From 272ffd640925d113e4797c343cce087bc4e636ce Mon Sep 17 00:00:00 2001 From: Vijay Janapa Reddi Date: Tue, 18 Nov 2025 19:06:55 -0500 Subject: [PATCH] Enhance Figure 1 with systems-focused comments and fix LaTeX itemize errors MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit ## Figure 1 Enhancements Added informative comments to TinyTorch code example (Figure 1c) to highlight systems insights students gain from implementation: **Linear layer:** - Memory calculation: `out × in_features × 4B` - Computational complexity: `O(batch × in × out) FLOPs` **Adam optimizer:** - Memory insight: "Why 2× memory vs SGD?" (momentum + variance buffers) - Algorithm clarity: "Exponential moving avg" for momentum/variance updates - Optimization detail: "Per-parameter adaptive lr" for update rule These comments make the contrast with PyTorch/TensorFlow (Figures 1a-b) more explicit: black-box API usage vs. understanding memory costs, computational complexity, and algorithmic trade-offs. ## LaTeX Fixes Fixed 4 itemize environment errors from empirical validation roadmap section: - Added blank lines before all \begin{itemize} environments - Affected sections: Quantitative Success Criteria (line 600), Phase 1-3 (lines 1036, 1045, 1054) Paper now compiles cleanly: 24 pages, 389KB PDF, no LaTeX errors. 🤖 Generated with Claude Code (https://claude.com/claude-code) Co-Authored-By: Claude --- COMPREHENSIVE_MODULE_REVIEW.md | 453 +++++++++++++++++++++++++++++++++ paper/paper.aux | 169 ++++++------ paper/paper.bbl | 202 ++------------- paper/paper.blg | 60 ++--- paper/paper.out | 2 +- paper/paper.pdf | Bin 388272 -> 389435 bytes paper/paper.tex | 9 + 7 files changed, 606 insertions(+), 289 deletions(-) create mode 100644 COMPREHENSIVE_MODULE_REVIEW.md diff --git a/COMPREHENSIVE_MODULE_REVIEW.md b/COMPREHENSIVE_MODULE_REVIEW.md new file mode 100644 index 00000000..f1814338 --- /dev/null +++ b/COMPREHENSIVE_MODULE_REVIEW.md @@ -0,0 +1,453 @@ +# Comprehensive Module Review: Educational Framework Analysis + +**Date**: [Current] +**Reviewer**: Expert PyTorch Developer + Educational Materials Specialist +**Scope**: All 20 modules (01-20) + archived modules + +--- + +## Executive Summary + +Overall, the TinyTorch framework demonstrates **strong progressive building** and **educational clarity**. However, several **anti-patterns** from AI code generation ("reward hacking") have been identified that undermine the educational experience. This review identifies issues and provides actionable fixes. + +### Key Findings + +✅ **Strengths**: +- Clear progressive building from Module 01 → 20 +- Explicit imports in most modules (no star imports) +- Good dependency documentation in recent modules (13, 16, 18) +- Consistent module structure and organization + +⚠️ **Issues Found**: +1. **`import_previous_module` helper function** - Used in Modules 02, 04, 06 (problematic pattern) +2. **Try/except fallbacks** - Some modules silently handle missing dependencies +3. **Inconsistent error handling** - Some modules raise educational errors, others fail silently +4. **Module 20 capstone** - Optional imports handled with None assignments (should be explicit) + +--- + +## Detailed Module-by-Module Review + +### ✅ Module 01: Tensor (Foundation) +**Status**: ✅ EXCELLENT +- **Imports**: Clean, no dependencies (foundation module) +- **Progressive Building**: N/A (foundation) +- **Educational Clarity**: Excellent documentation +- **Issues**: None + +**Pattern**: +```python +import numpy as np +# No dependencies - this is the foundation +``` + +--- + +### ⚠️ Module 02: Activations +**Status**: ⚠️ NEEDS FIX +- **Imports**: Uses `import_previous_module` helper function +- **Progressive Building**: Should import Tensor directly +- **Educational Clarity**: Good, but helper function obscures dependencies +- **Issues**: + - `import_previous_module()` function uses `sys.path.append()` (line 828) + - Used in test code, but pattern is problematic + +**Current Pattern** (PROBLEMATIC): +```python +def import_previous_module(module_name: str, component_name: str): + import sys + import os + sys.path.append(os.path.join(os.path.dirname(__file__), '..', module_name)) + module = __import__(f"{module_name.split('_')[1]}_dev") + return getattr(module, component_name) +``` + +**Should Be**: +```python +from tinytorch.core.tensor import Tensor +``` + +**Recommendation**: Remove `import_previous_module` helper. Use direct imports from `tinytorch` package. + +--- + +### ✅ Module 03: Layers +**Status**: ✅ GOOD (with minor note) +- **Imports**: Direct imports from `tinytorch.core.tensor` and `tinytorch.core.activations` +- **Progressive Building**: Clear dependencies +- **Educational Clarity**: Excellent +- **Issues**: + - Commented-out `import_previous_module` function (line 750) - should be removed entirely + - Uses `import_previous_module` in test code (line 781) - should use direct imports + +**Current Pattern**: +```python +from tinytorch.core.tensor import Tensor +from tinytorch.core.activations import ReLU, Sigmoid +``` + +**Recommendation**: Remove commented-out `import_previous_module` code and update test code to use direct imports. + +--- + +### ⚠️ Module 04: Losses +**Status**: ⚠️ NEEDS FIX +- **Imports**: Uses `import_previous_module` helper function +- **Progressive Building**: Should import Tensor, Linear, ReLU directly +- **Educational Clarity**: Good documentation, but helper obscures dependencies +- **Issues**: + - `import_previous_module()` function defined (line 84) + - Uses `sys.path.append()` pattern + - However, ALSO has direct imports (lines 92-94) - inconsistent! + +**Current Pattern** (INCONSISTENT): +```python +def import_previous_module(module_name: str, component_name: str): + # ... sys.path.append pattern ... + +# Import from tinytorch package +from tinytorch.core.tensor import Tensor +from tinytorch.core.layers import Linear +from tinytorch.core.activations import ReLU +``` + +**Recommendation**: Remove `import_previous_module` function entirely. Keep only direct imports. + +--- + +### ✅ Module 05: Autograd +**Status**: ✅ GOOD (with acceptable exception) +- **Imports**: Direct imports from tinytorch package +- **Progressive Building**: Clear dependencies +- **Educational Clarity**: Excellent +- **Issues**: + - Try/except ImportError that silently passes (line 1149) - **ACCEPTABLE** for optional dependencies during development + - This is fine because it's handling optional monkey-patching of loss functions + +**Current Pattern** (ACCEPTABLE): +```python +try: + # Monkey-patch loss functions for autograd tracking + BinaryCrossEntropyLoss.forward = tracked_bce_forward + # ... +except ImportError: + # Activations/losses not yet available (happens during module development) + pass +``` + +**Recommendation**: Keep as-is. This is acceptable for optional dependencies during development. + +--- + +### ⚠️ Module 06: Optimizers +**Status**: ⚠️ NEEDS FIX +- **Imports**: Direct imports in main code, but uses `import_previous_module` in test code +- **Progressive Building**: Clear in main code +- **Educational Clarity**: Good +- **Issues**: + - Uses `import_previous_module` in test code (lines 1261-1264) + - Commented-out function definition (line 1228) + +**Current Pattern** (TEST CODE ISSUE): +```python +# In test code: +Tensor = import_previous_module('01_tensor', 'Tensor') +Linear = import_previous_module('03_layers', 'Linear') +ReLU = import_previous_module('02_activations', 'ReLU') +MSELoss = import_previous_module('04_losses', 'MSELoss') +``` + +**Recommendation**: Update test code to use direct imports: +```python +from tinytorch.core.tensor import Tensor +from tinytorch.core.layers import Linear +from tinytorch.core.activations import ReLU +from tinytorch.core.losses import MSELoss +``` + +--- + +### ✅ Module 07: Training +**Status**: ✅ EXCELLENT +- **Imports**: Direct imports, clean +- **Progressive Building**: Clear dependencies +- **Educational Clarity**: Excellent +- **Issues**: None (commented-out `import_previous_module` should be removed) + +**Pattern**: +```python +from tinytorch.core.tensor import Tensor +from tinytorch.core.layers import Linear +from tinytorch.core.losses import MSELoss, CrossEntropyLoss +from tinytorch.core.optimizers import SGD, AdamW +``` + +--- + +### ✅ Module 08: DataLoader +**Status**: ✅ EXCELLENT +- **Imports**: Direct imports, clean +- **Progressive Building**: Clear (only needs Tensor) +- **Educational Clarity**: Excellent +- **Issues**: None + +--- + +### ✅ Module 09: Spatial +**Status**: ✅ EXCELLENT +- **Imports**: Direct imports, clean +- **Progressive Building**: Clear (only needs Tensor) +- **Educational Clarity**: Excellent +- **Issues**: None + +--- + +### ✅ Module 10: Tokenization +**Status**: ✅ EXCELLENT +- **Imports**: Direct imports, clean +- **Progressive Building**: Clear (only needs Tensor) +- **Educational Clarity**: Excellent +- **Issues**: None + +--- + +### ✅ Module 11: Embeddings +**Status**: ✅ EXCELLENT +- **Imports**: Direct imports, clean +- **Progressive Building**: Clear (only needs Tensor) +- **Educational Clarity**: Excellent +- **Issues**: None + +--- + +### ✅ Module 12: Attention +**Status**: ✅ EXCELLENT +- **Imports**: Direct imports, clean +- **Progressive Building**: Clear dependencies (Tensor, Linear) +- **Educational Clarity**: Excellent +- **Issues**: None + +--- + +### ✅ Module 13: Transformers +**Status**: ✅ EXCELLENT (RECENTLY FIXED) +- **Imports**: Direct imports with educational error messages +- **Progressive Building**: Excellent dependency documentation +- **Educational Clarity**: Excellent +- **Issues**: None (fixed in recent hot fixes) + +**Pattern** (EXEMPLARY): +```python +try: + from tinytorch.core.tensor import Tensor # Module 01: Foundation +except ImportError as e: + raise ImportError( + "❌ Module 13 (Transformers) requires Module 01 (Tensor) to be completed first.\n" + " Please complete Module 01 first, then run 'tito module complete 01'.\n" + " Original error: " + str(e) + ) from e +``` + +--- + +### ✅ Module 14: Profiling +**Status**: ✅ EXCELLENT +- **Imports**: Direct imports, clean +- **Progressive Building**: Clear dependencies +- **Educational Clarity**: Excellent +- **Issues**: None + +--- + +### ✅ Module 15: Quantization +**Status**: ✅ EXCELLENT +- **Imports**: Direct imports, clean +- **Progressive Building**: Clear dependencies +- **Educational Clarity**: Excellent +- **Issues**: None + +--- + +### ✅ Module 16: Compression +**Status**: ✅ EXCELLENT (RECENTLY FIXED) +- **Imports**: Direct imports with educational error messages +- **Progressive Building**: Excellent dependency documentation +- **Educational Clarity**: Excellent +- **Issues**: None (fixed in recent hot fixes) +- **Note**: Sequential class defined locally as testing utility (correct) + +--- + +### ✅ Module 17: Memoization +**Status**: ✅ EXCELLENT +- **Imports**: Direct imports, clean +- **Progressive Building**: Clear dependencies +- **Educational Clarity**: Excellent +- **Issues**: None + +--- + +### ✅ Module 18: Acceleration +**Status**: ✅ EXCELLENT (RECENTLY FIXED) +- **Imports**: Direct imports with educational error messages +- **Progressive Building**: Excellent dependency documentation +- **Educational Clarity**: Excellent +- **Issues**: None (fixed in recent hot fixes) + +--- + +### ⚠️ Module 19: Benchmarking +**Status**: ⚠️ ACCEPTABLE (with note) +- **Imports**: Direct imports + optional external dependencies +- **Progressive Building**: Clear +- **Educational Clarity**: Good +- **Issues**: + - Try/except for optional external dependencies (pandas, matplotlib, psutil) - **ACCEPTABLE** + - These are external libraries, not TinyTorch modules + - Creates fallback classes when pandas not available (line 177) - acceptable for optional dependency + +**Current Pattern** (ACCEPTABLE): +```python +try: + import pandas as pd + PANDAS_AVAILABLE = True +except ImportError: + PANDAS_AVAILABLE = False + # Create a simple DataFrame-like class for when pandas is not available + class pd: + class DataFrame: + # ... minimal fallback +``` + +**Recommendation**: Keep as-is. This is acceptable for optional external dependencies. + +--- + +### ⚠️ Module 20: Capstone +**Status**: ⚠️ NEEDS IMPROVEMENT +- **Imports**: Direct imports + try/except for optional features +- **Progressive Building**: Clear +- **Educational Clarity**: Good, but could be more explicit +- **Issues**: + - Try/except that sets things to None (lines 254-266) + - Should raise educational errors instead of silently setting to None + +**Current Pattern** (COULD BE BETTER): +```python +try: + from tinytorch.optimization.quantization import QuantizedLinear +except ImportError: + QuantizedLinear = None # Not available + +try: + from tinytorch.optimization.compression import magnitude_prune, structured_prune +except ImportError: + magnitude_prune = None + structured_prune = None +``` + +**Recommendation**: Either: +1. Make these required dependencies (raise educational errors) +2. Or document clearly that these are optional features + +--- + +## Critical Issues Summary + +### 🔴 HIGH PRIORITY + +1. **Remove `import_previous_module` helper function** + - **Modules**: 02, 04, 06 + - **Impact**: Obscures dependencies, uses non-portable sys.path manipulation + - **Fix**: Replace with direct imports from `tinytorch` package + +2. **Update test code to use direct imports** + - **Modules**: 02, 03, 06 + - **Impact**: Test code should follow same patterns as main code + - **Fix**: Replace `import_previous_module` calls with direct imports + +### 🟡 MEDIUM PRIORITY + +3. **Module 20: Make optional dependencies explicit** + - **Impact**: Students might not understand why features are None + - **Fix**: Either make required or document clearly as optional + +4. **Remove commented-out code** + - **Modules**: 01, 03, 06, 07 + - **Impact**: Clutters codebase + - **Fix**: Remove commented-out `import_previous_module` functions + +--- + +## Recommended Fixes + +### Fix 1: Remove `import_previous_module` from Module 02 +**File**: `modules/02_activations/activations_dev.py` +- Remove function definition (line 828) +- Update test code to use direct imports + +### Fix 2: Remove `import_previous_module` from Module 04 +**File**: `modules/04_losses/losses_dev.py` +- Remove function definition (line 84) +- Keep only direct imports (already present) + +### Fix 3: Update Module 06 test code +**File**: `modules/06_optimizers/optimizers_dev.py` +- Remove commented-out function (line 1228) +- Update test code (lines 1261-1264) to use direct imports + +### Fix 4: Improve Module 20 optional dependencies +**File**: `modules/20_capstone/capstone.py` +- Either make dependencies required (raise educational errors) +- Or document clearly as optional features with clear messaging + +### Fix 5: Clean up commented code +**Files**: Multiple modules +- Remove all commented-out `import_previous_module` functions + +--- + +## Educational Principles Validation + +### ✅ Progressive Building +- **Status**: EXCELLENT +- **Evidence**: Clear dependency chains, modules build on each other logically +- **Note**: Some modules use helper functions that obscure this + +### ✅ Explicit Imports +- **Status**: EXCELLENT (after fixes) +- **Evidence**: No star imports found, direct imports used throughout +- **Note**: Helper functions need to be removed + +### ✅ Educational Clarity +- **Status**: EXCELLENT +- **Evidence**: Good documentation, clear learning objectives +- **Note**: Recent modules (13, 16, 18) have exemplary dependency documentation + +### ✅ No Reward Hacking +- **Status**: GOOD (after recent fixes) +- **Evidence**: Recent fixes removed duplicate classes, fallbacks, hardcoded paths +- **Note**: `import_previous_module` pattern is a form of reward hacking + +--- + +## Conclusion + +The TinyTorch framework is **well-structured and educational**, with recent fixes addressing major issues. The remaining issues are primarily: + +1. **Legacy helper functions** (`import_previous_module`) that should be removed +2. **Test code** that should follow same patterns as main code +3. **Optional dependencies** that should be more explicitly documented + +**Overall Grade**: A- (Excellent, with minor improvements needed) + +**Priority Actions**: +1. Remove `import_previous_module` from Modules 02, 04 +2. Update test code in Modules 02, 03, 06 +3. Improve Module 20 optional dependency handling +4. Clean up commented code + +--- + +**Next Steps**: Implement fixes for high-priority issues. + diff --git a/paper/paper.aux b/paper/paper.aux index 64f0f10b..52eb6b95 100644 --- a/paper/paper.aux +++ b/paper/paper.aux @@ -41,7 +41,7 @@ \newlabel{fig:module-flow@cref}{{[figure][2][]2}{[1][2][]4}{}{}{}} \@writefile{toc}{\contentsline {section}{\numberline {2}Related Work}{4}{section.2}\protected@file@percent } \newlabel{sec:related}{{2}{4}{Related Work}{section.2}{}} -\newlabel{sec:related@cref}{{[section][2][]2}{[1][3][]4}{}{}{}} +\newlabel{sec:related@cref}{{[section][2][]2}{[1][4][]4}{}{}{}} \@writefile{toc}{\contentsline {subsection}{\numberline {2.1}Educational ML Frameworks}{4}{subsection.2.1}\protected@file@percent } \citation{zhang2021dive} \citation{howard2020fastai} @@ -72,16 +72,15 @@ \newlabel{tab:objectives@cref}{{[table][2][]2}{[1][7][]8}{}{}{}} \citation{reddi2020mlperf} \citation{collins1989cognitive} -\citation{perkins1992transfer} \@writefile{toc}{\contentsline {subsection}{\numberline {3.3}Module Structure}{9}{subsection.3.3}\protected@file@percent } \newlabel{subsec:module-pedagogy}{{3.3}{9}{Module Structure}{subsection.3.3}{}} \newlabel{subsec:module-pedagogy@cref}{{[subsection][3][3]3.3}{[1][9][]9}{}{}{}} +\citation{perkins1992transfer} \citation{bruner1960process} \citation{krizhevsky2009cifar,lecun1998gradient} \citation{reddi2020mlperf} \@writefile{toc}{\contentsline {subsection}{\numberline {3.4}Milestone Arcs}{10}{subsection.3.4}\protected@file@percent } \citation{sweller1988cognitive} -\citation{meyer2003threshold} \newlabel{lst:dormant-tensor}{{2}{11}{Module 01: Dormant gradient features}{lstlisting.2}{}} \newlabel{lst:dormant-tensor@cref}{{[listing][2][]2}{[1][11][]11}{}{}{}} \@writefile{lol}{\contentsline {lstlisting}{\numberline {2}{\ignorespaces Module 01: Dormant gradient features.}}{11}{lstlisting.2}\protected@file@percent } @@ -89,128 +88,136 @@ \newlabel{sec:progressive}{{4}{11}{Progressive Disclosure}{section.4}{}} \newlabel{sec:progressive@cref}{{[section][4][]4}{[1][11][]11}{}{}{}} \@writefile{toc}{\contentsline {subsection}{\numberline {4.1}Pattern Implementation}{11}{subsection.4.1}\protected@file@percent } -\newlabel{lst:activation}{{3}{11}{Module 05: Autograd activation}{lstlisting.3}{}} -\newlabel{lst:activation@cref}{{[listing][3][]3}{[1][11][]11}{}{}{}} -\@writefile{lol}{\contentsline {lstlisting}{\numberline {3}{\ignorespaces Module 05: Autograd activation.}}{11}{lstlisting.3}\protected@file@percent } \@writefile{toc}{\contentsline {subsection}{\numberline {4.2}Pedagogical Justification}{11}{subsection.4.2}\protected@file@percent } +\citation{meyer2003threshold} \citation{pytorch04release} -\citation{tensorflow20} -\citation{lave1991situated} \@writefile{lof}{\contentsline {figure}{\numberline {3}{\ignorespaces Progressive activation of Tensor gradient features. Dormant placeholders (gray, dashed) exist from Module 01. Module 05 activates full autograd functionality (orange, solid) via runtime method enhancement.}}{12}{figure.caption.8}\protected@file@percent } \newlabel{fig:progressive-timeline}{{3}{12}{Progressive activation of Tensor gradient features. Dormant placeholders (gray, dashed) exist from Module 01. Module 05 activates full autograd functionality (orange, solid) via runtime method enhancement}{figure.caption.8}{}} \newlabel{fig:progressive-timeline@cref}{{[figure][3][]3}{[1][11][]12}{}{}{}} +\newlabel{lst:activation}{{3}{12}{Module 05: Autograd activation}{lstlisting.3}{}} +\newlabel{lst:activation@cref}{{[listing][3][]3}{[1][11][]12}{}{}{}} +\@writefile{lol}{\contentsline {lstlisting}{\numberline {3}{\ignorespaces Module 05: Autograd activation.}}{12}{lstlisting.3}\protected@file@percent } \@writefile{toc}{\contentsline {subsection}{\numberline {4.3}Production Framework Alignment}{12}{subsection.4.3}\protected@file@percent } -\@writefile{toc}{\contentsline {section}{\numberline {5}Systems-First Integration}{12}{section.5}\protected@file@percent } -\newlabel{sec:systems}{{5}{12}{Systems-First Integration}{section.5}{}} -\newlabel{sec:systems@cref}{{[section][5][]5}{[1][12][]12}{}{}{}} -\@writefile{toc}{\contentsline {subsection}{\numberline {5.1}Phase 1: Understanding Memory Through Profiling}{12}{subsection.5.1}\protected@file@percent } +\citation{tensorflow20} +\citation{lave1991situated} \citation{kapur2008productive} +\@writefile{toc}{\contentsline {section}{\numberline {5}Systems-First Integration}{13}{section.5}\protected@file@percent } +\newlabel{sec:systems}{{5}{13}{Systems-First Integration}{section.5}{}} +\newlabel{sec:systems@cref}{{[section][5][]5}{[1][13][]13}{}{}{}} +\@writefile{toc}{\contentsline {subsection}{\numberline {5.1}Phase 1: Understanding Memory Through Profiling}{13}{subsection.5.1}\protected@file@percent } \newlabel{lst:conv-explicit}{{4}{13}{Explicit convolution showing 7-nested complexity}{lstlisting.4}{}} \newlabel{lst:conv-explicit@cref}{{[listing][4][]4}{[1][13][]13}{}{}{}} \@writefile{lol}{\contentsline {lstlisting}{\numberline {4}{\ignorespaces Explicit convolution showing 7-nested complexity.}}{13}{lstlisting.4}\protected@file@percent } \@writefile{toc}{\contentsline {subsection}{\numberline {5.2}Phase 2: Analyzing Complexity Through Transparent Implementations}{13}{subsection.5.2}\protected@file@percent } -\@writefile{lot}{\contentsline {table}{\numberline {3}{\ignorespaces Runtime comparison: TinyTorch vs PyTorch (CPU). Pure Python implementations with explicit loops are 100--10,000$\times $ slower, making performance costs visible and optimization meaningful.}}{13}{table.caption.10}\protected@file@percent } -\newlabel{tab:performance}{{3}{13}{Runtime comparison: TinyTorch vs PyTorch (CPU). Pure Python implementations with explicit loops are 100--10,000$\times $ slower, making performance costs visible and optimization meaningful}{table.caption.10}{}} -\newlabel{tab:performance@cref}{{[table][3][]3}{[1][13][]13}{}{}{}} -\@writefile{toc}{\contentsline {subsection}{\numberline {5.3}Phase 3: Optimizing Systems Through Measurement-Driven Iteration}{13}{subsection.5.3}\protected@file@percent } -\citation{banbury2021widening} +\@writefile{lot}{\contentsline {table}{\numberline {3}{\ignorespaces Runtime comparison: TinyTorch vs PyTorch (CPU). Pure Python implementations with explicit loops are 100--10,000$\times $ slower, making performance costs visible and optimization meaningful.}}{14}{table.caption.10}\protected@file@percent } +\newlabel{tab:performance}{{3}{14}{Runtime comparison: TinyTorch vs PyTorch (CPU). Pure Python implementations with explicit loops are 100--10,000$\times $ slower, making performance costs visible and optimization meaningful}{table.caption.10}{}} +\newlabel{tab:performance@cref}{{[table][3][]3}{[1][14][]14}{}{}{}} +\@writefile{toc}{\contentsline {subsection}{\numberline {5.3}Phase 3: Optimizing Systems Through Measurement-Driven Iteration}{14}{subsection.5.3}\protected@file@percent } \@writefile{toc}{\contentsline {section}{\numberline {6}Deployment and Infrastructure}{14}{section.6}\protected@file@percent } \newlabel{sec:deployment}{{6}{14}{Deployment and Infrastructure}{section.6}{}} \newlabel{sec:deployment@cref}{{[section][6][]6}{[1][14][]14}{}{}{}} \@writefile{toc}{\contentsline {subsection}{\numberline {6.1}Integration Models}{14}{subsection.6.1}\protected@file@percent } \newlabel{subsec:integration}{{6.1}{14}{Integration Models}{subsection.6.1}{}} \newlabel{subsec:integration@cref}{{[subsection][1][6]6.1}{[1][14][]14}{}{}{}} -\@writefile{toc}{\contentsline {subsection}{\numberline {6.2}Infrastructure and Accessibility}{14}{subsection.6.2}\protected@file@percent } -\newlabel{subsec:infrastructure}{{6.2}{14}{Infrastructure and Accessibility}{subsection.6.2}{}} -\newlabel{subsec:infrastructure@cref}{{[subsection][2][6]6.2}{[1][14][]14}{}{}{}} -\citation{blank2019nbgrader} +\citation{banbury2021widening} +\@writefile{toc}{\contentsline {subsection}{\numberline {6.2}Infrastructure and Accessibility}{15}{subsection.6.2}\protected@file@percent } +\newlabel{subsec:infrastructure}{{6.2}{15}{Infrastructure and Accessibility}{subsection.6.2}{}} +\newlabel{subsec:infrastructure@cref}{{[subsection][2][6]6.2}{[1][15][]15}{}{}{}} \newlabel{lst:nbgrader-example}{{5}{15}{NBGrader cell metadata and solution structure}{lstlisting.5}{}} \newlabel{lst:nbgrader-example@cref}{{[listing][5][]5}{[1][15][]15}{}{}{}} \@writefile{lol}{\contentsline {lstlisting}{\numberline {5}{\ignorespaces NBGrader cell metadata and solution structure.}}{15}{lstlisting.5}\protected@file@percent } \@writefile{toc}{\contentsline {subsubsection}{\numberline {6.2.1}Jupyter Environment Options}{15}{subsubsection.6.2.1}\protected@file@percent } \@writefile{toc}{\contentsline {subsubsection}{\numberline {6.2.2}NBGrader Autograding Workflow}{15}{subsubsection.6.2.2}\protected@file@percent } -\@writefile{toc}{\contentsline {subsection}{\numberline {6.3}Automated Assessment Infrastructure}{15}{subsection.6.3}\protected@file@percent } -\@writefile{toc}{\contentsline {subsection}{\numberline {6.4}Package Organization}{15}{subsection.6.4}\protected@file@percent } -\newlabel{subsec:package}{{6.4}{15}{Package Organization}{subsection.6.4}{}} -\newlabel{subsec:package@cref}{{[subsection][4][6]6.4}{[1][15][]15}{}{}{}} +\citation{blank2019nbgrader} \citation{howard2020fastai} \citation{collins1989cognitive} +\@writefile{toc}{\contentsline {subsection}{\numberline {6.3}Automated Assessment Infrastructure}{16}{subsection.6.3}\protected@file@percent } +\@writefile{toc}{\contentsline {subsection}{\numberline {6.4}Package Organization}{16}{subsection.6.4}\protected@file@percent } +\newlabel{subsec:package}{{6.4}{16}{Package Organization}{subsection.6.4}{}} +\newlabel{subsec:package@cref}{{[subsection][4][6]6.4}{[1][16][]16}{}{}{}} \newlabel{lst:progressive-imports}{{6}{16}{Progressive imports: Framework capabilities grow module-by-module}{lstlisting.6}{}} \newlabel{lst:progressive-imports@cref}{{[listing][6][]6}{[1][16][]16}{}{}{}} \@writefile{lol}{\contentsline {lstlisting}{\numberline {6}{\ignorespaces Progressive imports: Framework capabilities grow module-by-module.}}{16}{lstlisting.6}\protected@file@percent } -\@writefile{toc}{\contentsline {subsection}{\numberline {6.5}Connection Maps and Knowledge Integration}{16}{subsection.6.5}\protected@file@percent } \newlabel{lst:connection-map}{{7}{16}{Module 05 connection map}{lstlisting.7}{}} \newlabel{lst:connection-map@cref}{{[listing][7][]7}{[1][16][]16}{}{}{}} \@writefile{lol}{\contentsline {lstlisting}{\numberline {7}{\ignorespaces Module 05 connection map.}}{16}{lstlisting.7}\protected@file@percent } -\@writefile{toc}{\contentsline {subsection}{\numberline {6.6}Open Source Infrastructure}{16}{subsection.6.6}\protected@file@percent } -\newlabel{subsec:opensource}{{6.6}{16}{Open Source Infrastructure}{subsection.6.6}{}} -\newlabel{subsec:opensource@cref}{{[subsection][6][6]6.6}{[1][16][]16}{}{}{}} -\@writefile{toc}{\contentsline {subsection}{\numberline {6.7}Teaching Assistant Support}{16}{subsection.6.7}\protected@file@percent } -\newlabel{subsec:ta-support}{{6.7}{16}{Teaching Assistant Support}{subsection.6.7}{}} -\newlabel{subsec:ta-support@cref}{{[subsection][7][6]6.7}{[1][16][]16}{}{}{}} +\@writefile{toc}{\contentsline {subsection}{\numberline {6.5}Connection Maps and Knowledge Integration}{16}{subsection.6.5}\protected@file@percent } \citation{kapur2008productive} +\@writefile{toc}{\contentsline {subsection}{\numberline {6.6}Open Source Infrastructure}{17}{subsection.6.6}\protected@file@percent } +\newlabel{subsec:opensource}{{6.6}{17}{Open Source Infrastructure}{subsection.6.6}{}} +\newlabel{subsec:opensource@cref}{{[subsection][6][6]6.6}{[1][17][]17}{}{}{}} +\@writefile{toc}{\contentsline {subsection}{\numberline {6.7}Teaching Assistant Support}{17}{subsection.6.7}\protected@file@percent } +\newlabel{subsec:ta-support}{{6.7}{17}{Teaching Assistant Support}{subsection.6.7}{}} +\newlabel{subsec:ta-support@cref}{{[subsection][7][6]6.7}{[1][17][]17}{}{}{}} \@writefile{toc}{\contentsline {subsection}{\numberline {6.8}Student Learning Support}{17}{subsection.6.8}\protected@file@percent } \newlabel{subsec:student-support}{{6.8}{17}{Student Learning Support}{subsection.6.8}{}} \newlabel{subsec:student-support@cref}{{[subsection][8][6]6.8}{[1][17][]17}{}{}{}} -\@writefile{toc}{\contentsline {section}{\numberline {7}Discussion and Limitations}{17}{section.7}\protected@file@percent } -\newlabel{sec:discussion}{{7}{17}{Discussion and Limitations}{section.7}{}} -\newlabel{sec:discussion@cref}{{[section][7][]7}{[1][17][]17}{}{}{}} -\@writefile{toc}{\contentsline {subsection}{\numberline {7.1}Scope: What's NOT Covered}{17}{subsection.7.1}\protected@file@percent } -\newlabel{subsec:scope}{{7.1}{17}{Scope: What's NOT Covered}{subsection.7.1}{}} -\newlabel{subsec:scope@cref}{{[subsection][1][7]7.1}{[1][17][]17}{}{}{}} +\@writefile{toc}{\contentsline {section}{\numberline {7}Discussion and Limitations}{18}{section.7}\protected@file@percent } +\newlabel{sec:discussion}{{7}{18}{Discussion and Limitations}{section.7}{}} +\newlabel{sec:discussion@cref}{{[section][7][]7}{[1][18][]18}{}{}{}} +\@writefile{toc}{\contentsline {subsection}{\numberline {7.1}Scope: What's NOT Covered}{18}{subsection.7.1}\protected@file@percent } +\newlabel{subsec:scope}{{7.1}{18}{Scope: What's NOT Covered}{subsection.7.1}{}} +\newlabel{subsec:scope@cref}{{[subsection][1][7]7.1}{[1][18][]18}{}{}{}} +\@writefile{toc}{\contentsline {subsection}{\numberline {7.2}Limitations: Understanding Scope}{18}{subsection.7.2}\protected@file@percent } \citation{williams2009roofline} \citation{micikevicius2018mixed} -\@writefile{toc}{\contentsline {subsection}{\numberline {7.2}Limitations: Understanding Scope}{18}{subsection.7.2}\protected@file@percent } -\@writefile{toc}{\contentsline {section}{\numberline {8}Future Work}{18}{section.8}\protected@file@percent } -\newlabel{sec:future-work}{{8}{18}{Future Work}{section.8}{}} -\newlabel{sec:future-work@cref}{{[section][8][]8}{[1][18][]18}{}{}{}} -\@writefile{toc}{\contentsline {subsection}{\numberline {8.1}Systems Extensions: Analytical Models and Simulators}{18}{subsection.8.1}\protected@file@percent } \citation{chakkaravarthy2023astrasim,astrasimsim2020} \citation{strubell2019energy,patterson2021carbon} \citation{banbury2021benchmarking} -\@writefile{toc}{\contentsline {subsection}{\numberline {8.2}Empirical Validation}{19}{subsection.8.2}\protected@file@percent } +\@writefile{toc}{\contentsline {section}{\numberline {8}Future Work}{19}{section.8}\protected@file@percent } +\newlabel{sec:future-work}{{8}{19}{Future Work}{section.8}{}} +\newlabel{sec:future-work@cref}{{[section][8][]8}{[1][19][]19}{}{}{}} +\@writefile{toc}{\contentsline {subsection}{\numberline {8.1}Systems Extensions: Analytical Models and Simulators}{19}{subsection.8.1}\protected@file@percent } +\citation{sweller1988cognitive} +\citation{collins1989cognitive} +\citation{paas1992training} +\citation{sorva2012visual} +\citation{chen2022dlsyscourse} +\@writefile{toc}{\contentsline {subsection}{\numberline {8.2}Empirical Validation Roadmap}{20}{subsection.8.2}\protected@file@percent } +\@writefile{toc}{\contentsline {subsection}{\numberline {8.3}Curriculum Extensions: Fundamentals vs. Production Scope}{21}{subsection.8.3}\protected@file@percent } +\@writefile{toc}{\contentsline {subsection}{\numberline {8.4}Community Building and Adoption}{21}{subsection.8.4}\protected@file@percent } +\@writefile{toc}{\contentsline {section}{\numberline {9}Conclusion}{21}{section.9}\protected@file@percent } +\newlabel{sec:conclusion}{{9}{21}{Conclusion}{section.9}{}} +\newlabel{sec:conclusion@cref}{{[section][9][]9}{[1][21][]21}{}{}{}} \bibstyle{plainnat} \bibdata{references} \bibcite{aho2006compilers}{{1}{2006}{{Aho et~al.}}{{Aho, Lam, Sethi, and Ullman}}} -\@writefile{toc}{\contentsline {subsection}{\numberline {8.3}Curriculum Extensions: Fundamentals vs. Production Scope}{20}{subsection.8.3}\protected@file@percent } -\@writefile{toc}{\contentsline {subsection}{\numberline {8.4}Community Building and Adoption}{20}{subsection.8.4}\protected@file@percent } -\@writefile{toc}{\contentsline {section}{\numberline {9}Conclusion}{20}{section.9}\protected@file@percent } -\newlabel{sec:conclusion}{{9}{20}{Conclusion}{section.9}{}} -\newlabel{sec:conclusion@cref}{{[section][9][]9}{[1][20][]20}{}{}{}} \bibcite{banbury2021benchmarking}{{2}{}{{Banbury et~al.}}{{Banbury, Reddi, Lam, Fu, Fazel, Holleman, Huang, Hurtado, Kanter, Lokhmotov, Patterson, Pau, Seo, Sieracki, Thakker, Verhelst, and Yadav}}} -\bibcite{perkins1992transfer}{{3}{1992}{{Burstein et~al.}}{{Burstein, Henry, Collison, Marczak, Sligar, Watson, Marquez, Abbasalizad-Farhangi, Abbasi, Abd-Allah, Abdoli, Abdollahi, Abdollahpour, Abdulkader, Abrigo, Acharya, Adebayo, Adekanmbi, Adham, Afshari, Aghaali, Ahmadi, Ahmadi, Ahmadpour, Ahmed, Akal, Akinyemi, Alahdab, Alam, Alamene, Alene, Alijanzadeh, Alinia, Alipour, Aljunid, Almalki, Al-Mekhlafi, Altirkawi, Alvis-Guzman, Amegah, Amini, Amit, Anbari, Androudi, Anjomshoa, Ansari, Antonio, Arabloo, Arefi, Aremu, Armoon, Arora, Artaman, Asadi, Asadi-Aliabadi, Ashraf-Ganjouei, Assadi, Ataeinia, Atre, Quintanilla, Ayanore, Azari, Babaee, Babazadeh, Badawi, Bagheri, Bagherzadeh, Baheiraei, Balouchi, Barac, Bassat, Baune, Bayati, Bedi, Beghi, Behzadifar, Behzadifar, Belay, Bell, Bell, Berbada, Bernstein, Bhattacharjee, Bhattarai, Bhutta, Bijani, Bohlouli, Breitborde, Britton, Browne, Nagaraja, Busse, Butt, Car, Cárdenas, Castañeda-Orjuela, Cerin, Chanie, Chatterjee, Chu, Cooper, Costa, Dalal, Dandona, Dandona, Daoud, Daryani, Das~Gupta, Davis, Davis~Weaver, Davitoiu, De~Neve, Demeke, Demoz, Deribe, Desai, Deshpande, Desyibelew, Dey, Dharmaratne, Dhimal, Diaz, Doshmangir, Duraes, Dwyer-Lindgren, Earl, Ebrahimi, Ebrahimpour, Effiong, Eftekhari, Ehsani-Chimeh, El~Sayed, El~Sayed~Zaki, El~Tantawi, El-Khatib, Emamian, Enany, Eskandarieh, Eyawo, Ezalarab, Faramarzi, Fareed, Faridnia, Faro, Fazaeli, Fazlzadeh, Fentahun, Fereshtehnejad, Fernandes, Filip, Fischer, Foigt, Foroutan, Francis, Fukumoto, Fullman, Gallus, Gebre, Gebrehiwot, Gebremeskel, Gessner, Geta, Gething, Ghadimi, Ghadiri, Ghajarzadeh, Ghashghaee, Gill, Gill, Golding, Gomes, Gona, Gopalani, Gorini, Goulart, Graetz, Greaves, Green, Guo, Haj-Mirzaian, Haj-Mirzaian, Hall, Hamidi, Haririan, Haro, Hasankhani, Hasanpoor, Hasanzadeh, Hassankhani, Hassen, Hegazy, Hendrie, Heydarpour, Hird, Hoang, Hollerich, Rad, Hoseini-Ghahfarokhi, Hossain, Hosseini, Hosseinzadeh, Hostiuc, Hostiuc, Househ, Hsairi, Ilesanmi, Imani-Nasab, Iqbal, Irvani, Islam, Islam, Jürisson, Balalami, Jalali, Javidnia, Jayatilleke, Jenabi, Ji, Jobanputra, Johnson, Jonas, Shushtari, Jozwiak, Kabir, Kahsay, Kalani, Kalhor, Karami, Karki, Kasaeian, Kassebaum, Keiyoro, Kemp, Khabiri, Khader, Khafaie, Khan, Khan, Khan, Khang, Khatab, Khater, Khater, Khatony, Khazaei, Khazaei, Khazaei-Pool, Khubchandani, Kianipour, Kim, Kimokoti, Kinyoki, Kisa, Kisa, Kolola, Kosen, Koul, Koyanagi, Kraemer, Krishan, Krohn, Kugbey, Kumar, Kumar, Kumar, Kuupiel, Lacey, Lad, Lami, Larsson, Lee, Leili, Levine, Li, Lim, Listl, Longbottom, Lopez, Lorkowski, Magdeldin, Abd El~Razek, Abd El~Razek, Majeed, Maleki, Malekzadeh, Malta, Mamun, Manafi, Manda, Mansourian, Martins-Melo, Masaka, Massenburg, Maulik, Mayala, Mazidi, McKee, Mehrotra, Mehta, Meles, Mendoza, Menezes, Meretoja, Meretoja, Mestrovic, Miller, Miller-Petrie, Mills, Milne, Mini, Mir, Mirjalali, Mirrakhimov, Mohamadi, Mohammad, Darwesh, Mezerji, Mohammed, Mohammed, Mokdad, Molokhia, Monasta, Moodley, Moosazadeh, Moradi, Moradi, Moradi, Moradi-Lakeh, Moradinazar, Moraga, Morawska, Mosapour, Mousavi, Mueller, Muluneh, Mustafa, Nabavizadeh, Naderi, Nagarajan, Nahvijou, Najafi, Nangia, Ndwandwe, Neamati, Negoi, Negoi, Ngunjiri, Thi~Nguyen, Nguyen, Nguyen, Nielsen, Ningrum, Nirayo, Nixon, Nnaji, Nojomi, Noroozi, Nosratnejad, Noubiap, Motlagh, Ofori-Asenso, Ogbo, Oladimeji, Olagunju, Olfatifar, Olum, Olusanya, Oluwasanu, Onwujekwe, Oren, Ortega-Altamirano, Ortiz, Osarenotor, Osei, Osgood-Zimmerman, Otstavnov, Owolabi, ~, Pagheh, Pakhale, Panda-Jonas, Pandey, Park, Parsian, Pashaei, Patel, Pepito, Pereira, Perkins, Pickering, Pilgrim, Pirestani, Piroozi, Pirsaheb, Plana-Ripoll, Pourjafar, Puri, Qorbani, Quintana, Rabiee, Rabiee, Radfar, Rafiei, Rahim, Rahimi, Rahimi-Movaghar, Rahimzadeh, Rajati, Raju, Ramezankhani, Ranabhat, Rasella, Rashedi, Rawal, Reiner, Renzaho, Rezaei, Rezapour, Riahi, Ribeiro, Roever, Roro, Roser, Roshandel, Roshani, Rostami, Rubagotti, Rubino, Sabour, Sadat, Sadeghi, Saeedi, Safari, Safari-Faramani, Safdarian, Sahebkar, Salahshoor, Salam, Salamati, Salehi, Zahabi, Salimi, Salimzadeh, Salomon, Sambala, Samy, Santric~Milicevic, Jose, Saraswathy, Sarmiento-Suárez, Sartorius, Sathian, Saxena, Sbarra, Schaeffer, Schwebel, Sepanlou, Seyedmousavi, Shaahmadi, Shaikh, Shams-Beyranvand, Shamshirian, Shamsizadeh, Sharafi, Sharif, Sharif-Alhoseini, Sharifi, Sharma, Sharma, Sheikh, Shields, Shigematsu, Shiri, Shiue, Shuval, Siddiqi, Silva, Singh, Sinha, Sisay, Sisay, Sliwa, Smith, Somayaji, Soofi, Soriano, Sreeramareddy, Sudaryanto, Sufiyan, Sykes, Sylaja, Tabarés-Seisdedos, Tabb, Tabuchi, Taveira, Temsah, Terkawi, Tessema, Thankappan, Thirunavukkarasu, To, Tovani-Palone, Tran, Tran, Ullah, Usman, Uthman, Vahedian-Azimi, Valdez, van Boven, Vasankari, Vasseghian, Veisani, Venketasubramanian, Violante, Vladimirov, Vlassov, Vos, Vu, Vujcic, Waheed, Wakefield, Wang, Wang, Wang, Ward, Weintraub, Weldegwergs, Weldesamuel, Westerman, Wiysonge, Wondafrash, Woyczynski, Wu, Xu, Yadegar, Yamada, Yazdi-Feyzabadi, Yilgwan, Yip, Yonemoto, Lebni, Younis, Yousefifard, Yousof, Yu, Yusefzadeh, Zabeh, Moghadam, Bin~Zaman, Zamani, Zandian, Zangeneh, Zerfu, Zhang, Ziapour, Zodpey, Murray, and Hay}}} +\bibcite{bruner1960process}{{3}{1960}{{Bruner}}{{}}} \bibcite{chen2022dlsyscourse}{{4}{2022}{{Chen and Zheng}}{{}}} \bibcite{collins1989cognitive}{{5}{}{{Collins et~al.}}{{Collins, Brown, and Newman}}} -\bibcite{bruner1960process}{{6}{1960}{{Frolli et~al.}}{{Frolli, Cerciello, Ciotola, Ricci, Esposito, and Sica}}} -\bibcite{roberthalf2024talent}{{7}{}{{Heffernan}}{{}}} -\bibcite{hotz2023tinygrad}{{8}{2023}{{Hotz and contributors}}{{}}} -\bibcite{howard2020fastai}{{9}{}{{Howard and Gugger}}{{}}} -\bibcite{johnson2016cs231n}{{10}{2016}{{Johnson et~al.}}{{Johnson, Karpathy, and Fei-Fei}}} -\bibcite{blank2019nbgrader}{{11}{}{{Jupyter et~al.}}{{Jupyter, Blank, Bourgin, Brown, Bussonnier, Frederic, Granger, Griffiths, Hamrick, Kelley, Pacer, Page, Pérez, Ragan-Kelley, Suchow, and Willing}}} -\bibcite{kapur2008productive}{{12}{}{{Kapur}}{{}}} -\bibcite{karpathy2022micrograd}{{13}{2022}{{Karpathy}}{{}}} -\bibcite{krizhevsky2009cifar}{{14}{2009}{{Krizhevsky and Hinton}}{{}}} -\bibcite{lave1991situated}{{15}{}{{Lave and Wenger}}{{}}} -\bibcite{lecun1998gradient}{{16}{}{{Lecun et~al.}}{{Lecun, Bottou, Bengio, and Haffner}}} -\bibcite{meadows2008thinking}{{17}{2008}{{Meadows}}{{}}} -\bibcite{meyer2003threshold}{{18}{2003}{{Meyer and Land}}{{}}} -\bibcite{micikevicius2018mixed}{{19}{}{{Micikevicius et~al.}}{{Micikevicius, Narang, Alben, Diamos, Elsen, Garcia, Ginsburg, Houston, Kuchaiev, Venkatesh, and Wu}}} +\bibcite{roberthalf2024talent}{{6}{}{{Heffernan}}{{}}} +\bibcite{hotz2023tinygrad}{{7}{2023}{{Hotz and contributors}}{{}}} +\bibcite{howard2020fastai}{{8}{}{{Howard and Gugger}}{{}}} +\bibcite{johnson2016cs231n}{{9}{2016}{{Johnson et~al.}}{{Johnson, Karpathy, and Fei-Fei}}} +\bibcite{blank2019nbgrader}{{10}{}{{Jupyter et~al.}}{{Jupyter, Blank, Bourgin, Brown, Bussonnier, Frederic, Granger, Griffiths, Hamrick, Kelley, Pacer, Page, Pérez, Ragan-Kelley, Suchow, and Willing}}} +\bibcite{kapur2008productive}{{11}{}{{Kapur}}{{}}} +\bibcite{karpathy2022micrograd}{{12}{2022}{{Karpathy}}{{}}} +\bibcite{krizhevsky2009cifar}{{13}{2009}{{Krizhevsky and Hinton}}{{}}} +\bibcite{lave1991situated}{{14}{}{{Lave and Wenger}}{{}}} +\bibcite{lecun1998gradient}{{15}{}{{Lecun et~al.}}{{Lecun, Bottou, Bengio, and Haffner}}} +\bibcite{meadows2008thinking}{{16}{2008}{{Meadows}}{{}}} +\bibcite{meyer2003threshold}{{17}{2003}{{Meyer and Land}}{{}}} +\bibcite{micikevicius2018mixed}{{18}{}{{Micikevicius et~al.}}{{Micikevicius, Narang, Alben, Diamos, Elsen, Garcia, Ginsburg, Houston, Kuchaiev, Venkatesh, and Wu}}} +\bibcite{paas1992training}{{19}{1992}{{Paas}}{{}}} \bibcite{patterson2021carbon}{{20}{}{{Patterson et~al.}}{{Patterson, Gonzalez, Le, Liang, Munguia, Rothchild, So, Texier, and Dean}}} -\bibcite{chakkaravarthy2023astrasim}{{21}{}{{Rashidi et~al.}}{{Rashidi, Sridharan, Srinivasan, and Krishna}}} -\bibcite{reddi2024mlsysbook}{{22}{}{{Reddi}}{{}}} -\bibcite{reddi2020mlperf}{{23}{a}{{Reddi et~al.}}{{Reddi, Cheng, Kanter, Mattson, Schmuelling, Wu, Anderson, Breughe, Charlebois, Chou, Chukka, Coleman, Davis, Deng, Diamos, Duke, Fick, Gardner, Hubara, Idgunji, Jablin, Jiao, John, Kanwar, Lee, Liao, Lokhmotov, Massa, Meng, Micikevicius, Osborne, Pekhimenko, Rajan, Sequeira, Sirasao, Sun, Tang, Thomson, Wei, Wu, Xu, Yamada, Yu, Yuan, Zhong, Zhang, and Zhou}}} -\bibcite{banbury2021widening}{{24}{b}{{Reddi et~al.}}{{Reddi, Plancher, Kennedy, Moroney, Warden, Agarwal, Banbury, Banzi, Bennett, Brown, Chitlangia, Ghosal, Grafman, Jaeger, Krishnan, Lam, Leiker, Mann, Mazumder, Pajak, Ramaprasad, Smith, Stewart, and Tingley}}} -\bibcite{rosenblatt1958perceptron}{{25}{}{{Rosenblatt}}{{}}} -\bibcite{rumelhart1986learning}{{26}{}{{Rumelhart et~al.}}{{Rumelhart, Hinton, and Williams}}} -\bibcite{schneider2020minitorch}{{27}{2020}{{Rush}}{{}}} -\bibcite{astrasimsim2020}{{28}{}{{Samajdar et~al.}}{{Samajdar, Joseph, Zhu, Whatmough, Mattina, and Krishna}}} -\bibcite{keller2025ai}{{29}{2025}{{Search}}{{}}} -\bibcite{strubell2019energy}{{30}{}{{Strubell et~al.}}{{Strubell, Ganesh, and McCallum}}} -\bibcite{sweller1988cognitive}{{31}{}{{Sweller}}{{}}} -\bibcite{pytorch04release}{{32}{2018}{{Team}}{{}}} -\bibcite{tensorflow20}{{33}{2019}{{Team}}{{}}} -\bibcite{vaswani2017attention}{{34}{}{{Vaswani et~al.}}{{Vaswani, Shazeer, Parmar, Uszkoreit, Jones, N.Gomez, Kaiser, and Polosukhin}}} -\bibcite{williams2009roofline}{{35}{}{{Williams et~al.}}{{Williams, Waterman, and Patterson}}} -\bibcite{papert1980mindstorms}{{36}{}{{Wooster and Papert}}{{}}} -\bibcite{zhang2021dive}{{37}{}{{Zhang et~al.}}{{Zhang, Lipton, Li, and Smola}}} +\bibcite{perkins1992transfer}{{21}{1992}{{Perkins and Salomon}}{{}}} +\bibcite{chakkaravarthy2023astrasim}{{22}{}{{Rashidi et~al.}}{{Rashidi, Sridharan, Srinivasan, and Krishna}}} +\bibcite{reddi2024mlsysbook}{{23}{}{{Reddi}}{{}}} +\bibcite{reddi2020mlperf}{{24}{a}{{Reddi et~al.}}{{Reddi, Cheng, Kanter, Mattson, Schmuelling, Wu, Anderson, Breughe, Charlebois, Chou, Chukka, Coleman, Davis, Deng, Diamos, Duke, Fick, Gardner, Hubara, Idgunji, Jablin, Jiao, John, Kanwar, Lee, Liao, Lokhmotov, Massa, Meng, Micikevicius, Osborne, Pekhimenko, Rajan, Sequeira, Sirasao, Sun, Tang, Thomson, Wei, Wu, Xu, Yamada, Yu, Yuan, Zhong, Zhang, and Zhou}}} +\bibcite{banbury2021widening}{{25}{b}{{Reddi et~al.}}{{Reddi, Plancher, Kennedy, Moroney, Warden, Agarwal, Banbury, Banzi, Bennett, Brown, Chitlangia, Ghosal, Grafman, Jaeger, Krishnan, Lam, Leiker, Mann, Mazumder, Pajak, Ramaprasad, Smith, Stewart, and Tingley}}} +\bibcite{rosenblatt1958perceptron}{{26}{}{{Rosenblatt}}{{}}} +\bibcite{rumelhart1986learning}{{27}{}{{Rumelhart et~al.}}{{Rumelhart, Hinton, and Williams}}} +\bibcite{schneider2020minitorch}{{28}{2020}{{Rush}}{{}}} +\bibcite{astrasimsim2020}{{29}{}{{Samajdar et~al.}}{{Samajdar, Joseph, Zhu, Whatmough, Mattina, and Krishna}}} +\bibcite{keller2025ai}{{30}{2025}{{Search}}{{}}} +\bibcite{sorva2012visual}{{31}{2012}{{Sorva}}{{}}} +\bibcite{strubell2019energy}{{32}{}{{Strubell et~al.}}{{Strubell, Ganesh, and McCallum}}} +\bibcite{sweller1988cognitive}{{33}{}{{Sweller}}{{}}} +\bibcite{pytorch04release}{{34}{2018}{{Team}}{{}}} +\bibcite{tensorflow20}{{35}{2019}{{Team}}{{}}} +\bibcite{vaswani2017attention}{{36}{}{{Vaswani et~al.}}{{Vaswani, Shazeer, Parmar, Uszkoreit, Jones, N.Gomez, Kaiser, and Polosukhin}}} +\bibcite{williams2009roofline}{{37}{}{{Williams et~al.}}{{Williams, Waterman, and Patterson}}} +\bibcite{papert1980mindstorms}{{38}{}{{Wooster and Papert}}{{}}} +\bibcite{zhang2021dive}{{39}{}{{Zhang et~al.}}{{Zhang, Lipton, Li, and Smola}}} \gdef \@abspage@last{24} diff --git a/paper/paper.bbl b/paper/paper.bbl index b1c4a797..be448467 100644 --- a/paper/paper.bbl +++ b/paper/paper.bbl @@ -1,4 +1,4 @@ -\begin{thebibliography}{37} +\begin{thebibliography}{39} \providecommand{\natexlab}[1]{#1} \providecommand{\url}[1]{\texttt{#1}} \expandafter\ifx\csname urlstyle\endcsname\relax @@ -21,173 +21,11 @@ Colby~R. Banbury, Vijay~Janapa Reddi, Max Lam, William Fu, Amin Fazel, Jeremy \newblock \emph{arXiv preprint arXiv:2003.04821}. \newblock URL \url{http://arxiv.org/abs/2003.04821v4}. -\bibitem[Burstein et~al.(1992)Burstein, Henry, Collison, Marczak, Sligar, - Watson, Marquez, Abbasalizad-Farhangi, Abbasi, Abd-Allah, Abdoli, Abdollahi, - Abdollahpour, Abdulkader, Abrigo, Acharya, Adebayo, Adekanmbi, Adham, - Afshari, Aghaali, Ahmadi, Ahmadi, Ahmadpour, Ahmed, Akal, Akinyemi, Alahdab, - Alam, Alamene, Alene, Alijanzadeh, Alinia, Alipour, Aljunid, Almalki, - Al-Mekhlafi, Altirkawi, Alvis-Guzman, Amegah, Amini, Amit, Anbari, Androudi, - Anjomshoa, Ansari, Antonio, Arabloo, Arefi, Aremu, Armoon, Arora, Artaman, - Asadi, Asadi-Aliabadi, Ashraf-Ganjouei, Assadi, Ataeinia, Atre, Quintanilla, - Ayanore, Azari, Babaee, Babazadeh, Badawi, Bagheri, Bagherzadeh, Baheiraei, - Balouchi, Barac, Bassat, Baune, Bayati, Bedi, Beghi, Behzadifar, Behzadifar, - Belay, Bell, Bell, Berbada, Bernstein, Bhattacharjee, Bhattarai, Bhutta, - Bijani, Bohlouli, Breitborde, Britton, Browne, Nagaraja, Busse, Butt, Car, - Cárdenas, Castañeda-Orjuela, Cerin, Chanie, Chatterjee, Chu, Cooper, Costa, - Dalal, Dandona, Dandona, Daoud, Daryani, Das~Gupta, Davis, Davis~Weaver, - Davitoiu, De~Neve, Demeke, Demoz, Deribe, Desai, Deshpande, Desyibelew, Dey, - Dharmaratne, Dhimal, Diaz, Doshmangir, Duraes, Dwyer-Lindgren, Earl, - Ebrahimi, Ebrahimpour, Effiong, Eftekhari, Ehsani-Chimeh, El~Sayed, - El~Sayed~Zaki, El~Tantawi, El-Khatib, Emamian, Enany, Eskandarieh, Eyawo, - Ezalarab, Faramarzi, Fareed, Faridnia, Faro, Fazaeli, Fazlzadeh, Fentahun, - Fereshtehnejad, Fernandes, Filip, Fischer, Foigt, Foroutan, Francis, - Fukumoto, Fullman, Gallus, Gebre, Gebrehiwot, Gebremeskel, Gessner, Geta, - Gething, Ghadimi, Ghadiri, Ghajarzadeh, Ghashghaee, Gill, Gill, Golding, - Gomes, Gona, Gopalani, Gorini, Goulart, Graetz, Greaves, Green, Guo, - Haj-Mirzaian, Haj-Mirzaian, Hall, Hamidi, Haririan, Haro, Hasankhani, - Hasanpoor, Hasanzadeh, Hassankhani, Hassen, Hegazy, Hendrie, Heydarpour, - Hird, Hoang, Hollerich, Rad, Hoseini-Ghahfarokhi, Hossain, Hosseini, - Hosseinzadeh, Hostiuc, Hostiuc, Househ, Hsairi, Ilesanmi, Imani-Nasab, Iqbal, - Irvani, Islam, Islam, Jürisson, Balalami, Jalali, Javidnia, Jayatilleke, - Jenabi, Ji, Jobanputra, Johnson, Jonas, Shushtari, Jozwiak, Kabir, Kahsay, - Kalani, Kalhor, Karami, Karki, Kasaeian, Kassebaum, Keiyoro, Kemp, Khabiri, - Khader, Khafaie, Khan, Khan, Khan, Khang, Khatab, Khater, Khater, Khatony, - Khazaei, Khazaei, Khazaei-Pool, Khubchandani, Kianipour, Kim, Kimokoti, - Kinyoki, Kisa, Kisa, Kolola, Kosen, Koul, Koyanagi, Kraemer, Krishan, Krohn, - Kugbey, Kumar, Kumar, Kumar, Kuupiel, Lacey, Lad, Lami, Larsson, Lee, Leili, - Levine, Li, Lim, Listl, Longbottom, Lopez, Lorkowski, Magdeldin, Abd - El~Razek, Abd El~Razek, Majeed, Maleki, Malekzadeh, Malta, Mamun, Manafi, - Manda, Mansourian, Martins-Melo, Masaka, Massenburg, Maulik, Mayala, Mazidi, - McKee, Mehrotra, Mehta, Meles, Mendoza, Menezes, Meretoja, Meretoja, - Mestrovic, Miller, Miller-Petrie, Mills, Milne, Mini, Mir, Mirjalali, - Mirrakhimov, Mohamadi, Mohammad, Darwesh, Mezerji, Mohammed, Mohammed, - Mokdad, Molokhia, Monasta, Moodley, Moosazadeh, Moradi, Moradi, Moradi, - Moradi-Lakeh, Moradinazar, Moraga, Morawska, Mosapour, Mousavi, Mueller, - Muluneh, Mustafa, Nabavizadeh, Naderi, Nagarajan, Nahvijou, Najafi, Nangia, - Ndwandwe, Neamati, Negoi, Negoi, Ngunjiri, Thi~Nguyen, Nguyen, Nguyen, - Nielsen, Ningrum, Nirayo, Nixon, Nnaji, Nojomi, Noroozi, Nosratnejad, - Noubiap, Motlagh, Ofori-Asenso, Ogbo, Oladimeji, Olagunju, Olfatifar, Olum, - Olusanya, Oluwasanu, Onwujekwe, Oren, Ortega-Altamirano, Ortiz, Osarenotor, - Osei, Osgood-Zimmerman, Otstavnov, Owolabi, ~, Pagheh, Pakhale, Panda-Jonas, - Pandey, Park, Parsian, Pashaei, Patel, Pepito, Pereira, Perkins, Pickering, - Pilgrim, Pirestani, Piroozi, Pirsaheb, Plana-Ripoll, Pourjafar, Puri, - Qorbani, Quintana, Rabiee, Rabiee, Radfar, Rafiei, Rahim, Rahimi, - Rahimi-Movaghar, Rahimzadeh, Rajati, Raju, Ramezankhani, Ranabhat, Rasella, - Rashedi, Rawal, Reiner, Renzaho, Rezaei, Rezapour, Riahi, Ribeiro, Roever, - Roro, Roser, Roshandel, Roshani, Rostami, Rubagotti, Rubino, Sabour, Sadat, - Sadeghi, Saeedi, Safari, Safari-Faramani, Safdarian, Sahebkar, Salahshoor, - Salam, Salamati, Salehi, Zahabi, Salimi, Salimzadeh, Salomon, Sambala, Samy, - Santric~Milicevic, Jose, Saraswathy, Sarmiento-Suárez, Sartorius, Sathian, - Saxena, Sbarra, Schaeffer, Schwebel, Sepanlou, Seyedmousavi, Shaahmadi, - Shaikh, Shams-Beyranvand, Shamshirian, Shamsizadeh, Sharafi, Sharif, - Sharif-Alhoseini, Sharifi, Sharma, Sharma, Sheikh, Shields, Shigematsu, - Shiri, Shiue, Shuval, Siddiqi, Silva, Singh, Sinha, Sisay, Sisay, Sliwa, - Smith, Somayaji, Soofi, Soriano, Sreeramareddy, Sudaryanto, Sufiyan, Sykes, - Sylaja, Tabarés-Seisdedos, Tabb, Tabuchi, Taveira, Temsah, Terkawi, Tessema, - Thankappan, Thirunavukkarasu, To, Tovani-Palone, Tran, Tran, Ullah, Usman, - Uthman, Vahedian-Azimi, Valdez, van Boven, Vasankari, Vasseghian, Veisani, - Venketasubramanian, Violante, Vladimirov, Vlassov, Vos, Vu, Vujcic, Waheed, - Wakefield, Wang, Wang, Wang, Ward, Weintraub, Weldegwergs, Weldesamuel, - Westerman, Wiysonge, Wondafrash, Woyczynski, Wu, Xu, Yadegar, Yamada, - Yazdi-Feyzabadi, Yilgwan, Yip, Yonemoto, Lebni, Younis, Yousefifard, Yousof, - Yu, Yusefzadeh, Zabeh, Moghadam, Bin~Zaman, Zamani, Zandian, Zangeneh, Zerfu, - Zhang, Ziapour, Zodpey, Murray, and Hay]{perkins1992transfer} -R~Burstein, NJ~Henry, ML~Collison, LB~Marczak, A~Sligar, S~Watson, N~Marquez, - M~Abbasalizad-Farhangi, M~Abbasi, F~Abd-Allah, A~Abdoli, M~Abdollahi, - I~Abdollahpour, RS~Abdulkader, MRM Abrigo, D~Acharya, OM~Adebayo, - V~Adekanmbi, D~Adham, M~Afshari, M~Aghaali, K~Ahmadi, M~Ahmadi, E~Ahmadpour, - R~Ahmed, CG~Akal, JO~Akinyemi, F~Alahdab, N~Alam, GM~Alamene, KA~Alene, - M~Alijanzadeh, C~Alinia, V~Alipour, SM~Aljunid, MJ~Almalki, HM~Al-Mekhlafi, - K~Altirkawi, N~Alvis-Guzman, AK~Amegah, S~Amini, AML Amit, Z~Anbari, - S~Androudi, M~Anjomshoa, F~Ansari, CAT Antonio, J~Arabloo, Z~Arefi, O~Aremu, - B~Armoon, A~Arora, A~Artaman, A~Asadi, M~Asadi-Aliabadi, A~Ashraf-Ganjouei, - R~Assadi, B~Ataeinia, SR~Atre, BPA Quintanilla, MA~Ayanore, S~Azari, - E~Babaee, A~Babazadeh, A~Badawi, S~Bagheri, M~Bagherzadeh, N~Baheiraei, - A~Balouchi, A~Barac, Q~Bassat, BT~Baune, M~Bayati, N~Bedi, E~Beghi, - M~Behzadifar, M~Behzadifar, YB~Belay, B~Bell, ML~Bell, DA~Berbada, - RS~Bernstein, NV~Bhattacharjee, S~Bhattarai, ZA~Bhutta, A~Bijani, S~Bohlouli, - NJK Breitborde, G~Britton, AJ~Browne, SB~Nagaraja, R~Busse, ZA~Butt, J~Car, - R~Cárdenas, CA~Castañeda-Orjuela, E~Cerin, WF~Chanie, P~Chatterjee, DT~Chu, - C~Cooper, VM~Costa, K~Dalal, L~Dandona, R~Dandona, F~Daoud, A~Daryani, - R~Das~Gupta, I~Davis, N~Davis~Weaver, DV~Davitoiu, JW~De~Neve, FM~Demeke, - GT~Demoz, K~Deribe, R~Desai, A~Deshpande, HD~Desyibelew, S~Dey, - SD~Dharmaratne, M~Dhimal, D~Diaz, L~Doshmangir, AR~Duraes, L~Dwyer-Lindgren, - L~Earl, R~Ebrahimi, S~Ebrahimpour, A~Effiong, A~Eftekhari, E~Ehsani-Chimeh, - I~El~Sayed, M~El~Sayed~Zaki, M~El~Tantawi, Z~El-Khatib, MH~Emamian, S~Enany, - S~Eskandarieh, O~Eyawo, M~Ezalarab, M~Faramarzi, M~Fareed, R~Faridnia, - A~Faro, AA~Fazaeli, M~Fazlzadeh, N~Fentahun, SM~Fereshtehnejad, JC~Fernandes, - I~Filip, F~Fischer, NA~Foigt, M~Foroutan, JM~Francis, T~Fukumoto, N~Fullman, - S~Gallus, DG~Gebre, TT~Gebrehiwot, GG~Gebremeskel, BD~Gessner, B~Geta, - PW~Gething, R~Ghadimi, K~Ghadiri, M~Ghajarzadeh, A~Ghashghaee, PS~Gill, - TK~Gill, N~Golding, NGM Gomes, PN~Gona, SV~Gopalani, G~Gorini, BNG Goulart, - N~Graetz, F~Greaves, MS~Green, Y~Guo, A~Haj-Mirzaian, A~Haj-Mirzaian, - BJ~Hall, S~Hamidi, H~Haririan, JM~Haro, M~Hasankhani, E~Hasanpoor, - A~Hasanzadeh, H~Hassankhani, HY~Hassen, MI~Hegazy, D~Hendrie, F~Heydarpour, - TR~Hird, CL~Hoang, G~Hollerich, EH~Rad, M~Hoseini-Ghahfarokhi, N~Hossain, - M~Hosseini, M~Hosseinzadeh, M~Hostiuc, S~Hostiuc, M~Househ, M~Hsairi, - OS~Ilesanmi, MH~Imani-Nasab, U~Iqbal, SSN Irvani, N~Islam, SMS Islam, - M~Jürisson, NJ~Balalami, A~Jalali, J~Javidnia, AU~Jayatilleke, E~Jenabi, - JS~Ji, YB~Jobanputra, K~Johnson, JB~Jonas, ZJ~Shushtari, JJ~Jozwiak, A~Kabir, - A~Kahsay, H~Kalani, R~Kalhor, M~Karami, S~Karki, A~Kasaeian, NJ~Kassebaum, - PN~Keiyoro, GR~Kemp, R~Khabiri, YS~Khader, MA~Khafaie, EA~Khan, J~Khan, - MS~Khan, YH~Khang, K~Khatab, A~Khater, MM~Khater, A~Khatony, M~Khazaei, - S~Khazaei, M~Khazaei-Pool, J~Khubchandani, N~Kianipour, YJ~Kim, RW~Kimokoti, - DK~Kinyoki, A~Kisa, S~Kisa, T~Kolola, S~Kosen, PA~Koul, A~Koyanagi, MUG - Kraemer, K~Krishan, KJ~Krohn, N~Kugbey, GA~Kumar, M~Kumar, P~Kumar, - D~Kuupiel, B~Lacey, SD~Lad, FH~Lami, AO~Larsson, PH~Lee, M~Leili, AJ~Levine, - S~Li, LL~Lim, S~Listl, J~Longbottom, JCF Lopez, S~Lorkowski, S~Magdeldin, - HM~Abd El~Razek, MM~Abd El~Razek, A~Majeed, A~Maleki, R~Malekzadeh, DC~Malta, - AA~Mamun, N~Manafi, AL~Manda, M~Mansourian, FR~Martins-Melo, A~Masaka, - BB~Massenburg, PK~Maulik, BK~Mayala, M~Mazidi, M~McKee, R~Mehrotra, KM~Mehta, - GG~Meles, W~Mendoza, RG~Menezes, A~Meretoja, TJ~Meretoja, T~Mestrovic, - TR~Miller, MK~Miller-Petrie, EJ~Mills, GJ~Milne, GK~Mini, SM~Mir, - H~Mirjalali, EM~Mirrakhimov, E~Mohamadi, DK~Mohammad, AM~Darwesh, NMG - Mezerji, AS~Mohammed, S~Mohammed, AH~Mokdad, M~Molokhia, L~Monasta, - Y~Moodley, M~Moosazadeh, G~Moradi, M~Moradi, Y~Moradi, M~Moradi-Lakeh, - M~Moradinazar, P~Moraga, L~Morawska, A~Mosapour, SM~Mousavi, UO~Mueller, - AG~Muluneh, G~Mustafa, B~Nabavizadeh, M~Naderi, AJ~Nagarajan, A~Nahvijou, - F~Najafi, V~Nangia, DE~Ndwandwe, N~Neamati, I~Negoi, RI~Negoi, JW~Ngunjiri, - HL~Thi~Nguyen, LH~Nguyen, SH~Nguyen, KR~Nielsen, DNA Ningrum, YL~Nirayo, - MR~Nixon, CA~Nnaji, M~Nojomi, M~Noroozi, S~Nosratnejad, JJ~Noubiap, - SN~Motlagh, R~Ofori-Asenso, FA~Ogbo, KE~Oladimeji, AT~Olagunju, M~Olfatifar, - S~Olum, BO~Olusanya, MM~Oluwasanu, OE~Onwujekwe, E~Oren, DDV - Ortega-Altamirano, A~Ortiz, O~Osarenotor, FB~Osei, AE~Osgood-Zimmerman, - SS~Otstavnov, MO~Owolabi, A~M ~, P, AS~Pagheh, S~Pakhale, S~Panda-Jonas, - A~Pandey, EK~Park, H~Parsian, T~Pashaei, SK~Patel, VCF Pepito, A~Pereira, - S~Perkins, BV~Pickering, T~Pilgrim, M~Pirestani, B~Piroozi, M~Pirsaheb, - O~Plana-Ripoll, H~Pourjafar, P~Puri, M~Qorbani, H~Quintana, M~Rabiee, - N~Rabiee, A~Radfar, A~Rafiei, F~Rahim, Z~Rahimi, V~Rahimi-Movaghar, - S~Rahimzadeh, F~Rajati, SB~Raju, A~Ramezankhani, CL~Ranabhat, D~Rasella, - V~Rashedi, L~Rawal, Jr~Reiner, RC, AMN Renzaho, S~Rezaei, A~Rezapour, - SM~Riahi, AI~Ribeiro, L~Roever, EM~Roro, M~Roser, G~Roshandel, D~Roshani, - A~Rostami, E~Rubagotti, S~Rubino, S~Sabour, N~Sadat, E~Sadeghi, R~Saeedi, - Y~Safari, R~Safari-Faramani, M~Safdarian, A~Sahebkar, MR~Salahshoor, N~Salam, - P~Salamati, F~Salehi, SS~Zahabi, Y~Salimi, H~Salimzadeh, JA~Salomon, - EZ~Sambala, AM~Samy, MM~Santric~Milicevic, BPS Jose, SYI Saraswathy, - R~Sarmiento-Suárez, B~Sartorius, B~Sathian, S~Saxena, AN~Sbarra, - LE~Schaeffer, DC~Schwebel, SG~Sepanlou, S~Seyedmousavi, F~Shaahmadi, - MA~Shaikh, M~Shams-Beyranvand, A~Shamshirian, M~Shamsizadeh, K~Sharafi, - M~Sharif, M~Sharif-Alhoseini, H~Sharifi, J~Sharma, R~Sharma, A~Sheikh, - C~Shields, M~Shigematsu, R~Shiri, I~Shiue, K~Shuval, TJ~Siddiqi, JP~Silva, - JA~Singh, DN~Sinha, MM~Sisay, S~Sisay, K~Sliwa, DL~Smith, R~Somayaji, - M~Soofi, JB~Soriano, CT~Sreeramareddy, A~Sudaryanto, MB~Sufiyan, BL~Sykes, - PN~Sylaja, R~Tabarés-Seisdedos, KM~Tabb, T~Tabuchi, N~Taveira, MH~Temsah, - AS~Terkawi, ZT~Tessema, KR~Thankappan, S~Thirunavukkarasu, QG~To, - MR~Tovani-Palone, BX~Tran, KB~Tran, I~Ullah, MS~Usman, OA~Uthman, - A~Vahedian-Azimi, PR~Valdez, JFM van Boven, TJ~Vasankari, Y~Vasseghian, - Y~Veisani, N~Venketasubramanian, FS~Violante, SK~Vladimirov, V~Vlassov, - T~Vos, GT~Vu, IS~Vujcic, Y~Waheed, J~Wakefield, H~Wang, Y~Wang, YP~Wang, - JL~Ward, RG~Weintraub, KG~Weldegwergs, GT~Weldesamuel, R~Westerman, - CS~Wiysonge, DZ~Wondafrash, L~Woyczynski, AM~Wu, G~Xu, A~Yadegar, T~Yamada, - V~Yazdi-Feyzabadi, CS~Yilgwan, P~Yip, N~Yonemoto, JY~Lebni, MZ~Younis, - M~Yousefifard, HSA Yousof, C~Yu, H~Yusefzadeh, E~Zabeh, TZ~Moghadam, - S~Bin~Zaman, M~Zamani, H~Zandian, A~Zangeneh, TA~Zerfu, Y~Zhang, A~Ziapour, - S~Zodpey, CJL Murray, and SI~Hay. -\newblock Mapping 123 million neonatal, infant and child deaths between 2000 - and 2017. -\newblock \emph{Nature}, 574\penalty0 (7778):\penalty0 353--358, 1992. -\newblock ISSN 0028-0836. -\newblock \doi{10.1038/s41586-019-1545-0}. +\bibitem[Bruner(1960)]{bruner1960process} +Jerome~S. Bruner. +\newblock \emph{The Process of Education}. +\newblock Harvard University Press, Cambridge, MA, 1960. +\newblock ISBN 978-0-674-71001-6. \bibitem[Chen and Zheng(2022)]{chen2022dlsyscourse} Tianqi Chen and Zico Zheng. @@ -204,15 +42,6 @@ Allan Collins, John~Seely Brown, and Susan~E. Newman. \newblock \doi{10.4324/9781315044408-14}. \newblock URL \url{https://doi.org/10.4324/9781315044408-14}. -\bibitem[Frolli et~al.(1960)Frolli, Cerciello, Ciotola, Ricci, Esposito, and - Sica]{bruner1960process} -A~Frolli, F~Cerciello, S~Ciotola, MC~Ricci, C~Esposito, and LS~Sica. -\newblock Narrative approach and mentalization. -\newblock \emph{Behavioral sciences (Basel, Switzerland)}, 13\penalty0 (12), - 1960. -\newblock ISSN 2076-328X. -\newblock \doi{10.3390/bs13120994}. - \bibitem[Heffernan()]{roberthalf2024talent} Margaret Heffernan. \newblock Earning half the minimum wage: new report reveals pressures on @@ -310,6 +139,14 @@ Paulius Micikevicius, Sharan Narang, Jonah Alben, Gregory Diamos, Erich Elsen, \newblock Mixed precision training. \newblock URL \url{http://arxiv.org/abs/1710.03740v3}. +\bibitem[Paas(1992)]{paas1992training} +Fred G. W.~C. Paas. +\newblock Training strategies for attaining transfer of problem-solving skill + in statistics: A cognitive-load approach. +\newblock \emph{Journal of Educational Psychology}, 84\penalty0 (4):\penalty0 + 429--434, 1992. +\newblock \doi{10.1037/0022-0663.84.4.429}. + \bibitem[Patterson et~al.()Patterson, Gonzalez, Le, Liang, Munguia, Rothchild, So, Texier, and Dean]{patterson2021carbon} David Patterson, Joseph Gonzalez, Quoc Le, Chen Liang, Lluis-Miquel Munguia, @@ -318,6 +155,11 @@ David Patterson, Joseph Gonzalez, Quoc Le, Chen Liang, Lluis-Miquel Munguia, \newblock \emph{arXiv preprint arXiv:2104.10350}. \newblock URL \url{http://arxiv.org/abs/2104.10350v3}. +\bibitem[Perkins and Salomon(1992)]{perkins1992transfer} +D.~N. Perkins and Gavriel Salomon. +\newblock Transfer of learning. +\newblock \emph{International Encyclopedia of Education}, 1992. + \bibitem[Rashidi et~al.()Rashidi, Sridharan, Srinivasan, and Krishna]{chakkaravarthy2023astrasim} Saeed Rashidi, Srinivas Sridharan, Sudarshan Srinivasan, and Tushar Krishna. @@ -412,6 +254,12 @@ Keller~Executive Search. \newblock URL \url{https://www.kellerexecutivesearch.com/intelligence/ai-machine-learning-talent-gap-2025/}. +\bibitem[Sorva(2012)]{sorva2012visual} +Juha Sorva. +\newblock \emph{Visual program simulation in introductory programming + education}. +\newblock Doctoral dissertation, Aalto University, Espoo, Finland, 2012. + \bibitem[Strubell et~al.()Strubell, Ganesh, and McCallum]{strubell2019energy} Emma Strubell, Ananya Ganesh, and Andrew McCallum. \newblock Energy and policy considerations for deep learning in nlp. diff --git a/paper/paper.blg b/paper/paper.blg index 8e806f09..e76c0488 100644 --- a/paper/paper.blg +++ b/paper/paper.blg @@ -49,45 +49,45 @@ Warning--empty year in papert1980mindstorms Warning--empty year in papert1980mindstorms Warning--empty year in zhang2021dive Warning--empty year in zhang2021dive -You've used 37 entries, +You've used 39 entries, 2773 wiz_defined-function locations, - 874 strings with 23762 characters, -and the built_in function-call counts, 50306 in all, are: -= -- 3560 -> -- 6924 -< -- 25 -+ -- 2316 -- -- 2278 -* -- 5403 -:= -- 8608 -add.period$ -- 165 -call.type$ -- 37 -change.case$ -- 869 -chr.to.int$ -- 36 -cite$ -- 120 -duplicate$ -- 762 -empty$ -- 1359 -format.name$ -- 2329 -if$ -- 9551 + 879 strings with 15131 characters, +and the built_in function-call counts, 22733 in all, are: += -- 1917 +> -- 1884 +< -- 29 ++ -- 638 +- -- 598 +* -- 2045 +:= -- 3643 +add.period$ -- 169 +call.type$ -- 39 +change.case$ -- 314 +chr.to.int$ -- 38 +cite$ -- 124 +duplicate$ -- 796 +empty$ -- 1410 +format.name$ -- 653 +if$ -- 4599 int.to.chr$ -- 2 int.to.str$ -- 1 -missing$ -- 29 -newline$ -- 242 -num.names$ -- 150 -pop$ -- 1821 +missing$ -- 31 +newline$ -- 250 +num.names$ -- 158 +pop$ -- 719 preamble$ -- 1 -purify$ -- 833 +purify$ -- 277 quote$ -- 0 -skip$ -- 1205 +skip$ -- 667 stack$ -- 0 -substring$ -- 441 -swap$ -- 90 +substring$ -- 445 +swap$ -- 92 text.length$ -- 7 text.prefix$ -- 0 top$ -- 0 -type$ -- 392 +type$ -- 409 warning$ -- 46 -while$ -- 147 +while$ -- 153 width$ -- 0 -write$ -- 557 +write$ -- 579 (There were 46 warnings) diff --git a/paper/paper.out b/paper/paper.out index 367c2a50..5f16cfd6 100644 --- a/paper/paper.out +++ b/paper/paper.out @@ -32,7 +32,7 @@ \BOOKMARK [2][-]{subsection.7.2}{\376\377\000L\000i\000m\000i\000t\000a\000t\000i\000o\000n\000s\000:\000\040\000U\000n\000d\000e\000r\000s\000t\000a\000n\000d\000i\000n\000g\000\040\000S\000c\000o\000p\000e}{section.7}% 32 \BOOKMARK [1][-]{section.8}{\376\377\000F\000u\000t\000u\000r\000e\000\040\000W\000o\000r\000k}{}% 33 \BOOKMARK [2][-]{subsection.8.1}{\376\377\000S\000y\000s\000t\000e\000m\000s\000\040\000E\000x\000t\000e\000n\000s\000i\000o\000n\000s\000:\000\040\000A\000n\000a\000l\000y\000t\000i\000c\000a\000l\000\040\000M\000o\000d\000e\000l\000s\000\040\000a\000n\000d\000\040\000S\000i\000m\000u\000l\000a\000t\000o\000r\000s}{section.8}% 34 -\BOOKMARK [2][-]{subsection.8.2}{\376\377\000E\000m\000p\000i\000r\000i\000c\000a\000l\000\040\000V\000a\000l\000i\000d\000a\000t\000i\000o\000n}{section.8}% 35 +\BOOKMARK [2][-]{subsection.8.2}{\376\377\000E\000m\000p\000i\000r\000i\000c\000a\000l\000\040\000V\000a\000l\000i\000d\000a\000t\000i\000o\000n\000\040\000R\000o\000a\000d\000m\000a\000p}{section.8}% 35 \BOOKMARK [2][-]{subsection.8.3}{\376\377\000C\000u\000r\000r\000i\000c\000u\000l\000u\000m\000\040\000E\000x\000t\000e\000n\000s\000i\000o\000n\000s\000:\000\040\000F\000u\000n\000d\000a\000m\000e\000n\000t\000a\000l\000s\000\040\000v\000s\000.\000\040\000P\000r\000o\000d\000u\000c\000t\000i\000o\000n\000\040\000S\000c\000o\000p\000e}{section.8}% 36 \BOOKMARK [2][-]{subsection.8.4}{\376\377\000C\000o\000m\000m\000u\000n\000i\000t\000y\000\040\000B\000u\000i\000l\000d\000i\000n\000g\000\040\000a\000n\000d\000\040\000A\000d\000o\000p\000t\000i\000o\000n}{section.8}% 37 \BOOKMARK [1][-]{section.9}{\376\377\000C\000o\000n\000c\000l\000u\000s\000i\000o\000n}{}% 38 diff --git a/paper/paper.pdf b/paper/paper.pdf index 7f2e456e7506f8b0bea32ea61a84aa373b71c557..1e36c6f48e5b742bf5b3c543ad723c705f473fbf 100644 GIT binary patch delta 146104 zcmX6^Q*@-=77Qk~ZQGpKwr$()*tV02J+W=u=ETOtxtagIe5)T$?^CCCRqgI|x@*@k zI`%PYN6UV2GO=@}B?y6_Che9X0s6rz>MOz1b1pk@CdZ#9hZ|}+K7G&WB9UGo!CZkE z>MLnz_7wzA<55Manp*&!w)TL}y1l%~jh4@uulEBu-}~Qy&)Xe-k5)JD1A8;$^)n7* z-lV6?ov#-XKe{3lwKk5iA{fZ8m#4o3Urx|H`ql?u{XG&TcqX5Z_Iqz%0LZ+aVC!Oc z`>(8;ck|~%^7oaEo)Gj4?aLnv>%76EKpXf%%=U-Uh(hT%I%hy4&o_g6ST(F79z(6^ z3L^=L^6q{<^u}Bp?Au;>p2s`5Ny9DOJ;cO+T~Tg#PwOY|T;jr}JzJHl>4QM2N}@rD zmm2#T6h3?%=1#sq^l++Q0o8s=2XDWB9p&|WJukS|@=#L-NZ&ra?POWlrr-Utt}@9C z>v_Mw{C)ik>a3;b;}gT+$3Za?#|H)B=jp~c2aXur4o|SOE-hnryKUBXzj$aIWZq3w zb5J<+E*#574e$CBP6|}s%&Zu`pL`xj@P-Can~Mximvu7q-^>9q2LK*i+-4Jq#7{1_ zZa;oTL@`DbFXQ5X6JiP2!5^E^0RoYlCWPn}JxG}nUl=!Ku)%ZDG;6TI-4=vmtx%v$ zAe(H61^(;QhZ%Kci{fxT2DH(JT9?``;>;m?vyo7Rso1gffrAb*y;GR*Md_lU#=l;1 z<{};dz;WXa!FlX1LSk&VBoPuP`K-=*48_72fuSKI68EUN35a*WR%?)eC5`2nWvR=&O4LEgwos)k+TJGOZ)@2I)A z*)H0{GxUMMc_tHfsrDy${M}$5N*nqOJU}sl|h~#1`S+_;!)4 zg+^*f?m4eN=PdrQ5!otKpDXjqd8D>i9idO$z~HAsS}Sk4KJu%UstW8cw0ce5u01o# zXKJCjhbQ?@Jl{40sVZIiGh&I8pTHc#`rq6>0CdYf#W;vR^m_{n7!UwSok-6~eB}*P z=qJs|@VY;s@W^+~PW(|D!r@_-c0w5vJ{fiu=L}h7vaV+AFfhc$S`TOD*N69Bg=5U- zWNUtx9D*g7!w~TB*qxX}JA=|x{mm^kgdA#Y!Xy!&CcAz>+HmWPFQDDvAS5f*!lr(I zHy8cm)U-0m*)~56goMg&25#3sY%o++$3(NFZwr$0y`63|lVd*ju&=(bq)U1u(~u6~ zCA0i>>z(UXCeZ#+kooc6+WT$Af0O+&K(_pyN~cFiEe zzmM(zeQZeKe}W?YaVTT?6Hy_Lbl0EpPwUf<&OA^W5nMkCB7RV>~h^WFzT9 z@#Zj1NHR9kE8YH($P+BU9LApUM(CQk-{MOR{3l>a+Bn6@$iACZ=TLJX4}hLBvaOWpIC$u#%cm@o5;BfOIml{y`_$|sls z(iz5(D%emvUpk}xGd zFT%W+IGvXXnuiyT0)$Y>C+C&O2?Gbk{$&o-w=dL;zBA|df0;9>Fi1prWotv0A9Tkz z>ry`QgP8J!5tKs^qAH!uMWg(a+o$|LH^OHbSS7hPTl3u~9!xP@$~UZ?7Du0|&uE!Y zr1qqh_z(bkoO>PDvlY7@sr@-QlJre-X)S_76ujwNvmmk0a>KF;uFBF?7j;WN<=C*l z9Z6D915LMD#Mjo;xCr_yOaGT?zO(jhYYdK|QUouwV~TVd!lTcQi;QccV^<>|L^z@0 z*^f~~mmGfjz}mo(O+mrGSJUm8xlqioED zUf0{l)SwG!4pnKlPvL|U?j3v=BKR(J>-b#=@c%+_%glS1W41+PC!!o9A;41j8M7kY zjV0jU%jdqA$9+rh*5cReMk~dCxrdK6(s|?j#yvMRvQd|3A|iYNxGWw}s36yn9%h%t z?76-crZPQ)47rI0E5_Sc9T&*uK*!Ivcm z|F>JIg!t^mW4(ABowE92UxUqPoQYf>~TgtNflL@ZWR9<$H>Xgne6iAniXZpAfPsYsp?HSHA=z?QY-N zmKU6*=IB>!Hu)}{jXgO!L~mTN#$e0Sa*?PO!w#dBnPiBT_*UqVV;+EX z`UQdy77=2a#e(qEj(@%4A$EzB>hL=vMTRp9EPLJhE;Bzf0vD{jUU0Vz_iG#;yC!4y zXP0S%I7Kn3t{Bk)UkHk~tJNd*6-?$7x0J(h&YQ7270|DS4pidc&SvSo?|kS${muuR z;)d7OTFnuhX4^YiF9MS@!-iOVcEI^2RTsMODcfc%%9L=X9Uz&GS6i1KQvFqLW4Yy+ za*JcrvKFD0Oh7aRU|TCqln%AvLPN*0LD0lTC*`^>R9+h9ZQTZa;%AjS#uyq@q94%8 zzuA;(bMPtkvyolKhUKian?gKt*2i|+rg6$iHo^M*ivB=p)Cufbr(@z-0MPym4toPg zYZcTs80oPWtg}+E@R0tw4e?zPUnaS;lb^!9zTd+#@oDQE?fN1tL94D;!{xr~uZaRK z#WGX}Q_BgNP>z8tIFjMa!4#6);uLj%&3S+vVqA~|RssL~6!9y=MSz%k!GGleH3JXh*_#+e>{Fy89HndWAUz9Be8n>Ki1($`T*=q?t-H5R;b?8~fuNrTos*bGg4LL6#wrr7d zNcYl_prv153z7)w?#GRxenYUh(B0Pg#4`A(bxD#3=j=<4)K0eLbpP1XyFLR5Sxj6M z{B>6a0Gq@==V5hXeFeET41ZN!1OUz$%Di?#@Ke5+_;NdU<*!65bHTT^&Q`kLo)kY6 zyFsyBc(X}zzT6oY@)&n83JCJY2KjM}isi^lkc+ zGa*c8r@~B^Y)|_U?=Z<#9lk>`34x7RaGeo>xA*5hWz_86tbM|7l8^!P-z?$$$I^)K zbR#N7OFLT&*S7B=d&(6>7H-b#=d5m^FPm25fqsj8w)Zbmhw%0$9hqJ7pzz+~+dq&z zXJ%*tD~|#cxUvX3y(A>HDbYdh&A#;MFvBDzTkC9mgh8PwC?3k$0_~cE5h1*@!;Fgm z79NQ3u;X-^UjW=3V-WVbT8G1~?+8nu>i_{l?zx^Z_8L12c@NUCeFjWDC%P&zp}OF3 z)f6`+7BMaj;ma`I`E&7Q5cIpcrLHHa6oD24$&7LO1e|q~{tg(lEQC->*%Gf(IDbx* zF121f!AYjF-Q~6PFB7HUb|+L%Q>o%b#)m+!G9ZKC`2h=iQF;utii1+#4R>5Bn|B>J zTczkO*lNA2amP5i+OnHcRdvA{PPkE1MU>Zwj4*);#TjbW7=r<@*!FAz97omhcIcj! z-v{f2`R`!&YSg*zMg%snJV@bc@@z)UwB(~!+n%7+4*_j*#=-A_6R9Z)mz*1E7y{#S z&9(p{lQ-gMg<{i9dcEKaW(!XK0FEKgqAbyD{Z-JILJ?jE;JD~}=3MrDitP+d7;(h@ z`)F#%S7pvW%|kTd->e*v-;`j6eY4{D%?eZSKUU_LVp*v0JAsqJ(Q%ZmZtL~Z1Vy6m zJ)9dcT^l0N&%N>yjQ{VtC`L#?=N|;USr0#J>QD{xH+ z)$!IVZ~?H${ZqSBi16oTaC>S`0%VY?-=Zlb&VEYeDu(FKsdN^G3|pHMR&QZI=yArw z`3|4};4H4?kZjjb(_ z8zd2Nmp|@XJO_8%&+Nh?Wikq7Y4IRm7MV@2y?0PXxB0d`XtUhg)b^|e06%up3u~z8 zDCk8A^^f(Su3?WDRQ+=C+)}3$0Szp?iwpTS?UFlWP<7$$f{Crbgf&MtFp$IL0GbW2P~Y)?CRGyu@L?)4Wpp67XfAs z5&u#v17-I1(2-o#iK`9(1cj3Ps|-&^Pi-@rn?fpz=?M*j_L*!aIJGs7q{??36I zUv-A}6XA5Z`TWWYLRglnky~`ZVin2l%_3(0PCsIX3(WvAp8wt9LLM|qpFNV*08?nEwie>bJL@U)|Beb_{^+BH zbL(RmwQ-z|*6QTkFipa5!vO3?I$lEP`RHsK1TgA)gM4diNdW2iX5bd3uMX*+(nmi{~vOT<{C&e03Q7L5JM|U#YpH zy=Lx4(8UaOJA~r&&wfl-xyxRsyl(BCC5(QL^s#GH8BfeMz}+w7mvz|%0q}^NjJ_-; zRt*ko+Np8;vgUw_@1Rh`!a1T-Hqrs=$l>k+CCXl<=-)Zzu%a?g|4z6Xe^_h~xm{T# z#BT=!e><22_CE)c2iAcE>YBGFbZZ#l6ysD4atdR6d6 z!6&f*WI&Q&HWjIUdep|e1<6%B_GwAevSG3Jq=^_URT*#A=(>S2TU4$8*iKdzZr3zf zLVpry5c)4ym1MGMkwfg}|_-bbq ziVT(6LE-Qm0lh>{muq(`){C_epvYjmX`G^lf6eB zb9cTvxr{U_YCHq}enLswl(Wi=4^4cJ&=}sF-mLnvZ+>jfzSGg|zZsgKsdk#KY{Xc7 ztY;C8s09QXXQ}9ljHHjnH!Yh>;L)U5Lmi12lhO31^*!?Zz6EiM@+}DdZ$TWO{1Zgs z!SQf1o;n);G~Ia|aq7KlZ*h+IOGdUYpv+GzWL*wg&5lcka`SzA_{H^-mYppxO@xaS10O$XI_sWF z8}(%Rk35BipUl^f9j!g;?5D3C@1MYIIM>0~N7Bqu&CcwEXgFvux0e8#IyhqOw%HzB zx7sI}@^0~8)Z%C!X#`5paS$!@3~*OFeyMP9zym2OvuCeHeb+&KRg>01Z8~e<(bofT zy0`C`(_TlnP*P2@CH5L}!el)gAYZOD^SInz_uv%+DyR7aKeg5Up3)pnHV7-R0+*eV zeq%kQKMV|Woj90=PNf4%I4XHHbd$hy6vW;Vz<|*Q#$9$34-=snheFEhXZjykT`mnE z#y=y8OkYWQmD+7o@ea?znP3AK*HPVWJVL1u9N8Fm18LB^9#)r)+0lzSQk5(wnh7BS zc+b`n6L}Q$qQhRLf!`n@VfV*o5llftWK9=K6Y^?g1m_?a(RToAD(2Be8jC|W?xUm8 zXwJw-dMm#bmxx+7i$&?r*k|#4d{zytu+qRW7@OhLc81<1(CDxj=^ugX!~cLLSXnL1 zsv0Eswv?OoEYt*|vOfCx9R}3rLD>F&G5gachG4_CASdXp?M*&#I8;q8)q)|sVn*g= zQpsK9|Arn! zt0zD+3bvu$!^qR2-*RQ8aJOI_s~OSv;Y*wa=5SFn9Sa=LEQ)}&Vk^p^jjOYr1E-8Q z944upog6!?scaeL%%}n-dqJ+JgXM4bxze=JgTR=5N)lMLlz;yQH8k zzGUwbc9ijYq*j+9`7eLrw}Sw0M4<-66b{}24%f$}{Jj45zxe#A&SGU`Y{}iJWuUq2%o|ZIoAw+uPVvG3rcr$|H=*z(wj2_L+pZLOJ+#To zeXP_OKPPC@9I(uAw?fXr9eQF-G`Iffx~dxLgc2@z(aNUVZT>PAof|oM=y6B#NJ8c? zS>0km)An!?r@ey_3&vsTq_reC49i#Ff$|C>rsKdAPF+i-7S^&tvxT!Yzgvd;MKCbh0v~1{G1G;^=;ahuE-QMBLr&D@H@n!~Hq1K1F9& zE}8rw3ud1%bn_ZI{sS}}HbzDcYLLbzVl67$n+56TDE=!w1-jPau0W9!!~9-kL;e_1 zedV;OyAWH@nG{g9N>25rzqG_oD3|yddVug7fZf@ieA|Ce?&XUU#ZtY8v$-7yn%>+; zVGqk4-0dbFLHYHUE08}?^qyc0q{2J3KbhL%0E)E*;hnuZ><`4jCNsn4Xfj*6hWxqo z@v$0mU{jM_6&NsYv~vUI6_VqD_s=dYPz1kzi3n@Q3P&|xt0%@&jbjdEzBu5^7D9Vx zK=SV~=Ccc!T9DWdTH$;JN_o_wp8`u;{DoW#zzxm2&Rdws$>P*_n6TGBqus1UxRrkM zMQ&>KpMy^VcSfZJ_m$*jkj*|~aiA$yD)C&-D=GAyvg!7=j6)z?aV_-2i!A77uRo(m zr~e+kKCu`fTz<;cmMNOQLz{ZN8GaaT^oHGAb^-*fS0zz%INlrjg>K zm;r;pXpOO~N;OErp4@U9D6A!}lYPU$)ls8ox4INmEV(Z0mB)+1h&(vaXcmov1H?dz zeE66?kkZWTBx{j?k zfR~wpg)MU=KOiLccB+Uvm>klaS#@g^F4nhAcSY9M-3js4m#TGV53bf2zm-%T_a^UG zJ+ZQ}zLHwt>5h`SDDuUXS`cEk1^k^^EX9Io2&qP(y`*^kdp;>&nm7Ad!~q!J&j#z4>D zmszXqkdr|(m)P0w;1)9SFo4$V!QCulgJi4c)qGc+oBx+>A1b-m2-y-fTS>tFyV@Pm zRy1;{tszRz2{1@xSu~^ItTuzsJ0%P^y*hsc>abV6&z5I ztA<9Ki!WF(fni{KB_#@!<{(VTfQFW z%5x~34>jOHwq(i?3rSvOt{N>1APfsN6&~0MAD|4qN9|okQr$qRJ%)}$26kvRABF3` zjKd<40k$X0optWl`2gaf2cjKlM_8!`4-LOrJhJF&oGY4)bCnuSv#W{VpePd2!}DvE zAB}TH@F`5>RM(j~oFmNm=NqxPKBK@InB09$9v3=yDdTa9LNNw>hOhxR>=kLw1f8b1tR?2kCg5U7At#9GR$KgAa7rwEq2tz*!sP-DOs*j8n3xF!T@6mW%^Rkq|t0 ziYA2AJFTNC2|#HPvFPr7;vU@XE>la#-t+?kd^=G9mFbLgW2YN^AyPiRAh7hy`Kq$} z+?9mO=ATFgRG49 z+KO}vuREom`)3=&kRLjYm7h5oemq`vKR(7U`!*}F7sl4>;-YT9uUkO#-IOV`shx?l zi<7CL?Y~#{Mpn=)%*;u@$|ynEIN1KX(+4c+O52li#dg1`9}+lJ=`DgXV%IiML!@h8 zE><&@Zf}93FM!(U|G8$Mia;(79}S;uTNUWIj9iR@jeLDps+hROaDADG%Jj2-?`c1Q zX^oP$RFu>AdpkJ#(n~cFdUz4OrSKcXgQXQ*VCWH1=GJvs?9sWKWw5HF>Oa!Q@B+x> z(cTL2zup~R;~?lca?XmqP0-LPa^=zIW0+>UVpL=NPK-(8|9ZQ-bM$;kc)RD;Ytlxp z`COu97tq@a%v&UQ`D+i*8D?uH>eL1ap0Eb$XvMUMkIQ5Da&*4kPeY|ezPkr#-LGfj zeEkqR*Td~iFmi|~H;HxJqAW8~*cyUIdoD22Ac-9wrR^PMH-u9>9f%Tt?0{2=1(Me$E9yOc7%KNgE4eXak}r z$s1wR6bB<4F$yCdK!Q0j)z)-)*W`#b!%#UfqlGXjJb6JY;+l#7heF8Um~M}ZRN$wx z;1FVx7@i=qwaxs-1*{_zscnLPled})C^H>uzG&^CgqgIn9boFhWpG}QAU@vj`j4P; z3ynwz`nF?a#8%3Q-2K1>IEX>61qW1|d`u=VVuVH9A535fb2r#9|5Oqxblc5)^Q>WG zG7}T)$J@Q(YHQ=ME3=Rc4S80|i)k++3A9eCrGrtHG??S#k89@D7p?`2RnZuJX`^s`toyomHo~a6X%=TL%Pb~L&j7%}%9aPtzgKsbd zYlX|Pq9dWL;!@%CZlc={F4{hm_&>K>VaIG?4WSCyo+`V+fAarqYTd2c6G6FAw+_aJ zQ2*)hx6L(5Jr!yq^a8S7>y6K^=AU&j0mrjgNhE-z%LMc-t}bC(1kxhyOweR{>`5+6 zJ;(nfDRYR55HAbNa<(2j?oADC!eU3Y9zexU!tL1LJ!D7Vy-ka-ZOk=e=)$tci{0Bd zswUHq9Z@eswlZNIl+;mhjmNEbD43#tR6RkDJtvk>%gV|*ER>6#EVG06;du9 zC-7-yKozHM*_8-?zg66Cf+d>uXv6|wBR2dnYJ3g1MyNzVHE|6K|5DAE%)DK2Is11g zHDzZzI?WtXuL&EKrE$YUv?-@&v@DpRoL%u%SU!_@L(BLdnnj8~1*vQFBn#psE^y!t81Pn0_&S0_`|cnc(J%biVap zIY6Z`!>9*aI?jMAVOrPc%C-Y){BHEcgW>RS&nGJiLvLgr%84b0eb8#sR66mk-aJ87nr;a_f%lo8@8 zPoa4kQq{1YOlHp9C<8Zs`9>_UJ z(xzs3@`5IC=(u8!*t6~TC_udIw4s6ty1a{UZ%m|cPEiNj7q!b<<1WYt?ICwU61f#1 z@oM>~y`9mi#or#}rKn{?!Ws zY4#5Gm>K~eBi-_h>DrHkBd+x0j-^~wxwq_tI&KB82gF`)D)Gi=qM3D<3(ZM`ns!c6 zi_#7S)n2?$3m_1VGb<-;SEr}=jvmJbCoo#=O!*^)Ijr*$HL2C)L@yz&yj_wEb2rkg+UrZ3Pg$1Cx%Qee!Wc%jiapQ zCo_CdBRMFE9A-nqRoZlzScv<#6Fj+3`b`yorMvm>$L7yzh15LB!YG8l7_oU0{it)s zH?qoS;eZKH<<#0B|2GIa7-730;)r||?7^|1;;J8_q7c*+uq!)9LF*gvT|L3zGjH%d zbMjn|^bnA&M;x!=nM6Agz$>vd&k7I~r?;So0 zKf{*Se6JSZ$p(p8333kN7e>o&$cBc%>Sq*YtN|*dB59&cB@v!l34YU#>Zl22tQi+M z$||`+QIwlwU!~&bdU>1E?uSh5UQhN466;6X0xx6Bp)kC{s$v-w;Q$3@iGT$le4?Oo zbUzm{i*i~Ca(h0W87026JNr-nj*jgQ<$D;**GD4>I?)Zk`#U{YBk4r;yDhPCf=LKs zS^yJe*8Mgjmk?xbtVnfLc?DjK>AcZ1EXHYlExE0@V~~h9PMpAzs+s;v5Wj}&=O$m6 zupF_8fDJGT4V|AA9hH~y&0u)wyv;{}FEL`OEv^VQWD)Jz^Sqp>)CpmSPCw)NjzkP} zd$`eO5Pw;h?)Aq|M!EBNGSOowd;M89WjToT;JNyVx%= z;qt0=qH!1tf8vtDVD(1mQF{T#P#GB3h>LLVu9*=D2PSFLPu)BxaYQ_R4uabr06;Gk z$d@k17pGaAc`jIU`tFtX^6Xhb&)D31 zgzk^K$gFlV#-qt%1?PLaP4>Kq6WE-^c5$+J6|omrivj!w!@ zM0n$6qbqO5uWbKTffid}x0$F%8K?VaPk#M^Yi?obVa>bAlz#L@n@j%!7l3&@&8p&O zHS``HNHBd^G&CN^o|n6=Hl|TP-N513|21yQmkwRl@MpVuTqfR#T3b@kO>wd%5!oO& zs{Ka+n{@U7jL{{{xC%pB213B3PYV3 z3xrY99xbpQC}HaH?v=k)AA|&tx~ZkgcDCyJ=Y9{Q(wV;{|E$of(?v9PL&@=($1IK< zbj9-nC(xpIs0B2O&z9IH8W!p{`YKsUfGz8*kR2XQSVhepZnE45HUjc?)UJWT>1O}r zdb!Ze9kSNCEg(qRE$lwpHfYW&{eH4St` zJrbdW_w;}ZJjKdVQr;E~ghj^=V#iB@W*QKpbz&dh>h1{Bp?3jUMU%7PF@y+qMonjj z!VKw+;aw}xpEaAZ!(I7X&!1YDy)Rplete!`=7dZW!oW_k>1CGw_0wo+`TeseXjjK_h6 zRT+)mK{od-Hw>`NxDo9y2sIX2)`r8SwyU!4r^C7#XSvzP-Hqm(3Kj^nc-E%Q7eX0B z?UfnKwBjax0-<=BHnH8x8~x*UQXQYgDaGTQKhg>qf;EW~XXsp@C<@(`hF{-)s_Kiv zfvq6bOctI(74c&ec3kSsngjFR=X9DLjrUpKHY^o|4ho>rX9b{xOLT#5XeHON;iye@ zy55(u8ef-`(Ygt{6hCh6`nCPTE+90jXbLwNKg4ftytzKG+Llm$JhY$}R_!t@83dY_ zO^q{5Kpug6(LUX#P3&F+V?2m3$BQF~9{-T?FMy!Wz!{`!#SMqd+ATbL{y~Zlw^p z7&(z*KPy8D4hs8wv+AKM7OPN2?BptS>7o^BAWqzV7A&Pl+4)B8X@DAfC?cX zLKS+0h&#}gtGPAc1;svm7E<=pOSm+e>#U&}joiJB4$@SscYs9$e8BB`Me6L&_Xh@w zJ;b=DGSJ)$glMnz0zX2vYEZhztJ4A5W_wpTBBnBkdI$6R@+DLqQbX|7zny7PiPMGF z{`Lv6S8CEvo~TSDUOlI;!E-6Vq)+xYb0YpM@vJm#{~PFW;R* za>~jZ1UM1YqH?auiv^P#_Vp^z+A@*Et4L-fO5O!Z{h&ehfHxJVrkvNhCI+{j!3*01 z!vI0|ehZ;i3l(zcg$d%PmVN0(L7?80&rha?%9RW`UkCx)zvk?#Syz`?W>-`ws+dQ& z{oS3={Lhb)L2HTG?&cacEVD0*K3L?%b=r zyR|h9?F(|1QO(0`Z1wg+yk<eJm{28NU}Y_31-W^;{yxMV~=omN}u^4T+VirYKXBGp-kZ$x5w_+g@I0@)5^f= ztxl*B>N8HTvEA;m!TNY?2%S((3rE_T4$v&g6koL|c+TXIRF1`q86xxWot@wywSQz90i;Z|40nEEBIrme*Qlt!UIGOZRsip?rwJsSOTOlJhq z1{0jStJ520bE`x7m5Ju-ZKLhpC8)PLXDfuMf@opn26q>I1F&IWL}7yBW3tt+R3ooDvk#m=j%xLHCjR0K=$iHqjV+Kj5^Vo;c%iXV&`Z-W@`f)FMc7eAxO|hCJ-X~2~dMP z@tbIY*DOO~isB-UxD|lAbTCCz3wc}hV)ESNR@IRR45x}0$0p9}E;5|ZEHT?5K8Z*} zzUs-7+h^{yCdQ9~u2xiRMZ3sT*{agJ*;}`7-0fO?L`xk2-|wF;_|ljFac337Z5!RP zY!_LeD;{W7+2!4Rz<5uqV3zYrKN`JR;M1Ti9c4U(NxB3HDd2sY$LmJ0nC6-DzNemn zL5qhx|F!Kr8ERvVd4T%{8C;Fh;w057DFU;fb-NNvu0Z4sNB;B9uHSU?F0j$xveBNH zViuZ!&n6up*VcrSh*U(x)EJJ^-fAZ>ZBd%!Hh^$|i1SbxyW#e6!s)cLWkhZt73CsY zu4`CPktH|Ce3YMi#W;JP|CfiZnr2JV+~Df_e`MjcYCoB694qC>Qybk+%v+!s`sXlY zGa9wNEom&l{E;evrNor-(f!6+B_|)PX#9RG*kEPl z6Gm=vFIN%er7%JJQ!oX4gu$B$XtgoM<)_KVM@K3%Z9Fn5&OAXERIZw26HiL z0?)DltICAN@yOB2DhZo~A7hb;=N@tOCvVkH2p1K&yIsbcNCcsO6oaLo1vdB;vX@{U zI`g_Pa&80jl!2<_5C(H{t~K5G5=I7x@lhvP{C=19j_8Ah4JoQadZ zXG`f+T+^){C<}-F&VDA(#H}bO2DFZa-#ZQf<`$#52oQ=Znlcju6Q%>4jxZ?h%<3=L zM=BlaQQOiKVopX<{w@wr6@67SXBtc8F|A1@mlQK+wv6RqkiqXn-c)UwnT^;sAEY)> z>38uQirIC@nqS%f3D1*OGcK*%auiB&oTeZSUv)Xq@9~(ku_;r<`%ba2s(E@_K~jUW@V9y;_1Ya->{3ZHB1{|(Xi-5954+Oe!mD% zD5uPP?gxV5^Q_bV+NQMety;N!sbpe!j*k}-=45%Xll=BUnXX9?*S};@rsUyq*CX}i zFJ)rUzNb-QQ`6B~_qb^gOM(}!)aho97~za8MteJ#gO+!{ag>$wRO$|`^~iSFW#}63 z^(A0H8cNCzQLAOD5GV!LX_UxYgN#(HeX%Y z1hd7*`N%t(YS(o-v9XoO8`Qu!MzTrT?mlsuJZ@Xu*|MFAoPWR*hyHG`!C$XC9Si5$1C;lF9D0rnuF$UDS_!-(51iC05$iY4cxEL zvbJj1AW!BnE>UZl7+cJ#L@(YLAgC14u);9%N6mQA&}2KPB)+1;O`@GiymOU&YQr66 zU`VE`aQAR@W-B9V$PYF)MbE2b3?{FuRI743)#mRS#ylp-$;nGsHm%w?%F%J&*r@Ma z0#eDt2^+kb#WPbggd(d*02YiPQ;vC63xzmvxCSUlkl@Gl4&0^LtzpWxFVJ4kXWenB zShbegTe!XfSy&1y@ZgjKvaV@bm#O^Gp0yZ5n;#n=bC)c3zh@hHF2A+qh5+9Gi9$6+F)Q>Y8Q? zE}b=l8@>u}E@xTI!L#>$NUPU9hdpoL_R6aXH!q}(% z>7|x*x{+HRwOq@!WYj&ZJF0*(*1|s59VjF>wiAqRUZ<+GhUXr03Im4ht(aGyov+ct zg5T7Oc<&7WP-~_PjZGXbd@p&Jdu>?a*mb{`De_A{CnTT-%ABe>8?ae_=wSKe&~5d(B(@qQ)h>xlf?gxPE!B8m{&n;DtbNX$q|kT?Q{0eaeExC3ZQolwVRWGDEt_Ls7wjZIm)cO#Iz%&O$Wts9e+A@DSZrE{(fR-=+JdK*lHKd|J3QiB#6&xpin;8L<_m zPL$+sm#bBr%ro8Z?HPOdmaSb&7WuKJEIO!4aT{3VE#Ff7kR^BbAv3+e5nonAUYa%A z{pIrlAZ1~LNK!rG0pVgy>hmQ4<>X-e|0VBG#zrg-2Xg53BWmYn*Dnuhe1Ad#TmxG>f9~B+uJl32f+zBWKj3(}1wCGX%=K?RO(Jb8&w{^2- zC{hJ<;}42m8>KvV#K zW7h6un*!qsEu6f-GldfoyfI3?ka$cq9#AdakX~&`1CVr`(ra>+5By%)feiBYVR!kF z^P&Vx9%ryrjG&b@njBo!iimu5A}($aPEQmRX(+1Mxi+PuLJ&O=YoM?A`&h(FcQ!8*=Q5XBqG^yNpT`Bbr*UG zdZYlbv0`R#K_@sVI8yabD)CiqvAT;zM0CbFPE}C4AyYgscODnW;<7s>Vf(0PpXnQGHTG`t(mT} zM0eyu^3SGDMmQvslYy3?Y7>AV5=K-|^9*7}(Mr$9Aq=yRkKf-POh2u9_@m8yAD@mm zdB40nzQ(G0_;BsR4q!%ZT~^KkHD67ie?s!`CtqJ2STZpb3f4=OW2VXBVS{VoO-aEv zJi7G&rqR>Rrpr6{-Tdi~DEBQW#w}r8vH%W!zp))r)QBaq)@-FlE-JvsV81sdIi-sj zQd<%6FUC6VTAPMD4)UzP*HSAyh(krueKNEJlcO%|HEqS7wZdV7dWg^GU)ayO8=Mc{ zj~iiPM)38weOmhKgUC&rk-jT-euP$UzlU@>vlyu%uwDbB5Hoe>&OLz)c? z#RY>R^^y%u>@tCD;lkkPBuuP_Ivs! zs-``pou()N{XGvdM_|L|lqUDj>`Q&XtkXlt+8AJshV2d(^J#Obp=0G z#gUaYFznUeG|dS=)&uo;D6kW|s~?*U%?8OZ^>J<_ARp}~UH&Y30rjf-$YcEYCHVFr z8vhOi@{W9CsFLXZDrm2{{UB)hyu8czr|J>2y2am}cS{$p6XnuEA-6GSsO$ba=yckz z)r;*65cG0bPoNMo%R1@JpAGNumt)8(s(i8PHf;0y@}w~_I?1)7UFvmyv-v4%!oT=q zmasDf_^`TpZjNx$`J*`unoQBI(a*8$oAWdyKpRe+XQH=@XUlHfW?r}qb(o0^n>;i- z8D8!%ngCTMr&(Xk+O$#I=8Xd73V*n9&7Kq^rbODXb(DN&l?ugvJORtvV}^#6Ut>F zW-d<#W>%YP_8cVBe9$Fk(U4nMfKnrMFh+7dHdmod7wR+Lo~!9SKYuu=!@w=N*(0tn zBeA|4>F)WoMWdtL()+xjVBPf0n{zV{z)#z@5eOu^;Vom0Je0g_kuB4;7IfyP zwO`-y8!SM=nCtSeP?o8$TV1JuzPdDXryjYWlc3;M`3hNyb-$~_kbOVUsRMfEF9@>- zQNB|4$Puib}}!)ABYTGWqu+UX&s zyubHM17h;j*o!02G}n1fqbM#6=))_BNwfcmLW$FFBWlr?EZB^Pn&6E5b{w0(WH$|B z4hgky2hU!bHs}FMTd?~FY9ZW*XL5Y@yr~4BrfeWNf6%t_$GoNYMtHspIv-eGyzLf` znlzgUwkgKky6q8%MyN{=)~^knSXe2^VVDtimEo!5?CflQd_CJRXY~>?zGcg~<^x{6^qRQ2h9ROjxn9CnbbZfU>bOvHzd?q60eO zNV^)IZ#A9}woqTeD0TBY&87QULhnOP`L&#%en$_{kM>hD*qE{Ta>kFaFC!u0KR;G6 zK0iJQs=t1Ip2v1~Cj8!qaEz8#>wZ6j31mY&uA%`}&t@h3n5PDPKi|)@5GK;$1S9F} z`)x1+FLeSXtoyO4`xM>F#Jt~1JAg3tjgyt^-{&$T-sa@lyAz(T?!j4}))>FFx6zZb z%<#NB9@p{VEb$1wFrWp=bDvC!ufmvexMww;VXQGO-hGGH)!(0wymn=K!wO+s>8?)I zB#b0-5g4k;x};_=$%3UK*V)HXNHU`dYJ?99UH@#^4<|htot@6ceh;i~HGsDxE3x0e z1n?p6rTeIQ?umxC?*fJuTAed4tsM|gw?{n~Eh6w@GuXyp?UYmSypLT*O4mT=j5pUiFbSF2f3r21Zj=37=z#cyP$t(BaKFA5sta%;b* zk0c#6+MDn~sq7r9Fv?zI!&*UB`1B27^5Ljku2} zF_N%S)p~$9v83jK+eX~Z2wcRq^hhp6q_mW*mBuE499yX9;zoX#4hZg1xNQ86S#i2!|DKCfvI0o|IYo)ljFp()$aP8|w z66lr-a&k~#``?nVr%x*ad#o_^cD3_)^rgIT2U_U%1P+wHpAgpyD z>Ag6o`(zn))2p?8$f!ebG~;s-(F7)yj>=x*h?HGx(mdWR089{m3TCBlLxB)1VjZPL zQltDrGVS6CO->6|OJ5-yd!~ZEmaGt_%^IR+n#wVg zq2YL+?UUXF0KR%YmFt6HSbV7fgunZ|EVIjfsMD=6$=f(ryAvY+oHT}_fZO0n8@TYB zF8ZPP7Ja>m@(wtAs{?V` zn&2ht05n;qU)i*t8{6(!U`*3QIa+Z@sr-8(^6wM`{%b8umz3gUh8C0@b*gidgGCZ&y%oK4%Om^mquIuCJ4a z1P!Z)9WDwUS6~OoEYJTqf?a9|RlzKF{INpWCRA&Tc@+$#b=PWLgS`=S`x*w&@r&Lk z0aEI|ziD@SFOqPM)c(1PGpaI@(zb`A^LigKNB@&L4PCzoweoFLKk8>r^`7Rgd~vOC z3B-KFhyb(GeIxTO3c5KhUG*D+k|a^c?s;&Z%XmLGEsQuZaS$;n72AjW@ zWV)2O3=R4-_$oJb+5arvHN+VHPq1u?4bTTfj@A^s#AEcBn(ZO;@7okQAuuFn6k<>c zVjHVqf z!Oh#!9v+wlL3mO5j-Ro$R-u7rTL|8Ej}NCbknl9&VF?*D&G5%mBCk`NK7zT(x;*(q z^n#b=yh-wu#J5($UZ)Gat=S`(=}4XuJW0?ym>pD z8tXj=^BAM!H}Kgpl2Me%nI-W}&Wd^Zy!jYlxZb(cC=E7OY4!QASr~AU3D6C7D|`uw zcSt`rI!5QJof$(GR0S^!^Tp$96|FF`A)N<+=zwzmIwbQ3Ro{E?e7@A+f||JwEbI#4 zw6WrvL$*CN3V}xla@3Q~P~&I2hAwC*`416XT0(!oNgaB*8waHN%X8K@-x35%DL^YqZwej6W4PI)vy zE|NMg3_jbTY0cV`&bPSq(BBkOgQiEN2Rx$clQtRS^zz8~_ZOW{0mil_g1ug``+-)) zC{{`tBjDBv!*Tpq`N0Qt2|^?rjJFFB%i{M22S_HP?E)RK;$f=--NF&=MpbdM%k>3_^;OWf{#fL%4?QVnHcb!y~Us z%S`!Y=*4g2_3Zoq?1hkOBDhYsdB$@Vs`%sd^ zq7Ey0XZ41G68Y9YY}5P1o?1SZ*x4y6sAX-$SXLC_SFK+N{X@~r?f!+vL6Y*Rf7Iu4 z))8+93XEk&zXLGZfwc_`JLLbvy$83iHm?pTx;|8bEHY`XPZIe;K0J+1xCGyzFZB;> zn=#Kdqz22o2Yd-A`-}X^{j@x|S9&#rDIN=j6jIDaV?a~U;{Nxv>;spwe4GL|%EuGJ zbl7|Yy4r#8lC?vBw%sITn%a#B-I&%_8+@gWyP*IgW_K2{7Q%KK9K&ROj(0*BC)G=4 z8%#fkTT8|4t9Xq0z$IfcUBinRnH2w!=9vz$t>bmZ2jG$;9ip=hViL+cpXbn%D5p#{ zqsSWN*LEcFyM%Z*8FMuX+T-ka#6H8&3A52*Iu9sx4JgX^p7QB9Y6jaHI&)*x8vI^+H{sc2&p27h1TI zFjQc$2Uw5?^&UkLsDIGMTBo}$Ti`x4hF&ji-r_lEyE)d4I$)7%;D}H`4;Qf=q2H6)5xgdTN>4&n1qs6o7dQ7L&$sm1 zsNj3DuCdzcB@JTm>%f)j%*9y&wICBFvV7pgs-xEaxE}9UeUr7Hny=EvcSYGwZX_yOeLul8K}$q$|wk14L$rT^BN5jr1AHT*Gvy1xq!Jf=WQt|bu^c=6J3iH$7}JeC%AEj=<7-U<`&(- z`PFhaEW6TOopSdc4A7u^kj(rFV0i40J^&FdI~hLPWpSE=Qe%e(6ioN5DA=FsYLWM70zvloJEEIQ1l9N&Ke_8y9>yy^hK}3p@TivPOv4Fgg@H01C6j*%8@U z_!bi6WBzW~_tz5Fi7wieOI{LhHPwXGBbxU8QSI8ZN+kGn4uf8Q7qYixzqn$lqG{7# zL#6}l!- zpt=eFx>l~zy8slx#9_wN0W2BH8)IBMPG!N@gImqr7m8y9O?Vvbw^4F1vi_=cY7%VF z&J8FKPRK6U_Jw`gC7smi;?eaYdfb9pLr z3_lPn8Ac)l0#%8+sJOri2r}e*LGRC=n{3|5egR|P1^VoSukeB zV8BC$2{VhD)OGYIZJ}!{+Qd*lXnUyrhpaB~Rw>D`MdtGKK|YMwlop2QW;d6~KFmFQ zQLhlqyqxTE6?SF_pnc`h`k>bDc;VtKnOXCNLx#KFu(#=L8`kP9iyoC?F}S%Hbw%p| zD>Q9tGoWjWnOjGY4% zily)mIHzyJ+8z`2s-+v#KU(o(UPjkXF@I~8E#1CE^a1+dfWgF`vzyU}c__zby$rg(u$mx6pk}jIoHz!-Qii_CDezkN}6mw`N>$b2UUZ zmon{epoC)Ax-9#WBmL4i43={ucm5F4;(1?vSJK(+xV7$3u6ivfN~Z!R>?t!qYTzm?)%w8^U&_a zmx7y=KF7vGx01e9##Cn~dBz8JYGZh1PVc;dk8)PL4Xd1#FwKmmMV;H25MFmAM!Gli zjE&rYM@-u$8cS;k;*IyX)9!<(P@Y_0t?Ky6|4$2+1WA{> z6LT|Gr1^{1URE^+d=Yn6!FV~H1=x>hM`oJ85(OdKACt?%PlC7$(L=(=%dH`Y3kBm6 zj|OVm?1URTXmQq^5h!)x)>7h_a*0eC6PcgJfTA5RCkrkfv#Jh&t6v$e;j|j_>)G)gX#?R0H-s-{di4Uy2 zr7wM0hQjLQ3iSk5UuG?L4UKNrW)DKcz@~2OgKKka)t;Q0r>OD{P1c|{8_2yF5T#UY z1MZ>aZJQtl=%rq?yQ)nGhjF_)b&%i~#!4rb-|*7&y1B;$dLG$h)Bh>77)nFPf3Iz? z$F~ZKhSs>ZYt`nYQFw^Dag{%*jsH;@H44QAt5wM*o&WY^kg;)c7qYT)O5we_Od;|u z!!Tn+Mb)k8o`jzJX)B;HKKmvM_jl7s1{kFURc5W~Rdj7d>1trM4aW)<=sNXkY|<6A zk2YZWDfM{6CG=_U`cu8c;+d+%1;N|a8&xB9GL+v|evn41jW_J}~L+nyc=!&Yz^MvV0*u4G*|Dz)sj)(nGtF zY#?hVpt);58-DY3*t8Z-z{@MlI>SF1g>7OpxY%$;b1NC{PE=1li2*g&we-Fzkg(-W!xg`;C50G5js@T=Y z`HaV%Kh8T>T_0=LHq*_K9ueP3OVcM-*=~1AxH($$)L$HlWcaGAa-2^mYaj{HR4miB z7W;cVsRqs18$3(-u6gpaVowNh z4F98fO=8@O^z(5xVf=#giw6GN5GM?UwYCYLqA)X~R3}$xG}V*c3s~(XE8(8);<jC%MjvK?nI-;Hd z5IM?jNqC-IZiY>0#PK&ZCFi+yVe_SQ_MR*ZkWB-5jj@dZ>uXha0!jb00 z2!sxp*5#_h?LeA&rWwt^i!i?@XGCOVS)i@YurrH}wY?%&H>CLaJW(4V&e~oyxdw*E z&(-Ic43R;dr?Q|o0KES>5AE&;+|pW za!pb8p^B9fVE^V_RCs$*(#qHo^oGt8@LK|Cm-VS8FKlqLe@h=O-0FNNUB6>wTj=^^ zife6~A0hpH!r2|Dch{aQc3D%jNW&%JV{yWU;Nb0oudXUe$Z>>|JS}Da-5o zksSVbcpmDD;AMxl+B--=UeNpbxgJswC_DX?6cErazMD7rQ4#m=N-q}+iU0YYo!kZR zf0fK{=?fQjECw#(Vx;I7s}PSXBrI5lwn1N;cf$SW!+NfVb$~hU<_Go%X;+K1%YnzN zmD5z6E83bS*=s|@~~UNTA0>)h{(@W z+HsXDO4IQ+>P|OD)YH&t^uNmJKCBObe9N5=b8;jV8M$WoYbXBao-2vYs)a!!{p{&Z z9LHeigVErTgCS@o=+i-8QMYd4BEl<(8m5Er4pt; zq~+;jAusr5OUxN;Z*j0OW+5L7s6&O|u&d&um{i3SozoHvxlUcmzeUor`Yhl8G(x(< zTpRWZ!s>7#ctzM-n^su}QSLu18L5{wS0^v1FpF=;y^B&=a9#zBZPw|om@7+$p+J44 z?tOf@o$Gj$Tz!hmz9u+&D@bNp>H?Y7??z0hf5!7tOC-}JbJ-px=P*AlPafALZ&QOn zr7_DQ^m`c+udl?rg5lqf5Jsf|+n`aA9FILRPSWly8}{lmKAmt~V~17iDu>&AV?bK7 z9Q@w{;-}$yoQ?dk3jA$ly&GVRDLJKh0?c?Gv7GpL-xbq~h2&fbuW;i#gXU7x7;*o= z>4GAI;aS!-u`}|Qye=JjkT+cSH$84>b`-{Z#(hxcM=89`)UPm$r86)A8p%rIn`c(H z0zdl-62rxZ@@dagQf(sfa1B#Vd7Q}&!hv}1oIaEkVsq}Rx`hVs-R$O4iW=Z9C$fho z4bX7Y`MiCNUh8Y{?na_d+(jS5a(Gu(xY&`;a@ z23lClLFzV&#*HZp3Y2Ym75P`gt$@yp+y&WJpL4l?DSYJAyqJG1>8X4EPSYpx0P^1i zgI)jeFFsWVH$9NLg9c4L+OW~~^kb3-)$fy`Pa(^?c9qni?ELTp_NBWZvGzh7}#0E!nr%kW8;4_GCkMML?Gyh(TU%>)qi;Uqqaed<~v1YIw(#;-pAZ zTk(7|ORh#RQ$nJ2k4H5SK#2udcv>D@S1VH5mMhE(o!n=X<`IL5L_Q?Ltx|q&l~loj z`f04G1W`nZ%KqsAV3I6rBhweLT0}%*otF^BVFlAp>+U$|@0H1&KoPm)#bEt0b+ga; zC$HQCnZ`k)d&e%{N=pX#KRmYiX((U;Rg?T#EJpruc<%xWp?X{$Nh6PkLEQ zA=`Z1d+n~jVFOUhBA)UTB;P4omO--bu|?I2O(o^^{>`1o$!M_uhwC{f zbUDPmBkA6E6m+c{eJ&r@Dcd10v`7Ux9dS;@?ww@C4>v~wiVoYBU=gbv*^$ZE?I5yo zxHr15=S3X=A-eTFZs0?MRfS-x)bA`F#J#a%@pNX=_u&;>iJbr3OqAFj0ij8;8tamm z`Pi>gQMa6VC25YcZ3nd7B{7R^a)|H;@x0fi2WltLz9Tjm4rxD8Ugg-8In1sJFc2`1 zO#gP7Rd|SUcoIk@t6a=T)B#xQ`Vw}0O#)9-aiLiNH`>zZzcIp_(HS`HFB_sLhE&Gs z|JB7HAeD8nRN21Rgu$5H9us!>Z>dXCEsL^L!rVr9cB|6=+?h#|TReWyt;81CK?c+w z_BuR#Bxkpnc`&)+jtlC%PoU+=93nAs#}3ePSPxv3Fq_P$UsH3is~~F-v=D|7jp7s# zPZ`$$YUbj+46^e;C_p^QLS$vx)xUd<*bdlFvluD} zzCkx(uA^`?H<}Urh5bUMMBfKa%ARP|kSnmzyWItinF)m;dfq6U5Lk(YNa%GoXOX6( z_cAyJ^`KQRg|~<1$LfcftrInU*9#rg7;bd{uu_Aqz^?Kq9hp6+hZX-$8-(q^W2Do& z^jbZ;LKCGlBgfptqB_G-Xnt3oa*qjfn>dA!+(Ns3IZejypj$$X<6lHDOg`Bgsac@f zCOo0R?rm;7r*^lfgb=q|dplX^#_jGN=P94`?<>gn4QNV?b8P!H!b}br8Y$fE;Z#rn z17RG{?IrQAG|UjOmDQA6l&j`IZ|$Rgv&l(_(A7<~`fBHm9LBObXAy_d?KLH*+MZ~H z18A9bj9l3}FFPBue%gWifwCA?Jtgo|S91AM*JW`%jC2Ce-GiRICs*`Nu7)WdZ4nM7 zXrj2~V(Ddd)lGtRN;r3@{Df!$ta ziD-HCEJdln33JLkI+#i(-h~D9Mn#lSMdY~S<)hL%l4q(1cIskQ<5{U(-$$4VEBZ{- zI+@yN(k;p8^5d_H6_mlth>j^K815DPW0 zo3slI3}9CpfdB#v}SIuj^j5RSzkaW*{%n0Gb}eSdoe)QqSnSW|t- z@&}vKhLo?l#yjYc>x)kP%cC|;B~v}bEZToQ^}mpZuZgXnp9QN?Ij6;{<%0{r<3|-; z(PgUwQ`WWyE4a|6kX5+9HhZegU2XHu!LoSOSM7*6VmSvn!97~4Wnl%tXB4ZjR$qqh zylz$FhfO2sYwgpQQ<%K~wqn)KqvQ=@o`f?xe!+!sI20l_+(OF}v?j;&QB3e_8kiC9 z8A5_c^BFBR*=BbgI;)uuYis!$z^alnB*NvHiI)Q1Y$t<=>rsS=!)tnywz zU+e4+`+gX+hyLltxIbzcLX*D3G76J3a!#L>7yyp-K%Ry@_7v0rH2G~ZqQ?)J3L#v=G8Dvx~QpvT^d3}$3bY16KAKii(lB#=@tI}5LQUswP%^aUClJ+ zEdv?Vl^3`#M9UUK zb!Gb=J$RMjDin2jn*_X5dGy8QogBMiSrO>#;)t0BDYzs7Az^)2`p0x1aGf`y*<=G} zOHFu2qqNNIm8QOa4jOn;k=Es2Cd096GFnZ-3L3C#>|#*BKd}LLOP5SfIWtibdP*m@ z)^v^R{L*ICMVs2&>*Wm-?7eCGQx&Q0E5;lxPxyg60kLv+gyLph+^u;Ce4>AY58P{} z_KmF74~{(ms+5W)6!xR#%@hr2>=jCJ4VEF-T3#2E zfEh@2z4fn6@{Ba%iUmP9%9339_?=jGzl6N_^!`n`jyW)Z2{yc;#g zZjr&a(9(jeC+8a;N7vlol|1gcbA5E6N&8zm-DGe8k|aofQ{_>Q#DCru_SJ3#pJ*e4 z<4OOi@lYX1wbaJsnZz|VF&pxbqhA1J^UG;$0(Q*&`PLA74Pc@lUfx)xygzg8Z9FG; z!V`wHq!=alnZdpnkbmTqJ?w#!0ncuiBIA+$+I?@4qq#L872kIWEC50V8TQ%~P<2kh zXwwfcZCo1jO7*{l7J>P9B2sav5O`0bd^pDby0Ynmta~g9V0_7$EsH6c*gbKi6Z4gx zoHBf_7^k7|t@>ftTzK8|je1)19^>}5&fZwN9=5XyiMq%cY@i~5dn~3QE_eY)(EZ`= zBX+WX#mT!s6CQ}kBwAw6+n3igV27$&#p4CwYi^NNtBfy%F@4U9S4+bsj&S~+&s))Y z%b5uPChQCCp{H&`yX_v-V_>K(45%Lt7Gda~T^_1u3~BYn>ap87A8k>^_d!n~uvzp| zmf+#K^w{R%$R%;2F|q^<3Db+@RZqb~^h2%wh6n!ukghbg>-jRNg)1lV$*jLBO)dfD zC0?-l*I5SG9Igs^A8VJ8U+$*bC)KERit3eqALTaAxk9@Ssb?7ynCh&0Zg49|yYp;s zN*bnU6zPSX@@ccr)1@8jcg%G6!!?$S=saONrCKd8z{Su9Tei4mKEp~oDG0PgOup&I z^AWRrZD?cKU%!lTd#PhHAo!SwM-SGH+s!Jcl2eQt=*aMRG8A=vV(b!_*ZdmmbQVeH z=}}*EbE4&%W&WuUHIA_xwf!?qbkR-bqyE}m45+Z%v;rAR$}kpNBg4gvrZ_}1zjTuT zAcFx7$^S>)%aN2{P6fiu_5aT+_wbF!(M>9Sexgm^csWgSAt+x;`^{XkGb5v)NYTb< z1kjPf0tdeNImg6AOjNR{HJtf$%~r%r#l(31Lv{f8qd4@vlfV7SJUJZZ{eC>+d>*~_ zy}#t`ntH2uk8@CsS2{yw~vIRIV(bD)P>c>tN; zMk&6WCj@}3!I#U&yPdb@*xgIt@qAx#US}A<=kv2UE0Mlh++QRhmaBt z-Dn#$EXo>*xwjD(?Yb}o0F1?gE8zP!pT$vkP}m$cWMCZOU^GuZIN!%C#&y9oGIMj0 zZRgRI{0Q0}uD)#kGMQ&+eTj}@c7W31S+wi_KDkM-6B>UqMgVxHLk@bMhi&^xB>ef9EDM%ZB@r9m zn?Rz0pJ{)3O!1GAq{sn4zVUNTkX`gc*yMqSu}ZcMP=BvAkLCer;vp37AJed^qR2R1 z=&J@%$LcQ*_i~NZqSBi*pLw4UR=B}`8Txsm)YOzUB0;&UHYl{%%15N82Qo(O$mO+E zp*tuo)QeOZs9yr!I=EMo)5cX8x(9d@}K(J@hA6`$+kLFuzY2m zAcF;fZm_^DBDesN0}7%7j7LIm0H7TuSo&+?5D@UP3FqjXK$i2fY9^*hsqu`OrhH_9 z-m>uBtkUIcEtM9#AF4hB8V(K2(4s&KD2`Kw$0005eZf>VGi5+JW)Eue=;{eNEt|4$-x=Z?=?2|_!AN2pFLb9g=GqEr#f9Ff&A~rU+qU~Y5 zgh_XvUvp%6*S=~*PBWaz?hb0R?16U55pt3r{u(Q;M3XDhXjX*pZk4GWfWM`*g?+&6 z$);%V2!N!&b3&5Nod7q95_#K$a-3xZ7MYUDb|n4?bVnHcg}H+_0q@Cg z?4o&U#7?0bN5)4ZVa@!mMfQ%oW?BAX(!*otA!d6&#Lh7)$guHx>c@=S6 zVaopDY%k-?AwHp%7eM$9X8Akt-@0)Ju5}pa0CE1KV5(kIuCmj#d~DaZ$5)T^deqi> zgns<`E94X&@YE@T;b6m(q^77L<=V_SvCbo0c|j;5fvJnG6K_W`dHR7mcMVZEHw&$Xc})uIjQyBO&5i^%tojCd3@ovNCu1~ zKra`#x^8hIhY?=Ba*nntC!0fLDW_-&|9|*MnLu<&l;%VF&IkTqCgPMUB1e3Y1@%hw zb6InRVwF8d%HgJG;N-F=I>>5JQXpG`935mOS42<3V0nV-?6mWn%O0N74-k9(fwx$E zrx9I{4e}!V_lAP+eu2A--nf73!~vZT-rboj?hPkPxCEI8i0+>MgKLV9!3xEBY#6^X6a7c`cw6Wx!xH8#k>?Ky+6-!kPMeM6&%ODb^rHiT7 zgJs;ZU!tE*PniG1A>-$NI5cwq4~OaB|KZT(e>lV&xZOv}*wqJ=w9j4WBB!6_8{cHch z6gAgD5RM!J1V_=LnNH2!$56)@Z~l+?y8jU$^YuUCi}U=C_(4u;!f`1fF1OVk%SH_| z&X9U$yJ>ig-cqFfM!ac$R@DkZ=dswOEXsI0^aEbKK?feJ6`_9d3mC3ms675T(rhrd>|ZLJwnxhdWK__@s!~x|IT3xDJVgop0|81TZ$Q; z?)ZOV)tDmZhsimz%Bxi>Dck>Tq}eNIyG1hIe*~Gh5q%1F=7#*O>-WhayYaEEo8znK zmgOUlonwd`NJlk@b7WGaNqekd25no@#TPOXAcHDNjGod?sd-LJg zj*~>VYfUC7=FR+UW6`CYL6NyYub?PS!`VZk7KME%-%9^?paIF6nmAL(lF6d#$GEVh zD=gVFLh7W6R?B4BXg#`PRQI9*KK0uwIWq3raqB~?j*#WvetSqD-~pC*LCE%>4k`~_4`3({`|q)>As`RN!4`5(slaWu%w8BkH~&n`m#66_|C z>~dY76704-WTEclwGf;wgu?i8GcaB6ULbwa#a6D4l2oN6^9SLRp?|9Yw)3(7GLNe< z8{Y449V{^pxNTyxj6j4^RJp^-x3*zzH}?d+nb=y`cG@kXt?jnVY*h`jM}DES#PZF;R7rM#Aq4hLBM! z+$?nDt5EAugIO8K%{-?9{KjV%Dm}WjLNB3&&*3|u&c|LKz9D!!Lh&^~P4Y%qF>|M) zLmWa^yb1)N(Y!^Z&B^)VjSF>}2}*nAm0Y#4H-(O{qge5p2igfWkn;#W6z=hqWVG!W`B?{w%bsc zuo|%K{ zS4oGZzL%r8m|Q#+JdiN!a_$l#Vq)(-|Colgn6nG~6QU`=^0g+@P|(CGU7{wS&B=(j zJgL;o4E@CV6?KujyF;X3vTnEHg_L%HjZ)dxviJfpVCC8Kw`2wsoru^+_2op&O@-6v{9fh(lxckyw3#W;KBNMukvFs!^eHkbct_J>SeI%a|56Qb>9DQ+I z)ZM7vnnnb`;y6-M|Bl&S5NTPG9k2&(VcGJm*N{HT6h#wVi3!Y4+QVNjZT4rgKb=j2 zkS`um=(HP&y8jF!NUVpddummKf$QU@`FNs;-+)ymB{V;$wwYsw9lOU>Oi@Cdbn#<; zlU%Lu4p&S)ohXAR%xy^c6MTG<3*PtTm6(GvqS7AVEXNbCvAsmNfRNiyJ^QyuRZ1}@ z_lYNIcGZ7Soi4o_V0!1)p;zjs_FgGjqGc>l7UY+|MNlj~7 zq?Kq8-nIhn2Exs`6K`jah&kOS@h3Hf-<`1<*i_}*6bZAA0|pkXsM%gsooQHaDh{*l z7y$}UeE$LUjFSw_D#QlyNRotLziaAzQj?Mk*4VrdJx4-!W6c|`VFj0iDcTrHOc36o zWwl5Y`7(`$=e6(eHc3arxHNkeLHa-ojeEbIw`{#uCwQypttvEQf~2{4IYLHP7piBf zYO0aLS@-O4=a5yHG|*e5AP{dCFYyyYo4p4}uf_xd{sL`iMxC1be!sZ}4d7fP%`P=2 zFlw06r{WgH;z~Yxig&`6GHhGH*#osIen)j4+ovKzK4=|vt`6p6s z2|J?UZ}l3*DE6FNEBJNSwnr)ST!t9JQocmfP+o=P|pvj zMF*jw6{KSbk+w~LWDH2@nqd_sy?GD=$`x$GB4H`i{mXgPMBZF_((3HrpzU%93|pAT zagqieEhz-|)M#RrP9#@rc5N(?DK~`Ko6`>O(E&E0B-Fu9lRUj1mSV=%{?z3RofelM zy!=Ji`mou=)2rx*FME!FD=6|qDXs_ztw6#~2)gd9MJ(GS$$#I+X-P*~(jjn8g8(OE zfo`AS8j&`aK}KFvRZ1Eg@WiYbE5^*PG;otm9Y|E$XQ2o& zuyu_#;zm2NI#RgMk4f9F!Se9#ZAHy!s=ZG96qI_%X0eONxaz8Y`n4p~w;+`)7bZ6E z@pLE8QlXw$ZI?;)H*RrZR#Pf!n()@+UTpBhnoYYv5o)8i2fmT zhcta#d0dj&>`J8sT{_9Z+_`jg7!7kFP3xA}9_({5fL&+Gv6xgDg(pCO-3BJVh z#DT!5|B}hmdopjWnO3WSGw)4=^kN^LvrjrvO8{jvXGYSqQfz!5A58`jYtWIDQIkum z*Aeo&lB|DmH>RrQwKE~D*Uvn50G%c%8Owd_|E%&~f|c!an}-jhQ!-M<>heCIbb8JO zmk;3Ys0#B$?#js!peOLaFCZ8|+3=E*#ON1m)#Omq%^l_Ono+(i{G%LR7s)rQYS~Wd zKm2$m(9~*lg*TfvCHx22XZ>SjefQIsW!SEPKQvJqqTt{auNQ%UiGjUIbCn%Q{_*N& z3VpXIOrt&V+VU*9;HZ)LN4lspJZj0T*3xZA=Z`D1L4~#yZ_ga7NSo1{IuWL}=_w{& zyiHf)_n&1F5`@q%$;Ru>5(Ph_DC^CuC6xLs);jzMC8JQz{kFUNSq_C zls!keS3q^rD`|*sUX)~$te?E!7TOzr1bdLO`%mO#&pda6sJRxis|8!Go3i_7uDb$ zHkeP8P(_l&9wh}pT*zo?1~0v1vJg4-1mcpzZHETDQLlt$^Hg12lh_60;-7RPRssb$ zcL}TwJ}oX>YTc1NZWXDk5p4Oms$h|gC#r{#a#j0bQr=!{cjGbd<% zW|~T&z;^ADJz>&I`86+G$cfpTiEGzmi(6{*hT9l;I<#{&NPDrO%}&h&u+?IuQ%lrC zy|Ihc7kTlBX#aWjds1GZMvEk)vQ6^K-v!cd`N?%U*y%^$L{K zgfe128?pgl%5;e8z?kqHe-4{p`SG$A55K}Pp>x*IQAjj&XQe^7TB=vLw~x!<4V=Bc zcZo5w6;azd8GQa1D^yD=&GnIRq3AdV%-5SIu{&P5ix9BPsJ~ z<|{mhf<`&nU}6Hy>`kCDRD(mV>Cw(w#vHd~U3dl{K6;dNW=@3}%6v!HjZa~x;Dt`u|f=}b2^0I;D2oepYDS9TxF-HzsS0wfYQyZPk9=F`YU^av8ZWs z(mbe5wDlGtpe;@V(r5K%=Qy+xfAax5>1dIN&UR$25eh9T4o2B9(sWUYVH%q^p?~4` z09OvE!>yX!GB79t$^DjZFeL*Du-19oI#AxD|FEH|+lVw~9iJ?YZsYn%$GMG9i6*aH zpNV+DI7V64&ra&d=Z0RByIF z@nX^TH0PU)orG7>y}6&&;DhLDu*}*#Z#lpT;Yji)vT5^mk8Xf&we9EQnL69lm2n2a zNLn2Xdu{QRO|s+{Td?Fd1tyfB}V3p%h5)4!SggFKt-myGSool)m}HgGuAl`HlT9Y zs031z2J72NA#1zTE_x%;&*=K!c@oFUp@+q#e@hu1r=)6Ia4d?Jv#_J=Xb%7`A6nyd z2xcfxst#L4wioGW8Z^&6qnz;ZoVTbO6!A`0Umh%t9y}2JB1Jem*5OWeUX3a9vjzTD zVmhy~;e&w!X>|!h za7wR9F^+dKCc0|A@hL>0mWTuN#iOgbWx^t9JEVeO?41UCwBGbuo4bc^=Y<33*^1X{`sSnU~ z(KiazSA6eA7f-&!yu&HEx=#`BHHBs?JB-8|C^cl2KW?7VU4q%$Hbx634w4sQa?1PrqLPWk2&hl6c2AG{g4^TI>D zV>3MchRb^VPr=j=&7#o?LrKqrm0e+Satum|?EB&MNpDAQ^nb)n2NXUw;12qj}ZUUv^Nlf{4*nu|E35O zrBIlCNl2Z50H~>OrmO>EEM(#fuZkl?oQ=@e=VRERymLBg&KiTfkOs=1t+Cf737oOk znS8Lf;X-za*uiU!9bU-$;+*=><&G(GXVJSRQD-m-Gg)TgY9heT4q8I&t{v7N!3>O~ zCXv7tM13pCp#kpr1Ogj58RL49OnptHM~Lfdf-s7hbo(Nf29ut?sxS+ljwM6mzVmdO zWUE%bIqX*JijMQd{?5&karDh(`x67@OuyDqfyJ$EizhKTihg>>$nX$+m9}H@8rC|0qV-@Z2JQkX+Gz5nkNLP!G)Zj7ZHKz#lVA$P z1Q_!$GmjbOmBMXbClOI|Y_#k}1RXgIaD~J}0ewKo6CI11;&nG{RjMaL>)kcP=ss7r z0DNvB^CeI^C5$@X@n*-oWUGOr}|GfC$@ zi7i`(@MReE^H*2=8|uO-FF7xdi~or?G9@R%6@hKen9)J2o1paT+^~ zZQHip*f{;pcXige+iNcOnv40(`^@u3NgFC&X6~#60eA$kbEDR~b;qW}GAEi^H2SFH z8|D7?pk^bL^qxC#4*m{^QC)ZMp1WCGV~h(~EgSa|yQE6v;1W|w?Ym8-3cL1>nKQZm z>ZbO1omxb?DOI+&LHx# zlRa6+9)7-k;<^5=)hzLrfjX}$UvW?s7laEmo#Q z04MS<@cy_laNzA#pMuOZxjzXv5WeHUH*>PG8|gvFj-^i)*~rr%S1cLje2-JC<~5ed zwMr=>66aohcrS{`tCQ#_Uy`>5v5KyjY-RV>szSK*P+HH+JZ@5X+6?~W9+KUv1BXmy z-4z-lzW(QnT(q;QsQ*nH3wdWucti6zfPjaa@JQ~2gOz!3_J&ulI%Mt8fKJ(DT`b<| zI~D=%fYzjX0Ph;vz@I8!i-CQ*wvj^3nasr%O+a|JK=aiTbWGBGw(H3t%xdUUSWd(nf@8Y zS$DRPkNxkstgXt3T{kq_w#*mrf$dDP;L&R&qRh1&^-ozg!l;8AQAopYDc6+^-+JE+ zX9AAEx6VD}FUktUN!aF9-I=bNf-qzPsWE;A{4KFmU&|^RN}tB_xNKgKb}Ux_R{y;A zzZlea&{h`s)ejU_E^XKy;a!>n6+)f&nFd%rHVcXSeF$+d{Kc5nC>o(oXY7QCf_#B=xgYCb{S zb6LwpqB`F{33pFap}mSrOglB`8dG@NYdd5Yjh_0CCjZPSG43HUNt)(rj_TU2tBtwF zm1K+V?e3fw%BC1^e4X883_as#4i@^H8HNwoW$R1Bn%5(fkAXD-FLs00g9`-*q0#V< zOIqA_d-znr-(7EDj`4l~*?_}+iz(d*2UqR9u?-oQMP15L*|pBW5n-Km3(lBDNYvWP zuVIZeDcLShSMEmxU%nD)4#+;EbA5NwJ3YjWX+_HhJwG4%`&5S?^0QHa?QNj!`Kt@9 zXH4y!bJ^XAF>iv_qEPLJP-xbp$JIl%-xK{Lh9tXbbI9q5z8CdC1E)eRxS~e4f-3m4 zhMxhA#^08+38r?|qMnuJB)1Bq4!Se#+I%hk?<%;990X%88PtVv{7r1esge`!QSer| zCqs3;Gcn$*?k19hr33i2Z}>*}`X+}-6y)}jG11(GdW6U?YwzDghPgvpn@pWo9?&lJ zoC1}%EPAl09C$S)snVShsrh?is3@H_E;NGM*!uLqkM#e6YPjpq1_~p$?5JBy)WXBt zQ=rawV%FT1@c$oaalcoH-!u^H9K8SaF=ZLFB{1;X-yhNIZdS1J z`uJCeFG{*Dbu^$lW8~pDXjLuF;=KT3K3^cE&CM5Z2z}e=5|vPRc)&athJ=OZhqnAw z-X9-{yWT#6pWlba4F~PYPxJa$;f=>Cn&{z3&7ph!RLm7c4R+wh#vG+RUc16n1kC|eum#re- z;!%zszg@{YxD>O`OU5KK=n}Odi?bBNv%IDX$vCEM(VaFf!20H`qVQuhQ26EVrUxd{ zX&gMn9rerlLOfb3XYzqEZ>EpI^1R<&TgwEPB@r`w*@OJYgVZm?0N} zd9>P#D;b$qHD^FNY5X}(;PkR`UU*nr#g*BY(XQD2*yd( zZ{)})%&CMcuG+$Gcg*L*eoy33_*tG%>qdF)XvotSJfGH8L(nJTy38hXdZ?yrRzRk( zsK1%;wSKTnMvU8cw`$}=mTdGqPZ z5srP~g1^SYEhe;PMh99kIx-qhqc}u(`)oH?3SQcidHxRZ7)&DC1Qyq^`^( zl9nW^Ki6w38&rr8H9gBzy1x$FfdHMB2RoG_lPZab!<_Xpu8b+)y6AR;b&o0({f|B| z9*%81j&ecCLBk1i)4s;PlDTd<2ll~vBU4QmmAGG2rHiMj?T=|`A=2ewtiSbt0cj{L z{;IQUa%{#KUUeq<#uZ&kD~L~~zRANvjiL#%e~Vh_;A3FE+N}&+D*pPNpd4`P$?n@X zo%1qAU^`Y_bTaWbzS#X5QFb!Q-b8z`jmSQ~IFvdq>V+1^@P&pQN!ccBs!9+r(`>w& zwFriaN4Q5IM?GHwBV;B2pySbfBq|Ru=ihGyM_BF31+#O^5sP1Jh=AxG=ikbvYB{!% zr(YRDo@b&{?|p33aHQ2^Oa!n(QaunbF0GOo)V2N)|3;|(1`ieMe35bf_?WDo!4ykv zVMRxe9dkL^4<@{KH*+a&3z8y`QsL8hU#Y5hXS-DUNJcC`G+jT(N1z^BE$pC=B)}P3_xoRTb zY~g3K`VfTI;oh#e09)bAC|u}YEq40frrqXzTugj0)ootl544}>`}(-bK8Md=uDI7! zAG33HQXJ+!1(in`GwEuav!?HVNhXd)M?vKL0qsVbqc#nhqle*nY~){B=K0lH-L3Xf z7WxaErE>^H%z;A=Wz1QFza#QzodP6nESFJ>8?$~@Ool4PPXeW%`xiBgJKB=XM{Y>d zP}+79d8Ek2yR1oUbW?O%UV&SdY<8@l&@&rabL5KnTv?SwJIV!(d0pwH%BaFtwGu$f z7svzqJ#_z{1r0|`zn~Hqr0*h>ZZoyFt!YZg<7{=a$&^bp&scx1!i4&Za9v44DN-!B zdAftXO3RUPbphtm34*=z=LZ6o47z3z@o(;|df;%7BY`x!wuby4AMDe*WbW91K4e zr`cg8E%;vlI-WV<$!|$DRDX2QF~H0>Nr`P?;%yu|k=;llWJDJ7`1FZuJ&%8i&n+=f zT&L>D`QMM_nja0bYF}8a@5}@#P3+G@I96`Bs)kMGqmX|zt?e8#AtR3ArAy^6(Q{sH zOn4G%76Ji8;+BU>Vp<@~?Utg+wyeNI#JuW5NR$~L_#U$bj$wE1#u?Q1V$Qohosn|2 z(AUY+z&+Jul>BY~v)2?})L^BzBg>6}tlFC~8E1kpCxk~7CZh37`(zX#Xe8viLqyEPH9YtZ1zU>Wnk9#}fuGgGJs7an<|9y8ZX7x*;Y#Yk; z0Aqa*3F{@ejD9g=<4f%3BD&L`dnmh5m7t%^`&{imB$Sm|I{fZQ=G{|+ST=`(reB2l zVJn2K*+&se;NO=SMMGbNAenGDjMt_&86kk+uO$Atmt)kIk&O;ptr6aSR}%xpbQnJ# zQpg*T0#}G=!N_tq+ovYthaW)r9$&SXVgYoYKG*t}mH6(d%lW&U7jAfS<(g59BnKAF z?`wE;&G=I~h)rU+o~mEIwznk2RTW5QJ2Ix()!@c7i}1`qi@UcDcZ7Q3d^K?MDB}b? zAuk(nF5TWVex2uyI&BSrMGpwMC%ZS?UyIOdERR{Zl{~Iyj3l%%RbFo05X2;*LcG}O8 z_Pm^7yr)YKM1;QhkljX!5OTy&4JsIhHWl2Q)hic&qV8y+G?Tb2AX1Ge85bTHCU*>S zjmi=8XEpFg^VQ90p3B5XM-@@DPxJexO@z4zrXZQAN#O#9oT5)hapNbj>XdNhb1uhNo9cpEyeO{IrzM>qZ&sc_%&$ar>6#Wbt=;s|jBUETq zhuj};ciUnxnQ$w`+RV^?3WEjMz8`X+g?qc2+ME82HzRXi1(4i(lbokl&7ujiIk*m@ z4JNilK;d_ny%7kQ501tWy#aW|*kAdR!qg+Mqn!KSulx>A)hjy@FpT+eI6GkxYU5AZ z+bARX5GS0Co4Dj$>o;I()~=cdu!$B3_!<<| zk&3H);3fTbEnh(^G+4E0ym0kzdL^_YBEMa8*Z7pSFPzDQk?MBz8;hS=qTVbMHo!qs zth40vs4*!1eQHBHWquBU^V%WptN7bG)k?a@_O|2XIHBRwm9s4qAs1scc;>?a`!eEK zx=MR>ypV@tzo36OdjKG#x_6vGyBDOA=;H#P3zKHB?^Kq;z_BG>5~`ASp*F#lukX5n z=tr5!skHxtx~XBP9n}BwqIO3M)R9i>~=&T+*o~~M(?q-&ptJUq0B)W3FBix!S&rV^+jBJ(Ik4r zXjCMr5dWTbs1{%*m|D-3;m6`xr6j}_p4I6y%K^iG#v!vCs_U;HPV+ZJC-(~}PhqjR z@D}}?dT%+Az2*yPET<>ZEDX;4M$7y(KS-@PwV}%cVtu6|rivQY>){ed4G5~ctZ8hl z>aLG{a2eeRDpzLjytXhtwSB?u2*BNJ!}Aa8w~W0XE&z=0>axh1`_!VQ*jvKOF4rc` z1Pw=mbW!9(Zgh!9cnPV}WixJg;dsmfy>%QHLE)$2v=hu(WS-Qrh?(NWef=AGFKqJ3 zm@lxRQ!B>T1fqLQ-I;o$X0M_Fvw}hkp9f|MnB)BH!#D8UGO2F{IfsARM7Epma&6Ep z&v(cjOo0B&DZVO74qYX}wVvRum37g~&LtBg@`-=N-6JbX@%}!IJL9JXp}L;X#-=S6 z8$p9}EF}ag0%2PMAv-$GWIKeQYTTdLy<=y&Et z5o=COwzO|$mn*+ZJR3__%@-c;AwusVO@91nPT4=@%#gnDRo{Q|uO3v-^X{pPEgysXJ@Ci95t{nFGDrM6^6~oI1i^=>%@$p}=&!7Qv8Fp&md?Mbt4y`8 z=>&*e2*a>%0aoQPz=wf7kEh}= zgj*6GbT@)2R@P2+_k=94^55BeRhDRx$7zV<+4XxYkZ>_~xSeT7!V`Mz8vp)fQ!@*R zq7xu4c#o=PCSA}{m9Z^{i)2w>Dz5%i$%*=fE zyOB-Yc96C|j{u+3SHh#MGNwW-;P&bN9qrFA_CR2a-d> z_9Rv39%**>SN|FRYlST&b*_I2Ti5}=%*Pn%0F}JkB>%xm{yWv22d0BSwxjZf+m9;a z4DJDQm*tj8t${vo(HQMy?Y-2-WNOY!Nz!GrB{32_di+UZjhnJnkT$+N$*}*7BdpD{JqHgZM^8eLeOT;f@%1`PFRY4ur`~ zAssU=)@QquQkUqWefC7c7j5$$%8)V=B3YyySj!4tvs5+zmEtQm-e5-w9|1j; zWt4eK;eNXhKQj^=Hi2XRys-Z@6k;goMy#AZN86l()>$f46<>cQnv@BEf#~fRQ7qp> zX_*=N4ZdqjWBVLExyw{tO0_Ivz^G)WdS3E8zyq^#iFOXoU1c~pZZ(#@spFeQtd|>E z1fu4$AgXFGh2rbx$dI@GnIwXQPp57 z$D?*N63ZN}B;~l1PUM}_DuxM{VPH|%X}lz(QgjlS+;5XBb2tnvBXx`9Lw`?e-;+xt zy7A%E=ZVJiqW@7&;i%R5Yc1o@^w%=0!^|#Kw69s!FfAwe>U>g&6_3THRH4**Fqz@9 z{Jnz2pSDql(eUx?oW?P{Op4@-h_A!Nvu*d63Qe2*CS(g-_M+FQX^9~&4*@UIkJMP}O%v58LrEyof*#OMIc6Z$*Sg~FA^61qq`;e8?20M-Cc9FLY?zDd>I*K^3HC72zKF&9c3VPGj z66n8DXADUIwu5-MXwnvOs_lw#nV$p_(XPpo#9m{qdD3srzfGe%^>#c2(-uXyAKJEt zFi>WmMpRRPI+yN+e8xvWvIAo#fgF{~F8+*deA>;iFo`RT!^7QxcNK!!d29;&J5Ql= zgLLg!ebrw@c;+qZ`X_lVas-p#&8eZ32c0N#sY;!Ih(zqZk&MLG!|t3ukLdQ(13E36 z+!Ph<@>rfx_R$dem}RU!jcBKan#`*RV_VZUK_f6peB=~l%!8YWO~v99DD)Zf)~}bC zCyFAcp35hJ>1T$=4Nn#ddm8B(8*6*exe|lThB1G^IQ}?ljAXRT@eT~P)bIRqvdUVc zdEW>Gl3zldFvli|>hVz_|8@rKXlC^}zPRgAb*!IkA3lB$FnyQNB=py901`c8H>q}@ zP8&?AR>Y{iNKYR$d2Y5nleQJts<@r>10#5}yb~Y!wv1-78SfE1?aCW|KRGr~%EQX5 zhgooU>)WViSKsi=DUvA`6vllc0bAy@U5c#$+@xlmh>kbo1vxoQt!`Sr%9&Je#&R=( z*P^|wo6?%@pZ0}aUn}oXrHRhLHNBbzrAuhV)I>y8Q*@YHmAhTfk?hZO-_%uFSY8~# zIo3MvMygk@$*OFsO5+j}PQD1c(D!GV6*k9Zs1^e^f^O9yV?`%2$$E(sZB`D{rKC%s z6TLiW5k;Qz&cSrz1R~OZY!RVutv`a-Duxj{H4kc zkO<9Ze}{2$ftt-i-|fw7$j+P0^L&a0GFG6*^~(MOU}14(T{| zzGr^E2Cq&cm#XuDyu^BLlZT@&JG>(RVu?!pkF1sPu;$|zhF)4RVYLCAm!?9?)q+=J z(u1G3w0cDXGt}cM4UWn1D9&OG-@Pd;?se{LlD<5R5jo&xIC@b{}4ecGS z5L_w60G%aJ=Aff`w3A>1G1*`=KN_W;B3DK<2lmX(->{s?WjE@pMhK>(8CNOo}|ZdOFqI0u+Yex!`rZ9eCPdcdop_vIqr;%SqR8=J#5+g=hd^f zMM=~}JU_b+KU8H}A3eRguA!&#gw8>kDA^Zatzgo(B0wf)u2=;*fBVI{6N=;2m{%g%k^io*Vi$q zU8AZZGls8mFJr&?h)^p>RAMT#`zTQ+1x{0D_)Fa``k^X|u?$!^wHCb{k1ZD48d#-U zN)dSc_N`ujlz$02$E6QNmVS0j&|O5nKAjTwdj?E6ttJ0OC1|EDuFhsgcK=CD9E`2M za3H;$6m`Qb<_sl~)K()0@QE8@KOT!TLX9LlQR$b#-aZ#Lp} zq#@+UcwT^`#^FSI)ARM=Rv1u|k|pg@ zcX*jtX#%@c*6n(Kt8VJ*pf~GKojd^SKDa;aiJz%cwz>dzKrtDM^b^y&{OHkvPuPX; z^W*wm*zdz7o2ffvF-&vynJwqi#VQ}UdTnsR#F=uq@Vr%16=p)}V;DkHS5q&>yYK0)%%Ugt~U4O=$%;=-zHG&m>s9gJ4ga6tsDo^M%*fkT zLrR|&cSjTvg2e{R_^E1xytj8xRVPrM?DD0r(@#+T&VCtzCk(XRA1WosU(%}&VIX9a zvP8!}Q;d+ma|vQ1$ccdu=E5?0`1ygy3E?V<#iJpNvde%MRw9)`K0n zfrX@J8*I9@(x_NsQ2fK>0khCVu2#iQ88j8kFHO4mqEi(5O5;~C{6q3ozULvOgh}BD zaBblKX?q9>D|*jMTTOQ%V)Vy&Sim+O;y~tH$(5DmhR!uxNh6R}oFrT5Plu7XRzabA z7Ru>UJu=2I(ko-8R!+*F`{NiJs{5D=o`A;2)dx%=>2Ho9KQF#y9Uu`!;y(D}v`6ws znOo!pb5PUyQ)T^x_^F?*Utv4?EKY;-+OKQ{l?&Z@7pXXq=|`crOq;JhY3RK-QK2*b69x z=j@ZNQ{C7VnfN_&l-F_qA$bwWYg(awoFVkm1v2k?`oQrN_8Aj21^T#uT%?o(ZtPM$ zJz;9cx{e@T-<`=EkSu=G>X&qTnF7aQk4C$FqJ{4+eO_YI5ZTdTYh4R)v5r3va zwxjfL7zD>`VUf50Q0A+0rZ%PnINf^*yb+qgCA`0%6L+@>EZ8`N{CMk`KZoJ(Ii#KB4Ai-7Cw+G^w;Fbp8%;L8M9 z5Z6-vQipLTDEyGLy|?4V_>qrg;gV1fCUs}(m47jZG&3%*Vj%w&o(D_XkjkckF`fOi z*_tacBC1n|@F)lb&r&V7e1$ZW2Nrel9dx1gMtM7fBOO;v%z%^c!H~?zG)+>E=%r1b zq?WCYPpyw8k2Rzi#p)0b$VIN~g?KTFcDdgI6;ax6EkBs;DlL*`w>DAHu_^^miKqYF zbN8YBLdg0x%l2x1a-qISiHd(kgF9-qhnt8nYlapo!5$6AZKjRigsSc_Ma8>larm{I zo;C7@CsT!!yy4=a>vNO)*#S7vn;iEnINw+FhL*e&_N0)g_`|vmj8<`FghwZDefO4ykPT)4&@mc`#xp9E_zRchx;&zWl`q8+TL9aN#>2sV{DffZ7Lm$dQDi9+ zqvF`Kjg(UK5>&=Lc^M0ZKb$5*zi&m(cP&*Tn;BRtLm)78^44LdS?!K2l1w}eMej&J zc`ynu0omdMJYL?z?rz#x4>ve0CEb5p|FL8>UzE~v!H+M1fPveKVXS%2E5!x9;mK$h z{fU@q3D*8FlTBojZ8i1h35KC2>MzTS5TOnF0Cy&tTscSiwZ9Ur!_Ve(1414noP}(Z zH1U5Czlxn3KsXg5L0lQT(BBs%vo1vyfw9;>SYatS48#&dhBp{%<~WiCM<__X+v2IQ zFxqSz!~X*MRk5=ATfc2xqfs`A9#X;IURu3H>1|HNYDEqSx1_WYkk~Jp&S+9(t~*A|h{foAd9;^7P(v7tVGl|w z6h|v+(lOpijS&P2grZ6%P1<3-V%;!bVW7whz4p#? z5ybJ$ z`p^u7G)+RJZuhaG=}>$VI=OQSCW$$3e?F=H3DKE>$_m# zfY<|i?driZ%N4KACmAyNqPdknd@%zGkh9nI&pl>-)FcsvZnxC9(%IegRaOsMKnuN8 zSa~uB@$L>^vVOk9nvTmC8%?0dXk4) zsWH@s*PiYMi(#qJ(Uq>h9|S(o|4cB|&90(*zjAty=yb(h{z4ZlmF*FYvL>;c;!H)7 zGTeEhT^nmh%a#{bm`sErE=*-cB)box2s|$Z>7tzW1}=jD&CkKi)ydq8Up-9{VTM55 z%Dk;o1i7(7*nKf&1@&*3y1r3YEx4Y0P6Ml1F1;1@J0Qr_MQ?h6BJq<`;FzuvPg2zO z%VEh9>XgE&*T`B_Gg@2vxhEy^N{WIMhiJboprw^B^k$ONaGAir9@5Rp4MV~LFmtv_|nJe>s zs6iDvO+IVmrjJZnCQPZ5nkJ8MWv$Z)Af(0yE)c`&vSl-)4gR1pUh5 zRL$HkZ&}_Sk#Wb+XM>=F2}DmY`cCX=z}~=BfN}B z9S;YRX@qq#s2xsl{@)d$nc()0yhFQd6PWqkn$%ZAu08fg=`JX>!4ipkFt4W7WXHdP z^_eG2e;_Vv?1L$tAkpTy(TP~YwI9}8p0KE3XNm+HKru2iYr1wIhmJeW2cO1h^T#C7fBjEmw zYb){go?8!@JqDe|Z7JepR05BN_R#;$&~iZ58RssMz(*7)<_9;zxET*7#OG6;!O`*+>RNCVF*mT2wKs*QbN8O~tIytlo+p>Dr8 z8MX-_?fE+BMFY5R-HB8O12AMebHLCXJp>z-@QqYj8BE(+c%#<7zp>|MceMVS!4W2K z{#w-!2 zz#mVt#7lw#E?X-qOVW0sW{_8&mfWr0p~KV@21_gE%A@VKBx^Us;5 zy23+bqxTF)tFKgi)Mt63+oz)SP(&V@`0#63KLDRn#R7p>6z)z%4+QIE)xHwa6j+zwf|HGR0f%^2iIVif*h>q14u`_iJ`+4qPvp??LzR^KmXpOAOZ zL&M9Nb`E_Pf75SnbjjXty)^w5gHPm21Di}v8%auG?2p33En)v4AZ7J|q%P97X>{ro@)9tJP2v%^(bgRZ4|NAKQ4&$aCt zAs0Srn~3%xmB!zz?~R8V0-Ja|U@30&>P9lV`LFZTd3^;muFGx?a3q$XGbBTWxJi!G zrX2aAHdP#A@@jKTFy@IQ8umM4ZHZ#&(WO8C`goz0o!K9SEO@*eoj^IE`CG#88%T2B z@H2sL7Z!F00Y3}dhkHh!^gHR0j`z$jO;I1Nu{_=&uWBN!tn}VX@#9Y?m<&X+q?QX? z{?+5Xlp`q1HpnT=aLiNS+}vyyzPL@vxIC+%_bu28QWaLE7OxEI(}l=>u#n8FnW7-G z6C4TM<>=b0;ehnb1wWP9D)#5n&|B%~3S$670<0i`j{>mSWSkK-$tHPP#(7laskK>d z#{Bhp$GLZtt_5&ZF0@xP7}pGJY!>l5Y#o3HRV%GbW_{`_8NKCz{=kP@@X2|JoCk(E3~2)&1h+4oWiaRT=;2!S7rek^ z>;d<=JSvsx5G5S^rIgYl+QYO1OZ=M+bMn(hZggn!?d^_k7rh7FTYE`5Yy!aF8u%hevXi@_afbYCw8Bw>bEPh2KMj_omgfS)MJ*i7VpJYig8W zJ5;i!!hCHU6p6ZkAa`u4N13<6$N-2Y4z6Ja2n=jin+C+Z;E2k-rvAVhCIJb?n}-k@(l4=avQu$d zMW6utG4awq%M z)eAzTqzw;#fR5!H89IGXxhiPk3tL0YVZ)KQ(;WmpOzUs2xOMG0os>dky0>ATpHnTdE=F`qv^KpM5_IqNcagGp=d<9HRX}A=Pa|wKZ80+8> z3;ipoL`9X;tN%ir@|^JxM7^ji5qDyI*iLK})v=}HebvU!e&qd|Zb^Us<2H-o?{-o8 zC8N&%iMji2hWlhY7o$@k=ntV&j>r=7^@oY=5I>g=(DuompiytytLvlk4~_{9JnuhS}#6cz)}7!{V^L_ zUcEZ|tPMb-TL9YsR9Wf5Oos673UJ!Rt--=GH0_qpvELJIwv$*fF{?43y?+dUo^Gck zIB42_^IEAd*qLGw%&)t=7CRr*Q=ujDlJUdskD2x_q67Gv5%EP`tMl>&VpLT`!IAP) zLoy{xGdrVIaXGXE<5a!o8B=`k7%v%wlMma}P7SATwUkQ=-E{}!_bTI1-H-Z4m@yFr zK&Dt524a;G9uripW8W-(M2?-{#O|Bw+s8uiFZ=eG_zds9)I}|SVl?x1&Wcm|=iIR( zeV226CIygQxU!75?1UFe-OhRlHCK2kWafidajL1{tNN~r!;w#BsYhP0`m-lrp3a;h|_GA zlPhE`L%BMXe%{aOIWuM0j834hUo%J8Quu9T^O;i` zR041FL}JUNJ-Ze)ajvYOzVCSVnir$7uX8lQGCDSfry1;c$K%eY9X!+bz&=Y>K&CHs z0_E&G&{rM6yxr5LC(Nu0KKB{d_k5fk@wc-U7Bb@b2}@2ySbRs5&NmIxf$PBg8oe=~M|p{pf?`~rk}+9sAoOp8VR-am2Z^4)jmAS1 z{Y)}>8}x>$IRNV@fHmP|W!nA5l1k6ebWPEoh0I_9)(dtbXfNe{j2q5IbR4A7QzOt@ zx_uQZO%y-vLR1ag{%b zsYeCN)PF`IWr$E?j1|GsgLc)ce(q)ldWuMpo50k};5w~2j=dJEr%30px-!gkW#BzFz%r$JQ6F2_-p_QC6-#m#FIzk7xuJm;( zW6vB1Mz^nA!&AdX{l-Y6?&9d*bC71AvPX<_+uW8AQdbVbf^xY5VC}TdC3Zc+T0~j4 zJ9)_?UAq1bYp>mYzIq_TDD=JE$0<6XOc<#N)}!yCmaiI0lzo0;I_hcp{=V!IK=mJM zWnRtGf6?-7tn#xG{w<8F1brX9-R)42h}0E&io+e~}4JWQ+!UJ1i7?jeEMT$cxEAg$_n_3Qvq;mfu zGVX$sr(R~QO0Z2I>9#14L{Y@R6yFV;ngSgo|3O;93vW)sm$H5H$!KBWy=-G#Mhnh$ zp}+?o&M`3WFVb0$k61(iQ17vumq4i^n(J?R@wNTFw8Bg9z*3O}*1^Vf0!56P-aQFk z!!gY{B4=1y%&k>KwyY5<7U;JGS1{vvWH8%NrqX#!D0KWo;s%}lVlFRn=p%nSgC!eh z34gsbi`D312|vSrJP_oG;uUtXL&{pmT<)d2C>C`6LObxhf?2`_m}3+V_6Uyojz3i8 z1^3v`*e8@GhM-t>9E5=N0sR!a=4H_5k8A$O2V`TSa`k!UiH*qTQY z9B5v?j#lbG{&ss7CKoj&FuNACYb$(kwG@3+!uGT==*oBv=o^| z!=>SVm(Ua+qDKA2DZx8C(OBlzk*8`2^)mB2HJgWjKbP}0k2IkqfbA)e(mPy9hGzKR zPHm9ni!^cuwvZ~QX4TKovaEh{T1fjO4M!}(y#ckA3;V@Cf+>%3vn(fmGZeqXMMNp) zSP};74wf#a86^BJ(j7Z$E*<`E1hO+$o`|r=t$o{d1xT$yrBk+@S+ms2+ zhZm%Jvxhhhix(t{P0_u)Er4<_%fbns?388SAIs-}MqAon&h8;c* zlD(|eBw+$$X>Z_$l1p%G;~^gMX9p&T`irU3P$gt|+fu3>VPS*0?S&8g5|&xwc1SOd zSw;v%T!TIid9knUvF`#FbLLz$3GmW^iZ2~urTHlvg$OL_#2hVJ7oEsg@>%c~hJ7DXUisoxVtFiOh#V{c$ymo>_JsTX(! zd8PdkO8fYI(1&kqbEFWN{dObM*FxsR#>JmI&e>lMlmRjLSA!B}_&M`Ew4QN!%ncA zk;=Uap_owxAJDv1l&v8fy- z2E+s1%2 zx~mWWUj6#4jvfgV#r_kW<_~0|RN2G-dwl#~rhp@r6#WYgBo`Ym+kYQjb_lj4?DIK) z_(=SsH>qik3y+OBE<5>wdUj&fzMz}nPADkmeD~U$903Wd`A2&nPjF5F9F8QOyIbDx zc_;+r_d0m?xdht!@bNe$gGATI@qWI4bRg^8!FFeTpLVF$~V}o*e+Otq1*f)b^0t9hj_XAQau{Ad0$U|{K!?Z7~h8)OwgwbCdvUb{tFbBmb$ zdKi4V_*4uW>3@tR3P!SbybU zA*xcb>>-15B^Ls;$?w<#t(XVB4nwY6r94`>S@1~|NEYVF?$OAm66&_?2>T?}wcY-p zrhX?!Dx{`xR4_Dy`X9F5F*?#{ix!P-+crD4?R0G0PAax-+qOHl)3I%{lbdtSd%y1e zSz}av-&$+VwQG#M_nK2?4Yr~eMb(SK@9VWTIjZKZ#YUjd@H=u&w)nP-qRXU!JUXY~ zkIwb$%HzMM-yx3VjWj(U)w4*o6-~9#sYpt929Lv9GbS2|e*os^Ie$53@3b16?B|>& z1r>dR2tsQI*qvAq4A=dtIBQuBW`VxIGJJ>Ci1Ev)&*IUg3^N>^bTI5zeAN(?i6&T% z2BAdZ@Ac^q1#0Uio+#FX$*5LixzNk$B=+~wbXhA@IMlNutI5JxGRb(=tZcm;g&P_E zpd#ySj49qFeF45?wG}zUNewqTnLY7Pp*XfD=$f^WIEVz1!9;CoNm!Lvo_kK|3vt7= zN*-#(QUDRGqUh+F_(-M^=X>Imk&0-@fdS?6@O8Pi~;MwWSMUQZk0*RGVbdA+2#PnnLssU`kwg-qHiD5p14#;%DP{ zL<{tOZ9p^fsaXe2n88KBwc@22pU)uemPExVUge>N0N0*IX2a&D6RdK zTWz#TPYU5_D&akPCYR6)3v1hOo3g+<5pz3Fa)42g6<#_e4s+@`_ZBV+sx-DsC^PZ- zA$5UC=HcqVQlgj`5%MRVS>7A93R8nu(mK$;2rN)*LT?)tT*T^KVCg&9Sn7w@KM50kWlN0Tk8UZCQgow$mcn)xJdxCkH{Gx zrwv7BGs028J4qmes?|PNOrCAlzC-qR@x|pM1Z8LoO$~UtVSg+FVNXQ;X@M4^uBlH< zS3h@kbZ%wWDH7lBh?Qn{-Gc}}{6Sz506+~A)1t`#h8%?kl~sQ)rchP}1LzqY0x~yD zGTT)B-H~M&*rpfowwIe}MU=&pG!+O3OPCD(PlA~U92%kEVo#idfrQHHA<8X4bA!!G zG)(%rx8j(o{_A&w{5;4v7KnLqAU`` zA=UUk1d)=4kz>3Ek+|GdBnjO>7(kwtqpb|fjardd6_W~B5By?cVRvLuR}-hKd)@Kn z7wMs{uFI^Kg+f%n3ll8k#A_l1d%>oFwgI-OWJ$C~OvHCx&nDY0GD`gl-Bm`eE*1!IXpSc)D(GeGj15Sa*E zGOB`rK2u-WJMk=>C8~LCVrm~cg*t1`ZlQBYViLJ7rcFDt%s{~9wPy*-k+>i7w!m&0 zNZ-h?^+wodV#EECMMzL6NZf99u)i5^VWIa?PA-12ztd!RMkHA8#{QO3?5{ot)X`Ha z54pcHET`_E6kb4)ZSa{E2>|VuvU^<3)f&aYU0m&4n!9jK2b#gR)74W)h6vqrHwRyQEq1y|I zV^h&+ecd$kMyaLLgm@CIZkv4CDs1-v6pzq%@HwWhL&@xUdIabpho=Dnn6p>kZQUHH zs5{k)2Aq?OJLl#NI4-YJK0|qj@>Ls-uMY*hj~D+84Kye!FK6tc@itBymYtG?6T1+P z2CA4R;XnKaQo5exz(ffkcd@53I6iU6rrME#Np1A?R^>`*%A!Q^E`f1kpQCLbFDt3n zmRjByUk6B2Ux1vBD~FDaLUv}>e0jYb_i~%>B`1FiA?US;>yCOX@q(VJ#ul~k;zszu zLL_S2f?{PLhC_N=w}av;ecKw*ZCnQB|m6DC&QN&vZgWaU=GbC;)n;wWsfiSZf)HL? zM*qaMTL2n#PaizL(?);=BdgNtNcw>vcJ?angTni`ZUM6vK-7-QMIYBmG$wBOwya%6 zZ5F;Ao<(Rq)kyIQ@gq2?4Gn~la@kpl7X{4g-2tNCd^tvigb+DcW!i`2C_ti>r9IV@Rp^Ie)uHD-*I*w#?r&!s-ZNJ)Jm`dIC^O z?u>j{nm;CnJ<>BlC8mYTRA9S??jHx;1AjW-4@f3}?No5I?MsNQ3x2J7lIXEY7a{iQe7V$sjh1b6YC~#@A-V{9_ zQg=r=$~onHAw{+gFqwZ=pec-S2JgT0Z;0HH+RYTavbqCNJ(m9`NTtjL2trr2E+q~< zagDvw%DvF-sDs1#wB`H>lgU&iRzoNugj3nBk?cNZ8sD=DsXFvY-$J+jTr_P^A0lsW zOpYU+>k;Bu!|T<7t9`%~0W)R8v*%w4d0vQ*j{)0d6KFSsg2@X<`yG*!Np=ipGQ3eB z1}28#4!pUax`Dg>)D0BWPTnZ+r)=ZT|0~=3G_2XWtNfn+qP_1;h9B!ALq3f}soZGF zPVU99ng*m3gZWB%5*OwuXSlO|SX-R4_h$BR#}9-DfM#R2U3iZ$$66KHziv3F+gu$W ze%FQso=!)F#kYodLi}HakM*ed1sY^cj*m}_yckNyZQ>lE*n1c}BXPI`;#m@mt0%{V zp3&)iqJ9)8_b0hp3Cytxc|5yUiFrS9CgxFI15I=V{r4^7vtz6byDbcNZ<$AnFS%Mj z$3*!Lhb%B#^=2+OZ1+DHPS8>Rj~)6__k2K*GkCP2Uzl(!1kDw2<==Es0y3FhuQyo zxnrSxmw(%z;VX9eOK$}(rC9e-fB~Qq`89e!Z#;j3c~72y&B_?>PySEnMsvU%l+33Q zJpOR5a|qqQH@*;ZxP<9XhOeI=9(hc5%_o$3kS)xydlC4zZg)feSxFxIL->L?{1%Yg z{_b!JP~sqaUT)Z*!`4cCV=--oq4Ec-N;zH|PSody!8Lf`FWh&*+JuR$H2?*EbZcWg zGDy9!HU)&ob}ku&>^9IC`?$3qe&UlrnheDv=MZ7pzh!+AQ#~{WjtaC5{q=tRME`q$ zi5=D-IQB_gzrTXbHAr)BirD?mH`Y$+gIL|4p_AX|WBLx#z6!Cd(=@gar4+_S!;Uyf z&8nDi`D(PK&5zCPgyA5_46rHI!sD_JK4C*$Arx-rCRb3|$I{RfyLsVCA}ml1G1(k< zPO-v0z$)nk-DW7^-aRHO@!ChoN8$Z%rs2xy+$_=O$>-N`2!aXEOw48X_oxNNuQ9a8 zuj81a>sX_=8$T$%+Ww&U>Gp#n0Pnvj2Jd*_>7B;z$OAYZIR=fY^MN{!@CWT*(wK$&Ah^)URo%Ss-WQaPv!Y?G~x#;jXxCqV@;S`-Rq5 zdFr-#$_`#`KVu&kj;oHHwnXMw!-pSm8s2`u`TO|;PV4_dhRXWrZ+6Dd3geKQ2BrY$ z^%1*6O!Jmiz&K{=#3HTqO5d#U!6pvfUl79F<#{MrkU*JXR@^y<<#6Q|j^lqLejnl~ zm@I8^<)Xm79M)fHCYI4N<(hkXnN!5{=nX^Vp}XX!kt#Vt3n$Z9X%*sA-}t69_TEF7 zsf-ko(<)I|Y@m!SJv;pyJhvvdAkYU~{?qd~H$-U8Hs|z8m)Q)k0HKaoy3`kA|xS)~awQp({OpV*)*1;j^b41vnur$6VB4eDq!^V=wpP%D=lRiuL|Nih7h5vv>A?;^NPvo|G+PIP4M@(BWXNk-F5$L zWQ0*sNN1VgT&p~}$KS+R^+$<`LDfezv(epPQwQ*rpSF;d))x2A4i_!x?-h+3$`cvOd&q*jS-QEH_}8E@_02=i8K>m6IhkhTmPI9K11 zDY@B-G;P1B^P?=T!>j{d90R5*G!C<$#vjb7jSGrZA6G`$7Ha}4POXL9x}YH7inAFi zW)i585XPmu%b6_;)Y8cd4bN z7>U9D%xv6F;XU&mzB4Vfao=9p2*O}!_7sk$WlX8@|4P6-B6$Ivn*qyBAZgYLK!H;g zR@mKQOmrIPY7cR@YDhuG;z1qZqdYj&NHO;`!em1c7pSphC3@T+s38>{6HYn^caW*U zP)tb^1lnfEpdW7Hf}Lf6y%tNu%yql#irabI#~=G{9IpdNvaL~G*A`sEzdCL#yu(qF zYgmjUuC$W+)j>sPYJx1~eY8+arhdRy~%?YZR(i2Sg&|s)C+P z$tCLaE?09@ZR=Aj9WOPTjInOCNPo$-(l$eom4UBN7ApdPQWZN}PP$TJP&%eAR(aLZu(8Nz9vlLgFd{6tM6vlo~Abb*&*!d=OX=GubkZ1Rfu zE6FO~bGaA5;!M84y@_dOE*AKPG@^H&K>Ayn{+c$SL!C|;QHaQrx2b0E#(8Z;?T-ef zCoZ}?TdCP@TLN#64NI?z*d*|J^s)8ZE^a~KhXFvF3hDDw-6d5#bZF02-=!)RJR?}^ zj8kS@RC`1U-*9!bE&4{LXy|xxU*KAah`ldFkj5S`Pi>T!wC_UnY4^H>)VNU0#2TSg z6Ku@>B!>gxF-j%PTx9yY;tV32iU1;9tcyUherwoju(4Z~o?{EM5j&T}Z2+RjDC)&! z(ZXL+^V|v*)P&Dpo`F85Ohqmu-D0>C`PzXeBUjfGcVuPA*oP%EO;)-K%a;7Z$)$iy ze<}vBLjaCo6jnaBL;~j<1aw`P{R#g`=Mm+WPt1?|j9=xHlFtla-rexRQf_Km_P4x_ zQi?_Uv~2+<)HET%TB$shMA;6JRC?5*0H4l}w1)LJm=yF8ES%!uh*8JVZQ*obD_DFf z`iEC{?&(o9V}ep&Yo8lNy}~ZL&xmV|PQ3(xekoN-xhP*p)?nx>mL`{+Toz?|nX#?P z!Fc()7H&@+UY=`+bcOA*O&gc(x zxed&I2IJQ6?9D@4s0@aJ_K-G10xw*E2;p{et#yc&j!sqq?PupFhXK}Vyjd|9d52-3k9IX!JtmOk1ynvw~^ZDPbE7RIM-%Ciy z)+aed%mVDD4Pww|wFJl?E$8!$$&O#O$<wkR&#@%I&drflk8=%Jf=jEkwR7@Akz5*WO zCO2*h$Q1Ms5WnOme7+;d|C$uD3!cSI>JJ_O!oEJC{l5G+&dLE$a*aM>*{5&#od8ykJTH15nvZ7BKwo>!ImF=tEq{&j!e&7_+| zTMnc*-fj%sD7*&jtbg98*#o>j?rl?m*j`dxC=n~7PcO*-F+LV^y`c0iWXeP&Y31rZ z{9$PWqZr6XBdMV%nr2RK57gYlFj$ylH-nW`*ULxE)RZus7EB@;yTghqjg+lMV+dFkvkQM#ZE z9nJO)DstWm_Z`uA13a?jJU2 zsH5&h{|Jz+|5XRdmu0>X5ibb*Q;#3AMLb`gf9tv}2!7Pb0+@v@(5^O!cA<3(jGIgm zC{N6l7GxXHuY8Gwk}p6rxMBQml{5#mF<+eYK#)C2Or1iJ@>ow+N6qhg{oNH|%4QVE zEoQ~zZ7~!0#U)F%TX4u2@qm~T=RL4$rg?Ml+%bP;q782Pct@aB?m!UIM#5*e`!qsW zM51IRpp;H5gmSARMvP44?F{<6-%NSWAjI)bUF|4lG_A0GfMmeV9kUuZ&Z!rWav)DF z-g2W`V=C)TWuOLcS}9#+(rBGBm;>c(ye~8NtK=-&d917N{I3Pt=u(_3;~eM4&zS)oLyH5ZbD;08JM_s#@=(8dIIQSEIzupvDb|}M2vUc7?LetRu%b)r zcPT+S2zj?`-$_8*qY6W=bRNr_E^d!~76hQC2p}IoKV@4qNHD{xW{8(<6PDEfri4D? zkE;~5tJtx%WLWWoMv6v|l_-CHY?G0>bPegkAnvG3P0)JPGFl`FsQp}l4GvyEzjoDD zad)4`FGC~&`6|tHh4kC1c{h}KU+>~&Qsb(| z(V0gKc%dO2n3945OPGPQLs%2t&sJk%fE$vdUP-bx3@!R>NnY-1tzTXALVK;LfrKk^ z&SYg2!OT%=9x;XD$Q+j-#A7*lXqb@4S=&^UKNt8g5RAdSPkE7{zXQ{T-@V($eE3fX za=Uu21LkUd0xUlz{TgC%;sf%gt}kZ9WZK;s_HXM`1ysj$cM(n zf58D2lrej43;?Z?)%(L)zF_jf!45gB3u&a!Z!n0{6e%vt+|)i z92RS&pJ|~LIuIcQkQPYh9*s13`O+!<4H4r}lnexMLW*))_wo!~mJzTX=gyXPG(1%N zu!rA9OXA{@L98WN0Q(?ED03+g!Q#{|r92oTiO{=WcDmEy{;;Bf$U$jW^UtI3^}*n0 z1QdH}lkkm}I_i%1mse`-$_S<$0CF%;<`B{ZD-Z7n-_a;f=~BJ`ox;DIm(jy>1SudH zWjljdQMu1U&p2FsKx>C*$p_D#kHEy z0mbwY3VWni*|~q7twd8d7Ws#*D8vxB0WUN^-f9K4^a?g|S^eJ)Avm_xwc*%=PV(3T z#+knG;K1tgr2F(woUJTc1l}`?yr-JV?f#l&85252CA51b>bE%Nn5p*ZHCR}M6@@2Den({^yn~`HqK-^0932Mq&HE}s>qe;2_fVkc? zdlcAHv=NBoXsd?iY{BvLOPIhji-xB;8u@QX+l=S#de>4@l&kd-jT?1}*mjhk zF)|(8Z~|-!o`8SpN`HU01+3@mvYRoL8F`!x2JmYK%kzsQ#8-E%LQ}ATby3ZXM+F&j zWlp%ftHm*jE>jg5vwvLWn}aZH0Qu~-NG3ysn<7{x4yYP}QT+I)Y!)tS2@u|}aF~?+ z6PWmx@JH-%`I95Sn*F?K@*xrawNQT(M>iMJI|v;eTy0E?MgSpzlPF?K+}V`NgK-`x2#FO@J?(4_cqjj=7-4OBc4K|~WaX%4=jNA4R!l3(XelAALLs_(1b>9Ct0Oq| z<2&mU$vomY^CK!f{Z&<{U!%gOdXEJ8OjG9+tun*fsW&#Qa*tYHA-;Yt^0d>NDe7{$ zuL0Q604y0T!kW^)X=mCvfKC0npky5N%FA1+W;wIR!{*GvD04;BE0unNPl+Zqers$( zHB-w5^kYPtktNF%#}o%=Rlee0boDE_mnl;DGr4zq3S~rvA~h*QQctsLNw(QguUsqR zA4H04#rMy@Pl@;aNq*#)CMS>)G2E@gyxxcyp$|hp3O6(aGC`;fU_^hXmw#EDUR#An zuBg@a5i#76XwVR8FIYDW>BV3^?-uprHg57}E+oWH=9Qi>F&yk~Hkb!SKK)BP5=f3f zlc1jC(Ll-GpObklWAlmZ4FQo!L-p50a+Af zTRP8Yk_&p6d+xdqh($;rf(pu~-gGAU4C#W{`v&P5tT_cA$(wt7NA~(Ms6cQ>_P!Nm ze?2P{J=AffL5?EXx`kBKnG6Y|#^CF)=^p?uFq!<453tPCB$tqltKBou$g_=JXOyv% zfg6(XdA&4w!QuN6TbH*ae_@NLm4iz-1wD+Fbb*|bLh&U5e2RhmI0l3CD51bNa8mL# zxzNrhAtX#5iWche^T%J)mD5{3!<`9F$PZ=`7x!;GFT@a=Qv5OdYwFHtQN$?4x`h~j zLSiCf=KKd?{ys^OuL4Q>=#(g!Pa)o~5wtzPf40rOpmIr&~NV$roB`zmzKe+?+K`T@-V$4~#wzEEj^x^HliTtqv z?400@GgG|N~tAUSVrb23Gfiu2`Y~MyUyLe(ysY8tdjF0oY)*S+lNxq$$`9CX5^b(< zGyA1Na2_qeX#;Ex!{0q~*O9Ll3!M`0xe(tAX-5nI*_%kye<%{wRhn`tvIvAk4Dx26 z%C08XkQ>>0uQ5g0jl(GVOGc8!%W7SIQX4z@PioCSsX_nnlSJjesX-C5--XksEZk-F z6_0=xpJ-LB4`DfaS_E*(;LQZ}HQrzWKK1iCgz=g)Ig?^Ir|=|r|77Wm-kv-| z)W_0oh}_?`ZGD~92JmI&5+>4T)F2=}!^Jckb`~|XOujM8f&2X`#p(3>#|<~vty_BI z%1^+8*0hF51>Hm=5xKpX&mErED~)Lz=FxuoSTu&4s)-90 zZtCBzbHD5)Osv9Mgm|99T5bb*<=;QKFHQdU z!NR(Z%n`pzJFlbzOnR1<2=51T9U0gTl3Y$0@>VEDp!R+`7uxWrbA>&AI@jXAor^3S z-cWWDg9g~nOB_t~@11UnupXC6=6WOViAk0~jUIhHkN7^Zmyxyyu74wsJ#qyB4bk?1 z)^R&G)L$5a+T$0#_IG&c&nDe8AIuAJMEeg0M4Nv*FIx@`TF(W2X^rqo}R zRUs)<5z*@(q)1kO*6XnxC;)Q8|9&^7$+3s7qI&pf&3JJod94E}$9Q`Qpb6s$-%5?u zN`RepTYHGD#kQZ_z!1hdw8Ubo9e!jf_Pd5?-SzhjzR^~EUgPsVv(5BX7-nT#AZRY> z-3*Q4tQ&BvfqVS8_sq^1;tK%ZE-Cu7Irhdw*k&TCPS1A!?&5%p7mxe-L>Fv?E0coD z0e4B<;QOba7Qe!5SCbd;4oiW-kV-9`s(`W~czID$zn`?Nq0HVwlP2ogHhI}@7o57| z$+c38YoT7Zx{HdsRz2=Oh*K_!WVzNo_@XZVSBHF~*BwG;eEJ_nhpNw(X-U!LCk=z} zO;c;K98Ty##So@b{|)KOFZ=cy+v5)DiM+ymLD&27i_CG-m!I`-XFCpcyArzGBC2g` z%%^@lUT)*p@m;Y~oc&;z^xiWOt~6g~hyqNPgR^|Kgr|e&RY; z$RR&9bSS5;!;c>H_xkE_V>?lkrD2Gl72;s2yOiVuk)1{2&yah^&^;Fl-8DDYY&=0L+;)<^yDT=IcG0xrd#o2DrovBl++*s^7be43^0j8IV9G0t5eY%n;{UOX%}`F z?vd$ruN6#zC8p(XrLnsCsbDmzL&PcCtG&$(2J}LJ%`&#N>}Z^9c(1LQ)J4p?<&Ewb z1|ucApbOO!#mq|S6h>;*VBNuXAJ7uN*zzH#Yj34cW z5acM50rtcho@WhUTu>OL8NX}e$Z0SSP}A&FR1XvT6l--ts}`37622e}S7wi7t|@Lz zdofc12j~WFje1XzqsQx5MgH51wcM>fUFHi$Sd3X;5n}DP9ETG~wOPM3Ldgg0z$M|yOy6d~Q&83OuGdJ9>)9i8p zF-{6CGL@>ksu71UWH=Q9J?t{v|8g@FZFRxxB8zh5z9?-eyT^>#u^2S12pIOOup|)+ zuh@H}igefsuNFxs%isAk-3#9%K*BNqX1-hviPDG-?uxof5sx%#!XHH)<7#ixgke>q zfX{0xjjN5VNm35t@6mGM8a`*(u}BpFMtElv^BXREo_bp*9bFgh8;1GRJ5wKrK3r5k z45?La6t3w**!-NHyi&0H?+VxX+<8tmGL6k@YVvwO2B9kTv~g>fODjaUr99rZ1dx?tR;3Rwb((s2lS`5A@`~tY~Oo&$U5~@=46gp0%aoY@_gJnjp<2a5G&;no#GY^=)lY3m#3^zKM%{61`T^nwy)q zF=1Q7-pbw!+ujSwvhcFtUr`U=}WCt!h5l+Zasu~+G>h3=s)I- zVM3i&9F-_Q?NAQ8g-lNKDRuTIk#>=u`syy{Nq*WQ_bANt^-8vD2erO{wKf8fUEkv_ z=z}vACr?8^t^0~Na&hNP=l&0QzV@`cge9lVPMB6boJ<1hS{WxMvX`g~POGdc@A8L< zV3#XvWFhql(>t^v@aI@^8TGNmWCuOQNZ)%hVUHVnJ0rEJ8_O(BwYo+t#OR>(fo0PU z?Jm0C6s-y_Fz1XkIO^sA!u#He0f!pd&R*Dn2Q!~+mWBdNw!v~?vMU3pHzVlW+R#0W z2T$x4LfYZ}x7mYbkUZi?0B3eI7<@`)JUquvhvh0i;2d* zv~eh{!i&K*b6&)Tw2#}tw$Bhy#Bpu}8uyH?4!F|Po^p}&qjXpxRh#t9rN zTNC%8in5Z4hqCs7wuqm*Dx&SB6;;b(R|^lKWf9po(+hHl2(Pe#UB|jTmackCP4#7R zrnE%nRU`(Qs(DSu&p8(G3YRe?Z*z*3Lve(~?5kYY*jQ%oEm~PE7PheaGon0wLCuHK zuFNzt`An?Xi#pf~qVB|q#9pH(^4XM4-338g&eNGvNS>#FHn$92C610m!}~&=@x62} zhBi9KwNmt4ff|^aL=)D@nC>l`dp%?w2LR5AQR>&r;ZR`)E@%O$dL+yX9+s|X%5rAAOZP@70tOOmH;y~SuL1_%Rlh{`v6EkK0+XvchT`jD^FH_3CrQb!7p9g>G;g0NC?a*R((k9t>xKE&ZXgLS@=ixE2+NY$jE7 zxc=1+mJBa@We#5rM4Xdiktz8Q;rSsPfcJ$V~nWM`qs`oX{w|c`&$BH(#TDFdH zmo5_IqKH-qucr(xr{GMVdsMWHl=P_ch9_8*44t++#xPFYGf@FtdHap$WQWtV_Sc7u zhv5u`L2`5olX+#Gcovyd@sEGrSLP_r{sNEs#Od^jP8HFLj~U9 z-K9+4kra52%NxQ7eN>=l|NJ{ay%3p4aqgJi{ro!^a9Ap!k|*%}{NZ@4%wp@4)8QWr z;&D4`ub(1oT*Bg!jLbJ-UKpe8sBozKRrye?TptozyED8(+}dkOohbphsw1)AEz#LC zpSZjk3&6~1r%U=3SsceHpJlFFR-MkVKkZl#Zl}2C>TjC(uD)dI!5*dv_M>gd9xfEF z)UF=TQo(_XcYwfEK_jlm>5HM1F8q-YV()??h@VCkNGlv)&>Rcc>GfUaZ^fX9C8c5Z z+c%q{nw~_9t)*ssQ2+qWHfgG&{EV+lLZ(rWd`7aXSEnR3%{OGAmx_|cGYd^@!!N5m ze>=0+w(h5C^ zscOjxqHOrgCuH9+P!)eE!hTzvFL9s|D3!axOI0omyvt0U>Yf5b2t6g4EJa*Sz%*F6RU+x70kO-5_(H1bkKX8dKmVKom%r5ET2~u2>4iWo#<@p6(H$XBho1 zR)bW}IL066o)bQaq$W&rjGYSZGWPbq`iCNPExegr8f3&(J5|BdrS-TdZ-FlMp`VXLSqK89Fi6JnXvwmbAD zVua5z6c2826pn+u^UV?ImHYmpO!^d;rKLqp~9i+pqtDWBx!ia<=CfI;bp18TR> zY_eyWQnbyX=v)3Q?#(=P_gRr`Lc?sD~I#teR%u{t$XY7J6?AS}UdamS& ze5npjb#qmL>}H{lk+8%;fvkdGrtV5Tl8PDUxtj!3_M}HAW3cx)yh2mXLkcV}1GD3X+AVjk&VapRw?YA`YjF+1=ET-q|w-Du<&a%#yAS>$%V7Mw*}+JloZmie@t zO^yt>yw81%=!Az#aP3Q{#x*O!&A5YPDF;gZ_JRW_4GlpxdAP=sUyXrA-u@I4~l~ zHI9Xu$S{`GOJl#|{GNh=!353S}0jWAv?7ieRh{gP<`U)!1S%SaXvVw5#JG%ym|iMWFDjXMYO$7Bg$ z=`+jgESMelAVuglJ?AJp=vDrG#8kf=Y@A6~4Z0c~K1=x8g+B|?&FHhYAtNsGjWA2pip z(1ZB}dfBM!nN}HR3-82z4FfKK`jq`oqg-OZqRAP{Sr;tDl$OnOH*$~@UX=C;Y>x-$pt?|L z`BE@F49So2VEu1M5b8XYqy(x4J`_Y`TCFoC6kV|VIYw$c=s(@;x{=8;7)&herSs#L zhe3j}nuLmh)%-2{5^1{t3zDN{OIRq7UsiF^=9<7RD1(}}$4oP1R}UF-JyAqNzZWE4 zLxCdGAm5~sF^4vRds%93H=uXmn-YPQ_ed|%WEUf$dBPwXS9{4h*F|?>pSNO$WJ-%O zqRG%Ge;W&zw;M?}KhJV-{f=Hmb@4qE7YF{93GMf~x!w zZP-<$ICh6o8e8?Exj9#~IF`^A`6r~fB^LWS8auBW;c@BI11~x_Ea?OpYcV`HjtA#T zFUN*N7o+i0f3MMTy(X$xtIG1+be2SLad$N8<&+zUHVyMKuV{ASgqa??ch01up=u38 zjO$-F<$FMX_hrcg>Y3C~1%GLce%6)3y_mmDP)<&={rz~t?_T42fnDBt;C(e#t3%~S>Ax%Fg)zB)Hd#7dBEZ;hsF`TM2xw=yeRPa`@e03J>|I;4+LX2bS3Xw=6L zar{#!q@`iS_#T61zP3n-mL@yp9$ymdh$u!~q(SG3Oexv@8BGr6Gm5Z-wyad5?%XB= zbf^uISl`$VReCs!sd?6_f@N=(Km;>c>UAYu5_D9v<-lwD^%8P$ewa6mG?aPza_pdJ z<`R7!lO!t_fV-*Pv>iJjBtf=4_r!|9KL|Zvl75I&Yma-wgC7%#*lvyxJK_)`F~1|B zno>71f=I$|vP0s45`A$&{&m^dH-I1~Qc9dn%u+POV&}Xg*v`X)rgfLlxu1xLI3i+U z3Oc{!z{C?uuoh=hMNn|P4g{$4<&mspuEWCf-X~QFu$N=AdhQ0r0Z`%ali_Joy+{I| zM>&%IrhHzOnLIMhx`xUP+$YO52_{?DJ})`2+;4tvE_l(>i|DW&-E`+k7L@5gV`Pab zQRd&+^o=g?D6Xp|1ao4*^idTIC|z%;dTO`YXRz6^?8&a3vY}J?9IMgyaA+#sdj6d6 zW-hP>ILt9?_&*rkH^LewB#+l^&XgCInw4QcFgZwryVee?%jai~ic6`bw4Mqj&@GArkgq?7*?7&WKJJ#0@U0Wr)@-09lwqO5 z6pQhZ`ZnfY~0KumvS)OVv|s!nI&+PHzrtQ9=xiZnY3afR5OKCzX8Ip7vamYnI<&_C{y;R)?V& z2+L!r{Q`Oi)PI@Jjs|YVa{LIU21N_)1oQZ$`pu7;4VD$np6w}VP&B@Syau;y%m zT@OL^I#Ym-npyE_$76AIXh9F_L=tfw>)#Z;e{ysH;F~95(o4($u7n;YIeDgob6zK6i~2rZftAXcDcpufomtF>EQo>M zFI$*9?>H&N3G>~l#1R`isKoWlfuk!ZEqB4a%7!fru}<7LeH}|zzhBj}Iz$9cVpt5! z!SD~?{&iZM^?O9)aTzf;N2Nj_<8$Ir{3QbNB~5MCg?O=+O^B^Gvp| z%YuzY$_Y79>B%1$WX+sJ%hD%5+vitxN>9q|B*gV2uMKbGV1<8$*@$*pi?|&)%8&62 z-YAX{m^dqq^(um587VCE!#>KxuJK+|zwcG|e?P=;&3gKcUrE+G-Tk#mAA20E*A=my zy)*dBP|#YY21>{uztw^i?(nb+qP}nc6E|Y(y?tj6?JSo>DYG1wr$(& z_~x85?tQv1d(=aXG3VO<{8rV*od1IfR;+lVK;-o`t|j59rmKI4d~l*go6C(?MTCsL$7TqBS}Hp*Z{KO`Ux?=L#L$ zW@h!@nU7)hWBAZMK`xKTbsPYpzHNk>X#r&IM)p5YoeQC2+RuYGKNN9V2^dfBp|g4p z(tZG+!x3u(m|6fcI$v%AZF~-K52k)b?ct3|4Oxn~MYkUv%BfW~xSk~~9O-xKDcjZW zPlxU@0JOrdEhYRUt}IV>*1$>dN^}20D9;mX04oa7vHt<6SEz_n+@vIl=N~AP1*QKM zCa5eS=MG<-z&nWwKl&cxy%rl^Fdt&Q>EgDW&5b?FT@O|R; zy;*EEmDtO;%=u1STAi0_V^BLPdYHG>$$yJf2iL?IwOXeXbRZz{KPOn#K@!r;_rzh4 zU@$oXMR1Z)N4CVfxHCoRfWb~sotgOLqBq?u%_Z-aVJeB8LHs(H-OZ2m;O7P~JhkdJ zlA8@b*4g10q*J_=edLI2qwNQH82Wz^Ki-KkFgX?nNNO>N>J-W;%bi1KbDML=o=T!Ng2DsrAvlD3xwE|n zvp*D`kKz~y8p`SZB?ow91+sp#-)qiDYai&03rX z929YeH_JS5ZKm>!j5q#!^JJfh{7MXm*GrWd8 z!*6mKWW!Yd1kdTeo<#zVVjc_{N+3=^JmG)4ar;=du3Shd^N7u@}g`f*Dl>gz$m_u|vdOdIO9q zO9%T!6N^mvY|aYa?2+AhocYU?^nSNcQ8>nnC#gA#ss z@1wN-Z=+2|U8Ngdji5Ysz8}|k5x4sh(W94v4s7=%(oqWYqh4DVFx0CNDPXmEbeoy|LSOwops@+?@By0{0IppE>kS z$!0+>eWvD=*z|ZrV5$+o{*v-JwMI*@P>4jQ+f}2}MYe~Iv8h)-fhnPl3gNgJH)Rogq@Zoha<)S&r~s_LcwM9C$D&3ugXvM3-@jr#yACj1 zcxa)u9~^nH8h!**4m;iFJHJ3Y2>A+A(S4kyA4lVf}R{KefYW9IFQ3hxFOFLsS?^S zQ)8J|a1Pb!P#y~#Y`cRTgTJ~(1j>gpv-_jkvbp*XK0STY>eTrJ!_O=w(7rekV5-&*DsO16f?hOxr+lZ0G)GU8 zf|h5zT>-hQh&yOU@_HS-R+&}u-+9o3TbfR*g{F_9a}USPs&@=n6V~5yuu%+xV}Bj4 zk>(N81g>lQps1P(Qx}ipvK)zo+etR8k(` ziJskpt*2)YK)n2Pn5?3D)P>?L+R$>$0=^dSt&kO&M;aeQ<}Bla`c=rMWg?QI-NAeL zKw@Icwzl!{0mnwgf=hlKEo}u(nhAT z>a^kqvup=BSDMX3tVPzk5-HI(>qRl5-74U7Alan&EnHFw_-3 zjmJG@CTa2S>(X`O%Sn8NxzZ!5MxC0fFtw;S{!4#F=cDfkBUg+ zgn&7(-Rfq-R*3ryh_Es6{VGcGMvl6Zo~@si4HD`1L{xk0O^x`@1#JWp>8Cm3(ZZZs zh86jV?P*B^B_-a!$3}R+yn!ghPEE;;D_zAE)zXuw_&>qD*;fzH;|NNha-Lczi~Lhu z9Gwy9mypR+X5~832(YjkgIS~2-8S#BY_wmL7%P|`PWx0hy4lrJc85BdaqskU*mxfq zYL=@x%ILh`QKm7=h`iXKicZ=w7sr zNG7zA3l?n~^w+wYI&+Z1ZgOtqdGhV^E~wZJt^N|u1noDjVbk{ViOJ2sn{=(ye;ZZd z7smM+n@h6_Bg9SF1YnNz-~UNXsK`R#wruhurY6rzCGxVJptU=Jff3{9rJZhde&b25 z%JR)hnwc2XWAoDtZUJ@`p&-|YE{b~FGz2Wr+|0PLo!ekYxL3Q^2PFAxbJvEC&I7(M zfG@d)dRuxugOa5ch395zbFU}VRt4>ohrDIKZRDp)eze&8mNSX}dyx=S3NYg*+gg~- zX(7OlJ2j-Qmz$JT;x;?+5y&8^;Gn>@Pg|8-p^1XPlKRCatPLbNEz&}aqV7xta+Sq! z@|WC#4!NaXeu>%Iyl5U3UVBs;v+y>X9lAJh?A|Jh-8Ljem-Ig2tN7T7%Fk1jH}@@Zpow zp2w#{0W@QnH5e{_Z>m+{0?kxKNV<3xnY=}zr1C_$4aWsbZYp4*c`Pxyif-sFfG8Z) zwCHCI_oR^286?TnCF8etHq#k{Pw8eyagMfrhs^XY2T{ufPCI>Vg7<9 zir;}sU33N|N%YAf0ORIP?DZuE=V4{}-{8nWO-*}zZWO=gns4(MF~<;g0e=#a7(T`s zFwv~g<^W<0&wUs*3URIDf6pIgru@xhnw8`nB1x3)!bqXc4oL77@JdE*g&s~$I`lcK z;XBx)mY5T|5wP`;|d<-ndB}qGTK;elhU!7=Z#Q zQ4tal7vdodY6WTa_USEqu_>j)@8fBV<3!X83Ka4xeq}Fi8F0D{fmFbCMeb2>?$AUC zR^aSL1UM!J?t?5*ph7{uQ@IJ;B$GiwRyg39@%ySE)cXd?kgb*9DECZymu zYN2o`hUj*9jN{6{KZWjc3OFJpDzyTcR&XiUpxJ?kgAk$mmCcr;IB8vQegTLGTA*@q5yYrHnE2uo(rhR6 zAio?f2*APTE5qx{%Lu;I8bGy`Cxr|+R3a_0=_jm`E=Q=m2_(TC!cS#_Mu~t%3kFyq zABcTpKjQH0`v+D+{w3My+f?$ztMuSoXvjvhP_d@1)cq(7WZ9zQ0hzIk;qvE_YZi5) z6#<`dfSW;W1_XaNK1uLIs0`)dT!Nvjqluf}z?)K+4$&$Qm?5(SMd0isK(hp?z_24$ z_5u_7ZZN77q0I7HlWgEoe%}FYFlml|#S#fR6)fvB@o{^xnw1gv7L1OQ&mf7We2E!2AS_{rJ50vM!zX zq?oa4uw(vq19SAwW|Y>DPzTy&)7(s3YHQ_Al1+^JhBk+!(seGHw(8{DB(S_ZuTHG*pU| zc!y{x-}5o(mzSM6Vb$|tK=Fs# z?Vlg;7%h?E`JlMyo<~%`d<5>gkp&RS-=z*k8v*UJ4TCmy0&O?|KI~<9y_mNy?J2^V zl5U?X{j7)mE_THI-}r>gM<02e#*yxt%dPu1%Jlk*3>&6hp9zd!x{40UKmMG{6uWz>$)gy2XIt`0mg#jD{zTM%`Ho&9Dg{| z3sB@5S^h3j@wJ6cTwd|{A>jp}MG8Mt)l^CM` zqC$l|Yrxtv)tDvKBBfyIB9h|;av7o~itz^;kxHcaP{Q9`;J%x|Dkip@bb6>%lyzSV z8I;pZs3bx~xSeDaCvMx`QhEO4Jzc`VbvOn7D7N(@WD`OM`e-;Umh6~T{?=K*=IZj9 zDtD%Q|T5fn0xK zw&~&e12KO|W;cY|5RdKfdf&3us9F~YjBtRaeTMi%B=MOHrD2re`N8B#jCN(J!4UD) zyNNd|b6@FVCn0}VScDlpL1m9@y*?vzY~r0>hZ&6qRBFRSoNkV2MU8%4?UTdj%a1Eh z(3)jYo2){MTD3Y|i$dypi9l{^_f%po)`*`|z&H=Qw~iCc&NzO18^vip{#{nyC*Dd5>rSAua^2ItiHmFNxnk2ge6<%S)`w$k zyqH>tZAz>y(t2}uw`AWlI+^nyGr8FFoAdja|K9^avNTK?Zdb!w17?nus7n>mM=KGUxyMKSJu zgq^H}oo*3I%@i~e$;!jc&2rL6cQbdO@q~-1X}>yNso;Pj>_3Gk=`&J0@~haAO}%TDOeu*b4*yejG9dKZ)Ta`q{j` zC%dN(&Wxn1&) zz7};kbx*&#TPEkq0n(r!?TxRuNRGXt-Xfr>Tn zaMu(Sm) zL@|z!wHTw?5}yx^=^6mpPRo*G_oZi3?YGMccG39G_`%{hxntkrtZr`O#BQJbu45>+ zB-e3(`}hOIcwgdrYSPzmTJiKSVZq=gwXk@83K6u*BSniRx!#X2Fd7fJR~;kT1^ zJy^GqSljHUbIW;+0>ks)B4d#duCqzG7zDtjxmL&(PD5ODD5nP(Vh*Bfd>v4?^>MF7 zOf_k?gkK~npu_yMA}TtEm+RPaU{S(k8EU>|6punRW59Uk*M}Yjg~=TF);%j)AL(eY zf8fo1+L8>7xQH|KFDvcH8Gn(`1UG2wOWMjN`yMSZQSCE_(lS>=b|;ZG!l$ZIZEIP) zXA*~GXq4)c@LPAEA@Bosj7^{q$NoL&ztu+A!>-(qQJ$_kLt^|z*6@&F*@YLuq9$=s z8OT5xA?lS{bcsT{af*|}X;%L_^{$Rq(6)`sug`+VFJhocO(Get;{K7l*|K&sU>OVw zP7|3{M#0VZjAU4bQb}$$Q~efchbL+iAO~t4gsOmpO4@YQlUYR=dJdE??Fw_Kl${ZG z!5+sNbwVTx%R#{Gs>Y*pC7zBu-4*#O4QUVhkFFiBw{#w+SeihwlL4ox*s1{rjpwF&~q z0sG|4ZFG@%>-}od%R2B~amleM#QRd44S3(Ts0Ulv)Qps(tPHVIkJt2@=&n+b;bu2$ zTc!aMb_Q>HPceibkpP~HLh@{vd9+VCQg!?El-6pquK3~k&z*^ycU(u7vntS(`V?DR z=MBCG&V!rO7I4B81Ff$NP^9a0p0UsB>uEyZuEZBNR z;GIH_yNZR9Dd%um*2wR`L3VpK2laRT5G1g@LYe*Wpi%CJ}iV{cqYt68+@=)^< z@9EE>`1TKNf&w5N21)d4sbc1p-@~8H)tVo#lu4mJmJ;-7CB-=`GTyDlHO@U!l+?K3 z;;*rEDi!6lTkZHr%$G?Avi7*jRYEmRn(qp zDnBMQS5|2PtfQ{bw)WbNZUxe!xSxSFp zwi~%J8@-PGyy3+A6K)8QRVyJOF7XXhQR&7pyo4R=HnHOBf_`;p=)Ox%5+|lO%E1Mv6zj!q7uMfB{0tP8CQG{M-a%>dV)DjoJ z=oTyreelO!I|b`r$BKK$Hz^+eind3%$rBY;3^GlNfqLBbR=GA9ZK2PEB#h`3q^tbg>Is(<7rLIh!z_6{`aYuuuzxLxaKnfMGdLR1Ptt9yK(T*G!N_|IT#+6c~R1)$V-aSM#-Se%KPl~LTmg8}CZ042$T}zT*Epn^6 zG}&7a`tB~wl)r8{IcDw51XZct`}b#8;g)R3g2-uMLlkNSp6yJLzF|C~)$;}Ti2A}( znItKmu;`;-sz!ixF^i~jxk)lcBEIMwNSaz18qbpB>wTg6bV6eu+L4NLm59s!GY&Rs zfVj1&JYn{UlT3cP0(&t23F@KN?(;}T^H$OK3a|Mwk(2@%%pv^^HD#9fvh_MxqZ0Q~ z3rm*x)LN3k>?gNZ?eBIitq|e&2E=g3eyFUnMUD zE7N-dlL=yds+AALFk5{}>F7DdTs$fWtw=U02$?7`hl@CyJAyw~XA#pu>YV@_@PyxU zS3yyeau@%v{N!V-T1)X=bNWtCcK$0o}`GxEhU#CB872l3Bnz~dr#Wi z2AWCKGgyEQuD;Ez9m+wOZ9w|qWrq(Ix1E&{dJokWx`7DMTU=KJq_BhKz1EM$fC>HC zn=_oWiPt%Uhj!~SN7b+)BcipIx!erl)Or~!8X6=pi!MEl#!^$e&O(`5s^+NagT9QW zm<{9*I~Ihd^+*a+vHS{Mrl0_G1a-0%*tM%B2rR353N^?O3L9ol0Q<|GHa^Xco4h0? z;JzxvsJI*875@YWbeP|hur|z79Y_7Gp`xUZ*r?W6HLTSsKpJ2Tlrj;R(UZa6rE|bF zco7f4VSDS5>^|)UthZh4q$X3Y?0wI#yq%%epjJs!)9~c2x(3&q`iJGgTL@x7ro)mM zi$LR=%S<(;t0Ba>tIXHFfEL$%c6T;UeUKCCml;ZHnCwgiq$b`NrC6X%WS{t#4y&)` z6a{){oORyKk{!Xch?hq7CZqv%-f<++GV>v|UWpxWBxh=^iTj4F-tzRan%_8N z$am!m%b@y-5{(F#MF z>QG=#)QO+S9;jhkN9{q%>tUoL?jjPPfSmCDQ&lu8tj#GS+ibw}PA?Z+m4)at5C3{! z;P;$NmkypY!O1DE{b)Lcf(0{^<@C{1^nMIgJp$GvkPu1c0U)I;zRyHOAQz6*KkiOW zPwT+Ga>9kryX3pG3!@O}A^`Wd89Pi$Yd@S+X`qSIQPc1wRGfvKb_sxvSz5598}8zY z6WqtPZWUA2IDMla#B*TB<>~f^e_^w(JL}i%MHY{&1x@m*ARJ}^Vry=z6F*>QK$L7F zWPkn`D2U|RfE)-eX!Fv!pb;FdYs&(OFsnV(uV;nSBxpXg04ugq)y_xZOP!Yo;|$w}4Y$uZ#JqJqnd zE_x!d5W|F;@I_g0k?8`a{*}YXfDsJiod37!^6>77Craz|uQUwkVmE1AcvS#>+ixv8 zqrKm6U1{8*!cB{kVM_Lk(BanMzBw6vz!`w@BwifD-#Y%nmN9fIN%RZLV0D_(?f0B< zM=j)1{0LiAj8^?Roe*;ifRx^!j4^D}D=mA{kQW(3)|u)YKRVqaW)~ct>6Izr^rmN) z`W%WqKv~O$XqH&LA+lbbsLY}3Lgwx3t0@TYkVeT{T~+Y{^u)pIyV|4uMWrcs-Z5Z1dJX)?9F8g#|=03T>AynjsE31af99-c_Xf{39d7=PfKxZW{K{nqBFy9bkCgB36 zhfYwCwo^{1&3eGM7}@rUwgWank*I`pzk**@D>8B7Pt=o80#t{zK&k$EG`yIXcHWkY zTZ@6g<$c;Otv3-MhjJK;+f1LG)y6`7wJ^OpaLK(?G;j)u>^5PsmH#F`PGqLR=l9R@ zx-gfl+{MHi8(*TE8L6B*;7DkBDHpS*Q!u2Za`qBKsiY$)TJ_(TV6dyw|9d=CVvGM#fL2 zG}hM*=PJJ~4J4QxD2QGv!L;OuanY6N@KaokZnxZ#7yew!D1T&HJuP>l_RSdOyrOm` zfxD6d$Fs>COEJxHaac4kVq4Yq+XfHPzsOM`Pc%03r&j>H{pyDzL& zU>>+*sWZMJCX1Q=yc{PmvwS2Zh|f@Ms+pTR?jOTvT=qJTeetsvGk}l5glu#*8IV z5a91cy%2D(;?N*@V3=~Umyed=}@T8t)D$n(pjHNo+Do*K(LtHKP z6?IkQ;^93~fuEDq_$&z_DX#IF&2J#5e|Tg0qS4l`e?cSyoMRb&~T>(-ilR4ODJBY*@CB3jnNFHNe%JE_dUHGd8;tP2Y z%d+tQ)9cE~@t+y8;5;1c|GRlRsXH1&!5h}U7q`x9|4mChbow$stw z{jHT4jfaEjH=l;W2S)cNeUo&nv9hug%ZYgNFCN^1>~^C-+xfAHOe2 z&Fox`89t!V9JP95b8cs+Vq>KhBe;OIv2RynM-!2vZT43+fJ9eg*wFS(oxA;%JzdL^ zP?dhsi*v@>0uX!+e0xc?cS7y!S4oT1uwv!vVN3ec4?7X@oCQZK9wl@w}q zN1|Xucn{jsaBXY#G9L@%_=oH>_4u?BG~tp5=>r$3Ep_hiWixKFuAY*+q^e7&10jng zN}-O5<+^xcr($M_-2}(v{|1tFc<3Rz;6LvnxLR zB9=myjy>Tico3p-mgSV|qc)ws_(!1p(XsibH)4jQ@Fu25(PSe3!_8!S;Qt zU0bsE`L@fchRHp!Q!dcIPrrHgrmInT#C97PZ=bb)*5WC+X#OdmI9XKz^^@ZVYj*rv zNnmaI<-@2mB>!yOu$)&e zws^Pcv^)ZM=cbR)+o(j50{@UMt>edorK~v_X*9hM`qsZZ0Ou6*XzbG)zmadVr+98-w4LL~qk{HCmE;by**2Uv-6w z1c&im=u_*TT8gbOHKi8;mQ7F`87vY@tunze--`qayRuD?S0l0_+|?=G9Hm z-*Y$qmgJ=nXMTOKDs1d`tk5%~J9X$*ruzxlse%PPB(Z{Vsvkhe-M&dLrv>Dt%?anT z0B^+UcEc$PIesMmL^T;YO)K^cs+5>{^!Y#m%&@~3x_S+&Ii*}y}P;@t)@~i)q#+t7FCbXApjtgX8=j}l8QK#pW8mkVI)G)sg z?%SPCU2+J6!TBARVa4vmT|6NWCc~ZkY~fEoQ-$|D4LUSRkwg9T<*M#2-q(_Dg);BS zAiXE+C=W_`Xn;j%PTQqMdFb_;M?X7oQ_9~|iocZ}3uYG+D#0myNe;kEW1DpgOJ^ee z*r8d!;+F&_fHHt)L_n-ktML=_nl-!~w?9P+G_|$Y)P4$tj7sL_61C+xT;IY{}KSJU)bj{6CQm8tXac*?9&vVNXbA->7O4ckRj z?|x|+HBbphUDO8(sACdD&XG#TJOn-GL48EsTU9J56#jI-0cn#_fIAhPL7qa^N~4Rc zi3cUwpC#9b5Xm6`b1FT(>>mrnKF>Enmo|_g)sEJLxo7ZRAzAn2bFK3Ez{;!Ugh+Ddz+80%tY?G$VVmcP@%gtV*?dX#_}yaEh~m*CFo!8b&Hmt5(fe=fuc^N^m#jl@X8o9DK1exa zk@BaAsCLtK{(i!ss>EvbEMTg+>pz4&s&}cJ;(xh^`|wtOaDZJZM*JF^M`?uP2X7fP z(ShU%Id)&!z9osok zILu*JSBt%0_r$hX-LB`_WtFQRJoJiOg?xMr^}~C=J=3ACLCW6Z{!vFQBw7gLsG$2d75fhcf~s}J9{ngTERG5*4|q(@z_NF+#;wkL8_}r zMjQ6@T4_9M}7EHTH1rf|${lG$p#+qcBK@1~UKAtI)qUbGUe0V~LO%@NE)hYE1s zL}uKEjp`MIfP3a*8addY*d|a`rp)4cID*OA#Lz3^qDniElpV!NQeDQYU_5Gt>mPFY zouKFegVgA@fJ?(+dGJ>v40g!Kq!1+O!GL=|BY#pLz3g5S*ku&BKlP}AMiM1BHGMVI zvucMCL|ZaWtC(Zy)}?0St8K(@VZq5iVl3C)jE8CWf)TKy3L3OSH8cv|$ZYh|5?Lm0Kg(h^V6V`pm8%5{xAZS?r&KpjY+?NUJW zSXRN!+n9OfmEp`LS$Gb8v=ax>uv^nB`=_i$0xC>Bz$@|n09-5WmIyDcqh*vb%YU85 z@u%Gn5To-}gMEo#Wvx83(=ei4iW$kZh`_ix@8{%bpu+(agy1?YUD1|C_(nbr+{q9j zVMM4+9*Q5oiQF#P7O*|oPGGcwEYj;jH>|F1EbXfO|bbrYn2 znnkhS$O)MyA)GonXJT-X)BnX()Zy^-cM%>F4l_;Ox<4aW=LuMy0anzGhT;7Id9$a7 zgc3ORW_M1gXqq0m_3j2*lqm}G6?D!7j=28~(3eFu9qpi3>H%Ij1V-fLhW*>bt)i@kmw@})@=L4f~$Ys8~)`z&i# zl66F<$8c|bLs=KZs8Vf&zIet zm`6};w{rcLE+}!ziKc@a<*kQsTs8)z+oVm$5+KGXlxO?wYvHTtD^cA0J#ic8_wjUl zzy7tG*Ce-od^u>HOMvhC@hqVdpPr~ z`Svn=J?fsH)>k>V0e)08evp4Gh`wJRcF*BZk#mQ8b;#$Vp`fEZc1<9m@hW5z=5eBC zE*LlCcd;N@Z{`OB4SCJRJIsOJ|JclO9%XCFATD}925FEY-B4S;_Uwl_AIOj0zpeKQE+eXN+Kh$oF zkt4Rs-UO<-GXqSTq%5#K^L1uCd8(gru+J}6_}c~J`FWmN)wuXxD(srZ_UTaz!o4M? zw;1MrFGkGY1mU_Fv_^DS@V^Ic8>8kKS#mpCPr5v1k|10if@~_l&!=Z zE?uS6hbLI^wfE1+;-p}VgjA9(M29@ z2-pZfj=?8|akF9zzP|;H=a8C2q#%rG7tGRYWdq&cI=mbsDF=gRfT^$a{qKK0R#7Db&_kLV;oU?*(UuhI zxlz$8!$8rMe*&G$wedBRnkyb#NG=TgX3$+C*DN*2>4(1ju03B}s=FcJ-@#J9`Ftv69FEyIh{Hc-`y6kbOO}BcjYBW0 z?+CC+ach>^g}jH|@)@`35>BM+5`Zzy47gXTbJRP#gfhFSPFRsw9;q$;?*JXh-vK&u zTfu2^{~Lgi?3(J@-~3K!ro*Y))L{@1$Rs5?KMK6_&Al_%r42d zk!wIeO8$$W>?_IL+0|!P4nAtuBrV(+K?03yN#riN90dj{fzrFbsE|)lB5P3|2Tj_PFDq>`f z66U<%Ap-9@aqgwsa@AQn^vBAho?vprR+}%RH%TT;VTm_Xl}=ti6Av+8l*w%$ zUS;0-wkE6;eEv5DFG-J&9#mG_9d*!OsHEN0CucuIsqS*F0=NV=I8w!%Fa+OPJ_Z$% zcHItCRz=KTRa)N!6Unnam7^e^@mpHTZHZRQJp*^!TyBft&V$&FXCf$m*R-|Xai4`N z^e0a>xH_z%PPVpjZ0qR-kT^?>F-xrvuP?BbKu;_QGcgxjp>sj8t6(oL-@QHgSf;H6 zQ*cvaMpQQ-+%#n%o8W~m>=v30^*cRcm{pFvZ)OMlP%Y6edR}NbwVa|>6TnnX6N*H+ zwgS?BIbV8Zf4#(`q!DZbjuvL3Tg4LG3^-1Vnp`;q4=8jkw{W!4P1e*tk_|N#r_O8k zDupVUPBERU5{>Xmxim7oHs4%RPQBp?_Q@vORlTb4RpgOhD4r+Ycl$yQ+AZ1LVh`~X zEol$Q(Esv9j8Yv)+!*>Gpj%ThDfIv4Ujrsfu?kTo4pyPfjxl|LgD4$`808`$<4cuy zdOY<&-_Xi8(BzasYvy)qBPU=YtQI`0Ku4Yz`Kx^}aH+|Uedp?up#rHna{?<6p3?j48)bMP2RWE4+RCKM`ac0XY)!w$^q zY{+^_MX+}UyS3F@T8*<3ub7ySq&@SYOTB(r(`}YltoLb=aMeWh_e_ z84rw4@R6xYnHHf-F`00E1|5X^OM!2mbrr)Qny{ukm5LWwR}ojW*B=+%*0-Q88sno_ zgzpG&C9K%eD++aH z45RGfVLfwfsgJa6Q~GZXH77Z(J!#vec%xZ~$C-!Pr!$Z@OghFBWS;8Dzo*<18wNuy zh_mE5R*+zFayO`Q_`6f!4Opq`|A^x9`6z{oGEpEKBj-4Z?65&Jh)mxl0`dg&KxqiE zhsrS3bC9tQnHyBlNX}iA1TK4U0vh~4KMfbw;XEP;dPUo=@FynS;)(;tM+K{h@_kB9 zJSAWB(YXGE;K9ON3dJUFNdwPOXH-kS8>zDV@|5OGQqvu%K=xyS_nPAQO9C7dn4XIg zrXf`Wk0EJTA7-Wd^P6~#1K?lvi7sgzY}@ck&QZPk-TDD6MsEbE3c{z@jWcfap2dM%@=XaMl!DXme80`|!xIfxVaw1FqC0YM&GF2ysu^7>4Xg+$A zm2;aTAV9@pE_eu;j&6Nyj=97|@>EETVD8$$B^uav4S5cA6ECbj+tt_zem^)GE=m&a zRUjsSV7bBw*?NhuE<>6cTQOm{7QxP#k!LYeu%?8H1pSAT3J7Vg5BzJ3wkJv}>Hu!5 z-ZFLkN?=$6fg$WJZ+QsK zFSxyT#|Oh$6?ogdhdu8gOq%yoCu-83Nj)DKj;sI_;g}3j;+xgNqfv2-s5!6Xu(UB+ z(Ppuy+4m{>0GO1oO{T5HF!1sF4VVgTAo~M-r^#RaN|R5bB;T9jj}Rx|MUtsI#jw@(SxY9vGy^?{VEl&uV4WxRvMFS z5eknTZkaUu+n8=llq8t9s4@$7E4EXrfj;5tY&*_#_`Nk+IZj`)H? zeK9>L3ph$+1ay+Kr+NZ2&yTRSYc`% z-4%@F3@e45S7b8gzx{=D&D$06@$f}aWf`OU2cRJzpsjAxAbGB3$7`qB+{g|F(4N!Q z!~dA$)MnNgzVlnu#nB~QOsoizfbkU{wMn_~LP1h%w`;==OT0u-pI&Vy?lIUGFMQAl zpT4^h!zCNEx)-cl^F-hYxu^#wp#9XOJ#}?K=xLt|wAQeRq3WboELrRhS~pc?Y}NWF z3viTQV*b@z%42F--)gxSm4VG%hjsRS8M7qjUW(vIDO6=?0rI)5M%Kv-Fi&!QH~_7% zpoY!8T0L17t|jDRR_jg_9^!{q+l|2((d+7H$D63O&U1Em?k;LEyj;0QHPM2yDY)AV zs^AzHhBy7X(z&;A?3bJ@T-MUpN6JI}2YA0?9sKNzyzq8Y%n&5;_I2l3ZlBvrofTTA z{hW+?%P(9Q9D}%L+lC}B-7I1=qg}C8GaZ;Jl0%?9iNKJm(h3^NdR-&-YkaTray!GL zvmCE6Atm$D92FJyWn{eN2ju7U{(AfQ!t4bqf&?@Be;Q(-P^=sb|LcgcGcf(%j#%PB zTSE7W`T;ykurH&ubz^kdB-?^)b;p>?e6&kC-=xmbGk7Kl9QmjL!{|ItLnl$7%dZ|D z{kq#$K=*CyPS5Sz_ePvO;BEekw$7k<$)5k~RhEHn-~L0k3v@9RH4tho6 zK)Ro-%V^W@Gy(t67D}I>n~3J01qz#|!g5ORz&ykT&4a%mulc_|VjBO!!sz#MQl_)v zh3bWBgR6okWypdgim9RfxoWZZu$@jOJgc2gc(cZBV{49jo{pbxcmh1!P`YOpZm0b= z%{#KH^?0QLh0z6DtgIEGZzQAwY7K|wp@Lus!L~W%f)NjUrUKDlyHV|2YSS;i{&z~F zo#$9O<@ZtuG)scm<*Qz4JC*C`V0VU?6H91RG09 zjEy~PXZAQ2_chad#trEGUe8o3`JhiSQn4G^=-JGf>0A)vY%Xmq;1>|Z)BqM?s zW)&ICgJCqdOIsFZc`t?o3u3+XRAi5ZpQgT){wdd8hNy_qZ3MTFrI;yFZ))dg(T90% z-X+_d9m>rVNG!)K6WI1&r7vy>ws&}D8#^fc`WfvKOz>ykWG1&!E(x(UytRr84#Qs2 z?q}x9uUMt*LP2;)&HnGvg>5!Re5}^nm&v_2sVDhe}JX*@O&zfby6k z?D_EhsbZDk6wI6{SVFqMHyDqRq5m4@jZE=US7d+)w8>F1kjRdd28=NDu@=p09J9l|q6t-KS|hQtZY)FW z{UyxW&_9nkN+dA2mQkr{ydX(v3n0G#ial_+-m1-)j=2;ih#$7akps!bfvjzp&xYX_ zpLtD67l}aeX(*W}0%QxVxTAJiqal^Uy&&hT&LMB*h%PgOli(6f-Vqjp_#N6Eg%gd8 zLy_Y((hb*@-ysj$8)K_=TcYE=ICEc-A4hqj($j2Kww^)e$5bW7$69kwMN z%4=0|Y(BTq9}UTb5nfThIv|At#K$sDExkX73iJtkDnmfR0dUMW$t<@Zs5mes3k4F2 zm}<5K!voku0dIU%8Z7qa+Vt0jL_@pWEIzgxvr~haQM0()btY16kiZhZ#MW!w}w1`!V>>H7UhnA-`*gJ`>W-g2DQ zY=#YRZed#J`%H068TkUE^-o*kpB24W28?As0vLIL07J2-z<5E)xp)P(bfaeNm_q@@ zA@6;?PnPN~)A1&+=1Pu`Fk<7;g5-Q-BGigq*mRxpJo`l^Rg=7JT|p#@+iM4E#8O|S zI05MTO4X9bHzU|cCkX8v;PRy$U>q0oSt;81k8N-N5Mf3oQ7B@I!&3euN+(EOCmK}; zOkmb3fK4p(mhwI&8CuyeP`c_mdFCe#CoApBIiCD+h6HwZa8cEW}Xi85``F;ibK0fEjc}@HB)-%=zG;> zGa5w>n35#1=TC_i%ud|&!RYIDurw-(-Nq)o;2&=%cjLrW>rM&ntE~ah1X=aPR)GQv zfPwra$pD4CRn(*seUx}HJHikaj(03pql!Bw=ZrUO@lf?+HcAO;`6bQ!`<_ZEq#0&B zJBJuXQ0|i-Z1H&`)|Y7pmx>IIsu2^%d74{LlJ_6Db)|>Dlp$EU8cbbpe<{K z7>sSgTAO04rVY@VnJN^$R>CD=p6W&GO4OWc$!RIL+6lJ(br@vSE7`f%lJFTWp8nW$ z49L7x`L4AC^fPJjMMSxUpDX6|almr0_N-bIvbkbm041=a zL!y^^4=}LYxypsIcmI?4c?l_()BuDAmQk zhZvKvvutxr0NXR zu|$OG?HT>}o+uJ2?3(QGuEBaGNIeS`&)xgq* zEn7L?>IC>vOh;k~lnCV`2`6}9rNX+F&b~tyXsBIpIkA}=Vf8ardIg8Bh}eOV)$=bC z3~aDab#YCvH)lc1%m_WLsN4okD>NXz&XbFjd2g@sShXs0H(f zEpteQF}AWBLp`Uc#>}I)OzM3(ek?ovCdfdHZUWIL%Yr5kzm6U@o-5@VpDXCYrvdJD z$)cL(WfH;4Q&%W(Vza1@MYnJ{kOdb6oqP;JG*5bJ{a$SNWIp~l)7RG(VUQ!BDaFJ3 zSku9`tCC0_0eTA>_h5kb`_KJrUv0^QUi5OUjU;>2 z1)ps8WD!!pEUgSu#xG*?F|8=(@$Zk%*2KBaGVZ{z05i0vB9`_oLFf0CWg$?NQ(Rla z#H6g{f@GRxM2RRX-e%t7B?Qhf^eh_J@`!h??L@Rl(FIKh7d+GK`2x9oi9A|6P|N+n zXXoKghlSt8ocD@lD+Mmr`y_w-a<&=&;CVWuO6ijW0%9wUCH@14<~K#}LTSY`_OT~2 z@Q9ow;EgqzF;`1@lQm+&*{n zG6o=npWrq?_Gd=f>F1u+?tb$ zig39;?M4=bJGf*maa6OK8tb&j@9e+E-zTht4P@P>60utCqZIK8T|+1-Z|ejts!RQf zf24u@>0;3owfu$GuK0|KK+Jy@F%sGKu>(*}6xxJ)9}N^Z%aaH<9|=*68eYn9h7$+4 zXNnAQQxj%6^>{S4k)s;`|1N;Q$ zzKgE|#U)aRgHW7^g?=YN#UMm63bnudRVe~1C2^1ZNU~T;dW3b2 zLo@|Bdl>|~UaL|R9(djMyS}hlY^Jho%PT+PEl_7-XgQ_><5nA+obc=ZA(rrKG_w-n zn+wt zkGRmaGvZg__=0KH37xHua85t0T8MT?dpe;jXwupECzAgj2g^aME@0MIyrHdEixcmZ zSD6!Ur>n?GhRZ$AiAPDnqftOtDrg4Jrq1}TBUeu$#eptPu(M{Xjrepiupt(qyjIuS zf1Lw7^=Hq)(m#9No&VW0htq$1ZY{0BF{(naBxmc)2R$5pTN%q&6mKokpiO7kCAXIp ztj60;Othf5UkBv;;bp~NZq>+?EO*<$YWw!fibP)Dvk=G>nsD?YHpzc1(9pPL<{&BA2bM{2367p>0{Y;nc^SSZ;_OZ}t`$DH8!M8bQRo6K2tyDxd6qIjkP~7>4gt~oMPsS6N*xEF;8>sG;80Qh8ZHSUNJKk+d)t#nrwDZ(%_Dz-B^Q(;fRW& zJ^Fp?PJZ`4X6CL03n%T+_|s{a1Y^&qQV(~c*AJS;QuU*aX9rh1c_GLE{;(?)^BAq5 zgXx&o`mW4_UB0xNF1gaXh8&<|o4Qk87-0#;{wefIHz{pv5K6z;4cq_dx$eds+@t&}t9_J=?vKF2?oZ%;n7=kcT4vo^8{4m1bR6?|a)bx~_!_w`0*3NTX35(1G4L}9 z4^`-o;D{aiUucGD$LREEr?y!jG(R;O80}|S|HGdeO~CQL8V#!BuqKOja8Pe>+Fk_Peurlzh4M5^IG&yvb z9UA=t=#E*$pJLCayCgX*C;LAf73#VJYS4e?Ah>+W(SH`-7yXgpW% z@6>Hey@jHGQ@lIP z*o(D?rK9k@D5;SfMUjuWPB!1eDS66Bn#@MFT3eP&t(C(qt&L)=rZFfsr)t|YKqTEZ z;;rSSlOPy<)CK#e==!Uc%nEw?vF1Cxh33H2DA-ocbHFw1!pX3C+pKpBO}&o$);7i! zRpB$?Il~$idufmdgt_Bm=erVcUSaz>0vdba=InNd52Dd}Kq=nVhIox6b?>%LHzxD9 z*TPH6q1UlTTKV*w?1b+NyRtnBK!hEnBm|MYwXMRo<-*8u#?ma}kIac9i1($2NUWE+ z{^v^URH)Rr`}*G}zR{6q?dJ1)G)tqoQ+=7`;F7`~-b%6OIJ&Ib%gLH#eM}yC^bmOV z!+)K}sy*{vx?GS|kO!;&6<<;|x=I>3H)%ht;3OSvEFh6ix2Ot%b@PAA057LCQlP?l zxDFwQ`<9bI2vnWmgbF@=d-DQZCxO<%HcL-i2%0Qg!bNU=MD)?q#(@<=3Ye zQQVHP4U1IW$*yna*}2Ivlm+XO_orRM>qJ2aDjLp1dUsjGzESyf)@vf19{3}Wa!46P zc?8ZK2I^DQ+h+cqTiujPzy`Nsj{-Z!j$*Eh_Cx}kiZO+nT%A7~@;Mi9H2Jd~%~0^K z9N4=W*cX@8Rkp3z1qaq?o7S_d4hB!p-V$-Y_-%s90sjEz14Xh+@@s0Svcjg%hC54) ze?GlMY<^JJ6!1>E3*gO;ewS)%A73@vrV~Hry6z=iZK^Fim8Ao50Ls)#pC3hX8=_F`Mw(k5FJA-2^4K~BKcKhW_YVjE z)Slur+#;37G*I^xy00WKe=6+{bw7m6W0CRp+@n*wduly1+mMAJ9xO_#kt&@W9ju zD0O4#pd$oE)v$IYVVWXL{`P1=MPs9rTpnh`Efig!LbHM?#yBC1yp~qJD?A$kA19bx zmz`ilGEtLQw~#$eGFBYj@*>_gse3KZsxxNqSU;TW)A&t=4_FQ$AI4;(!P<>DL9em_ zdjbv*Vm&Y;eImVtjr!DtZOajA90n_-fxbn)-1WUN@u8JYPgdU8)(%M-0*`s7Qg2m5o3>P4WQ5^Cap8CSv< z7raQHH%iV>-vk#)K^`t-_#=GIA4)jbD*oGI@+lo7=W8uDy zI{J`&fyVsDbj6i(eF=>)=E~g6XogC4vhYvgn5;7?E6v56v(#@>u4VCM0CzO&k#Y2a zAmv#tR6x|#ZSR-=xuavUxgsU;ZyY7)C=5%aVDO~rI}*y;XnqZrIaH{FMApb4xf2yQ zmXorNgzUR3a$%&nu>3O%(8(@UxFCz7$nwK?fcodoZRq%9slCGD-e zMws-DPsp|0YbC+d6s+w!oX@>cakx~r+;l(Yj4!5lUPcFzRxq5vVp-KDb?wbljf#NC zHK5F*mJM_M2wW;a2OdT<>Z>_PX4WjxTTx7~_#N&*>)*Yk^@UflzcPGFUyk5tpVw6# zc-ROL5*2sc8y882A&apMQe9SZh=BROUf5nwW(%ypqSc!OaSIDZr3}97La$jC^X}B<_)DBjaIDPY{e1M z2)=|m2678_!VdOV)_ldt;XQ*Kf+Mo$bY6{Un|{9)r5L~h47_%^z&jUC3us3u z9aaosR1LE)@Z=IByBDbMYF7t2l#p~gL^@aIExsvQqBcZ=@eMFxSZu9Inhq5dane-i zxYaK(R+^dwPNkL<)TKj{1$iwHS{32KedD_``h2}S0VD~h)l(IPfRTY1QVEfPC_q_R zSvdZGUe;JFX{Y1Xv-&3f3Cl4M1y9~t4;|3@+EsR5GOYD}YdqVRuQSvg=-6cD(tLq} zZaPVlFvH$p1c5fs*Aqe?-_mgEmG2R@dIUfJ_aVCe+&1td6Xc#N}k9kOu z&&S99Z7Mrq6+(a7gLWzY^M<>rs+Setyu1W}KlfGEufka~)z9Z`%-)CA(A4|Lt9-e@ zGq!c#p32n5*JwLLB4qq|V&?`nb0T=#?p^D<0hgDGIM4mE^XRknXV~kWT~c@@4EAg{ znJXIB_vPBQZiZ|1jdN~WV~OiFh*g@@r&^n`KRayK*DMgm77XG~IZZ^k+2F)7RgQ4fD@V`kYGX zg2EzF#|QP#BMqE0be>}Y4$Ry+z$~<7iBxEB+yQ&Ks8a7LmVU4Loo<_e)%FbI#XD z?wM8xu@^3lR0+~;yd?pjr0setNw!(aIkTX`I6mK~Cs`Bur6_S8D_xN>k6tbM)O3Qr8<2MPbyo=>y;?^%6CIbe&ejSm3P;5drwK?+=0mSA?(K4 zKDn|}ZGww@eHl0Xsbn^vZvt@qeAZnNT#)gRjeD}th3#9$cez)1*2A=ToR&tk&f;iW z5J+Q$H)7I6&Z2t#8nH^7jXMk|Spo{MmETMgv;JEKil8?q&0ouwjuwWl3z?!9UlZqT zn}aS>#5QysB`R$uLB`DD8>mKNt)|u7r4{+5_PF-Bq%@DKM2kOuPTJ^jYUcMloX+;T zDWr?ZUYOKPwc5RrR2VDqbi5s`_^L6_lHod-%x}(Q^<$Hw!FY!piceq_?23W8kR~MSYFXT(nEF`@q}JD`9(j`>1$z_m zSyxRVCczm)1+8$a8%zoy-^fzFB;kt2l=_v=)}EWjb>%ZZQnbh*fYn9DMJ>J_NQ2VeEAls`_gMP2DBl;y}% z9UUg^!Yy`%pQ(@b(EPs<2AuI=$-~wLzcff@Z^#C!u=zFerMzr_A%cHntxn+k{IFVu zHT+iKHj-8hSg8G!;hyx1T6TSd?^ueTn|rv8v36mP>xWW-tm*5sH{hMGM-*??VW!CR zQ0sjSo@i@hlS2pQDVRnQ@o|O@gaeXHkbePj0u?Q62^?kF73+lkNG?IIj5YJF_N_!R zWVfs;Ihw&_hoJ*t*?A|v_PW!|mYLnIDWc_D_eYKNn2JgGRq5Ep@Ps9nEpn1) z-12QWY<={~87+#?<_tE(`c5mS8XVu}wH|Nkbrlk*gy?Tl9ybl8arTNxSSt{UL|V1+ zNw$>cjfzYrWt^>xVYU3aJ6AA7gNe|3RAJEEh&Oet+?>@f|9bSSXuvC)fcy$Sho7d;Cur=gG8BNAZ?v%IXcYZdyA;Ec0SdBGSRF z0bZSj_yV8++GL_eh)l%bS&j*_9oX2KD@*5bz4*0OZ2Y#U`A~L?qW~+cy0N!t0_(h? z(J|4YT`cx}p?9`5FJ?~GnsZAz^o$2>FFAC#!nIa%DOd^XwQ#$CNN4DV*bAJ>+w5Li z4qd;vA8@dcT<(#3KKNJ`80LMSK=+lm6cBOo9G;T_+#aVOVahG%R$7&7z6&}yf+(4P zP6~*jP5&8+?X8B{)T+inUAmfOYzmZ;r8Z2yh+jh|zyoDX&ull~IMw9?W#E)KK-4P0 z#p9UO6o`78`sJ$7WtP*WGJr!H&i$!dzWPm9eVP0U;){*CezjGm8h4?x}2%)V)9V+g*>U-KvB3)sZ*fQtyIv5lCL0% zx*|qvkN8^sHlaLm7}D`Xfsi?WG8nV;B>9o1;ZAy#2!1q}_$9y|_yotzchiBdtll_n(?~Kkx(I!9h9-M+t@5F z;@d9$zye1LF&C<@#iqC!s3L2J7L?A?Zy!{<)~bv{IR+5Pke%*8;^u5TNI2I=>%5v? zU(~l6nud+~**tttZMQW0yogYh$`kl&05H<;#cO!oh`|L$R0|EA4}TMXVEU@XY!44$ z#+cvZkGWMn)*sCWd8LALA+U*LBbar+y9pUu7X6`~6rB2G8J2VjfuwWI2Q?0+R;>&` z{Yt{P>H`UYC{k1JC(ocD2myh#&Y7A-f59)Seb#&BrWD1wA-B$ir;I{bxv}p007eX< zlZ@bm*bEK0p%OMTXm*N1&o-&POgBU(0ZvA1E(xH)iA*5c+<1eqw0DY94p z-b`Vt|E!M8p4i4A$Sd-1!(|j+0Y*dU7~15W@RDYuDZK*S1wx(szxI;WSoi1=8^$5Y zf1AOQ7aI+5N;5iQM*%t>M&r4L@EN#HcsZ6d+Tqsb?cEg2XiwRMOLN*wdHHCG$ zp<@OjjDq>&5rzFH51`%Fbp|GB@QTt$fxI>>N1j=S=rt9xqT*4EA86WISa(nw@3kFH zOMjg}rIx7#ux`{oXcz(+0c>lRQXpZ!e*t0G?-=&&vNSZWE1sI(Nrw^mz<{CutyW4X zAnD{S9>RWx5W{tDDP<`Ud7@CLMmE3Yko2yy)u~dC>5?3!+Y}PF9M~-s8a~>bv(^wF zq?VTufw3*fygf)ODu|g#KhrNrTnZ3G#CT+ zOzQYLLu^GA+Oh#(9fdA>f&S~yJ$Zn}4X)#>YJZUzf+vj@H+{TVO|$rF0zStCDUtHu zwawUkz65iD;oicU1wb@DGq>+n`+Dh*g~`>=ITm1^DHuE;`TbJ+)8jg3PA=JN9o z<|nPc^eSD%i8q`ywC#MqzxO-G1$X19 z_u-PmXd&nfO()?Em6bws9!67ST>oxSS*wc+ag{0JFw*hfrOl)k1%UvF8@=Z4+r$JJ zQUP4?g#;UoP!t>)6P4zyEQ=eHx|SXnd`3(Ls+9k&=xnTSXO?nG4T--n-M}T z49SA05PZic(mb zZPucG3SJm}t1~t}j3URG&5RYaiWQ`y8Ig2h-S_UX&;}JD+(~F?cmPg6EtW^6NBWB? zmAqC68o$waFcubp%Igl}#=(XIguHwO&wH!27@#ptZwi~QNR|kV@fUu$E1aYFt=<44 zR3d>tkC<)=z7&Te@-8Ob05S}{bht$j@s6_QNx~JaRa`_24SYJ7Eo?4g*g;hgQ(Yy;qJVt7#U{4+oFmyku=v^W9bwLtQO^8dByX_y^O}p9f`RCL5Jt~ zF|K&UFCboaUGi6wNPxq$c4^nG`i+6}&-Pi$%GlRS2&uZI1;8)5XTItIp|W5IA%yCW6K|MYiLe?b`ywJh z^@ENDp0W7F49C>Uu7a1$b@XL7?_)Iu$1xze3YL=RqzKJ&2OQ&?<3!IW`ISw`DpI{X zF(8C=`tIU1bh02k&K%zG-28i~Z4#I;vLZJC1-X3ps;})-08PBY@`H{0U*zd4JU{|I z#~zE}M1%lW?J=$$wTPiN`UY~4_8vC<@LlgB8!ZzdBH`l#+C??gfpPOK#Z;&*0e|+a zN5)}{bk_mPr?K)`ei_?EW$zEjuVZJiO7>~Vl=j&-i0N!IuT|NnXQMAo1v$W_Q}}$u zgAva9kE9nT|NS1)v<)*LneO_vJNjEcn5Q`I%;>@>aVEMHq9Y&IA$L z2!q3CJ=E5~tKPJDW_i+$j)+f=g9mL?WLR$MaVBo-8^(Dt0P6WC9ryzOEg`d~K|!(< zO1e8o>(K~Ob_SJe0DHJC>7X@XRjhcL#h>wsDZtqPUBwXJ3w&Hks~0*f6>xXPmPW87 z%b+Mtw@IY2;us`NFB`@-$y4=pSe?y}+O0W;aXu~zk|yfD@TC6&O4#>p!> zOJ({?ydq_h+1J^)*=9PtO&4GrdJ?q~=y9a~P$!b1PQS$CRB+I~#Qb9+sgu&FMUsZi zEe6&?{tMLb%+Puw?gWTV2w-i@7ZI2)B%8nDc9qklk(SPa&V;jGL;lgCPE)_o<5o0r z;UD!n=nd>uyG;(fL)bV^{EQKBV0ca+GF6?MjSgVh^C}pq9?CwTTGY> z5jU_QM+NwVs#aO3a(ScUb)H?un9qhQmTZ57a%r%!QgH2UDZD;!0bI2kTMZ)zZyTDm zhEeBf@lKehk#@x#tQ?=Mr5~qv%NfgIh*g6k5PPwmChvDJp_Tuj-h=B&^neKL>U`oI z4BP!5G=3Wk!;+V{k#~7GfVWF!%hZDcU+jx4mUj7biW|D~b;b^KO}Sp-`W{6%f+=r* zVBsG_WY;6_Lq;|q0p7f?9Bo zlZ4!v*Bx;nlm)sv^_WUlN{t@-6P?@nr(9_v>90g!Glc$V5x~B9rq8(#IrY;D!APe0 zAq+owtva|eXJV|zF4}-==e^pBHVI+RiXxpPp@^5g=EJX{Zq~kAheN$>_u-JySzSJdABMZX zp1+X7a7!*Z%a7CC@cUHkGY5VHYh3nS%Xy-b=?2s0)d6VrjY=mFOsO)F^FvvACw|4* zjs3C@irKJvJyEFC-Evoy?uq_bT#bZ;x|~UR`={sSIgzmDNfgZ$ZG1e%Pzq}w>5&^3 z=_U*CyvE2;bTn6o#qQL(UO1Y)Lh3mpX?z{jujH;DUBE2pp;hSzap*SX;WzZaU!h2E zOzbFEasqlgB3l}UR9}miTaf3IlRn>CvgL1(qBkXxnb!HBh=@RY6$b_0 zp7WwPO(`2t9-$*SAK`7slCbv{|B+B@Nw@@lcmcY#+CjxeH&P7)jUtaO-Hy(9Y;x}t zSAB`z>%h0DX?7z8IuJ{8xe2#*DqE+3V2zHO*EjQ%dOz~zr!ly%4wulN%v(AUZah1N z=}HM`udo}-)9|rAkMjCnX^EyH#oY2KJM0Zz!QVuAm9qSO*)Dg%5iip2FOI$M?EqLiucgcsQN5EEx}J-9&Nh_F6oVIcNZ|*! z@WH6=cL69ESQ9!FOYcgJwS@=+l$=R+o{ASQvQ=Dhmx;+ZxfUDV+1Sa1a#B8^{uR2A1}_4jFz(3>MC?_>I`o}ClN;qAHC`~C4O19}<&A%!~(MkJ(5L~nJs zI8(pd^;%CV49&kg%OAuN6i$@z^4x2AxPVO6UuM3gN4No>KsjUWnh98tJt(i7hXTtj zUJ02&M|y98np)~f3JlNpM?>ZToX$22~`-y-I#n;p5u3YkbH-{@nX*GI!chJ zm!ie`yLS29J2o=u^!SKv$rc@eVts#Fzkk`T`w-Sr0WE}cJ+NE;Yg-TCBBfKL>8OgF#I z4S(v`wzG!hEnN5Q0;BCm4q?9P?XH_O|95I zx!Bwlt8jj`>AvFNJbExn_G`S-f#5Yjj7mKs$wWVVC3Yc(fBy6oH%Nn0yIR-S5S)$F zKTVSXir~gZ8W^xxw?pBTx?{*$QmL(0`ysp&|B}Mm6Q+^siF?^pw)ZRY3v#@Hkt0hx za{z1y-Y!hdL_A@uE)mwLl8=QXjK6FjdgI6xGMEI^sJDo-$+3a}VKufc40Bk_uMylb zuQe>$5wA*OdE@FrO?#hnn3^v58%S4BsA+B~V$oBXITnB<4zo|dW+_+56{z3_;gKJk zTh&G-1eM7Qb7$$)@Xv=r2UN>VCPQD zba@sf#Zo5#N+0)+mKnd+P)uS%b(<9%gOQJPYE?Co)nM?w1Y!0=#$W=1=%*K3YmLo} z-3pw=76>@N?!$_yxo2?Ic;1@kc&HSBlYCR94jIgMS7EL2z7f_47;nV~{@+wn?yY4|YM5X^w%l_%=1z1vVI3i0$ry{=BZn6OSq{(_(s~tM& z+c7wJpd{?!4r~DwU=kkh8vF&8nHhUy5}Pg;WtsfD;G92$67GKKVN7m^(QO%$sz|>d zm&>ilMLJuRAMQ}&Z?9!2zu9#X%kQ<`J6e!W--F*UwRzpwz-zpDJ-a*^)u+p*42t-F zT}ArN1*L2_xb5S^ zu#7fmy>7p|fM|BuL;1{C5ImdwqK#b+{#oED%|tVg8Q*~!u0eNifcd;h_)1-HIT3pJ z_QT>Qek_CnkvX+FcwDBJZXVK4k<}6c@CX58GNC0QLg^>ibA5Nv_81@P(d6#x@f`gpe5$?c^S#X6-Nv** zRXGetXSJk1IVqF0T{m_WayfI(CF8%2y}Mo)k^2N|F`jkQD01XRE!w85Wc1%xL|OqY zey$W_p|fX~pH3>)E(HN`ljJ0iU2C3#6kG+*6#j(`#)Y&Ui?Xyx^6w*EDt2RzdHne#wNtF~W-yM8GRi(p{;B%ElS546 z$Me0#6+I$fS-wwJXuQ0%?+cR_OY(r86$=EfM_YQh-8nV`t~o+aqq%e1JnFi4Ev^jc zORz}73gid&A&CjtT)le(eSRa9R2-m4h*iG#j{A$))W?pJ%`AQL0eh}LD<;n5%B03< zEFpgl`kLhpxJ>%&K2A_Y@ADJNmx2Hs_c$Q6 z3fh3OsB>f(X;8e8mOlz*&hl=pzHhvnk!JzV_GFXNx6+a5>)8kACg+b37+cbz8oykV z={_@`l+vtiS|j3_W6Tw~YAzr-6r%P`Cmp)tHGe5H>eKD&Quj7BkL6;Q%m&@aO%G1y z-XDzyNez-|pSw75J*2Wxy$S&Q&@WH1T88pye*N=ea}|bX=ZnJbb%z>aTFIaEwav{G zeZMN4t7q{A5O5Bxi`-x)^>8&ADoWAm2_OmT$-P}&LWJ4*7ur-DbVb|t$tKbR# z$0}|3i%~@-3>s~K^s}4Q4quRkmf+H2Sdbw-MR<_(cS3$8B*ZIdnJbZov;Db*i@w`7 zU+~Umxc~S_1{Z0+y>1-sweS0KxX}L){jCrYO{nhqgK!=7gj4TRm6?LkV z6()g0HzFzM(N&zeihI&62=CRefjs@ZZoAy!0_*u`v=ORPaAik;^n+aT3U0B|p8iN% zt0#GHwJOBj6G)7-T^}8!4FY~fIM9jk$v&s5k5g#%t{9PD%Ui2t3j^5&bNp#;na648 z<}E3T@saU4;jKTc2x2fjL91!vyUr8vO^5^Y^$ z>Gm3^VeGHzaaj7sWX(-gpJo>j&v)guigQ^^Tp0BwCD`9zLrz~A*jb6POaZ@sPmd)U zbzz6t+&ro!`uCzZSi!hk6~%?c63cGJGn*E~!zB}6Xx{__BpUXu_c-q^yz! zS}KqE_PuSc>t1N1gAdS(C5~eaXr#;%3ecYsye*U|`gb~=O8BJgW%Qrz*-C18fvk%C z8sOF8+Ol-wq0KW>k#@_gIaN$ZO;w8gJDCV&GWvo!x`P_78soZcug<@0Z(+Q54U^`$ z^o#ORb9s;e-)5C3r*ACLi z7M48OFv`P8+MGTaVZlm@DRzr_SJKQnMnEhSFf!jGWIER{v?oA6b{MUBuzdhL$_EFQ z4;}$km{Wmfacqxvu5wW$I_Q=Bit?~(fUs@eQ+=HG)F0(N^=+rO`CMQ5t(JD_DELd>S9>j= zhW0Ue81WfWWus7#1;L1lFE*aRMzz4kK{b+vPK8`#sg|~ai+U9(NI0um`DfuMNUBz* zz|mam?}h)QfX4`ZRw>xXYJ|Cou-nKR1v_p2zky8&Irt$KDG|)!L>EwXSyF`A ziu(~XDq4bE-X;Y~`G3AbKb<+tY4savNhivk~>u?HC*gb z?figR{YHOo@Yvm8JQVex@8g497{$*}H90R!wZDnoAuG}M?~x&wYJ{PC&r^f$#G#~u zdQRc8>0s?AV2%t1PFUfecwUA0merRE9;uP@jXUB<+|PY8q{WJZ@&|#o{+2cwX>?gg z3TxC^Py&KwiATVsXNsp3z(xjHpwZvs*a@4I!)t$Y=)jtLdMPhjQq_y6CQqj*gA%%9 zN>Pb@nDLZJ8xdy3sKlLgQXh31ye>N=AzEQt*8)l&L9^o3S=waia2Rvs7O^P+v|^)5 z+&i{b4&Qzonv3VLav?_VM7U^)Y|lbruXk<{m$i|%m5w@Qp3x`DZ?@g3rv!4YO1kd8p?O% zS#DwUzQ`LTbtAQ}HZlJtU~rhTOm+yhO-Qp+Ha4qgAlfYSg_AzFXT z-bH&3Q!qP^3UK7)-ddfL8W!DKCh}I?Z;bsk_u<$Ua~_lBLdU8}X_*r_c?p`a$DU)oZn$0Sp?7T8-hA#xYRUr&~wbPUnf(kzG6 ze%@N9lT;*F6XqJfWESnCsz;YKDxTv3OOSzWYFS2x$MwSt=+ZKBn zbKALNmtB0H=kMA@6}v7x)bPfny zuQ{jY>sBlzzq5hnx!vPf>K)DKR_)1HH`zE_yIeXt~NM^d0XFH@4 zI}+zc92xDl8D*3CtZ4*2x0jZeA>THz=1~GF_bisQd3kzGL!TWR`T?}8en?+w>zPVa zQn?++K}ho=(J6m*0}y|}6*z<4EJS^~(WHhm{Z#oOr#K+8OP!yts(AH1#*tq$=M0db zi-4f!6r(%M`aApJ-7a>rshM3|AY|HorcugF1w_t%($ZZ=LjhiXDMq=+-53o+Ex8fL zju_@#v_&XlkUBy?F26!(SM4j+d5ta=6IC^c7qo4Bz<;VGe@TC?+R_^ogWguxoF_o9 zT&HF~bH|Mu)$}Ux%eV@GOP%~&z1Sh1m?TQ|kmHqmq>^<_?$NY-v93UuY(ykI)0sH-QJC z@b1q$*LO7geCgo&)#*GDh+<4%EXlglxQomDM&nKi_=eEuTBY1TWT0c<(gf4JQff&_ zxxdn=Zr#K|-5qAt+UE3{v;L0HE?cN8EcJRKg8It+yorI12)E%~m3J7wFM+vT!is^7 z@OWPdO!$8tuD^OgpWIts^#}{W3Y}=2geyZS9TBU#)%B zQxLH|i*-N0`lp_U#aeqr+c!Bn?DmoGp75DNg1NOQ2$t9A_%=?d7#?Ywx_TfY*44pv zeC*;XOci!lx{cWdlpM^r0IsW^m~>nEh>~dCzXpHRe-xn0PlR2cWu50k;Lzr>Bk?qf zqG^BOaoScmA6=Nki{+NO>JVnPbm<%R=8d7RBMg8*ygZXt{EWMuZmN=^6#A{QJ=9+J zB%r9XezF)tRw0->hop%Mne0_H0k2*RS#Xk z+1!7nWFv#KR1U>$RCN(CWi;RYKzvwUlbaJIloGUe)j-Zd-7=+7^K30a z*se`J2~=;pNu3|L{#kJcvlLyR7!`r)TBTwF?7V)MYZu3BtuCFxR z=h$+>>MVen`8 z1T{4Ux2~@nb}H9Iy*#{RL`F>; zg|3QVaJ|d98(Vz*^Fw_6;}6mPeg5^wzkM0|5s&DUGarBb&mZy-D!mgQ^26!$SbunJ z4E-=23I|+^cb|)vNwq`f`8%_h0{>R~1fHrJOtDx-9wg&mU2Q z^qb1vwrNRGx`WTH`S3~|#)kf7nNH|S|MQ1-=Ce(X7D-QYyJy=J(Khjmrk+~m%`8h6 zZ9}O?%Qk<$_1Lzz{HV4eW^7E|zTSKOLOkpDGOs!x%%lD*zS`D#{UPNcg|x2hUEetG z(}pd}@26;D-7458kxoEZY8cyW@^L@fEN$%|&&jqUEc+45e14=ypLNIb`P9F(hy8Y= zPx0z4@?w;H*FN?5j#Pp_r045Mg& zMt6m@zxubGjuvX^3|FY4_civI#%@ev127ygY5T7A+RvmgY-4Bh*sV91!^cQMA@6va zv(X;sEP*lg7}My`W>&@!ZFXNky|R6!8ZWx`{*`Gpb7~P4k0E&K3aD=nBFXi6k??p8 zD(HWESpNMv2@$qpuMTA#ovKThN6r`|7x>242fJY3WhmA}SbWWFn-_0`2br$lE?fUxLq%9*M* z6EVxt_Qh+^5%G}$>S+?JQb+%)Q~gjrC~tq}zIW?1iSZ2{bzurMv+yiplZFx!SiuUl zsDbojVfu}*GeJucGexV|=-m$;RFrJ(tkY^3=eCpcbt1%tU8efoO0_v`@Fb&Ag>RNz z^o|KTZB(A_U_fh+oA>~&>EJApDqdCQTdfw22&=C03FcI0koy%hr_)nTicILCpFn^9 zb!xIkFu+2)*)(=-k@c5ME0m^kLHRvYom5*GJW-grH4^1^VD!pPw@Z}P=c%0Ctu|>f z6G%f{OZ+O4bd-EoWkwOY;f^v(eiBaYPNIJE>OIhzYFMKHDQs5us(oCX1z)p1oKOEm zcSJ>+s+?3lCErde|Ng8eWo*&M514I!=b%kjm8~bjzzu!y2^^rF<|=(_cU%4 z65FWu6*BW{0n4owXa5e`>wJF-O%z6Lrg*W#W#Urf6k1(*q0%0j>@E46zU%G0J*`&!N0b~P!c0if;>%sn3!>JM0Wtm#8-0<^iCUzKIsSu5{1G3U9VJKL#d(=-eEnpIaiIL(`Z*)Tay(@DOW-TxGXQoIW930B{1AULJRLi}g4?u% zUDdppxib1ACEA}9ma#*6l^&;4Oq;E5@IoCOsDJC|FfPMjjRriLS}G6_!0|e-l(+B6 zBeyggq?`eWiu!V2`zUA_)UnZc>Y}Ku^+odr{%otyN)uLZ6Eu#Kcmb;7vb0Q>q*!-& zDcuDIA)GwvYUw@TU;=-tRr*dbRlUXgP2m=tyeM2bI(kju%vNml(vK&DL$2$$=;py@lrXzO0NeiR7sjfsW8l;kjF}%6Qozs~Zc3 zn;m+}SYV2Z68kQ9$r5L;Lpd>*&qNW_nJweu(aJPcEmcq+25oGqNKQqe;6c=XT#U0GA{d3=W`NGlY0I6Dg z`-ZWTjhFDTofv;xt(c~n(v8^3RLvN<=n^9I=FpuSyu)em=zqmC$JE?goSX}N9~~mK z{*7(D6~on=Sr9kr9^uHf&k$MR!nrrHQ~hM1)CoooC5b~dc(v>n7<%ycg14+}Yyf%a z32<-^$2puQ0@HxhsNf7uiNc835ikpA2V~Qr!eO9GC?Z^X;hVWQ! zrTWh9AnO=&(PFCythGi@l;ZY-PWoLsH(7>H=z87GelU;ucn6pi$Z-*zEN*pK&BRbz zgXo`>DcLG_9nP)q2gskV3#&sO(b{ZDO=gEq3eYMu?2Z~Hl4iC)4k29oD2O8@7Godk zx74dP+KqpkU_)q{W=7u+Y|CT9L z{VVSjWo<=_+FAP19BSq5H-aMY#Z5|VB1iZ^R*B6I6(+VLY}+Gr8kGn5|68P_8AEm` zp=QwBGJ6d68irXj`srp?g#cuZA@1r3aEUVj(msESohcU&ugR=ZkA8@0gR7sPDLR55 z_QW$vU-db(C*ROCTId_DjoL3aTPHYBTi6~E+IVHXN~CX-X&DC2eut2){H{9Mr#Ud+FS`Dicy9v0GG_{ym&%yKsj!Hew=htA*MYml zFqnS~+&F#uJZ02}cIT7z?-r_L;&yF$2bYM(i2HbKD`;VpbuwGMEo+F5}Sd!?z_lU}NYv&3%!tlh-T#AuI`3-N{)29zi#QvFGYBy>*LCVVS_HZS=Ru z(VZ!9H^kLg?Rj#BJ}h5wcX$rDBP{Grvhshdn8ViyF^xYlwR^CAftmG-9*UoXtzAu> zQCYRmZiMk$%TBwsS8kyiTu0cTiLEHkC`87L|K|KI=ApCo+}${LYl?;SYP0{gqqYZ6 z$?gA`m5y!hsoJ9Fgk8*S(B!IcWis`23>fI06ix&aho?{|f9*I*Ey5?fIpMU{&k290 z)jmY`?B{9!-#^>@|KlGM)vHYJnlDK|z%}~?Q5u2EFkMG0GN->5lK=;c>Ilg^WP^zp zeZ=-TnUld-lsR{XKPCRXW-T$+X8wP6(4()zpp>Y8-GZ#munHE!<2fAO`T#FF1VsSR zOCuAWjZ;vBoMHyDLM99gMon#LZcL4C+%@JcXgBHL}6a9Ffw{Dkx+HS&WBV|D=goRLR4F$I4=7+rsLKC4F2 zHVRU?xEfQjpLM>1DzfB23;iwt-`B2na1;ibO?#SSk0t8@JeD z^psm=jz>2MQnZLY`woL?EgFA1h{bhcaVMFu2~Ai?J$Q#eeK<3I9E7ok#t0xbx^apG zLahaN#`-gjG6{+o6AzOf*kRm#ig-ApAF-ni3^qo+fj+Ip8^?NU^~G|idVY~npcGo$ z*QyA+%*~RxwPFAh{RKT-%Bl&#>`V4CPq3fj2HmG7>=io-dm+Dy{k4DX(|sd!N`x(! z(5)bS=$l*=Q})txN=)I4XEg$P_F0=3_i!dz6WvJ;j0HzqCvqA66=a0z7@2*Wl21ts za4x)B$TW;lB~6nCbO0gi@Fx%w2M_*m&hf$Xc4{SnO{X-R7ZVhZK47-*vb4<7M_SH! z*?XJyF-zD#qpym1sLOw>_G5qg))5vcxn7SoXQ06}xJ6F6{Lrqpuu56Jj^ zl(SphQKHLMg@j- z!6Bh>FIcU^Yf8Iq{;wrhZY1zLHt|PDIN4cWa}=yua(_36)i|&kCVrdjgdP6LT9B1I zd@Dsah|^4)5j>nkeP{U~&L}(x27xEjc(TXN!?@rlcjWb(iykD90IPVI%fl%8;@*9;(>crG2vQXRan%1 zHnBw5fr$cSW}>*HBciHaq|mV2#GUj6l6|-2jumfWQZ)ZuClHh2!PcPh6rW(fy`~7f zM;L#)4@eEynleZ9o{uDd-I%3S>6_(K?Vy|@PvGaJd2NM1jC7N9GCdDeO-oXj4wBKc z)rZVgK6B6Hm}>pdZ{Nxuos0^rwz6)?Sn4g`W?)Qf<{|FW45&=)CTG4my-+(8bN3tz zIvB@N`~#KDpQYaJ1hSUk_-=ol$c3p`{RMxnTP@#Sacrlc)M2^9#plE~>+hsoLx#jRPY1FkPE~r>6aH4> zb~m6UkB`>x5yTrB9}w<|#5W1(C}A+CY7P;x@R^ldGqzP%-Oy*p>rpA9LD|F-bCQ1~ z#8WKG{Xg@JSoEn>(Ih`tf7Z#hCp>~!_9CZ;jT{s*DlOzy4Z|x!{V=aOtGmxUCkt&G zcNTT}$uY72o6xV#Rn7iqa9d2Ykn_|aL*pYmY zo9T|0PEfHC$&LsA<~xeB0^@Amaq`6i?ym9#AWFkaNmkz3+Q3tN!sSIRfkoR$TFLGf zs$RiSQ#j}{nOMcNuci9H+p)pVuNm&S|iFS+OynlasPbf}? zi=T>6`X-=rLkD>TxV7cmV@!e0>E@Q{)(e)Wv*scP#zwqMW-5=N)t#l%wM>q!ak3;H zm3>HnLTj@F6y(q{_7*j`lk~ia?O$8<;rl34u-NpRa)Wm&ED5;oZKlWs19i55h1q&XerP9E>6TjAcqadqle)C&bb&M+AMmyB!)m<8U7iuo1 z6LO7yw+U3(5x8TpRqMCmzkncrvEbX2TEEH2YOPK}D7Ermu!N3%nufbHt*6B&Kw!Y1 zaqURfo&{X_Cfo zIf%6lssbuj6;~PHAoMWOtBgJZI8i3yWWR^4`WJWcY-zn!ch-O5VqR$Gn5z}JYAFk|QzDRk6NDM#hFBy5 z8(XuKJ-V6Z3lV=iMJ)yr-v(l6G-E<>*Rav90x{!TtBa=QGleKAcSz5+%C~20WzrLR zIhUG+8ZLvJBxD>j=&vDo$)rx=BxlzrPi0^JIlj7>o#pE9Z z6<*&Icht|m=>S;+wi-!a)FX!ZE{dvZ9(;i8)Xs_p2tRrD3lRzG1y&6=&1M|e++lzst9u z9ARcemC&nyme%~7L`5{P3qJ3{Tp%a=tqDQwbH(D}6NtgD{^h@tT>saz8#-ycoZ(;< zAMbQ$tUCG63HFz2?mPnvf4M2qK+(6m%Qfuzm9&2>v0#>z8+(YA-Z^&d9>|F9#5GiY z(xYBFxX;z!L05nTdlhBd+PLmU!DDUJ-LDf=b6km^ng6WjZnuIpIeQl*SmiK8lSab$ zt{7k^P0zL6n&85v@ERRjUBGfGxteS4-r#ufR3iybmsi}YN^YWPs!X=uiXJ(3m6P~d zui7b~q7S&bD}1CSJD2bK1@R%0B^dRGiHRXd@|NnR*VMtUzyA1tdl3v!mmtgm6ah1n zah@la7R3P}12{J|mytpO6o1WG+in{-5PkPo@G*HPmqT)RDGUR-)JcFA2x1p#8~8z% zH?|OU*O1n^{C&@?q*$`G7Gpa>A8c}W4~N5j1Hs2Mo};j&a5Z~QYk=L<5b3n1Pz$wMUqZb zlr7eQag?Kh+^no2ya@)KfF(eH#pLK%bYz0yl(h!K@!492+5u*;Sw;o1hm4Bo$jY#4 z3;p&uK(d!fBP5GGIe$Vj!wN904YC%9vO&y*mo^zv0b1KkkjKDgv0QY@k%1{-BNzZG zM^?^>Gh$GVdz-)u0YHXJT(SW+MH|GJRzWL_PSSx;PLP+gV7>ANeq`wAO@fVKH&0H$ z5giESl;BPab&~iM`ZH|m9bpvK>K!b@*(&d43JCQc7G|u^vwx_ZA(=fSXGoTz44e7j z1e1gykeneoI$1g-M-U*u4nAR70m}O%{x%q%2_D90pW&BaU^FsmFMw!ltqg}OSQi}@ z8U}QNcs{E@Vtc{#h7hy#>f#@XsWaRV#NlEVBGJI*yJ=XzpMAQJ+ml z&)YAMCx5DhKEzuHgpe6VW1lbeebzK>FKngD-upfy$ivCnPKmM&hIipDB*KOTns0M?x7ft92`(g7s5kMa7!+RgG}E6Ce5zcj3{?C1y>A53W&Mb>L}r~ zx5Z|>qiEX-A1>Oq!-tBto6JRhq>XhyE`QW-lp<@P{=PAMRlKal@KuWV?iem-r|THb zi&+%gZ(_+xUPOPyNHUV2Y9x2d0ogH6z;UBmoLrOpdl&Bk3FiCvBtSBZhR! zSv!x@4m)tTKXM}fXE}uEZ11XqPN$>hBTmD)IX$0^FwaA@x?vkjNqdKSAj3$Y5P#0m z+Q}i%cum>=K=a&G1eH^S_YqSlF%B4KI`5{Fd4~+A!y`J%OOQbcU>H?j ze@mg|8pBc43Fp^gKV7t+N3%0zUh`oz??#iy)Cu{+$z>06V3u<{!mNQZ1T*=3S3NLp zr_)I@r=0S*J#QvkYv@&(xVs?OK!4)6omnIM6d;|mI{00{yDNfQ$l;1$1G>8+*a{!6 z2)4q9D}t@?;fi1@e7GXm1|LlE+rfh=ek*)9#czcVr}&%xu{RkfjF5`G$;cOC{{k0T?0+AV{LiX- z){n6dFM%ZD-zb6P=JB2-5UrI!aw94aav{2C7bQ=4(2dK@Y-*Awzu0`DwvuBGL%JYOj6i@lDJOxzAdL;P4#Slzn`Ic z*4Gr(QT6A$H}d!7qU$c_zkgQM`J}tJIz=M;x4Ib3J|V^aQlFjI)$yeHdfd*&7f+$+ zBjs84D1)pVbPYC<{D_hIRj{#Iew?`XRn-IaTAU)1W+G(LK0kVdcmtL`==Mx5?8`F$ zCKB!?RAz_9g!8UDwoszC8pNM9kocSy-=A!T_P z{wSftiw9VKdm^3X_azi6$x7=rIJcc|-RN|RT61*Sp9{#`;u(cfo^2p~f6A5}xf{ve z_b0j?$Q5<$PovJ-MeKd4V{d08d+%)IR+p;(0Xuaq=9f`I0uur?Fq4smCj&JxFqe=* z0u_JVT)B=Uxe@jEE83hfhT?qywF6YuOfMi)7*CL^wIoCTZ-`d}BS>au_3S#5(WtI0 zp20X?98CH4`0 zzu%;EGXH5QZT`nT^WS^^i(kL!kn*oa8xxMP2rO!QoKFhDMjAq)?I%1+D z=4U=nmA@;S*k8R{Ae9SxjH=Z7-$Elo zCbp}a@NF5+k8QLC_x~yLJp1%d>@CNb4qE!o5bxN^bn>`yFxHdp_und^$Jjt}AW-Tp zRU>X|Ramj^(ruW+ryz{eNRimcUXOpMP$0SdROc~unKk)(=#8{>i2wZF$NJlEbmZiP zQEnbxyRp7PHP^+c?x@bxC{Ck z!pC^L^fvw2LVfZe3+ksZG})j&XY|Y|-o{1rbz&qs(c2(oLY=5#az~9% z(Itjxv$_~RBp5a~_;!2pbZV97wcgM3SCc|U#?cjB2XJhC`fT5ujvEB2=Js1L3hC51 z!&?biQ$|lI%bFfEE-Jl3x|fSV037m2x~c{Gts3mQ^SOyx0M~6 zcNt5>XmRst=qFIEN)Gu(`hrm~96)LdP#wvbh?Gf!P{8oi9*iui6Jd;ZAK0&MjS{f6 z06k`jY|{1KH*)4OVlZa7E2fYBB=SYs*!UA^ta4=y$d!Ldu1tT%Rc2X;@k9MEh{`S3 zh2*H1gfnIyysWMWZkeR$b>rIiddg(tDm|5{ElletoDCQgL?Qr#NlN6PL87{ic(J1uQfX{)f|ms5DelqM>;*6&b0Kq(|*W!itLkPPo+P6xlF+fe&^3CYIY zdCvgP8J-C7z#|=Wpi0AX{?4>aFMlDr_x57Aj|_Ife>40u?R^ z?KO_08i4|-8j2bKov2KkA%t;u0qBgH#W?v_)Ixu4#neK3a^*M40qJY+Elj5&tkQ!k zo6aYoaGXC-D_bRLT@-Nyan4kavF1iuAwQ|13##0JY0A3$uam?8efqDLzHMpA=A~-f z4-4PMqbERC*C8C(QJ@4NLxvC9ay&`GBvpW&q!1#`D3i80##~Eav;ujR-B9OLsF60Z zDs6xBVWFxj5pz|no#Ua^-XTg6Q<^*JNEGsu$FqkkT^4QGGn@i)M=YO-kwBvRdmK7gbTjB%YI z&@y{nF3nr0LFYSBjPD444^jZyIH8T62a-?FH1bun-gXAoEpbb4Vpj1(xlykU4X|E= zqRrM&Lw-h7;@y!*FU8d;ZjrD@4RgReXT--%X_d07w)3tutnr|hH$!%A`qo|l6lx`q$5Bu$j{xw=F+OO$PGl4aQtiCSjT%! zH?H72D;c2@chmP_v`o?^RTYQ?5W#BU17J|ZfL$(V1hWC7uyg#L%&qQeSOYmk#{LkT zXvd8sA}IGvL(R4|;|AeL=socb)d_#@TTA*OgX9hkQuTkY(s6m6CV#g>s~G~{z-LPm zGT9|_qXM*hlD!0Ir(a4ImevYFXmrQ#IA89dO#f{9sqH2Nwi{HgSxc+L_VelApIeut zw_U6fHhSLW*Uw)}l%I_Jd_g%N@VHGXT|hadqmaqYlN8}_HBg}s z!h`l7cn;0-^dfZ+Q)f6ihOQeq*)@2$&ULUkOBEMQY&OOtmLGFRclN!joA15+IG16=H(coIP?3f<{Ovd1A04 z{PKz~p|T5LwOXd+TRbcw^7%`gJ9oo)KCjQ1Hu<@0wdv3Pcj&jM42XkXrp0PPhCOH= z%JWzNg1FHuO=*L`tLlGRkcULFrh}7FWTZ-Cc`Sh{Ywv;~${|Tj>HtCWGdHX6qwY+q zDeTkw*U|9zie7xLzf@?cds~ExQqhnQWENVRkGXrC21R#gm@RyYAM^GyU0aRP1F9cM z9&D~?>Z3hOKV>~A+(!xfv~<~}ita{S8M`KZdJDU8bSyjjNos#pG(wGt_6m>njkBG) zk(^S577%g1R)+de87?URI|tDWOCg#A3(c}#Jlj4QGZmz8$1&WYv4E*1<2e;j9XIWjlLW=w*+K%V0DHNQY33 zQY;oGr1*_i544#Mj_Od~D{V7WFoz;<^seB{=*wa~Qm$NEtJE}o1?G?L%++65$qb~O zjG>u93PxHVNXNJJ!K`O~J_(~vBv4vtLxW4GJicwhMJ#_-fOW)viSP4vQ!s`XHOkpT z^|Y8A?+%=3grtPiA3(BL_0Va+`|Dj%)Do@4x>QfSkN)=(Ud2_YV6(-Yw^8w`4qfPH z7aoeUn*(EaB`{cl;dc3(J1ZX9i${ne1TpKPL*Gf#*1s~(*Acrxw(PO$oa~6fvn%d+|_Kamm^=!dWB_`sV z-wAaHr{SubF4rjQt$!vK7o7zf=j+jYda6tqM?e$QxtI(=`}#eIS2iLOi*jh z%2Ye(GU3!GoBS$H6|ekT{u9pY#o;(i#OEocgF^a~iofcfuo}a0E2nB>EsyHFYR}%< zjg4WUv7dAdUMzvNQQW>a8I>WjYA6X&Dsg`u+*|Fs5*uh=wb-aCmF}3 za8vH9=L?Z+7%s=~0HN}Sg`G&zEs1^4`oLuzXPtjNE==s$mQ zCcBV;eU3mhNmBRz`=I*{Cphng+1{yjVSAJDNb@>tvSs>t#moEa>2fcagT(`n>E|jI zFEqFZF6};CSh>Bs6h8_N# zs@kTAS!;m>5Kn?ZiN6jv*jHa$5nq3Ejb-4LRTOem0bMwycpv5<)=wu0B`P(KZ#*Gi z4Lxu-YV^0+2soAI0S?m)tZNd+EL{9Uul7{?yvJDQm=ya4t{D-M-Dd})81?x}>cF#u}1vv_|WiA*-1 zo2H)k2%)4KY|5U1jZ3M*D`nF`5%bZ$T?VcLeKP^xBeDFt5PI3+v@koUN$7`grdc87 z0fZS9Oza*mWuNyYXg1%7u_smbO;sFTAeaJc?@YOvW6EHWO3 zdBv=%zqFFpW+T4iGa#NH|im<%$1^n`pzKtLhrO2)Gka15*#X-nf4okaT}Bb12-_ z64SF9YsfcHp%jg$k?o_E_$}|^Z}UxPM^!Ce=Ga};f0!9NbCNC2R$-Q_ z2l}3-i>onLK9336*YWdWYSc<8xIscvbT0Drcwgp8OtQv9?nM34t1;?G){XT-S@YT* zZ%i97HPQt`FPK@|GkB!UTzvi4pZB~ z(KuQfsl63t(>NV_%Y(w(mJ7Sk&FEQa;~mUHS1Y&!k`aWx>{v!&$J;X28x6o<*D$2x zF8DrUK3;S{UmJh-Jh;!=N+pisdd_Vl&wUld`#I3^IysTXTO@2;Z`#Y}D{s>(Ns??2 z>2;HBmde*UINyP*E3%`ff>v4)%~%Rt6|W}%zA2aKGr`MnXilo8dg!zJb)KqJ#Y@k2 zc$KHpK{(BOl!AU`KWTYc(eIoQ#)g@s^81pR(%EXz`z?QePG(Bm>~m`Se~_8d%4H*_ zejX!C0~q$YLmm-6d4mfbIQ#QHqsVFCX74ST0%Z8QpcUTNMJot5Ax~)aLP)c>w6vc} zMU~)+dSE> zsH+7uH!l!jua~)Fkko8$ncxdh9C=+9zut{u!$9M5TbrkR`Ap0G-)&axtW@p1H09EJ z$+9nkNk6BVoLL5d_ioS^np(Q(7*8@_?bkmTu%drnO>o(NRP!QRD#vUMI4t4?-*|o_ z6`pO${71jMW$?l7UVw!;%$BCp>_4`cZ>}3=yIy`%S|WF*$jf@bqxTHImR);VCSd)W zQeJp795wpdVMT9@{<)W>;z?Yp^{>${*3uXC>GkWfCUsk->DWn8r92?6PFc29 zDqVlPhqVzD{1Wu(+p+vyX?j!> zhXt_y#Y^x<)quPVc5>R+7m>ub+`)Sj873B&r79%lP$H8q!!LIMpl+}Tem!T`IQEN{I6Pz8}{X-}Z@#!~L0` zZK0V=pLIkjXwhm~vq)PeEU!6KPAKb2{}yQzbS&e>zB)_WGL-5R=nC) zm^SBEo1Ns|H`J+p73ws;L~68=VxyDko7~o#_%FJ?SeuTHi~i7mR?%WJamqAoBU&b* z6|{izOXgp8;;5haru6WnX;+d#FP_@U^y``0N=r}jHWq>#A}f7ah^P7{OHsFkmP&_p zC1`3ZY58H=YZuJnW8{m=%Dj7BAYSyjmLcWdD~$4?~i>QKfp2l&nbdC^LdD4T_7q>ijkG)%(Sgd+s* zNUO%}f!3*;STl`p*R|yq3S?>F-&dQ|Ah3$4Jdv?HF&Pq*uQOAoG4B^sEH-M<$@FJ? zr5~UVNHV;TV{|)4UV8!0jh2Wpw6Q644tnZHVheO_>+oN_-Mf($LnLCo}f59W^@bzCI&K z!V;xyorQxlDCt4J)q_;t@t1~Vk*uU^$CaKmR-i*)iO!n~+O&?0Zwgb`LF7ujeWlO z8xlJ<05zCpfD!s^>>yBRM*KE(=uAqfzR6-;xgG4vG{|Vgv1~}pE%d7jKbb{+W>%dj z9^zwyPhs4#%+kgd_=S7hRz))4sYg7)a_B`|LSxafOM>kIkoI#@4~?@*zoY1|6B(N4gt%M|YEHK|&&;gs4EC5`QL zVBRY_iAA6XA|w+q3dW!oq(0hFi)mM3aZ`|FEm&fSe+(E;D ztx+JiWcePNFhGJ2f>Qv7-D!Zd`~(ZM?f4VuIB?sb+6V-)_7A|--AZ|NE13xt&&XN6 z_#8=zvaG8$HiJ8X$rgX%?l*aBItYYiOK}8Y@ZhthY1%|o`Rzcjr zf@l%07KQ+P-j(gv))_IjOF+}uBufI*P2&-Hf7RcN;G0@`HjJlrrk%{tRX4jsO!NI} za6yOr0*_jI02i;0Z3jLL04H=n{MhI~v>%j+G5RoC4FD=1RWHaJa%*Sli%V}(?GuC$ zgAfg9xwH}+4rB$xtuEzvZPC`g1x`k%^Wq~K@8$%N>!2pz0H2E)PJ>TNyeb!a9ZybH zf9_j8CQnoui}x7LU7d+W8ALEP5S-p{{**1 z17BRop6q>Rh$*}&$Lf^%0+CAa9{UHg7=)FLr$kd zqd&A!hmXuf8l84w1nGSkOOW|3Ld&fkwC=u7>Zf?5AP7(v{G{*Lasr&u=fH3MF6=?} zi^KC4Q40&OVbaPEWy~Oc!n`C_e+>e?G$c>S@*X@f8{70Gen+b9Yl@#pWL+AA!bHp) zJ0N!1=N61;=?e%Qf`x6|R~@^8OcET0?PYw-T8*9-N`=1Zt?l1qSeCY?9NgOC1>o#! zzZY$U3;5MqoQtpdRAdq)wIOx5ZPgV=^tr8Ox3-#nj0%+<(qTeoq08=Ke~B1LHo=oz zm}LZtuueqnHVHdQ9G;$f)|m`M1$9{AK2%J9yCw28)r#X)7<i`bZl17TP!0@4x@VCy>}I;> z+A5XB1J&g6e)Fw4V#n?aSi`tLmW+Z;6ZScys-&$(ChXr4RI5~JRE_qGnW{guMLl|~ zo&1^hab~*mw`z*Wm@_IQh@g9HXI*_}t}sXA0!e=qVI)8~EUHJBf7N)r;saXv)siVf zG21&*Oe+3Vd-JST?Y+|lO2s4ez|MAyYGCQrV|5(5e07{>J;ujxxuk3G>(rAx<`&pB z0LoA3n6f1jFtkPtCFfj+uQPT?5J9=HlZag*V@d~awt~%R`plLCsh*J6Gg)O7a>U0j zkeux#vDjJk^sV8le*}Uk(=GQi@UJA$#ZImSW5m$!u19 zxIZz5RHUf|e`}q5_mI(6+Bi^!)hOH?2_p}$<6!(w2ihn<2t9g|gY=oH+xu5Xv4aP1 zO6@Ujk+#$WhT@(O(Os4=PDhzEyzF^pLwM0b(B3q^x0G{&M|r|} z+K}d)Jo)*!N;QMeNfe^XmNlfZgT)8Bul9G(53^ahe{_fI`D>hH;kv@%xI^W-Pnd(` zr#Q10KNahW`fqCWt=Lv|c}!l;HkzJ-&5H;W5UiI;kBia1Z(#h~tIyx(ESC_bKFr3G z42~DZZR{N4RF1eyN*baMgS2CtHV)B{>+I=x2`A3H=)7X(O@jY=T5=7GPR@vx$r7Zn zYV=Xxe~JMcRDClq6@$a>LLBnU%i5!o&00n|b?JxUFU&Bq;aP&WcY~K}dYlhO9JAw2 zgU2D>3Vt+a_X`dD@NK8kl8+UJr>|j7ZX+JY$kkl-LEu@-r9k5@V(mCrzGL*k&%iVL zxy?bjNag1&sDQ00F7Ajo zonC7x#$K4kUFHrZm?+@b`W2c_W$j~8#%hJ5HN%|$>KT)FlUDLzF8ISpzhte9bw&I| z!aq4@W%}xl2~(VVY@!R<(K93S2HKr ze{$tSFB(x}L=w`yF~VnC9+MPHeZ(x93{Z1uS#5yxF|{~zSCy^Lby;DsaGs+UPOUQC zF9R*qN?(Ya+Jc`F3L`P0s`#lMj3qJ{_bHjJPYtNhjR+s(hG5*4r5ke?(6@I4z%B*T z3=uv(3jC$!qgqS`4CNLwVq0gl_7E{De-Li|%rcsl#ctnCQM68{gFNM-pZh_6Xs6#F zz{GTZmwP(oU$-`5%)7Qzc}Hut_`;j8V1KxOpg99G;*DHf^=12IJT&B?yYYB(?(ynVY1KTBzNW#javLOIe+Il1 zy32tJG(e{g#)L+i3wL-Imi(U2jca#`7c_UlX-I}$2=v5`MIrN176WZr$ryi8V>7y3 zxOGGWuqPL{I>C+5wb2}Ea*l2wlMZ1s8P=yK!IkX!Fplb1a(?4EqcVS}oF1d+iRH6i z(ml#Vw1RpJfhjyR-8d_*Jq&o8f7%(6t*z$CWM*|zuS^EsszTf#(^}MEs$-^dlP2az6LBh)}}FpBSIf?w#e``n+FLO*=nqe|-Wowx`yk zNXObR9$`qHA3Qb|O`11xU~DxPM)k_DS#Y1$kiEkpP*o6d?Fr3fVT+>GoCR9cyZvJn zt}abFe2e}H{^GS1r|D5xim$Wz48>}bk4}7TPkzEP#_kHsdKMPN)EGNW7_DZh*b|jV z#Z>Py0b3r`9gC>vhsj>tf5hCmy|iFB<}xH>%%4}&A;D{PTD*}rRg{Qyq(s~;B_gxq zW}cCr>gS|@P)WcXFP^c0L^V4|!grcO+QaLGC|PsZl6j;c8l#?cUfDW8sA3aT(Pqe` zirdE0 z;7bwkzL6oX&`o|c3+lKhehqbw4pQgjs4Sq)5#!+l2EK1!cu+c^T#y7VA+j(OZT4-Q zQoExqJRGcME8u(nSfIGB%Qm#>^Nl-&VsvBfpvH`F3 z=|P1fNr$zzzEmttBxtdb>q?os`LKF%t?{?$kl?Uf;40Cba4`C?P>}=1BOCw4alpta zf?-XlXwEK_R39^BZ#D-+C0>Tl^~pQOe;F1FJ>K>M3E7NltgKGoongp4W95W+7wI{U)AQ-06ub*d?n;x$lzvvXn+ zv@WTd=Cd;b+s$8nI}5)?jgo)93}j6*y-feqcj6wwTxVhK1cIU z+fiFIT3!%`f2nUSgUZu-wOzEvSz5sCQso=8G7)n1kcKjwC9Q( z%Hn7tnEcv@dvr3YWt>~9IY_>*J9vZG%QUn&ob5Hdf8r!-DLYSues8_xX69XGEA{k^ zOWf!aI|he2+ti;)MV+Lg6icxl!4oN~=J}07&_2CW=SWT89vHaR;|cD%oYWxGGGz9z zOnj6?pEYsF{8m_sG5bVY_i&3xwlc+uXOPWHU&1xhXhU}7RGVoAnX@<;!nt~zfaa1N z&j#8if3%YCe#+G#`R+Nq{OL(mlNL}+uWHC|+~eXNKq@pXt)y+l3Sv(zlg`vQk3avJ zhW*Ez18Gz;p_BZY7x2b?RXhvIog^-{H%rPM5=6ALYI?i(YUT=)ggA#B^RVVn8XYHy zTc4bzk@7`K4RV;^r(J^{{Z$SPkL2bHF{Ya`f4$%Bn^mDiDRG^D{#VAhf8!d=*6$`Eg-BET!-U(xkLQ?HZwZj`Ivp5Ho4$+q=c9=hYT4bV$6+)ac&Kxxi-f`a`tTZ z-t+~}zT_>>neey~_A339YY|RqwadF5c5W=Nox_|m>3P|W#aS4&T+fSZFW`!*-|;#a zhJm3=mGNHYZ)KF;lKHs;$BE&_erK7=^Djkz??3%JU+?P^5m5=)Shq1OkY2V7<@{c#=Z!CYG z2R#qm%13@e|98Dd9nU2h3tF`?Zsq@4e!Z7(<*B!QrZ&zUdeC3}@%ImFRq0_Ot!Z9M z?a!;d_5Vv>_4j}O{Ew9e#%#_frU9?c=e~BG^ZVF$`!x`y4DC4aEZmysti9^5t;ZNE z!0I%O8xLotSsFb{3uDUOjXBsm%^QD+h5^n*@!re#OtW}y)99f$Wq=;4u#57-6OX=1 z9#3fMVAY0BGCS^}=9A!k^%m0^3607w-p|GqiaIz84O|yGbzJm99a+zPoSi4S)$xcM z=G})JH|q`VzMWp3_p6K;E9W(dcrbs{3B1GT8o09ckoAUnFWj@yrngMg@BQSgm^TB@p@Eu19&!c}B)7%#0F=U5E)C-~E_D)j+V*HctiX)7 zBWZ8RY?c>Q@))Gpv4*dr(8dYCYGGOdj|<~@V!3&|){7WIBS%ED85cx9FmJi|PRn() z^#}1LFEvT48|X6BYhGIHv>ku{a;i05B1z);MB=?{hsPiiu_Uxsd0HXN-w&#j0?6R= z7P3843ylw0MZ`*dwepS!b=Mf2TM47ap&W(XtLoBiF~yX5G-bM(uD-xv%X9k{Tqx2k zXJs-=yHH})%5K&P!~(0;#HqCLTa3H8hF!9tpQ<*tFn&J;p*mX+3wD3c(~5$eF`bR* zjlmn&b@P#&Tf4a^C)(uHz$t$91>Ws2!0kLUsTd24#i#D_l~Zr6)O{ENHW||6A-pjO z1e?#Hi%O?2Y5M^JV5I$n)#8!5H-#ue+h?F3TMIw9MHB~}gnIPpZTMAH!^+Rv1c-pg z9(adaRAMpikkz5mGaY}m(ReJB7LdvVNuVvzK&8!wh%O{HRB6~;hC7}%CJh4#t- z<2g`6OrW8Lx}KQS4s(i@Tyd|D3gA)qggP5bP(q}`;|c>|A? zW&1{o8Y=XSEa7)Hg?14hpWvLlw0Ox+V$hzNRUS*k5ynCU*;{||fq23QhX~jwyP2So z7L%FPO_lpu?Ajq}QQxhdz9Rg6v>PDXFWOuG1(`(uu3XVr0ge0dDR*5fMh4Ua*%Tl0 z=Cg1Lp1qBe^r|6oV(E9SM7{dG8gtrkOV$Jcn3%8FL$fizgW3eKYdzdh;eBj9Q+KZn zy^ou6!y5!WgE)VCRS?k{M7Y1CLu+s5)A7W-4~`XS`08c>+UIeSEN|#_(z=}ZIsf=7 z)=uk9EA2xw>#%p{HkZ;)2FQl{oei%X!}FhE2BxhpmNvWHBu$~DdMx%vLL2Ogg&*J+ zNehn(sP{o8R77HME}KOS4gqX9QV{jm!Y;%d$^nI}-m-u7$Q^=qM@Kfgb^7}X5BpZ2 z70S9-mmG${3D5&jxK9fL@6g}~U-w_^K!xmYv3Gt58NAM$P3InBRxfdRKYG^=pfpsb z_0vy1cpmu-!OlK2dU>oNh8~r%+|+)OIAH-m3SNaR8SxA;w1O&MKyLHECTAbbSy`6; zWTSTpG&baet<(pxlkvJh#B3Tj-4 zNZAdJ^NTq620n9|-8}6!>w;O7wDVfT!XC3kr?-gDb~-)(nIJW08*p=b>GHSh>^Jj2*gO(S@)dJpV5MHL>{XV$N6 z><=Ir?8eK8HFkE2g`AF?Q*!<`fkswiJ~_$g&MacpB<0&Opjn|52HE@w0K3#SkKQAn z`D1?pVFZ7ybF5|3FySJ9%*a!ZZXe115*e-GaoFu5`1%3@m>f2vb`)ev4>J2gGpF2^ z{KS26jzKdoRY%<3Kn?S@ALtkx42?mIakhC)~!d_XQg#A>*;uu-lnjC)RmowssHDg7jaqdo0zg1<>YKv&TMAn&J5>jK1sExk;mc; zNb|$o*$SNsq|^?PW0<9F8AlHu@+~tEajZ1;A-3-s0Ej}K?zC9LFfwFfbBN}l>zK*1 z6oF{j3>yF$cz`OOAWU5YB~r8=IGcZfUva_F^LEt#b3VV&pq+&tmznl${Vy3UeL7UF-+Xjaly9J0)IA&l*bxCl<&8n!Z5p@Xr$SkQmCZi5LV z+9~rwB*>hWfU`czfD)04OVpy}r=wTmEY>dcm_Yk~MNxP9-Mx+vq^bzs`IKbQDC~%rPtQDSNTUay1KgY*m4}^4*ZcZ zG`~xoGEca|c-o-LAgFuwH!)V_kO=72b|8{iCpjok@!(M2AUo7rPY{2%jb3?8KM1B; zKHoO-qn~&^XRD=sZF?hLRn$kVf)I6Ktzt2)ACjD@W2BBZnw*8f(erb>JV)$J(S0_i ziF+P^Y#jNBEuJi@J8_)e?BeVV&VE3w*-TIGv!ZXlYT_g4v3v6lds4JlM}H0Njlb7i zsZNYv*zvNmwu2l3WG;W=%wf8ywq$k%D?Pt#URb#9xL9;tJbfxRw20|9v~MVi-I(1H z7wy|kEok5fXalN_j&g*153JyE}HF3@n&<5Us>AAPFY%;_o8{QpHTGY%uV#RD!Ue1e4~p!pY8x zUejq9_yDLrkGch~EZ8Tno>p*?_t){czX3iwY_(!;8XdD>_r-e!GI8v^Y{ZkE_b+XB z*?h2tt#v4WN34J9lTN`vb{v=5V+>Ezq1bYAB+^*jc^d5(%(~Gnhq-KFOfJP70OR{2 zn!ZjQu-y%Pf6(7Ek5L!=DN5@i;dV~2L3}W48i_Cw+*2IGJ zlUtT|#ncF0b|4=qw3?Z6%rR{_N?d18z;95;33V=6s|twJZb2tdYHz$WV=JruS``^hb)+8;HL@@Pqs_HO*p;X16qlI?k0Ok2hn!f#4a zERuhe!#dzgNt%iuiE702Sa_q&g~L9PDyKGY!&&{&Jjx|0vPBS#&+EwNQZ!6K6{CU} zA;NH;JBlbqw<#ioN?YR-OMY!L3i(Jaw}MitXm+^1;>@b6-E1+5Qo45D+7$Ld58@^ z5I?PG-ZuAjGH8K54|-;n5=AriB}&Nd_tfY6eU0O*92GdVZ1-5>>@C z+Btk6G?MB5+-&w3{oZHI&O;6Zd{1Ly?6HdbA zKZ>ULCMqb7y$klOX4^`6Y>kQMl?2BhK!t#D!B;j;?pKtR_xqZ)t4;oUIk}D+=IGu2e2gF1W zLI)g6;3ZbBQWBHKyAQWwDhhx9e7faiwlE^`EoA!`Hw0{pQ=3n?O|#U`S>1wi^|pm_ zP*EcxchBt-)&Sigi!k?tv?TR82^KjDWQ_h%0sj7Yy6vcndlT@aC4Kh+?itxsYXTIQ zj>VHTdq$oP)<0$iCtEj|T9IlN60F{TmyT(DB(uvp>Ts(yL+yMl-i?2KR!fIj%cA?m zmGyh)Ox%p>k$1tY9B2|=?(XZMr)UxB$$G^*t`$4`vZ3^T;3%ro<8^Kux*W&0BefgW zE5rLMm#bdc9pjzn@wIZXuZvxZWhx`n=-jcpVGS3Cr$;w-ym;mnXFuX{Mvd zU8|+FW^*GRK3|sS+l_zr?7F-=F0HugV##V;O~4dLysV~U%s{wC-NDylA1gpM+K0V= z#kC2Zg6cQ=DC(OCCp~bC#eX`JEnTZ}M>ril3cq*^iEz=!s5I{3PpERR^LDgK-}9|p zfyVWO=Vg8`EV{#>Ro)6_utxuRI$Vo}dcB$A0IaJxjpJwxhuVLXHXZCPnW0-WmKppL zlFYkEi#>c>$58-0l0w8=c^K9|R|2x;!gobL+`4Y_(t$X?Wc)0Rdah(`^xNs3*cTBM z>x$EF%`!$act*3ZW)k?Y2>Y!ItK?e!ND=yYqyTKI8?cdsje>>Ep>0tI1v zh2xm(nxe45ZiRnDhXR7}6be1;mTLD)ohotMAQ|d1-wL+Bp+5>bj5@8$|1|}27|ku~ z*}QVcMCP;UG0;2O+?LNb-km7RX&Ho7H=;ETeQ>!$-8yJ!F!w_VPb9O z7_Z+aStI}vmb;^lYrhX}jZU|^xNe?d-~Q&j9CjgNgg1Yq%%S=pI*&{Jygf)$Ts74fzDq@zPMLx zX09;UHQ}*pO9jy_i@ubjG^s${WOoH}soy0sUCn<&DHIlAW@774V)VFH4^e-}d>&r+ z>#gp~s}O%i9e(l6Uso{kI9zj3_i=7iO)Q|??u@EMmt37BY?`;CG!{O$Z=7kDu*_0N zFj|euZW(D&8q^lvM&oYNdx(Dce(mz)9wA%=KQap@=q<;%yFb0W`UkG%U9Fau_b9bm z5wG6o8`M+Y+MHh3dt7Ex5fpPY(d3u ztipm>Ib@XZ|Z!W$6 z&n)%rf?ua`q^fVu{&RKT`o^-}=NEF1Cx!&~?u!Lc#iw8Pj=>Rd5zt3S?Mgr@&XUE# zdAYc-l)3lZnVIbQ?wvo~sd{wd**}M72G`;WQneLScUU%Xej|Zsv$1~NetuKDXnQHDi_MP%^fNTtFSK5V#i&+n9+uq3Z zN1~F;a{qWxQX9J&n@(dczqIpffymsJ`cvq)`$KE4AE zqvw83C$%9J_1{Wm-PgUYptc_h0`} zS&)bW!4}Tgw`k1ad}1!N-kvBIiq6xxG?(^!TYDKn+d9H$AE7%8u5+OL%(8GBSdO|<#{+tu1tIUUOL+HvP}O7Fx^ z+P%i_NL0f_om=1N*J&>Dlz&b9i$iKm(GmxlI`O@oJXcq0glgj_J?j+fN%Oo@g}VAG zy;M6b3C4@GTfViZy!qQ#ba++tq0G#ykmF&!k=yd<=YToXf9U0zD>nE#Cz^}r86-L{ zky{u(F^*_yq|;B24*_mRqd_aEx5~DsxPLVE#s2mCBCTXrjTdF@3J!|N{w*YT#GHBY z_OVR39!eMM6C-3+>4RjoGDlg!O1EuSqtlMTdNtY;UByLtqRY5S-R8QF$<` ziH`Qv1l$G|e>VJd^bu;zI@h1JYuDS(;zciKCYr;zAZO;=eHN+9yOF8&7fr{q)34RxaxUxD@d+kChz zYNC#e7tr*J%-742a4@jO*fuxOSj>q!$98!QZ*^Ga80Ann;9``1H{eSc<3nE$M}k$z z=t~E%3E9iln{Z?|6a|Y}KlZ?x)9%w=_Cs8RO%u`PK9nnqY2G!UV?dF94u#_$Lg$lC zA&&GIe`jsb5)NsE6q}U>RnEJ1hs`49Z63S9>e|N{n$(eehXNpgozJw|_G?k*Wu}$l zt0r2g|CRcYEctq)yfOK2jV#k)xbQ=Nvnf73K$UzjfURh#}NB9UQ31DkMeZ=+p1 zeS!K`O>m=6D?)9N!#?H1B$2}+0dJ%>EDabYiFi_AygIE8pW}(@wLBf-)Q5biJTP~L z{cWhr(}C@n#?yfr-v-|CAdVaR7$w%&oo3ap@YW#W*Zsa7rQXV z4PmME7WLwA+L|MjahCB!$tJ)sju_U)f0nIj-wdH%5!J{vv+Lh5Yaq*VvHq$U)vSIW zTbPM!Fy*#+o!2!e8B5>01W^3>Xxp}kkf_VWwfb;Y^n#$y2cXbEL>FF&g(4z?KbiSq~}PX;`*#4cOCRSliu0vZaMP z*6GmBT(3BVL)!uU6+r)351v8WfAJ0)!xJb9i-|;inx`oZQ_3p~b`Q62TF!`(FBsPk z=+nuuq!&3%G8RRQ4_Awf_V6+7Tp&&>60kD%t=oxCHyO@&GJ&f7Iz5fuF(OFjlPUXe zRrIBhhBX-L%k6aAMHIqTz?2LLcvAj-14h(N zfsSb%vz>(ye-V`?f2eq({p+xF2RWT9>xc%KHsRKnnDt|@G!|Iu{W|hXV%`NwZCaBIgBr+ znO@iQEp&N)jBNIYH^WUBzyZJ(PF5HZK;1>N?><}6P<|1PnR^N?XyxM0g><6H{B;AP zNH4vkdmeqFy_cIdnIp%rQ!O?oKFVns-}BSv;P7Dc-^W?1*CE+Rf3B_7ier<&Q3p4cldzMeaCbWtjvk>LeU`N*-+SR9h&$57@vie-WzZ zqs%=f&+HmP5EeYZLlwu-gC1Y}%|9`dsg(sB5YalzD>HmNQbfB|yo73)=-mdOK*oh3 zCX}^`MVFa{w0Lvdf2T-=N8jWAC(*W_l2n@S07g0toU8`BP&)Y$9YiGoOt|z&S?3R{ zWp!S`eW6%|33A>wC<^q51#Ts>GDKWO03Il8KdG$I$I$E}#Na&6rrM2_yR~&)bDdrL zzdC&%&#;b(Mfj$5?M+toRpep$!jW4X0=5|HF^CBF2?CUDe>2!NRkE$y=t^&U@1noi zv|zQ4gEWp8pJlVPXZ_BeL zqFv|i?5`op3Raz4r?4W*?hFD{iOkwKIlpJy4sF^ZBZ8kDx-awfRi3?sLQQp!nz+vB z0zSZHDDc6ge|WfHC*OOO^o zrBx9bRCv8Fg3gn==-2v*O4-DtifM0LKGI0h;5l9*tF$HpluLD~0=d0B)tIKSDAv}p zDZJ3*bJa?$TA(SrPf&!fE5K0fg(AY2MK(p%hTABrGn=Y=*4TI$Kf7n$k|5AxWnqJo zG>y4Ff9+3<1nXKfan*FO>&<7HZnJOId+RcaYZlWP#IBzLTW9rWj61?ep_nhlg(y$I zSN$zh`1h+nqs^g5p2a1z-OJ2=m65OM#Bw-8JWcZ@ov5=uGUQ+EbYe>YyVQy8=}ss1 zBOk#%j^?JwO3gk`cXFgd^uJ%7NS@cl;Y@u$f5B@LCs*-aSLm1zJ8~|>sEEVcW4ruP zbMRpeIyhrEtdQme8d=Mr6(H=S(22jA%M)$zPh2ovN${jEW~jRiIi7i7atPx={}qT5;k~@@CecMp#L~1d>^5eg=Y6{U+koJhZ$KF ze`d|}VT9s`WZ=9R*D@>Y4P&#IWmES};TblAbJW+5j2sDQzxRNXjT!q=wh3o?bQ*5a zyA*h=u8_Pe)9E9Qga;Gm!+=(8Pj$=SC2Q)q{j$bvB!#HAw~!h&+AkN9o5ajFz34t_YUU(OU&7;(`+^`Vnzc($qOwx+vmm*kYbIn*cV@wAg+W zMr5}3IfTVvJwZOtK>3Qiu4Io%xxg*B7iJUMzfwz1@(#NMBm=;yChTS3sQA~e?xrI^Sau( z9^!OIKjp;U28;U%bsSx>OZ|$%K7KyY3!G%_&{NS{pF8$p5X}&Y6NtM|lRlu?`Hp~A ztEYTj_gdTF*SvH~bY(7*IE|GEoE|Z^pAb(^)OKJdc#Iviejl)RQ75zwA2>8ROf748!hx~293Zd?T zHs3iYbk_-bPdvEI~wV zUX0(JB-QFjDojd*e+P$p5m}bsf?EzY8*YJgJeW^Q|G4;bn%ZK&$-1fBdeFgEa&(nI zk_(|&jLV})I$W~s;tkM_6p^jDDa|>i61qg#QvI4W7-oqQJrDZ*4rts7%^N7EFz+tR z3FmXa+FhUgF`_m%=#n>%jV6Aj7!x#L*9`%U*#z!=KlR51f1C{a9I!SlJV}*V=5*-+ z>*4~eKeuuq+C#gDG1f5)i-JK-An7WZw?F+Fa7IiiKlPusNMI0fdvG@889#iN@3N z*l;Q`=e`)N;Dn`?HuE&L>}_{VuZw;e8T(=)XX{@^f5zhwJWHa^fbJqhp6;(8;}q7J z!4YJ)VwZ`(42+k7eiJY*96M|>F9YM3Soc%Fc$vvJz*qw^uJscEeF;60%3}=&6#F_B z*k7}pX&V*A(ImK*X-x)Z0Mu)jw^?XP&1xQ!R+8q!u6T|;%;;#E5>oI=W1Q6qoPtEn z3q0YXe=EW@o=Q-cjLB^-s5b9Q?J)Y+#)~;n(8?<_#8Ck{nTw3}BZ)ZfG~hKBG>+et z-afa;Ypf{5l@VC|204G|u}M^u;f6*&*U15D45zG4zxZsEXWnXLsud|_uyL=^h ze{JzUBzTvZTxU!S@Kyz{Hb+q37cIH~sXayvs*ycQ!tcI=adB~ea?DBe{$oFaxg!=> ze+nbrDRXPg%FId6@FtUwU8t^ZWKAk4&5M3^m{hP2qC@q#>CyBjSS&{OzQH+ZR%xdy z=~0bWC@>PK-0Jj11-cOuhD*F!WH!aat5XK0l+mDrBkroc#VWSwKYA} zrRk*!>}S09%odpf4bg-!3g%4hBK?1tT<$+(^OCRP)i-lYj&CTZ0l$!E|A z7k4clgTF(cZD7ttEhNF5?`t91O43XEMmab~7-4Pko?g{DAX4aNu78IVe-cP45HSzN zR)4*vTk8~iD01ig4|5)@SfZ29i(k{@z=6M-=zx({JKNOvw}sixo|0zfH|cN+-EcpO z_zQrF(_E=Ju#-?t=a)pzZ_t_6lQu=G;?^_|65Q9QOpNLx5=>d`vg%W@WOuvHWdMAL zR*hh6eTmF3mVLioOsS`0f6AV+HHR{{J`xNoo&tZ{LP;5EysQVSMEFdt+^BDY3mVhl zrgF;7D`3?t<&>?}&y-UNg4TzNVV&Oygzjq|xzzn`0J-XYIqmoF?{V+vw~#H4hbDe? z`5gI^zg`vjV)dRF0P(jt9hPPM2B(9mFN^d3Wv9cxg=w$hZC{U`e_mJc8s6419crj! zPC*b8ooW-b?l_raTleu!Kq+&7K-!_!0kQ(8_d|+%s~0Y~o;yZ8RF;3QvF~@WBV9|n z48EQ0J9Jz|GVnGvSuw>*=&=~_R(_hck6@6tS#KWoOPlp?u?BTfEE&}4lXKs)0O(Ka z5#pV<7v7+Bxu*jue{ME&cc01uKAd)IO;l5@W_ClZE~~tb|K#avpEKptu%am@A3&Gq z3DEA|2_fV|I=owluuw0;nV0ZhK8*7~0!N1(_I*jfNpmEsf5RF9V*H-L2PQyFu1ya> zISsHoy)?Iv3iE<|s)$%Vxh4I6Uch38N}-GU$(Q87@I}cTMQzWckM|yMDumlbqa=xH zdP_-|(cG1f6jHDppg4)TE0Sk?SvGjhJGW%-`#k#`hB+|hjHRJVxhfu>;tMpF_xNw# zHtn|W4{9tgAX5vWzU33-Y|)|4=Qo$jxegP4pWlM@`PU!+2aNTZ?3YnO0uur=Gm~+i zCYQ6d0wM!AIWm`#LIM0CX@C|m>=bBg_<=ex z5~~xb-koIozt1-$?$opw#Q5pSXt{G79YiNPBR4kLNI5E6zL zyq;M5kfEG0AYSkeV?<#f$=XMZXO@#F!Fb8qIU28Dj*^T|88-p2i(=8&OVU2suv4TV z877@tD26>+gxA@ZqF4+Db|(}BHyP6o_(^~+COnA*sKCuhB@oGQA&d;%;!?pAZ^Q#s zOxcJy?ZZZbehWW;OH#~Hj1-4HKpC7)8B&8pF~LkGh{`%f6GF!8m|I8zogw*96h=fp zr$SJ03O>f7GKwcrUx?0+YDq~4#G55(i%cS~;G;>t=ybeElJrS3DXMrAe#!vmNpB#? z7#KH&PXsbdg&{2nG!=}>E}HCERg`dpS+LKr1Biw3y-XN?84@)a3PWe~@t7q;-I+;$ z!s`s%U-VCeInODOy9It-5@_6O#bD6GTxV}Ak_RLhje7I>$^}Or)jj3MWo^6Kq zpWE)rRNwcj^Jeu%hj(wQKUF_hKcIop-kR!Fv)Gt_H^%#Dovx1*tS%ocD4P{#&Q@3T z+v>S7`kmLN`lX>)!gCVTY#f{-M(+m=R_8xEpTsvqJ^r054I%rm;m}1uEk}2 zbycr_>brWix%}Xr=X$+a)$8_pMsSK^Kr?|0Xu@_s3vLSqe}K%*h=^fL!HHEr$$_o< z-9W)&t$iIlFeG?+1RQ4*BqdU;!*WCfv{=oLU;?Duvu3%3QI)1^Ru>=Uw5s5(^E*_5 zidARyc~m#`X49z24ND#*ALhR4@8& zGfedb!Yrk!-wQY=IH{=t2@xXF*vQH!%Fw{PtCy>O@w!o&Rxf{i0mX%VWl$Z_(k*as zcXxLW94uIHcXxN!00$?yb8ty;hu{PY?(XjH4gntbyWhX}s@_y}&FVc}wRhG0neORc zi~ExIaY^b+MTZx9JxJhlzH3q-U*7oZcw8}Ng)N8 zCg5y@3*&bQodgK6=VFX*t?eE)Sh(JB^0{SX|B+WTq&;LcX>;6^yXAYuWKM=vZX&c7 zO{ffK=$oFb9QfTP&~8vR`SW+Np1$E?MMYD4`t(1zb}bN^3UMv{v)Ttt)V^Tth*`xA zNt*d@%Dy)V&~#(ggX07c+SBZ}+Shb@<$*H0h+TMf()&jtDD!66+8dg{AV0lp*$PZb zZ)HamIH=)gQy9Blj(8P-#`RUL18)uCeBmCc>VszFnpRjJ0wQ%RpJ`8vu}TkYtc>y3 zW0%nrEicfQ?2azG#pZigP1g{7YQJ~{DAkC6UpP4aga9t#9GbRThs-OB5x2TZ6Sx^weQY5@&i!!{KQyHcOvWluD6QRJs+cVm;7$SEYi` zkRood^9-#GlaFh)!5>r$VJ%jb;y10a4g%Yu4K*Nq;gd+5NDYXc`;52|vcyH5@ten^ z^3nC6llOS{TLjV@o2r7I6MQt)ZQL;c4()pmbT(FU@jdNU0 zj-=NkvmBRy;DK8)+j@-KgvB*x(dLg}EUybai*wAb((b;^AMRLi$u%vCwaqTp-I3Zv z7%Avm1+%jc`MNYh6mIfN0yBqS>_XQ@?wR1iR&Dv=WG>2PX)YU&!=^?}MOWvG&PRY- z>+;&ag7TC3*N2IRisXwFUqO78Ie!A=!c` zvmy$8n3VfanCX2GN1{F5e7=X+JJSL?zDw0F11^>f9`Da5zG9#_MTsd=#uoxl!qh$@K3 zp#yc-=MhCKXCffp!178zvZ5QUPR>BSYJlyNHJ-y}xK@9JE5%^<;GgpjsZ}feRz$7D z^m1qf;U{@QJIUfd9^I@B+ztyE0ec(UQUAU~P(d-Wj~1?`L;6qx4>Suy25%z5Rq+ce z^mm}MTkdlOf1DBrTLdLTX`sQ&7iPtEpKHgVUM{HB;a)v&m@m^+5Vb_`%~ybYJ=C07 zh1D0&P3I?ZAhfCI_0^2wFqH#y9Au?nJeV{u|0Vo!>@T1H*y-)D6e-iqzL$6mK!~*7 zLO)1g4w6JGYS;?bO;q*Y@wRtv4oF+lTQ}a21%C^dKM`r!lf~KcNWhw9R=wY-rvn5d zTAf1b$?YD?^$?fS%RE$V3!Z_7^WTR=Bm{>*%fET?;sp~Q&rn(xC`?v=^HP>wWS%c( zQPx8t3vPWImkjK?KJ^ttq(t5a<_=9%m@R;wze2zlfeRsRTg|i-0(BkBU+tixk z-~Os9;`Bhe9$_rH|8QQ-(Bby#711wpXY@-S9++}N;nBVKw0Roni+BLC@et8?@+V=B zzXuArbImPBWv!^aRZY$1p7``DotIT>dD|*^ba0LsDlNyHvp1Hs87{|V6(6ek*X)%E z%_EG4MmOz-iJyRsS$>8cK{aW3dVotaqy_)fOQu&HIPF|`hX>0ISx94T4OitFAkt74 z+)Dx6^b}GdI4JGbqtrmA1fGg$tm;Xae1j&WE>Uf_=wA2g2)}lLxaocDib7M;S9d?a z?I#VS``bE4BJG`Ji+01oO2-UD<6ZQVV;*QPape*2$HjJ37waTcWylFA+@3q`-4a(+l zRA$@Z>8N5lvh z4_Dk)3RK^{1A=^vTZ#*?FYT}0fn)mHSV66xa2iGpW2_?4f3hyX=;AHQLJ0dFtBqL! zjV%po!=>jHIbG zUmkqetbJ|K_=>2)rR))ZJ|-wXpQOUgj_+1A;btl0uf~=x6?8a@3RMFIjT5-X2d>M8 z-0MHfP9E;s4E37~+}gh32~~Qvm4SyoyE{*^)Z{tFOi%ijZ@hy^xFk~0pFtTJXzV;k z3X$IyJ|u9M@%ZbPZTi1O7saQ+fB?WL7_0y3n1JL=o*tx!;$#QM|3{m>N@p~VsvTv0 zQtJt>?I&Cr+!TJdXEU2KSoAX3-c4(H?*p%ZUe$EiQ)$~57p7euQ$l5LnqprOl(Tjm zPj)eUxqmt+?5M2hQNchB^nW{yShX#1y4X{KFClhu+sNyD|NgSr?p6Sds1}A0-t=>s zBgASn_bny(+=#7VQx61Mi}lsC-wpD8;%WNWnIAzod@hQWN56b9T6^o+0UONRr>Zx9MToDW-ZR>X*d8%@a`9X$FK?FJVaCw0V2f&(e!* z!x2J-=Td69RnXiiSii0(-=^JkrSn*W0Qa(EM>=k~B9F~!^_G-Es&I_1pY8ISh(HqlK(_BoK82+0zM73MaMr!)3*(<>AD{&d^%}q zeJP}+u-ELAlf5FgdD(d5-{>JN8#-eZ*M1?*71O-N2{w+JW%5E6h3C!HYY!?907>uw zI>H9|nvFL+p}~qi3<;JQ9W4h@G(1jOZZiWBH0bDVn`KXT%-E0L8=v_!W2&*TquiY<=08~ z@x?nw9&Bi2-Jw?qw$}DOY7)vmjS&-&Fp+YHeEmtswyC1u^^ZO4rV@9IB;ey6#wa6}6rhi{w+mjx9DUTmWrZSy;(gINw-!0x8@X|nM(!WEI|m2!fV z_|LDIul<#S%}doPryCi+Q}R<2|gx^L@rNJn3peTlaBV+-M!bCc`>Q zt}VdC&T=|WoGWbd(y4JNuix^+v_-lk(?P@_j@M00U4eR4*Q# ziD@<71cv|o`VCK(kN0lZd5cmiDG0Ni%1dT2q0dSzp-uK{ICZCeW8AJlu}|$!M{xms zMuGQbV$)`sot9>3CG+yf%23O_Ko>S7jE#|H5?4VUYoI2|S05e@TEx>6W#Y1!DSUF*!1{UaY*Xp_Me`j!$KQM&6>7eIV8 zEO0OZ1|tLFvHA8JKpt1PAwr^(A?Q`#iZH011JL?Yl#1^krkZP~dkctAUg1?<1w%XO z5f0~3noq{F|7U#eTV^tHKIt;VpGz#AhhMH}Ssjm$TDaak8S*&ElRC&uT1|J*y5~Dk zbK{Hk)vSbqXE%cqqst=Rhr_nD{e~2dq%KuXb{RTOIn;3f4i=&z>Ze~NNcE6glo`Sp z2PQ^?bA01_q^6_5LCK&E5>473(H@yJmN;wyCw=Dx z-!Y9*7JztdmNYD&B^uw0Au-PV7{4IBHy};;e?0p~_;#SBXW@c=or_y)`U%3w-ms6& z1d3|zofsnZ6m!AORnS;Dii^gnMfn#+9_0RtR)#;1R#!RwQgY}2tQ+pWBzto@lJeA; z{^Lo`SCgoIo3U>__j7D>>7){6ZJqKbLSP$v9yMzG331K5pJ3C>R*oc_QEqjGZ>VUH zYKM$ve0Aobz>qL~Ag!xU&XG&uWvI&ER8?k8ZTEnXv>pvpSDTXi_qLte)4>l&2koA+ z|9(4gfhn*c>A}rIQ2bEb|D#saOgId6FAc@b(Tsul*^UWTv;Z)I6|n(d!5tO=`sM~~ zz^VdxW%m;{n*zX4;D-YM1K7&~AOW^K1TZx3TLA9-!FZC;jLm>Oz#SA=Kn9u~Om+y6 z24~7ZGc+e00)7~R@zkN|n?)p{U!cIl8qf@2GZ|WJW&xKAjo4jm2o z-}BvQK#M{F|9d`tO=xx?6p-VyO_aX5DGs_F3LJ9_joTcN2#rn+X2FHQX|8O9?j!yr z2>OI!Gth7p;3Ewf+~%LR&{33N8JABeh6@9v26M%J!UTR89U|~dISdZ?6QVVvXu=2) zK?1=pGtfBA#x5{3L;xT=`+r^8SeS5<&vSsCXFfMPDu*E=hUEQ^xFQrE7Z~yoKnCFE z<@#TJMLj#GS$W*|4I>URQTXo{U>va%99?=Ro7Rr}6AkNio_2}}T86N<``7Hc-6dL^ zoFv)Os9l1|vDOK`$&8i}`hg6MaGTM}X=dpLD6A2#Di|!o0*8#0T$zFl_e`7ZjHGM^ zn)Ld#vaP8S9`$bG=z!z&ZEeMEqEn>HjQxC&De~_XjzO5;qFi(=xA>>E0aL_p*$9ru zkoXC*jzDEhMrh<7s$FI`sQB!}BS<$$eST+3m^4>e&N7ijnV!OjxnJqj1=)R6@s1_r zV(^x|GW{vF)sN2oINQ)mki zFSQM=w@ft0IE@SZxhuUQJ4>q>rV-TSadctC1GW0@&yitFQh;hAO2ub!zU_Bp_Np>hjC%QZSmhh(q=+-{2jLedjtLvsw2t$I8hN*K6oN?LJ$&c>dLf=Y5C5C4$+;n!9?ZK%${nL{}A>bP! zAay2Y+5^BqzQUjo9SYK-aPL<03nkYIF?GQM-Y0gMSR8C;UJ0`ChDHp^Ai05h+*{nj z{9O(yk_VU}V}ph8<>(=Y-WhK~RxvO3ym8&ufOrs`SsP!o_Wh%jEO-VZTF0%u6X zMy6P#zwc%@^R{_pY$p0d+IvrX0(0sQC!I)8ycC!(`B%IXKd15<)DhAzd9>|vyZK4r z-13}{%2%!Xeg1}>19e?<@B=_}be!p8K`V4iZUzyj=$Iz_HF0k_Yva%M+&_^ey~rjk zC@*=Y?16$`>*{Y$#FqNX(+Zi_C*Yo+%;y9~(-~<=?u%#b1&7x^D9Rvt#cF^~yK$ z_%FU7Goa#6WtiLtk`a zREU7RRDJ!*;FA#!5*(1=oS5hX;- zLap!o{q@JE?^nXd2fwWnrQ3XX&JTO7WRf`AH{kuzTM8{Qj9K0aONw+*(%X}}TERvl z1aSVED__1+!odUxKCtBOug23Five}hu?BinFtbj19&BlEQre~)+Cgtg}NP$$zs zKhW~y`@`g&She`(8V&R>NFT_QKzEoG!;cI>q_8VU>{3WBsH&M9l9{I>{j0GS(4r$RJ2ohQUI#Da+0Pc>;qP7iXPrMW=8-n;* z7(;Rba5v#mAX}{FeyAZMG9Rz~R^x_yYNf?SmMJi{|>tA;cKRZpPuc_G+ zDM!dy{X`E>2Ybv5(bh$)9n+(gAfGQ5u>Iz;+{ZfE$rnoBL*ADUu3QsLa_-DC{a-~A zVBS>~K{MSki7SSngaX4^3xu|gE^$kD#xdEcVtb7zdj7hdiz{Z~OEfmodt&0d65+hg zZ>3QB%mbUWUOo3dX!d*RlAy?l__}|6FVC+gWOi0Z*j}!HfwG9);U!;i*U~26S?qzI z$9}nmIO3%WFWGLHO;K?kR;dTbJ8`heHQV3;L^pe_^k97}_>n1Od2EDTDZ>$Oi7ZGP z@HsE=5G&trvzySXM==!7(+RY}#6v?!dwb5ugd#Ljhw!xQPqq9RSkSAIy7a6qenD`l zym7Llh#2E+n5J|93X(O}9np>7t5880J)uawO;WT^R=)379$*gs6Ndz-kWlPS>eL7a zwZB7yQ{L-vAw26!Zy;(bTNWY+JD<3|YhGWD;6!Jw0Cp)tvD%8glq{rON_x-Ym5!F%q>blN8F1&mup#m*|89gk|amxmnAfWpapy#8A*7i7gc(73J&S&0d)fn-<(4nnbDG z`3>Mwx)+q1+AgNlJ^GxkM}U>$d_y)Ggvau5P5gb@oSUv-#o%t;MXPk%YDMQkvoHtD zig=|&hs#hlUAZhV4wgt}3#lw=k$*nbCc8eZ`9i*K4!(-n#66WJ#y60;C(R^%3Zqf* z4(HXNIww`_C9H*sk!u|?y9xkg0+)Jf6h4<2VEoh|*=8)z8mP+q>Oe+(@g-q~B_TDy zgN?kxT10a?v{G@-6n*>{Jp^QqRj0cgBdS@+1j~}>Eec=n`)Ri86xJCCx)|0ETr-1D ztIvRM`8sWnjOq;64Ux1_%uBFXbDb!%bHW&Y*xF)gEzr$vBZKbBP-ZNEOu%0cz#6oCoc^;IUeLDFLfVO{|Jv9B0i zQ?G;=^8E=a-M{eJe`-r=)E1Ce8i%lh{mqQ{fkO$ug77JWvVOQ_ZuN1#sl;Q`>TTcn%JSg_%J@hjWwNdAJ&o%< zbnF#)ib*Zr=2GPKA1L#99^>S|_-2bAeX$acw3-MNn7{OjI(Dd>g zri+E_7f<$5O3vQo0|`NjB%& z`-i6ruT7&!ztJzz){Ysh9*uErQ&+7^uA2z9eJ&UQJR-e08It+ET$z%39kDz3>@}Ci z{G*(s64t#Rx&#rWG9I||E!l?!Z1OL;p9(DL(_aTGoZ*q!yxf!7ur`T&N18=edGhn8N zGNdS(Gc|Da{jEO1l(xaWUso~Y)^P86dc{7nn}+X58}EFYEVV|9HiLboFrjK6bZXRh zTk*r|>R|lfa8l(@?KeRJ%K!o+6~lO=6ODiM6h>PWLtcI@U9a2tHzaK9UYV17yW7os z6+gMiFE~NRQ4`#+mmW^tGtuu}SKdLCcn8Egp5JPuQ0t>@d<0m-m1+hEauuD7Z$B({ z|CFJ(CJB@IeGTYPK&%@*6Pk_4f1Fq>KqGAWMuuL-Feck`@H9X18lOcyR^P#}E|2fa z=TGvtWy&Bum2y1m*ZCw|jdZ$&fQp7d;>L$jH2Wy%aa&BwKB`%@P!w?uB*$>IcUh#D zD5j9#`~btq0QL4I-~8!KEcQT7;w)Bj_n%ZN-uGRX0JV!|r^OH(5I4jEz9m@5SI(UC zNTK><=6k0q@k#)w_SJ+}7NnPrGBDevwDj=Y-4SNgd5b%|immJ!9QzY>Xa!gj*5~)k z)ME$&31(n2xzp!#UZkRkx_y0^EYV7SBI9OCb_$B;@t7?}EuAMPJJ@S9%<)5FY8Yd{p+MDr>a)*l{mbT%Ge% ztoRPUF(m4+QY>&@%YSY;Vm<5Ge4@YTUOg_{(d0{&+g$ds<5r7l z$VC$Jt*3bqW**9h04%e(c9GoDBXPH<0-LN1ERAL`EY5!P<7aD~896$t*oImjMGmE* zoT-f-GzJFGx*8+eZJDy8ZJ6QJ6SErXlCxgtjCyiyV*4@g&?JW1FRbMvAh9+^ zXbG(sP=!n+y18_BCVPGoqv$C1GDhPsv|M^~eQRA}>x{&0HFDZY7+nN3Ar|+)TDc28 zHcV2dg8kdp2KoJp>h(NVl}TbJBaCgnIvL6`1buX>EUBnCFjN>M|1}hb663=8aCCBZ zdP2l+{6E#$XYAm$IPnz*7&VZdBgIs{fU+?f)T5)gr4=sbsiTGjC5nsC?s~K&WopGN ziWZT!`s#nH z;PE*52ySY7ZS}FG(;sNcGt)gi0iRsFZhtcxepokZk0^WL-9Dp|N}9YbpOK}J0JW(u zUEAunwe>CTiT;V&Z%4jaovy7QKZcFE-l_3O=E%8@1Q?@$n-xz#c zIv)MT^F)|wGhb&B<+l-DXe&>|6Z%W%b5>m%ZwpTRIOZm6BaM42BPwZ?9k_g7n6k3} zGdAd)c6J~xx3)L6?seyaa6r6933|HyEYEkuI%&<^Fn4S<%GR9X*_`7a(`cxytfd$V zzSg}t#F2zf7qPYVu^2G!wRv}){AS(vHi&L8Eu4o@@xW4PjkVn_Le5>+ccs4}4k)To zFq|Q;nW-hzk$2r5ks~bJE=rD$0vH+wf_Ef88H3taB$;?|Dw?K8?4rSUpdSvO#Ulpo z9*xQtbE#6jzm#5D(2Dag_xx+h8tt)+6BRE>!7FR3jl&UJH!4OqD$(&8VG8`V)vPC6 z6Wg$30aym(XFr_71@+J2zyf{HSQGHC-LjIuf<))?An$pv?)b8qD9fnvyi_G%-73i6 z2wXl#xaYsant~*kT8Z=qL5}sE7sGppgkmdvayiv;FI9YAilM8te-9M?azr{Gep|Y# zD;)p5lU}*xrdeq+Pc1V5`F&t%!Bi_M$;Y#F4!)r@t)OtXz+_d!P|P-F|5Aj9M*# zCsPKRp5ua{(A-&~BkH-A} z)$ug}9YF6UOaAxqtssI!w$B3A!)+c}gvmuj>zl6MCtD%3@P~zCJo%8t4PEfR;MM+^ z{LU%=oDujJBpN6A3`>uX( z>Ta?gx1b9|m=)m(O-iJ;TjnH%VgJU7+U`lI)tI&%yx!>(;5cxQT3;W*(#Vfib8cy| zie>bbxcJeAH+!HgOu(bl9604aLmiCPzFl^CaDiiYqCXyx4vNTVJ>A^qx&|9`-fU)G zL)Ho<(J4szfs$9BCTlNCf&?)4%bU*ZyQn%Ep)cAX9Abhoj<^8vxUWF~zSt z5^GAiO69Er_S4evffRlhd$&t(pQOkoR;nry29HY+&k3JHxrTZe!Rc+!b7SWKTk~Eg zuaaC`@1+ZCBo)gO!6~y-yMyP zKd@{t-UK`l&jZ2Fz_j0q!2O)(g$1g?M9tR_Gw=;2E^OF8& zFA+AR15`Y5mArNb84p-9O#Rgaml32B2OP;shuUV-s=`7)j~XYu`bPyAHqY&Znj)Ga zEo@!iK}%l+-AikCgBpaATCR}w$W)FWd#_^F_6uTqg~IBcP~)|Ecq7ukZm(O8&pk8< zTOlrc*Z;ONI>5Ltt<~}3Z;J58O03(vXgRx0Xy-nE@Rt)Zjxogg!y%$>Uu{b`uo#X> zW7K{;N1OnW{QL0QT}dJ~U|Lnn+ZV2hh|8(&05pu%wcOR3)>?GV`;|1Dmz(D|Q9O(D&x`MWheWf#)g$oO1IYGp$my{;R3G=B!X;z~SZ ztqB`eC^RU_Q1zvA-x}L!+&N#~Wh7tDr45uX>sF48A8ew{PTlKlOdr18GlfhQXo46X zgHANe0a1rT49A(43dyL+k=+u>2fM|YY4UB4FCG$HhYWBg7-WY4Uw?v(Zgz;pXBGFR zFTzVYVeIX6i#UwIj-yNJQ0q2v0D{302t6x4)NYTsT?m6iKGZFbpj`+fBR66Q&>74i z`77SNfx8-W;z zxdn|%jNl9fr%3FZJ&X7s59ZU0g8~Ktqz~!a#hmfDVOSPl1n#x`RIPWBjbYr7M{*nP$rRx!h$d7%RBP`S$q` z5G0N9TXfjuxKa2tG)sSUh@`?0M&!B1AZTC3z~EoSKps8D1k6QSDT_6xppeH2X*hlW z@6}tMcc*6exn;SOz{xDJf)0EL*-TZI_&}XBAw$WA#{KNSzmi;?K%-0E9y)cLIW`2V z><;*|wPPf}n&!dAsVWql!#bXr)ob}7@7P{rKKEVrg(lWx?-#XP@tuuDi^M{L^3iey zDs?zTD3P=dE)->hrU`Cgk7d5ur#XvV`B^ovKNpIULDM+5fWq>Z*(2^RA@F~%nzcG*8bxT6qkVrG$8u80wK^Qw;+Ln0Jy0uWWsC3AV@$z20pVgvBl{OJt`HHI2`s2 z7qYapB9wAzrpZ>CjSt~dk7rcYFZ8y?9Cv1xU({x3UU{+{$ZH_Radv08a^zkS8-`JK zW!-%eu%r#aa3H#z9EbP7j4E=jhyo{p_)-!Ak%}CxEi{NFBOl|pxvAt(5&{9nD5WVD zQ>ncXtwzE=G`R^MLZB8YvwV5}jj@R;N(vkj)~qqUg0eY*#FQC<5JY3P8*Q*|93Pe_ zOG$QQewz5iH|0?RE2>h9h~JN5g1EE1pLI82rizM7g&w|nEEBDqf8of& zLuVophm2vrU{|o?p-;M7)E9uKI7JlU;_lgsDnA$7j$d>-yH>VdrR05{CgxHDUsLF< z)JD_Kb&>XswVK3=CNcR`Xi}DvH|&qDWNwtlpDJ!w%}S}wV|UO4YZ|pw#Aa?muaC~u z?y)PVDhY+8`D!4H;*3U| zPH2PEeFiIi#_+UJTR-i=GE7p(9D}k&;L0duJ-Nz^5lHM)XTD zo;m*oo$Q1LAKHWrNIXofg(M6A8zIlxw9yC}8-JsCHKBdyq~^mtnX47MW`J<>^3Ewy zJxedPaxrXaX3OE}^JO4KN#;MN3 zh6UOj8#nRR-IV>>wd)r!{B*-8!K?xDDcLJ~d%c?4c(b!*bE5vZn|auj@TQMH^x7hN zM{3{cjQoG(G@t!Jyn8T|AWjZ)19CPs8(#}@;3sC&BG)75Am{qD&t+97CwFon2aued zT$P+n#?jL0)8qSJ@7rgjpd_z2uNar8xCECt7moz@=LP)yJtit9DJsq(F7}P*>;ESN z_J3jwl6(BgA-TZ`Vo*3B8nB$T!6HuhB>$tKF!gepy-u2io?d`V!0~p;zogB@CUcp9 zBbLwg>0mDSoX~oT0tIqtL`NHG0Yn1#Ie9USuE8kuVebqRODOAFjRi)p`q5z zyy3y+4?e3+|Am*ul~-H|6+yOWPBK_25s(gcJ%zx zWgz28no^- z?$iUjJs{RXyS(7svIVB$myN#=a&s_h!<%)`HqTV#LiED8v%rxUk;H1hGu%=nPi#|i zfusAc@%&>9g%wZ;PxL~+GLmg&19FvhrXksHGzE@x^HPz!pEl#VnZe!=4g$Jx;xt?6 zx_FsiPua<1ML8U-N<&febHvo7VSCV5*jFsWrFu9T5V*r`fxw{ROKS^n%xtkNaW%&9 z9vkj`Gpb&$E#?)@%o%UgY$-iaI};!jYrc?JG7M|5914h~TFTDUn?PUGPAu8KI@r!S z$NCh1p~s^k$GUz4#Tm;1Z-p@Ymoah`kwQ}k%s>xx3(7@c`xa?B)T}Y=SWtv90ke)u zLxuAJL$M6IrNn9;QgyYPSrAhv)$Q~%hc+}?4`Mw1Ql`aBlvc4fui@SWY;}XP&?CGc zYy}F?2?(+{p~(k!AU+w=0Tt)6x%rZ>{f zIwLjnQ8n+y_v>4%DBUjUWaXKV;0;3*jrxkznAOO0oqIa>H|E@_`LUf%G2g~S7 z=CW1YqGlP`OR{t7T?qr#)%-wSVq{bFq5bU)^P)iFn5Mw8c5V#&=Tllk1Q1vHf5Lo=Q?(#>; z5On;C?%7AcX_ue7-v%SUBGvwy41uYIPwV!-g0QDl`7T579<3!K0#h2l7})lxo1fc3 zS_)F*1>7H^h#2S`8#e8b2=!8NSC zpo;vex`b+2^o8J_e{rlOYtXyi)Vgo~-mPi*b;wEoAZmip22CfP7z$2A_~=W;y8*8^ z)o8N6F+4HMV7H4iR5o-;H#-oexCa`aeHC=$G+r_TgqsM#aE8=}26tOH!_Y%6ije5T z@pdbGY6Et&;QHiMa2cboiRz(cKB;>Mb$H^*XQFge!K@!(%wJN~LZ`KI04#fmwV@x! zCWNN!ZjGZNmgDP*uOW`sajrgJbRXNb?oL8Nt$LD1+E}sC0t(+5g%*&R!{{#@0w{t; zSM;x?3{U%{lIHWzTT3#d8R#sC*8oazqBheC6!@d*D%8`rq%tKsn5|0OQ zT0`n?Z6OMA1dYQgklCcH0qdOpIoh-2TBX0BuL!Ty|AYQ-0C!B@onwQ!2I~a@EAzPIv8)#SH(>N^ z{Z#h}yBh-msSqZRcLuXN6oHI-ACrrEEP-A8FS1Rlj15GO2m)hZXgHxZU?JE;1Q(x9 z^OeA{-ql7F%N}yv^5aFhH#Q%}J-f-5Xx`A9 z@0K2*UsCfmp9}At;;2vpguu^B0>jTj0>@8Pw;B=f`_Rb-hAs$I!YVLM>@W~jgu5r- z3{BvBz5r~dX1+vtMc@REb$-xa)U(=l3y@Yj zE;j%O4z&@vh35|ICZJ~4;cL*DbU{Z*F{1WK+>=Pc(}>+;Notm6r0fu?)YSnQyyfak z-Vh-%ZRRc3MMzr~kE{(*vtd0{$}Gp5GFbz%Ao=3Y1Ajp}S+=5u$cL&S$l9obgW4^hgEAH?ZYmOolp6(QPOsVx%iC1$V=A*A}GljBC9 zo_{d;k@pNEF0n9uToF};sYYwFB~3{`P(8=~4s@6DLmzh6hdqN#%pP>9cmv&jj9~Ok z^zo?yTalE38JWX<+*lQBw)+tzz9E-G)QonEG-MgX7E!EfP8p1&=3lVZ1+DjgFA_F+ zKUkQg#zk3DEM>4;Q07Kz(4J)kTA1cV>eB9HV2;T0(xgaL&MYsdm*3){{JZ-yUSh`C zpTefMKb$%cO9!&uI<0I^(Eu$30MUi)wQIg@X|=Uk%`0hoe6g6n4Dj<_u{98C z%dA@o!}IuJ*BCbG@x`hUEb0Emsd4k+*tW;^(qG+pKWhH#YjkzF$Op~somDFta-b+X xbX>6677z%j2=#_T+_X}%iKqE`aJ~a~D?^(GjyQuMMdIb;1R~PVNGM4n{vVvS|4;w` delta 145021 zcmX6^V_+Cv(~WJLjg7`u<21HyG}gveW81dvG`8Kav7ImP^ZmbrJ9Flo-Mx1^_ONSL zv1><5Avn32*;1|{Krs?_N>Kq3a8-{AsMM_U4*ZEf4->-;wVWS5{}>{0f2ZZ;GVX}G zx|oU+&{7k|=Ti?oJjAw~pHB;Nyd`+NE`2`d0G)aEANSLOAFt5J%Xao}lQy#2?`DwZ z0pl&e=TYoaS6sa2!Pd6~MxnQ(^=;s7oCfq=3;z@QLtNyX`mP3m2Y{#8t7n;34bR7i zo|8EsM8R$V=z7<-=$G%nRK^EjeuFl9!HjkOW)g-m><=s>MA;o6m+>ki?WY?aiV}EO z@NWOy57cB#RW835yq)Udri`}l0>s5m&l&gn=1tQMPKc1QVOy1}7z@B@iV+~l78_?9 ze!kl}qn><%>ETzs09C$9`>!>52RS{TPxEfI{It~mGS?5U+Zh(NsW*I*OR`q)53hpT zA1~duI`1#*mjI|MvmTz~JOH+r(`|b^%53#?NUC#c$qW_Mf3lZ+0>X*TSBFPeoFeq}*DT4l$F;SBLiU<|gJVH>n1&Kr}EI11o0UnH^ zkS*rTgoes#0h9nU)-ZF`g|;(ETCYQDE_nB9QV4ihE;9j}19}KJomup*M%jn7Gwr*6 zFF7m0Ft6EX?@I<;(b3`L^Y!Xlxtt++fSL-hFrBKIx3GKHV;?k3JFsXx1C z4V|47Iw{+^JtlU{RGe8Dy}N<;g{{z@u=C{vwhBt%Uz*Opj&umL>g*pGd8egG;pmcO|!TIKw~4a)L19Q3rc|SZ22G|mA#D1EQ>VmKNloPFGJ%+ z;q}dc5~n;|!{>(GjJ-tMlX{)$Cobr`LYfb4k>K~;x`1Rgw3bK`(hGGEzZjwE;n~XMqGSc%{~?a{nwaN90GZLR<51&pfCv9U$#!DT?GTb; z-aoIXK}R_;mqbPq5Y&(Ez=k0ap((Z-44m30lFxlY^3lSD=5RQR6kSpI2>h@-?9`JE zWef;H`daBM^tCcH_|$$NMe-B-s`NOQKv`QKyG>UcTi9VNr^qyVvnUjAHa|m0UvkWv zbb5);-F;(b4Ce?6OFcHb#1Lkvu?dI#$27&k9qM{>Pe?v}hrQ4rnI;64r)PZgtns8| z%Q_CkMe(?m)UPh$2Vyjg4%4du4X|P_J$`Ph!(!&Gbqp4jm}X);vTLbkj8LOg93l36 z;&{i5@32Q5FAo!g?6=H+x;a@|t-!Yx=k*WFvmmJ#ORi>*f3Csp;x1b+r?e;VSK$Dp z+-$?h%_3dw19sntQI#^9`9XNvFAv1s*zN@EY+hV`{fZGNN*`2hd>y2Ny8aE(N zxy|H1gB2U*qrCiw?4T4tT$zbJo1|a}^V^2d_JVl%2Y2zp-1f zmYjxPqVm->aufre=#ifshfi%{P9`@D4J&?a%^eS}lgu0oy0Q_Y@N}dxiL_Gv6I0;0 z?E<^@X4_5*alXi29C2;TYj~@yblH`PcBa-mg>5f-tL zWrF5 z;M?*&o1PSdDCkN|!UM06e(GN&oE#84$G#=nK_aJhmne<~p&BdUr%jde)@ND*vw zDHpd;WRl0spq!%6g{k7s8l@i`-r@fZB$6~s-bA14q`96`=X24!B?oU;BG3EjSmfE@ z&Es6+(8PGalpzgLe9bo1fTUxN-TyjbikFgH}rC z0&}r3R#j9)4YTB12y6FOfjrNr`?`=X50FLzHgq74{aoXPF zHDjVuVa!h$1PyYuGAA+Yx? z(i2}mziE_#B$7`wYtauyq{xO19n({mzW zidv_1Tw|j1qoUkE)rt0^e`-Pyu!LVLkNq$j!jRw>w?mkIe=zMR&h&+pF0Y3(R8V;M zfyBuFl5tUOIeSw=tU0$GSa<2M9IV#ItOKOA&|sBJD|+<|Kaw`t zb=dMQ?~*5pvJx}hg++!5;i;O>7x2_Ju-VsLRdA#;{sL#dkR;BoJt9FUDGzj=eplW- z{lR9=kZR-0w4SNQ4&`pJCR@@MW znL9d^kpkU+%wlalb4XQ)=<88D)t6Jh$=LNXIPno1bQ)S`+dIZvF=}-Bc$a|-R)IJ> z3-VzOKdc8Kd_ysQ2hdBaLFzVmc}6kccxZGACi~g3tV(9R^gN%(_@O`s7Nv?E`m4zw zHGgus)GE=NZNqgXSB}>0rcodGwg?P=Y*vz;wG$mf6rA{fJ#Yj?kDzP%JQF%7(U^4( zyEB;YKZfIxNtI1(>gIdXYTK)HL9qHZPv^aHX+j8^xSU2GycJ5gX`j-#WR=ZU4s*PW zusL*U%6u{ghJ2vAE8qQS*A)8<=ASv1UI53w8ayId``2(gahHrXD-F;85S7vwoPKRVr81g{1M~2VlIVo%c5AN#8sNfC--2m7wwc+{ zqUAtkm*qp|6dzP%iF9w3e~so~U&{$4C(i?JCvrBrl?jg=F0!lkM-*&wiO=gu(}cV{}(xYi{i`1Jrd z0;w);+1w*Mf7S1)d?Kj2`;=OnWT=Fo5UZ%JiY=m@8^V_0y>e&cN}(Bde$TE^n{~Cn zrMF7Vpw`Gi^bKC^bV;*Lq;}2YkoGhe4Yk&1P2V~3lw~e1%t^0flWq@`-s;pGc%=vr zJi>O;bdzt=@4faDS-gGwU(J@Ei2$CV@VjIc3L@KEE0W zxH#c~)-S_h(oK4!jW0t4(*GHnL@6^OZ2aJrvT!G5*mu2V75@ql`L#}uh%8= zt#^V#%YS5|&X5E_jH@{WhBK;@SNaAJX{XD^PxkPMle9WtW=&BX-@l-|`~~H`moF%9 z6#fTg9pu1XYk_O|S|z1Wkhx(BU03pPK2cdgQz)wGKBqnox+S#g@m$i4udusub^sQt z-B;WIl>c>-wcl~55nsRmXi60!3Z|oNR#)9k-^$H_kdT*i?5x>+w_!Zj@aW5s_bcDJ zUte|{|K-c-YL^GAgLuZLIn73PW+s~u%jcfbTx^{4&?h?H^bb=A3ij3P%4{Xnr6I(J z&MUV*xcsY`iggNJ<3Q#d_^SXT!LA~AxC89;Rh$~L@w4vuefR)XVUzGKoUymhY||XB zS>p&=HgTx*5*Wq4A(b2d>=xX{G?urnJuSit?;uZ0?nLvyTmk!~i{Id^7H7v0TZx3? z?V2V(upfjPy#7ZPu@f;o(}{%Yc>*+N$6+1)F)?VT!dB-=z#xH2ijDIU%|vNbCm_HB zUn$0ia`f@cmkMn5E>ZrnhnJ#HbCG>*`WGSu6-|-Rn^A8f$r(w%`qks)(Es&#R+Dw= z=@3fBmG?WbC``v{ysf$V&~jQ9CZzgZQm8gytf`e6*BH!lO}HiUG$dxn8W!eFWFIqH zV5f%ap$i~8@6F!*ul8in(Dq(>;@iYrZ#U`rYu+=dVsTwOU%IadJ0k0?I^d9ytgv;Q zUudf5LI2NHW2KyZ+Wtb==^=$^QNjXkPrC_QLFr2*10B9ZlITk$O^}u>d+JgoUT+;t zntQ1!8Hl6&d5#u-1nHJse13A@GbbnNcO(O_CNmE1VD=G%U%S%itcAwA4Et|df4lIV zsvw9hsdv4EJ(p_}UwUrVkXtfwxze8?U!6&_F)mf-gWd!UXB?0XTL7)M5}DKlb2~Jr z<*cq9N_UBc+oGHzvZf6eL=*Ywe6{6tpV{;U*{d()`F|k~)%^>3{r^8HVD=LpY$z+b z8)DJSIS`%qe;K`(Z7ZDttdGOBO+plmcLBehz5s}5<0zgcSA#`);_53-_JKhDc4g*+ zSzqBYe#6oAq2b~&5>}3*>%*wY(hSvMGhJloeWCgP5qFdv4n%v8&^KIs!0M4hgiDcT zV*5nq{`*m$YUFZddxCBUHb9~tWi5zuwZHJ34r2&ha~~BcJ9(Is@`UW!lFQxQ^bj%{ z-9GYD|3UwGhc*7R#M&DEwH1$6nva;Tm$Pk`HG7+a*$+MfTsP4m>-W~-yXW-V$}+>C zpWLNz(BqdU{44j9TFqSYJi|jNs$Si$qBLIu(Do$&bB136u=xidD&@=jPXPv%w^%8L zzvr#fl!T)^V7pCoPrkH$achYSjMNEV5}RyA(>T``u_k>HYiZOMvHtmLnPTjJM5Va; z%%-usw;ZuLAC0!YwhmufYq{o*)rVD?$+B& zi|51EkED5%US1EWP~YvW{#9<=?CH=Wbcv#)NOLEwrgF|9ij8?DZ^47E9tZly-qm(0 zX1?&f&TdxxPTGzv3=Qq93#k&KM6yqg6X*Ml8K+RmMU;aWm1M;hNSmkicBgb^0l(s& zbg|_s=_R{YnbWi`>C}FPuJ7heMQh1deYKQY_eC&I`Z;%d=$a#}@ZaUl zEA)a*Cwg{MjtQ2n^|oG@;@=T)RbzZH4#zxz`)ntgZPzQJhV}=hdkV1AxXEYW)V^l*T)1x;|X4ZIV|NwTvyH|ckbDt z@VdvQ(_WXv^!R>6MDSs=t8B>F*b1ezy69Yb(#r2>D>gdc(o_6B{|JZ-Hmt|w5kH6wSbzzZC43tToltRCOLN!Rau4vHmdh_B8o{ncwFlRxHPA)7nJ=kXt zqs}x%0bZ!cFoYX)3Hc2A#3SH_x!U(z44R%(_6Cb&eU*$c8W))wbNBbu&81EuyZWyasr*Ct#w{)WlD^i2+GkO`wj$+ zdp-mv#@>oG$IHKdj_ME0nwYv@#s{ns#JfXd0i%0y&G~BPsZ!KCGav3dgh6$(SJ^xv zBlhabD5zClm%GMgVKCb-ZbHyIY#|0M+xoD#uuyP~B}<~B#+!754GeG?s_=+qjmJ+X zO-93aashFvoG1o1s`GI8&{f1gWOgF(=+u63%k~kt+gFtNwnTLWkqG#uIB1GGu+yxU z0^epuLqJF$zUaYHbwu-E5DcvH1sfNy@T=TnN5s>J7 zMhsU)mBgr~Fd%N>o^cWz^n!LE!u@lFoX{`ZgrrLk!MsBDM?r8&eNCeR#o zCO$PQHi%Ro+CAR716OZ~P>>@%r9cZJHOT7~~BdHI5F+rI& z1k(BXU{{(u_zlm&=e}5>?)%=#sa=@YUG6YKsJT`mlJZNQ3y2?S)UI$e%+EJ95Shx- zP^zUFp}*Tm2oNZP0}Jf3$#sQQ6aW@Go-+6H;FPS&0NKZz)Ug({yVQcVfp|2SA(4aDW%~FK6%{Nr;O91Jn92v+S z$RE-u(&^dH+`czE3tXcVng-YT!0Hpac52P&kxo-q_kA~2nXqYI5XaVdE3R43daB}~ zpZ0DxOLCb%u`50)0W1IQEwf{19x46!C7zOqQN4HHgk3=ZUL7Vg*CS)|RL$GPo3sFP z&4@0++x6jvr~CE*^y~|@AfSlG<#EIL)M+cL-4v9*U{LSMi3bOd*3k&`6_~0LY1E-$ z9B02MUh$jXaH(fTvyJrC+Q?wwpZbX1d7C;DFjN^!kZUF&L!wjqh`)0b$BO;%Vp!M7 zUT<%_gN|GiSQk?8N~gOVQ7#1KMMw&R)+6^Iu>3jklof?dpIJpcUR zbrv);!4u9{eOb?wOv-5{8Wdr2mV?2s$DG}28^KF3==d%J;z z4dO}(tIdSes*NPcZ#?YKaAvmwyU810Pg=^+0sE@JRlklCAcK!pD|*@SEa1Bn4>7TI z_BWnEi)Bqy0$1d517OvrL#Y*)J;lQY8E#b8Sxi7q&~On~HcI&2k7J3^ccv7n1*Dw+57;n4oYC(7jFX1N$S#kQU3Kddq1_wr=H)rtnPC4&J0DhRnU=gPjY z9&P2{K@gS<>wpurngtTQ)*YpymOtjWw2qwqRYTEk#KKZaHXt-Lx?j#zY|+p~!;O z2n$K8dO{ddRPqW3d0*k=BYR~#%J(dV?vXpslIiXv0GekomG=-#%)mC)+WT0zkcW2~ zEp`jh7PH7MFKAQhV&rEvALE~%BLnGy7gUB}n-2P8>Lp-9Ec*IpggR$5Wct8Qs2PdK zRaGc09WGX0$9z-1r4~ZMXXfh`W~TtUtChCDbVNem?w=DipWprdRH$y>Xie_w>*aUCB6oOd5a)4UiAeB^}kM{K)%Dk zt&D9yygR3yKbVZ%T1U4fFgYvGHF7nm_7W)EKb-36m7TmddWl24cH`Gj;-xjukAUxK0K@C4>=N^0l+OBBWgHK|r))-r%z{N~R0b>o{ z7L{##W}1_L_1Sz=c>2yAC_!rbZ2{>rAoq2T6E7%o<5CXO(4Soybo zvV+_^N6bQOx}~;|Y>Hlzu|Goeu|;`o-$ruXFvrK76d8 zx?Aw@oVCbMc2cDj1{BxCp-7E;Yp{)ADn1@G(n3C!q0X6LL&dhgZxr$Ny{IwVIjF{N z&()8cWR%ZW{Z!eNbtB)^Us_~!?YNQWm-mrR&|Jr|?vy$R zP;^k1gt%a82u^lx_W#bVfkj=JSUO(2t;d=x;^T-dr?KhP-xCO!Q>*o9YzWV{_^etOJ7s=dF*C;OsD#`NiZxb(GL0|^v5S3mSVo@2-G zFKaWCq}#_kbOV?f^(u9~9-MUwbuzDwo3(YOD6VBXzJKK_n!^RMUhiZvbT^X2xYr2<81 zAodv%2K6fCK_rzV2uQlx-}%uO`+k1e^KtX=Y;8@^dN%E<9$YQGq>%r{M;EPa;voOn zx$rcVnIi2E0YV-Xfd8w8W&UM|+nq@7R2NZs;Jg8ArBe*Z`0D> z>M%8n>njCU ?z@r<9}lBZV2)V1o+X^ey3O%|9O6pXG1XLkvwl#uyq$wK4>vf^`X zI5hCE$%R^hLecN^`X)5g0H_Gkt23%RQ5}11abIQ;sD_o%97s=>jC&L5rKd^F^JsiT zy!Bf|*Lyj*7h6))DE41fP&!qJ$=UOFoWns%};fj?LEi;;9&#tPvBB zR1Lx>$v`-f$3mr1*rI{7P1p~sKCCthP_!$GmT_hjrS~Z`wRFav(DbU%T4F;nNMD*f z^(zG2Os;F4ruQC2EQ)R|k-R{xQR#8Wm~0XFN{~Fni5HL{nas;@-Mj%@&548oJ%c62 z;sR%9DH`{_rwV3?l-&jB{=%t3DKZor%AO(M%9Qv;)PWnHn;Q_0p+Rlb4ZAWd6UCZU zW+vvA%fO98(AdQJEnSw0|3WJY-2VqK--efg2d)!G(fi8-8hg6uxSi%`-UI~GOmP=R zb;bd2^7(9Reuk$n3?c z^)At=ZlyxM3!sXCDLLZ%Jm28wM6y{w`74719u@wl70~4qX`&q+= z#{_yoWK+iGJv?j5Z2s%^MiO|8$Y;xrH*0>h!L|}WEtCmK%sW1V&AriXtf~n5Pl`=!o zCwmnOBSem|9s)cU@`Av>7k7dGI0h%54Syp98Z&>)Fb_x1go8wF1>l6?>V*p}NM%MW znay0Cylt2e7Y^Bm8)XjO&FO%0Y#kgu6LBGLkF0I41@B>#?kjK4*9z`u$i??af zD03_hI)A7)0cTW&8W6)N;!i&NN(;Tg_6WP2e)3@}(M5#NF63~SLOnin%tXcPf=m}= ze#fczMR0r@kKPmlVAT6Kx_MY8+W<4voQ~yS{PlIu<)>Wd+rOKZ@$LDrPe1EVNZ${9 zs&Nb99)l+$KQ0~k<;dDw1CuBu1Zhp|kKUsSveUM~NAK@1rBhxd;V##1TJN#r`b>gM z(IQb@5cnb#s2iXMh0mB?uQp!ei%4w^v)e&tGi^&aS1_LWEGPv@Ek|M11wF8{Am54>hLOZ% zELr%m2Dr=Dfh&6v4ye#7p%(Ytb<&LNO}B;#6k;hr7>o^p1j^T+6J(+l z{+Iz1fh)z#k#rP>PAz88fMx0%Ryb_IOZ>K;!W&Yjhq?^JYqGZ`yz8Hm#zg&qzWSdl zlq6dKR6-LLNj0<}L%KMx|Fbr;^_-TNU9{*{WGdI+#(_i=k1_k2VqaSn5{j3UehLeu zKa=FKJ5vnI2;*VB@9f8IcpwsBY@wHGh7@cLm?nMJk-i*j@uCsaQdrnwV`$u6&U=aEhekqpP5bQ(| zxGJo39xM#5lU~t4eud_P4>k;>4_6CY2~TLit3ZR`APiGs*3r9#Hf_Ez1K<&}AF^CD z1&ii75=r7TwvWLa(AhDC=2YxJ@T8?7MGcX8YIIhc^$ay3=6}i?XEAJ4MZ(eKEx!q; zo&7VpZK@)a41==Rf*!G@B_9}0!NJ-GW(C3dnS_6n=;AG;iycb&zi=Pu3X28A9oKWp z8+yTQi5<$n5N~TuzwG&T_l4EP8+(H*&rwb`Yvfcm_3U`%{;9ozxI&hMqIJ;e1vU9O zG=MC@!jJ?ZRWu3xKu@WhqIUwGZnt*FG|7~EVvikcMRWWj-SSurqMhGpc*bD>yc@8F zxx(rlt2{!D&U#+Xe3Q;oRXpFJFTe_X+@X|1TcUPhvg6p>fO z7?tuv@MAdZl}605ijL5usl^dCOsmo^jD+crj|GMmk$|<+JJ}N9kK>w9}32JrU@iP^09Tf%|xOTR*H7s+9QQhi{l!wzD50bzbulO zNm*KTTjG8FwHWsrb2F;tR5l3mitV>rHc0aQZ_|e^eRNn;rl{h<-j9$)jwY_gh^+5-N4oDPv8-UeVpW}GHs5VA_z+CM{t)bglAt*_(IS_!mZAfYfFVw zWH)p}6n>Y={9V*R6K!sKpQe9e)rr&Ql5(TxD+bd9JEZiEW!p_}Ua{%tP53B6=wp7+ zo@d`ffL~|I*o}@4m?QZSHLUEF*D>cj(xpenlvhkPZ;CWY6aRK6fVLk012#F@Qg|q! z)z|qfE2H3SwaDrT%I7jmgwa`{RFsBc*oM_~*O&!8{WHXRt3yh!%$tv{;ie2x=U}(v zcbQgvd%4+qr%IyyzO4eP?z6l#)ah>dt<=_BR-4Xoj5;kZ0A~va5NV94!?%4Yq%3R= zEr;QPsOlpAT-Kd@lJ5wnFCk#R#;0rFanh3^4CF~EBe#z%&TJb-NrwZEm`W||F69AZ?7AO#W6Gk^s!T4CT%kLO;oQ*P5WNlUD9ir7*LXj6k=ePw1w{>KaJsL_rKEZqHu ziQl^cYOGnVpJM}m_SBlAN2y@{>VLdH8dmGpX4|D!2&8e$$ZFW%*Qww2tFs+@4=-l% zO>Mx2=q^SGwvlvpuAS3)Md{Ztde^uPJa$pvgOCaKHl2c?fUIz92Xb?0E~&kOjtXB@ zVYrRPFQgZnA-3tv>bxQ$b?Pl6Kafa$-}Ge$)S-sIE5C9c8aW&6i04lqmF3D~VfR)H>(LD^hR|yr2=!i^Ql8$;g4Oe|JAOGnu8FSBJISBmOg^8U z_GfF~O-dV2SFcUDm}@8WM3i{)!v{G5jqRBI>6DSl2;hUmDL(@6)c2)vJCU$~)T-bB z+4?HViM*9xK*b~ja`E%$7=DLa9?VAUMml_;W*(bloz=coD&{#RrD|5SU3HDopz3m# zjrm7oH}4v68#I#25j}Q_-+6JnjE=9uN9q{>JEdX$oN14P0FecNZCb42nanjyPV>J) zaWU#Z8?C2Vn_@;3NBybg)rhk1q}K%Mgu%vrGTTwVv3cP9MVv6F=2UDVuq0O=AdmmR z`|eOOcCo6eJe)0pdvL4iN2^aKFQS=XoA6t46^16DgnvNW4jfZTNIbm_KD#XxBX-cs zF~|iCh%n29vX$H;41L9H*?J)>NhNd2;X`=nUZZ$l>?3FQ zWd)aN6bc}8W=Ay(&t^BKi=Wz4$$MN5H7a#2UCtFZU><)@BG5W2)YA&LOJ}Gr-WlBC zf~(LDYZ&GXfSge#9}>0Bk97hDJi+3eO~4SOA-ke%E%GI+`@b>*DzE(Q5%Ep~E z;|qVQ9?hO@P;hn+PXENRsY4w{L)Reu;(e-YsX=I$a_?z(8rQ>6{5u>3<_2jqGrv!E z(ZRe-6wi?-uD?WTBU=&fOC?929<>Kckl-3WBU`4)0q$m|snFbdkE0IIlXI})ztMW@ z-@CQv;V#*PIn|Y~Dc=8PslO<&LZ@Qg%+;`N%9nIsINYb^&MiKczBb0BZ$L+mDP~9B z4`APv47e%DpD&c;QKl52pUo&^JW)cj5=<2@5ZQ-#bS|H%L???GA;j)j=BPytG z@ZlFXgtX2SF>>8jB^wJ%0;kNQs{t`zXU?z4%&B_%{K;X(TJw^nOBS1b< z1HIA0+rTSxNQo1$BG$3@oRRY7+NYYj>PqE~E}S3+TxQ3Zs+K%YiEYN#*24u@uazBreVqn2N;u#A5IEUEcT6mYe~Lwf zLR_2heLKk~p`vW+${1e0Kc>B3DC1pEeeAoXn+teZwD#c`A^MAgU^q5DitCR^cb@6n zuy%NT#XX{{&QGOp#%F;$dyiBmoXBc59n9ob>$ID3pi%Kh9_y;q%eF%#FCV-Ktt9J) zXANPs!Ak-7iQDAzWOiK52bZX|T)@H#9zCkx@>3>AlF3v4`-61je)Lo@>Yss5WXCIB zrlnnfSR%I?$A@l+KM&8*wjd(i5t@)x6D0Y#*U?Yb)i5^B?h|Xr%67|_z4eAzh-Kk( zxiyIDiz*0X|4M7-Eaovu9Y*r;QK1|hbA+aHp+$LtL1VN@5X43|I>DDEzrU_KMXU-3 ztpXDoCK}j%7zfT|;bYh?E1J|J;*SB0F0|PgfhA}U%GRnBXlisk9sJcpV-fK$D4RIK zc^S-4_sA=XY#X2ZPalZx%^Ll@vgc%+>&wxG;dE;(b_r$c3dERQg>+XBS#2{q&R4vm zD*8OY4@oYyB)iw2Qgm9Ce_oh3Ckw##Uc?>*w)@HvB>sV|7DFZI+M3Fmd6M&HEcuOZ z&P{a8suPD=jcN7#5uNO2N|%CTdfE*cb<;M?@kSh|;rOoIZGlCcQ~GWsC0Dq;`#h+{ z&`i-ZWXnsb{_{T2mUg@$mLS?#09CZ;JPVToc>Hh|<#_y&c1dHiy6Yu6O3oKO2`-Zm zC$-K@gO;TI*WKtL7v0Fg_&UdRH$1Arv8sDYJSy#YX3qa4A_o$?)#3ctR93)Tkm&Nxao z0I?ZJhOR8r7APalM2c~KXlqHq4G%i2Ox0#=jCB#^o2cpJ+wVbbDz#BUd<=DD zw+&tMA4D_U3FC8pOxuiGrn2!nK+{>|02*bm`K%S&c3efQ)5biex|zk>f{I#N%L^+U z8zDQI%XE_%{((@qqdXh)ikPORlgucSu;d_X^@?z$C9DOsGi^lfz+s#UeYA5Z8&etA z%h27?q2Ff$3AN8Gj6Yq5qj4bvv~_F3Gq3AqHm@rl(uD*LaH`)Bz@LN~C)^HH0Gm8{ zsAc)bLzRjx$YT$i*dG+9t}&H*2eZ8E2{8R57alw81^F4H@g!{WAm3^kAO#qVPdr(y z;&+&bNc7}c`1TKQ4Y4-|HDW^oeU?SY$b`o?w1m55Vk9*@{(|H2p?+(>jyLxfBCqv# z$_!6s=AU2plSyFG4`k^kJ&u3u0;>Nk@dAhnAz@z^0uD}hQ!r8;tz7PJXznwriHJIS z$l}F4U5TiCJ(88^wu+%Cq~W*)+qXUv%=Ukao-y6nx)D?AG~hQY&&`whEF>gskLjZ& ziYm;_t1Er;?omaTd$g>S4dq9EY}ZELJOrx;5A`mbuWRkxaO4869KSz|0u{;D4f$}9 zy1EuEI_>g9hvR~&XtEkV78j9_B088n5D zxkeETY__=>{+pe@M`)e_MZm3Yc|Bg&iE>JHtk&~UR9Yro;G7p&iuQej(}1+tIK3b; zzd-8QkuG0ss9jgTbsrv02e2oF58FJt?6m$(%B94bk&d_VMzQcOxINSjChxaj0$M*`?nVG8L*rSWF!NnT2rc=Je(zFX2 z3$)fyX0;-$#4K&-q?J&h)j_>ue={Lhi< zZ{O+01yk$GADUgr1Pw10Fze#Exb+fwFx>9*wA`AXDPuF2GMryPGe|SjlQIaFgXg-D zL|ycj7N*tsj{ukQwqLwduyN^&c4r8BKGrTr+>RQ#weTW?nn`0b8SNQ+&@4w!-slyv z$V$~5DW2sXe}#TkH~Pu>#JU^Np}vh_j6>Ie?VFOGn)uAOKNbxz`JnIUO?x{l;P6AvsEpr%RCkBCBIa9aD46X_do zyOu1+dI)+Kj8k{)leW+MG>iFUQQ|opPFk$)nqXG9Sx-7xzHNgcZ$e!tpzu&n8Lcr+ zz$-Moh7!i6H~Bh3g<5*7XVI9A;|Qn}tB^e5{JCeX#&P^59}OJVR8^RhUh%2BbRUKV z6LV0+DgbG@a-`fM5v)Fzjt19>mUTkh8RvZpqLCN|ooscD`Rh8Hk8&|h6w|j3HGk`T zY8p&EZ?`ZuHl7Uk$$0~&R<=0JDMKz#h((DCTdCwntF*k%-5Mpj`|TDfD!fLm2~E<> z^lI6iZXw#E`B!e7E6@ZB)H~|Wt{u$}e|ICBp95+WX`aJtBom99`_bFP?1A_LhzdCP z#H+B*)_22@RdzYkipbgMBeu3HreMUPVttp+!if?1*li(RDbFr+{HlKdy3K|g z3x`GlGIB`eg;j%>c3PYkjx{#ylk;&VA3ed0LYb{QLXNZj5lAPu@3(<)!(Fg%TqWRw z%(C!rYTBXO^`z<5N!=N5&;QOpLFb2F+29gt4|&13xD)z(NI<{-CY}Pt1cuV&VhLJM zLoQ$G++`UFur%Mm5Wt%;xk1r{W?tgNW(*tGUqSPRkB zcSH`Q47Eh45}cd{BxGk5N^9#>N^56D%y6V6xuNN>q;2UcA86`uuJ&roNjLXypS> z`l#_}l?%xyS)AxhktZ ztHX@1Empz;cYA=h3qVc$x$RbGZ}GtYiXkEX3mZT95GhEbgAR0S2S&yqe`29|cw{F(AE@ku^z1T@giH!Lk_xc-@Name{oC~Y5VlN8Xl>|ZsZ_EZJssjeV%oHqyy%l z@#zY~=5pNt&f|A4K6ov2kWKJ!Ip~s=vNqQh?yi%WGZo?yGv0nDZeUVJ5b=vg$jlK> zHk~;B*P0I`1ONi~<2~Ue#n}sEt6>Ps754OFcm2S%&R5Yt=C=^C@;T~r7)-iO>MT(Jf4X2uAqVA%3MnS7aS6hsT^|2O&Y z;;?b9Puv|;r*xB~k?3@n37UV3Zhk==5;-t|{(}O}OY-=nF98OG?WNoe_1}GC_tv}j zPNV$@ahh#|kB7VlzX$1H_efGO42B@_61nrp&(!BK?e|;#&*280s#VTTkJpF8Vg66m zF%v03e4^Xw1u@J?>q$uf)urOnm9yjhAme`V@0?|C!u>VZc?)AU(dW&@)B6Ex4RhdC ze-+VX^N2@XtQ2|>xm&WA%?V-X*@=IHDwnW4GLEE`HxtK^#U-&MqP7MR7kSaxEA-%+ zCBl*x|LSEmBh`BNV#1Hu)v1%s>wy4;j8_xj-KieZHg^8OeW!LIp}J(=@X;0cPI!3x z%lAI^#IxbU^%2R3!;3VjQucEr@eFrzV|*u#C6v2>&#=v%!#wH1K3e_};+hhMtU1S4R)hsnR z_MNA;VsmoR%nL;06Rp>i;$lY-vZ0AD$22*A-*x4jF|e!k{{WIeZNFJ>Ur|2w?TeTD zHPf6i3yIQw0~H{mrLg3O6>o2qEUi3TGK9at>3?<$BLRb&X#_?&Ck*z4(&82dTSZkd zf})-gMb0uiR0zJ#X@*rrQ8>1`JRFLIAJ3(Fs&fgE$a6xoLY-2A=R1MKb0*4x43)Sm zIJ8>TEzw&^KLd*oNYYfJFGLnG0JN!|BCi2U9EJ~8!%&~kMS{Q(E9R`o!!U-c=Jt|l4W?^3kTqX`-`m~W-c%?+tDc+Mqu>+$>35N&EWn^(u^R)^AW)qe35%4 zi9H>b*GN_$byS*U*6w2lr9<&{3p6HOI%y~Q#;7#mL;I+76I^OkxDu8nj!Kv8MboIX zRhV_u+(nz$Fl<026G?ScItf|+umPdT@P8VGf{}#ueyZj|j-sR1$fZNRI4m6?->`0q z+Ht4Jl%95tIw+m+@jA-B9LaOT=)Pp~D^VGi=E$$Z77P*gjqbX3g?*zI)Rtl2s0Fpw zIk&z?I!T#Rh|0+w!o6Fc?6Q)Iv#Q-3#9?t9r|P(N^PHN8#qGM_ewV)$C&ZT2Mt{XE z#>V@d{#Lwo{~LtG+ph_u;zU_$m0|Is^X=29IB{0vuo*4T+6DipcnFs^L8^y{q%Oz7V-OTH|P5qxg^?)_izv4~UlAC90Se;>#`(;%Pe_v`yNWkMc0)*;K#qE3@rS=GM(Out=j z9UuHJZ4vvONEeUb!nB=N-a`8EZ9ZH7o!3yd`juBGQjhQ7wAQJI_I2H*wadS8{dwKG z{n)y?GLEA?%1YD9f+1(D)M0GEMY*;$Q3r!F$3rO#PSaZRAV)?QX7R7^f7O(`YG0=r zLO%leBX2drR^fos@6=GJFC4jTv-H)SBHA`nEBmNNlt;FCWKlLR520Z1`Uo~rh)B04 zEbiaaeYVkp0TNMdfAvdf?Vs%`>Q_(J_0{^k_z9+e%RMi zyXX&X6>hjKscfPxqHL^DeQ!NHII!4ehC|cy zp-Fi1#?seDuGQ)ES%0`-4kz%fDLCQ?ug0+#Xcc@_o}7TrUw!^MF&}m|rLXv``;oTp zL&AGbEyZieDahKDbcZ*JFJ64shg;hG??0{aKmHuLDsf2Vcvt;{e?CFF()#T1Uk29O zrm8HOPT=*S^mMRkQ|ZMrve;Zve|m`uy*knwkP72SHT~RnXNH4?bm7MH0ng5?clC$z zl6O^~jsBj5u@qXD6ZPjW>e(p#39O(zP6c5i6C$`9ws6q>?5i*Kx~ zj_BJ0U+wlI;W>k#k&iAY3a>EroQsTWW5b%vuwoQ3pPjmxBqaMcE)f#)#YuQcGqGE8 z#3Rdv)^Is;#Sh^s=_xj8uiRtDNAlSAF-rP!sV~Aw9kg0ue+<9{)?bo@Hir&z04%4t zU_}@pk@bU24GV`uz!qhE5CSj`&W9M{E?g_EGgH=jCtHgohRu5d4s_xSN~YfqIYZ*6 zDov?BoA@piuRVL5u1}#Nk!MfnrQ7?;<7n9-kW}^GwjC@ix-th%s1gql_|7LDaqioo zSUKv@FUD9rf5--g1ikHqgjCS@0A!m2#34+n;C$P5DkSz@JR;~E#A764#?ZTZk!=Zh z&dA?l-)LpKCp0$90e>lTIr>0g^ODFT8`s- zUVn*w-)klH^{4zEmsE833z!pWjOzzUYYj~rtp9!=1~)~^vhb1lPBY0 z)GDKJq)VAgh_UwYMD8u*PHw$Wgwo!V>=#}RduKPGojy_c+FzN>tY0UHqPmtr)vPu~ zyW`f^e+;99Q9ukQ(vW>?y$}$D@MCB5HmGz0?yxdY^S~g?tz_EdQcJ9`1H}8QEzyGl zpD$Q1p%4Hh`p_gJoO00v2sNIlNfQ*4OKFSHhh4wUN>kT?KSzFxYe0QC(8m}G{|`hZ zB2W%-Cvea}$0(1g@oHmd(?^ysX?wstJoW=2f9HtG=wL0CEU@hbQ|J#u5-r&#$!}yw zgH$jTeQ*#+WV6V{Bo_+U^Gt@97B`go#?&qF6w`H&N^as*t4f&2cVZYVB36X-I}R3+ z7ug(aXoirW!4S&Kq5&!ONvZP;(pQ#FUmdF5!)sfs7Pq8#H)ZGzQ#1(@XyGU(D0KAN zf3xGVGUpo~D7%Z~+5-M{LN!g5SdQ6nmM3+ z;EdZZlp~Y0Y;PxgG%Fuzb@kOX{AZr<%81ZMLl3rY;FJrifyT%g*Ir=8MPA!y4@5lL zes6GEt<_-Y>B3A7Jf@2cdL9WZC{7u8f6ohaCcV9Q`nAQGo>CsR%;HU1g3Yln1sO

4$8a3|M= z0+`>7CLl$Dh}0i-gqXmuk)kc{Fn;- zw4uCxXFMx)DYh3j&sP}2GWQ=IPrdxysR?_3lS#3-jxhI|53i8wFKS{l(fkkuZBE&P z)d(iZ6)CO=J+i;qV0k^Y#VeXtUD9lz0hlLYx}s&-KfoHJM&06)sfXnIwaKtYc#TC751dl;|9;7)AEvbL`7Y`tTRb#D~1CCD1 zI%F9X&g;&9#}h2GSQd~|aJ8Clz-_duJ*!FTG!X`>yxOL}_q%BSh0MT2;RZL8JcIh7 zbudcO5GJV-G@1Wmmi87pACeuTLM@syP&lgx!NWEb7C)YGZE4_#54UD;Q)R(+*Hl)M zOHgqye|?xvccC<%XQm`~=1I@yx8xwphDL|$A<5=v+CQ9p?bM7!r<6!@H#^-x6B$go{F9PN57NMYLCtX2!cL!2(Lf)|A+MU`im?l(^_0Zeo?T)Zar++pXssc0evp7aspEu*=jXroOAhl`VY* z1Y^bo;p)M)7@Z<9$$KkT1G#b%%{b%Wv6$l7?Q^K-$7u#)cMib&r}A@*r-`@fg@Xt9 zIA+tiDh>5@e-2y1nN1zW`*#006r#u)|6BcYazDod3`y+x7sezuc#mKf0XkL2ite<& zpEli9YC`Vxx|C|(9N88S?3X*wRvbzGc2s{<%ME-1e8zge>4hvKDRUBVUq^aDm;W8f z|K=URB{&yb*tO@}c^kvF?VRp@`?fKuEkCx~wpqe6Quh0P;~Jk{e&JbK`HFdoGMWb0 zjH)1OM0Z>FwExFUu5{#r3)qTr8_&4mDYs6vWX@wI&nUl$3kbfh+2@{k!@TzTeBwEw zU()Lisonw^l>Uz3sGmeQPXf1^ykBi!dLn)DHYw|sb@BgcL#&$vyen;w+aH)Glw?{c z^E!XVy0@mra^dWcL5b3n;xbrBgbzVX%T9lR)ec`)Os?qV&hEqs0xFV*f~R3C3=H*a zn(G3=X=BR9lR2_6rE?<{BLpm$$AI=4b1i?cUU`-}sG=8QU)zi}FHq=yU z6FC-_Gh~>KW_U-{dXkj~A=gz~#(Tbt^*XwBicchLlF=4F=aSm2Kc5&dYH7vY;&RP5 zh8Mz0%PwOylbAk`Q()MT%e`9^`gP#a!*9e_z0N=WAYeED1qi``rApa6n7m_X+DwR4 zLPuDy*Krd1CEptZc-E!V9}k+xH>(!xgE=u4H3=FRW326yx|t8Aqqp;Z9^JN;=AX28zwUNT1P)1nQ7$|Pao~gbyRuw`SpFeR)iGiA3JgG{HK27 z+j|32V+VLGV66B$Y)S~lrnF-=>S}r8H?wP?!y9?I`Vh)(5tk5$s4wL0)4Y7am0T80 zNUv4)vaeSFP0A&aIUtpvBhTT}$`a-bZen>s(yWX8tVZLg;Ab(M8(+6hzvlH3RpQG6#csSx6I>Rry1h{awTr)RBr?%5u5>6Ag`^} zabWZcfP@Flf;ns3nxRbfKo)v-y=H13ywAIeo;FH0yqnuWkjR(50ccsW0d;B!uYDho zecSoV$kC8srvmFJM2uJ7MmLU93`8Y|(bTzb!8-9C@6FIQ=`DYS$S`hIxik8l!}~`# zCqEXPCIZL_14iUswT*(+N16|)b@k6tM?bk7U=Nv%9OV>yr0R3b9nKTpf(77nU?XI5 z?e3`adH{>2hlJ0?Au6&aLHUygHIho`~ZRKJqoq8=lB5%m4bt1^T&!hE1wCXeGSo{u!}C8RzvKwc3cj7o$^ z;^l@Us&!S8mnqz&a0W8nwj^ z3)}+u?DTZ#%^0`(McU(Sal<^{S+SS^FtK((FWn8g1okf)id@6m#=gnpHew}jSvgji zrF$fUuf#B26tk?PbgAe1d4Ol9mkRD$8#*+Dm**-8dW-s4v@bkR%33K7hCVEa&?ABX zsi|6i)O&|SA09mloE&Q~rxn!?7ZHM^+uoGtRUZTxnwPws$VBM%SJ7=KI5H0lK<&yc z&jF(-mJR|2wbk%M->M(0yK#E?MC=2r@Y3&U!xbg*pBDLmhYxaq0(DfiD_K!1pRA9x zlP%24{^X_efaZ)!8bpU8pZy0ol8mSp?0hb-J0iEta%!`0)2Jh!o1X1Ff|9=GtwiZJ zi{IYP6m)XNl?z@ltt|1~u^T2LAiH#KZpVM-Q8MsW_w(8^B&vewla}5+&I-6vk7& zt3-^qE{WKHP%{3{Ai`&SQ+2T+$fwdpuoOwOF@MXXaG`8A%Ter&+s2h1 zkto7i^9;rp+9?QU0=)CjTioHp zS_5$KA2QQi{>N7|FJ9;eO{WsG)_f?;LY+y*8H|hH-7AD3gT;8d0J+e>R7+)X(1IFd zhwMF5Yc}e^|g73^t_8(<-*tmBbfzg(k(;s@slSB zCom$whV((y^vKB&zwr@1`NC`77GqqDpS1B=Gi)4Xj^x1p5gUy~jRD{f(ZPoDO6<%g zfz7CXnyjR^m~rC60XDHw*Cvo7=w8BE2POV*F2%<>T8=eGCi~MzzLv#Ubq*q4e(Q94Z<>0)%OsR(B&TpXMxaV zci$`MOqYNCE2OPJ^;I-nk|#%THs92;HVT(ZLGeIniB*sC2DH|AJfkqca7`A65&R~S z)~TuHaX2`;1OW=OjLpN8I1t%wD&$B9)qDOZ%D0PBDf0~D}(asB4fidPe>hDcO|z9q9CIKU^%7Z{kNA(%uI;sk>0(E-KfL!<6m zlb3`pfTfZwX#R~|@9J=_D;fu^gF}kGh@Ek%MX$A@T}NQ;V|o(`fQL#MphZQz@zlxdH72x%y|Qz0*8oV1x^-yh71zp~Xrm=^TF|sW&9<~OuH;|Q$X}an&Bg%tA(Qvow+<{?=n$-226HSkl4-6{@pdsG zh+V~30tB~$N-%JiQwnujVS-qq${X`l(`(;lIY5*Oa!U-v@5I@5{|(J4gUYT-!ZM~< ziJ)+WgwISu^e@`6r{z@8LpINinxP;KXn;3%@omPq)bD$H`@)2fUKguVs1`O+cZ^T<_N5h`Vb3`0En-v4a=L{t0 z8dUVnpDlfuo}PpUM`M`KdK${Ytnz2UF+~PhW&tZxotb@WExMQoHdlU`*^$A9l%{E& zl}&nugPA82|AFxH3i&x%b&C*>D*qYIw2&!o(&OkVD(^Ld$RjDwWwI%`&~Bal;zNtRzxeGRzsB zFhyP|FdPR}XMgB}35l|!UepEFt{?Ya?S;Q4W>8-ko#I0ioII^RHVK6~ma9abSDO{M5jzs3Shjp@XmL;l+pR`w3D z2o_y54c#Fn96`({;dBsRT+*52J^O2;D9#Npe`1i|uWVC#1$7>Wg0HlXD#Ace8p=rH zj2aw~tBInj=ul9KVkXmJCe*?R0A0ycCZJ5G5wQvuI(ZZp$-<9V=cecVovR#dFMKXb z@q5OTr~`*{sR)2EGOy+lTml`TKKx5P4o&XYbZ$t29i}SIX}JRJ;#`}uN)QP*LOhq@ zRL2%d)N{9M8hkol(F%}r%L6+0**5+l8%1vf4BgvcGX_E!S+#NDpNRDB&0)@V1@ zD(yfP`<`ln)1f&m@IyI%+?D^Lz(6Y_wtwFpF0)9H%|chtc(@_g=vLQO%#-}tn(bCn z!E33Ke&Cpf%7l3P^+eIS2KZ`CB}?ar-3??H$;tO_+wMXpH;>A9%5tTjcvasJ$Cgyc znayeS_Yh}qj>li>s=cyrpfm}!rW?z{5*m9&?sK;N!~Rr3_A+B>c}qFyT^vp(VQC)p zt0aIO7Fm0d3Jw{F?M=La_t1t#z*r$6183sr-+l>aR`RE4(qAqr+S09J@5 zTS0k2RV`jj=6s(otwgkINxl=gLIZ$*uIcd9$ffZn|MjolkBpXz|5sMul^BU(kNt2Y zQkVLM(j#0>KSFqlB*NybX5X^REoelL%j3Rn5!nWv*UL^n%>${(;k!y@s`vZHUM%|H zEqlFk*4*InQ%5Bv;ZOeMcYCqEm&_T@TpZ_?@A_?6k>@Xo`U;p!XEN)WC0I2_ctq&r zsk*z#7`q;PYjDmqd3v|mHPQ;Ax?^VprNYZu9}_!wrt(3S(<$cQF=PRC-(<7-@*FjC zdUdJ_oe9kehIfMvnwi?MfR5nOjA_h{HqhS8uFy<&=7#dCi`h2lAH1FioHmRo#3>GtJoYg6uj~v+1WF@yvHL#*M=YghP$L}Uj zyW~lJK2S~N5}GFp?6HSWUQcTRE8Au`ucHJb{Ck8qyghTHHT$c^%TZMkp9xQysdlrN zYRKZuX5$wcz@H!4-%pApAfiE0sBoIol>e`opn@zHQTq0LQ-(u)Rn)x*3a}l`0L-7KVx&)3z6+bxIn=VT=b!gM{nus}@$&JpLDlrQy_L>W^jGy6K*{(HI9Qe5MsEHux7nu>hZCMj z5$t(!ytTqZJKMS_lnvc^^`PXixuTS?*Deofs;!FcSled0=K7-P6f&yJaYPJrRf~at zLog!{QNJG2PvayEk(*}nEg?6axrQ5YC|~q3cL_a}YerH{4NId_4U^NQv*BTl0OO;E z&7r;rAZ_&*x@mC(%jLHkn>??g^)5%C{#JZmUJQs*#}jS#aglnFQua^hx}3Vs0_ezF zkdB?}H|#S(PTTU+gw-B)m20FGZ(PR-batv5xt161Ul||;Ws5b#L5Z>opY=$1wnty+ zkogY8n}_?a-yD_u|89z$T4mBB^P$YEsE(r60UF37R&ol098m18wQ<`^Wt00RVV1@+ zn(q;6Oepv7UrzR^)>X~5rmHhd|jBUop!5tWvC%|l}v5*@_rR{FB;ka-{S~g*?E{u_FMJDnq9v9;v!(Dl9 zH}dni57;;8$BD01dS+d&7+5Oy+4d~T3!&scACTduFMivV@?TAf#)E2 zX*U1zHik6aNN(+>xC}q?MWXCfcrGaaar77*&lz%@wMlhM>!tsd(eo!Pb=?~-?i`P& z?Mx=Gp|LZ}GFcd9UQNt(!JKc{yT(r5yS}aS&?3tLQL$7r(|L%qW8&j!*^AFR0vv-` zf!i5%7U`%W=DVYKCjZRWhvD>6Jg4`{Er-U;ekIxm&_utk%<=|?`KrB9M9P?SY`d%W zjO6=+ALNe+Tj>FrjvQYGKYykZ-ik?%7?9QsB0SV;U4vNk$H7{3ONm%T0TS@f%&@+` z8%D#r)6<*A?)J;!;=J%?(}9cs0DS!q83$vutmqPYbn?+^lg8T{iPZciE0fe?+A^Fj zTHUK!c2pr0?(%8?(gKMhzs?O9Wx$~{h-zfJf2EG!mC|@PaA_YQRT?H0GstWIh;RSt zA@_Mlm(EYEe{a<}A?t2mu`+Tu8e=^LB7?MY0rKE}9ejw^5;S z3H()CnP~QP8-a%vvtjQSdjMWd*cr}@Op}5#7a8$cP8roD3v@S<-D;oagW~3|tU9Xp z#`_T$hRO&p4Yegnv2UnXJ)CVE%h}_ugw`{sO_BED&c62ST0mVYExJcQzhywEZnW(~ z0&^qGY6=d!80^3qQR;UGF@Zg9&kZAOjy|vwNE?(0=M^UFQzATcFJN94Pvh`8QU4gL z7lMfo-YPn?#0#{5LiqZzM(|VjiJ#syQ@sJvg`DY;;g&gk|MX1g75_XzPVPv39F>MI z{xQFI45~!=+&<{k4Wsy`v`O7DaDB*TDMLWyY1D95ry+?fRjWz?m5OLn6*)ZhkA;4s zBy7QoOM|{Yi84x)3jnwVz(5P*oD$KMP2X@~dqN=pPwC&1fd<`Ju)2Jr9lKA*!S8AT z%qO~JPy9<7aHJ!j-B$9sF&wy}Gp{8Mp4T=rCy5r%r37khZ#4W#!=Wl(N4vlK#?#}K zV3*okRQ6kX4cO8t3&j~W+FcGioOluxzkPswK+V|Ve=l)s9nyN%EADkOM~E{DP;*|U zFErn~QJ=?A`S%&r`?P9<8aIozAEvhA{ba0s;873!$@IX;Kny7aKN{V@%*-iqE?_8t zBAvDvW)8=vV~VxJsL?~8U%^1-XV<#?#q`;Y)l2aO&ujx!BXp?~1*ZPA&T6F7`Wt_= zyg%=yygxtLW_`QAJ}&L}NWBMXI1eY5bH490Hi9It2U0%jkH)P!ASiyWZ`XW#f*TmV zff7_!;N8o1tGtaov`FOSylH=Y+;#w9uVyt1Tb5d~T^nhqU5N^_S-H>D+r%s+y39d& zLoMuh9%-1G73SsAD4wa9W-8BDzi*EL6ZGfZl}|Je(^%e|9MDWNxzZfzJFoiKU^YG~wDw0fF32O$otLS=gKk4y4~;U)KiW&S$^bMR{J8cvs!yY|YFtECc|4Yet_QU{EhD z)yc-7`%W@h9IX_5+vgayRd|9e#;YM_d2(rLl8Hq{_|(kVVZ7Y>*I@wchOdV@ECO|c z)1Q;h5*5!d5{NZkz2pI>dJGnlZsxWpEZYLCT%Lt{(tdoKi?PEqQPSc78)4?^&x$cd z&EG@QqjmV=X2#16l|X>TwOoEh&Z||MWt@Q;9A$40Fg)V9vn12&Ev{qGiuRz6P^**_ z!b_sM(J{rLOfl)+mx+S&f~Q{rlPnSVKw~s-jm?PlhWADn*sL2UKi97!laJc!j!Or6 zbs%&@q(Bs010gYGj&iRX9`#Uiaqk%-3E#jE0HI)G0a>`3rwf2l0Y*3PZ|DfV768OC zIhqL+#_^NXaLXhMX}T_aRr7RtLX{gH2~OCxNdFgj{b7V=m&&i9_Yj%ZJl7@-qM2E& z=1aAYf`U{GvHAli$H?Z3WCqT2WlkR+be*d#UenQ=fEB@bStYVAu3qMzno2@r)Vv&g zr+HLeT>p}JV@-gG=gGxi(Fh?=7T0=1H|UJVBg3ua)kNI!j{eCA)4mb)-fiYSI^lNk zsDJ@IkN2Rh?XJUcOx>iXe~`k@eitG8=BUMig#zKVnzq%EM8=7nZ^O`=AIv>R5>7vg zvZXPzsW#^w^VGhvprq;6-ZOs!z3FS~%-8veS+Q-@hGYQc0z)!d)81NMAno3It61#L z$M9`UzEM8TgT1rt16dfR@q@}{j$VZfg>{d~Z}4kPhp>B1V*8ak&fm@``T?Q#8IQ$I z&VL_LL=%oF0k#AZk|9IEWDgCcKwt8It4p)i-4@=!&2&o}A0H_fh_N=Z|DYS>OKf*c zcIN0Yw;KN(oqaomMyd`;2-H5BDYbl8eM>O`IcRdeOWA|MHI9l1XkIXmO#GK?XPnQzJaO?)ol~<)LF4fyPWlmK3CTewl-gu^6}7ltLv|hMXZ-@k#me0 zu`Bn6hay6=2vuT0=t-BDHnWAc-f{Mx;E)SkE3JT&;FDxM-*emsn$~lv3V{Eb_M3|X z^6zfV{{D6uE|zoq0lq@A>NyV7EVN85t4Gi^pIIdoD%9}>wc_rg@?v4%sqC%{VYx1o z>&YNhpSumOz?pJ8D~D3tUCRzuwq61ZLxIYw<9wGKC9#Iw%^5@Rv%=R5!oovfxoL;m zX*>WBTRRRvF3`Hzb`7`IzRABS3bl8+0KHY)3yb*ngvxjZrF2M;^wO1ozs})7Ivxs` zB94S86ui*k7?*M#Qngl?R+(#?E_pmxI-xVr`bXyN8%@Kc4cW%d;L;o}dlMm??P3S< z-c}NJY~*tKt4mSc0ZbHK2R+20c{=gFh);kXh#KyKMdM#p)d5A_7G{0aMqGgcnGW2M z3l5}mJ$`E#x1VF02l-OSEg&JCGy~xz4nQ+Edj_=we8qMsYLyAt%LHaP}NCNK~V5O0q0<}c%x~riYJy6@GokMh#7jbGD=qanH8e{0KL#rx%Dxx403% zYAd&HK|X)|3B|!Bj$f1((w}(F99sYsk;x;i4IM$))q7Sdd))L`q4x3Xo7ZU^&*;oe zR~fw9=UYG`@cj8A(v?);86W|TQ&B^bKSb(Tg3zDrtfHCq)<}Eb@pbA4qJ#+T|3w1i zYY}it938x1bvEJ;`tA>*u62D-=0yH?c9DOtdP6y1~Kuc<&yB%d++*4g?;q6bL?LGR5`IHe2Sb-z2 zhJoWXpb+GiX(h>BIt-yF>#Gc4SDjzJEL);*W}0GJ=i!($MLkg(SU@*=#6yyuI*RBhM+PE(;K-sSWB0 z5<;UJSA61o4UG{1$tdd-YNN1Il}4b^!Pufl9NfiDutMiR(DmoD>0Ilf0b)SAJ-~ha zIgmz_`ZO_Bvr`hZmhOML;`I~d;qNiS{U^>v_`MpQq~(;Q<*=(Ugunb>Sp|s4CWn8-(Iw>kKLQJolK?93pncY3 zC2(5Ur;u*-E>SaL8vZbaqNy2Y&Q=~oTqRSIZ{!oT;tE8Rnf0Fy?5;M?nrj?w06b>s zj$DJ(ct}kE7Aie7)cFB3y@F2|G~)rX{^&>cl^hoeQx6iyqf($esqs%;=Z17j>YcQtsEi%H|^q$K#I#Va-4tOK&&VKZsVT5 zo^;Oy`a^ncCEqQl)6J#ncG0ysOe$Z|$FvC3z+!~QT_kg}uVkb-GbXig@ZvEw`CE_R zK)=>p|3JbwKp=2p^5oj!qA(?K^1cxepTSjD?s>Fee2i==|KS=%L0R|2fJ#g z)QSXTGXjMwi%7K$SWXfH;+|SBD{rnaZ3j%8+Dg2GH%f zNq-588jNY#z$%tr#sMdO;}uW)&m-Smj9LMrxRys{VX`$Wl}P*5nF(_U>Q9Ow+-zE! zg~tlViFl}6S^+!}H#fM*@PlgEq0CKYcm3*vx3Ydpe zzvMqUY{g)c8M00j57ahnfOXYdqMVegwa4-*j@KRCCuxE|)@3xY&-Re_p?w27_rmL~ zGGU0mO&G;>vAbM+hstsyWGZ8;OO-dYA&z#Hx*>ZrBjf9U2%j)j0nw^; z3VgX_k?_0t4;h+81#_mCjqPnLo>oOL6=Y1eSG~LE&Ix}2xDbfCWE_eNbuV1d3D@~JgzIu0$m7x>PS%NlNZbUIdeyMf> z=f_M>8%#()s_IA$7~+qHw$mrro}ZH(b@rdrdJdDyv$D#P87VSdgL`FDEX=v@diViq z?MvLA_FZb5l&ch6RE#8ab_OHqT)I2^9pzzQf`=>(aESpLu%BmYn4TDq5Bi=F@T`f> z6|s%ubQjOfjI{;_F+vo8^ z(DX~Q?qmSJCoc|T(8ih0B@dtHmF2kWp?RMH6k7<2hL1~(Xn9w>GYS|MU05BgPW)R& z(+^Us>BHN64e4QbM%sVb3~#w`$In+ck25F_N2AtPhLj17uVw3HFkRATkk$5*<7A~Z zDS&ZW?i=!-yf{KT18O9<9A6b2e3BX#Jc{46udhj$fdgs3FeGHIx2kxvTm@R}zqa=Q zd_>_SGCOo5o%?OPK5s!g3U@E1c_u5$fkMgzC?~xd3$hwA6?#$=U#TQ+7ZhmctxS_k z9O0ZfPoe^ymIX8Qlgp^c85*@m)2U+HveifYQ`b!Xxxg;G0Q7F0J*QjfTE&O&0)#dM8En=7#Ch~{^64NS9UszL4OD}tLt$G#=Btw~!KY2i z6&cdMo#RtRobh};Xn%c4Zg*^wR$J3ua1mC*+tKmvE0B_AtzZ&_vxhzaR+8u1 zIIitE-^A0tYR%WOVVMnduzmsGZOf(IvR=D&j?2KPoN`XM3;O6K2Yk-Fn^MAS1sT@j zOemU%N`j>F$musmKb}1w4?1G332t@ZUF&+RYMp9Zj*KD`@~D`*geEn}WtP}dF%(q> zM%)#?Z9@(WI{&K0jWBdh*R5Iw2*4Mc=IfDza>HUzqKQuzwY(a3vAp%kb`Jm&r}`>> zFBtIhTRWmRX^mBEZOc6~%ECBUtZNhGlwjOZ5ZWIE#MjQUZ5^$N44jYoWk#nrL-U#g zc?DjeRCy9Xsiy}%F|BbfgGb0R>0ZFaV#X6pAHft6`n;*<-#R@M<=oQ%*0!nY(0wxu zqO&DPy-hm_#fbexfJ|TQ<5If0zY>4vsJ%0IE&siqU6z|DkFN!0HM$>bj0$sfbqNB< z0Vnn?&Qu#%zL*l%zlY^=-m_3HGolC}!EiW@^$iul>yF@35t?A~>-3`>-gG#bEsxYt2UR3X_+T#TzgXm>GjL_U4gxD6k?y(tCh8tv=QvH zH*TAGjJ&`d_I`N+a$Q=B6W(a}Bi7Gu7BF)3z2xAy7leZ)J@H?l7lf1TzwXx(J??nYj-=-kjg*erQ{8Py zA~>Q79nk6yO9zjC*ii19AKZ8iuwY@9)N>9PHDwmBk-Onx6axStvaa_V>FVX+gz)E$ zWsjC%p4y_v|NDpV9*Kq@)!=?Ii?QyCxcKw^ZMN>`pESVlT?ydtGI6Y^4u!g)_|5U- z{^sI;eh*m85a3^QSpA*#_z>jbqEodHFD1w$SmC!W=|lVS7SbbUTSFgrrJc>;@1@at zgV(d_J#BKbevDD_^7-+7^7Hk{*rQ*9U;LhS+Z58W(lMAJ5zf)X5@y-t zvy5Se(AZsa-n76WsCZTK`JjX5wetSE$L`~oMgYL?wS~6ArT)iM@1(D;pftYxMkU(5PVC>I&mHDEjpx z$oc`PxU$DPRJe#)Pu!Cr^I%i?ueS)-gI!y%+hYW zg{U4iwOO2TIgMyFqSoSzNnX4~)@GR zgooHNI+g`Hg}m-MaP3TVVYT8ulnzoHP(*dj{S=8mPhw`vFp&BvYeWu0*E4`5T25Qr zM^*18p|){<1=2R}v~(m?#29yZyKwU}XU^GX_>J(FPp%?y)Ii1bkkoVNSCW5gZUpPh)Q3pg?QingFXl`-u3JJII3-oO+No0{p5lfH#m2ja-#ny!&EMJz2 zJa($@eWF6Y&^p0@mX(*`TfG4cQv}QemoiFJRSw;5ULXBJCXnxQ@618N&O#tuvdSw- z*r3^gE%*880TIXr&-i(FH7v-@)5%(N-GWO+xAI0f8{nE}PF%yy>+c|(OY_iQFGmZ@ zFfL$$?lqA`EhQkvz&r$wvR?1M`J82&`X;c0%gYsC&?O35h4HihDiQ%=CbaXo90m&P zp0pgEm$Nhao$$!uh-n!VCViC>)RZT70;Ysgk}dRVx_P-Xh16(!$}&3jMZQa2VO4*p z)YjfM5oc1a)2>n}!M2XdYBLE8nsHu@#Pt;USM}WbMruPO2EzTl+$zn%ODqM^wzPkk zoPZ8iCD10mh5CmyszL{J!DX@^xtT;>nRivPq&bRXHtdm7P;l< zpl4OC(99EtWkClYJKa2277kOOubkMT8efYM@@(di*`b*hq|wMBD)N4CzI`i*rnD_2 zg({F0W$OTc*tu)jsUZv~QH(2+Aw#YpjWlkmCV-LPCKI#JwA280>`DTJDzN~-^##j6 z{4Uk`3j?lW?IQ0j0GR4IO?NIHV6~cVztL41QB&62mMkTC)>7P>qJ}IZ=Xr9elh%qk z-nY#y2#;4ZkDiK#Hm-I|Lqhyv>)SZHZuE`iY$XKFGlH|k$&jR$V%QS|>HPP8i3-#h zJUNnJ>;1JxSxdla!j7l1YsR{3^SPH|2uDU)jDN6)Gu-WUWNi3Pv zE2Gr;OcAa9a~yTlufb{=pUp&GZk!>Lj?|!BJ>eCBc%XekFIcTMfo7@w-VZqm&_kqwmh>Pl5o6}(LVwwA>w?X8_v6mJ$?GUOBj4V;MEfNnUX+9pWMo*_~{~8onf%7$el&TBG#^QRvrFFEFgwKt`2|#sfW?j1ftWjcY;vcBL{Fp!jrzu z-ldPxAsvY7WddqJ%q`vRF#%$6hk z91tGfLi$N6{{Xozl;M(A*t1&YcUT=5o_+ zuSmdv8YnkykYss!|5~@VoZ^gw^NBLYU_V80!TtQY_(MO@67ns`^zEY~tq%ie=mL1ih;0Dl&$pF?AFx zjM6xWD~U4N0KaSN@2-mzd-;a?-*(T0yw(6>->A5sk8)Sr2Zdz}uch3VIp?e#^xC9v zDgK3DH~Eev%ub#dq4y{LMN1@`W6AJkE&d!i>K{nEe`goJS9k2bf4)|Qo@f}wAIQ&m zou+%FawO)=u;%7rrq5PQQRey!d4ghmneK+t*90hC7GUH{5P$PUR?rA~w#mCtdffsd z6rs@QO7Hax29}cVwW9ibWN(~qHG~QvXNQJ*zmw8+M{EVJx(~NEHCI+9aH?y5_s+<+ zK&GHPEs~G@g{v}@4&jp=(jgp*RtO>io0la-{S7br3oO?->@XA#D-DairKH;s!DAKi zF_%*ApAu)(sSS7Ls6|S|x%{s_J+%;^rI-F~qX2i@1KK+HJ!u9%FoP}eibH`*?l0@M z6h!hlwn!*5aDafsp^}1J;;e^+MxVtpm9~U14W@<(%|OS7`*lWRaM3_ar?%VSXEK8N z)^Fjm(P%l@UsZN?e)IAZi^7t;5!Mr6ict{+Cx~c%%L&0{8HPHqY72J` zB2StGhQum4%qiO3jkIlRcWY7r&`q(i#UDj%K62cMBev*bbZEnvD<%!GnN$B6rLOs! z_^Rmbit8;tDK8`YXdqS_6<>tQ(V(>y3bX@Z<~W6^!eUBB6QWrd_>F+7_-3)iwf&sK z%~9y*?UMBA?y7*rCr@XQNZ8lq`9y-A4q}>#YC|ld1D&)#=qfeq4o|H>wWcoNGoax5zzy7Y{HQ zGIc)NxHNn6Nr4DqFYrD6LKuX+YUaHub;oRh)qR%L6oG|E^wY>FKxSr87i?55pj{ZB z?i@lCv7JtdV%mone+=~jF-+Ji*p*{;fzw`% z4V5&D^SY`5@=;{a8eQTnNR$q9>dH(fr&DtVH+!gP2+dke#kIBe(5pK7l>umC0Xngn zR@R|gf$z*;eJlWh1VlG8b(K&`Ar(enS_zVhw0FN25l%rQl6ex89Lguq+1(=B5zVQ9 zV5@zU^;h-i#`HUY%t%tPR6XAt@Xn0y0$2zR%VdRv(8w(Cto4}*{oqlz22gT16>72{ zdA*d}6pItOy~`O=PzL$+goC&?`F;c8BwUJ5`m5#N@;)I3Cke|=Op}s9m$44J+B$04 z+LP-|%mT?Io5sej5g^T`J%4t;mS@Hc{@o5gCfdMCaIJp8pyYaoux+xf_ogG#Q{SEN zB@`bNL^x!TC)3a~vhF^K$LTGuECE?bK*P2XQ~k-%%}0iEv?U;SM!ue$dRH65{B)d5 z^*BV(`?p#gz%(Nrk?ccSjTZmhsE+sq^MG+U_)!`Jc?3kkWyPi{Ibnkbr3JdHqBsRa zryfDHlAaW>1!rK_9DZK>F=HWp;t=x1w5hk_3HhbdyM%xth9USeo>&9e%B#h&?@fYs z@wD>{g;5Pd1KoDfRPPP^loVq#pDh>>orB7OUcwG-;SY>^rHF2PvZ_Ow#!IBVc-c=7 zR?Y*aPq-xWO>;Gd)SwvmBqiuB7;C3q4W-3!^xOqpt7ci!&&tqR3q})>tOo{yR14<7 zs1T4WFDApCt7o?-r3WP4B&{{<%QL~88bf{U30#-w$u!mV;gzBUh0eFuOyYS;ef(V`U|QRVf>z8ujaDjmISEd{2d zf-aI{%YL73WHwKOJ2^0whwBqGEY?{qnNBibGXgO_{7~A~jfV;bKy8LQWid`#^yC+{ z2Op;hbS-h1o%4CjHeHHiB1-3IPOcGax2(q9cj?JYBf-KHueo4LCcRIUX7+W1N1E2D zT4|fqww~M4@eneKFsV-lwA6GvU)W4mP?@clxPCt<-n5I>eOYp=z$RV#V7*k z<OxfFT3moX4nvl=uEqc%i^lq$~9v9 z$c*bmH3f}q^x51SC%S8R1rf;%+DHM+x3#qUM2!Z{$ms*cw|;3#-$E}pn7wc@&^WL{ zP4*Kc&jk}@QkVd>&%#0Cer&hK81+MTG+`pE-B3tHNh+At|_H;!hzLCa5FJ3eGu zoMdml+fSwDM==v}cSrX2dUvWnFZ0P9pn-6b@j#@6L+gCjF(& zC&WZ14$D&jF3u;V5*g@4=~wfXk5Xmr|DfaH`gp%7!Mk>{PL5-PY0UzdML0QG^T-wo z#Si3#&`I^j{T7G1hm8KiU;mWNSG{75DpY~~6I9|+oy@jbVa87#tNsVc< zr`PLcA=3KdKNwg9R#+d2jC{3+p!lt`!O*)Id4&4c$K;!q?-nf}P38qqVx= zOLm~tAGd(Wfax0Fe;TBfa7wLUMtwyel=Q;ixBLh?hguCFoOG=ycU$ac$~pL*Sf9aS z!K;+RxKH>Txk4*KI!`f-mx*C-3Y8Vs0=`5Y6@5|QP=cO-YgiQMW!P#s`wV%(+Qn$p zL^<~H5Wj%DU;2}XVRMHzOM71k(0?^nd+zCw5w&a+Gx;k6aOlj@oh}OXyC#PuG$xYZ zz2~1&;Veu5ZPjyY1+Qz!4Q+QzY4}*O`wZwr#vI0oO_`B4IP5zDnI?4|dA9bXL6T z{R2CXk;-X73eBC;j(a${&!aFg(9oM&`{nwN4NEQKeky9rW2Cwcm&+c060*KXn|ciJ z0eznKjmz7j~*e3c|U5|pLhE|ZDi-2Xk)qP&TM;_)zO&ZgQd0in`6B)%_@o&Z+ z8VJqt#qOSL72S5c-v^>isG7>%Q_)x3LSFmTrK)_ox=uAD9nwVwH0%Cog3gyXly_Nm z>uYL$F;DK67TWp&zZ(M5$k2yIS=sgnE55P$$4U=f6$uUts0gnM4!$GP9zKp~URxj| z&^Mg`5KG^|&hvk@6Q;%*z%Z_B@!r{&!eKbWe7xuV-Ym%84=FDH_NW$>I1pI>N$81R zzOFr3CNw$2Rg@JW!FPH=k9NgACImuxYU9?1A?H*gDmNkchMcfD-DqS9DIh@!h3h)& z*)hTFS#ak{XLKN?Q5!2p`ZuhNRQe^8rst19g#Y>aHrfm9@B;DqztdWFR<2~H-<1D` zwaNW{M8MqX!Z;x4fMG2?2i!Ikzn8jQlMlxZyrew^0gg-qN>dtiQNi7Y_`a}rnUEw)z;f~ zv?CUO;t@`RR&dioZj4cmKqD!fn3H0;Sk`ePc`|$Y$(XZ)0ChP-38*nK2_gssfh4m$ zjH0!$Ve8lf)sWl;p~XS|_r()RGB8A=i^%XE2U9_AwR4 zV^?7ap%|@$15n6LX#&wRB2fE=FGQL9g_%SHcb8E_D8R6y#NogU6K4*DEyC15EvTSe zLJpZ-M#_sj2g!w1F)(n!w4D(sOoPM=WX3dW;^2mjxa4r6&JprLln(=pnopNhI(7>T z(WdaF@#7T8=G8n=yU%q&2*jA@hlDaZmLeC_j)O3qTnU!2HtlKO=CtVU6X%lEfh_e$uro@4Jg8BoKjatns? z3BOgH0m{q+G$45}bag$LvDJs`5u?|hPZO$wSsr219-BHUUvH~FyU&)g%HoA;b@C2% zwNsH^U*3?L8N8Ek{iBv~Uj-3m)n3m)FtQ?lHWi%LiLD|Y~VY|Bm$6}<+JcPH5r=z%@E$qJhUZ5W;^l{=qh80|s{@JJ`$CRJD)efT6 z01ahgYsby=-!@~GA>-Zzz+w^&X!i`JbLH{#VRR<>`KVRU_k<6holP3u5oCB7gk7%m z+P|-M?#FtSdKP+@v(K6r#}_aGy|`G)yfO*V?hPTy=w@L~r97SdSK;4vSC0#-J049< z=FbXdoyq4X=jrE=u7*9RYA%Hr5BhXD0F(+%;kYN|>P7$Cw1h*&N=|d8yTl6r^Elq8 zGtT5zhf6Dd{_b2q2*ASVb9H9x;)BDoyA6kTkM=rgc8E`RLZ@cM-p)#N*bHX32owgk zNRl`SD=|-YgHq!fnEp=r5+3M=y|tNI^zg`75vQa6PI{=V7g5T zV&&>X?AbE{4uo(dcaEGCDn|NHau8IDo^Eu&uU^=bEeET!Y~B&c>2DG>XP?SAQ7;Ql z-0lwylNSB%=m5EV)p>I_;^&z0~3u#R26-d%U% zw{@*TNp^{Z5p$9lNqV0($c#cx@R^qP%X&diuVs-tRhMGxt@&yLahkNYXQQjD!yCS0 z^xE>k9711QV7fX!VI$KGzB5~kbD)j&LgLlkd<$x4rW$we-!ZB$t(rZAL&-$!?UiZ= za!)P|;d?SH9^1@Qbs{C8D18j-r}0g<75mz@@UE#zeUJ@@V4WqFgNSs($``M3RDqB% z{4zJz{*PIojJ+6MlKyLhynV_6r|K3XJ)62sbW5el)t`_1O45$o`t!M}))O^+?+XtD zH@c_QXhFNDZHM_%OjTUOwsC$`S2sxv4NxnYJaqn zJFtqxe3iz5l)e|GwWjZ%t^E#=9uO|oU4p(IsT-oupfK@s zwD5K0bV!IA2jJLyZAOu7=Ayrt<&5T_-xwzPx-y@iooxLl2jqbFAkdG5WIKhmrl}!u zTu32NG_8xLM__n*!h^1!>b&MxVE&jYM{Al6eR5XW2V-j(K0YEw2`gLIbS4uJ91sr9|L$*>b-9yG+u&zjG~~+RAE!Rbtt%=&u3{?j zIyqdpTS$0se-Ni&$$;+ho0JO;t=qc1P{9OzfvC6r0jLhWe#lolt1paz52ihO`+p1E z?Vg{H=zoox-bl_j^XcqWcU0vbzn|F+K|+y?gm2$>pW~mO_ogTgzbd)+jR(qffk?n= z-Ou~?3u8;<&)4?f_fd!Tqf-ugdI!DrC2Q-+iARU`Uit3z&l?2(qwkvV-_BYO#LBQW zqde40@y$*TA`fw5)^o23-xd#I`ZY$d$uzNphQ42{4~ELC=8AyCC6|hr%H;amWe2;X zg{Kb|L+Fd@Hp8QAjel*N$CfY!w<|y;TNWABg$=Fd8F_x-R7Z{5+xaK|NNIN9d&rJFVx2afEc zhgNeCOs`{$`#jIl)eIeNWdx9oy03_$jK!_V(8xv$i$=k-xO3{(?he5xpHi)hhz6+< z(++!sWeKL#u3}P$dMe9m4=-pcZ)XR_FFCRXPg-el$D=?J;trWP5{om81dNBOx^L~MU(;(#av!{z=!^cMp@`PGsm}fi;4Cqoefz|7L&P@X2*iWwY&=ip|COh@%Of|+p10>DnbcZF1E5=8A5msE6+ zMC&A(VucE$hKi}NU}9}WE(Ey#fPev(RH_hnojI|=S#Cg8Qs2u;^P5Y&x5x>u%|0wI zL7_!9&{t~v*2-&8mH!-Zjn&%G1ZQ z91^%JIwf(x`U(?zs5ik^?1|XC{@FO(jSc<&0_xId>=>lqhrKu9Q4KZ*c>^R?neecb zHKCi~h^Zls1)1fQXX?Pe&THVuF zs%k`#pc5tarNN665`RSW&iEYh6Pec`g}Fp0m2noe2)vBmqXguv*Gds7-gf;n$iKw0 z0ENJ!dSY(~4v*Hi;yM81n2kCjrl)+q3YBPfL*zRpi)N&9^GhOZvHM{^OyAw+O*9rk z)b;|AlGMXKC@akxwBsG1RT=XI5WqP0Irwq5P1|Ke4_rp)UR;-LLa|H^N{- zR@rl%`|y$YXtC|lD;HCJ?c&yFv2fYA00;yhx2^BWOthL(h>g1@aq(?@V{hi#>rr~5 zJ1REFN0-)DKV_K_dZXNLIoNN0%e}r~!m-HCt?prj3H_v=H&BWsx{G(kR}i@ z8oUB%%FaeeczA-q(QPwCfIVBha|Wq9ld7r?RG6iSW0w#kKXQ-%O?Y3vo-LUD=&F#R zrc;ob4lki(^~nOi@u=`y@utMu-r`B%vWCa4UTh=t+-F(H3Uu>x=!^wuwXhJl`v?&- zb#aHe6(t)*4U+#kFY_B&JsXF;HPY!O=FO)?fM$~D2u&ZO$0k%JV6Imw=|zgtGlTbV zA-wOLBiVD?=04iZwc4Ed*yn@yQNuKdN&im4BZI9UkL&Z03Vg0%qa0nUIiJCSGMlC) z_?5QRV#JQYb80uSy@INR)qMm^9rc}j7m*StVy zJq{^!NDK)K%{p@y;N|5C-}qPkudTC~|24Olm7a~cGA!FVerT^Jfr`yl$p%AJ!$1vs zZ=A%5)`TJ9STM6oby+GC?9WI-_X(u>_%y+=ZzIevL>l+|KoMzR8K7C;8p!1Wf}9M% zU zRcVFu%$3p0lnwRIq*GG=k0d@Wg{JD1y_ISx7WaxuA0G7&qSigl)z~BpZ5(Tuqp3FQ zG-XQ-SnP;`Mye>l6;in|`NiHSB${#Wjy9rOT)M(kELIN8wf1f&G4{q2YV3(S2Z(-Z zuE61)H?>RlTPx&Tdxz)Vqnjy?j$4A0$cVNfk`-t!c0<>1e62v~SVBe9Ju6l=U`4Lb z4Xl|lP4vFP=qOZN5WFqAOCoGJ3mKDQoY%bt6sc2m+x-L1Os?h(JgDGItQLh#A>YAe z&o73i8|%qiNZ(1M!{>7<&ak#IL@MQO7L)LDQ?V+)`~*#vt9NQDVd6alt`Dp=VO9dP zC1V+h9L>8^S^hN01j|enOC3@TBz}c~OzZoRe5%MMZ!U#(Gz&hBWoU?N3`@Tp|LOk? zSay5lccZ2=oy{wLLq7>2!-%Wm66d6KO4(GiZe4JftG2-8Ej4+!L&3t8xN3Sk1xZw) zv@FFF@+q=a36i9S3iiOa{7V&1jTvhw0K=-Vo@JcNl7~6|y5|V@gV^W?br!;6hkQ2u z6v#TBk?$IUdu>nY72`K`=<5*{)1B`F_|T(kwQiwMu-42CV-C8m*UIUIqw97J->7jp zS0Rf`l>I5tatDT%)xy}I3{QtCh6e#{naX;;Ns_iFe&msS#TGBs`C{Kth=HEcIKrdk z)GN#WlOy_5Ql($OdGks5tGgLEG|V_bJVW;u2|%ZGClZ-0cRBM=sigm>$PTCskWNRc zqr+1`jf|Q$MDbX8xXbKuNMWKPD6T5h?Fy;wQfm|{rNx7LFl8P2&l5tb8m0Se+>?gv z73n*jIen_~%-t(?59+y_@*K?ssVjKhXQ3a}R)??MGa&HGkncP@1i2>WPv9UEXoa>z zX?-PraTfJV0Bu!0_(`e%%eCG<08GV%VKDCXTwM_1=F=I@9MTgHG!tR6ZI+yhJ7;<^ zLXsUli=v0XYNX)b%HoRPGAK&W26VTS-{cdCQ;Xjo&qKc`1kbUaJ8=Flwe+4sXLI^k z$dY3EQcJogN}RY~*Ts72r6Ou$w`sUP-V7HtS@Lqq{=a?uG3y;fT*5Sm#R6fAX)ci*a7ALkM zIUX4tspfN2ZM^8iUys}>^)uTF?@1yNRL=L}*K;@M!B8as{$CFUT&VCDQap>ot)M%y z(67%GbDU1@(1&09w-E130F1qq=C?mW``Y)8mBJ1*2FQEr?N$=dy;gLMO2HJ6`d z@v3;=8K;pseaJ|R)hl;so=IJUSe1xlI7Y-%QwK5Iov%Afn1k880JRx0@Y!&{tms@Y zTl)&IvzY|cev5gMz}mvIK(bLCZVBwD;WM&PB`6#t_6mz#2YMZelZLE8X4E>-P;>Gx z&qRf=)>~BnF#CYbA0v3GdpvNm19$K+Vh>U&o5*NhW)1!L=WIF4Wcbow8p;D($Y`Za zff8dIOo|cXB2j#afbZdSpTvR0o_)D`YnA^aVy7mOw=r;um!oY-|9zDO)(=*#a&e$${>&YVvsMH!elGPZjfXk93Dq_MGrLe+%P7JrnOSRtptR33e z5BIMJo-!6H|2LGK2F#CKi)QCyvFwnj7;bpAjwF~99Oss|Q>wI?sKtUvvB0{0G|}DY zn9LPazTjX`fC~9`aIcR(WR>Z?R0t{S9~gD&UM+E(LtTF>f8~9aOhMi@9wV#P;(b3D z#S%3JM#j&My$ZIeE5_V5L?q&ZM|wD(n+K#o_I!H(%b3OiO2xL_FwwvD%_Y@)*4Oao zAPTo`GPHb4p)OFEDU>Ol!d9(G5Ua^|V}@k>-PB@40GJWWUhUfv@zR;t8%{4eU!Ll# z;j(thQ$)ve%P*pvOG{@4!DOskai!`SqMN!Zg+$W0*T6XiIJJ4<(XtPhTL>8ownj*fE=q9KRXbjeLz_Nx)8Q26s1!A`voCc zb-hY5k{VPJVq=)|)hD9twZF`;ynYpVyI~-J(iNKuq(2XCS&$$mr6>HHMbvVjrrO^mf8)IKzin7YK9?jo>)wO>2?ND9v(_5Mhof~dsJS1qLJP$F> zz9jByv686VyrwUJbf!|cFUZV3j0wn-<9IVUT1dk;v9}0an!r3Vv$iwAh zmZZ^em4WVwg>1_C+f!0lIWLVQL2UN|-UPMqyn+6oF(f<7e>py^-062S!03QnUG8`? z-ni$TIx3fuQ%(FOaI$|cy*isfcK6(8_mQoZI z5FC*$z-pEH!v3LUvs`KvYes$wUZM_GneX)S>ppZh>bx-D7o+to=>c-*exOC47B}5| zKaupyO|i=FbOsfxjoW`<=Y7Fa+oZX5Sr^J{54ET)V91>vu9vM0Z|N62KGocAHj7>g z)@$2aS%VF}KMM%I@cp3UdpNc%SD#~lyXrgU{*66v?rOcE+a3FqKZ4P4uU!zvLwmiY z##_Pu`&!pf(mut3FAlIx{2?dv)sf+)YXP@VrBb~3@DIWHcoO)Wn(>MXC9Y=Npno?i zMrh~TYRkgd`Y0zGFnPx`2>cxfLmGjbgPi+)i`)n%Etb-!$m0y*)NlZH77Th~v}wXq z^;P9PG5KS#RECQuj#uW9W6rGwY9DAs8ekG~8{?pvm)(@8MFPke3@BS>t!-x5-j%r! z$<;e?;TU{2mnxbOFnENY$mKy8M=`}7fimGxkV4Br?j9~9%e$3Nyf`wj2#$ncz!%U; zn)9M~UM|jKXzXFCnnsI{#K+mR>oEx}=}%QpyRkDsp9m;3`?$))^CnK;)%3hwgH7maK)+`zjk`W3R?)EuWZg(3>tJh2Z$Yk5px2!#u2Y!SKB0s#Yte$4cw^ zNhON#cT=dr;!0T2cjP+-BMf<~ktc$|#Xw=hn%a|N7y?A{C@?KPgJFQ4Oz>MBY|J7l zse{+b-jkBh6&1Nnc2^c>(B$ySiXXQU5=Iv7DT81;DhN!5azVx>XX}ATti%}V!P}sx z!-x`60H(U~?=YSAB0_39#jMUNi~{7;9aOm5HL)~Mo01g{mM>lHp}-)cje7TzERlr1 z5y44w4FL5ook#RyX@kTNciVExJ8+AYlZ4?Un=JDJzo3E+Je?&7jwQd#6=8PxW`QIZ z9yF*KjWgC6cCziqrb%Z;Z$lB{N>Xz&CO?a7{8~DjXepMX)nuolZJPsI;ZL9%dd>r3A;3ZZjU3!C(EG1e9TUkQ+q^*Y?I2Q! zr1G@9M2!!5q@IgZi&4)NjQukZJv&amCAOV91WemMjCb{JhP(Uh^)-e|W4mHsQMV># zpeP2G$Yq;GkWJ0oEaakQ=NmfF220Eqtg>z$3-6}N5ke7WmL09ixEN&cqBRWQo;LHV zJpgcp1i52g7Q4u7j)+Z(2P}#OCVdV^9FG=}m6758(&Qqw_Z39ynhnk7(aYVIOihLm zq!EdbMckP@^<2f=d8PbPX}0}s4!9*lwyzsrKBeAvlv%vHdPatjSx3G0d+#LV!_l3jD)+KU$?pR`7Nb^rR7mMal|Hd7F>1 zbCdE3Ld`U%`nyE_If+_fHZOxkKX|xBAY+dd{l6%{Q3_KgMi?rxj>}tEdqJ<$6v*rP zxV2PPPex8|{o82=^$&i3AKnanQMPm$$$>CB=6I^GP7MC(4939nBA+)SCQ3`2CSXcp z1!t|R#9{MvM7PUL+l}goyQkXb$QzQKxVHSVn58RM?44!H-oDKM;Q(+-nd zfpCyZY}!Fs+v-Z|V()v%zf$o$8E{o5j&+&Ye~q<(<&xiKgn_Uba`*X%yfz%2)x}hkS@xhe^K8PkJ%mUp^<=q*y@GI2IqJ>(V7!!d9JA z>j(+`wY`qRT{M%5lV^=Y#egE4HT=hX+dLb_$#KAGXf1 zJIr8hqjA!tjqN6BY};yV+qU(@Xl&cI?WD17+t%B&&inEFhPh|W%wE@AJCrj5*&)%* z$8A-fjFAwnPJ9Gx$pkV!kyBy!+eB2pvTwU_PC}9o`J&Syu8cp<@iHetRMhFyWvVIZSjgLp0tnl z_Lm>)9}yYfiYUfzy99xxVLd`6p74yHVskufOOCKH-@al!GSnMJNHavnRf?&3OK6jy z(yO;&BnCVnRQCM*h_KLBNcWu%(~z6fn0B7wV>R+6iY**W$L9g=Jf3rb`yu{{XPMQi z`^r>7Mms^scqISe2DK8c;bHcWJt7H!wolGiL2q87IFVcDq*o(wA)!>T7L!{;8v9ep zbFM<=qH_+Cw4lEbl*d(bo=CD9sUm;*z_N!M!!7VVNwH0&TgH17Q+yv@u01krm*JNX z$?Y;WBkJQ2!Xl7`$0#hP=Zb7kZsc#_XWgWqKKGDX4n0d4@oBVqDU%MxF>8qNo7N;w zW1QOSbzM}n^?L8e$ z<5Dq{>2iP(wcLjhWrH5cLM%z>fnRI_36nnZ5B&V9>8DgG9rjO#t1rucdCvaG&fy41 zMlnk`h>?0sJX2M%rss;8jJkSOTb*jhOh3857qh&SJ#893Us0ama=1;l@#A)C!~0pw zC`&7&+@iq9A9;adm0x&#Y3jX&&rEhObAhmsd zY=w`$x`8y0J%;wO=<~w5>`w#>bjOu~gDiP2wwXZG>Kkz%%m#L;7r6z(##QA*#tr_sZl z6N>DW@T@Xtkv+DiR~4&rcWzPwQ-TSZnL`l>O7zO5oM=7c^`?Lu$7Wt7WoJK^(5^%G0 z|Fdom!BM0M8gqH&V^7TIvsT+cVk~lV{|h+WXJd4L)vc|Z(i5uGIQSusH?7jWXSJiA zJH2y- z_L)SgZRbk3;pFgp09Dplb@kx%Isv)ArQVz6!Y5P=wny63+|h9_$nBj4nWUH`@ddat zpZ&8yD{0Q|&mg%d5u;A^EP`(J%hdSwGzxMa#yE*^6~KI+9mZ{OV@`2spPWewX?PmAVHjMIw~Wcv9HY|l zuf8LBA(QpQ#y7Q$1<@9h&CvjDc+$}4ti(DWidQpq6nddnv51ky*hPG?h~UvSI}@yl zG{feb>Dy@`_U|Ly_l|rc2xk{>C@HP9=W((kpU$@VMw^Z4r(7Q8gJ_$DkgY&}e?U5u zm1sk3cyX6aH(gy1UB%S;1Gk#G7sg_mjgDo``6J$Ep*+^{uo8t0M9jrLe^2JrLlgI)kFCv5mUU=COFTO(Q031a zICoNY!u^mV@2^Mt)9X!{J4&+7B9D1@wf-^&RN1ZGl_GW93;CY4fytEE?$kpC_65s! z2TVt0<-cimMh`USPFcn4BH>l)k121nJ}gSB4xFMpKWwRtUg8sXTV8-3=EvD@q>1aV zf_;znTZm23UxVIMhQXeVm-T@mFdfr5S&)<&U3%#fJf&o~m;f8vkaI}V;nBrf-B zvCg)zHae%+M~3s+$co|zoZTlV`!y|HZZj}~|Cvdgby_TO*=#lkeBH}iDJ>F$CKTQp ze9!S<^jRRoDmRSD4FiDhoPFvEgB@#pecOk#Eqk`D`TkvQG>PUa5)u#2tOW9T|paNrh!8Ki-W3QFr?f&&U=uIj!#A*WFS%ntqcCDufb2`BjJj+b@3 zY{Yohm4$n#wvFZ|qO(d1KUeeNZ>}Rbq`r+g2e64(`n?UdZHLX8HEAK}}FRIm`KZ^${EQCcIO>&2JF=Ja-IuRn>AbFd~ zuC^T)QSR`d^c6o(FAOE%;TYHZ*!{BMM{2;0W^r<@zUMSZ<&U&1-zas=d9tDxeDjy3 zxf83iqWBBI@9N5#JqE2XKQ?RYn5Kbs@DNp?p-Uh)iG)(O*>#CJ>4;`=c9V|%`tm{> zNz?O4eKo%l<|ooJ)w6*BGiuQ*pgXB@HmdM6{dt}dwP;^{Feu1)F<~t3u2JJ0zRE5M zn}Syc%Z^reg0EJ!7N;bju4PhM_G!W(6^*c7vU&;_dNGwpgfxcsRn&Q*^p&HI*a;NV zSgjX4#zuJ8%{n3TF}K=kLDbPG2lxB4IZh9gx|Z;BN_9W>;-4WTt1>sTI(m8OI$lH7 zESW<%9{V*gXwWdjBg;KW+9g+hCru z&F}+0Pcn(btX>~GYPfi^#x+%MvF>vdX;Xbs2n0s1r^733`^V@_Ld>qRHg@DAq?~s# zNzNE?_4>He#3M6cnFK;J273{w7Sa&)eR1iNwE{tL)3^t!ri{7Dh4Hmtv;CTDrcV7=K#IrU_q$Jr@osT`ha@rS7=uDHiq>=AWyD%I-Cm?O;xtY~OmC?n8&MS=H&E0_%7 zbJhx32Xop%@R)p!{GprOow@~W9FSP1ha0|-mOlN>O41#G`z zybgJqCwS%Oymhh_LAEALZb?zvs{l?D%=~*=gc%;!EIJ7+kSsdUr?aZ999UnBNzRZc=Lw!v4XR}u0 zxfEB|JnCWXTL13f+Qec}pD@qL7lE;H{#D!!X#V`EnCE6pcHvG<)6aIACGXaaO56z34-T`nmINcp0*?|w@C zQ^s&rrQxW9XpC`gQMPr%1|rbIUI3fCJ+YAO!xw8s4Daku4c{n^ z>i%Q64RV`Jnxo0NJ`M6stvFoAEK7J!leB1=&%7YHgZ_to+~v!~<~u;@ek8Ts_E>^o zyXR_!2(J2SQwPrDT2VHajwBLJI5uWczO;bLC;=_m053!{ZuPd`z8g<*A?c#lB(FndRJziUF4cX z{c3@&`bqSGN4Wy#VS|xEhR!~Lf{n~VGa_|d|Mqw4P=y7~_=T{IYoa#p3lF!Xz==6t zVD>MV@`E*Kq+;Y`S4e*j9UsVXIRZ53o&WRBi6ic#Gs((R{4%u(FX?M_x8v z^N{7Pxd@aZqLH>@PN)RWY+Jvc&x$@d_FQ}f7FN^;{SXnv#pRlt3w<*0-YcvXnA+Ga{>J*wX~LFOFX?G6Dz1GB~r)1&{SP4RLeFbp?h`(U7e%eqQ#K%F23w z0@lPc%h%Z6tpw53k#SU;jENIf^P?~DE? z*>x{WHLfX1iZIzIqG@6^?f1_uoG?k**KPZh3g7{QuabW#=;oAR(79u^JcgJlP&7&| zRXqX4p@C_#f9<+=tg+*vZXQH3vQv4bCy@<(`>U$Crx^cj5$S*eCEsRq2!WJ(>ZqXb zY%P`{Mc6qQr&(eSR{zsQE)q51J8#egyI?P(%K3kSy}5F_l^y+Kr+IdBUxLH4H&GRq364vqs@m=DFFj6J0?xaw5W>Ud0AwOC2KT-j4@6=9lrtpFW9$G^A2# z&o}6)xxD}*dFxK9!T^OSDYH?eD%05nD5!2Sp9OmC&h9O`8zP5twuxycaBX<5$s&TB zUfAZLi?j)}bV{ZZNM-u^RM4O5jnin`U;i%AOy7LoQfA3}j|d~^xvz8MLp8UQ4^?LK z30cUUEhm~AM#*LNikN4&kKxD3@%xc}3;LpmnI!=<%rw z%8Bjj=chkUtGXAU*G-n=t;EFOdp=EZ?4w_n^qKJr?wVkoDIZV8~g# zy^>DcboFWYbB>r0YqjJPUoFIo);M@X%OUVsKb83ErN+|gq zeYdA8$CQ)g&Jz;p`_H})8axdTxa=shdj|F<$^On%NVDvr-+wxOxSyPr0S)@)S(TZK z=_;!)7K{2u!|n@^?w)Cv}UAQ*&tEQ9dMvN>=Qhj_!DH?--tohru=#sVW*Te3;y`yd9J_nx*Alq#g2BR8FnfZv**zcC{pVUzmV*4N*JW)@U; zIWGy{zYTE=O1?e_>BnYf2Lx8H(V653-ZYnG=*SQTjKv7Vb37o%d;A$&n_2S!Y0b@B zl?_j9@vB1daKn1}-YbL6m77e4ZE!rpo0PdKi@c-`660U*;|Na9UO+ZdqqlzQ`)#0{ zS;R6)wXl2Ourn|6s~9BsB!gLDFeCV~{^O^DtGv}B2!={NAowzln` z+m7kV+A!L(@pxIXu0UVe-?E+L`GM4o_@|Vc_ zcKs=e61#rhdXGv&0Blr`ttwi42NbnV{b9z=T^b^&V#w=*B!Gu0^sg-gpb1rg_FF$9 zvbFAcg>`Wv|Bl?$N0S~ipTMxvER~(wEtyY$zf_DV+R7(20thz3y=lYj{0L5aL{zJIS6ROS@fxD%N6<8Nv73-H?2k4TTNp7Ob>$_!WSwq}D{^Kdy~QIECI4}S<&;X`oU={}$WrjC48 zlV?iueWTAWYHcAayI&xXH#T`2v+JA9(|vm3FQ?tr#f&Hu{(-^Jg3P@YW$;n28=ZfuT`K(=FwWF|-7T(#Ofw46c0+hdl#|Yz>hh_%Z5JF+@F|#nk5(hJ7 zAj+7TiZLUczEoW(^M=6sA00>p zqxGZ}&y8Tj63b!|xD)xq7U2wMgdezwqk-RHH-MMpAolRqI~sDiFI~I&M4)*J9KwE# zkJeG8>YBw+HAh80!pYQ9!{g(syY;R6(;k0qdd8aae5h$DSKmUf<~(S%xSgy;^#@E> z%TNPRvP6T`aAhuqC}B&a&M$OXOw#ol;w&pVBhrx({nVFV^ZE%J@1dY`3A{1vswPAj zAV5L0?Y^i|xvA%d-T|8D zmhkL#Xl$m<>Znb;ybWyJ8ln;Tm`G6i@yKb5vS(;~w5tSgYD|^U3|Dc=P9VZIEodCJhF*=qU4= zv)xXxRFdZ^3Xa9Q%hHL-^rs<{ik-SZ1h&U;SwBLaC`oIE;E)$ND-I51d!XWyJNgmF zB=i1o)&|b-R%Zf~zKbUB^lTYqE%Es+@+-?dVpTEN7+wm7k21Mx__nl!_{`EW z!=vtB#H`?8@Y|n+=p7g9>3fDeh#)f&dX0h{P3j3e9;z>T`pbrPv)jwMBY9-vJd`gZ z{XqgL0zKq0UQ4G>oJG>?D&UWc_7>G*k)lb+U94z%Aq83H2Q1fke^lTWVf4km`>3A$ zzw3K*j-qEFsEql=oepPj5n>-?{hR_aF(}jbBEu+zh0apUKzwxJ*66`@nOi4`2aPv| zkPi>ZAXAu>+4N>MCoE9A*xQZ##7Z>Afq}qJa7I-L&(kX7)b*m`w zPYQg9%rwA!+f*KIG^h?mbH?urXf_w_E(f%U8iGhE$|Ygr@46S48kpkktg$7=TWk$P z^P3UPwf{NZ41#z4zBrRwghKv}2W0!}o%8z`43SFOYVV84sk~HNFx$z%A8iH{6W~q2Fd~=FT5X@fRdE^~@TS`zH}(;SuDBA7jp^R7kLk(e zacqHyuKRE?v9JWtDw7&zle{?h6dSNC@Gvf@LDU?I&cTHMJmD!;_N5g*+zSC)M$L&S-YWcmr$k!QHeWm2sA#!O(_c>pRs_o|H`@3}$#V|Fut5D`@FN z!=;`itY#qw#4yx$pP}y`Sf{OX3OFZNa_~1|H=(Uq&>mOr>YGMf1VFCq@Oh|OYLRPg z*SofTqBWr!`^K_B%kSXqmY@x#pSH*>PTU<0O_`O-6x3E%1&;g3T6gg+u@`C#8BKIp zJ*n-TGlLg;U6NWe`-cJsC*9KF$*56daEmt0+r_cKc$tmU`Yt(NwO`f&n4BVf10488 zd|nK0vV$Gc^Azt8#z;YGKUAkp-zBV>hAzB zd0LwKeavmT-#LUq3`8SYbXksO<8zp~?Jt3&B5l}~^SnE^d5BQ%OVPpaTj~*(8Eb#v zMYOa4MomojfH0=`!2NkP27$+;M%`kM6dW#YDRki)v2vfPN8PD|bUG-5%&{n!)tNn| z7Sa<3_wb>pG!7|BZv%7{3y1diRQZ>P-!4_;u*5lvk@w!~rnoF(#M@jT+sEBWeAn+b zt*tPzEXTIF;s>ywO`MEp4Cy&u>{wqv)-kpLSRG~rqM?K$g>3qNf_7=K-R2z?*fRiKmA>i>>P;$LxQ{3*qLKif&Fr#jxlE$fUd2Q3;ZK7p$O zW~hT4MVI8XT1|4Pm1ghd+T&f2ECJdWo|HEM&bYUXzzAw+X3?)45O08Yoi$Y&Cz@qS`>e*W$y~JY}`m)Ja4P&!%yH`oJeW z{80V}o(Wa`0J?M%i-Li4Z)T6LS6H%n82j*|wUIwx0T zYLs8KZ5bAQ@Dt(UeX~2R3}U$U9u7c#ii}9GVISJ%%M?%k(eMjf-pPq#eV0*KR5be^ zuMHB+?dlz0o1yfXYOafFa_GBb?8YG8$ekv#$6`t02eRSme)6UBh$+}N|GCS63Kp_< z8H$r^F9@#cRoB0!6Q{c(qCo+)zC(`=pZo%IX^ja1{dA<6Udni}sW)13o>RowefPP^ zhd2dik<_pMo4p?5jjX`H>iH48C{Q*-OtYJ&w*NtNnM_*6Gj%HJFdamUre`r>hmh?i z2Rh=oR0k&B9!5K}?D3y-c%kp3JGdvn&8G&YM)BTLMA> z0~G>JTFGCYl>78qmT1<8E!T%%0o>Iu37j^ZT=8=n1Ot{}$7m=I=!QL~S^aw9Omq;M zPSud7bPIk<*tms~5x2xPyuQtM zpE29q)sF=$6V*0@G!_Dyy>(C+wqdK{;jxi6vL2+fehAR6`r@te*v+CtSHm2t4juSM z<0BAsSzo^|2YL6HJc9al;_>pEQb0G_PKy)mmE9t?#s$o^teQhhC|>Bu{rhgm1|mKN zEASWFeqJJ^PW6}jR4zEX!}XQ)Ol`j0t^UFivq1REI~iG)i);xva^+i0Q>l_+rJq)l zN3u*kq!(;>8ktZ~U{;FCyAqhs;H;x>3LDbRafNPbw>!E!gdx)U5vW7Pi-d?CtlP^E zI{ms@5Ip&WFVtY(ogen{_K?t;J5lajE60_hsPEn=gdTi)%DTqSm}hu>5Eb_nMC`nT zFB{_haLL~+1kVPHrxX??V;3QD___rlbhBpAMae1vWG$(~NQpj{7x3YCEDdT5zT4F# z&}ZIS&(fifBTuJSHcV1hbdHjd9rKSah%2)#(km{ZN4;pcoq=Bta(ko;x?o0N{j;VY zxFC5Tc8?|5Ek;X_m!hA?^)U8L0qHWBghSkhF6tLp9S1-h#wda~#6CjuQ&oUGFi1ql z<*`9%TA$FlbzM2Wr%N^&J{m`T{`bP=T7fc7+*)`~27XTwTh+6C^9cJP)O>h==Dx(x zPEHTvByPqhf?!GS!nh@atXk510o4S1hm*3ld}7Y>A@DDR8dP+p}wDo;}NWU z7z-lBBv|-aBL6R;z&!1w6-bJ;1MH3y5)phhxjUd)tW4e1bi>`XC|xtlyV#qW9|!s2 z@0y(*#o3Vc*;&e`gqDN$m2R|Tl4bNS2N!gwm&(d+^l)aZZsZFSpKnYS>8#06CR&^E zT(r;+<8kxb_vxN)&IQG0ACl}bW=w_jUOIu_#%NLw44l*3j>L*i8|%wwtC9lbw}RET zY_Wj1a%FRDKqoP<#>ah?i+>>b6&nk#jtSzvt ziy19=TY+pL?WOyGC)YV<{u+{XU^{B)^7(k?^90{2{vS-0 zgZ;lum4zv}_v>G3^*>CNciuB!V=BIH$kXTy?;2hv$VPUJ@@$SbuXIlYNqpm1{!63EgJZTRE_^K{X?q$G<<8# zW*}UCk?qI%o1#MzaUy@Hhw0q(ks2Htd+`YerSkkG%>fm4$QDyj6K*U7bHZS zzVZ3IH%@97GPuWoXfm5P^4{!USYz2ee@?WhWn-EjPPI#p#Yxm_q*hAlS*vceX0}yW zPh()G-RA&fdd}{7lHIC8U!JdvbL^*r2eop}>aU6@b~wl8yT$oY4MUPguZqcq=W4f2 zPGhO^#-D%3Qr%mo3V&ByP;5p@6<#spuF2xUchIPnJ9Fz(&!CUak~IvL38{=3%W2AV zNN;uqB{Y*4Z_YNkVXNZs*hV)u2Ku9@bo1%6UV8%7gL{q*BNtZf_9mT4#U9?X2x8T` zo~#7Sj+7@=T1)KMl?3H%uPhk6AjZUd{v7{2drQW#5j5 z@!5g;HSg6ipWyI{-=&Z4g)`Hi&1a@VUZr?KTuHCrZn^8z8}5D=BYL()*0Zk0q0LfD zthQa5YM5erp-Js^9M$4nkZ>VG%*tGiTDFhq9x+WceOUaZ%iWlhBydGj*3i^qmi6yc zwhdBmZGpfD>25D5j1vCST3dLuW`1{AC%ysvUYOT6E-RGy3PjV6@fR& zh15ssGii(&M##M$;EuAg;4Q3oe6Ye^fqbzR5z=r z9r47VAFSx(r(*2^*`Pi*9UQ;d(gplP>kCI4u7zd^EK5lyJ)vp&8TJjQVWFC{7iSZr zojL-iPJxL(oq^7!xN=4C))L4wL?Of!gIjz}sx<$?>gymXwVxT6{|Ht)L-t3HonZ2Q zS)JX07a*PN4eW5wT;d=s4M9f_-9L&A^(d{Waof zID>|;)`xd?F+G_vwVaTj4GBX5@>!e36%f3Kh8j#Jj*9*kdOAO0t4PH4mkLf4A=y@9 zvS7S@7-k7!doJBjfX*OAm|6mpVDeCHI=ohBhR|p3&wly6_laoUoHP)~lqQv9e$`(5 z!0TJN&D(1HB`1{q*DNKVw(I*Qo=hII6{N)PWM9&Qt8{kasN@ommOPks_cMrn?vV;N z!u~RqdQ%@zVvS;u;fBYRNx@Lvfr3$6%FESHPI4Zw4B8-R&B$=p+{I+{vm<_U>YVwv z#-rqd4mh7Nm$+NJ-=siY`wkx$EeAMhn|>ho4g3SA0bmTq=M!t$c|cF%t*OUyX{(sQ zO52iTzYl?+sp&898k*(4BxAE$SGZ}zx-$AvjA2}y4T@_IYStI_-Jxf2Z&`X76?_T1 zMxqm;{~36k~>C@(xh(==cXoYLw%OAN8!)6+yS3qiBg5s+rFVg>N@EC zCf)AwGd5^sx!9y0&7f@%983cR=9LEWCMMRJ8LbzZ`+b#H4qx-S4|HRc6U`vtcu9_=Us&Si7iUdw3EZ(E`h9- zcj*iE4o6)bW!1DRlH~JBOC@1vp)%XxT0vk0R-nIDQ%3J}j5*vvED{EPJ>s(?f_rDZ z|5NqK#U{66$BWkEc@oeTk#a4UFyqZz@F)rLj02^HA%h0UKnLWLa7n)%w0&>qz?{jQ zzIqv6U5HtFF2e5_^7wjtZZF8+qX=;7w^%(B$x9`r~7A zjLx9$qjM%R+%$TjyXY((h-IhzBOdIK#$zO>>&zL+`LaQzdr6l0uK;`5@+0ZsM3BC- z9e`sxO;j%?O;iE_Vv_FBE1*(H8$949T? zcnN<$?~_{QxhULBv#H)(1Flg(jjKl@tz9MihC-a%hAye~pmnZsmzu@3+;rOEj5Wv- ze)8R5NmjqI^OkDZw*FJ?Z4gC1%cuHL69~TkQU!(%Xnw>Eo*1+zW4tW{c}bJ4wgk1{ z97=M|q;x=w^;)8k zsovC<(R14T4GD9PtFbW#gK(0*D}|%V@3B+*IdP7aI%Y=2KmR)y0bofkZt4}f0Q_3z zpb0N+Lf$D;%HcjI$eZ1NA;)ll^+#^9eJi^Do?h#qw1mJL zHBi6h*)cj4;T&e!#~r;HtT|8nZwHrCkh*bHP8VHpH-FcuD~epBvm6nH z5$^1OG?*vv))Mys8z{P*9GMcA=o}c1(2-%NfY+A{0M#d=CL)N(UE)Bq-}MB6r_j$< ze2K2g_u%MCz7gQpOVIR9N>B0fcQ~mI@5~2AOYy8AyH^A}J_WrVg z%H1z!YZ$SU)i}qou0P#7eSQd)=}=pp$2Gr^r4H)Bt$SkC^D1?Waq0%Kdsu6+=Y(dp zV-|FoYh`uPoU?dOu=NxZ##|YyCZyAc_nVf&##;?n&O5U!Vo)URT7M@oJ$t1HAF<7@ z)P#8Xg^&Co=MMyB2%H`$Yyd+uCXe@f!noHkssgZXApKYU$VFrzc*h<8B2>dD`Jkje z{@W>oU;HS$PihPNAZo25;j`&W=43UPyctVWYq?qIn|)&LCu9R#x^3)p@?^ikHF{_g zI26G^$C32o;OD#uLix{L^}=|AdFcha@%BxVpA2zY`N;U=NmT1V6ChCC9!F4bGwq%i zf9tPaI;;a)fVEDFHDpa~pQLzexN(|ST>bkI=?WYl*&F%EXk(glL5Ho=AqG zK1JqxI>1xjyyQ7R9@IuCjB(#T>@l;*V9n8nhaxMSlrb@;w&{b87otGDZNgeo7?nMB z>5r$5<}~YG?l{O90i<9dFsQb`(U*c-WY~h2)a2XYRr|AC(wFyEM>t7-j4TH-MRLH5 zN2ZL)+7&xC;4Q=8_d``~LZ9ysT)DWl+YZ2i*<5IS`Obj5Y8UYy;Y;bnL!B98bNy2> z)L1E&hw=_l!1g^Dxf8skXnfgtJ3uCEuc*3992hdy%?d|w02!B3DC&X!6>}K_*MTB} zn)ZKDc19S}AF;n*2oF6fPQ}(I*2XO6KGgS(&o})%v6O+w5MmNcj`GQ3VdS87GZuBz;ALT zTcleUT(0%^Op(zhP=qFwg?hRz5dyIbHOMy`0#)L53Xv%=T5wUML<;`&{U zt~qm%EDGVpxz_8j0liUJ;=sn`Evoig_WW3Au|Ha<-9-3~C!u)2QaTO{mtMu}@UP73npTdrd zO(ZEmbH!ECQ-uqbR`<>8&8IB-KK(lv9z7j3_s_r7hMW(8vpZ-}w&oH)#+_@7zC1iq zRcmxSI6!_9F}jw$37v&R^;hd3laudyA`p6FtYoh$K^xK!F znMFMXRIeIuU-YNE>XoHqN`n_OK@{WBa(9GIaag3kD|UW`3<%mZvn*oJl097iGJgQ( zNnD7Oob_gMhrUzOLePrw?xQZLEab7#BtXx3`Fp_LR!F$}eh*>RCOdt9Aza61q7E_T z70QdxX{Dge>#wcFGR7MTM^B{w@bP_kJL|XhC&EOV`^Z{9 zRD(-_XuR&otmU^PbP`0(BN^nYE?S@Xl{}d#GCW2Bjr<5 zufNkVys*R0FGN-(fE`&ZixL-Zvjc(frF%ugv)R72m>X}Pv%l*l)(XX=wK`_O3}f3g zI(g*%Y#;)6kgL&Csg^5?9BGy%stnn@zuKvY{gHdfvs^6{s%o2?Ke;`7GFz)<ni+duc8$U0gmvQs)l7~GpV3P4OJa9hH@6!St%o;`C z{w%CQuAyu;K#a!oj_c}qY*Z7NR{yCr>1XU7E`CA8MXgb(=wh#&w)P1hw8^$VL<&{O z%8Iqf!PkX^{$qD>C2pe=hqD9YV1PH<*vyT-zm- zjn|VAFD35J5zX{-MWU}>qZGGkS!Fe~cIlj#XUvJeWcuIP0Dq4}h!vUvZCT#iWy7ME zW`H1y|MJx@6@aGb1l)SuNP6HtU#sHa@y}YAtw~Tx$FHr*2ByC7aE|BTe2T>apnCRc zC@j!!aViY1dbfPAFO1{W56cG?e{|>8#T~Ny8EeZLH>7IIlGU#mf3U#jcUohq1DBsD&=oah}FBKsza?poX3PyPGEyrT@-5fFZssw|h6Vr07=bZt$j zygKpme2}0urh1@iO#sV%I5bcjW;4hg{uZ5a;==->{a{afvDf_6^7KJ9f<7gb?;cX) zC-Qa>F@oXvGyoFXJ$OPtwafO5`)7UKDuV6}_mj@@5qrHV_NrtFs{^Vzva;*WPn0)V z30y*Ix~<;`9dr|~n;8v3^h9O~!aAGHzscNUoA0|zkJ0_vR0kA+h)%~l+CmVMtTZk9BuLO@U zy)xPHA0CF#Y>SX9cyHlCh_3wZG!xR2in^$t1?|hIbKxMzh7ddi-RB-Q3N3fw4%Q$> z7Z~#>L}`8XS`$Otw=U^MMF8dD+dHEl;;qZhZVoTvtVYZqvBl^n1U0a~b`O#;2hu)= z40#oQK zNYhb7HsN+XB!$FJ0>>qbbrm6sq#Fk{xT~Vhh)l;(iJ7Y3(pQ5(aisnc^w<678g(nj zJ-hNKAX&Oyb&GKRaw5Z05Ba=W=(athj@hh^8W={u9jXc z#8=nIsf++RfKMah0t)tHLXF+uA37X}_;D!|iX!bxUe+qjs(&Z&=rCH9X(0t`%)z9~2o1Bh z{_HE6M>S5;HN3sw3IE2Zkfv#Lw0uQ%TOh0DyHWqF$eBh8**@yi$w zcBTxr8zSR9sR9G?m@w)gF4p}U)Ltf>Y~rC&7*mwNbVLC%Oi6!xQ-vO{X$*|XJcM8^ zklg6t6#f$wm2Z$hWQ1yqFVrSlz%bFIoJ$)v7UiBeeZ)&};7m*)lJ&j=x?dDe(o!ll zKBk`^Bw76>)OxmtlvnHsFA1uohecV>^?ur3Pe;&V%)b~ zXJM>TzCtU(zp%!q36BtZ~$x8rsHZHg~RqU&N2BYaPW2xsyvzg&j(%mL|Z zP$K;&A{({{pt2>Tj7M%5loTaCrKQJ{n=%l{_x%;NY*f59x@iP84*{W`Lx@B@i3A%1 z!eaO{0wNwx2`Zf_NJ$D&M}BV`;L!|nF|ii^S4OC?T9A_^Qik8E zDPF(F`GXa|Kl7<+pxn&t-p^I+gR9Oae=g740VTe!ZgZ)JhO^gRB|2NW;M%X`CQs`! z+t&%>`j^q2mNwOe>~exK+nJwEQV)6RKMu)o7p%PJ1L7+2kzx%p=Y)1DY%Y`^<}tme zBo)24fUo6$ALi~tl)0E)xU6jG(jL|sy8GJ#S z=lg`on(KLr%EMva6@K3C(ws%_|+&pEP>9OsDwz zowZNPi{HG=_RYE5-CeO7d(ZWLN~|L@wdm^v*tq@}%f-hwhK7=QsJIHYFP~BZ)#DIt zGiCQmDEd8RR|P}L&$Vpv;5ApR!}@pV^u=|GF#K@C4#AZy_2@x4->oh8B$%c_(#5jV ztm$8o@`9BZ7bpBjW2@Df?W?QWRAewgF|Ng@1jdS9(@Z?CLe%bNRFO}}!Fln_rlr^g z@NtP%WSWs>?s0h1x)z%Dy5Tq+rYc#Y{B5xu^wx-DyFk?Rp<+jPHSn`|;WY1()`sm$ zxs*1|#`&XYv%{vn9Fip~v;Gt|Fg~%QjDTkEK0M@fcuIe*YmmZ(7_y}2Ov|c;%0Q40p?XoXDp%EH^w@mfxg!YfKN!N?V zCLKES4ZMt~p&(BwEm634PXj@213V&VH-qqF6#LYWRp>}Y>-UN=b#1m&>t}~fz`I+! z*TW`x-r@JC==HvDc@MrEC;rlL)4-H-5P=*~UJ#WN3=e<<9fFCe|202@NHr(FNqa4} zN!yaTNei{&*$nOoHetL6oq*jHUWjQbN7@3Or%QCtzS6h(hnhMqWcHa~X2g}eFd95o z7VZaLb<+*`x1rlu2*cMzWbOef0Gb-RI*@|*H&;X2*~KgOL$TYhmr}k#8uLH4eW=}1 zxU;ynOWBKIb8Yq-wgy>6uI--WU@o9O0ud#Ypx4pr?zxH(_cUfesDS;prYLAzO=dG zLZh5S zs(?Oc7^BnJ|8M~rSH!k3?Q&Jk`f!kIk1B^LZEP;w1G84}0s>6~M1?)9WFyb^OnS5o zlCO{o<9ZhL1+B{6#_m3KwUk|aE}(E2A=1+IDP>dlT0s6^V_y{&N6>YPy9Rf+1REeQ zxVyW%ySohT!C`Qh0KsMO-~@LM7F>c$@XPo8|HEDDzTAiI-lwXbdR2GTId#t7x3c5E zil1E6WN`F>{|cALspM6(OIsX9GTi;bPYoP*MEE+%>?nU5tQ}n6GY+tYP&!)RHt3*# zc~DzMqanAK!{+EzdF_k}b91@w3ZH<7A_7Snh1lB~aCLioh{>dT#;hXkR8k<{GfP@w z9j}DJMR=sk3qdnvPYfcB5bQ9Mej50VsG}OISIs!H;pXP^5IHttBHnRWCtXXfCNx*x zQ_I71=knU)H($&Bs&=rIh)9uv(jZa}b5{TEp{DZSu=rVcN96D7STdGHM9E^XS_`P- z2wSIJL`EtM(-e8?L^_tT3f}1lVZ$DvLKx8I&mRZ3fs*o3KURq)Fx6l)nvNn$Ok-F^ zmnnCNprn|Qabh|qlbA6B4&}vHGt1W>@|B61SUpBGw3z!PeW-RC#quw~cOf6ka*!)E z8#{{wPB1k)>`sBRGG?dL{e{kM$qe-QSE`7e>Osl~+9I<+jsec<>H@TEc*k+p-V;2> z%-Lcf_LnA}6H{uG>ESYZ4BEvTU4t>;|3 z{7vKG%e+5|;;uSb!{tK3Nwj66eYWzmFOCpjRnT_|=&()MV9oUBSa7+^6X1Mhj1;=o zQz)kM1~m{NM{z~<*)7xxqS7(qtRXd{q6cwnbTFY z|8S=x_mL-48%;N*XG-Qn{DBJd2%@JmqtsN~U`F*@<7z%+{VzA4nIaB055?(7Mhv#k?7o7RX61gz9Red!3rsxErNT)3^beHNY9AHU)X}P5Q~9@A(#~XdhX~`(J#pKf4+_@9NaRk6$?Cbi zalI0Iq4C7Uh~#GzQDJ(UV{&BQV#B_vGIjWFehsvmJIq)}d{^t9G+7nId24NXmu}*~ zu&HCwKViLGYk!8?Htx53w^LoV)1ro_|693{A;i$V2O-Ajo*zVU@^x7XB^nNZ-a=s;ADAC4eQIIBOIAIK}jszCJXPL-$ z^EdtLlpJe9KJI=CiK_tIjL)8INd+*anX^=twlA(mrKxXl93M^{S*uBZUg~ULfL>B6 z{jL5^&`94*f?^52!Gpzy;otxR6yX?Qfjm6_BN$MlJDzaLjkd8>_X{(=j=Yq-*Cd#h zvt0x{bQbHhuF3QIE-4$EX2Fne&*g0jY^95xE)gHfdlPD(Pjq%V40?RIe?{2W0B4JZ z&L0|Yz5Ia*bY}pG0r#WhZr*Mmr;ii05Boda33J0xH(u9K2gRJtiz_(0Sv)pwi?^Z^ z4nRHKK2ZY9w0QvsqaHu!1W&uKaq)GGbD)TjJ@(%+hKpmkclldr>}PRLsFc@#OZixepNV2Z=#_gC^TsUiQ~a8^N@@P(I{IdLqQC ziY=M@;>id7$UK*SCmAU>THWGKcz8giA0T=V_OeePYsak6v8VXO{r~L~lrupGI|GPjK`rv6f|nqx&58NkLun zmL-S^(1tbQ55IJA7qq5ol7RKJOmoXFI4s#P?{78PFK=N@pYywn1(0Pwt>>!;6@{#x?PgSxEvs)kQub`b8xLg<#)Xx_>g3LeyMlAemGHVobLtwx%0k-UkY z79Be4`T%q~VoKZ$jTJ!on>}pSI?(vK{N1Mt0n=c6Y_#?aTaI(3bBuAn#FvOTk>L#V z!RC%uYaXr(u>3Q;IM+=N$wTalq#8Fh%|fMHW0LeL1!7Nm@( zBeJ=)=q#vS(-oCdNASeSyFf_#B#eg)?&snkoxrx{HWXuqPm&D@WE8f-BYNI;Lkzua zaDC#UqLf3uq%Ns?`xZu2yHnvqA&6B+iRD6B}C!sJd{%cXrFQ!Ct)A+d?1a53+Ow*X)rwiYF1>V0CG48Oe{EHjI;RgcY@tT}2$0Mjj`N z`ONIo=Kj1x{k|q$6CmTspSJyh3U8pTrX(Z}*E|lmy!jH|N7C~#iY|3(wA31?dr6=~ zrW~zewjlzcYms(Qa|%e+SKY<;?*M(L?MgwfMsH zwX=@u;)r1Hh|jX1e6RX-N*4}2R0fnuRKc&(y4S7zqajQ!Rz9H1rrbpg2KTUZvzEC% zHuf;Zw_*_DpM55e&4xKjbjBnOs2yTICrVir2Etid!I>PI78oXHFa{1kmp2K$cs41Q zr^hVrxbTB7-#{vDhZDdZz*km4&`@-^bXAGbr^xn1ki zD`{Doi=ZXz>3R?;`Q6_hJx&~kx1Dl~nJKK+z-Qf&ycQ=B(74`}=oSVMg=bD7bKBYN z-=s^p1*$@0?;pCpbC!)w3T}|C3QjcQPX%GE@o``37f+W(*TZVbqHmVdw1jjX&xwAL zo(X;DpZ1O=g%Pw9g6conYg8yTIQB-qrYWR*~=sWmS-il?UbTw zfqlv60kTNG9yn)v4XyB#lsf$0Xu0-|2A=4O zmP|SjQ(uR=Z@pco>!V7Xo0n?%9DyZq44^?qbKWD-cq^L;^d%#hluT8KZl($9ZzmNHPM0Q(H`W=8D`nML6@O?N(BOJvWiV zwAj-yc&wa2-w)MHWLwO4cInoT82BViG-t|$JNwOY__>Xq`YkO_Ge2IR>bx~dpNf@y zq%Xphyl(B-*jcgIwZZm6Df`l9^y;^7qO{Or+q{i>PxahaV`HgX^8DQ&Km4La7xw80 zv_Ldu?E3fuGQz=HZjVl7BP~5CTAB5O9P)8fY?SDvfc9oJ|5xLokweHk)Sv!02JjUg zEDkg$IJp>x5&UBUh7X35>%VI-1ZxuJRtARiYie=?1B3-1_6!<^i}ybUSd0)>7@GZm zMpY5Qt|>wTKH8ZewN|j{Fkm7=*w0``TUZHjFd-}xWX%@#HV_FIBu~1DePxRn(k^;1H?6R_So~5by(BEHyZ;{R8q4!vkr-7E2#6LI_@$1RVMR zhX?+Em=G8}ctH{{H8DIMM8gw)o&@Y91Wy1FN`{Xj1OL|jfWK?uNlBqO|Eqw=%bN=L zL=MOK_3M9wdw3vyd*}IyPj8#X4HTkC{uf}H@P#kUDw}g|{*_hQMV{-qI4QY&!&&Jew&SHU%rfN>reeP3rI!8ni4f4Hy8&h-e7&0*XJ42J20B%Z zI402Ed?pO1dNDGNL#8++Aa_@S56KSJ&!w31XKKFeKqVr>5{|3MoPB+`SuARbD1a_k z992wSrn-=wi)+Hg;Dh{2Jdp$A04h%kl190-Hjmj8Vj-0{n;Y_*Ph|#r+4V9hnfXbXhGYVD#M7FqNh=4PBlZqqiIZF% zmIP=g!YgdP(+lkVJV>aHbk3d&##jdI7=1XGvA&8;F-Dk)YrQoS{@Ij3*(5B3 znHU6$LuS;-GvxC=cyoX4HG3m1Z};>jEs3`c=)2Iv^9d8jndmu+h*|T4%$;u zB4`Tcj8R5ys3?S^S%vmnuq8Dv3yR`(AEf@fje;diR>D)UxtSLwW4Y3xzo0hBbbfy~sA4dEp8m5q zGJ?AOj;fE@la7Zl@1>5W-HW=&b0IzV1{8i-Lc_b{{ipp%jL`L{CoQVRpwo z=8|Pqw?mLPo}OWM(-+|^hKKC#S|A54M5dwrSrFu!@^FnNBT2@*L4xis)pehn@C)ns z-X&fKV0Q9vpVCOV14SYne~pB7Sxgv!$XS}rElYB&5~*7B~7qlAClMQRx)2HM2Pt2 zgS)Sq@mk#BH16e_R_g$kJ|6e-M6(3B3RE)@?3)}f*|;SuD#;QCW%MXK%>PwKf&LSJ zE5HC714RKlNHs&3Atvo23#X280fIVgLeI$m9WV-TcM}maJqSz!xSlI~Km#MuT8S%6BeG4&TwP)S37CEQ^|nA#w}YTS7#U8$Q$IW;6<&rZ*4eRf(i!z{iVQ2eJ zBLj-%mNY)uiNWA>3!W#9v2v!523hIPY>wxO2F$98SPT@clo^UkaMnA!ZnrE9mb@uf z?8sav+#+VZ=+%~|T1+nA-S?*n=bdzR4D|#z#q00^y6Sf67_drX11LKltAXcn^Bq6p zEHJBFZ7{gD`K2{MR$IlOPYbL^*jlGzarKd|6*T0FUj$*Rb(e_-+^W6?#Qi(m;`A98 zqc*r~DN;FnxBDK;b-5OJr;(=sNmZO?cm-S+7QdE1;Aw9L1U$OBpN?{mB?oc)rf!hu z32YFfvtn$8*v)iia~LK$YqpH4kM26b+2NLb7h28DA9;eS@c?!51ZCaT)w){+GcaA1 z+F#{+2w$K-9p(&Fi$=Q6r3yShg>Yc~llM)P5{UhM{}hG>pY&Ni|L-eVwp4|N<~5gR z&W`A847PXFVM*NEC5izXrKs@x2eDv1V!N>@2)r4wKp+?mC~o}A<)kunjkue*iTO;( zFJAFj#)XyZcl7c8YrIPcp82D?uMBEy)mjdcyk?6Xg*eu9bFz*{aIH2dj1vB+@lMq~ z%?DhE39fY!29A<9-Li=pb4--T1&`2P_z3*!nbUC91MXdFAzhbzQ(s7miIY5TOq4d1 z{wODe-$wcpbgVQeB;Ay;!dpZ25O0lvrI{-WjdEz|YYBQoE-YdP+0`i9l*lr;c_oiY zBbSPMWZv0IaENK)MBU4fc%;EmAM<t$HqPNRr8iVjRu%U~e4}ZYulxe)c z7@&GIH-iGnI*(-dg-t6%j{S#ei`*7VbEdGu%{)>{sp#Vo%E|5+A(9y(y1|E7if2{f zl+@o zthkWTY)1IQ;(}jsRB<6=#*FGJvv+dLlpdzv|A3Zismw2KmO3%n3P|q|y1Rr)1zAi2 zecN1GFA>)Kv!hV$7W?4^VJjn0e>VXQ3ej?sLuE|&KCZzI znxQ#a8%gB9)~aHih|!-MbTM%FtXME#9W<6@74?#1pNW~OZOVTrEwD$Q9|wyzW;GD64^o;h zMTp9C8NrDLVZ*h1iqAAM*-)w6t^6?$=y`%d(unY{>u09T|JoEojnbNmY`2vzx9}72 z$moWwdq4+VZ1Pb^|7lZ-kU-wSKc*Px1;Pg9m1(Tb)3{hN$<2!!T2vO7qO5I$Qw046 zNuJwlr|Or!Ex1bXDodMjv2~G*O5S~YM1@##;8B&xBvPA5w8UqZp~JiX6%*8qR{jLn zEiJ;UeOA)?Fqm6Qthk!FPs{8GoUww3D_?`9Lyr{PWxl&h}n8kstHUYG*5?PE!AiGQN|B-u*qS*NMJR8`t#!DSrC?* z_X+_Cua@roXYQuEEqOX9;yfw@kqPk$PcCg0&qV_X=bOsMRaf z!v@=3nc^d!BfdHtQ3O0)nkDczXSI?()_hJj4(Gcr(UcC_`mW*nK`K6pf7`hFk-Umn{e(Q6;Sc{&brX=xF@s9rIX#L~W8g+kFB5rRtW7=c{4P^_h_y&0F3zzfMmd z!aG-a`r0|^w!34R^EpIQl*h^FG94Hm;YtQ=)r;-PoXP2e5lKNrx$0N|G2sNat$xf_I@j8Gq?==>YQ}-Ns_hP zJ$fF{oxt;p_2$|`E$MJM6;1m_f8z1IarC<_R%ePZMSxIHw<1Er_(5l5RH63BvMDCD zz8U8C1q~~@dfuRxn>WxdJyVl|qntJq&AwlnYf%%2DP5_rd-Ln#Hr_`EUDc{wsdwjc z@x--f+YDaLNliExQpmG26I}jFw+GXw1-S9u^?iWxcRIPqElfKu<0>;}f&BO$uzdqh zR=m^r-Tj?a(!&Vs9`V3gm2_R80%G^Er}}fci_P-gD*zwBFaep1U#t{1(Q5Z%hDa`^`fZ_eEDsnIHy$MndXWRT#u_ePzpz%P$B z?wF3}GA+bs1G(MT)lJU(C@l9zKYESg7FQu=zB%1bqxY@D8=b`NJ$yG>g^rv&jt3n= zS6U01r~ZUJ*r0{AE|43a`k|wpP{nUST<5_;?u(f$h*tHDQ)E2;1?72jd+n-0gg?t2 zLO!JZeb1?}wyl;a2s78V&o&3r9>>!y$Ft$lX)ep z@ujt^5JH#7^3G!>k7yu?CYaivpkY6KB?)BDA5}D^$09hxbSSZs}?SAK7T)@ zr?`!x)yXy2l9O~Nec#qh1x%cu9U|Em`$f0L%&)G8l)3G{9nR7|;};O(_FRGLu`l}n zoBo02;bv*-_#gNmXyhjrBuk8Pk&UJJ5 zpyUE@d^nO6u)M(k4TneQ={uheV+RTU3{5-~ptZgrphUu=Wz=g{jBO75d@VBGJfugB zp3=Dc@-zjZEi3aXg&C2)pP2fala*(vHa8}xG52qb>1if?AtcDGth7j3pXuUAU5jr_ z?z1tGynR~jkLL8Wuz_*>0vG-11BC!Qgh@Z!-NwwI#sq@Fr4^94D z+@;&A6TWAdyZP46?JFDBAva)W0T_*_X0=tx0OuPnkY1j^bftLr-;w;j<6ax8qtomD zre&z#RVw}TCC;~gj^lhx-mA2Sf!W>La!$7Nt7>QgWKeH=pgQ}KHbhnG^^ zM)}YlynPnbUn0}$3z-A|ILp?Iah>k$s+@m7L{^%`6@Fl)LE<`Y+9c}Mus_hy>U{B+ zrf+jL@+F699m1Iw2Sw}eAKme5)v}$MsRNU~?nDLJ^X{;zR@*)CN}ibKlkB?gz=0a~ zwqb>1e?TNL%Lh$O~tv9WE8=iObs1o;&Y~QdyR{KOdJ{QqR>sy7*9T_TW zPe!Un#KDl}_^IC`1*hhmTJM!Y?+X__kB1tV^8_$<822{?1y4aIPnC~aK}C6{UVAsj zQGbmmsGFonCfZ^;WzLllJ$o zw}=x8jt|fUMdHr?F77UoR`P$PcF^^VI=(=*yv>#KWgsN!8DzM7qrR2K%CKb&Duam? z8-E56bW#4bWy6B@Gct65RA8Lxev&oe`^oixVxJ{`wI zda6kVj5Xvb-7N?dOSu6tC(jpVL!s7LTCi~ULdbKT8bB1-qs`8p?P3OQU7Xm> zqpmMT!ZMFeY!fr2*?j4hqmSY@|5l3o6ApTBa-JBt zAy@)O4n8pK1=$rS!#Z-_ec`HjthYLkO{b5r)`d1=!zLR(o=IrN69he@H`iFE%@^76 zHai|=3XV7MR-_VllODQr*aFHIl;qG#!iO`{>9QiTTFRV=ZM}Ho4=sotxHCfXXH#eB z#{;*ec(&$Loe+PE!Bc<+9IcU%Nd74Hz*k+?IRcG*Z9HAIowi$zQfG)Vb$fQ7& zZ3zrgco%9AVgd{>8CDuP_g6@2B>7=8!hbB-532-PX|H$o*lc7Knmb_tVFrjnOu5Tz z0Tq8349z-@^z*z&5fe}Cz2a|h6`M->O>#&HPI0qEly4QK-y0JP4GhPWmT zUfFqO&V5S7`CrWLw_cn>Y!NfvMsge0W60c??CM&F0zcyqX`w813vO;XEJLOS#?$cl zK+~-18Ak#g3c4jXdmNU@Q(@z2HNw*@>a9V<`ojQI6T7Tl%FrT9m@p)(4CMGK4_#9z zS;@)mWV`GTSQ{S%^xz#L_TUKXdMMoe9$OVsExpJD)M^ei*iW&ky)BZwks;5q*J!ZX zJa~i%tj?b~&Q*%9Y=X|iROU&9zglF*Qjp@Xe1C2Vyk zw~-fU!}K~XI0~UTM@#ToAYZY?b1T!bE3iO zr0HkoeffT7kuzsPq^M#+BspVFBzVje%61IZl552sqKCnmBf?^xrC69zGC`*@4pN*c zYlCSL68xk>N9LN&UnuXIPLlU=d(M@2Wm*6IjWyfgo@PidjiGE1pJ>LE0fudqwND1ul0m0mcP1f)L6sNPj=`| zrFkrI@WMA)KGOG!$@+(mF?~ezL5!6al1j4ET>(m0K7q{*lB}II2hj}Q9*KX8NRVs# z={E^gW-|G(wKySgMwI4GZ}eGCIrjI{O;sCw7R(&Q+cjZ!Uk744{~1 zGi0Gr-sdybBIf;~tuZ`5u-d7SOiC7n7>RMHDXLuJo;O0m=Oh$aRMCkiuFOV*`V=69 zjYh`eOz5|UgzA^AcAC2~Bb!KomUsJ44YZaSW_DD{0E|@fGc!3txa(tTG;zuPj#7$? z2HQf(YpjZu;_KV8kCCmPZ(JN2<@l((-LMFL1 zW!$t#Y4C&;oJ5J=tI?8;35YUiUUiXjKYpMsnHsqg(zsEbX z2&e=8-NkwT%%$&&B5tY!l-eO5vboGW{d`EATm~gh`d%#?8|9ow!C~%Sy}UNPL%W+| z2mZgw;6MNuxZnt$8Uyf^(vXr(-PX^N5(xMTo<4%dH|3yYr&Ob4lXbFk{%GX>af<`Qc*Qs+#drY{oa|BnF>VP_08r@vXNX~HUm)ejN#1`o^60?w z4w{mLBh%jJ-DM(7Do?=!B_h7*_%`F6@MG{#;Tb)?Y1YU9`e73;B?XUT1lZXKWYiLQ z3V*BJ;Rs{}v0?y#YHR9y{p{di8_n$VbLXSwf$-r})=l8Mvz1eZ-+39$yME98uS}JH|x>_4wDcI>!4@ znhkCKdT56tG;i4GAJxKqvnjF3Ij%*ppE;P}o;5_xw$q!K;hr-@%${xT33WoXk>rnT z4RIpTN#qW1&96m3X*T5&ESBXdQY>njTMTV2R4lRe3!KnuCTh0oK#^b(1Nk<5D^f&Lr(c)nz(Fc=W#L(QE{o2xpsBxsXE%+H~8X zd-#h|tRZEqxnhxush?@j2%;qv9{Z;cmuwTRG3yC#>=sh|MagDnhf*pW)%NsI4pp~_ zvuT{B1RBnZA=fBCP^JpgL9-U!P1~e;IK<~a&_YbPhD2J)pi68VZQSk&38nQDFD_;T zFMT31@=S>Jx!{>h~4ZgH&CMS zm&L@swiedm*CKu|w}B(9L(d}mM}=VrcKxi@s$_LF%kvF-w>PKGzyw*BdGHdx-WlZ% zX$ik5;tFhQR(f&JxKvK<{2Io`j9Edv4}&d4ybTp{!6HR4FPwKU>^$IyNeDIH1|A{8 zZo>hQl|n$GF2ovrL@xL?lj0_X@%6vp^*+~kZ-1OSFI=Us5w0SqhH^p=Px?hRSKXi) zz{Hu58cA}ri+RKThJ*BdipqUyG~s@3p--Ch zu^hC*&XFvSGH6bUvTMbVB#U<^|tM z#Nz_g24%2mB>yikYB#8e{Vaipyc3_MH^_xOFQI?~Q2bvYE%I}91eA#TNdT7@CUvPe zbY>(z>}DILm(DfCJfnU@wTX?#E;KGUcZ4^Xi25xK48`wNPKBWRr1BzoJ9-c?k4b`~zPVIa#?7YnCGXI$HUe6RD(Sp%KA0BqnncEtvKsm@Tq!si zrV`!a>n%(%3CPZ=+jz0G6max!!BX0|5(g0+z7fm}XYh$#rWXbp748Rt$NIwEr+K(W zJQ-z5!H_QaPgpX_+e(BhwP9veP5P$9tuJxY&6I(ZwWtc#%$%;ZXNWB3T`J zykM1SEl9FNhf>wVc5v)Q*&Y@(@TDK=*y? zK3J)qz$3(|9`g(lQ3Ug-Wo-H;OEZW+?G;fq?+bCu|GPVI_b_$y@Nu)WLg55*1K8P7 L=;$PsrBMD4WyAH( diff --git a/paper/paper.tex b/paper/paper.tex index 273f9634..a1f86338 100644 --- a/paper/paper.tex +++ b/paper/paper.tex @@ -234,11 +234,13 @@ model.fit(dataloader, epochs=10) class Linear: def __init__(self, in_features, out): + # Memory: out × in_features × 4B self.weight = Tensor.randn( out, in_features) self.bias = Tensor.zeros(out) def forward(self, x): + # O(batch × in × out) FLOPs return (x @ self.weight.T + self.bias) @@ -249,6 +251,7 @@ class Adam: self.lr = lr # 2× optimizer state: # momentum + variance + # Why 2× memory vs SGD? self.m = [Tensor.zeros_like(p) for p in params] self.v = [Tensor.zeros_like(p) @@ -257,10 +260,12 @@ class Adam: def step(self): for i, p in enumerate( self.params): + # Exponential moving avg self.m[i] = (0.9*self.m[i] + 0.1*p.grad) self.v[i] = (0.999*self.v[i] + 0.001*p.grad**2) + # Per-parameter adaptive lr p.data -= (self.lr * self.m[i] / (self.v[i].sqrt() + 1e-8)) @@ -591,6 +596,7 @@ Each milestone: (1) recreates actual breakthroughs using exclusively student cod \noindent\textbf{Quantitative Success Criteria:} To ensure reproducibility and clear learning objectives, each milestone defines explicit success thresholds balancing historical plausibility (recognizing pure-Python performance limits) with pedagogical validation (ensuring implementations are functionally correct, not just syntactically complete): + \begin{itemize}[leftmargin=*, itemsep=1pt, parsep=0pt] \item \textbf{M03 (1958 Perceptron)}: 100\% accuracy on 4-point XOR-like linearly separable problem, demonstrating basic gradient descent convergence. \item \textbf{M06 (1969 XOR Solution)}: 100\% accuracy on XOR classification within 20 epochs, proving multi-layer networks solve non-linear problems. @@ -1026,6 +1032,7 @@ TinyTorch's CPU-only design prioritizes pedagogical transparency, but students b While TinyTorch's design is grounded in established learning theory (cognitive load~\citep{sweller1988cognitive}, progressive disclosure, cognitive apprenticeship~\citep{collins1989cognitive}), its pedagogical effectiveness requires empirical validation through controlled classroom studies. We commit to the following validation roadmap: \noindent\textbf{Phase 1: Pilot Deployment (Fall 2025, $n=30$--50 students)} + \begin{itemize}[leftmargin=*, itemsep=1pt, parsep=0pt] \item \textbf{Institutions}: Deploy at 2--3 universities in introductory ML systems courses as primary hands-on framework alongside theory lectures. \item \textbf{Cognitive load measurement}: Paas Mental Effort Rating Scale~\citep{paas1992training} administered after Modules 05 (autograd) and 09 (CNNs) to test progressive disclosure hypothesis---does dormant feature activation reduce cognitive load compared to introducing autograd as separate framework? @@ -1034,6 +1041,7 @@ While TinyTorch's design is grounded in established learning theory (cognitive l \end{itemize} \noindent\textbf{Phase 2: Comparative Study (Spring 2026, $n=100$--150 students)} + \begin{itemize}[leftmargin=*, itemsep=1pt, parsep=0pt] \item \textbf{Design}: Randomized controlled trial comparing TinyTorch (systems-first, build-from-scratch) versus PyTorch-only (application-first, use-existing-frameworks) versus lecture-only (control) across 3 sections of same ML course with identical theory content. \item \textbf{Conceptual understanding}: ML systems concept inventory (adapted from program visualization assessment~\citep{sorva2012visual} for systems thinking) administered pre-course and post-course, measuring understanding of autograd mechanics, memory profiling, computational complexity, and optimization tradeoffs. @@ -1042,6 +1050,7 @@ While TinyTorch's design is grounded in established learning theory (cognitive l \end{itemize} \noindent\textbf{Phase 3: Longitudinal Tracking (2026--2027, $n=200$+ students)} + \begin{itemize}[leftmargin=*, itemsep=1pt, parsep=0pt] \item \textbf{Retention}: Re-administer concept inventory at 6 months and 12 months post-course to measure long-term retention of systems thinking---does implementation-based learning persist better than lecture-based learning? \item \textbf{Advanced course performance}: Track TinyTorch cohort versus control group performance in subsequent ML systems courses (e.g., CMU Deep Learning Systems~\citep{chen2022dlsyscourse}, distributed training courses) to measure preparation effectiveness.

D9kB`Gb23Xw}KW(~)Da;c&+9jK`>ZENzI!(WTL6ofWo1sOe}l zkbk$eD5Cp+QO2VHjDPj3?|n7nlUV~R|Nhw@OE<$1Q|p2?B)}lLtt781Uz`q&f6(n{ zZ^+M2JIUesi(3(!z>DGpf3|T>9$;$`2^M`3f^g7cXQ&2dNVc2sfi%#2no%xPM5aYvf#m+(wkg|B z7yHQ?4l^rl4xex~U-fI4!8W=Lgaqne7vw|)HeuP?+QW8J-bix>^chDKO*{A!1w96| zLx$0KJ!4|fWpJD)p=`PGRIYW)YjZNJ%RWZ5Y+f4-qZ7fzZtnwS0UdP(XMx#eRQTy% z5iK;OzkLM_&2;4nl>Ulif80&aXIlf+gTJaFyok9U1l!b>o>(8JuM6Y_+Mgvyqs3u{ zlet#M>_+>i;{8+Kxa)3LBzv|VEQt2OluTg#mcXHEX9O3HK^kl9WK9p!CkEmNBM=x| z$~oFw$l6gcg^1d5TWNq15w%9b6!lV=j1= zB)?Ex@>TpX8il}oV5Dd&Dvf0s?4_?!XTXQ9uMn7w;!p`9j;p%kT9*m5IlJ4=*Z2nV zOR3uc2YdV1wS(QNf5S#TPZoqhsf|N(af!|!#`Q-GW`ZAFa$2hW%#NDIzL^xK&K~OE zS&jh@8jdg z1O&g2mY~U7LiAKScRU=$GfNvfV5parhR&28#k1);_E_4ne^iq5N#k1^_piy{+e75n zJdPs$j*b)gN;Az`;zX3+Txn5CRX8EM_SYMdxXuC+1@3AvMF1!JkzQw1*Z6Cel}g1U zh%f|Eu~nliLjjR)t*#9NOyJ9z)dv;8ast|qF&!8UR!4Tk2Iy$NfdZdHd(&g+j3wA* zw%UW7BucH%e^E>RNU*cB)XrSG6OfBKb-HV4A$8OKJvoQkmzg(4_jWbIY|jcK4e+j> zGjHh;s>CKE4=A#@JwjuXb&Hz!~42^kl9S{Ka@y{Q#X5Icj!dWtXl@I7oCA z?$lH?e_N*~Q&Ed?*gT6(D4v?#pVuH-nh{0Igk=&kN9ICNg5rR(Y*EE9YkushH-(6{Yfoj&w*9DGL z&eNWQXPAUZNh1%hJ6n0qN^oN#+&O7DOQZq|f7I+2&%bjYRyIMD4eC{}rz~yh?vixY zl}~$VDv$~OB#oPD8K-`4v3eggXumK#(VfTG2S&1#Vbiwzpfd=DF7B*6*d~)Y~1Lr87$S>zbR;x4%8qzG0%Y-!ia{WJgo8* z41byis9xMpS=JLRH8rygEN z*(60@J{-}TWx#+Ye%J+Ze%b~}zb1PFe;CcHjbc!j8z)pW{D|gj^?a|mi;E@(@I`hC z_n!?`loDOTuztt~AlYI&Uf752=s^p2EUAeS3J7FLYMKZXY6U48uH6;}-R9Y)^31jDLyrW2`E+S0ZLsdHexb3_N0vR!F zu;@<)G#e^W37e$+fTiP6O6}>Xe*>b0Y#ss)2Ybt)1@M(%h%xH3+n}AZaO28E=?iOC z>7Er3SPL`yA}N*UV+cuQh>>R{R?{COI`T{kZ7en92pY%HB5`(`3oz~wk>h*F0V=ql z6f5e!Mcpnywhmr_V@&-uDG_DAUL8sE7+j1z#bFT}--BZ@tl#krKWqPRnZ7zOnTB+0rymrNV5y&m-zV@|qB2hP8dwo!Eqxy{2ST+o!b z*b_u6b~e?kt>jhQj*09DlMj5=9}kcq15m^B9tt722*t zQ^eypS+tc~7EN^nL&Kct6Btz2o@XOSl3ovnk+%p1uU^yLCjn~0oOc;kLZt2i|3c5e zASS;wPlKCIwWv`0VtiY4o8PQ|Qn7klqbw`ixa$}>YYe>y~ZMp6boj11fp z(K|%mxY*e`5AjD2W?i(_GL5Hn->3}^hWa2-jxMDe<>4?1BE z?FUo&GP7u~Vr9pZwkeke%KR#f@>_)&Az~!N zVM5}uZbpbaZ{t#-sWH^h4(st%T#c)6hm1luBQYcnq|)`Wo$OEu#GYf+*c3>RP9Z@AMXESSUSD8{F+*$i#O9ep zbx}IxHgThT$>C1pzHsd@>LtEtf3G3E z#nM2D9U&xuUh4dMHKln1wh{)*i9fa9WgB-!NsBq^Y+0 z9UHi-+KXS;w9N?bc);GOR4g{y$W+uGf;g%Pb?JywNgEXYL&k9Uj(~!n zJztw(!yJDx4`5@DObt;E#qf5b?=rAZB&?e73Y#ih7=2-F>LQ54X#GYtf9Bd6E0m&N z6~|$Cay*ml)srCs3WAg9qx4Wkt=bAnO2&LHt>rEIqqo0hrlY-2?OyaV0H_c&e@EKzJ(_UX1sM9R|FuE1+SR!foq8@}C@ubv2U|`xW)WR; zs^Qk`JOX7^ExP9tcW>(|;ao8uKD_`oSM`Rd+diOyx+yLgLfhVw9@qmQ;+lVzt7myi zT&X7+pruC5bFB7LSY=J5x<1g>k}hmDA1z7IdfZUNPqsLuA<=^}e>La9k_3)s?Ki?< zRxjb(8}nuxhYJ^R<#ufSHreR)uV;4S{hr5UqjlM4Zcl0jl5MNZ^B|!Co=7W zmyx0ZCpCG`SqeMKYUOJzi(eZ{P`WjC2rAahnKIve1P7y|w{iUN)*4DA< zR~naoU(=6npMRm}(6vv~C~MjidBi>arte^wJI#e@A2!sd%M-pm(MFd&zUMU{Jz-;= z3xMV@rmm95%elsRKK=alM;6wXuOI%!;<0g42p6yQrrhQ4-#+~GbNc)r>F39b+I;kv z|CEv6E*Q-gA*6qQ|MT*<4}WPgx0jG)?o5y}r%9FH(k@Blr$mWH)2Tu`nQ22@y`}VB z8RCSwUEj)jY`Z#59OA{|m@A)R$%$mMma6HeC#=O?j5v zyd~qsZCB}kf7I!c*B3(ukS5XZ>ub_svmORLAT_+LuVvaG$pM7Rw9;->cekgmFpXcX zJMFajkS7Lnt&YirVNL^fL-0#s_tVp^o8PhW<`<@#Pi&*hHll5_>U+~QKTJjnpya1z zDpn@eXCopKw2Qqr_xavL@0N-LdPApKUcOI~{p`+vx`PRM=XY_HrYV$AZxMT!>XiIu zwB4Sp9CTs%oZ>XHY{{w>12Y|=e@u6dNbIS?>M-x?ta?d)4Rt= zK0e8RD__NdL#mRAaU~g@qK%o>{^KA1^hlVz-RZDi1nIU3_90dT?h~6ryJ@h)3THRv z)E10Abe9xYKChiwQq+~hoNuPxWAO?N&5%An^Lg3X4t`-o^d_VFbeksF(>OHp)i*V` z3db3CQeOc-Yheq){Kmk~nxtF_tCPK*bBn)!Iq0(xH?45k#(}w;2=291W#^8X2%8O0v0&DJ zV3yl8EuHZ8_bFFeWm5r8DA%;b{{!Wk_I_Hq-pR#f9}3N2JEW?Ph5angs8Q#XK6AuoV9r3YG`pjJjNv9C=oj(tD~;L(cl3{fdwGU}dmT&3xuvmw zRQ$f9t}!jXHzo*FCCj!LrZa<2IU~cB0Wjy?069oLJz=yveapyAx7|z$8Sk);w%w)j zosBEu=s4_6eoL}qZJW(*1=Ze>LM>NwjE~!vSTdq3H&>oJjkH$r%eBu%j4EOqrx-O0$UZz4MdAS=MP$ zT$8-w;cv$yLuY1Kq-^roJZ(OhzSAd^IkC~WVa5X&(MM!+k%6`!JWdvGeDZsv!RvZ` z+8QB=>hNd{Lym_So;4ZM2wCcK(e?0D~-bxetHv-PJL zMJPtM7wV8$HF;%Jh^5w25=7S%L{M|-iPkA9n5Cifv-a&7M@%b!%#|bI_2;9e-_Q$f zR{<@8q>+oHNqw*vD6GgH6vLF`J1!vRHtvq^bs@33azXiz5H7>7gOg9rCP{yDx>GcQ zP0!n%S$@fP*xQt(+J_wIf#cE$o45X?;~Jy2-9JCJ3514jq1g&h#(DqrEIdL2K`GOp zrmr0g{&aT)%y3?RK$&Cn{1isA=TuG zZAvf!enT7PC5mlot{W54;Cq;W<~XfkY+h+2WBI@bwrQ^I)}eQ4VCTQer9>yQiRQ@R#+9R;(X1Cb1Bs)i1| zH3M^WN`!U3(A&zIpQAka-j6u)uAPKA3NS96(3yhvp<`t#ZxTwA4vAp8shBhh|9C&@ z5y_(s5%-b)BJ9WNI7z5Kvu)k7rdWd$PntY?=&>8EVri^AMTespntRA-#LYm$Z!Tl6T2lYt4SZtin;enZ51 z5J#s5HY>ZzPV*27vN@pN;}stvNm}^6E}1{OL0qNXN=n{#Cfzn zhZRK-=oGL}bfIg)<2`|LCLPE{xL|TX)(jjd&7E~2dO;d5bEY`NUjdhg&{s#XPSGbh zJ%on3>`}=r`W>$B1)Qb4c-ON_5ne6ITU050dOzU7olSBOqaJM(4(GEB*=9;!GIi2_ zr~%oEX$M=o5A8j(6>{+z&vI%}bW1RavCeC2RcEfdUrh3GsBy?_o^~FzPKK#->Ji2R znBA+0*lixY2XX_Oc3C zae8laHLZ!A$kL309R;gV}=VgyF8ulxgEQsqZdB z9emn~MR)SqW&x4kkJT$+MXA% z6V`{#<$PhH4;*gN)u~iz!$^X(5vv-55*g2Z45#%e>V_Ub0OW7ssCmkN?X^44a5Kw; zn%r3qD-S%p9pH1-Ff9C_E$^T0n|8WyEfvR3oyu+Px=!k7r)Kl6Ya8got%Bk8Q6yZ* zjlpxg(U4q^V9|9?I*-b2c~3VZNUo_^ex}AK=TL`<)%t?SdaoMOJZwDY_eVc`FieQjYeC z70{_x&=x{~h@0*t`Owug8+U<#Ts#zJ%SZudGDwsId=Lc1&;akrjnCb-706n8@Awhk z^3-!6GXut49z+|UNRLs(vXFo%1lU~X&Y!>Zg^y6$ZLY9ec~RJZQ5A=xp?y%>PJd>N zFq-D5oeE+<`;xe5W9+-N$7&%v7K&b^s1D#{xApTZkm};)RfoeC!J#*o2`?Ow>>yWh z1IK8#zF77`?mYM=k)Jv#g%snh8=F#PQ)JIbo>T`~KEbEeLc5SkhEHaqx21L&>nxvv z2pu(m*CnmNT}HEiCz3LyZ=_Tb7*KG;BaMyV>kaY_n6>mphHX z$Jq^yn#wc7TSJalqf%gf=JVK7PG&9ErAS=*1ths9#;*vmvEZ`fq=JOYySH=}hZNP= zwk57R+PTTHi3?Y$B{3nDldQEtbRu@tzaF_B zh<>`J`V1E_078u`ZKlCXciH!6j^59y>)6E$V$I53y-1OXI(y*=5EEIU%~=PQc0dmlQ-`y#cD)K#~8 z&>(>rj>N+-Pr!_jxPw3-ejl&laM+nyOC}F}PIr|Zc7|hLob2-F3%mUG8>9a(-d@^2 z|Mlk!`Q-P%{q~>Vco@qr{9@Rmt-e@k7sJHmpMU)pKNnIhPV$RfqzfSa_4220fB(>b z0&T2~zlDFvqPAc34}T0_{7d-xT^KCAyZmn&`fK>fd-(UuKZGre`&I#z--M9ovk`(^ zypi`n5W+1?n+Xiz#lpCMWgEilMKJpWGG;h_`0%||7c2ZCq=ds?yz>{gNaNw?Us)m@ zbz5TN>GGQ8={70n32+bXy3hteOre8+gHQv+b0YeIx(>qs3-Ewi^`-u#&9^_p&aXed z{pL%#iwa2KQe1xg36|DoQJx1r;fq!B^5fUbAKn?`>iZvm{0<4hI5fgdzXXWC`Lf|4 z1J!WmF}QTZf`U^f{CtHU#llI)pALMT?D^uQqm!i#6J40Z%VZILblBrB8OVcwr}+6} z#;R;_MxD#5u*5N}`Z&0!ShYvYS*&^<`WtHG^vB9%X?KAAfy+)85x*Rhbn2XSZV+oQr@v zb1H+kB@SWmC%`?!-~=%zG5Cpp=m&;82>&m@JBq=%UKlgL;Jvb3V`t#Zest`z>>GhLJcLc(&u__-Py*0mThODbN5P$JtCRT-Z}N zyDf1DXFmb%8O|n%If=7RL_cuiLHK_GUg5pOyDQpMF3v^RW--Brt$NXaXU>Z@Yvnj@ zqSB5k?l2}W;mNFaXEFg=;s_>q2HX=&KoN5e6P$_uO0-Ae{{?slsW;e-Ny2a#~PW!ekRVNtc+zaVQ~Vn^}F=S`Y5X@Wt8T z>5|AShJD(RJ#PoWgmPNb9n1yyX}b_2#xn=%%X;9vRb}8OH_(GBN=nz`^RHDVF&)Vw8H;t-Yk1h{8ZDnZOiD)mJ4g9Bcm_4v!%If3D|W6c;*`%VX&I=5i2=gBF(IB4nJY5v2)@=~gIu4= z*KLVI`1%QO&+s)t%t?HGBKm<355oTo@Q&i^_`hiB%G>dOYEJ1zt5b7)Xo*AE;R$fh zumeHNN$hYU`hk28!v72KUS@|#sPO=7tD*}(^2HcY5Axm^5t&uWaFWYWv{`aHs zelgB>%&uO4wP|~p(K%n^^craCXWW?&ja)82!`CctTtQ+q{E91qCj34JS>VY8;81xG z=-jb$^Q3KwL*&5|;GU5O1TiPcgA>sY{Cg1oUx0UrJm3q;4XGDOb2<0Hn5Q6X30?}> znIUKjla*a!G`E{8eG9-Qtsg7$Tr2IX0Z4W|ka5|6qSU#W-L}LrjQcparx>?K%vp?k z9{L-j9fSWD;2puZA|OZej&tvzO$I$wKv}$&onLZ&;_W8{2MX*-`$5U9H?e+}Z;Pg5+ zV4w4Ur;;my743A3&yo^=wsNsfQrL!_cX%$43mX_i$m5h94^r2PQaIR9>VW6=ukn#Gns~FGjcssKMoYstmy_I+jQD zu%D8IT=0cQtxEQJgec@Hz+?js9ukEOmJd3AaX6YY(#|XhaCUAbS6ku`VfO^MXM`O= z%t^xTMD&AjItc$Sz&paSXC{ak)mip;wi_f5TvG@K_U!0@87WWA@uDS;V4`QhJ;6j2 zG3PMRndq-Xe-!>-fOh~BX&;J5OHAvx zvc-N=qw1~j$gq>tM^K~0tbQsBRAo_rCOJz6EIy1`jA$mfEDuIZ@kZeoWx@28wky!8 zT&F81!e$f9H_1gr?gt8&*X^}h<2P;ohj90233$TR7K{!Mu=c8So?gCmsPTrCjAmmdlQ3e1lpFmFH)1;&t>WOW2ukvCCW5D}P&sfq|092;>_ zKGe5%S1)cKC?d${%0 z`nu5QwLE8;>Dxi-dh|L&sw9v{CO5g_5MfvrER=65IkGhz*x-E74)$Y(#L71}bmWQq#Z2ttBT6vDFXV`-aK2SI z?6Z!QqTu9)=)FphEXb*Kgf+cfjOQ1{^kQ0TzeI!+;Y!=oSygo0>38($2eJ*~%wL)$ z;LZ?P(M%RR0<%NX-FbzA;VQ?I4Ur+vGzq0CUuS46vj;_oC_{RGxp3ZSTp|fWJ>k@IAEdrWW{(jhzaSOo&)adaHl!7zt%mM`Bxw%Hx%`7%h*Wj8-v#9zWP00tF>k zIT7?yv1>Gm`Y_YSxniUWg)s)BEU7Js_Q;4;aj)!eYI?)8DJzuF%T<)$hX-+M4C#Q%n<>A z*y$j{w>Eo3u*zq7cF9o)sH{6NybJbwP87!C5Qp5NZf4)9FNW-x%Cl*d(#^*MLpQ;2 z?@e-n@W#OfEdRo1SGgMhD{EzHgOx!bgCT~VRx29Rn8`%cWSQ~{!N%k))=?p+%Bw|a zIY4}W=#G^61t}%WKXGF`vSE#-YXi2aG zh#KtSRVB0$ie9z!VH2?iGW^h;kXDFph6*;m8us2REzsnIkkPlZz%~kT)(|MzYUSxt z;BmZ=94kxF5i4O$;c*BC2vdUh|E8RxUb%OFgG~va?sN z@KZu7lJob`denYKB`~Xcs7PIkU@f3944{+vO4&*R6OWf*Ox6t5hM|uN!O$c-+iZti z+d=jNREvx}6!OE`sgrA+KDCJ{vTd`G;UEEe!EzxF&T_a+(@|7HSlm$opezp3BhS@; zRw1BBE&~VP(I}5p%hc(Vd#CO|?5xw+Ld*mPRLA$MlW? zI>9>xmY3;bXR>cn7}C#h;cx|=(Sj5Fep~1^2?%%A`$XjMU>iwfmv4C+*j;sU(>AOl z60v$DfW4fYN*|ymLOH<^3fZYBO_0BT-MH>1;u?izxG`OEfF<M`08&258_9ITXJ z%}M}8m$epfc9syls0cDangRH%Cyo`v38{JHFlq*}nlr0!5F2)MP~Pc0lCEFA6( z&AN9eHmKQRLfaLZ^Fh=K3Q_7N;K3Es{f%IH5XS-x&fpsb*-U^!QZf|)NQopBG0|{J zI2lB;2C$k>RQ$MGg@D7X!jVn^y$)My1Z^VUC5wak$Yy2ToF?4as9HD~o!6Sq%L=c31O* zW3h7uUR`@zQ=*_rut&78yPjqjqf~A!zl(Dlk;1R4aK+3&g`GlV@e$WE%@zuNlki*P zgwbTKY7EJ4>ryc-zE)14QV=b0XxU+nl`rRLKbf<{`{WzYS}`gY`95Fa4?g^ACa0c1 zK-DEs-sZ|C^3`V@yB4p1p#5zl<4LX-tK<8;bn@1~xJ3)+Jf}yQi}Z;oukgr!?ai=7 zrM4NJdv`aCF3{&7>F-c5##PTcoLiWuGE3rsS0BZfJiZ@Gr2G6x!4z0^VrJqn%tT1v zw}WJNIig#!VK^wE%4<5@;y7Q64Xc#6;`w!FZ^rp@P>-fcGMv4CII$8Cxx1D)vC7oG z9VZ4Y$6bD>6nUs^0ZCM4JU$akymTkc6DicZN90J)9?6mVq%%KJO85iCV{Oqiu8xG* zgXfbhP^nL@P#-^!*(1lwE~fFDLn^1JlzRj9W%@@`f)Vb^<3YKUoJFmHRHbMrDliA? zZDzb@IGG$^9b6xOu^yx?qxEXWH9c}H6D(cI!ZL}aK@qMXT^2?IeR$L0l^5W{W?w;1&Xh1I#ctA57~AtDTUsMF3+am*VLP=Pihgkeo+ z@)^(pPLoHth;39(s_q7CyX6>l<*1$((Bk^;lw0b5_FNt56dG}i_QsNUX&7aO|S4vd~@hnroR^cOVh)>pBUWbY}!{7TC zsL|rCtE?jh_NHtzb!r}B40WZ)w`{S(br-JTsF~I~MnoBrV$t=lt0MVJSHH=R46{ht zKz2cYd#|WlI52Sg*p_ z6))1?RajQxCA$vmu@7Xaw>?Un1cp>+L`X*_N-stToa@AS%Y1Nh7Srlh#UpD|25nnt zX>c_q1UaoE!SRGHhE_!tBpW;aYB7k1Ob8u+ObFI0wePQCEGjVfL)}r|T?7r5{8gtI zHq$8voVSlEs&ENh7t3ZKU>xyb)T+1$hJ;3C*>>JEAdQ>6)42IFwK)YR^z%rViz3l= ze$9ZCdF0UvGzXv5Rvd>iC8&jM5?|T~TWA>zY&=B-Jxe54a8yP!n}QzL;kzNav76n0 z0stv6BM;sVftG@LsTmE2??6g^jJmc9$u@aEcW0J*HD&r#XfVEQ8|E(LO% zv{+6|I2Ftm)u-8AU%r-YH8b52*ms*mS%RJ1%pA;~DA4Yd(2M1c>~O~4fbGwF`a+bI zi&l6s37cu~fdt*kQA(B_$YKN4s5)&sQyY?l zB_AM$VttN~XPA%=xiyZ~EiU(_neS4*sKJeyeOXkqq82}YFpVS%NZ}~D!X^JeetHEn zUtQNRx&sb!x=IiALCvf}Erv+BBvX4<-US`g-SOXO!gbnrkw>Hm;gkinU2Kbg=d722 z4jnhV7E4d+1UxZ?OHoXjF)O!FbAyRS9fl%sl;&x9zb@^B4KFyPDJr56_I{cq);Q1@ z8=iBSM2%C~PPbH;nnxbTV1Ii5c}GA98-e+#B-oi|q@4bl0 zJv-)4YO2g4;ZgKQ)^p;W1YF!K$%T7(Y0+23`QZBX%}yGUV56TBJ$XSK6%{NI*1}mk zrB|GGXM=_mtsEL9Acwwk*gYeGe%r4@Jw=p5&&lsfeI5x++_S!tJjk(s0XHqF?pziX ztRp>Mop3`S?OMz0w8F-b?%`~Zja*na- zKD14vahca=UB7KD@FOAChnrCJX08{WPI;S3mFUyWGkPoe7JwEuv1lVGw2feJl$#w* zXtM|@H>1Hx#t74!v0P(GH%dtSYIQJsLFU4(3baJzhHt~bHDrn&AHVH?qU{irPF=BPKH%@>c_0* zZ9o0T|NM8Ek%d{bh4&D&|one{5?iR>6s$2>zy$nw)JddDK2)z%Ig$NxDc+T??L58jhC?nQt)5`p@D_vq1l|0acd#o`X z*Z%HT=!xBmcQ8xqohx0C9UHBkA>LIDpp-7Gh_4Zz)mWhs1qT@wS{~qRsV3jp2OX;xrxT0Bk^$zf!yIfq(j|pZ5xo zq8wC`qAAzwb&X6KBb5afK+*lr(QuE{9AA*dYly5%xvf_IrBSh#Dpi?!n1_+4kOH>E z+){S!PA$|?1%J_ zKOW}Yiw?;4run6*fW!J=#eus5-)whBZ7QQcAi@QNm1s8>_v?X)Aio0&x{2?oZdB@x zLdTrLY8UL7VJ5iJs*X0~@-WR>d=PS^Qse5@+vZ~{8%vn{f8&oH!=}t>`sg50wk|o4 zn%pEpIx%q%OF9=5FFTb(5K7N4E+|PbT!Yg!qfGbayKcP>@i_XS*4oNpZi@5p{L@-n znlH7J*fWh!P!qMn*wA`$e0DXQg4*WwRCc#1a>G}nRM1?yg(uANr{Jue=k)*??0R#40awQX^dIFM2TB`>q6qDTNQBFZOTUt@O5*FHv2nn+u^4q z@LIRRBrq$29cbGs!p4aL?%7dyW)Vf|*xe4mGrzVD@Jsn33Z) zKFJAR5k642P1_CxU(?d!N}cq{YwO#65=<^K_yS}Te>J(kwf~q@3{s6wO%>R(lbo}4 z(~Dh(b@}HV>joQF>0w>Cs;wRj9|Al&+2i6O8fXBrq-b>IHjK@9kuqYjs^9-k&?sh6jo|&1-KdeWD)*@4 zS%147GH~&V&@d(ZAMXvlCuHFA-P&|-e9z5Ne?Dw4)|-=aTxnZkw~fX{+{Tw^qwi_n z?7MYcM0%%)xsPLS>NC8jm|u$Tcq99&FH}rK-`zXe(divMlWnD7Icu@g)C~opEj`@d zvs@KBYECc0ZeHd<8o}?Ah}BS$)9QC@Tq(GxQr0XVZPlTT7SOSrZc*V`qeuzsZQZG- zf7I%Y0mBWD>FG)DH!3*DjgYnTrj~L;vJ1Cw!tFDiSo{UIz|$LsL7RPbhWBvY925fH z>mx&h<4iS7{iy8!lXhw~^__OEE7GmCYR{|of!4L}R^4_l4KgreXmoAAY;rF%zRTv; z6=6=x@DQ`U=xYmABe^A_aLxZDB{B~TJkZN?2F>vyX zJ@w~edtcwxy{G=XS;Dk_%C7ngI}Uz5S?DjD>Q6JX$k=fn#C33$?oodMi>XVI?rm57 z>3C0~Rl|Ain;A3t+xM;C6?aEkL9zQg(0Ak846y{dPV0-@%K>BKYZg-JitReWe~0@r zXXY^JUB4ltjx_6n9qQEs!Z?qnZ?52}VXGDhiBEt!aR`##?CYJB?OBTh9Swak`MgAk zG2ChKO1x31Z(qla=i;-^wvSsw_qR>9knRz8D_gYaW~z2W^6=US+7sOejliDU_xI3U z=#}zW(Q?luzYHE9GMOssH!oCzPN1yCdH{$NzutN~zZ$Ka5x9ZRbY|5k9H! zd4s?C-fC^3KIcOH9ls5uPdC1WvEWm>_VFU$+{efs^=%wQu6@?t@RQg0q`mXU|Ni>V z-}I&otb*N=*I&_?&G`f?(Z*yxc5_(p%hJj%}#+M%=S&$khp@w|l{=)GvQn{C;1Rb)YV+;bQ&tWcdpomq6Zv0r)o zlu_u>V||0}kT1V${l|}}LwUjunemCp60Tfr+mE*WW30`PHra07`TjJ@#aLrp$uWM1 z?KVjYFq4B-2sv)n8{BWQV@|=IHp%j1ZBmyw_b7i)Xmuky4RRg2?2q@yKDIG}6#2Qg zbWQ5YB~#bdsxcdob682(odoUc1mjR;l)5yj%geg%`bx$_)?XpHE#?e!wsaNsShq~1 zPEFY~uCA;}^9}WcPko+i-Nqit&ZKcR`;#YYYFxOHcOFBJwD;OGAQfr9_kDG+m;PH@ z1F?Sq(QKt3x&W~8Re)_I6Z!57qI*L{hkB+%=i&xiKDJ-M=b}KoY#SEP>9%RL#h-ut z2u)C}8AlezF*e`-Tu-mJQMcO;<$$X6HJ5tyR0W}Y`!M7G&$?xFKIvdS#>Xw_{e;fX z^pH43j7xB#C>lc*%}(5&i%pzr+;@f3)f<0&^Ker+!a$me4`3uf%=#MAPfz0D@9J>8GoOp(fLj>alLK4v%3|e_*284)t+aYwEJwd0e^@o(BySmT?i( zz}WSEI3qbwZPuY5H5gq#nDIC!lO9RMO}Z! zrfbS%&8r`hwg>^fsS|BWF&2#-m4OR1SVKdOIJWJLusUvU2b+a|0=@}1+78(gie>0x z^*Oj9z-lQ99eIRekBzewd9=-X^cgx#6|-n%04+K~Ay6$!;6tqpzewn8QN zqzf1R<|h*5+YL`Rz$CprKU7LmE0}+2eA-gTY@WaWtxV-FSBfaAtqe^rP?agrtnDOl z1>~lT`5cPc$M?X5zWU&eLp`ahIj!3HbRyYqk+*s}4IGJ9#X=NOUkoR68En&e!O+@4 z98yYgv$ybsBgn%IeB?Q*1{IaCRf<7~D&$8Uja8QuIKX6W3zpC}qSR6hWQcz8x;&}eW?S7kQG0YFUQfy)ly$`9PRk}Jad&3K&Wy$oT-pUd%_=wsR zt=dYxWY~--)!w-#Ucp91pzxE3lkSjmSP%l7*^&Nv1frNVNzIyo01)%;3qDX*Qw>h{ zp$#MxDQG%W$MYkWHXSo-`uKm0(eY@NHfO_bP|`W_1Xc%$JHnWEH9ghjv;%Oi+;mo( zE~8*0{c=qSZCF*`qgYk6?Bh^g4dD5%&4-MU@4wrhxQxD&ROgt-}@zXcS}g zVR}@!DBoinhu73L%qj3L2}CVb@nVQfqw>zE0HVbp&L4>Z;Vc`s_9d#i5l z0t(zK?f7oW? zJJ448xmtw+rgYF$GH}GUqrFQ82oyk^nz(7>@`=CA{lj_cG4B4Y7u@rc?k+slpwMfy zoS=2bnC&r3%A{^|P;u{5(4&lnl`R|f%h>lj@0||T&muCF5-*H8d1}Z14qI@%a zx!%@P!NYh;HQY}nVtL|k^ly&jV`wRqCs+$&8(cvnY7$Pk0f`(hbg!Kph5}dJAF2(a zGVuL#0(2Pj7?+N%GG)Ac+`s?Vu;kgSUnw72{>I-*KYxEY?MK@!DbdeAp&$Ddwj6Ep z{FS`LRA0&4P`SUG^N|_16_dXknm)v`uye+$Em$kJ?`_U@A_|SB^lUlmiWd;%2eWvw z;z4gI2L8t7iU(gjeg4irPkSi}tbiKXiN0buqA#bPcXS(8z41DSJ{3I*IT4MAbg#X} zqQ1IJT8@AEnwQZbZ$>*g>{Gg;4U(CY9yt3r;D~Nam@JwvNXnTalY~^g5A^etv4`oZ zhtHV+a5h*Q3Y7Rs$goFEtW+KIn&Itcze^=7jvDYzK3lHE{`E#ICbm{m!fOf9_bi%{<>o=9Nfh$mVfi$a^{*HwC` z45=|M76gep;^Wk{saky+DTH<)YH2L3uWxKBmDk@$Y@5Pd& zo^Gj;e}hyY(eBzuVh7-x~~P>m=vXdJWmwOe`*AF=+e_-sIG5PmC(UZj_`GTsm`%R>;Z>%4lqZNqf91hqLt71{LjwKX~)Bvjy(s)52Mq#mua<0~;pEZ_O zrPG^iZgDQWiELc&A?Ro}udSSr%Orp9LleVvdJ`En*TKf?KudA;inEqKAA0#@D}&ta zMIaHy7sXf$J!J~Is6i9T1QI<-BJM0JAQ1EFm_+xVnVb zpPQi+UqtNgB<1iZ~U2nI+=gIb4Axo-(5|tgJL8DJv^frylk%!>d?I6<1{YhsmFF> zABpFrVq}8Dmj>gt-m>>P3X;m0qU1el$QDf2m}CMizza!jDQEf8A$p(k6=!60Z{n^H zeI2H9TXZOUM&^p8WB3f;I^x=5Cfgk(N{{f=_+Q{DR!(lsq{>fxB%OallNdR8Kl%Hf z8gy<1jom_Gjm+5nQP;-$&1o&Wwv!6Kvb&W!{jkqUNSa-jp5$l0SPt^hwiDY^Jdt9A zc@|1V@}NoAkmCJc)$PLk}4WZn|YVgOO;2o?vVp;--?Nx)=^T zu7@QX9y6)R05~w`HKIs&c(RF99m`LS%9&XK1E1e=#FAR5mAzVoCp}?@Dx4tfDP4x@ zjM`Ooz@RCmL8iVKgKX%N?Q|2(FICGt`muVB06a#L9v-D#I`w}(e@LwzQ{eOnjjCNS za4|BGIG|EymWCzC1=F)m%j^o=)=aXw4J10oOR79cdS9=o#duzTATWtGd2`0?Aeke? zTcGC?_W4*VOPcMdprH1yLyM^$+BL}j4Zst9tSUj%NXh7#LWb7nyod>S_OmpeB2juL zLpfSh3Wc-c115iO#muSqog(+1x!9$%U7cJJv1#tmPY7uZ35c>n2E!n5GC|M`I4`T( zoT$HYrxJjRdO!%&R(PqE_JP66*g~!1rK(d6KTZ{K_R(IIeUv9R>vsdG-f~*WiAhG* zT4ezRNg+f#>|gsH`->?vNG>8AJ64WU71t= z(B?&rnG83#`SP+-C`N2yOWUiGI%}f<-X;Rq1|XaKJ4ALFI6NxTnQsAm^W^yi6MdK$ z<)w&pGxq;fY-f)DvaF{rhNv$6+%o4IalxP>*Fk^z-zRxu{B4F5Em-{4?l(T;r&>bN z?as)))s%U0DHc2jzP`3Q4CGjsby^;4ex&V8x=wqCXS8vGO#2gRRKMBFC!5S>BELN? zRYqs5c3V>W%F>HaAd^e4MKLaOooJ~&B<@+p?y;gDy|V{oGqE@K25{>{IVJ@@WC{TC zm`r~Pd~u~`5cb#wMJF{7{ia1lC?wPF{CR#R2|P_xA9h!DrgNOc5n%={*cuQNlK}D+ z$zuW?#v~FWI*vn~2u*Y)e0R&$m3pSZ+wS*6JmULM;kdYIcjB)uYVAEH{5Y#9W16*I#|pnJm>s& zmr^}Wa;qectSB$jlyT_S{Yhtyx4lUDYEn=zM{z(|+Rk%jCzn@oFri5@rJj=Hq_|}7 zWMQtDCzadi#Urt!vx5UeE<(|U4yf9;0XhHJ^DCcb|t zAvG$PN!rppjW^gBmlB0PVV}X?pTNv1YRMzMPs^axG3M+=fy)CtiWG$uZQG1WK`2d5`quW}z!`jmfLPU%Ph zQ@T9x?EM)o0$9lom$jSanY{0@@8;;~z#=6g_ivys5h>vD=j*7CrGg7wgoaU37lf!3 zOJ{A=MyhjJ{8tm!pf`BV7#uDJ%N{YeJ<~w1Wa0~ZdY#X1l6?H=V}+&ktF)P!RBK)$ zGVg|R=;;avPCu3W#wa@Tp|yYR?XTtA(R{OnV+kapLT;vFE?C;t54TTbS`IP2j<}mO z1J`B01(JlhOW>LJh78mDNq84i6ZsW8$cdlbIx#C7u9GJLPCsd)8@5^(>e_ zl&@YC)8$Lnnt=7htJ`*)o0GiGE@zUT*Olf@l@6C>JbQH-u_ES>9O{X*%l7EFZ(yJ#oE z9`vga81cS<;Z_~PaQt>z9=*HF!OQpF!DQn}QWyYQb$pX)cHS=Or7_vQ{F`0zTG&0P z%gf-$j|v9O&AQJ+w4vXwqimuCaG7#hds4SdM(o6-h;|AvT3# zN!`Fhc-?Q?(;~TQhE05WC*8G3+oscQ5d367(b>{5wDxv@o4W2_xFXHzwp^5#43hO> zi%I{P%OI`{E5?1iNSgkpd+Oh+L0~D%2(l7p-1^PkOWlzrUOroxx6POCx>1=8W}LTy!~!hhOe#vEq7N+%WE&R1_#-1dL`- zC3=6QWT=0jk{9Qcunmf0MJWj~s|{l^5dUrnQz$ zey0BsUMaP?x_e@LqkaXKpib39a=+F1?X)-wo;pV?_|!qZ)H=v%3N)$J=JMw9%nNXu zGRta}MIFL<0nA0xms7TgvXujQM<9FGj-X2{Rlk1>(YO%XMu~3Qy-4pep&_hgwi+S2 z#03+$U|C#;9)m!l2%JwmJYx7{BDTseZZSS5YoA96`Ie8_%)_A}9S+a1*`6v&ZPu(#UNP+Ns7gKXZ4mQSy)KI7xjubYXVh7qV{$aB z3Vhb&FRSQ}@uF*)(?-WFMUp!G-e22r2Gf7e>?#yZCKlwSko{dg)xq(P>GmfeaSW#G zj6JxBo@D^^o7i46bKKj*$t%CvS*8G2qaX1vt&;N;{?+`qxUBA)nxH>{T3MC|Ibwng zan&bj_an6AUi%@t)n&aFuEnUOupi$07?<}xwmjd5TkuD+ZYeB-2XP&GM-Y5e09b!* zd9g)o7Qctn%f*(j{Kr+HzKd~-MJI^mf@~-n*z5oyQxg?;mxo7LOiQQ~8u>2@Z!>n-00XVZ||6rrPFh%oIbnn@q-)a0XFIzS5j-R zuM5J_+R$7!M0k^Rb)=`fsK`50o|zI@PWot1o0j$ zg{wv3+>tyXgL)l9T2_&+J!?_>e#csigG&6_mY08?p%T9~S>I&pJl-NoJ)e@;fP-Y`bakzJr5w8;eyVXJwkUr5RW^ zFB{sWVVd0)cV|X6r!os!vM7Ix)-3*IhvT9(mR-qf@Tg-0aEw8wdAFT(Qk=gmo_()2 zo#v6u#NG+pNn5)=U@;ck@2>Hz_Jx&99oEvJHMayYvfRY?ZW5I>74i?M$aGtAg$QN4 z0#ER{4q9_fvbstneU$|$&^R$uuk03!pcVN-cV9o*tKYwV`+vnO7H$;^Wo~41baG{3 zZ3<;>WN%_>3N$h`mmy;UC;~MwmyvY^6@SHDOOGTuZobd2sN?RTVPRuaQ*Zjs*|z}hP+GtJ{GYe~cvlLPQZ_2(@~1QTFMn~*@85K?`G2jo z`Il~=_Orane?EV&pQV(`rCcc$dpr593%!JCwMWU?Ua9|s>h|)re&}uJ{>MujB z_%WjLz1IEgt=BfFWa^_Z?TuF7|LfurA_?IB2U-XTU~cAmq2|k^kj>j4e-M zf1-1FokyW_f9f;8vHD#+ePVgz*?-EUR>}r!pXTxGYvHh-`{-jTGkoCF(zYJ8am>(G z#RV)!J4t1=?IV2DHPMwS#-gZ9LCVph7;I29Zar?uV{}qG>YGxR&Xx}AqDDq8Pxg#T zm3C@xA5>5E^1e^J_UX2So0m6#f0T#$yVl>o0VuxciW5OfW5Pa#1DxShP=EKLbnzG~ zU(SYc=Em7*rI4Di^ZGlSm9VZ+uW`UmOKq9gHRFug(N4r2M#^EQ(T;c9GvK2=LSBwO zd!!>~wfDb$hQN6gQeGy=Bji_nJb(GOzqTsL z?5o7XJD98dXI`+sUUuZo;eSk=YyB&Blv_Jefasx1;eFb3L};4;AAw zHr;ETGHM;_bGa`j^FT0#vzZ{sUo&3nW?tBL#!b5x#-XlM_c`r49uUS6d@x5odUQa% zIL%0Yej?#d_U3~zFJ~oFs!#A#6Y0m98CQawN=m`i`~6_Yj`}SeL4RVplO_$3YY7lLF@J)dZl!)E}UmK+EA>XkMB>@~;^XyP@n= z&cSvfBOwR_e(2s*LRF(wS4e1{5inz(wT7pX*hZM@#(y#W_O#Iq{X&fZsfsZFAaG-* zoym;I5a9%RR$ z^Fnkk>CVgraJbAeT^7l~joz3Fpkvzh&nU+XN~q6A4N?_aX^KDp09S2^36lZKjWx3c8CuPu-3(z%a}PVzg301D ztA9qhbmVQI#iK#8#B47cIHW!cRHHUt*gMC#3j9H~Sle|>ypn<ZLpaP$+}sU z1lCf)L|6L{VaGWjDrwtFL)f>spg7vqf5^ipRh?Tctv6W- z9C+R_(rn9*O@tX`*TH$YS(E;x*;WL>Pk#nBza*rSL%3l6Vjdq`TMXa52X+j%whC+0 z5eN7^KdJ+}f%5Mw4$ zE~p-Xu#8xZ3=d$S-`X26vjl2*1Dm1w0=CeX5a6772AgmIz`P`)SN*kAF21 z^kK6uCmK0bAf~DziyB#z6o}$DfYWYM$P9X^j0(gnE(Qb0Pf9br*`8#+b;cfnp?$Vp z)`yn|8B6Iz<+%YUVws&^rIn}SEjh2BkA836GbLKc%IOF#vVp`s7hM@67(=j@ST*`T zhEl>z{d@6_aF&!BrsdCwNPWSDFn`z7FCm1wfDqg5hm;N<&ag9Rdj|O84C!zoS`7&` z+fzCavHHUL(_+?}YzIVTjD=Eb9oOnTmHq_<~An zf;v^@%3HnDv}zqx6^O1rWvf?;?;ceYA+cL5>+|n{PA+=3DzN3`+^@Z{Ubs~GdN94M zIOFZG&E8na-t!d^#ZoG+uzwfe7bT19FH1MyN-0!;fP@x8-KcI+8b<1GKZ}d z3RFD6PwvabGzg|z9`Re1efh(D78!_70XbzFRw;f=T7-*1d7bbVSJfNz=5Gc*>@7-Q z(pvmvaXd64^kLIF>#ht0>Va#hFlmi2mdGS`M9txrbIiEi6fv@Eb^3mY{dGIdoZ^pM zr%W`z4x0k(9lb4zD1Y&}`^oAc&w4zQi`Z6NeH}A5QcJb0HqIx(OTO8Sz_pxI_@N#EXG$e-#xp*6mp& znioWwnAqs7qt&VHywjnBUxpwA0cJIj(I z@4*CN1@i!{-+vjTFfv?-mzp9NQv5@Vq_hyEuufZRS(=z4H*zB7w>{a+KLZGx7MmHZ z?qq4sYxtwkW8z{ih6_(NjYn~vy3~sAtQWn}=KmBSG2|14<+c(h^~xq~0r(ROt>wAm`*l7?UK%aDPsF*Wua5dU|9xSV?Cf05QnW zlpY{-7Mg}ib;HIK97HJ74+%K%6E_~)cQIc{HdchzwVu!`ZLMVeG?Gaz1BO3-P`xT& zH^)Lpb3_w93f1S zMaR})4$llXuPkgcnM!YP+)QsG=-u>&iH1Pp>)@4QPA#EO9$*cE!{A0hjpBhJjOH${ zvvAu)cPp$V>BHO@@m*I{5A9^0418;ca}7ZN3pXfcSrui#b6cPA1yfot?V0S+8x7xv z#eWLl?JSe6e9~j3OXNDiWa*6~jqS0|JK;>20xov$g~ak)#@S=hpLNsf)0?J0EWOxj zlN9o;oQQLuc~Lq!emLd%l!thvV7VcU>z!Hmoq`R;C$&XXuR(Epqj&~+ zht12sYlL}fQdJA@d1+qR;jMuKU>UbUNq?5+xai*XiODc2G8uM>TPz3K*JJ}&y`qBt z%Jh?QGBFLD2<*~KmNJC@z|=W4f_ojaIX-90NiOEzrDKyD757PL*!um|-_3B7WtOFu z2Z|@58dG^mVZj{dnqA2#KR49vv$8CA!H*wxTOl@%BG7y!xRQe zPcT548OOF+iWl<29YK3JfHQf~yFGI;1(FvZLta3&=YeO#OuRe~uw#x5D=EVG4Daj& z=YDiAEd?F=O)%teI&|W9gECr-oR^Dh{Vt)EG$1M=)q2Y4<&k8~WWS|AoPTSObJdU~ zrk2sQuL3xR!zJv(8W;FTK|#+s#D{_2CA^VmBg3V4d1`0lVU}}NB`076Pgs_zEn=ZZ z><3SdnD%H*j?iou7N$w>-n5 zvyOdsY;yJXG+Y^bwmKd@zke1zpK<{j!Ilfu(JWj5NF`+vSV&)#mLASB?#kknNIK_B zUgaQ@AP`|Dji@KR&qzCtDlSJon;n4n4H?I zR%+xCH&$O`R0Epc=J&nb<)WK^kXfCo5p4a=pIQiif!zUc9`~mGH(_x4p2Y+#fTYA?gxTU?V67D&0 zi?bNPF~=*M@jqL_5R&7uj9)j_WL)9RuObo;FTy9z5)gY$dlt}6Q#2~eG&4={F-P)S zFQPxt(-lgp0YRm}1TXU^^%d?VuY%ESU8aIF`I&0<_6}3>g`Q2WL=Fs|c74P$dFXI6 zjRs;Sj4bFx2Y==VL%_c?_><;zv(^!hN^v!1);wf*>ypOL4@@coEXYCJNyBlfSc0Og zO3saXZqE93ndP{km&!kG^b6{M!mY%*eKJamSH@XL?y%sexX4gIPGTWB`gF-MJ3f4p ztxyILb7iy^AC@Vd?Ba{|c1lBW%>dz(x{9&bYDFCF^0b5jSiDnlk9%cEk|I_8MBsQ#%zoCEzf68OW)b z%IQlpl|j7fxtYqNaIx&Vx446TDv7-_DduyixqrL;G7M@-oSu!z@zyExa`ZA@18dWkTM@0r@AZOk zBY)wkm-1^?t0Z)<4`6{*XE9t9L--=6_EiMnXon&IZ^s%A@Anmh%nHJxBf-1sc>9tr zTo|NmWX_TOW|f~rD36rIggx^z;*?5WvrP{AgR4d{oM``!dPy{+%oMU_ zPxZ1)%}RM$0d3eJ!J=lc`?;8^VJ|_wRlA(y{xr__QPvEY`sR!V`dK+uUL5Ee7k?vH zVeWp%l66c|*xUbuW&>Xc2Jf2vGRhD#M$rExlRj!_)2*-PWA#~)^6^g^tIPv@u0s0D zCV%bB0outM-m*Xuou^;cT2Z327VW}KfR^*~Gk-WAU`m;#xR_ygJi7(9n8|{MX^ywjzJ-NKqcUM=U@myN&s@~+}et+pAv?)h7 zPB(CI6H-3rB657WDTnf7SUCP^Jh{`Cd9T!_pSMcUEb%|5P@}atT@AUrYJ$zkX1U`s z%%5jPd-ZwB2zeVNW;G%|$D2h0f6ortL zMTer?fh*Ble_X-SV#Wa*McH~BIAx7X%Gn6{a*&j@2?JYdzGGs^k|P>z(14tF`L zY{C*(1_uc%C)U4#Z?Bf@w@W}Ly>hb*g?NX4>f zc*$sFe`T;nBRM3VPPUPWu|nM(l&0eDhWQM3h173H-ZPDVC(1R)*du`3!H}2uo)PA(h2@% zKeSald;uyqtefkZmy%=D;&^T_<*YN@f68ewnWO`J4ZMbqa4Z~22eEu&EjG9x)PLJm z)3=Q^6qdbp)XX|lUK{w}TU0q}an&bA<(*E5mfszJtrN<`Q^Miwlla2MN|OXph*!@DC$XNN}p@0IrLwxwz`Yf2YzX zxQS-nyqi_K;OvFI+~5)eH17GhUWn&Gv@q&-wfNV+|AUo5to1s9cQjXSpLc zPR8e9_Iqg9vhE8jET{fiU#_cP+RqqI7A$}Q3z>Z*gLJrCQQ}duEOuYm?TF>d-ZAM@cfBxsR%*=jW z`?9KyL9nO<+EHs8g{(f6+>u#W&ghpKU;1M7CIe}%1aEOcwKngu{+Gk0X5^x=ItnFsA zZhGL#%k~}k%`?}KO6L|9f0W38>syE54QiZ7gTo7VHEs{>>T%<`Z8Xm~ITj>K(i~)& znvrAJjMb7p_+QS4re}Ly2%q7u-qh8+!BDs;Cc_w=k#oZP5>lT6k=!VbcJ1ZWa+uc>u<&%my=VgT2jtjDf2x@@2dF(ePlrmb%PAlk;-| zfqF}Z?m&byNm&KaC6R43!7sZ%RNcZajZ_v=`l&+T0VfA zVy3*I?opVhf3gF8lIpXRC*%jp6XH{qC!4#< zGf`AOQC>e$-Y`+#Fj3wxQQk07-Y`+#Fj3xgb6=QG87;wCf0rU=o_GPA5`c_Zd^*NC z@r=HbTtp19g(b0(${C{%E`Ttc+#ciD^uuP|4@m4Z&4~p(5()>}Xbqv4L6}k@DZzeA z#bP#27%bUAme#d>-CS&7^OSu8 z^fNW>uARB!EPAbJs0kM*)UwZP1xn_?nh| z8;}v^L-oV=-TKR_{@B02hQ{UP`fb(C%GrXHHE&Vb1T)L0hb7c8e1+vxp=^)C+SJRd z1}2)M)VhXCp0h5E&}Jz>`DH&1;T6ta(xqhMi4ZYKe-Semmmscz6H?r=0|J*ohfsa2 z`cGA}hTTSq!HqbH2b3bDV=2Ww$wQQ4R}enKAai*{QZ{m+rIC$>Wgjc;5V`p1v8~gx z|97NxF`IOxbja{ZyZm{-G$QcvvQi~Jc1D71jG;YJIxrH1W9KjUP@=(+(u`CQbm&NF zn7#PUe`BR(JMdUxsNdkZT)2eTjy5J2tmWl=4ToHPg z9x`Q!VYKwToGU-1&H4YO&37j>AMJedj!!{epD3Lo`^aV2YwD1Zow*x1(Frp>_&mt| z4nJqQrCzWz-Lk9yv@AtFBDl>`q+%l-`Ho<0f8%@wbpq>&@?DC}+CVSKBT#{FIEEji zL)EmdzPwzQ9p??08(g~p}V0y9x|B(usrBe52$Iqx; zzbLGMjx??Nl3+V*LG{CTGOc?aYQI;z|Dd ze`ZtKX}?fDvKiY+j;8B&oCKcs#pLUnv9&Yqdm-D-qHl1eQL^wH$C9ah&tea5>D1l( zqJP;AUDfn&>six+^1&B4Oi-D0!juI#l(4T@_8kyqnIO8YEfYmBy|J`x=wzq}gsFUx z=a3J8IKiegrwCROK(`O!y6CQ&x}zM-e-_qK_p|QDMUZCZuc$zab2u?5m#jAO8OXS` z%UDp^Ym(0&qRl7F%O!)NTU;LLiI)#3PmRlt<-uEAQ)d1+u5X%|JMmXuK3~fXrDomoCQvAeWt@0vrT4GBz`p@dN=Bf8AX>k0m>9&gWNjXa}R!`vEit=yRs~ z0-Jd~*YP&#=^Aj*Gu>4sN+S7@6!qe7|9InXzkTE7|J$!` zfBMq?EwEsv)o;K4{!K70RD8+b#GBD?PMP>Xy#4z9?XT~g8ykN-=h~JZU!K_?-=#L` ze+w6%-s1lz{>bw6M|#$Mp_g*{lXJn#->UpT$@06tm-nfhuT)g2J$(^MiBuA(iPl2? z1*Pg62TyoxtB92O{m0*a{W*1CLhlvxM!Y#GnKm9cpk1k#mpVn^fGcgOEd{Q4sMnMh z-IhMVR~kzDMnQkolD5>tOP_V)im|v2e^A1dI`W&3@}>CkT_kEB^{bEaRp~bpIgjeV zO%=H)ok>Lvf8Q2XZZvcby1smUZ;h{_4W;W2zQRw9sZT)#d}DmCc1ZB?cOi0TqD~vC z)2M?sI3{G3sM1ACi*97O+>xHb-vRW`rczIl;Nln3B1t)3PiU-v)L0P|f77uq zw8cqVB(x;c6%CsU!{9BjuM?JAw4t^?wFp}Fl@OU*##smkvCV5{T-6KcR#c!UElI(( zJh2Nw4eZU5Rqym^DR(dbe?a-%*wnC}Jye=FmTqT&FLXWDMR=Nx!oAg60V_ejYl}h4 z0&35q&xIu(Sx4(+v=_3nBz<@*e>nXrRa#(Gs=~aop@!N}cngTmbRGU$SDQgBU&qe; zl*Pv6|36{s$chrl55A#@4h|{npFm1!8revk$sB>W8l9Q-f@RKw@11hVqZzYrC zQ0dtnu}m(;u9ev5Br2G`n#HQ^w%I)Z%?||WTkXC_-Pe`{VXFaE$bjk6f6>z673Z~n zFRHDP4pB=~I|&|a(*|@5G{h8FC~#DIvmWf-tM~ELYgnb3vZ~5Fl!gd`T0k6h?+Yvl z$Ii|W{cwPBUOZC%s(O!PA56t{{mvHMKwZOaX^el^4$7=z9r(SPZ(xB_EXZi7g>1cJ zdmvpGHJFawoup&iw$riGv2EL^*tTukNe3OYqqh0A029Zas zB6@YTDP1f5WU<>ce*U{IlZliF@*JQ$lz5ut3ETAce}TQ)^ekJVcdA?06`1NuDDAmdA+-F7 zE@rT4V$YVVuay{CVS==-;!I6z@FpMwS*e1e{KsLKb9I8=&J8D4*1NGL&nOHB-|rWc zNz@t~00EP{KWbo4kCaACsydL>5PU&+yDRa~tNvjwd|XZe1?HKA{-GXgRM&Iz zSJ|&6sGv-67BM1;-V z^2{}nwa`3v!7|1C#)83Cj(8Ntkd=&-sLBYL^3~gi0c=`g$0if`z9!xvdJWi8-fbFb z58|y?=wd1}<#~~&Cf4r_77<+Zjb^Pk<1+njHI4KHC>QNCvM02v!l;RQv?zB}DfNLB zntY^xPLw-IVC|a^;6l1ME=ObA_vWoQxK4HE10vh;)j)UDr&-P1c{IF(gi&#rX|r71 ztb|5Y0RquzjgoJn#T=|%9BgOsg_rP>Y^w-(sGAoUTi^qQv5miAq6FQ91{JctbvnDJ z6=ieSY=mMGBNnL6YLkB6e@xM*lU2p&)?}#owq2Kj_#l{5pJ&{r2PNAo4Tlu=NOJC5 zhVxOQAQsBye;*7eVhUA>uJzVzejyruSnRI^z&&H?dd*~ z1)x#~Md5+RiLjjs`~!NBT+Uo)7CibZh2hWZ8~s5P%Q%#n_RpsUqn9Qo3Z_yB5)Y&sn5o`LWJ{i0q;2;Ckhos0*ZN*hu$!BLLP<)8wAr}R9#L=*6O5Jemr_gQKTF~H0F;OP| zvnq1rS{a7Tgq%`Ct;tyx9eMXEh*k4(X?Z*`zoDY@22wd8YC93cqdOOWlc`%MfB@63 zLVkG_x|+x#N#<$m+4&=o52Cs2t|O7Vn6B?+Q6{UZF}|;1%(QJWczrW(WH%Jor))d# zc@o6MDYH(I6xw$ z)$}Cpz2Gxw6=B__^k;m9F3U|ARCk+AIHq|(?RZP05_XkXmxgFBVqsDqv0MZ%L-f1+VaX;c(`L%hia{A8>FX-f$vG zC|qB7o)i2wfcy9CZ*(|8DsdTIm{!kN;Lo&yzk`y^O49GvOE}gDZR|pI3tANyyreKa zj=yQ0;0r4M8jjCDVxh6upRwXbU8LiQLQ0u#qXpW_>O0uol*O-=1o7DBntrCCS3F?sLsEHfKsa0%JGwSw z{-jWyQ!sOn4MpP)_B~SJZH=lM@E8X{QQpNp+O>FYryA|5ZMKeD+DJ-jmxdfGI^SwcXd&OS2o&pgl5vJx{n$TuI+llz68e&S6{g;xI&CKU z(Qyfh)k++7L6Wn=gJ9sml9TTu)h_r)1&Spm0yyz_q0L_JNl08!SiwQ=`G)3RM5$xRIgVxsfbM(RNSB&cb=mR|Wi0F*`3T&fHue9$H( zfAFg2pxj3{b$n&!@5syq{aP=BWswI}?uV4v2JI@ZV|=6LZ@ame`qS7&8uzJFO1G-o z$B3(tPfO(|n$Y~0!6A7%T|7ni^LA}_MQa|nS4fN*PD3Gm{WACY&AN&ZOX&o+>X&`I z!&`YlFkzF%n13U+PVe~cls)S+N3%o4$A~Ye?2R3pwGu$xSUIgVj|9jdfD=P0{z3YZurc%$6SW;y4+?D{Y;GSL5dLF|Cre;#EC^-<=P9xpI zXy<`~6r+e%J9R5ND-a)j=g3;75Tqq)dD9Z?bchA;>o9p2E0@K!qVZxa>4{(6_z}34*UL_{yaxvGdzx_&kJQF1MEY zH}s~d>oN8Rvy(@MHX(mvi1ts{W5joJ1YtVU#nO@CDrb1XOM8!_*tI(oG>0RJTte$e zaJp&iV6Bo=vy!Y(JL5yx>-9MtPRE0Mpy=9fksv3hfx${ti~?;Ta`D69WUh8qMuYKK z1$l4JqL%S+=Io>GA}c1bLFn96fso&I5q5!b&?h_Bb<_uWQ@TC}h4lBu2EqTx;UhZU z`a8uvEXFWSPS=C^R-H5p2>qAhe&h_g?RM#*_4}tXH8eB&{1-^Me7~-KmI5%gWPTp` z;8f61|214cH(F-8UdC!8+OM6yi<8FPPldFd75Wn8iWSj}e6OWfjbZJU3zp>*%|}geCqdzL!GT^;ReGBj=v{WMp?YsaRly%q2h0 z0;SlQAn}z=6o8ojuVla#H&^1?Z>4#l&8i)TpDfb<(d*Xh_ZI?W{~-YLg+S_m2=xCC z0SsyAVB{SSOU9>OV|m_@tcrYb!gj+}M_W%c5#EVfTE*Tjxy;&AA&26Jef2t(Ap&l@ z%uP=2={u8T+*ESE;5EiCCfbJL#>R19NY7hAA5#H9LX4Q64%+R*6ffsvHXpxW#^o@E zARN=3keSE~ri3}|;{kkEJ$~S5U``$?M*{UDJvluNfor8g)?`$yk1{oE|(uFN<$c_Ik~Q|hhN3&@yUatCjSqUAE~cBP8}aK{XAOmtS}SpZ;(}(ENeqv z6+bdYNQnCWMt1ds5${QY~MSj7Vm-)tNE?JA*}r`dVWP*Adx z7tY~utKoDci?l2-Ig!UT2rm7F0&FU@Eg6LL7pYmTV*hK?mv0Yayg!i-<>K=6g-m<0 z()rK)q&%2GDn9lXpq+`D9t-O*=w~fdvv?90|C{RKfc)c&ldL)H9n|?h1|&l}5T$XJVNr508g_+%t(nHvu}GG(_l4Vv1?h$C_IO?-3wV%% z->GmWKWO_K-4S|_qEkIhOs06g$ilIUaxcqi@Fk^aw|wyOJ)Hm8GRSGr%aQI4w0i90 z<+ZpT`X#=6*0!^#;L~31uY`R`NAW-DDE=oM$}j0aZv0O=sg&FC>MTM#)swRK_oD~8 z878@vQ-!3DnSBD9O|Tz}Rc>|)^fVGAq@`IH=EP3zi&WzqSwW{52E>!o+=j#ywuj51 zX~-bbG4VYR9tBo`h(LOoOT)~jW15#y^mOBWg+zj>DWZY!;vVF-#SjzdVGF*&5u+^e zcg?W~>x1LOm}PNzqoHwpbYI3tNIfCH z2@#mnHt1ijbCesxQ^H>`V8@sR8eMFT(2-@00hBc;F-F zNg7v;!SVZ&@R!dXefjLP#Fx)zeNl3T(|q#-I_#S zo{O+~M7JqXeyu(@Za0yR&0?)uERU3~4lH|Q@#5GU!&IfUL`|9J*l(|W>l0#i|vJCSEh5TCp;CSZMf-!Px zVz`0sKG$uxfD(i~#~3#e=g8i(F91NKz5uBE0)Ub2e*k>5c5+id>Jnwct zK;s=wN<1V*9EG9K}m0^iEM;CSLgL3%B7gZw?dNXLnb>_EKKf~ z&4DZQ#!cO^M8yD7;S~rON{(bN^SOdCj=szq!*n!*bI`pQyeBpKKa~hYGN;Udmzf^1 zNA(8kjh>98mO8`t{r%csFwA`IFUSrha!;=Rw>1Psp`tkS<}Z5rx<^tqj4UA0 zWR_c_KihDqW?rL@a+JOabvvu3Ncu;d2K;&Kw3IK<$R+C?xNwWa?RD8~`epGI&iW+$KxxK;;Zv>{5RYQiI+>V`(nZTAcGfVnJW$_>+-ne9tC8;vCz%sKbNY^f;R$=#Y~Qw7SQXZ;7S`60Fu(CRL?a0`E%7qUtO%&1W!Ky{Aj{K@Vk*6!3Aq6T!ms zdIJ&1OWPa^zl5yE{Uzk}uZ7~9&6kkH|0iU^TIP6re{RPcB|SmMD;#r9qQt~W(}a!Y zM+?^ZOUJ{&YTT>wSFBrcitV`RR;;lZNhJ?3OYyO1<6Kr?Kkzb6+55j-?lK->L-nHO zh2*tXyc8G>g|Xq>n)3s7{Yz;2(TRkw+^xTJ2`yNqjZ+e5{7))iN@pjU2*?Nz23U6s zRgj)$o!txDl2YmH9HVi>Ek0%=O69_3=a~PtUi80jzU*{p@@Lo3`Em1RSG}~hunvB| zeE1P5MWhU14n;KM2E&w*bP9zaPhEBUc)9kbM326y`bND?8+R)yotbeH17FSXh@8hTNWqg&7v#aW_AdZ2~ z`rsg9g@6u?QRS8OHH~{gB#ojUA`C<=?Yd-xB*hUD9?m~zRHfRmxLkJp#a^PV)EM8Y zAsBsQ$3Y_o5Ol#36rsivCak4LWUZ}u)-V2sqtrZC~ zjTW1k`4z_k`sqsG6KB#hc=XWy!#IG&T5S?D19(Cf(wBYF5OUneI?6kTjlQI;a#~1p zA~iZOk|O%IWHBa+)?YrAt6kD5#W0aW(Vd*?yLQ4FSTxeEd4Cb06o2Fkas>Sf{M3P( z^rSV*yYiIN_Oi`^k75W%Mj%6ol#msp7;CkZqShYybqwW>-s=V3m?$`EV`m1C=ce6u zBMr*`t4EA(X{10z-%CYX8TxTiP&>}{`MKIGg0lKp%B%9sG5*iqu3f|@XLN7Sg79vT zQ_x!K$T+&A!p7IS@5c2*@{+@rUz0chk?J^QKu8;_yIOYGfORLmsXxFH+-Ycr`4Jo~ z$WH1yA-mm_xc3e15|B=|arXxb?hYi5?yernerYIwQz_%=5K-96lQ0As;((zXIA8$l z*`R;(zcxhxp2c6b@-%U5o-wC;MuLl*uj~V(jJ31=pw@zfF z(a;rCNex+2a>E`TGOK;cr=u@`YHFl=-Tuv+!c0~8CxdL^&$Clf-E9_i@3#L)?4(?b znY+vM@KKHJCmeC|g5Lknd@?7;|Cvu_v{zZ|gkA zZhfDh*!KJb9rgU;HAna32vX_K2J8uX({kq91z@`zxkbY$R#f+kmI3_j&HdHDTTP21 z2lzO9Jg5m$XsNk@`kXN9{tWwR0mBA~aT2q(C3*L!$KwN(|I@zXY{0YReS(Gx3rtZU zf|-s3W7Mcd23w;a>d8>?w&}$4+1qyOUdQ!xQLMWq@6XnU$LqVx>n-<1EQeu$h60oL zalFvrFz(EsGZ&0Gv(OGHtU=!sZ@Y*XOhC-t>-AR7mTsdjz5rs;=e0#vZeRHQVrmVa zUQ)d%kzKM48bEpT4#0mp>!$}^A5-Xc|6Cw~%)L)03u&Hmzq~Jgu>0I-n8NA0*HjG% zU0AzXoSTj<8~yxESh9ia^@Nep7@#~hKgc}5{JTSm=LVH3P>~$ zBl^=?!x=&)ky8eYANN&HCTzM4C+z!Etzs0I0gi7SH*^P@1I|snj!INzWvz4!*zEjjLI1X{%eS zq)52Ms~dU6tJRLsN}6OcX$x**=@(5%UU77BFhEN#l)HaCqv`TUj*lXSAvi3 zv^0I(cfU9wM|ny{S8{ovst~)Ub7wdVsacWO2h)EuQV)YOCNeu*GBelPZ1cHHuY~S~ zRA}E`42goZG9juR*!%)h?HX%=o=eT_TX}G`%f5l6i3Z4poN!fWVVQ-$ODI zQ^52NOr4N}bz}IR10FB(IVa>qw)3B{{pgP3R%>hkeg}{Py2i045rmt~p{kE1;L;~F z{Zc?B?Z=Xj)?0PzR^E@rDW8Cx(W=3z+ZtVhtSTu3&(zRzdBVr$tX#p_84f$G*Vln* z2exEYB^NRFoV?&K`!+Rafi#JN_=e}DB^_idrcw1J0Wl6>i6t3BK-_xmz}xDM+^iCQ zGqOR!@L@5hrf%CJ5JYyqxo_TDxflZ9Xw*NIa*_154Vv%b z_c*6Z_k|~bnCNJPi&0gM!KL5`?*(62yLykyfCzUz7`oHPE2~fboob71&f}rfqcN`Z z&u=XY{xLY`Bp}-!!P`^cAO#YLK$`Cni(VKs#SNgtf-=;qOG9wuRExkx`~CC&mr zPpQwWxAIyVA`}k_p(x#U7&thht%Mgv6Ab@-t^D;Fp)R@KVPGlz=*yqayAV45IU|nN zWijp!PUijlBlmX5qaM*P0fK5TU8{T8PpGZ-gKJX$nUo}%B%tB{I%I>Fw|l3U9^K0xbq+@+24!4HWP46)A1Jf^$<=?&=E7`1 zn39TOe{GoV9RmkhnJE@MRj}0cuyNY%urb+NUfsupR4 zA7!ULU4&Wbg2D+9IiMYm+KH797rBOOSr8qq9T~cssm79ktOnb-u~>B!%j@X$RH^{q4m+w&|4>r>mOCV{Xj@@VqZ zP238^5;V}h6(UIf9~!O$dyT+h2p{`|4(h@zEtZyHiF{H}e*5KiMZsx(7WPz)K~YLQ+QnNdb>&|2-_Vc=)BVV@X%$lthPMs08V@pRi*Cz*U4wX&eZ zEN;ADYmI9CmX9~aH8XqLa!*+ zV}TFeYb@YLvnL=R@o#Sv&!ir32uTh`Bef#OuQq`k=Mk!MwK5p&xMNX7 z9RTrDfOifAl37oI&A*0;z#${eH{&9R3wFqv?nxMFq zDEenVE1pE7sVg>ex>e|qYj#a1CpvXM(jo42QnO62P!gx9sZ?!+X5OcRwzBxi#(6JHp9mm7Ef1mLJ z4)O{I1jFw;9i%|-^3p)@na$f@Rb7Zsv*D3*NNmJ=q!EOs{nQtLP~(#NfmX{Smf#*q z&bfJ`7CzEcUmVXPz1l64x2%?pP#HFIj08eo753?R1*|!-AVneQZ*{dk2AK+X6rz@X z#?f-{52@A8FrlK>rHwnpO6VVx>NE&bYq))JPO#R6buB&M3#JrDJ4YYmCi0`4brr*v zG>)Gm7h3_YNeD(j7v@-4(Y#8dg9U+!S}=3%iVBI9Ard4F+l|`im@*Cnk%664Znhd2 z*{U4zeY%dFmP2yZIrq5MM&xsobxhsdL7Il%E($_~=8Yb|(qTn=^yJ1^&xBj95pO#+ zej)$1+x-xs2_3=q2)wJ2g}=#LlAB0ZdHZorsvQdbnO8PYQNL8p0scLcav`vg`M$OH z&ZmEDSyS~l9V~~UOWZ0IUS{8)+48+)KXGh9-B&h@BY$7_zys8O!ti&)<@oYL5TUD& z)oFQk7(ON~9$*LaB6j^_jYF&~a~}5rShPM`U^$RFSj1_&6vb z7rfLEG#a6R+QO0g({+4dD$mpLAIkQWlh>;lS27q&gX^L<&VLmcLse9{FBMBHZ=1Z) zdm5(NhARFM(rQdl+4JpIHR}(XxfYerZ&>q=gE<<>wD+wDI{(CNA+sUqTaD?@ndr)} z>Pfqh{T?E|s0JB#N=`Svm` zmu5LQcAd_Qv)Vjf@vl}(y|mteGgPHul zlj->ZV*>D6*!I*XGf2(1)t>+QT=2_`HG{d{i@C^#Ho79AHLx#6CPSn?%D3w3@#>16 zMLk;n&Og*OcG2ODdSz^hth%-|PGRyOPg?Aix#K6GDL4k!Mtd8*pQUEy*f_lWwfPo; zVM(?j)%h0g%60`AAUa%j_q5_U9hM}AKIumRK(wrx`GtAgsB`Z|8)Nxg_A0Ux+q5UY z`ld|mlh%e{q$zox>6o~tYnEO{Ll)kTe>?ugdRv#BMKneD=VT`=n3KBbj%GO-^6@cX zcjU-H4q$U&u z&@UIr_uPz1HUas<69K6NwaX&A4yvEs#B9u|75c5%-0G5Xvbz0`oBJwO%uI2IIS97J z`U652^@X;`zq%lzDJS(PJG+B+JR~CGVkAh zNX7Jun5m7Ro^kO^l}S)iY=MQOqejLDS$MB3guLh-qHQUQo0YK}8qAHOX(H!wz(*-H zFyg?WTc(QJ?FZdRymc%JEB?D(*s3Rd=UDaoOH@d6%VCra3|aNz*U)QKd%SoB_Jw>7 z2E-=0Um8s=#bzpF&g3~w?;Cc3YD(T2kX|lC%MTWzLmi(!%i^XmsJPzCcqD^GhnA0Z zhnr-`*@DfQC*0q?w=-kxh?~Dy&Fdfw5X3mTz%@4{t4F+10rQ^z<)J2!FO#Y>mR}YNhIWFEj zi&U+=$sLC`C98glrHX`w)F-Of@k;d$7%GpybZG4enNv-2qhoYl`>^l^2(_{1;zI-( zr=q~~hed5s?OPS%^;)~!5XXF}sIYXheQa#rs?XY%oHFLz z70HDv*h*7)YvY^1B~COS*ft7$g*ZJfG%p%$@V%FY%UM*H=BQ zV}H6l?QBS`{wQE%UKHi%NZS8nHbTCY)#9?^aleQs!dv$4yJi`X9Py%dBervqIZGz8 z@EzAMg3ESrt2GNxU`COzuQ-Jh(prXoW0z<7$Cc!Y;jcIde@ZE(rNp#~>v~ysMN*;Z#l}+v0LQz@?h0-JHW=KkPo5Ol~Y1XVCJRm2wU?e7&l$RYZ5JlC>0V`is@LU~N|&kNhSjds zA(#siYOofD-x=2A9t$Sf1*+H?L+eopc9DZs4(y;me>Tx21Nh25n6p=@g^>-GqTdQR zxIJ~``VXLU{=kXSU6+=Z(;jd5&DdNv8X@xW<1B^IlFHJAH*nC^q?$-dPC96X929fW z{80~aW);_b#fLD*7D<=Cf``A}P^h#pR`$CdwaR+b)Ja1`XX;flR)uoxV0;p~Gr1|d4#cd4`dmxzcLb6VAm10kz1jpodP~~@m?U@`(h-%0u$JaT~ zP-vAllDv!?Nd4Br7^#NAtw~t94yi=$sp@a<@aP{lO05`0z}RN`6%qPY&Ya&91~{sW z^EF(Um49HWtV}wdMHlSj#nvfyAvgH>9W?E-L|n=t1LxWrrYn0Iw6DVQHbc*#W}>g1 z;ZLS2-!Ry+ElLLxN)DWq{B=mwqR2rPQ*?C0{zdLeQ`$K5-Y1F_X$EzP9E{x8V(@vS z_i|Lo+do`tv=(ULcwz|L^?g!u)n}Nd!6J|kR6O=AWD~YWhy(_~Y@e;&Wa`uq!DlE3 zE}kfe0u&xAuGXVQCS%ZNm0EttaP~5Ro5F7bRXRqF{<~6${HZZY7?68xHs?CdgazFO zgBb_rU3djH<;~Laz3dhuw0fJ1c4JHX?-YejC7CvJs&~tv0lZ;3V)q){8LoKzrCBkx z&PBh!n}j2KMz`%)FAUw%Kr{rEdCN@37>sn20C7x9<%iIRsz?To?a0uQFzb;NyF}O(oml}w#P%78B~;mOgV!=j+*F;h8Tenpe5;n=Lah_ETbMNBqRrqjj z6)#j8OZI|YtVD_+oPtBgE2ObtQBo`M4EJv%I(rrq(8(Z?L(|rJ-*U;}np}G1ft4#M zm}wonzoG1$t%>4IC%4_EW?|UzEWDfJ^NJT+ei#uWQMPXZZF1({zcN+*WKoh+{cTv| zw!*=!ChElwwK*PRa$MT;Ozza_zYej=()JT4#V zysf7Ahse*corK&HKuGE*o^p1Iu`8eIjF0adj#icE#Mi@FX~A#rS=1fQ0^IEDxQ{tJ ziS!Dqly%n(A@N@3SK!Eut!-#~Z_T+{gSgi1$=j_-RF&^?Tg!8l&+e<{k+m1CSHf(< zt)v^*K~hh_BF}wa#}W(N;pT!Z9!7U(E%cvI2d~@9|KGD`Rz^kw27>=mGI@9i=ta$~ zoDy<_Fu>SZS^qnV-q7YuIN)%2JW@?uF@#6^hjcTK^q`{}WnfIvcnXclZ7H#ul*dS7 z`q_;v1`2cSMuNW*9C><56edj&_k8dzcH0*4{2HS9_&av>`Y-3>y6jz3uUE2StNZhT z{2TjIh8y$C1Z98g58EvOc)g2qtlBw3@xi;kn`}e6HvIDe5Fvzg9P(~4BKmBdDd*%! zSqnZREH(C%ll)eO_2It`cX`G%{F+xl%4RLT4o@6Yyzw~IHmCf%^vCPd5SJ2ut`lY= zvDpEKtR<2=r2l8PW$1UV{z&M(eprq)u|u=ktVFz6$!xtIjjmPd-mHwP8T%~56D>fqUbV%dsCO74PNQv92B zS>byxe@$5?uesAubgQuoRh}tl`{K~9lE~@b@@a0Bdenjl1DxaA^z3Vu)p%H+L@XRD z@&o>yBV5Vv>H;mo)Cx0q9}~UOJDi|*)#@NB*$BB*7?<|?xC!RK*bie6i<8l zLK03Y?O|w7byx`<)PsuT?=l{2^KxZGf?rSz7Ok!VUndNQFGC9Z@f1vgTTlY~=7q8!m>3#?9+PE>6( zi+R)Wr9*z%`hyw{yd=${YcXCd3=8`tM+aFsrV%s+dx>;?2Z<}`?pN)D|2;0r&a@XZ z3UWjJ*#z+mNfT#xr9B%)4xE~lSx50-N+u2#kY=lw0zF7Mf0>-blP3I=eW;>5^@qQM z3S%ercJuTTI+b&gzqmsUk4cWmc2qTa8OClzQRj4!=qQ3|sU*x~t3~u@R^&1=YLYtW zE;jV?TA_mdPxI06IVLz+Dd-WJry0MbyzXAbKN1U;wRWZ^gnTEXC|i_8!Dk6bHKY7> zfK=sW0HNyK1lFWKd9AU(;i`N1hIqHAXby9z6$|Vl4Qz5fGDBj|#c+*ejj%mr7Iu=+ zZV=V5lxCMP2)n6^& z_9p8%0s}b6Z;rE3YK6Ekt204^sbZzr_VPZI;B=EJ8cxln;Yf}_ok%B`Ohf^4rJMnp z0u5FK%%x`1dOGtxVEuZS*&)50p~ohyP2nGfkg)hgx;YqjrbY|1m6ANOk|sh(fJQv| z`PVf<<4*fP-ocBFFz z{VM64@e)P>v(9KLF}exVBRtqSXRuPtjHEWc)YK)OW1L*Pkz0@&x`oUei>B3fr#B`N;i-UwbE2*~ zFw8%L=&}n@U`i!*JgOCzd;XjYyhMJB18#!Qj>;RsJ zZB9~$XDV0$&d!AVs@Mh+;6uH>=w9)6?_C=f*>6+HmFgi~A23LMdOZo;;y{8`foZNt zW#Js0*WJZu$tgFEK9ygkrSpN-sKS%J-1;>xe_;;i3&|yUuEL-~P@9~N!{|VNFVIn9 zjl^QjKvR;_<{DW<79^~WK>2-*BmeeK%+Yu$h_GdeyFIN9YKql*0jl}OPz0a|Ga)Py z_r!^&?i={7h(eVZIeOT^Q{CKSYkp!CPvUM)g5!)6ChAA@j1^fwyxO)5it zr7|PKTN7PFykC0k66X0CnVm~eh*l4}{e}}aG?pP>0W;vAK}MvmyGbdI+VBc)tTmjKburc|Hg>02U`+Z@_!wx(ppnlxfE!yW&RRqSAL{ zUNEu?wR$e*;>H)+KIubTj)eUO^u&V^@3n$7IOnZqG(Q%989`<(%GaOfZQn?Lpb|r3 z$)gq_LC1LJ-HPJY!Ha|cY7z`Z${%eUdYdMi+{+czp`B@}WyHBfSM zP?DkMHNd1U6%lN|!j3qi8EXvB4Jri~bF`t{B4?f1J&}Axh&VeKIT%IA@&WNa%O9$Z z)uyy43I;8yH%DY~%JLKZu_iW=WoXu5|o26EjF9(h`iny3M;>s!%z= zB&S6U&d29uy@+CAWNetf3#H?I&^vMJtoc~e4rmLtA0EHuN23GN_np-U|C%PVZ_ix< zRyN2DK_p;}Y0+XKgm(ik*M+Ok2-E4Dm!KR3UMC?`_pagFl@%ech? zP_h`X2E(pOHCwZ7I+0O~+r>rHUb87fOJElPry2~+pUq#4tF9CyG6bdY4;pW$Ey`%7 zYIL+0=0K1YkVO+4S146Q6AN~6j3ADOyKiRvD+L$mFb3;xLEcgo+dt>v{msbaLD=_b z&iXE5wHrg09Su+8X0vwYw^{Go9fbxL;3uK3@dKmfY(5Fk%JgK{|2UZmmI$p%8fDM) zd?c(5eo>-*Bchtely1t^9)2&y@7uZRLGdfFN=7@3`8TR^KmRTYhCD?~75DfO6KoE| z$ND&0ZM-a~jwY0WE%XNldQc+6p2Ae?CFIS!RS<5y>IGN3?nj$1FZf^sV}q|Sp!y)= z19r$?!-O1s!@$t~*{M^+;ybKwq~tvVN(^yr9DK=}{tC*;bs&@Tuc8ryx-bAo(D`yv zRYc?5Bom9EwIO4X(K@*Ieb0j(w~!;m^TaO(iQ5yCR#eSIXw&)jU`vG?y6#W#uuPBA zSk^{B-U^3#;>z5n`vk$j@oJ?U;1p^}US+g(no~Ps^)E0K z+mQ8SJLU7momXQHUK+5SB1mO((4A@&=k6Du`sjv5wvSSZDS(RoA-5-9kcQN?YP~i0 z7$L10DNP`;9T05tB%A`dPwljZVBf$}NnJO^vVqDYN)s^#u41D;)qHvl__U0IxoUgK z>f)qU-jMlBu_H^*3V%@*ny*DO3_O!Tg1k&aGPWQq%TzuRoFh*djcL5=T%T8GeTuz9fvXca=Z9tKlT?IyAPm!6E{54}p$YuYb?{Ys&G8U)f>1gS~ zD*NlwFetr|D4J4Kv2He=VuUgFIh?z|e8S>+q3~9hmM5W4cG-X=zr9lbyfN5rUit+G zMIWV4vM8(Nw?Pf8Y^Ka079wV7H-;ruOhT;*f0v=!+}I%%P}yb!iN%)53`RfAjbKT_ zp=}y0f-T5bq(43;*!|HK%pFR=Yuz2#menW-lkNIkII-Z>K%`=omhMtJoMkBgeRyZac_wIo|*J z=b9c9O-;IvsM$8v_=5jAKewERf0w|bR|18*|9rt^dm`W-iNm>QWQI=reUxroTnaB- zhvy0Pi0u8Plffo5gO&UaYiUCfas^G><%KdYmGKmSiWZhiLn9oD!%3UN8hdNqG^Ckx zRJs!L(2c*$yNiL-Vhb@7ZnxBS`KoE`znaGWt7+`Nnj-%1n#K;3)tefl_CCwTE{Aw@ z9k_QZch3a)q>ViC)Ipne?7nyN+r~|M zK%uzP5-Fh_f%N$}gk0yMkBivZW!+aiWD~!C{iNLwim%2TQTrXnY|Xq?%ARnOQ0=!+ zEh4vu^jvM;o2|L?r-P7-pFL%D)BfNdj^ckEr2SssHk?YI>1W|X4ovjG-A^_g9bfJD zSv)vKTxy8rbXm=rXPD(|BX`iUc@J6o%T?jm{7s1&Q}p1I{NaU3YIep%iups}rMpAV4z$ob!* zIx95U9)?m5XCoXN0QEkeYMMMmgTC<%u?n3`gI5)%lbVe^F}F;^SEys$`uAUK=qn#V z%)hN43NhXMHqD!DSsnAbM(uk+adS1wQ*|v+qJ}ux?0q*0GcdlGA*00srW_)d?uUNd zWrJeBYyG0|{T;Lz>)&$2lc;nxN71K^8VL5WLx-GIlC0~3MyGAtwr$(CZJX7$-P4@5ZQHgz?Vh%E z`+2|n<3@b<--%PTqoOi%Wu2(KSFY=X9a70}KY?nM4aehYQK(#dLp~5vwlNWd&gj4! zP6$$jIUdlYU|V|NaTtsIpbaUO8{lpgLFG{_M?6V8J2fq<(P~EDS8o_ zdsC@j&oD7p<|`$DbSpyFN7hphox9QK<8-u%j*q#H5^joKSJPCJ0lluFHP7r|njatr zQh$KhpZEd7Y43kPP_-2RH}bo-8OI$!6N@U`W7QOG^DU~&@HnHVC8&bDEsM5S1RlV%B@X`&Qe2(? z;ejves!jzcB*{07`|oi3pLsu)G1uuhBUrL}9AnGF5XNVMK*nqK3`D!3Tkq0Ue=T91psIM%a)S3NuL6U z)G0U3xY>bZQD>=LUgJKPT1c8H=OiILl-G}D`C*pR<%ij9EK?VxnIC4+Fy#MZHYbQh znB`C{oaKvfMs?`aihnS(K?h*V_Ke;~tbf#fM-r)*pt7SxU}+ng-2mZhDVJQ@q3~$i zwjagifBP@-rx4n>1g{adU>gAKkoNT1fzSvP{}qCKAP)Sc7(ic_6Pg1Omv7p_QKct{ zspV}gNuZd+^s?xRKAXy62$q%o0M;?w*JI&5gvGV=VjR;X$VghRlUTtsJBUf*6t6!+ ziG9^@DwQQ5!*K<+OYj;tCX!;p$BsM3OCX8~j1K(wEMv(KvPoq;9pFsGYtqiP6T$>G z{j4b_a6~;OG0ckPjBhxjP2y`x&v8VjuGprxK;%aT4FAa>{XZE@{>b3=e=^WldJG|y znVkIXg|KlAvN#jVqa{D@ev%2bN?(tRe`5Lm!*P?}55*h)KNMf_{*U4)j>n+Lr`uQG zfqOv7=gub170^yY0EA^}@4LMVIT@mCa#4l1|`*HivemZ{O*4qAoyZY#VRR@nz44k~;N^gA!SH7cn7GL|grRiVb z)E84(=~Dfpt3%EogLQ)aF<8zYSyfE^A6Yp`QR8RX@uWYTcj|yldn-5Flx84A>m5dy z07yb#<0Vsq*Wz;?EegcLZh~juNOTeM9x*g-hLV+U8wbBy<~;p3c4_#myn8i>51r!6 z_U|oJ$;mL1r0(b+?)Eo(HPd^(5AW7*ggG&Ac)9%8II!dSba?7{TgM1+X-@Q{orAn~ zGoN493ziRk%ET@ZGwj4h>_+RB4y`2i0Z|X#?!tNyBWgNr?0-$=d3jp0`KaC667S8@ z5oF|Mi_I=JD(HKCc+EY&rry3NSEySB(+0+&T09qc#s0V=+8m5uUllEFyfNWV{099c zB)bJ8DgVUuu%;7RdHvVX?Mg}3^Rk;>q`{A3bI614^G>NpifU)PznT%3>@yZO5O5KG z=o9&}py7s}qT%X@=H1K3j6msFge&L@y@cy1p?n9?k^AE@pQlFS1L=z`bhybWPhKDn$Dcq`%ShfVR2~5&n(Tv zD9*^UB7GzK;GV)f(vydS#KlbWM!-c7foZ+nwD!o#EP@5Fr@HCVuc;{+Hhe}kft4dB zwAi36S9dpm>pQhj-=sQaq(C%=k;9D;3$jSNQ0ZDrqGE`|8mtX1=PjCr*IDjEs zKjfJx%=MQ>Q5L5+9*R4y-u}I;9-mF7P{95Z5S<>S=7>H3MTln>-i4y&c7P z_4$`H;o;C5;Y|qp3dS!-(H^T#3XkeYXAPzJmUJgV3br<`R9ZIa#7aOL$9T`3(*I=Z zM~APA{l*$U&v}IeduJ&%@&*KlSs_@3>MqrpmMQ!a#(z!jc1B{@{93j&{DgadLC#K6Y$D-jkMsGE?zw1 zcq=pZ_9h}%c+cK8RlPpC?^Kx0ji)MTb`~}je}n0RGm5dYK$-?8rvkhwP?H@RpS}fkLDVEKjEzw z%4tJkf3}^+KI+p>-DJYBk_cK}(kTH@EISGs*5~^?p;43Wi;Z?CDhP6?#eG~&8eBqZx-4NSb=mOfj>X3F;s){!nn zbMusN&5E0{>J(G;3F2-waVsaNg}9n=fQvY^_U&9N^F<6Qr)SMGbCj9T zg}69V(AyotZTdHHvnFerwo%9tHU7T*c+noecC>fW;W2KGsc1{+sY>6bM$v$FNFKuK zA*SUN2^oY_h!h;U32Xy#k`J+cb(cnT5Uc#PG=OcHQcB^<;gqPGjA`;LvFuDqF1xiv z%A3jrki5l2f-ZcK(e83imha%P{>8AwjSMm-_ATL6MZ%<|)8M?ph5htG{>PJU_^7;5 zZz!)eMvYERgvuA%1zUxxSW_?sw1LkeOz>KXWQ(Z-yr zEVyTYONOg{JJW)JcWOMT2r(ngfTZ<{_ELhs6`xfA#Oxk6q7a&lZW!EwT)Jw_D z*WnFX^P+IGR&!4?VZA!obPRdZT_>4a*7KhM6AC8Sykj*luD&MR`lkLEyOz-k^CZ^~ z0QeDQOxRe*H)s0qAjvo6x(!ImB&=N(eejeT1^JTI=5YR4=E}g56@?3%F!ejQ>4;Sp z-KnBZ=)pSOrF3D=>N6NR!Y;VUX2b`8@%eW?gnx9&k@RlxS2G_`%_QR*a}!UqzkP(k zqGsipwOLWj7AX<8BnS+e|9J=Sf?F{tAkx#o#7!h`@7e6Z^262;*|;On!W&LQg%5MT zNC`3lwjxoGf0)?9RXPlAxSP3(?&WH9d^2FPEk;xWDKz55s$xB<h1^A_kY>`rDm!Bgb*Um$P!ZpQ`t!2H1wU#Z4uD&mP|F z64_1$%uVq*-Es0xjc@S%;k&{&M1tkS_y4`m%gVy}Uxs#iunsU05J$QoHZVG1SaZ`J zhXc`XRpX}KZ{Im=5C;)+tXLkVNf7ab$ZiipY=>M}wVJ5f2hY>+x^IA{jPj!~LCRo`D*;(1wLCL|Zp zY^nNuG!@*NdDM9$#^Tf2`GjDAY+{If)Tyb+&|7hSG9fo5m^2I2ULR641p5)*5NN!7 zUln24kdZp%DQFJZxN;q_rZVEsg%Ac@0&aIw;8BJdxspezD+y_7h@YtB3@n%---J@H zpfl01pfl7P8J4>|6Bb?q@@0x15YtWA?*rLX*m0@mL?W(oc4ktGWpMd~Mr)7@r!e-p z6XFWJDf$Uu0zR)123y`}X!;SKZFQ%S$`w%Q`*|yf4A4g?_oK-hFwz`s;eJqeYcR2D zk@SHM`~gRHV4mOQq-ua*R6a&%@&pw-W4qe(0PG+Tc9dh-3yD-@wD503KA?}e@r-ui2gJBy?ZCwXt4EQqe!l=N&V?L zk#TNX!VsfK8Ot5FJg}@u^nrhgFSzSc#~91{kkSMaRQ9=kW|#(3xX%G}PAG7V5_)J zHwV`olUT~SY5@0EHoc%A6d|3mC;L&S{07PATj(~Zkw>KD9`J0K)KASd7a0v;* z<}-8(yZBf(hFrX?W3~78-mRNThLdV!!0LI}ieKly)^jW#Erv}yk9w`9&3=w>1wfO< zJ)g0(auURwjZNM8I0Iq){SD%P!PtL{pwuNA% zmtmDa_P%H{yE%&k+M{&3cG_Wjk%JXBWk>iK%%{bAg6b!IR4I@aIB0xaJmhZixE{;Z z-}v{*cBMSRYw2=}0bT2-^XJUnY({oeMBY}K7`o9C! zF09~DUE6YqWVjyhLME^1${uX|;S%NQbj$*@kaz7i(@G69x-ATt?WMu}sK+Ry7O+=U zy6mBYj;gRhU{;x`knkkiH0oZ+Bw7thu|GRH6oBRI#9+;eRY-e}taG-YqJas(93)bk zh7YbY2aZa!8Ie`vjv5bTgQU(i>e!*Jn! zJb-U4xvAnD%E33odsnWMzML3Bf>fF>O>zjG0B!Qp>Yf>S=5wa0(@$3b-L+1ygV}D_ z^%!Rk^)2(PNf!$uw*AN{z+lxj`4b{`+K=w^#)vOHpX`6V}pUe zZ7&5-w-7B_v_%0?ybfL>o=5od2??0yCO{RO`{u3mbHRR%Yqxi|Y4dse{4$^l5{jG1 z=|ddGtEwjwz(|*en3F&&!p}@A%p1vmm>5&avfu%LsJ>_LYt`!VXt2__^7R=*c>u#o z>m((URhLl^NJG8kwqc7IOwfhif0{;uh$5vr;*lhRwe6hVt^9}534)C5zOqmE3W!Z$ z3^ILz7Z$msD}U;CgQN1`EwKOP*N>Kd;5YW?Qt{M%`!L@ueDY=oH(5O#ce@7#AM-Vl zZYSoWKQ&z3pMZg+cjeGE|8JWf&a>S{>#Jj8ZbFjfA7{_;qAD|u5PCljqUU^`OIx<@ zHDu-DtA^e_t!%uy2|>oEKlX5i_dn5?Nhw73QV;Cg2Il!9%0i&C!aM>?(GcU(e{u-U zBX>l^;3dfj*_M;%C&|pJ9S@R(YW@@>>hd1yzP)a$*$6!N#HS?6BCI_VzLJF z%wQaa>!L6VOwBSp%uJqS{kt@FViECVzg$)Wuegu|rLLuNuMq@~KY6swJOGdBW@H=4ZwKxkbK*@^kB9T6(2dNTeR=|NaqVWBvagc1ou;0mcJi9A+{{dF!Dm7==rHUbYn zll?DAx`6WTP(qr-0nj_X3GhpV=p_*7{Wvo_q>DUiZf(s2ycdKlz4Caea9D&WoTJBJ zP={^K3fKd_5*9$Is;33$zq{@fKAx5((|Z9*{NKLcPs`c{xs$t{835HUD!bg*)}mRR z@2kp*-W>Z~&P8wc8iA{KkEll&zf}LctLryat5lseh=*(Cv%(Lx&CJ1*@4Nd}2IV5j zW4yaAw=X-|DINZzrJhHVyDrmzGUW~i&2Do(m)#?GRDKpY-yr57yFsGoU6rIl!lD4{ zG|Ae@f~oSyy?>usbI02w%9{d`y|es_Z=^k+%RWn2<6AcAA`OI)J}}fYqN;?Ty1C3^ z8t4jt6;iAO5cs~*YH!<_n=b^q3rs6k3<^~dCp@2OzF+caufA=o+kzH=sPRIe?D5T% zaI<&1VTvT5zzS=O>7_qRD3iMnTg?GY^-xR2G&T-eI-b-}Fz4r+K}%-N9W=z0uCLXm zso~hhPgKyQBvF}{bXP|ZUSA%VGAE{vW1= z(>$V+p6|N?Js*vju*KOnyGejn1|JeH7G=@G$x^_V%-4PG>q%=CDpBa>_c9>-tIZ1K zj{M#vzwfmYJD>ENS2DF%A~nr&Phs0tXO>^hp%y4TkXRGuB@B^XzjQmmZboOIs85VmhSdq<`|jj%RcpY1&&7Kh zz`ICpgt!s(PU4#Ayu;Xotg{{POC@K{HR;?kuXCiPsp83f6Em2eOiTc?c2|Fsmd5rN zq^6H@a7daD#H^QT!3xIXUB-uLx%fQ5H*`u8*f2@a+fS+&qB>@H=zyVgM<=d11&Z`Q z`6?YLb(2xCE)$lFshcp?p+BOa{))eQG+mUEv#*U`kIZMuh>P-7O?880pR|JH!Pzys z!H>{h$u<6Q>lSHM_HPC(tvC3(#{M#c=yRn=dyz1xN9`!2)hYDeU3;7mF=& z5BJ-tHkab`uC^>h{6_a!{rwl>=cVK@13ky&PohRfPOys62GtB0(ja4UePxjaA0j0| zMQvPXq3tLaHzGkmvi-ZpVc+b(`wqwI1Ffl|(LmV?NVU(|Y@ z7v$Zd5Y0y8Y`6)wv^1!)3<(B2nKwPq?4U=;qOJ$DuqNs^e!NCWW1v2PiOjON`Pcrg z^_M>$uL?1ujA08Pbb7AU@$+-Yk{n4a(T@#YPGtvL__$v#ShUUN-Jis=OW|(F+$wdI zeabIQ%o8;LIB*+}f;=1y#|VqMbO=(=-DI20Mg>`%#C15e%yPv2UWp8~e{(G!N$+XA zuhc1nH)oSqSI199gTTpN(6l3&8dlyb$Hcf5Z{ID4AGr}A!Np^gowwV7#+nH6QLH3y zh)_l|&Qp(#(cscJRER-zhyD!ve$R?I{Wzo|$rt*l|xNn&5{i~{veOvy%XH%ifa@HT2pQ*ia1 zEcOi_H;9)ZI|r26V2mk^kE*hM&qB+LyG-E zn5FFDjeM&jZTgRiCI}Wa2bMN-Mh=(PX@2afv{ti++L?tV2*Emhp^FX8S9_GeYHwl- z3o~erPq9H|E+yHxQN8JQYyKCyjiF*h@VKSZR?kb;c2I|>hVYH3m38ruwdaSOa z5L@*YP%}h}jUk2$Ypj=OwYxNnoV5lo!SyIZ+X<{sC3lOe0L2^5P$7eSycFVtNTDAZ z)-8}u7&Nu(ov0T6W*&gN+@xj~!$ZJz2U6FKhxO@cEVJw?wswpgb+*hf(QY)dFNF$V za?aOymj6R2%eig!Ic*}aL<))&K?U>%snvH(5!9$pTh9J28Arnt4wE)EJl$lMp%Xxt zimIr3_c;H$+@RtwsDqtdC`h@;EI#3}5f;eIm9MzM2z@Sv7-JxG*PCPnoCDD&z*^eE zghEPogZ~~wB1sT;AA8Ti40)(@4KobTcjE)v4>`DWP)xE^A@ZT=wAnH}c=%1>b3LU7 zNgV1Wn`ai#Tit6jX` zhi{pneVtYS%cy#aLfdA_5)%SP1S`E-gae8VXVf4t{7nULNMap5r45x^3L7X8H^ncp(cW!rZBO9MCL-94%(eyJG< zohL~F(^g5XTA`anfjOa(e_=lt1GEoSje5kNMXqA#6qqvCI9c<8IzXXX*ZPd|;LBOG z3u}l5%^3@=oKixq9{u4yuQ@H&B=3C=C}4Pw3LYU z=3Pmy*eEHpvWYXNn!yB+O`#Y*rO7JAp@x`g0tgsbIpjj(UI(=0orMX&`QMPI`mEJ5 zIvKM++D=MDr6Y>N0GG9lgmhswNN}+-U1)w4_B4ebvNCZK5Xvw1e^S%H!ne6h0dF}Q zy?h}u>6h%$;iyCAsKlvYdNd(T55!unq@z@zv9yV8{j%1;a>Ke6MwF@Hzl21rFYmeL zx;lw(=+cIAoE*VNe?db4G{w~|6RbksD6{XEN`?>)RxR~2(hdT_n@fGhaRcRs@>7eF zGzz(4V8ck*+-7`r*%7HEPKoO5XRkoaTZ@qO89+8xEAf^qu#iCm^tI8)6=;dI{b?D2 zzR35UMiBe-$8r(AbdljS_@U46HqS>H2T_bqr649T(>)CBGU7)8q$4M^5uv4C|00%A z%%Ongk!c2nk(xb+R&Fc`|0s%9$QQkYIr05O2104 z>J7lpi|rBTug8@GRtU2&jm$Ww+=uGqNE5HNaxuktZpN3rhF&6>vv;0_ux4J;Quh1q zRPOVGB7#>%aZo8jyh?wUQhY$AcIDW8s3ELs=PljwPL)>Og*7WJK#?p@ZNLWmnOAv8 z;pM`a2MnTg{>@bDY(fbuadu7I&R#UqKw5l0VYroX5t~W{psuikJvqpl*k!IEib1=J z*NkS?Y?UuGjo@3?p^}r&=xW(T>vW)sQM!)fLu`)p)VtE+=&Z6QE%7jT6N|hOM63+a}%~V`NRDW@d4csC7K|Uy!hRh6QpnrK7;aOr0WGVj#(DKfvY^Q7Z z-DdLjBmO(@*qwq&y^NefY6zS$s`~O-QKY~h2`DWld=M^&S30jG9z$E{3x-6yPhM&Y z-ZG=s0nJ(}Am!5Ex4z6Ekfi#Z@Cw*@CVQ*`fa==zoxwpD>`0jg!(7zB#J=z&`#4RS z;QNMZOx`TFN-eGpWoti0u=VI%hOE!z9P#)}YU{CW+z|VFH`e>u!mCZh!BC|XJ=-jj zi;Ic%wEiulgW)?5IA=2b`OW?-FlEIy)X|5kF+3gJ8jit4+IFFV9c^u4zKc0+Jni8` zfLymy%ox8?Q|-uaDkf$H4#7?qZ*_v^|6YV`jWfjh%!Dmq@qEcX&{?w%e>MR#)I`9EszGgRqK9lo{>4r z48kO6KDoJ`R}J~NXZ$jI%NDV+zQLM4fEj1_4)g8DQc72u3y0Skgo8ySQJLq>!F=gP z>cYBM$3Dl~Iz{I*fqJuuXjkf23ZJBkBKu{3r!bNFZR)L~Xd-P+;FR&^lx9fW;p+4Ga3Jio!ET8&WGgRuEi+|N+}Fm)H| zaT!g(d7gKWLCbI}{-+{zyz>58iqg3*4?NFaeq0(oVsiQ}&)!|4@h|L!kMIccfwg?V z&m0t=v|ZnDsj6<}8nY(5;f0(ZCo;~h~D}q!P_S_}eC)M6enJD75X742v zs=!=yJs(abiTK}=^h-}EL`b6V08yV@Ba?A7t;c zYf!XNP$q9MI@k?pyRx+k0;iMMxA}zzU>3gKQqu@fb3uYu1tp%PH%0J)}9?x=* zNVWT(SwWoKP5})@k9ny#5k*C=6S@rOhD7-v%>{lXh<14M`rN^O7e_y76ZI=qxtQYZr2ghrCpD{!VDF;xkccn@^*3AAj~GnPbFIdu z##cfpse-1$C{LY*HeC1lCf{F~J=#jvmda-tg>1>Kmwxz5f8c8F#-e|lhQP%T8aZh% zlv=@h7QFou`#0>BX#3BP7Eqq(PIYt@G}xnf`N-h+*k%+Y%Z&J)Iza#3Q+S(ALC|P# z8AXT~BHH@LoHDJ_J|BtU_MWF>Y`|JJgzGZeQ#V0JjA?$FOeeSKYR?z{De#Q#rpOB!xrSR>1SXZMwkJj0$*9q0qHavUGrcmG z!h_hgF{;2C?xGpIKs#q+dnR;qrcaZISG@F`N{o+wNew3n{~%kJlxAFA7{H5zS;AJU z9cokrnY4?7LJ1Aw0KhkAnVL0gdqf$ofbhk+H3x38ary?L#DjM6lT{0fK(lVa?00=~K>Azg*U^ntV=Cl#> zEjC}5oqg`i727A_e*d-{w$C-BMEz@`^l!g7bcSwH1EgtgD$IQ?_(DTPiV^JJ!wg>) z7VHCE>O6%yHGl*bbVhJ2*=)rzm+dsThPpSn5p`#w2llatS4I4~mqj%DZd9M$!z|$slxn(~IjgSgv)JpG_$PG950~g}My}wQDV=2Tw)(Mc>wS2Hkop5*wsGJ- zNb5^ZT(8)ypo2t4dC9qG91=z5@cn)IJBCyJNv_Hu@Ai1PUtl7u$1Kmi zOFifPi*L2wgVodmH{-&Gyk5(b^v@*gnuz{X3f7hIAL&!?LlvKN)FBtrcfsBi{)$>; z&1Qo8IDl79B3fe9pz>DJsNXkc-yzPkkDr`7S8*f(h3ao-&1DH`aplfzrn+<2WDX0y z7k{_fJ5g_5WcCN&CH>mh423(WNs(d>*w2%g3T`Z&zCIyZmo%)-M{rrUY&?GZ{*T*3dXT_4V#pA{g z&W7H|9ciKWAgEQyn@aXhL>#AJL7c8q2u)m)B5iT`qnVZ?`qLH_@$F35ylt&Afe!4O zx(~p84yuE;3?1ysP&rf6C0#_kosYCr>CfK+4ja5N|9}7IawR8*QUd?KxrusG@uWQV zJ%$?^zF840G;4Te(F1J4!H6PE_v8d&WrsC#enAeKiYMId1Bm(rx z2?uxa(QO}3a!ud0y*;0srBLZ@qNUmGA8+p*nLUUYUiHTZ&3Yjz=>`DZuQ&3Lb|@pW zx9`tU4>RMpq4Nim#rTOlz{+l{)OYm5VSZ{`iGrWcPBFo*c1f?CKljqC?AXS262I|J|f&-Oc?0y<>5+i}aiM({UFzhk8IJpS6=&$mgAc1SRrd<>kWVVY)4 z97DWI9!2?C-zER)X1|inso;>z(H8!i>7UUz;EyZnGRwEAPJS(104_@<{`Tb^*#HHz zbD0B!iHB6&XA%|qO62=8(>GD=C*3#wsO3u(h=?JqfrBZdX0!Lt6?3|a37OZ!&SvuF zrPs}i`0MswUgPQshs1lyKWtUU%d45I6t4QSI>q7D8{Q}KM%T~=XHTtHG`i&}4zfOX zg`Z#g;%O(eX_z8;fTn2wdG-AwsL8aez+Mp7P*`(p5;t;pw->=eS_XFCuD zbZu`$ri=kM)IMPik9taz3Rhr84xhZVM9YNAS?z*Yj4eX3u+3iZPpSWGlT-Zvx3&xO!*u1O8 z=a%k<1o<0ltSEe}uI04!QySQyopmf4!z@(M991r_Jg z7VxdEEqF*-8`dUN)d|mH=~E5h*b>;}jkLSYZ2=0yZt#e9QBs8HREL}j#dou5x`S_& zHq=cw;r-kT?7t3m-;biB+6I(iBv!QBhJ8wqlnzXmO=X9Jyi{%i_k-+s`edb|h%NV! z#Pn~80Qs&YW(n#IyN!PKv%q=CIchI8<9b)cb9SF`8$t~F#oq;5DWZQZt-|$gTbr+< zUTRV~co$%S<$JP9MnNUH^SiwtYa z=yyy|+<3z1Vu9(MK+*I(AP|{^f*j)8_!O3g0L7c-kr*g1NAQDsB($v&4t;fg)MMnb z_oL*eDbqBu_P&OlClpW$>=)?E{U?S)p#{0C0hY}=vJYeFJaBZCuv+zR7}W6K(S9S% zYIq*4oko8Rm%QZF*Es%PDia(UEyD3Jz{&Fb>jDJtc={Qml|JjMI7#vCkxo!yd*$k&=mG znx+5`l@i>3iG{0bvL_`+jQGtFpK>?Fd74c?rv;n0RI9!?Tz6irWBSOT`|h#h2e7Nn zQVUZbL@W1&&n1SDJ%dBCpS2J0|NHP!^;VV?N|f=o74`;{RsZS~tjpOhNwDtyE5IMw zCs{b{4)nYk8lj~|TWs1?SBx|4#A9untqO(QW|yCg9Qn5O7dTsH7gV%L*@bw%aZYfi z)}Ik%fBOy8m-b&l<2VJotmt_|7t*zshjLbuY{SDQ<-_^vo-7H$Lq(-46bU`ow#Tql^Z|i-lkt4#&A;8K! zy}qF$QqaZ}P&y(A$Q6hrKcJDtJgT`*qhCobXBK}RDtM^}z?HZTkWlhizjRC{ zAT8Kf)Q}{6S_@s3rr#7SZv4|r(O@2JG2km4Pn-hzRIvr;l;A4z=>U`8yt9`+m22KD zL+*2P&@boTpHS*I1<2@>LZ~x_g^=R>Whtpv+;BtO7Z8clUWrz%ciS~ z+0D}So*ILD380Ppwf#zes1mLDe!1Rxp0=a$yau3$<>D(wKeHQ?%?&n}7dnG{L{~2c z#ggnd5k|xFfg{}6EmVcrod&1ubk^F21goG8&$>qmQ_%#K1_6)`65Py}lz>xJDLwOf zI2?>*H~XPaxB2cyns3H&zO|ROGknN>c)ZF>F&CQTWYrN z3SPd5f+yF!3*d=nrHS-9rqaFaNITSumsqIv!cucEd}~F*7bQf|FbNcvXY@O4m@fOb z-;^YIE^5bvy&Ie%Hk^>g&b(xuf7X_wU@edisP`h6aX&34P7hJdaFVhEGX`BGa=h*9lY6c=y!Xy!aIIoNLSrvbh@<#JWg#*;O^xBx5nTnse$ zvT7np?98`l(GApgsbz;@Gk!w+YH9ZXA`Or;tPb3omwl#8-5dyM@C3TKmc=+r1p&A7 zUkcMEy|&RGdsH4qIk*XvmPwsB>gI_CB-*1>)c{8)A-HP6mWVqBOvCmNoFa{EQ3>2p zwW{y=(7644U6spW8u+vvxkNU}ups<@(E8(Q*fMY^L-q-a0d)G@Tx^F{lCPkd1GjY` z+43zX_FIZr*NE)e&yU}TzfGL7bbsKBo#$P!~QF0G;YuL zncbytaZV7atNW+)CC;}Wtj;}~o50@bx}^m^Y?X`*D|3b}QDbXsuMATL7IP36EfXn| zn8BHm*wNN={NlzX%ucS(z}3++104LAfdLR!L{uTRpxWGQTiH?05F^xG4gU5;6T0Sl zx}2{a|0{ngI??5BbZSLIt>~jK0fv9u8^i2}AFe-yM(ojNGB;?wSvJqeWPD$;X3f67 zoQZ3&z=|v*e`LwoShnT+rZym1A(tY4*ku5L|BtR_MuN=!^1gAmY1DAg(D*X*X%H~! z#`RP|?&)@HzVn(&H z31mmVOP=3uW9j>&5Enp|Bg>i7qYrSEH2r$Ndv^H#Ql;pwp6x9L0C2n?yHG{K2L7L)trhXU2RWuwOux+vmnBu&@K~<_(R`$WYW?wilof>h z@fUOwl*87sb5&16kprCTPJr&wHcgAs9i{;cFWOoB)`?eaMaN1t{M|2{LN1Ai%V}ag z&1z1#rYs|fu=E-C$K=cCA~SUx7@>EJ<^BoMGHjuuVO9zo(91)@*c;yNRaRhwtVY%W zFP=H1j|{vQ;O;?IVQ1>5*3Xtv8MbfZ)Gh!7xqfC;Iz}@Ky)|y$#3Fkw2f~H)S5Ius|j73Q;xS79{+es3l z7I}Y_!wUfwVo*FNu1>SAYqA{#3sznJvi4B)r>Z`6vy=m?!a_neod9dN^*;Y zE|&=?^eru=s($IpUIF}YgUcD_e4tdqo4KG=6t;kd`hwl}U>@KHRTF2;-k8D!fK|Ar z1#n8>3xD3k6`Q$ih1&If59=q`;}kP`KqHFXQ->T;o;~8(ji`Vy2Da|a@D5>`YWe)- z;eIiN9Ft2ohvoS1P6mTL8~UUuUS#hB&AYbmwT=Cx?=_R>7vRQc>4)YWCC7ipz?2y8 zgvBowg97X=>2vYQh8TwYYktcV_3`l+ zs7EFs@x1$e02d_S@^n(`!Tec4B?62;N9~Lo@0{Qg2Kmp(3Gg;9$Vs_vAQ65LSA7_# zcn~Gd^?YVgz5<}~SknS{`FHc(;N>x4Wa-SStvUt~2vsAV(!Pe-!#OV(Oluk9#*gD` z5q`KKv9pUla5%3U*`cu~SAwGrCjSRt@mh?tH-KHz1=8A>6~4bS{s?|Hr%+Okv|f%6 zMA(B<3~8_6HJKFt$}y=FzY~Pw9sEY%Pe-+ElAgT!&aQn&4k3z_MM2Zagy{7lX68@p znhY~j)wC3|(*Zmo0znhV&sT8EtRqY9RQfCtlfz)OEFjuk6`3Bfdh)4W2#V{t`EU+ zPIXoUa4CE9%6)`pmA{kcGcp0CWMx1S5I(#aNU0wTYj=V5*cC|;6=ru!70 zsUkuUz&OG?PxECiO`O6Sbf%79sMq%JhvX&8ggH2>MDC6^**gRCX6Rq6W2fj}{BbBp z=l>jPhv|kC!@0}CyjJbf?Exv1Qc5;L%(-OU%ipPsyALX6o$!cTEhj~Q)C{$G6~j;mX_RhbrC#WV79Zm+_|CysE1 zL0psJ;1z2Y3f#yQ4~aW3FRGxAMweS;KS=dGe7l@uEnG~NTQI{t28%Jbi+ zCg!^ebQ2p(0A1x$RYW+$pMthm82nuscgkr^h`l_Czg7;b0~Cr{`HkIFVV|iybH0P| z$|yUxoZ#lgSl2) z$t6AR)gkbd%~dBSn?5KgA!MBuN^fj}uvA)nS*|J%x=B5>;@d=NA|zzccp%)@VxE+q zX)sF2lx;A`WN- zb$;B;_1s9hi|B&JEbj|PwP}VeGL{O{^$^g@Mst_yu*kTIQ-w;RO?UY+7S^@BsZ#DQ zT3{qKsF6BtnQ%BN>`*42XVv)gJ1iw?7~^CNN!2Akt{~Nz_y7Uh5=A)A zgrwaf&F6SAGavMgFe(y=`nTY_Oz0D`Zh+RQBD%NgrntoK64MTJ`_4FqG(nJv))W@2 zNVY1b{n3y3ZoynbYvh{0LgNG4S^5m<1)_0P-+56dO8wI!{_<%Ru&?;rv{K5b^~T z6Ah}jl4+q%r2{{XHL&nF=*0ZUKMq};Pj@s8_kMDQ z0D#_JNj604n4xLDQ7xyw&-YELv|CNvabZ?kV4TRCYg#0(1cBtjn$9k`G8q{xa#@a^ zutbuY7=`RY%mlA{ssRn=bd-%TSOr3qxV=Wd{cm^d6kVaRJP&9NZuQ9wRh8oAP4g-X zYo)TI-`2~2?ezNYeD1hgqja_<0n|aED$%ygwceFvkhX+2S8I=A&`S)5=`H*9715fck7^2FQN4g^n1!IXo}DGl zD+bu@5_LgDV}Cx+2gS#kOZ#|0A)%GC3jqYS@(sGX2WP=iWIs=C=AuUPF3K5r)@W+^ zOA(RD5Iw$4$1NcpyPSsiUV&P>0&t4qfa)fDJ(S&pLwnzD)`5j4qmKSd{cIu}N#Pi>T6sqydb^nk32ub5KT-^oug7F<@I$GZz)bfw6*~$tM;?0#G}-0x>H(u8zQyOo$=bB9@p~fng(|ZWR@%& zBxhpr*C*f(A(uFn0T)P)Ewsd_Af!tf&<>pYO-`Xv-_zVZ;00$#2;l4DqZT&4$RF^8 z+-NsUKw)^5jxU6fp^*^}HPz6_&Vd6^~WS;}hQ?o5MZo)vgG5*@EF09de;UsMaHDL%tOCaDZ=Py*Nnc~qu^AO{c_`QP4+>0i56@L87?q4)$EI>6|Ca z-I~OAiO&?QDr%_sXCtnCzA=w{^}(Ka-pMEN6T7mxa4$B@o21MME|WuW%g6F+=84C^ z?^$)DiISqkStc}d)+^6~G9=nSHT#eZ649G~SFqjBi+z|r8?ac0`)^7K@aW#k%xlKL z8aDYt(|v7}1E?Y5cIeGrX10@XeWj{g=5aRH_PgevB?G-k+2>3lmRMgeAP_HT806`K zmlZQQ+!_yi{KFkTH^)`=ehjU7*cV)cC=j^6ft9~%9>?gqT4(An4u*6K&u zw`_mEknYiaklKoFXU(4{!aHC;#6~J$~)-QvR?(U3x56?IX$a zBI$^05~anM+?H!D^>KSnCt3EF5>aD)WPgINDU5S^p|0FvvbB+)n$LW!U%@gdYO6}h zGlllhU`bX=PYcW;Ip%&YzFJfG&B%(6e+QF-|3k(*2Qwmx+TN{!7C>K?p6AZSoq6e~ ztf;Z=76E2)@?P#r>VlA($d$mA8e(CY!UBCjb-ouN!EYt#LE4o+Iav2;*jfX_wi`nG zwE-G0ec4mssPZ!lsc6CIga5TA+)J9~y`-m|jI2t$6V)`~I=KLK-nX}i3jxPg%@$mO zazAy6jBD2WOq*Wop7IYE7!B}IF-EHJHETlDnZ1&d-J=LtgZ80Cr2L%HH#)2FA3?Q$ zZa5d`JTUSPo;-l9)80pxz_h zBnpJx@0S@@8H_=!d81Y(>wo`JvNiU+WxpzjD9E?JD$a0Sbp8GvU=5g3))&tT9|uJW zotcC?&lFwzFlUF90XMUYbY5Neew-`PJP-46DIz#|76VW6;dY12@c`Q$j&mQF##%EY{ zsebw1L3HAshquR6#uyR_@-Vo)f-7=UaKw8NwUUhPuJbHE)PbuvU8`ADo4SU%f;-M5 z8dn44PUVjMTGZ7&$u4b;UT-twij&3i1l2_^y}*5BR%(;nfg!U5aa5Gk1F+1mSvhshz*DLTmP#M6yEm0_tj!?oy1T z9exN4`yDomY5uh&{jTSPjhAKWmV|(2{MuA|Hyy7_x?VDnM<7uU!-K{3GJiX7#jaj) znGo2Z0tsm#60fBby5c<9Xf6#4UZ#BMY$$-Fzd|l;?|F=@Xz2y(C&=k#EB9;?2~ zPFL{|)ioZ$2`k~&w0lk#5-kCqHKHvwWZtTmcv%`;0&B*&xF@U^Z*GmXk2b+)WGz$h zRmDh;7$JXkNwI=mH7QjUM=RQ9lpX__DIaWj=sEGvWE*!c3|eY9ZPH9TRiPtQusGlx z8Zw+kUs#dBtl}=kY=TTN4zJ*I*{tp_uq=!nizc~5PDm)@oKpodjMju@O%?jH)=WR02rEdTNVGQzAhcE{KFxpBUB{2-HmJ?9{$3s^4BcFW@ zVUp{tD!rfjj;l{Q`}Ghcw#Z)OE_ zL@vp}w0Zv!#B*8wqkhXWVaQ?Y9N-idg;EF)dgo9Jd0g z6(!WbeP+X>rB953;wK8NKn@mnEXKJ$&dk|Nls1-TOr;u$)mkmCd>RUiue6FFNeJXE zGd0$kY~C}Ha2@q#$D#7n93$e4)$CD+!%00(%D|U;;Dzmc@yr^$#U(&<3@q7<;MJ=9 zMWTdE^ZcLMK%I@byc$$pH!M>JJtyga;q}RLQ0Ag>ZvCpXX@rCJqf$N|GFs6d#ZuKSxB=J|rzF zI;CtvEwY%@p6DEf7Xjo(POd?T4!z9HpruFqxZn?{`!lDoTN8jd@wiI%*#$6pqlAXO zA|flowMMCC+tlD`P5eteEw8V_-}7R^W)npaR5yK}_>;vNb4!%H)YMh1ebmidX!?8g zn(V4kl!8nd*|g1*>KB#_PHG-R8Z44<#=HQ+ePd%r{8RYt#w;M;4|>3NIX+E6@Nl`K z|6KkWlgy*(0AYl=ZdLZ-ZRffe7_&N)*D|9ZnfmTHiJmG9-K15-f$c}&RpB=O%j(Y& z1qGk^^V&N;*0$2yTc?O-X#{u_gF2s&mutZ<&9$_}#$qA2Y_O70ec+#TVlnaP#(oj& z7{3-*(7M;iqYp4&-ks|b$%%5h;4BNe$XIeusA63Nxe#ZSs#Wl9W>H@CNw$0UA_IDY z_mgN|hs4DVPOv*UQJNCPrG0;yg*c~?PAh+;m4&f?fBdMcZht)%iM}<^eo}osv(1%b zX??D5@6&xFe19S4sLl?2lkvTqeNbh+)U0<8@=AMF69FD;CGz2SkPtZoPhb%h-?(ME zi4CL1A`7-oLK%`Ju3&48hK_jlFjiA5hejK>)L6j6$gym*DX`LCwk?SwJ6h@({>_== zY&XAQ=RRw8SNOtjDeJI@bIJJACi2hMCJ^8J?kcW3`VDBi|J>IzD2eD6`SOZW&3jhN zL}bvC^a8LdD+6yXdz%ACWs+FY#94eD>j9`9dC*+M3Q5EO@B&hj3F|n_EdU!DVg978 zSyWP#hgS_ zBdnC(PSZ{(HXZr&VPg%wsJW`>1o<}?&tZAb1HhyTxla}-XL&Y}Kif%G$Q)w`l@CO` z`VLkZF1N@@9Bx_1#F7sA_&rZh zfMyOk*B{NGD8zMw=8A|p(6=21CyyXY%~!G z0h>*%v+L}`q_8tw#z;YIXsZLkh~}K$@t|8jFix2pW!S4ES2s~b=DAKn3QVmR42jv5 zpNt|R%=ygt07U{}_k?}aL(^((sMV36`*^6EM0z=YKEt?^;h6K(NG^TR?W6NIlOfh&lY$cPp==e%{hb`Sds zk1Q06!yh;yBeZ4ImF0d=emuMg4@y7heMIfIKL1> zbP8NEXM}wX2RCafZcK*-h^DIv3m8H1^$N`mBqn*W$yD`uG$bdjcD0J84VPD;b>fzzOn;#=$qmnH*;+g};?RG#hWaDm z*;wpJzP#qNmkwh*B*J#SA=j+BaAsh|LQ8KoskPJ|Is|aC@+l$Huc~o6=;SdT@+5s} zinN!|0}TRxE`*DEw)LVNH-*ErrVcyD8u;^d=AcE zCx}#MHkn2uKfYE^_~UDpCqKSc#rNZDGh8&RGE6w1WBj*r?&;i;(rsTMHDFK-k3A_l(Ii_TT40%zWo8%6e0n@kY0AIkwqKbCh6 zek|Yrk7XFyL?glTq^x;4AS3VhDq}a|N8M(wxpI0(k9MwR$`Ua_yfF_Va?Td`#Uu$k zjTo`P4iDK!msf!HrY%pLWe127j*KjgSsz{Eb>G3l?;pY2&2@b3oO~O#ftPdGB}PWV z*e+KTe9L`ofXjcjO~l3a`eAyDUR-ONn+>s&0@- zeY=0DyFYy1?YR(kMLYQ&{^}Cy5p;J#sMRL-{|!ne@t^ns6d4<3r)~d%S{v24_=bX* z;xDmzCM*VF_H_4V=a%~iSv!O@=xrkouRFp}L8`JS(8HwrLkeVk9Xjy^f{5xkfEFP7 z1W1bdo%W9)OM)%JOb0^TZf+=S7)4hY`nc6m)~*)^D*3Z*a5AbXgr{?km&M_#H+S%u{@Nh z0=MMvK4N1qN&NMAn{6eLA?rR3fIC!Vb2HzBaO9hAqu68$X+?e7j==k)FVy;z+044t zB)dbxY>O6p7%eS!FAX2=3Ujvi5Npr(sv2S8Y*&XUT-3eZ_h7X;j)yt>8q=eMYzIZ} zcqE%g*G8B8U+II47-+NMHf~MlvV?b^ZsjDGmQ2UIhez3#tHvN3SC4Tq|#u@c)$>}XDBhn87d zs>LzzWVeqW>Rf_FZ?Uo9bJvl(TYvx>Dx}oZ?U;{}aMzuZsZ3r_KO3)ie#fdlsbxJW zvmOQ2>EcZj-}dcb(&hReK-(?N0!caC4pFydu+i}jW}bG}cwLN&e)~)Ot_wOCJ&}<;pRHJ3 zDU0{b1Eqeqe|nNwe8F(Y53SXwflKV&uHn|cfMt^ULy7h#CM8{M0HId);{2@Fr1Li2 zI_pV~OqWlL4^G=$fRGpk4wKbkWD4N`BU*Pz&nFrQb^AcG_gIP|WXnF{`rDKDBcgnU z4*D0^b;m8E;g}kky1eIh^g@4hXUA0Hi5ogybsk;f68`BcOt*U5_osWa7y0@d= zRzo$*MmdC#b*eHQ@G@B7j-eIIwXrBhkRwpGjmN-H(#RS+s#Ado+xla+&=%OHaLZ|O z@qyXmUpZ&J8jTLs)l_76i8XVWy#zglk#*06B|?#&*v*z!!0bHj^w$8T{A(>NH^WS= z!7R9(aJN1NQ7sxjb|nEDRUMUuo%+R;<;WvqItwehiAGqCIUHUf(f++VNxCZZ{6wnO zK8TTbT%mn67|@NyL<%H0SciAIEFK>(;B*IbvALB`S#B$g@B1zp^(sFI3+r zf>RS6>slkw0o|RBF&A{AjW)%GQIY8YWN=lHy3;#V);z9&a%s5$E1_egG7)1aIYB}C z2MjnIrkJ!2e1`R-^9^NGKm05KV8pmKq)f~;eQ6W^P;;op5D zM*MAorD8T_Gj5(cw!w8D#_8kY>`?z`|8%So7S4Xkb6;o_JxXK9Ib|G4TB@%E9w$PN zIopO-e!HSuO&p_-1gb9Rp$MXF_5(g4p7r*)7SY-m+UT>4yAgslPoT~ zFXn^u0Q|HX;mqX0s0{tk4>E0R8q-tqdB$DfR5MV=_fB_zfG6ZCzdi$Q@2ZJMK+mMT zXbRN3(z8%_G#={?bs3*qjh3PuB>9Iv{Q^x?h58UN{hVI0XUe`f%VoX9gy1GM;pQug zqxI%>uaXnBszq0wTPgppki*CGmoah53Zh;TUKbPM{p4B8+SHE%O1Mr!8NA<+|Y@=kqpgj z1xkTQOIo6#rv2dwAKfPt$V&(GQEI;(QF*$J>4BMF*_zM0Zk&Ia?}SB