op_name, 0) + + duration_str = f"({duration:.1f}s)" if duration > 0 else "" + memory_str = f"[{memory_delta/rss_scale:+.1f} {rss_unit}]" if abs(memory_delta) > 10 else "" + + report += f"\n {i+1:2d}. {relative_time:6.1f}s - {op_name} {duration_str} {memory_str}" + + return report + + def generate_memory_graph(self, filename: Optional[str] = None) -> None: + """Generate professional memory usage graph with QEfficient operation segments.""" + if not self.samples: + logger.warning("No data to plot") + return + + output_file = filename or self.config.output_file + + # Import visualization module + from .visualizer import QEffMemoryVisualizer + + visualizer = QEffMemoryVisualizer(self) + visualizer.generate_professional_graph(output_file) + + if self.config.verbose: + logger.info(f"QEfficient memory profile saved as: {output_file}") + + # Legacy methods for backward compatibility + def get_memory_usage(self) -> Tuple[float, float]: + """Get current memory usage in MB (legacy method).""" + return self.metrics_collector.get_memory_usage() diff --git a/scripts/memory_profiling/visualizer.py b/scripts/memory_profiling/visualizer.py new file mode 100644 index 000000000..4e288f8b7 --- /dev/null +++ b/scripts/memory_profiling/visualizer.py @@ -0,0 +1,450 @@ +# ----------------------------------------------------------------------------- +# +# Copyright (c) Qualcomm Technologies, Inc. and/or its subsidiaries. +# SPDX-License-Identifier: BSD-3-Clause +# +# ----------------------------------------------------------------------------- + +""" +QEfficient Memory Visualizer - Production Quality Enhanced Visualization + +This module provides production-quality visualization with detailed segment analysis, +clear operation boundaries, and comprehensive memory metrics. +""" + +import os +from datetime import datetime +from typing import TYPE_CHECKING, Dict, List, Optional, Tuple + +import matplotlib.patches as patches +import matplotlib.pyplot as plt +import numpy as np + +if TYPE_CHECKING: + from .profiler import QEffMemoryProfiler + +from QEfficient.utils.logging_utils import logger + + +class QEffMemoryVisualizer: + """Production-quality memory visualization with enhanced segment analysis.""" + + def __init__(self, profiler: 'QEffMemoryProfiler'): + """Initialize visualizer with profiler data.""" + self.profiler = profiler + self._setup_matplotlib_style() + + def _setup_matplotlib_style(self) -> None: + """Configure matplotlib for professional styling.""" + plt.style.use('default') + plt.rcParams.update({ + 'font.size': 10, + 'font.family': ['DejaVu Sans', 'sans-serif'], + 'axes.linewidth': 1.2, + 'figure.facecolor': 'white', + 'axes.facecolor': 'white', + 'grid.alpha': 0.3, + 'lines.linewidth': 2.0, + 'axes.spines.top': False, + 'axes.spines.right': False, + 'axes.edgecolor': '#333333', + 'text.color': '#333333', + 'axes.labelcolor': '#333333', + 'xtick.color': '#333333', + 'ytick.color': '#333333' + }) + + def generate_professional_graph(self, filename: str) -> None: + """Generate enhanced multi-panel memory profile with synchronized visualization.""" + if not self.profiler.samples: + logger.warning("No data to plot") + return + + # Get synchronized data + sync_data = self.profiler.get_synchronized_data() + + # Create figure with professional layout - Fixed spacing to prevent title overlap + fig = plt.figure(figsize=(20, 12), facecolor='white') + gs = fig.add_gridspec(3, 2, height_ratios=[2.5, 1.8, 1.2], width_ratios=[1, 1], + hspace=0.35, wspace=0.2, left=0.05, right=0.98, top=0.90, bottom=0.08) + + # Create subplots + ax_memory = fig.add_subplot(gs[0, :]) # Memory usage (full width) + ax_cpu = fig.add_subplot(gs[1, :]) # CPU usage (full width) + ax_disk = fig.add_subplot(gs[2, 0]) # Disk I/O (left) + ax_timing = fig.add_subplot(gs[2, 1]) # Phase Duration (right) + + # Prepare data + relative_times = sync_data['timestamps'] + max_rss = max(sync_data['rss_memory']) if sync_data['rss_memory'] else 0 + use_gb = max_rss > 2048 + scale = 1024 if use_gb else 1 + unit = 'GB' if use_gb else 'MB' + rss_scaled = [x / scale for x in sync_data['rss_memory']] + + # Normalize CPU usage to prevent > 100% values (multi-core issue) + normalized_cpu = [min(cpu, 100.0) for cpu in sync_data['cpu_usage']] + + # Setup plots + self._setup_memory_plot(ax_memory, relative_times, rss_scaled, scale, unit) + self._setup_cpu_plot(ax_cpu, relative_times, normalized_cpu) + self._setup_disk_io_plot(ax_disk, sync_data) + self._setup_timing_plot(ax_timing) + + # Add main title with proper spacing + fig.suptitle('QEfficient Enhanced Memory & Performance Analysis - Synchronized View', + fontsize=18, fontweight='bold', color='#2E86AB', y=0.95) + + # Save with high quality + plt.savefig(filename, dpi=300, bbox_inches='tight', facecolor='white', + edgecolor='none', format='png', pad_inches=0.2) + plt.close() + + logger.info(f"Enhanced synchronized memory profile saved: {filename}") + + def _setup_memory_plot(self, ax, relative_times: List[float], rss_scaled: List[float], + scale: float, unit: str) -> None: + """Setup the main memory usage plot with enhanced visualization.""" + if not relative_times or not rss_scaled: + ax.text(0.5, 0.5, 'No memory data available', ha='center', va='center', + transform=ax.transAxes, fontsize=12, color='#666666') + return + + start_time = self.profiler.samples[0].timestamp + + # Draw segment backgrounds + self._draw_segment_backgrounds(ax, relative_times, rss_scaled, start_time) + + # Main memory line + ax.plot(relative_times, rss_scaled, color='#2E86AB', linewidth=3.5, + label='Memory Usage (RSS)', alpha=0.9, zorder=5) + ax.fill_between(relative_times, rss_scaled, alpha=0.15, color='#2E86AB', zorder=1) + + # Add segment boundaries and annotations + self._draw_segment_boundaries(ax, start_time, max(rss_scaled)) + self._mark_peak_memory(ax, start_time, scale, unit) + + # Format axes + ax.set_xlabel('Time (seconds)', fontsize=13, fontweight='bold') + ax.set_ylabel(f'Memory Usage ({unit})', fontsize=13, fontweight='bold') + ax.set_xlim(0, max(relative_times) * 1.02) + ax.set_ylim(0, max(rss_scaled) * 1.15) + ax.grid(True, alpha=0.3, linestyle='-', linewidth=0.8, color='#CCCCCC') + ax.set_axisbelow(True) + + # Enhanced title + total_duration = relative_times[-1] if relative_times else 0 + peak_memory = max(rss_scaled) if rss_scaled else 0 + ax.set_title(f'Memory Usage Over Time | Peak: {peak_memory:.1f} {unit} | Duration: {total_duration:.1f}s', + fontsize=14, fontweight='bold', color='#2E86AB', pad=15) + + # Add legend + self._add_segment_legend(ax) + + def _setup_cpu_plot(self, ax, relative_times: List[float], cpu_usage: List[float]) -> None: + """Setup CPU plot with perfect synchronization to memory plot.""" + if not relative_times or not cpu_usage or len(cpu_usage) != len(relative_times): + ax.text(0.5, 0.5, 'CPU data not available or not synchronized', ha='center', va='center', + transform=ax.transAxes, fontsize=12, color='#666666') + ax.set_title('CPU Usage Over Time', fontsize=14, fontweight='bold') + if relative_times: + ax.set_xlim(0, max(relative_times) * 1.02) + return + + start_time = self.profiler.samples[0].timestamp + + # Draw segment backgrounds for consistency + self._draw_segment_backgrounds(ax, relative_times, cpu_usage, start_time, max_val=100) + + # Main CPU line + ax.plot(relative_times, cpu_usage, color='#FF6B35', linewidth=3, + label='CPU Usage', alpha=0.9, zorder=5) + ax.fill_between(relative_times, cpu_usage, alpha=0.2, color='#FF6B35', zorder=1) + + # Add segment boundaries + self._draw_segment_boundaries(ax, start_time, max(cpu_usage) if cpu_usage else 100) + + # Add average line + avg_cpu = sum(cpu_usage) / len(cpu_usage) + ax.axhline(y=avg_cpu, color='#E74C3C', linestyle='-', alpha=0.8, linewidth=2.5, + label=f'Average: {avg_cpu:.1f}%', zorder=4) + + # Add performance zones + ax.axhspan(0, 25, alpha=0.08, color='#4CAF50', zorder=0) + ax.axhspan(25, 50, alpha=0.08, color='#FFC107', zorder=0) + ax.axhspan(50, 75, alpha=0.08, color='#FF9800', zorder=0) + ax.axhspan(75, 100, alpha=0.08, color='#F44336', zorder=0) + + # Format axes + ax.set_ylabel('CPU Usage (%)', fontsize=13, fontweight='bold') + ax.set_xlabel('Time (seconds)', fontsize=12, fontweight='bold') + ax.set_xlim(0, max(relative_times) * 1.02) + ax.set_ylim(0, max(cpu_usage) * 1.1 if cpu_usage else 100) + ax.grid(True, alpha=0.3, linestyle='-', linewidth=0.8, color='#CCCCCC') + ax.set_axisbelow(True) + + # Enhanced title + max_cpu = max(cpu_usage) + ax.set_title(f'CPU Usage Over Time | Peak: {max_cpu:.1f}% | Average: {avg_cpu:.1f}%', + fontsize=14, fontweight='bold', color='#FF6B35', pad=15) + + # Compact legend + ax.legend(loc='upper right', fontsize=10, framealpha=0.9) + + def _setup_disk_io_plot(self, ax, sync_data: Dict[str, List[float]]) -> None: + """Setup enhanced disk I/O plot showing phase-based analysis.""" + if not self.profiler.operations or len(self.profiler.operations) < 2: + ax.text(0.5, 0.5, 'No operation phases available', ha='center', va='center', + transform=ax.transAxes, fontsize=12, color='#666666') + ax.set_title('Disk I/O per Phase', fontsize=14, fontweight='bold') + return + + # Calculate I/O per phase + operations, read_totals, write_totals = self._calculate_io_per_phase(sync_data) + + if not operations: + ax.text(0.5, 0.5, 'No significant disk I/O detected', ha='center', va='center', + transform=ax.transAxes, fontsize=12, color='#666666') + ax.set_title('Disk I/O per Phase', fontsize=14, fontweight='bold') + return + + # Create enhanced bar chart + x_pos = np.arange(len(operations)) + bar_width = 0.35 + + bars_read = ax.bar(x_pos - bar_width/2, read_totals, bar_width, + label='Read (MB)', color='#2196F3', alpha=0.8, + edgecolor='white', linewidth=1.5) + bars_write = ax.bar(x_pos + bar_width/2, write_totals, bar_width, + label='Write (MB)', color='#FF5722', alpha=0.8, + edgecolor='white', linewidth=1.5) + + # Add value labels + self._add_bar_labels(ax, bars_read, bars_write, read_totals, write_totals) + + # Format axes + ax.set_ylabel('Total I/O (MB)', fontsize=12, fontweight='bold') + ax.set_xlabel('Operation Phase', fontsize=11, fontweight='bold') + ax.set_xticks(x_pos) + ax.set_xticklabels(operations, rotation=45, ha='right', fontsize=10) + + max_val = max(max(read_totals) if read_totals else [0], max(write_totals) if write_totals else [0]) + ax.set_ylim(0, max_val * 1.25 if max_val > 0 else 1) + ax.grid(True, alpha=0.3, linestyle='-', linewidth=0.5, color='#CCCCCC', axis='y') + ax.set_title('Disk I/O per Operation Phase', fontsize=14, fontweight='bold', pad=15) + ax.legend(loc='upper right', fontsize=10, framealpha=0.9) + + # Summary statistics + total_read = sum(read_totals) + total_write = sum(write_totals) + ax.text(0.02, 0.98, f'Total I/O: {total_read:.1f} MB read, {total_write:.1f} MB write', + transform=ax.transAxes, fontsize=10, va='top', ha='left', + bbox=dict(boxstyle='round,pad=0.4', facecolor='white', alpha=0.9, + edgecolor='gray', linewidth=1)) + + def _setup_timing_plot(self, ax) -> None: + """Setup enhanced timing analysis plot.""" + operations, durations, colors = self._get_timing_data() + + if not operations: + ax.text(0.5, 0.5, 'No timing data available', ha='center', va='center', + transform=ax.transAxes, fontsize=12, color='#666666') + ax.set_title('Phase Duration Analysis', fontsize=14, fontweight='bold') + return + + # Enhanced horizontal bar chart + y_pos = np.arange(len(operations)) + bars = ax.barh(y_pos, durations, color=colors, alpha=0.8, + edgecolor='white', linewidth=1.5, height=0.6) + + # Add duration labels + self._add_duration_labels(ax, bars, durations) + + # Format axes + ax.set_yticks(y_pos) + ax.set_yticklabels(operations, fontsize=11) + ax.set_xlabel('Duration (seconds)', fontsize=12, fontweight='bold') + ax.set_title('Phase Duration Analysis', fontsize=14, fontweight='bold', pad=15) + ax.grid(True, alpha=0.3, linestyle='-', linewidth=0.5, color='#CCCCCC', axis='x') + ax.set_xlim(0, max(durations) * 1.2) + + # Add total duration summary + total_duration = sum(durations) + ax.text(0.98, 0.02, f'Total: {total_duration:.1f}s', + transform=ax.transAxes, fontsize=10, va='bottom', ha='right', + bbox=dict(boxstyle='round,pad=0.3', facecolor='white', alpha=0.9, + edgecolor='gray', linewidth=1)) + + def _draw_segment_backgrounds(self, ax, relative_times: List[float], + data_values: List[float], start_time: datetime, + max_val: Optional[float] = None) -> None: + """Draw colored background segments for each operation.""" + if len(self.profiler.operations) < 2: + return + + max_value = max_val or (max(data_values) * 1.1 if data_values else 100) + + for i in range(len(self.profiler.operations) - 1): + op_start_time = (self.profiler.operations[i][0] - start_time).total_seconds() + op_end_time = (self.profiler.operations[i + 1][0] - start_time).total_seconds() + op_name = self.profiler.operations[i][1] + + color = self.profiler.SEGMENT_COLORS.get(op_name, '#F0F0F0') + + rect = patches.Rectangle((op_start_time, 0), op_end_time - op_start_time, + max_value, linewidth=0, facecolor=color, + alpha=0.15, zorder=0) + ax.add_patch(rect) + + def _draw_segment_boundaries(self, ax, start_time: datetime, max_value: float) -> None: + """Draw vertical lines at segment boundaries.""" + for i, (op_time, op_name) in enumerate(self.profiler.operations): + if i == 0: + continue + + boundary_time = (op_time - start_time).total_seconds() + ax.axvline(x=boundary_time, color='#666666', linestyle='--', + alpha=0.6, linewidth=2, zorder=3) + + def _mark_peak_memory(self, ax, start_time: datetime, scale: float, unit: str) -> None: + """Mark peak memory with enhanced annotation.""" + if not self.profiler.peak_rss_time: + return + + peak_time_rel = (self.profiler.peak_rss_time - start_time).total_seconds() + peak_rss_scaled = self.profiler.peak_rss / scale + + # Enhanced peak marker + ax.plot(peak_time_rel, peak_rss_scaled, 'o', color='#E74C3C', + markersize=14, markeredgecolor='white', markeredgewidth=3, + zorder=10, label='Peak Memory') + + # Enhanced annotation + peak_text = f'Peak: {peak_rss_scaled:.1f} {unit}\nPhase: {self.profiler.peak_operation}' + ax.annotate(peak_text, + xy=(peak_time_rel, peak_rss_scaled), + xytext=(25, 25), textcoords='offset points', + bbox=dict(boxstyle='round,pad=0.6', facecolor='#E74C3C', + alpha=0.95, edgecolor='white', linewidth=2), + arrowprops=dict(arrowstyle='->', color='#E74C3C', lw=2.5), + fontsize=11, fontweight='bold', color='white', + ha='left', va='bottom', zorder=15) + + def _add_segment_legend(self, ax) -> None: + """Add enhanced segment legend with better styling.""" + if not self.profiler.operations: + return + + unique_ops = [] + seen_ops = set() + for _, op_name in self.profiler.operations: + if op_name not in seen_ops and op_name not in ["Initialization", "Completion"]: + unique_ops.append(op_name) + seen_ops.add(op_name) + + if not unique_ops: + return + + legend_elements = [] + for op_name in unique_ops: + color = self.profiler.SEGMENT_COLORS.get(op_name, '#666666') + duration = self.profiler.operation_durations.get(op_name, 0) + + label = f'{op_name} ({duration:.1f}s)' if duration > 0 else op_name + legend_elements.append(patches.Patch(color=color, alpha=0.8, label=label)) + + legend = ax.legend(handles=legend_elements, loc='upper left', + bbox_to_anchor=(1.01, 1.0), fontsize=11, + title='QEfficient Phases', title_fontsize=12, + framealpha=0.95, edgecolor='#2E86AB', fancybox=True) + legend.get_frame().set_facecolor('#F8F9FA') + + def _calculate_io_per_phase(self, sync_data: Dict[str, List[float]]) -> Tuple[List[str], List[float], List[float]]: + """Calculate I/O totals per operation phase.""" + operations = [] + read_totals = [] + write_totals = [] + + valid_operations = [(op_time, op_name) for op_time, op_name in self.profiler.operations + if op_name not in ["Initialization", "Completion"]] + + if not valid_operations: + return operations, read_totals, write_totals + + relative_times = sync_data['timestamps'] + start_time = self.profiler.samples[0].timestamp + + for i, (op_time, op_name) in enumerate(valid_operations): + op_start_time = (op_time - start_time).total_seconds() + + if i + 1 < len(valid_operations): + op_end_time = (valid_operations[i + 1][0] - start_time).total_seconds() + else: + op_end_time = max(relative_times) if relative_times else op_start_time + 1 + + # Find data indices + start_idx = next((j for j, t in enumerate(relative_times) if t >= op_start_time), 0) + end_idx = next((j for j, t in enumerate(relative_times) if t >= op_end_time), len(relative_times) - 1) + + if start_idx < len(sync_data['disk_read_bytes']) and end_idx < len(sync_data['disk_read_bytes']): + read_total = sync_data['disk_read_bytes'][end_idx] - sync_data['disk_read_bytes'][start_idx] + write_total = sync_data['disk_write_bytes'][end_idx] - sync_data['disk_write_bytes'][start_idx] + + if read_total > 0.01 or write_total > 0.01: + operations.append(op_name) + read_totals.append(max(0, read_total)) + write_totals.append(max(0, write_total)) + + return operations, read_totals, write_totals + + def _get_timing_data(self) -> Tuple[List[str], List[float], List[str]]: + """Get timing data for operations.""" + operations = [] + durations = [] + colors = [] + + for op_time, op_name in self.profiler.operations: + if op_name in ["Initialization", "Completion"]: + continue + duration = self.profiler.operation_durations.get(op_name, 0) + if duration > 0: + operations.append(op_name) + durations.append(duration) + colors.append(self.profiler.SEGMENT_COLORS.get(op_name, '#666666')) + + return operations, durations, colors + + def _add_bar_labels(self, ax, bars_read, bars_write, read_totals: List[float], + write_totals: List[float]) -> None: + """Add value labels on bars.""" + max_val = max(max(read_totals) if read_totals else [0], max(write_totals) if write_totals else [0]) + + for i, (read_bar, write_bar, read_val, write_val) in enumerate(zip(bars_read, bars_write, read_totals, write_totals)): + if read_val > 0.01: + ax.text(read_bar.get_x() + read_bar.get_width()/2, + read_bar.get_height() + max_val * 0.02, + f'{read_val:.1f}', ha='center', va='bottom', + fontsize=9, fontweight='bold', color='#2196F3') + + if write_val > 0.01: + ax.text(write_bar.get_x() + write_bar.get_width()/2, + write_bar.get_height() + max_val * 0.02, + f'{write_val:.1f}', ha='center', va='bottom', + fontsize=9, fontweight='bold', color='#FF5722') + + def _add_duration_labels(self, ax, bars, durations: List[float]) -> None: + """Add duration labels on timing bars.""" + max_duration = max(durations) + + for i, (bar, duration) in enumerate(zip(bars, durations)): + width = bar.get_width() + minutes = int(duration // 60) + seconds = duration % 60 + + if minutes > 0: + duration_text = f'{minutes}m {seconds:.1f}s' + else: + duration_text = f'{seconds:.1f}s' + + ax.text(width + max_duration * 0.02, bar.get_y() + bar.get_height()/2, + duration_text, ha='left', va='center', fontsize=10, fontweight='bold') From 7436ccbf1c507bab05d5ffbb84443e34a1628d13 Mon Sep 17 00:00:00 2001 From: Rishin Raj Date: Tue, 9 Sep 2025 08:47:29 +0000 Subject: [PATCH 3/9] lint and minor changes Signed-off-by: Rishin Raj --- QEfficient/utils/constants.py | 2 +- scripts/memory_profiling/__init__.py | 16 +- scripts/memory_profiling/visualizer.py | 612 ++++++++++++++++--------- 3 files changed, 392 insertions(+), 238 deletions(-) diff --git a/QEfficient/utils/constants.py b/QEfficient/utils/constants.py index 9285314c3..796c442a0 100644 --- a/QEfficient/utils/constants.py +++ b/QEfficient/utils/constants.py @@ -87,7 +87,7 @@ def get_models_dir(): COMPILER = ["/opt/qti-aic/exec/qaic-exec", "-aic-hw"] DEFAULT_AIC_HW_VERSION = "ai100" -ONNX_TRANSFROM_MEMORY_CLEANUP_INTERVAL = 100 +ONNX_TRANSFORM_MEMORY_CLEANUP_INTERVAL = 100 # InternVL constants # Fixing the feature size with reference to OpenGVLab/InternVL2_5-1B, OpenGVLab/InternVL2_5-38B and OpenGVLab/InternVL2_5-78B diff --git a/scripts/memory_profiling/__init__.py b/scripts/memory_profiling/__init__.py index 1e6977891..dc1377d0b 100644 --- a/scripts/memory_profiling/__init__.py +++ b/scripts/memory_profiling/__init__.py @@ -30,10 +30,10 @@ # Core profiler components from .profiler import ( - QEffMemoryProfiler, + MetricsCollector, ProfilerConfig, ProfileSample, - MetricsCollector, + QEffMemoryProfiler, ) # Visualization component (imported on-demand) @@ -44,10 +44,10 @@ QEffMemoryVisualizer = None __all__ = [ - 'QEffMemoryProfiler', - 'ProfilerConfig', - 'ProfileSample', - 'MetricsCollector', - 'QEffMemoryVisualizer', - '__version__', + "QEffMemoryProfiler", + "ProfilerConfig", + "ProfileSample", + "MetricsCollector", + "QEffMemoryVisualizer", + "__version__", ] diff --git a/scripts/memory_profiling/visualizer.py b/scripts/memory_profiling/visualizer.py index 4e288f8b7..c16c0c0ef 100644 --- a/scripts/memory_profiling/visualizer.py +++ b/scripts/memory_profiling/visualizer.py @@ -12,7 +12,6 @@ clear operation boundaries, and comprehensive memory metrics. """ -import os from datetime import datetime from typing import TYPE_CHECKING, Dict, List, Optional, Tuple @@ -28,381 +27,516 @@ class QEffMemoryVisualizer: """Production-quality memory visualization with enhanced segment analysis.""" - - def __init__(self, profiler: 'QEffMemoryProfiler'): + + def __init__(self, profiler: "QEffMemoryProfiler"): """Initialize visualizer with profiler data.""" self.profiler = profiler self._setup_matplotlib_style() - + def _setup_matplotlib_style(self) -> None: """Configure matplotlib for professional styling.""" - plt.style.use('default') - plt.rcParams.update({ - 'font.size': 10, - 'font.family': ['DejaVu Sans', 'sans-serif'], - 'axes.linewidth': 1.2, - 'figure.facecolor': 'white', - 'axes.facecolor': 'white', - 'grid.alpha': 0.3, - 'lines.linewidth': 2.0, - 'axes.spines.top': False, - 'axes.spines.right': False, - 'axes.edgecolor': '#333333', - 'text.color': '#333333', - 'axes.labelcolor': '#333333', - 'xtick.color': '#333333', - 'ytick.color': '#333333' - }) - + plt.style.use("default") + plt.rcParams.update( + { + "font.size": 10, + "font.family": ["DejaVu Sans", "sans-serif"], + "axes.linewidth": 1.2, + "figure.facecolor": "white", + "axes.facecolor": "white", + "grid.alpha": 0.3, + "lines.linewidth": 2.0, + "axes.spines.top": False, + "axes.spines.right": False, + "axes.edgecolor": "#333333", + "text.color": "#333333", + "axes.labelcolor": "#333333", + "xtick.color": "#333333", + "ytick.color": "#333333", + } + ) + def generate_professional_graph(self, filename: str) -> None: """Generate enhanced multi-panel memory profile with synchronized visualization.""" if not self.profiler.samples: logger.warning("No data to plot") return - + # Get synchronized data sync_data = self.profiler.get_synchronized_data() - + # Create figure with professional layout - Fixed spacing to prevent title overlap - fig = plt.figure(figsize=(20, 12), facecolor='white') - gs = fig.add_gridspec(3, 2, height_ratios=[2.5, 1.8, 1.2], width_ratios=[1, 1], - hspace=0.35, wspace=0.2, left=0.05, right=0.98, top=0.90, bottom=0.08) - + fig = plt.figure(figsize=(20, 12), facecolor="white") + gs = fig.add_gridspec( + 3, + 2, + height_ratios=[2.5, 1.8, 1.2], + width_ratios=[1, 1], + hspace=0.35, + wspace=0.2, + left=0.05, + right=0.98, + top=0.90, + bottom=0.08, + ) + # Create subplots ax_memory = fig.add_subplot(gs[0, :]) # Memory usage (full width) - ax_cpu = fig.add_subplot(gs[1, :]) # CPU usage (full width) - ax_disk = fig.add_subplot(gs[2, 0]) # Disk I/O (left) + ax_cpu = fig.add_subplot(gs[1, :]) # CPU usage (full width) + ax_disk = fig.add_subplot(gs[2, 0]) # Disk I/O (left) ax_timing = fig.add_subplot(gs[2, 1]) # Phase Duration (right) - + # Prepare data - relative_times = sync_data['timestamps'] - max_rss = max(sync_data['rss_memory']) if sync_data['rss_memory'] else 0 + relative_times = sync_data["timestamps"] + max_rss = max(sync_data["rss_memory"]) if sync_data["rss_memory"] else 0 use_gb = max_rss > 2048 scale = 1024 if use_gb else 1 - unit = 'GB' if use_gb else 'MB' - rss_scaled = [x / scale for x in sync_data['rss_memory']] - + unit = "GB" if use_gb else "MB" + rss_scaled = [x / scale for x in sync_data["rss_memory"]] + # Normalize CPU usage to prevent > 100% values (multi-core issue) - normalized_cpu = [min(cpu, 100.0) for cpu in sync_data['cpu_usage']] - + normalized_cpu = [min(cpu, 100.0) for cpu in sync_data["cpu_usage"]] + # Setup plots self._setup_memory_plot(ax_memory, relative_times, rss_scaled, scale, unit) self._setup_cpu_plot(ax_cpu, relative_times, normalized_cpu) self._setup_disk_io_plot(ax_disk, sync_data) self._setup_timing_plot(ax_timing) - + # Add main title with proper spacing - fig.suptitle('QEfficient Enhanced Memory & Performance Analysis - Synchronized View', - fontsize=18, fontweight='bold', color='#2E86AB', y=0.95) - + fig.suptitle( + "QEfficient Enhanced Memory & Performance Analysis - Synchronized View", + fontsize=18, + fontweight="bold", + color="#2E86AB", + y=0.95, + ) + # Save with high quality - plt.savefig(filename, dpi=300, bbox_inches='tight', facecolor='white', - edgecolor='none', format='png', pad_inches=0.2) + plt.savefig( + filename, dpi=300, bbox_inches="tight", facecolor="white", edgecolor="none", format="png", pad_inches=0.2 + ) plt.close() - + logger.info(f"Enhanced synchronized memory profile saved: {filename}") - - def _setup_memory_plot(self, ax, relative_times: List[float], rss_scaled: List[float], - scale: float, unit: str) -> None: + + def _setup_memory_plot( + self, ax, relative_times: List[float], rss_scaled: List[float], scale: float, unit: str + ) -> None: """Setup the main memory usage plot with enhanced visualization.""" if not relative_times or not rss_scaled: - ax.text(0.5, 0.5, 'No memory data available', ha='center', va='center', - transform=ax.transAxes, fontsize=12, color='#666666') + ax.text( + 0.5, + 0.5, + "No memory data available", + ha="center", + va="center", + transform=ax.transAxes, + fontsize=12, + color="#666666", + ) return - + start_time = self.profiler.samples[0].timestamp - + # Draw segment backgrounds self._draw_segment_backgrounds(ax, relative_times, rss_scaled, start_time) - + # Main memory line - ax.plot(relative_times, rss_scaled, color='#2E86AB', linewidth=3.5, - label='Memory Usage (RSS)', alpha=0.9, zorder=5) - ax.fill_between(relative_times, rss_scaled, alpha=0.15, color='#2E86AB', zorder=1) - + ax.plot( + relative_times, rss_scaled, color="#2E86AB", linewidth=3.5, label="Memory Usage (RSS)", alpha=0.9, zorder=5 + ) + ax.fill_between(relative_times, rss_scaled, alpha=0.15, color="#2E86AB", zorder=1) + # Add segment boundaries and annotations self._draw_segment_boundaries(ax, start_time, max(rss_scaled)) self._mark_peak_memory(ax, start_time, scale, unit) - + # Format axes - ax.set_xlabel('Time (seconds)', fontsize=13, fontweight='bold') - ax.set_ylabel(f'Memory Usage ({unit})', fontsize=13, fontweight='bold') + ax.set_xlabel("Time (seconds)", fontsize=13, fontweight="bold") + ax.set_ylabel(f"Memory Usage ({unit})", fontsize=13, fontweight="bold") ax.set_xlim(0, max(relative_times) * 1.02) ax.set_ylim(0, max(rss_scaled) * 1.15) - ax.grid(True, alpha=0.3, linestyle='-', linewidth=0.8, color='#CCCCCC') + ax.grid(True, alpha=0.3, linestyle="-", linewidth=0.8, color="#CCCCCC") ax.set_axisbelow(True) - + # Enhanced title total_duration = relative_times[-1] if relative_times else 0 peak_memory = max(rss_scaled) if rss_scaled else 0 - ax.set_title(f'Memory Usage Over Time | Peak: {peak_memory:.1f} {unit} | Duration: {total_duration:.1f}s', - fontsize=14, fontweight='bold', color='#2E86AB', pad=15) - + ax.set_title( + f"Memory Usage Over Time | Peak: {peak_memory:.1f} {unit} | Duration: {total_duration:.1f}s", + fontsize=14, + fontweight="bold", + color="#2E86AB", + pad=15, + ) + # Add legend self._add_segment_legend(ax) - + def _setup_cpu_plot(self, ax, relative_times: List[float], cpu_usage: List[float]) -> None: """Setup CPU plot with perfect synchronization to memory plot.""" if not relative_times or not cpu_usage or len(cpu_usage) != len(relative_times): - ax.text(0.5, 0.5, 'CPU data not available or not synchronized', ha='center', va='center', - transform=ax.transAxes, fontsize=12, color='#666666') - ax.set_title('CPU Usage Over Time', fontsize=14, fontweight='bold') + ax.text( + 0.5, + 0.5, + "CPU data not available or not synchronized", + ha="center", + va="center", + transform=ax.transAxes, + fontsize=12, + color="#666666", + ) + ax.set_title("CPU Usage Over Time", fontsize=14, fontweight="bold") if relative_times: ax.set_xlim(0, max(relative_times) * 1.02) return - + start_time = self.profiler.samples[0].timestamp - + # Draw segment backgrounds for consistency self._draw_segment_backgrounds(ax, relative_times, cpu_usage, start_time, max_val=100) - + # Main CPU line - ax.plot(relative_times, cpu_usage, color='#FF6B35', linewidth=3, - label='CPU Usage', alpha=0.9, zorder=5) - ax.fill_between(relative_times, cpu_usage, alpha=0.2, color='#FF6B35', zorder=1) - + ax.plot(relative_times, cpu_usage, color="#FF6B35", linewidth=3, label="CPU Usage", alpha=0.9, zorder=5) + ax.fill_between(relative_times, cpu_usage, alpha=0.2, color="#FF6B35", zorder=1) + # Add segment boundaries self._draw_segment_boundaries(ax, start_time, max(cpu_usage) if cpu_usage else 100) - + # Add average line avg_cpu = sum(cpu_usage) / len(cpu_usage) - ax.axhline(y=avg_cpu, color='#E74C3C', linestyle='-', alpha=0.8, linewidth=2.5, - label=f'Average: {avg_cpu:.1f}%', zorder=4) - + ax.axhline( + y=avg_cpu, + color="#E74C3C", + linestyle="-", + alpha=0.8, + linewidth=2.5, + label=f"Average: {avg_cpu:.1f}%", + zorder=4, + ) + # Add performance zones - ax.axhspan(0, 25, alpha=0.08, color='#4CAF50', zorder=0) - ax.axhspan(25, 50, alpha=0.08, color='#FFC107', zorder=0) - ax.axhspan(50, 75, alpha=0.08, color='#FF9800', zorder=0) - ax.axhspan(75, 100, alpha=0.08, color='#F44336', zorder=0) - + ax.axhspan(0, 25, alpha=0.08, color="#4CAF50", zorder=0) + ax.axhspan(25, 50, alpha=0.08, color="#FFC107", zorder=0) + ax.axhspan(50, 75, alpha=0.08, color="#FF9800", zorder=0) + ax.axhspan(75, 100, alpha=0.08, color="#F44336", zorder=0) + # Format axes - ax.set_ylabel('CPU Usage (%)', fontsize=13, fontweight='bold') - ax.set_xlabel('Time (seconds)', fontsize=12, fontweight='bold') + ax.set_ylabel("CPU Usage (%)", fontsize=13, fontweight="bold") + ax.set_xlabel("Time (seconds)", fontsize=12, fontweight="bold") ax.set_xlim(0, max(relative_times) * 1.02) ax.set_ylim(0, max(cpu_usage) * 1.1 if cpu_usage else 100) - ax.grid(True, alpha=0.3, linestyle='-', linewidth=0.8, color='#CCCCCC') + ax.grid(True, alpha=0.3, linestyle="-", linewidth=0.8, color="#CCCCCC") ax.set_axisbelow(True) - + # Enhanced title max_cpu = max(cpu_usage) - ax.set_title(f'CPU Usage Over Time | Peak: {max_cpu:.1f}% | Average: {avg_cpu:.1f}%', - fontsize=14, fontweight='bold', color='#FF6B35', pad=15) - + ax.set_title( + f"CPU Usage Over Time | Peak: {max_cpu:.1f}% | Average: {avg_cpu:.1f}%", + fontsize=14, + fontweight="bold", + color="#FF6B35", + pad=15, + ) + # Compact legend - ax.legend(loc='upper right', fontsize=10, framealpha=0.9) - + ax.legend(loc="upper right", fontsize=10, framealpha=0.9) + def _setup_disk_io_plot(self, ax, sync_data: Dict[str, List[float]]) -> None: """Setup enhanced disk I/O plot showing phase-based analysis.""" if not self.profiler.operations or len(self.profiler.operations) < 2: - ax.text(0.5, 0.5, 'No operation phases available', ha='center', va='center', - transform=ax.transAxes, fontsize=12, color='#666666') - ax.set_title('Disk I/O per Phase', fontsize=14, fontweight='bold') + ax.text( + 0.5, + 0.5, + "No operation phases available", + ha="center", + va="center", + transform=ax.transAxes, + fontsize=12, + color="#666666", + ) + ax.set_title("Disk I/O per Phase", fontsize=14, fontweight="bold") return - + # Calculate I/O per phase operations, read_totals, write_totals = self._calculate_io_per_phase(sync_data) - + if not operations: - ax.text(0.5, 0.5, 'No significant disk I/O detected', ha='center', va='center', - transform=ax.transAxes, fontsize=12, color='#666666') - ax.set_title('Disk I/O per Phase', fontsize=14, fontweight='bold') + ax.text( + 0.5, + 0.5, + "No significant disk I/O detected", + ha="center", + va="center", + transform=ax.transAxes, + fontsize=12, + color="#666666", + ) + ax.set_title("Disk I/O per Phase", fontsize=14, fontweight="bold") return - + # Create enhanced bar chart x_pos = np.arange(len(operations)) bar_width = 0.35 - - bars_read = ax.bar(x_pos - bar_width/2, read_totals, bar_width, - label='Read (MB)', color='#2196F3', alpha=0.8, - edgecolor='white', linewidth=1.5) - bars_write = ax.bar(x_pos + bar_width/2, write_totals, bar_width, - label='Write (MB)', color='#FF5722', alpha=0.8, - edgecolor='white', linewidth=1.5) - + + bars_read = ax.bar( + x_pos - bar_width / 2, + read_totals, + bar_width, + label="Read (MB)", + color="#2196F3", + alpha=0.8, + edgecolor="white", + linewidth=1.5, + ) + bars_write = ax.bar( + x_pos + bar_width / 2, + write_totals, + bar_width, + label="Write (MB)", + color="#FF5722", + alpha=0.8, + edgecolor="white", + linewidth=1.5, + ) + # Add value labels self._add_bar_labels(ax, bars_read, bars_write, read_totals, write_totals) - + # Format axes - ax.set_ylabel('Total I/O (MB)', fontsize=12, fontweight='bold') - ax.set_xlabel('Operation Phase', fontsize=11, fontweight='bold') + ax.set_ylabel("Total I/O (MB)", fontsize=12, fontweight="bold") + ax.set_xlabel("Operation Phase", fontsize=11, fontweight="bold") ax.set_xticks(x_pos) - ax.set_xticklabels(operations, rotation=45, ha='right', fontsize=10) - + ax.set_xticklabels(operations, rotation=45, ha="right", fontsize=10) + max_val = max(max(read_totals) if read_totals else [0], max(write_totals) if write_totals else [0]) ax.set_ylim(0, max_val * 1.25 if max_val > 0 else 1) - ax.grid(True, alpha=0.3, linestyle='-', linewidth=0.5, color='#CCCCCC', axis='y') - ax.set_title('Disk I/O per Operation Phase', fontsize=14, fontweight='bold', pad=15) - ax.legend(loc='upper right', fontsize=10, framealpha=0.9) - + ax.grid(True, alpha=0.3, linestyle="-", linewidth=0.5, color="#CCCCCC", axis="y") + ax.set_title("Disk I/O per Operation Phase", fontsize=14, fontweight="bold", pad=15) + ax.legend(loc="upper right", fontsize=10, framealpha=0.9) + # Summary statistics total_read = sum(read_totals) total_write = sum(write_totals) - ax.text(0.02, 0.98, f'Total I/O: {total_read:.1f} MB read, {total_write:.1f} MB write', - transform=ax.transAxes, fontsize=10, va='top', ha='left', - bbox=dict(boxstyle='round,pad=0.4', facecolor='white', alpha=0.9, - edgecolor='gray', linewidth=1)) - + ax.text( + 0.02, + 0.98, + f"Total I/O: {total_read:.1f} MB read, {total_write:.1f} MB write", + transform=ax.transAxes, + fontsize=10, + va="top", + ha="left", + bbox=dict(boxstyle="round,pad=0.4", facecolor="white", alpha=0.9, edgecolor="gray", linewidth=1), + ) + def _setup_timing_plot(self, ax) -> None: """Setup enhanced timing analysis plot.""" operations, durations, colors = self._get_timing_data() - + if not operations: - ax.text(0.5, 0.5, 'No timing data available', ha='center', va='center', - transform=ax.transAxes, fontsize=12, color='#666666') - ax.set_title('Phase Duration Analysis', fontsize=14, fontweight='bold') + ax.text( + 0.5, + 0.5, + "No timing data available", + ha="center", + va="center", + transform=ax.transAxes, + fontsize=12, + color="#666666", + ) + ax.set_title("Phase Duration Analysis", fontsize=14, fontweight="bold") return - + # Enhanced horizontal bar chart y_pos = np.arange(len(operations)) - bars = ax.barh(y_pos, durations, color=colors, alpha=0.8, - edgecolor='white', linewidth=1.5, height=0.6) - + bars = ax.barh(y_pos, durations, color=colors, alpha=0.8, edgecolor="white", linewidth=1.5, height=0.6) + # Add duration labels self._add_duration_labels(ax, bars, durations) - + # Format axes ax.set_yticks(y_pos) ax.set_yticklabels(operations, fontsize=11) - ax.set_xlabel('Duration (seconds)', fontsize=12, fontweight='bold') - ax.set_title('Phase Duration Analysis', fontsize=14, fontweight='bold', pad=15) - ax.grid(True, alpha=0.3, linestyle='-', linewidth=0.5, color='#CCCCCC', axis='x') + ax.set_xlabel("Duration (seconds)", fontsize=12, fontweight="bold") + ax.set_title("Phase Duration Analysis", fontsize=14, fontweight="bold", pad=15) + ax.grid(True, alpha=0.3, linestyle="-", linewidth=0.5, color="#CCCCCC", axis="x") ax.set_xlim(0, max(durations) * 1.2) - + # Add total duration summary total_duration = sum(durations) - ax.text(0.98, 0.02, f'Total: {total_duration:.1f}s', - transform=ax.transAxes, fontsize=10, va='bottom', ha='right', - bbox=dict(boxstyle='round,pad=0.3', facecolor='white', alpha=0.9, - edgecolor='gray', linewidth=1)) - - def _draw_segment_backgrounds(self, ax, relative_times: List[float], - data_values: List[float], start_time: datetime, - max_val: Optional[float] = None) -> None: + ax.text( + 0.98, + 0.02, + f"Total: {total_duration:.1f}s", + transform=ax.transAxes, + fontsize=10, + va="bottom", + ha="right", + bbox=dict(boxstyle="round,pad=0.3", facecolor="white", alpha=0.9, edgecolor="gray", linewidth=1), + ) + + def _draw_segment_backgrounds( + self, + ax, + relative_times: List[float], + data_values: List[float], + start_time: datetime, + max_val: Optional[float] = None, + ) -> None: """Draw colored background segments for each operation.""" if len(self.profiler.operations) < 2: return - + max_value = max_val or (max(data_values) * 1.1 if data_values else 100) - + for i in range(len(self.profiler.operations) - 1): op_start_time = (self.profiler.operations[i][0] - start_time).total_seconds() op_end_time = (self.profiler.operations[i + 1][0] - start_time).total_seconds() op_name = self.profiler.operations[i][1] - - color = self.profiler.SEGMENT_COLORS.get(op_name, '#F0F0F0') - - rect = patches.Rectangle((op_start_time, 0), op_end_time - op_start_time, - max_value, linewidth=0, facecolor=color, - alpha=0.15, zorder=0) + + color = self.profiler.SEGMENT_COLORS.get(op_name, "#F0F0F0") + + rect = patches.Rectangle( + (op_start_time, 0), + op_end_time - op_start_time, + max_value, + linewidth=0, + facecolor=color, + alpha=0.15, + zorder=0, + ) ax.add_patch(rect) - + def _draw_segment_boundaries(self, ax, start_time: datetime, max_value: float) -> None: """Draw vertical lines at segment boundaries.""" for i, (op_time, op_name) in enumerate(self.profiler.operations): if i == 0: continue - + boundary_time = (op_time - start_time).total_seconds() - ax.axvline(x=boundary_time, color='#666666', linestyle='--', - alpha=0.6, linewidth=2, zorder=3) - + ax.axvline(x=boundary_time, color="#666666", linestyle="--", alpha=0.6, linewidth=2, zorder=3) + def _mark_peak_memory(self, ax, start_time: datetime, scale: float, unit: str) -> None: """Mark peak memory with enhanced annotation.""" if not self.profiler.peak_rss_time: return - + peak_time_rel = (self.profiler.peak_rss_time - start_time).total_seconds() peak_rss_scaled = self.profiler.peak_rss / scale - + # Enhanced peak marker - ax.plot(peak_time_rel, peak_rss_scaled, 'o', color='#E74C3C', - markersize=14, markeredgecolor='white', markeredgewidth=3, - zorder=10, label='Peak Memory') - + ax.plot( + peak_time_rel, + peak_rss_scaled, + "o", + color="#E74C3C", + markersize=14, + markeredgecolor="white", + markeredgewidth=3, + zorder=10, + label="Peak Memory", + ) + # Enhanced annotation - peak_text = f'Peak: {peak_rss_scaled:.1f} {unit}\nPhase: {self.profiler.peak_operation}' - ax.annotate(peak_text, - xy=(peak_time_rel, peak_rss_scaled), - xytext=(25, 25), textcoords='offset points', - bbox=dict(boxstyle='round,pad=0.6', facecolor='#E74C3C', - alpha=0.95, edgecolor='white', linewidth=2), - arrowprops=dict(arrowstyle='->', color='#E74C3C', lw=2.5), - fontsize=11, fontweight='bold', color='white', - ha='left', va='bottom', zorder=15) - + peak_text = f"Peak: {peak_rss_scaled:.1f} {unit}\nPhase: {self.profiler.peak_operation}" + ax.annotate( + peak_text, + xy=(peak_time_rel, peak_rss_scaled), + xytext=(25, 25), + textcoords="offset points", + bbox=dict(boxstyle="round,pad=0.6", facecolor="#E74C3C", alpha=0.95, edgecolor="white", linewidth=2), + arrowprops=dict(arrowstyle="->", color="#E74C3C", lw=2.5), + fontsize=11, + fontweight="bold", + color="white", + ha="left", + va="bottom", + zorder=15, + ) + def _add_segment_legend(self, ax) -> None: """Add enhanced segment legend with better styling.""" if not self.profiler.operations: return - + unique_ops = [] seen_ops = set() for _, op_name in self.profiler.operations: if op_name not in seen_ops and op_name not in ["Initialization", "Completion"]: unique_ops.append(op_name) seen_ops.add(op_name) - + if not unique_ops: return - + legend_elements = [] for op_name in unique_ops: - color = self.profiler.SEGMENT_COLORS.get(op_name, '#666666') + color = self.profiler.SEGMENT_COLORS.get(op_name, "#666666") duration = self.profiler.operation_durations.get(op_name, 0) - - label = f'{op_name} ({duration:.1f}s)' if duration > 0 else op_name + + label = f"{op_name} ({duration:.1f}s)" if duration > 0 else op_name legend_elements.append(patches.Patch(color=color, alpha=0.8, label=label)) - - legend = ax.legend(handles=legend_elements, loc='upper left', - bbox_to_anchor=(1.01, 1.0), fontsize=11, - title='QEfficient Phases', title_fontsize=12, - framealpha=0.95, edgecolor='#2E86AB', fancybox=True) - legend.get_frame().set_facecolor('#F8F9FA') - + + legend = ax.legend( + handles=legend_elements, + loc="upper left", + bbox_to_anchor=(1.01, 1.0), + fontsize=11, + title="QEfficient Phases", + title_fontsize=12, + framealpha=0.95, + edgecolor="#2E86AB", + fancybox=True, + ) + legend.get_frame().set_facecolor("#F8F9FA") + def _calculate_io_per_phase(self, sync_data: Dict[str, List[float]]) -> Tuple[List[str], List[float], List[float]]: """Calculate I/O totals per operation phase.""" operations = [] read_totals = [] write_totals = [] - - valid_operations = [(op_time, op_name) for op_time, op_name in self.profiler.operations - if op_name not in ["Initialization", "Completion"]] - + + valid_operations = [ + (op_time, op_name) + for op_time, op_name in self.profiler.operations + if op_name not in ["Initialization", "Completion"] + ] + if not valid_operations: return operations, read_totals, write_totals - - relative_times = sync_data['timestamps'] + + relative_times = sync_data["timestamps"] start_time = self.profiler.samples[0].timestamp - + for i, (op_time, op_name) in enumerate(valid_operations): op_start_time = (op_time - start_time).total_seconds() - + if i + 1 < len(valid_operations): op_end_time = (valid_operations[i + 1][0] - start_time).total_seconds() else: op_end_time = max(relative_times) if relative_times else op_start_time + 1 - + # Find data indices start_idx = next((j for j, t in enumerate(relative_times) if t >= op_start_time), 0) end_idx = next((j for j, t in enumerate(relative_times) if t >= op_end_time), len(relative_times) - 1) - - if start_idx < len(sync_data['disk_read_bytes']) and end_idx < len(sync_data['disk_read_bytes']): - read_total = sync_data['disk_read_bytes'][end_idx] - sync_data['disk_read_bytes'][start_idx] - write_total = sync_data['disk_write_bytes'][end_idx] - sync_data['disk_write_bytes'][start_idx] - + + if start_idx < len(sync_data["disk_read_bytes"]) and end_idx < len(sync_data["disk_read_bytes"]): + read_total = sync_data["disk_read_bytes"][end_idx] - sync_data["disk_read_bytes"][start_idx] + write_total = sync_data["disk_write_bytes"][end_idx] - sync_data["disk_write_bytes"][start_idx] + if read_total > 0.01 or write_total > 0.01: operations.append(op_name) read_totals.append(max(0, read_total)) write_totals.append(max(0, write_total)) - + return operations, read_totals, write_totals - + def _get_timing_data(self) -> Tuple[List[str], List[float], List[str]]: """Get timing data for operations.""" operations = [] durations = [] colors = [] - + for op_time, op_name in self.profiler.operations: if op_name in ["Initialization", "Completion"]: continue @@ -410,41 +544,61 @@ def _get_timing_data(self) -> Tuple[List[str], List[float], List[str]]: if duration > 0: operations.append(op_name) durations.append(duration) - colors.append(self.profiler.SEGMENT_COLORS.get(op_name, '#666666')) - + colors.append(self.profiler.SEGMENT_COLORS.get(op_name, "#666666")) + return operations, durations, colors - - def _add_bar_labels(self, ax, bars_read, bars_write, read_totals: List[float], - write_totals: List[float]) -> None: + + def _add_bar_labels(self, ax, bars_read, bars_write, read_totals: List[float], write_totals: List[float]) -> None: """Add value labels on bars.""" max_val = max(max(read_totals) if read_totals else [0], max(write_totals) if write_totals else [0]) - - for i, (read_bar, write_bar, read_val, write_val) in enumerate(zip(bars_read, bars_write, read_totals, write_totals)): + + for i, (read_bar, write_bar, read_val, write_val) in enumerate( + zip(bars_read, bars_write, read_totals, write_totals) + ): if read_val > 0.01: - ax.text(read_bar.get_x() + read_bar.get_width()/2, - read_bar.get_height() + max_val * 0.02, - f'{read_val:.1f}', ha='center', va='bottom', - fontsize=9, fontweight='bold', color='#2196F3') - + ax.text( + read_bar.get_x() + read_bar.get_width() / 2, + read_bar.get_height() + max_val * 0.02, + f"{read_val:.1f}", + ha="center", + va="bottom", + fontsize=9, + fontweight="bold", + color="#2196F3", + ) + if write_val > 0.01: - ax.text(write_bar.get_x() + write_bar.get_width()/2, - write_bar.get_height() + max_val * 0.02, - f'{write_val:.1f}', ha='center', va='bottom', - fontsize=9, fontweight='bold', color='#FF5722') - + ax.text( + write_bar.get_x() + write_bar.get_width() / 2, + write_bar.get_height() + max_val * 0.02, + f"{write_val:.1f}", + ha="center", + va="bottom", + fontsize=9, + fontweight="bold", + color="#FF5722", + ) + def _add_duration_labels(self, ax, bars, durations: List[float]) -> None: """Add duration labels on timing bars.""" max_duration = max(durations) - + for i, (bar, duration) in enumerate(zip(bars, durations)): width = bar.get_width() minutes = int(duration // 60) seconds = duration % 60 - + if minutes > 0: - duration_text = f'{minutes}m {seconds:.1f}s' + duration_text = f"{minutes}m {seconds:.1f}s" else: - duration_text = f'{seconds:.1f}s' - - ax.text(width + max_duration * 0.02, bar.get_y() + bar.get_height()/2, - duration_text, ha='left', va='center', fontsize=10, fontweight='bold') + duration_text = f"{seconds:.1f}s" + + ax.text( + width + max_duration * 0.02, + bar.get_y() + bar.get_height() / 2, + duration_text, + ha="left", + va="center", + fontsize=10, + fontweight="bold", + ) From ca8a0e8cc6926b21db51102c7193708a701811af Mon Sep 17 00:00:00 2001 From: Rishin Raj Date: Tue, 9 Sep 2025 08:54:34 +0000 Subject: [PATCH 4/9] lint Signed-off-by: Rishin Raj --- QEfficient/base/modeling_qeff.py | 2 +- QEfficient/base/onnx_transforms.py | 7 +++---- 2 files changed, 4 insertions(+), 5 deletions(-) diff --git a/QEfficient/base/modeling_qeff.py b/QEfficient/base/modeling_qeff.py index c53b57eef..0635d4a84 100644 --- a/QEfficient/base/modeling_qeff.py +++ b/QEfficient/base/modeling_qeff.py @@ -285,7 +285,7 @@ def _export( shutil.rmtree(tmp_onnx_dir, ignore_errors=True) # Clear external data from memory and cache after all transforms and saving # Make sure model exists before trying to clean it up - if 'model' in locals(): + if "model" in locals(): OnnxTransform._cleanup_external_data_and_cache(model) OnnxTransform._cleanup_memory() logger.info("Cleanup complete.") diff --git a/QEfficient/base/onnx_transforms.py b/QEfficient/base/onnx_transforms.py index ac8edd0a1..11754e2be 100644 --- a/QEfficient/base/onnx_transforms.py +++ b/QEfficient/base/onnx_transforms.py @@ -76,7 +76,6 @@ def _load_external_data(cls, model: ModelProto, onnx_base_dir: Optional[str] = N cls._external_data_loaded_cache[model_id] = True else: logger.info("External data already loaded (or cached). Skipping bulk load.") - @classmethod def _cleanup_external_data_and_cache(cls, model: ModelProto): @@ -87,12 +86,12 @@ def _cleanup_external_data_and_cache(cls, model: ModelProto): for tensor in external_data_helper._get_all_tensors(model): if tensor.HasField("raw_data"): tensor.ClearField("raw_data") - + # Clear the cache entry for this model using its ID model_id = id(model) if model_id in cls._external_data_loaded_cache: del cls._external_data_loaded_cache[model_id] - + logger.info("External data and cache cleaned up.") @classmethod @@ -124,7 +123,7 @@ def apply(cls, model: ModelProto, *, onnx_base_dir: Optional[str] = None, **kwar processed_count = 0 for tensor in external_data_helper._get_all_tensors(model): - nptensor = numpy_helper.to_array(tensor) # Removed onnx_base_dir as data is already loaded + nptensor = numpy_helper.to_array(tensor) # Removed onnx_base_dir as data is already loaded if nptensor.dtype == np.float32 and (np.any(nptensor > fp16_max) or np.any(nptensor < fp16_min)): neg_inf_mask = np.isinf(nptensor) & (nptensor < 0) clipped_tensor = np.clip(nptensor, fp16_min, fp16_max) From 76c5329301c98109a83d94c2a7aa11bd29a26dfc Mon Sep 17 00:00:00 2001 From: Rishin Raj Date: Tue, 9 Sep 2025 08:58:13 +0000 Subject: [PATCH 5/9] lint Signed-off-by: Rishin Raj --- scripts/memory_profiling/profiler.py | 192 ++++++++++++++------------- 1 file changed, 97 insertions(+), 95 deletions(-) diff --git a/scripts/memory_profiling/profiler.py b/scripts/memory_profiling/profiler.py index 5ac73f3b8..83a0f8134 100644 --- a/scripts/memory_profiling/profiler.py +++ b/scripts/memory_profiling/profiler.py @@ -27,6 +27,7 @@ @dataclass class ProfilerConfig: """Configuration for memory profiler.""" + sampling_interval: float = 0.05 output_file: Optional[str] = None verbose: bool = False @@ -37,6 +38,7 @@ class ProfilerConfig: @dataclass class ProfileSample: """Single profiling sample containing all metrics.""" + timestamp: datetime rss_mb: float vms_mb: float @@ -49,7 +51,7 @@ class ProfileSample: class MetricsCollector: """Handles collection of system metrics.""" - + def __init__(self, config: ProfilerConfig): self.config = config self.process = psutil.Process(os.getpid()) @@ -58,7 +60,7 @@ def __init__(self, config: ProfilerConfig): self._cpu_initialized = False self._last_cpu_ema = 0.0 self._cpu_ema_alpha = 0.3 - + def initialize_cpu_monitoring(self) -> None: """Initialize CPU monitoring.""" try: @@ -70,7 +72,7 @@ def initialize_cpu_monitoring(self) -> None: if self.config.verbose: logger.warning(f"CPU initialization warning: {e}") self._cpu_initialized = False - + def get_memory_usage(self) -> Tuple[float, float]: """Get current memory usage in MB.""" try: @@ -80,12 +82,12 @@ def get_memory_usage(self) -> Tuple[float, float]: return rss_mb, vms_mb except Exception: return 0.0, 0.0 - + def get_cpu_usage(self) -> float: """Get CPU usage with smoothing and normalization.""" if not self.config.enable_cpu_monitoring: return 0.0 - + try: if self._cpu_initialized: cpu_percent = self.process.cpu_percent() @@ -93,27 +95,26 @@ def get_cpu_usage(self) -> float: # Normalize CPU to prevent > 100% on multi-core systems # psutil.Process.cpu_percent() can return > 100% on multi-core normalized_cpu = min(cpu_percent, 100.0) - + # Apply exponential moving average smoothing - smoothed_cpu = (self._cpu_ema_alpha * normalized_cpu + - (1 - self._cpu_ema_alpha) * self._last_cpu_ema) + smoothed_cpu = self._cpu_ema_alpha * normalized_cpu + (1 - self._cpu_ema_alpha) * self._last_cpu_ema self._last_cpu_ema = smoothed_cpu return smoothed_cpu return self._last_cpu_ema except Exception: return 0.0 - + def get_disk_io_stats(self) -> Tuple[float, float, float, float]: """Get disk I/O statistics with rate calculation.""" if not self.config.enable_disk_monitoring: return 0.0, 0.0, 0.0, 0.0 - + try: current_time = time.time() io_counters = self.process.io_counters() - + # Use read_chars/write_chars if available, fallback to read_bytes/write_bytes - if hasattr(io_counters, 'read_chars') and hasattr(io_counters, 'write_chars'): + if hasattr(io_counters, "read_chars") and hasattr(io_counters, "write_chars"): read_bytes = io_counters.read_chars / 1024 / 1024 write_bytes = io_counters.write_chars / 1024 / 1024 use_chars = True @@ -121,11 +122,11 @@ def get_disk_io_stats(self) -> Tuple[float, float, float, float]: read_bytes = io_counters.read_bytes / 1024 / 1024 write_bytes = io_counters.write_bytes / 1024 / 1024 use_chars = False - + # Calculate rates read_rate = 0.0 write_rate = 0.0 - + if self._last_disk_counters is not None and self._last_disk_time is not None: time_delta = current_time - self._last_disk_time if time_delta > 0: @@ -135,26 +136,26 @@ def get_disk_io_stats(self) -> Tuple[float, float, float, float]: else: read_delta = read_bytes - (self._last_disk_counters.read_bytes / 1024 / 1024) write_delta = write_bytes - (self._last_disk_counters.write_bytes / 1024 / 1024) - + read_rate = read_delta / time_delta write_rate = write_delta / time_delta - + # Update counters self._last_disk_counters = io_counters self._last_disk_time = current_time - + return read_bytes, write_bytes, read_rate, write_rate - + except Exception: return 0.0, 0.0, 0.0, 0.0 - + def collect_sample(self) -> ProfileSample: """Collect a complete profiling sample.""" timestamp = datetime.now() rss_mb, vms_mb = self.get_memory_usage() cpu_percent = self.get_cpu_usage() read_bytes, write_bytes, read_rate, write_rate = self.get_disk_io_stats() - + return ProfileSample( timestamp=timestamp, rss_mb=rss_mb, @@ -163,25 +164,25 @@ def collect_sample(self) -> ProfileSample: disk_read_mb=read_bytes, disk_write_mb=write_bytes, disk_read_rate=read_rate, - disk_write_rate=write_rate + disk_write_rate=write_rate, ) class QEffMemoryProfiler: """ Production-ready memory profiler for QEfficient workflows. - + Features: - Manual operation marking for QEfficient workflows - Production-quality visualization with detailed segment analysis - Precise memory attribution and performance metrics - Professional-grade reporting suitable for debugging and optimization """ - + # Segment colors for visualization SEGMENT_COLORS = { "Initialization": "#E8E8E8", - "Model Loading": "#FF6B6B", + "Model Loading": "#FF6B6B", "Export": "#FFEAA7", "Model Export": "#FFEAA7", "Compilation": "#98D8C8", @@ -189,14 +190,15 @@ class QEffMemoryProfiler: "Generation": "#F7DC6F", "Text Generation": "#F7DC6F", "Cleanup": "#AED6F1", - "Completion": "#D5DBDB" + "Completion": "#D5DBDB", } - - def __init__(self, sampling_interval: float = 0.05, output_file: Optional[str] = None, - verbose: bool = False, **kwargs): + + def __init__( + self, sampling_interval: float = 0.05, output_file: Optional[str] = None, verbose: bool = False, **kwargs + ): """ Initialize the QEfficient Memory Profiler. - + Args: sampling_interval: Time between memory samples in seconds output_file: Output file for memory profile graph @@ -207,119 +209,119 @@ def __init__(self, sampling_interval: float = 0.05, output_file: Optional[str] = sampling_interval=sampling_interval, output_file=output_file or "qeff_memory_profile.png", verbose=verbose, - **kwargs + **kwargs, ) - + # Initialize components self.metrics_collector = MetricsCollector(self.config) - + # Monitoring state self.monitoring = False self.monitor_thread = None - + # Data storage self.samples: List[ProfileSample] = [] self.operations: List[Tuple[datetime, str]] = [] - + # Peak tracking self.peak_rss = 0.0 self.peak_vms = 0.0 self.peak_rss_time: Optional[datetime] = None self.peak_vms_time: Optional[datetime] = None self.peak_operation: Optional[str] = None - + # Operation tracking self.current_operation = "Initialization" self.operation_start_time = datetime.now() self.operation_durations: Dict[str, float] = {} self.operation_memory_deltas: Dict[str, float] = {} - + # Legacy property accessors for backward compatibility @property def timestamps(self) -> List[datetime]: """Get timestamps from samples.""" return [sample.timestamp for sample in self.samples] - + @property def rss_memory(self) -> List[float]: """Get RSS memory values from samples.""" return [sample.rss_mb for sample in self.samples] - + @property def vms_memory(self) -> List[float]: """Get VMS memory values from samples.""" return [sample.vms_mb for sample in self.samples] - + @property def cpu_usage(self) -> List[float]: """Get CPU usage values from samples.""" return [sample.cpu_percent for sample in self.samples] - + @property def disk_read_bytes(self) -> List[float]: """Get disk read bytes from samples.""" return [sample.disk_read_mb for sample in self.samples] - + @property def disk_write_bytes(self) -> List[float]: """Get disk write bytes from samples.""" return [sample.disk_write_mb for sample in self.samples] - + @property def disk_read_rate(self) -> List[float]: """Get disk read rates from samples.""" return [sample.disk_read_rate for sample in self.samples] - + @property def disk_write_rate(self) -> List[float]: """Get disk write rates from samples.""" return [sample.disk_write_rate for sample in self.samples] - + @property def sampling_interval(self) -> float: """Get sampling interval.""" return self.config.sampling_interval - + @property def output_file(self) -> str: """Get output file path.""" return self.config.output_file - + @property def verbose(self) -> bool: """Get verbose flag.""" return self.config.verbose - + def start_monitoring(self) -> None: """Start continuous memory monitoring in background thread.""" if self.monitoring: return - + # Initialize CPU measurement self.metrics_collector.initialize_cpu_monitoring() - + self.monitoring = True self.monitor_thread = threading.Thread(target=self._monitor_loop, daemon=True) self.monitor_thread.start() - + if self.config.verbose: logger.info(f"QEff Memory monitoring started (sampling every {self.config.sampling_interval}s)") - + def stop_monitoring(self) -> None: """Stop memory monitoring and generate reports.""" if not self.monitoring: return - + self.monitoring = False if self.monitor_thread: self.monitor_thread.join(timeout=1.0) - + # Mark completion self.mark_operation("Completion") - + if self.config.verbose: logger.info("QEff Memory monitoring stopped") - + def _monitor_loop(self) -> None: """Background monitoring loop.""" while self.monitoring: @@ -327,96 +329,96 @@ def _monitor_loop(self) -> None: # Collect sample sample = self.metrics_collector.collect_sample() self.samples.append(sample) - + # Update peaks self._update_peaks(sample) - + time.sleep(self.config.sampling_interval) - + except Exception as e: if self.config.verbose: logger.warning(f"Monitoring error: {e}") break - + def _update_peaks(self, sample: ProfileSample) -> None: """Update peak memory tracking.""" if sample.rss_mb > self.peak_rss: self.peak_rss = sample.rss_mb self.peak_rss_time = sample.timestamp self.peak_operation = self.current_operation - + if sample.vms_mb > self.peak_vms: self.peak_vms = sample.vms_mb self.peak_vms_time = sample.timestamp - + def mark_operation(self, operation_name: str) -> None: """Mark the start of a new operation.""" current_time = datetime.now() current_rss = self.samples[-1].rss_mb if self.samples else 0.0 - + # Record previous operation duration and memory delta if self.current_operation != "Initialization" and self.samples: duration = (current_time - self.operation_start_time).total_seconds() self.operation_durations[self.current_operation] = duration - + # Calculate memory delta from start of operation start_idx = max(0, len(self.samples) - max(1, int(duration / self.config.sampling_interval))) start_rss = self.samples[start_idx].rss_mb if start_idx < len(self.samples) else current_rss memory_delta = current_rss - start_rss self.operation_memory_deltas[self.current_operation] = memory_delta - + # Start new operation self.current_operation = operation_name self.operation_start_time = current_time self.operations.append((current_time, operation_name)) - + if self.config.verbose: logger.info(f"{operation_name} | Memory: {current_rss:.1f} MB RSS") - + def get_synchronized_data(self) -> Dict[str, List[float]]: """Get synchronized data arrays.""" if not self.samples: return {} - + start_time = self.samples[0].timestamp return { - 'timestamps': [(s.timestamp - start_time).total_seconds() for s in self.samples], - 'rss_memory': [s.rss_mb for s in self.samples], - 'vms_memory': [s.vms_mb for s in self.samples], - 'cpu_usage': [s.cpu_percent for s in self.samples], - 'disk_read_bytes': [s.disk_read_mb for s in self.samples], - 'disk_write_bytes': [s.disk_write_mb for s in self.samples], - 'disk_read_rate': [s.disk_read_rate for s in self.samples], - 'disk_write_rate': [s.disk_write_rate for s in self.samples] + "timestamps": [(s.timestamp - start_time).total_seconds() for s in self.samples], + "rss_memory": [s.rss_mb for s in self.samples], + "vms_memory": [s.vms_mb for s in self.samples], + "cpu_usage": [s.cpu_percent for s in self.samples], + "disk_read_bytes": [s.disk_read_mb for s in self.samples], + "disk_write_bytes": [s.disk_write_mb for s in self.samples], + "disk_read_rate": [s.disk_read_rate for s in self.samples], + "disk_write_rate": [s.disk_write_rate for s in self.samples], } - + def mark_segment(self, segment_name: str) -> None: """Convenience method for manual segment marking (API mode).""" self.mark_operation(segment_name) - + def stop_and_save(self, filename: Optional[str] = None) -> str: """Stop monitoring and save results (API mode convenience).""" self.stop_monitoring() self.generate_memory_graph(filename) return self.get_memory_report() - + def get_memory_report(self) -> str: """Generate comprehensive memory usage report.""" if not self.samples: return "No memory data collected" - + current_sample = self.samples[-1] initial_sample = self.samples[0] - + # Calculate statistics rss_values = [s.rss_mb for s in self.samples] avg_rss = sum(rss_values) / len(rss_values) max_rss = max(rss_values) min_rss = min(rss_values) - + # Auto-scale units - rss_scale, rss_unit = (1024, 'GB') if max_rss > 2048 else (1, 'MB') - + rss_scale, rss_unit = (1024, "GB") if max_rss > 2048 else (1, "MB") + # Calculate disk I/O statistics disk_io_stats = "" if self.samples and len(self.samples) > 1: @@ -426,7 +428,7 @@ def get_memory_report(self) -> str: max_write_rate = max(s.disk_write_rate for s in self.samples) avg_read_rate = sum(s.disk_read_rate for s in self.samples) / len(self.samples) avg_write_rate = sum(s.disk_write_rate for s in self.samples) / len(self.samples) - + disk_io_stats = f""" Disk I/O Statistics: • Total Read: {total_read:.2f} MB @@ -435,7 +437,7 @@ def get_memory_report(self) -> str: • Peak Write Rate:{max_write_rate:.2f} MB/s • Avg Read Rate: {avg_read_rate:.2f} MB/s • Avg Write Rate: {avg_write_rate:.2f} MB/s""" - + report = f""" QEFFICIENT PERFORMANCE MONITORING REPORT {'='*60} @@ -458,7 +460,7 @@ def get_memory_report(self) -> str: • Sampling Rate: {self.config.sampling_interval}s QEfficient Operations Timeline:""" - + # Add operation timeline if self.operations: start_time = self.samples[0].timestamp @@ -466,31 +468,31 @@ def get_memory_report(self) -> str: relative_time = (op_time - start_time).total_seconds() duration = self.operation_durations.get(op_name, 0) memory_delta = self.operation_memory_deltas.get(op_name, 0) - + duration_str = f"({duration:.1f}s)" if duration > 0 else "" memory_str = f"[{memory_delta/rss_scale:+.1f} {rss_unit}]" if abs(memory_delta) > 10 else "" - + report += f"\n {i+1:2d}. {relative_time:6.1f}s - {op_name} {duration_str} {memory_str}" - + return report - + def generate_memory_graph(self, filename: Optional[str] = None) -> None: """Generate professional memory usage graph with QEfficient operation segments.""" if not self.samples: logger.warning("No data to plot") return - + output_file = filename or self.config.output_file - + # Import visualization module from .visualizer import QEffMemoryVisualizer - + visualizer = QEffMemoryVisualizer(self) visualizer.generate_professional_graph(output_file) - + if self.config.verbose: logger.info(f"QEfficient memory profile saved as: {output_file}") - + # Legacy methods for backward compatibility def get_memory_usage(self) -> Tuple[float, float]: """Get current memory usage in MB (legacy method).""" From e636e24d9414656a90b72f06b220fc61f427b8be Mon Sep 17 00:00:00 2001 From: Rishin Raj Date: Tue, 9 Sep 2025 09:22:36 +0000 Subject: [PATCH 6/9] Ruff format Signed-off-by: Rishin Raj --- scripts/memory_profiling/profiler.py | 20 ++++++++++---------- 1 file changed, 10 insertions(+), 10 deletions(-) diff --git a/scripts/memory_profiling/profiler.py b/scripts/memory_profiling/profiler.py index 83a0f8134..65217ece7 100644 --- a/scripts/memory_profiling/profiler.py +++ b/scripts/memory_profiling/profiler.py @@ -440,18 +440,18 @@ def get_memory_report(self) -> str: report = f""" QEFFICIENT PERFORMANCE MONITORING REPORT -{'='*60} +{"=" * 60} Peak Memory Usage: - • RSS (Physical): {self.peak_rss/rss_scale:.2f} {rss_unit} at {self.peak_rss_time.strftime('%H:%M:%S') if self.peak_rss_time else 'N/A'} - • VMS (Virtual): {self.peak_vms/rss_scale:.2f} {rss_unit} at {self.peak_vms_time.strftime('%H:%M:%S') if self.peak_vms_time else 'N/A'} + • RSS (Physical): {self.peak_rss / rss_scale:.2f} {rss_unit} at {self.peak_rss_time.strftime("%H:%M:%S") if self.peak_rss_time else "N/A"} + • VMS (Virtual): {self.peak_vms / rss_scale:.2f} {rss_unit} at {self.peak_vms_time.strftime("%H:%M:%S") if self.peak_vms_time else "N/A"} • Peak during: {self.peak_operation} Memory Statistics: - • Current RSS: {current_sample.rss_mb/rss_scale:.2f} {rss_unit} (Delta: {(current_sample.rss_mb - initial_sample.rss_mb)/rss_scale:+.2f} {rss_unit}) - • Current VMS: {current_sample.vms_mb/rss_scale:.2f} {rss_unit} (Delta: {(current_sample.vms_mb - initial_sample.vms_mb)/rss_scale:+.2f} {rss_unit}) - • Average RSS: {avg_rss/rss_scale:.2f} {rss_unit} - • Min/Max RSS: {min_rss/rss_scale:.2f} / {max_rss/rss_scale:.2f} {rss_unit} - • Memory Range: {(max_rss - min_rss)/rss_scale:.2f} {rss_unit}{disk_io_stats} + • Current RSS: {current_sample.rss_mb / rss_scale:.2f} {rss_unit} (Delta: {(current_sample.rss_mb - initial_sample.rss_mb) / rss_scale:+.2f} {rss_unit}) + • Current VMS: {current_sample.vms_mb / rss_scale:.2f} {rss_unit} (Delta: {(current_sample.vms_mb - initial_sample.vms_mb) / rss_scale:+.2f} {rss_unit}) + • Average RSS: {avg_rss / rss_scale:.2f} {rss_unit} + • Min/Max RSS: {min_rss / rss_scale:.2f} / {max_rss / rss_scale:.2f} {rss_unit} + • Memory Range: {(max_rss - min_rss) / rss_scale:.2f} {rss_unit}{disk_io_stats} Monitoring Info: • Duration: {(current_sample.timestamp - initial_sample.timestamp).total_seconds():.1f} seconds @@ -470,9 +470,9 @@ def get_memory_report(self) -> str: memory_delta = self.operation_memory_deltas.get(op_name, 0) duration_str = f"({duration:.1f}s)" if duration > 0 else "" - memory_str = f"[{memory_delta/rss_scale:+.1f} {rss_unit}]" if abs(memory_delta) > 10 else "" + memory_str = f"[{memory_delta / rss_scale:+.1f} {rss_unit}]" if abs(memory_delta) > 10 else "" - report += f"\n {i+1:2d}. {relative_time:6.1f}s - {op_name} {duration_str} {memory_str}" + report += f"\n {i + 1:2d}. {relative_time:6.1f}s - {op_name} {duration_str} {memory_str}" return report From 3b62e85fd22b39bfc09d078c0f56909a9dd54c55 Mon Sep 17 00:00:00 2001 From: Rishin Raj Date: Mon, 15 Sep 2025 04:21:21 +0000 Subject: [PATCH 7/9] Fixed issue with clearing weights after torch export and profiling issue during subprocess Signed-off-by: Rishin Raj --- QEfficient/base/modeling_qeff.py | 123 ++++++++--- scripts/memory_profiling/profiler.py | 306 +++++++++++++++++++++++---- 2 files changed, 358 insertions(+), 71 deletions(-) diff --git a/QEfficient/base/modeling_qeff.py b/QEfficient/base/modeling_qeff.py index 0635d4a84..d992ccd0c 100644 --- a/QEfficient/base/modeling_qeff.py +++ b/QEfficient/base/modeling_qeff.py @@ -78,28 +78,71 @@ def __init__(self, model: torch.nn.Module, **kwargs) -> None: else: logger.info(f"Pytorch transforms applied to model: {self.model_name}") - def _offload_model_weights(self, offload_pt_weights) -> bool: - """ - Clear PyTorch weights after export if offload_pt_weights is set to True - - Returns: - bool: True if weights were successfully offloaded, False otherwise - """ - # Check if offloading is enabled and weights are not already offloaded - if offload_pt_weights and not self._is_weights_offloaded: - try: - self.model = self.model.to_empty(device="meta") - self._is_weights_offloaded = True - logger.info("Model weights offloaded to meta device") - - gc.collect() - logger.info("PyTorch weights cleared after export") - return True + def _clear_model_weights(self) -> None: + """Clear PyTorch model weights to reduce memory usage after ONNX export.""" + try: + # Clear tensor storage and replace with empty shell + for param in self.model.parameters(): + if hasattr(param, "data") and hasattr(param.data, "storage"): + param.data.storage().resize_(0) + + for buffer in self.model.buffers(): + if hasattr(buffer, "data") and hasattr(buffer.data, "storage"): + buffer.data.storage().resize_(0) + + # Clear module dictionaries and hooks + for module in self.model.modules(): + if hasattr(module, "_parameters"): + module._parameters.clear() + if hasattr(module, "_buffers"): + module._buffers.clear() + + # Clear hooks + for hook_dict in [ + getattr(module, "_forward_hooks", {}), + getattr(module, "_forward_pre_hooks", {}), + getattr(module, "_backward_hooks", {}), + getattr(module, "_state_dict_hooks", {}), + getattr(module, "_load_state_dict_pre_hooks", {}), + ]: + hook_dict.clear() + + # Replace with minimal shell for compatibility + class ModelShell: + def __init__(self, config): + self.config = config + self.qaic_config = None + self.device = torch.device("meta") + + def parameters(self): + return iter([]) + + def named_parameters(self): + return iter([]) + + def buffers(self): + return iter([]) + + def named_buffers(self): + return iter([]) + + def modules(self): + return iter([self]) + + def state_dict(self): + return {} + + def to(self, device): + return self + + def eval(self): + return self + + config = getattr(self.model, "config", None) + self.model = ModelShell(config) - except Exception as e: - logger.error(f"Failed to offload model weights: {e}") - return False - return False + except Exception as e: + logger.warning(f"Weight clearing failed, continuing: {e}") def _model_offloaded_check(self) -> None: """ @@ -244,19 +287,35 @@ def _export( try: export_kwargs = {} if export_kwargs is None else export_kwargs - torch.onnx.export( - self.model, - (example_inputs,), - str(tmp_onnx_path), - input_names=input_names, - output_names=output_names, - dynamic_axes=dynamic_axes, - opset_version=constants.ONNX_EXPORT_OPSET, - **export_kwargs, - ) + export_kwargs.setdefault("do_constant_folding", False) + export_kwargs.setdefault("training", torch.onnx.TrainingMode.EVAL) + export_kwargs.setdefault("keep_initializers_as_inputs", False) + + with torch.no_grad(): + torch.onnx.export( + self.model, + (example_inputs,), + str(tmp_onnx_path), + input_names=input_names, + output_names=output_names, + dynamic_axes=dynamic_axes, + opset_version=constants.ONNX_EXPORT_OPSET, + **export_kwargs, + ) logger.info("PyTorch export successful") - _ = self._offload_model_weights(offload_pt_weights) + # Clear PyTorch weights after successful export to reduce memory usage + if offload_pt_weights: + self._clear_model_weights() + self._is_weights_offloaded = True + logger.info("PyTorch weights cleared after ONNX export") + + # Clear temporary references + example_inputs.clear() + input_names.clear() + + # Force garbage collection + gc.collect() model = onnx.load(tmp_onnx_path, load_external_data=False) transform_kwargs = { diff --git a/scripts/memory_profiling/profiler.py b/scripts/memory_profiling/profiler.py index 65217ece7..097956d5e 100644 --- a/scripts/memory_profiling/profiler.py +++ b/scripts/memory_profiling/profiler.py @@ -33,6 +33,8 @@ class ProfilerConfig: verbose: bool = False enable_cpu_monitoring: bool = True enable_disk_monitoring: bool = True + track_child_processes: bool = True + child_scan_interval: float = 1.0 @dataclass @@ -50,7 +52,7 @@ class ProfileSample: class MetricsCollector: - """Handles collection of system metrics.""" + """Handles collection of system metrics with child process support.""" def __init__(self, config: ProfilerConfig): self.config = config @@ -61,11 +63,31 @@ def __init__(self, config: ProfilerConfig): self._last_cpu_ema = 0.0 self._cpu_ema_alpha = 0.3 + # Child process tracking + self._track_children = config.track_child_processes + self._child_processes: Dict[int, psutil.Process] = {} + self._last_child_scan = 0.0 + self._child_scan_interval = config.child_scan_interval + self._child_cpu_cache: Dict[int, float] = {} + + if self._track_children and self.config.verbose: + logger.info("Child process tracking enabled") + def initialize_cpu_monitoring(self) -> None: """Initialize CPU monitoring.""" try: self.process.cpu_percent() # First call to establish baseline self._cpu_initialized = True + + # Initialize child process CPU monitoring + if self._track_children: + self._update_child_processes() + for child_proc in self._child_processes.values(): + try: + child_proc.cpu_percent() # Initialize baseline for children + except (psutil.NoSuchProcess, psutil.AccessDenied): + continue + if self.config.verbose: logger.info("CPU measurement initialized") except Exception as e: @@ -73,55 +95,248 @@ def initialize_cpu_monitoring(self) -> None: logger.warning(f"CPU initialization warning: {e}") self._cpu_initialized = False + def _update_child_processes(self) -> None: + """Discover and track child processes (compilation subprocesses).""" + current_time = time.time() + if current_time - self._last_child_scan < self._child_scan_interval: + return + + try: + # Get current children (recursive to catch subprocess chains) + children = self.process.children(recursive=True) + + # Add new children + new_children_count = 0 + for child in children: + if child.pid not in self._child_processes: + try: + # Verify child is still running and accessible + if child.is_running(): + self._child_processes[child.pid] = child + self._child_cpu_cache[child.pid] = 0.0 + + # Initialize CPU monitoring for new child + try: + child.cpu_percent() # First call to establish baseline + except (psutil.NoSuchProcess, psutil.AccessDenied): + pass # Child may have terminated quickly + + new_children_count += 1 + + if self.config.verbose: + try: + cmd_name = child.name() + logger.info(f"Tracking new subprocess: PID {child.pid} ({cmd_name})") + except (psutil.NoSuchProcess, psutil.AccessDenied): + logger.info(f"Tracking new subprocess: PID {child.pid}") + except (psutil.NoSuchProcess, psutil.AccessDenied): + continue + + # Remove terminated children + terminated_pids = [] + for pid, proc in self._child_processes.items(): + try: + if not proc.is_running(): + terminated_pids.append(pid) + except (psutil.NoSuchProcess, psutil.AccessDenied): + terminated_pids.append(pid) + + for pid in terminated_pids: + if pid in self._child_processes: + del self._child_processes[pid] + if pid in self._child_cpu_cache: + del self._child_cpu_cache[pid] + if self.config.verbose: + logger.info(f"Removed terminated subprocess: PID {pid}") + + if new_children_count > 0 and self.config.verbose: + logger.info(f"Now tracking {len(self._child_processes)} child processes") + + except Exception as e: + if self.config.verbose: + logger.warning(f"Child process scan error: {e}") + + self._last_child_scan = current_time + def get_memory_usage(self) -> Tuple[float, float]: - """Get current memory usage in MB.""" + """Get current memory usage in MB (parent + children).""" try: + # Parent process memory mem_info = self.process.memory_info() - rss_mb = mem_info.rss / 1024 / 1024 - vms_mb = mem_info.vms / 1024 / 1024 - return rss_mb, vms_mb - except Exception: + total_rss = mem_info.rss / 1024 / 1024 + total_vms = mem_info.vms / 1024 / 1024 + + # Add child process memory (if tracking enabled) + if self._track_children: + child_rss = 0.0 + child_vms = 0.0 + active_children = 0 + stale_children = [] + + # Iterate through current child processes + for pid, child_proc in self._child_processes.items(): + try: + child_mem = child_proc.memory_info() + child_rss += child_mem.rss / 1024 / 1024 + child_vms += child_mem.vms / 1024 / 1024 + active_children += 1 + except (psutil.NoSuchProcess, psutil.AccessDenied, psutil.ZombieProcess): + # Mark child as stale for cleanup + stale_children.append(pid) + continue + + # Clean up stale children (don't do this during iteration) + for pid in stale_children: + if pid in self._child_processes: + del self._child_processes[pid] + if pid in self._child_cpu_cache: + del self._child_cpu_cache[pid] + + total_rss += child_rss + total_vms += child_vms + + if self.config.verbose and active_children > 0: + logger.debug( + f"Memory: Parent {mem_info.rss / 1024 / 1024:.1f}MB + " + f"Children {child_rss:.1f}MB = Total {total_rss:.1f}MB RSS" + ) + + return total_rss, total_vms + except Exception as e: + if self.config.verbose: + logger.warning(f"Memory collection error: {e}") return 0.0, 0.0 def get_cpu_usage(self) -> float: - """Get CPU usage with smoothing and normalization.""" + """Get CPU usage with child processes included and smoothing.""" if not self.config.enable_cpu_monitoring: return 0.0 try: + import multiprocessing + + num_cores = multiprocessing.cpu_count() + + parent_cpu_raw = 0.0 + child_cpu_raw_total = 0.0 + + # Parent CPU (raw percentage, can be >100% on multi-core) if self._cpu_initialized: - cpu_percent = self.process.cpu_percent() - if cpu_percent >= 0: - # Normalize CPU to prevent > 100% on multi-core systems - # psutil.Process.cpu_percent() can return > 100% on multi-core - normalized_cpu = min(cpu_percent, 100.0) - - # Apply exponential moving average smoothing - smoothed_cpu = self._cpu_ema_alpha * normalized_cpu + (1 - self._cpu_ema_alpha) * self._last_cpu_ema - self._last_cpu_ema = smoothed_cpu - return smoothed_cpu - return self._last_cpu_ema - except Exception: + parent_cpu_raw = self.process.cpu_percent() + if parent_cpu_raw < 0: + parent_cpu_raw = 0.0 + + # Child CPU (if tracking enabled) + if self._track_children: + active_children = 0 + + for pid, child_proc in list(self._child_processes.items()): + try: + child_cpu_raw = child_proc.cpu_percent() + if child_cpu_raw >= 0: + # Cache raw CPU value + self._child_cpu_cache[pid] = child_cpu_raw + child_cpu_raw_total += child_cpu_raw + active_children += 1 + except (psutil.NoSuchProcess, psutil.AccessDenied, psutil.ZombieProcess): + # Use cached value if available, otherwise skip + if pid in self._child_cpu_cache: + child_cpu_raw_total += self._child_cpu_cache[pid] + continue + + if self.config.verbose and active_children > 0: + # Convert to system-wide percentage for logging + parent_system_pct = parent_cpu_raw / num_cores + child_system_pct = child_cpu_raw_total / num_cores + logger.debug( + f"CPU: Parent {parent_system_pct:.1f}% + " + f"Children {child_system_pct:.1f}% (from {active_children} processes) " + f"= {parent_system_pct + child_system_pct:.1f}% system-wide" + ) + + # Calculate system-wide CPU percentage + # psutil.Process.cpu_percent() returns per-process CPU time percentage + # To get system-wide percentage: divide by number of cores + total_process_cpu = parent_cpu_raw + child_cpu_raw_total + system_wide_cpu = total_process_cpu / num_cores + + # Cap at 100% (shouldn't exceed this in normal cases) + system_wide_cpu = min(system_wide_cpu, 100.0) + + # Apply exponential moving average smoothing + if system_wide_cpu > 0 or self._last_cpu_ema > 0: + smoothed_cpu = self._cpu_ema_alpha * system_wide_cpu + (1 - self._cpu_ema_alpha) * self._last_cpu_ema + self._last_cpu_ema = smoothed_cpu + return smoothed_cpu + return 0.0 + except Exception as e: + if self.config.verbose: + logger.warning(f"CPU collection error: {e}") + return self._last_cpu_ema def get_disk_io_stats(self) -> Tuple[float, float, float, float]: - """Get disk I/O statistics with rate calculation.""" + """Get disk I/O statistics with rate calculation (parent + children).""" if not self.config.enable_disk_monitoring: return 0.0, 0.0, 0.0, 0.0 try: current_time = time.time() - io_counters = self.process.io_counters() - # Use read_chars/write_chars if available, fallback to read_bytes/write_bytes - if hasattr(io_counters, "read_chars") and hasattr(io_counters, "write_chars"): - read_bytes = io_counters.read_chars / 1024 / 1024 - write_bytes = io_counters.write_chars / 1024 / 1024 - use_chars = True + # Parent process I/O + parent_io = self.process.io_counters() + + # Determine which counters to use + use_chars = hasattr(parent_io, "read_chars") and hasattr(parent_io, "write_chars") + + if use_chars: + total_read_bytes = parent_io.read_chars + total_write_bytes = parent_io.write_chars else: - read_bytes = io_counters.read_bytes / 1024 / 1024 - write_bytes = io_counters.write_bytes / 1024 / 1024 - use_chars = False + total_read_bytes = parent_io.read_bytes + total_write_bytes = parent_io.write_bytes + + # Add child process I/O (if tracking enabled) + if self._track_children: + child_read_total = 0 + child_write_total = 0 + active_io_children = 0 + + for pid, child_proc in list(self._child_processes.items()): + try: + child_io = child_proc.io_counters() + if use_chars and hasattr(child_io, "read_chars") and hasattr(child_io, "write_chars"): + child_read_total += child_io.read_chars + child_write_total += child_io.write_chars + else: + child_read_total += child_io.read_bytes + child_write_total += child_io.write_bytes + active_io_children += 1 + except (psutil.NoSuchProcess, psutil.AccessDenied, psutil.ZombieProcess): + # Child process terminated or inaccessible + continue + + total_read_bytes += child_read_total + total_write_bytes += child_write_total + + if self.config.verbose and active_io_children > 0: + parent_read_mb = ( + parent_io.read_chars / 1024 / 1024 if use_chars else parent_io.read_bytes / 1024 / 1024 + ) + parent_write_mb = ( + parent_io.write_chars / 1024 / 1024 if use_chars else parent_io.write_bytes / 1024 / 1024 + ) + child_read_mb = child_read_total / 1024 / 1024 + child_write_mb = child_write_total / 1024 / 1024 + logger.debug( + f"Disk I/O: Parent R:{parent_read_mb:.1f}MB W:{parent_write_mb:.1f}MB + " + f"Children R:{child_read_mb:.1f}MB W:{child_write_mb:.1f}MB " + f"(from {active_io_children} processes)" + ) + + # Convert to MB + read_mb = total_read_bytes / 1024 / 1024 + write_mb = total_write_bytes / 1024 / 1024 # Calculate rates read_rate = 0.0 @@ -130,23 +345,32 @@ def get_disk_io_stats(self) -> Tuple[float, float, float, float]: if self._last_disk_counters is not None and self._last_disk_time is not None: time_delta = current_time - self._last_disk_time if time_delta > 0: + # Calculate delta from last measurement if use_chars: - read_delta = read_bytes - (self._last_disk_counters.read_chars / 1024 / 1024) - write_delta = write_bytes - (self._last_disk_counters.write_chars / 1024 / 1024) + last_read = self._last_disk_counters.get("read_chars", 0) + last_write = self._last_disk_counters.get("write_chars", 0) else: - read_delta = read_bytes - (self._last_disk_counters.read_bytes / 1024 / 1024) - write_delta = write_bytes - (self._last_disk_counters.write_bytes / 1024 / 1024) + last_read = self._last_disk_counters.get("read_bytes", 0) + last_write = self._last_disk_counters.get("write_bytes", 0) - read_rate = read_delta / time_delta - write_rate = write_delta / time_delta + read_delta = (total_read_bytes - last_read) / 1024 / 1024 # MB + write_delta = (total_write_bytes - last_write) / 1024 / 1024 # MB - # Update counters - self._last_disk_counters = io_counters + read_rate = read_delta / time_delta # MB/s + write_rate = write_delta / time_delta # MB/s + + # Update counters (store as dict to handle both counter types) + if use_chars: + self._last_disk_counters = {"read_chars": total_read_bytes, "write_chars": total_write_bytes} + else: + self._last_disk_counters = {"read_bytes": total_read_bytes, "write_bytes": total_write_bytes} self._last_disk_time = current_time - return read_bytes, write_bytes, read_rate, write_rate + return read_mb, write_mb, read_rate, write_rate - except Exception: + except Exception as e: + if self.config.verbose: + logger.warning(f"Disk I/O collection error: {e}") return 0.0, 0.0, 0.0, 0.0 def collect_sample(self) -> ProfileSample: @@ -326,6 +550,10 @@ def _monitor_loop(self) -> None: """Background monitoring loop.""" while self.monitoring: try: + # Update child processes periodically (throttled internally) + if self.metrics_collector._track_children: + self.metrics_collector._update_child_processes() + # Collect sample sample = self.metrics_collector.collect_sample() self.samples.append(sample) From df8145b67fc4f6f3bafcf1adb873d6a8319ce5d9 Mon Sep 17 00:00:00 2001 From: Rishin Raj Date: Mon, 15 Sep 2025 05:06:51 +0000 Subject: [PATCH 8/9] Updated limitation in reading Disk I/O while using subprocess Signed-off-by: Rishin Raj --- scripts/memory_profiling/README.md | 6 ++++++ 1 file changed, 6 insertions(+) diff --git a/scripts/memory_profiling/README.md b/scripts/memory_profiling/README.md index 3c769c382..d24d3155a 100644 --- a/scripts/memory_profiling/README.md +++ b/scripts/memory_profiling/README.md @@ -169,6 +169,12 @@ print(report) ``` +## Limitations + +### Disk I/O Tracking + +**Subprocess I/O Limitation**: Disk I/O tracking captures parent process I/O only. Subprocess I/O (e.g., compilation reading ONNX files via `subprocess.run()`) is not captured due to Linux I/O accounting limitations. During compilation phases, expect lower I/O readings than actual file operations performed by subprocesses. + ## Compatibility - **Python**: 3.7+ From 27a8b8e3a0277b7ac924ceab8e2307687f59fc79 Mon Sep 17 00:00:00 2001 From: Rishin Raj Date: Tue, 16 Sep 2025 04:40:32 +0000 Subject: [PATCH 9/9] Clean up Signed-off-by: Rishin Raj --- QEfficient/base/modeling_qeff.py | 3 --- scripts/memory_profiling/profiler.py | 10 ++++++---- 2 files changed, 6 insertions(+), 7 deletions(-) diff --git a/QEfficient/base/modeling_qeff.py b/QEfficient/base/modeling_qeff.py index d992ccd0c..9306a6181 100644 --- a/QEfficient/base/modeling_qeff.py +++ b/QEfficient/base/modeling_qeff.py @@ -287,9 +287,6 @@ def _export( try: export_kwargs = {} if export_kwargs is None else export_kwargs - export_kwargs.setdefault("do_constant_folding", False) - export_kwargs.setdefault("training", torch.onnx.TrainingMode.EVAL) - export_kwargs.setdefault("keep_initializers_as_inputs", False) with torch.no_grad(): torch.onnx.export( diff --git a/scripts/memory_profiling/profiler.py b/scripts/memory_profiling/profiler.py index 097956d5e..ba7565d7f 100644 --- a/scripts/memory_profiling/profiler.py +++ b/scripts/memory_profiling/profiler.py @@ -28,7 +28,7 @@ class ProfilerConfig: """Configuration for memory profiler.""" - sampling_interval: float = 0.05 + sampling_interval: float = 0.2 output_file: Optional[str] = None verbose: bool = False enable_cpu_monitoring: bool = True @@ -98,7 +98,9 @@ def initialize_cpu_monitoring(self) -> None: def _update_child_processes(self) -> None: """Discover and track child processes (compilation subprocesses).""" current_time = time.time() - if current_time - self._last_child_scan < self._child_scan_interval: + # Only scan for children if we don't have any, or every 5 seconds + scan_interval = 5.0 if self._child_processes else self._child_scan_interval + if current_time - self._last_child_scan < scan_interval: return try: @@ -443,8 +445,8 @@ def __init__( self.monitoring = False self.monitor_thread = None - # Data storage - self.samples: List[ProfileSample] = [] + # self.samples = deque(maxlen=5000) # Auto-evicts old samples + self.samples: List[ProfileSample] = [] # This could slow down for very long runs self.operations: List[Tuple[datetime, str]] = [] # Peak tracking