diff --git a/.github/workflows/main.yml b/.github/workflows/main.yml index 7c9eeba..c368d22 100644 --- a/.github/workflows/main.yml +++ b/.github/workflows/main.yml @@ -15,4 +15,4 @@ jobs: - uses: actions/setup-python@v5 with: python-version: "3.10" - - uses: pre-commit/action@v3.0.1 \ No newline at end of file + - uses: pre-commit/action@v3.0.1 diff --git a/.github/workflows/pylint.yml b/.github/workflows/pylint.yml index ab926fc..c1f831a 100644 --- a/.github/workflows/pylint.yml +++ b/.github/workflows/pylint.yml @@ -10,16 +10,16 @@ jobs: matrix: python-version: ["3.10"] steps: - - uses: actions/checkout@v4 - - name: Set up Python ${{ matrix.python-version }} - uses: actions/setup-python@v5 - with: - python-version: ${{ matrix.python-version }} - - name: Install dependencies - run: | - python -m pip install --upgrade pip - pip install pylint - pip install . - - name: Analysing the code with pylint - run: | - pylint $(git ls-files '*.py') + - uses: actions/checkout@v4 + - name: Set up Python ${{ matrix.python-version }} + uses: actions/setup-python@v5 + with: + python-version: ${{ matrix.python-version }} + - name: Install dependencies + run: | + python -m pip install --upgrade pip + pip install pylint + pip install . + - name: Analysing the code with pylint + run: | + pylint $(git ls-files '*.py') diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml index c77edad..34363ce 100644 --- a/.pre-commit-config.yaml +++ b/.pre-commit-config.yaml @@ -1,6 +1,6 @@ repos: - repo: https://github.com/pre-commit/pre-commit-hooks - rev: "v5.0.0" + rev: "v6.0.0" hooks: #- id: check-added-large-files #- id: check-case-conflict @@ -16,7 +16,7 @@ repos: - id: trailing-whitespace - repo: https://github.com/astral-sh/ruff-pre-commit - rev: "v0.6.9" + rev: "v0.16.9" hooks: - id: ruff args: ["--fix", "--show-fixes"] @@ -38,18 +38,18 @@ repos: - id: rst-inline-touching-normal - repo: https://github.com/rbubley/mirrors-prettier - rev: "v3.3.3" + rev: "v3.9.9" hooks: - id: prettier types_or: [yaml, markdown, html, css, scss, javascript, json] - repo: https://github.com/abravalheri/validate-pyproject - rev: "v0.20.2" + rev: "0.26" hooks: - id: validate-pyproject additional_dependencies: ["validate-pyproject-schema-store[all]"] - repo: https://github.com/kynan/nbstripout - rev: "0.7.1" + rev: "0.9.1" hooks: - id: nbstripout diff --git a/.pypirc b/.pypirc index f54bf8e..31352ed 100644 --- a/.pypirc +++ b/.pypirc @@ -1,3 +1,3 @@ [testpypi] username = __token__ - password = pypi-AgENdGVzdC5weXBpLm9yZwIkYTQ4MjJlN2MtNmQ0Zi00NzZjLTlhY2UtNWI0MWNiZTYzMzkzAAIqWzMsIjI5ZTJlMDdjLTcwZjMtNDU1OS04OTQxLWUwOTkyODU0YjM3NyJdAAAGIKklg7VuhVvw_CiRTFlCr8lDphNlu1epHvXAW6kwFM-r \ No newline at end of file + password = pypi-AgENdGVzdC5weXBpLm9yZwIkYTQ4MjJlN2MtNmQ0Zi00NzZjLTlhY2UtNWI0MWNiZTYzMzkzAAIqWzMsIjI5ZTJlMDdjLTcwZjMtNDU1OS04OTQxLWUwOTkyODU0YjM3NyJdAAAGIKklg7VuhVvw_CiRTFlCr8lDphNlu1epHvXAW6kwFM-r diff --git a/.readthedocs.yaml b/.readthedocs.yaml index 80b241b..2ebb8e8 100644 --- a/.readthedocs.yaml +++ b/.readthedocs.yaml @@ -13,9 +13,9 @@ build: # Build documentation in the "docs/" directory with Sphinx sphinx: - configuration: docs/source/conf.py - fail_on_warning: false - builder: html + configuration: docs/source/conf.py + fail_on_warning: false + builder: html # Optionally build PDF and ePub formats formats: diff --git a/README.md b/README.md index a3ee588..ee65cc4 100644 --- a/README.md +++ b/README.md @@ -1,27 +1,19 @@ # cc_mapping# Cell Cycle Mapping Package - - [![PyPI version](https://badge.fury.io/py/cc-mapping.svg)](https://badge.fury.io/py/cc-mapping)## Step 1: Install Environment [![Python 3.10+](https://img.shields.io/badge/python-3.10+-blue.svg)](https://www.python.org/downloads/) [![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](https://opensource.org/licenses/MIT)From the root directory of this repository: - - **Gaussian Mixture Model-based thresholding for single-cell gene expression analysis**``` conda env create -f .\environments\cc_mapping.yml `cc_mapping` provides robust statistical methods for categorizing cells based on gene expression levels using Gaussian Mixture Models (GMMs). Originally developed for cell cycle analysis, it's applicable to any single-cell RNA-seq thresholding task.``` - - ## Features## Step 2: Update Global Variables - - - 🎯 **Automatic thresholding** using GMM-based statistical inferenceDue to the fact this is not an actual package, whenever you want to use it, you will have to tell your computer where to look. You will need to update these two files: - 📊 **Single & sequential thresholding** for simple or complex categorization schemes @@ -34,17 +26,13 @@ conda env create -f .\environments\cc_mapping.yml - ⚙️ **Flexible configuration** with manual threshold overrides when neededReplace the variable 'cc_mapping_package_dir' with the path to the root directory for the cc_mapping repository. - - ## InstallationThis means that if you want to use the cc_mapping package in another folder, you should copy this GLOBAL VARIABLES folder into that directory and add this to the imports of your python scripts - - Install from PyPI using pip:``` import sys -```bashsys.path.append(os.getcwd()) +````bashsys.path.append(os.getcwd()) pip install cc-mapping @@ -90,7 +78,7 @@ adata = gmm.return_adata() # Visualize results fig = gmm.plot_density() fig.savefig('pcna_thresholding.png') -``` +```` ## Sequential Thresholding @@ -102,12 +90,9 @@ from cc_mapping import SequentialGMM # Initialize sequential thresholding seq_gmm = SequentialGMM( adata=adata, - features=['PCNA', 'CDK1'], - parent_labels=['All'], - ordered_labels_list=[ - ['PCNA-', 'PCNA+'], - ['CDK1-', 'CDK1+'] - ] + features=["PCNA", "CDK1"], + parent_labels=["All"], + ordered_labels_list=[["PCNA-", "PCNA+"], ["CDK1-", "CDK1+"]], ) # Run sequential refinement @@ -116,12 +101,12 @@ adata = seq_gmm.return_adata() # Collapse labels to final categories seq_gmm.collapse_labels( - final_labels=['G0', 'G1', 'S', 'G2M'], + final_labels=["G0", "G1", "S", "G2M"], collapse_map={ - 'PCNA-_CDK1-': 'G0', - 'PCNA+_CDK1-': 'G1', - 'PCNA+_CDK1+': ['S', 'G2M'] - } + "PCNA-_CDK1-": "G0", + "PCNA+_CDK1-": "G1", + "PCNA+_CDK1+": ["S", "G2M"], + }, ) ``` @@ -134,14 +119,14 @@ from cc_mapping import create_boolean_label_combination adata = create_boolean_label_combination( adata=adata, - obs_key_1='treatment', - match_values_1=['control'], - obs_key_2='cell_cycle', - match_values_2=['G0'], - operator='AND', - output_obs_key='control_G0', - true_label='control_G0', - false_label='other' + obs_key_1="treatment", + match_values_1=["control"], + obs_key_2="cell_cycle", + match_values_2=["G0"], + operator="AND", + output_obs_key="control_G0", + true_label="control_G0", + false_label="other", ) ``` diff --git a/docs/source/_static/custom.css b/docs/source/_static/custom.css index f51baa4..7e13e3e 100644 --- a/docs/source/_static/custom.css +++ b/docs/source/_static/custom.css @@ -2,20 +2,20 @@ /* Widen the primary sidebar (left sidebar) */ :root { - --pst-sidebar-primary-width: 5vw; /* 5% of viewport width */ - --pst-sidebar-secondary-width: 70em; /* Default is ~17rem - right sidebar "On this page" */ + --pst-sidebar-primary-width: 5vw; /* 5% of viewport width */ + --pst-sidebar-secondary-width: 70em; /* Default is ~17rem - right sidebar "On this page" */ } /* Force primary sidebar width (if variable doesn't work) */ .bd-sidebar-primary { - width: 20vw !important; - min-width: 0 !important; /* Remove any minimum width constraint */ + width: 20vw !important; + min-width: 0 !important; /* Remove any minimum width constraint */ } /* Increase main content area width */ .bd-container__inner.bd-page-width, .bd-page-width { - max-width: 95vw !important; /* Default is around 88rem/1408px, adjust as needed */ + max-width: 95vw !important; /* Default is around 88rem/1408px, adjust as needed */ } /* Alternative: Remove max-width entirely for full-width content */ @@ -27,243 +27,243 @@ /* Fix text wrapping in right sidebar TOC */ .bd-toc a, .bd-sidebar-secondary a { - white-space: normal !important; - word-wrap: break-word !important; - overflow-wrap: break-word !important; - text-overflow: clip !important; + white-space: normal !important; + word-wrap: break-word !important; + overflow-wrap: break-word !important; + text-overflow: clip !important; } /* Remove max-width constraints on sidebar secondary (API pages) */ .bd-sidebar-secondary, .bd-sidebar-secondary .bd-toc, div.bd-sidebar-secondary.bd-toc { - max-width: none !important; - width: 40% !important; + max-width: none !important; + width: 40% !important; } /* Ensure the TOC container takes full width */ .bd-toc nav, .bd-toc .toc-item, .bd-toc li { - max-width: none !important; - width: 40% !important; + max-width: none !important; + width: 40% !important; } /* Make sure links can use full width */ .bd-sidebar-secondary a.reference { - max-width: none !important; - width: auto !important; - display: block !important; + max-width: none !important; + width: auto !important; + display: block !important; } /* Specific styles for notebook/tutorial pages ONLY */ /* Target the visible nav section with flex-column class */ .bd-sidebar-secondary nav.visible.nav-section.flex-column { - min-width: 300px !important; - width: 100% !important; + min-width: 300px !important; + width: 100% !important; } /* Make notebook TOC items wider */ .bd-sidebar-secondary .toc-h2.nav-item.toc-entry, .bd-sidebar-secondary .toc-h3.nav-item.toc-entry { - width: 100% !important; - max-width: none !important; + width: 100% !important; + max-width: none !important; } /* Ensure links in notebook TOC can wrap and use full width */ .bd-sidebar-secondary .toc-h2 a.reference.internal.nav-link, .bd-sidebar-secondary .toc-h3 a.reference.internal.nav-link { - width: 100% !important; - max-width: none !important; - white-space: normal !important; + width: 100% !important; + max-width: none !important; + white-space: normal !important; } .intro-card { - margin: 15px 0; - height: 100%; - border: 1px solid rgba(0, 0, 0, 0.125); - border-radius: 0.5rem; + margin: 15px 0; + height: 100%; + border: 1px solid rgba(0, 0, 0, 0.125); + border-radius: 0.5rem; } .intro-card:hover { - box-shadow: 0 0.5rem 1rem rgba(0, 0, 0, 0.15) !important; - transition: all 0.3s ease; + box-shadow: 0 0.5rem 1rem rgba(0, 0, 0, 0.15) !important; + transition: all 0.3s ease; } .intro-card .card-title { - font-size: 1.5rem; - font-weight: 600; - margin-bottom: 1rem; + font-size: 1.5rem; + font-weight: 600; + margin-bottom: 1rem; } .intro-card .card-text { - color: #6c757d; - margin-bottom: 1.5rem; + color: #6c757d; + margin-bottom: 1.5rem; } .custom-button { - margin-top: auto; + margin-top: auto; } .custom-button a { - display: inline-block; - padding: 0.5rem 1.5rem; - background-color: #007bff; - color: white !important; - text-decoration: none; - border-radius: 0.25rem; - transition: background-color 0.15s ease-in-out; + display: inline-block; + padding: 0.5rem 1.5rem; + background-color: #007bff; + color: white !important; + text-decoration: none; + border-radius: 0.25rem; + transition: background-color 0.15s ease-in-out; } .custom-button a:hover { - background-color: #0056b3; - text-decoration: none; + background-color: #0056b3; + text-decoration: none; } /* Container spacing */ .container { - margin-top: 2rem; - margin-bottom: 2rem; + margin-top: 2rem; + margin-bottom: 2rem; } /* Feature list styling */ ul { - list-style-type: disc; - margin-left: 1.5rem; + list-style-type: disc; + margin-left: 1.5rem; } ul li { - margin-bottom: 0.5rem; + margin-bottom: 0.5rem; } /* Reduce indentation in right sidebar TOC to match scikit-learn */ /* Target the page TOC specifically */ .bd-toc .page-toc ul { - padding-left: 0 !important; - list-style: none; + padding-left: 0 !important; + list-style: none; } /* Remove indentation from nested lists */ .bd-toc .page-toc ul ul { - padding-left: 0.5rem !important; /* Minimal indentation like sklearn */ - margin-left: 0.8rem !important; + padding-left: 0.5rem !important; /* Minimal indentation like sklearn */ + margin-left: 0.8rem !important; } /* Remove padding from list items */ .bd-toc .page-toc li { - padding-left: 0.5rem !important; - margin-left: 0.5rem !important; + padding-left: 0.5rem !important; + margin-left: 0.5rem !important; } /* Remove padding from links */ .bd-toc .page-toc a { - padding-left: 0 !important; - display: block; + padding-left: 0 !important; + display: block; } /* Nested items get minimal left padding only */ .bd-toc .page-toc ul ul li a { - padding-left: 0.1rem !important; + padding-left: 0.1rem !important; } /* Additional overrides for Bootstrap nav classes */ .bd-toc .nav { - padding-left: 0 !important; + padding-left: 0 !important; } .bd-toc .nav-item { - padding-left: 0 !important; + padding-left: 0 !important; } .bd-toc .nav-link { - padding-left: 0 !important; + padding-left: 0 !important; } /* Override nested nav elements */ .bd-toc nav ul, .bd-toc nav.bd-toc-nav ul { - padding-left: 0 !important; - margin-left: 0 !important; + padding-left: 0 !important; + margin-left: 0 !important; } .bd-toc nav ul ul, .bd-toc nav.bd-toc-nav ul ul { - padding-left: 0.1rem !important; + padding-left: 0.1rem !important; } /* Hide Parameters and __init__ sections from the TOC */ .bd-toc a[href*="parameters"], .bd-toc a[href*="Parameters"], .bd-toc a[href*="__init__"] { - display: none !important; + display: none !important; } /* Reduce spacing in API documentation to match scikit-learn */ /* Tighten spacing around attributes and parameters */ dl.field-list { - margin-top: 0.25rem !important; - margin-bottom: 0.25rem !important; + margin-top: 0.25rem !important; + margin-bottom: 0.25rem !important; } dl.field-list > dt { - padding-top: 0 !important; - padding-bottom: 0 !important; - margin-bottom: 0 !important; + padding-top: 0 !important; + padding-bottom: 0 !important; + margin-bottom: 0 !important; } dl.field-list > dd { - margin-top: 0 !important; - margin-bottom: 0.25rem !important; - padding-left: 2rem !important; + margin-top: 0 !important; + margin-bottom: 0.25rem !important; + padding-left: 2rem !important; } /* Reduce spacing in definition lists (attributes section) */ dl.py.attribute, dl.py.property, dl.py.method { - margin-bottom: 0.5rem !important; + margin-bottom: 0.5rem !important; } /* Tighten up the Type field spacing */ dl.field-list dt { - font-weight: bold; - margin-top: 0 !important; + font-weight: bold; + margin-top: 0 !important; } /* Reduce spacing between parameter entries */ dd > p { - margin-top: 0 !important; - margin-bottom: 0 !important; + margin-top: 0 !important; + margin-bottom: 0 !important; } /* Reduce spacing in attribute/method sections */ .py.attribute > dt, .py.property > dt, .py.method > dt { - padding-top: 0.25rem !important; - padding-bottom: 0.25rem !important; - margin-bottom: 0.25rem !important; + padding-top: 0.25rem !important; + padding-bottom: 0.25rem !important; + margin-bottom: 0.25rem !important; } /* Reduce spacing in dd elements (descriptions) */ .py.attribute > dd, .py.property > dd, .py.method > dd { - margin-top: 0 !important; - margin-bottom: 0.5rem !important; - margin-left: 2rem !important; + margin-top: 0 !important; + margin-bottom: 0.5rem !important; + margin-left: 2rem !important; } /* Tighten spacing in parameter lists */ dl.field-list dd ul, dl.field-list dd ol { - margin-top: 0 !important; - margin-bottom: 0 !important; - padding-left: 1.5rem !important; + margin-top: 0 !important; + margin-bottom: 0 !important; + padding-left: 1.5rem !important; } dl.field-list dd ul li, dl.field-list dd ol li { - margin-top: 0 !important; - margin-bottom: 0 !important; + margin-top: 0 !important; + margin-bottom: 0 !important; } diff --git a/docs/source/api/cc_mapping.thresholding.rst b/docs/source/api/cc_mapping.thresholding.rst index 7808223..40689a4 100644 --- a/docs/source/api/cc_mapping.thresholding.rst +++ b/docs/source/api/cc_mapping.thresholding.rst @@ -23,10 +23,8 @@ Classes .. autosummary:: :toctree: generated :nosignatures: - + GMMThresholding SequentialGMM - - diff --git a/docs/source/api/cc_mapping.utils.rst b/docs/source/api/cc_mapping.utils.rst index e56adf4..5f018ed 100644 --- a/docs/source/api/cc_mapping.utils.rst +++ b/docs/source/api/cc_mapping.utils.rst @@ -20,8 +20,6 @@ General-purpose utility functions for data manipulation and analysis. .. autosummary:: :toctree: generated :nosignatures: - - - create_boolean_label_combination + create_boolean_label_combination diff --git a/docs/source/api/generated/cc_mapping.thresholding.GMMThresholding.rst b/docs/source/api/generated/cc_mapping.thresholding.GMMThresholding.rst index d2b2832..acd233a 100644 --- a/docs/source/api/generated/cc_mapping.thresholding.GMMThresholding.rst +++ b/docs/source/api/generated/cc_mapping.thresholding.GMMThresholding.rst @@ -8,13 +8,13 @@ :show-inheritance: :inherited-members: - - + + .. rubric:: Methods .. autosummary:: :nosignatures: - + ~GMMThresholding.categorize_samples ~GMMThresholding.determine_optimal_components ~GMMThresholding.determine_optimal_number_components @@ -28,9 +28,9 @@ ~GMMThresholding.plot_strip_plot_histogram_with_decision_boundaries ~GMMThresholding.return_adata ~GMMThresholding.return_thresholds - - - - - \ No newline at end of file + + + + + diff --git a/docs/source/api/generated/cc_mapping.thresholding.SequentialGMM.rst b/docs/source/api/generated/cc_mapping.thresholding.SequentialGMM.rst index bdcc9ee..b5d445a 100644 --- a/docs/source/api/generated/cc_mapping.thresholding.SequentialGMM.rst +++ b/docs/source/api/generated/cc_mapping.thresholding.SequentialGMM.rst @@ -8,13 +8,13 @@ :show-inheritance: :inherited-members: - - + + .. rubric:: Methods .. autosummary:: :nosignatures: - + ~SequentialGMM.determine_optimal_number_components ~SequentialGMM.generate_thresholding_report ~SequentialGMM.plot_bayesian_information_criterion_curve @@ -26,9 +26,9 @@ ~SequentialGMM.refine_labels_with_manual_thresholds ~SequentialGMM.return_adata ~SequentialGMM.threshold_entire_dataset - - - - - \ No newline at end of file + + + + + diff --git a/docs/source/api/generated/cc_mapping.utils.create_boolean_label_combination.rst b/docs/source/api/generated/cc_mapping.utils.create_boolean_label_combination.rst index 08689f9..b78780f 100644 --- a/docs/source/api/generated/cc_mapping.utils.create_boolean_label_combination.rst +++ b/docs/source/api/generated/cc_mapping.utils.create_boolean_label_combination.rst @@ -3,4 +3,4 @@ .. currentmodule:: cc_mapping.utils -.. autofunction:: create_boolean_label_combination \ No newline at end of file +.. autofunction:: create_boolean_label_combination diff --git a/docs/source/conf.py b/docs/source/conf.py index 71b41e3..123f2e4 100644 --- a/docs/source/conf.py +++ b/docs/source/conf.py @@ -19,7 +19,7 @@ copyright = "2025, ddpoe" author = "ddpoe" -import cc_mapping # noqa: E402 +import cc_mapping version = release = cc_mapping.__version__ @@ -127,9 +127,10 @@ } # -- Generate API reference pages from templates ---------------------------- -import jinja2 # noqa: E402 -from pathlib import Path # noqa: E402 -from api_reference import API_REFERENCE # noqa: E402 +from pathlib import Path + +import jinja2 +from api_reference import API_REFERENCE # Define templates for API reference pages rst_templates = [ diff --git a/docs/source/index.rst b/docs/source/index.rst index a861643..2f34dcc 100644 --- a/docs/source/index.rst +++ b/docs/source/index.rst @@ -71,20 +71,19 @@ Features .. toctree:: :maxdepth: 1 :hidden: - + installation .. toctree:: :maxdepth: 2 :hidden: :caption: API Reference - + api/index .. toctree:: :maxdepth: 2 :hidden: :caption: Examples - - tutorials/index + tutorials/index diff --git a/docs/source/quickstart.rst b/docs/source/quickstart.rst index 3db1ee0..43383ef 100644 --- a/docs/source/quickstart.rst +++ b/docs/source/quickstart.rst @@ -15,20 +15,20 @@ Use :class:`~cc_mapping.thresholding.GMMThresholding` for thresholding a single import scanpy as sc from cc_mapping.thresholding import GMMThresholding - + # Load your data adata = sc.read_h5ad("your_data.h5ad") - + # Create thresholder gmm = GMMThresholding() - + # Fit the model gmm.fit(adata, feature_key="PCNA") - + # Access results print(f"Threshold: {gmm.threshold}") print(f"Categories: {gmm.categories}") - + # Visualize gmm.plot() @@ -40,16 +40,16 @@ Use :class:`~cc_mapping.thresholding.SequentialGMM` for multiple features: .. code-block:: python from cc_mapping.thresholding import SequentialGMM - + # Create sequential thresholder seq_gmm = SequentialGMM() - + # Define features to threshold sequentially features = ["PCNA", "CDK2", "Geminin"] - + # Fit sequentially seq_gmm.fit(adata, feature_keys=features) - + # Visualize all steps seq_gmm.plot() @@ -62,10 +62,10 @@ The thresholding results are stored in the AnnData object: # Access categorized cells categories = adata.obs["PCNA_categories"] - + # Filter for high-expressing cells high_cells = adata[adata.obs["PCNA_categories"] == "High"] - + # Continue with downstream analysis sc.pl.umap(adata, color="PCNA_categories") diff --git a/docs/source/quickstart/basic_usage.rst b/docs/source/quickstart/basic_usage.rst index 0d062db..4d36386 100644 --- a/docs/source/quickstart/basic_usage.rst +++ b/docs/source/quickstart/basic_usage.rst @@ -20,7 +20,7 @@ Basic Workflow 1. **Load your data** as an AnnData object 2. **Choose a thresholder**: - + - :class:`~cc_mapping.thresholding.GMMThresholding` for single features - :class:`~cc_mapping.thresholding.SequentialGMM` for multiple features @@ -35,17 +35,17 @@ Quick Example import scanpy as sc from cc_mapping.thresholding import GMMThresholding - + # Load your data adata = sc.read_h5ad("your_data.h5ad") - + # Create and fit thresholder gmm = GMMThresholding() gmm.fit(adata, feature_key="PCNA") - + # Visualize gmm.plot() - + # Access results print(adata.obs["PCNA_categories"].value_counts()) diff --git a/docs/source/quickstart/index.rst b/docs/source/quickstart/index.rst index 3a84b8f..4a06a98 100644 --- a/docs/source/quickstart/index.rst +++ b/docs/source/quickstart/index.rst @@ -5,7 +5,7 @@ Get started quickly with cc-mapping thresholding tools. .. toctree:: :maxdepth: 2 - + installation basic_usage single_thresholding @@ -14,7 +14,7 @@ Get started quickly with cc-mapping thresholding tools. Overview -------- -The cc-mapping package provides powerful Gaussian Mixture Model-based thresholding +The cc-mapping package provides powerful Gaussian Mixture Model-based thresholding for cell cycle analysis. This guide will help you get started with the main features. Choose your workflow: diff --git a/docs/source/quickstart/sequential_thresholding.rst b/docs/source/quickstart/sequential_thresholding.rst index ecfc7c9..d15b2ca 100644 --- a/docs/source/quickstart/sequential_thresholding.rst +++ b/docs/source/quickstart/sequential_thresholding.rst @@ -32,7 +32,7 @@ Step-by-Step Guide import scanpy as sc from cc_mapping.thresholding import SequentialGMM - + # Load your data adata = sc.read_h5ad("your_data.h5ad") @@ -43,7 +43,7 @@ Step-by-Step Guide # Initialize seq_gmm = SequentialGMM() - + # Or customize seq_gmm = SequentialGMM( gmm_kwargs={'random_state': 42}, @@ -73,7 +73,7 @@ Step-by-Step Guide # Visualize all thresholding steps seq_gmm.plot() - + # Or visualize specific features seq_gmm.plot_hist_distribution_with_boundaries(feature_key="PCNA") @@ -84,7 +84,7 @@ Step-by-Step Guide # Get final cell categorization categories = adata.obs[seq_gmm.thresholding_events_key] - + # Get the updated AnnData object adata_result = seq_gmm.return_adata() diff --git a/docs/source/quickstart/single_thresholding.rst b/docs/source/quickstart/single_thresholding.rst index 22b1471..cf7442d 100644 --- a/docs/source/quickstart/single_thresholding.rst +++ b/docs/source/quickstart/single_thresholding.rst @@ -22,7 +22,7 @@ Step-by-Step Guide import scanpy as sc from cc_mapping.thresholding import GMMThresholding - + # Load your data adata = sc.read_h5ad("your_data.h5ad") @@ -33,7 +33,7 @@ Step-by-Step Guide # Initialize with default parameters gmm = GMMThresholding() - + # Or customize parameters gmm = GMMThresholding( gmm_kwargs={'n_components': 3, 'random_state': 42} @@ -54,7 +54,7 @@ Step-by-Step Guide # Create comprehensive visualization gmm.plot() - + # Or use specific plots gmm.plot_hist_distribution_with_boundaries() gmm.plot_bayesian_information_criterion_curve() @@ -66,10 +66,10 @@ Step-by-Step Guide # Get categorized cells categories = adata.obs["PCNA_categories"] - + # Get thresholds thresholds = gmm.return_thresholds() - + # Get the updated AnnData object adata_result = gmm.return_adata() diff --git a/docs/source/templates/api/module.rst.template b/docs/source/templates/api/module.rst.template index ca2f264..66a83b5 100644 --- a/docs/source/templates/api/module.rst.template +++ b/docs/source/templates/api/module.rst.template @@ -25,7 +25,7 @@ .. autosummary:: :toctree: generated :nosignatures: - + {% for item in section.autosummary %} {{ item }} {% endfor %} diff --git a/docs/source/tutorials/Cell_Cycle_Map_Workflow.ipynb b/docs/source/tutorials/Cell_Cycle_Map_Workflow.ipynb index 0226b5f..eeb7878 100644 --- a/docs/source/tutorials/Cell_Cycle_Map_Workflow.ipynb +++ b/docs/source/tutorials/Cell_Cycle_Map_Workflow.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "06d7a05c", + "id": "0", "metadata": {}, "source": [ "# Cell Cycle Map Workflow\n", @@ -23,16 +23,9 @@ }, { "cell_type": "code", - "execution_count": 1, - "id": "23179e84", - "metadata": { - "execution": { - "iopub.execute_input": "2026-09-14T20:36:40.541794Z", - "iopub.status.busy": "2026-09-14T20:36:40.541794Z", - "iopub.status.idle": "2026-09-14T20:36:43.508162Z", - "shell.execute_reply": "2026-09-14T20:36:43.508162Z" - } - }, + "execution_count": null, + "id": "1", + "metadata": {}, "outputs": [], "source": [ "from pathlib import Path\n", @@ -51,7 +44,7 @@ }, { "cell_type": "markdown", - "id": "235cefbd", + "id": "2", "metadata": {}, "source": [ "## Download the data\n", @@ -61,16 +54,9 @@ }, { "cell_type": "code", - "execution_count": 2, - "id": "b747041f", - "metadata": { - "execution": { - "iopub.execute_input": "2026-09-14T20:36:43.511169Z", - "iopub.status.busy": "2026-09-14T20:36:43.510168Z", - "iopub.status.idle": "2026-09-14T20:36:43.514608Z", - "shell.execute_reply": "2026-09-14T20:36:43.514608Z" - } - }, + "execution_count": null, + "id": "3", + "metadata": {}, "outputs": [], "source": [ "url = \"https://zenodo.org/records/4525425/files/control_manifold_allfeatures.csv?download=1\"\n", @@ -88,7 +74,7 @@ }, { "cell_type": "markdown", - "id": "2dc4141e", + "id": "4", "metadata": {}, "source": [ "## Load the data and build an AnnData object" @@ -96,268 +82,10 @@ }, { "cell_type": "code", - "execution_count": 3, - "id": "7efc551c", - "metadata": { - "execution": { - "iopub.execute_input": "2026-09-14T20:36:43.516616Z", - "iopub.status.busy": "2026-09-14T20:36:43.516616Z", - "iopub.status.idle": "2026-09-14T20:36:43.871928Z", - "shell.execute_reply": "2026-09-14T20:36:43.871928Z" - } - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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"id": "5", + "metadata": {}, + "outputs": [], "source": [ "csv = pd.read_csv(download_path, index_col=0, low_memory=False)\n", "csv.index = csv.index.astype(str)\n", @@ -373,29 +101,10 @@ }, { "cell_type": "code", - "execution_count": 4, - "id": "53581ef3", - "metadata": { - "execution": { - "iopub.execute_input": "2026-09-14T20:36:43.873933Z", - "iopub.status.busy": "2026-09-14T20:36:43.873933Z", - "iopub.status.idle": "2026-09-14T20:36:43.884089Z", - "shell.execute_reply": "2026-09-14T20:36:43.884089Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "AnnData object with n_obs × n_vars = 6797 × 294\n", - " obs: 'phase'" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "id": "6", + "metadata": {}, + "outputs": [], "source": [ "# String columns become per-cell annotations (adata.obs); numeric columns become features (adata.X)\n", "obs = csv.select_dtypes(include=\"object\")\n", @@ -407,7 +116,7 @@ }, { "cell_type": "markdown", - "id": "c4e9a169", + "id": "7", "metadata": {}, "source": [ "## Keep the proliferating cells and set the phase colors\n", @@ -417,34 +126,14 @@ }, { "cell_type": "code", - "execution_count": 5, - "id": "e77ae045", - "metadata": { - "execution": { - "iopub.execute_input": "2026-09-14T20:36:43.886095Z", - "iopub.status.busy": "2026-09-14T20:36:43.886095Z", - "iopub.status.idle": "2026-09-14T20:36:43.904039Z", - "shell.execute_reply": "2026-09-14T20:36:43.904039Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "phase\n", - "G1 3803\n", - "S 2005\n", - "G2 940\n", - "Name: count, dtype: int64" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "id": "8", + "metadata": {}, + "outputs": [], "source": [ - "adata = preprocess.row_data_partitioning(adata, search_str=[\"G1\", \"S\", \"G2\"], search_obs=\"phase\")\n", + "adata = preprocess.row_data_partitioning(\n", + " adata, search_str=[\"G1\", \"S\", \"G2\"], search_obs=\"phase\"\n", + ")\n", "\n", "adata.obs[\"phase\"] = pd.Categorical(adata.obs[\"phase\"], categories=[\"G1\", \"S\", \"G2\"])\n", "adata.uns[\"phase_colors\"] = [\"orange\", \"orchid\", \"dodgerblue\"]\n", @@ -454,7 +143,7 @@ }, { "cell_type": "markdown", - "id": "63e60c27", + "id": "9", "metadata": {}, "source": [ "## Feature selection with a random forest\n", @@ -467,38 +156,10 @@ }, { "cell_type": "code", - "execution_count": 6, - "id": "cc69b7da", - "metadata": { - "execution": { - "iopub.execute_input": "2026-09-14T20:36:43.907044Z", - "iopub.status.busy": "2026-09-14T20:36:43.906047Z", - "iopub.status.idle": "2026-09-14T20:36:47.590201Z", - "shell.execute_reply": "2026-09-14T20:36:47.590201Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "['p21_phospho/total_nuc', 'age']" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "id": "10", + "metadata": {}, + "outputs": [], "source": [ "rf_threshold = 0.05\n", "feature_set_name = f\"RMM_PROL_{rf_threshold}\"\n", @@ -517,28 +178,10 @@ }, { "cell_type": "code", - "execution_count": 7, - "id": "7e3dc7c6", - "metadata": { - "execution": { - "iopub.execute_input": "2026-09-14T20:36:47.592207Z", - "iopub.status.busy": "2026-09-14T20:36:47.592207Z", - "iopub.status.idle": "2026-09-14T20:36:48.568288Z", - "shell.execute_reply": "2026-09-14T20:36:48.568288Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "['cycA_nuc_median', 'p21_nuc_median', 'p21_phospho/total_nuc', 'age']" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "id": "11", + "metadata": {}, + "outputs": [], "source": [ "num_features = 4\n", "\n", @@ -551,7 +194,7 @@ }, { "cell_type": "markdown", - "id": "b9b15c5a", + "id": "12", "metadata": {}, "source": [ "Any boolean column in `adata.var` can be used as a feature set, so you can also define one by hand:" @@ -559,16 +202,9 @@ }, { "cell_type": "code", - "execution_count": 8, - "id": "a4afa087", - "metadata": { - "execution": { - "iopub.execute_input": "2026-09-14T20:36:48.570985Z", - "iopub.status.busy": "2026-09-14T20:36:48.569480Z", - "iopub.status.idle": "2026-09-14T20:36:48.573976Z", - "shell.execute_reply": "2026-09-14T20:36:48.573976Z" - } - }, + "execution_count": null, + "id": "13", + "metadata": {}, "outputs": [], "source": [ "adata.var[\"all_features\"] = True" @@ -576,7 +212,7 @@ }, { "cell_type": "markdown", - "id": "71913c53", + "id": "14", "metadata": {}, "source": [ "## PHATE hyperparameter search\n", @@ -586,16 +222,9 @@ }, { "cell_type": "code", - "execution_count": 9, - "id": "a54a1ba1", - "metadata": { - "execution": { - "iopub.execute_input": "2026-09-14T20:36:48.576982Z", - "iopub.status.busy": "2026-09-14T20:36:48.576982Z", - "iopub.status.idle": "2026-09-14T20:36:48.599513Z", - "shell.execute_reply": "2026-09-14T20:36:48.599513Z" - } - }, + "execution_count": null, + "id": "15", + "metadata": {}, "outputs": [], "source": [ "adata.layers[\"z-score\"] = st.zscore(adata.X, axis=0)" @@ -603,174 +232,10 @@ }, { "cell_type": "code", - "execution_count": 10, - "id": "dc53f260", - "metadata": { - "execution": { - "iopub.execute_input": "2026-09-14T20:36:48.601650Z", - "iopub.status.busy": "2026-09-14T20:36:48.601650Z", - "iopub.status.idle": "2026-09-14T20:39:19.877272Z", - "shell.execute_reply": "2026-09-14T20:39:19.876265Z" - } - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "\r", - "Generating hyperparameter search plots: 0%| | 0/2 [00:00" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "id": "16", + "metadata": {}, + "outputs": [], "source": [ "base_config = manifold.PHATEConfig(n_components=2, n_jobs=-1, random_state=0)\n", "\n", @@ -801,7 +266,7 @@ }, { "cell_type": "markdown", - "id": "37b4ccd8", + "id": "17", "metadata": {}, "source": [ "## Run PHATE with the chosen parameters" @@ -809,48 +274,10 @@ }, { "cell_type": "code", - "execution_count": 11, - "id": "2f3e8b34", - "metadata": { - "execution": { - "iopub.execute_input": "2026-09-14T20:39:19.888900Z", - "iopub.status.busy": "2026-09-14T20:39:19.888900Z", - "iopub.status.idle": "2026-09-14T20:39:33.149151Z", - "shell.execute_reply": "2026-09-14T20:39:33.148628Z" - } - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - ".../site-packages/graphtools/graphs.py:803: RuntimeWarning: Detected zero distance between samples 88 and 4818, 1340 and 2324. Consider removing duplicates to avoid errors in downstream processing.\n", - " warnings.warn(\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - " SGD-MDS may not have converged: stress changed by -1.5% in final iterations. Consider increasing n_iter or adjusting learning_rate.\n" - ] - }, - { - "data": { - "text/plain": [ - "AnnData object with n_obs × n_vars = 6748 × 294\n", - " obs: 'phase'\n", - " var: 'RMM_PROL_0.05', 'RM_4_fs', 'all_features'\n", - " uns: 'phase_colors'\n", - " obsm: 'X_phate'\n", - " layers: 'z-score'" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "id": "18", + "metadata": {}, + "outputs": [], "source": [ "optimal_config = manifold.PHATEConfig(\n", " n_components=2, t=10, gamma=0, knn=75, n_jobs=-1, random_state=0\n", @@ -868,7 +295,7 @@ }, { "cell_type": "markdown", - "id": "6ea1baad", + "id": "19", "metadata": {}, "source": [ "## Plot the cell cycle map\n", @@ -878,28 +305,10 @@ }, { "cell_type": "code", - "execution_count": 12, - "id": "14a08669", - "metadata": { - "execution": { - "iopub.execute_input": "2026-09-14T20:39:33.153158Z", - "iopub.status.busy": "2026-09-14T20:39:33.153158Z", - "iopub.status.idle": "2026-09-14T20:39:33.327345Z", - "shell.execute_reply": "2026-09-14T20:39:33.327345Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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", 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "id": "21", + "metadata": {}, + "outputs": [], "source": [ "fig, ax = manifold.PHATEVisualizer.plot_from_adata(\n", - " adata, color_name=\"p21_phospho/total_nuc\", unit_size=6, kwargs=kwargs, return_fig=True\n", + " adata,\n", + " color_name=\"p21_phospho/total_nuc\",\n", + " unit_size=6,\n", + " kwargs=kwargs,\n", + " return_fig=True,\n", ")\n", "ax.set_title(\"p21_phospho/total_nuc\")\n", "plt.show()" @@ -945,7 +340,7 @@ }, { "cell_type": "markdown", - "id": "b8073028", + "id": "22", "metadata": {}, "source": [ "`plot.plot_row_partitions` draws one row per color and one column per group in `obs_search_term`, plus an `ALL` column with every cell. The full map is drawn in grey behind each panel." @@ -953,28 +348,10 @@ }, { "cell_type": "code", - "execution_count": 14, - "id": "f796dab6", - "metadata": { - "execution": { - "iopub.execute_input": "2026-09-14T20:39:33.487852Z", - "iopub.status.busy": "2026-09-14T20:39:33.487852Z", - "iopub.status.idle": "2026-09-14T20:39:34.781096Z", - "shell.execute_reply": "2026-09-14T20:39:34.780591Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "id": "23", + "metadata": {}, + "outputs": [], "source": [ "fig = plot.plot_row_partitions(\n", " adata,\n", diff --git a/docs/source/tutorials/Sequential_Thresholding_Workflow.ipynb b/docs/source/tutorials/Sequential_Thresholding_Workflow.ipynb index 81fd694..1198414 100644 --- a/docs/source/tutorials/Sequential_Thresholding_Workflow.ipynb +++ b/docs/source/tutorials/Sequential_Thresholding_Workflow.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "db722da2", + "id": "0", "metadata": {}, "source": [ "# Sequential GMM Thresholding for Cell Cycle Staging\n", @@ -30,7 +30,7 @@ }, { "cell_type": "markdown", - "id": "0105d257", + "id": "1", "metadata": {}, "source": [ "---\n", @@ -41,7 +41,7 @@ { "cell_type": "code", "execution_count": null, - "id": "0a34c75f", + "id": "2", "metadata": {}, "outputs": [], "source": [ @@ -49,9 +49,9 @@ "from urllib.request import urlretrieve\n", "\n", "import anndata as ad\n", - "import pandas as pd\n", - "import numpy as np\n", "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import pandas as pd\n", "\n", "from cc_mapping.thresholding import SequentialGMM\n", "\n", @@ -60,8 +60,8 @@ }, { "cell_type": "code", - "execution_count": 2, - "id": "a4575792", + "execution_count": null, + "id": "3", "metadata": {}, "outputs": [], "source": [ @@ -77,19 +77,10 @@ }, { "cell_type": "code", - "execution_count": 3, - "id": "ae595e79", + "execution_count": null, + "id": "4", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Results directory created at: c:\\Users\\dap182\\Documents\\git\\cc_mapping\\notebooks\\results\n", - "Sequential results directory: c:\\Users\\dap182\\Documents\\git\\cc_mapping\\notebooks\\results\\sequential\n" - ] - } - ], + "outputs": [], "source": [ "# Create results directory structure for saving figures\n", "results_dir = cwd / \"results\"\n", @@ -105,43 +96,30 @@ }, { "cell_type": "code", - "execution_count": 4, - "id": "66f0c363", + "execution_count": null, + "id": "5", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Dataset: 6797 cells x 289 features\n", - "\n", - "Features we'll use:\n", - " - pRB (nuc median): Initial G0 vs cycling split\n", - " - pp21 (nuc median): Separate M phase\n", - " - Int_Intg_DNA_nuc: Split G1/S/G2\n" - ] - } - ], + "outputs": [], "source": [ "# Load and convert to AnnData\n", "csv = pd.read_csv(download_path, index_col=0, low_memory=False)\n", "csv.index = csv.index.astype(str)\n", "\n", "adata = ad.AnnData(\n", - " X=csv.values[:,:-10].astype(np.float32),\n", + " X=csv.values[:, :-10].astype(np.float32),\n", ")\n", "adata.var_names = csv.columns.values[:-10]\n", "\n", "print(f\"Dataset: {adata.n_obs} cells x {adata.n_vars} features\")\n", - "print(f\"\\nFeatures we'll use:\")\n", - "print(f\" - pRB (nuc median): Initial G0 vs cycling split\")\n", - "print(f\" - pp21 (nuc median): Separate M phase\")\n", - "print(f\" - Int_Intg_DNA_nuc: Split G1/S/G2\")" + "print(\"\\nFeatures we'll use:\")\n", + "print(\" - pRB (nuc median): Initial G0 vs cycling split\")\n", + "print(\" - pp21 (nuc median): Separate M phase\")\n", + "print(\" - Int_Intg_DNA_nuc: Split G1/S/G2\")" ] }, { "cell_type": "markdown", - "id": "26f88a2a", + "id": "6", "metadata": {}, "source": [ "### Filter Missing Values\n", @@ -151,26 +129,13 @@ }, { "cell_type": "code", - "execution_count": 5, - "id": "456d4158", + "execution_count": null, + "id": "7", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Cells with NaN values: 1 / 6797\n", - "After filtering: 6796 cells remaining\n" - ] - } - ], + "outputs": [], "source": [ "# Define the features we'll use for sequential thresholding\n", - "features_to_use = [\n", - " 'pRB (nuc median)', \n", - " 'pp21 (nuc median)', \n", - " 'Int_Intg_DNA_nuc'\n", - "]\n", + "features_to_use = [\"pRB (nuc median)\", \"pp21 (nuc median)\", \"Int_Intg_DNA_nuc\"]\n", "\n", "# Get feature indices\n", "feature_indices = [list(adata.var_names).index(f) for f in features_to_use]\n", @@ -190,7 +155,7 @@ }, { "cell_type": "markdown", - "id": "9f0b09b8", + "id": "8", "metadata": {}, "source": [ "---\n", @@ -202,32 +167,23 @@ }, { "cell_type": "code", - "execution_count": 6, - "id": "746af457", + "execution_count": null, + "id": "9", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Sequential thresholding object initialized!\n", - "Metadata will be stored in: adata.uns['sequential_gmm_thresholding']\n" - ] - } - ], + "outputs": [], "source": [ "# Initialize the sequential thresholding object\n", "gmm_kwargs = {\n", - " 'init_params': 'k-means++', \n", - " 'n_init': 10, \n", - " 'max_iter': 1000, \n", - " 'random_state': 42\n", + " \"init_params\": \"k-means++\",\n", + " \"n_init\": 10,\n", + " \"max_iter\": 1000,\n", + " \"random_state\": 42,\n", "}\n", "\n", "seq_gmm = SequentialGMM(\n", " adata=adata,\n", - " thresholding_events_key='sequential_gmm_thresholding',\n", - " gmm_kwargs=gmm_kwargs\n", + " thresholding_events_key=\"sequential_gmm_thresholding\",\n", + " gmm_kwargs=gmm_kwargs,\n", ")\n", "\n", "print(\"Sequential thresholding object initialized!\")\n", @@ -236,7 +192,7 @@ }, { "cell_type": "markdown", - "id": "b5109009", + "id": "10", "metadata": {}, "source": [ "### Exploratory Visualization\n", @@ -246,88 +202,53 @@ }, { "cell_type": "code", - "execution_count": 7, - "id": "448c420f", + "execution_count": null, + "id": "11", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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x3Z37AWDIIFH58ePHfLFDUrtpJZy7wB04DCR42uBFxDHBHZ89hQHKRQsXOCSUOgs8EDDarE0suDuFN2z48OF87vr27csTMDxG9uLqknKthHTglwnhvq1QhAYYJi3lUaNGDQqo1KxZk38f6psPZ46Nu37n9o4PV4xLFPngNwvjCF5uZ4pDnMHSMfbPY2/PZ+PGF9dA06iL8oCHztFtWju/uE7iJhQyLZCpgZEFj+xvfyoeCUiIQWUBDFK48nEXiQqG5cuXW6wyU4wu9cC8ffu21coaVIrATW8aGkIlnPK6LdauXcsTMu52EfZCpR4MC3sviLiLQeXIjRs3zF7DfuDOFNUi9oA7FfxQcZwwWcDtjR+ab8HxM/2BKyE5WxVLkDBAubY9d7oKCE8q3iXfggohGJX58+e36KFSgMsdoQ2EXGGEIQwwduxYhycwVx1LxeNhWmlkesfsyL4pY1hrfGGZPWPcHlDNpJ5A1MfRN9i739bWw+8HFWWmsiJQIocnBpOcaaWYK/YZ59oUrWWObBfXQtNrHKoSMVacPYcwLhGmR7UqbgjtFVxVQlb47Vjbd78Yf2pMjxOuKQgNK78zS/uE3/+9e/d8tU84FvDKojrbNPKCh5aHzhbWfuOYF/BZ48aN4wpEXGdR6brfJLQYHBGDygIYLBA3Q6kySoYhTYB4uFbrCOgdqQ0j3GXhRwQDxxLI2YFFDyE7NePHj+fBbO29CjBgsK76zgCuZS1FdFzYTSdLvB9hL8TD1aEfXCxxsUdprL1hCUwe2OclS5awQYWLJJYpOCKbAGBsqqUYkMuF44zSf1OxTq0LDDwBKGW2J5QG4wIXOIR3fQsuaPXr1+dz8b///c/iegixwtgz3V8YYOoSZ63z5VvsOZbKBKX20ilSG6bYu28oncdECeFU9XdDuBNl8chlcQUIxasnEJTIO4O9+w1vGI4hjpH6eGCSh6GsaJGpwe8V1xTkWUJvadOmTeQKkD4ADw/Oq/rGAAa+M9515TtMmDDB7PoInDmH+G3i+oMJGjeFpuE2a+B9+M3Ay2v6e1JuHvxq/KnBuYXAsALSL3CzplzPMT4R3ps0aZLRTQ5yx3Bt9M0+Ib8LMhAQhTUFQrumYWd7UG4ETH/nWuF0pUXRdxOJhuBIsBT2xA9K8QSpgdGEODZ+bAjDwEOFnAeAyRkDB3eWiBmrQe4SjA9oC8EYwcUHOQfWRCKxXeRtYfKFMYPJHBdhGDcICamTBi2BHx8ubDBeEOZDrBwJ9/hsuGLVYJKBmxbr4+KLkFTevHlpyJAhBl0RfDe425GojR+Hlt6JNRD2UwQ2YYSqwYSO4wOtG3sS0xH/x508tHYQq583bx4fW7zfHpD/hvOEcwGPlQIubjD6AO68cexxwcXfyJOzBxhg2AYuiDBOELJAYigmMuV8WHsv7u5wEYQhgOONY4PvBi+f+nzhYozzg/OJiUFJMnUUe44lJijkVmA9HDsY21gPkxw8b2rs3Td4KZEvhvOO5GgYnPjciRMn8h17ly5dyL/ApIf9NwW/ZfwO7N1veJwwWcIriWOHCWzy5MmcYwM9Hy1gQGD8IESNcQDPjG/PrWk3BGhgIccF+46cGNywwdDyrfcV1yUYfjAUMLnieCCnFEYk9l8r99Re8DtBWgU8jCiAwUMB4xRhJEvgRg83n8jlQf4mrn/wsuK3iJsW7J9/jD94mpTfN27SkIqBaytCmgC/J+RqouAJ3x/LlfXwPXyTJoHQG651KOiAlwjnHzd2mOOwXNEFcwTlpgTzE65LOJaYs9BlBDddmHvgTcOcg31H2kShQoUc3vcghy4YYU02QSltRyk6yplRfqyWAQCQQcB6K1euNCoTX758OUsHoEQXZbYVK1bUPXjwwGo5NEB5c5cuXbiE2sPDQ5c6dWouV1Vrltgq1Z87dy6/D7IF0AbCd9AqgUepL2QQsH94TS2hcPbsWV3ZsmV1kSJFYj0SaCIpOlWmx+7UqVMWjy9KeqFBA40l01JmR2UTcAx37tzJmjrKdzPVm7KkQ6VQrFgxXZQoUQznUUs2Aa9DOwraZPagfi9KlaHvhNJ+yCVoyVqYyiZA6wXnEt8HJeo4Vij9htSGGmhk4RigNBzvV2QKrJ0HS7IJ9hxLAOkI7AvKqqGRBC0jrW1a2jctHSqA3wuOET47RowYuoYNG+oeP35sl5SBJTkHZ7Akn4GHoptm734DjJ2CBQvybwvjCXpyV69e1fwe6nJzSJ7g2OF3p2i+WZJN0JLZMC3dByjvx/nFPkMuYNOmTVxij2X2HBetcwCpGOhrQZ8O1ynoIuF69+3bN6P1lLFmL9auxVqyHFrg+0EvSjn20OHD9dhV4w/7AZkQU0y/q/I7gZZc69at+TqI84rPUktqqGUScE5wPOPGjatr166dkS6Wtc/Wmksg1QCNMqyP74nPh4QDzpuiiWdtLsH2TGV1oFMFSRlc55RrwN69e1nbCnMWrhP4F5pVtmQuggsh8D//NuoCKyh9xx0avBPq1ifBFXh/4P3CnQxc2L4Fd4+4q0YFoyAIzgHPOjwj8EQL7gERDHjC4AUOzG3NBOeQHCrBZSB3C1IMCP0JguD3YUzc1Jje9CEMptXmRRAE1xIsc6gE13LixAnO2ULeVPbs2TlfQRAEvwWJyUh6Rh4OPMXIoUF+IAoPTAVTBUFwPWJQCU6DBGUk2SK0oG4CLAiC34GkbCQTo7sDPMWo1ELyMIoy0KxXEAT3IjlUgiAIgiAITiI5VIIgCIIgCE4iBpUgCIIgCIKTiEElCIIgCILgJGJQCYIgCIIgOIkYVIIgCIIgCE4iBpUgCIIgCIKTiEElCIIgCILgJGJQCYIgCIIgOIkYVIIgCIIgCE4iBpUgCIIgCIKTiEElCIIgCILgJGJQCYIgCIIgOIkYVIIgCIIgCE4iBpUgCIIgCIKTiEElCIIgCILgJGJQCYIgCIIgOIkYVIIgCIIgCE4iBpUgCIIgCIKTiEElCIIgCILgJGJQCYIgCIIgOIkYVIIgCIIgCE4iBpUgCIIgCIKTiEElCIIgCILgJGJQCYIgCIIgOIkYVIIgCIIgCE4iBpUgCIIgCIKTiEElCIIgCILgJGJQCYIgCIIgOIkYVIIgCIIgCE4iBpUgCIIgCIKTiEElCIIgCILgJGJQCYIgCIIgOIkYVIIgCIIgCE4iBpUgCIIgCIKTiEElCIIgCILgJGJQCYIgCIIgOIkYVIIgCIIgCE4iBpUgCIIgCAGCESNGUIgQIahz585W11u9ejWlS5eOwoULR5kzZ6Zt27aRfyMGlSAIgiAI/s6pU6do5syZlCVLFqvrHTt2jOrXr08tWrSgc+fOUbVq1fhx+fJl8k9C6HQ6nb/ugSAIgiAIwZpPnz5Rjhw5aNq0aTRkyBDKli0bTZgwQXPdunXr0ufPn2nLli2GZfny5eP3zJgxg/yL0P72yYIgCIIg+CmvXr2ikSNH0u/fv936OY0aNaJUqVIZLQsbNiw/tGjfvj1VrFiRSpUqxQaVNTw9Palr165Gy8qWLUsbNmwg/0QMKkEQgjWexx5Tn977aO/Bxv69K4LgdtavX08rV0+gylUjuO0zPI9+o8OHD9Pp06eNlvfv358GDBhgtv6KFSvo7NmzHPKzh+fPn1PcuHGNluE5lvsnYlAJghCsyZM3AW3eXt+/d0MQ/Iw0aTxo2OiYbtv+wD5v6MuHnLR3716j5VreqUePHlGnTp1o9+7dnGAemBGDShCEYE2oUCEpQgSpzxGCEyGIvEO5b/O6EBQqVCiKEiWKzVXPnDlDL1++5PwpBYQjDx06RFOmTKHv37/zttTEixePXrx4YbQMz7HcP5GriCAIgiAEJ3REIbxDuO1BuhB270rJkiXp0qVLdP78ecMjV65c1LBhQ/7b1JgC+fPnN/N+wcOF5f6JeKgEQRAEQfAXIkeOTJkyZTJaFjFiRIoZM6ZheePGjSlhwoQ0fPhwfo4QYdGiRWns2LGcyI4cLORrzZo1i/wT8VAJgiAIQnADXiR3PVzMw4cP6dmzZ4bnBQoUoGXLlrEBlTVrVlqzZg1X+JkaZsHOoJo6dSolS5aMk9Hy5s1LJ0+edFod9dq1a1SlShWKGjUqW7q5c+fmEyIIgiAIQsDmwIEDRhpUeL5gwQKjdWrXrk03btzgHCsIelaoUIH8G381qFauXMlaEiilRMkkLE1oSSBBzbfqqHfu3KFChQqx0YWTcPHiRerbt2+grx4QBEEQhMCQQxXCDV6qwIC/KqXDIwXvETL5gbe3NyVOnJg6duxIvXr18pU6ar169cjDw4MWL17sh99EEARBEAI+s2fPppUrO9P69Ynd9hkDBnjRt2/1OAIVnPA3D9WPHz+4XBKqqIadCRmSn0MFVQssV68P4NFS1odBtnXrVkqTJg0vjxMnDhtt/q2eKgiCIAgBBfiPQni770HBtKFdSP+Uv4fWhCNqp7bUUREqRD8gdKsuV64c7dq1i6pXr041atSggwcPWtwXxGA/fPhg9MAyQRAEQQhywODxduNDR8ESf09KdyXwUIGqVatSly5dOBSI0GGlSpWsNkxEKSYS2NUPpTxTCBgcPfKIKpdf7t+7IQiCIAgBS4cqVqxYLNjliNqpLXVUbDN06NCUIUMGo3XSp09PR44csbgvvXv3Nmu0aKmBo+A/5Modn+YtqiKHXxAEwQWE0AXObQdk/M1DFSZMGMqZ07jXDzxMeG5J7dSWOiq2iSR3lFKquXnzJiVNmtTivsB4gkS++iEGVcAibNjQFDt2RP/eDUEQBEEIeErp8Ao1adKEZebz5MnDuhOo4mvWrJmv1VF79OjB1YBFihSh4sWL044dO2jz5s0soSAEP7xefqaxoz1pxGjjYgZBEITgLZvg3u0HR/zVoILh4+XlRf369ePEcuQ8wQBSEs8hxonKP1N11D59+tB///1HqVOnNlNHRRI68qVghP3zzz+UNm1aWrt2LWtTCcGP0B4hKVFi2w06BUEQghXebrR6dMHTovJXHSpBEARBEPxWh2rV8s60cUUit31GvyFe9PV3/WCnQyXNkQVBEAQhmOHWpHQKngQp2QRBEARBEAT/QDxUgiAIghAchT3duf1giHioBEEQBEEQnEQ8VIIgCIIQzPKnQri1yo+CJWJQCYIgCEJwQ0J+LkdCfoIgCIIgCE4iHipBEARBCGYE13577kQ8VIIgCIIgCE4iHipBEARBCE74hWxCCAp2iIdKEIIpZ888o69ff/r3bgiCIAQJxKAShGBK75576eXLz/69G4Ig+DUsm+DGhy54nlIJ+QlCMGXn3kb+vQuCIPgXOnfqUOkoOCIeKsEhdDodPwRBEARB8EE8VIJD9P1vP8WKHYE6d80nR04QBCEQgnxxhObcho6CJeKhEhzif/0KU7u/cwWKo3b//jsqmGeef++GIAiCEAwQD5XgEOHDewSaI5YgQWRasqK6f++GIAhC8JNNCIaIh0oIsoQJE4qSp4hOgYmaVVeRtzublgqCICgNkt31oOCJGFSCEIAoUy5lsL0YCYIgBGbEoBKEAESbdjkpREgxqezh6hUvOnTwgdvPiSAE2ZCfux46CpaIQSUIQqDk4YP3dPniS//eDUEQBEaS0gVBCJSUq5DKv3dBEAIvkpTucsRDJQiCIAiC4CTioRIEQRCE4ARX47kzVzMEBUfEoBIEQRCE4IaE/FyOhPwEQRD8ke/ff1GS+OPlHAhCIEcMKkEQBBfx+vUXKlJggcMCtIc9m8k5EPwOkU1wC2JQCYIguIjIkcPSqLGlHHpPiBAhKGmyaHIOBCGQIwaVIAiCL3jz+iv1/W+fmbcpX/5EcjyFwOGlcucjGCIGlSAIgm8uniFDUNRo4YLksSs7eKt/74Lg7io/7xDue+iC5+kTg8oNbN1yi37/dmcJhSAI/k206OGoe88C/r0bgiAEEMSgciGXL70knU5Ho4Ydpd+/g6mJLgiCIAR8JNzncsSgciHVK6+kX7+86eCxppxLIfgdOO5v336VQx6A+PjhO33/9su/d0MQBMFPEIPKhdy635E8PMSQ8g9uXH9FFcsu85fPDu6GrLe3tje28z87adPGm36+T4Ig2IF3CPc9dMFTKV0MKiFIkCFjbDp6orl/70awo1a1VbRn913N1+bMr0y16qT3830SBEHwD6T1jBAkgJaP4PesWlebQoXSPvZyTgQhgAt7unP7wRAxqARB8DWSKygIgRR3Gj06CpZIyE8QBEEQBMFJxKASBEFwE58//6AObbfJ8RUCFkgad2tSOgVLxKASBEFw1wU2ZAhKkTK6HF9BCAZIDpXgMBcvvGB5iPQZYsnREwQrhA/vQV175JdjJAQ83CptEIKCI+KhEhzG89hjOnvmqRy5QMSF88/px4/f/r0bgiAEANBrL4S3+x4kIT9BsI827XJSw7+yyOEKRPzdZhu9eSNK8oIgCO5CQn6CEAzwregpvFqhQ4fkXCBBEIIQSB53FzoKlkjIT3ApaA6NhxA0KFVsMZ0988y/d0MQBCHAIx4qwaVMmnCSXr/6QoOGFpcjGwTYd6ixRSV0QRACMXLf63LEoBJcSuu2OSw2y3WG456PaexoT1q9rrbLty1YBuE+QRAEwTZiUAkuLxN3B5mzxKFRY0q5ZduCIAjBUtjTndsPhsjtpxAoiBgxDCVPETQFEuvXXit5Z0KAo+zgrf69C4I7gdHjtgcFS8SgEoIF7959o1EjjlJAJF+BRP69C4IgCIKTiEElBAuQ1/Xh/XcKiHTqkpdChAieLnLBNqiaXTj/ghwqwXXAg+TtxocueJ4sMaiCAZcuvqS3b4O3qGOMGOFpyPAS/r0bQZqrV7y4wlNwLVAhWbniihxWQQjgiEEVDJg4/jhdv/rK3z7/w4fvMtEGA6ZPOUXnz7/w790IckBUddvOBv69G0JQw505VOSYx3369OmUJUsWihIlCj/y589P27dvt7j+ggUL2KuvfoQLF478G6nyc4LPn35QhIgeAT5cM2d+FX/9/HVrrtGVy140elxpf90Pwb1Mnl5BDrEgBBKvpy4AKaUnSpSIRowYQalTp9aHuBcupKpVq9K5c+coY8aMmu+B4XXjxg3D84AwD4tB5QSJ4o6nVx96iPChDZo2z+bMYRYcRFGqd/QC49v3BVXkeAiC31C5cmWj50OHDmWv1fHjxy0aVLhOxYsXjwISEvJzAhhT0uNMCGgkTzyJ3rx2PGcuX865dM0fQ8MBDXhVC+SZ59+7IQhuwJ2SCSH48fv3b/rw4YPR4/t324VBeN+KFSvo8+fPHPqzxKdPnyhp0qSUOHFi9mZdueL/eYZiUDlBqFAh5W5eCHBcvNqWoscI7/D79h5sTGnTxXTLPgVG0meIRbv3/eXfuyEIgZIzZ85Q1KhRjR7Dhw+3uP6lS5coUqRIFDZsWGrbti2tX7+eMmTIoLlu2rRpad68ebRx40ZasmQJeXt7U4ECBejx48fkn0jITwhWvHzxmRrVX0e7gvBEGSVKWF+9L1LkMC7fl8B+wxScj8nOvhX9excEd8smuHH7OXPmpL179xothrFkCRhJ58+fp/fv39OaNWuoSZMmdPDgQU2jCp4rtfcKxlT69Olp5syZNHjwYPIvxEMlBCuiRA1LfQcU9e/dEAIY16+/op7ddvv3bghCkCFUqFCGqj3lYc2gChMmDKVKlYoNMXiysmbNShMnTrTrszw8PCh79ux0+/Zt8k/EoBKCFeHChabCRZL4924IJmzedJP27bnnb8clerRwVKBgYgpsSfPdOu/y790QAitulU1wHoTx7Mm5UvKuEDKMHz8++SdiUAUTNm+8QQ8fvPfv3RAETUKGIArhj1ejuPEiUbUa6fzks37+/E2zZ55xybZChZKKTMGXQDbBXQ+dY+Oyd+/edOjQIbp//z4bRnh+4MABatiwIb/euHFjXqYwaNAg2rVrF929e5fOnj1LjRo1ogcPHlDLli39dThIDlUw4ezZ55QocRRKkjSqf++KIJhRsXKaYHNUfv/W0b6996lVm5xObQdl46PGirabEPh5+fIlG03Pnj3j5HWIfO7cuZNKl9aP74cPH1LIkD53XG/fvqVWrVrR8+fPKXr06BwmPHbsmMUkdr9CDKpgQv+BkjckCAEl7Lx8VU3/3g0hOOPC0JwrmDt3rtXX4a1SM378eH4ENCTkJwiCIAiC4CTioRIEwSq/f3uzgK0oqAtCEMKtrWdCUHBEPFSCIFilVLHFdOrkUzlKgiAIVhAPlSAIVtm+uyF5eMi9V3Cj7OCt/K8IfAZRYU+dm7cfDAkQV8mpU6dSsmTJKFy4cJQ3b146efKk1fVXr15N6dKl4/UzZ85M27ZtM3q9adOmHJ5QP8qVK+fmbxF4+LvNVn/V/AkOQCMoY9ppFFSSqKEa7gr69zlAq1b49NwaMewILZx/3iXbFgTBfnTeIdz30AXPM+HvBtXKlSupa9eu1L9/f9aTgDpq2bJluYxSC5RG1q9fn1q0aEHnzp2jatWq8ePy5ctG68GAQgmm8li+fLkffaOAT8dOeShb9oDVpTuw5xiVL73UbPnsecYd1IMS/3bfQ+fOPnP4fY2bZqEixZIantetl5FKl0np4r0TBEEIhgbVuHHjWE+iWbNmrCExY8YMihAhAjc+1AJS9DCWevTowb170LcnR44cNGXKFKP1IHEfL148wwNaFf7BP+230/fvvyggkT5DbIoR0/HmucENnLdOHXbYXA8e0EaNM5stC2zK245QukwKihc/ksPvS5kqBsWL5/O+5CmiU4KEkV28d4IgBHal9MCIvxpUP3784I7UpUqV8tmhkCH5uaenp+Z7sFy9PoBHy3R96FbEiROHGy62a9eOXr9+bXE/IG//4cMHo4e9kve2iBMnolRHBVJgFMWOE8HmeqiAa/hXFgoKLFpwgby8Pttcr1SZFBQ/vhhCgiAIAcKgevXqFffgiRs3rtFyPIcCqhZYbmt9eLAWLVrEna5HjhzJHavLly/Pn6UFGjFCnVX9wDJX0Kd/EQoTJpRLtiXoefvmKx06+MDthwPnrU+/IsHqsF+57EVfvwYsj6ogCC4GXqQA1HomqBAkq/zq1atn+BtJ65CxT5kyJXutSpYsabY+egQhj0uNta7Ygv/y9OlH9qQUKeqTiyO4hpFjjL2/giAEUdxp9OgoWOKvHqpYsWJRqFCh6MWLF0bL8Rx5T1pguSPrgxQpUvBn3b59W/N1GE9RokQxevjWoHrl9YUrvCw9F5wnY6Y4NGd+FTmUdvL69RfuHxdY+fLlJ3369IOCErgm4NogCELQwV8NqjBhwnBTQ4TmFLy9vfl5/vz5Nd+D5er1we7duy2uDx4/fsw5VPHjxyd3g1L5nz+8Dc+zZpwhIZRAOuH9/KkdIg5sFMo73668KHv59cubvL11bqmWxMOUWTPO0OgRRykogbAqrg2C4C/g5yshv6BX5YdQ2+zZs2nhwoV07do1TiD//PkzV/0BdKBGSE6hU6dOtGPHDho7dixdv36dBgwYQKdPn6YOHTrw658+feIKwOPHj9P9+/fZ+KpatSqlSpWKk9fdzfPX3ShMWJ+cqccvulCECB5u/1zBtcAjkjjehCBxWK/e+tuoss5ZKldYTofdkMM2qP8hGj/2uNnyzl3z0YDBxSgogWsCrg0BHRH1FIRAlENVt25d8vLyon79+nFiebZs2dhgUhLPHz58yJV/CgUKFKBly5ZRnz596L///qPUqVPThg0bKFOmTPw6QogXL15kA+3du3eUIEECKlOmDMsr+EVelGm/M+l/FjiJFCkMPXzWmYICrh6Dm7bWc5nQp5q+A4qQpV0Nir+joPidhMCDZKIEQYMKwLukeJhMQSK5KbVr1+aHFuHDh6edO3e6fB+F4AUmO6nO1MbDwz1Vq6FD+7vDXBAEwdfIFcyXFCu0wC15JELQp0iBBVKoIAhC0BX21AXPkxsgPFSBkX+65LUYnhAEa3TumlcOEBEtXnSRhW/LlpPWM4LgLzpU7tx+MEQ8VL6kRs30wSIHYtvWW3Tq5FP/3o0gRY1awWPs2CJ+vEgUU1ogCYIQRBAPlWDGieNPKFbsCJQyZXR68/orhQsnw0RwPWhfo8Wliy/Y4MyUOY5T23/08D09uP+eChVJ4tR2BCEoonOjF0lHwRPxUAlmHDxwn25ce8V/N2qchUqUTC5HKZhz9YoXffzomv6Wtjh96hmdOf3M6e3cu/eOdu2645J9EgRBsIW4HgQzevYqKEclAPDkyUdKkCBSgAgPdvx7Ow0ZXoLyF0jECt+RI4ehsG7yXDZrkc0l20FrImlPJAhWhD3dhc7/r1n+gXio/Ilv335JpZcGUMr+8UNboRxVld+//7K5LKiQKe00ViUPCECsVpGDa9lsE508+cStn/fzp3egVKqHwj5+24IQsHFnhV8ICq6IQeVPpE42md69++ZfHx9g2bnjDjWos1bzteOej6lSueVm+TYliiyiwEZg6++4fVdDypsvEf+9YUs9KlzEvY2px4w8SqOGH6PAhpfXF8qQeioFFcoO3soPQRBsIyE/f+Le404UKlTwteQtUa58Kotl9Ag37djT0GhZlqxx6dDRphTYiBF5FL352NNqOM/rXY9gO0b+/a8QBUZix45AN+919O/dEASr6NyclE7B1EslHip/AqrQASE3JqARMmQIi21NcLxMX+NlDihsP3/2iXJnn03+zZ0H/9hcJziPEYwDPAIiDx+8p0L55hueP3v6kfLkmE0vX36mXNlmi+K7IARTxKASghUxY4WnpStq+PduUIyY4YOtsRRYefDgHdWqtorixY9E8xdVMSyHxMiS5TUoRvTwtGyl/48tQbAvKd2ND13wPAdiUAnBrg9dmrQx/Xs3hEBIzJgRqGOnPNzjMXWamGZjKrRHSEqbLha9f/+NWjbd5K/7KgiC3yM5VIIgCHYQKVIYKlo8mc31YGDlzZ9QjqkQsAmmeU7uRDxUfsjihRcsSgII/gukF5YsuiinwYRNG26Q18vPclwcIEIED2rVJqccMyHgoiPSeYdw30MXPI01Maj8kE0bbgYYXSHBGBi6WzbdtPuwQP/q0MEH/noYDx96yLpd7mTf3nv05q3Ie7ganLfDh/x3/AiC4FrEoPJDVq+vzXevlnhw/50YXP5E5MhhacWaWg5NiJ077rBLb+runbfkDnp02UXfv7vX4zlhcjmKFMnDV2KVL198pk8ffzj0njdvvtLbt18pMIOxgd+yNXDealZd5Wf7JAh+KuypC57HWwyqAESVCivo9asv/r0bgh0gT+bsxTZ2HatC+ea55ZgeP9PSqoHuCr58+Uktmmyiy5deOvzefn32066djvXSmzntDC2Yd4ECM2/ffqMKZZdZXQcFnsjJCiyIwKcg2EaS0gMQF6629e9dEFwMpBGeenULtMe1fOmlNHZCGcqVO4HD750xu5LD7+ndJ2AKesLTCHF7e7SxYsWKQFdu/G11nfDhPejuo04u3ENBcAz35jmFoOCIeKgEQbDI/sNNKGeu+MH+CN288TpACMIKgkubI7vroQue50kMKkEQLF8gQoZwmwBpn977aPbMs4Hi6KdKHcPPWhyhcCVxvPF+8lmCILgOMaiCIE0abaBzZ5/5924IglU6d81HtetmCBRHCS2PIjqZ8/T58w8qkHuuHZ8Vgg4Gwv6UQmDC3UnpISg4IgZVEKRTl7yUIkV0f/nstauv0vy55yggg0qyxg3Wu2XbkFOoUmG5Wf5N5fLGywR9y5Zo0cIFm0MRNmxoGjmmlM314BFMmiwqVa24wk/2SxAE1yAGVRAkR874FNUNE9X6tddp/957VtdBS46MmeKYLT929BGtWHaZAgLhwoWmchVSuWXbiI5VrZ7ObHm16mmd3nb3Lrvo50/fySSg4u7dO9/rSU0Yd9xt8g8K0AHbveuu0bLdO+84pA/mW+7fe0fjxx5362eg2XXhokmNtM96dN1t0aiq6oIxIwhaIMUJRRbuegRXxKAS7Aa9ykKFtj5ksmSNS3nyJtQMY3h4BIzhBqmBBo0yu2XbmAhbtMpuvqx1Dpd4OGZOP+MrrbKwYUKzsedb0L/OVoXb1i23nDK6MLZChwphtszWmHMFIULqv6Or+Pr1J82dbT0/DOcjbFjtz8Sxbt7SeBwJghCwCRgznGDgwL77vhJR9AsqV0lDRVR32I6QN18iqlk7cOTLmIo0mnpNHAUhv53bbzu9L0NHlKCjhx9xWNFR/tevMEWN6nuv5d8dclOy5NGsrnPpwgt65eV7HbXyFVJRwsRR6M7tN4ZlJUom5+XuJmnSaNS+Y26Xbe/nTyihP7SpZTZkeAmLY2bXDsc0vATBbqTKzy2IQeUP5dfW2oWMHH6UPn74TrdvvfF1eEewD3h6bt18bbQM5wbnSB2WGdjvoNOHtM9/+11yWpavrulST4or6fW/QpQnn3NNgXfvvEsH9t+nwE6UKGFpweJqvn4/jOa+/3PNmHGHwCceQuDXoXLbgyQpXXAx795+4ztNNdUqraDPn39afM/23Q0pdpyI1LDuOm7dEdQaEKPSKSCdn9o1Vhstw7nBOVILMB453sypz0HI79S5VhRU+Pjxu9uMfXiJWrRyPjwa2EFV4YkzLf17NwRBcADxULmRdKmmmIXvrt5qz3evtjhxtiUlTBSFAhO4q7YWjlq5/Ar9230P+TcwcuGJQpXZ+cvG6vQ4NzhHgmXq115LnkcfyyEShECdlS69/FyNGFRu5NmrblxRFlwYP8aTBvQ9YPH1v5pkocnTypN/8+L5Z0qbYop/70agZfP2+lS4aBL/3g1BEIQAhRhUviRezDFWc6GUUI+7VKYDIv90yUt9BxQJ8McjbryIdPn63+Tl9ZnSp5rqdm9YnOhjyK9InWwyvX371dfvL1JgAV294mV1nYByHgVB8C0hSOftvgcFU+kEMah8yekLre1qlKomZ9ZZ9OmTYzlEJYsuosePPlhdp0aVlXT50kvyb1C1hIcjbNtyizp33OHU51676uWQCCKMgXDhQ1OMGOFp76HGDuWAZckw3eH9O3uxNfkVUNhGNV/+3HNZwNTSmHryWHtMrV5Xi1KniUF+yYhhR2ju7IAtBhvQgKHu7psBIYjjVpX0EBQcEYPKDkoXX2yWXJ4oURSH79JnzK5I4e0MASJPBUnpY8aX5lwfawwcUsxQ0t7x7+105bL/G1f2kjdfQqfL1ZMkjUqDhxX3VeJvggSR7V4fxuKc+VUc+gyMkUSJ9blwGEOlipmPJYUyJRb7ShJBTYKEkdnQnzK9PEWOrN0qhcdULO0xFTdeJIeNYmep3yATla+YiubMOkvLl16igMjDB++p2V8bKSAxf3FV/94FQRBUiEFlB81bZiNXkDtPQrtFCus2yEgRI3lQ9hzxbeZhZc4SlyL96TMGrag4cSNSYODkiSe0bu01Vle35n0aO9rT6nYiRgzDgqLuBoaKlmipY6KflsdSsxbZnRLfVJMzVwKLhhHGVFg7Dfuhgw7TvbvuVUhPmiwaG7a5ciegLFnjmb2+Y9ttWrPqKvknUaOFpZq101NAAWMpX/5E/r0bQmBF52bZBB0FS8SgsoP6DTM7nTMyYexx1jSyl2rV07Gh4ChlyqWk2LEDrkF16eIL2rb1Fl254kX79tyjGDGse98w8ce24aELKmOpfsNMAS43Cca5X+leZcsejzJmim22HJ42V7ZSQpsZVJyCR4/e07Iltr1iCKNWqpKG/At4NUePPOZvny8Igm3EoPIjEIZzNJwDde0vX7Q1q/buvksf3n93iZfosYV8Gnfw5s03zgl79/YrRYlq+64fTZ4bN81K/iX8if6Fmzbc8LPP3LDuusWQ4MYNN2wWQriaVm1y+Lt8R8HCSah0mRQu2x7yGBWv2+dPP+mOm3sUuvJmJCAh4p6BmRBE3m586ALWjaFfIQaVHzF7fhWHJRRmzzxr0WhaOP8CvXrlWJsPtPQw3R4az6qVwd1N0WJJqXXbnFSwUBJuZxKQ+fnjN40b40mTJpzws89s0miDRcN74rgT9Pt3MPWlu5BMmeOwqjtIlz4W9e1vuTLVVcAQvnjB9wYRPJeLllZ36T4JguBaxKByECSKW/Ig2IvXy89WvVXoh4YL8JoNdShe/Eia6yxaVp1SpIxu92eilL7f/w7QmTPPjJYPGlqc+6UJ5oSP4EGHPZvRngP2VwJqgfHywk7Ve2v5b/sONfbXtjNv33x1KGwN3r//xo2CgzvwNP9Vf71dYyWodUgQAqiup859j+CKGFQOkiHNVIsDBpMNHrYMrjw55nD7DksULbSAxSddScumm6l5q+xUvEQyCgjAYERILbiQIbV9Je637nXk6kO/Ai1k7L1BaFhvHZ05bWyQ26Jntz1+GjINqESOHJYuXDVW5dcCv4nM6R2X5hAEh5CkdLcQfGS8XYTXux4WE4ch9oku86/e96CwYS0f2ruP/rGafHz5ejuXJyev2VA7QCU8r155lXbtuEPzFgX90m8cd4yJgEjubLPZE5oqtW3tqa07G/hKKiQgjbuADiozn7/u5t+7IQiCLxAPlYNYmxyev+5Orz/0tBmWsTXBODoBFS+0kM6fe+7SbTrC6BFHadiQww69p3bdDDRrXmXN13btvGPWtNgerl97RflzzSXf8u7dN0qeaCK5A2vHP1bUUU7rT/mWU+dbsebZrZu28+h8M4a03tO1006rQp4YSyOHH6Xgihiggp8gSekuRwwqFwJDCg9nL4gF8sylZ88+2b3+2o11NMvN/Qokl//TOa/Z8gXzzlvs7YewVmgLmlxIXJ89V9vYsga8LFt21td87emTj1Qo7zyr70dj5JNnW5IzwDBKlWyyXeumSjqJw21Xb7Zn/Sm0jfFrwwoekR17GlLyFPbn4znLgMHFWCLCEhhLzoq9CoIg+DViULmZUsUWUeH88x1KzJ09rzLFjBne7vVjxAxvEHFs03ILXbrot0rpESOFMQiLqqlYKTXv2zgNYc6dO+7QwH4HNbeHcGm06I7rDsFAixnTXLPq2bOP1LbVFpo5t5JN4c7YcezT8EKuS7FCC8yWwzBas762XdtAqE1JRIcRvno9wrLk58SMFcGicesOYLhGiOBh8fVIFsaTIAiBI4cquCIGlZvB3XbX7vkdaueRMVMcX1dzNWiYiebOPmtRCmHsKE86d9Z6eNBVwDipVDkNlSylryI8sP8+txcBGTLEogqVUvvZBA6PB46rq4Dx1aVbPrPlMIwgUGkPWE/tzTR9rqZZ442cQO4qEHYLqNVka1dfpfVrr/nrPjy4/47+12ufv+6DIAiBCzGo3ADadSgVbFWqpaXqNdO5zQMwc/oZ9sAoFC2ejFvcRIio7QHwPPaInj83DyeuW3PNKZ0cS0DaIesfAwPNiNEDESROEpVy50lAfgEU58uWT2W1pB15YI4aVFWrpzM8R6hu8IBDDm1jUP+DdlfYZc4cx6W5NenSxaIwYf1PgsEaceNGojhxjeVCjh19RLt33nH7ZyM0PHvmGQof3oOFZ2dMPe2ybaO59oihR1y2PUHwPW5sjKwLvsKeUuVnB0sXX6IGjexrC7J86WVWHndWq8peXr78zJWFahr+ldni+sVKJKOECSNragy5Wy8I/fb8oueeo8AYciRnzdpk7K71u/bIb/h7xbLLVKtOBqeM9NbtclJApVCRJJrq5mpRWnhgUUTgTG9FLSB74vXyC4dhGzbKTPPmWE6edxRcElwxzgKyWvrOvhX9bV8Ex3BnaE5HwRPxUNnBwvnn7T6gixdeoElTyzkU4nMGqDwnSRLVYrsbCCuqKVU6BSVObN5KpEixpA4JhfoXHz9893WOGDwEZ04/NVuOfJ1xE8s6tV/wWE2fbTyZwKj2PPbY4ntmzKnkK6/TkkUX/VzD6/Kll/Thg7Z22rWrr9ggt8btW2+cCjGWKZuSjUjDZ157Rcc1ji1Ece2pWLREsuTR6L++hfnvRImjUL+BRe02xM6cMh9batApYeKUcgYdthPHn9i1bYwjre8qCELAQgwqO9i17y+7J75tuxr6mTFli5HDjtL1a8aTy4Rxx+mCRmgPoUNrk7+7QdjNnlY6t2+/oaGDHQutKbx9+426dd5NfkmLJhvtWg9Neu31am7Z0cDhNkbOMnTwYTaKtLA0phRev/5KkyeepMOHH1pcB94mSwabFlWrpaV/uphXlh73fMxj2a95/eoL1a291u71YYChUMIeMCxaNN3kxN4JgumgEtkEdyAGVRAG7Wny5jMOicyYXYmKFTdXSx8zvgxVqZrW7h53rkyQBvv33qPunXfZXC97jvi0YnUtDtN9+/bL4nr8+lfj1+PFi0QHjjQhVwEDyFLzagAj/Oqt9nYLbAbklg3LV9WkHDnja742c472mFLo32c/FSiYiGrWstwIG30KIbPhLJWqpOGxbA14h+CtdCU41+EdMHKRo3XuUhu7vZ9Xbv7txN4JQsBm+vTplCVLFooSJQo/8ufPT9u3b7f6ntWrV1O6dOkoXLhwlDlzZtq2bRv5N2JQOYCr8qKwHUvbsvaaf6Ler8EDD9Gk8a5tGFyxchpasKSa3eufPfOMypZYYvH1u3feUt5cc8id/Pqlo4Rxxtm1rq1zClFYTJy+JaCOGzBlegWqW9+y7hToP6ioppaZb76nrXUOHnhANauusvlZjuwLem5eut7OV/srCMG9l1+iRIloxIgRdObMGTp9+jSVKFGCqlatSleuXNFc/9ixY1S/fn1q0aIFnTt3jqpVq8aPy5cvk38iBpUDxIg8yiUXx6QJJxol2KpJn2qqZhWef9O7515DxROEGbt090mS9g9y5opP+w5bblqcMlV0OnuxtVv3IXRo+1rKYMxEjzTKrfuSNMEEh0JmgRWMwX+777G6ztrV16h5E8shMvSz3Li1ntP78ujRB8qUznrfPYQykyV0j/q+IDiDO3WodA5Ok5UrV6YKFSpQ6tSpKU2aNDR06FCKFCkSHT9+XHP9iRMnUrly5ahHjx6UPn16Gjx4MOXIkYOmTJnir4NCDCoHQA8+S6RIPNFmGAzG0sePP+ji1bYUOUpYzXVOnGnJZeMBDSTnNmuZnf+GJ8WaN2XGtNMsCeBOEGKx1kTY1ut+sQ9q7j22PHZcwcVr7VhvyxlKFl1E16+/8vX7mzfZSDu33yZ3gjEIg94S69ddp9277tKUaeUdOm9o+ly14gqrn33nzlsqUmC+4XmihFHo2MnmVt8TNWo4zabIqKhNk9w+RX1BCE78/v2bVqxYQZ8/f+bQnxaenp5UqlQpo2Vly5bl5f6JGFQOED16eENyet4cc4zahGzb3dCojL1g3nlmeRq4K44QITRFixbOokES1cpraurWWsMJ2n4FlK3tSYRetOACl4a3+TuXn+xXYABjBmPHXvLmnMN5Po6AMeWsTtXs+ZUpebJodq/fvs1WTgJXGDSkOBUolJjcCcagNZX1EiWTUf+BRVm93xEgNDtxqr4CzxLQUJu/2CcsHTJUCDaYFFBUUbakPgz97u03KlV0Ef+WcW60ugFs3q7dJkkLXGvy5Jht9/qCYBW3a1CFYMPow4cPRo/v3y170S9dusReqbBhw1Lbtm1p/fr1lCGDT2WvmufPn1PcuMYSPHiO5f6JGFS+ZNCw4kZtQvr/7wD9/u1jYA0YVNRMJyhN2pgu85r80ykPxY1rX5sUS4wecYw8jz4iV1K4SBJWa3d233zDo4fvqVOHHVbXef36C7VqvpkCIrWrr9YLhA4t7lQ+lW9JkSI6hXUgsbpZi+ysiYV8NkVmIHJk57xkANtctUI7d8IWMHASaOis2SJ8BA9KZsOYDBs2FKW0Ii0SOXIY6vW/gvw3hHUV+QUtcH7TpovF1X5oTm0NjIm6NdfQ4GElbH4PQQgonDlzhqJGjWr0GD58uMX106ZNS+fPn6cTJ05Qu3btqEmTJnT16lUKTIhB5UvKlktJ//27z+ClgmCmehIsXTalwXjq+99+vnC6koKFkzg9eWXKEodiO2H47Nxxm/bsvmu0DE12MVG4k4cP3tOUSSfp8aMPRsnxUEQ3rWrU8gwUVHlRPn/6YRSe/Pr1F/Xvo93Q2RYYC7167uGcqV49rOf5aFG8ZDI20suUS+lSVXSFYYMPc06PvUyacIKPsSVy5UlAJUolt6vvJAykUyet6zQpJE8RjfWgAhsYW8VL6NssoXUUjo0CKlL79dlv9h5cM4oWT2p1uxgKGBu45vh2bPml0KfyEAI2Ou8QbnuQjihnzpz0/v17o0fv3r0t7k+YMGEoVapU/D4YXlmzZuVcKS3ixYtHL14YS7XgOZb7J2JQOYE6pNeufS6LXgWsZy2ZHUKN1lTKV6644paE4/IVUlGqVDGcqnL77UuBSWga7d93z1fv9dbpWLoBx1RtqKIRc4NGllXiFRHPps2zGZ7jrHz/rjZ2dWahWoho2lvS//2bflvG27SPvzvkdoshpfD9zzEzZfXKq5qGlnKMrQGpjaRWPDsH9t2nubPOsvinrTDmqZNP6Py555Q3XyKXK6BbAuFp7N/mjTfc+jk4jD80xgS82G1thMcxJjA2FL5bkQsRhIBCqFChDDIIygPhPHvx9oa8ifa8h9yqvXv3Gi3bvXu3xZwrv0IMKl+ASQITDdS11UbUwf33jfKqFEaNLc13r1ocOfyQNm28YXUCRg8zeFJOHH9sVffIlHNnn9Hbt9YVrJ2hYqXUVnvk2aqQOnNKHypyFIRmUGWIfoDd/y1AzgADa+iIEkb6QCNGGyc7whDYvOmmzW1hLIyfVJYnQPwb0Bg4uJhmLhe8jJ8+/jBbjr6Qd26/dcqYhzL9iGFHKVXqGJQvfyKr627ZdIv35d7dt3T/3jvyK0HODetv0KGDlkVHXUH48KHNxpUpuHbg2oIm4pbgsTXZeq6XINgnm+DOKr8QDp0EeK4OHTpE9+/f51wqPD9w4AA1bNiQX2/cuLGRd6tTp060Y8cOGjt2LF2/fp0GDBjAcgsdOnTw15MvBpUv6PLPTs2y0G6ddzmUTHzv3jvq3WMvCyNqJa4qzJlfheIniMxNlx1p3wF1akvq1vbg9fIzvbcg7+AsKF23ZgzBcHz21LHeeO4CxvDaDXUoIAB9LS2j3Rkw/pD/ZMrYUZ7UueMOenD/va+33a1nAapbPyPnF6HvpDXjDB7G6NHD0batt2nHNvdWCwJ4haPHCM/J4aPHlTYsh4fSWqjTFeAc3r371mgZrh043t062Ra4FQSnCGCNkV++fMlGE/KoSpYsSadOnaKdO3dS6dL63+XDhw/p2TOfG/ACBQrQsmXLaNasWRwaXLNmDW3YsIEyZbKud+duQuhEdc5f+PjxO+XJPoeOnmxOMWLYXwHml/zbfTdlzBSHGjfN6uefvX/ffZo14wwrdPs1+EmgGa8rEqxdTfJEE+na7fZ+3nrGFXTttJP1wxr+lYUCAijIGD3yGK3bVJeNGeQ5IQ/v4oUXfHO0e/9fbjXmMqadTncf/uP42Pz4w6LsiqtwRQ6UNEoOmMyePZuWD+tHq2oXcdtnDD50kX7lLEFTp06l4ETguyoHETKmmcb6NKhKwkXSnbkz1u6S8bGWPnvkGJ+7dr8GHiw83IlexVofqlODCStdqqn05GVXX2/D0vF2tnrv3uNOdp+/gIazDahdTf6CidmYUnSoIF6792BjypI1rpEx5cg5theElh01phQSxRtP77/0ctmYEoInjoblHNt4CAqOSMjPn7j/pDOH+VIkmURvXrsvz8kajRusp43r3ZuMG5Dx8vpCqZJOMlseKXIYevS8i13bgFRGzCi2VdAxKUeLONKlbUjQ9ubLZ/tz6gTL5M6TgPYc0PZI3bj+mrXBAgIwnt9++tdoTAmCEDAQg8q/DnzIEHxxvHKjHeeO+IbihRfSlctehudbq20jr/P651B9jh9rLB098tBqbhaayQYkdu24Q43qr3PLtp8+/UjZM880PI8VK4Jm/zWcF3vv+kOFCmFkfMFjkCD2WM1tPvXqauZNWphysa+NrFv3O7LekSUPKBKu/ZpmjTfSls0+Cfzt226j1Svt15QaPuQwjR+r3W7CFvgcfJ5vwHnR8vRdv/aKdcsOHm1KzoIwspYB7yjK2FTGlCA4DHruebvxoQue50QMKn8GORu+DdksWV6dUqf2kT0oNr0oxUivfz5jdkVui5EjZ3yL7w8XPrSZ+Kiim7VuzTVyB+vXXqM+vfdZfL1Q4SQ0dnwZh7d788Zrql55pdV14sSJSJtUPdwwMeH4KyBhukCeuQ59Ls4dKgV9nhPnxWmhXk+h+j77G0Jrbc/S2Nm+uyFFi64vdChReCEXGIAyxRfT0yfmyf5VKiynO75U3v+7zVY6eEBfmTZidEmjUC0EbstXSG33tiAh0Ewla+EI+Bx8nitJkTI6LV9d06o6u71gGwgpugoY4gVyOzZeBcFnAAWcpPSgghhUAYiG9daZhf+a/bXRrFly25ZbqGLZZfTzpzeFCRvKsDxi/IjUo+ceunrVi6sCIbKJXA2Fvv/bz1o/tmjUJAsVKKgXv5w66aSRZMCcWWdpzSrfqdeiz9vJE0/oryaWk5LhcYkbz/FehgkTRqb/9bOsTA1gPEJqweJnh/egMeMcN+bUwMBJnjy62cSH86WAvxWvVJSkkQ1GUaVyy1xWwZckaVSDsOywUSUpSlR9EvPg4cU1PaLo1Tiw/0FfyRVAIylT5jj8N/pQqo3U2HEicghVLRa6festmjb5FMuFmIKqO8UQVHue5s4+Z3M/8Dn4PEe4fOkl9ei62+CNQpWdGgh0ouWMK4ABb02zSwEJ8pXLLzc8x5jA2NBiyowKFBhEPk0fghAUEYPKj+jeZRdXEVmjcpU07DVSU6FSaopoEtYpWz4l1a6TgaL+mSTVQJ05VswIFtvCxItvuy1H2rQxKV58vVEDD1eqVD4GQtZscSltupjkG2DgVaycxm4ldYhBQhHdHtC7LVfuBOQMoT1CmvWigxhjt847fb1NGE7/tN/B50tB/beaWnUyGLUzchYkWX/88J31nxQdNIhmalUI4thVr5lec0zZAsZUTAtjDixeeIE11PhzciVgr0/2nPEN3tV1a6/RXhPFfTWPHn5gbSrfgIo9VItaIlbsCAaPGhTfS5ZOQX4BBGktjSsY2LXqpFc9148NrfWKFLWusi4IlnCrBpUueB53MahcDDw6WlpUuHu2NVnWa5DJLLRQu24Gs/J9THxNW2Tju3lTKlVOQwcPPOB8IVPKlE1JiTX0hmxVQqXPENvwPHeehJQ5i3FTSntBL0OE9OwldOgQLgm1OEUInLuwrJY+dfIpX20iSpQwfL4U8LdWqA4K7q6s2OMx50AFWPUa6TTHlOIl0hpTYNOGG1YNnnDhPMjDQ+9JhcEKgzp/gUSGcRUubGj2BFkiZ+743GrJN8AraW0MxYsXiW9aALxbuKlxVP5k3hzb3jMtwoX3YE+dlierSTOf8YIxoVb3FwQhYCIGlYs5evSRZthmwKBiFtXSrYH2LI6ooyt35R/cJMjpTP+9SxeNey/ZInWamNS8ZXanPhdVcNC0UgNPoTWPiBpM9FAYxzn1TSNpTIZDR5S0+Pq2rbfMktIREnNFNeD/+hbWzNtSgCL358/mCummHDvyiI10S2MKhRFv3ljuEYibAoQfHz3SFgiFQVPYiqelaLFk3CbJGhDivHDevNN8hoyxqVFj9+leocOBtR6FaN+DTgda46rfgKJ0zM4xhfGAsYKHIDiLjtyrkq7DnWgwJEAYVBD/SpYsGYULF47y5s1LJ09aD/OsXr2a0qVLx+tnzpyZtm2zXNnTtm1bntQmTJhAfsGylTUNd+OuYOK4E/Turf0NbcHgYcUpXXr3Nii2xKtXX+iFSc6X0oJk00bb7VuUu/4HD1zTegStdyaOP26mMzV2tKdD28EEuGRFDbsmvqtXvCw+N2VQv4PmywYcsplLde2ql2Ed5P44otCvgMbS9kh2IG+uTbucFsdU7z6FKHbsCBxetMTG9dfp/Flzg8cWXl6f6cUL8/FkCnoAblh3nXwLblp8E1ZEpej0WRUtvv712y8aOfyo5mthw1oeU+bjiGhgv4Oa40UQhICBvxtUK1eupK5du1L//v3p7NmzLCNftmxZlqLX4tixY1S/fn1q0aIFnTt3jqpVq8aPy5cvm627fv16On78OCVI4FxujX+yYUs9SpBQn/eEBraOTpw/Pv4g75++a2DsG9asvKqZQIwwJTwmatDiA8bN7x+/6ccnHy8c7vhRaajFz5+/6f17+w3MhImi0IbNPpV9St7Mtl36HlGuBhNfBVUCOihfZqnF9Y+faWkW5tu6owG9e/fdqpcKFY1KTl7NqqvoyeOPDie0Q9TSWpI+jjNCnfMWVbUZ5h3Q7wCdOG654AFJ75WrpuWelLZyCdWsXHaFFsw9z8ri8DZ++/pL06sG+Y/+g4oZja3Xr7+ycW4PMErRUsrVRIkSlvYcMK/sw7l98+arVX0zJKLjO8DoRRjwxJmWPF4EwTXN/NzZfoaCJf7eegYeqdy5c9OUKVMMHaYTJ05MHTt2pF699GrAaurWrUufP3+mLVu2GJbly5ePsmXLRjNmzDAse/LkCW8b/YAqVqxInTt35kdABpMXdI1MJ1hlee5ss2nFmlrcaNZettfeQVn/yUIJCts2KmGsOaLBpEaZzB15L6oFt2+9TX1qZ6G7G+5RyTnFbb4HkzZkF9zZFsQa+LlgslPkJkyfuwIIheJ4er3rYfd2k8SfwJpaKGDQGkPWxpclihVaQOMnlaPsOeLx2FC003yDMra6/rOTsmWPZ5RTZg+oDoT0A24u7t97T8NHleRjr1QyKuC4YfmmDTepeZON3MDbmmcR6+I9ptvRWs/R82ztPfCIJUs4gV6+7WFxPRyzWFFH83F787En+SXursSTtjT+23pm2ZD+tKyK5VQEZxl27Bx55ysa7FrP+KuH6sePH3TmzBkqVcqnC3vIkCH5uaendkgGy9XrA3i01OvDKPvrr7+oR48elDFjRgospEs5hV48N29+nD3TTLp39x2dOt+KUqoq7uyh3KqyFL+QZS0qNW1bbqWVy809ffaAnmiDBzgWjqhZOz3NWVCZklVMSiVm+3gXrJEnbwLata8R+ReozoobY4zhOSbC2FFHu/QzXr3vwROoI5P3g6edOPkdvf7eWggRQ+wTnix72X+4CWXLrvdMlSmxhI572pbcsET7NttoyaKLNH5yWWrS3PHekB075aFBQ4uzThW0rhCGRL89LSMdQpzVaqTlY7h4eXWb+WHlS1v2IKp1zvLkmO3QPuM8pEg80eExpQAjD9/h9YceDn2uIAjB0KB69Qq5H78pblzjcAKeP3+unW+B5bbWHzlyJIUOHZr++ce+Xlnfv3+nDx8+GD2wzJQ40ce4tHWIKZdv/E1x45nr6MCQSpY8mkU15xJFFnEOiRam72lQZy2rkWsxdWYFqlPXcQN0zMhjNHLoETMvL8rVe/XYw38vnH/BLKSi7Jul72XP93GUZ08/UqZ008lVwOPz9FU3/hueDvXEiLESJ7rjxpZvvqPyHqinRzfRcVJA78iEiSL7aj+27WpAefMldGifbG3TN+9THihWGD2utKaRPmN2JavjCsn4NaroRWDzF0hMm7fXt6tAwvNkC4uvP3/2iTKlnWa0DOfh5r2OHDpNmcRYIT18+ND08FkXo+R1tBKy9L0FwbW4Nyk9uOLvOVSuBh6viRMn0oIFC+y+EA0fPpyiRo1q9MAyNWiWe/ZSa4vbyJh2GodUnAH6QFr7jFwKVDGVLblEM3F2xZqa1O9/+9nDZVrp1KThBqPqtMnTylvUrkHidSgLXpGhgw/TwvnnDQbUzOk+2j6t2+XkcFPXbvmN3tOgUWbq9b9C/Dd0dfoN1Hc3X7/2OvXsphdTtBcIgkL41FEePXxPJYsuMjyPEzci7XEiXIhjdPZia8qUTj954nxhctT/TWZj5NylNnxeXEGW9NM5N8g3Y8jaaxhX2MfbtywrpaNC1ZkmvAjRwdgB/fvsp2VLLhleGzH0iF3CnWrgvdMq/oBXx5oEA4Au16y5lfnvkKFC2FV9i+8eVkO/SyF2nAi0+0BjbvejqO3jWOOYQ/bk8PFmRusrrwHs77Xb7enUuVYUXBDBTyEo4q8GVaxYsShUqFD04oVxOT2ex4sXT/M9WG5t/cOHD3NCe5IkSdhLhceDBw+oW7duXEmoRe/even9+/dGDyxTs2hpNVbjtjRZLVhUlb0VplQos5QndCTVqkGvPWtVUWrGTijDhgDuyBXBTdOWKpiwFi2rTilTGedXwaDJkCk2GzCnTjyhmLEisHgokr4PH7Lc58+URn9lprLlUtGMaafZE6XW60HiLZK/FTVuBZTsowE0gHp29OjhDfkjb62U2WuBCjNbSuhqYID+1WA9G7nqqkNMuFrH0BYwZBAawvlHIvf8RVXN1oHzEgasAtZFzg/OC7xVGAfOeDjnLqziVAVp3Zpr6OWfFjRqMK6wjxjf7gL6VhgD40Z7UuzYEalk6eRGhneFitZlEewFchhDBx22ug4MGRQm+IYnjz9o9prEuIofPxL/BqZMr2BmjCVIENkw9tWq+co4we9HKT5R8qdKF1/sq30UBPuS0t38CMA0adKEDh06FLQMqjBhwlDOnDlp7969RvlPeJ4/v7G3QwHL1euD3bt3G9ZH7tTFixfp/Pnzhgeq/JBPhQR1LcKGDUtRokQxemCZmjx5E1o0ptq02EI5csXXfL1Zi+zUqk0Os4mwSbOsdutSZc0WjyeBlSuu0HuVFtCAvgcM2j4ZM8XhfTTVHUqfIRZFjRqOKlRMTYlUop5lyqWg5Mktt8FAiA7aQwpomQFDBHf3lSqnNrr4W5vc1J4IhQIFE1GLVsb6UmfPPLMqnAmjLYNKYNQaz559otEjjlLd+hlZrHH4KOOcO98Aj0jzltkMEyQETk3B6ce5Nl6GdRNQ6+Zb+DVnwjf4TGe8RA3+ykyD+h80a5qcJWtcHjvhfSGiikbGjuiLFS6ahMpVTMUtatRtctAqae2aa7Rti3M6SyjYKFEyGVeKTp96mpwFBhS8vwowmOrVz8R/4ziaelrxO7fWP9PDIyQ1s5KQD0OqTcstPE5attaPJRjhrZtvdvq7CIIC2zzBWIfq/fv3nIudOnVqGjZsGBexBYmQHyQTUHWwcOFCunbtGrVr146r+Jo107vIGzdubOQt6tSpE+3YsYPGjh1L169fpwEDBtDp06epQ4cO/HrMmDEpU6ZMRg8PDw/2YKVNm9Yt3yFZ8qhWRQ2hgG6aYFyjVnqjPnxg8oQTLCNgiUSJItP8uedZ6wnAqLEV3lAoViIZT1oKhYskNTKwTEHPP61muajQUiunWyNylLB0//472mmSs4UWNPkKJGKdHegTAahZwwsH8LkwHhHeXLHM8SR5TFrpMsRi1XgYmJWr2q9+jZL+cWM8NT0QtW3kl2ESrPtnslUmQoSzAHLgMA5MGTHsiE2v1agRR63KZWB/bYUCQdVqabmtkCsrEuPFi+iQIQajMJWJF1WdcxT1j0fTt8Dwh7o/qh3jxPGdF0qNR5hQ7D1SQPgOEg2G3pAmvyFIOqAi0eL2PEJptpFRkyxZVDaccUNgWGbl5kcQBMfYsGEDG1GwNyDdhOhV+fLlac2aNfTzp2NC2gHKoIIMwpgxY6hfv34sfQCPEgwmJfH84cOH9OzZM8P6BQoUoGXLltGsWbNYswoHAAcHhpO7Wbv6qubk17tPYc2y6/Vrr9FvB/Kqbt9+S7+sTJzt2ufmBFdUBYHWbXMa3enb4tmx5/TlubF3whI5c8Znw8daU9lr115Z3Qa8HnnzJtQU+gQfPnynp08/GUJ6So+7T59+cMju8+ef9PChtrq2LbFFHCt7gCGyWdWkF4nlt25aziVSr7duzTWb6924/poNLUvhyhvXXlt9Pz4DGknWbC5UoHn/ts/H3rFzXlbnxsS/Y9ttqwa8NQ4dfEAvX3ym+g0zWzSQ7AE5f7du6o9BiZLJuZcgREthbF8xEUTF99RSQ1d4cP8d59opxnyChI61WYLm074991gMds8fJX2E0yFqqgWMPxxPBWhkbVx/w2oumikwlHGdUMB1BNcTU3zbP1MQLBHck9Jjx47NDp0LFy7QiRMnKFWqVBzhQkSrS5cudOvWLfcaVO/evaP58+dT8+bNqWTJkhxmq1KlCotyQnDTt8C7hDwnVNbhi0E/SuHAgQOcYK6mdu3adOPGDV4fgp4VKljvuH7//n1faVCdOf3MyIBq1niT5noIV2kZWtOnnLYrUf3C+RcsWDlxSjlDzpElRowqZcjHcJT7W+/Tx4cfDV4gS+X1oFnL7IamsVp4HntEpy203Pjy8gt9eqI3lNBstnFT7TJ5hA/btc+lGeJEuANK0j17FSR38vXrL5o986zhOTxllpSvYURhTJw784z/VkKUOPcYA6bAkJq/2DzXSg1eV4cBTccSPgMJ1Na8Sqhqc8RLtGDeBfrw4QeHq7RUyGHM2Gp3hMIChJthDKmFVvXjyrb6usLhgw/pnEpBHeMK4bqTx5/QCc/H9OzZRw67gXNnn/H6lrh+/bWhgvX2zdfcwsdeYMQfOnCfPaNeL7/QiqWXNb2Xly9rCw6Dz19+0KqVV2jS1PKGZfj9W6rA1b+uo2lTrIcmMRymTPRdH0lBEKwDhw3ShvBATjfsiUuXLlGGDBlo/Pjx5HJhz6dPn7IHaenSpWy95cmTh/8NHz48vXnzho0aVNclTZqUjSt4nYICqZNNppv3OhgmvDTJJ9PBo005l0g9CaJCCpIHvg2lQN9m++6GFDOmT4gCycMxY4a3KTioxevXXzg0YS0c2K7VFlYvL1Mupdlr799941AHjAtMlqFDh+IQihooUOMYaPWKu7bgOn31+ko5eljvw4dEffRC0zIi4QFBeFMr+du/gDcrU9rpfGyu3vzbyMuQIc00unFHH3Z2hrQpptDVW3/76rw7AkQya1VfTQuXVqNkyaKZVZUiUd00tKs1rpo13khNm2flfnvg7zZbqUq1tFSuvGuSzKdNOcUK6d3/LcDP4VmD9hdy6lwJjLVhg4/Q6vW1La6DEDQ0rhTlc5x3eLXgxbIEfkuQNTlzUV/9yYKtLz9T3HiOF0YEJWFPS4jgp/tBis3SQQNocYUybvuMESfPEBUoHGCFPRHW27RpEzuIdu3aRVmyZKGWLVtSgwYNOIda6bQC59Hbt29da1Ah/Ias+KZNm7LVpsXXr1859DZp0iSqWbMmde/enYIKmEgxicCAiB1tNL14051zHNTLrfH7+28KGSYkr6fkuijvs7QNlMijPYq1PCdLoLKw/6CilDdfIvINHf/ezppDaCrbvcsuDseh2z12UZnohww8RBEielDX7trFA/aAJOQdW2/T7Pn6EnZXgAkL3j4cT1v5ZRj6CJ8qxQGmzy2t58g23YGlMWPveATZM8+k9ZvqOpSbg+q0Pv2LUP4CvhtX1lA8ubZuSlBlirw8eGp9MzZgBGEM419ne25CkqNSueWs7+WIJyxD6qlGGlT+NY6sIQZV0EUMKmKFARTAoY1dq1atON1IKyKXPXt2unfvnmsNqtevX3Oyt704un5AJ0q44fT+ay+ziSpahBH0+mNPm96EBckXU8Mr9cgjggcliD2OvTuPnndhz0zShBPo7IXWLGfgXyhDwPT7qZcjPISE3/Ydc/vrvuG5NYPhxvVXlCvbbM7rOXe5jdVtwwuYN8ccuvvoH94mmlBDX+rxi65mnjS0dkErGHsm7WgRR9KHr72sfid7q/201oVR/+BpZ/YgqkkUdxxdvv43RbMg7OkfY8jWusrfkPGIESM8de2R3yWfocWunXe48g+q65Bv2LKjAbkaR86ttffBwIwVdRS9++yaceQoYlAFdYNqIC0u704P1WmiggHXQ7V48WJOHQoXzrXXSrviCo4aR0HJmAIwmpyh8c2GFPqP+CNahKCdBJJvwe37HSlGTL0+k3/RoukmzQRrtPZAY1oAnau2f2sn57qTQwcesGaXkl9jq01ImrQxuYmsPcSOHYE8T7Xg0C6IGi0s3XvcyWw9SFY89TI2siwZU1BGt9UqJGaU0XbrUcWNMZY9bmqwL4qYqBrsO76Df9CgzjrauV1bgV9rXM2box9X/+u1j42cgUOKUaeuPrmTWiCfDOs7S7HiybjpuKtBPlq6lI5PIPAsxo811mgZNO2sGfAYPxhHghAwk9JDBOgTs3//fs1qPigMIMznp82Rkf2OHYKAJtxmapBrFVzw8vrMFWWW7hLTp5rKStkQ0lSH8o6caM45IOjRt+9wYypVbDHt2tvI4KXKl2surd9ch+LH104+h+Df1BkV2HhQU63SCuo/qBg3s61dYzX16FmA8lhoF9K6xWbas+suixAWKpKEQ0WKcrMCPGkD+x1knSIklg8ecIjzx0y1luwFfQJ799RriFWrkY7GTSxreG3n9tu0bu11mjmnktF7EPZAgjS8eTAsPn/6aeaBQRI1JmnkoSl396gghMfj4YP33OQXEhNHjjfXNILevvnqEg8hfkqQtIBwpTPjxnjdLxQrVni71s2aYQYd8mxKxQstpD0HG/P3t0SR/PO5aTA0oBTKlFjMSvpp08UiR0GuHcaPPSEqjCuE9sKH9+AQGMLnpt42LTAO5s46y9pXfzXJykaYI2AswdsIXTYtkBw/sN8Bi8bW3Ttv+eYDPQ7VIHG+euVVdOxkc1+NJYyb16++OiQ2au9YC2weKkeRnCvfe6gWlfO5/rqakafgoSoUYD1USD5HMnqcOHHM2uFBYunXL9syNFqE9s3JgHYDYpD4YPWFHn8HJ4PK1sUMCa6mWlPLV9c0JHgvWVGdk3wXL6tu0N+pUmE5jR5bimKpEtRNmTKjgtFEqDB6fBlK+KcCcMSoknRz1HnyCheWYmczniB7dN3NOlQd/snD27GU4It969Itn6HlBsQ4PcL4Plm6dJmUnOj8cNcj+nnXuEkvdKnSpjefyGHoKblQyHl59OgV9ei2m2bP88m7Sp4iGldIKqAq7N/ue2jFmlrcGxETJBLJtcBk7gpjCoZZkQLzNY02rXFTMO88OnK8meH3s77URqq2qwqFMBHuhBfNXpA0XrbEEpo6s6LNpO1Z8yqb9Y2EcZ0kic+4at54I/XsXZBz6GxhyUjRAtWvEOCEFptWUYMlYHRBpqFo8WQUM5bjXl31WNICGl34DVkCfRBnzDavAIVkxZvXX6yOJRiO1SuvpN0abY9+/vSmmtVWccGLGuR5FS24kMeJKZzP6SZjSgj6wI3iTnkDnS5g+qjQpxc3I3h8/PjRKOSHvsLbtm0zM7IcweHZcciQITR06FBuRgzNqHPnzhkeZ8/6lJ8LRJkyx6EWTTYZiS5C0VzJucLf7dtuY3FAJRkXRg7EDy0ZAMqFH/3QkBSrJnXqGJwoDtCCJluzDBQpsXk1EfrqlS6Tgj1PphV2CL+oFdIhaghvCoCXBxfx5Usv08YNPtpNWmzbeouGNtpK15f4rIfQJj6zWP10VKhNZkMYb+L4Ezwhm1abKXpXQwcdMtqfxk2zGK0DPaR5c3x6wcWIGYFatdWHJ+ExwWemt8MocAbYRf/2tl/iwXTd7F2zGV2B/qq/3qqYJ6rrUMavBkbmf30LU85c8W0md8NIMvUmzZl1lj0wivZXk+bZKJ4T1WiTJ56ko0ce8phC1aZC2fIpKbsVNXE1G9ZdNxJ3hRcH5zOhAxpTZ04/5f6TkC8YOfyoxfXw28FvSIsnTz5wuFHLe4dxbdpuxhRIgODmBFpVzZtsNAvv9fhTxagGBtq/vc2XC4LgO6JFi0YxYsTgG5I0adJQ9OjRDQ84iRDua9++vd8ZVCghRDKXYB9bt9yk378sR1WzZotrNPlBxkAJEUIB+907ba2oDBnjcMjEGvHzx6PwMc09B6j+M+1nt2bVVRZNRDsaS3f/27fdpmNHHrHwoiLGaIm4cSNSmpxxKVIi8wkZy+A1Q8uSvbvvUcqUlgVEIdCoDm0ijJU8eXSaNcOnOTM0mDJk9Cnxjxw5DJUs5dMrDrpIWurnrgQ/0MpVLSvx446of58DhtwpSAuovbsLPI0rSSy1MgKDBx5iY920d2T5iql5u/aq55uSMWNsNsaU/KyixZJqJrjPn3uOtg86QR/u6fWhFNBmCGNDIUWKaH/OVzT6cOwFeZ1/RZs23GCPDJahzQwMamvETxDJSKncN8D7C48Y8hYtGUy4OZk902dMmYJwJm6AtMDv0FR+BFIPUMFXgHe1QqXU3Iw5e3Z931GEsBFGxw2Wor7uyJgSBOe9VO55BFSQqoTWdbgOQxR83759hseRI0dYSPx///ufr7fvcMgPxhR0G9q2tb9UOCixZNFFavhXZsNkt3TxRQ5DaPVYW770ErcrCRVae2JcteIKh9Es5Z2gVxjU2evWy0SRIvuERjZtvEFVq6e1KQKqANVnTJbq1jOmfHj/nb59+03lKljWD4KqtkfokJyjZcuYQ3gmecEE9DlKGFavhmq6KfCwYMLUmkwUkiaNyg81mIjUzZWhA2RJPFQJyZj2r/MPtBoTK2PqxQvj1+DN0AJj6vmzTzR+UlmLZf8Ql6xSNS1t3niTj61WArsaeBuLFU/KHil7gCBsJK9v9PuHN+3dc5e9XfAYQXMJumIKFSvrzyvCvPO37KWbl71o97H7nMuEkOTHjz8M4WRLaEl/XL/+iser1pjSAhWfipq7JfV/GHlaDbtR+Xn40AM2bKz14DPFGzlOXl/o94/fdG/zfUpVU29wwdhV1NUx8Tx//okNUTSINnq/t47PdcO/jL2xguAa3KtortOFCJAhv6JFi/K/kEJIkiSJy6tkHfZQQZ69b9++rEmFfnrQnVI/ghJo0aHO2cfzxQsvGlngSxZdslixtWzJZRo3sYxFgwmqzN+/GVdwgdOnnnKYcOiIknRg/wPOv1CDu3xLnistkHyOhsFq0M4EOTcKzVtlZ+0pa+TKHZ89QRAEheGFhG8cE632MFevvqJTp55w65UTx7UbTyK02aKVeYI7EnuRaG4JTIr//md/eA15LTiWOKY4tgqY2E/9aVViD5jkPI89trkexgOOixr8cKHArvUDhkE1bWYFs9fgvcFnqlm6+BKPKWteqFXLr/B3Xb3yCn37ZrsvFfopwkCxF2iP1Z5cnKKnjcYexqdP9Plw7Trk5l6PWrxOGp4+xdQb4TAgEFZGrzq1J9Feblx7Zdd5gxGNcW4NfO9LF19SipTROV9M4fOnHxwifPr0Iw0a4HhXeuSGjRlfhjXo7qzVrn7EOYRhrNVAHGMI1xZHxpggCJa5ePGioYgOzZGhho5lWg8/q/JLntzyBRATwt27+h5YQYGMaabR5RvtDBNdxrTTWGwzSZIoZpMfQgYQ4bRl8aJHHXKRMAmhhQxCAKYUK7SQVqyp6VT+ii06tNtGVaun41wqLd68/soXfLVnDCEMGIfwqsHDgNynWdPPcPuYDp3yuGzfMNnC84dE848ffhiaJjsLvAF1aqym5atqchgJE27VSiuMEslhwODcqAVVdd46+vz0M3nEDkd5c86h85fb8oSGc5lYlcRtWF+no0zpptOVGz5q6qbAGE1sMo5gmCKfTlmGitCzl9pwSFg9vvA39l/LK4p9wndAAjWM6PjxIxly9pAHhN6PWvlVz55+5PwkVI5Bsd+esCFy1yJHCWPTW6kGYU+ElyEQWr9hJiNPEL5PlD9yIvaCmw2M1YiRPIw6DSi6U/ACQ/LDUgI3DGzkVU2ZVt5IvRyG2H//7qWRY0pxBemmbfWt7gcqS9GzEucFuW9PHn/k33YiJ8OVluAxlnY6XVEp9rsSqfILuqCwbMmAQbSgtE+LJFcz6sxJClmkYICq8gsZMiTnfiPpHH+rdfDUYDkS1P1MNiE4Ey/mGHrq1c1sMksYZxxdu9WeJxj1JIlSb4Rc0DPOg0JQunTTWEohV7ZZdPJsK5eIMCLRFROglnFmC3gyMOGaTrJdO+1kb4M6lAaPzqD+Bzn/CsnzzoAJCBOPqfcOzaTxGkJBB/bdZ+0ha+1A1MCQwPfBNvGv6USP1+/fe8fyEhevtTN7P34KMBJQgXf7wT8++/rtFy3Ptor+ut7AKOwYJ/oYevvpX7u/M/JqlKKBuDHG0PPX3QxjBeMkZZJJ9ORlV01DKXG88XT7QUf+bkkTTKDrt9sTfrjK2MK/nGiZYgqH3q7eak+F882jg8eaGoyJbBln0JqNdShFiuiGz4CMALZZOP98mreoKrVuvpk9aeqcNK1QrYdHSKpXay0LvRaz0vNRAaEvVDCGtJAsP7D/QYoePRz90zkvjzMcFkshTRz7nz+8KbRHSFq5/Ap17riD6tTLqNmDEcURK5dd4RY7loAHFeN6684GBgMa+xvaRjhSDcKwpYovolNnW3FTb9x84ftcu92ez489shC2wPhUzvWvr7/JI4L7VNTFoAq6BFeD6sGDB4YwH/62Btro+QYxqOzEHlXiGJFH8SSpvrvHxAnBxRSJJ1G/0NGp5e1GFEbl9XHk800Vw5XnhfLNp8nTylH2HPHtUj1X07jheqpWPR2XsNuiV489lDBhZFUOiO/UsQEqt+BBmLewqtFdwvatt2ne3HO0Zn0dm/tuChKiGzfYQEtX1qC6tdaw4aoGcgolii5iY0Rre3ql9On0+IX1tiDKpI5z+/pDT7uU3LE8aoQR9P6LueI+XoO6OowzLWPKEvFijqU7DzpS6uRT6Pqd9gapBGvHK33qqbRzbyODPEK2TDP4WCNp29Z7ldfQggYhV6V/n6X1FLCtg/8cpnj541Kaeqk136P+PLQ1QsJ97z6FLbafgXI/PKXjJ5WjxQsv0LGjjy02tXaUVxdf0eEuR6nanioO5VjAQ1Ugzzy68/Afo4KILOlncGcE3yq9K2OKx0mEkfTuy780N/4CavncXE7BVYhBFbQNqsUwqEpZr0x1htFnYVAVCFAGlV/gK4Pq8ePH3FgQGfE/fhjn94wbN46CInMTLKDmT5pYvRjC44IJUb2OsgzeEaTphQjpu9YZq/OvpTJLS1HUFPqJMF+uOWyMwJPA2w6h3+7mSlsoT/88FDe3cUXSjno7KVObTJSouHGelPq9tlDyeZRJHxVK0NmyRy4AjY7PnnnGwpFArwWi3xZK49esvkpDG+ekGytuUan5JY0Mi8MHH9CIYUcNHgRLKNvEV9F5k5nHDq+zF+vVN9pQZhM1uFBP83V7GhMrvdbiRh/D60NNH++NGWWURa+V0kfOlOgRR5LX+x5sRDgyNtRjSz3ukieaSKfPt9LURDIdo0jYV4/J/Lnn0pz5lTUr2sqWXMI9IvPlT2R1zDRusJ4NdBRPINeuTt2M7PVBlmrnjnrPJ+QwUL0Jj2GiRJGpvcrjaTrOTMG2kPSNz8c66rHkClho8/IbOtzlCFXfY39zbq3xo14GQVMoqcMLaS84X7GijuYxpWwL3zNa+BH0/ltvCu4Glb2IAKgPYlARLVy4kGUSKlbU34T17NmTZs2axb2Kly9f7nceKpQcVqlShVKkSEHXr1+nTJky0f379/nHniNHDi4/DIp8f/+DwkTxsDrhJUs0kW7d68ChCoRvkN9gqj4O0BzV83RLQ/sZe/iBCrsIHhTij5GQJ8dsWrC4mllo5uennxQqXChDaAU5Q/Ao5csZn0IhLOjhe2FOUxQdJK3vCFkDeIQGDinOzxGC+/1bZxb6QIL9xvU3aNK0chQ+TGgOtXj8CYspIASIz7IlAok+fm1bbqX9R4yVrAH2pVrllXTqXCuekHGcwkSx7Sn89fUXrcq7hhpcrGfmoULLmvNX2nI1C0rz8RtAkrMi0orn6AEI74SaRPHG06NnnQ1jCSE65A6Zjq1kCSfQrfsdzUJfqZJOokvX22nmLiHvb9vuhpyLBSX+vQcbaypww3Basbom92dUg0kfrX5g+JoaVchXwrm2pXH1+fMPCuMRiivnEJZTe2wR2oThqBgGyr+ubgK8eeMN2rzpJs2a6yMAu2/vPdYrW7K8hiHpf+woT1qzwccbquD925vDamEiOR+qU8B4QF5bsYIL6Oa9jhxuhUf0jiq8rPUeFKBABR/9GzGeHj7rbDTO3IEYVEHfoJpf0jUeXS1Gnz1BoYoGXA9V2rRpafr06VSiRAny9PSkkiVL0oQJE2jLli0UOnRoWrduna+26/Ds2rt3b+revTtnyENldO3atfTo0SMuRwzK+lRhoxrnRmmxe18jw2Tz3krVFBJcI/25UJcospBDTbZAmFAxpsCqdbUpZSqfEvBG9dfRlcsvqWXbrXTp8kvD8rETy1LOnPHZSLFkTCGUt2P7baNl8D7lzDKLE4gtgclVy5gCtetkMPI6bNl0iwrnm8+5Kgr4TIT9Bg8vThEjhuH9MzWmAI6pPYrayZJHo36DilLNqqvMXkNi+8o1tfhv5PKojSlMWMULLzR7Dyb/okUWUsnlpalAnrlm+wTVa0hXKBMbxofpJAdjST055sw6i/YdbGy0Dt6jNbZ27f+L87lMe/mhxY6WAVK04AJW34fHB0YK2u/Ak6PFspU1WEYD+WRIkFer489fVJWFYZVxBW8S+Kf9dtYOA21bbbFYvYlz2ee//TSmxBp6fsB4HRjU2HcYg+p/1UyfcopmTresCWUPyOsaMNi4NQ2qWEeMLmV4njVbPK6y0yJkqJBOGVP4TWNMwfCBAQVwjlFogsIWgO+940+7JC3PVO7ss/k9GGN7DujHDAxkrXEmCA7hxj5+ukDQyw82CxQLwIYNG6hWrVrUunVrGj58OB0+fNjX23XYoLp27Ro1bqz/ccOS+/r1K0WKFIkGDRpEI0eOpKBI9SoreTKs8edfNZi8FUXr1Gli8sUOXiFMbEjcVdOgzlqepJGvooQF+g8syonKTf/awJ/z5s1Xw/pIEIZ2ESYvU9kDqIqrJ6KOnfLSpAknuWpP7XWAp0JJhNZi9MhjvK1s2eKZNXotUSo5h3dmzzhDWzbdNCv1x/5C+sEUhPA2rL/O+lCKIOi5s8+4YqpWnQyG9fCZbdrl5GrH456PacRQHyFEa9y88ZpzaEzB8ciTJwF165nfaDkSzdu32cal8VpgkkcoS/GuNKyrvzuBZ2XwiBIUK110GjKshNF7cJ5xvm2xblNds31PnUav1GuL/3ru5c81DRPeG3KOdD/NVdQHDi72R/BTv/6CJVUpmoWWMAihYqz16FWQK+8eP/YR6cT4QYXbndtveFyhGhG0a5+bjVaAfo6WRDIBtNpqDStIsbJoK9SjOnTrlluar0Ek01L1qb3AMMS4MjX01FV3OO+mVZq3br2h7l12Ofx5qDREqx4FXBPQ+y98hNBGhh0MXVRr1qu1hg3lnt338PUCf9euvtpoPVQnAi42SKu/tmDs4HenPARBcBzYLK9f68WpoatZunRp/htOItg0fmZQRYwY0ZA3FT9+fLpz545RY8GgSNk/KsimasjKMtPJsXTZFFSqdAqjifB/vfbSju13uIoN9P1vv94DUjwZT9zFSySjE56P6YdKGLFIsaRc0VOkaFKKYKOiB3ff2E98tpbgJ0JwCInNnX2OenTdxd4sRakd7zFVToeHCUKGuPhDmDFpMuOJB8YEPk9L5RyTrrpFB2QmypRNSaXKpDAKUeIzM2eJa/Agod0OVLjtacR76uRTevToAzfKVRMxUhgqUDAx/w0JgOFDj3Bo5cjhhxa3h+NfrHgyg+epZOnkhr9LlEzO5xHGpaNgXOA7q5+PHqf/4So9Fa1F3DG28H7T3KDEJRKxtxJjSt3WaO+eexxmU0DSuGkvySGDDrHOF4+p8B5UsFBi/hwYGwpjR3uykX1/yS3KmDiqoU9f7jwJKHp0vYp+zlwJaPWqq6wzBhBKu6LSDkN7mAwlk1CEeMbhRng8jx97TOkzxjLqG6gG3jFLxq8jXLzwgsf6grnn7X4PwvD5C5iLiQKvl5+N1M/VhA0XyqjaMULEMGzgIlyrXo7z1e9/+/m8Ylzpf7Mp+RzjdwhDDH0oeeyU1jYq9+66y++Dvpwg+BZ3eqh0AVw7AAZUy5Yt+XHz5k2qUEGfoH/lyhVKlsx21bLLDKp8+fKxRDvATnTr1o17+6EHDl4LirT9Oxdf4JR/1cDDYjrhtWqT0xD6gwGDu0/oicFAUXr0mU6kTZplo9ZtcxrlGDVqnIXvtKGirNV8dvXKq0YK4Ni1jetusN6SKT5tAZDY6tMewPT77N93jw0vGHqK8VOoSBKD4aM24HA8cuVOYLQcYojId4JRA8FEGDLIxYFxaA2U8sPoUh8WGExbN/t4xp49+8gilPB8VauRDt/KqkHC39tbx+1rcAyRAwTPCLxrloCXq3nL7Fa3qfk5Op1ROxxLy9VjaOa001a3ifGA8YPcM6XXHgzy9E3TcY7cH406A0p4b+H88yylobmfOPd/PEiK5hP0oFDir95neOzXrblGXi8tK8zrj73O8PfO7bfp3r13Vr8TJ5CTjptzZ85inKOFECI8ma4A3rXdu+7+GeuOXd3Vvwl4nqA8z/v+53ekRhlT69deN5IYwY1QUwvK6jCkWrbOwdcIjAd4+7AMVYtzZuF8e9PsmeZ9UfE9Zs84y30qcd3B+BAEwXGQ25U/f37y8vLitKWYMfXRhjNnzlD9+tY151xqUKGKL29efdn8wIEDOZlr5cqVbNXNnWucZxLY2bv7Lj98K9UF42T71ls8IcJ9P3ZCGUPOEe5GTUOC8IzgTtde0BLjw0efKsujRx6x7o46Jwv90769/cYXYLQIwYUc+4HQEFi84AJdOK/PiwH4e/fOu/Tkj/o1BA5h2NgLwhyKOvWD++/MFM8hmmlJBR0TrNqYuXn9FQ0fcoSrAwFag0CpHCGpTl3yUuLEUVm12xIwTuEdQD85CEnC0MPxgSfHFBi96qbQjoLkanicAMYLWrIooGedKRhXlrxe2D9lzO3YdtvwN3Ldfv7xcAKMKXXYd+jwEvydYUj8UOVdHT700ODJ6jugCB8PNZ5HH3GoE2FXGAjdexage3ff0ZNk4eh3pNBmjYYhBQBgDCieSCjen/B8Ysi3sgRaMeUvoPcgwrulVtmHIX/n9ltyBQiRo5ih138FKUcuY6PfGsh5Q0NnJOefOP6Y/z18UO/dhCHf+3+FjNaH4YoxhYR3a2MK+3Jg/30+X0oozxSc5l077nBofPs24zGjH1P3aNu2W/z7hdGHfwXB1yDXyV2PQNAkecqUKbRx40YqV66cYTlsGmd6+TlsUKG6L0uWLIbw34wZM1iqHVaeb0sNAyqYIJVJ0jf07rmXlqyowUYU7pjVbUT6/XeAvn4x9iIM6n+IE4lNQWk5SvRNmTS1PDeZVUCriw1b6rHhpHB1zlV6f9uyQYSwm1oNvXPXfBwqO/kn4RheCjREVvj66it9f2s54R7l8k3/9IRDHznTu+iTJ5/QiuWXyR6Q+4WwKHSHQPIU0fguHkrhMI60Wt6oQWsdGGTeP73pw4OPFCtWBD4+SLpWgMcHRiDOBUIxpuCc3b79xurnYLK7fct4nR5d9/C/mPjwmab06Lab1m+uy6+j0bTaaP+3227DWFm7sY7B24lQmOI9wT6ZtqVRQBWbokkFUAgAQxmTuhZQCocnquPf2w3GF5K1sd+KPpXCtMmn7TZ6IHb5UWM8K8DbqBgrAM2DfRNaVYPPw+cWKpyE5Txg4C2Y5xPyg+GIik9LIJSNNkXHPZ/QiKFH2VOnSH0A/A7xe1RABSWOEyRMTMHY7d9HP6YwXvv0tl4BjfOM8w1v1bqNxrl3GB7/dttDGzbrxxLGi60G5YIgWObdu3ecP7VkyRJatGiR4bF48WLyLSLsaUe+DiYndRhAa5ktUiefTOcvteEcH4uyCBE9uALNlMzpptPGrfUs5pXAq6AoZttT1m4NTAJ4v6XWI6dHnKFwMcJRptYZ6dc3vaJ1KJM8HQVMzJj0HWlNgrt6TFrqnB4YAtjW5UteVLPqShYwHTS0GP2v1z7avL0+f29rVYCfHn+inQ13U82D1Y2WY99Q4Va5/HKWIbClnI7naIWjhMpYJuHDd/5sqJdzWxgTiQR7gIzCw6edOXT848MP8ohsWZ4DVWNQ44eY58WrbQ0hYuxHZFSCWnhfjiwzaevOhtyKRgHeF7xfyfVDVRomaRh6OSCz8We5llwCDBN4W9TLmv21kfvzKQ22/26zlZPL0fvRHpAcj+8GD5lvWb/2Gu3ZfY+mztAWLYT6PioIl6+uafaaIs9x7+5bbjczYXI56tB2G+3c3oA8/lT84caoeuWVrLSP8YPjgLC8ApbheKkNWkdRxpVWmF+9DtTzH7+wX9PKEUQ2IWjLJizqN5jmFvORFHE1Yy94Uuji+QOsbMLmzZupYcOG9OnTJ4oSxbgFGP5+88b6TbRTBlWMGDE4cQtCWNGjR7dqSPh2RwIaighjtAgj6O3nf42+c/RII1kh2zR3ylQk0RGWZl5BNfZVpfCxjcMxIEuGGbRhS13OM9KiSP75NHFqORZNHDO+NDcdtiTcqSXkqV7WpuUWvrtv1Diz2XuUHCxFGPL0iLMUKkxIyt5VO1dkxtTT7ElBIrYl4UVTUUaESOfNPU+r19U2vH7o4AMaNfwYbdlR32w78Ly0b7uVDh1r5rCwIyoo8+eaa6Rsrd4fNMhNlWwyPXvVzdD2A4aT17sevO6vn94UN+YYevW+h5Gukj3CoJaYl3ABNbnfmH3HpiKxAO1uoEcEA1oNJlf0nbQ2CZuSNeMMrkI0LSyARMSM2ZU4sRyUKLyQRowpRXny+oyrKhWWU9ce+TmZ315xWFvrDegLgyosdethOYzrTlDogOrR/Yd9dMzeXH9L+9scoBoHqvG4QI4Yqn0vXGnLHtLypZYa9dPDmCqQe65R6yJHgWEHwdiX77rzc4wnR0RnXUFQM6h8Q1AVA9UbVENoTlE3GlQXPcmjeL4Aa1ClSZOGc8CHDRtGESKY6/T5FrsMKqiK1qtXj8KGDct/W6NJE3NRxcBIFCgRf9ErXmu1CtGaFKCSjcnXnsayptjT8sPSRKS8jqbKpgZVxXLLqEfPAoZKI5RmI2ymeBFA00YbqGLlNFS7bgbe1t9ttrFcQpNm+iRblJEj3IScqGlTTtOgIcWoc7d8du/X3Fnn6NKll9zs2JS1q6/Sxg03aNFSvffIdJvwKEDaAcYU8qfgxYD+k/ozkPwOQ9DzVAurx9ie4wrvY4bU01jNWv06KgUhqvjybXez9j+Y6GJFGc1q6TEij6R3n3s5tB+m+xQj0ij67a2jNx97mnkbHW0tZOuz7NnWxvKbKd/gvBQ3VxzNdWpWW0WtWucwGlNatG+7jSsFlZCwvfvjV2h9vrIMchcN6qyj0xdaGdaxtr4z3wHbgFEVM8poNqrfff6Xxxhu5NC6yC8Qg0oMqqBsUEWMGJG1NJHC5Ersut2BkQRjSvnb2iOo8MyrK18UtS6Mli6WCNuYJprbAqrpqCTS+iyIQCIh3NJ+KJQpsYRLxHfsacihGjVr1temwkWTGJ4vXl7dqJQfzJhTiarXTEcd2m3jsvYJk8tSg0aZDK8PHVGCWrbWJ4v3G1iE3rz9SpPGn7C5X8rrmGLQb61b551m61Stns5Izdp0m9j3rt3zsd4XKgs3bfPJR7pw/jl/94yZYrPgoQLymeBlQa5L3pxzbO6fGoRqzl5szWrk6tcR8rr/pJOZa1hpf4L+f3jpiYUQDCZJ9N5TJlz136b7hG1h/EFRXCFJ/PEc9rQ2JpXl6VPpx5QlcmWbzXlo9mwLTP30lh7+/qm5DvSUUEiAMYW+kPAwWmLcxDJcXagF8rymTDpl+NwxI4/R6BFHyZUgqbt+nbX895FDD9nTpPWd8FsqVWyR0TLkVh0+3ozHVL5cczlUnDv7HH7t6dOP3Hga4WH07XOofdD337Q43TIOc2NMwNOIIpZkCSfyOFCPkYBeii4ELtwq7KmjAE3ZsmXp9GnrVdZu81B9+GB/lRfikUEB5C1dvNbW6OKYOf10w0C5cLWtQyGmPNlnc8jI83QLo3wfhA3QcBiu/GKFFtDrVz4T4bxFVThfSPFSVCq3jKZMr2AQV0QuB4wHeH4KFk5sV/sO5LXUrZeRZRFM8fL6wqEkS/lIEILktiG/9eEttVrzlblXeXLI8rd+wly04AJX9PX6XyHOB8EEj+R3JIYDtAVBj75RY310mdRAbqFdq62UN39CmjKtAquZm2plwcB4/fqrmYAj8rAwuUHb6sWLz0ZijlrfqUqFFXTkeDPeT/SrO3qiOT1+9IGSJNXrJCGvplDeeXT6QmtyFPy80LpmyIdXnO+lnDtMzND2snfyhXcQ+6NeH2PqwNGmZu181GNKC3y3Jo02sPAnWvXAOIChmvxPSBmGxrCRJalfn/0sPIuqQDzChgtNTRpuoA6dchu8oGgIDCM0fAQPPub/672P6tTNwNpKapDvljN3fKpRMz0bTxCqrNcgEyfEI68LBQyhVGNq2JDDLPHwv34+DZJvLLlBX15+tRhitsXXLz/5HMeNF4k9ju/ffTcbU4Zx9eorJUgY2ZA3Va3SSj536zbV4TEVN25EOnf2OX+vBYurcv7ZtVvt2bhSi4XC44mw4DEL3lOMjzd33lOpais5dw2pBjWqrqJNW+vx+X7w4D1rgmE95W+/QDxUQd9DNbtIFbd9xriLx8ijRMD1UEGRAGLkzZo1o8yZM5OHh/E1FO31fENoe0sM7b3w//5tXo0WGJk2qyJ/5wpllnJTXvw9fWZFqlB2qdmdIgwdVPoohg/yS9AfTB36wyS3eFl1s1YtanFDlEv/+OFTiQXtJ3XIB4rLMBIUUAL/+fNPyp4jnk1jCiKQSA5u3zE3xY9vbIAoxNbo+aaASju0zdDrPxmzbMklevfsA/31l776E5QslZy+/REpPXTgASf6oqegQt68CVn1WS35sG/PXeo7QK9YnjFjbD4HECkNFz40xQtvPvHhO5saU0Dpfde25Raau7AqT/o9u+2hhUur8XIYdw3rr+NtT55anr01AIYJvCgwFhVjSr+9kDRxqk+lly0w+VUsu8zQYmTE1Yc0bVttatdmK237M5YUw8peTHvuKWOKmw4TUa1qq/j7IZlfSzCzYb11bHjDoIVY64jRJSlWrIg0cEgxalRvnZEgKCQmsE7v/xXm46AkXSP0W7Z8SkqTJib17rmH6tTLxGNPAWOzS7d8BoV8NQgfK8n80ASLGNGDpk89TR4QUi2V3EzKwRR4Th/fek3NVVpPWlIUZ848o569CtLTo8/o2dFnlLNnDsPrMPrw4L/De1gsluBx9ceYAvi9YCziZgNjSzHQkWMG761CqNAhzZTXMabGTrQsb4Dj3rTjdpoyozyPCYT2kFCvnG+DAaUj+rv1VsOYEgSn4HxY94XWdQG89UyrVvrQPYwqU3B99q0dY1d8av/+/dz0GI958+ZRnDhxuDvz+vXr+YG/48aNy68FFQoX0YfJ6tbPxOXkCIfBCzR5WgX2Eqntyzr1Mhp5q6C1A09Ol447DHIHYyeU5TwmaxV4efMl4s9VHorxhbwhL6/PLKKp9kYgvIfQBZSv1UDpGnfVYOL4E3T9j1AnPAEQ2YwR03jygsr16VNPaeH8CyyuCOHLY0d9pBKUzwp9/QM9PvCE28rs3OGjkI+QW/4KKShyUp9JKGGiKIZkZ5Te58pjrAWEyTedSk09UeLInAyvED1GeD4GpuKPauBZwXnRalkDIwB5YQBGRuWqaVg/CaXrMNDq1c9E1aqnY68ZDFmAc6NoJKmBpweK4vB8de64w+x1TIIYI2owbhQ6Ty5FhQonpnr1M/J6vtU1U9P1n530/ftvrkaDBw1yFZjsP2+eR7of5r0hq1ZLa2RAwMMEA2Hr5lvUpXt+ihsvotG5hpcSxpK6gg2GD7TS4EUqViI5xVO9BwY3+vxBDFarGTM8UjDIlfGAPoL4HORdYazYAlIghSqmpCjJzddFk2OMWRgk+fPrVc4jJYpE8fIZt1PyDfCyjhvjyWMRLXgG9vPpRUmQPdn5lKJFD8eGFSowMR6hF6aAc6I1pnBd6PLPTvbKoTKyYCH92Md1BL8DGMpHuh/1GVshMKYy8vYFwVl0wTzk5+3tbfHhjFPILoMKjY+VB3QaIO6JJoJwi+GBv8eMGUPz58+noAburJWQh/IcD7XHDgrJikGF3CLkH2EShlGgrIbcEcVzYgomI8gVWCJqtLAUKqTPqYLhoyik464fd8ZqEIIJ/SeXC0KBUyedorTpYmpOXFAix6QBb1rESGhUG4q9B/hXDSq8suSKxxIJaFkSXuVpQ5NZhCatTYZak4rCzZuv6eKFl1S8ZHLWhEIvQLXRhPYyeKxS9Q2E1hCe47wong+jYxA1LBsZAEYTegjiHOFYYfKtVSc9hxFhtFatnpa3j6a81sA5V1qvmIL9gKE0YdxxXk9J6Ff+xr8YJ9Y8MRenXrLb2IoWIxx17JSHDVOMMYi5crFEeBg55neHMPpxXrVkBmAoPd/ykL698THEcIwQ2lIDEVlUNgK0PoFRBJ0yVL7BAMP43rzxht36SMiJU7ciUgPDSN0CBkK0pkY5gBEH8Ux8NxROxI4TkYU2oySNTAmLWBb0hHcPnQZsgTGCogmA3yB+iwrcZDtqGDbYcROFCl+cXxhYCjB2p2mMK5whqNNjPKIjghZh/3wW1psw7gS9efPNpidPEATH+PbN/AbUtzhcg+vp6Um5cuUyW45lJ0+epKBI7rwJ+WENGCa4mzx16qlBcLHfwKKsWm1JUFEBSuBQ0/7+7Rft3nmHL8JqoAYOr9L+vfdY4waTyJc/rUUQwjMNe6GVRdKk+lABJiUIdeLuWc3LMy/p/vYHdOHwYzb8YsYMT7VqZ6Bs2eNxaBC92sDFiy8M7USSlElC8fPH495v1lrJwDuGHCm1ajZygJBErgVCcLf/TMLwIqGiSgE5L0h0njjuBF276tMr8tPnH/T27TduhJwpk2UvlhpICkBh/YznE7q+6R4NHnCQDU6cn5MnnnC4CCKgD3cZe+eQ14Lvg3XRRBnnVznfWzbfZEMNoTPYQhBEVTeShpGD93IOzI6HNGhocYMxriw3nJPTL/nObotqufI5Chgn2B94KzG+sD2EqM6cfka/f+koQqm6FCKMz6S/S2M8qYERC0P69eXX9Ourz50Zej1++eyjwg+uXfGijyplflRdItcN6uIwCnCuIAyKid9ZsF8IOyqq+2o+3P9Ir6/oPbAQJP308QeF9gjFOU240bBHeBQCoNeveVk0ohCmBtD2ypkrPlebwvMG4Vvw5fNPOnLqCWXr5BOChDcPOV9ZM8WhR3v0Ywhj6+xp83Y6aEGF82cJGGu5++TisYVQP8bnqRNPjKQrBMH3uFElXYfrW8AO+cELNXjwYEqYMCE3Sr57V9/Zom/fvk51fHHYoEqcODEntZkyZ84cfi0o0qP+Jho++LDVdUYM07vnkSel9kSNHnHMKD/FlGtXvWjazIocdvv0+SdNmnCSBRe1mDHtDBsfUERPnNi+5H/kwwwbUYKSJ/fRGrp//x2dX3idzo4+R00qpuUeeWhs++jRe0NbEQW0Pjlz6ik5AgyCf/7eTiuWXWbvF8Bkt23Lbc31IdGAsBOAIdezd0Ejz8TwUaWoYuXUbMwopEoVg8Msz59/pimTT9rtFcEd/sRxZejStMv06f0P6t9mB0+Ey1fVpDnzq3Bi/YVJxr3+cP5w/pFADWDQjPxzvtXhRkx+UMaHOrsaZezgeKsNqOFDjMdUqfkleSLFNrFtGKTDhx7lIgAF7AO0t/D5CEHC8MH+zF1YhZXlTcfW2FGerKelAAMFBrkSioYiOnKECgzPT5ES+oTwcMyVJHUFeNjwmcr2li+9xGEoGOEYUxjDCLPC86SA/DR8num4sgW8Y2vXXNNsB+R1zose7X3Mf2fLEY/Fctu32cresYKFk7DnzhYIfSv5eqagFyZ6KALkREFxfaaqHyMamJ848YSmTjb3PCGnccyQo+xtBPDczZxbydBuCecK5wznV2lQbgmMFYwBjCuMz6Ura1CDumsNUiGCIPgO9B9esGABjRo1isKE8SnCypQpE9syfqaUvm3bNqpZsyalSpXK0NMPnqlbt25x+xmla3NQ4JXXF4oZKzwtzbiCGl6p55S2DO6c4WVStoG2KAgfQRoBJf+WXPmoQouKsJ4Tgn5QAu/SPR+VKKlv61G7xmpq2iwrFS6alEN7SkI7cjqQK6KEyrSAMjS+g2llmRo0A0bFF0KM9++9pYFDipM7wWSFXKLtu20n7GJCQ0/A12++Uo2SS6lT5JjU+pr193El1uuvFPNPhaIz40krv8jw+qsv7ClUxghERa/d+psNdPVr6VJNpXOXWnNOFErtb93vYJTrpJAzyyzaua+RobISQE7i2dNPdNizGXuAtIDxg+3B8wODQAkfQ8MMuXZQGYcRrFSxYT/atd7KTZZLldZLcsBbhbH1b/c9tHH9DRo+uBjVqp+RQpsUZVgCoVMYJ23a5qTwEUIblPN/ff3F+UW/QuJc6mjzxpv03797OaQLAVlHgHEIT5O6WlUBniV449RNo9Vh6Eb117GYrD3AO1ww3zy6dK0d/34gt3DmQivKkXkWXbvd3jDGULGqPlcYq2mSTzEIz2KdFEkm0d2H/1CKxJPo3uNO5C6kyi/oVgHCIbKwz1CaWci4c4QrGX/5CIUtlSfAVvnBfpk5cyb3Io4cOTJduHCBNamuX7/OTZPfvvVdT1GHZ2kYTFBNr1y5Mqui44G/sSwoGVMgTYrJ/G+jq/WtGlO4MKvtUjw3XZYx7TSeIJTXc2aZzZPRuUtt2JiCF0TLti1eaCGXuasv9Mp6+Fv9Wcpz0x5vSLZW7z8S5uEJQVsNeKCUizearVozpgD6m82eedbwHjxMQf++//oWpsZNsxiMKewT1lX+NQXLbYVGFZTvqoA8HHuMKfDi+WdKkWQiV2IeONuCRn+1reyPkBlLZpjsA461rf1U1sHfGE9a51g5fymTTDI6d7fvd2RjCq9nTDON8+yw3vXb7Q0J5nrdM+2xeeZia56gkfekfO6xky14IoYxpR5LpgY4vFuQ5YAgq8Lq9bX5vQg3KuOseeNN3Bh49rzKBmMKdGq/gxPeMaZgECS4+JHubjBvIKxgOpYQWsN3wzEbM8rTsPzG0pt0atgZWrTgIhdrwIjD9lG1aA/YZ+w7vjsKMBrUW6e5Hr4/xogpOF6oALTXmAJopwNtMwDD8OrNv/n8KcYUwO8/bfIphs9Qju/1Oz7rgJt3O/Bv2Z3GlCAEdZ48ecJGlSlISv/503I+sy185fZAaA+S7evWreMH3GdBMdyH9jL2eKXQDuTXL5+JKX7MsRQj8iiuwtIieaKJdP5KG6ME57QpJtPLl/pEczVYT13CD+0hJccIPebwOXicP/ecShVdxH8j30INtHOKFffJeUL4oHyFVFxmX6VaWl7Wqvlmo6RvS6CH3j+d9SGVoYMOc0hTi2mTT3FzaAU0qO3UYQcnO7dvs00zTNi4wXqyB3hJShf3fQPLuHEjsVECb9HNex1sro/JD8rpajAh47zbAur5AOPI0niCIrY1P3HcGGO5RyDa3piOqYfPOnOejzXSpZ7KhqQpOTLP5CIAU+C9Qqh13+HGlC27vv2MGhgaGGfIM1qzoTbNnnGW88vUQEMNYrGtW2yhlcsvU+FxBSl1XctK6jCOkCenpse/BfiY9RtQxLAsQ4v0dDFhaP4NoCsAwJjq0M64ytIS+/bc432vVmkFV25u2V5fcz18/0PHmpotx/HCcXOE9++/s1CnvcDzpvyuY0UdrTmeBMFZ3FrlRwE7hypDhgx0+LB5Gs+aNWsoe3a9iLVvsM//bgJ2BO4yJHKtXr2aE7vQoTl58uRUqFAhCirYG+J7/qobhQ7tsy63LWE9G59cKvRfU3SpcEeNvxHSOXm2JXuocLeq1bLGdB88T7c0UmM/cKQpyxbgvbv2/8XK4Za2Uafmam4RYiq6CGbOqWSXUKl6f+CFssasGWd5fcgSoNLtryZZ+DPgVVi98gon7Csq6ciRKl/R8oR79MhDzk3asqMB51nt3NvI4rrv77ynPc33mTVDBvETROKed46Gb5X1kT+TLNEEPsc47zCsEsYZRy/edOdQ1Pxki6jXh5f08k+/v5dve5htI3bU0dynTXmOdjZxY4yh56+7Gc4BnuMz4F2EajrOOVTYw5hUX2IbSzIso15Pn9I3nY5uP+jI+logbcopLFCJ8KBaFgHAKIBWmmmelHo/TYG2Vt/+RXhsr99UlwsTsC5CgGpVd61tHOl2lOLmjUtp6qY2Wg4ZC6X6dPDAQ/z9IYCL7alz6aZMOsl98gYNKU4tW+cwav+EClqMKVOQU7V61VVDWyOAsDd6MWr1SbTnGPgGhOzvPrK/tx++u9IvEl6qONFHG8YR/o0dbbThdUHwtWyCfQEB36GjAE2/fv24sws8VfBKwTF048YNVjHYsmWL33mokCcF2fbw4cPT2bNn6ft3fQL1+/fv2WsV1EiTXDtMowYK0soFGKEZhNNQjq++KCNPSXmu/A11bkx+aI8CZXa1SroWZUospqdPPvDEpiRhhwkTkj+LDZXaa6lv/8Jm7WcUZsyqxHlTWiDXZcumW5qeA3gAFEYMO0KzZ+oTdDHZW9LVatYiG+f//NdXb2AjBwzhK+XfSpXTGPSf1K9bAmGmhUuqcUVk3VprNI1PHJPypZeyHlaFNeZ9A5Vk5xJF9G1FkJeE85snx2yuVMuVbZbZ+lDUzpJ+Oof9MqWbTh5hQnIoDYZU9swzefKDF5GBVtDJ2qyiz09D6MeBKVDgV4N1Ll5tazRmsE3FSFHGl3qcqamxvxr9GyM2nT3VgkoWWcRVahhTGzbXpUvX2nKISv0+9HxEEnuKlNHNjGiI1OKYIOSlBsY4KiTHjDpGGS99pqEtd9BxT31iOM6FpRy/sePLcHuhPP1zU4rK+hw+NTiOQwYe4vwwtLD59dvb8FCD/n/dexbgvzHm1GNl/drr/LtDY+NNG29Q1076FkdohzNxcjnas/sutWmhv0iGDKU/J77ptwkguLlH1ebIFIwptKZRw+dOQ3gXYwrHOlPaaWwwX77ZzrA+BE+zZZrJWmFoxOyznVA8VgRB8D1Vq1alzZs30549e7ivHwysa9eu8bLSpR3LxXTKQzVkyBCaMWMGNW7cmFasWGFYXrBgQX4tqPHs2SeH1l+0rLpV8U4YQ8iF2bytPrVuvpl768E7hIlF0biB6vX0WRVZU0fNuIllWfsHybfIgZm3sIqRh2HI8OJclYTJAmKA6L8HjShw7L/jlKpGCgqnanALBvQ9wKKfHf7Jw5+PyrNsOeJzSBACoQiLlVF5tFBurkwOc2ed5XJ1eJ/QagbhKEg2AFRe4WEKNIIunn/BLWkU1Wp7wGfeuP6aJk04wV4KcOP6K2rbaiv/nSJFdOr+b34WQA0ZOiSFjx3eSLMK4caVa2uxN3DazAoGz8GyVTX5fHnrdJphMRzLBUuq8b9z5lemsiWWsCeQKzqXV2ev1KmWB6nK1ko84UWMF4HMdcKNwTlUQMuSfYcaGy3jdSyo2QO0x9m4tR7nOCmSCAuWlKFEKaNRzS9hKIxO73GEgKaWkTppajnWJdMapzBy4SFSlLrRdBrhNYyPAgUTc/g54hdveq/7TUlUSveKGn/5Cqmp0B9RXKDWZBo14ihlyBCbbtx4TSlTRWdhVch+IKFcyeni1kbe0Fk2NvTU7ZCgfTV54kmqUjUNV4cWK56MKxChLYUwniKjoaihQ44E/SfVwDDHmJ0wWdvwtgSOmVoJHsUXENtcta62YUzNmF2RDfS/GqynTdu0Q4oAYwrjL+SffoHqcw7Db+mK6hwKhsr9vkP6PqlYD+1yMG72Hw46vVOFIKaUrqMAT+HChWn37t0u3abDHiq4xYoU8clpUIgaNSq9e6fXKwpKzFtY1WxZiyabzBK/FaBZYy101rJNDq5Kwx14i1bZ+W4ZZefwwCiTH+7GFWOkR9fdbCQoeR1YH/8OHXyYq5PU1XbpM8TmiWfY4MOsML544UWDjs/aK0/p/jt9jtbEccfp3Fm9Ng5aiaRKFZ1277pDN6+/Zs0pVCTOn3uep7QKFVMZtbuBQCSMLZA3fyLK/UdsEfufL39CzYa02A/DPqaPRSVK6T0V8HBA1FQLlIU3b7yRH6P+yBXA6MDEmT6DXmEdBmelyql5UqvbICN7YoYM92kFok4KRoK8MonBWIDiOY439hvHH8nCk6ebt5eB5wUeP5xTfNcWrXOwIYzzj9YpmOAytspg8XzDu9m8yUb9v431/6r5u0NucpQ27XLyxN66bQ76u0MufiTIHYc6tt9Bu99+IKTz4Tt177zLSH+sW6edXK2IlimWWhWtWHaFe91BngFSCLXrZuDtIwcPAqkQaU2cMw5lyhWfBWRhdKOZMMbUmlXX6O07vQYVxCyR9I2Kz2NH9JpMxUsk5wICbAtjGOAGAOcAKupo6QKjImHCKEatX0xB6A95dOhtB2D0K618YsaMwJ43NbhBgHdNGVfwsuHGAIadwu3bb/j8QJvMEXBMGv8RcQUYUzj2UOPH79saMCCRazhjuvlvAOMKoW04FjFGlHHkzLgRBEEPfk9ojoycKUTdzp0zlrTxM4MqXrx4dPu2uZ7QkSNHuOwwqIEJxTTMgjt/36ZYVK+RjnVt9Ard6cwmNnhgihZPSvNmn+MqQEwUHqGNvQyYpGBI4Q7bVM0a4G6/fMXUfGFHyADkqpOGYiXXJ7fHTxjZUIYOBXNMapjQIkcJS5WrpOEJF81fi5dMxurTauDxwqR6YP99TrbFBIn2N5AEQJk5xEfV3Ln1xmC8AXjUIE745uoben3omaEdiSlQvk6VJgY/lBwb9BpUpB8AvE0NG2ehrj3ysxcNwp2YnGdO1+t1ocEu1M/xXeE1mTJRLzwbOlRII88ePIaYZLUStFFtNXrEUYNxVbN2ekr55/zzOAgZglJWsz7uFUVufBeMJW78++fHqx5fw4ce4de0jHUYOEplIyoxYVBBgBUK3XhgIt+4/jqd/vyZfv1JYEieMjqFUuX2JUsRnd8H/SR8jpY2FDxQYcOE4n6A6NGInorYvpZkBF5HI2GcK4ypJs2zcosZeJAQdkSyPIwzGLQoOkB4Gm2Q0LYIjYn9iohfvSm+188/grM32GCDUd3oL30jbwDlf5yfxInN+yCaguOmqJ/jd4jwtSn4XeP3rYDjNHaUcQEHjyGM8VQxDNpmAF7Pc2PP/1knBHvwQOrUMQ3LMG4EwfeECLZJ6fv376eUKVOy7FOdOnWodu3aLEyeOnVqOnTokN8aVGgq2KlTJzpx4gT/sJ8+fUpLly6l7t27U7t2+hyAoAISp9VWKyZGPO/dp5DFpNW1q6/y+9Ql4OvWXuPJELkemKBhAGjl1oB7d9/xuvAU4V+ERJSwyfZtt/nO+sH999yX78WzT/Tju7kKNrw4EP6EerUSukmYMLLBm1Wnbkae+NCv79EfSQae+CKj511aNqgqVErNEzu+y+1b5tIC8GIpPQShlQXF7EMHH3AOiRoYH+q2NGiSjCrEHx9/UrJYEQ3Nlh8//mDwZAB4Gf7rU5gfSDoGXl5fuEQfGl5ohIvPhcdB7QmAYCVU2fHa5Akn6f59vRdDOaaKV0HxWGCiQ6sbeA3Hjzlu9j1xDG6rlLdhkPToWYDfgya8aNqLMXFnvV5pVwvFaMJ3ATieyvsUkDyNHDCIemrdKcEwVZbDYNGSmMAEXrtOBkN+EKQHFMMZQPASLXngFYE4qJbgLEK28EjimP784W2xUhVAtLVK1bT09Okn7j+H75c2bUwOk5cuk5KNbfQQRAgRSeUQyzzh+YRu33zDNwv2Ai8rxqGitA9DFt8T+YfwVAHceOTJk9CgE7Vn9XV6fuIFPXn8gQ7uvEufn31h2RL87kqUTEYPHryjhqpm3jDasf9NW2TjcY2OBd/ffzcIiAL89rAfmzbcpCuXvWjrllsGg1ytjq8FxFnvmBjsMILxmUi+x6mFl4zREb2/+57PN8YJwPjBdcfWWBMEe3GnQaULoCE/OIMqVapEyZIl40R05E1dvXqVi+sSJUrE0k+KarqfGFS9evWiBg0asCDWp0+fOPzXsmVLatOmDXXs2JGCEtOmGLvi1T25oB6uTHBQblaeD269k3vnofRZYdb0M2xIIZlbUahWgNyB0h9NUa6GnAL0exC+ULNs8SW+84dC+KEDD6lTt3xm3e1NeXfrHb0860VrllzmHBNUwGGiwKS+fOllnjhgfKDiTt3yBeEehHPQDFatRaRQs3YGqlRFf2eOHmvI+cD+wpuh8OLFJ0qdOgZX9ymgNQm8b/HyxqWMLfR32fj8PTvv0vZt5knxap49/cjGBHKd1qy+Rg/uvaOB/Q4YrYM2PMNG6jWJkOuiJL5j33BMTfn44QfLO0yfWZE9ejBU1B41eBqQj6Tmt7c3TZ96xhD2I2+iK7Ov+riSVcrymAhNw8Z4rowtrIv3TJ98ipXa4WF7df6VYWydOa1vZTRrXmWegJH7g8/UMqiQM4f1EPbFuFI0sGCIqMcdwsFI1lZygaDG/e1PKyM1UKaHoYIEdbQ8MqX7vwU4dAdjAkasAm4ClFAwgPELwwzGL5bPW1TVyNOoBgbQ06d6dX0FfGccLxjcL55/ojRpYvI2EIqFpxTAoEM4HcAwXT3tHD3a/YhvUE49fktZ2mfmGwW0ccJNBMRGAboSmLa3geG+YN4FOnvoMd1efdtQnHDkyCPej507blOffoVp8YIL/BqU4yELYg3kC6IjAsDNFr6TGhjq0PICIUKFoGJT9S2OWjTdZLatha33aI41QRCsM2HCBMqXLx/t27ePE9PTpk1L6dKloxo1arDnCl6r8ePHk58ppSv8+PGDrT0YVdB0QD+coAQmb9NEYTXpUk6hU4eb0SfypgOVttHAd150+cbftCb/Gqp9rCa9fP2V4sWLaPBkITEad/5KfhXaW2BCy5drDpd1p04Tg707EGJEaAmhvFixwhuqp5A3ghCXOpEYuVW4S1cnHmMbyG3B3XSkyGHpSPtD9OLUC8o6LC+lKpmYPLsfo1ilEtK4dZepXoNM3IuuXIVUVKGicTn7/3rt47tx9Kir39AnNKIFvA9ozguvD0JgmAiwD2jifPvqK+rbtzCFiaL3lOCO+9TJp0YVfvC8bd10k6bM0CeLI9EaCtboMYeJ3NSwVIAhgLL7DVvqGZbBOEVIBt6Ils020Z4DxhVZmMxwjKBFpRhz5UotoZNnW/FzHLeiBRfQ2Ut/KvccBN89faqpdOOuj74VfmI4/+rxhPGF5OJ0KaeyeKPa47k8+0qqe7o2hQwVkjKknkqe+5tQlIQRuc1O6WKL6PSF1kYeTmUs5c42m7WjEPpEld+CxVXZE1kk/wJav6UuRaKQFC5mWN6uafXo4GHF2UDRSmJHkQR61Jk2wIanEMabpXwsgHEBqQfFO4pkba1G4Ag3Y1sw4vHdYJRpAcPl3vXX9L8+PmPKGU6dfELjRh9nTTaouytK5cgLgzGzbVcDih07IocL/26zzSDXAYMWYWV1fqHWWIABiN+EOrQNtXQonUNqwxoYq6hevH7HeCylTTmVDh5pwuMnbYopdPOe629kRSk96CqmQyl9/v+G0dQ8+kIKdzD5+iEKXzZngFNKR2uZ4cOHsxi5Fqjy6927N12+fNlvDaqgDgT1vN515ztrS+G5mfHnU98vr+jpa+hQGU9S0CaC3pTyXogyXrn5t6FaCarYZy605nAeLopHTzSnIgXm077DTfjimyXDdNq2s6GhPQgmyxVrahrlNBXOP58ritCXTF0BBiHEIYMOU98BRbgyS5kUkciKXKLGDddTk6ZZOc/KGvBwwABUjDr2pP2Z9zGhqGUT0DPu67efFDVKWG6h0a9/EYOyNbxk+Yfk4wkCYSZUcikTt6Kerp7I4TWbPesstfs7F02ZdIrWbqxjdT8VlXWEuuBla9JoA3meamExTAWD6dZ9/SSE4Q/vDYwC9d9qtJbzsu+/WcrAFlg3drQx9Op9D0NVXoLoY+jp2+5cBq8VPkZlWpg/ry1MuZgaXWtASRJN5LYjpp+ZLNFELqWHEWsqIHvibEuDJ2plntVUaUMFipjA3AjIn3suG2Bp0+kT/u2hZtVVnCBfsnRyi7IJbVtt4WR09PzDeOreZTctXazvcwdw3vD1YdChklDxvCnjytQTh+VX51+jD3c/UL7B+rCtIyD0hoIQjBX1uEHj4f967KWdB/7iZagoRSUdCiAgdKpWWcc4gEeuWqWVdO5yG4tjBKHD1MmncOWfun0MmnrD6DY1qPCa9w9vCmWiNYbluA5hrOD1kGFCsqisO7WoxKCyHzGoAo9BFSVKFLp48SKH/LS4d+8eZcmShT5+NPaSu82g+vbtG02ePJndYy9fosmn8QUP2lRBiSjhhtP7r714YlPEBJV/o0UcwUrO6slELThoCfU69q7viNhgqWLwOBTjfmvqz1H6sUEYEV4pW0BqIEuWOFzZBnr12MPVV0hAHz/2OPUbUJSlCrT269KMy/Tp8WfKP8Rn0oPHCiXmDRtlpumzK/L71qy+SpvW32APgdZ27Pnu8CZAZ+jYqeY212WDqtACbuEBoP2VM9ssevCkM3tTMqWbRo9fGKuiI9yTNP4Eg1gnwMSKSe3tp38dOtdRwo/gv8dHi0dd3z3nsaW1z9EijmQDjNsE+bICQm1QWTuOppcAZYxrrW+6HIrjf3fMTaXLpLC5fbQ6yp0nIecpKcsRbkV1X4c/DY0Rwg0X3oMLNwCU+OGlhHf25ctPNHRESav7Y2u87Nl1lyUXIDuB8PPQQYe4bdHLM150ot9JSjgoJ1eAKkaUGoQS8fs5/0cXytQDWbjAAm4XZAmsB89p/Fhj2WNnalD9/vmbFiZfTM0fGyu0w5CLHmkkvfv8L82Nv4BaPre/7Y1vEYMqiBtU/w2nKW71UB2kCOUCnkEVMmRIev78OcWJYywfpPDixQtKkCAB/f5tva2Yywyqhg0b0q5du6hWrVoUN25cswtX//79KSgBj4qiTB4j8kg2oPTeqx58t4sqKvUxwCSLNiFqlXRTkiacQBevtGXZA3iqTp5raTGsBbJlmsHK1Fqq1lrgDhsCjTB4ChTSe6hqVFnJYZRiJZLx/tqjig7vkXpd5TnfSXsTa1bBA6dWtFZApRKSa5EPop4YUJkIQw3hRuQmYRkSvPGAhpcpB/ff5zCQNT0f7A9y1m7dfENN/9pAJ860tLkuwjWF8s+nG3fa83N4PiwZVMp71F5IXvZLZ2gcbOmz0CrkzUcfo0tJBMdhQZodFPbRegbGk/qcwBuIsaUoplsTPbWEouuEcwaPyN5DjTnHzBQImqId0V8NNrC2GZLJ4S2dPLU8Zc2u1zFTqFBmKSvkI2dJPSYa1F1LTZplM0hqqGnXaisVKZaEJTfU4wliskmSRKF2HXKbjTHlOcaH+kbG1BMGIx15RJOn6SUvEKZGFSHy0bRQtoftwKCCLhy0qxDa0/3W8Xg1PdfWxgF48uQji3OiEtKSQYVwIvp5PnzamdtU4ZJhuh1sH/sAHTWzz/2lv9ZEjzCS3v0xwt2JGFT2IwaV8wbV8OHDOUkczYkhGl6gQAEaOXIk5zhZYsGCBdSsmfHNRdiwYdnpY82gQv5UjBjG1esKr169YmFPPzOooDe1bds2FvIMbsC78P7LvxQtwkh6+/lfowkwVdJJPIEdP9OSJQdMDU3kwpw634qrrhLFHcf5Vsh/Qg4P/rVm4CAnCOEcZTIpVWwRJ7giP0ZNlYrLWTQTITJUQuEuWJmIoUeE8AsSdy0lBFsDyekIP6L6C5VoyHmBGjpQa2GZAgMKd/bQyEJlGdrkQFph0rQKhh50qLRD+AzbNOXnj9/05esvToyGYbX6j4CiwpXLL1mra9uuhnz8P338YSQmCZCEXLfmGjp2sjl7EnCcjp9uyXkxUF0/e7GNYbKFURUjpo8oqBbwJKzMuZrqnK3D4VolnKOA7cBQRrsRGG5akgNqLxLGBZTC8Z7bD/6hVEkn0637HShNiim8zwXzzKOrt7RbE2VIM43bF6mFL9XkyjqLtu1uyMrbyK1C8YApCEFFiRKGE/RRAcnG5btvvE2IhyIch4R9hI1RZblxa30qrBLvVAwGSwrkOCe9eu6hIkWTslEF+v63j+LFj0zNW2YzNHpWwHkOFTIEde6Wz2xbqBREccXAwcX4OUKokG+4dvUVC97yWPrxmyJHDksPdz2ke5vv049KCWnFsss016Q4AF5G/C5gFOPYaAHxWPQJ3L3/L7IEjECMG+RKwZOGCthSxRdz43MFe8eWNXCpRjgd5xQW2X03NkgWgyroG1STc1tPpXCGKTdgUOWw26AqV64c1atXj3Lnzk2/fv2i//77j/OYUIEHJXNLBhUUB6CNqYB5F44eawaV2gOvRh198q1B5XCVH/r2RY5sOVk7KOP5J6SE0JJpRAEhBOgy4YKqFW5A3zQlnwoXZ8WYwPqWjCmEU549+8hVfzAIMJEAqKhDL6hh3XWGFjRg/KRy3OsuffrYPEGovRool//67RcbKLZAK5BNG3wGKWjdLgdVq66/W0DIpk69DGwsoVLQGujRBw8EJj4k41aumobyF0xMY0frNXlQXTiw/0FNYwp4hAnFOSioTBulSmRXyytM+uOdQLl829bmfZhg4M5frJ9MY8YKT4uXVacf777T1e7HadnKmob1cB5sTXiYrIsVXkjlVpZl78+mbT4J8Qo4/Vt21OdxYM2YApt31GdjCutu3o73EG3eXo/3ZdPWehyuw9iypL6/Zn1tg9aYGiTawxCHsQRvIVS7X732kbSoXmUlV9QhhIVKNxjrMESVz4GRj78nTC5rMNxHjStNh441oxw5jb1WXf7ZyWFXFDIcPHCfw3hoQqwwdownV9iVLuuj14Uxkf6VNz3Z+tBs3yH30aCRTyEExhnCdABjMGaM8NzeBYKv+E2hCXPnrvrQMnKYYEyB3z+8WZ4DArT9BhU1+xxUHfb5b79FYwpAdmTaLJ8J89Gj95w7htAxjE2AY4fzjN8ygOq+IiliaWzh91Cs4ALDmEI+pMLvX97c+NwUHk8xw1OLHxEtNnUWBLuAPeEdwn0PnWPnYceOHdS0aVPKmDEjZc2alY2lhw8f0pkz+jZnluDOAfHiGR7WjCklRwqyCPjX9KEs91PZhLFjx9K///5LDx48oOAGkr9ZGfvPv6avLV1Zw+LEB2HGHz/04R54a3ARRhURJjNT2rXeyhVU/3TOa7jYt/8nN08kIHWamDyRICEY+lHgv3/30v/+3cuhxggRtT1Gvf9XyFCpNWbkMdaD0gJGT7YcPpPm/DnnqEvHnax8DTBZHj38iIqXSEZFihp7KkxBKBNhppKlU1DrtjnZOISX7skjfdIfhCNr1fIRKYRMgCJwqAbaWwjvqIEQJzxnEEYEseNE4ER2U+A1gT4SgJGJxGuPiB6Us3NWFilVQPm7okaNvKmmjTbw3/CeNW6wnv/G+UXIK0b66IaxYIql5VqgTUqDOuv4zsh0fOHfRvXX0+ABhzi8bAqS72FQaiWEd+uRnz2HM+ZU4tAykqzV8hzQpMK5QP6TMq4UPPscp48P9OcHRRDYTt//9rMxjipNnAswZNAh9jqiMTGqVGHQDuhzkMN4CLtB5wzAcMM5x+cpYEyc//yFOo08RFs36zWcli+9xKFfhHmhaQZNt5XLL3PYulRpvVcVhkuVamm5Z6VSVHH+3AvatNFcBypurjj0M38sli1JmlSvx3bh3HPuMgCSJotqUNAHuDmBUagGvzNIf+A7wHCE0dThn9xsBKllRhSgr9Wjy26DBIIl4LG6etWLfv/4TQfbHKD/+uh7XsLL2qjBevqfSeNxjI/dTffy39u/fTIozQtCQOX379/04cMHo4fS+9cW6A0MLIXmFKAykDRpUkqcODHLIFy5csXq+ljXnoefGVRQFEWMEqro8FThC6sfQQmU5Ju6BhGqsBQlhfSAJW9T3rwJuSWMUuUFoMmjZYBBtwe6QGjRooTTzp19zh4mNUWKJTVUdmXOEpfyF0jEUglg9owzdP+PkKUCFMqVMm/0clPuqBEOgYcB4pL4HKihQykbyts4BpBwwLbjJ9Abb/COJUwUmQ0TGHfWQHuZzRtvUNKkUXkSWr/2GmXPEY9q1UnPryPJPUcun3J8TLpqI0cB31MxUh49fM8tayCrAM+HAjwT6EsIII0wbown/w1PzeiRxirVqKSKlicO54EZloUOyUnT/HeokBzmgvcMulObN93kvoc4v5jIEebp97/95AryFUikuRzbxxjBsR/Y/wBPttgHRV8KY2rooMMc5jKldNmUNG60J78XRsG//xVkL6UCwr4wvGEUm/ZcjJkpJoWOGJp112BIgExZ4nBbGoQBlTGHvnwYI/BmQYaiYePMVK1GWipVNiUVLZbUIEEAzTIIusJYVpOjYnIqUz+9QU4CYw7jKnGSKBxexgM6azCYcROiAG2sipXTsNELAyxOnAgculNEMBUixItAv+OHN9Jqiho9HGX407oIxj46BSjgtwNPqCJrATkQBYQls/9pUVTcSsgcBjsMQBx/Bezn4IHGCszIy+w/sCj99tbRjK3XeX00IochjXMGYV1T4ubR71vdQfom0YLgW3TuFvakEOxdQoqQ+oFcKVug0K1z586cVgSZA0sgv2revHm0ceNGWrJkCb8PuVePH/uI8fo1DhtU9evXpydPntCwYcO42g8iWOpHUIHL/f/0JVODEIo10LdOrZK+ZNFFngjhCYD+DvI9YFjcWn2bWrXIbsgfwZ04LrwA4piY7DBBKIKKmDC0vBQK8BJ06pqPBQOhWQXjCJPhzu23eXLYtfOOYXIEUERHnhXAfu3ZfZcuX3xpJAD55csvPgYI0WHbincLCcmK4QEBSTwsgXJvbAdg2/gsJD2XLe+TvAzDb/8+vUAjPC5V/4QW1WByVdpt/Pqt0ws2nnhqFBoC2F9MsshXWTjvgsEboO5pB3CsYUi+efmFriy5waFLGB7t2ucyeLXadcjFukkwrurVz8QSDqafpSTaq4HBbepNM12Gv5Vl/3TOoxkmxvbhScKx//DhB6sPn5pxmbzRrA/93HhM6ZdrMWvGWYPmEyo7t2+9xWFXBYikIvfJlDT1UlP4WOE5p2rjhhssdFm3XkZuIVOtZjqDlAeMq2/ffxkS7aGaDgM3jEdINggQKnx69BnlSxObvUGmorZoaozvBv0rUPDPuIKRgwrVvPkSGWQ/1CCf7sTxxzy24CF79+47G3AQoD188AHdvfuWj+uBP2NKTbJk0Xi78KBBv2vHNp82Wug+gGKJb2++0Z0t9/n7KyBcV69merq7SR/KRK4Z2hDheCqthQBugOCJBTB0Ma5wfjCOFGAQL1tymT2HSIJPXDcljyO0RkIYGZ5pUzA+svydmf9VVP61xpkgBBRy5szJnib1AxpPtmjfvj3nT61YscLqevnz56fGjRtTtmzZqGjRopzUHjt2bJo5cyb5F7ZFdEw4duwYeXp6cpwzKHN7zR2avK682UQ3ZbpefNISnTvsoESJIrOnBN4MGEXoxQVPFC7AyPuAJs/djffoWdRQlL94Er6r3bDuBpUpl5INLCihIxyH9xYumpQnrgF/knAtAaMmZaroXBYe5fNvSpc8OkWJGo49K3HiRuIwCjxSmKTRgFadz9G8ZXYOs2FSypvPp8ExvCNoZAsPAtpmhAsXivugmeahAHhzwONHH3jCUCoSsU0FTI5aEyTyUo4efsjeEgXkoHD1lEZoI3nyaJzMjJ50ilq7AoQUESJbubaWYRk8EUisVgNPIRo3L5hdmbY02U3rQ35ho1QN8nHGTSzLf4+bVIaNVEx8nsceUcFCSWjS1PJsPK9cfoUNQaXyTTGQm6ia5gJIRiDEhDGF1/GeJcNWUYoU0VgfDGHUgoUTG8Yctq8wcUo5/TaKp6bQoUKwanje/Alp7AT9/il4HntMuXLrBTrxehhVHl2f3vvZWFHa0UDhHIYLPE7wHiH3Th0uhlfrn/bb6c3rL9xHESrjCpcuvmDDFZIaKDRQmDXzLNWrn9HQ8ujFyRcUO3ts+quJ8bFAm5UI4T2sNkFGCBH5SDCC1KCaE62KoKuGGw78Vrp0y8fGjafnY8rjnZC9S/DCYh0Y8GpgSB3Yd48NqPXrrvP4zprNx9P5/e130l1/T73HFeJtnj3znCJECE1p40elBzseUooqydn7NmhocfJ6+Zk2bbyh2VsPoWJ4ZDGuxoz3UelHpeCK5Ze5ZyLyxSZMLse/mQKFzX8btlihMc4Ev8WVCfx+l+Cu9NxzEzp4+UOx7pMjdOjQgbZs2cI99dAKxhE8POBFzq7Za9ivcLjKL0eOHDRt2jSWbxd8gNAfQmE5ssziXJXTF1oZifw9ePCe8mSfzWXVSgI2Ek+37mjAeVS4yCLUgbYbMHhQho3kdUyu8HAhFKIkmT958oHVm9UVVahW69u/CBsgmyttpdz9clG8PHF58kD4MG68iKT7+JM6d99DDZtlMYTGACYF3Fmjmg4JzkrF2KD+Bylt+ljsnUBlH/qdIcn818effHcdNqpPqAiGGoYSWnagymnI8BKG1+AFQf6NaYI2cpbgQYn9R3gS6uiYIBGWRG/AxQsu0sy5lQwGELxOUIe2BvKqOnXcQeMnluXk4QtX2/L5wHGAZwXHEon+9jTBVYARhfyagnnn05OXXSh+rHF09mJrfg22D7abI/MsOn+lDZ9nGAA4FsrfAM+zpJ9BF6+1NRhM0Dg71PwS/bWvEF281o61p9587MlViQiRKuthbCm/Unh6UJxQs8oqOuTZzKjCEgZInZpraOeehnzMYayo86tKFl1ES1fU4GMA8Vi15EPlCstpwqSybNDHih2BxxbGIpKgtZTQkf+Hvn8wbmGQobUKgCRGpcqpjUJeCgjDIscPoVkUPsCgNPUwqkGLHRgaao8NPI0sKusRkisoFW+REl5U2LH9Nu3cfodbOVkD4cBJ40+YSXbAGML3R8+/Dm238zmeM78yj80njz/y50M/y97xgxsNXB+U58o5xrjAeVMMUEuYjid3I1V+/oNfGFSo8pvXewRNzG5eUOMqpt7eT5EqZLe7yg/jG63r1q9fTwcOHOBGxb7J2UJSO/rxjRs3jgJFyG/EiBHUrVs3/tKvX782SzoLrmCyRZUfJtpL19vxRR8Gg2KvFi+0UD9Bqm4KoI6OyqqypZZSrowzWWSyUrnlfIGFuCHKsKtVXskVTbiIK9SrtZabs+LCrACVa6g6g1DhQvF7lcTq3Nln08kTT+loT0/q1yynkTEFQ6VXj70cEoSoIsJCCv0GFmVjCvT6XyHuyTd5wgnqVWA5h0QRwlEeM6ef4QkQuSGYjDERIuSBfxH2GKFKNMcyfO62rbeoR7fdhuWoEOvedRf/DW8PjCnv3970/fNP9si0abmFPUJKaBTw8z9hLRwPGFybt9Vn72D4CHpDAAZU1UorDO16KpZZxsYbwPn5qdEKRYGVrd98paIFF1LEP96bXz9/8znBo0DeeWy0wJj68eknFcg91/DeLOmnG/7+9eWXflz8CX8C5C6VW5mTjSnFeMJ+Fcg9z+jcFso33/B5ONZFCyygHXsbsfELD4oyxiCnsWNPQzZ2MaZggKrBcYFBgDGFYwJjVvkcvIYEdFT/IdkaxxSJ+KZ97hSmTC/PHkwYUMeOPTbypGkZUwD5XkoPvT79i7DHVhkn6rGkPBB+NQ1/wSMDWQV4b5Vjgu2aUq58KqvGFMYNfp/wrinGFDSgfn39xa9duPCCt92/z0E+b5OmlmNjFYYRlkPXzV5ww1Sy2KI/wp4/+AYHFX54DtmUnFlnGc4j9on35c/fPs+J8ueaa1imXlcQAjvt27fnPKhly5ZxbjbEN/H4+tWnWhbhPXXIcNCgQayJiao8CIo3atSIi+XQW9geIM+wZ88eDhEqyuhPnz7lRHc/81BBx8GSgrIz+g1BAYg4PnvVjQ2K2NFGc47HizfdDHlSWorUyvJlmVdQ9X3VKEKc8KxttA8ijH/CIVr5NejVNn9RVUM4A+1U4JVRJ3ijdB6VVpu21mdBTwW1mjTa0FSrno5q1NIniauxpTo9aMBBQ0gJBiQmSQWEXJA8jkkak7K6MTHyR9DUtkzZlGxU4XtofRaWPT38jKbU2EwXckRirakTno/pv177aO/BxobGv3+33kZHTjTjz2ncYAPrOlk61gBaVBD1vHWvA317/Y3WFllPja420PzuMDqgFfXyrV4lHZM/2gq9et/TaF1MxvOTLKIWT5salkWNMII+fO3Nf8+Lv4CaP2uq//dpUzZ4TYHyPgRT4aWypZAOwU/oXEGz6ua9DgapAGug/+Seg40NnpWsGWbQ2k11KGVKfcUi9hMtaOYuqEKtW2yhqTMqGEK56mOCdSuXX86VhMq4snT+tI6/AvTD4OFC+A7VqjAuokQOQ1+//mK9LFSlWtqmJWV0a+dd/TqqCPEdEILesUffnw9q6Z7/O05Jh+dmVfcjJ/QyKfaozNvT7eDjxx98DiDUivVxYxA3xlh+DZ67p17dWEUd4sH4PcWIPIpvDKCQrmwjaoSRfE/27su//PcHN4l8iocqiHuoeo2gCdndJ70xDR6qitns9lBZ+v3Mnz+f5RRAsWLFuGUMJBVAly5dOG8Khlf06NE5Z2vIkCEc9rMFDC9oX0GaAZWHN2/e5EI76Frh+YwZMxz6vr42qA4ePGj1dSSHBVeQNB4ipH5w4G/8hwuiMlgwEV+/3Z4Vky9da8eeBJAi8UQ6cbolxYoTQf9eb72S8qrca6jihvIUKZF5mEtZR9m26XPFoMKkhGpA9XJoWjVulpUqVkqt+T4FtOBA9SDEPDW/r7eOhg85wn/37lPIqMKRjQwopUOSRIck7PPUueNOfg05JRAmVV7D+1AJiCoySE8oIMdp0vjjtH6z3jWN9ZTtKp8Fg6pwvvlchQaPn/IacnRqVVtN6zfXpaoVlrMXyHTfvr/+RuuKb6AGF+uZGTg/P/2kOakXU6/3L3myUwwqfq83GQlkwqMBA/r1+56G7agNKn6O44z999ZRtD9tREyPuVLMgG1Bid9Sfzz1WFOOsT3tabTGDLwjq9fX5kq6vDnm0NyFVdhrA6+YqUGFPpH9BxVlI8R0W7sa76F0jdJQkjI+eWTNG2+k8NueUufppSl1bXMFdWUb6nGi/Dti2BHO6+veswD3pFRA5SGKGEaNLW1olnz65FNDY+1VK/RK6Qg7rl9rrr6P4gskf2NcQCkdlbeKQcWXQlwNVeMS6A319XTynL6BthoYg2WKL2bhVWsgBJs+9VS6dqs9G1UwnvB5MB6TxB9PL9/00J/PP2NL341Af2lWxoHpMowXa2PEGcSg8h+Cq0Hl11SrVo09YXPnzqWYMWPShQsX2KBC5K1Vq1Z065ZPpMYRHP41wmCy9ggOJI43ni9suBCqK/pwIVQmGPyNi13qZJMNlVbKxRAq6UoJe+Z002n/4SYUM7bemFIaIcOLMuKDF7319vH4bSi9id7f+2AI70BbSAGtZlDxpGbthjpcOWU62c5bVJVWLrvM4T21wYcEZIRSunbayZpAbGpbsbchRQBPSree+Y2MqStzrtKZ4WcN28a/Df/KQg+fdeYHPGlYhvAPErXpz8cgAVlN0aJJadmqmryusn1le68uvKKt1bdzzhjCX/DsIFRVoshCXg+ej8OeTTlP5ehJvacBPHv2iY0IbCNczHBU27OmprcIsgHNbzSiG3f0Pf8U7xTOfZIE4ylZwgk+5z1kCFZLT5JAvwxG0+I0S/98Lx0r42OSxr+J44//P3tnAS5F+Ubxly7pRunu7g5JSUFKGkRAUgH9q1goCEhLpyCIIN3d3Y10d3fe//N7l2/v7N7de/cWXGEPzz7c3Z2dmZ35dr4zb5yjx8AVGC88Tp7raP++bMfIJFjB+EJJnShHprS/67pddeyB3NlHyuXL9+zng+gm0UOer93YVI8VIOpH2phllqz42C4hYDBzzkcqvWG+s3VcTbx3Sw49ddw+JKff8eaSprprmQGzDpoIRgzb4TBeKIDnOHX90lciYOTw7XL2zB2VTaidfIRs7rFVa7D6DrCRK1CjVia1oaFZAQ0uuviMthgoWSqVkvYN68/KgH6b9TeCMXK1ylN124yF/fuu6M2IARpbK9Y2cfkd0NPyz+qI2kJcEhDyhUzx/+GXY4rtkbY9caaj/dphiDp/m/Fg4PxaaJEpL958hL5sQtjGunXr5JtvvpHIkR0lY4iAoWIQVHh/kW6QJ/tIl3pTeXOM0omHuYSLbECeeEz2ZUv8oTUp6zc307oZini5OJYqNkFNgSl41SjNBwvk4bWHMmN2HUmQMIbMXFLfoQi77NjS0rjNfNX0IU2WOo1vgSqTh7N+E9uiuxDLGfSgSGNwV04tEDUqpt0dTzUmHgQr6TTEmHbH9ou6vsrx98vjXTYNnX59Nsqkib5t2i1b5ZZWn+a1K8AbpKudVrJ+4tj1RBoUkVIeRAnQtypbLrX6DQI0t6xpQUDhL5PbJy3mObxOh1mHH1dLySHFdVLJmy+pdvUx0U6cXEOX4XXSYBxX2t/xoAN0qzGJghs3H0nFKq5bczk/UWJF1pqjjdta6Gs0BUB+eSxf3dhhWbSYSNPaXhCptriq7NjziZI3lgfU2PE39XQgTw7HMcaykG6OkSEr7kgSWLysoaaT8aFjvabGS49niYk6hrEqwYrI6hX514za0rLZPK0H+rjeLDn3sj6P4m4zSdOY4Dxhm/HkCn2HVJCiJVM6iINe33hJosWOIhFeNk8gwopUgzOop3ti0dIiCjVx3G49DtaxhW1Nl66FlEQNXFlXcrbPrp2KfXptdBhnxnJp04az2sVnbZCgxo8uR6QaIF58J6KbROMMaBDBxNjANpZsF14aAkgVGjC+aDJBqoTjzY2OFXwOBXx58kh8Jn6j59XoeAF9/vLmCuJM44oraDQxxyiH1xg7bNMLL7wIHNCsclWehIZVcJxgvITKDY4eveHwvEbVv/QC1qd/Ob1j5ULY/fNlfgI4+J1ZIwoomH/3U0mJHCWC1hMZAoZtTNcvi0r27InsE1e+r/JI5JiRVXKAC3/q1HGlbeuFdguamCliytnzd5UM0RVE9xVpOTrbEEV0Jjbgm/+t1Nb4DBniq4+fKVz/6pvidkFJWrdRRqfza9yYXbJ//xWd5Eh1zdwXS+p02Kv7wHcuUSqVat8QyaJrjy4wZyxceVKmzj5s+3v+UY0sGECmev64Tqb9dUDtUCZP2mufwCnGNyrWBgiHfuqkfk63VOfuhe2pUGxAELG8fOm+HwFPuvu+7LrcrjwNISDVyvdp32ahfP9TSSUtH9eb6XIccL6MEjt/sz88jIaXAcfGiJwqwUobW5fBX868PnteXf2b14D5H2Bj8mu/cg6WRnQpTptRW8eH87gCZjzxP+u1EiBkNlg/E3qaNHEdiBBpLo7p11+uUKLdqtlcTV25wsavNsmtY7eVdKP/xHiG5Nq302O1ku9xY3fJwQNXpdfP67Vub87pq9Lyf8tlzWpfR4U69bKolIPBwfGH5NRCv44LaJRR2I60xJ8vx4cRfaW7FfL6Xvq4Ei1hNO36I/rmCqSr8+VLqmnBbVsvaM2fAaSLGxm8IH/8bq3cf/BUulkaJMDJk7c0amuAjlurZvO069IZ2CNxvBHrtOLhg2fS4+vV8uBJOGkx3rUnmQHXElLVrsC44NrjDOsY8sILzxGK0SmfwFvPvGqUL19eBg70zTJwzaYY/bvvvtMuwaDCS6jc4DeLboxRQQdly6WxRw8qVfZbF7JqxSl7ao+JHEVqIjFoAFkVrfE1K1cutXrVGSQtmlQVvK1Am4ltR49uu0Pu/r9idrVz0w3HHe/A3zbL552WOlzs0WlKED+6vF8+jWooQbhMezm6O/jEAVI76FfxeSQGKFpGXBTF5hxl8siTKHE02lO+QhpNoWXKHF+OHLmun3GFM6duqVYQIos7dlx0sGFh3S1a5pau3YrYj6kRxqQwmQmQiRuld4B2FtEEjIx/f6lcTeTCCIsCIgSY9dIpBUEARPqWfblBj0vFyuk09Wltiac+CysdDHuJ1FGk7AkoFu72hePE6wqQ7y86L9PxYv/7fZuX3cIFNp0U3qMwm/crVUmn44Sx1bXLUh1DGBFT9A1p4jsEFA21gu/F9ojYQHogHtt77ZDHtx7rmMLKBVV8RCJr18ki77zUpnJGksJJVB6jcNH3lNBAnqzitrt3XpJff1mvBAXPxLx5k2pUNXmESFIy77sOOlP79lzRlJ0B9j0xU8aUajUyODRNUCTPDQ3aZ84G4IEBvxNU2/PmSyaJEkeX/PmT+VmG8ZUkSQyZPHGvXSMNeZAuXxTSAvniJXyjbkSz0FUj6gfxp4iedCXg5objjW6cFdwY8VuPFCWSVGnnaM4MIMmQVWt0jDHhDMYF15IvOi91eM2MKS+8CBR8Ql8pPSwDC70NGzZIlixZ1PmlQYMG9nTfr7/++uqEPd8WWGujbM/9Um5Xr33SJq89UkA9BOSB9MP4sbvk6x7FJcrLaH/T5rn8fJY7aQQCZ/x9SFvKido46/QQqrSyf0RDzbacO8MihA8njy1F3Ly1YP5RLTp21rPhfT5fumwqtZThYUA0A20i7vgBStM3bjyy1x5d2XlV64bOh6MF3jeKQiRj/dozdnFPiBIRI44R9U7o6pCCMxEPannih48gm2YelfDvhHOIDGDWHNWFCTCAJHIcWHeFium0/qtGhXQSDsPfWFH1GNK6TpFy46Y5VbyyabOcMmP6IRk/drcaPTdrmVsJL8r2iFCOHbVTIkaKoFpLkCgid0YBO5yE06hbq9Z5ZdSIHX4iaPbj/7K4eMTv2/Vv6+vW4w6KRvSN9IWPEF6tdT75NI/9fZTO3WHMqJ3SuElOjYK63A86cykgZ7vhxD6mGjTKrkToo/pZNepjQPSwbNnUes4RsQR0gnL8UN0HnA/OC3pKRGy5uSBqygN1/jTp4kr+aukkgSWSp7thuc4mKWQreC8sfi2rEBqlQNtKnF0hc9YEakEEjhy+5mDKjM4V0S5TI2b8/KxA1LN6zUzqJ0j9FWBMYpcDrIKdHCPGLnVR/LbCOZ1LK6htmzB2t0SJGlGFc0GzFr7NHdy4jB65Q3+bZh2sE39OzjmE2tXY4jUjEsrYOjjmkGRt5VdU1Iuwj1cn4umFMxANpRAdNfa9e/dqdKpFixbSsCFlFH6zLqEWocKN2VUFPK+dOuXX6uG/iuXLTjo+fxmNQa/J1L0sX+4YoVm29ISqnJv0yi+9y2oEasXyE1oMay6cRB5cFRoTJYGQrFt7Wh47+fYZbNxwzqG+wwC9HjqfjHgg+LRdPr34cycNMYAkYXQ8dfJ+rfmwgkmWz3M37wwmGqsKOGACJaIC7p66I7uXn5ZlS07IsaPXJWXqOGpGzL5ACo2WEcrnBw9csxeHb112SpJHiqQpR4NH1x6JXHxgt7nBJJrjSlQEWxB3hs6AlCXaRRwjrFOKfJ1PFc2Z3Ng3yB0govfTL2U0IrF29Wmtqfnhp1IaqVq98rQSKM7/qpW2McC5Mqa5nNuevUrL8qUndSwwLpYtPe7XyHbpCXsnGusyfwP+NsTX/H1u1XklysuWHNfjCjH45deystIS8bSt64Qfso9tz+mVZ+XFM8fXDeiS4zvn7ZZHolj8/Dg2RKlM04TB5o3n7KbdRPyMbQoimKQW48WLqpFHvhfEvNuXRTVFbMbU3j1XJHbpZJIgh290CdJMqtVZad8d0qaNp8r/ziACa8YTCvtETommmjHFPpkH+2EVr+V8Yc1kwO9i29bzWnvXsklOubz9ipobmyinAWKzFLED1N3LlU+jEU8IPgr3rsBYYh+QB3EF/CF5HweDthUz2b0kGQ+9+5bTMbTC6RoE3i+fVr+HwblVr8+3zIv/eFH6i3Ch9pAwnvIDESNGVO2qPn36qFg5+lXBIVNBkk2gk6958+bSpIlj1wuiXGPGjNG2wzcB3O1aozQGdOBt2dnSHjlgOdISTIqF8o6RdZub2RXNAZGYZo3myPI1jex6VHRk0elnjQocO3pDL+zuin4BHmWkzIxCOu3jRFWICriqn7KCySde3Giq4bRh/RlNaVoFPgPClcv3NX0R96WhMgKZ4cOFs6ufEyWBBLbrUMDhcxgTk2LjTh1BQ9JBTFoIWD49cEsurr8oBX9w/Awq6di5UDQMgaLNvWfvMqrAPmTQVhk3sbqSJGquWK879WiiJxTiDx9VRZo1niPDRlbWeiMAaeL4OddCuQJkAZVxZBmsE2axQuNk45bmkiVefzly5wv7exAgVM+NRhA/McaBGU/WMeP8HKmF9Onj6Rgj0smYoivTkPGmjebI6vVN/KiX90szQSr+XUEy507scfdX9Sp/qUAnBsQ0OpCeu3jhnlqycFxPnbql6admzXNp5NKMXyvunb8nUeJEkW5frpCatTNrqtHUtUHKUP2n6BpT5/nz/tVatpof+tU8s4+p8OEcCug553R/UjsF8MJE5LZl69yqZ3br5kP5uodNVsGMK2O2zPZJdZLC4yblk+bzJVOWBDJrbl19nwaNn39cq7IJ1/dflz1D9kni9lml18/rZMz4atppy2+SGkXSctoduOa0tK4zS9LmTyLffFdcfvlpvSxY0kAjTqdO37LX2yFIe/fUXYmd1naDAwnmN27q8Mw4Obz/qsyrNF+6nWumaXKT4jRjhudm7PAanb0F8oy2y3GEFryyCW9uhArZhDHdf5X+2W1yIaGBESeXS6yqOcOUbMLcuXM9XrZatWqvhlDhzYMqabp0jvVD+Ofky0dExG/B5n8RtMfbtKJsHXkA5Wnrc9PWfux0ByVCRIMoTjXvP779WJKnHCynzneSJ0+f29/LkmGYbNrWQp8boEW1aXtLrUOxQk2RX/ioMW3p4hNl/KQaWmNilU5YtKyhygeg1B0xagQJ74KUMXlitMvdNXfcFJwb4kftEX9brWyc8d03q9Uax6SeqJvBboTIGITDCLvyv5l4IXvjxuzWbjKiDUQH6ORDb4ooQL8B79t95QD2NBTcU6uiz1VF+7ns3XNZBvy2Wab+/aESKaISRFZoded78/2tYPKis480qOmoIj2FCvjWna3sEYvyZSbLrv2t7Z8zJsqcPqMR5h/4rrduPJIFxWbJx4ca6HM6+dgm4+LMxc725VIkHShnL3W2jy0kAcw4QX6DMcJkmzLZQBXstJIixobpyDx2ur1LKxha8xGO3H/YV9/MAKJhOh5dgaJ8ZDfGTKgmbT9ZoEQ2c5aE2hlJtIToHMX7OTIllIfPngsBM9JsjJnlzVdK5iaZ5N2SjpFNOkvnTDskQ0dVlg9fqu0DomEQbFTsnb8HY4xxjvaUweCBWzQii56ajrMXPnpeGVdIPxDFA6xz2l/71RGAMcbYWbPqtMz855CSI7BqxUn93KSpNe2+h7/12SgzZn+kBNuMLUCxeucOS2XpSt9Jh5quD4tPku+ypJS840pJ3VozZNN2Wwco6WYU+He8tCR6dPORzKkwT+puraPnHxKIaCqdmIeOtZPbtx6rsTQ3aPzueA19qkP7P9UoIvuTLuVgleNA4BPdMq4v2BeRazz7cmyFFryE6s0nVL9laxSqhCp2tRxhilAZUfKAEByB8kATqtixY2sUylmNdMeOHapkaiTc3wSgXH3znq8AY9x3bF5rrkQUmcRRPb5wtYtGE5i8JqaZLF2vXJDTV7vYFa2NT54zuHhu3NpC4ieI5qDxg04V0aWd+1prt5Z/mFt5nhTqWUgS5XE0gzVdZO065NfC1np1ZkjTZrmk8ge2onAiaHj0mXqsgGBSUGaCxufv6bMXEiN6JL3o02HGe9QBHT92UzuRqFXateOi5C/4rnaBlSqdSpYuPi6jx1e1r4cIxp9/7JOp0z/USYh02uCBW21t50yAG87Kd9+uVgIF4TBCh84RmX//va7t53RLYgXkahlXYN8hQkyqhvwYuNoWUYnE8fupsjXvMwkmjttPbtyzKVsHBowfZ20nT5bx5HMo7yOrgJ+jgfUzyDVwzOkE9Q/zqy+UHqsOy4nnT2TOgvoOxteusKrNGknx/nuStpbNiobjR1cqTQjUAZnaInP+KZ6PFTOKdOla2OU4IzpJ5IuoEd6KpMdMvdGfk/ZpZHPEqCryz4xDsmDeURn3RzX7Ooy+lYERaEVMk2UotqeD0chhuDrf7sabO5jl7919ItkyD7eTIG5gEPmFSBnBWPD86XP5I+1kaXamiaNobOy+cu1ON3Vi4Hr0KuAlVG84oerWR/qFIqEaeWpZmCNUrwKBJlRVq1bVPOPUqVPVTRrA5urWrSv379+XRYt824z/6zBRF3fPrYgX81e5fP0L1U5C6frc5S4aBXKGu8+b08Dkt2ZDU3vaIiD7Dlfr8M8io06t6dKiVR6pWCmtW/uOgNDj61UaXfv8ZSTBEKpvehSXgf23aN1Tz1/KOKzX1TBDemHh/GMyfpKt+8m6PGSqVvVpWntmCBXv05n3v+4rVfNp186L0r7tYtX3cvVdAWkrdIP2H24b4Pfy71gTvSDKhIK58/K2O5oX9gnP0+NoBak+PutfJx8T69nLnR3Su1iVBGQ9w34yroiiGOBPZ4q0A2OfYkVgx2O7TxdKvvzJpGnznPq82+fLlRy1a5/f5fKopROxNFpl1u2PHrFTDh26KgMGV1RtNOrmupTLKOdXn5eSv5ewF84jzWG8/f6eWcfBNxIldhpF0MdCyNS6baKiRNm4yTGAxPH72b3/U/EE1GjlyjpSTl/o6LBuo5AOebcSKnfnwRr9DcrYCgq8hCr04SVUbx4CXZROS+HKlSslY8aM0qxZM33w99q1a6Vv377yJsH54mWeJ4n/m3qpjU/9h0xIPUmLgSFQkCnSOaQAIVMsn+q9QXrxVBXml59HPZ3PG/NaLClY59WrDxx0rfLkGKX6QOazpAxc6dSQ+mN9u3dddnvB5fX6H/2j9TDIH1iXs+6bAWrpRs7A4Nv/rZLhQ7fp39apFaV0xECJJmEkbCbAMaN2KfmxbsP6sK3HkcQsXXJCNbqo2bl07Qu1Rdmw7oxG2Mxn6ABDyTpnziSyfJXtLgsNpBJFxmt0CtsUsw1IwzYXliHujpGrYwEgMacvOCqcW5eFCDEGzNhIEr+f7fv5+OjzgIAHJFELljVF5zy3Ni+cvtjJD0knJZQz60h/BUBtk7HIrn2t9ZjySJ7ct3nB3XcG5ctMshdyuzp/2Bh9lXyMnF3htzjaeb39B1VQg23zOg0cdDI6Lw+R0uPwzEe+/J/Nzw/QLYmmE8s0a5lLfu1nK/Sv3zC7DBxSQdLWSiPFBxSzr6dK1QwqgEvn5yQnCxqaLL7oXkR6/7xB5i6srxGqKhWmOH4BH1tnKvtCvRz1d1Omfag1TAbnz9+R3Nlci2vGjRtVtuxooWSWdGzaFIMdFNJJ8/p3vOy74WO75rwqMuXF24HQ1aEKJ2EdK1askA8++EDSpk2rD/7GLPmVRqiMI/PQoUO17ZBoVY4cOeSzzz6TePECLvD9LyJrhmGy/0gb+wUtdrTesvfQpxIvgi1SUKT8JJ2sqKOirgPBQLMs6To6m6yRB2qKSAVQYE49CKQJb7Z334uphbDoMTGRUSeEVhTK7KzzwoW72tJtLXrH9Z7aKC72pHRc1de0aDpX/fgQvdyz65IWOZNyM/i84xIp834a7TKk8616jYxy4/pDLc4lolC3fjZ7gTnpDvaV72MUnlG2fv7shTRplstWkB03qnr3Ud9FQTDrsvqxAbz7Fi86Lj/0LGXXxgIoylPjlfClRhZ1LtTRDBxSUevLqMtCwBOJALr6rF1kWIxQOH7t6gON8N09e0/WfLZWPphTWdv9G9abKStdWIhAbCuV/1Pr2qyg3qd44fGqeO4J+CnZdZbCiYqtmtes3ZfugAo3kzi1aowf57HkDownCsr9i25RQ8a4ctX0sKDWIinev6jESmXrwIO8UggNmY0XP5rWVfX4oaT6+hHx6dCpgF3OgM6+iI9fSKwE0SSiC1kLxDLpiGNMWYF+U5q0cbRxgCJ4xo419UrUk6gbEaQxI3fqa0gWQDYRi0V085seJWT6tIOyd88l7dp0Bc4hKTZT1G5ADd/A/ptl0NCKWt/0Ua3peo7M+CAyht4UwrX8JmnIYExBcHftuKSCuUtXNtI0L8Ki/MYpqi9VdKJqW9GcAvit8Lvl/JCu5Hy6AvWD+XKPlj0H/Ea/dAydvaPjyfn1bBmHy4F/A46+BhbeCNWbH6Hqm9XX7SGkMYqUX/XsYTblR1cfRsi1a9eWwoVtJQabN2+WGTNmyIABA6RdO/+9OUNU2DNZsmTyyy+/yIIFC3QHevToESwyxUFHVCtq1KhSsGBB2brVJuDoDtOnT5dMmTLp8tmzZ5eFC21+cAbff/+9vh8jRgx1oS5Xrpxs2bIlyPtHnU/Fcn/qBYzICP/TGRUz+Tv6GDXmA62booiXriZSTFyQAZEAJjqKwiELgIsqF2/j29W5wxIlJ5AVCAiTHhdfLtaoZ6MHZHzDPm25QLvbDJjoqEvq03uDnDrp+7oViBRmyZpQfu5VRib/VUty5LTpSRlcu/5QHtx/olYyiHlSqLtly3nVwCHlZkDnHXVPECZDpkCmh+H1wWu8Z9q7kWqoVTuTNGyUXfWvKCw3QL0dUUnIFETux+9sKtb4ERLpMpGozu0Xa6E4ZArS9GXXFXrsDJmic4oJHxueUWOrKtk06dJoCaPaOwg5lhxTAyJpRFcABdZMrFY8e/hMVjVeIf0Hltfid0/ArQk2OeyfdfJr1Xyen1okjIYZR+Z/xhUq3FYCxRjzj0wt+miJ7id+iKQkrSA1xbohwcCMK2fQ/fhui4wSPbFtjLVuOV9S7bojv/UoaT/OSFaY8Uy356NHNjFK1g/pi5c8pgOZgiwZoVTU+RlTVgwasEXHCvV8detllRMnbikxMqD7lTQgvw+2gUtA7bpZdOwxBvlcg4Y2La0SJVM4kDEkSVBrN118kEPsdUhTW5E5cwKpVj2j9O29UTs9MVGGtBvwvX7ssUalPn76Ya19TDG+cuRKLL362FTLOabUQjX46B8VnKVekKiVAd+Bc8r54cYGhX5Agb11XHFXe84iemrADUql9/90Saa4JnFt8sKLwOJt9/L75ZdflDhRutShQwd9TJkyRV/jvaAi0ISK1J5/j8Bi2rRp0qVLF5V8p3swZ86cUqFCBblyxVdDxoqNGzdK/fr1VYRr165d6hrNY//+/fZlMmTIoBG0ffv2yfr165WsITV/9epVCQqI2pCqAGgmDRtVxUGgsHDR5DrxNWycQ8kTURWrdlDHzxZLrdqZNSXoCh/VzaIXfIiDAd1LtPvTlUdrN11pINmhexLp8Qv7xAUhodCdAvMECRw1NLBjQdEcpfIzU45JnI2LpECa53oHbQVEiogD7dxExI4du6kTJ1EvZA7+mrJfJyqiVWgAMbGBObOPKFHKWSmV5P7AV7EZLSUKzykKh2AisJghQzwpXNh3YiUCZVrEUV83Eg5MPokSRdcCZCYxvr8B+4aIZJ9eG+yv8V0oqKdbkAiKFRGjRpSEuWxSBURaTEcYQEPIiDYySSJ22uaTBZrqBHRKZqxnU1gnpWQF5AwSQ7SEuiADxoRVU8uAY2HFwFX/SspdtsnTOq74G5kH69jR7bjRl0pfJ62EjxRe6jXM5hC1RE0bFXrWFzVqJCU/RkuKwmtq3Axq1MwoaYq/q4QIUovSeZO+JaRUlXT2BopuXxW1+0Z+3rWwnkvU91k/52jfyANy/YBvKppidc4pQPsL2QEreI6gKJ9ljFSrnkGPv8HcOUdkz57LKpxJrR5abtQ7MfYYg3yOMQWIulmlLxDxRDUfMo7AKPvIgxQyOLD/qgwesEU7IdH7wruSrkx+4+ZGg8jmybGH5YNq6SVunKi6f87pX/wjDXAxQAgU0rR40TGNxiI3QWQM9wHA+WE/0FIzRIwmEGNtww3ZkOGV/JxjV2MKMoUlFePKqLt78d8DUUDz8OLVAjWCihUdb6IBPOH2bdeBiVAhVHTyOT9Kly5tfwQW/fv3l1atWmktFjLwI0aMkOjRo8u4ceNcLj9o0CA9EF27dpXMmTPLTz/9JHny5FECZYCMPFGpNGnSSNasWXUbd+7cUUXUoIKLGqSJFAcRF1eRg4YfZ9c70o5dCjpEAxImii71X056QwdvdbCgAaSo/v7roDy0iHlCwNgmkxq6PESvUOt+v3p6iRMvqp0kTJ2yX8kPEygpNKNkjaFxrPD3Zc6sw6pIPn/ZcTl344WEi+hXSwi7DIqDDSpUTKtyBAb4wTEBMpkxaSwftVdFEN+JEUnbwONniy8JssfXgnEiEyxLyghhzN27LimxO33qtkaCDBmzAh0t0zEGoULdmigFETk6wQzxQXqCdGDcl9/fHANqZfQ4XnugavMmAjVu9C77chAujqkBpIXlDSDCEDZSqvo8UnhJVzudnkfOHSSKyIqBse2B/FlhiK9/KNohl9x98UL2Dtmn5w5wrnlYbYUM8WS7zmKeIF2ddEr86tXPplESrHmIfBDtgQSwPmp1iHCaaCgE3Nqlhko4zQGkZTmW1WtllFz1M0rUuLYIJF56EFWTMoOAJH4ZtWLccI6wpokQ2XedJSBUL7XBIETOGmnY3mB9BM6vvSApIkTSCKoBNjicL7wmUQ5HgJTjnb9AMh2D1/ZckwUDd6jIqQH+kxh8Q9CojyL1jaWSOa6ly9hEaEkVmyiqptYr2DoQ71+8L0f/PqbpvalT90vSNHF0XLFs1eqO6Upn8BvA2QCdNboLP6qbVY8z1wgznjg/7IeVUDGuzHHlnFhdERifRHRZh5VQQaYG9Nusiv5dvrClKrzwItAIzeiUT9ivoUJnatYsW8OKFXPmzNFaqldGqG7evOnwIJK0ePFiyZ8/vyxd6usz5QmePHmicguQH/sOhQ+vzzdt2uTyM7xuXR4Q0XK3PNsYNWqUyj0Q/XKFx48fK+GyPnjNCjqGuJhRvGpqgJzLz04tOq06ORRlc8FEBoCJkFoPLqjUfmzfekEtaxYtOKrrJJVCmou7ZVddgaDT54V0suPuOn2zTHLjwA15cveJpkWYCI3SNXfwkCq6i55fOSdNP84oZ9ddkKsnbku4fPFld6zscu2561oe7uipxTHK6NY7cCYWUnQgS9ZEkjRGFHlw6YH6iFlrsRBPpHA4TrxoarZM7RAElGMGqbt27aF23RlByKu7fCOGEEGjgs4kTCQKEIn4oGoGVaqGTPFdsXwxIPKC2jRgQuMY6d+PnzuY+DoDXSe2R0SBc7B61Wmt58I02kgicL6sExyyD4Bz+813JdST77sfS9mXYThs335RIyzuwDlH0yl8hWRydfc1FbycO+dfHUt87rsfSyq5Y3yxTXwMqaXzpNIR8uqKeHXtXsTeBQjJYCzSRUkEBQwZuFXJ5WcdCqiSPfuIdhU4dPCaLFl4TMeUFRT/331ZCJ+hXnqJk96XkGNEbNKrRG5M5JD9Q+kcglKgoK0Ga8uSk7J/0wV7YwGddNQbJUv2jtZWJXs3lkacODdEojinB7dclDnj92vqm/WxXjwF0ZwC1CRCLE3tHyRpy2Zb0TyiqdgPWYVDkVt4ev+Z3Pr3lqb4Js3y3M6FGwyrcjkgEg1h5Mbiy6+Lad3VwgV+3SW4wfrft8Vk/tx//bzHeNj58lpjnptxxe+J6YpxxLnywoug4G1O+WXJkkV+/vlnqVKlivTs2VMfECley5YtmwwePNj+CFVCBTGxPhIkSCDvv/++dv9169YtUOu6du2aSi4kTuxY08PzS5cuufwMr3uy/Pz58+Wdd97ROivyosuWLdN9dYVevXr5+V68ZtqnuZh9XH+mPqebDfzaa4OfSW73gD3iY/H3+63PJrsgI+jfb5P8PrKyqlL/1neTroML8ogxH6gKs8+lh/LCsrwhSYgW6voGltd0x6EJh+XR9UcaBeIulw4viMZPv5TWFnJev5i2ojyKkVjyRYom8cJHUGHERYuO6eRz5/RdeXLniU5GFPsCJnXEDJ/fuipnjpxXouYMJsnyFdNI50mVJfUHflXWiSJAnFavOKnRhHLvp9EIAN+NonhMeY0f3o1DN+XUQludDfuAVcuslxMiAop//3VAla5JDx08eFV6/rhWMmVKIN9bCAzfmckQjStAJIaaHYA9CkXMBpAmziVdW4AIGFpIkAnOwaD+vvVdkJKdOy/q+YLUMIlDQijmZx379l7WZRo3mKVjA5VtXoMI0U3W5xfflCQwqSSW5ZwDjkm5cWUke87E9hRmH8uY6tN7o26LbaCnZCKe+/ZecUgJWjF6fDWN7BDtwcbEFTq0W6wR0eHDttvPfcZM8e1knqge+2giZz17lZH168841J8BFM+tUUwrZs88LIcP2+xhrDVJaEVx82AAednl80Qux7Fte83q0zJr5mH5Z/pBWb/urJJoDLYNIMCYWl+JE0EyfZxBo5esz5msoFdGytgAkoY/pivw+yLVGSddbMn/TT6JHj2iki4DSDq/J0BkGVV7K/jt0ZQBOEfcCGzedF4lFwwQJm3eeK4fgs95pDO3X5+NfvaLiJURIAWMCzOuuv/Pdg0CZjx54YUXnmPs2LFaX33w4EH9m8eBAwckTpw4+jecgcfAgQNfjzkypObIkbBzt0T6cffu3Ura6Gr46KOPtDA9USK/k8BXX32ldVxWRIkSRR5ee6hFpLSmm040ilyPnmov6zc3164eE9pH8qD6kqoOqUDEFK0wooENPpops+fX1bSItTNr+oeLpOHKGhIjcXStc2HSp1B56IhKOnmZVE2e34pI9FhRpFHBcXpXT3s29heYF/MZOpK+7LZCunYrIksiP5Z0EZ5LmpeRH4jBqq83SbaGGaXfzP1StXoGrb/Cyw7cnztGfht8Voq0qGO/wzcYO3qX1lRRbO4MLD9Ie1AXwkQxbep+7Z7q+mURjSyR9nknajjanuSxTySJUyCRpChnq//YuP6sbNpwToYOrahEj7oQ9dlbc1rNYNu1LyBxYvtVLj9+7IYMGbxNpv5dS59DVOlC2777EyUATGqr1zdV8kPHIeeSNI/p5qP+iuMGsB8xePjgmbRoMle1mmgkoAPs4NF2GmlgHUQW6PqEwBGRXFh3ibQ/eUZuPfhSz+d6i0UN48FY1lj/NrA+Z0wZrNvUTOU1OLcGEKE6Nf+W3Qc+9ddqyFk5/tGNR2oPc+PmQx0f1Ov8M/sj+/t/zaht/9tM4hSzczPAWDJK43RDGoV0/8BNR5SojsuQtiQqVc3S7Yc5MLVZH1TLoOQYH0Y6UWPFjqoE3ETQDJxr2QDrg7RPnbLPHoUj3Rcrpq+ALqlJHlZyzfZsv5UIDsryRMF+G1ReU7xE4IiwUq9ExyPf/9NWCxx+14kTvyOz59WzRQbDiTZ95Ms5ymEfsWiCqNWv8492B9M9yHWDG6WP681UlfSAYMYVpJwxyNhzNZ688MJTaGoutOATtlN+eBKHBgItm+Bch8THL168KL1795Znz55pEbinIB1HvRSdghSWG+ATSNEY+UxnpEiRQslPp06+Gi4UtM+ePVtlHNwhffr06kEIefIUIxOPk08uNbOTJCZU7kLN8wSx+8rlG58rgUgUt59cuflFgJONQer3BsnOfZ9I3Li+BeJYT6ze0FQ7q7JlGiaLl32sUgj5c49W/zHqQ0ChfGM0GtG6xXy96123qankzOVbkM1kwAXYStbQysITLXyE8Krz1KhpDq27Cin0+3Wj6m1B2iCDP/S01dONGr5DunZeKk2b55JeTSLJi/PHZN7DYpqmIzJnxenFZ+TotKNSbryteJzjyoNjDnFR2xGnyAtRnPZtFsmajU3l0KFr0qzRbNm8vaXDMqSGsFbZe6iNXdHc+TyZ19mW9X9PzqdRyb92u6vb9TuDseTpWLGKeJ4611F99qzrse4zY5PXwks4CR/Rpms0Nc/fUnVeZSlY+g+1UqHjz3lfrOMalCwyQfoPLq8pR1LUjCV0mnr8UEIKF3FfCM1+NG88R8k1qWLnccixsqqW8xx9MyKvbT/Lp6+ZGwc6V4kQIZ3gnzo59UTIIAwdXlmfM07w0iPWy7b4bowjs226/4hIzp5fz/46a2d5UofdvliuXZ+ftpwvG7e10KhUk4/9jivd1svzTcq0TPE/lBxxo4WljNGZso4Jbi5wRbh03eb96Ol4edXwFkq/uRIKBBhGd+0rvTM5CiKHJMacWSJxa2YNs7IJoYVAp/xy5cqltjP8b/6uXLmykiPMkQODyJEjS968eVVgy+DFixf63GhDOIPXrcsD0nnulreu17kuKiB8cds3PQHix3IULr166wu90CeK008vioEBfm1WMgW4GBs5AHwEKdBGaZk7YEOmABGWFk3maMt0Nkt3lAHt1BSIW7GkwTIpHHeQduBN+btWiJIpgEgiZrEdOhdU6xkrikSOLvemnpBuE55IjJqtNU05fLTfC0jKiimk7DhfPSG814gIgkubL8nCDxf7+QzptNUbmthb4Z21pADt/3sO2vR9MP/Nkn6Yn2VIf6VJPlhTOCmTDdKJL3kSz8K9jAHGAuD2xHmcuEL8mH1cqsf7B2yNrGQKsI/sa6p3B9nFPbE5GvrueHl0w/a83o46MrfSfNm6pokfMgUK5B6jxrxWcEw7tV+iBOP90pNk+7YLsnBpA3/JFCBCCJmi2L1ls7la8G4F6zSNAwCfQArb0VL78bu1DtIa3b4sqr6QvO4fKNrGf9DgxJyT0jHxKPXAM0rpSxYf1+fISZB6njWvrj09mC/uQPku6Rh9n+48VPitwJjY1bgCRGGxh6Kb9eBR13pQ+DtyflwBr0qIshdevEpw6fF5ES70Hj5h+3xy7UV+qW3btqpFVatWLYfHK4tQnT7tW9NgisgTJkyotUpBAbIJRKRGjhwpBQoU0Jzl33//LYcPH9Y0YuPGjeXdd9+11zQhm1CyZEmNiFFQ9tdff6luBJILFJNhf0NhGVX8SZMm1ZQfLBmNCQrg6frzFNRMWIUyeU7KzLnDj4siyh68lyxhfzl9vpN2E6F0jZmtMQt2hwyph6jFhdGbypZxmIoGUpxLeqJg3jEyc85HDqSK1zFL5q6cAlhrFICIA5O8Q4Tq6Qt5RrQnkuPrAH0c6l4gOatXntIuKepVKCYmsmQF8g7sJ6bIP/+4Tr8zaT3qQIgmUKw9dNBWuXT5ntrPcPf/4pmPFtFKBFu0wFOY6AF37xqheu4j23de1IgGEgiIn0KoSMEcOHBVPmk+z08K5NTJW2qKjPAqYLiTyjJG0EQWCucbq/YtJsVl/d8/w2hINOf48g0bmTLr59y4Eli1grHEZ7Gy8U9rCsV1fAXdRTDYlnWfIVMbtzWXInnGypY9reyp6udPnmvnoqttmXU4v4fYJLVYnAPn8WQFel7NW+XW7lDU+Om2mzC5hpJ2/Ejbt10kJUqm1A43/iaiRD0gNVAcQ8bUyOE75H/fFpdOXQrqtrRG8YWPFtQPHLBFyaJJS4Mxo3Zq/RN1cIAOvYsbL0mJgcV0nLDPz4nIhrfZGE0cv0d+aZVfDo0/LFX+quAwxmhA4KuZ5TnWOvaIHPlz/gGNHFky/K46UfuPtNUuT5T6SRebsWMdc87j79mjZzIy5UTp+fyWquVbwXdQB4VbXe1RcKKgrwLeCNWbHaEa9UVf6Z0x9NLFY84ulni1wm6EClFPOAelQfAM52vf+PHjX02EKmXKlA6P5MmTB5lMATwA+/Xrp+KgRLyoe6Jr0BSenzlzRlOKBkWKFFFyROceXXukC0n3QaYA/oKQsQ8/xOw1g3oPXr9+XdatWxcoMgWcJ0Weu5qQKOg17+0+0FoivWwhJ6XnX62LAbURdPEZWI1sufBywXemvfq6pnkcUyqACcH5NSZTaorWrnYkxIDJ7eC/bWXNqtNSsNC7knT3HWmcJ4V8VC+rTnbpUg1R5XMAeaK+BfFPJuE2L9M0iIB27FJI/8YWhHZwPocoYqQoEWT6jEN+xBXpZOv0mWPUacXyExrZoH6KOia+y+Wtl2VFy1X6HSB5U//+UHLkTKT7PGO2zZ8tUbgI0jqy3w5GncBeilICzpGVJFFHtWFrc32d4nTsfgxpNstBFCG5zqAWae/LyBdg0sNmxB2ZYl84JvzPMqbZwBkZ0gy1d+uhnA0JxZ7I1fL5co3SomezzzZyFEE27Wpp1xvDsihjhmFy+WWhuTNc3SQAojnsC3V6ZjxhrM132LTRV1trxJgqUqq0rUZp+Mgq2oyAQjjjA3LUq09ZLTBHzgFx2cPH2tnlA9RmJsk70qRpTh1To0bs1CgV3/+zjgWU0H3aJq980c0xAo3EAKK2BqmrppKLOWOpjlg4iHtk22+SY1G6bGq9WUhZ6j0pN8KXlNH5Rw0TNz8sT0ejEXtVYhU5guq4IbqK5ROROmckTfaOHD3Z3l5XFS9+dFVJt44x61hyHn8RokSQZnvr63XDFTifOq7SDpUDR9q4XMYLLwKPUJZNkLBdQzVp0iSZOXOmeg9PmDBBCZT18UqtZ0i58UAygVSaFe70o/5rwBcOk2IugCWKTJA1G5pIqWITZfV62/9cQP2z+pj3wXwZcOOaLFr5sUOaZkGNhTLw6lWZtbi+vGMpnHXGkobLpPiAohI9UXTtvqNY1nmipmMtVao4Ei263wgYgpP4pI0bs1sFBdHvYVJAF6dXz/VaCEwkygokDWLFjCKR7j+TSDEiSdT4UbU7i2Lod1Vw01cjiaJvvj9F6qRwuJtv8YlvsTpdYtidJEgUXbZvuyhbNp2Ttp/lt1uwoEe1aOFR6dC5kIoxWmUQ5s39V9atOSOlyqSUrVsuyK+/lFGZhjP3H8mIYdtl2EjHuzm6uH78erUM7llG7kQJJ19/tVImT61ljwRRMzNy2A4tLLYCrSpqY/ByIwJC8Tn+cEYjyYAJjZQXgplM0FgBQWaZYM1EyjJEDPGUy53HJjnBTwsrEuq7DJBeQFKCcYW5MwTRmcy4ep3uTKJxzmNuz+5LDg0LeElyjBcuaWAvtu6bdZIUG1hceg3YJHWeRpMPJ5eXZm0XyoDBFTQKSk0dpAc7FSJ6YOyEalo79XF9UmY+MnFyDRk2dLumy9KmjSvpMsSzF4Fv+nqzpK6aWpIUsh03OmKpbcO4GDkQQEcpmmqMR7oKGYv4LELgIRhEVSHfq1acUkIOwTLq5J6CzlTOI5pqCNGyLnwrFy085iDqiqwD+lp0xV68eE8yZLAJzFIETzSL8UchPir8jKXvfyyp0WE6Tq16WWact2m9wKHI3wr2p17tGbJwqW+jAMQd5wSi0P6B8cN5ZyzwvxlX1vdLFp0gazeGfC2MN0L15lrQ2CJU/eSX9KEXoRp7frHEr5UlzEaoUqdOrWQKR5WQRKAjVD/88IOqiUKoSKc561K9Kej0MtrChMsEB9ADAlimON/QU4hrogqk0DK2yCztEfh0UkfP2iqrfNa5gN4VG+LDNqzmtiirJ66aUiK/E1l99mihv3XLb/1X5iwJXZKpnj+s1Ysw/mK162S221akSxdP7THojDJK01ZAzoiUTVt8VLbsvWS3P8mdN6mdTB2dfkz6Nl0kO3ZcVDIFmBRRi2ciwhoEIFDJ57DeyZkzsdStn9XBzw5do9u3HsvlS/dU7NTgxImbNrmApjmkTLnUKsYZ+Z1I2tbO5E/UzICuPqJeiF82+SS33I8RQa1E6Prq/sUye/3KP9MPaUqKbXZqb4uIobPUvetyu7QCkUS6CZ3JFIDEoMvFmKDWB4Tz8ZHsRx7qOce+hfGAoCvNAZzPlZ/YonFm7BhwTAxRGtjfJhTa9OPZDvVUTJzOJAt5B1caU2yPLjSjRQbZRM38iy7L7DpRH/UvKX9O26+F22nrp5cvv12l3Z00EOC1V6FSWhVLbdQkp35HHsgOcEz6/FZOU1REwVD0L1UmlWqdfdZmkRJ9Ex2KlcqX/KBnhbyFUcIHdLTOnnVYI6poYWEfkyt3YpsyfuIYWttFx1zRYsmlRs1MsnnzebuuFHpuqPW7wupVp2Ts6J32Gwx0xQAdeSdP3lS1f76rFYxD6rwghIZMASQnSE0agU1uPuho5XfGseAYcbys4KYIpwHd5q1Heu7bt/FVz+ec7d3jKJcAKUdDLiAwBsxY0PT7x7PdXqe88MILz4E9HVzm4UO/8kCvlFChZE6IDAkCUm2ojVofbwqYyLmQcUdKXVDPH9dpt5F57+ef1mlUgjoi7qwzZk6gkR8uoJmzJJA0VVNLzdqZ/XQnpaqSUqpDEl6G/blbZxsRLcsh+pmwWBIZNmqHTPvrgBbtRrYoUVuBrADbx4DVvo3UcaRS5XSqzwMhQniQu+spk/fJ0aM3VJKAdboCyupIQMRxKpg3IGKWMkt81V3CVgSwPO3ldEPRCo+CNZM3hcAAInPhwj0lF/Pm2EQMmVRrfphJJ/XkFsNYJjna67F8YYJF1NGAeiCERIl8oRpPbRrEEBHHE8duStQoETX6gxWNsSO5f++JphaJMA0bsk3FIgf+tlmPd44ciVVBm1QT58NMvES10IQi3cKxxaiX8wgRNTpW1A42/19h2xjJklD/r1krk+zsu0uyZk0ocTPbCCtjB0CYWJf1f5YDzlEPwLiy6k1lzppAt8EY4/M8jL9epswJNP0I+A6Mzxw5Emm6DC2t+EWSSOacieXzbkUkW+10kiVnYqlaLYOc+PNfmTf1oI4Hjjt2MpXfPSVXTl5Q8oo9D8THpA4xJEYeI1Xq2LrPMV5a06w6flXO3/G9MCECyz5Yz6sRpNy44ZzcvPFICQJkx4oyZVNp5IsuOcgMNVJ8Twg2aUGDbQiyLrQRJ2QlzFgmIgcxo/N146yjkidSVP0e1kL62yfuyO3VF6R4CVuKEt00a5F83HjR9Dub9ZG+NIgSOaKDzQ2AbP77sqCf1CzH5b3ksVVnDmD907W7Y7qS5ZAqYVwR6eScWmGuKzpuXvjIjl9thJF1m78B48Gq/u+FF56CK8sLn3Ch9vAJ40XpyCgRAEJGCT9g3Fasj1dGqOjmo47pTQd3xEx6H6ZPIt2+LKKt98afDBiD4r6/bpDTJ29pjQcFqgykL7oVkdNzT2nrtjNOzD4hz5/61sJQ3I1uT/QYvpGm6jUyqsoyHUSVKqeXLl0La0fggnn/2iNZkC7uiCeM3S17dl2yT64IZHLBRgfo0qV7SjZshrbPlPQYg2Z3OLjotORKGddlpAa8WzKZfNStgE7iRHkQmkQagbQaxCJ16rhqS0J0hJQauHv3iaZj6EYzPnL4C5LCYlk6wgyYsNCycgUKfiFrNAGgfk2EjKJ5vjuSCdu2npeWn+TRCICZZEkzcQzPnLqtx46I1Cm8Cldd0BodUtZnXyrEsx7OO51ppDqZ2PjcmTO2c814MOedOp1cnWyK2/bIm4/IvbP31Psud+dcOuHxt33MnLqtETz+B7zHc+rSEDK1RqnOnL7l8JwxxXllX3SfTt22v9/580L2dPDMGYeUELbvVFDHEGPy+YsXGhFhnOFb92m7fEoW/h65W4oVS6HWQgYvbt+QC2dvaZTGdJxCtIjOoiWFCjl6UAUKJJPNG89pyuzKlQfy4IGjndKG9Wf0WFFrBREDEGXSs2NG71Ri7wz8HHVc3Xqs6ejs2RPr96TLjlSjwZ27T7SLlXPFOeN9npP6hCgSTYsTPbJUKJFKvz/L8UA49PmjZ/LwykONjPIavyP+dgWiXKQLGefcnBBt5vhZlc25gYLgm7HGMaau0LgOYP1jagut8HlBfajtHJ46aROyZbyZcUCK1ER78RZkLDFO7p6x7bcXXngRdNAIR5Paxx9/rPXW1atXd3i8shqq7t27qwL5t99+K28yypb8Q5avbiTzPlggVedjhhxOypX6Q5atauSQjqGOZvHyhn4iUdRKVfy7guzafVly501if39hncUS77MsEj5qBNX44e6baI27Li5qJ5ADoA6rScPZ0rNXaSUh3N1iitvjf6tk4p817DpUmOlSXIuOjjslayuoEyGVgV8g+KftKvFJFk1KfJLdoWbKgEkSovbee7H07p+7+0kT92rrerMWuew2MpCUxIlj2D3dXGH6tANqrjxhkq8GmZnILl++pxOlFUTFRo/cKYN/r6TkjGJpSAPikCuWndSJBqsP/Ne+/cp2XCCSRDqsxskIXa7psE4qTH7fYf0os9f4YJquc96i+vYJc9eOS5InX1KNsKAAbwXvI1PBuAgIdE5+1W2FjiszhsyYYhxRU+OqLg+imDdfMpfvEXkzFjU3912XFl8tl8l/19KJ3xmQoixZEyj5YlwRBaHmy5WUgjPozuN4szzEjsLx48duyq/9yml9HmrieFYaKRDUx4kuYhSer0AyTcOSzh09YofWxSGvwY1DUEH6kG5PIpacE7aDmbgzUNL/7pvVdkJHrZjtWFyULzovU1JPLZkrIBz77derpEHD7Kry/nGTHNLrp3VKzNE0A5BXfm/OxtxWEIWi1o1z6AqQwmqVp+qYQ+sLdfrk4SJK4+5L/YwrLtflSk3S72Hse0ID3hqqN7uGauTn/aRnOr+6aiGF8RcWSYIPM4fZGqoYMWLIkiVLpFixYiG63kATKtoN//jjD8mRI4c+IkVyrOHBiPhNxf0L9yV6UptCsavXsGttk38AAMoDSURBVNLAg8z6fq6sI2TT9hYO0gmI/jF5IyzYuOEsWbL8Y001uEKZEhPljz9raq2JQeXyfyph6tJxqd7xz5xbV6UMUH72r83f6l9GRIx9ol6rYqW0UumlLlX3L5Zr2u+nX8rYTYmtoJ19/Jhd0vmLwmpcC5hgiEiRNooVO4oqqvftvUEaNc2pFiWk3UiNQHQo/KVbje9LbQxmsnR+mS5HxEGJGhARMArdBkxebIsOQogoReSZsyaUX3qX0f1mckd3CM0gImKkiYg0NW00RwvJAwLplQdXHkqMJNEdCoiRVdi8o6UUyDNa9h60TaT8bOx2LOFE69UcXiOaZyEqvJc53e+qNaZj5dwdJaT+SSYYIPK6c29rl+c2T/aRWj+1bXcrWVJ5gVRb8IFEjuXY7EBB/63nz+WjD6drYT6aSdwwTJhUXdcZP0F0BzkLIpqk0oxkAJFBau9M3R/HuN1n+dW82IAOUurbiGzSFcn5dJYLQXOK9yFXdACalCEgCgRhNIXuBowrBGnZvhUQ6skT98r5C3clV67ESnZN4TnHg+go22c/kCa4d+ORPI8cXr+ruzFlJTiQemq7IIqdOyyRwb9X1HrH30dUVm00CBVECWJKp+Dh45+5PX+sn98xCv4AAsxNB+eeMWAF68yecZi0ehBNuly0aV/puLpwV8eYdSwxpj0hw0GBl1C9+YTqp7StQm0b4y8slIS1wy6hohgdeSY4zGslVOg2uF1ZuHCycuVKeVMxIdUfUvdgfa0tMRPhxDSTpNG/DVXBO1nC3+TI8c+0UNWTiTJ96iGyZYdvezvRFCQYPPmsdUIgulWh7GQtIKbOwpVsAiQmQsRwGimjq4u7beqs/AOdV0Zp2t1zJoBB/bdozQgaQl/3sNUMAd5jeDHxoROFZtAfE/ao1YxRSZ/1z2ElVrauMpsh8dQ/98uUvz/0sz/UZf3QY43a9jh3PDJJkX5s23qBjP+jura/79rvuhUdsF+kDq2yFo9vP5YZRWfKh9vrBCh3wXdHcwxwTC9dtynmJ47XT1/jOKGc7wwIGhN9orio7H8RqHMNUSGV6/yZgMbNtPzT5X/Hz8j6/Z/YO+f4DGQKsojQq7Weic4xiAMRTsbXBxWnKllxjs65AkXZnEPOp9Vmxgq6Jakfa9bSVswNvu+xWuLFjaaRKysG9Nsk9+4/lW9f1qKZMfXHhL0aeezb3zfKSKfpk6fPdUwxDmp9mFn9F88sPSuDGy+SY/ljyd//1HEgpgh7Ug85f3EDPX+c18OHrkvHzxbJkhUf+xlnRK0MoSJamzXjMHn33Zj+EirnMUf3ZKp3B2o68MzFzrbXHz3X64r5jglj95Wb97vre9xk4Kxg9M54jfOXMulAuXIrdHSpvITq1cFLqF49FixYIEOGDNGa8FSp/PrSvlLZhLcNHCIzWcWK1ltu3e/uVjIhfqw+NkXrAIQdXQFLCvzcTPecu30BZn+K5B+rGjsm5cedMJMfhcFW0KZNzVC591O7nXid1030Cr2nFq3y6Hukq7ijpu7LpHWwnOn+v2JasO/8+eG/b5NjR29KvwG+kx7pQSuhsoIuQcjXtH98veVckar/dV+hd+dmO2z3wP6r0rzJXNm6s6VGFerWnmEX83QFNJk4dvg0WvebSEnm9MPkwhVHb8fgwPoTix2tt9x++KXDvntKqrA6One5sx+yB5FnQndO8zmfD+tzdLVIMSEHYH3d+e+SRSdK/0HltcvRClfr9O+7B4Y4ulsHQLoBaQduHpz3Zeqf+9SOCdAQgtSDAUXsRDTLlk+jNk6uQGoVpXT8H4mAEnVDcNe6HzR3WAkVx5HfhNWPz913JSqdIfVQPwKekFbI+fU73XwJVZy+cvNed73JQMH99oMvHfYjdvTecufhV4EaP4GBl1C92YRqxOe/yU9pQi9CNeEiEapMYTZChTHygwcP1C4P+zvnTNuNG35rPD2Bl1B5cvDf+VVu3O2mFy4udnRUubuIBfS+f/Dks/j6YcCa8WVLemAI1ZrVp/QOvXzFtC7X3brlfC3+NaKLVt+1L7su166tNp/lt5NJ47Vn/NroKEOmwCha8x4XfArnaeM3eljBIVSsj1ok0kfGbJraKkxr0Q1T3z8flLJtHoD+rccsQ3owb85RcvJcR48+GxiwPiZEwARpPPcM4r3zq1x/ObaCOj7cva4CnFubq6wEQNGbOi3q36yfwcx3ynSEcONLkQJjZfS4qto0UKrYBI0qQqaIgP74c2kl0SiaGw2zD6v/rUXuFK67Aur1yF+YMRUU0JVJp2id5Anl3oX7sidxBDl+/KZ20+7dfVkGDq3oMB4Bh8Ja12jec37d+VyxDO/r3899tFPSWm+YL9doSZEilt0XkrEC6EzE0ojuxH9Ptne7fldjy/q6Rj4T9JeL1z/3dyyb88fYYlyFNLyE6tXBS6hePSZOnBhg0XpQ4NGs8emnn8q5c+c8tpL5888/5U1AyncHSspkA9U+xsDZRNYZGBxTLxQQsmcerl16IHe2kVrXxLoL5BnjtusIUKSaLl1cLWJGpgBQyModNcCjzDmaACZNrSnHz3RUHSFnUBsyZ/YRVUxHysDAajfy7fclNFJljczx9+CBW2Rg/836/6+/2OxCrO9rirFxDjl2uoP0+rWs1K2XVQoXfc+uB2UF1iVjJlR1+90hUnii/fT9Wvlnzkf6nStXmCJJwkeUttHi2Ccda1rSCupWsPGxLkOB+rLKC2Tn3k8cXqdGJ0v637UeB5VqUixYBFFfkz7VEJ340qYYrBNbmuSufdoM+O48mBz/yv6XQ8SF18HkLFP02JHagciyTmd/SHdjz93r23a1dKgZwpYH2YiiBcbpvp89Y+tEW76msYp1gkVLG9qbAeYsqGcXGGVSZ7fN/1jMUPA9flJ1KVnKJkHgDBokSpRK6TCmIOYUeHsKbIz4ndBskLlpJsn3ZR6tWVOyjj2M03jjWPCwkiZkQ1DfpxMVzbB1a0/r/jvj+t7r0jfzJDXS5jsbMkWdIjVnnLfkKWLJ2k3NtEOPsVi80HjdHhIfnMsFSxtKnhwjlQBy7ciZZYR9/dZxSeqXceX8Ov8fONpWzw9jwN1YNq8F1kPUCy8UePmFolK6TxjPe0GY/HsEFR7lpfDqw7alaNGiauWSL18+SZYsmVrOoOVw8OBBWb9+vfrq8Tq2MG8CmFwANU7+kSju6lEr5iI3d1F9j6Ib02fWsber/zXjQ6lX5x/9/8+/ajnY0DiDwnPSWUg5mA46jGHTZ4gnzRrNkc+7FXbZ3WfSQffnjJYvxt2T2p1r6WQHIA9PHj/Ttm8AYcmRK7FDFxaih65Adx9F6BAPVMPju9h3UlTWNFXEiBHk/j2/8g3UsxClYgKm4B7B0EaNc8hnbRfp+0RQFi1rqLUnFCmnzxBBhg6rJHHfjSkfjCun6Zivuq+QaTN8I1wUf7drs1ANpincnzSlpv09Jr16tWbI35OqSpx40bR4mHTO3IX1lKT+M7eu7vfseXV1Mr1x45Ge2zkL6+n/pMyIElB/4w6MG+sxqTzT18S3UN4x2rDAMpX/qaREYcGSBkoM2FZwYTru7oz+Tt5p8LnEjWsrYIagjJ1YzZ5aZkxRsP5r33IOfpEd2i6Wwy9JOyldCsqJLCZKFF27zNAFM2Pm805LpUatjKrv9FW35VKufFodV9QrWdPf1EhFc0pZQshZF9HNGDEiOfhH1m2QVckTnZeATk6I4BfdC+t6K30QsMl34cLvSaZMCbQRIk3aONrRarr9AB14CKeOGF5Zms2pKh9FdvytI4w7cswHSqZoAOF4UbRO3RqdpIBzxnlGVw1rJCV7z1/ItJm1bd2jVabJ3EX1tB6N3wkTjpEVARD00sUm2myo4kXT1PPGLc3k5sAuUnFSFh0jm7f7NWimBtOL/w5edTTKi4Dx6NEjlYOyIlasWKFHqH766Sf57LPPZMyYMTJs2DAlUFbEjBlTypUrp0SqYkVb+P1NgBFcpMAZsuOOVH37fUl75AaVcmo3wof325GF7AGRDoqm0dsxICLQ/X9FdXIy8gXO6NBukXz1dTEtKkZTKHeeJC+VrN+X7DkTaaFzy9Z5NJ1j8P23q7VTb+Y/h5Uc0SIeJU8p+TjWU0mZKb4KWhYtlkKLybnDNqheM6N2eXkCpBVQY2eCsCpjBwWIo9L5ha7Tdz+W1Ek2ddq4+jegaNkqgolYKBpYdPfFThNLwt997EeBGlLRsXMhtc+hBd7aWs/d/dFjNyROBhsxhahxHkj1EP3q1XOddliilM3kOPmvmnqe0dvS/c0UXxp8NFOmTncsoId81atti4A4py/jvRT8BD1efi8IMneMrMd8v6l/17KPqeXNVkiZ0aW18cGKxg1myahxVe1kdWXr1VK8f1G1DbIiaqmaEi6y7/kcOqKSFCz0nkNx9mftC0gCS6cbwLro9kvds8JF3lNSQ/qWYnAiltTDVaueQdPN9RtmU8IB6tTNqsQnfwGbQCtAVJUUHb56riKTkCNIhfPNiOm+mzvniNoSFSuRQrtpFy04pubKrrBh3Rm1l+n0uU3/KWasKPowReXs9zeW5gnEb4uXTCHf/bhWO06dgWSJEfRM//J/OgBHjv3Az5hn//k9E3EmSgaR43t1/7qofkd+w88fP5f17dY6kHt+P8gvMCax7pk6vbZkzppInoRvIN+lj+3gjObf+PLCC0/h8yIU/fZ8wvZ5uH//vkpA0emH168znj937bMaEDwuFMGs+Ouvv5Z9+/ap5czOnTtlw4YNcuTIEY1SYVL8JpEpK4oWtyktU7dj0jXffLXSXq9BtxxaN0y6RYsmd1uwzqS0YvlJefrsuZ18ff3lCpUS2Lr5vF2cE8NY7lCtQMPGtKFjj4EnGp9Nmz6uvaUc2w6kCUYO367CgOhb8V62bIn0rhrNqOP348rh00/l+o2HkilLQomfMLraW1jbtyFeTDKeIn2G+H4mFtJBVgFEd4C4UEwMEJKkxgqSVrlKetXZIZqCFAHPrW36Z8/e1o5Bq/4PLfccGyuQh6AujGhCQF1qdEfS0s8E+kPPUnrMIaVMiD9+t1ZVs7G6YdLj2Pf4erUec8YBzxkT1jHDgzHjCizPxA+KFbMta+XryFiYcZSkUBIHr1HGGmMFu58IL5d5sHSKJM4TV37+eb1GC9GYYlyByOlzya99tuo2OZ6ow/8+ZJvWjhkQrbQKfNq+Qwo97gjX3r1jWxdjin29OOeUpIgRVRX1Mc7mZsCQcjSxOOap7/pIlOtP1BT57r0ndrXz2TMPa3OBwckTtzSSCBFxVk834EYB0VgeNFa4sk4ySJAohpJzg4MHr+pYAdwo8HuAWI0ZudMuzcA+YJHkDoji0nEIOG4QRI4j4LfKb9YVOBeMoTWrTmk3IfWL4cKHk2RFkkiFSr5dtkQ6uXHg3FKfxjWFS81Pk+7oOTCyJr7nJrlKi3jhRVDgE8rmyD5h3By5W7duqkgwfPhwiRIligaLsKIhw4YsVFARPqgV8jlz5pRChQpJunTpQqXLJKwAixP828aP3a0pDIAOE+rf3K0bUrVjxD4N81u1dZxB8W6LVrnskQEmvHv3nmpNyfXrD/UCyp395uH75Mm9p2o7c++ubZtNmuVUsmSAuSupj5kzDuvdsAEps9Onbmuty4d1sqh+FSk0oj60Xz97Zmu5psW8ygfp7XfcrrBh/VmNRqB2TRddYEAd2a5dl/SzzmCb774XU33YICfsz90zd+XcqvMOyzHJLpx3VPfbGUSRIABERkz6zni/OYOUy8KFtogGx9woTRORqlU7k/wxZrf8+5dtcoKooFBNJ+OnbfPq8pwX2/8+OgY450MHb9PJsm37/Do2GA/437EMz/k844bleY1xZAXnnQdA1Zzl+R2NH7vLocYKZGudVf6YuNfu5ce+QBBafpJbpk7ZL0+fPBefJ48lS/NM8ujpcx0bKNKb1SBDgT0Q22PdqHHjn+hM2t3hwcNnWquEUj8RIvb16e4bUq7Ae+oeoOPKyRUAApA2RWx58eyFLFt6XAmRib4hHfDs6QtVWue47NxxUZ441R0ivMnrBpA0tg2IiCHo6Q40bFglQZ6/HGOANHmNWpn090EdE4r7o0ft1Poq4xN57doDFQ61gnNu/BLRxTJ/G9VzLHmsgJSrJ6APBAxT7x2qxwbCRwov2Vr5elIColmMJdaLF6Ku18dHU5EcI645BowT4ynphRdeBB7z5s3TbBsq6REjRpTixYvLN998I7/88kuwasBDppXpDQZWHoAialSiuZiRQkNd2XrRbV8uo4QPF07vvrn4rltzWid9Z/za7317pKlXn3Iq0Ll65Sn5pFJGiRE1omr4NMyfUt6JGklbva0XblOYjbUGkRxSc4tG7ZGr532L2LmLdjY/3rP7stZrtGmXT7JmSyiffJpXsufwvRtHARsxR2cwqaFuvWfXZb2jDwyIUHDHv3D+Mb07R8rAoEChd7WQGU82CB/pp/sXHsjlbbbCequ0weUr9+2TBykfYzbMxIiw6I7tF/T5nduPZfnSEw6fZ8LEkoRjOIeoyMZzamuCwraJaPX4oaTM/eewnF50xv4ZREIBKZq+/csrAabbjQhW/0GMAdv3o4gfOxOEUAcOqahRHkgMOkhMhmvXnNbzax1HBrzOw3ozwro6tV/i4OFnQI2SKUBmX0h5QQrmzj4iZ9ddkGgVm0i4SFGkd99ysnL5KTUnJvoHQSTV2bV7Ed0eKVC0vKzRKXBlxxV56saWCLPl1Knj6P4Z8h4/WzyJEseWRvu0bT6N+jjjee544vNuNE17ERnDpoZxQHoNckTtEseFmr+y5VLbDa8ZLxCQEcO263OAQKvzGCRyuWvNWbl11GZt4w6Mdca8FURUIbKQp907L2kK3USrVi4/qQ8r1OuwQlp59vCZ3D90Sw2lDbjRoQPSCiJ21GkRIe074H39fqTnDXye+8jFjbaxzPlmrKgCvZNqO+SNaw/XHFe4sM42/r3wIiwVpUsYT/khi5AmTRp7vZSRSUA5fe3atUFer5dQBQAKjpn0rMW6FCOTjqFd28yHlf6uoDUuqJ8z8VJUbVJ7eJlx0UQ/xzpZnjp1Swup6cA7PGCvPL37VP6YUlMKDigqkWJH1lorajWsIE1IF+CwkVWkT++NkuHCM4kbzvc0qqmtU9Hv70O2yuHDNkLDHbnz3TQRFUNMrOBOmXQDkTV3Io3+gc9A4Dq0WyzTpu63T1gob1NL0/XLorJz+0WN7IRLFUPydsuj0Rf20UQlqGmB5HCc1q07o5YnBmdO35E+vTbaDaGHDKko9yzk8uKFe9Kq2VxNRUF+enyzSju37N576ELFjiozFtWT9yfaipQ5r5j/+gcz8XEuP++4ROYurK/jAMLC541tDd8bMH6shet8F1fyb4hJpkoVR8JJOCUS1mUgNFbyRZcj53nG7I9k98875Pkj35w/tVgo1v+v2wqNzjmDWqc0aeI62B3t6LNLjm6/rPuGCKwrQAiQUwAFvy8gCXLY0rwPLj+QcydsY9mkGXX53htkzarT6kV56eJdJbRE1Ih8gtZt8+lxIWIEIHnUN3HcUMvnhmL+PFvkkFT57JlH/KSVB3VYIUen2YySXUHH08uuWYg1pA4wplAfh8yxD5BUolhY2EDysDcCEFJ8+fjN8dt7eO2RLP58nZJSTwG5+ntmHYfX8PPc+JVtLEOUu3RYYte5MiQScMY5V4N+91tOwevrv7CNfy+88MJzQKZOnjzpoJpuIldx4ri3SwsIXh2qYOC9xP3l9IVOeqHmouku9UkL9M7tLSVv/jEq3Jk4SQxdNnP63zXqsv9wW+3sIz1E4S+aSHR7GYNfdyhdfKJKJ8yaV0/y5U+qaQP2hXohd1o7jerPksbNcrrVDfIECBFaRSCdRUyZhFgGGNV2yAcEgPQT9TMmcmPSlET2UNdeuvi4TqqQTAMm4Do1/9aaKggrIP1F6sh0f/H8wp5rsq7DOmmw3lYkDoGle9K5O8qkbzhnpGnvP3iq3WVE/kzXmjvwnfFSxFLowL9t7dELtp8i6UA574EgKEKcLOc8XiA/Zhy9l3iA7D/SRrvGAkqpm7SiuzGYM+sIWbriY61hIu0ULXokl3V+KKQjEYBoKoX4AYFjSPRu9Ser5ZdFB+Xws8cydmJ1e7oNYUxq0mrVzuzReEIkFpcBUoo0THDv0bFTQfERH5dCuYyzZ4+fS+RI4SViVFtR+/NnPnbFcYC58d9TD6i8A1EnjJmnTPtQydiAfpuVmBpA7r/+aqV2khqQ8kafDY2zoIJz48nYInWLVAu/3bOXOuuYQnoBNfXkSQZ4NLZCCl4dqje3yw9hz+Gd+8t3KWw2WqGBSVfmSeK6GcKssOeAAQMkQoQI0qFDB1m+fLmqF/A7ffr0qdrnYbEXFHgJVQggXsxf5cqNrupGb4UREoR3TEo/WRrsqSep0w7RidjZm4xlM6YZKus2NfOjlG4VK3Q1YRYvPF69xigudyfs6QwGD/vlbp1mGSsMiaJwNnacqPLgvq0tvttXRe3vg0EDtqhpM2j1aR7taNy/94pdgNGVera+xsuW/fFPZRtTYNJgq9fbWtAPHbwqRfKPkwyZ4su2Xa1cfk/zdUhvcsyOnmqvKR/EGtGhypV1pJy52CnAyf/dRAPk4rUukiBWX7XzuXa7m52gmO0Bd80J7hAnxq9y7XZXu+AmgrLY10BKzVgyx8L6/N1E/bXW7sylTn7GlTPQ1lq84mOVAvAE7rZrxGI7dimk6azAKqJbl0f5HrLX0cl2BkCyIIzfvxSLtWLsqJ0yres6+aZ5Xu1u/GvKAVmx/IQfD0h/94GxEd42rnka3ulvs5zzewaenGPSnVkzDAs0IXIeu662ZYR1QxpeQvVmE6phnftLj+S2G8LQwOQrcyVJvbBLqJxx6tQpbbSjJjw4/n7BTvmh33DvnnshyrcBTKhMrM5IEv83TSMw4dXeU1cixrB5dzlbhADEItdtbqbRK2fkyjZCJ1fUoV2Bu2f/3O5dYXmzlVIi7kCZM8sxjWIFprB0E2LHQU0L+OZ/q1TPp8sXheSb70oomerTa4N2MBl06FRAfch44LXWolVuGTDEtzaEKJWxCDGghqlzopFSv46v4OLKFaek+gfTXO4b4qXo+VAnVKLIeC14ZnvOujynTt3WCM25c3f0GGbJMEyP8ZETNu81tIO2726l4qqnzgd8VwKBhOSQ9mN7+KsliG1TQgdMfGwHBfTAAjV+LEdc1VAljtvP3gVqolymvo5oBvvialw5Y/+Rtqp47ynKFJ+oxsNWY+4N685Ktcp/SefPC0mZsqns0g+k6DwFfn6jRtjG1M+9y+iYcQV01YxshitkbJhBTueMqeK09RpkldFj3QvDOoPvgTAsQGYBsVxTc8iYMjhy+LpdEPbEiVt6fnnkyDJcQhOMA6ysGFNGbd+ZcLEfXnjhRfCAn1+tWrWCbZYcqAjV+PHjlcXR3dewYUP56quvNDyGH06ZMmVU2DN+/OBpEYV1QI6YwLgrfC/JADl9vqOf9BrGp0zYTICE+bnD5v8MaYZqJIQUkTOIMFDA6upuk89jYosKutHD8a9mJGqUiA6WGa7QqM4/Mm/eURn/Zw0HJWsr1MsvRyJVOme/IBMQRIrvI0ex1d/0/XWj1twYoUVPYEyVTXE+oBuM4vCpfx+0a+uwDMeQtB6in9SMcQysIC3ChI/PIKkqZ5j0Hus4evSGVKs01U6mDGzde0/9yAZ4Av3s3Sd2nSPzHJC+IpoF8He0Au+281c6+4no4NEGsWJMUW9mjLat6UDg/NyANPLGrc3top6GkC9Zbkv5BRaMJ+xlqGXLmz+Z1t9x7jkvjRrMksy770mbiRUkbv5EEjlSBD9RWqOhhhSA6aIDjKPvvlkl6dLHl1at86iYbNx4Ue0dbp6AfVCrmPDh5NlzH+3adIdlS0/IxHG7pcUneWTksO3qa0n0CxNuxgbj6P7xI7J74ED56VAxNeA2Yra8hzE1Hbxsz3TrEdlyTuPRTVm2xES1pjEw3aGcK7z8APuKj6QrMO5RzCdaylhiDFjHmBWMEVevBxfeCFXYiSiFSoSq0wD5NjQjVFfnStJ66cNchGrTpk2qO/XBB77WZ8gkfPfdd6pNVaNGDTVNRkohVCNUP//8s7Rr104OHz6secc2bdrIhAkT5Mcff5TevXvr67QdvulYu7GpPeVBZMhKgPBEgyysXNtE0zQQJy6i5n/qWNwpjnPRdBe656JNTZW1mNodWH9AZAr0HVxBduz/RG05liw+7nKZb3oUl9p1s2rtk5F60L9fkilA9KnNZ/kcyBQTFzVGRK5cgQ41CnzB4kXHpGuXpVrQH8FpQiQKtG/PZbUNYcJEt6nJx7Mdljn67w355ad1MmFydZfb4piiwE1kBXuVpSs/9rOM7RwFTKZI9+Gl6OezlgmN2xPSicWLTNDn6zY11YczzGuQHSZcImRM1jv3tdYUJJM46zWEyYwhA+fnBguXNtBIFT58dHbOrTxfGl6PJDECGYxGzJY0KuNpzIRqkvWl+j6kn/MCCYFIF+xZQH4ct0M9JTest3VKAs4p5xYgomnqqvACZGxgddS1e1EVngXFJIrkFds5QCNrxO/b7etCNsBoQAF0y3r9vF7HJOMxUuQILskUXZ9siwdSGURLkVBA5iFv3qTa2GFq8CCwp+7GlIGHcmkziPV3yntGDoXxZIRCnckU4rFE9Iy8ioG5BrCtJSsaKmFatrqR22NPynfl2sZaS8l2GFMlXo4nZ4QGmfLCizcVP/74oxw4cMD+HF3NFi1aqDD5l19+qUXpvXr1CvL6Pb7KQp7Gjh0ry5YtkyVLlqgq+tChQ1VttGvXrvp84cKF8iahaqWpDnVE1SpP1bZ2AyZo66SGxACLk85w9tiqU3O61ka5I02oI7M99JRcATJlVbYOKn74bo3KFbAviCh+1iG/LFtyXFvinYGpLkXR/gGbDB508RnxxNLlUquMAJEvtIuG/75d00F08wGKy7GsAXnyJLVbjVD3Vb5iGt1Ha3s7UYvs2RPJdz+VUm0qK9CzYsJOntw92WT/SBtBBIxdT1AASe43wLf13QrIEDVFDAe++8DBNokNjrGzWGXVylNV1oL3Bw621ZXRNchnGVP87W6cEC2CyCxpuEyevdRWMqhXe4Yqiys5OHlLZRUK9MgnDaZVkmhxXZ9HUq8ojzsDmQUkLQAaUs6do+CnX0pL0cpppV2XgvqdDekCnFPOLaBTlYl/8IAtKjHAsoiZYgWE4CzI0ziz7Lx1T6ZPOyCVq6STipXTKQmiQaHs+2kcukyLl0yp+zNs6DaH/Vm54qQWsxtglaPnYkhFdQNAZgEih/ZYz5/WaUfs/n1X7DIZqdIllI9aFZd+lnW4Al2o/FZbNJ2rz6nDa/rxbIkZK7LaQJmGCqKIVs9AzinF/jNm19EOPQg655ObsFrVbKltrhvYH9FVTMefc2co2+XBtcgLL4KDt1E2Yffu3VK2rK/tFFm1ggULatSuS5cuMnjwYHvHX6gSqjNnzqhGA8DLDzGsbNl8HeTJPV686Ftr8SagRk3bRRwdGC5m6D6Z16zo0nGJRhRovebusmr1jPq/FR9US+/W42/LD9ukXIlUum5XE5d/oDWdtm6wZ8he+anjMoe2a8DEw3fA2gLSYk390AZf+YP08t57/ncU0kqOPpA7ZMiYwG7JQsEzJswoqJ8/d1c7x5A1MHVekDnTRcZka1rxEyaMLu+XTysZ48aQDd02yoExB7Vei88xEX9YO7PayFjBnX++ABTQiV4ULmJTu3cG0QR3aubOYEIsWcpWM8T5/ryTL7mGDDHpQ5L47iVLp5TOL8eNsxF0DQs5YFnzGUPO0ZYyPJ7CeyPoCT6olkHCRwgnKSulkK+6r9R1G9FKOtcQzAQ9e5XRCAoq6yOXHJF7j/xqTP30w1rJmTuxvPOOLUrT++f1aiANVq06pcXUv/XdpKr7rsB5oYMuUqTwuv9YBeHryD4h7Oos+YEvYKyYUXRZ5Akmdllt11HCOqhAxdQ6ZiATjBesfbCrQTzUSkoheNjVQJisoDYMdXsDZBGoO2R7aFElShJDqlRNr4r3KNwDzKOLvxQMRWqi7PupVTQU4s5vyxWI0vFbLV/B1in7+NEzWb3ohOzps1u3hZ2TIeDIjljBNQA1f9KVpKmrVs+g44r/AX8zjvgfzTPAsOj/Up+K3yDb5lrkhRdeBA64uuD6YrBmzRqpVMnXXzV//vxy9qxfMeoQJ1S0E1rzipEjR5ZIkXxrYCBYQfW/Caug3mLY0O12ktOiVR59jYiLNXKFKjJAiXv0iJ3SuGkOP3VVTZrlctD9sSJC5PDSsHF2XbdJQVjBXfq2kfvl8W2/mkJErajlMArMkaNG9BPdoLaF78BEzEREtAsBUVPkXqZsareWHwbUxpBKRMLAKFgjf7Btq03dHGFEQ2wQ3zS2KtlyJNIJhE4/M3H5B/atQuV0EiFKBP0+VkDEzMRjcPXqfVU2NyDNNWWyzcrGv7ogtLcARwqZiaCANCeyC/tHH1Ay1LxlLoeoiRkXziTZjCt35YvW9Cn7RvrLkKpmLXLppJzp44wS9Z1Ium4sVIhatfwkj/27EAGc8uc+m7RBlAjy759H5amzmnfkCFrXZDoDdSy9JHX8Ta0coqXUBRlSDUmxgnSbGW8L5h9Vcs8+UbMEkbaCcWbU0vkOkaJGkHCW3wnef5C0LZvPqYAtXasI2FqBGCiiuRwPQx4BNwunT99WQmPAfrE/jHUidgjUVqyUTt59L5ad6CRN+o6SVAMifOhicRzcRYRJqeJXeO3aQ5k4fo8S16YtckqEKDbZElKU6FyhWN+oifsiV4iZic4+fvRcv9PI4Tv0OsK+8x7jiX0htQ5QU2f8cC3ywougwuelwn+oPXzC5rmBTBn9KRrqTE24wd27dx14TWARqMIKTJH37t2rDyYD6qbMc2te8k3CqhUnVfHYmtpbteKUw4Dp9WtZO4HCTsVVl5Z/yPdVXj+GtlZg33JqzXl59sCvBUunLoXk3Zc+fNk/zSbdfy2taS0Uwk36ENNkFLTv3bWJaoJ9e6/ItZd/e4Jq1TNqYfGxozfkzOnb+hqRMCYqZyC4SQE4KFI0uV24kcmNFIsVFy/eld27Ljm8FjdDHCn0U0HJ3CSTKnMb0uYKFOta30dTCr2hJYuO6cRrwARnImyQD0P4IATG0iQw4HwTBUI36/yaC7o9atEYG4DxwjE3/zvjy662NBM4u/ysA7livBmSggTG2rVn5IVjBlnx08+ldd2ca6xfkBbYuPGcvRtw/doz+jcp0fsHbqoprxV0aBJVsirYQ1hIVSFhAPHAf9KkfVEudz7fTPR48AHq3aiVYp8gY1b1/X17L6sXI9swqdyirXNI0iJ+u1Px1XM1rvRYnb0j//57Q86duyvLl52UA/tt4wnh0BXLTmrXpwFRKfaHsc44onvPU1DTSGraHR4+eqrXho0bzqqEyPd9yqowLcebSCEROuxs3IEItol2cr3gusEQwDXBilWW59axxHhhzHnhRZhUSpewaUdXuXJlrZVat26dNtVFjx5dbWcM4DJp0/q6IIRal1/48OEdxBwdVvLydf5/06JUzkDoj1REYP0Ljxy5rh52oaEZYwXq65gL01nV9rP8qjZuwGsQnA+qZtAJA5DaoL7Fk5Z7wCSJRET8+L4TsakjIVpD3RU+clevPFAjWmt6EauefXuuyLffl7C/RlE8BMiZdJCKI9p0/NhN7SScPrOOnDlzW9N3AdVBMRlX/+AvvWjsOfipve6FmheK+624efOh1rctWfGxRuwyZIivkQK262z4zMRH1MUQCOpdihUaJxu2NJdC+cYqidiy01G2wd0YokNu686WOo7+KTFLaq2pESKemOiQ0Qnpnx4VFi6kZTmemGCbSMxHH05X2xq0vVAQtx7PxIljSPt2i6Rd+wJ2mxZjCUNa9tbNR0osKO43Ywp/Q9KJ7MsPPVZrxMnUQv36ywZN69Wt7+hpFxj8M/2gOgB8/W1xe7E6JAuB2OACYta00Rz5Z3YdB5cE/8B44CaDtGVAIE1brtQkWb+5WZD2j+ttgTxjHDTXQhLeLr83u8vv944D5Otkjt3OIYkp1+dIsgbpwlyX37Vr11QeYf369fLOO+/IxIkTpWZNXxFp6quIWNGEF6oRKsJkJ06c0P+dH+Z1/n+TwGTrTCArlJ3sEJ1ytYwrUET60I1XWkiiY7vF6s2HuKEhU0Qc2E/sVygO37z5nH35nj+sc1mQ7g5oB/3910F71IcHwOB53Ms02vRpB6V8mUkyzNKpBWrUzORApgBK2oZMcXdvOqQQ7qTGhFQjKZU9ey7rOq1NAUxgd+74TYMyUUMqqImxpgudyZRNpDKcLF/dWCf/WtVsxYgPHjyzETILOMdE9yqXn6JK6SZttXl7S41WMbF5QqYAnYKGTHFeDJlyN5YCGmPUOpn36TB1R6ZQ5ec7f1x/lly6fE87Jq0F6X//U0fJknO6GiJ+8OA1HVNWMgU4R0QIO3dcIuvWntbzh3cg0UG6L9ESA190L+Lgf9f9f0WVTJEiMzVgnoBljf4W5t+GTAGIIYr3noBCcKstD7IdT17KXTCu2AZ2MyjtuwNenVaDaSLCdWpN1/MREEiL0ukJEfVV4H9of5jn7sB4CS0y5cXbgHDywif0Hj4SNpEgQQL16qOWioeVTIHp06erhEJQ4VVKD0C5+ua9brbI27MXWoNki8KRJBZ9niB2XxV3dFVwznJEpEIi8uBu3UYp2b9t1PjgL1m96rT8PbO2Ws74t6xzutJdRI1oFNIH1Gx1f6mU7m59LAtMrZe79WJBM3niXvlrxoc2fSE39jkG1GqhlbV2o+NdPpOR9fPOzw0gSIXzj5Vjp13rAVkBcUyeBGuZzqohdf1ONwmJcYUwI7pT/I3i/tVbaFCFczjHieL2U5VtCIOrMYVNzcGjbe1RRudlXjx/occetW70qN5LEStQY9K6PndjGmHPps1yyuRJ+6RuvawOXXkc+7atF2jK2HR3WgkZ3YTt2ue3L+vfuBs+dJt6Y1qNhgMDMxYQ9aTo3HgsYg695btt8sG8yrJr5yUdV8NHVZFPms+TjdscrYsMiPBVKven7CUKGs6WBr5y5b4UyjtGNaacx5xuG8P0l8syplIlHSiXb3XVmwnOM4gYMZxcuv6FJI7Xzz7OrGOYa5En0ijBgTdC9aZHqAbKV0lDL0I19cZseTcMRqhCGyFGqGbOnCnff/+95iDfFJg0JogVrbfcftBdnyO+CElAndo/MoPqNeJ8VgHLkALh/gmTqqtGExf+nLncK6WbU1yr+t/yaZu8UqGSTRPIFT5pMU+LyCk4J8JFgawrbPtlh0SKHlFydszh7+RMROuLTkv1bzwECxZ6VyezEWN8hdWcCRXF3RTnzpzrKOLp7ns5b//fI9d1gt+1r7U+P336lk58B4+28+jzoU2orOPK3d/AWM8Yss57rsaU8/fA/w0BWTrYwJQcf0mNZdUkWqJoMi3vdKkyp7LETO65yCeekb/2K6c1RURoUch3bjBwZVNkHVPUCzX4OJufY+2876QG+W7GzsjVsXNef2CANhXyHQh3Wtdj1rtzxyXtUkRvztV3cd4Xulix80mSLKb8e+IzO6EiepQnxyj1+jQgIvZuwv5ajA5hevbwmUzKNEWanW7s1ubJavkTN8avcutBd4kd/Ve58/BLCU286YTqTSRKgSFUQyFUSdqHKqF6r2Hat45QBeo2Z+TIkVK7dm1p0KCBbNmyRV9buXKl5M6dWxo1aiRFi7qPVPwXYb2QXr7xuf3vS9c/t0dbXF1sMU1GY4aJD38+k6IILgrlGyPHjtmKvbng0zlHioc0mHNhtxXUCK1dfVr+mv6hlAvAFHno8MpSr4GvHIYzvvt2tU5IebvmlgW3butd9K9uBDwBhOzyzS/0QRt4/YbZZfAw3zZVK9Af+mOKLQTr87Igt3YNX00QSF6VClNkx/YLUrHcZC0ypg7FGajJb7JEFdCoQjDTGZw7TydmUjRnL3XSKNG5y50lOLBu093fRl0dMmXdT8aUc9cg5tukLA0OH/9MzbYNPtpaW8kU6/j57jW55eNZnWO5Un/ouFq8vKG9227uwnrSt/cGTe85f6fGDWarGbF2pTWdK4ni9tU6J3ffD5AeZAz9Pnirb/cRwrO9N7gcV4E5Z65QumwqjdQ6r8c8J6VJarxsyT/0OfVuxQr52tCYOsV8uUbZfBTfi6ljW6NUL6U/Dv5rI+6k7DKkHmL/HKlrlj15rqOm/9OkGSKNDtsiZKyLQnaU9c1++SGfTtciCBfH2Asvwl5R+tsJjyNUqKH36NFD9abo7uNjX3/9tcq048zcunVriRvXs+LNNwF4w9Fd5+riTlFuspfv8XfSZDFDpBj90qV70qj+LBkxuoqDzAGF0UN+ryS5LQXoztICkK5P2+bzSLoAUBBOB5yzGjT1IVh9jBm1S+tQGnycXVNN1nolK6itogi6xw/u/dicxRlpRf9tQHktnOeunlZ2AElF9TxO7Ki6H2hTMWklTuwbbWFb7dsukoVLG0pwARHOm2OUEphd+/0SMitIhWXLOFzChRf7hOofMqf7XdN0IZEOpg6K9n8zxiDei5Y21GJxZ9BVyfF0p4lmxeXL97WxwFk+gFTp9m6bJHeb7JKkYGKHxgRqmL7sukL9Gnv2Kq0pPuqefvh2tZQolVLrnqzgPH77v1WSLl1cNVqmJkmPycurknVcjR+7Sy5dvC9ffWPTwwsIdGDOnXNEbxLonkNGYpQHXn+k38y4oh6R3xc6ZqYGjxorVNGdTcydx8PFC/eU6Db5mAYEx3onIk5ofiFuWiD3GG2e4JqK+CjdlWYdOTKPUDN13uOaU77MZDn0MtJqImRGgDUk4Y1QveERqg4D5cskAZc6BBV/3ZzljVAF5OPHidi+fbssWrRIHj58KBs3bpRjx45pG+LbQqYwUOViiLigmQxJgxhl9Irl/tRiX+42ARdHJroPKk3RO3680JyBWrIpTnVGw3ozdRIESZK8o0rdkDUrSPmld+pIs4IJlNb57Dl8O7dcAWFHVNMBk7EzmQIooi9ccFRqf5RZGjbKrhdzd2QKIJTYqKlv3QxF8RwHtuUKuXMnkf99U0wnGoiMIVNGn4kORnSVEI1koreSKcB5oKAd5WpXxJJtY6viCdB0Gj+puowc65iehEiyngrlJttf4xyzLLYlzmDic46ksWxwwZgiFQmxZ/sU0kNAmcjdSXckTRrTXzLVqtk8u0I3nX2utJjo5Cz0ZV6Jl9nxN48EA+m6dh3yayQLIVZ01VCq79C5oCqcWzF08FZZsfykfNGtsNR56fNHQb0h6Dwg5GNG7dT30JAibegpiKp16FRQ/0bAtMsXhT36HEKmPb5ebW9wgJwjX2FAWg/DcP9ArRO/jfQZ4qnFjSHoqOQDzhfXBrTpho2qrOOp0vtT7GTKLDPuD1vHItcarjkTLONLXwsFMuXF24HQjFD5vKVRqkAppWOADNBtQPzqhx9+kBgxHNWQ3yRQ++EcwCOF5RxUQGzRRAeatcip2jzOSulNmubUFJVV9RolbbqiICZR3Ri7IryIGjhq6p+3XKAyBM41WejtGPKDxxlRGmegOG1sPtwBdW935ssQqeXLTmgdDduj3Z6LP6rePNwBEpg6te/EC/FDUR1ZAleAyCFLsH//FRnYf7PcPHJT9gx2XZdH6oVzhLEud+/ff7taowaDhlaU2h85RkKuX38oP363Vs9NvYbZ5M7tx2oR5AwmPdZJZxvCkZP/2Ktik+0+9bVVYkhs33ZRmr0UZTSTW8GC78qjP22icYwb1mPQopXvsgDFemt0qnXL+R51iwL2hSgKY8qQI4qoa9fJrKST1Crj4fOOS1x2QbpCj69XqWhnzdqZlACBnj+u1WPsCnEzxZXIsVz7HyI9wfczNVyAiCpk2ADxVTz10JFCVypZMtdK/blyJ9bI14y/D2qkF8kMophIJAQE0p5G+gKzaFLkjKsBv212WA5ttd6/+BJ89hvtNDSvSD3yXYwqO7IhSD7UqZfF3tlnrGuIrjGmMCzGPQFwfky6FEX5xk5Cn1w3WD/jkmsH14dPW833HVOF3rMvq88L+z73wgsv/qOE6vHjxxI1alQHpfR48fxX1/6vgztCK9BDqtcgq17YcKo3UQBqjvYO3Sc+z32kbv1sWifEHSqGrkQzAMrKn3ct7GAs/M+MQ/L48XOpVTuzQ13M8N+36UUZVK+RUSfH6ImjSTLuaJ2iCxPG7ZbLl+/Zn2sEJ4ief6Q13GnuoDHEfqAlZNSuAVEEJilEJJ1BrRNFwHTjkX5B2+fokevS4pPckipNHJk/91+3+2KLTkVXxfSoCVwTQb4n54hICpMVnU///H1Ij79V/RpEjBBOffJ4r2atTNqhSbTGGUxwrJMIWb++m1QCAt5DrYwBKc8vuhd2qDVjLDAmhv9p8zN0Hj/nzvr1y7MiIOuf/n03Sd/eGzUCx76wT4wpo74PIeE5x+RDiFXUiJL0ZeTKE0DUGVsoiJNK9S9CFRKA3JcslVIjtkcOXXO7HLZExYun0PFnbTqA0AJuUoh6ugLLccxm/XPIz7iyQiOeFrIHoUQQNHKk8H4ioEQAEfRE6BZw40S6Vf8OH17HFGPLFUHkXFWvmUkG/rZZrwsQO87noAFb9MYJsVJX1x0vvAhp+LylsgmhjUAZx3377beqLGpk23v27CmxYzua0vbv31/eFFD3M2vmYfXOgkSh9myA+rIVNw7cEB8dpr4T2P59VzWaQR0HE9WXXzvWflT5IIPLCQsbDZMyNEAFPfvLv02kiNTI0X9viPgck+q1MupduLGocAVUnTHlJWoUWJBucQV8z0hXWkmdAdYcaPlwSM6fv6MTF5EkCFnMdyJr27k7pEsXTx/gcYwIWgRdvERKFQ3dv/eKlCydSicta20WkUJjwOwMJuROnxfSFBkSEqXLpJLMWW0CnVYw4bJOlmvRZK59IvzfN756RxA3UqjO2LfvikSpZIsgMF6s+2YdO67w7fe2ZWfPPKw+bc61VaybdnmsYJCpcJaAQNfJ4PTiM/JemXc1EuhJrRQwsgVWtGqd19/PoAiOiCXEy1NAriFTpCnfiRVZ09DxnERiXaUYjfo7YAwbiyYiRIwpVyBixHGHbBsw7lKnsQnDUgd16OBVTUVau1kZzzt3XpS8+ZIq0eT3hv8fiPFOZHm/gq+eFmODyBeg5u/zboXtultWQKAWLzqusiVE5SDguAaY/7lOcMPBTQZdlF544cUbHKEqUaKEHDlyRHbt2qWPIkWKqJCnec4DJ+c3DY0bzLL//cefNe0T3cQ/a9jv/umEivdpJgedJTB2YjUlTEMGbrVHqqwYPrqKqlCb+isurCw3+PdKDl1aziAqhZUG+Ll3GSUbly/dt9+V37/3RBW9jUimAV5szsbJbJ8CXFI7xqoGQHZItXgC0iPOxcYA38DGTXPqZNSsRW4lX/jNHThwVW7feSz1G2RzazFixdkzd+xiohfO35Mpf+53uRx39r86Ka5TyE5h8fMnz+XGoRty88Yj6dB2kUZG8MgDHH9nwkNadfS4gAuYDRgLdCgyLpzBmDHdi4wV/1J7RC1cvU1tFpP10MHbdH+ZfK3pYyvwFqQlH8/JoHSY0tlGF9qRw9dcfp4UGZEa0nDujJMNTjuNKzz+9u69orVT8+ceVWFXokH+AV+/tRYbIT7DuAI5ciTS566ANyDHHSINSH+SLiSKCUjpTfvrgP5O/n3pO8i44PeEfAdq//37bdImCQNuRugCNKDofNTIHfq75dzafsMv/NxwYXc0dNBWJeyjx1fT1CyK7lwfxk2srsR3zPiqMvA3W/e0FYwX08Vr/ra+5oUXQQHXmdB6yFsaovIKewbQ5VS0wFg5eqq9XLnyQBIliu6yKytDmqFy6cJduX63m1sDZHfIl3OULF3VSCdHtKU2bW3hb/dQQKDA/X/fFpc+vTboBOyfHxn4rM1CqVQlvRajQ3ggR9QXIY9A3RVdWq4MmwMLJuinz144WNzMm3NErUKoeQouqHe6feeRH0scfAexeVk4o44sbbRcCk8uKzWrTnOQVYBQli05SbWbrGByLZB3jOw/3EZCajwVKTBWjp1q7zCOqMtJ6GZsWZE5/e+ye39rnYyzZRwmW3e1sp8bOu+o/TEknwJ8jkVQukuRpujb/30V3aRTj5o5Kxp89I+071hAChdNHuC6unRYIsVLppCaH2Z2eJ2U9s8/rdN6OSKLAQFDa6I51BMCiB7EEuNjiIUrv0Rn4OU4YfweJadEvFgnUV2aGH76Ya12AOJH+MN3a2TdJteWMGyTzkSrByIgQlukwDhJED+6LFzWQCqU/VO27w4ZJXO+N/IrXIcgUulTDZENW5tL0QLjPBKlDQq8XX5vLmguG9J+kHyRwFcjLaTx9+2ZkrJx6rdOhypYhCq4InthHfFj9ZFrt7vq97P+7Qpo6aBPxCEhxRDYY5Im+SC5deuxttK7SslxB8xdLBd0o00UWLAO9o/PWyda1okPHbUfoH2bhVKg0HuaniElQ3SJZdikSTWRfjKKz55g3JhdsnPHRW1hD87EAvF0RVqJDDRvMsdPe7q7cWtSqp7UCKlK9dMXEj5SeP2c9TNmXe7WY95nTKCqzxhyXj5B7D5y5WZXj8kPZMB5jKV6d5Bs39NK4sePputHFX3T9hZKYIMyHoMDHU/hw/n7feiSy5AhnrT61G9a0UTerGOLVC6k8cefS+vz0SN2yKED16T/kApBGj9EvKh5m7uwvr6HfQ4duoACdPTdXIEOSHTdONaQeKRF/BsDAY2PoCzLcoyl4IjL/tcJ1dsszBlceAlV6CFI/gVjx46VbNmyaZE6D/4eM2aMvGmwEij/yJQR++RCnTT+bw71HoHBoWPt3NY35cs5WjvjCuYZo2m9oOCjD2coMVyy2CaNYIAI4z8zfAUYEd5s1CSHpjYgU+B/3VfIiGE77Mv89ONa6d/XsVsqtIGwJ63lwQXpUY4DWlCe4Pmj5zIp/Z/aQJA0wW+O7z33sVuGuEOCWH107FjJufU+5uotz8kUeDdRf+2Qs+LkuQ6SK+sIuX3rsUYwNm9voVEUviMRsFeJpo1my5xZ7js/QZ/fyrkkU+CXnuv9iHoSEfuhZyn786KRo8uH0fwv5HcGtVD8BgBuAHMW1HNID3J+eKxY09jtOqjfgkydPnVbcmUbqa+hHUXE0BWIZqVJPtij/YNMJYnv/1gCZix54UVQoVk5r2TC649QIe5J4Xn79u2lcGFbAeamTZtk6NCh0rlzZ/nxxx/lTUBAESmADQhEynon7Sp64AkC+lxIRKhqVpsmLVvl1hSfXeah8Ryp8kF6qfVhZj8RKkiVQWAjVMOGbtPap159bPo9RAYmTdyrUSpqxJxBMS71LJNe1hoFNkLFexT7lio2UdKnjyebd7QMdoSKlFCmtL+rOjkRqqcvfPSc8xnOFfYhnkaorO9zrv3brqtx5clYMa+biBhpotXrm0rSZO8EeryULDpBBv9e0V9Lo+BEqPyDqwiVFUSn6BYlzRc+gKL7BfOPytTJ+2TyX7X8HT+BBefVOUJF6rhkkQmqVB+aEapXAW+E6s2OUA0m5Rc/eI4P/mH6nX/eypRfoCNUw4cP1xPSq1cvqVatmj74e9SoUTJsmOu7tP8i8H0LaBI6cKStn0mDi6F/n8uZdYRdEiEwn2MS4H3zf1AwfmJ1tZ6x7vPAwRVUYsCQKfBz77Iq3GkFJM46wdHp5l+6r2mzXPK/b327Glm2bv2s0rOXTcvMGezXEDeWNFYZhgZ1Z7p8j++UOUtCPW9G0dodOH4c74AmLgrTd+z9RJePEDmCCn1Ss8I29h5s47AuV5NjupSDX56z8JI2pW+UIqDtPiXC6c9tDp/Pnmm4n4JxavAovDZjiTob6vECGi+ISh5/KeZpMGtuXQd5DP+iUdQmGbRpNV+lMswYo4bKKlvgCRgr/o2tho1zSKq0ceW779bYX6NA3pWuGCTKNH2sW3NaPmlh03gKKmjewNtQz+vL88jfkKmqlabKus2OtVeuxgfnjfHAI0sG32umu7HEdyDq6Gp8eeFF0BDKsgk+gZuj4BD58+eXmDFjSqJEiaRGjRraBBcQpk+fLpkyZdJMWfbs2WXhQl+9wP8EoXr69Knky5fPz+t58+aVZ88c0xD/ZXjSCo5at6vJqkyJiW7TfkRgMEcNCLWqT7NJDjgVAxcvPN6t2GJAQF+IgmYrfuu7SeUUrEBbKjiGzoguUjNlCogNWKe1KN0Kup8CEh6FMP3S2zUhM6SP82YVlDTgWHJMAd2L1av8ZW+R/6Ci6zQipCBWzChKOADnOl7cqFK/zgw99wFhxuyPdOIrUWSC/DP7IwkKShebaCcEVkz5+0MleFZcu3pffCyLojIfUJSofp1/ZPeuy7aIowV0mXoSyfn2uxJqeYS45YZ1Z9TUuFARX/HJjl0Kyvp1Z9Xjz1OgjM74cQcK8dHcSpwohvTpbUsNli6bWtp3KuBnWayWfnkZJWU/v+nhK39hQMekEdN0xp2Td2RFy5X252hO/T7Cbx0g2lV061mV/d2B88Z44DH171p+3ieKVqrYBPtzLjHTZ9VxOb688CJICMUOP58gVGWvWbNG2rVrJ5s3b5Zly5Ypzyhfvrzcv+++XAGnlvr160uLFi1UZQASxmP/ftdd4GGSUGGCTJTKGUSoGjYMvn/afwFNGs6yi3piM+Pcvo4nmbNSukGOnIk9KuT+pHVeifmSfHzeaYl2EdENhX1GfBcebUEBgoIQA6MmHVJAGRrVdXdYt/aMjBhmkywIDBAWRffIAAkIfOACAh1vPb5ZrceUFv7/dVshn7bNqzpFKJQ7t7hbETFSePVApM4MEMnr2NnWhu8fIF8UNzdpOFu6dC2sauuegPE0blJ1e8Sw0+cFXZKiwQO2aMoJoMhO1GPE6A/sZL1t6wUaraKLkzoepCKs8gUGzVvmUr++oAIFdEhyjVoZJU26uCoMayXGKJtjF5PVg2iXwcWL99S30j8gzlmlanrVdQIU46dMadOXsgLXgLkv67nYT+OBeePQTdnZ10ba0MSq39C1pU3U+FElY0ObiCfghsRV5A7yiQ0MxxsgK9HmE9eF3fz+GQ88uEmgmcJ57BipB+tYatzQV8LFiL164cWbgMWLF0vTpk0la9askjNnTpkwYYK6s+zY4Vu364xBgwZJxYoVpWvXrpI5c2b56aefJE+ePFp+9J8sSm/ZsqU+CLWRBgwfPrx06dLF/nhTQRu5CUzRBeccpULd3JCmX3quC1KResXK6ewt8bSWR44cUQUFa36YyU60XGHs6F1y1h/BTKJHpqg9ZcrYOiEFpMy8aMFR2bL5nNv316w+LatW+qZ9ID3OrfZWMIEnDwEPMiJe7qxyrCCNkidPEj2mpN9y5UmidWTGFqSrkwijAecNpW0mbmOvw3n9oGp6tWXxBNlzJlZldk/w0/drZNY/h3X8mDGFsrYrQpU1eyK77hlkBQJP6takjJj0+X5M2PyfKUsCB4FLA8YUoqCuonqBVdk3yvPTpx1Q7S+DvPmSSYqUjgLA/qF06VRSslQq+3MiX+hXOQPyhnI/QDoBUVRnQKJSpvK77UjvRJRYqW37y3dne/fO35dDExzXgb1OlKxxtCYwIDx+9EwWLThmHycIiGJd4x84t9my+/XYRLwWcOPGuOCuf/ZMxxSIf78xL7x4nUXpPj5EWp/LnTt3HB44rniC27dtc5h/bizUbpcr5yiXUqFCBX39P0OoCKfBAhMmTCjHjx/XR4IECfQ13nvTRD4xZ3Wu20cF2Ux4X3Qr4m9aBaPawCpTzPznkIOJ8ief5vU4ikDax0rg6Gy6dNF2t49lBtGYR49sqVk0pyBrAeHW7cdy/55tfygqt06W5m7cVV2YO0AU8ewLLqgPatIsp9y88VDP04J5rq1sMNxt3daWpiYN2fYzmyp4jBiRpeuXReSzjn5TRcDnhY/dmNrhdc7ref+tZABjxJA1xgD76B/oFmvQMJtHNXKdPy9kJ09ERJ1TuZ91KCCXlp6V1q1ya2SP7+ycggUQRWxPiPAAjuFNN0bd7rBq5Uk5b1Erv3HjkSrNBxXFSqSQosV8Na7u3nsid277v09E6FztN+TeWQMLxEweU9LVtgmKIsdA5+uLp8/l4TW/UTxSrp50SuLHiY2UGePtPsuv0Tb/ANl1Nm1mrDAWDPibIWE1htax9aXrGwEvvAgL2LFjhzqpWB/USgWEFy9eSKdOnaRo0aIauHGHS5cuSeLEjjcVPOf1/4T1DFi1KuAUy5uATRttEZmJ43cHyuHeGQhjemr/YTD9r4MSI3okKVUmlRzYf1WjDVavP+7GaZsnDeAsutn9f472NksWHdf6DsjH4EFb5dM2eTXtaAURK5bBv86aKmEixnoDRXODbVsvaC2WNe3xQVVH3zxw/+J9OX/6jkRKFNWPP+CxYzdk146LUsQDYUhPQCqL80R6qYqLfQkq8MOjIxG19YKFfAVSOZ9DhldWGQeMbV2BSXHzpvNS2FJPZMaSO8I0fPQH/u4PUULa+/0j8Ogp5cqdVKNRR2ccl3dLvSsRLWPHFXnPky+pvbZtzuwjkjlrwkClAZcvPanRQsyyQes2/lvWBASNsIYLZ49iurM9AqTC7919omOJB3YyFIhbU8OeCK4iEIqyf54v/Fo3Ycr8/U++kg3uAHFHENUAmxqMqg0oDdix/aJdbBfJje3bzjsYIJvo1u8jfceXGRekdL3wIqRA8XhowedlXfWKFSscXo8SxX12xYBaKoIz69f7Gpb/VxCklN/bgBZN5uhjyYqP3U6AZ8/eDjD6RLGrJym/8+fv2muxpk7/UHr/skGuX38o3T5fppOEARETCoDZN1ceZkwwEAADLvB58trSIgkTRNe7aGdQz+Sc0pswbo+sXu1r98EkRSSKybJuvawBfp9zK87J8FZLNSrDhEcUyYDoQ8vWeSSkQF3M0pWNAmUV4wqkV6yRFgOiP/MXO3YOcq5aNZ+n5x8LE1do0dS3NoYxxD5axxLEwZPo5bmzd3S51i3mu7QwsqJ9m0Uq9wAqTH5fosTx/wI2YVINh5Tvjz1LB9qcF/sjfBeDE5Wizouar9u3HqnVy9xZvqk3Xud9oqA0EVixdvVpGT/WNxoOCRk53HXdBftHPZ0BkVoiT6Tc0MVy5UcZVDA+8K+04tHDZ1rbZsC5bN1ygdux2LKZrW7PCy/+i4gQIYLEihXL4REQofrss89k/vz5Grh57z3XN6sGSZIkkcuXHS3DeM7rrwte65kggPRCtGgRJVnC/qqO7qlaOBd0Ik2uCBpK6Zu2twywu7BI/rEyYXINt4Xkld7/U37sWUryF3xXazooqrbuH2TLWQLBE3z91UpJkSK2FsZbd9/aCaaTPUrxTq3fTHhoRPUbYPNAmzZ1v06Ev4+sEqSJCq0ea8TOTEAQV+fXAwMm7Xy5Rqs1DIDEMAlCQvk/mgsLHtJByZMMkIvXPrd/huihJ3Y9qOujNxVQig8hz5PnOnqsT+TfOLMuA1F0jnahPzV8VBWPJBOs+LjeTNUtq+BPNMk/fPPVSo2SPmTMahqskH1sDR64RT0Ysechhf7TLza1dHfgnDBOnNOgS5ccV39DJCHAxvVnVUAUgU/8Ar/sutytQnpgwc0Qv9UjJ3w1qfxDQOOG9xGYjRgton1ZEBK2UP81HSqvSnrwQL3zwHaDpWMc2zUrNDDr3nRJ0yyVxzpUjGm0LWfNmiWrV6+W9OnTB/iZunXryoMHD2TevHn21/AYzpEjh4wYMUJeB7wRqiAAtWwCC0yihpgwIAKKNqCYjJmqpzVVrta5cVsLf7vyFi1rKPkKJNPP1ag6TTasP+uwnob1ZsqyJX4LfAPCz73KaHTqhx5r5PfB2+SXn9bJwP5b/HSe4YnmDEgYkTKzD3XrZwsSmeLzpBwrl7dZhFhx8OBVFVUMDmLHjiJHT/pOgNSxpU4+SCMZKd8d6PIzTP6GTNn20TY+zP76h8s3vvCX9Jjzdv5KF4/sSMz2ECO9cd1vLZAV+XOPVuNi531cs6GpWzLlajya1xDOdCZTnvwmnPG/b4qpDhe2MAYdOhWU734sqXVghkw5r9v6nMJ+ozflbh94rXDR9xzU0j35vp6CmrTAkCluBiDm7hcSmZhmkn1/UFT3RFXdCy/cj7tQLEqXwKUTSfNNnjxZpkyZolpU1EHxePjQ9zrWuHFj+eqrr+zPO3bsqN2Bv/32mxw+fFi+//572b59u0a5Xhe8hCoIuHG3m0OUBiSM08+lXpAVRLPwWCOF4QyMTzFftiJ75hFu00n+AU+yLZvPy/zF9VWHBzPg1S/FF6fNqC0VKqWVoIIJrUPngvLt9yXl866OxbSdvyjsttaEFGLHzxZLcLB54znp8fUqWbaqkZ/36HTbuK15sNZ/+/ZjSfnuIPtzJAggM0R7rKTJPzAuGB9MfPFi9gnW/qCYHtCYMkiZbKB9XJ0420F1pPzDngOf6rg4ccJzTTOin5wDZzNuGh9cAakJBDc9BabEA/ptVnNv51pAV1pVn3fyFfKcMnmfXabgwzqZ1QDZKKVzE+GMdWvOqBCnQf4CyfyMK+oXMSAObRgydeXmF+4XCifS9GwTHVMqJHq3uz688OJNwPDhw7Wzr1SpUpI0aVL7Y9o0m3YgQEbh4sWLDtEoCBiSTUgtzJgxQ2bPnu1vIXtow5vyCyKIWJw408EeoaLGCP0d54hDhtRDZPeBT+2hedJKREI86eRCJynmO1EcVMzdTXS/9itnLzan1oT0lCmGp/YJUtC8yVxp1jyXlCmX2q5fRIu+u0Lur7otlyxZEzlY0LjCwP6bVROJ7kd3INX47JmPxPBA1NQd2AapqqNHb0iND/5SSYIFixtoOrFzhyVaoxQcUJ+TLdMwOXTsMymQZ7Rs391K8mQf5SfSwARIFAji4gxSj6nfGySnznfU9aGMf+aizeIBkgXxOX2hk8vzz3uk9kwajjGVN4dt+wGJbAZmXFnHF40HjGHUv0eO/UAy+FPMzTiKFjWSppENqI+LEjWCy/27f++Jpn89SVU+fPBUHj1+puu31vkNGbhF7t9/Kl9+XcxOpM6cvi1ff1tcnr/wUakETLxR4Id8Ll1yQlYuO6FNA+Zc8eB7kpJ+/Oi5vBMzsqq79+61QRYt9dXOo4OVcUVN1cKlDXV9pPdNwT5q8s0azZa1Gx3V0AM6L8UKjpP9R9q6XYZxgTG6u0YAhzF165HEjRsyOnT+wZvye9NTfkPks1j+EPhgYvb9vyVd85RvnfWMl1AFEYcPXZOMmeIHOIEdOXxNWjSZK4+fPNd0SmjUPJw8eUtNlanrMqCglRSJKUg3RdDIFTC5AIramSzcqZcjt8BkGdAFnKJ5H/HxSCXaPxBFo42f1vO//zrg0vMPQKowp4UkpkodR1NyFy/cdegmZNIlIjZrnq1exhNQd4MBddp0cfV/NK4gbxmdUqxMgHRGupKc4L0jh69LpswJHP72ZNy4eu/w4WvS9OM5sm5T0xDxoDOoVuUvPWYz53wkyVPElhPHb8q778X0U3f0qvH7kG0SNWoEadEqj13VHkKRKFEM+/unTt6Uvv1t9XiQVsYDnXiGJCLxkezdmH7EZImW1aufVRslfv2tnFy/9lDXj8bUmPHV/IwrgxMnbmojyOSptfQ3kzatY9eqJ2MqOOK5rsZRaMNLqN5ceAlV6MGb8gsiuLh5Eg1g0mVS/ua7Eg536iho37tn68YKLlKnjuNApkCr1nkdJgXAxGnIFKCby5lMDRm0VfWqAFIL/pEpREIRcURuwT8ytXjRMbedV1ZQX3b+3F0lMOhLuQMt+hx/8/2YAJ2lGeIniKaFzYEBkRpIRdNGc3QCJFLkTKYA592dfhfvmYnP/M2EWLvG3wGOG/PeR7Wm2zs+M2VKID/+XCrQTQQB4YuuhVW3aWX7dSpxkSZtXAcyhS8eJOtV4Y8Je/QYEfEqVTqVEmqaFxIkiG4nUwCR1eYtfaUNkPAwZMpIF7DfrMtahwVRbdw0h8opNG2RSzXIEBtlDPFbcTWuDNh+x84F1TImMGQKcN6C60RgHVNeeBESUIuYF6H3eFvhJVRuQMePc0Hq5h5bHF77qtsKXY476P91t/1ttaGhc4k0w08/l5bKVdJpCu67b1Zrh07xkikCrU/lCbiDp9gY3SS6pgLCn5P2qpeZQeYsCSTJS8XrgACJMZPPiuUnlTiRSkHTx4qzZ+44iIFicsxkacD2J03cq3VQjZvllISJYqi6dnDAhFm8pHv7G3dpp54/rJOCBd+VHt+ErN4aXnOeAv0xK+kqXyFtgJ58gUWJUinlux9KSpbKqSRidF8iNeC3zSrNgQ6bq1q/oAKCREOBOxAN5BiVK59aZTAYV84kGaRKFUfV3w22bj7vp04rUZIY9uMNUdPXXo4pyD/q+Ab8RrIkjSX7Rx1wu2/chBQrnsLt+0g9/PzTOj+vky6kiSMw4PrBtcQLL7z478FLqNzAqIlb8fzxcz91QWY587eVgz1+/Fyff9Imrz1dY9OI8pGWn+QJVov/P9MPqaDlrH8OadrCgHoR4zNotY5xpa9khD+PHb1hf17u/TRKqjwBooMITQLMdak5efbcR2tatmzyLV5mfVblawQNkT4wYH8hnkRJqnwQcLusFXx3uroMSAEFphDaCnPU0Mh64nSugwPIUbv2NnV2/3Bo4mEl7KRqIVAYBDufS4MJ43brMUOzKSCdMwq2mdydQW1c/tbZJEps3ygl6+IOExV9onwG8+Yc8WPW7Q4rlp1Qn0UrGBuQbdKaroAoJ8fIEGnEL40AphX7912RTRvP+pHRsII6MNb1foU0ft5zBY75C8tyzmPKuXEBcuj4eXE5XlivVROOY8v5Csq1xwsvQhqhaz0T7q08YV5C5QYDh1TUiXD1ylP2qFTRX30tZwAqyCzH5PfbQNvf1qgTUgGk+dauOa3rYVLp3becphaCi5UrTmrxOR563CFbLUmc7+yHDd0uR45clz27L8t1C/kCWbIl1IiQJ4B4ufMJLF8xrSqmly2XWiMITHzWlCSq7oC6HSxQUJA3wCTWmsYJDPjupoPRFE4TLXM1SW3a4DsRuwL1bb36lFWiy3kKDBgj1v3wFNbxdWrBaV9W99IWxh2hmj/3XyWm1PZYJ21XIHLo6STd/auiWn+EZU7y5L4eeGvXnFFtJciys7imM7ZuvaBCtVY0+Di7/haIngYHFIbv3eM7tgoXTe7W2DhnriTSolXA4ypWqliSo112+3MKv92dS0RTnX0FSTv+0LOUyyjpL7+WtT/n9+/KHolzvGb1KXuK0Kqu7oUXoQGfl0rpofXweUtPm7coPQDkyjpCdu1vbSdSt0/ekWvPn2k0xdOOqkL5xqgw5MatLbQV34pTJ29J8hSx7DUyd8/clRjJYkj4EEgHMqnFixdVOn22ROtGJk3co5NP8RKBS4UZYBScOEkMadzUfX2TK0z764AWcX/7XQntysJ+IyBxxpAGRPD90pPk8PHQ0Sh58dxH8uYaJbv2tQ7U53JlG6GfCWgsUReE2a51OaJA9ev8IyvWNtbJ2xmMrfeSx1KSf+rULa2ZC26auVnjORr9sabNIMmxYkdxuQ+oj0NUjY8gvnnUarF8cEDxORGf4DZChAQgSkSAsT4KCJAnSKX1pofvgTzDtt2tJKzgdRele8U7Q7covX/bIdI2RrdQ28bcR9MkQ4sUb12XnzdC5QbG7BfJA+skNqf8XClReIJDai8gbN7e0iad4EIyAGVq7vgpxuViu7jeUnl0PXDmtO7Qvs1C2bnjkrbD4yk3bGQVBzJFV1NAViZWYMYaWDIFsKqBTAFSSc5kin0wtiVII7hKTwUWHEtr0T9RRLzV3IEoEdEtd8/9+9yTu09U2iKwZArs3v+pnvuABCTLlJioEy/7ZJaFIDqTKev76CwZw+CaH0xzsF0x4Bi5i4K5AvpOkCnOkdHI6tplmWzc4KhPBTinPb5eLbNnHrGPsz69N6pfYHAxc8Zh+a2PzVUeIVCjHB7SIKWI/IN/uHLlvmp6eQKOG+fNCiJ3YYlMefEWgKL0UHzIWxqi8hIqN3gvyQD7xGSdcBof/VjOX+3itkiYZQOjrmzWg14R8gN1Nn4o0RM7CnwGFTPn1nWoXXJGq2bzZME8xwLykFKK9mQdWrvywkf3gX0By5Ye1w5IXjfH3Sxn/dv6mivQ6l6skK8oI8a9O/Z84nZ50jzZMg53IBoZ0wwN+Ps995HJmadIcJA8KWPN//Fz6nwnjeykTTHYnr47drqDn6hQlvTD7CRq3+E2kvCl4TVR1qQumg2KFx6vxyqwY7juhzNk3ZrTdpX098un8fP5tq0Xagp4/bozMn3aQXsaPCBdM0+A+j5pWbbz15T98nmnJR59LqBx4wzkCkqX+MPfzydLFlN2Wsi0u23wOtE6zltg4bzOwHwHL7zw4tXAS6jc4Oa97vbIVNwYv3pMLBLF7euRGbLB8TM2VWuU0vEqe5WYNLWmVK+Z0e37ndovkXFjfI1ng4LRIx0Vra2YMf2QqmmzD+wLqFg5nbT4JLfEifGrqnAbDaEPKtpIC55r3OGTNkSM0h1obw9MxAhRVkQ1rZ1d5y53CfBz4SKEk2Znguf/duNudzuxRgnbv8ny0vUvgtXM4Iydez/xIwVQtOA42bfXt07JFeYurKcdgStX+K01ghDPmXVExk2sJnXqZpERo6u4rXMKLo78+a+k3HNXfh9hE/IMCCuWnZSa1TyLJpmGii07WjikXnNnG+nvZyhqh/g6A5L+XuL+EhRw+Yn7zq8v//bRa5IXXgQHoVtDFe6tPDneGioPwIUQhW9Paqacl0Xh+MC/bYMk6Jkv1yiZPa+e1sH4BwhGvwHvaxGup2jaaLZ8VDerVLZ01X3WZqGULJVS6tTNqs8xVyaVZToUsX3hbvzTdvk83g6pHgiCK8FI3qOw2pkgLFl0TOUfpv1TWwv46SB88vS57e/nL7R7Ek0g/nd1XG8fvy0rP1ktuceUlHq1Z8jmHS3lTRxrrkB6KnowPm/SUhDYQwevyeLlDd2OK1J6jA3nuizqBVFTDw1ZEGfQnefzwkciRPFM9JQ0JV2IY0btkumz6gR+ey8wJn7qsl7MAMLDMXRehtdRfbdqwVlB6jJNisFy9pJNWd/dZwNaT0jAW0P1ZtdQ/dZmiLSOFnrWRfMfT5NMrZJ7a6i88AsuXExQObKMsEeqSNFBBtwta7BqfZMgRxRmza2rCugBYcLkGqp3Y+2sCwhY1ZQs7VtPRbcYLeuVKvsSrChRI+qEiREyelUduxSU+h/bIg2DBmyRUSP8inXS6t+/r622hc9QyO5OfZt1uzo26EeNGlfV3g0ZIWJ4378jhFcSZf53hWvPnsngq1dUpHP67I/8vE9hdI7Mw6VUseCZKRtA8mhecAXGC9vyFM7jJ0/2kYGqc6NOzBWZogaL/UD9PiBwXIkYbtza3C4ouaLFSrm2xyZ50LzxHF0XXaOuSBPWMeZ1tNmQXDBgnJr0nxWMmbGjd0lgET5SeI/JFGC/0OAaMsy1Cj9AM61Ozen699F/r6sdjUMtnj9kCnD8XS3D6/6RIEjouk2ubW2snw1oPV544cXrgTflFwgMHe57ER46rJKEf3n0KP4liuIKCBEGVZQRZfNWzefJpZf6P/yN9YUzfv15vdRrkE1SpvJtcwfdv1jmINppReLE78jA3zbL+rVn7DUplT9Ipz5nzvioXlaVXcBQFiVq4zN3+9ZjmfzHXn0YUEtD4Tm4c/uxttoHFkzoViLJd2Bi9g8nT960m+MmTR5L+oyprIQtuYvoHh1mQ0dUll59AieN4A6cX/8maKyBgopBv1fyWCW9Tq3pbtX3ad/nO7vyi2NcYcL9aav52hkI3n03lnaiGTKcs2MOiZXadiw7dimk60J9PCA0bZ5LChTy1ZOCkBcr7reujzFTvoJvHVZoYPu2C/Lt16uUnOMC4Aw0sjq1X6xdt199Y/MOREIClwPAbw9Lp9ACRMkI5dI1urB28MzEvfDCn9Hm1aAKBXgJVSBgFYwkisIFEL+4WrUzSeeOSxxU0rt0XBKoyIIVKKybwmJScsZQuFLldBLTBeEpVz6NGh6b1nQDLDz8q8tCw8ekE4lEQLLcqVgjuIlth0HVahlUeyprtoT6sJJAJCVAydKptIYmuOA7sC7/ANGrUDGtnZAZwVFXgCSUKJlSOx/dgcJv7Fc8AePAWZWdyFSHtov07yFuPAn9A+OK8VS8RAqPCXmNmpkkksW42FmEle9M1NEZ27deUJX4CpXSqcGyKyTIkUAix7KNPTTFWJezLdGo4TuU/BJpQq/K1bhCdBOrGMQx16w+bX+dMcPYMVi44Kgfxf3gApLO8QTIeAwesMXh/fjxo0nZ99Po78h4YBJpoquRm5pB/bc4RHCDAk/HFUHGtDXT+B1T7WxjygsvvAh78BKqQMCZsNheiyxNmuWyR24MXEV6nEHKzMgFOH/WRL8gJGa7mAY7bwdUq5FRPc+cUalKepedXQZlyqa23xEj/uhOxRoULPSeA3EiPcjEmjtPUn24QpasCZXcIF4ZHPAdIJPOuHz5vkz9c7/KASxeeMweGbt546HdcsQdHtx/KoMHbtGHq9QlE5qVvFJ7Q11XYBAzVhQlW2iAuQLbdtfswLbDuSnsxMzXStZHDNuu66r9UeYgmRs3appDI1c1a2VS82xXOmLY0QSEaNFtqT58JSNG9D8NR6o3cmT3lx9q5CIHIpXnCbh5wMYHRIgQTm7cfCj/TPe9SULglhsFV4DUJkv2jnxYJ7Of95C98DRdybjy5NoQDh/Jhhk8ugZ54UVgwWXnRSg+fN7SJlQvoQoEfu5dxk99Ss9eZfRii7aSNTXzY8/S9mJud9i86Zxdy8eKL/9XzCVxCirwO0OSwT/8e/i61hYFBdSZcMfvDNJHy5edkOPHfa1tQhKkt3bvuiT37z2VXTsv2V9/8PCpdgH6FyVYtOiYbFh3Vh9bNp/3swzE5LsfSzkUIwektG4F44Tx4h/YtjvouIrgmlBt3HDWoRMQ3z3WBakMSlS0yxeF/VXL37v7kty98yTAdBoRS0g0qujZcyRyeJ96q7NnbzvcBBQu4l7So2y5NGqDFFrAL5CmjIC6GQ24MciYOYHa5wCKzletPKk3RNyMbNvqdwy5AuPqe8u4CiyKukiX/peBgKerhxde/BfhJVSBAMWqwdVlsmLcxOpy4fxdB1IFMQlqqtAd/pi4R9u9/UOHzgUDbSZsgLUOFjjO2LL5nNaCtGiVR0IDtPtTXE+UDX0jA6J17TsWcPs5jSiM2qldhDzGTqgW4LYQX0RvyRmMB6vxs/Nz/8C2g9KNN3lqLYdI1MTJNXRdgwduDVDgkvEVGFkP8HPvspIho//1UkQKXZFqg+FDt8kqFxILrxOQv+9/8ozccENCQf1vfTfpDQRivKQAqRMkOgUpdQXSttbIL40sdE8GFT8G0mzZCy/cIVSFPd9ShAlChTx9qlSpJGrUqFKwYEHZunWrv8tPnz5dMmXKpMtnz55dFi5caH/v6dOn0r17d309RowYkixZMmncuLFcuODe6d5TFMo31uH5jesPg02w6taeIXdeqrKDhvVm6nqDaseB0rgzhg6vbC8MRgHevwmVqA/ecLTf37vxSJ49CnjyhTC1bpPXz+t162eTL7oXcfkZtuGugDqogJgi0Hn61G17l5Z1YjN1aQkSRpeFSxu6XQ/nFONpT8AEaTSybJ8VqVwheEKfQcWKNY0lViz/U0JoRKHsHdL4bWD5IFsaBQVEGfHVcwfGlydK954C0r5lR0sZ/Hslad5krharz55fTxIneUf1tj6uP9Pl5+7efSK1a/6taWjbfj+VWoHQwbIC8v1fkgDx4i3WofJ5O3WoXjuhmjZtmnTp0kW+++472blzp+TMmVMqVKggV664DsVv3LhR6tevLy1atJBdu3ZJjRo19LF//359/8GDB7qeb7/9Vv+fOXOmHDlyRKpVCzgKERAiRnQcJOlTDwm2YjHWI/EsdSvbdrXSi3RQgP3F7t2+qS9DJKykDy82V+bB1mJ62tq/6r5COmccL8f+Phbo/eCYWAv0Xb03e9YR7agKSRA5qFB2ssv3Lly456Cc7h+IYOXM4loGAXA8TVSRWpx/T7a3v0f695RFIDQgsB5PSblZNjCfcf7spu0t1NPP3TqCsm5PQPoyqN2urjBp4l759n+r3I61hfOPSbvWC92OQ76ju/f8A520q9Y5CrlSZL91ZyuHcWEVjN2wubnkzDrSXuR+6Fg7l/vzwk2nsBdeePHfwGsnVP3795dWrVpJs2bNJEuWLDJixAiJHj26jBvnevIbNGiQVKxYUbp27SqZM2eWn376SfLkySNDh9psQmLHji3Lli2Tjz76SDJmzCiFChXS93bs2CFnztgkAoKK63e6OaRort3u6nFL+6uKUOTN51ggXq3yX7JmlW83lacYNLSijLryqWRs5LpI1z8MGbRVvvlqlcv3kFhgovuobhYZPa6qhCToKNu83VfV2or33osp+w+38Wg9FA2fudjJ7ftPn76QRHH72SNUCWP3DeIe25TRPUWS+L+pmGmyhL8F2rsuc/rf5eIFXw0qdLOMRIIVxQqOkwP7PUtZBgYomTdslD3E1tfyk9waFaP5wHRTWlGjVkYtIG9Uf5bbNDVyJ4EFqXO0wVzhyuX7Lu2KkOk4faFjgAKlE1I7evx54cV/Md3nw+MtPXWvVSn9yZMnSp5mzJihUSaDJk2ayK1bt2TOnDl+PpMiRQqNaHXq5DvhEd2aPXu27NnjurNr+fLlUr58eV1nrFh+dYkeP36sDyuiRImij5BAymQD5eDRdnb5A2dkSjtU1m9urqmokAapDzqvDPEj3Ufap3GznPbOObR1KldJrwXkeP+RqguOyrWJcrgqyuc9ogrUJM2ccUgLqRHx9AQU8f/0/VpZsKSBv8uxflSnXUkEhAT4bo8fPVcBS1XFvv9U0qYcrLYwgQVFzXS8eVJLhQJ5lKgRdNv8H5j6K1JkdM6Zz/Ccc+AcNWK8cN5CKprUptV8KV02tWqZBRd0N1JzSMG+w1h74SORIvsda0SgILyR3bzHZz3pirx19Jas+nSN1FxRXccWvyFXgrQ6Lh67fi8gaMTs8XOJGEpjNqwqpXsL0F+PUnrf1kOleeQvQ20bi5/9JVlbv+dVSn+VuHbtmjx//lwSJ07s8DrPL11yTF0Z8Hpgln/06JHWVJEmdEWmQK9evTSyZX3wmpXwBJV3EglYua6JtpLnyTHSoW6oYJ4xWtfD5OYTSpyeCcMaRWNyQaC0lEUlvc9v76uH3s+9ykjNDzO7JVO/9FynSujucGDsQdk9aI9+nkmZ6MFP39uKaKdN3a/6WrxnJji22bufX3FNOqlcCSjmzpNEJkyuHuB3hgyEFpkCkBLIlPkbq5cde90bL/sHRCY9JUZsk2UL5htjN0j2FM6krUqFKXLehUgs48U/MkWNH36KnuLnX8vKB26kCAKLxk1ySlenmjwday4IE2DcR/bnPU8lJmKliiUVppbXvzk27giTjgsX71EjiY2Uf+CzYYVMefF2IFSL0n3krUTYyVeFAihQJ/UHGRo+3L39x1dffSW3b992ePBa2ZJ/6Gf/mGIz7nWH8mUmuZQ/ABcu3JWkSd7RC/Gosdip+F40h42qohYSM+fW1VqLkATCkEYlvWuXZbJju29RfvwE0XUi/+7b1bJm9Smt4aItHA0iV3YuaBwRTSJlU6mKrx4U5IpjNGGczUA5VeWUku5Dm84PoI2+UdOc+nfpMqmlRavc9veWLz0hA/ptdqgfM8A7znniBEyACRO6b+9/XWAyRFk8pIA3I8fVXY3PmPHV3BIFK2pVn6aK9hToX7/uKJtBuswqlYC34+lTASu6f92juN2OxhOYsRUSIBUbO4DfCT59P/+4TkIS2NtET+R3nHoKvv/IMR8E6jOce8YBEbFypf5weI9rEuPDCy/Crjny24nXSqgSJEggESJEkMuXHe1ReJ4kiWtDVl73ZHlDpk6fPq01Ve6iU4DUHu9bH7zWqrWt3b9AwXf9jSLQ5eburv73EVXsAoUoLlujRdQ7oWyNKnNAmlWBRdXqGbRwl5Zt1NZdTfjYxKRJY1M1dwdqnp48fi7ZsieSlCnjOAiF8n04Roh8ghhJY8g7773joEyN9Q6SCksWH1crE6v6epmyrtXP48SNKhkz2SbtQwevSr9fNwbhCIh2s33VbYX819Dykzx6XM2Y+7TlfDthx14HQVVPavcaNc6pxLlh4+x+SE2u3EkcoiloMnHcA0KWLAkD7CQMDIhcLltyPFjrWL/ujIwfuzvAcRVYoJv1/ber3b5//doD6fb5sgDXQxTN/EaILLb71Lcr2R0494wDhoC5Dlnh6jUvvPDiLSZUkSNHlrx588qKFb6T3osXL/R54cKudV143bo8gDBZlzdk6ujRo1o/FT9+wJ5jroA/nifpmLr1s+qk7yqigNJ5cOqRAgJRImwxiBJdvOCrZo0oYo6ciTRNVLpMKpfeZcWKp3Cw+3AF7DhKlUnlUocoR87EeoycRRydEStWZImfIJqfNnSsbwICk7513/FTC0gF3SBSxPB2a52wiN4/r3eZSmY8cVwNSU+ZOo5OrCBVqtj2v63YM2Sv1uBYUfNDpEUiqiWNMZd2B0i3EZNFV+nyZd8C9onj97hMD4YEiGBRtB0cEOU19Yek1K9aRGzRxrKqoQcGRAGRR0CDavTInX7e53ftyivSP4QPF047BdGa69fH/Y0C555xwPBwbh7gmsT4+C8Ld3oFPF8vfF7B423Ea0/5UWBOkdzEiRPl0KFD0qZNG7l//752/QE0pEi/GXTs2FEWL14sv/32mxw+fFi+//572b59u3z22Wd2MlW7dm197c8//9QaLeqreFAEH1rAPNhg1j+HgtSSHRRwsX386Jmma5zraho1yakRouAA+xoiUYEBkxjK2AbcnVP0bvZ321b/NcGwOTGmzUS1Pm6cw/4e3W3oTHkCUpjt2ud3+z7Ha96cfyU0AWGa4WZCP3LYvRCmFV99Xcweker+v2IO0czZMw/r5Hz7+G0tzg65MeVLzhhbge0q9BTvV0irtkaBkcZAHd852mYsY6hXIs1u1YE6fy5g2xxXwIPwk0/zyrVrD2Tk8O1+3if92L5TQX/XQQH73NlH7M+JVnf7sqim8vwTQrXi8KGgk0IvvPDiLSJUdevWlX79+kmPHj0kV65csnv3biVMpvAcqYOLF31tRIoUKSJTpkyRUaNGqWYVHYJ0+GXLZrtjO3/+vMydO1fOnTun60uaNKn9gYZVcICdibvidNS2zaSH5xvdRa8CP/5cWlKmiqM2KdaU2uvEzh0XNQ3jCqiIUz91/fpDOXnCtXr7qZO3ZY5lErIiffp48u33Jfy8jrmvVaEcQdIbB/23vOEzY0b5jTy4A5OgMf0NDIYOdC1U+5lFzZ1jFpTGB3z8kHEoMbC4RLTU5wWE/fuuaEefK2CjlCKlb+Syxw8lNZVmxb//XncQpA0NEHGlq8+K3bsuO5gqOwM7m0/b5lMhTX6vceJEUReA4IAoH6rqngKCa24oEB9t23qhy3rAEaM/CHA8EakaO7GaDB0UOB9JL7wICF4vvzdMNuG/hgyph8iRE5/5mwYk/ZY4cYwgWYr8V4DaOuatpFoMSLUwlNyZt+J9xkRj0kpzZh2W1atOy4DBFdxuRxXb7z+1F65zt4/6dfz4fuUljhy+Jp07LLEroN85fVdWt10j1RYErhjYmUDhb2iEVtmfPNlHyYF/2/r7OY7D5Uv3XaZZnYVh/305nhhbh49/FqLil/6hdLGJMnFKDUnhJuVLVCZ27Chua/saN5gln7bLJ0U8SNsGFUMHbZUnT5+7tXXxDwvnH9XGjPcrpJFhI0PWG456NgibO/9DGgAqvf+nin3evvVIShWfKIuXN9SIl3OENF/OUbL/SMiMp7Aom+CVRQh7ICPUp/VQaRTBN/MT0lj2fKrkaPP2ySZ4CVUwwARLnYWVPCVN8JucPt/JXoge2M+HRTCBsItQb/a054/rtO6l8+eF7Mv81mejpoW++c5v9AhMHL9bDYwHDqno8XZXrTipIqF0QRoTYGQYrLYxkB72z5OuN3eTFUTNVQs90YVM6X6Xsxc7B2qd7FPieP3k6q2u8l9FqWITVNw1c5aEWisUGkTPjCv/CuxNMX5o1iEGJSVaq/rfstNDqQwsoXJlHSkn3Sjo+zcGX9d48hKqN5tQ/dr691AlVMuVUL3rJVReeI44MXqrerqnaulcOK3kKUXSAbJr/6da+P26YAKU/pG6zzstlXTp4srp07e1SLeDm7oRT9YV0tiz+5KmVDZsaR6kz1NwnDfXKCXBYR3O4+dVoESR8dJ/UIVA19F5gq5dlkqq1HH9rXPr23ujRj9/6OmZifHrPP6u3vfknHFjlSxhf72WhBV4CdUbTqg++V0ahiKhWvFiquR8CwmVV0kuGOCOMTB37iimky4yabHjZzq89jvv5o3nSrWaGaVmrUxul+nzm1/xTVcY+NtmuX37sXz/06ub/Og0XLOhaZA/T/fhsVO+XnxhGUy6+ASGpmipM1aubRJqacjefQMeV126+kZBXycoIMcAmTSeu0aKMsX/cPDpIy2YN+doOXG2g7/rJrp66frnIb7PXnjhxatF2Imj/8eA1QgTTWAiBjv3tVZzVAPqU153um/Q7xWl8ksLGncgAmd9uEPrtvlcCnK6At1p1LgEF6owHQxSyucDqwFGeoaaJ3fpmbQpBktIgm2xzX2H2niUSsZr7saNh/4uU6LweDlz2rdbEvFIOuicYU331ak1XbZt9VwlPSAENJ48XSYgLFt6XFo29au8HxikSRtXFi//2C2Zql7lL1m/xdaZbO0C3LqrZaiMQS+8CC68sgkhDy+hCiJmza0b6Dv3BAmiv7KiY0+BSGNIRTwQj4xhKVT3DyVLp5TPuwa+2DgsAJLxz5yPXL4HP541z1bzFVJgW2wTrSVXBBxFbaul0aSptQIU38Q/MXGSGA7mxQFpkvXuU1aFPV8npk09IAP6bbI/R5KgaMFx8vNP7tXRCxR8z21tn6fg+LtS9QcJ4keXiZNr+GmW4LfOb94LL7x4O+AlVMFINQUmutS8yRw1t+VOmY630MJ336zyWN8mMEBMc9HCY0H+/IrlJx3EEePGjebQmu8KWOfgHxjWwESZPYejn6QBY4KxEZJgW2yzyceztVPSGTQHYHxskDWbrZDcP2AfYy2CRpk+IFPftOnieUyY/QPCocuWngjSZ/MVSCblyqexP0c1vvtXRe06Z65AtyJCsqEB1NK7dFqqxfvOnbCtW8zzt26qWSO/5u9eePGqolOhKZsgb6l2gJdQhQJ+/H6NH2+/3LmTSPgI4SRXniQSIULoRamYKK1yBiGF5CliqRxEUJEwYXRViA4M6CTMkCFoKvfgxvWHMrD/ZvWz62+JaoQ0SPP5Z1ESUsCiyBWJR+U8LKeM8IG0inGmTBlbx0NQkDZtXAcyiwZbtRoZ1Tj7dYD6J1dOARBa3AVQw3cFCHLuvK9nn18FvEroYR/elF/Iw0uoQgFXrzzwI9KIojIX3886FPDY5T4oqN8wu3bihTQwN2ZCDyqI2pSv4Guc7AlQea/9UZYgb/PWrUcybvQuefHcRyMJoQl8A0MbHTsXDNUmhnlzjsitm4/8XWbp4uNy+ZKvLY0nQADUqrROhImasHV/HpKbR2667Nw0xt7OOHTwWrDquBAKxUA5pBAzVhRVU3dGtOiRVKfLaoNjBQTYVbcs5PzPSftCbP+88MKLVwcvoQoGNm4461LdesiwSmE6YuAJjh27oSKlrwtElazK59bJ2d1k6wxSWJDA+Amiy8+9y7pchhTa1i3BK7Qm2hAY8Uh34yag90ISO7Zf8GNVNHfOv3Lzlv+ECpPry5f9kkdMrK2F8AitIkkBmjbPJYWLONrLbNl8XtYqoXL0qQNEs6zWRVYcPnRVtm3x37rIP2BLszwECZV/Y4oGlN8Glg/UZ22Eam+o7ZsXXryKlJ/PW3qYvYQqGGjdYr5eAN9E/DF+j6xdfVonSdTJ3UWAEC0MaTx8+FRWrzwlA37b7Oe948duyA891nhE9ojUTZhcw8/r+Cwas1+83jq3XxKo/YPwnD1z2+XrZ1y87oxWzebJ2TN3XBKnVzWmvuy6QlXgrRg9rqqkDqDWCILgqkYMAVYiSwYjhu3wN5LUvmMB+XphLUlTLbWf96rXzCTVati8+ZxR88PM0tYf3SrEWFF5B9QqXr3q+B3R0+rVxzMZkMDCjKu7d56oar8B5/PcWc/MpYlAWoVrAzu2vPDCi9cHL6EKBvYdbhPslm5PyIXzBGt9jVRKaEzAeAR+VC+r1oBMn+bamHX40O0yxlJoHhxQc2a85SByf0zcqxO8mahMNCV3nqTyv2+LSdOPZ2sqj0L/wILISYVyf+rfdG5t2Bo4UVC88wrnH+unuQB+VDDPmAA/jxZZ/tyj9W/WYSVWr2JMgWWrGjl09bkaZ4EBETrSwgZYCmGsHRTgTzhqxE4/UR/ShAFh8cLj8s1XK/XvlctPStcuy+xjCBPx0MS1aw+lQtnJEi9+NAehWW5IUJ4PDhgiBV6OGS+8COs1VG8rvIQqjCNfrtGqF2SddEsUnqApFVC25ETZt/dyqKWJ+vz2vjRvmdvle199U0w+7+a/7hT7ZX34571m7Xqyll5vWH9WalWbZn+eN18y1QTas+eSlCs9SQILvPn2H24jQQW1cNiIvJe4v5/U38Vrngk0Xr7xhRaYJ43/m4QmAjruBsUKjQ+V7tCg4Mv/FfOjZzZs6HaNTAaED+tkVtNh8EG1DDJhki1CuWzJCWlQd6aEJmjasPrymWOPf+Wx0/6LewYExtal61/4ed1rxeqFF2EHXi+/MA7urHNnHyWz59eVNGni6mtEEmj2YkLm75JFJ8jg3ytq9CasYfSIHXL48HXJlj2R7NxxUevLXME2+dgmDuvfzu+5+8yrBtvm2Ac3msT5DaxAbGCQPtUQWb+5md3g2R2I9oUL/2ptgwIDEz0L6rl+HWOFdDkiq6dCydaI7xQ3xq9y68GXYc56xmuKHLatZ3755HepEy70rGfW+kyVvG3fPusZb4QqjIMJmwmRVnNQssgErSMyEx8TxMKlDdzqIr1uNG6WU3r2Ki0NPs4mv/ZzX7vC9zGTnfVvV88Det0TUD+UK9uIIH3WbDskUnOsIzRJzI69n0jCRH7lLkhZnj7lWxCOpEdYI1PU0PXptUH/5jwHhwyZsUJtXoOP/nG5DIS/SoUpElKIEyeq7D3YRu2YMqf7PVDp75TvDvToO526EPY9KL0Im/DKJoQ8vF5+rwjFCo6TpSsbScX3J8uCJQ3sfn6ewKp6PfHPGpI0maMsgifratt6gXzcOIcUKZpcQhqjRuyQ589eSJvP/BYLB1Yigvqpf6YflEG/u45khRTixosm/8x2rXYelChToXxjZdsu1z5vrxPuFNOnTKtlH0c1q07TmqfQEr8MCP37blIVeIhHjBiRtNYpfITw0rhpDo0qhSTyF0wm6dLHc/le5iwJZPgoz7s1AwIEDi01xse8RfU9/hw6ddS46bjKO1a27W7lL2nzwgsvwga8ESoPQQ1PcOoVfvyltPqw/dCztESNGsnP+00bzXbQAGrZbK6fDiXApGdVxfYULT/Jo0KDBr16rpfNm875WW7QgC1azBsYlHs/jZSvGDiNKXdgUmvawnXNVkimYlo1n6fK365AoXiDuq6jGO4mzl59XMsyhAbq1p5hL+APKlKniSsd2y2Sixfuyhfdi0jCRK/PIoVapxKlUkrFyumkdJlUOpbeL59GrVzcWbcsXHBUi9fdYcO6M9Knty26ZQVSBmiS9fhmlezfd8VewA6iRYsUoHp/YEAxeqMGszQK6UziOH/1as9wG3lC0FbHVd9XN668eMtkE0Lx4SNvJ7wRKg8RXMJQpqytA4oJwxV43Wp8W6p0qgCtQAAK4HXrZZV334vl73LOopyoNCdyoXyO6nNghUExjg0pkJ5ylaIKSUBI3Z0H07petpyvvYlzOoZJuHffcg4TIKTyVeH999NIhPDBvxcqXjKl+i8WLRb0qOXokTukeImUqtAfVFiJvqdIkSK2v44ASZK+I7lyuVYiR5csf/5k2uGZv+C7ElpAi8787p3B+bNa6LjCqx5XXnjhRfDgjVB5iE/b5gt0jcnY0Tv9WNC4Q5NmuXRyMyA950kqz8fN6ufMPqLRB3eoWCmdvcjdCiaATJmCPjn+F0CUonHTnP528bVo5T5K9uIVCG/6h5at80jESO5/uhPH7/YjJzH5j71y32KgDBp8nF1iu0gZzfj7oF3LCcyaeditOjqHIqiHY8P6M9qhGhTQ5FCiZEq37xN9dHcT9F7yWFK1eka9caheI6OEFrghatYilx/5h3Fjdun5I2ocEIiKk1L3wouQhvnthsbjbYWXULkB9hTBbUlevOi41kGEJj7vVthldGrzxnMOytVvA+7deyKbNvpNY4YkSMNARl2B8YIJ9OsGxsNPnEyU2a9HbtKEmzac1fFuCNe6tWfU3Ndg4/qzbhXUsV0hTesOB/ZfkYsXXRN7lPBPnvSrlP4mgxss7Hs8BZegRQuCbkruhRfu4E35hTy8hMoNjCCgOxz993qAhGv6zDqh6tvnH6jpyZrN0bT1/Pk7qiQdGFy5fF8V0V2BWpTr10OPtN2//9SuaO4JUC9v33ahn9eJCnC+Tp7w6xsXlAnxq64rXL7HcOj2ud9xwzhh+68Kk6fW8lOMPv6P6lqT5Aq/9tqg491YygwaWlFrrAz69n8/yFHLKZP3y45tF12+16p1XqlW3f8IETcF1mjZfx3Uaf01o7a/y+h4OXrDTuBnzav7yseQF154EXh4CZUb7NzX2t8UX5kSf4SYQjn+dFi4BGZ99+4+CXT0q/vny10WogfUuj575mGX740ZvUv+mLDH388/fvxcVbiDgu1bz8vnnZZ6vDyTj6mr4dgYy5xLF+9J6eIT5aNarouAAwPSgVt2ttS/meSs1jtsf8eeT1x+ju2HJXBszHibPb+ejveQrIUz+Ll3GS06Dyomo5gfwikvSHFgbyxeJZ4/95FyJf/wQ9bz5vQqpXvx35BM8HlLT5RX2NNDMEGHliVImuSDNNJz9GR7P4XiVhFPKwrlGyPjJlaXLFkThvj+uNtmcIQ9A2sSG1zRRsyda9f4W3bubR1qYo7Pnr6QxPH7ybXbXUNE5DOkwT5xbFwJh+bIPFzmLKzv1rsvJMfAq1ivp+B4rFxxSgb13yxzF9YPNWHQkBYS5bjFi9lHbt3vLq8CXmHPN1vYs+cnv0sNCT1hzw0yVQp6hT29cId47/QJNZuH42c66IXSVes6E9/p035NUTdta+Fv7Upw8NmnC+WPCXtDrIC634D3JTSxb+8VKVpwnMNradPGlX/m1JXc2UaG2nYjRAxnJ1MJYvWVsIZ0KQdL3Hf6aNrWGXsOfiqpUrmXCChReLzs2R20gnH/0Kn9Yhk/dre8LqxYdlIGD9gicxbUC9TnsOXJn8vzCNGN6w8ldfJBElKAmN281y3E1ueFF94aqpBH2LqlDsO4cLVLqK2bu3XzcMbWXa20RdzdZ5yB0vO2ref93R7aOIsXuS90HTCkgiqbhwTc7ad/WL7shNR3o2btClmzJZQVaxr72S7Rl03bW2htVd6coySkYb4bk925y50lrAGj5YtXu7iUoQjovCAsiYRGSKJzhyWSM1cSadQkh7wulCqTSmuYAjsm02eIL+s2N/N4eQySD/7r6+sXXEDakyV09I70wgsvwha8OlQeIoY/mjehCauUgicYM76qqoD7h34DykvMmO6/T1AL6UeP3Km1OV2+KCzBAWru2bN7PpmTaose3e+9AUSH4xc5aUyZMz9wEYnAgMk5sOMje6bhsvfQp6Ga+kIeIqiIFshx5wm+7lFcNcDQZwppUOe3dct5+eVX/4Uw0RjjEViYsYRReeuW82XRsoYBj4lgHH+/6xO9OQiL8Pr2/XeFPUNz/W8jvBEqD1G5/J+h7uyOxxipguAAOxF3gqDf/m+lTjqJE8cINFEDI4fvkH9mHHL7fsVKaaXmh5kkuGDfAjLzDQzQ/EF7KCxhWAhanBhQM0azQlgFqueBsVxyBmOPMegKhYu8J02a2zSfVq86pU4AIYl75+7J6nZrNS3/48+l9TW6Ihs3nCWvAhC0VKlejzWQF28mvAXpIQ8vofIQdeuHTArMP9SolUmiRgv5oOGQQVvl8KFrUqJUKknm5AMYGOTOk0QyZXKvap08RWxJndqxU+zC+oty7B/PdXdCEzdvPnSwGkFr6cuuyz367NMnz7X+J6RQvESKEI9OfVgns0SKHPBPusfXq+T69dcnRTD1z/2yds1p+/OZMw7JZ20WytIl/o8Txh5j0AC9rCmT9+nfEPCMLxXXsY8pUvS9QO8Xmliu7GpApJiRJGXF5Cp7kL9AMn0N38GAZB+88MKLtwdeQuUhmjTLGeqdSR/VyxqkyFFAIL1HlAZ/tOBEagoUfNePtlVAiBAlgkSMHjYyy6RtrMrgDx89k2lTD3j24XA2Q+XAgqgm0hOvAvUbZvcoXcsxCK3OR08AEYlq2U/Si9jABGS1xNhjDBqQPnSVVsMBoGRp99ZCp0/f0nMyfdpBh9cjRgzn1kw6Suwokrqqo40MEh21P8ri7z574UVYhNfLL3QQNma6/wjmz/1XqlRN/9pavoOKpi9TIYHF3j2XJVbsKMFKNSTOH7KFzcFB7NhRpWv3Ig4TsicejUhmLFtyQr77oWSQtrtti/9NAqGNZUuOq2+fISyfdw1ejVtwUc3J7qVS5XT6CCys5MoKxGAvXbonefPZIknOuHP7saa+773UKTNInjy2Wky9ErX0JcelcpX0ob4tL7zw4tXBG6EKBH7puU7eJixaeEx27XCtcv0mAII1cswHAS739OkLt6mggAD5nvL3h/I6MWjAFrXledU4c+a23LrpWmXfGRcv3pOrV/zKOwQFBw5cVf9Bd8ieI7FM/ftD+fb7oBHk4ALl/r69NwY60ok8iBdehAx8QvWfvKVl6V5CFQhs3NriPxedAqh5P3ni6O3mCbp/VVRqfphZXgfYX6sK+esEkZ3V65uG+nawWAlM4wPWP9euPhCfFz5aE+VOaX/+4gZaEP6qAWlYs/qUR8tOGLtLZkx33/AQGJSvkFZ6/lJGwiqow1q1rkmgPsOwqF5laqjtkxdeeBF8eAnVW4CmH8+RDevPBumzpLs8scRhueAaQbMd0iFg3ZrT0rzxXPtr1vfCGiBBRB2Ci4xphopPIL5izqwjJEOaIXLv/lPJk32U3A3hDj+Od3A6W4cMqyTVa3rW9fnVN8WlTbvQT7f9V0HN24mzHV/3bnjxBsEr7Bny8BKqtwAz534kpUqnDNJn8dIbM3JngMv167NJev6wVoKDBfOPSsO6M/XvMuVSy4zZdWTt6tNSvcpfSggRLQ2LePHcRxLGCb5SOqrr4SN4HgE9e6mzXL/TTZsOTp3vKLFjB12SwJ3/4O5dl0J0nV544cXrh9fLL3TgJVRBRKK4/QKMyLyXuH+QjYH9Q5ECY1UGITTUytu1XiBT/7S1ooO+/d+XFq1yB/g5Cp2/7lHC/nz479vlf91X+Fnuz0n7tEXeFSpXSSeTp9Z02OcSpVLKrHl1pWix5DJvkefea6GBx4+euVSrhgRduv5FsNfvfI6SxO/nb+TLel5DIxWN+jzK5mERY0ftlC86e26cHRaARliqdwfKmwIEPb2inl544Qtvl18QsedAwKa723d/EmAreFCA6necuL7t/yGJn3uXlchRfJWsPVW1dlafbtwkhzx77mMnUUcOX1NBRIQ/6ZR0p3gewWlzHOPIkW0vmv9fBSjiLlZwnOw+8Kn9NY7Ljr2faH1Xrmwj7dYikJnQOM+79rcOkqp3SOFVHm9PMHb0Lvn1l/XSqElO6dK1UJhNAbtD9BiRZPP2lq97N7zwQuFVSg95eCNUwVAkDygqkCTpO6ESOcCbLSj2Hd0+XyabN53zdxmIWkhoYWHFYlJQ71dIo1GuBfP+laGDt0ocixZUWEW0aBFl3B/VHV7jXCZN+o6SnElTaoT6PiRN6nqMVSg7WR49eiZvGyDidEyiCYf+FF2a1o7UXmG8C5ebA64JXnjhhSPWrl0rVatWlWTJkuk1b/bs2eIfVq9e7eCBax6XLr3eEgUvoXoNaPfpQnnwIORTgQGharUMkjKlX6Pl0EaiRDEkZao4kjlrQildxlEcMayCaFmevEndTozuNI5eBVq3yftaI1evC0mSvCP58idTJXRnZM6cQMq+n8b+HJ2p34dsC/V9wiqKOkMvvPjP1VCF8wm1R2Bx//59yZkzp/z++++B+tyRI0fk4sWL9keiRK9X9/DtuyqHAaRNG/e1KFUj7khkzRlo9hzYH3yNm40bzsqqFSfdvo+CtbHt8CLoOH7shr37rt+vG+Xx47cvWuWMVKnjOAh9UqhPNDG0AbGNnyCaDBm4xeF1bphCWiGfcx7Wo3Be/HcQlrr8KlWqJD179pSaNW01tJ4CApUkSRL7I3z410tpvITqNaBL18IhUnOzdPFxuXUr+FpNly7eC5GW+5s3HqqWkhehi2PHbsqLlwUQx4/fDJTUwuvG9m0XdJ9DG5mzJJRatUNfQw0nAdTV8QG0goaVEy6+J00Gs/4Jut7W0aM3gvxZL7x405ArVy5JmjSpvP/++7JhQ9DEl0MSXkL1H8ZfU/aruGNwgf5PocLuzWTPnL4tly/fC3A9VapmkDp1s8rbAiIGO7ZfeOXbRd0d2xwwfFQVt4baSB6EhD5WSGL1qlNyMASioWEJ+BD2H1TB4bVoUSM5dMdCsHbtvKiq+6NGBCxD4grUiIyb6FjX54UXYdXL7/nz53Lnzh2Hx+PHjnZPQQUkasSIEfLPP//oI3ny5FKqVCnZuTNov62QgpdQ/cdw5cp9efbUFpKgaDptunihvs0J43bL4oXHQ3SdDx88lZs3H8qrAN1gVy4HbGuCeCgecJ7i+XMf+bjeLAmr+LTlfLl9O+gXMFTYnwZBYR9wbl1JhnzRrYhUre7o5RdY3L//RC5euBtmlPRd4e7dx/JJ83kOKcDmTeZqw8eiZQ1f67554cWrwI4dOyR27NgOj169eoXIujNmzCitW7eWvHnzSpEiRWTcuHH6/4ABA+R1wkuoXgOoeQmqAnW1ylPlxInQTZkQ1bBqbPX4oaR2VoUk5s/7V7p/sVxeBS6cvyvly04KcLk7dx5LkQLjAlU/c+hYOwmr2LyjZbAsZ+rWnqG+eEEBhdqLFx6T0MCUyfsle+YR8tP3wROSDQ3wu+b3HTdeNNm6q5X99Zgxo8iufa39LOeFF2+mm5+Pkp3bt287PL766qtQ+z4FChSQY8dC55rjKbw6VIEEF8LgSiGkTTFY9h9pGyT5gFehY9Oh3WJNAYY0ibKC1OCrSg/SFbZ7v6+elDtwPk6c6RCkbRiCzNgIiTESFoCwZ1ARmqmpVq3z6CMs4urVB1Io75gAbWIePnymIp9XbnZ9ZfvmhRevEhEiRJBYsWK9su3t3r1bU4GvE15CFUjEj9XXZhESjC69U+c7SYRAWIy8agwdXumNIASvCkTzEsTuq2Pi6q2u+veNu91e9255EcZ1zi5c/fx174YXb3kNVWiuPzC4d++eQ3Tp5MmTSpDixYsnKVKk0MjW+fPn5Y8//tD3Bw4cKKlTp5asWbPKo0ePZMyYMbJy5UpZuvT1Sph4U36BxNGTn0lwuQaporBEWNDFmjv7iIMGE+QA65jJf+wN0SJ6xEVDE7eP35a5VeZLaIO0aLqUg/VvjtWxU+3l3xO2scEYCW1kTvd7qGuZfVBxiuzdc1neFlA0Xq3K1GCtgxTr9j2fOLx25/ZjyZ5puMNr/P6tWmKo76dPNSRY2/bCC88Ruum+wGL79u2SO3dufYAuXbro3z169NDnaEydOXPGvvyTJ0/k888/l+zZs0vJkiVlz549snz5cilbtqy8ToTzCY6dvBevHY3qz5JvvisuGTMlCPI6zp65LTFjRfGTgqT2iA4yuphCAsgqQALefc8xDLxy+UlZuuS49O5bLtjbeP74udw7d09ipw1dAVN+NgcPXJWs2V6PkBzbzpQ5Qajqmf2/vbMAa3Jt4/hfUVERUUGxBRvFwkRFsbv12Ch2HevY7WcdW4/dcewWRTGxRcVOMFAMUAkBkVDgu+6Hs7mxHu/Y2J6f1y63d2/tfR/23Lvjf79+FYaChSyRLVvqlfPTAzQ2g4K+s0T8+XOuYuce9TRxqOChf18Phb0myYPp7xfKpByUFUQ8fxaC8o6K10lLms3xVLkO7+OXPtm0aRNmDFoF1wwTdXaMh0n70WBYEY2FOtM73EOlB/r1Oc4qlYRg4BAnue0sZk67hOfP1EsoLlLUSm4+F02mQhlTBCXqpjSmCIdyNujStZyUp2DB3GtaHcPM3EznxpTIw6AvY4ooVz6vzsVhqYLUkI2pc2ffYOP6uxpvR163ObNlE9qpAo9Ed0kQVJMcLcucWTBqbE2FPSEH9juh1Jgi6F6qa0yRMd+tyyG1z4/DMXRhT2OBG1R6oHqNQshkpvrSL154A9/ClZeG16tfTKqnmQjHCnmRM2dyLz0RO7Y9YE2KDQ1Sb5ds5UL9BMnI4nCUYWtrwQwgTaEfD2SQKsIqV1bWVUAV9Le5+O8bzOhsLNH2RhIK69Wo8VvBXShOnXgp+D45HE7q4AaVAOzc/pC57DUR0jRXopR+cP9T5sGi3AtN9isJVdCl9AZ9//6TCQumFhKzfPxId7k19va50b5jWY23ownu2JEXMsu/R8Xj0IFnEBq6N3TvjYnjx/xYaDY9ULGSrVT/Pk2qPjsJoKJO9z8yUvkPHuqIMGR4NcHHlZsOK3A5ptLLT3cPU4UbVAJwYN9TGcPn+rVArY0hmtRifvzCnPkNkMdavZAbqWKTmKAyhv9ZHY4VUh+mevjgM8vhMTRI6PG0p+wvdzJOTxz3F/x4dH/p3hsTpB0lRDuj9AjpkNHfUUp+RP+Uq4hPf5tz5jcU/DwopKdsXFG4efW6loIfl2NaJCJJZ48kEw36cYNKAE569ZCq2CFGDvNS2vaD2rlIimdKsmtvR9jk1UyQccG8a3j3NgJpQb8BVdC1uyMMjWJ2ubBhSxuZ5bb5c2DH7vaCH4/uOd17Y4Ja2dgX1zyMZujJ5p9TKOWTijv1sJTkbcA3/D0/OXcvPi6BFWUQQUFRmD3zcpqdL1XZGtu44nBMAW5Q6Yi7jwaxlieKiiibNPgXUZHCJKYT+w91FsT7xOHoAzJgSDpAF1y5/A7jxkjr09y9E4Rhgz1lQoj7DnZmz/39Q9G7x1Fxcr6HZ3eFXkpdy1dwOOmxl58pwoU9dYhdoZUIDBott1LK780IGYVtY8JYP5exX7PUnENqtp0z+zKrAh07zhlC07xFSfaQpG69ouyhCPpxoo5S/KdPUWji+q/KFkSGcG+FgsslcDjy4R4qPVO8yD8IC00fScCasHbVHUwaf0Hfp5GuyGO5SOu8O6GgXoba5sd1/+MwPLWsPps9twHG/FUL6Y1ChSzx1H+YyvWiouJRJL9+G7dyOIYr7WkccINKh7x+N5JV+Sjj4bMh7Je5LunW+RALe6QlAwY7Ydac+kiPicllS6wWbH/kmShsu0ytdd9+HKVzbSlVnLvYmwmGasPW7e3QrEUJrbalz50evTd0zurcM0vLLHj20nAbaXM4nNTDDSodktPKXOUkQVpRjV13IkyHpepLVzTFlk33ceP6e6QV5uaZDFoUUhEWFpnheUbYhGDvq33UWo/0xPRtVOSwzMKSorUhu0VmZM5sJvg5GQN0XyV14WJjfsG5+ha9nhPHdOE5VLqBG1RKaN96n8KkciGZNccVOXJk0dn+SY9q9NiaKFPGGsbGm9fhGDPyjNSyDx8iMWyQ6tYZ8iBjgpKQhZxIS5VW77p3aLNfYcivc/sDSqtGjZ2jR15g25YHMFQobO/e+7ja62fOkhHzF2rWd4y+i9q32afF2XE4snDZBOHhBpUSLpwPkHpNlUKKDCxq+qtIBkEVpHaeJYtuf9lXcSoAaxvNpBjSA/Srv65LEallOSyyoH4D1UrXhkaLViXlNt6msdWkWXG9hwP1SfHiueCgZShSEwIDI7B8iY/G25lnNUPDxvYaGe4NGtppfJyWrUppvA2Hw0kbuEGlQtFcEjMzxROaKU92+oT0ujp1+d0HUNS6xhB1slQxaEhVuSE/mnz7D3TSOhRn6Fy/9l6uoKYklSrnR63ahXV+LnT1Myr5O1eEhUUW9O5TUWpZbOwvbN18X7hzy5CBjREORwh0qpSewTTvkXF+QwvEoqVNpCa4hUukX0vy9+LG4gnv/Nk3WnurDJUXz0Pw7u03fZ+GSbJgUSMZ4Vhj4qVfKN4KPLaCg7/j4QPlRpqiRuGjxtSU2+T4+tVAjfZFIdpL3m81PgcOh5M+Md5vaT0yfao3En4lwd8vNM3L4N+9+8ZUoIXm5Al/5knQhvDwWDbB6QMSi6Q8K07a8PFDpMoWSCnp278y2nfQvHejMh4//Izd/z5m50LnlFq+fonGMg1DgZaW5ti5u0Oqj83hCA0JG+g2h8o04QaVDrh5pz+ymJuhZdPdiIv7hbTkz6Gn8fSJ8H32xk2ojR69Kmi17YnjflixVPO8FCGgtiE9ux3Ry7FNjejv8Zgy6SKuXtbMk6MLmjQrwTzM9CNgxrRLqd4fteM5fPwP6APK2zSE/ook6MlFPY0H3epQJcEU4UrpOoTU0NM6t8rjlPwWGcogLxpFMnVVsu/WtxL0RbFiuZiBa4xQWFld/SZN1tWWAe4n0NOtAlq2NpzEaZFKOhklVE+SHnMd6bztC69E+PeJ+j4VDoejBO6h0iH5rZeyxFRDx93tOA4deK7v0+BoSKF8y/EjWr3wrkPJNQj6pNuw654DHdHKgIwpSc6cfo0uHQ4iPUJGYFjUBH2fBseI0LUOlanCDSod8u7TaJVK6epQvcomBAToLiF845bW6NBJuByWNavuYOY0bxgLlJNWrOAKue9RA+yCeZdCH7x5P5KJaarDw6dDkL9ADp2eD3m/9C1MqgiSndizvyPSI+RBLmCjnto+h8PRH9yg0iHZs2cWZII5frIbChe2lPtex7b78fzZ11SrmmtTRbZy+S2sXX1HZjmVj49Oh33ZlF2faz7uco2pKhU2wOfuAIMfX9myZ9ZruGvKxAs4ckh/XlCqwDUX4MeNPqBbfPu+fsYYx3jhSelGaFCtWbMGdnZ2yJo1K2rWrInbt28rXf/gwYMoW7YsW79ChQo4deqU1PtHjhxB06ZNYW1tzSabBw8MV11ZXQoWslTY0mPG7Pqs1FseJESqTem4unToWBZt2paWK7aZO7du+xOmJWSIyLvGpEu2cXNrFFVw/Q0Zt55HEfQpKs2O5z6gCuq4FE2z4xkT9D2WHscYh2Nq6NWg2r9/P8aOHYuZM2fi3r17qFSpEpo1a4YvX77IXf/GjRvo3r07+vfvj/v376N9+/bs8eTJE/E60dHRqFu3LhYuXAhToHKV/Arb1jRtXgK2+XUX5ilazEqhMZdaqFLxnxW3YOgTnXMdaZX29EKHTg6sb19aUapUHtjaWqTZ8TgcjvIcKl0/TBG9GlTLli3DwIED4e7ujnLlymH9+vXInj07tm7dKnf9lStXonnz5hg/fjwcHBwwZ84cODk5YfXq1eJ1evfujRkzZqBx48bCnefim2nS009omjYrgfw6NKh0CclO5MqVVd+nYbSQd5F0kjgcjgmSAUjMkKSzRxJME70ZVPHx8bh7966U4ZMxY0b2+ubNm3K3oeUpDSXyaClaXyju+gbpdP8c+R4NfcotcIT723kfGMGeU3sZrrbP4XCMFb0ZVCEhIUhISICtra3UcnodHCw/74eWa7K+usTFxSEyMlLqQctE7N7fMU2ql549/craVXAUEx0dj1cvw2Sq8EiVnmN4nPTww5P/hGZPeb7EwwefU73PkJAf+Pgx9ernHM1oNseTXzIjQfdK6UkwRfSelG4ILFiwAFZWVlIPWpbW9O19DOFhsQgN/aGyF2B4WAyrMkvJt/BYozbKqKfghL/OSS0LePMNo0Z46eyYFO4N+foDhggZF2nd3kgTZv7PFS1almTPp0xzQdv2ZVK9T88T/ti47p4AZ8fhcDhGYFDZ2NjAzMwMnz9L/2Kl1/nz55e7DS3XZH11mTx5MiIiIqQetEwZZLQInVd1+95A5LO1gIvzdgQHRytdt1XzPXK9Mn90Ooj7d3VX2advqlYriCMeXaWWlSufF6fP9dTZMUmctWK5dew53XNDMlirOG5AtJrinppCBrsh5g72ca+M2XNd9X0aHE66hiekG5FBlSVLFlStWhUXLlwQL0tMTGSvnZ2d5W5DyyXXJ86dO6dwfXUxNzdHzpw5pR60TBk2Vot15hl46jcUhQrJ150Scf1WP2ZIpOTMhV6oUauQTs7LVMmWLTM+fhkrbrZMCviGQmDQaFjqqFqvgcsOPLhnvMY5h2PaSum8ObJRhfxIMmHTpk3YsWMHnj9/jqFDhzLZA6r6I9zc3KQ8RaNGjYKXlxeWLl2KFy9eYNasWfD19cWIESPE64SFhTHtqWfPnrHXfn5+7HVq86xS8iV8nM6EEuXla1WrvBGvX/3OHVKU02WoStW65unTr6hTU351qBCIrmuWLGYI+voXDAXReVGvt8iI33l/QnDxshsqVVHs/SVRWe8LAYIe09gID49F8SIr9X0aHA7H2A2qrl27YsmSJUzmoHLlyszwIYNJlHgeGBiIoKDfFXa1a9fGnj17sHHjRqZZdejQIRw7dgyOjo7idTw8PFClShW0atWKve7WrRt7TZIMQqtna2u8kLp2ZKRmk5/XuV4oZpdLq+OZAqVL58Fxz24yywMDI+Bad7tgx6F7TpIOhsatuwME15XKnMVM7o+Gnl2P4OaN99iyvS1q102fOlxphZWVOXx8uco5x/DgSenCkyHJEJMkjByqdCrvmFerdi8czYiL+8WqAss75pNaHhYWA/fex+UaYZLVg+1a7cPZi71N8rIPcPfAuIm1UbasjdTyl/6hrC+gIehYnTjux6pjJ06pC0Mi4lssenY7gpNePQTfN31l16+zA1du9EVaV/SdmZ78Q5WTfqGo0ITBK1HObJTOjvEu4QjaDS3OOqGYEnxG1wOVKttyYyqNIE9iSmNK1Adv0BAnpdtSu5/hf9bQetLr0+sY0jM9elWQq25eqrS1QRhThGOFfGjctAQMjazZMmHIsGo62//osTV1tm+OqeRQ6e6RBNOEG1QGyIplPhqHBA2R27c+wuvUKxgiWbNmQqs2sn0IJSEPYrsO2pf5l5dTNJCeaNjI3uB7MtoXz42q1Qro9Bhfv0Zj3RpfjQ351nL6XAoVdu7Y2UEn++ZwONrDDSoD5OP7SCTI0ZhKyelTr5julCTnzr4xGM2kqMg4FlpTBSlpX7saCGOCJr0Jk+vo+zQ4AvDzZyI+pbKR9M/4BBw+mFwow+HonyQd/zNNuEGlocclLVLOFi9vitx5VHsGDh94xkRAJTl+9AU+f/4OQ6BRk+IsbKSKN2/CmSFoTNA4ofHCSf8ULGiJOfMapGof8T8TsH3rQ6R3uFq6caB72YQkmCLcoNKAPj0NKydm8/a2KFEyj9Sy1etays0ZMmTqu9ph9hxXlcnlFHoxJIPp40flXgs3AxsvmvDlczTT3NIUMvApmT8sNAY/fmgnOErhbmMIeUtiYZEFJ053T8VY4612OBxDhxtUGvD81XCT1XnSN753gtDPzQOGAqmIV6u0UeH7NE5evBrOJkMyMNIbXTsfwvNnIRpvN3bUWZw/F4Dxf53DmdOvxcvJOJPXKkkea1fdwYa1muUsGTPkFHeqsDFdjiOO4ZKYIUlnD5joNJlJ3yfAMRxE4Ux1jcaU4U+hjU3J86lTt4jWv/B1AVUABoWoJ/Bpm3sJImOVtzIyNLyv9tFqux272rP/26RIyB457DTTrHLrW0nlPiZNrSvI+DQ0tD1/0gKjsZbLYiEiYybp6Ow4HE5q4QYVR8yQgZ5o0NAO3Xr8FkpVxrz/XWXK4cTPX4mYOt1F0KvpfeEt/llxC8dOKtaKMnRo8gz7PhGmzpoNLVNtCK1ZdQefPkZh/sJGSI98/x4Ph1Jr8SF4jMbb0qULi5qgk/PimK5sgi73b4pwg4ojZumKpsicWXUUeMG8a8iZ0xxjxzuLPbu6+ANyqVcU1WoUTPd3iAu4AmZmmmcXrFzmg/ifiRg/sTZ73X9gFZ31z9QV377FwsV5G27c7oeaTpvx6NkQrfZDxmimTOnTM8fhmAo8h4ojJkeOLEw/RxUxP36yfA4Sx8z234OeCw21PiHDjWOaUIVoH4kQITWppuRubSBZjjEjvbTaNuBNOMsp0wZqXH3wSBf293HEoyvyqFG9y+GkBbzKT3i4QWXgDB9yilVcGdpE16FjWX2fBsfIyZvPAvnkKLVrQ+nS1mpJeMjDJq8Fhv9ZXe31IyJiMaCvh9gzV9bBRvy/ULlYXTtpZ+BxOGwMcR0qncANKgOnevWCMM9qWM14aWJIKdcgjxvX38PjuJ9gx30b8A0b1vHqL2PA45gfa7CcVpBhVr1GIa29TPXqF9OoYKGms3bHUpc6LrwpNYdjaHCDysDp278yznq9Tpe6PD9/JiA+TnMtI0UkJCQi5scvpHe2br6fJgKxhgzpiv2MFy4tlho2X7n0TqNtgoKicOrkSwgNhfcGDq4q9Vl37Xwk2P4pn2rkaP318uPinsYBD/kJDzeo0gFep18j+ns80hsk2Nn5j3KC7Y+8YqP/qoX0zpFDz9VajwyE9JaErS5dupZHPVf1vT6qePc2Ar53Pmm0DbVounJZMyNM0x8U168FstY15JHjcDjGDTeo0gFbtrdFgYKW+j4Ng4U8AB/epx8l6ZNePdSSEBj9p5eMQUUJ0sZqZKWGxk2Ls6pTTahQ0RZ/L26ss3P6Ef0Tk8ZfYMUeB4500dlxOBzDaz1jmnCDKhVERcWZZOiGDBht2pLoipf+YQbXFkiIsXX30SAZyYUG9XZqde1JA4kbYmmLVa6suHrTPY2PyuGog+6MqUTey4+jDUULrDDJSYoEPVetvA1DwbFCPly44gZjoliBFUhIkB1bbz+MQtasmsvHOVXciOAg3TTNph8Vkg9tt1f0Wtv9cDgcTlrCPVSpIDRyAmsLYWrMnuuKsePSfy6TIRMSOQFmZsKNLeorWKBgDuiCLh0Osr593bschucJzZO8p066iFUrfhvo8+Zcxd/zr2u8n317nmJgvxMab8fhmBo85KcbuFK6EgrmXYaPX8YozHcpWnAF3n0cJcjEV9FhHS5cdmPaO4ZOWvRS8774FhvX38XeA51gightqOvS8N+5pwNrQURJ5uoo7adkxuz6yCgxpkTK6JrS+Q8HtO9YBumVn/EJKGG3CoGfRuv7VDgcjhZwD5WKPBZlXL7eV+lEVcNpE2Jj1Svz9zjVHbl1qKI8ZOBJXL+Wdro/6nDa8yUql1+P8WPPyrxXs1YhLFvRVPyaKrjc3Y5rfSwqkW/WaJfW23OUywRQrhf9TxpMmkIhzCzmv7cjtX51FPtTQscmNfX0SqbMGXFJy6bUHI6mJGbQ3SPJRG8HN6iUcOJUd6UXr0SJ3Eq9NUuWqdcbj7Czz6Vxz7cRQ0+xqi91GDq8GhwEUmoWCqdqBbBiVXP07VdZ5j2anCUrG0uWzIORo2tofazcubNh1v/qQ9dQTl3blnvFrymnp43Ea0Nl6CBPBAZGqFxv0vjzePzoi8zy/826jNs+H2EMvHoVhlEjtGtTo6ggIGXrGirs6Nz+gNQy+i4pXiK3YMflcDhpCzeolODa0C5V4S0KgWjTFFZdGjayR06rrGqtW6lyfuSxNqw+Yra2Odg1Lu+YT+W6uXJnRRWnAlofi7wgznV0ry5Nw6VdB+m2PO3bG34YqlFje6YIroq6LkVhYyM7jmrVKoz8BXSTo6UN9+8FYduW+1ptmytXVrg2sNNoG2o3M2Oqt9z36EdVq9alpJbR90LrtqWRHjkzvZW+T4Fj4DlUMFEfFTeo0jEdOzvAWsdG0mXvt3j86LPG2z24H4yrVwJllj9/9hUXzr1BeoXU2tevUdz+hgzw/gOrSL8e5ARDhwRYyYunCjIC5GmiNW1eAkWLWYlfe51+xdTLlXH18js8fBAMXUAGizbhR8LGJjs6dNKsV2UGZJAKW0pC4Us3iSbPBHmj5XlmOZy0gCel6wZuUGnAGa9XJleW7ecXig8fojTe7v37SLkTatCn73j+PAS6Jjo6nk3YugjpXfJ+i7Ti7JnXaSrNQcreqnIH1eHp468qm3r7+4excaIOAQHh8Huh3rgJ+hTF/k57uVVEWpHTyhzTZtRLs+NxOBzDgxtUGjB9crJL/8XzEJ0YVi9fhuHXT9X9zd68Dmc5GGnBoCFV0aJlSY23a9O2NPoN+O2pEdGwsT1GjNQ+F0pdQkNisGyJj+D7Ja/HvkOdkVbMnHpJrh6VriB9seBg5YaQOvw1wRl1XIpKGTnfvsVKrUOevNZt1At7XbvyHqdPvVJv3auBOrn3HI7xkIQEHT4SeciPo4rb9weyEA5Vi+nCUdW10yGEhv1QmKNB4SZigLsH3r5VnUBsyhQqbIntu9ohvXPTtz++f5dW5P8WHqszT+m+g51RqlQewfe7eOENnDmtnkEkj959KmL0WPW0z0jCwcIi/Vb7cTic9An3UGnBu0+jdaLrc+/RIJaoLQ/XujsQEPCNPb94pQ/KlLEW/PjGRMCbb6jnvB2GTMIv1d5IorT9atZgV0TZkmsQE5M2HkptSEyQVSxftrIZunZ31G5/iUkahT2pKGDtBp44zeEogudQ6QZuUKUTyNgimQaO8ZDbcqFanqYv4eOk5DeCQsYiWzbD1eR163UUx476Cba/Fct8FFbQcTgc7eDNkYWHG1TpBAo1aivhQHo3VK2XGqg9yIZ1dyEE+/c+wbDBntAlpOdz694ApAUUis1vvVTj7T6HjdPq3qdmLKQFW3e0Q9t2wkkC/DmqBmamgYaYJE8ef0EDlx1pekwOh5O+MdyfuRzBWLepFSwtzVO1j/GTagumqUWl902alYAuoZCsNk2EtT2W78OBGm+XnlW9VeUwCYkq+YPDB5/hrm8Q5i9sJNgxS5exxr5DwrU9ioqKR4O62+H7cJBg++RwtCWJksczJOpu/xlMqxpeBDeoBKJZ413w9Oqhsdp5WpA3b+r7A5LYoVBYWGSBheG3LFQb8hYVLpxTL8du02Iv9h/uzJTljZV9e54gMjKO6WRtWOeL9h3LSlWKutQvhspO+QU3ChXlM2oDhWjXbWoNY6DZHMXeZS76yTFlDG/2T0cMGXASg/qfYCEf936VZRLVhw85hfj4BBgaq1feZsKbHOGgpOnBA06m+SV161tRq4bE6YlPH6MQ+C4CjhXzMakFZ+fCUu/ny2eBEiUUVybSWKcxry7v3n3DnFlXICT0Q6t6jYKC7pPD0RbyH3HZBOEx7m9iAVj89w2FicOFCudkngnyUHTr4ShjUBUqZMlakRga1jbZ2S/mY0deSIklep7wx9Mnsn3aDBHSNdq5/aH49dcv0di2WbtWI0KhDy9Vl67ltVYEVwe6xnSt9Qk1yq7fwI71ouzeswKqVtfMMKGxTmNeXbJkJu+UEblQORwD58qVK2jTpg0KFizI5tNjx46p3ObSpUtwcnKCubk5SpYsie3b9V/VzQ0qBRw9/IIZUinbrpARIjKwps+qhxmz6yuUUJgy3UXtye7UyZeIjVVdCn/u7BtERaZOybp7T0eUKWuDd+8iEBHxe1+kWh0eLi2+qCn+/qEsoVdIvn6NxtUr0qrnP378ZE1sRdC18/UNwnk9tbWhMTBtpgsbH7ri+DE/sRaZEGPqrNdr1rhXGXSN6VrrExIIbdK0uNbb01inMa8u1Fpn0NCqMstJQf7cmddanweHYyoeqiQNzyc6OhqVKlXCmjVr1Fo/ICAArVq1QoMGDfDgwQOMHj0aAwYMwJkzZ6BPuEGlgGVLbrL/d+7pIFVRRcuF1FR8/OgLfv1KxPq1vvgRrXriooavoWExYsX2mBjtJ7tRY2qiRs1C4tdDhlVjzW/VCcF8Dv4u9707tz/hisAtX94HRuLAvmdSy0qUzIP/zW0gfl2kqBXGTXDG9q0PoOvQnqL+czQuROPm97IkrcKrtE1Kz+jKZbdkVNMfPfys0Mhat8ZXqTG0ZdN9JhKqDLrGdK2NFTIoVfUcFEE/NrZu1u344nDSAkoaT9DhI0lDk6pFixaYO3cuOnTooNb669evh729PZYuXQoHBweMGDECnTt3xvLly6FPuEGlgKs33eWWpl+54S7lkaJ+ZTTxxXyN0Uq92r33MZZw63GqO/Ko0eh4z/5OsLPLxZ6PHXUGbwMiEBYag58/k3O1wsJiNM7bIhV2dbxjIsj4+3fnI7nv9exVAcNGVIc2xMX+kmlPQjhVLYBVa1uo3N6+eG7s2tsRuoSM326dD8t9j8YFjQ8aB58l+tiRbIWm/NHxoIzxdPGKm0wFXc9uRxSKfJ443R158igeU5TMXriIfpLpDYVnT79i2n8tpVTdd4vsmbH3oHCVfxyO/tB1FV4SEhISEBkZKfWIi0t9n1Di5s2baNy4sdSyZs2aseX6hFf5pRLHsmvx6etf2F/jINz8eyFDZs2SptQtoyaDiRJbJY28U2d7sv8b1N2B5auaoXKV/OjW+RDmLmgo5XlSxdiRZ9GydUl06lJOrfXNzDKolFAgrwnZl5pUPZ4/H4A9/z7G7v3aGUVkyNDER2FWyedCQgbN81fDlZ4DGbTlS69BSMQEdr9evRup8XH8A/5Ua73Hz4cqfI/OgxLWNdWsorFG91cX3QBSgzZjShX0d0KGpTr9M3t3P5pm2mY0jkgdX2gJCg6natWqyGL+EU9e9EDRoqojEpoSGxuLcuU2Ijg4N6ysrKTemzlzJmbNmpXqYwQHB8PW1lZqGb0moy0mJgbZsql2TugC7qFKJSTOSF/wfd70RkYdVltVq7QJr1+Fy33v4lU3ZkwRZy700siYIjZvb6O2MUVQ3tiYv5T3VVu32hdTJl7Q6DxatS6FXfvUc/nKg0KgztW3sOd0reiapTU04efNtQRfv42HvilTfDW+fpXfG1IZLs7bBc+DE4I1q+5g2uSLejk26VL53O2fZscj72S+3IvT7Hgc04ESuSk8NmnSJJ3s/59//mGG1J49exARESH1mDx5MowZblApwTrnIpVhPNGvf10rV5NwZImS8lvPpFTR1hRNt1Fn/aEjqmkltKho39evBaJVsz3i1yTk2Kj+TvacCgdcnLehrIMNbt5JnvToWmkjtikPylMrlG+ZmucPhESMNwglc783I5A3r/rVbSKu3uwLxwr5YCisXOaDmdMuYfif1Zn3VR57dj3GsEG6Vd/X5J6Ghv5AyWL/aH0s8gJ/Cde/Uc4xTubPn4/jx4/Dx8dH0P1++fIF8+bNY7lM2bNnR86cOaUeVJEnBPnz58fnz9IFY/SajqEv7xTBDSolPHv5O7RDX47yjKvS9qvUbnKbGih0ZQiTtCRLF9/EqhW35L5HISMhQzPVaxTCrr2/vVcVK+XDwaNd2HMypI6d7MqujyjEJ/lcFeHhMXCquFHh+6S4fv/JYLX2RcfVNExT0m6VRs1/JangsE5hpR6dhzZjhq6b0OG+8WPP4eD+p1ptO2CwE8ZPrK10THXoVBZ/L/6dU+F58iXTgdMXJEJ601e+R4sKBRzLrFXZYFrVOhyOthQuXBjjx4/H2LFjtcr9VcTMmTPRsGFDuLq66vTmODs748IF6QjIuXPn2HJ9kiFJyKtpxFDVVaXKtjITlKLl2tK+9T5s3tYWgwacwLoNrWCbXzi1ZnVZMPcqKlS0ZS1ilEH6RPS58xfIgR3bHiAuNkFuubkqvC8G4PzZAMz7W773QSi+fIlmYqxHPLpKLadcq+fPvrLPrA9SM4aoyq+8Y1612gJ1bLufqXUr01jq0/MYZsyuJ3hlHwlzWuTIDGtrzT1m2kBGMhU42Nur31D86ZOvrBHzpq1tdJ4LRseqWEnxeKOv5YcPPrNQPhnbrnW3s4IHQ1BDFxKurK4/SKqgdOnSrFKuW7duqd7fkydPUL16dTx69AilSpXSaNvv37/j1atX7HmVKlWwbNkyJomQJ08eludFocKPHz9i586dYtkER0dHDB8+HP369cPFixcxcuRIeHp6suR0fcE9VGpCX2yiCa9Pz6M4P8AbSYlJUstF9HM7Lq66UwWFKUjfRsTgYdXYxDNocFVY5hTGPaopzVqUVCvkQ3o9ZEwRwcHR+BSknQBk6dLWaNte82a6AW/CMX1KcoXW+8AITJ6gPGfL0jILBg2RNfjI6yFpTFGIjxTw0wp5Y0hdaFJWt8cifXa6Bspwc68EGy3ChKooWsxKcGPqwvkAbFUg5koeIk2MKaJAwRysSlVbyIAbMfQUq9pV1vyb7pcyY4qg8SDKi6ShMXacs4zB5dbjqNbnyuFYWFiw0N/EiRNZIndqoPH4119/YejQoRobU4Svry8zpOhBkOeMns+YMYO9DgoKQmBgoHh9kkwg44m8UqRfRUbh5s2b9WpMEdygUgPfBXel3KI0+Vo7Kv4FT8aIuhNkufLS3oUWLUuyprnNW5ZMdX820mR6G/BN/Hr3v4/V0twhmQI7+2RpBnWpV68oGjayV6hNdfKEv4xn5cih52LF+Zq1pNuJqANdp5Kl8ojDcrlyZ8Xa1XeUrk/XVRFkSC1ccJ2Fu8qXz6vSyzB3trDtSTRlwbxr+N/My4iLU0/yQp0x1aixPaystO/buH/fU+btSwusrbOxsZMSSqg/dFBat0wdSGLCtaGd+DVpra1f48ueU3I/JcWrkv047fmK3Q8SVRUK+i6h/oUp0ZdHlWM89O7dGzY2NlixYkWq9uPl5cWMounTp2u1PYUIaY5N+RCpn9P/pIyecpv79+8zKYbXr1+jb9++0DfcoFKD6CDpSqlxE2ujyuhKyKAgz2TseGe184dGjKqhdJI7dvSFSjVrRYSE/JCabClRVhO9qds+H9UWPXSuUwT16heT+96P6HhEpNCXIuMl/D+BUk1V08+cTnYNk3esj3sl9jxvPgv0dqvIdMG0JSkRCP4UBXPzTBg1VnkVI9nXn/TckoVCriSyakhBe9JEU6SLJcmd2x+l2h5pA3lwmjUvwZ6/fh3OfjBcv/ae5ShJjq0P7yNxyfutxvsn2QIKExO/fiXg82f5YrYkyHvk8HNkzZYJHTs7IKt5Jo2qZrU1ssZPqq3TY3CMn4wZM7IE8gULFjApAm34+fMn807NmjULuXNr5hU2NngOlQbcvPEBtZwLqe19uuXzAdWqF2IVO9rSq/sRLF7WFAX+C62JILXuUqWtU+3FUgblk5QsmUdlLpU8yNiIj0vQ2NOlCuo1uGHdXfyzRlbokyZSf79QcahEEjIsnzz+iqrVCsAQxxAtJ0Tv+dz8wHrYpSY3z/fOJ1SqZIvMKpLk798LRlkHa+bBE42tHz+SjaIKFfMhRw7lYUJtoGIGUreX53nRhjNer7F00Q3mJZ00ta7Uezeuv2eeoznzfyvrCwkZ+SOHeRmV6CfPoTItOnXqBGtra2zcqLg4RxHULmbVqlV4/PgxMmfW3XyUHuAGlQaUK70WXud7gqY4UphWNdlVdtwAH9/+LBwlyccPkSz/SFklFRkk+fJZKPR0tW25F0tWNGX5R6qgxsGUj5XyPFJCHixax8Li9wRKv/Sp6uvnr2RhUUtL5XldlD9CSbS7djxCYGAEFi1tIn6PPG0kNqlMvVsZZBRFfItDPgVJ1S9fhmHMn1446dVD7vXs2fUIvK/2gb4gF3bObH8jMmaSzNgpX3ote/+J3zA2LhzLrsODJ4PF95+8LIUKW2pkYNWpuRUent1UNgZu0WQ31mxoieLFc4sLI8gwJQ4c6aKRhAJ5RcnIJ+OW/lfH4Kf2N/SjQ1XOIPWwJH0mCu0KAXlrIyOSxxONLcqBsrXVrgiEQsCfg6NRsJAlhITGxIcPkShSRFogUddwg8q0oITwChUq4NatW6hYsaLa23379k3cmLh169YwdXjITwU0MYjyp575D0P1yptQrfImqTCL5DqS0IQoz4ipX3eHVCK6PFo23Y3g4O8sNCavpJ5a1YiMKZoYlJXdDx3kiVs3kz0gypgxxRueJ17K5Okc2PcUSxbdxJ5dT1TuY+e2h6znXKbMGWU8I8ePvmA5P+pOUKJwJXse+4t5Uvr1Oa5wm1Kl8sg1poiCBS0VGlOsdZCWPRFpW02aBysyMJ76D2MyHSIj+8mLoVLGdK1qmzVuKXT9Vj9mTNFnU1bMe/pcT2ZMicbRsZPd2LnQg3LUVEk60H0S9RMcN/osLp4PwKRx51nzZfJSUhWlMihvTVFyuQgq8ti65QGT6tAGyfEk4p5vEAb2O8He8739CX17KR5bKaFrIhoz9DwwMBLNGu1Suo2ycZZyHIleUxiavnM4HF1CRhFVzGkqo0D99yh5nBoVc7iHSiU5sy1AxA9ZjwJBA4+W586xkInwUZsPTRENXkWeh/Jl1sLzTA9x/z551K21lYXAqjjJVovJ27+qYxoC58++wep/buPoia64eiUQf8+7Jm61Q8j7o9f281DeD3kTA4NGy7yn6lqRsZA312KEf58oHg/qoM66Qt2nUnarWG9KUUWmomPVcNqMHbvas0IJEfVrb8fSlU3FoVJ559Kp3QGmFUUFFSkZ0NcDjZrYo3tPxdVzVJ1J50bNuhV95pXLb7H8OG2lNbxOvcKmDfdw+PgfMu9RuHX65Is4f9lNZmwpuvZv335jQrNP/YYxj3ODejvh/2aE0nFJP6JK269GUMhfMuuQsVzAZilCIyeIx5WN1WJ8i54oXkeT8ZVauIfK9NDU2yTyat2+fZv9z+EGlUpItNNMQdjN2nIRvnwbx56TZ0GbL7viRVbizoOBCkvK6dezqn3TOqQavmxlM1ahJ0mbFnvx1wRnuDb4Xb3UtfMh9OlbCS1ba17emlbQ5HHhXIDYqCIvgGQ15F3fT2hU/1/xa9JiIo+MtsdKuX8R5CUoUfQfuZOg5LYEGVZhUb8nQGXksliI8O/Jvf4UYWO1iB03tf0I1RlD1atsYsaUQzkbqfVE2zZtuIvlINVyLqyRQSW6NsrC25LrkAeTcrlSJlyrsx9t73HK90gXzLXuDjhWyItrPvLHlOQ2ks8pvF7KfjWrQKS/66oVNyLgwyiNzyHla3pOnRvIcE8LuEFlmmiSD9WxY0dWIahN3pWxwnOo1KBogeV492k0m2iKFVzBviDti6zEvUeDWD6QaAIi44jafaScAKmnGiltywv3UN5Gzpzmak8UJPC3aVtbFt5KmbtE+0+Zc0W/ivu5eWDk6Bpw+a8Kj3KZSCeHvAbyJkFFzJ5xmWn1yNNyEhqqylq3xhfu/Spj25YHMg1s6Re8ZNiUJh66joogL0LHtgdkmttS3lhDl514+GyI3O1oYqO8rRzZMuFAjUPo8aibwvXoXpL+UcrlNGYCg8aIn9NYonVz5coq18ixK7QCrwNHsnuqaB1lVHRYh0vX+0rlqlWrvJF5eHx8B8jN86FcItI/o+t4oq0n6iysjTwOuaXyl7LJGV/E96h4mGc1kxr3Qwd6okWrkmjbvoxG554cEsuAbNnk5/tt3niPiYT+b14DrcfVpvX3lDbgFo2tlGOKKgndex9TKrBJhk9ERCzLC2vbch+u+rize6gttD8aDzQGHjwdLDO+0rtBZQqkJ/HSX79+sRyqIUOGMKFMRVy+fBlt2rTBy5cvZZoUmzI8h0oNzl7sLX5OzYdpfqMvzJST3alzPVHPebtMrovH6e4sl6p+ne2I/h6PBi47mEeAJrHO7Q+w/5s2/JdN7vKSz2ldSkomtu5oh6JFZbV36Itf3mRHSeQUsnGqVgDXxl1H0M1gVrU1/+9GqFu3iErF9MMSej5DhldlCbI7tz+ErqlWvSA6d3HAvr1P0LVHeQwecJItJ/Vod7fj7LPS5CJ6fP4czTxv8qCE9P59PbB8VTOpfoAEaS5t2dFW3BeQoHtE94qg+0vl8PXr7UTLw83Zva1dY4t44qXcJtF6iiY7Gj+ikJpoLNG69FoyRESvaQL1Ot+LGdi0jiJjinoXKsrHobAWjYcmDf5l4cyT7U+hy2czHN/fGXnzZZdRTycDJaeVudgbUv8fF+S0lx5jlDCuqEBi6uSL8Ln5UWrZtJkuUppO6kLeKUXGFDvfzg6sp5+Io0deYM4s9fXAfv1MlJIhuXc3CAPcPaTWEY2tlAZ64cI5se3f9kr3T/eNbimNt23/tmPeOzLOyOOlCsoTc66WPLZE0O2nMUPfO2llTHFMl0yZMjGRTJJACAsLk7tOYmIiy7WaMmUKN6ZSwA0qJZCxQxMe9YoTTWz0/I+Oh2RyJbp2OoRpky6yth29ux+VMqrKlLFmX7RUOdWz2xE8vB+MF89DkJCYiCnTXZDdIjMmT60rU55+edRVPPH5xLxLeayz4c9hp5lhRjpJ6jJz+iWMHXmGtRSJKZcTuUpZYcHca0zD6PXWFwi+Jd1gUpK27cuiRs1C4tdUAUVK0i71isqse+jAM9agljh+1I+JihKnT73CjC7H8XSLaqHFz75fcG9p8nZ0LcjDEhoSA1dXO/QfmKygS0bEu7ffpNTSx405i/z5LdChY1kM6HgY18bfEL//48sPPJ7ti8nT6rJwKIWSqHKRcnvISzSo3wnYF8/N9LZoonXreRTmWTNh+qx64n1QbtyUGS4YOuUCm2xnzUnuU0VD4NnTEPzR8aB4XTKIunT4/ZrGDY0ZYu78BlJjiV5LQrpMXToeROky1kq9Uj3+OIxJU+oww1KerhjJadB5vnoZhr69j8G+X1n0+LcpKtQoKOVFujrmGgb3qgRrm98T9dhRZxCORGTKqjjMOHOaN2tIPXvmZRYec+tbEWXKSlebkuAmGSRUoEB/R/SgZHVJtmy6LyP4Suzb84QVQlDvv727f4+pHdsesjFB7ZhoXG1cf5cZ3tTHTx4+Nz5g0YLrUstIUkN0b0mCY9vm+xg4ONnjSn+fk8afl1qfjM3Rf3qxHxLjx55FiRKqdXYoTPrmdThTQ5863YX9zU6f6SJ3Xfqe6N7lMHtOBi19f9B3ScrxIxpDHI6uad68OWshM2fOHLnvU/uX0NBQjB4tm3Nq6nCDSgkNGtmzhFmf6bfEBhR94dIv7wWLGktNetmufGF5SpcvvcMZr1eYMvEC+8U5bcpF9qU5fao34uISWLuMZpksMG+OK/s1Tro51MT22tX3YiNs3pyr7DhZS1th6v/qo137siycRxpFpASuSLxy9crbbLtTU29g0URv9twqpzn7HPS4HhCKd1+jce9eEBMszFMuD454vWSq5cT+vU/YL/aD+5+xbb9/j2NaQVSdd/1qIE54+LPwG00ykpw/94ZNRsVL5MZl77d48uQLgoO+w+O4HwoXtkSVBkXhHxaN/UuP4/rmA2yylISO/++OR3gTHIWTd94zY5OOT8nolJtDxqSNTfbkz+b5EsP+81CQ127r5gescTIZQzRB1mlYDLbVf5f5Z8qaCXb1C6G+qx2b2Chxf8miG6jjUhQZfiYi240QWGSnnJ06mD/nKurVK8aMkcZNirPt6Z6QUdqwkR3OnX3DDKbL3u/Ye1TqP//vhsh25bcyOA0JGh+SEzONHRpH1NJHEnotOYbaZ7VEw/+8OtGe25FEBvfEC+IKOhF0Ht4X36KuS1F2DjOmecs1rMhwsHkUie1n/GFVIx8zksiYpj53xI6Lr1Chan4pmQwyoDdvvM/On8KkImjcker++rW+2L/3KfN8mT/8BrPweFStVpBJfKSEDOz4+F9MZZw8gRQuluTF86949zZ5LJGy+KWLyeKb9sVzMf0yepCxS8tpTIlU8W9ce4+7dz4hPDwWt299lJF1ICOPRD7JG0c/ZEQeVTJYaUySEUaQ/ELDxsWZ3lfU+yi83/+KGWv/rLjFBFNJh43CoPQ+jRGRmj95kqkykYiLiIP3NB/2NysKf5KCPuXezZjqzcYwGbGNmhRnlaq0TAR9P5BxWr9BMfE4uewdgBoxl9g4k2ylRO+lNPY4HF1A30nkpVq/fj38/f1l+v+RZ2rhwoXImlUY+RJjghtUSqDQAk1UCXEJ2LrpPrZsvIcHG59i6PBq7D3JvKdBA6pg2IhqLD/DrW8lNimRZg41DCY2rb+LHj0dkSWzGdz7VsSwEdWZ4UL7pGPExf8SSzHs2PoAoaExKN29FHJYU1gxeXnP3hWZYXXwwDPmZaHWLbQ9af+IJn/a58fASMTHJuDwoeeoVqMgO1cydmhipi9qh0zmuHv+HRJLWcLH7yvzZBDUoNh782OEvAhL/twJSeLQFj2ncAktp6oomrSIu75BuEOTmu0PVCscg18JSahQIR9LXqb1qT1Gh2FVYFs7P37G/0RC/C+ZMno6J5pcQhIT8PRnHPNAUZsPOka79mVYyO6khz87tnWebGjlao+3nm/ZJEP7Sor+Cd9tz5m4o/uIaij1x2/DJUvOLCjYphjzelAob+/uJ+w6mZubIVvWTOjapRxrUyLygJEBlxCfAL89v79IRPdQ/Fqi/J7CU3TvJaF907lu2XRPvEyybQndM5GBTuuIXg8a6MTGBRtXv5LDeWSES0IGbe8+FdnnHjjYiUlZrFvtyz4TGQ6i8bRr5yP06FkBObNnZtIFouORgbNvz1O23vnQCMQkJYrHIRla3Xo4MoONDIpECS8s7Z/uE/1PLWwKFLIE+UnPnH6N9+8jmERCSkOblMYbNrZn3iuS0cholhFBN4IR7vfbwygpvknGPMkXZMmSiRl2ZCizcZSQyMZUnbpFWFsZj00PkTsqAXVdiiDkWRiCrgexfZCXkYyvxIQkZuCTAdi0RQnxDxU6f/Jo0mclwzyXWSY4WWRnLWZOHPVH3jzZ0bKBPfyPvGHXi7ajYhH6vBcuBKBn7wqIiIjDgb1P2TWNiorHvt1P2PcDvSZ+xPxkRj5dOvZ3HZf8oGNu3nQfa1f7skbior8rEqkljzP9bdJ3xsZ1dzFkcLL6f/IYus/Ohf4ng+z5jhfsNf1P++RwdAE1HqZWLhMmJFedili0aBHs7Ozwxx+y1bIcblCpZMWq5qizqDaOH/PDsaN+GNm0jNjAESW50hdc7QXObMKo51oMS1c0ZT3RaGJcvKwJ80C51CuGxcuboHHT4qgzrxYyZcvEvtRpn/RlPHd+Q3HORu06RbBgUSPkzpMNZ8+8QbSEPg2FCMkTExkVj4sXAtj2orYu1PKGwh91J1fFtJWNpcIT1JOMvDRUEt/WqRBC3kQwQ6WcY17mQaC2GlThZRYci1J5LTFxch12HgS10aDPRfumVjk00Yha0pA3qWixXGhWPRt+fQ5kn5sSkclLQ/kuImhfvSZ3RtWO7VGlSG6pfm8Uhuk3oArzQjlWTPY2WGTIiEJmyUn8IV9/ME0uuhfUEiYuPA6frgUx79mAQVVw5pg/Iu5+ZROwPMhbcPbMaxbiW77EB5OnubAyepibIbxGHkyddJGF9Vq2Sq56TPqVhHenkxtx0r2je2iWMSPquxZj97RNu2TleDIyx405h9oLaolbm9BE6nHMD8v/acbCVCIkqyyPHfu9nNahe0jUWegsbmdk0W4gMmTMyMaSZFUYGZZ/L2rMrgVNxBQyI6OD1iFv1qGDz5lxSiExMtJDq+bGrEUN8fTJVzaxz/yfK1NQp2OSkfLo0Rec8Eg+BwrJkaeveo2CLKwpKSY5emwtZpSPHF2THZs00L6Vs8TlJ8H4EhwNH58PzCspCbUFIu+Vg4MN2zdpoYU8CkFUYHLLnpKlrJlALpE3YybkyWiGZ8++wt8vhBlDZPwQ5C2kMUUNsMlozhgeD1cHW9SpWxQtaxdFyMPksfj+fSSr/qR8Qfo7u337EypWtMWAQU7sfYdyedG+owP7rNSiJjY0lhl49OPl/tsw2PUujY/+4eheqxgLWU6YVIdtR4aTKFwZHR2Pe/eCmfcv5sdPXPb5gMaL62D2XFfxeKF73bR5CXad5i9sxAxLOiaNOefahXHSI1nrjcYSfYYTx/2YsUf3tn7D4uze03t072ksicbUsn+a4e3J5HEWcPKt1DjicIRm9uzZ8Pb2Zg/iw4cPWLJkCWtVY8iSO/qEV/mlEqeKG3Dn/kC5pdD6hkQwyZtGhsaQgSfRu08l9is/JRP+OocGDe3Q4j+DgkJIZOR07PTbIBJBwoqUx+Lev7JW5xRw4i22zr6OxMb5Me/vRnLXuXrlHZb/eQGjXUuh3kr5uSfaQJ6I3j2OihPDKXTTqN5OWOXKCo9T3dC6+V6m16QMMibr1NjKSuLJw1DTaTNu3x/AxBfvPR4MfUJ6ZKTVJa/asbHrTuzZ30lGZZ5kNVava4FidrlYgvrCpU1kKkiFYPoUb6ZlpajVzMNVj2BulQVl3cqKfwCQh4w8diLIA0dq5LrqYUeh54XzryutADQVeJWfaVb5pYQ8Unv37mWNj93d3ZGQkIDdu3fr+7QMFm5QcTgcjgIoFBcb8wsWGvQzJG8TNUzOYSl8D8S0ghtUwpGeDarY2FiUK1cOLVu2xLZt2/D8+XMULSpblMRJxvDcKhwOh2Mg+L0IhauLaskDScjz6Vh2rc7OicNJKyjxnBLQSfBzzJgx3JhSAfdQcTgcDofDUdy14sIFODs7w8JCfmN6TjLcoOJwOBwOh8NJJTzkx+FwOBwOh5NKuEHF4XA4HA6Hk0q4QcXhcDgcDoeTSrhBxeFwOBwOh5NKuEHF4XA4HA6Hk0q4QcXhcDgcDoeTSrhBxeFwOBwOh5NKuEHF4XA4HA6Hg9Txf5w26rEmjXCwAAAAAElFTkSuQmCC", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# Explore pRB distribution across all cells\n", "seq_gmm.plot_feature_distribution_exploratory(\n", - " feature='pRB (nuc median)',\n", - " hist_kwargs={'bins': 50, 'color': 'steelblue', 'alpha': 0.7},\n", + " feature=\"pRB (nuc median)\",\n", + " hist_kwargs={\"bins\": 50, \"color\": \"steelblue\", \"alpha\": 0.7},\n", ")\n", - "plt.title('Exploratory: pRB Distribution (All Cells)')\n", + "plt.title(\"Exploratory: pRB Distribution (All Cells)\")\n", "plt.show()\n", "\n", "# Or use the strip plot version for better visualization\n", "fig, (ax_strip, ax_hist) = seq_gmm.plot_feature_strip_plot_exploratory(\n", - " feature='pRB (nuc median)',\n", - " hist_kwargs={'bins': 50, 'color': 'steelblue'},\n", - " scatter_density=True\n", + " feature=\"pRB (nuc median)\",\n", + " hist_kwargs={\"bins\": 50, \"color\": \"steelblue\"},\n", + " scatter_density=True,\n", ")\n", - "plt.suptitle('Exploratory: pRB Distribution - Looking for 2 components')\n", + "plt.suptitle(\"Exploratory: pRB Distribution - Looking for 2 components\")\n", "plt.show()" ] }, { "cell_type": "code", - "execution_count": 8, - "id": "f3c4aef7", + "execution_count": null, + "id": "12", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Initial thresholding complete!\n", - "\n", - "Label distribution:\n", - "cell_cycle_phase\n", - "G1/S/G2/M 6101\n", - "G0 695\n", - "Name: count, dtype: int64\n" - ] - } - ], + "outputs": [], "source": [ "# Perform initial thresholding: G0 vs G1/S/G2/M\n", "seq_gmm.threshold_entire_dataset(\n", - " feature='pRB (nuc median)',\n", - " label_obs_save_str='cell_cycle_phase', # This column will store our labels\n", + " feature=\"pRB (nuc median)\",\n", + " label_obs_save_str=\"cell_cycle_phase\", # This column will store our labels\n", " n_components=2,\n", - " ordered_labels=['G0', 'G1/S/G2/M'],\n", - " operation_name='initial_pRB_split'\n", + " ordered_labels=[\"G0\", \"G1/S/G2/M\"],\n", + " operation_name=\"initial_pRB_split\",\n", ")\n", "\n", "print(\"Initial thresholding complete!\")\n", - "print(f\"\\nLabel distribution:\")\n", - "print(seq_gmm.adata.obs['cell_cycle_phase'].value_counts())" + "print(\"\\nLabel distribution:\")\n", + "print(seq_gmm.adata.obs[\"cell_cycle_phase\"].value_counts())" ] }, { "cell_type": "markdown", - "id": "dd488677", + "id": "13", "metadata": {}, "source": [ "### Visualize Results" @@ -335,47 +256,29 @@ }, { "cell_type": "code", - "execution_count": 9, - "id": "4aa28551", + "execution_count": null, + "id": "14", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Figure saved to: c:\\Users\\dap182\\Documents\\git\\cc_mapping\\notebooks\\results\\sequential\\step1_pRB_split.png\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ - "hist_kwargs = {\n", - " 'bins': 50, 'color': \"black\"}\n", + "hist_kwargs = {\"bins\": 50, \"color\": \"black\"}\n", "\n", "# Plot histogram with decision boundaries\n", "seq_gmm.plot_hist_distribution_with_boundaries(\n", - " operation_name='initial_pRB_split',\n", + " operation_name=\"initial_pRB_split\",\n", " resolution=1000,\n", " num_std=5,\n", " hist_kwargs=hist_kwargs,\n", - " save_path=sequential_results_dir / 'step1_pRB_split.png' # Optional: save the figure\n", + " save_path=sequential_results_dir\n", + " / \"step1_pRB_split.png\", # Optional: save the figure\n", ")\n", - "plt.title('Initial Split: G0 vs G1/S/G2/M (pRB)')\n", + "plt.title(\"Initial Split: G0 vs G1/S/G2/M (pRB)\")\n", "plt.show()" ] }, { "cell_type": "markdown", - "id": "2ce61f09", + "id": "15", "metadata": {}, "source": [ "**Note:** The histogram shows the pRB distribution at the time of this operation. After subsequent refinements (M, G1, S, G2), only cells that still have the original labels (G0 or G1/S/G2/M) are shown in the histogram." @@ -383,36 +286,23 @@ }, { "cell_type": "code", - "execution_count": 10, - "id": "0bd07d73", + "execution_count": null, + "id": "16", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# Strip plot with labels\n", - "hist_kwargs = {\"bins\": 100, 'color': 'black'}\n", + "hist_kwargs = {\"bins\": 100, \"color\": \"black\"}\n", "seq_gmm.plot_strip_plot_histogram_with_decision_boundaries(\n", - " operation_name='initial_pRB_split',\n", - " hist_kwargs=hist_kwargs,\n", - " scatter_density=True\n", + " operation_name=\"initial_pRB_split\", hist_kwargs=hist_kwargs, scatter_density=True\n", ")\n", - "plt.suptitle('Initial Split: G0 vs G1/S/G2/M (pRB)')\n", + "plt.suptitle(\"Initial Split: G0 vs G1/S/G2/M (pRB)\")\n", "plt.show()" ] }, { "cell_type": "markdown", - "id": "4803c308", + "id": "17", "metadata": {}, "source": [ "---\n", @@ -424,7 +314,7 @@ }, { "cell_type": "markdown", - "id": "5c10f2fd", + "id": "18", "metadata": {}, "source": [ "### Exploratory Visualization" @@ -432,31 +322,20 @@ }, { "cell_type": "code", - "execution_count": 11, - "id": "929fb8e9", + "execution_count": null, + "id": "19", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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JFbE0vJd9Ir8WpXRB9r2UXEmpqz4pdZHqWf3Xy3obW2f5la+/znH94o5rH0lRvBT3x6zi05GqFSnB0P3Kl6oS+ZUa315Zuu0e3+peqZ6SdZLqGP1SbKnOl5IqqeJOCKlmkNLep0+fIiXJtUcavepXU8l+lWo5OS6kREG3nHzXDh06RC8nHRnkmiWlg1Llr09KF6TkRkpd5bXGSheNkc/WL+2U80nWT/8ckuNCqv/0G+BK9VV8SodiI41+5XyQa5J+9Xnp0qVV9aux67eULiaUbAd5/5UrV6proPyvv03jS+49uhoF3XaSx3JOSelOQq9L+vcOKfmTY1vOJ1lHuc7qlpH3kWpU/SotfXL/lOuFfCf980TuE1Ly/rbzRFcrJOd3Uh27tWrVUvc3KWXUlUDJPJnkb901UtZbt23eRj5Djn8dKdGTfRLXfV5KMKX0U0oK5fxPDNk+8e2tLJIlmJKdIdVw+pPU18ckVW5S9CxdtKUdlbFgRsiFVZ8UM0oVTlzFm1L/LwFDzAu7VIXpntdnrPehkAuX1BnLhUVOWLmZSVVCfNomeXl5qWJeqV6MSdZDbiQx24YYWw8plpeeV/pVffK3rNe79pCU18WsT5b0AcLYdpWLgbSzkuJnqVdOru610t5An+6CENuFR+j2ubF6eunpJhen2LpTx5dU80qQpKui09+GUiQvJ6UUfeuqhuVCISe9jhSjC/0boqy3sXWW4nbdjxJdlaIxb9tHkgdIjsnYgikhgZh8jgSKkuojIVUlEpALXdV9fKqa5cYi57d+sCiTFPfLTSwhpGpGLuBSLS7XIKkuiCvo1gUo8uNBf5KbRGLItSW2c173vO5/+e7SfjSu5XSkOl72ifyoSkhONqmuinmuy3mkfw7JZ0k1R8zlEtMDW7f+sW0LOUfkmI3PdTgucgOWIFOCf6l6kmtqQqv4hNwvpD1SfK6J8bkuyTmkCyTlXJTjWte2THf/kOYhUm0nP+7l3JbqbTmO9X/QynkipBo25nkiP9bje568rbosIcdu+fLlVRWrLnDSBVOy/pKWRaoGdc/Fp+2bsfu8bDMpeIjtPi8FCtJkSJoLSeCVWLJ94tvGKtlSI8SXXOh0B4o0xk1J+r8idORgkF9qcoBIXbbsWDlxpVFzzIa6plwPIaVG0nD38ePHqpRK6uhnzJiB5CA3HGmXIcGBBAHJmbcltgakcV0YpP5b9pXcWGPStaFKbA4s+bUkpTixnXyy3tJwWyZp0yY/JiQA1jV0lNdLuwNZV/2gWX7JP3nyRJUS6F/QdRf12Lp6x2cfyWdKW8DYfrQIOd7lAt+1a1d1nEmpUUKCKbkhGdvuxsiPCdl+ciMxtp8TGrDLusoFXdp2yE1G2iDJjUpKwPQb7euTX9Yxf+hJm8bUmABYSvClBEluthJMxbfb/7ucQykltuvf20jwJI3FJYCWH+hxHeNJ4W3bVAJyKX2TvFvS7kzObQnU5NyWAEuOfR1pJ9isWTMVKMu5K+2hJHCWtpfS3ki3rPxI06VQ0WesNkefNOjWBXoSWCcFGxsbdS2V4FUa3kvwJ+eeBISSc0xKiOX+Kd9bgr6kJj/45J4oPwxj6ySQULJ9EtLuKlX05hNygMhBJRdgabwoVQsxe5Pp6AIu/QNWdmBcFzypmpDi/pi/kqXHm+75t5G8O3LBkgNc8gbJBTm2HhHGbqpyEEn0Lvk9YpL1kF+k+r3J4iI9nOQElu0kN2U5mKUB+buS7RfzYnrz5k31v/52lf0kB600CpYAUvfLKrWTk0y+oy4xZVKKrUdcbHSlV7pcJ7LdjVW3SamSMNbZIC7x3UdSmiYNbN92M5OqSal2kJtBQht1yneQXo3xydElJSGyLaQ0ImZJtkxS8ppQEkRLSZ7cmCQokhuJNKKNjdx4YzZJMHbDSgi5tsR2zuue1/0v1zb9G6ux5XRke8j3kmNPSmKkmj+pyGfJfot5TYhPz9m43lPEti3k2IpZEvSupPRDSovkuH2XUikh94uYJWXGronxIYUD8lpp8C/BlDSSl2NafmzEdi5IExT5ESA/RuTHkbxW95yQzirGzpO3lVJKQCPkfEiqY1dI8CTXVylxl30pnyOlcNLcQQIpmaQgIr5i3uellF6umTG3vQRq0kRFrqvS2/ttwWR8yfbRlcClqWBKeu7IRUGS9/3666+qLlmK6ozVWUqvFf2gSIq5ZSPH9mtTyE1Dfh3ELL2R3n0S+MT1Wh0JXmRZ/WJ/KdEwlulcLgoxex/J66UaR6pc9EtCpMeE3PTkAqCrGnkbOVhlnaV6Sm62Uiqif6NLSGoE3YVDv2eRtHeR7Sy9LPVvJpIxV4pTpWTubb2GUhNpLySBrATBsr2T8le5LsFozDYrcvHQZULXp6vz1xWfS3WbFM3HDKakZEV+Ucv5ENtoAcbWOz77SLaBtPOLTwAoPZSk2l1+Ib/LdpdzQRI3GtvucsPW9VSTdZVzRNpOxvxe8li/B/DbyDka89iXm4/cvKSELTZSPRPz5pTYRI9y7ZGbjH5AKTdpudbplwzKcvKLXvadjgRI0uNLSuWMBcWyftImSIJxSdwaMxBLTKmXlJroZ4GWqpqYbf0SGtjK9UTawupfGyVYkHPobYF9Qsh1WpIGy3GrS2ibULLtpRmAjgQ08lh+FEsPv3cpudI/ruXvmL00pRlIzGS4EjxJlb/uuJV9I/cJaTJg7PoiVfdxkXWXdllxjYqQ0GNXF0zJOk6ZMkXdy3QFCrpe7XKPiW97KSGfof/9pDmN7BP9e7VU/8s1TNZFmuC8a0lmTHLtkGtTfHshJ1s1nxTb6yJZfbKi0hBbNohcqKVkSoo3dbkm5MSTX5USbeqTaFd2ljT6kwu07Dypy4+rcaS8rxTfS+NdCWTkF6icwBLYSLGqLtqPi+w0CfokcJFfO3IDlAbL8tkxhyKRA1YidFleLuDya1uKQSXVvfzalfWX7yZRtJygchAay/USFyl9kMb3Qm64+nRda6UKMj6N0KXaSOqa5cYuRbPS/Ve2rbxeR7az3KClmkoCk5jtjOTXge6XpRyMchMQuu6lEshKo0CZpNtrcpL6dwlYpdGmBDG6DOhyQZNfIPKclAzGLPaW/SV0+VvkoiAdBYTUz+tKeGR/6lfRCalSkoaqEiRII1shAYwEqXIMy3Gne72x6jYpbZT9KBdPeX95H11eGd2NLmaj9/juIwnoJEgw1nYxJtlOMdOTxJecV7JtpdRUfuXpZ0CXH0/SXVx3fMqysr2la7mco1IiJjcR2T+yHaSdmQR28SE/tmRfyvkh6y7BiJyPcnzrfuEnJSm1NnaNk+pRSWkiJchyE5DG5LLvJaCQ7yWv07WRku8n1wLZHnLcyDEhPxTl/JH9GltDftlOcp7KtpWbrH4A8K6kobWcr3K+SHMCCYTkR5susExIWxJ9UtUq20GOT7neSDoI3RBMST2uopT+yPSu5Lot57Aci3J9lCBXqt3lJq/fMDo+pJRGjm85fuXclf0k+z5mW08pvZIcVbofUnJ/kGNfrsVSGyHktRJYSJAobZVkvgR4ci2Qa4k0F4iryYfsQ/nhJ+eDpPiJS3yPXSH7VNY3ZmZ1KY2S9RUJCabkGqHbFvKecl2T66CuU4Sc43JtlG0o7a1j5m3TpQnST9Oiy1kpQZrcs3XXd3lP3TVayLaRe0OCjh8thVIj6LrtS7f/SpUqaTlz5jTo6q/fvXTVqlUG3VBXrFih0gNIF1XpEty0adPorqVxdZ2WLp3SLdPd3V2zsbHRChUqpLp06rKixuwabsz8+fPV6yQ1gXQTlu+g68ar7/r16yrVga5rvH43zLNnz2oNGzZU3Z0dHR21unXrakePHk1w9njpiuvq6qq6w8bM0J7Q1AiyDaVrdenSpaO/W8xuzfId4tqf+qkPdN23jU3xyUwfW2qEmOuk+5z4fE8hKTC++eYbrWDBgipbuewf+a5ff/21dv78+TeWj+v7Cjl25DiUbrsxSXZeOY4kdYbsIznmJH3C559/bpAaQ1KASLb02Mh5MWrUKJUqQY4ZSVcgmdIlrcfmzZvfaR/Ja5s0aWL08+I6/nXikxpB382bN1WXbelOLesvqUAkI/v06dO1kJAQg2UlRYekBJHuyzLJ/pH1uXHjRrxTI8i5IV3iy5Qpoz5L3kf+njVrlpaUdMdlbJOuS7nsb9nm0jVcjjvpMi5d+I1lxu/WrZuWKVMmtZ1KlSr1xrEdWwZ0+W4y//vvv48zNYKx1ADGtqdkr5frgpwjkkH/u+++U/tG3vP48ePvnDJi9+7dat/L+0oX9mbNmmlXr15N1PEV30zkCUmNIMvJiAKSmkL2mWyfGTNmxOtzjV2X5DtKt305h2X/yvkgaSH0l5PRCuRYl2Nejlm5blSpUkWl/zH2neU+IsvI+hUoUEBdW2Sd32bdunUG6SPiyoAe32NXyL1cvs+JEyc0ncePH6t5cs2KD929S7Lof/nll+oeJ9usU6dOBik14rrHxLznvu3aGPMck3QjxjLEx8WkwVRSS6up+01FcszIRa579+6Jeh9dMEUJJxcNOSaN5SSLD8kNIxc1yeGUnMeN3MRmzpyZbJ9J5mHy5MnqeJcbpDmLb9CVVkkhRuHChbVhw4Zpqc2CFByGTnh4eKigMeZQWm+TatpMUcJJWy2pH4+ZQZeSl7RdeNfeQlIdKtnt41PdllSkR5Fk99fPK0YUU8wRJaQtj1QhSpW5fu9SSnukDZdU8UkzlbiGdnkfTZkyRfW6TmgVcapKjUDxI70XpL5X2klJV9m00qPOHEn+IpnelbTFSOq2Im8jDbGT+zMp7ZE2etIjTtquStAv7e+kXVhCe5dS6iTtGBPTA9xcjRs37p1ex2AqDZLGfHJhk4ucNNQnIkpq0rhXRqSQ4El6R0rpq/Qc5A2Y6E0WUtdnZD4RERERxQPbTBERERElAoMpIiIiokRgMEVERESUCAymiIiIiBKBwRQRERFRIjCYIiIiIkoEBlNEREREicBgioiIiCgRGEwRERERJQKDKSIiIqJEYDBFRERElAgMpoiIiIgSgcEUERERUSIwmCIiIiJKBAZTRERERInAYIqIiIgoERhMERERESUCgykiIiKiRGAwRURERJQIDKaIiIiIEoHBFBEREVEiMJgiIiIiSgQGU0RERESJwGCKiIiIKBEYTBERERElAoMpIiIiIgZTRERERCmDJVNEREREicBgioiIiCgRGEwRERERJQKDKSIiIqJEYDBFRERElAgMpoiIiIgSgcEUERERUSIwmCIiIiJKBAZTRERERInAYIqIiIgoERhMERERUaqWN29eWFhYvDH16tULqYF1Sq8AERERUVxOnTqFyMjI6MeXL19G/fr10aZNG6QGFpqmaSm9EkRERETx1b9/f2zZsgW3bt1SJVQpjSVTREREZFAKtGLFCpNuEVtbWwwcOBD29vYG8+3s7NQUl7CwMCxdulS9PjUEUoLBFBEREUWbMmUK7t7/B+Urxh3UJMbyRUG4c+cO1q5dazB/xIgRGDlyZJyv3bBhA3x9ffH5558jtWAwRURERAYaNnHEgEEuJtsqp06EolWrVpg/f77B/LeVSgl5TePGjeHu7o7UgsEUERERGYqyBKKsTLdVNMDGxgbOzs4JetmDBw+we/durFu3DqkJgykiIiIypAEWUaZsj2TxTq9asGABsmTJgqZNmyI1YZ4pIiIiSvWioqJUMNW1a1dYW6eusqDUtTZERESUClgAWuroKacj1XsPHz5E9+7dkdowmCIiIqJUr0GDBkitqTEZTBEREZEBC1O3mdLMa4OzzRQRERFRIrBkioiIiAypkilulPhiMEVERERvVsOZMpjSzGuDs5qPiIiIKK0HUzNnzkTevHnVgIdVqlTByZMn41x+zZo1KFq0qFq+VKlS2LZtm8HzMq6PPO/k5ARXV1fUq1cPJ06cMFhGPk8GSNSfxo0bZ5LvR0RElOYaoJtygnlJ8WBq1apVauRnGdzw7NmzKFOmDBo2bAhPT0+jyx89ehQdOnRAjx49cO7cObRs2VJNly9fjl6mcOHCmDFjBi5duoTDhw+rwEm6VHp5eRm816hRo+Dh4RE99enTx+Tfl4iIiMxLigdTf/zxB3r27Ilu3bqhePHimDNnDhwdHfH3338bXX7q1Klo1KgRBg0ahGLFiuHXX39F+fLlVfCk07FjR1UalT9/fpQoUUJ9hr+/Py5evGjwXunTp0e2bNmiJynJIiIieu/9vwG6qSZzk6LBVFhYGM6cOaMCn+gVsrRUj48dO2b0NTJff3khJVmxLS+fMW/ePGTIkEGVeumTaj03NzeUK1cOEydORERERKzrGhoaqgIy/UnmERERmWcDdM10kwazkqLBlLe3NyIjI5E1a1aD+fL42bNnRl8j8+Oz/JYtW5AuXTrVrmry5MnYtWsXMmXKFP183759sXLlSuzbtw9fffUVxowZg8GDB8e6rmPHjlUBmf4k84iIiOj9ZrapEerWrYvz58+rgO3PP/9E27ZtVSN0GW1aSDstndKlS8PW1lYFVRIg2dnZvfF+P/74o8FrhLHliIiI0jppIC4NxSkNlExJSZGVlRWeP39uMF8eSxsmY2R+fJaX9k8FCxZE1apVMX/+fDXCtPwfG+lFKNV89+/fN/q8BE7Ozs4GE4MpIiIiStFgSkqDKlSogD179kTPi4qKUo+rVatm9DUyX395IVV4sS2v/75xtXGSUixpr6UruSIiInpvRZl4MjMpXs0nVWddu3ZFxYoVUblyZUyZMgVBQUGqd5/o0qULcuTIEd0+qV+/fqhduzYmTZqEpk2bqnZPp0+fVo3Mhbx29OjRaN68ObJnz66q+SSP1ZMnT9CmTRu1jDRWlyo/qQqUHn3yeMCAAejcubPKS0VERESUZoKpdu3aqfxPw4cPV43Iy5Ytix07dkQ3Mn/48KEqMdKpXr06li9fjmHDhmHo0KEoVKgQNmzYgJIlS6rnpdrw+vXrWLRokQqkpLdepUqVcOjQIZUmQUj1nARhktxTSqvy5cungqmYbaKIiIjeS5oGC+l1Z7L3h1mx0DTNzL4SERERvatOnTqhaK6dGNQro8k2Yu2Wj/D9D4uja4zSuhRP2klERESUlqV4NR8RERG9X6kRLMysTowlU0RERESJwJIpIiIiMjKcDDdKfLFkioiIiCgRWDJFREREb7RpsmDJVLwxmCIiIqI3q/lMmTlJM68W6KzmIyIiIkoElkwRERGRIVbzJQhLpoiIiIgSgSVTRERElLypETTz2uAMpoiIiChZM6CbG1bzERERESUCS6aIiIjIkFTxMc9UvLFkioiIiCgRWDJFREREhtgAPUFYMkVERESUCCyZIiIiojdYaNKnz1QszGqLM5giIiKi5K3mMzOs5iMiIiJKBJZMERERkSE2QE8QlkwRERERJQJLpoiIiOjNkikOJxNvDKaIiIjojZ58FlGm63FnYWbbm9V8RERERInAkikiIiJ6kymr+TTz2uAsmSIiIiJKBJZMERERkZHUCObWssl0WDJFRERElAgsmSIiIiJDUSYeTkYzrw3OYIqIiIjMPuAxJVbzERERESUCS6aIiIjIkGbBBugJwJIpIiIiokRgyRQREREZGZvPlKkRLMxqizOYIiIiIkMaYMHefPHGaj4iIiKiRGDJFBERERliA/QEYckUERERUSKwZIqIiIiSN2mnZl4bnCVTRERERInAkikiIiJ6s+QoyrzSF5gSgykiIiJ6swG6SfNMmRdW8xERERElAkumiIiIyEg1nwk3imZeG5wlU0RERESJwGCKiIiIYm83ZYrpHTx58gSdO3eGm5sbHBwcUKpUKZw+fRqpAav5iIiIyFCUBTST9uazSNDSL1++RI0aNVC3bl1s374dmTNnxq1bt+Dq6orUgMEUERERpWrjx49Hrly5sGDBguh5+fLlQ2rBaj4iIiJK3mo+DQgPD4e/v7/BFBoaanRPbNq0CRUrVkSbNm2QJUsWlCtXDn/++Weq2WsMpoiIiCjZrV+/HhkyZDCYxo4da3TZu3fvYvbs2ShUqBB27tyJb775Bn379sWiRYuQGrCaj4iIiJI3NQKAVq1aYf78+Qbz7OzsjC4bFRWlSqbGjBmjHkvJ1OXLlzFnzhx07doVKY0lU0RERJTsbGxs4OzsbDDFFkxlz54dxYsXN5hXrFgxPHz4EKkBS6aIiIgoVQ8nU6NGDdy4ccNg3s2bN5EnTx6kBgymiIiIKHkHOtYStviAAQNQvXp1Vc3Xtm1bnDx5EvPmzVNTasBqPiIiIkrVKlWqpBqsr1ixAiVLlsSvv/6KKVOmoFOnTkgNUkUwNXPmTOTNmxf29vaoUqWKijjjsmbNGhQtWlQtLxlQt23bZvD8yJEj1fNOTk4qoVe9evVw4sQJg2V8fHzUTpA6WhcXF/To0QOBgYEm+X5ERERpiynTIlgkOGmn+Pjjj3Hp0iWEhITg2rVr6NmzJ1KLFA+mVq1ahYEDB2LEiBE4e/YsypQpg4YNG8LT09Po8kePHkWHDh1U8HPu3Dm0bNlSTdKqX6dw4cKYMWOG2uiHDx9WgVqDBg3g5eUVvYwEUleuXMGuXbuwZcsWHDx4EF9++WWyfGciIiIyHxaapqXo2M1SEiXFdxL86Lo/SpbTPn364Icffnhj+Xbt2iEoKEgFQDpVq1ZF2bJlVRdJYyQRmOSv2L17Nz766CMV0UqvgFOnTqmulmLHjh1o0qQJHj9+DHd3d5N9XyIiotRMChtKWhzAkFbZTPYZNYZex8DfFqgknOYgRUumwsLCcObMGVUNF71Clpbq8bFjx4y+RubrLy+kJCu25eUzpIGaBFNS6qV7D6na0wVSQt5TPjtmdSARERFRqu3N5+3tjcjISGTNmtVgvjy+fv260dc8e/bM6PIyX5+UXLVv3x6vXr1S+SmkOi9TpkzR7yHp6PVZW1sjY8aMb7yPjqS4j5nmXvJhxJYTg4iIKM2SOitT1ltpMCsp3mbKVGRk6fPnz6s2Vo0aNVJdKWNrhxUfkuI+vmnviYiI0jJpAKRFWZhugnlJ0WBKSoqsrKzw/Plzg/nyOFs243W1Mj8+y0tPvoIFC6r2VJKuXkqedGnrZdmYgVVERITq4Rfb5/7444/w8/MzmGQeERERvd9SNJiytbVFhQoVsGfPnuh50gBdHlerVs3oa2S+/vJCqvBiW17/fXXVdLKsr6+vaq+ls3fvXrWMNIg3Rqrz4pv2noiIKG0zdWoE85LiGdAlLYIMUiiNwStXrqyScElvvW7duqnnu3Tpghw5ckRXqfXr1w+1a9fGpEmT0LRpU6xcuRKnT5+OzoIqrx09ejSaN2+u2kpJuyzJY/XkyZPoXgMyno9U/UmOCukBGB4ejt69e6s2VuzJR0RERGkqmJJUB5L/afjw4arxt6Q4kDQFukbmMoih9LLTkXTyy5cvx7BhwzB06FAUKlQIGzZsUBlRhVQbSuP1RYsWqUDKzc1NpV44dOgQSpQoEf0+y5YtUwGUpEqQ9//0008xbdq0FNgCREREqUwqG04mtUvxPFNERESUuvJMlYg8hCHNTZdzscaIK/huzN/MM0VEREREqaCaj4iIiN6zaj4zY7Z5poiIiIiSA0umiIiIyJAk7WQG9HhjyRQRERFRIrBkioiIiGIwz+SapsJgioiIiAyxAXqCsJqPiIiIKBFYMkVEREQGNM1CTaZjYVZbnCVTRERERInAkikiIiIyxLH5EoTBFBEREcXA3nwJwWo+IiIiokRgyRQREREZyYBuXo3ETYklU0RERESJwJIpIiIiMtIA3YQbRTOvDc6SKSIiIqJEYMkUERERxcDefAnBYIqIiIgMaNIAPYoZ0OOL1XxEREREicCSKSIiIjIkaRFMmRpBM68NzpIpIiIiokRgyRQRERG92WbKhCVTmpltbwZTREREZEgCKZM2QDcvrOYjIiIiSgSWTBEREVEMpm6AbmFWW5wlU0RERESJwJIpIiIiMqQaoHOjxBdLpoiIiIgSgSVTREREZEhKpdibL94YTBEREZEBDRYmzTNlbljNR0RERJQILJkiIiKiN6v5ODZfvLFkioiIiCgRWDJFREREhjQLaGyAHm8MpoiIiOhNJm2AbmFWW5zVfERERESJwJIpIiIiMiBpEUyZGkEzs+zqLJkiIiIiSgQGU0SU5vy74w4CA8NSejWIzD8DuqkmM8NgiojSnPl/noPvy5CUXg0iIoVtpogozVn1T+uUXgUi86aZX7smU2IwRURERAY4Nl/CsJqPiIiIKBFYMkVERETGG6CnyYSgyY8lU0RERESJwJIpIiIiMmTipJ3mhiVTRERERInAkikiIiJ6E0um4o3BFBERESXr2HwwsxxWrOYjIiIiSgSWTBEREVHypkYwMyyZIiIiolRt5MiRsLCwMJiKFi2K1IIlU0RERPQGU47Np73Da0qUKIHdu3dHP7a2Tj0hTOpZEyIiIno/GqAj4e8twVO2bNmQGrGaj4iIiFK9W7duwd3dHfnz50enTp3w8OFDpBYMpoiIEmnn9tv4YdB/1Q9EaZ/F6zxTJpuA8PBw+Pv7G0yhoaFG16ZKlSpYuHAhduzYgdmzZ+PevXuoVasWAgICkBqkimBq5syZyJs3L+zt7dUGO3nyZJzLr1mzRjU8k+VLlSqFbdu2RT8nO2fIkCFqvpOTk4piu3TpgqdPnxq8h3xezMZs48aNM9l3JCLzVbpMVrTvWDKlV4MoTVm/fj0yZMhgMI0dO9boso0bN0abNm1QunRpNGzYUN33fX19sXr1aqQGKR5MrVq1CgMHDsSIESNw9uxZlClTRm0oT09Po8sfPXoUHTp0QI8ePXDu3Dm0bNlSTZcvX1bPv3r1Sr3Pzz//rP5ft24dbty4gebNm7/xXqNGjYKHh0f01KdPH5N/XyIyP9nd06NsudTZloPonWiAFmVhskm0atUKfn5+BtOPP/6I+HBxcUHhwoVx+/ZtpAYpHkz98ccf6NmzJ7p164bixYtjzpw5cHR0xN9//210+alTp6JRo0YYNGgQihUrhl9//RXly5fHjBkz1PMS2e7atQtt27ZFkSJFULVqVfXcmTNn3qhfTZ8+vWrMppukJIuIiIhMz8bGBs7OzgaTnZ1dvF4bGBiIO3fuIHv27MD7HkyFhYWpIKdevXr/rZClpXp87Ngxo6+R+frLCynJim15IdGuVONJJKtPqvXc3NxQrlw5TJw4EREREbG+h9Tjxrdul4iIyBx685lqSqjvv/8eBw4cwP3791UNlZRqWVlZqZoqvO/BlLe3NyIjI5E1a1aD+fL42bNnRl8j8xOyfEhIiGpDJRtcol6dvn37YuXKldi3bx+++uorjBkzBoMHD451XaUeN751u0RERGmeSRugWyRoVR4/fqzu41LjJDVPUhBy/PhxZM6cGamBWeeZksbostE1TVOt//VJOy0dadBma2urgioJkIwVM0o9rv5rRHyLI4mIiOjdSeFHapaiwVSmTJlUMd3z588N5svj2BJzyfz4LK8LpB48eIC9e/calEoZI70IpZpPihAl8o1JAicGT0RE9F4wcdJODeYlRav5pDSoQoUK2LNnT/S8qKgo9bhatWpGXyPz9ZcX0uBcf3ldICUJviT1vBQHvs358+dVe60sWbIk6jsRERHR+yXFq/mk6qxr166oWLEiKleujClTpiAoKEj17hOSIypHjhzR7ZP69euH2rVrY9KkSWjatKkq+jt9+jTmzZsXHUi1bt1apUXYsmWLapOla0+VMWNGFcBJY/UTJ06gbt26qkefPB4wYAA6d+4MV1fXFNwaRJRShg7Zg/wFXPHFl+W5E+i9J+PyaVHv/WZIO8FUu3bt4OXlheHDh6ugp2zZsirDqa6RuaQzkBIjnerVq2P58uUYNmwYhg4dikKFCmHDhg0oWfJ1wrwnT55g06ZN6m95L33S2LxOnTqquk6CMBmFWnrk5cuXTwVTMdtEEdH747tB1WBtY5XSq0GUOkg9nEnH5jMvFpq0ziYiIiIC1Lh3+R5cRt/KxU22PZqs3IUhU2errObmIMVLpoiIiCi1MW0DdJhZMU6KZ0AnorRNCrenTzmR0qtBRJRiGEwRJaML55/h0SM/s9rm0lDg8OFHKb0aRJTUDdBTUQb01I7BFFEy2rDuOs6fNZ6tP62ytLTAqrWtU3o1iIhSDNtMESWjEaPqcHsTURqQ8CFfEsa8SqcYTBEREZGRPFNsgB5frOYjIiIiSgSWTBEREZEhjs2XfCVTkj2ciIiI6H2WoGBq+/btahy9/Pnzw8bGBo6OjnB2dlZj5Y0ePRpPnz7F++ij2otVrh0iIiLzGlLGRFMykrjl4MGDKR9MrV+/HoULF0b37t1hbW2NIUOGYN26ddi5cyf++usvFUzt3r1bBVlff/21GmvvfdLzKw6MSkRE5sOc8kz5+fmhXr16aizfMWPGqDF8U6TN1IQJEzB58mQ0btzYYNBhnbZt26r/ZQWnT5+OpUuXqoGD3xftO74eZJmIiIhSlw0bNqhCniVLlmDRokUYMWKECq569OiBFi1aqJq2ZAmmjh07Fq83y5EjB8aNG5fYdSIiIqIUZeoSJAskp8yZM2PgwIFqOnv2LBYsWIDPPvsM6dKlQ+fOnfHtt9+qkqt3xdQIRERE9F7w8PDArl271GRlZYUmTZrg0qVLKF68uKqBS7bUCJGRkVi4cCH27NkDT09PREVFGTy/d+/ed14ZIiIiSnnmlLQzPDwcmzZtUqVR//77L0qXLo3+/fujY8eOqhOdrm24tAt/1yZKCQ6m+vXrp4Kppk2bomTJkrCwMK+U8ERERGQ+smfPrgp+OnTogJMnT6Js2bJvLFO3bl24uLi882ckOJhauXIlVq9erYrGiIiIyAxJe6lk7nVnKlJ916ZNG9jb28e6jARS9+7dS742U7a2tihYsOA7fyARERGlfqZMjaAl4/fYt2+fquqLKSgoSFXtJYUEB1Pfffcdpk6dyiSVRERElOpJOoTg4OA35su8xYsXJ8lnJLia7/DhwyrKk2zoJUqUeCM/gyTzJCIiorTL5Mk1NZicv7+/KviRKSAgwKCaTzrTbdu2DVmyZEmZYErqFVu1apUkH05ERERkChKvSCc5mWQUl5hk/i+//JIywZR0LSQiIiIzpoaTQZq2b98+VSr14Ycf4p9//kHGjBkN2n/nyZMH7u7uKRNMESVGYGAY/t1xB5+0LsYNSUSUSmlmkAG9du3a6n/ppZc7d26TpnJ6p2Bq7dq1Kj3Cw4cPERYWZvCcpGknik1QUBjWrb3GYIqIiEzm4sWLKhemjCcsAx1LlvPYSBLPZA+mpk2bhp9++gmff/45Nm7ciG7duuHOnTs4deoUevXqlegVIvOWNWs6LF35SUqvBhERxUWq+EyZAd3EJDHns2fPVANz+VtKpaTKLyaZL43Rkz2YmjVrFubNm6cyiUom9MGDByN//vwYPnw4fHx8Er1CRERERIkhVXsyuLHub1NLcDAlVXvVq1dXfzs4OKjuhkJGX65atSpmzJiR9GtJREREySeNp0bIkyeP0b9NJcFJO7NlyxZdAiUNuo4fPx4d+RkrQiMiIiJKyaSdW7dujX4sNWqSNkEKhh48eJAywZR0MZTRl4W0l5IRluvXr4927dox/xQREZEZ0MxoOJkxY8aomjRx7NgxVYM2YcIEZMqUScUwKVLNJ+2lZPRlIQ3O3dzccPToUTRv3hxfffVVkqwUERERmXE1H5KvcfujR4+ixxTesGEDWrdujS+//BI1atRAnTp1UiaYkm6GMum0b99eTURERESpTbp06fDixQvVNOnff//FwIED1XwZXsbYmH0mC6b08zXI33FJinwNRERElPLVfOagfv36+OKLL1CuXDncvHkTTZo0UfOvXLmCvHnzJl8wldz5GoiIiIiSwsyZMzFs2DBV3SfDykjzJHHmzBmV5inZgqnkztdAREREKUhKpdJwagR90nPPWNqmpBrkON7BVHLnayAiIiJKKr6+vjh58iQ8PT2jO9HpatQkT2ayBFO6VAjxIb36iIiIKA3TAO2/mCNN27x5Mzp16oTAwEA4OzsbDHicrMFUy5YtDR7HbDOlv2JsM0VERJS2mboBuobk891336F79+4q35Sjo6NJPiNeSTulSEw3SbdCaYS+fft2VWwm07Zt21C+fHns2LHDJCtJRERE9C6ePHmCvn37miyQeqc8U/3798ecOXNQs2bN6HkNGzZUKylJsK5du5bU60hERERmlbQz+UiMcvr0aeTPnz/1BFN37txRLeNjypAhA+7fv59U60VERESUaE2bNsWgQYNw9epVlCpVCjY2Nkne1jvBwVSlSpVU9tAlS5Yga9asat7z58/VilauXDnRK0RERERmnrRTS75Sr549e6r/R40aZbL8mAkOpv7++281oLGkZc+VK5eaJ4mwChUqpMa8ISIiorRNNyCxOYjSS4VgKgkOpmSwQBlSZteuXbh+/bqaV6xYMdSrV8+gVx8RERFRahISEqLG5EvxYEpI0NSgQQN88MEHsLOzYxBFRERkbsykZCoyMlKlRZDOc9IsScbnk8boP//8sxqbr0ePHsmTGiFmcdmvv/6KHDlyqJGYdcPLyErNnz8/0StERERElFRGjx6NhQsXYsKECbC1tY2eX7JkSfz1119J8hkJDqZ+++03k68UERERpaD/t5ky1ZScFi9ejHnz5qks6FZWVtHzy5QpE91cKdmDqeRYKaLYSOb98PDE97wgIqL3J2lnwYIFjda0hYeHp0wwlRwrRRSbqCgNmTJM5AYiIjIhGTFOM5PSqeLFi+PQoUNvzF+7di3KlSuXMg3QdSuVJ08ek60UUWwsLS3w3Od7biAiIlMyo4GOhw8fjq5du6rCICn4WbduHW7cuKFq2rZs2ZIywVRyrBRRXD1J7e3fqRMqERG9h1q0aIHNmzerpJ1OTk4qjpHxhGVe/fr1k+QzrFPjShEREVHK0WA+STtFrVq1VH5MU7FOjStFRERElFQdl86cOaPGD5baDckxVbZs2STNkZmo+pLAwMA30rQ7Ozsndp2IiIgoJf2/AXpat2/fPpWU88GDByqoEhJE5cuXTw2PJ8nHU6Q3nyTplBGYpYovQ4YMcHV1VZOLi4v6n4hSL3+/UOzYdjulV4OI0kg1n+kmmNzt27fx8ccfqyzn0r772rVruHr1KtasWYOcOXOiSZMmuHv3bsqUTHXu3FlFdxLRZc2alUPJEKUhPj7BWLb0Eho1eTO9CRGROZkyZQqqVq2KPXv2GMwvWrQoWrVqpcYUnjx5MqZPn578wdSFCxdU3WORIkUS/eFElLzy5nPBkuWtuNmJKG4pkKk8qe3fvx9jx441+pxU9fXv3x8//vhjylTzVapUCY8ePUJSmjlzpiqGk5Gcq1SpgpMnT8a5vBTRSWQpy5cqVQrbtm2Lfk4Shw4ZMkTNl6pId3d3dOnSBU+fPjV4Dx8fH5XFXdp4SRWl1KlKGzAiIiJK+x4+fKhigdjIMHjSlipFgikZf2/8+PFYtGiRKqG6ePGiwZRQq1atwsCBAzFixAicPXtWDUvTsGFDeHp6Gl3+6NGj6NChgwp+zp07h5YtW6rp8uXL6vlXr16p95GBl+V/XR6s5s2bG7yPBFJXrlxRvRIlP9bBgwfx5ZdfJnj9iYiIzI00aTJt9nMLk38HKSBxdHSM9Xl5TmKGpGCh6Zq3x9Px48fRsWNH1cUw+k0sZONo6v/IyISNmyYlUVLaNWPGDPVYegfmypULffr0wQ8//PDG8u3atUNQUJBBglCpE5VujnPmzDH6GadOnULlypVVBJo7d27VCE0yucv8ihUrqmV27NihGqM9fvxYlWYRERG9j6SwIeOZx+hWoKrJPuPzo0vx87wpaNOmTYJfO27cOFU9169fP9UuKjaWlpbYu3cvMmbMaPR5b29vlR8zoXFLkrSZ6t69uxo2ZsWKFYlugB4WFqZKt/TrLOXLS6OwY8eOGX2NzJeSLH1SkrVhw4ZYP8fPz0+tp1Tn6d5D/tYFUkI+Uz77xIkTqmEaERHReyuVtpk6deoU5s6di9KlS8dr+Y8++ig6JYI+/UKgpJDgYEpKdzZt2mR0sOOEkqhQIkIJyvTJ4+vXrxt9zbNnz4wuL/ONCQkJUW2opGpQlwNLls2SJYvBctbW1ip6je19QkND1aTPzs5OTURERGZF4o8oEwZT2rtV20mp2Z9//onffvstXqmckkuC20x9+OGHqkdfWiCN0du2bauiz9mzZyfqvaRHgOTV0p9i6yVAREREb79H+/v7G0wxCy309erVS+W5lJqk+MiTJ0+8phQpmWrWrBkGDBiAS5cuqVbyNjY2Bs/HbOgdl0yZMsHKygrPnz83mC+Ps2XLZvQ1Mj8+y+sCKSlJkzpT/czssmzMBu4RERGqh19snytVkTGrF1kqRURE5ig5xuZbv369KmnSJ53RRo4c+cayK1euVJ3KpJovNUpwMPX111+r/2Wg45gS2gDd1tYWFSpUUAm1pEeergG6PO7du7fR11SrVk09L/khdKRHnsyPGUjdunVLpZJ3c3N74z18fX1Vey35fCEBl3y2NIg3hlV6RERESadVq1aYP3/+G/famCQdkzQ2l3u9pEQyi2Aq5lh8iSWlPV27dlWNwaXHnbTMl9563bp1U89LjqgcOXJEV6nJBq1duzYmTZqkivskWj19+jTmzZsXHUi1bt1aRbDS40+CO107KGkTJQFcsWLF0KhRI/Ts2VP1AJTXSPDWvn179uQjIiIy8dh8GixUzVZ8xvOVgg+pTSpfvnz0PLm3S0ojyQQgVYNSy5WSEjXQcVKQVAdeXl4YPny4CnokxYGkKdA1MpekW9LLTqd69epYvnw5hg0bhqFDh6JQoUKqJ58k3xJPnjxRDeSFvJc+KaWqU6eO+nvZsmUqgJKW/vL+n376KaZNmwZz5O39CnZ2VkifPnU0lo+IiIKHRyBy5eKg2EREqTfPFFKFjz76SDUt0icFLpK8WzqYpXQg9U55pijt6d9nBypWckfnLvHrSmpqT574o2mD5Th/5XWVMRERpR7Sjsnl5FN0zVvdZJ/R49QiDP9z8jvlmRJSMCIFJnHlmYrZLlqGl7lz547KlZk+fXo1MoqUjKVLlw5pvmSKTG/K9EapajPnyOHMQIqI6H3OM6Uh2UhHNGnaIzVdUiUoiTolmJLRXORxbAm/E4LBFBEREaUp+/fvj/ey0tZa2mVLWif9DmnSAF7aTicFBlNERERkQBoApcYM6O/i0KFDalxf6YCmL2/evKqddYok7dy2bRt27tz5xnyZt3379iRZKSKK3ZZNN/HTD3u5iYiI4pmFwFjaJhmLV6r7UiSYksGHja2UtGM3NjAxESWtCpWyo2Pn171XiYhMmbTTZBOST4MGDQwaqktOTBmaRhKENmnSJGWq+SQRZvHixd+YL10Ub9++nSQrRUSxy549vZqIiEzGjKr5Jk2ahIYNG6rYRcbrld58EsvIKCwrVqxImWBKxqS7e/euqmvUJ4GUk5NTkqwUERERUVLImTOnanwuSb4vXryoSqV69OihUkA4ODikTDDVokULNZSLjKlToECB6EDqu+++S9C4fERERJQ6qaq4KFOmRrBAcrK2tkbnzp1N9/4JfcGECRNUvgap1pNoT9eIq1atWvj9999NsY5ERERE8aYbCSU+kqIg6J2q+aSLoQw4KMVmUkRWunRpfPDBB4leGSIiIkod0nKbqZYtW8ZrOWmMbqxTXbLkmZIPl9bxMhEREZF50fW6S8vpEJJTgoOpUaNGxfm8DFhMRERE9L5IcDAlDc/1hYeH4969e6pxlzRIZzBFRESU9pmyZEpD8tqzZw8mT56Ma9euqcfFihVTnenq1auXMsHUuXPn3pjn7++Pzz//XI1zQ0RERJRazJo1S43P17p1a/W/OH78uErYKQFWr169UsfYfM7Ozvjll1/QrFkzfPbZZ0nxlkRERGSubaa05GuPNWbMGBU09e7dO3pe3759UaNGDfVcUgRTCR5OJjZ+fn5qIiIiIkotfH19VUqnmKQTXVLFLQkumZo2bdobY/J5eHhgyZIlaNy4cZKsFBEREaWstNybL2YeKWnvPWjQIIP5GzduxMcff4wUCaakqEyfpaUlMmfOjK5du+LHH39MkpUiIiKilJPWUyPokzH5Ro8ejf3796NatWrRbaaOHDmiRm/RLySS6r9kCaak5x4RERFRWjB//ny4urri6tWratJxcXFRz+nn0Ey2YIqIiIjMnYXZpEa4lwyFQAkOpoKCgjBu3DiVs8HT0/ONLKN3795NyvUjIiIiStUSHEx98cUXOHDggEqBkD17dlUsRkREROZD0wAtypSpEZBspKPc2rVrsW/fPqOFQOvWrUv+YGr79u3YunWrys9ARERElJpJpvO5c+eibt26yJo1q0kKgRIcTEkjrowZMyb5ihAREVEqYfLefBZILpK6SUqfJOO5qSQ4aeevv/6qxt979eqVadaIiIiIUpSmq+oz0ZScMmTIgPz585v0MxJcMjVp0iTcuXNHFZXlzZsXNjY2Bs+fPXs2KdePiIiI6J2NHDlSDXn3999/w8HBAakimGrZsqVJVoSIiIhSByk9ijKT1Aht27bFihUrkCVLFpMVAiU4mBoxYkSiP5SIiIgoOcgILWfOnEHnzp1TtgG6dCtkCgQiIqL3hKkboGtINpKBYOfOnahZs2bKNkAvUaIEVq5cibCwsDiXu3XrFr755huV1JOIkldISAS8vdkxhIiSqgG6hcmm5JQrVy44Ozub9DPiVTI1ffp0DBkyBN9++y3q16+PihUrwt3dHfb29nj58qUa6+bw4cO4cuUKevfurQIqMq3Q0AjY2FjB0pJJU+m1o4cfYeaMU/hnQ1tuEiIivY5zgwcPxpw5c1SbqRQLpj766COcPn1aBUyrVq3CsmXL8ODBAwQHByNTpkwoV64cunTpgk6dOqk8VGR6TRosx29jP0S16jm5uUn5sF4+NRERJZbpS5AskFykrZSkcypQoAAcHR3faIDu4+OTvA3Qpb7RlHWOFH//7u3MUikiIqK3mDJlCkwtwb35KHWwskpwvlUiIqJ408wkNULXrl1N/hm8IxOlcQf3P8DAfjtTejWIiFK9kJAQ+Pv7G0xJgSVTRGlckaJu6NipVEqvBhGZW5upKPNIjRAUFKQ60a1evRovXrx44/nIyMhEfwZLpojSuKzZ0qFiZfeUXg0iMiea+aRGGDx4MPbu3YvZs2fDzs4Of/31lxpeRrISLF68OEk+gyVTREREZLY2b96sgqY6deqgW7duqFWrFgoWLIg8efKo7ASSiSDVlExFRETg4cOHSfV2RERElEI0WJhNyZSPjw/y58+v/pbknbpUCJKd4ODBg0nyGUkWTEnCznz5mOOGiIiIUg8JpO7du6f+Llq0qGo7pSuxcnFxSZLPYJspIiIiSuY2UxbJtsWlau/ChQvq7x9++AEzZ85UI7gMGDAAgwYNSt42U+XLl4/zecmGTkREROZRzRdlyjxTGpKNBE069erVw7Vr13D27FnVbqp06dLJG0zJ+Hvt27ePtSrPw8MDN2/eTJKVIiIiIjIFGZ8vqcfoi3cwVbJkSVSpUiXWQYzPnz+PP//8MynXjYiIiFKAlBwld0PxpHbs2DGVV+rjjz+Onie9+kaMGKFyT7Vs2RLTp09X6RKSrc1UjRo1cOPGjVifT58+PT744INErxARERFRYo0aNUp1jtO5dOkSevTooar6pO2UNEAfO3YskrVkaurUqXE+L6Mx79u3LynWiYiIiFJU8qcwSGpSY/brr79GP165cqWqYdPVouXKlUuVUo0cOTLRn8XefERERGR2Xr58iaxZs0Y/PnDgABo3bhz9uFKlSnj06FGSfFaCg6moqKhY5zNpJxERkZm0mYoy4aSZ/jtIIKXLLxUWFqZ68FWtWjX6+YCAANjY2CRvMCUjK7dt2xZOTk5qBYcPH24wOKCXlxeTdhIREZkDE+aY0pIpz1STJk1U26hDhw7hxx9/hKOjoxpKRufixYuqiVKytpn6+eefVdKrJUuWwNfXF7/99puK8tatWwdbW1u1jJaciSOIiIiIYiHtpT755BPUrl0b6dKlw6JFi6LjFfH333+jQYMGSNZgasOGDWpFZKBAIV0KmzZtimbNmmHTpk1qnoVF2m6sRkRERCoBukmTdiaHTJkyqbH3/Pz8VDBlZWVl8PyaNWvU/GSt5pNqPBlhWX8ld+/ereocpSjt1atXSbJCREREREklQ4YMbwRSImPGjAYlVckSTOXOnVulYI+ZW+rff/9VQ8m0atUqSVaIiIiIUpYp20tpabzEK1HBlNQrLliw4I35UkS2c+dONWggERERmQETD3SswbzEu83UL7/8gqdPnxp9Tkqodu3apRqkExEREb1P4h1Mubq6qik2ElBJi3kiIiJK2zRTZ0DXYFbeKQP6nj171MCBkp9BJvlbGqMTERERvW8SHEzNmjULjRo1UiVR/fr1U5Ozs7Pq0Tdz5swEr4C8Jm/evKrNlYyZc/LkyTiXl66MRYsWVcuXKlUK27ZtM3he8l5J+y43NzeVqkHG5olJ0jvIc/rT119/neB1JyIiMkeSNlJSI5hqQjIk7UzVwdSYMWMwefJkrFixAn379lXT8uXL1Tx5LiFWrVqFgQMHqoEGpb1VmTJl0LBhQ3h6ehpd/ujRo+jQoYMa9fncuXMq15VMly9fjl4mKCgINWvWxPjx4+P87J49e8LDwyN6mjBhQoLWnYiIiOidginJfi4lUzFJaZAkxkqIP/74QwU13bp1Q/HixTFnzhyV7l2ykhozdepU9dmDBg1CsWLFVHbT8uXLY8aMGdHLfPbZZ2qom3r16sX52fI52bJli56kdI2IiIheN2lS4/OZasJ7Hkw1b94c69evf2P+xo0bVdup+JJBB8+cOWMQ9FhaWqrHx44dM/oamR8zSJKSrNiWj8uyZctU4tGSJUuqMXvelnQ0NDRUjU+oP8k8IiIisyPpC6JMN0F7T3vz6UgJ0ujRo7F//35Uq1ZNzTt+/DiOHDmC7777DtOmTYteVqoAY+Pt7a0GSpZBk/XJ4+vXrxt9zbNnz4wuL/MTomPHjiqbu7u7uxrocMiQIbhx44ZqbxWbsWPHqvQQ+qR6cuTIkQn6bCIiInrPg6n58+erFAlXr15Vk46Li4t6TkcadccVTKWkL7/8MvpvacSePXt2fPTRR7hz506sI0hL6ZW079JnZ2dn8nUlIiJKbq+r48yrkXiqCqbu3buXJB8sVWwyVs7z588N5stjacNkjMxPyPLxJb0Ixe3bt2MNpiRwYvCUekRFacjiOhHefoNTelWIiOg99055pnQ0TVPTu5DBBStUqKByVulERUWpx7rqw5hkvv7yQjKvx7Z8fOnSJ0gJFaUNFhbAlZu9Uno1iIjMNmmnaVMjJMzs2bNRunRp1VlMJrnvb9++HWk6mJLqPGm4LbmeZJK///rrrwS/j1Sb/fnnn1i0aJEaRPmbb75RqQ2kd5/o0qWLql7TkZxWO3bswKRJk1S7KmmvdPr0afTu3Tt6GR8fHxUc6aogpS2UPNa1q5KqPOkFKI3f79+/j02bNqnP+eCDD9SOorRBqpGzZnVK6dUgIjJPWurqzZczZ06MGzdO3bvlvv/hhx+iRYsWuHLlCtJkNZ+kHZCUBn369IkuEZLedAMGDMDDhw8xatSoeL9Xu3bt4OXlpd5Tgp2yZcuqYEnXyFzeT3r46VSvXl3ltBo2bBiGDh2KQoUKYcOGDSqY05HgSBeMifbt2xs0FpcSMcnWPmXKFBW45cqVC59++ql6TyIiIkp9mjVrZvBYOsJJaZV0gCtRogRSmoWWwHq6zJkzqx57kjxTnyTxlABLeukRERFR2tSpUyeEbApFE6emJvuMMT6j8evCUW+kVIpP+2TJBCCjoXTt2lUl8JYsA2mumi88PBwVK1Z8Y760f4qIiEiq9SIiIiIztn79emTIkMFgkjREsbl06RLSpUungi0ZAk5enxoCqXcKpiTDuBStxTRv3jwVzRIRpZRLF58jIIDJdIkSS9IimLQBuga0atVKjZyiP+m3k46pSJEiqg30iRMnVBtrKZnST9GUptpM6Rqg//vvv6hatap6LF9M2jdJQ279XEzStoqIKLmMGnEQw0bUQpmyiUuXQkSmZ2Njk6Ch3KTNc8GCBaNrw06dOqWGmZs7dy7SXDAlgwrLeHi6nnG6nFEy6Q84LL2t6N0EB4fDzs4alpbchkQJsWZ9G24woiTyjpmP4iUp3lrSKaWWYd0SHEzt27fPNGtC0SqUmYftuzohTx4XbhV6K10fEv6AISJzzYD+448/onHjxsidOzcCAgJUz34Z1m7nzp1Is9V8ZFqXrn3DUimKt+1bb2Ph3+exeh1LZYjIPHl6eqqmRB4eHqqhuuSFlECqfv36SA0YTKVCVlaJSkxP75l6DfLjgzp5Uno1iMgMM6CnFvP1xv5NjRhMEaVxtrZWaiIiopTBYIqIiIgMSZupKBNuFM28Njjrk4iIiIgSgSVTRERElKy9+TQz294smSKiOEVGRuHggQfcSkTvEZNnQEfqadyeFBhMEVGcwkIjMXjgLm4lIqJYsJqPiOLk4GiD42e+4FYieo9oJs6Abm5YMkVERESUCCyZIiIiIgNSKmXKpJ2amZV6MZgiIiIisw94TInVfERERESJwJIpIiIieiM1ginzTJkblkwRERERJQJLpoiIiMiANJeKMmGbKc3MtjdLpoiIiIgSgSVTREREZEiNzWfCjaKZ1wZnMEVEqYaPTzBcXe1hYcGGr0QpSYNuDD2KD1bzEVGqUbrYbAQGhKX0ahARJQhLpogo1Xj0bEBKrwIR/T9hpymr+TQz28oMpogo1WD1HhGlRQymiIiI6A0cTib+GEwRERGRAckxZdoG6BZmtcXZAJ2IiIgoEVgyRURERGbfSNyUWDJFRERElAgsmSIiIqLkHZtPM68NzpIpIiIiokRgyRQRERG9MZyMTBQ/DKaSmaZpTExIRESpmlTDmbSaD+aF1XzJLFe2yQgM5NhjRERE5oIlU8ns/OWv4eRkk9wfS0RE9F6XHpkSg6lklimzY3J/JBEREZkQgykiIiJK1tQI5oZtpihF+PuHYuK4I9z6RESpkGbiydwwmKIUERWlwds7mFufiIjSPFbzUYpwcbHH+N/rcesTEaXW1AimfH+YF5ZMERERESUCS6aIiIjI7EuPTIklU0RERESJwJIpIiIiejM1ggm3iWZm25vB1Htu4vijsLK0wMBB1VJ6VYiIKJUw1xQGpsJg6j3XrUdZjgtORESUCAym3nOZMnF4GyIiSt5qPnPDBuhEREREicCSKSKitzh/7hlCQiJQtVpObit6f9pMsdFUvLFkiojoLe7cfonr17y5nei9q+Yz1aTBvLBkiojoLT5tU4zbiIhixZIpIkpyfn4h3KpEZpIewRSTuWEwRURJStM05M4+Rf1PRPQ+SPFgaubMmcibNy/s7e1RpUoVnDx5Ms7l16xZg6JFi6rlS5UqhW3bthk8v27dOjRo0ABubm6wsLDA+fPn33iPkJAQ9OrVSy2TLl06fPrpp3j+/HmSfzei95Gcd75BQ9T/RJQ2sc1UGgqmVq1ahYEDB2LEiBE4e/YsypQpg4YNG8LT09Po8kePHkWHDh3Qo0cPnDt3Di1btlTT5cuXo5cJCgpCzZo1MX78+Fg/d8CAAdi8ebMKzA4cOICnT5/ik08+Mcl3JHofMZAioveJhZaCZfFSElWpUiXMmDFDPY6KikKuXLnQp08f/PDDD28s365dOxUsbdmyJXpe1apVUbZsWcyZM8dg2fv37yNfvnwq6JLndfz8/JA5c2YsX74crVu3VvOuX7+OYsWK4dixY+r9iIiI3ledOnXC3eUayqOFyT7jH/yM6atHo02bNjAHKVYyFRYWhjNnzqBevXr/rYylpXosQY0xMl9/eSElWbEtb4x8Znh4uMH7SLVh7ty543yf0NBQ+Pv7G0wyj4iIyNyYsvG5BvOTYsGUt7c3IiMjkTVrVoP58vjZs2dGXyPzE7J8bO9ha2sLFxeXBL3P2LFjkSFDBoNJ5hEREdH7jXmm4unHH39U7bv02dnZmWKfEBERmfXYfBrMS4oFU5kyZYKVldUbvejkcbZs2Yy+RuYnZPnY3kOqGH19fQ1Kp972PhI4MXgiIiKiVFPNJ1VtFSpUwJ49e6LnSQN0eVytWjWjr5H5+suLXbt2xbq8MfKZNjY2Bu9z48YNPHz4MEHvQ0REZL40k/4zNylazSfVZl27dkXFihVRuXJlTJkyRfXW69atm3q+S5cuyJEjR3TbpH79+qF27dqYNGkSmjZtipUrV+L06dOYN29e9Hv6+PiowEjSHegCJSGlTjJJWydJrSCfnTFjRjg7O6vegxJIsScfERERpalgSlIdeHl5Yfjw4arxt6Qw2LFjR3QjcwmKpIefTvXq1VVKg2HDhmHo0KEoVKgQNmzYgJIlS0Yvs2nTpuhgTLRv3179L7msRo4cqf6ePHmyel9J1ik98qRH4KxZs5LxmxMREb2/babMTYrmmSIiIqLUl2fq5vIolDFhnqlNGI6ZzDNFRERERIKpEYiIiMgAq/nS2EDHRERERHGRjmgy/Fz69OmRJUsWNS6vroNZasBgioiIiAyoYV8sNJNNSGB6hAMHDqBXr144fvy4Sokkw8I1aNBAZQBIDVjNR0RERKk6A/qOHTsMHi9cuFCVUMl4ux988AFSGkumiIiIKE3x8/NT/0u+yNSAJVNERESU7A3Qw8PD4e/vn+Ch22S0lP79+6NGjRoGeSZTEkumiIiIKNmtX79ejUqiP+lGPImLtJ26fPmyGgUltWDJFBEluZCQCNjb8/JClHaZfgy9Vq1aYf78+Qbz3lYq1bt3b2zZsgUHDx5Ezpw5kVrwakdESUoGVcjsMhH+wT/AwsKCW5eIjLKxsVHj48b3uiLj6Epp1v79+5EvXz6kJgymiChJSQDlEzCEgRRRGpbaevP16tVLjc27ceNGlWtKxvMVUjXo4OCAlMY2U0SU5GxseGkhSvuVfKb7l1CzZ89WPfjq1KmD7NmzR0+rVq1CasCSKSIiIkrVNM207bcSi8EUERERGeDYfAnDsngycPjQQ2zdfJNbhYiIKJ5YMkUGQkMiEBwcwa1CRPQ+s5Cx+Uz39lrqrrVLMAZTZOCj+vm5RYiI3nOvq/nMLOIxIVbzEdEbIiOj8PDB67GviIgobgymiOgNAQFh+KjOYm4ZovdUlIknDeaFwRQRvcHFxR637vXhliEiige2mSIiIqJkHptPM6stzpIpSnWCgsJQMO/0lF4NIiKieGEwZQIVy8xTDXjp3Tg42GDH7k7cfEREKZy001STuWE1nwmMn1QflpYmTNBh5mTbFSyYMaVXg4jovWXq1AgazAuDKRP4qF4+U7wtERERpUIMpoiIiOiNkiNTZkA3N2wzRURERJQIDKaIKM26d/clQkM5liRRUpO0CFEmnMwNgykiSrO6ddmI+/c47A2R6TJNmeqfeWGbKSJKs/Yf/jylV4GIiMEUERERGc8zRfHDaj4iIiKiRGAwRURGBQaEoXK5P7l1iN5DbICeMAymiMgoewdrTJ/dmFuHiOgt2ACdiIxfHKwtUaVqTm4dovc1aaeJ39+cMJgiIiIiA5L9PMqC4VR8sZqPiIiIKBFYMkVERERGG6CbimZm25slU0RERESJwJIpIiIiStYG6OaGwRQREREZyYDOcCq+WM1HRERElAgsmSIiIiIDbICeMCyZSiVaNF2JFy9epfRqEBERUQKxZCqV+PLr8nBysk3p1SAiIvp/mymKL5ZMpRJNmxWGvT1jW6KEmjPrNJ4/D+KGI6IUw2CKKIns2XUXz58Hcnua2OaNNxAYGBb92ONpIMLDIrndiUzQbspU/2BmPQUZTCWhkyeeQNPM6wCh+Nu86aa6sZNprVh2Gf7+odGPf/mtDnLmcuZmJzJBA3RTTZqZ7S0GU0moa6cNYCz1/poyvRHKlsuW0qth9pav/hTu7ulTejWIiKKxkU4Suna7V1K+HRERUco1QLcwYfmRBcwKS6aIiIiIEoElU0RERGQgysSpETQz294MpoiIiChZM6CbG1bzERERESUCgykiIjMkaVrafbo2pVeD0jDT5pkyLwymiMjAq1fh+HXkwVS5VSaMPYKXL4NTejXSjBq1cqX0KhC9F1JFMDVz5kzkzZsX9vb2qFKlCk6ePBnn8mvWrEHRokXV8qVKlcK2bdve+EU2fPhwZM+eHQ4ODqhXrx5u3bplsIx8noWFhcE0btw4k3w/orREzp+goP8yjKcmQUHhzOUWT3JN69u/isnem8yb6ZN2ajAnKR5MrVq1CgMHDsSIESNw9uxZlClTBg0bNoSnp6fR5Y8ePYoOHTqgR48eOHfuHFq2bKmmy5cvRy8zYcIETJs2DXPmzMGJEyfg5OSk3jMkJMTgvUaNGgUPD4/oqU+fPib/vkSpnQy4PW5iPaRGku08Y0aHlF4NIqLUFUz98ccf6NmzJ7p164bixYurAMjR0RF///230eWnTp2KRo0aYdCgQShWrBh+/fVXlC9fHjNmzIj+VT1lyhQMGzYMLVq0QOnSpbF48WI8ffoUGzZsMHiv9OnTI1u2bNGTBF1ERETvO1OXTJmbFA2mwsLCcObMGVUNF71Clpbq8bFjx4y+RubrLy+k1Em3/L179/Ds2TODZTJkyKCqD2O+p1Trubm5oVy5cpg4cSIiIiJgDoKDwxEennIDv0ZGRuFVUHiKfT6lDPkhExDw35h55iwsLBIhIeZxvSCKNQM6x+ZLG8GUt7c3IiMjkTVrVoP58lgCImNkflzL6/5/23v27dsXK1euxL59+/DVV19hzJgxGDx4cKzrGhoaCn9/f4NJ5qVGPbttxtbNhm3EktPFC8/RsN5SpEZRURoHozahnFkn432wZNFFDBq4K6VXg4hSifc2aae009KRqkBbW1sVVI0dOxZ2dnZvLC/zf/nlF4N50s5r5MiRSG0WL2+FlGwfKoP9HjjyOVKjLK4T8cRzIOzs3ttD32SkUfLLwCF4H3T/omxKrwKRSTFpZxoqmcqUKROsrKzw/Plzg/nyWNowGSPz41pe939C3lNINaBU892/f9/o8z/++CP8/PwMJpmXGllavu6dmFLks2UdUqN7j/vB1tYqpVfD7EiJX44sf6Ta/Z7UdD2AiYhSPJiS0qAKFSpgz5490fOioqLU42rVqhl9jczXX17s2rUrevl8+fKpoEl/GamSk159sb2nOH/+vGqvlSVLFqPPS2mVs7OzwWSsBItSt/Tp7XgTNAGJKw4eTZ2lkUSUcJoFEGXCSTOznWKdGqrbunbtiooVK6Jy5cqqJ15QUJDq3Se6dOmCHDlyqGo20a9fP9SuXRuTJk1C06ZNVbun06dPY968eep5+bXYv39//PbbbyhUqJAKrn7++We4u7urFApCGqJLcFW3bl3Vo08eDxgwAJ07d4arq2sKbg2itEnOuwIFM6b0ahARvZ/BVLt27eDl5aWSbEoD8bJly2LHjh3RDcgfPnyoSox0qlevjuXLl6vUB0OHDlUBk6Q8KFmyZPQy0pBcArIvv/wSvr6+qFmzpnpPSfIppERJgjBp7ySNyCXgkmBKvx0VUWp25vRTXL7kia7dXrfduXrFCwcPPMDX31ZMsizoo0YcSLX5pogoeXrzmfYTzEeKB1Oid+/eajJm//79b8xr06aNmuL6lSwJOWUyRvJSHT9+HKnNgvnn0aZdcaRLZ5vSq2IWZk0/hW96VzTLaj35gWFt/V/bL2mrlJRtwWSLsZE+0fvLXPNBmW3SzvfR7l13EREe9cb8I4cfIjSUuWuSyr69900y9MjhQw9TPJ9SufLZ0OmzUtGPixbLhO5flIvXa2WomEMHHsS5jIOjjco2Hp/cUjt33InX51Ly4D4hSn4MplKADCIbYiRo+mtBc7i5Ob4x/+6dl6kiyPL3D8WTx/7J1jvsxnXvRL3HmvVtTNK7bNqUE3j+PAhplbfXK/zxe9KUzEqwOnzoviR5L3Mm1aYP7vsmy2fJPvl56N5k+SwyX/I7NBKaySYN5oXBVDLxfRkSnSxScjDpV+X5+oao4EHHzy9EZRHX+aLbJty/72f0faWEJLmyne/fex+jRh5Mls+S7NI1qy5AarT6nzYo+P/G1hJgRkS8WcqYmuXJ64L1m9slyXtJsHri7BdITQJS4T65ctkT/XrvSJbPUvvkzBd4+TI4WT6PiBhMJZsiBWbEOvxEhdLz8ML7VfTjGlUW4PHjgOjHew92RZEibkZf26HNPzh25DGSQ/OWRTD3r4+RXKysjMf6EpTqB5spqVnjFbhw3ni2/oSSgFo/qKbXQxPpfoTEV6vmq1QDfWMiI+POgG+qfVCpcg5s2NIeySl/rmnJ+nlkXkw9Np8G82KhJfRKRe9Et5mNNYaO+VxcyybkfdOyuL6X3Oxc042H36sfkNKScvv/Mny/avT9w081k2DNzEPeHFNw6nxPZM7slCT7pGPbf9CuQwm0aFXU6GsHf7cLOXM5o2//KkjrZDuY6rog78tbh/nq1KkTNq/yRTqrD032Gd7h07Fs1cQ4O5OlJazmSwUZk2M+l5DsyvFZtm+v7Viy6IL6e+iQPZg7+wySukF2i6Yrk3F7Ac9efAdzy4Q99Oda+G5w7IllxfKll9D7621IDaQqLZvbJJN+xrXbvZEp05vtCN91nyxc0hIfNy+M1OD6NW/UqPJ3vJaVqv/8ueNX0iQ/NrJm/N3sfmARpWYMppJIsUIz3+mXWtWKf+Glj2nbNoz8tQ4++bSY+nvwDzXQsfN/vcASQ/Ia9ei6CZUqueOvBc2QXOQm4eBgA3NjY2Olpri0aFUEo8bUTZLPe/zIHx9+sOidX29lZYHTF3rGe/nihWbGWYVWvtRc1VBbn4ODdYKDgnat1+LcWQ+jz9naWcVafawLaLv1SJ5x9woUdMU/G9vGO3P/oWOvExm/jWyuMxe/TOTa0ftOquIiLaJMNmlmVtHHYCqJLFzc4p1eN2N2E6RLH3teqc87b8DDB8Ybn8dXxowOcPp/g3cXV3ukj+PzEqJ06az4fkh12NlbI3OW19Uw16564duvtuL2LR982X1zgt/zVVC4aoeUElo1WwV/v8SlPPh+wL84e8b4jTwpODnZqv2ZFDJldsSkKQ3emC+N6mVbvI0EOTlzOsf78xYsaRHrANxNGy7H1JmNYGeX8FxZ0kFDerzq/DziAxQs9G7Z2F1c5PxInmGiJHAOC41U53h8GpXnyJE+Xu+b0P3yrnQlgHFNRO8LBlNJpEq1nO908ahYyT3O0ojWbYsjg0vSXNyXLbmIvXvuJcl7XbzwHIsXXUCx4pnU45s3XmD8mCMqqGrRsggyujmg1afG26XE7Hn1ZY/NapLeTja2lqpNS+9vkr8qq1OXUrCzt8J3/Xa+c1DVuGkhuP//pjd96kmcP5c0jdNNITAgDKtWXInuUSqBoJCARrZFUqtS9c1z5Nsvt6reqCdPPEGFCu5xlhrFRkpd9QPMkqWyqIBo4vijqiotpjmzTuPUySdIDeTclnOcKLWRkiNTpkYwNwymUoEZ006qRIrGSPuODBleD4OTWC6uDu+cXV2GK9m88Ub0Y3t7a4O2LHIDzpLFUc1r2LigurlJYKFPbtgx22tZWr3+FS2TBCESWLb6pCjWrLqK5Pb0SQCmTT6pSu9kveJr6eKL0fm3PqonA22nU39nyuSAHdtvq0AzMaSka9e/dw262W/ZfFP9Le+9/p9r7/S+gYFh2LThRnSVXXb310GgNIJv3SZ5bvA5cjpjyqTj6NO/Mqxt4r4czZ55SpWaxdTk40Jqn8WUObOj0ZIuNzeHN6qJ/91xx6QlirGRc7t6zVz4c+5Z1S5KAj1JdzJrxqlkXxei1OzgwYNo1qyZGmdXfpTJMHKpCYOpJLRh3XWs/+d6gttOSaDyrnlxDh18AC/P1wkkbxz2xMun/7W/OnXyKR49/K+KsOnHhVC5So53+hwJhB4+9MeTJ/44fuwxChdxM2h7JbmLur0lA7dUacQsKZBqq+G/1FbTkB9rqHlW1pZoZqJGwhvXv95HxlIryH64dPE5+g2sGu+gc9/ee2o7x2zrI/LmdcFLnxB1k3wbGWfvxnXjQZe39ys8ffJfstSXL0Pw6OHrxxJcPIglB5nw8QlW6yj7b89uw1JJJycbNGxcQP0tJTnfDTJs/C4lRps3vQ7aTOWn4bVw7Zo3fhha863D4Vy76p2gnGqfdy+LfPn/G7j82NFHat9L8BIcHG5wbshx/eJF0rRd9PAIwNEjj4w+J7mf9sUoHZbzQhLUhoW9Pj8C/MPeOamqXHvkOiT/r193/Z3eg0hEpbKknUFBQShTpgxmzpyZKncQg6kk9Mfvx9SkH0tJDiJpdCv/S5WPsQa4s+Y2fefSpzG/HVZBgDi55hGO//tQ3TjF7BmncOTwI9XmSvJYPXrkBy+vd8vcXb1GLvTqUwm3bvpgyaKLBm1UElKl0fOr8uqmIaUrIjw8Cpcuvv5bx8bGEn0HJLxrumxf/UBW/7H8LdPkScdVGxX5XP0qSwmu5vz5MRYvbwVnZ8Nq1SuXvdRr9bPQy00v+FU4li6+hK++qYBChd/MAyY3MwkKJcdQXKRUS6oEN2/6r+RPX4OGBaIHNBY1a+XGN70qRlcT9/+uqqqWvHPb543XPvMIxJ9zzqoel4sXvO7RqSNVspOnNYp1vYKDI/BVj9jbvcm21W3Xd9k/On8vahGvcQVlO0sQKcePrn1ebLnbYrpz5yUWL7iozk85hrduvoWrV/8L7Lv1KIf6DfJHP376NADPnwUavIfn8yD1HR7rjQIgAVjMzOZ3b79UQZsxsj/mzT2L69e9VUAn7ycB1u+TG6j0D1OmN1LHf8mSmY2+Xo5TOV5115SYZH7X/7fBmjzxWLy2DZExURbSAN10k5bAcKpx48b47bff0KpVq1S5wxhMJaGDR7upHjf6Q5i0+3StKnWS5JqftlyN0Hhe/KU0Ql4X4B2KyDhKrVxd7KNvRJ9NrYD1h27ixPHH8PMNUVUccuP5fcJRVU00b85ZbN96+42qHpniq07dvGjUpCCGDNr91mVl/MEXL14nI5XvIkFTm1ZrVGDXs/tmlUDx7h0fdPvMsLg2NCRS5QNKCLlJy/bV17rVmujAtu2na9Xzu/Z9Bvec6dVAvjqfdVhvtGRJN/SKNKSX13p4BKp1l+8ysN9O3Lvni/kLm6N4if9ufHJjlG0uGe+/G1wdlaq4x9leTD534YILarxGKSnSJ1W/ujEAZTljVVw6Z8544LdRh6IfyzpIqZSsm/RQmzvrDBYta2n05izf0dhNWY7BuPI7RUW+3uayT/X3g7GhdmSeLPf8WZD6W5aT4CRmcOXpGWTwg0OCf91jOWbk86SESs6J3t9sx5Mnr5PbynGmX2ol310XdInRow6iTfvi2Ly9A6pWy6l6uDZs9LpUTrarBMb6li2+iH/WGFafbtxwHU0aLMPY3w5H7wspZZo25aTBcjVq5cZvY+uq7xkzC3mx4pkxbHgtfN//Xzx65K++T59vt78R5MaW4FMC3Pp1l6jSLLmm6LajjlR/ZMnipP4/GM/ef0TGmbpdk4bwcLmu+RtMoaEpO+7pO5OknfRuwkMjov8ODY3QoqKi1P+RYeHqb2PLG5tvTNkSc7S7d3y0gYU3aY+v+mphYRFaZOSbr5X58pnqc///fHh4pNa103pt7eor2ldfbNaWLbmo5kVERP63LuGR6jW/jjygjRtzOM51kdfJ8jqbNt7QWrdaHf1YPlfWQ/e3vK88vnzJU6tW6S81/85tHy1juvFaiYIz1fPi2bNALV/OKQafpduG+o/1t3PM5+NLt390f+s/Dg99vS2M7Zsi+adrDx/4Rj+uXO5P7fo1r1j3R/MmK7T9++5pLZut1FycxmnbttyMfi7mPvh+wL/anFmnox9HhkdqkXrPT518XBs6eLcWER6p/TXvrNb3223R76G/P2LuA3H0yCOtft3FBvtF//nX2zVSe/TQTytZZJbBfNkWL18Ga3ncJ2sResf1f6+LffvL8xnTjzfYR/J3evsxWkhwuJYpwwT1fFBQmJbFdWL0cvKe8neubH9o/v4h0a8tmGea9uSJv8E+K15opjo39NWs+rd24fyz6MeN6i3Vjhx+aLBMeFik1qndP9rGDdcN5vfttV1bMP/cG98lIsb+EjOmndQyOI7Vvuu/U4uMiFLLvLEfQiO07Vtvqe/ZoumKWLdVzO0mr9P9Ld9V9k9MAQGhWs6sf0Q/Dg2J0LJmnKglt//fad86Udr0xx9/aKVKldIiIhJ+rY2PK1euaPb29lrv3r3fOGZGjBjx1tfLcuvXr9dSEx7tidAZy6JvwHKzkL+dHcZqJxoM0aJiXIRFd4eVWkhgeLzeW/e+ElTJzbtSuXnaxQv/3Sx0GtVfqqWzG6OmHdtuqXkd2/6jrVt7zeB9en+zTftr7pno1/30wx71mrcFUmLp4ota964bYw2mDuy/rzX8aIn6++SJx+p9a1SZb/D54vmdAO0Ti0Va0QIzYg2m/P1CtKwZf49+HBYSoX1u+98NSW5uso0TysVxnBYW9nqfuDmPV+soN3TxRfrVmqvdOO2lT/Bbgynd96lc/k+Dm3fM5yWY0u0PHdmGy5defGNZnVU/ntfW/fLf82LbpGvaoj6n1N9//3VO++bLLeo99PeHkM+Sz9R34vhjrU7NhepvWVdZZ51nt/y1Afk2vrEeXp5BWu7sk9XfoX6h2sL8S7TAwFAV+Oj2R1e9/WGMvJ9sX/1zQ3eMyv6T+RJo6gd33RxWai52Y1WwEPO95BjRvV6CP2PBVMxtaSwwlmNWjl1j62vML8P3a6N/PfhGMPX9gJ3qNfv+vK3N7XbM4PmT/zzU6ln+pX3SfJVaJr4/nuTHRonCM9XfTx77a5lsx2vfZv3H6LLx+a6mxmDKvIWEhGgFChTQ5s6da5L3b9y4sda3b1/1OX5+fgaTzHsbBlNmRn5Ny69PuZh1tFgWr5KpHFn+eOOGEVPpYrO1B/df38DlhlOlwp8qkJJfvXVrLVSfKUFLXCVT8nfPbpu0VSsuR8/T/5UtwVRl61laJbtZ0QGVlIT8PHSvKi0Z9N2/at7ihRe0UvbTtRmdDmvHVz3Qprc7rN5bfuWLfXvuaa5O41SAI6UB8pzcxCWY0i+Z0v/1fe/uS6144ZlvlDL5+YaoG7mxkin5nnJDT0jJlARNum3ytpIp98yTooOpQnmnac+fBRoNpnQkMHFNN07ti9Onnqp5TRos0w4deBC9X2KWXMk2PLjojvq7f58dqrRJn65kasLYw+p9R/68T5sx5YQ2aMC/Rkum1v9zTevScb3RkqeY8+IqmcqR7netX54N0fN129fPL0TLmWmSmufrG6xl///fsj9k/2d2majWRdZVJrf/nwu6kinduaHb3jJJyZS8Rn/7Z3P7XQvwCzVaOtg7+zrN+3GQwT4Li7Fc9cqvjzUxsupOrYDTFHUMxhRbyZQY0HeHWl859uUcmDLpmCp1kmBKP6DaNvmatvD/wa2UTC1ZcEGV/kop8OefbTAomfq0xSqDz5Bz9qPai974bN12v33rhVaq6Cz1t+yXArmmat7eQVq2dBO1b7O8GVhJSZ9su5TAYMr8rVu3TsuSJYsKcJLSjh07NFdXV+3Fixfv/B4MpsxM/txTo3+BZ7J7feOQagmZLzeMPjnWaxH/DzqKFZyhBb8K154/D1TVKrKM3Kxiql5pvqpGuH/vpXosF1+5MeiqdV54v1IlOs2brtBOnXxidL2k9EKql+QGKJ9pTIB/qOb9LEj76fs96mYxc9pJbfhP+7TJk45pPwzarUqIxMK/z2sZ7MZqX3XZrIUGR2hBLw0DwT2776pt8OEHi7TTOx9rE5vsUzftgwceaA0+XKIdP/ZIfVd5XkduFBkcxqqARG4WFUq//vWju2EbI9txSvb5arvKNpabVoHcU7Ve2f5R/+vI3/n/P/+ZR8AbN+ciBaarqhEd2RcS3Ho+D4wOfjw9A7WIiKjokhrZJzEDKll3XWmJBIASUPm8eGU00Pv2q63als031TZcufSSmif7ftDAf1X10pPF/2rPNx6NXj4wIFTtY9lHQYFhqtpLStFiHi//rLmquTlP0L7ssdnoNjt75qnWKkZplbhzx0crmWum1i3bavXdJHD08wzWPD2DtIpl56llZD/LDfwz59elULId5dgVsn/z55qqSvtkvqyrbtI9jlk6pSNBd8yqMwl6X716XUqor1ypudr96y+j94sE5k+f+L+xnJTaXrr4XP29pt4m7eq/D9R+aN96rXZUr6rvi26btNUrr2jBweEGVa3yg0O2rZw3s6afVNtbSuN+n3BUnRtrRl3QGrsv1Mb+dkiVLM+ZekobNnSvev2SRRdUgPj1F5s135f/lWzu3HFbBWdyLMrU9pM1Ksh68eKVev7qFS/140NHzve8OaZEl9rKNpLjUL672j/PX7+3rFeJ/1fL6u8THVleAlBTYzBl/uT4ql27tvbDDz8k2XuGh4drJUqU0KZMMayRSCgGU2bm3FmP6BuG/K37v5nVQvWr9t6ZF9E3k/PnPFSpkgQ3UuUiVVlyc5DSGH2XLz1X76G74euq+WK6ccNb69Jpvda74kbtzklv7cGMDZr/5XvqOakCkVKWkT/vV21Jtm6+qY0fe1jrXukf7diK+wbvIzcnj6cBKvCYOO6ICqgePXr9S2TD+utasUIztTatVquL/e5/72itKi/Xln33X3WhBF2yvmtWXdG6ddygPbnmp1276qW1b7NW/f/gykvtQ6s/1U1fbii6YEq2W1anidqvdXZpFy88VzczaeNz7Ogjtc71ai/WQkLC1d+y3WQ7el3wjq7mk5uGVB/dPf1CvZcsp9v+Mk12W6BFRUZpH1RboJ6TSQJS2Q9S9SXvLWRf6N/cx3y4Wwv0MQwYJRCW0jSdqa0PankzTI4OppYtvah91nGd+owzp1+XUum7e9dH8/F5FV3NJzflHpX+0dZOuqSCuFBPXy3M53WQICVQMt1YflO7/OcVNU9KPSZNeB1sbdl0Q/v1lwPqb3lP+a4SHB098lC149E5f+6Z1rTsfG1e/XUGVXvDym/XepVcrxXLP0M7tPm+uuG3ar4yOkg6dPCB+h4NP1yitu3VI8+1enUWq+dlm8m+kEBFvrcEU7IfalX9W/u5wna1/XX7QT7nY8sF0cd/rWp/q2VlfT+o/nqf6H4g6M4NmfcqKExr8NESFeBKaaxUH8v31J0bumB1UvP9mveD14GEHGdtP12j3bjurb28+VLr3mG9OqZu3nxh0P5KqtIksJXPkWNZTP78kLbzrxvahHFHVMms7I+Y1Xwvn77Srp3x1FaNvaBt/f2qNnvmKRX4jBt9WAVTsi26ffa6ZE8cPvhABbhrZl3S+lbepKpny2eeoh3oe1C7esVT695lgwoeZb11ZNtu23orOpgyRgIp3Y8r+Q4fVF2gDa2wLboqV1da1tlimdreuv0h+yKlgilzmd5XZ86c0RwcHLR7917fWxJr9uzZWqFChbTQ0LhrZ4wJCAjQzp07pybZJ9KuS/5+8OB1bUBKs07pBvBp2R8Tj6FyRGZ07fS6N5r0lipbLhtuW/vh8882YuHSFpjV8Si+XlwNUyefwLe9K6nEhNINvmSQC85c9MK+PgexJTIIv89qpNIjlCiZBQu/PYWs5dcia7vOmDCpHh7OuYYcg8pj7PQTKrXAgvnnce/uSzU2noWXhkc/BmFI9/zInj0jJv9+DOfOPkPvfpVVl23puVSiZGZs33Yb7hUy4PCVx/DdHq56m0kuJf1BX5u3KqJy1AwdvEc9DroTgo/y5kLBmpmxbettZM7iiFDbKFT6JBfunfHBsgnnYVPWDp2alcDiuffwMNIP7kWd8fyMBw4ffIjJo46hklMWDJxUA/MnnkGzFoUxoO9OjB73IRYvawUrWCCnjRNKlc6iel717V8FFSpmx8Dvq6leZl99sQV9+1fG1z23qt5JriVc0b3LRixa+v9eaRowYtIB9V57e+5Ts2T7T297GM3/rg3psnf+/DMsWCzDmFiocQTlPtC7byX82fU4vlpUDaXLZFWv+6rHFvwxrQE2XrmDryKqQ/qw9f12u+r1pTNo4L8YOKga6nxREPnbZ0E4NAwftg+FC7shRw5n7B5yBNN/Oojvf6+L2xs9UaaxO+zvXMLpf0NRtls5lc5AeloVKfoKVYq4o3i5zLi29TkubH+K6p3y4m7IQ9Uzq+UnRfBq11OE+b/uZenl9Up1x9+39z6OH3uihoHp0nE9KlfNgd59K6tlbt14obr/P7rki1PrHqFMg0yobuOApj9Xgf+DAOz85QSO2Eag4w/FEWERhebpSyFn4Qxqux8++Eh912mzGqNSZXe1/aVn3LhZRzFjTmO1D4SlBpS5GQJra0u1zS0sX48DN+D7anCPclTngWwf0eyH4miG14k/ZV0HfFdVLSv7R7r0S09OXU++IxPu4PyZZ5j9V1PY2Frh0gVPtf9Llc6qeu7N/fw4bjn54/eZDbCs3xkc8XuGUwcf4XhvT0yZ0whFi2VSubYW9D2FlxnDsfvAffTsU1ElJJUs/JIrq1HjAni44wVqFM+hUiq8/H/6kGeWr5DDIhz16+eHcwY7tT8eZbLD7SBf1Uu2RauiOHD8AY6ueoBKhbIhZy5fZIoIxB9TG+L+fV+VH+rrbyuqXp46fv6hqodk/VYFYKlZ4PDFxxg7txHgG4E5M0+jc5fSKmmoDCMlvWIHDKyqetz26VdZpVqQkQCmzmik8pP9OHiPSp0iZH36DaiKkiWzqHQo8xc0R+Ywe8z+8pLqWTmjw2GcsfFG71U14WH1en0unHuGSUs+MsXlj94D5cuXR7t27fDDDz9g5crEDWbv5+eH4cOH46+//oKtbcKTR58+fRp16/43LunAgQPV/127dsXChQuR0hhMJcKNNc8w9JdauGnlj7U/XwCWvZ7vrNni5tpnWJvvIk6seQjvAuEq70y97Lmw/uIlFCnshnCLINQbUgTuGdJh+28X4fbbYZSxywRrWMDV3QFz13jA4uZR9B5SB7/8fAz7xr7CyfVPkd3bHut3X0Xdj/PjI9cMyNHSHR6HPbB+lxd23QhRA7nKTShDBjvkiHJC9Qq5VUJNceWpNyrlyKGylEuw8+S0Lx6efokSdbOidt288PJ8pdIZyOtluI0IKw3la7nj0vFHyJfBESUG5sWXAysg0tUCW1ffQP4yGfFQC8Tqf66i8kc5kVdzw945t1C8RXYVGNnBEpkinPDyZgBKWljh8pnnOLfsEX53ParGB5SbsAh9FYH1Yy7jgVMQmjTKj3L+D/H3bRtsXH8DefO4oHBoBvwz/CJajSylhgqRPDsy/Tyytnq9JNrsMbx69FAlucu4IF+zvPjn54sq4Io4F6qek9eO/vUgGufJi1ylXKJTWIwbcxj/rL2K8b/XQ+cfy8Le6fVpcXuzJ8KHRqLfgCo49vd9rF9xXeWn+unnWji65gkK+2no1bUsdmy7ja7dyiAqoy3u7PXE3ImnUblgdjg422D9vqf4Z80zDG6QH4GW4SrDe9SDCOCaH85f9scrCyu1vg/OvcRLyxBolq9TC7yICMeu/XewI+KVyszt8yJY5QvLktUJ1Yq74/CNe8jdLkP0sViwsBuqVM2BNeuuIquVI+b9fQ5P/V9h46EbKBcVgE2HPfHhkIrIV9sNq1ddRa/WlfDknj8KRTrjfnCg+q6BE8JUBu7vB1dXwbaMsZgjZ3oV4Eg6jPHjjuLzn6qp7da8ZWGM+fUQKvo9wOX7Dmg5ohYO3n2sstdLkLTj8uvElPK/BOjyQ0P2wa8jD0KLAopFumDdiEu4aeOHUiXcYLHJApcveaHVpxqGDK2hfnwMGlJdTe6BDpg5+ZxKSVA5R1Y8WPMC9oGW2PPvXTUkjvj62wpYOvIc/D1CEGwZHp3QVn50FCycUSUl3XPsPlp0L4bK2bJh9+o7Kgj2tQjDqs1XUPpBVjRuWhAnLz5FtlzpcMvHV/3YkOGSNm28gd3/3EHZAVngbWsBr+fhKFDJGdsW34DP41co3zKnyqq+dvVVNK3ihkyPH6qUGH/NOoeg+yHYcfyOOqckFUNFy0jU/SifWj97O2tkd3XC2t8uqiz2FdJlUd9Xtt+oEQdU8CmpLSRtg/wA6zewisrPVq9ePpSAK1p+WlSliPjxQQ2V+qFUaTccnXQB/xbKiGEjPsCZcWdVsYrsg8ptcifmUkfvsdGjR6Nw4cI4evQoqlev/s7vM2bMGJQqVUplMX8XderUSXBC7OTEYCoRenQqi+ZDS6ibxNZhr8c4W770Erp3LIPlSy/j5eNgPLIMxMbfj6sRuF8+Cca6Ndew2asrVj2wgW0eO9y0tkDLtsXUzeuvVWcQERyF1Xc74KclOfDgwAV06lkVR8NeoeDzAHzcoBD2bLqDctWzqxv82jv7kD+jGyzsffHsRQj8rYBveldC5qAoXDjjiXw5M8DzaZAqsZAb7eGDkahaLYe6SMsv/isHPBDgG4bcFV1VBu55s8/A6VUkBrQvjdA7/vByBwrVyQzPJ94oky0jLDyjUK58djX8jeRYmjutKdZOv4wN22+g06CycPWzh79XqBpfr2SpzGo4mftXX+K7DzahTdPs6D33HApFOGPy+GMomzWLCqYk6eLalVfhfTcAk7afQM4sjgiZfB5rb9ojwjIKk38/jvJaJvg8DkLouQPI7p5R3eQl+7ok2ZST65ueWxGQP5fa/suWXEKlgvY4vPgeZow/ifZdS2Lz2Kuo+Vk+fPd3NVWaMHfSaez07wYrG0s1Nt2jB/5wj3DCP6uvwjWjgwoWjq96gFyBTrCBJb76tiLaF1yJDz7IjcMr7mN5ThfMnncapV9o6DSoFh75vlIlPK513JH/QhS2rLiB5luKImvB9IgqXhAFWqeHa15HrJx5GvXq58PD/T6wueePnPkz4lVeB9jkssGNVc9g42gJq1K2Kv+UYzEX4Fo6NcSNDE8T5ReFU9sfo2LNHLgDbzg72CKjqwMCHwfi3qFnsMycDhUrumPokD1qu89ackGVYGW95A3c80CRTmVVKY0M0yODUK9achmZg+zQvXNZnAv1xstDAQgJisCacZdQKWtW3AzxQ3hoFNZOvKS23crll/HseSDKjPxAbWe5ph344xwqFwnGxMsWyF/AFe7u6dX2zx3lhFVjL+KhpWHSS10yzA6dSqJchBvm/H4KZy1fYNrsxmjXsQQ2TL6CH4fWVMd21UxzkSN7erU/gjMCZezt4fMsCP7FItG2dXFsWHkdJRpmVwlWt26+qUqQnjwOgOM94JFlEJ6e9kPlMu5Y8c8VZMueDrePeMOtSDpcuueFQnkz4vYLX5U0U8i5J9v54h4PWKW3RNYS6XHrkC8uXHiGLYuvI32EDfKXz4hj154gZ0ZX2IS74PzsK7h36yXyZs6gck193Kywym3ldcsPN3Y8Qro6xXHh0FM8+tcHj2z8MHfyKRS0dkZJt9fJXSX/1M4dd2BjbYU1886hZCY7aMFRGPRrdbUuRQrMUN9tyuR6eLLjjMplJUPuSNb21SuvwF6zUqV3K1dcUcMASVLW/LVc4Wxhid8nHFPBVJDHK+SOen0MEb0rGb5l8ODBGDBgAI4dOwZLy4Snp7x79y6mT5+uAjJzHQCbwVQifLmwGm4efp19/KyNN44dfaxu7D6PGmD8ykB8Mb8Kfv/nJLTI19F093mVMWPLWZw4+RjVO+XB55+uhFMRF/w4vBYcHW3QfttaaGFRiEAUXDQ7ZCqXHfYO1ihTNht+HvEB8uZzwe6qD9CgeQFV5XYlPBTHxl5GeClr9PykND5qnh+Pnwfgn5+PY8G+2/h8SA1c2P8Ejlls1RAaVQpnRo68GTBq0lFVPYFcVshfMSOqlc2BzevO4ejWK3CPdMTCQ97wdLNG5pZ5kT17Onz9S21sm30dx+ZeRenWObBt+U206lZc/Sq/ue05tKeRWLTgvPoVPWl8XZzeeg3jR56Dm6sjfO4F4b57KCr9XBEWGy8gfXknVAlxQv5bjmrbSbb2CUMOYfGKVtj27D6WLr2Cqs5lUT7KGzlrvh4KRAa/LdUjB4JPzMM3A51UsDN7XlO1vfNZ26Br9zLYPfg6shZIj697bsHy+qVx/qUtzlp5Y++8LzDm5h6U6pkTJ048UVUsny29hVtHvRFoH4HhX+/B9o2fIGx5IFYvvQLNBmjarBCW9j+DJ/6BuH3KG+Uy58ATqyAMbF0G4SdCsXXdTUT5ROF5kfSYM+E8Bv5eA5HPIlGnVh7cXeOJQlndYOfvh4iAV2qsPglA8+VzQTrNGi9vvsKrDFGo0r+oKvUY/9NhrPvlGirnyg4Xm3AUcs+CsuVKw8nCBu4ZnPDKIlLdOO9s9MDiE68QcP0VLjx7gqP3HiFitIbO9Qti468n4fZBXtTqUwBPnwaqYVPKlswK+0grVKtXHNt+t8DX9Qvg/N6n2L/3Plp+UhTffbkDfWuXx4cjiqBd7rLo88122NtYoXHhvJjX8wQ8qoarjL6FbV3wx5SGKrmk3KCPH32MvNY26piuYuuAS3dcAM0DE775F1krZcHNo16oFZYN7WsUxYTTp1Gtek61n+R1FXMEoevnpZEx6nW2//WP7wBHgCWLLmDrzo7osGJFdDLVMhEZMbjfLoQhSmV5/7psLrSYVh91Ky/B0N8/QDovJ/z6x4d49iwQPwzag3E/fYgG9fKjWOnMuHfXF4s7n0SPGZURgkjsXHQFR71uY9z6xpi8+CQaVcqJjq2KI1uB1yW2NWrmQqMmhXBjwzPUqJQTWYs449ixx7h60hPzjwej309VYNEamDf7LJqXcUKJDG44dfgRKnyYAx+2zI8fBu1WJaUT/6iPw+vuY/dtJwRG3cdvA2ti4pm9KJErM7yu+GNRzyNIV84FhetkxrYtt9WxKlxsrNA/Ry60G10GXue9YZvDUVV3nzntgX5fbcXvRSMQGemI8+eeo22HEhg96hBsqtnD48RzLJh/DmfPPIOX7/doXH8ZtDLpkfFYqDq+P5haE+3PhaDd5/9lzyd6F99//z3mzZunqvo6duyY4NcPGTJEva5sWfM9Fi2k4VRKr0RaJaUC3+TaBLfcTvj7+VXkzOWMx4/8cXH2Zoz4ohcm3mqBPsU24LiVBxzdHXHm8Kf4ouAebI94hOYROVDBJRKt97VAs2YLcPt5KOyirFAlIgsmHW6KmW2PoPvyKnDPk17dUGxhCTtL4Jem+7Dv5RNMntcIDyZdwL6DvvhiUW3sm30bVbvnwfK9V7Fr0x1oIREoFOGC7JFOaDuxLA49eoJXax+ge/9KWHHHA5kyp1Pp/E8sfYBv+1RC+fw+mD3uABZeBiwd7NH589LIl90JFy89x8dVSmDy8KNwrOmIHg1L4cqGJ/hsThVV2nbwyEMsmHMOc5Z8rLZJ2F0PXBy0FnPPuuOmlR+KRrrAr0QUlqz7BK0br8LWA51gD2sMr7wDz54GwsXaCg5ZHeH3KhQLvNri6eMAWAUDfzQ/gBF76yJdjnQID4tE+TLzsHlbB5QuNhsZra1x1/97lCwyC9387DA37Dn2XeyNAXk3YqftE/gH/6B+/Tg7jINv0BA17lrDStPwwtcewYhAvbAcKlC4mP4xGroUQ+FXfjjsY4mJ55vDMcPrLOSTWxzEmlvXUDQ4I3470gh/tT2Ozc/uIcI6HOu2dMCaby+g9ZQy+G3aYVjvC1fVtTtfPUKUiwWWrmyFbEeOwa1+BfT57SJ2bL6NsdPqIfxUKE6tfIiPRxZHtbZ58cvIAzi15CEiEYVPfiiFhi5+mDn7LAp1+RDFbFwwbeIJ3LENgHuYI1pmzgwtJBQu9fOgcUt3bP3hNC4+B6699MElax80bVQIPb4tj6ljj+PPRc1w7ZQXxrbbi0u23gixtkDBLC5omSs/Go4ojNqNliF37gz4e2FzfN1pMw4e+gxhURawsdTw1DsYUz86gLG3P0au7JPV2Imnzn2hShArlPkTuXM64xtfBwRZRGJhhlAUu5Meu2yfYHiGzPjuWQ90sVyBYIsIrIn8DIVcx+D85X5wLzhdVTdd7XkVJf8qjnqhOZArlzOG7quHauXm4KpnfwR6hqJY6dm496gvQl5GoH/Jjdgb8gQBFuE4dLwbcmRMrwKjkdV3YpPXPWzY20G9x8eNVqjs8LWRHZesX2LsnHoY/dNBOJ7WMHFfExT9IAv2f3sAQ1efx7d/1MXm1TfgfvQF7jsDLYZXVe0LpXRS2iONm/gRPv24MMYMOwDXjPaqpDXMCmg7ojROLXsI30dB8HAMxq2Hfqie3x2el/zQfUJ5bNh4E3v2PUTdBvmwYct1FaxKFfXk/jVwbOJ5OPQogDGfb0N1G0dcKOCg2uG1a7MWTm62Khi0hAUK5XLF2iWtsLXnbrTY+jECvEJRucZf6ryvGZYNx2w8EWIRgRzODrj6rB88bwdgXd0NaHiwGSqWmYcLV7+GI6zhmtMRA/NtUu0FvztURw0g3tNmOf6K6JSk1z5zLV2IDW+TwJIlS/DTTz/h+vXrcHT8b5D7tzl8+LAaCubmzZvInj07zBWDqUSYnfVvHPKyw7LIjsjkOB7er4Yge6ZJqgqkvq+7Cjb2ZvDAMFtXfP3wc7z45XOUn14M4da2GJUhM049tgFsrdCxymX0OO2ICkE5cMrZGzUjssEiWMN+aw/UtM6O0zZeKB2YETUyRGJBiA+WHOiIjX0vYuGZKwiyj0TFYDdkjLDDSWsv/L6yEe4ufo6Q/fexI9IHCHaCv104BkytjsiTYXi48gZOwRfewTYYPLwmGn9XFDIYjbTl8dp8BGfGnUD6ujWQPl963Ji2S93MwsrXhHP9dPjmy60oa++AZnZuuPTCCr4O4bgNf+QNdcJphxeIDI9CPgc7NLFwxMKAAFSKyoQLji/Rxr0gBmyqjT7F1uN2sWAcOdldVa1UKDAL4/LlRqNdH6Nixb9w6VIP5Ms5G5/Y5MMcz0/wd5Fl6H6jE6zsrfAqIBy5s/4BTbPAaNfM6HrnM0jYkyXjJGyp5YeWR51haWejbqzePoNgZQFkzPi7CqZyZPkDp7uewpApH2ObzRO1X2wdrLGygg+qrR6Gvnm3YEPofTS2zoXI4CjVaHjag2bY/vFWDL39CL5RkWhklQtWIRaonj0S570sEBRugYM2z7B+f3u1L9qNL4uBv+7Gz8Orokq1PIiMen2zmdHuMK7ueo6TFl4YOrc2gvYF4c9155Eh1Br+VhG4axGAYqEZEGYRiZuWr8d8++GnGrC2s4Lvi2BVdfb4aQBGja6Lv/86h3OnPTB9ekN1s9y48Ra++nILXINt0bNBGTTpVxR/NDsIj/AgHLPzREEHezS1cMSBQrbYf+xzvLj2EtNrrcGkwBeqBMjFwhoNI3KgYrZInHxqiaJuwZga5o/m1rnxy6XGKFF8NsKDI2DjYK3+T+9qh2vXeqFHxtU46OaJG3d7oWDu6YgIiYBUmL18ORCfO6zFZruH8H75PU43H45zFwtiqJ+nCqYmZ3PHj/6v/779oA++dfsHdd0j0OF8e/RyX4/tdo9x9ea3+K7gZuy0fIRafllVoCY/JhqF5cQJZy8Eh4ciNPJ1FyvpwGBrb6WGTSmYzwVWtlZoWG8p0p8E0odYY+D22ihYI7MaVqntJ2uxe+ddVLfMio8y2KLFjKoYu/EyatXOg3NnPVRHBBkY+czoM7g87wrCI6KwIyQQB6OCVYN8acd1bd5VbPjxHPaGh+Kagx/KW9qhuZUTvEOscPeVLZ7bh+KUpRciQyNRt14+/PxNTYxovwee9i9R39YJC739USs8K2wsLZC3ohvaL6iAD6otgE2wBWqHZ0coIrHH9ilsYYUG1jnVdxc2miU+DMuO7VEPMTl/bnxysBX65N6IkOAIbLJ9qLaDbI+2tvkx9dnrjh0RWhRyZ/oDj158h0X5luCb592RlBhMvX+ioqJQpUoVtGjRAsOGDUvQa1q2bKkCMXPGsfkSYbDfc2yxe6j+Hp8hq7rCe3h/h+c+38PK0gJbbR/h0fMBGBn8AhGahqFTP8YIx+x4/KgfvrrXBbXza5j5pCV63HRD5aCc6uZ8/EpPLAvogAsF/VAlPAumnGuG2y/7oUhRN0wJ9EH+EDe4aLY4bPMcPhahWL+5Law/tMcW24fwtApGl07rsW3LLVzzs4FXqBXOWb/A97NrocD1V7ix7CbuBFrjSbAVrlr54vPRW5A14+/o7D4HZ38/hyytagLtmmLexHvo3fsIvrgbgqm3HNQvdwmkRJ7GuVHszyoIaW6DTf5dMHPDx7Csa49Dm7qif7lyWLW1s6piS2etoXPNDDh9sisquoXB3krDp+Ud1Zhj5UvNU+8VHmWB/TeisLLcamjBQXg5pmf0tg3TNPzg5YElRZYhIiwK37isxTjnrGgSmguDXz5Htoy/Y1H+pfg4NDcaH3LG9lp+ePbiOxUkfOG0GgvzLVENe+QXpeyTodNaYLPNYzQJy4Vmobnx2GMAOpzNiB6Z1iMkIELdrGc//hSHs3kh1CIKl7qOR7hPAOqFuaNZWG5Mu9QCV4r6o8HeJjhfPFhtb3+LMIyquQuLL15D9SYLceLYY2gne6H1B4PV+sn0267jaLWiLCp9mkttQ+eP0uGU79cY2as4Fs2ogylffIR6Dg740tUBde0d0cDeCfXtXo+Hd3nOFZT3ger9KD04v+v/L26tvo2N5WdhZZVJ8FjnowYJfm4ZrALpEvWyYeCW143yq1TLqarO5FiRajfZDs8iw6MDKXeHKCyoHAAnd0e0Pvop/LUozHV4hVu3v0UpywAMK7Ed9+/3RWvbAnj0uD8+scqH23f74MuMa7DL6SkePO2H3NmmwMN7IMY5Z1Hb+mzL4eqzZXvJ9p+5pySG+D1X+0i2ede7n+GZz/fq/MidfQo2Wj1A55ud0Cv7eoQHR+Le434YlH8zNoTew9X7veDiajj4t5S+7PnEAlntX49V+WGYO84f/1KdG5sab8GLKz7Yuacz1gZ0xieNnNGl1Qq1Dw7sf6CWrxyeGb8uq4fvnnbEv2ue4fjKB+jXa7uqUpMehPP/PIfKwyvCoUNp/OkTgr1hQapBuDTA/+2X1+MeujtEYsyAUupYaz/xA3UN2Ku9RJcvsmOrf1ecXN4GQxyyw3FrJP6ddhMb/D/DUc++aLymIV5ahOK8gwda1HHCiGMN1HqfP/alWq99Nk/hqFmrUlPXHA5YEtBefYZMj3wGYNqTVrBJZ4N2J1pjdcXVmOX16f8v4BZoGpoLltYWmO3TGtkyTsIX6VarH3XjnbOo81vWkSixpK3U5MmTMX78eHh4eMTrNcuWLcPz58+je96ZM5ZMJUJni+VYGN5edRV3cRiHFuF5sEl+lfsPRibnCRibLjNsrCxx4JktLCwtMNe3NVaWWoEhXs9w62k/DM6zGb/fboaSpWer3lojnDPDxdoa7U61RujSwajzRxYU9img2trIYK9S4lUhYxg6726K9v234+SJJypo+8rRFb1WNUWO2u7RXdGfrXuJp5avkDXKAaP+/Ai1uuZTN9Rjw05i7KwTOBD6CsUjXRAJTV2QLS0s4J4uHEP6VsFLF2csG/C6J1Dt7vnh8IEjvvlqK8rZ2OPntmVQsUdWLO23EgdzlsY3vSui5cerUNDGFt86uuJhVDj2F7DBwunNMbLyTuQokQGfr66CDysswicWbvik8j1suFMOPxz/CIXzz0B6C0v8kD4Thvl7wtHSAj+ly4wR/t5opeXE5x9cRvNDGfCJZT7M8vkU2Vx/xwTnrNjvaYst9o/wMmAwutqshGYBLAlvj8/tVqGGWzAOedpjUXh7uKSfoNpXvfAfhMzOE+Hx4jvYWFsiq9skFeTmcZ+C2/f7YGDOTVgXdhe/uGbGb75eeKVFoXF4TthpVthp8wQnb/TEtPoH8fxOIKpmDsfUQE/8Vs4Xxy/mh3eAQ/RwoEP3f4RitTJhW9t/UfLrklg9+TYijj5E+yW1sWXJY8xafxbZ4KAaBcu+6DK9Ij78uhB+GrIH+6fcxg8jayI8NBITxx1V+6VYuAsaDyyKzPnSYdTA/Thv+ToQ+q+GxUKlm2jXoQQGtt2OptaZYe8YiNV+r9CtakkMO1APp08+xacfrELdyOzwtwjH4xKhWL+iLfqU2IC9dk/hoEnpVE44WIejfbVbmHO4KLZbPUQGF3vcvtkLK8qtRsdL7fBnviUYFeGDe4/6IUvG39Vx3Tg4J7Y7PMb4dJkx0O+5Kg2UkkOfwMFYkHMRuj/uii62K1E7cyi+93sOCyvZF4NhZWWBv3IsRNc7nVUJnLS/WlRgKYa88EBIhIaHHv1RuvgcnLv0JX4qug2BL8Lwr+1jXLj3DerVXoyid9Kr9ZbNUDlzOGaGeKNoUCZMOd0M3fpuVlV3WpSG6mFZMGFHY/w89QD27rmPHo4usAhOhxdhVur509be+PHPOgg9HIxpi0/hgVUgSkdmxCstAh1/K4v+A6uq83bi+KM4PuEsnCwscTUAKBnlio++LoQ85VzxV8+TqNEpL8o2ccfwbnvw2CIIuSKccM8yAFUjssDHOhQ3rPxQPTwrXmghOGTzDDmtbfC1Y2Y8y54ZXVdVRqtqczGmVBC+PuGKdlkL4Y97zRH6IgR/llmJEf5ecHW1x7nLX6F4oVm4ea83cmSaBMd0trj7oC/c3SapH3IHPe1Ux4+/gtqq7SLhplu68WgWmkcdKUu1hLdziQtLpt5fbdq0gbOzM+bPnx/nckFBQShSpAgmTJjwTu2s0hoGU4kwJ8sCnI9Mr/5eHnQLT58MRI5ckzE9Vy74+YbgnLc9fu2zFT/NaIIR327H0d0N8cP9Z+ifLiPuRGbAqLNNsKf1NvS/eheBkVFYXSUIW08VQridIzpWuIgVx/OhsJ0l5gW/QNGQTOhe6SFqzv4Mnw05AhwMw2W8xJx1zRA+7xYOH/FHzvQatkS8xJeT6uDBci8E7LsH3zArfDKrBh5efKl6uEUERyAkJBIVCz5D009PYPEdR3ifz4f+/SvDvZoHFs89gKUrqqNWuCMa9siLmuOq4e6We7j970P418qE7/v+i6YtCmHGyPQIf7wJLzEYG9vsgGQZcHUKRb78j/H0lSN2XikCz4BXuOn0AqOrFUTFCdWwrt5W3Ay0RB7ncMyzCEQpLxecd/fF6YPdMbDoOrStfgNfnnBB3Yhs6FX/Lsos+h7ds25QPeocXGyw6tVt/J4hK37088Jw50y4GpkBQT5h2Gb3CE6utrh65VsUyDEFERrgHTxYNW4X5UrOVcFqB8dCKhCRKsbjWbxRycsNTQtYIsQvDIe8bbDf9in6pnNF1+NtsKPZdoy89xg907kgp4sDjjywRPH0Yei4uyns8qbH7lZbMPLUA+QLcUOGKFvVpiU4QxSqa1lRzTISm6384fjSCQ+1AIxd2RAFL5/D8/0XkTmXFyadz4g7lwvi89KvEBTpgJM3nVUQ9TBdEG5b+qv2SUKqawrbuMDJwhpewcH4JKuGls1PI9whArP/ro5X9bPh09bF8NvX+9GmUhGU+yoXunRaB+dIO3SvWhKN/yiJoT9Ox8jBx7GoSQ9UyR6IHPk84PG0IB6/DMHyjGHY/E97jC63HcVcQzAvxAtf2WfGyABP2FpYoaVDXmwJuQdHZzt86J0ZJd1CMM0yAP0i0+Nnf0/YwQojnN3gaGWJVlfa49tM/2C296coU2IOQn3DYOdii6GRLrC2AIK1KJQsdRtlanvgp2lN8cf1ZihRbi4iIl6XMg3VMuCgly2iNOBEFm9U8HKDm7MDfj3TCCOr7MQa/zsYkSsbJjx7jsCIKBw+1g2582RA/dqLkOmqDS5av8TX7hmx7MULTFv/CTwnXsKEQ7fxcSYX+LywRfsFNVC+XnbM+ew4KrXJjXLNciDSQkPU7oVYMd4fsy84wkmzRoGo9PhkVGlcCn2BR0tuqaB2m58fIkIiVZAifUlkvxSwdkZpuCE0KALZnYFiGSPh4vYY2fN6YPne4nhQ1QXDelTH1NaHEWkRBWvNEnkrZcTAnbVx9bIXutZfixoR2ZGnvCs+mVMGX3dZj03/fIIHIxejwtyeePTbEIyeXBulXEMQbKFhukUA/PxCVcqTAN9Q1A/PgZOZX6CKpxsO2j1Fg9BcqJYpVF2Pdtg+wm/OWbD1loY6mcLR+XpHpMtoh6T0vgVTqUlKt9+SnnklS5bEkSNHUK5cuViXGzVqFLZt26Z6AL4PxwuDqUQo5DQRQREWOHWuJxbWXo0WrQJg3f8zHPloiypF+uWlDzK7+WPd9n7Ime0Vllbeg+88PTDKOTMm+fnCtXB6rF/QErWaLkMJLxd84h6G48/SoUebw9i6tzRW+4agcmRGhERZ4JyVD9ZuboR0R47j35UhqD66AU7PvoB1z7wx+LfamDX9LDp3KoHALQ9Q4YsSuLvuAR5tuYcNwYF4mMkSH0Y5oO3X5eF/3x/zll9CyVzeqJPREnc8XBERbItwp3Qo0iM/wrQw3L9miYbVInF20SUEO2ZEsKUHznto6FPDDw+fBuLfi8VxJ30kSgdbI0LLhMDHQchXMSO6jsgFn417YNW0KRYMvo7PxpfC2q674BnqBMsc9tj++DZCIy3gbGWBvKEZVRVkpLWGz3MVw7Ob/sjoFAI3u0hc93HElYwPUT9LSSy7c0PdvAald1Ptt7JaWcGl0B3sPlEcw859jMrl/1TzhTQ8l0bnUtIVkMVdVS9OCPCG+0Vb7LV5ilHpsuGsjx1+PdsYFWr/iQYBOXDG3gO1wrMhLNISAQhHr2r3cdC/DLxuvUJ2p1eoUfQpfrpqj9z+2fHbjg+xYcINuL/yx5zrDyCZtPz90+GwhQ88LF+hbISbSgJZAulhFWmNy1a++G5qTZw57wH/Tc/wLMQPvSdUgNXpV7j5jwdOav44FRqKVtkj0OXbKjh63QmXl11T30WCisfWgXj8ygq1bNIhp1MEwiIsccXGDz5WocALV3g6R6JQugy47/0cX2TKjDyNcyJP35J4cNIH2/udRdG8Vjh1zw+ffmyJfO0+wp4v9sI3e3o0m1gRX7VfhRH1rVB64pdoVnMZVqxojvqNFmFlbQuk+7krtrXYjKL5PNDtnD0+isyGr2s9Rtmp3+DPhhvw5a5WmF3nH5zxscXAmnfR40w6XN9yDLuGlcawoByYXvkA6i8qgY/C3JHVyhrjLjdB5fJ/wd4+DEtqvcAfmypgQVgHtHVaptrZDeq+B8uX1kPT8vfQ+5wTPnNyxuLAAHzj5Io+tzqiSum/8cDbHyOcM+HUSxv03fEh9oy+gV0+j3DlrhesQy3Q0Sk9vlncEJ8P3wO/V+HoEGSHehNrIG+5LLj3x3pMPxOELrU9cXFXNmwPcESedOnhbRmCchF+uPw8DPbhtngRFYnQYAeUzOQGN7tQXPbzxtHQVwjUolQesQaZXfH31FPI1Cov2hXJgZXjTiEw3UvUT2+L8CLlUbdFRqwYuQ+HfIGSGZxw0c4KJR7aqqrB44EaLqV/iQJ5XVFbc0ROqxvYd64A3Is5o9+GDzCk3EbULmWLBffuo3f+AjhyywvrA4LgaK2pYyHYyRI7d3TE2oabMS3QBy0t8mHA8TpoUnkpKkVkQm1XDTODvVAtJCeGXqoH714zkHfGQNStPA+3ggYhqb0PN8fUKqWDKV3vvFOnTmHPnj1Gj4UnT56oUqldu3ahWrXX+QTNHdtMJUK+kIwoGeGKFYPOqZvGqg1OeDD6PP4MfIlLvjYYUtoXdcOyIWT1Ruz97ipy53yMqpGZYAVLfOrkhAe3fNBn+F60giMywxalq1zFJUcPhAU4wDfQHk0cnNQN+cNiT2DjEIwfJpyG97MzyGIViplzT2LJzado2aM0wo54otzTUKxdfBEHz/rj5KQryFM9C3LWyIYQi0g89PDH7edhsHRzRPWBpZCzSQ5sfGaNky+BBwjCPl8NLzwi4HhvP2yfH8aDQy+w/u+XCHV4BrfMx2HhXAg9BxRE4At/3L6cH6WtQvGJowdK2PvBydsfjg6hcLa4jnGzTiHg0SscmnUVJ73/1955wEdV5Xv8Oz0zyWRm0iCNkB5KKCFUQ41UaQrYWSwgVsRt7kN9rusTfau4rrsqYkdXpSuI9BJqKCEEEhLSG+llMpNMn7nvMzcr6kdfW3xv9z3u9/OZz9x77rnn3HvunHv/c+7//P71nFt3ga9cFva5mzlQXUeiM4REbzANPjd1Sgt3BgVxlyaYxssWUU38sNLOXR9MZViIk6ezKxgRcJGhslDWbZ5LVY+CsUm9vh++pr4kBHooWn2a12/uNT5eTLexZk6O+L3dYSWkoY2X86soKW6jUNEp+p8FKmDpgpNseTqf36b2kK9uYUZAIC6vjAHBbkpVZl6sVJCsLGLpR6OZMKKLN+pkBPcYxZGF4P7B7G+s41BeF6N8WvLdDo7K21j5yjjmJyWybEI5oRGd9HihUt5Ni9xB7oc15O26QkOrwMIHbmDUrAy6MVLbrSYrqYP5MW4utGo5nnOJ+pICjnq7qHJ78Do1JPmCeOTWZB7ems0dn03jts+nMnjxcPI7ZDhVTmb6lAR1WFHIBPqkGpCPDOXl3xyj7JNiZt7YzY2/6sfc0eXkH1Ph2H2QQLWbkbFFhFj+RIwtlKZCHU/9cguv/vwEYQkm0h19+Co/lBefP4oBJW9UK0V/niCfivYrJt5/8gI7eiyceuEsXzmsjDMIaLVOVgzo4tZVMRwrjeRycRuHDmQw1h1BkbKTh76YxLIn9zEnQM/vVxxj68kUVj6zlTsWbULnUTDWAC8fiyZW5yW3vC9PDLJgsQVgwcOs9ybi+uoNViQ0sjxYT61Vw6PvjSf05HFazjejuyjw0vhajAYbk7KKef2DQzy0chQj5GGM+9VISg6ZcTogecUFzLpKXPJCZk46Sbq3gzRbLfPV5UQ7vFhdMkYsHUD/6TG48aGz9OBtd9PikGPyapmnCMVxsoU6hZeRPxtA9fF2Os+cJym9gjPdPra3KCg+a6bgopu4paNodkFPi4Y0WxeZ4wvY4unAEtzG/VE9xNZbyYw+zeXqvui1bkYbSznxyxPI7QoqGuQ8/9FCMp4YRoxXy0L/HxyPkccHdHNvkIb4Qc9zxwdTxRGywUEOVBt2MchrZHSwwKfODlq8HtKNblLSwniuVCn2j8cHWlg4f+NP87SQkPgrq1atorCwkO3bt/9omzz11FPMnj37ujGk/Eg6U9eA3x/JT/fRWg7LLNTblMTtr2fxC1kk+oLZ+GYlLW4XL21oob3VQmiYhxCvlqpuH6VKKzMCgqjZayZZraNE0cWHNSrufGok7dsK8biVaH1KQr0w+sHB3L81D9X4SMwX+lPeoSOn+grjorupulRP1VEP2bNTqDlYx9nGNsbOjiLnSgfOxt7ZYdkRbtI9Hgq21nLicjMFNR24uoMIyYzD6uqhe7tZvEHvPuHBKvcga7ASkhTO6Eem01pSS2tJOAMHKjj9qZ6aDh3BI5TcODWGdWuLaBHMRCUaSJs9iF0vVJBjMlDX0YlJ4UPfXMCsYR2cOJfA+GF2BmVPYteaPLJHNXLkxECGGAMZ8HA6a5+8yMjEJg41CTSfaGBwXCvatkg0YVZaMWI808GM1SOILzpC2JL5oo/Rw0lN1B3wUpgQzCNJDmIdJp7dU8RzaSaK3U6OyM0o7DpefDWLU789w0WrAwEt2+pVtJ1uRNlfwdwkM/LqBExBXixuOaG+AM512pmk0iLktDLp/jG4V5TQKjgwIbB9dRHKZoF8bw/hHi99FUoElFw404TCDE3eUOwOD/4Xv35lbf/sLL+6ebXXyti0PObeMhhbbguq2goGxzfR6PFhtQSishopOGojJtTMHVNqKW8PpPpMGgY3dNS0UH5ATrxChUGu4HRJIwEoMHq0mGUyzAo76bJATtbZCahqJzHWRFtOO1PvGkhZpUDKorEceNxM46kWhmU7MUwaxba3D2MN6mLwzBqsfedzONeArDafkVoV9MiJqSzmS5uJ0y4lSXInfbxa8uuDqS9tRK7QcfSrFu7+lyx2//NJisu1zA3Qs/diIIPVWuZr9VyqCGGc3kNGv04cufU07OxkRogGY1kyCruWDYXBouL+e7vy+MUL4wn2DmTXb3OZFeLirFmB0ylngMzIBwcq8BY0Y2nSsvyfxmCRB7L3Ug1Xvq5m5sqpRL1fQVRnHwY4TdiaZTRe7iFzVSSOvvVU5Jr54ngVVzpsTB+tJNZsxFvtorJHR71dTo3bgUkmw9ClJNNkR11rhkoZTpmX05gZZfIwQZBxtlNF/8kV2DR2zh1QkaozYKl28KGtE5MuEI1dz1mZC4ulDc1OJfo0LSNTY1h072AcjU00HW1nXHothy5FQmcIMqeKI21y4kJ6uNIhY3+TnYSyKxQoHNTb1CwqtBBzVwphGgGDT4NDLmfKoCae2WVk4681yHxtDPaa0Cu8vLyhnjG6OI77zEzu14W6LJIZiw9x6tlUTnUoiZ4QxeenlCTZewWFJSR+KgwGg/gaz68/5Zc9UH8nPExeXh4bN26kuLj3j+71gjQydQ34h+/9n1qFlaSfpVKpsHDcZUOjUXJFZ2PrFbXo6J1XE0L8XSkYZ40mKlAg12kX0/0GzOLJ1fTt04kg9/HpxTAifSYiJmeStTSVgUvSuHvpcM4LJgYodIQEKPm6NJQDZh9Wn4+b5yWjLKvmbEMLJwUnXQgMmRFJR4KGz3aXsfNSI0aZnCilArPCwdc55eTnNeH1CGLdWr2LAL1bFO6MyAjncHEYu4sNoiNunbqbqnYDMsUQjFE6ig40o1WAoHRxoMfLl81a8jVGBt2bwqj7BtB/wlBifTp2NCmoN8iZMz8Nh0fBaK2GkEAPS+c2Mn1FChPviicRHX6v8XaZmuTFKVQprNQrrXicPg6/V07Sncl8kt+XwvoQvD4fl94rRqFRsKNJxSmZiyP+tpMJNNiVtDYZeWj5MApqwuir9dDaYuK+ZcMxhJpZtiyDgAAlSpmMCoWFEy47xUVxVMu6aWg1iCM/jXYlkQFemhwKRqv8Sj0yTNmZ5HxUw4VqE1Fug+igXy/vYf3HBUybmog11IsdLwsWpLFogIrWnRX0NNk4XxLD2AlDSI8PpJ8sgPnTU0lINiFXgELp40hOFaXFbbTLbNgVLtH/JiHtChP9Rp3ViM4WzKJxMSx6aADpN5gI19vorqhn11sFvPXns/zlTwU0H2xluCKICJ+Wbq8MwaMiUR5AcYmd5nwL8+an0u6W89UlgZz1zVg7wolLaORwiwq5QsDs1LE5J56gADcl2MhUhnBxbzLtu87QR+uhUdFDnBDISZedOG+QKCBbI+8Wj7Va0aukfdJlY0G8l1qbgrzaUFpbTfT36sV+0OsWDjE6L5MDtKz781nGq3o1afZvzyR75nl278ggRWESJSpafGrRL+y4y45M7uOLBjUVsm5+tmQoZZ+XYfOr+deF0OjWcEXrwHz6IE1XVP4GJeuuOAxZ2cgD9OwoCcNs772hj7ollstHWihqbOfI1irM1WOZNX0iss7hXD6XjNWiE42NC01BFHRDq+Ch8VgDqYZAxg0Po9+YUELTTYweFUXGiL6g8CFX+ig41yT6K82eFkaX18fx2mDxtyG+Zk5RMjC7L0avnASNElmqkqjsRPaVm9DL5ajtgexpVVBi93K8OIoOdTcGuYzynj6k3BJPWIAHnyBg6XCw+YsSEhYm0eJQEKb2UXTFSKVZxSfrUvGWbSFRFkza4mQMA+vE+89R/z1HAfMi3TS7BFHawU+uzMnmejWpQtC1PickJH7A0qVL0Wg0vPnmm997Bemfubdy5Uri4nonP1wvSMbUNRAW4CMjqotNdgvzbk4lXNCy2W7hicf3sHLFHrLG92NEiJdoQcd9c4aybN4wFEEOjNlByJQyCt1Obv1VF/MXa4hT6Rh/Qz/efz4P0iOYeGsMKbdGEL8onDWvn+TLPBnP/u4Uh6raKJB3kpoZTsp9U1l+dxq+SBefrTtLfkkDQ8f2FWPFnc9v4pTLLh7nmRYtuzoE8UE5MCOExCQTbqUTR3sF3tZ6YqfGEDYjEkEmoFEIdMXCrrp2Xnn8kKiybPO6ObCrBl2aUXyAl15oY+PaQjFO3L33D+POxemUF9UTE26mKqSHsBkGgsf3Ye/FWPYVJxA0QUubqov8i82kZffj1MU4CuRmSjpl5ByvoUBt4VJ0CulGD2U9GsoHDGGLzUphVRS3TxxInzF9eWXFcfZ5xvPiYzmE+QI4WGWkzKrk2duiUQ4dLS4PUWko9ThZOm+YmL7gARMvrjjC5h6/mQlto008Oj2V0GnBDNEEsK00lCaclHldpEyMQKF3ECZomHJLFBF6GQU7r9Dk6GHOmCSipppoC3LRd4aJPvpAloxLYOhN8Uy7LZgHZ8WjDVFgMvSwYFJ/Zs6OYcGUJG6ZnUbtzga6z3eTu2c4v3u6lVy7jT1KAwfqgogJ8pKRUYm+/xX6pGmwGMK43J7J5GnzeHjlMGYO15OtVxGtUNLg9lHvgAS0RChkaKPl3DjKSJpWTpXXKY6oGMxezBV1nC1v4r0P8wmLUFP2bh6x/Zq55NXQ5syg5VwJtUorqd3h/ObNZL54PpdUlZIOk4XQ0RFc9Hlp7TNUNBJifDpukBtoVthI1LuxB3SLAXQVIc1cemk/0T4dNwWrMbvl3DlpIK1jQsS+0Cp30OmSc6DKyOEel9hPOt1y7GoHcSPKxf6w/tGz9HVrObutnjNb6sRAvTklUYzL6o870M7wedEM1Wl5fomBaYFGDj5znidX7CU72EymVs3lPU10Z4QQND0e0zQTB1V2Tsk6OHq2jo6BejpCwC3z0T8jBEPmELJujcGpjgCXhhQCifUFMUKuJzrYQaEVHC4lMxbHMj+7P7OGxCI3xtNs7MeI4Qb6tw7FWjqSyx4XnQlKsrOCmZiqI2yAnhaZnWBBRWSclnG3RxKbpafucjPr1p4TJTZOd8GOigQmDu+H2eQhekwwCS4j2yuDkakDuGlyKooJfRisDCA6QI9+RBjPv3CMqBtjqXerGTmxL7uODmdhViqeYCt3/qaLdpWLkKlxzB5VL7az/69RQXQqk9IaWL92mjgiNXFSf976eW/w7w0lvSFsJCR+SpRKJWvWrOG5556jvb1dTNu2bZso6ukPjHy9ITmgXwO/TN7BkvElLD7VO6MvoVhH5YBvo8efLXiAkode455cHROcUaIY5CF1A0dP38fUKR/zoEzPrXvmoTGomTLhIzZuWcQNo98nsSaQRUODWO820+nz0n2lB22EFnOTgyfi+7JPsPHS+jkMHdZHrOeB+3aQeLEbt03HYaGTNlnvLLbvMtIqJ9EuY6+zhzMuO7dGhXHfY5kcslpF+QClQs7x9dUM6VEwcXEcbYP0rPvlaZJ69LQFOomcamLxzMGsXp5Dm8FJsFlJU6yTMeNiuH/ZcNY8/gVzw3t419yHP781i3vmbiOiUY36Ri1rX7uJp7L38GVDJTdpwrhnbge/OKMnuTKQwkSLOPPx5J67OfHw63ycm8ghVSNquZx1I1NYkHMzbreXsZnvcSpvKU8O2Ckqt79TV8QD/Qbz8uXZbBq7hdPtGvb/VeTQr9Xzculsipau4dkPw9mnaiA+0cSmrYtITgkRw43ctnCzqKz+DcdO3SeG48hoD2G0yYNSJjDkz1ncumAraz+ZQ5/IQD69P4+P8y6RYNfzdsHNXP59HiNXjcAXqOauhVtZEt7E2XwTU1+aQPLYMB57eBfD6j0EyY10OOUUKjtFB/XWVht3h3Zj1QVxwtE7arN4yRDq6izITxXw5Kos1BMz2PJSIW+9eobmEAfDQsLRCyqK/e8TQRSbvHe8kW2rd/FamVYcEcowCGRH2nmtRs9Nc1J45VdZbLrzAMcu25iQGcQtn8+ky+1i8ZwtYmy846pv9Yf8cfy2b1zExzdsY8ymKSy+YxtNtRZeG5TItnwbCzN0VFR2km9W88zdrVwq7s+DBWVsynSw9mQivy+ZLcbn88+c9MeCnOqKFvuC/1p8w/ioXIqL+7Mh3MsUdxQHVY2cPr9UFIwdnfEu47ojWL51HEWPHRNFRA8om9h//GesH7sZW5tddLyeG5nMeW07m3ffxuwZn5JpC+Nf9k7nsV/vpqy0nfp6K05n72zIqGg9H396M5UvFxDhKOVCax/qO3pHabqa7Wh0Sm4c0YbOp6a8VM7AZYOpvOxk455iXB6BeCGYeTfWM/WRZN49Gc5ra3IZodPi63ASszhZDBO0evlh+gXq0YW6iXHKKAvSEOnTIR+tZsnsdNY/cw7ZWDVPP5bFV/96ibt+O5DtSw5zrkWOO0Dg9rczRK0rP4E+Gdmdcg6FCyxTm9hf6+XJPVPYsPwcq/ZP5o2hn7Fgx1wW3L5JFPk8pGxkUImekvRuTp9byvYpz3C8aQwPfp1FQoJR7Bf3ny8Ty7Y6/omfEskB/fp2QP8us2bNIjk5WZRAGDRokOicvmzZt5qB1w3+cDIS14alyyH4fD4hKnyN4PX6rqmsjPS3hciwNUJtjflq2hfTvhQ6L3cKz43bI1Tnd/y7+/b0uAS3y/uDdJvNLSxfukMIM/xeLNv/efNPp4UXfndE+MMrJ4UXnj8iPPfPh8W8b71xRnh61UFxOef9cuGjR88Ix/9SJbxzf65wenON8Nbdx4Wvd5YJi+/c+oN6Tp+6Itw0/S/i8oWCZmHKhI+ubqus6BDrHTl8nbje2WATfpG0XWht7RHiwv4g3BP8+dVj838SYv/4756nv42jI9b8l66JP5+/PLfbK8T2fVVob7cJcVF/EOx2t/CfMWzQWuFuw2dCQthrYhn+c3g6Y5eQEvpHofhS69V8L0zeLywL3iiUHm8RFszf8L3z2P112Q/KfWLFbmG68X3h0Dvfbnv+uRwx/5qXT4jrr/8h92oZT/3mwA/K2LLp0vfqGRryhjDPuF5c9h/DN5zLaxDTUkNfF54ds+c/PF9zs11YEvyZMDD5DcHcaRdS4v8kWK1OIbHfHwWbzSWW4287P/72jApbIywN3iim+3/7fvxt/s0x+Ze/yzfXwuP54W/Uj8XiEOvyf/euO8Uy0tPevFpmfb1F3OY/rjGZ7wplpe3fK2PGjZ9czXvyRJ2YdtuCTcKBfZXfy/f2PSeFQx+UCy6XR1z/9S/2ClNN7wsvRn0qFL5TJPaN117NvZr/61eLhU1PFwjr1uaJZf/88d3Ce++cE5cffehrYeuWYmHZfduv5vfXd/uizVfbqqfb9b36iwpbxH2zxrwvnosff58fMfRtcbm5qVvcPijljd5rY7YLsWGvCo9GftvvXHaP8FDYZrGNOjpsQkyfV6/2DX9aV5fjalv81PgfHdLn79MG/2gUFRUJAQEBwvLly4X09HTB4+ntU9cb/3hX5v8ges3qHzw4/h4smLdB2PlV6Q/SH1z2lRCkWS28+3bej+73XWPq/wv6gBd/1LANCfpXweH4zw0pif99IkwvC91/NSz8+I3ftjbbj+b1G1jlZd83pP67LL1nu/DJ+gt/077+vvTIgzv/S3mP5NQIUyev/9FtJcWtotF+LfgNQmPgS99L89+P9AGrhf8pJEPq72dM/iPy8MMPi8e2b98+4XpFes0nISEhISEh8TdjNps5f/48kyZNum5bUTKmJCQkJCQkJCSuAWk2n4SEhISEhITENSAZUxISEhISEhIS14BkTElISEhISEhIXAOSMSUhISEhISEhcQ1IxpSEhISEhISExDUgGVMSEhISEhISEteAZExJSEhISEhISFwDkjElISEhISEhIcHfzr8Bthg8t8DF/swAAAAASUVORK5CYII=", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# Explore p21 distribution in G1/S/G2/M cells only (not G0)\n", "fig, (ax_strip, ax_hist) = seq_gmm.plot_feature_strip_plot_exploratory(\n", - " feature='pp21 (nuc median)',\n", - " obs_label='cell_cycle_phase',\n", - " value_to_subset='G1/S/G2/M', # Only look at cycling cells\n", - " hist_kwargs={'bins': 50, 'color': 'black'},\n", - " scatter_density=True\n", + " feature=\"pp21 (nuc median)\",\n", + " obs_label=\"cell_cycle_phase\",\n", + " value_to_subset=\"G1/S/G2/M\", # Only look at cycling cells\n", + " hist_kwargs={\"bins\": 50, \"color\": \"black\"},\n", + " scatter_density=True,\n", ")\n", - "plt.suptitle('Exploratory: p21 in G1/S/G2/M Cells - Looking for M phase (low p21)')\n", + "plt.suptitle(\"Exploratory: p21 in G1/S/G2/M Cells - Looking for M phase (low p21)\")\n", "plt.show()\n", "\n", "# This helps us see if 2 components are appropriate and where the boundary might be" @@ -464,46 +343,30 @@ }, { "cell_type": "code", - "execution_count": 12, - "id": "8a8baa1c", + "execution_count": null, + "id": "20", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "First refinement complete!\n", - "\n", - "Updated label distribution:\n", - "cell_cycle_phase\n", - "G1/S/G2 6067\n", - "G0 695\n", - "M 34\n", - "G1/S/G2/M 0\n", - "Name: count, dtype: int64\n" - ] - } - ], + "outputs": [], "source": [ "# Refine G1/S/G2/M population to separate M phase\n", "seq_gmm.refine_labels_with_gmm(\n", - " feature='pp21 (nuc median)',\n", - " obs_label='cell_cycle_phase',\n", - " value_to_refine='G1/S/G2/M',\n", + " feature=\"pp21 (nuc median)\",\n", + " obs_label=\"cell_cycle_phase\",\n", + " value_to_refine=\"G1/S/G2/M\",\n", " n_components=2,\n", - " ordered_labels=['G1/S/G2','M'],\n", - " operation_name='separate_M_phase',\n", - " duplicate_labels=False\n", + " ordered_labels=[\"G1/S/G2\", \"M\"],\n", + " operation_name=\"separate_M_phase\",\n", + " duplicate_labels=False,\n", ")\n", "\n", "print(\"First refinement complete!\")\n", - "print(f\"\\nUpdated label distribution:\")\n", - "print(seq_gmm.adata.obs['cell_cycle_phase'].value_counts())" + "print(\"\\nUpdated label distribution:\")\n", + "print(seq_gmm.adata.obs[\"cell_cycle_phase\"].value_counts())" ] }, { "cell_type": "markdown", - "id": "76724e7d", + "id": "21", "metadata": {}, "source": [ "### Visualize Results" @@ -511,62 +374,40 @@ }, { "cell_type": "code", - "execution_count": 13, - "id": "82b6a836", + "execution_count": null, + "id": "22", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# Plot the M phase separation\n", "seq_gmm.plot_hist_distribution_with_boundaries(\n", - " operation_name='separate_M_phase',\n", + " operation_name=\"separate_M_phase\",\n", ")\n", - "plt.title('First Refinement: Separate M Phase (p21)')\n", + "plt.title(\"First Refinement: Separate M Phase (p21)\")\n", "plt.show()" ] }, { "cell_type": "code", - "execution_count": 14, - "id": "e0621660", + "execution_count": null, + "id": "23", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# Strip plot\n", - "hist_kwargs = {\"bins\": 100, 'color': 'black'}\n", + "hist_kwargs = {\"bins\": 100, \"color\": \"black\"}\n", "seq_gmm.plot_strip_plot_histogram_with_decision_boundaries(\n", - " operation_name='separate_M_phase',\n", + " operation_name=\"separate_M_phase\",\n", " hist_kwargs=hist_kwargs,\n", " scatter_density=False,\n", - " title='First Refinement: Separate M Phase (p21)'\n", + " title=\"First Refinement: Separate M Phase (p21)\",\n", ")\n", "plt.show()" ] }, { "cell_type": "markdown", - "id": "670c3786", + "id": "24", "metadata": {}, "source": [ "---\n", @@ -578,7 +419,7 @@ }, { "cell_type": "markdown", - "id": "15d3de39", + "id": "25", "metadata": {}, "source": [ "### Exploratory Visualization\n", @@ -588,32 +429,21 @@ }, { "cell_type": "code", - "execution_count": 15, - "id": "300264c7", + "execution_count": null, + "id": "26", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# Explore DNA content distribution in G1/S/G2 cells only\n", "fig, (ax_strip, ax_hist) = seq_gmm.plot_feature_strip_plot_exploratory(\n", - " feature='Int_Intg_DNA_nuc',\n", - " obs_label='cell_cycle_phase',\n", - " value_to_subset='G1/S/G2', # Only look at G1/S/G2 cells (not M or G0)\n", - " hist_kwargs={'bins': 50, 'color': 'mediumseagreen'},\n", + " feature=\"Int_Intg_DNA_nuc\",\n", + " obs_label=\"cell_cycle_phase\",\n", + " value_to_subset=\"G1/S/G2\", # Only look at G1/S/G2 cells (not M or G0)\n", + " hist_kwargs={\"bins\": 50, \"color\": \"mediumseagreen\"},\n", " scatter_density=True,\n", - " x_axis_limits=(3, 15)\n", + " x_axis_limits=(3, 15),\n", ")\n", - "plt.suptitle('Exploratory: DNA Content in G1/S/G2 Cells - Looking for 3 phases')\n", + "plt.suptitle(\"Exploratory: DNA Content in G1/S/G2 Cells - Looking for 3 phases\")\n", "plt.show()\n", "\n", "# From this plot, we can:\n", @@ -624,48 +454,29 @@ }, { "cell_type": "code", - "execution_count": 16, - "id": "be34b921", + "execution_count": null, + "id": "27", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Second refinement complete!\n", - "\n", - "Final label distribution:\n", - "cell_cycle_phase\n", - "G1 3968\n", - "S 1151\n", - "G2 948\n", - "G0 695\n", - "M 34\n", - "G1/S/G2 0\n", - "G1/S/G2/M 0\n", - "Name: count, dtype: int64\n" - ] - } - ], + "outputs": [], "source": [ "# Refine G1/S/G2 population to separate individual phases\n", "seq_gmm.refine_labels_with_manual_thresholds(\n", - " feature='Int_Intg_DNA_nuc',\n", - " obs_label='cell_cycle_phase',\n", - " value_to_refine='G1/S/G2',\n", + " feature=\"Int_Intg_DNA_nuc\",\n", + " obs_label=\"cell_cycle_phase\",\n", + " value_to_refine=\"G1/S/G2\",\n", " manual_thresholds=[6, 9],\n", - " ordered_labels=['G1', 'S', 'G2'],\n", - " operation_name='separate_G1_S_G2',\n", + " ordered_labels=[\"G1\", \"S\", \"G2\"],\n", + " operation_name=\"separate_G1_S_G2\",\n", ")\n", "\n", "print(\"Second refinement complete!\")\n", - "print(f\"\\nFinal label distribution:\")\n", - "print(seq_gmm.adata.obs['cell_cycle_phase'].value_counts())" + "print(\"\\nFinal label distribution:\")\n", + "print(seq_gmm.adata.obs[\"cell_cycle_phase\"].value_counts())" ] }, { "cell_type": "markdown", - "id": "1d7005a3", + "id": "28", "metadata": {}, "source": [ "### Visualize Results" @@ -673,65 +484,39 @@ }, { "cell_type": "code", - "execution_count": 17, - "id": "135b4f3a", + "execution_count": null, + "id": "29", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ - "hist_kwargs = {\"bins\": 100, 'color': 'black'}\n", + "hist_kwargs = {\"bins\": 100, \"color\": \"black\"}\n", "# Plot the G1/S/G2 separation\n", "seq_gmm.plot_hist_distribution_with_boundaries(\n", - " operation_name='separate_G1_S_G2',\n", - " hist_kwargs=hist_kwargs,\n", - " x_axis_limits=(3, 12)\n", + " operation_name=\"separate_G1_S_G2\", hist_kwargs=hist_kwargs, x_axis_limits=(3, 12)\n", ")\n", - "plt.title('Second Refinement: G1, S, G2 (DNA Content)')\n", + "plt.title(\"Second Refinement: G1, S, G2 (DNA Content)\")\n", "plt.show()" ] }, { "cell_type": "code", - "execution_count": 18, - "id": "3000e542", + "execution_count": null, + "id": "30", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# Strip plot\n", - "hist_kwargs = {\"bins\": 100, 'color': 'black'}\n", + "hist_kwargs = {\"bins\": 100, \"color\": \"black\"}\n", "seq_gmm.plot_strip_plot_histogram_with_decision_boundaries(\n", - " operation_name='separate_G1_S_G2',\n", - " hist_kwargs=hist_kwargs,\n", - " scatter_density=False\n", + " operation_name=\"separate_G1_S_G2\", hist_kwargs=hist_kwargs, scatter_density=False\n", ")\n", "plt.show()" ] }, { "cell_type": "code", - "execution_count": 19, - "id": "cfb977ce", + "execution_count": null, + "id": "31", "metadata": {}, "outputs": [], "source": [ @@ -740,7 +525,7 @@ }, { "cell_type": "markdown", - "id": "f3f0ef7a", + "id": "32", "metadata": {}, "source": [ "---\n", @@ -750,7 +535,7 @@ }, { "cell_type": "markdown", - "id": "9e72ac6d", + "id": "33", "metadata": {}, "source": [ "### Generate Thresholding Report" @@ -758,69 +543,19 @@ }, { "cell_type": "code", - "execution_count": 20, - "id": "95acbb4c", + "execution_count": null, + "id": "34", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Thresholding Report\n", - "==================================================\n", - "\n", - "1. initial_pRB_split (Standard Thresholding)\n", - "--------------------------------------------\n", - " Feature: pRB (nuc median)\n", - " Layer: None\n", - " Obs column: cell_cycle_phase\n", - " Components: 2\n", - " Thresholds: [0.0083]\n", - " Labels: ['G0', 'G1/S/G2/M']\n", - " Cell counts: G1/S/G2/M=6101, G0=695\n", - "\n", - "2. separate_M_phase (Refinement) of cell_cycle_phase\n", - "----------------------------------------------------\n", - " Feature: pp21 (nuc median)\n", - " Layer: None\n", - " Obs column: cell_cycle_phase\n", - " Components: 2\n", - " Thresholds: [0.0067]\n", - " Labels: ['G1/S/G2', 'M']\n", - " Refined from: ['G1/S/G2/M']\n", - " Cell counts: G1/S/G2=6067, M=34\n", - "\n", - "3. separate_G1_S_G2 (Refinement) of cell_cycle_phase\n", - "----------------------------------------------------\n", - " Feature: Int_Intg_DNA_nuc\n", - " Layer: None\n", - " Obs column: cell_cycle_phase\n", - " Components: N/A (manual thresholds)\n", - " Thresholds: [6.0000, 9.0000]\n", - " Labels: ['G1', 'S', 'G2']\n", - " Refined from: ['G1/S/G2']\n", - " Cell counts: G1=3968, S=1151, G2=948\n", - "\n", - "==================================================\n", - "Total operations: 3\n", - "Operation types:\n", - " - standard: 1\n", - " - refinement: 1\n", - " - refinement_manual: 1\n" - ] - } - ], + "outputs": [], "source": [ "# Generate a text report using the method from the base class\n", - "report = seq_gmm.generate_thresholding_report(\n", - " output_format='text'\n", - ")\n", + "report = seq_gmm.generate_thresholding_report(output_format=\"text\")\n", "print(report)" ] }, { "cell_type": "markdown", - "id": "3d29eb18", + "id": "35", "metadata": {}, "source": [ "Or as a DataFrame for further analysis:" @@ -828,123 +563,19 @@ }, { "cell_type": "code", - "execution_count": 21, - "id": "45566d5d", + "execution_count": null, + "id": "36", "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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OperationTypeFeatureLayerObs LabelComponentsThresholdsLabelsParentRefined FromTotal Cells
01. initial_pRB_splitstandardpRB (nuc median)Nonecell_cycle_phase20.0083G0, G1/S/G2/MNoneN/A6796
12. separate_M_phaserefinementpp21 (nuc median)Nonecell_cycle_phase20.0067G1/S/G2, Mcell_cycle_phaseG1/S/G2/M6101
23. separate_G1_S_G2refinement_manualInt_Intg_DNA_nucNonecell_cycle_phaseN/A (manual thresholds)6.0000, 9.0000G1, S, G2cell_cycle_phaseG1/S/G26067
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" - ], - "text/plain": [ - " Operation Type Feature Layer \\\n", - "0 1. initial_pRB_split standard pRB (nuc median) None \n", - "1 2. separate_M_phase refinement pp21 (nuc median) None \n", - "2 3. separate_G1_S_G2 refinement_manual Int_Intg_DNA_nuc None \n", - "\n", - " Obs Label Components Thresholds Labels \\\n", - "0 cell_cycle_phase 2 0.0083 G0, G1/S/G2/M \n", - "1 cell_cycle_phase 2 0.0067 G1/S/G2, M \n", - "2 cell_cycle_phase N/A (manual thresholds) 6.0000, 9.0000 G1, S, G2 \n", - "\n", - " Parent Refined From Total Cells \n", - "0 None N/A 6796 \n", - "1 cell_cycle_phase G1/S/G2/M 6101 \n", - "2 cell_cycle_phase G1/S/G2 6067 " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# Generate a DataFrame report\n", - "report_df = seq_gmm.generate_thresholding_report(\n", - " output_format='dataframe'\n", - ")\n", + "report_df = seq_gmm.generate_thresholding_report(output_format=\"dataframe\")\n", "display(report_df)" ] }, { "cell_type": "markdown", - "id": "295a119d", + "id": "37", "metadata": {}, "source": [ "### Boolean Label Combination\n", @@ -954,55 +585,43 @@ }, { "cell_type": "code", - "execution_count": 22, - "id": "7eeb71b4", + "execution_count": null, + "id": "38", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Combined label distribution:\n", - "control_and_G2M\n", - "other 6499\n", - "control_G2M 297\n", - "Name: count, dtype: int64\n" - ] - } - ], + "outputs": [], "source": [ "from cc_mapping.utils import create_boolean_label_combination\n", "\n", "# Create synthetic treatment labels for demonstration\n", "np.random.seed(42)\n", "n_cells = len(adata_final)\n", - "adata_final.obs['treatment'] = pd.Categorical(\n", - " np.random.choice(['Drug_A', 'Drug_B', 'Control'], size=n_cells)\n", + "adata_final.obs[\"treatment\"] = pd.Categorical(\n", + " np.random.choice([\"Drug_A\", \"Drug_B\", \"Control\"], size=n_cells)\n", ")\n", "\n", "# Combine two categorical labels using boolean operators\n", "# Note: Parameter names are obs_key_1, match_values_1, output_obs_key, true_label, false_label\n", "adata_final = create_boolean_label_combination(\n", " adata_final,\n", - " obs_key_1='treatment',\n", - " match_values_1=['Control'],\n", - " obs_key_2='cell_cycle_phase',\n", - " match_values_2=['G2', 'M'], # Combine G2 and M phases\n", - " operator='AND', # Find cells that are BOTH Control AND in G2 or M phase\n", - " output_obs_key='control_and_G2M',\n", - " true_label='control_G2M',\n", - " false_label='other',\n", - " overwrite=False # Default: raises error if output_obs_key already exists\n", + " obs_key_1=\"treatment\",\n", + " match_values_1=[\"Control\"],\n", + " obs_key_2=\"cell_cycle_phase\",\n", + " match_values_2=[\"G2\", \"M\"], # Combine G2 and M phases\n", + " operator=\"AND\", # Find cells that are BOTH Control AND in G2 or M phase\n", + " output_obs_key=\"control_and_G2M\",\n", + " true_label=\"control_G2M\",\n", + " false_label=\"other\",\n", + " overwrite=False, # Default: raises error if output_obs_key already exists\n", ")\n", "\n", "print(\"Combined label distribution:\")\n", - "print(adata_final.obs['control_and_G2M'].value_counts())" + "print(adata_final.obs[\"control_and_G2M\"].value_counts())" ] }, { "cell_type": "code", "execution_count": null, - "id": "9b1e47a8", + "id": "39", "metadata": {}, "outputs": [], "source": [] diff --git a/docs/source/tutorials/Single_Thresholding_Workflow.ipynb b/docs/source/tutorials/Single_Thresholding_Workflow.ipynb index 755ab7d..3bafb30 100644 --- a/docs/source/tutorials/Single_Thresholding_Workflow.ipynb +++ b/docs/source/tutorials/Single_Thresholding_Workflow.ipynb @@ -28,10 +28,9 @@ "from urllib.request import urlretrieve\n", "\n", "import anndata as ad\n", - "import pandas as pd\n", - "import numpy as np\n", - "import matplotlib as mpl\n", "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import pandas as pd\n", "\n", "from cc_mapping.thresholding import GMMThresholding\n", "from cc_mapping.utils import create_boolean_label_combination\n", @@ -50,7 +49,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -67,18 +66,9 @@ }, { "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Results directory created at: c:\\Users\\dap182\\Documents\\git\\cc_mapping\\notebooks\\results\n", - "Single threshold results directory: c:\\Users\\dap182\\Documents\\git\\cc_mapping\\notebooks\\results\\single\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# Create results directory structure for saving figures\n", "results_dir = cwd / \"results\"\n", @@ -94,260 +84,9 @@ }, { "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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E2F1 (nuc median)cycA (nuc median)cycD1 (nuc median)p21 (nuc median)Int_Intg_DNA_nucSkp2 (nuc median)Cdt1 (nuc median)Nuc areaCdh1 (nuc median)cycE (nuc median)...STAT3 (phospho/total nuc)agephasePHATE_1PHATE_2PCNA fociDNA contentLocal cell densityannotated ageannotated phase
Unnamed: 0.1.1
00.0068510.0058750.0194710.0260325.7468990.0064930.005158553.00.0143360.009262...1.77018610.263173G1-0.0206540.0079070.0051512.2987597.0NaNNaN
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50.0067440.0060270.0090330.0052955.2491190.0104220.007797296.00.0088960.007767...1.2663041.828240G1-0.0190390.0005840.0032772.0996483.0NaNNaN
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5 rows × 299 columns

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" - ], - "text/plain": [ - " E2F1 (nuc median) cycA (nuc median) cycD1 (nuc median) \\\n", - "Unnamed: 0.1.1 \n", - "0 0.006851 0.005875 0.019471 \n", - "1 0.012360 0.028153 0.007462 \n", - "2 0.007279 0.005707 0.006592 \n", - "3 0.006531 0.016602 0.009369 \n", - "5 0.006744 0.006027 0.009033 \n", - "\n", - " p21 (nuc median) Int_Intg_DNA_nuc Skp2 (nuc median) \\\n", - "Unnamed: 0.1.1 \n", - "0 0.026032 5.746899 0.006493 \n", - "1 0.004318 8.852262 0.022797 \n", - "2 0.003632 4.951003 0.015366 \n", - "3 0.006264 10.466743 0.019196 \n", - "5 0.005295 5.249119 0.010422 \n", - "\n", - " Cdt1 (nuc median) Nuc area Cdh1 (nuc median) \\\n", - "Unnamed: 0.1.1 \n", - "0 0.005158 553.0 0.014336 \n", - "1 0.005951 490.0 0.015229 \n", - "2 0.004929 363.0 0.005730 \n", - "3 0.005234 579.0 0.009361 \n", - "5 0.007797 296.0 0.008896 \n", - "\n", - " cycE (nuc median) ... STAT3 (phospho/total nuc) age \\\n", - "Unnamed: 0.1.1 ... \n", - "0 0.009262 ... 1.770186 10.263173 \n", - "1 0.008392 ... 1.455814 12.109644 \n", - "2 0.009117 ... 1.290323 4.954907 \n", - "3 0.007118 ... 1.435065 13.424587 \n", - "5 0.007767 ... 1.266304 1.828240 \n", - "\n", - " phase PHATE_1 PHATE_2 PCNA foci DNA content \\\n", - "Unnamed: 0.1.1 \n", - "0 G1 -0.020654 0.007907 0.005151 2.298759 \n", - "1 S 0.025945 -0.000735 0.006861 3.540905 \n", - "2 G1 0.002961 -0.004575 0.004148 1.980401 \n", - "3 G2 0.034884 0.002944 0.002457 4.186697 \n", - "5 G1 -0.019039 0.000584 0.003277 2.099648 \n", - "\n", - " Local cell density annotated age annotated phase \n", - "Unnamed: 0.1.1 \n", - "0 7.0 NaN NaN \n", - "1 1.0 NaN NaN \n", - "2 6.0 NaN NaN \n", - "3 9.0 NaN NaN \n", - "5 3.0 NaN NaN \n", - "\n", - "[5 rows x 299 columns]" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "csv = pd.read_csv(download_path, index_col=0, low_memory=False)\n", "csv.index = csv.index.astype(str)\n", @@ -356,34 +95,23 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# convert the dataframe into an anndata object\n", "# ensure the data is not of object type (e.g. contains strings)\n", "adata = ad.AnnData(\n", - " X=csv.values[:,:-10].astype(np.float32),\n", + " X=csv.values[:, :-10].astype(np.float32),\n", ")\n", "adata.var_names = csv.columns.values[:-10]" ] }, { "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "['E2F1 (nuc median)', 'cycA (nuc median)', 'cycD1 (nuc median)']" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "list(adata.var_names)[:3]" ] @@ -412,16 +140,14 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# Initialize the GMM thresholding object for exploration\n", "# Note: We don't need to fit() or categorize_samples() yet for exploratory plots\n", "gmm_explore = GMMThresholding(\n", - " adata=adata, \n", - " feature='cycD1 (nuc median)',\n", - " label_obs_save_str='cell_cycle_explore'\n", + " adata=adata, feature=\"cycD1 (nuc median)\", label_obs_save_str=\"cell_cycle_explore\"\n", ")" ] }, @@ -434,33 +160,22 @@ }, { "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# Plot histogram without any thresholding\n", "fig, ax = plt.subplots(figsize=(8, 5))\n", "\n", "gmm_explore.plot_feature_distribution_exploratory(\n", - " hist_kwargs={'bins': 100, 'color': 'steelblue', 'alpha': 0.7},\n", + " hist_kwargs={\"bins\": 100, \"color\": \"steelblue\", \"alpha\": 0.7},\n", " x_axis_limits=(0, 0.08),\n", - " ax=ax\n", + " ax=ax,\n", ")\n", "\n", - "ax.set_title('CycD1 Distribution - Exploratory View')\n", - "ax.set_xlabel('CycD1 (nuc median)')\n", - "ax.set_ylabel('Density')\n", + "ax.set_title(\"CycD1 Distribution - Exploratory View\")\n", + "ax.set_xlabel(\"CycD1 (nuc median)\")\n", + "ax.set_ylabel(\"Density\")\n", "plt.tight_layout()\n", "plt.show()" ] @@ -474,72 +189,37 @@ }, { "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\dap182\\AppData\\Local\\Temp\\ipykernel_49784\\869146395.py:9: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n", - " plt.tight_layout()\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# Plot strip plot with density coloring (no thresholding yet)\n", "fig, (ax_strip, ax_hist) = gmm_explore.plot_feature_strip_plot_exploratory(\n", " scatter_density=True,\n", " x_axis_limits=(0, 0.08),\n", - " hist_kwargs={'bins': 100, 'color': 'black'},\n", + " hist_kwargs={\"bins\": 100, \"color\": \"black\"},\n", ")\n", "\n", - "plt.suptitle('CycD1 Distribution - Strip Plot with Density', y=1.02)\n", + "plt.suptitle(\"CycD1 Distribution - Strip Plot with Density\", y=1.02)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The optimal number of components is 2\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# initialize the gmm thresholding object with the adata object and the feature of interest\n", - "gmm_kwargs = {'init_params': 'k-means++', 'n_init':10, 'max_iter':1000}\n", + "gmm_kwargs = {\"init_params\": \"k-means++\", \"n_init\": 10, \"max_iter\": 1000}\n", "\n", - "gmm_thresholding = GMMThresholding(adata= adata, \n", - " feature = 'cycD1 (nuc median)',\n", - " label_obs_save_str= 'Low/High DNA Content',\n", - " gmm_kwargs = gmm_kwargs)\n", + "gmm_thresholding = GMMThresholding(\n", + " adata=adata,\n", + " feature=\"cycD1 (nuc median)\",\n", + " label_obs_save_str=\"Low/High DNA Content\",\n", + " gmm_kwargs=gmm_kwargs,\n", + ")\n", "\n", "# plot the bayesian information criterion curve to determine the optimal number of components\n", "component_range = 5\n", @@ -548,10 +228,12 @@ ")\n", "\n", "# the optimal number of components can be calculated without plotting as well\n", - "optimal_component_number = gmm_thresholding.determine_optimal_components(component_range=component_range)\n", - "print(f'The optimal number of components is {optimal_component_number}')\n", + "optimal_component_number = gmm_thresholding.determine_optimal_components(\n", + " component_range=component_range\n", + ")\n", + "print(f\"The optimal number of components is {optimal_component_number}\")\n", "\n", - "#fit the GMM with the optimal number of components\n", + "# fit the GMM with the optimal number of components\n", "gmm_thresholding.fit(n_components=optimal_component_number)" ] }, @@ -571,52 +253,24 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# Categorize samples using automatically calculated decision boundaries from the fitted GMM\n", "# The ordered_labels parameter specifies the labels from low to high feature values\n", - "gmm_thresholding.categorize_samples(ordered_labels=['Low', 'High'])" + "gmm_thresholding.categorize_samples(ordered_labels=[\"Low\", \"High\"])" ] }, { "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Figure saved to: c:\\Users\\dap182\\Documents\\git\\cc_mapping\\notebooks\\results\\single\\basic_threshold_histogram.png\n" - ] - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ - "\n", "gmm_thresholding.plot_hist_distribution_with_boundaries(\n", - " save_path=single_results_dir / 'basic_threshold_histogram.png' # Optional: save the figure\n", + " save_path=single_results_dir\n", + " / \"basic_threshold_histogram.png\" # Optional: save the figure\n", ")" ] }, @@ -629,25 +283,16 @@ }, { "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "#plots a strip plot with the labeled histogram and the decision boundaries, coloring by sample density\n", - "hist_kwargs = {\"bins\": 100, 'color': 'black'}\n", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# plots a strip plot with the labeled histogram and the decision boundaries, coloring by sample density\n", + "hist_kwargs = {\"bins\": 100, \"color\": \"black\"}\n", "# Note: vmax is set to match the exploratory plot's auto-calculated range for consistent colorbars\n", - "gmm_thresholding.plot_strip_plot_histogram_with_decision_boundaries(hist_kwargs=hist_kwargs, vmax=4, y_axis_limits=(0,0.06));" + "gmm_thresholding.plot_strip_plot_histogram_with_decision_boundaries(\n", + " hist_kwargs=hist_kwargs, vmax=4, y_axis_limits=(0, 0.06)\n", + ");" ] }, { @@ -659,27 +304,17 @@ }, { "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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btWoV+R6ej/d6PrNevXqy0UYb1XhNx44d5e233455LBCOkiIdPi66SOTQQ0VI/1lxRZETTsj3ERkMhYt99hGZOFFkyRJiwCJrry3ihYENBkORh2MaNGggm2++uYwePbqGksHvW221VeR7eN59PXjllVeWvZ7PJNH1C/X6q/Dll1/KOuusI2WLgw8W+fhjkSeeEPn881AZMRgM0Zg0KSQgoE4d89ANhlINxxACOfzww6Vbt27SvXt3ufHGG4PqlyOPPDL4+8CBA6VNmzbL8jNOPfXUIKQydOhQ2X333eXRRx+V8ePHy/Dhw5d95llnnRVU0fTq1Uu23357efHFF+WZZ54JynXLGhtvHD4MBkN8ELZlvUA55BEjjGswGIqchEAWZs+eLRdddFGQXEr+BqRBk09pMEbFjKJnz57y8MMPywUXXCDnnXeebLDBBkHlS6dOnZa9hkRU8j8gLqeccoq0b99e/ve//wW9QwwGgyEhHn9c5NJLw9yQww+nD4ANmsFQin1CDAaDwWDIZmIqBm6xiFQF2AwO6lYpERVShompBoOhTEB5/HXXhUnRKAwbbJDvIzKUCRaJyE8isoCqQFCRNXNbfKgM9YcVliyR1uRU5ukwjIQYDIbsYepUkV12EVm8ODQAb70l8u23ZJHbqBuyCho2TK2okLqNG8sazZpJg/r1s+fxFyEqIWn//COzf/1Vpv71l2xQWZmXShUjIQaDIbuVJovwR6tAnsWPP4q0bWujbsgqmHVL69SRtVq0kBVs77BING7YUOrXqyfTvv9eFi1ZIvnYYc1IiMFgyB423TRUPVQJoafPGmvYiBtyg4oKqWMhmLgIxiePY5TXXXQNBkOJo107kZdfFtltN5EDDhAZM8ZCMQaDYRlMCTEYDNkFfTas14ahQPDzzJkyd+7crH7HKqusIq28fc4M0TASYjAYDIayISB79TtU5s/N7i7pK67SUJ4e9WBSRGS7vn2l3557ymns6VWGMBJiMBgMhrIACggEZKf6l0jzhu2y8h1zFk6VV+cOCb7L1JDEMBJiMBgMhrICBKRVoyzuofVP7T9i/MSJcurZZ8unU6bIGq1ayYX//rcMOPBAWbx4say65prywRtvSIf27eWZ55+XvQ48UF548knpu/PO8vEnn8i2ffrIL9OnB5vEFjosMdVgMBgMhgLC3LlzpW+/fnLQfvvJ7O++k1tvvFGOOflkeefdd4Od4rft2VPGvPlm8NrX3nhD1lt33Rq/995mm6IgIMBIiMFgMBgMBYTnXnpJVm/eXE4+4QSpX7++9N52Wzn4gAPkvoceCv6+fa9eNUjHkHPPrf79zTdlh169pFhgJMRgMBgMhgLCDzNmSNt11qnx3Lrt2skPNPqrIiGvv/VWsAHs7Dlz5OADD5Tvpk2T3377Td585x3ZoYiq0YyEGAwGg8FQQFizTZuAVLjg9zWrGv1t2qVL0HJ92O23Lwu9bLPVVnLjLbcEHVA7bbyxFAuMhBgMBoPBkEcsXrxY/v7772WPnbbbTmbNmSP/HT48+Ntb77wjDz32mAw8+ODg9ZCOXltvLTf+97+BKgJQP/h9u223lYoi6hJr1TEGg8FgKCtQRltIn33W+ecHD8U6a68tLzzxhJz273/LuRdfHFTHkJy6Tc+ey14D+aAyRkMvO263nZx85plFFYoBFZWVVfv5GgwGg8GQL0yYkNGP+5tddOvVk3ZrrSWNGjYs2GZl+cbfCxfK1O+/l3aLF2d+A7vNN0/4ElNCDAaDoVyBD3rrrSKvvBJuNnjOOSW9tw+kAHJgbdsLB0ZCDAaDoVxxxx0i2i786adFfv9dZOhQKWVARIpBoSgXWGKqwWAwlCtef12kTpUZWLpU5NVXk3/vnXeKrLxy+IDMGAxpwEiIwWAwlCu22CIkHwAy4iQ+xsX06SLHHSfyxx/h4/jjRbySUoMhGVg4xmAwGMoVp5wSkoiXXgqTCK++Orn3zZxZTV4A///5ZxGvwZbBkAhWHWMwGAyG1LBokUi3biKffBL+TnOs8eNFqqpQCrU6xrA8rDrGYDAYDMUFKmjeflvkgQfC3w89tHYExFC2sHCMwWAwGFIHCalaWWMwpAkjIQaDwWAoG9CwzPqEFA6MhBgMBoOhbAjI/v36yd9z52b1exqtsoo8PmpURvqRXPl//ycff/qpPHLvvUm9vmLFFWXS2LHSdZNNpBhgJMRgMBgMZQEUEAjIZfXrS7ss5bBMXbhQLpw7N/iuZEjIdn37Sr8995TTvNCWkonzzjpLShlGQgwGg8FQVoCAdGiU8Z1SqvHPP9n77BKDNSszGAwGg6FAcfEVV0i/gw5a9vunn30mW26/vazUqpVsv+uucvYFFwRqiotx778vnbbYQlZu3Vr2OvBA+Z12/AUKIyEGg8FgMBQB/vnnH9mrf3/Zdeed5Zfp0+XqSy+Vu++/f7nXPfbEE/Lac8/J9ClT5IcZM+SGYcOkUGEkxGAwGAyGPOLcIUNklTZtajyigMLxy6+/yvlnny0NGjSQHltsIf3322+51509eLC0aNFCVlllFdlv771lwocfSqHCSIjBYDAYDHnEVZdcInNnzKjxiMKPP/0krVu2lHr1qtM5115rreVe5ybENmnSRP6gNX+BwkiIwWAoD8yaFW66ttde4bb1BkORYY3WreXnWbNk8eLFy56b/v33Usyw6hiDwVAegHywvwmbrT37rMi4cSLdu+f7qAx5AGW0xfjZW3bvLqs0bSpXXXednHPGGfLh5MlB/sfGHTtKscJIiMFgKH0sWSLy3nvVv1dUiIwdaySkzECOBI3E6OORzTJavoPvyjTq168vT40YIcecdJJcc8MNssVmm8mhBx0kn33+uRQrbBddg8FQHmCr+o8+CgkJeOcdkZ49831UhhzvoltqbduPO/lkWVpZKXekWQFju+gaDAZDLvDMMyLnnCPy448ixx5rBKRMATnIFUHIBt565x1pu8460maNNWTMG2/IQ489Jk88/LAUKywcYzAYygNrrCES0VPBYCgmfPvdd3LQEUfIb3Pnyppt2sjVl1wiu+y4oxQrLBxTiqisDJPv6tbN95EYDAZDQYVjDIUVjrES3VLD+++LrLmmSIMGIgMG2B4GBoPBYChYGAkpNRx6qMjPP4dKyKOPiiS5/bPBYDCUHCorg6RNQ2wE45PHMbKckFKDEhBAOIbfDQaDoczQAC976VL5cdYsWb1ZM2lQv75U5PugCgiVIrLon39k9q+/BuPEeOUDRkJKDSeeKHL11WEfBLaq7t8/30dkMBhqi19/FRk8WGTKFJEDDhA588zwHjfElfnbVVbKTwsWyI/aQMzGrBpV6scKS5bI2nkMi1hiailOLFpST5smssceIuuum+8jMhgMtcXee4s891x1jxOqfA47rLTGNcOJqQpMLU3Oq0bO4KBulRKRNTqbRGKqKSGlBpg+C5bBYCgdfPBBNQFh8zLaz5caCckSMLD1qx6GwoMlphoMBkOhY+edRerUCZ0MNi/bYYd8H5HBkBGYEmIwGAyFjttuE1l7bZEvvhDZZx9TOw0lA8sJMRgMBkPJ5oQY8ghrVmYwGAwGg6FQYTkhBoPBYDAY8gIjIQaDwWAwGPICIyEGg8FgMBjyAiMhBoPBYDAY8gIjIQaDwWAwGPICIyEGg8FgMBjyAmtWZjAYDKWKf/4RefRRkXnzwo3vWrTI9xEZDDVgJMRgMBhKFRCPp54K271fdZXI5MkizZrl+6gMhmWwcIzBYDCUIubMCQmI7q49Y4bIyy/n+6gMhhowEmIwGAyKceNEOnYMwxZXX13c47LiiiKNG9d8rlWrfB2NwRAJIyEGg8EAli4V2XNPkS+/FJk9W+Tcc0XGjCnesWnUSOSRR0RWWUWkfv3wfHr3zvdRGQw1YDkhBoPBABYsCEMYLr79VmT77Yt3fPbeW+TXX8NwTB3zOQ2FB5uVBoPBoOGLPn3CJM66dUVWWklk552Lf2w4HyMghgKFKSEGg8GgePJJkdtvF/nlF5HDDhNZe20bG4Mhi6iorESnMxgMCbFoUShtk7RonqXBkFlMmGAjWmrYfPOEL7FwjMGQDMaPF1ljDZHWrcMbCzJiMBgMhlrBSIjBkAxOOknkt9/C/3/8scjQoTZuBoPBUAok5JZbbpG2bdtKo0aNpEePHvL+++/Hff3IkSOlQ4cOwes7d+4szz//fI2/H3HEEVJRUVHj0bdv3yyfhaGk8fvvYQmnJvrRBttgMBgMxU1CRowYIaeffroMGTJEJk6cKF26dJE+ffrIrFmzIl8/duxYGTBggAwaNEgmTZok/fr1Cx6ffPJJjddBOn766adlj0eolzcY0sV554XkQ/svHHecjaXBYDAUe2IqyscWW2whw4YNC35funSprLXWWnLyySfLOeecs9zr+/fvL3/++ac8++yzy57bcsstpWvXrnLbbbctU0Lmzp0ro0aNyuGZGEoeH30k8vnnIltvLbLmmvk+GoOhtGCJqaWHQk9MXbRokUyYMEF22mmn6gOqUyf4/d133418D8+7rwcoJ/7rX3/9dWnRooW0b99eTjjhBPmFkrsYWLhwocybN6/Gg+cMhhro0gUWbATEYDAYMoS8kpA5c+bIkiVLpGXLljWe5/eff/458j08n+j1hGLuv/9+GT16tFxzzTXyxhtvyK677hp8VxSuuuoqadq0aY0HzxkMBoPBYMgeSrJZ2UEHHbTs/ySubrLJJrLeeusF6siOO+643OvPPffcIC/FRcOGDXNyrAaDwWAwlCvyqoQ0b95c6tatKzNnzqzxPL+3irHbI8+n8nqw7rrrBt/19ddfR/4dwrHyyivXeBgJMRgMBoOhhElIgwYNZPPNNw/CJgoSU/l9q622inwPz7uvB6+88krM14MffvghyAlpTaMpg8FgMFRj7txw12CDoRxLdAmD3HHHHXLffffJlClTgiRSql+OPPLI4O8DBw4MwiWKU089VV588UUZOnSofP7553LxxRfL+PHj5SSaSYnI/Pnz5ayzzpJx48bJd999FxCWvffeW9Zff/0ggdVgMJQ5MLjaeK7cQdO91VYLtyJgDbVdPAzlRkIoub3uuuvkoosuCspsP/zww4BkaPLp9OnTgz4fip49e8rDDz8sw4cPD3qKPP7440EpbqdOnYK/E96ZPHmy7LXXXrLhhhsG/URQW9566y0LseQaLPQvvBCWtQJ+kpOzySYid92V88MxlDkwsKecEhrc5s1FrrtOyhqEtc86q7oJ3y23iCRoFGkwlFyfEEOJYvp0ke7dw4WOJl+QjksuITYmolVKb78d9twwGHIBDGyPHjWfw8GJk09W0vjuO5F27Wo+9+qroaOQB9DZupI9mgylg0LvE2IoYdx5JzXY4f/huRdeKDJtWjUBAV6XW4Mhq/jzz+WfW7Ag3B356afDB/8vF6yzjsiBB1b/DkHbdtt8HpGhDGEkxJAdUOKsIhtKSOPGoepRt274qF9fpHdvG/1Swvffi7zzTmjYCxHMPzeBff/9RdZeW2TXXUX23jt8kDcWo59QyYH7ku0sXn5Z5JlnRN54g2qBfB+Vocxg4RhD9vJBIBnsOAsBefLJMDxz7bVhYuCgQTUNgqG4MXKkyIABoQHHsL/3XmGGOeiE/MorobGl8/KHHy4vGX/wgUi3bvk6wrKFhWPKMxxjJMSQPSxeLDJ1Ki1tRVZe2Ua6lNG2bRhuAyhdF1wgcvHF1X+fOFHk8cdDgnL00SL1CqRP4ldfiWy4Yc3nvvhi+ecMWYeRkPIkIQWyEhhKEhiaDTbI91EYcoE6dUJ5X0Nw/O5u/LfllmEVBkoJyYfkDBUCmJ+XXioyZEj4Oz+NgOQFlpRanjAlxGAw1B7sWE2S4z//iKy3nsjYsWEpLMDI89BciyZNaOhTWKM+b1740xS7/MF20S09mBJiMBhygn79wsRUSrA33likUaPqv0FKlIAQqvHLQgsBRj4MhrzAwjEGgyEzIPfH2+E6AAmrJIDec09YFvrggzbiBoMhgIVjDAaDwZB/WDim9GDNygwGg8FgMBQqrFmZwWAwGAyGvMBIiMFgMBgMhrzASIjBYDAYDIa8wEiIwWAwGAyGvMBIiMFgMBgMhrzASIjBYDAYDIa8wEiIwWAwGAyGvMBIiMFgMBgMhrzASIjBYDAYDIa8wEiIwWAwGAyGvMBIiMFgMBQaZs4UmTEj30dhMGQdRkIMtQPbtx93nMghh4iMG2ejaagGu+ZusYXI3nuLTJ1qI5MsLrlEpFUrkTXXFDnhBJHKShs7Q8nCdtE1pI8lS0Tatxf57rtwoWzQQGTKFJG2bW1Uyx1vvinSu3f4/7p1RTp0EPnkk3wfVXGQ+rXXrvncBx+IdOsmpY6KigqpHD8+34dhyCRsF11DVvHTTyLffBOSkaVLRf7+W+T9923QDSKTJlWPAvPj00/Dn4b44B7y8ddfNmqGkoWFYwzpo2XLUDbG062oCH926WIjaghVEOaDPnr1Cn8a4mP99UX696/+fYcdRLbaykbNULIwEmJIH/Xri4weLdK3r8i224qMGhWGZwyGrl1FXn5Z5KCDRE47LZwbxQqOfZddRA49NAyXZBOQ+YcfFnn9dZFXXxV58UWRevWy+50GQx5hOSGlhsWLw/wMCILBYKgdJkwIk2tBnTqW25JFWE5ICcJyQsoMt98u0qSJyAoriFx5ZfgccfgvvxT5/fd8H13p4rffRObPz/dRGLIBkkIh9Tw0t8VyNAyGjMHCMaWCn38W+de/RBYtCtWQ888Xeecdkc02C0MkrVuH0q4hc8AwnXyySLNmIqusIjJsmI1uqWHLLUMFxM15atw430dlMJQMLBxTKqA0dqONaj43aFDYq4HKFRbRddcV+frrfB1h6eHdd0V69qz+HWM1a5bIaqulpqLceWfoZXO9Vl89K4dqqAVeeEHk1ltFWrQQueyykNAbMg4Lx5RnOMYynkoFqB1UJLzxRvh7585h9QrkQ732XMnIkJ4HHhD59luRfv1ENt1UShLz5i1/3n/+mTwJQbXaZhuRzz8Pfx8+POylQTjNUDjYddfwYTAYMg4Lx5QK8MJfeknkwQdF7r1XZOxYkeOPF2nePPw7ZOTyy3NzLKefLnLEESJXXCHSo4fIxIlSkoD0uQTrgANE1lor+fd/9ln4gLzwoKsoiZAGg8FQJjAlpJTQsGHYPl2x4ophmIZ26nQx7dgxN8eBCgK0OdUTT4S5KaWGRo3CvBvkevIEKONU5SkZIOtTfkkOjxJJWnUblsfChWFOhpWrGgwlBVNCSh2rrhpKybkiIGCddaobU0FE+L1UAfnYd99wjFNtxkW47KGHwoZv5BvcdZdIu3bZOtLiBGHEM84IQ1Qrrxz20DAYDCUDS0w1ZB6oLwMGhDkhBx8scsst1i3TkB7Icdpuu+rf6X9DMi+l6IaSgiWmliAsMdWQF6C6fPhh4Q0+vVJQHgh70P2ScJWhsDFnTs3f//kn7MliJKTkYJvXlScsJ8RQPjkFlNOi0iDxU4nCZnuWY1DY2HnnsLQcVQ3st18YxjIYDCUBIyGG8gBVJ1SiuLu8fvxx6ZYPlwrIA+HasX8LyhUl3waDoWRgJMRQHtCeKagggJAMyaCGwgfdaCn5NhgMJQerjjGUB9ZbL0yQpcoCj/qOO0TatJGCAR052Yn4qKNEfvkl30djMBgMOYFVxxjKC6qEpNLPI9ugjwq5DoAyX/qNPP98vo/KYEgMujCTV5WJXbutUV/pwXbRNRg8QD4KiYAAEmTdvio0lzMYCp3Mn3ZaWKVE3g5VZwZDGrBwjMFQCO3fIR+6U+v22+f7iAyGxP1bbropJCN//y1y5JHhvkkGQ4owElJM4IY/80yRpk3DHXOp8DAUP+i2SidQKj/wLtn7x2AoZPz66/L9WxYsyNfRGIoYlhNSTHjsMZH+/aurO2jx/fXX+T4qQymQW3JQfvhBZI89Cith11C4O0izH9Q334S/H3igyIgRtfpI65hagrCckBLDtGkh+QDsujp9er6PyFAKOOeckHyw63LnzuE8M+QHX3wRNtVjI8MhQ6oTqQu1f8t994WJ1banjyFNmBJSbAsUzbUWLQpzCOidcM89+T4qQ7GDsmWqHAAk9+qrRc46K99HVZ7YZJOwqZ7uQD1ypMj++0s5wJSQEoTtHVNiaN9eZPz4cGFCMrcGToZMoFkzkR9/DL1uFLbVV7dxzRe++qqagEAIcTwMhhKGJaYWG0hIRaY9+mjb98SQGVBeCRHR2D6b+xnyg333Dauk6L0BCdltN7sShpKGhWMMBkOogrDJX6NGNhr5BKFWOvt+/73IQQeJdO9ePtfDmpWVZTjGSIjBYDAY8g8jIaUHq44pcBB//+ADkY8+KtwseIPBUFhYvFjku+/CJmEGQ5HDckLyBZLP9t47lFu7dhU5+eS8HUpJga6NtjgbShU//yzSqVPYI4jkdBLVDYYihpGQfOGdd0Sefbb6d+LAhdL3A4LEfiaTJxePQsNx/vvfIiutFPYwuO22mn+fOTP8Ox1JqUAoBZA30KNHWGLLBnjWsbL0ce211Q0K584VGTxYSgUV3boFD0N5wUhI3ka+TnLPZUPKffRRkeHDo7eM5++77x4aty5dRE49VYoCeIQs0JARWkifeKLInDnh3/h9221Fhg4VGTZMZMstq/9WzPjXv8I4Oj0+Ro0S+b//y/cRGbINd38W5vr8+dn5HuZUtj7bYHBgJCRfoCui24SIPWHokphtUII5YIDIcceFbZd//73m3996S+Sll6p//89/RGbMkILHb78tn2/zxx/h/6dOre6/wIN9L8jFKXZwXtpTgrJO63Ra+oBcN25cfc0vuCDz3/Hf/4ZqIo9zz8385xsMDoyE5AuoHuwF88knIl9+mRsvdvZskSefrP6d8M8rryx/XFHHWuhA6aDluGLPPUXatg3/v8YaIiuuWH0e/NxgAyl6sHMpYOddSBfk0lD6HVVpYEar9E8/DcNwmcSsWWF+GoooSgvdc61qxZBF1MvmhxsSAE9m441zN0xNmog0bBj2g1C0aLG8MadhEoscOO88kdatpeCBd/juuyLPPBOeIySE8QUQEDZoIx+EpNVLLhFZf30pepx+ush664W5OzvtFKprhtIABOCRR0Ref11kiy3C5oQ6nyHV++yTne9FPYTQxlMZDYYMwvqElBsefzz0oEliZH+Qq66qXtzcBZD9K2hchZEzGAy5xV13hcQDlYuQG4oEidXZBvf+XntVJ81TuTduXEjsswzbO6YEYc3KDJHA02Fhq1/fBsiQGpDpaSnuGy7mk/+8IX0QZiF0qtVpqFxU1OXqGkNCUExRFKm+ygGMhJQgrFmZIRLkRBgBMaSCn34KE5mZN/zkd/DUUyKrrBKqZiRXF0tJdzHsEaUKJWqIm++UbUAm+/UT6d8/ZwTEUL6wcIzBYEgMQngPPBAqHhjFgQNFbr1VZNVVw3JOxauviuy4o41obUHuEuXxo0eHJeVasVLCMCWkBGFKiMFQ4oAUHHNMmJjbvn24BUA2QLM3TVjkJ507yStyCYhWVxhqD5Sl228PG5M9+GDJExBD+aIIai8NBkNM3HefyJ13hp7zN9+IHHxwdgbr2GOX/x0V5IADqp+jjXifPql/NlVN228v0rt3WA1iMBjKBpZJZihO0HyMHiuUL+aiyVsht27XCgoe/J4NkCNAlcR774XhAcYdPPxwWNJN0zt+NmuW2udS/rnLLtUt53fdNWzC1qqVFDQYBxp5kcR50UVhiXQpgdwe+heBDTdcvoLOYMgQLCfEEHrRP/wgsvbaIg0aFP6IkLlPnwQMAIlzb74ZtphnocQglxMgYuy3QWt6wiTkEdx4oxQNaITl7xfyxhsivXpJwWLevJD40kIdY02y7rffhkpQbYCSddNNYeI4PWC4H/MBzun448OtHQDhPkJDWSYilhNSgiiWnJBbbrlF2rZtK40aNZIePXrI+2yeFgcjR46UDh06BK/v3LmzPE8jqhg4/vjjg8l9YzEtzLkEja5YUOkgSk8QvNBCB71NtF05ZYSEBiAjNCW74w4pK7Cj6sSJIpddJvLQQyLXXy9FhQ4dwoZ5kEcehHhyWQmSCOyfwr5EbsOu776rbuqFwV60KOxiWhugJG21VZiAyv5GlOTmakNC1lsqm26+OTwXegQpAQHcU3RnNRiygLyTkBEjRsjpp58uQ4YMkYkTJ0qXLl2kT58+MitGgtvYsWNlwIABMmjQIJk0aZL069cveHyCR+jhySeflHHjxskadBg0RIOOqLrAUnZ5+eWFP1J0fnW9MowwSgCKDh4cSZPlVs7JdSQfpBha7PvX8u23w+qbww8P/w8RKZSQH8Sc0NNaa7H4hM9D2OkirMSpadOwnXptQEIx2ypoWI39mj7/XLKOSZNEtt46VGDoKIzq4XdMBVHPZQG2k275Ie8r1vXXXy/HHHOMHHnkkbLRRhvJbbfdJiussILcfffdka+/6aabpG/fvnLWWWdJx44d5bLLLpPNNttMhuE9OJgxY4acfPLJ8tBDD0n9YuqJgZfFgvC//+Wm5wLeln4PP/1qh0IE++xo7oHfdp7Fkg3qDDXx4ouhQYWQ042zkIBRx9vmuCBUyYKt7G+7TYS1Ihvz9pprqnea5vPPPz/8P5VIkKWjjgpLlfl/8+a1+y62EWCdglxDJPmOddaRnIQ2uWd0r5iRI0N1zU1wpi8MvWAMhlIjIYsWLZIJEybITk5SV506dYLf3yVjPgI8774eoJy4r1+6dKkcdthhAVHZOIm9WRYuXCjz5s2r8eC5nINQCLkNgweHO+zimWQbJNdpp0taM/PdmQA5JuzA++ij1aGTTIEx4vMhbCTPsWi6e98g8Rtq5jCQNMr8Qu3C27344tDwF+t27ZDnHj1ETjhBZNCgsCon0966/3nu7+uuG4YsIEDu/IsCvVNUPYE0RQFySOM32qRvumlIDlZbTbIOjkvPC1WH3yFClAUzZ1Qt4biylfRsKGvklYTMmTNHlixZIi1btqzxPL//HENS5/lEr7/mmmukXr16csoppyR1HFdddZU0bdq0xoPn8rKvC0ZBlQmSwbKNnXcODfnTT4fys1Y9xALHhlJDwhFE6ccfl38Nz7FokSTJzq4YvUwDwoSnSB4IMjnG4P77RV5+ufhCEtkGPT7w5F3Fi038yKWhLJZQVrGBFuZavQHeeiucv5kEeRLan4P5xpilQ5aoLCLplDUK0hSrlwuVQYQWyUHZYQfJCeiKqptUkiDMzt4AYjJqVPV8QXXS3w2GDKLkSnRRVgjZkF9CQmoyOPfcc4O8FBcNc7Bh03KgLFG9EgypH2rIFtjyXre9TwS8NVVoWExZWJGj/deojA3uvTckVNkKi620UvW29tkA14SSTK5J9+7ZqxKgOyaVPuQfQKZIVkSZ6tu3dp+L14569PHHy3v0GD2uo1+hUujwHJHAi8+0ckBoCPJAvhkKQTplw3PmhFU0UYpnIYC5fMUV4cMFc53x5PghITxyVDZdCQkzlA3ySkKaN28udevWlZl4ag74vVWMCc/z8V7/1ltvBUmtazvlbagtZ5xxRlAh8x0SvgcIR15IByEfFBcqVPCCMKSvvRZ69BAQtvIuNCDNun0porw699qxyJFoWKybm2GwKQdGKQIoO1ShZJqIoILR+IvFn+/kJws/84H50bFj+p/N9aIJGG3WCccQJlNwHrkiu5kEiaDkbFx4YUhuObfa5mVEgblLiC9dUHmGukgpst4L22wjBQ+OFVXkwANDh4IdfdlUz2AotT4hlOR2795d/lO1MJLPAYE46aST5Jxzzlnu9f3795cFCxbIM888s+y5nj17yiabbBIktf7yyy/yk26u5eSMkCNC8mt7WlsXCk4+OSzJU08DxYAKAd2foxCBp77ddtVGeO+9RZ54ouZrMKKcG+oHCaSQqWLdT4SQEqWLLihhrA0piALxd+TuqNuR+Pwhh2Tuu265ReSss8L/U9JLRVGxgrnGXNT5CGFj91lCdYcdVhj3ETk55IKgiJDMmouE00yB+cgY52AcVbk2JaS8+oTk3T0lDHL44YdLt27dAjKCWvHnn38GhAEMHDhQ2rRpsyxH49RTT5XevXvL0KFDZffdd5dHH31Uxo8fL8Or6tpXW2214OGC6hiUkoIiIJqw5iaF4a1CQgph4YwFmkhBACEWLKbEk33gxWPoMN78v1i7LVJR4hMQkA1Vh7FkrDSJ191BNVGeTqo48cQwNwEUe/6Me/yocoTLVKVD1r/uujA8iDGFMFN1kmuQV7LbbuG+OvyfYymWe6IcGwAacoq8kxCUjdmzZ8tFF10UJJd27dpVXnzxxWXJp9OnTw8qZlzV4+GHH5YLLrhAzjvvPNlggw1k1KhR0ilRhnohgvbXJNdBRFg0M21ssoXddw8fiVDsi9eUKcs/Rz4M+QGZBtUqzAW6hRJqIJxI3xOSq2mbnWkUO/mIAgqIEhBAWBNiojlLVNOQwJrrkn3CRq6qu/rqIs89Vzz3ezIg8ZmQdinOK0Nph2PKGlTCnH12uFDiKVEuazdx4YCERHokQBJ5EIYiR8OQPxDSwOBF5X/cc08Y7lAC3K5duAutC/a/gYzkChAi1Be3Agl1gdYBmihczOC8CBXSX4TQK6FZKq7SgIVjShDF0ra9bEF5KTkhlBvSCMkISGEBdQ0vmtAFnWTp3ZALUOKM4nLccSERigW8aaqaSAQmHJmrNt/5AjlTJHaiJNAkzO/jwXP/+ldYLUVlCyFBH7nuxgrh8JUX/L4YHaGLDg88EBIQQOflQw/N9xEZigymhOQSxRQLNuTPsyTpVau42BOH/hd+SSrluzzHXh+umElOxAsvpL6bbaED9YP26K6iwJ5RVJXFA4m3qI0AIhmR7J51oNBQXeKSJnLc8nEsmca114YKrp4bqk+aZNiUkBKEKSEFAowEsX1ipnRGpMLEYIjCtGlhbwrNbWCjtA8+WP51lKlT4u1HUykF9Xs+lAIgW35TNapOEoH+P4RwCH3my+iTZE/F3iuvhKXEJKRn+ljoIMwaQ6UT1Vu5As3OtKGbVpMZDNlSQubOnRtsCkcvjmnTpgWlsquvvrpsuummQRksSaOGGAlz2gJZmwBhREwVMfjAi2RLeAwstybzhY3M2FvEBQSFBmOUpLoeNrkQxOjvu6/0xhYDq12EqXSDnBF6KXdA0BgPbatOmBf1jLBVLsBme4QGabJHY7101zUItKG0kCkl5Mcff5Sjjz5aWrduLZdffrn89ddfQRXLjjvuKGuuuaaMGTNGdt5552ADOnbFNSw3gNX/x2DQ/CfT+6kYSgOEX156KdzKnT1EaGLmExC3pBtZn2ZqCkhLNtrkFwJQEVATGBPKb42AhEA5I3yn6hmhulwadEgzWwAQGjPHypANJYRyWXp5HHHEEQHRiALEhFLZm2++Wfbbbz85k30XDCHwUCi7xLuFhNALhCQ7gyFToOoDVYTunplupGYo/BBe585h2InlHIJKuTfVQcUEU0LKUglJioTQhdRvAJbJ15fNQoEHRzIhrb+LvYeGwVDsIGRx2WVhbg1OU7H17WDppjMxVUAoEDS8o3R5yBCRPfaQooORkNJDpkiIIUfgUlAGSg7ALrsUziZXBkOpgUZwKAWzZ4f3XaNGYU8RdpMtJvVrq62qf4eIsKFkLvcCUvORiTCMkZDSQ7batn/11VdBHggbxbHXiws6nxpqUe5G1jw3NH1DqKKhq6rBYMgsyKHAYLsJwR9+WFwkhMopnxBQypwr0OOIPYhYr266SWTQoFp9XEW3brZvTBkiZSXkjjvukBNOOCHYAZf9WLS2O/iwigqZyNbghvSw3noi334b/p9wDU2y3B1PDeUFOumyNw/VD/zcfnspC2TSu44FSAet8efODb+PhmKEZ6jwKBYQRiIHSEu42fH20UdzkxxKMizbF+i1IiGakDO7BqcJ7IdtXldiyIYSQnXMFVdcIf/+97/TPSxDvCxzbmQy3Lm56SliKE9gJHfYIax0QG1kz5NiM5LpgO3jqbQgXEJuA42wslWFNGaMyAUXhN/F9+RybOkbQqI6+wKlSxroO4Ra+vLL4f933jl31Sm0GHD9V+YoXWBrQUIM5YmUlZCVV15ZPvzwQ1l33XWzd1Tlii++CMstyWzfc0+Rhx/Oz66fhsLYPM+vREPyPukkkU8/Ddu5kw9A2/ZSAYSL3hZuUzJKcZPwpjIGjGm2t09A3aSpF0tvnz7hrtS53lQvEyoM14W5CCgnf++9Wp2HKSEliGx0TD3ggAPkZZi3IfOg4RDdDlmEaXBmBKQw8euvYeIwfSpozsSeGZkGSZPkJxCWU+8Ww8VNTcLywQeHJAUjXSogNOJ3RUUxyATIlYC40Tk1CpS3sjM0RrRDh9AhyAZQXejiqr4fPWFytSdRJoHywp5X5IXcdluoyGSASJEXYigvpByOWX/99eXCCy+UcePGSefOnaW+N/FOoXWwoXawhj+FDaR7dtMlbEYLbiT9qM3SagOqNVjYyQXRDcIAyZMKckUwAnffLSUBcjTIeyFMoiWnae7IWgOEsXr1ChNRV1lFZPTocHdkf4+ZF18MlRCqZOjOynFkGtpQzAXXsRjBXj7krRkMuSQhw4cPlxVXXFHeeOON4OHLaUZCDCWPqVOrDQk/+T0boFMq0r1LQgDhAq1K03078PSvvjpMGNx/f5F+/aToAPFgUzrCkJzPQQdlpivqlVeGpbiAPAwqz9jkz1dclPxzTWlFng00aRJ+P5vpAcgQoVeDoUyRMgmZmq0F12AoFrBdOe3DCZVgsNirJVuguR3eJi3LXZWExFXCd5q4yS6tVEaAhx4KZX5CRsUGzu2oo5J//TXXhEStVatQEaIzsQ9fafBDPuCww0TuvDMkd4RKsunh0yBtv/3CMB7t+QltGAxlirT6hBhKANpPwPJOUsfAgWEC5bvvimy9dZhcmE2QfIqXrnkEGEpCCxyDJlFqKAFAjgg5FCMJSQWcs+5Gy3jstVfY/8MH3VBJ/qSvBuFjwmc+SPIlv4bwGrk25PqkA6qY+L7Fi0UuvTTMM4lC167JfR4VJ5BK7lO2e7D71VBiSIuE/PDDD/L000/L9OnTZZHnZVxPbNVQ2MB7JNcAsAHa2Wfn+4iKD2zWxSMXoBW3248B8oFC4oKEVc1T4aFGjuoFki75e6ltFUCuh4Jznj49NP71vGWNyg3yPOi7AsGgFD4KqChRSkoqibXMCQg+14tKN76XXJd0q4W4boSG+LxHHgk3LSzhnDHrE1J+SJmEjB49Wvbaa6+gRPfzzz+XTp06yXfffSdU+m7mJ3sZCg8siuo9Avq9kENgJdeFC0IFhFfoodGsmciDDy7/Gp5jHxHKu9mbiHwKrjOEE9BzBOWg2EpB4wGlh1AGxAMVCNXBJyAKWpnTRyObgARB+NywD0QpXRJCzt0PP1T/TqIy30HCrsFQrn1CunfvLrvuuqtccsklstJKK8lHH30kLVq0kEMOOUT69u0bdFM1FDCQnP2NunLdi8GQfm+GBg2S84R/+SVUUFw895zIbruV1uhTLQQBQxmih0o+wxWU35Kno0mtVI9AQiCO6e6l4pasQrhIsM1Esm4BwvqElCCy0SdkypQpMpCYODJKvXry119/BdUyl156qVyjXpehcIFMTzKcYpttko9PG/ILjFCyUnzU67LdhCsfYO5ed124h0m+8yVIqn377ZAMUeJLzlC6BEQXcPaToqKGXclJPC5RAmIoX6S8KjVp0mRZHkjr1q3lG0oCqzBnzpzMHp0h80CuJmlxxIjwQSJeNnIF8ABpZoT3XurA8yV5kI6RhQKM38UXV/9OrsJOO+XziAoful1CbUDr9xtvFBk2LGzJXltArmiwxtrqll2PHSvyr3+Fpb5USpUIrFlZ+SHlnJAtt9xS3n77benYsaPstttucsYZZ8jHH38sTzzxRPA3QxqISqbLtsfGZlcuWHzphEvOCJUBbKaXLiiZ1KZ1nTqFZET7WcQCnWKPOELk++/DvUMwoMWQgEdnze7dw/4Teu54woUA9l4hn4Q8hY03Lk0lJBMgdwN1l5wbSn3pVsw1LVSQYEsTN+5ZHu+/L/L00/k+KoMhLaS8KlH90qNHj+D/5IXsuOOOMmLECGnbtq3cdddd6R1FuYI20iSEkiy4xx759WiokoF8YECpENA9IVIFi6K7uSHnqP0r4oG+CezATKklpY0YgmLAvffWTEakYVghgfnVuXN6BASVk2RzNnsj2bVYVC1IBeWshDGYy4lasN9zTzhHtfSZPjCFDHrUaBUUx0yDt9oqOLHAeJjCbcgiUl6ZqIrZpKqMjdDMbbfdJpMnT5b//e9/so5lbaeGY44Js90BHRxvvlnyBve7MTZRFRgu6LmA98h23sS/ScpT+ApGMgYQg6ddSHm9W35ZyCD50C2fpS14qYAGaJMnhyWnhO7yOT9TAXuZPPBASOpR2CAkiQythiQx6uwQW8igzFjnHMdNMmymVMPPPw+rjMgVI4mZ/YsoCdcOrwZDhmH6bD5Bq2jX8LIY5gtUFyhZYCGmpDEe6C1Ce23CN3fcIXLFFeHzLIbs9qqfRSUOXnQioITwXsJSLKzFUsVx4onVib4QkuHDpWRA4y+dn1wTJcyFDo5T5x/HP21a/NdTzkyIUg0517SQwb1BMi5t/bfdVmTUqMx8LmNF3hDl4IRQ3db2F14YhkoNhnyQkGbNmi1LOl111VWD32M9DCnAzR3A8CObJ1pcCZNoZ8xMAkmaeDggNJSo1BoPWQ0Ux0PYxfWgOdZJk8IEOmTxRLjvPpEbbhAZPDisKkg0FoUCqhXo30DpJB60W3lU7ND26RAQPO/+/aUoQL4TJETVjURt4EkgZT5Dnp96qppQFzLOOCNUC9lkDzUyE6CsmyRrf4M9hat2ZhGWnFpeSKpPyH333ScHHXSQNGzYMPh/PByeSPosF6ik63e2jFIAnniieqGnIyLejQ9K9TTXgjbhtKHOdOMpvp94Or0oEoFybJphoVyQWIsCQHgpV2BBpDsvXi6eLLuvGkJwPZhPtZXomQ//+x91+WF1TTFss07fEHKK2JelQ4cwgRPyVAxJzqmCKkXOlcRU5j/qZG0q3XAmSGCG3GjSq5oHGhqSuJvFcaRPiMI6p5ZPn5CUm5UZkgCLwf/9X/h/iEO8ZEVirhqGwaBTVTJ06PL5F+QauAoI2fCp7r6Jt067dmRVKlEw3umCaUMYhgWQhZ5kvlwu9BiWxx+v3lMF+bjcq7PwYI88MsznoVEZBCKK0JYqaJvOPjvcL2DFFcMdjnOp0HKPolYSmku3U2qyYG0hLKPrAv9HIaltiJgN9mgZf9xxYT4Qzs5222W9uspISAkiUyRknpYfJoGVE5ViljrwGkkc85O9SB6LQq9eYchCJdBbbgnr/12wIKy6as0MeNQT9qZIBf53IeWyuBQjMDBalYL3R8yaktRyBsmYVY0EA4MBwXXbfpcKIBncI4TtaEdPGIVGZfRp8YkozcPYZDBXygSKEXv4AJyJ00/P3vex6d64ceH/IeP0EWFdKFIYCSlPEpJUc4pVVlmlxgSJhyWx4onltjttoucU998f9nKgjJBYNj0yfOBVoWBorJq8g3QSN1mw3ERYFvFiJSEQPUp6tVQRGbm2IK+FKh3Gl4qAYgM7rnJd8Yx5ZLu08tlnQ+JDg66LLkrcCyZTIAzIZm5cd5QOCCkdRclpIEdHySnPd+yY2e9ml1xynSD0fqdh1EklIKqIkluVrU6uHANKJNcaByVXZMtgyCCSIiFj8JirwGZ155xzjhxxxBGyFUxcsGXvBrkiV9FrotzBwoQ3pJnlJHnG25kT+ZiFLREokSN8gipCI6V08kHwEglbqJEi/6NYQXwauRgjRAiC3Jra9vsggZHFHPmexb02DdvyAeL2KqUDSqezBRSGvfYKPXAehCDcaops4uOPayZF3313qI5wHBAP+t2Q13TBBeG1JE+EzeC4Nwkdpgvy4QhjqvpGFcmOO1b/3XfA3JyKWMBBYeNB1ljI73//m3xrdq416wBzFUXotNMka+A7UHkZP9YsgyFDSDknhOZkRx99tAzwyi4ffvhhGT58uLxOYmW5g8RAFj2A0lAoW6iTe4Jh1aZoLNp0XyyWSpRsol27sCQVcL3OPLPwGo8lA/J9SFpmu3olCdkApJjwl+YjsK9Njqonlu0Vo0nRPtxQJcad3XOVINBQMVG1TCxA/j/4IPw/ihNOAe36ASoMThjKEIoUuOSSUCFKpOqQP8Y4Mu8gjiRcJ5McniswZlS8AVQdQrr0EiIni95QOAMZSJK3cEwJIhsb2KF6dIvIkue592HLhnBxxEPiUSgEBHAsbldW+CeliYUI8pAIOWHc6NCrO5NmC3QF1cQ7xiVZCZ3FGA/59tvDiox8g9AI+RJ7753dRGEWFyUgzKtNN5WcgeTLO+8MyQQ/KQF3z5UusQpUEhfkXKULcmz0fub7tPKN+QLRYc8YyAhzlq6miQgIoJmajiNEiVJ53s8aWyhN0zTJXvNerrwybGbG+ZJIbzunG2qBlEnIWmutJXdQFeHhzjvvDP5mKGAQNyeXgoWUB4tdoVaUkP+C3M2ix5bmp56a3e9DBoeIAJQh3fsmHjA+ECUkejxYGrOx2Vi+QBIqiamUcGeqgVUsEHKkMynqAKEwKnFyBQjAoEEh8eMnuSkkfq+5Zlgq3qVL9WvdEnnm/BprpP+9JMBS9gsIRZMMrVVn5IlofhLENFkCQXdSoHtHaf4YIaRkSEwuQFK8S9BRVPmJCsVPQqMGQ67CMc8//7zst99+sv766y/bQwYF5Kuvvgpat7OpnaGAwQKClI7SgAdTldeTNkjkPP/88POISe+yS2aO8+CDw1bh6iXiGaoUni2gEiGlQ6YxWFRb0FAOYsE5+nuKfPvt8nkjzz2Xv26vkCfi9jpmKJP56O0BIeHakTuAoc7n9vOU7aIK0VCOJFWuD6G3TG44ye+QG1QQxh6SBHFORh1i+SWkQ14Yx0glXaarXUiYhSSRN5JOyTbvhXRCrFjzycHSfCOOk+vLcbr5MWnAwjEliGz1Cfn+++/l1ltvlc+rbhh21D3++ONNCSk34PVhhPHANaZNhUmscuRUwKZcJPWyyPHZt96a3URLH3izyO8keaph8fNnCL/Q3t7NS8D4sOlbrkE+hh9Ciir3ri2o/sBgovpEka1XXw1DE4wX3jO9bAphM8Js71SNckGCKXOC/h1UvCUDll+IGnkgtI7XkB5jR25PbQmt7mjNvck85jNVfUn1XsfRoF+RblLJMSvhJScEAlyLZG4jISUIa1ZmyLqqgqF2wX4yyewVkwxIgCPRGY8ST8wHCgXJgS+/HJIDvLFMbaJIDgryvouRI8MKFP98KasmbESiJopJvkAYwm3rP358ZgkRiYgHHBAaNIwSYVlNWFRQkUJCryaC4iWn0Geo7EDuiKqHEDdCgppzkYlrhxGglD0qmbY2YFsG/15jftSiSs1ISAkiG4mp4K233pJDDz1UevbsKTOqEgYfeOABeZuyPUP5gF4aSNsYJRY4vCHkf8gDRISs+do0y6Jkkf4oUQQEYOwoC6XUGJXC3YuntoBcEQt3oXvr+GEjykNRItIhIHiPJPhlorz1xRfDnBA8XST4ZI0YeQhs2kYJK3v3oAJFAcKFoVSCQY8bH1x/d9M7ckYMseHeHygM9Dgh4TZT5FHvT0WmSDr3h4Ytufep5smHAmgoeqRMQsj76NOnjzRu3FgmTpwoC6sWrN9//12uhMEbUgNeK150MYIFCHkeQ0zoBCPIc8SeSVajtI//Z6uBHQu4VkXwHVpimwnwua4Hz+/kiMR6bTotrQndYPjpqonszn48LjBKN98cjiEES9uRxzMMVIMguXM9kgXqBUmmEDm+j7wBQgvkvLigDbmeJ9c5ql8EeQyEgcg1wuuGuBhig54mJIzruFJaTK+TTIHrSR4HFUTMCUi9gmaF/E4CeKrA4UCl5BoTckONrG2ujaEskXJOyKabbiqDBw+WgQMHykorrSQfffSRrLvuujJp0iTZdddd5ed8bkdfbKCCgdgxCZHE7lkwin2jrUcfXT4c8+OPy4dtMoHRo6ulbMgc44fxzBQwsvTd0PAGxIpwRKaA6kDMXkkaniUyd1Qbdow+HXWzYdRpQEVSpAu+D+P49dfViaXkx3Bt6YGDwkHyKTkx5Q7GhY7H7MZL8iYJzBA4fpI3kahMnznGfUNjNa53pjemjALXzt07irJn+q/kERaOKUFkIxzzxRdfSC/aBXto2rSpzCUT3ZAcUD8OOSTMa8DIDRuWnkdSaCAvQXdw1ZLIbLVAJxsfb45yXqoeMklAtMpj/fVDI8wi7eeD1BaEd9xeG375KG32NZkSokK322x548BVc/g+KoVINHa3DyBhmJABTcCMgIR9dlAAUBsgrShBVJP8+mtIiqNCVj4gnzRfo9w4GQKCgkb+E9U4yYDXk7dEG3l9j+7IrYAMGwx5QMrp4q1atZKvv/5a2npSLPkgKCKGJEEOgds4TPsNFDsog0ThocERRuvaa7NblYBHnq28A1g8Hm62QNUC+TP0ueB+InzlguRE+pcoQahNy/F4wCAh16NwkEtCJQkkkji/3tOQEuYnhLKQGvDlGxBgDdsRLoOguTkxfkirtoDYaM8crgUEI15/Jr6feaRbNFC9REO0adNqvs42UzfkCSkrIcccc4yceuqp8t577wXy2Y8//igPPfSQnHnmmXKCdc5LHmz2hRKioM12qfRYIfasBk2bO+UThDgII+y0U2GUiyooqX3qqdBAEPbwN+FDLqchF/OC0A1lytkABAdChPJDXg/JpRAwckto9kWuzQYbhCE1SjDpDWOI3h+G+xioGogykkmwX4wCtYVuvfFAsQAOjzZSQ6UhCdmHr4y4gFiRBI4aSN6QwZDPnBBeTgIqm9UtqPLkGzZsGJCQy9wbxJAYLAqoBvQGYLFq3txGLdNgetMl9quvwvHGMGS6dLXUQZ4CuSiMH8aVvBh2sTWERp39oVBDSCglQZMyaTZWJMk0083iUMwg1cxr5vLQoSFBjQWUEnq6uMu87rQM+Aw+E2IZKx+NcB2lxPydcBEhKEhphmE5ISWIbPYJWbRoURCWmT9/vmy00UayYiYzuksBlD0iteNJduokJQuSTvGekYRRGgotsRaiTKjBBZUglA8XCqjyQYVAXu/fv/DCHXQcRRVRw4dRIjek0ACZJy8Ibx1Sf/HFuRlLFAn2gEH1y7YjAcnZd99QnaCEnTyyRGsvCc44iBBxF1tvHTYWvPTSagXHB9WPNFHLdhM8IyGlCWtWlsdsefZk0RbMSJnx5M5iBTI9ioJ2eWSvC86TsJxuTc5eHoSe8gUMJ2Ww2sQLI0rzJnd/kXyTOBqtMYYcK6pDIok916AMm/1otOsoBISuqIUGwlc0zNKcDJItM9k7ppCINfOFROZkST+vp/keoRnmGYoG+SKxyIeC1+Jg/PRTtXpCXkktW7RHwZSQ8iQhKWcM/v333/Kf//xHxowZI7NmzZKlOjGrQO+QsgelnEpAAG2Z2Rq+0Dzc2oKyQgiX4oYbwkXuwQfDBQuDQMOvbOUyxFo0aQCGwcS4s0ij1HANqAxAASkUAgJQGPCkXa+VTqSFtJU7fUrw9DWMlYm2/NkAa4+bFFqq+Qt0VdXNFpMB9yTVMagazCvyeijHTURAAPcPlWdU7lAtRVJsFgiIoXyRMgkZNGiQvPzyy7L//vtL9+7da7BXQxV8A4LXUYrjRF8DJaHEmSEckC93a3IUiFwCz1crSuirQe4CCZVs+V6IcPunMEcYw1z0iUgV5ACkkgdAuT49MyhxzhX5prMuCb469/Kt1lCGDxGilDlTnUpdkHfCpo6Q6njEkPAJ4T6NvBO+0bLsZMDnQ0BzhMocfpehCEnIs88+G+ykuzXxREM0iOtTbslGXxhnFoF0OmoWOtjCHmmeCg/KcemJgBGgKgbZHjWC+HWugLysBEQVKbqRVu32nBYoZYQc0C00G6DbJJUpqEUQEEhTsRNWrj/JqxhhDBiVUsyPbIOQESEYNbauSpdrkKhK51mSOAGEiHUgUwmd5JuhUKFucK9xD8aqriPkBxHkfoScVW21YTAUAlK2jG3atAk6pRrigEQuWhqjCtBBFmNdqooP1T00XJszJ+xjgWxLN0bCHuQ2aE+DYgOGDFWFygG8WMhMNgDhuOmm0JigHGBYih2Mm/al+PjjMC8oF9C9bRS1/d7a9M5gkzglIIDqEvrZcI0z1S9ExxhiQV+eWKA8nXHRsSmkpGxD2SNlEjJ06FD597//LdP8ZjeGmkD5QCLNVrfQfIOFjwogQPWJq/QQBqEDLEmWufTqaazl9qqhwynliemAMBKeq5vvks3GZcWufrhAAXENOL9TzeHlj2UcdKB1vxcFIOo7eQ3EORbJIPFzr71ChYHme19+mdpxvP9+2J8jKkSFgpEJ4AjqnOHei+cYUiZMvgx7E6GYkJ9GLhKbJqKOGAzFREK6desWJKfSHRVFpFmzZjUehjIAcjvyOslxKB+JjAvGmz1yCFMRw84mIA543/RvIByTbhgsalPBYt1oMNe4/PJqA0mJOonB5CFQzUHfimyB5n8+CfHzC1AiSK7FaLPXS1RHU/Z7IRmTeU1ZK0mdyYJwGpVxUXv8MCaZCsdQiaZdqxljOhPHA20CaA1PyIbQECSL/9PLxCdjKDgkcqMkGUkxZBkp9wnZaaedZPr06UGCasuWLZdLTD388MMzfYyGQlNAVlkl9CQVdCGN1RkStYS9NQjXMNUIVeGBsSgWMmnFALFAQ7jAfvuJjBxZWopFNkEokqZaeP70qNDyaLrCQhITKQmMOwYb8poskSQfyTfy7HzstvWnvwXGVRuv0QOFpE0XdBSlU61W2lBNogmviQAB0d2WOV9UCNq5Q2CHDKnekDAT4PgI95L4mmwyMwoNuSouqHxC8VEFkLJKzR858shwZ+YcwLcllqBaAshGie7YsWPl3XfflS6FVOZoyBxYePDm8BgJZ/hZ/cShkdZdoIYcfXS4yPqbyOFpunFwpG5yR1g0USoy3dY6U8DwsUkYRpTFkZ4nRkCSB427eGinTQAJZUM8EnHJg4kaTzYkVCOp1VWJvHxAmTMhB0gFIQeA8uZ3LKVMW/0u3Q/HB7vfQlQ4Pl57/PHJnzeEAHLDZzOHICXkb2QDfE8yZbYuosI2brMzyB/3uKqbrAU5IiGG8kTKWnWHDh3kL80FMKQPvCMMHE2ACgkQCrxPdtyEaLLNuAuUjGOOWd4AsLhjXAiDuEAyRvFgQXaNDp5W1B4WhQQWeQwiG4CVYnVTLkBStl+yTgVLrLAcxI95oioEfVMSATUAZQ3SAQFB7fjww9CA+teNpEx9ju+J2nl5q63CMA7kh7AMORTJglCOhklokkdYo5DAPU1YBjAOV11VcwM8VEt3Z+dslBYbDA5SXlmvvvpqOeOMM+T111+XX375RebNm1fjYUiy0yjxaMqcWbAIT+QLNCBii3jKGSEGuuizEHE9NRzhgnJSno/KyPcTlklapXvq7ruHsrbrFWt2v6F0QfiFnBAfbjjPBfeD5iFgBJPZmZumeRARBeXxm2wSrbRQfQRBQemACFFKHMtYQz5S3VSSvijkkXB+EJl8JKYT+iHsQ6diQlH0E3EBucJx4HHOOTX/BpHjvAm5sucSIUiDoZByQupUeRHLxe8qK4PnlqgHY4gNNpzCG9QN1VgwWRhTBYl37GzJ3iOEQ1LNx6GMmAZPdFRcbbUwXtyrV6hqqDcUL9+D16ASjBsXngf7ZtCtNFauB4aCRRF1hdcTd/dVFUPuwPVnLxI6y9LyPFvhJpYYKqbooAsIUdA7JKorrCpkhOrI70DNgLzGA+ECFDzAOTD/yEEqV9ANFSWTcYfIcU/Ter/AYW3bSxDZyAmhXbuhlvAX+3QXf8iBtqqGQCCrptJn4oILqis+KB9ESsZQHHxwGCsnFk6MPRYgpBgx2oyTJ4L0Hi/ZlBJKYvyQFo6VnIFMAeNFczjKKlGYyiV8gnE56qhQtcKrxfgkA9Q31CnGifmDt3zeedk5RuY3asXo0WE/lF12id2WnusHOeWRSlUM85ZzIlx4773x91Ah2ZLkVzZc5HsaN5a8AQeA/BiIOf08MtEEEjXSbU4WVQFkMBQI0t5F11ALUDVA3Bklo2HDMLTBwpwqWLBVeWKhJ76bykZ55DuQl4KiwaKFN8kOsyxafHay8WCOgYTTfDWx4/tRdEiCBHj1fuMqF0x5cgcoHeZ9KFHFCAgk6pPb8wIymowhg7jQ4VbnD9J7rlvsZxKcP8SZEIS/66sLCAghR00cPffcsKQ4m8cFQeS4ouYj4Q9CHkqaqaxJwnuMC8j4dttV59ZQznvJJel/HjmAVBCxTlAl5u9KnSGYElKCSGIul4m7WGCgBTgNkFhwICQuAaEpFmoCSgHbdMcDMivkQRc3v/QuEa64onrB5jsJ7UBEiGsTm1evGqLCc/QGYUFzeSuSPoaQRRaPktbjnEMugbKiBATgdfvblrvA6FB+i+dP9QRecbEmN/Nwr0eyTQTJtdD3MYe4vpkGSaa0pUdRy3Z4hHuAyhTmM6oc8xiljSRV1AYF4UIlXpx/NhvQcW9zDJpf4Sd5AxwQjoNj4mdU/kyqUOfi/PPDcNbFF6f/WboHD8nqhHv5bOuXY8ggTAkpJJDI5nb4xDjgsRI2idq7hMQyPBz2gmCBYMFPFRgHlA/6BNDbwe2pAPgbe6+4eSLI3roBFmoJi6svqJH055dHZgs0wPK/i+TfWEoOBI88GoDiQ4UEoahiA2OOgSAkgyeNsUPNoHlVImCYySNi7x9yQjBWNBOrLeg5wVgyr1CbIAccGyXOb74pOQFVWjStY776asfQoWHipe5tRHt1wo/ZAKW+EGLtScLvfqiIChrKlpUYoTjkcr+lRGADPo7RRbJqW4owJaQEkY2cEINk13NywcJE0h15Fygnfhwd9YJ4cm2AisEDRFWrEGbxeym43ja5JFERPc4lVySEDpiUXmoeAaQtXigJEkJpNOPLI9VeC4UCDDztt9khGMkfI5cMAQEoBg8+mNnjgRSTqMyx6JxQLx/PnP/notcKZeJKmPnpNkdjDyDGCMK//fbxc55SBVVmzHtyTaiKYTzc44DI+4B0oNpwT0EKUejSBeNOiI3vojoGUlpbsMZovxSFrhdZREXV2mENy0ofFo4pJNDEC0nZXahZwFmgcrFXD4oHyYoKJFhkZF0Y8ebI+yCPQuFv7MaxE5rBw0QGdqXwbIHvJJcFA4AqRIfOeIDYsa8PDdNoyMaGa8lUHKy5psimm4bJwPEAmbv00tALoMKDn5RFUgZNS2y3zw7Xl+fTTc0iBIaSg/Sez54OHP+rr4aJn5yT28qfeYPCl6tmb3vsUf29wN22nmOArN14Y2YJyJVXhgQMVYWyZJQ2qnzc/V2i+uJQ+UNIk8RgrmG6Y8ScI1SCCnTaaWHOWSbuPQg7lXw4QNwvzGPuHYMhX+GYqVOnyuLFi2UDrz3yV199JfXr15e22qjHkB5YvFggyatQzxGjjnFlrxaAEUNGZ2GAECAtZwoYEHIs+ExCM3w/MWAMN4oIi6xfMkk4AKWGv5OLQeKfJtpBZOJVK6QKwkNsUgfhYE8Pyp2zDao68G4B54UnzfWIZTBIjGUn4Sj1AcPQunUoaWOwuX6MGwaMa5rJ5F7IjfakyWYFCBUvGH5IiIJxYn4yh2iARf4RuyqTNImBJB8nk/PWBQSIPiDkXJE3RdVWKsadsBFhFEKgGPR4ia4K8qW0TxLnDikhSRzSSWiScSDslS1AjH3pO5NhE+3dkq1rFtH2AZgSUuTIRjjmiCOOkKOOOmo5EvLee+/JnXfeGTQxM9QCeNt43fTUQE2AiLAYqlGHEKCYaMdJFn+S27iBWXx1p0wWPD6HxTEV4D36CxfGJF7rasqCtTQYUqDxdkAoKZNAlSHvAbKECoOBddWbbMBNcmWMCeVgeDHwGDgIEZI66gfXwd+LRKGeKQ3iuE6EBFSiJ1xBaI1QUiYAkSThmcRVcj0wSJCBbIBKJJeAMIfIAbn66vAnoHKLc2M+k3DN9atNxUY8cK8wX1Npt64gSZkwjd5P9O+BkCQC5FGThHnofUflVS6qr6KaoqGqZgpZJB+G8kbK4ZhJkybJ1hHsesstt5QP02m4FWx8ekugoDRq1Eh69Ogh7yeoVhg5cmTQPp7Xd+7cWZ7Hg3Rw8cUXB39v0qSJrLrqqsGme5CkogHZ/SQKKvCmnn22Ou7strzmed1ci06ReJic6z33hJUBuQbhCrfjJfkamQSJj25ZMuef7W0ESP5ESdBKJIw73jGhHIgEpITERyUfbhvsePK5mzPA5/J7pkDPEN3jh717ID21hfbYIGxHt1wVUfke14vFYNGMTAkIQAFx80RylaSqgCCQZOnve+SD6hQtbeU4yblJBiiFqlSimkFOcwlys3xE5aDUFowJaxMqj1uRluXcEEPpok46ktkf3NAefv/997S6pY4YMUJOP/10GTJkiEycODHYGK9Pnz4yC28xxgZ6AwYMCHbxhRD169cveHxChnkVNtxwQxk2bJh8/PHH8vbbbwcEZ5dddpHZUZtVFQtUCSE044IFUyV8DKJ6LBpWcYGKMmxYWC2QJmFMCMIveL1k1NMlM5OhGI3vMxY8WBDJBcHTjLXgosxxzqgnqA0YmVRj5YSfIHaoPHj3dJEF33xTTYg4HkJSAGUK1YHnMEyEWih31sRirhcqju7hAegXQyVUpgARdCOtmdiSneMjpIKTwPmgtGn4ySVeKB6+tO5uAMjPLFRXxE1URU1kTnJdqAKLBXKg9JpCOnV32USAmDIHWWNQepIJ4WQSUWE8f63IBMgJISRLBRTnrJsFGgy5ygnZc889pXHjxvLII49I3arEL8hH//795c8//5QXUtwHBeVjiy22CEgDWLp0qay11lpy8sknyzn+vgZBb5/we55VZaBKhenatavchkGKAHvaNG3aVF599VXZcccdpSiAp6l9OpCHMZ5qxPBCWAwwcpQcErcGyMZ0XWSR50FLdHdMWDx4De/j2hFHJokum2B6kd9CWAZVhD4jtVmg8WQZG8gAIRHA+TAe9Dnx97hRNcjN8GdfEAiJeq7pggRHQhGqkKBQubtLo3KQGwApwQBCPGhQx2tok6+7xtKrgmucycRSvFRCdRBPqiQIx9T2WtMDxvW4CQGos0A+BN2UyXfxy7yVBJEXQn4NoUZynxgHOp1muzqJ0nXUUm3KB2mKVRnEHOGaoWxAWOgGnK0wVqaB2oWDwTnQTRllLpXOwVqyjLKHyhfVO4ZrhjILGEvWFCpyspQTAiwvpIiRjZyQa665Rnr16iXt27eXbauaY7311luBoX8txf0JFi1aJBMmTJBzuXGcvWkIn7zL4hwBnkc5cYFyMmrUqJjfMXz48ICEoLIUBJDiWZA5RxLnIFuaya/AS0ZJYNEnv8NdTFhsCLvwHncbbhZXvHx2/sSj89tws+C7jZFYmLNNQv7732pygGGku2dttjanWyNVN3yuKlucS9RiS1a/wuXayPKcOwttbYChouqDPimMvT+/KBnWXVQhfISNSNolFMHfICL8nUTNbISQSOKF4LikpzZATXBJiKuI4nXHqzZBoRsyJCSOzF8IAaSNyh6ammUTvgoUTxXCEFKlwqPYAJHFUWF9YT1knSTJPVngtKBcci+xPnGf+BsIkoOlOVncU8lsMGgwZDIcs9FGG8nkyZPlwAMPDEImhGYGDhwon3/+uXRiO+0UMGfOnEBFaen1NuD3n91dMR3wfDKvRylZccUVg7yRG264QV555RVpHqO+feHChcvtBsxzWQMJjDxQBzBCePFRwDPGgEQZWBLfXAKiIBZNG2iS/pD4XVC5pGQHI5BoY7AoEOvHuDvhr7ggh0WPn+/k/ZkAi6ueC0QqKpTBPPHJncKvFlFylgpY8E89NQxLRMWuCY/p9/PZhHTo2IkaR/UMRKpPn/TLcxMBhYGE4UwQEEADMFXZQDpNvtxeOIwJyb3ZBoRC7wXUr2T318kEUKIomyWRH5UyKncjE6AsnY0BWbc0zwiSnCx4jyoa/B/FMSrUgmIN2WFOQbxT2SbCYMhUn5A11lhDrrzySnnuuefk8ccfl4suukiaxdu4LA/Yfvvtg0RZckj69u27jDRF4aqrrgqUEvfBc1kD0ribpMfv2YT2bcDjJMZNvT+LMSGtVMgW0jR7UrCokoCazHGTC6CLImQE5ScTwAAi6aMw8IiqAiIcoyEOPDg1nux/4faOgBDoniOEizIFCIDulKwJrYyZbizGg3yFRMmShQJyWwhjoWxBRGOEPxNuNucqVyS65uK4UYUIBZHHk+lk6XiAoGK4SR7HOchGSTk5Lv52CoxvMgnS7usJpel14bOi3g+xR9GkIy6hmyyVfhOC0YehtJFyOObNBFnthGqSBcoEeSUzyd53wO+t2HE1AjyfzOupjFl//fWDBzkjlBTfddddNUI/Cp7zQzwNfRUhXSCN4qWQJEppLaEXkvJQBLQPSDaT9FgEtScDYRDivHjjdEIlyRDjHJF7Ewk/vEEFDgt8PJCTQRhCc0IyWZbJNY8xTwKwbwdGB28U1YLEQQw+i6sSEkIKJNNqt1iu1W67hV5lJogS302eFCqh9o3Q/BRUEkIcWdoQLCtgXGozNvRFYQ0hf4Q8mXS2GsjGXMkWCF3o9YZ0+gnhEFLCUsyBdEt5o9QV5jj5SqlAd9BGVaYHD2TdYCg0ErIdnnCchKJUKmQaNGggm2++uYwePTqocNHEVH4/KUYXy6222ir4+2majBmkGrwSPB8PfG6sEAuEI2Okwwf5C6gq2lESw0NsHI8DrxJiki15mHJWrcDAyNLanBiuW+Kq5b3JgEVcS2Q5n2T6EHCeHINbCZJraEIvErIfmiCh0m9X75HctMH44um73j45JHiQ9AQhPEjSbq46iRYKIK6JyGupAEKrycvcN5o3Q1iK8ByJ5do+gD1tSLpOBZQ+k2dE0jAl1IBwCWtNKkmpAHKJYmQwFHI45rfffqvxIMTx4osvBhUuL6fRmAoF4o477pD77rtPpkyZIieccEJQ/XJk1cJNvomrXpx66qnB9w0dOjTIQ6EnyPjx45eRFt573nnnybhx42TatGlB4ivN1WbMmCEHHHCA5Bx+fwSIB+EQckJYKMgJyVYjIL8kmbCI7tjLd7Ioakt2vHVUgHhKFzkBmohGUnKyCkohg0Zebht68mZYxLMJcgNQxgiHeU3/igok12L8qJJx+9oYaoafqEhjPeP+IWzCGkDrcxLP3f5FqJap7DZMGJK5Sn8gJSAAhy5VApIKIOk05+O+idWYz2BIEilbP/IlfOy8886BqgGhwOinAkpu6d9BXgnJpZTaQjI0+XT69OlBxYyiZ8+e8vDDD8sFF1wQkA3CLFTGaFIs4R3ICaSGxNfVVlstIEhU8Gyc7UqQKGCsNQcEj9dt4JRt0FSKc0YSBnw3HjjPs6kXSZE0ViLXA/lVZWPyRh57LAwhuMBg0gsD5QAiVcwgLEPlCKSKSgLOl+cgquSHsFcPhhUjS7JvtpQyH4RvqDIjP4XQZjaNSW27yNI+Xwk2G6aRcJuJLp2EKlEKIMzJbshXyOjfP3woUL+4zj50x+FkQW4G4+/u0wPoU0LeVraw117hztU4MXwX61uG1zW3SZnlhZQ2Uu4TEgsY/m7dusl8SjAN8XNCoio28I6otCBXgxwFQh/c2ORs1AaEGzCwKB8shFGJZOSk8P1++3gMQTGHClB16AfBuSB1a18QQlCEA/DoqDBiIXUXUfokQMCItbPA02+DzpncKnQ1hYhnQ73CMBHu1PJ0+pAgtWcTeNPk7ZDkS6iI+QlJTQSawPmKEfkutd0fhXtFk4MJnXF85M2UEg4/PAzJ+aFrzj2Vtv0oaX5ODSSGuZ6JDrlR4H5g7qvZYH1AwfE3skwD1iekPPuEpExCKM91wdt/+uknufrqq4ON7ehQakgREA8y0yFwrldDLgNeMSSBZFIt5SWEgrRLUiVGA8+ktpIxXr8/FVAGatvQK5cgoY7QHSQCA6m9HjgviISWHKL6UL6IEWDRRq1y9zyiV4JftYEyQl8RkggJPxC+ineDkTtDuI1+Lbr5XTKerYbLFBDBVKoc4gECBSmlYgjjQVIk4ShCAHrtGQ+OQ/cCigLvgyjrnip8FkmVbsfedIEKpf1HtF9FKYT9XJAsDdmE+KEcoURSip9OszpySqhSYu1gvWD+kICezQ0LyR3hWmvlF2X4Geh1YySkBJGNZmWES5gsPnehAuXuVOrSDTWNp+7A6YKbnDJTvHI8d93ynaoWFmgIy777hj07qARJFyxklPnhdWo5KcSnmAgIgIxxDioTu11S3U6+rgcaJWe7nrfuYsyurBpqpMoG9SDWfkS0Ned6acIrPU1QuRIharzxdkkork1YBoWFHhBs6Ma5s+EfreeZT1FbGUAu4pEQCKu7qRstw1GdMqEOuSSE60I4LNY58TpaAxSLWsf50BeFhGSICCSEXi61CfVRLu13Cs42UOcg+Iw/Dc6y0WzPUDZIeWWbOnWqfPvtt8FPHiR/LliwIOjHwaZxhjSA0WPstP23CxZhcjrwYrXfh9v1lJ9RjcPw7FkgSIBFaYkHQj8YWLx8DBULTLIbdxUKGBf1zhRKQBhXFAkFi7buq4EB8MuGUVGoasK4okJgsCGJem34rnhNpyCJLkmv2pIgIQgJHX109e98H2Qn3YZQkCBCcJwjc0HHho66qEKEO3xPRXdtjgeIi0uK6NLr7lOCcUonLIva5M5VSrqjNoKDYHLsGHMIVTYbC8YDihtzA9UrEVAVIaY0CKSNPgoIfUNylWuUKdBrCKeIY+c6u/12DIZ85oQYagkaqaFIsLcIMj7qCPF1pHGMKFIti70rmwMkWFQM13BAJpBMVQlAIdBN17J5/BiDTIUO0gG5DJApVTZOPDHsT8LYUMnhtpimmoDkXHJukukfwWsZUzWSd94ZVgj4oFKBhlTqzeu29qnsGktSIeE2PQ8MbipVEwqOEfIRBZQRQiqMAxVa5A1BtMgx4G/x5HxCRIQPlIih8mh7cMgbxJe5x87CEX15YoKwC/kFSpY0EdoHISTuD70XuLaE2JIB50viK/M0Cak4JiAeKACqYJLjEa+DLNczqu0A4dZsV2NlEoQidS5yjTkvEpQzAAvHlCCyEY4B9OngQXku/TdcWEgmTeAZaTIZY4pUjsek3jfGlIQ9fme/DX7H22Rh8z1XLZXWxTzFTQVTBpvJqbEhlwJDnK5ETu4Lxw85cEtnkwEbxZHYB5FDUdDy4yigMKXSvRVCyLFBJlCtotq0Y5gw+i6vhzxiJFMB1Ul6X0FiqBDBcEKCUvGcVbHww018flVfnmAcUGqi1BoUB3rY8H6uMaoDYL5BylDLIASak8T4qKrEGNAkj3Jkyp6TgRvOYf7EqsDC8LtknHslFuGAaOkeTdxf5GKgYAAITzKhDIwujfm4FmwPwH1Jy3230y15VShgKExRGzTSsM8NDyqoVismEuLvQM15GQy5VEIuueQSufTSS4NKmNatWy/HXp/MtsdtSM4Ya1MkFk6SBsmVyJYC4pdR0hslnWZUHCPeJWEEpiWGr5j2piDMQQKsX8oatRtpPJD4SR4I7eTppKnbDXAdSQKM2jMoCjSeor2+eusYOww9ibiMqzZxi0VgUAu0lJT3kc8A6YgFcmT8bqpsgpZsJ1CqlchFIl8CQ45B10RdCAU5ZxAicnKUsOOZ0/o+aideCCHkATLOfcDcogpMSRkhpFgERoHyxfFPnVpN4Pg+yC4kxid4NFGkBDfq3CCu5IG44Fq6GwEWOq6/vpq4MT8IgWaiLNuUkNJENqpjIB7XXnutHIaHYShMcEkJ7SDHqyeerDeaKthB1ldiCCElWxHigjAGHrnucsoi5254VujAUGKktNoE9YTwUKxN9BIBMkZYxM1zwdumJ0ciYBxRKzBw/OSYUNI4Fv5GKImqjFjAuFCy64LKt1hbDKCaEIpBDVHDTt8QVK1UkmoJ6dG/hbJq3Y8KIgSZIuwICKvpLsrsFgwRiQKky6164nqQP6U9eyDPqorEAoTaV8wgy5AeFlifVEC+eU8UIIN0DibJWcH9mYtN/DIJiCXnDZl1c4FqCQvHlCcJSTkxddGiRUHDMEMGgbHBINAnICoGnipYYOkVwKKNccgWAVGiQN8DdxGmH0o6IDdDDS7GkrJlHxAcjN2LLyY3ruRXcP4oQ1GVIFGGFMOpSgwGDwk/mfb2hDYoo8Z4kjRJiCpdAqLX0X9/MhUonDcKAnuzYCggRzy0Sy7nRtWND8gJSgGKBmSKa8v367WIpWhAFMkl4X2QHqp8qKAhDJgKAUHqR53he9wNMSEOhLo4Ph5cC/Y5ocU51zdWvgy7vAIdQ16rCh1hrXgkLBYYQ8YC75/j8qt3fCXMBQab8Aut3AH9ZigHjyIr5DNRoUTORaGl7ZEPRGgugwQkFqxRWekjZSXk3//+t6y44opyIclshsyAhDYWbRZLZGh6sbhJlIUO3QkYI4LBTrebKvFlWlkT1mjXLpTj3a6t7MFB7F334WABdwmQD9QgPE/dLI48CIxXFEjG5LP0s1FlVFbX6hqvR06k5I4qpKW5GCwqPqLIVLKgBwQGCeMLuYMoJcoLccNxACLA5oN8jp4PKgWfpeDzGR+timKc2fOInhP8DQMeq48Fn+NXSUAaIDLJAOLC8bKpHeP3/PNhp18FagWEyN3zyK184rujSBUgPEyjQMgYBIH3od5BchKFtZh/9IZBmeM7IRyQAiU3gKo1crQIfVGJxDglQ7wgGpC1KFLJPUAVip4va4P7nSWKKCXESEiRIxvhGPZuuf/++2WTTTYJHvU9g3M9MUND8mChwfvT2DI3IpUG2Wy7XOjQGL4PvC8MlAJDSiVRLJCcClHRxZz9OlTS94FygMqiIDEWj1uvC9coUSko/UH8bqPkcNRWOcQIo2SQEJuMgaMNvZuUy5zCWEJCICiELzDabtly1LETWkmm7B6FibwXTdQkb4RcmGSTaFGfUAEZa83d8EMaGGLyLXgNpbtUlWjYDpJHMnKmQfiG8nglsSSBaxVQNkGoR88HkkKZNgpKLkEJLuE7riFkPAfJs0ZCShDZCMfQMZWGZezn8sknn8ikSZOWPT70t6k2JIZK3WpcWPDS6ZxYSsCY4d1CcJnEeK6AsIqSE36ilsQDni8ERL3NeNUyJDu6gLBwTbR3SzyZXYFqQy6DhjAwxuluz+6C+QFhSDa0QVURnr8C1RJSgCFnbAmf0A/GRZRHnmzzMUgNShhKEsmgEIhUq3jUC+Z6Re1iTJUNz/NaCDoEhPHgwR5IsT6XDdZIJE0GEEZ2uEYt4z70Fb2o8SAkw3ckyi1JBSheeq05T/da5gIQUlQdCDv5RMz9qGaKBkMGYH1CCgHc9OwTwiKL13PllZnvAkmZIt4U1RZ4OIVMdOgXQbxfPWMWQbx71ACMEQYPb5munfTQiDI+GB6tZCB/BIJAxUmUwoLhw2i6CaBUPlDpQQgIYoEXnqgVNoaLvWp4D4SJnJB87XuC8SIplrg944BCSZ6Qu+eHGnI9dkiE7lWD/J+rnXFJgiXhVStxSE7W0FEsQBQItaBYUenjl8WS7Ek1ipJLElnj9bNABYPMMB7MA/KBUIZQ36iQ4XpCUtzqIHqDkKDP2NHYjrCPqy6lC0rvIUOQAIiz28Au20BZJGdFQ4rphNfShCkhJYhshGMMBQYWC5IhWciRTIlP+wSGvARkdV3k8VzxhuOVaOYTEDIMoIZCkN+T3Z0Zz43kQzw3zo+wAxUU8cAtgLF2u3xijDmOVEBPDcgTIDGVKoJ4Ja25BP1NNGEYIkaowVcI8Lh1I0Neg7KZjFGlOR6fz4JDTlA6oCKGnBAMXbqJzS4g2pB5JZaJQjZ+6I7jwPDSkI1KEBqn+eoOr9HwHioJJIccmmIG15B54ZoFCBj5UBCtLMJISAkiU+GY448/Xn7wS9FiYMSIEfIQHoIh+4BU0NaangUoBXSuJHEuykiQNKrVBSguhVxiTQkqi6B66bG6fkYBj19zEyBodO+MAuOAMoSnySZplE0qKdNmVKlsxsjxuvkCeODE1QsFlJlCrCBoJFv6bfmZH5yvzhHGjgZpiUBSKooBCcCQYPpypAPCX4SIYhEQxjfR9gMuUPxc1SdREirKoJvsSnt1nQuoaFHhJT7TVZKS7d9SyPB9Us4JVQkS5+ZMGQwZQlIkZPXVV5eNN95YdtttN7n11lvlgw8+kBkzZsgvv/wiX3/9tTz99NNy9tlny9prry033HCDdK7tdt6GxCBJkgUb6V/BYuv2RXBL6vx8Atp0ux0fCwkkiRI+wpMllOLnL8SDq+4wHni2ePgYE5QN7fiI5E+IBfKG10xsnwd5APS5oNyUvBQSOpPpCsl3uR1uWczdMtNsgyoa5gMePcccBc6ffA3CWISYXGBkybFxw1XJ3MeQDrdaJZXusMy/ZNrRozZQLQaxIMmXsFwiENbUPie8L9FxEaqCnGF0u3cPSagPjpUKIl6DUeb1lNkCFKNcbySXDVARpbkwKB+6RkAAo7YpMBhyQUIuu+wy+fLLL2XrrbeW//73v8GOuRCOFi1aSPv27WXgwIHBpnbDhw+XcePGBVUzhjTyQvDGMKIYEjc/IQoYZ2LQLjAELKA+kJKJMbsgvyGX4RgaPKFosFBrB9B4wLsm1h8r6TBePol2cFVPFUIDsYCwafUWXr5LGEaPFpkxo7pbK2oACzBVH5RS0po8UXUM+SAqWR9wQJi/kgtQzkkogJAIIYVkmpn5YCzo60E4Bc+fHhoYcfIgUNL8zqAKjLGOIwQmqnNpFDhOSl4JDUKOYn0+IMSoycncJ+RrJALXgdASIR6MJ+QrXndU7gc61FIuzPv8PZDInyEPibJd5gV71zDXmGNU9xC6Ij+JucO9RggDZUg7rbog7MdcwRHwcy/yDe43wrdc99NPr3mPWHKqIQtIKyfkt99+k+nTp8tff/0lzZs3l/XWWy9mtztDkkD+RfbUxThRZ0wMhjY9UmC02TQsKoufz0VRwLhgVOmLsd9+ubk8LGrEzzUnhfwUYsy12Z4+Cnw+oRUID+oPORqQGY3bYyTZ24YxoO03iaMa9qHiAkUE0uEaK921mPlNvD9qEzIXkEeUkyhpHoODASW/BWOfbE+JROC6Q660ZBUFxq/2SRWoDeTiaDdPyAXj6rfo5nWEtDDyOB8Y6XjJuIwleTN+O356w/jz2e90qteQBFr2J0oEQsjMOw1FQtAhGOmsVVQXkQQbTxEiNEouk25kx7EyhhAnBccCudPzQfXDoSjE9RPiR0xfm/xxz3BP6TznXiNEw7jy/6g9c1JAIhtiPUOKENnawG7VVVcNHoYMghI/JSAYpkR9D1i8aPDEop/MZlx8JnkP5C2ggCRbfpkJsPC7IQ16L+BxsUhTPhqrFbgLOsmiZOA5oxRFxehZICEK2hGUhRIvm5wZbVeOQgEYKyRmqgGogtFFFA8Qg874kNuk3h/jFxU6wPCzpwkGjyZTqAixcgPwkCEhHB/XTclPJvI9SE4GnGe6yaG+UuG2E0clwgjRAM4F6wAhQCVqicB5R+0HFMvLxkC7XYT5jljVIlxfVC9+ErZB7XKTjVEOIWckDafTzRfyHisvhXsLEgLh1YZ3POi14gKypgQE0J2XvXJS3V8oF0AN4l6lJwsqrbsvEL1DUIC47tzf3Ae57mViKAlk2BU1pA13YWURRcaNJ1Kx0FGiyAINYYlFQPBUKTMkdo2nSUghlwQEYJjVQGF4+T8LG14UlStRfSFcYAxh1Kg8SPOxukeiDrljhsEnHwTyguHDWOqGaIwBO75COjCs6sWh0mBQyAkgT0CBAaKLqA9CTJT+kr+Ch+sbHReEfNxkyWQSP5MB15ekU0JGjE9UK3DAtWeuxAt9KKLmXryN1lzZPh4IW/hl0igMukOvD3atdUMWqFeERaKOl94WJN5CylBnXMPOvCNcQt5OOiC8A7ElgZbP8O8h3RqBe4xj4e+Mid+bxi8p57g0r4TrQmI5Cij7PhVC4SKkn3H1NyYkZ8pv928wpAEjIYUCFApueF3MMYSJdiTmteR7xGsLjgpABQOeJl4XykBtGitBCAhnEGtPFsjpyNRsQsZDcy54oJBQChkPeMN4tLrvCcmkUfkZUXIwjaTIzUDp8Dcio0yZ8AokIoo8MHZcAxIQjz02JCI+NDGYYyMcREfSWMB4uuEXv0NpbcB1RWXAQ40qpSSvg3Jhwipcg0ThGsJW7rxCPYvXZwOPGTKB8WW8YuXPsLEh191VTSBGsTZ947qrMWbsSDKN9f1uS36qfyA7JOyScEuoiJBPbQg4OR4oHRB75r/OBxQDLc3mmkJ2GSvUSciEC8IzqH+cC2N6663VG/ChZjEfmVOQ26jk2EIB95JLkggzpbImGAxVsD4hhQCkbqR835sg5IABJbM/3SRSPDMUAhcsniwYmsSq1QaJQmwYarx9zZh3Y8TJAqOCUdDv5FhQcyhn5SchJn8HXkgIXUABizdyOomBvvxPibLfp4E9YHg/xAvDABnhfSyaGE0Ne2G4adPueqoQC8YI7533kA8BYXK9aUgg+4aoukDlCZ5jFPhOiA1hAc4RY1SbDe5SAcaRXjLaAI6SWioh4gEiwXUhR4YN6uLlejAv6C/BmDFWGGASG8kHAm5zPD7L3euF19OnhTnhX1PmGAmggPHXHWx9MHdQKVzQpyWbSfIoNCRZE6pJ9ToyF3iP25UVw+6SMZQtDbe60DAPCdhROwhzf+LUkMuBqgLxyTSYR9xr3E8QWr1ukN00v89yQkoQ2WjbbsgCSBh15U3XCJCgGtX7I1lohYa7uLMAamwfQ0giIw+/gsYHyaxa4grS2SeIfAmqOAip4DETkmAhg0DgtRIuIVTjgvwR4s+QJCR2Fuao/APfEEAW8I5phEXTKYyuLuoQDhLvNHbP3/3mXYTEMHosuLwGIuMTRT6f5EckdcI3kMlYQKnBONOPg/PJBgEhZwEShFEnFKUkCyXMDcO4uRKxAAlGYaF7aaLOr3yPVnRBFCHWhIYIU/Dg+ip81QOPmlCPJta6IIxGngeVJBDAWNU3EEpIj1uim+1WARAIjied68hc8NvCY7xVKeMnydVR4wwJ59wgZW7IULHvvmGSNWXoqG/kHXG/J3PNkwXHxzWlHFyVTX6aGmJIEUZCCgF40u4Ooe7ixALnJgimAjx48iJQGzCSarj5ibKCcSbPQkFjL6oAYoHFz02ejfLCkgFGmxJFVANCA4RMWMAwQpyvvyMqxwtBYsHjmP34tAKC5IY78BQxhq7xRVXCg8Woon5ojgpj7lc/cH4YC5fw+O3uMRQkGkJikOTzXeWAcgAxwqhjvLX9+fnnVx8b5aiEoDIJ7eXCd3ANuUYYQQVes4a8UML8qiDeH2v3ZT6LhOKoFv1cW64xhB1Dy71C2JEcq6icCp5D3YEMMpfSAfMUdYbeIOQJJdO3JBlAxjludhDmunHNfNDbhrmm4JzdkndCgpy/Emd+5zqgfEHmM5lnwrXmWJWE8dlRxMlgyAUJmTJliqxbTNvPFxK0FFdvZhQC/Z3FRH9PFbyPhRbvmIVL4+kYVzylKM8onreEd6mJnRASqkIyARZzPXcW+GR2bo0C/SBcQ4Zn7IdGCM2QkIpSQK4MVRSEEqJKSyFuGHRi/nidKDXuFvM6XnwOJcfI3+xzg3eMkdeS5FwCI+xuBkflBUDRgJTSC4O8BpKFMwnCTIwheQ2oR1HVHjxPMjLlrIRJuAY77BDm+LiEJVlASlEPaLxG/gphLtQ55ijPowj4/XYIH6JWobBAgBPlI0XhP/8JzxNSxXgm2ucmWWhTNUgtpC2qAiyq14lbecb8Zx676gzkQKtYMr3bMNeOkCXEkmP2Q6kGQ65yQj766CPZbLPNZEmiJlvlBLwzhjdR/TyvIXGTGDZVAlrRAYFAdsWwsNBiUFPpK8EipoaQ92F86Q3CgsExca3oCkqZKqBSBSOd6DsgNXjTmfL6KW+lCgLjiIHAm083VIGSQ4gHYgPBQPVgIzNIgoLnqYqpLYiFQ2C0IZWqIpoXgWdLNUc8ECah2RjjidGMpQYki+efD4mQbsSGOhMl2WcbkGfmGkZKc2dUZcP4E5KKSvRNBYQSCbFxnpwvBJG9g1wQ+qFixiWWWg6sJeIahuSYSSTlPtQS+FhJu1Qj6VoHaY5XFZVJoG5xPqruMZcZS/deZAxIbCXxWpPQ+TvjDVF2N2KERPN7uvcbeVaQcz0WwjFp5q9ZTkgJIpN9Qk53460RmK0NbQwhkHs1oY6FEjk0FqjAYNHAuOPdscgg87Jod+1a3WwJw0ktPnIrz0Eg4u3sStMkyjU1AQ5lxFUZeB6jpXtCQEKSITnpGA9yMChR5ft1fxCqCCBaeE+cUyaAseOh4LzJP2Fh1sZkyfQlSQb0EXFDZRAdt5IjkdxPAiFepL6OxES9PtxvfqJlsonIGALGGlIEsckHOH/CbBhN5rUqaIDcGypVtGdLunBVO+6PZHIeqBDidRqucHNMCEdC1KmgoTKFsE2UCsl9p/cVnxOrvDgbIMcDwkOzNtQm1D/fGcBx0W7KmjxKLhYqi64XkHPyxbhGKFIQ4R13TN15UAICUFrI52J8soAKnAlrWlZySJqE3HTTTdK1a1dZmQkbgfmZTHoqhRwPl3QgAWMMdFMsFxggvH/1qvDEkGXJbmdhUAKif6OnhpYiIjlDTGIpLZTS4p0QM2fBjwpzYKRjdarMFAgDsHhqUitEinOicgWwMGKsNJ5MSAZFhp9UxUTJ0qmAa8F3oy6pNI2EHY/AJQOOyxUSMUocM0aMn7E8aQWKjUtUSNhVhQbjQChFe0ikAkgeD44NAkwZKMaX8JkfTsomlPBBQrSBl8K9pswF1AjOmeODAGi+EX+LRYwpm+acUDYwxCT7QnB0I0HuOea/C+YAxIKkZEg6DcYUfD/Q3CRICPlLkEG3tBdFkrFljmLw3aTbXIDcJdTCZEBSMIoU4S9CXwpysvR8yR9Kp3Q/SuUr1J25DcVPQtZff30ZPHiwHBpje/MPP/xQNk9CeikLRCWqRT3HQgYB8ENYeC8koGE4/ERQtxcCMXaSO92F1AULZyo70KYTbqI0khh0PGOJ1+g2nMJIuOdMyIjXENdHvoc0ISUDyAvGujZhCsYBrxE1BpA3QI4MJK02YCdizkXbwisBYdHnb4k85KjOnTouhHoI7aSq2uAMQHohfpBejA3AwLD5WrzE40yBuY7XzXUl0ZJ5zDhhrJnPGG7CZQqugyZIM5+YV8wHjpdQA+SU/iv+fi6QSF4DoeA1fDZKhubj8D2+SkAoSPNkfECAUBm4BnwW9xpVOeTPENZxS7NR12I1zSsU4MQwF5UUc19ddln4NxRX3XiQB0q2zl8F2wtAdniOnB8URt30kbHyd5lmnDLRrddQVkg6waBbt24ygUkZJ56XofSS4gcLoms8MKSEVaIMBqqJD8YRqRNPDRKBAWYBRoL1F1Vk+3zshsuChrKCh4WRwYuPZ2zdbdIhUzzcbdAhHVqOqQQE8DuP2gIjogssBiYTpYQsxkpAFHw25c7JSPSEYqiA0MZVrhfJc/Ga0MUCRoJGd4yZEhCAYXX7mdQWyO542ZRNu145hoywEudFeINzRKmgCZeqg4TGuB9UBSKMpdeG4yQnAzKBvM/c4PV+R2CULcKWnCPXEpJDrgb3GhVMzMtUc5YohSefhvcTctSxInm1toS1toDEo/pQDcPakAy0YZuWPkNKXDXHJRyMuxtagZRAKFBLIGJcU74bVY3kVq4/n+3mknD/Zno/KEPJI+kZM3ToUDmNBS4GunTpIksztcAVO7i5SfYk2ZQHN2xUp0bitFGLJVVGhFq4wTEoeHXkHhBX9/cawev0DaF6vrwegkDyWKZ362RB0p1NMQixcoY0TqxeJI2dOCdCS/wfIBNHtcJWxAgBpgTKPHUxZqGkeReGmvHH6LgLcLKgD4YPjGYqpcsoAISGIJJu6IDPScfwcU5uvw4e2kKc5leZMBLMRxQIyCKKErlPGkaCWKDgaM4FZFU3cHM3nWPOKEkih0BDIBwnRIBmdEpc9XNcoOj45ddKGHwPPVlQAgyx5F7z9//h/uGYUErysc5BGsj/QOWCwLlbHXBsbjicChpeB5nTucDYuqE4Et3decoccffo4Rq6uTMoczihOn94DvWT+wfSzf2vG/cZDCkg6RWpVatWso7fI8EQG+RpqGSrlSj07CD8gofIwsGCS3knsW3yB/jJa2hcFiv5kwVf4+ksCLyOahcffBbGHzKCNO53Eq0tXFKjPT58sOEbya6EUzBWHCthApQiFlI8Ogyw7iHDZzAmLinTRbe2wEuGOGleDLkBtOGm3TfGFKJGt8dkwXuiQmwQiXgbCTJutFan3FkTgnVDQT+vihBE1KZ58UCSr44hBgQZHbKEWgEhTgZcE0gFxhiP2D8Gcgh4uMqndkZFveF83J40um646hfHpkaQDqp46YSwmP+qarib4vl9TfhM+rxEqR3p9q9xwV5A+tkkr3LP8ZMwEgoBJIrkWnJvOP50Sn2TBWOtWzgwbhAC8lF0jqBGMRYks7POEIIh5IjCxDlA9lHm/DbwGk5i7vE+N4eJ8yTcpUSW7yCRldeps8D1IiTM8XBv5UAFsZ10Sw8pl+jycsIy3333XRCCadeunWy66aYJy6vKHvQVgEDowopxgIykA8gFfT646VkskaU1tqsLATkQGvvGC8KLgoxkCniiqAvEllmUkG3xtH0VxM9pwFNH6cEQs5DTpEqrQOgfQaMyFkAUH8JQURuOcZ6cP541+Sh0lU2mkoTFHG83lipEtUuy3hzkiIVXvWLdlC9RTJzzRQniOvFeqlggQ4BeGa66wmfisXJMhD7Ir0i09wkqBcmoGCCaUxHOS+XehHBwXf28CcabEImOPyobx67gmtFRFwWPMADnwThTmaE5S5BrDB1ePIYbmT9e+TqkkDAauWZaUeWCChBCAJBZVDnGk+PkgbFkflA+TYIqpdQKVErmL+cQlSwOmJuQRD6Ta4ohd7sFQ5YIOWniLMQHYlrbEusoQM6Zty7x49hQECEH7g7E9C2BLLjzkjLtKGLMGKFIoqRyPVAcOSe+jzGETKLUcU4k/eIM8L1U1HG9WVMySDySsSFGQooMSeSJpkRCxowZI4MGDZJp06Yty/9QInL33XdLL3+DMEPs/TLoBRIvjyIVQADos4EHC9GB3LCYQFA0KY2FQ/dfyRQgIHhCJKxFqWSoHxAOXSSRb5F8IU2aIMnCxyJIM7BkgfHSJmQQLBZEtw9ILETtL6KfQUVSvLbgPjB+kJBUe0XQxVU7XHJtCHHq5mdacYCBc6GEhUXf3xAtG2SZY4gKOZDYq0abucYY0LhLj1E71MYzJqwbJJ4m6p2TLPg8lDaICCqQhvhoIIbnryEeCDFEhPPjuAGePqEiv3EbhAbyzE/mBfcthMUlr5BJP4RHCAdjT6VPpp0yiBNNDbmnCH2g3KFAQAzcJRxHg9wWFD6dm7wXYgmxJ1QF6cUJcKvDuEch9LpTMgSEHKJ08pLShJGQEkQm9475+uuvZY899pC2bdvKE088EXRI/eyzz2TkyJGy5pprym677SbfRiVZGkKQMOduZ+82UKoNyCVAhmURYZEk+x0pnZ/kFJAQSA+OTBMQQCyYhT9WmA4VA08WT54H/2cRhXToni2ENKL2zUlEJtzYdDIVHyzYhHx8cOws6hijZAkIYEEn3wYg1bOoJwO3zTXkkBJQF1HVZ+7meNlGPM/WTYDGgLk5Bhwjob9E/V64BzJFQACKIkaV0AAqjOZKuLsbY6R1zyDKw13VCCKJ0Xb3BKLHj3YWVWKvVSVA26r7Lf0Jp6EWuQoRRh9noLZ9cLjPOCbKnSHsJKoT1nRJAv/fZ58wREPYl/FAdaP/x3nnhRVH3DusC74Ki2JELonubo3qk6sGbIayRtJKyEknnRQQj9HuDVYFPmKnnXaSjTbaSP6jnpGhJjA4SJtI1tzseCYsEMkaPhZM1AzAAqOVFCz8agwVlBYSFy5EYMhYLPmpUjYKRCqNuegFQWKpLpgQHLcSxAe7xxKicKsDFHi8XAvKR/0S0ETAQOFxQmSSzUNAKSCsgjFAzWFO+IYfZcc3AKkoPrHArY6XTs4F8j5zEUXOBaSQMfG/n5wCjJt7rDgdqAh+23CuZ1Tb9kwDrx2i64YeIBmEgmhsRf6RqgGEZg4/PCR9KDq67GmZKqALqm7Yh6KgnW8x5swhrjU5MswXCAihRcgn/URcoJpg6EkMJfyk+TmoWKhZEF7mG4Qc9QQHgrlAyCNReANyQP6Hn4PFd0AydAsIH4SUUIwU5JER7tL9eCA3qJaa/4MCREguqow8S7COqSWITIZjOnXqJFdddZXsSVghAs8884yce+658glZ1YbYOQfq6WJUUEPoGpoILIZ4M7qI4PkRm+UzuHxUEyhBwZBiqKJyKQoFeIcswix8GMV0+i2wkBP/RkJGmo7VJIkxI3auOTMKFnsWWo4BIONDDGrbSjwTgABg9PFOyQnhGDEaGEmMKARODR+N7txjJjRH0iuqGCE5NxeAJGjtZqnJhoSGXFWJFu8ksEIUcSjw7vk7YxiVj4JT4u8XgmLj7tlD0irkAENJ+AniTR4Pihhz1ydCyYKmY9pwS0GIhGMiP0dJBCoJIS++S5OBAeeIcqIkBnIBsWAeoFwSboRUUTETr6EflUKqtADuS0JTlCdD3PTz+UyOi+/1dzVWokRYNR6YC5AQ/72cJz1Q/DYK5OcQgoJcuFV0vJ7zdRUgFEVUGwgO8wClhXsGgk+ZNHPHbXiWYRgJKUFkkoTQKXXy5MlBOCYKU6dOlU022UT+0JiiYXkg6yL1qndGOIMwQSLghbmJdYDFBg9NVRIWfgwGRimH3kvBg6oKFne/Wyd7hiDl+8TGH+dYcEtKswFuS66r3y0WcoHxIBcHcLwYEggCKgaerXtLQ/g0ORjvnKqpqH2AAJ66Nrfj3FCbEu2xwzjgQRMqwDDyPpQQbZ3PekCHT93WAbIHQaF6Q9ueu8m5qcDdBwbwnYQdSfDVY+F8yQ1xHQAFqgTqAXOD10JSdK8bCAhKCp+ZSCHjOjGfMPYuOE9USf18uhajyEVVs3H9UHAYl0RAMdEkYQVEEZLD9Sa8BGFlHXjhheqEdQiVm1wL+D1eR2LCNjgKWkGDs+O2Zec5xpbrTwKwvxN1CjASUoLIZE4IbdlXiOMl8rcF6lUaQiB3sxBgGEhkY7HSxVH7ISSDqD4Z7nOoAMiweMDZICAsbHiT5EG424YXAzAgbqM0ZGlkcDxOFmUtZ2UhTqYEHRJADg5jThgsE43UoqDHFBWKUgICkNQxlvp/36dwPX8MNIZblQ/yB9zkRDxht2mY2zciFng93j2qBMYJI+Xu3YMHTX8NzQEiHKWhMzXOWn6azgLnNsvCwBNqUZWAz1fv3+1RomDbgKr9SILwkZvXg4OA159MiI65wFhqPxYePAdR4DP4P2SR/BM+jyRml8ByPSBzye65AglB7UQF0p3LWQ8gMJAo8sDIs4KAMBbMCcbCJSB8P4Qh0ZYIEAzA8el+QICfVOEwfoS5UN1QYrQrscGQ6bbtgETUn1lQIjAn1X4GpQ4WdG5OhZbHsvBASihbTLZEl8WC17L4AP6fi5g7wBCxkOrCTngDo1csJdkknWK0tayQrpPE87VFPOoU54IXm0yFDsRSkx4hZBASTchmsVeSmS34JJNj1+dQSLSSRuGGEQjtMBaEW3gPvThckL+AUqcVVahqyYC5GCtpFq8fsqc5DBhk8n9QAJWYxCqTTQSuA+EdDB8qB544ygjXWs9BN8nzQ0kQJRJMKfOlWieZ/Ykgr3w29y95H3oPEPLgu7XPDeNB+InzjEpIJQTLOHOshAT5CYlxN/lLBFrS8yA8TrgLQoyTiLqn+/ToPND5yLWALKAMES5CvaFSiJweHJiovaVYe8gN0c/jWhHWg3S6c02TWSGU8TbrNBjSDcfUqVMnZmt2fZ6fS/x9UMoRGlvXjbR8cPNyc7OAsPggoyYDpG0WOb+bY7Lg2iHZs/AhWRN+oP8CORWxSAW9O/w4NYtxKhurQVBRgfwE2kQgEZAFkAZgqSo8XAP6NkAsON9MgZg5i7cuvnw2YTDyU5D3WYghNroXShRQB8j3ICcIjztVYODoUwIwZm5vEYweIRXGG9LqN/lKRvWCnGFsCGXoTsuQF0Im6exAzPtdskdeC+SN3BcSqJmLmeyvgSGkEov7CmPJ99JYjD42ShJRCaKqpfz7hbwY3sv9St6HdgkmeZXjBoStVIXis3E+opSXdEByK/OYuUIOD2MGEYYIQRx8dVpzdFSR4X2QT9YM5i3/BxAmSIxWlvF3ut1CTlwQZoHgobyg3OJM0UME1SWqQSEEN809dZLtNWW9Qso0J4TeIMnAuqpWed/JlGzinbEosvAnS0QUKrEmal6lwNtC7iV8wMJF6Ew9GbqpRrUgBxgfJFddYFnE8PyTbVKEkcRg8n7IDHkHySw2xOp5Pe9jwYUwqfScCBAtDCYLOCQBTzWdnIMo4HWTi6O5T3h9eNskIbpwczFcuHkZVNRgvGKFgajmoScK540H65Iptx13FCAjKB0cJwSAEs10gNeMweV6cy0wyNko984EmMsYQdYqkkXdTfIASfPkV3Gt/L9FAdUMYulX0ShQwriGzC16/ijBIfSqBKU2cJvXkUsDOSRBXXfWhkShSvjhQu5XraKCNEftdss97CtQkCy/4aALqvrIN2EMNYTGvFAVifuVtSTNBmZGQkoQmW5WZkgSSP1u2IoFTDeSilrMMLIYymSJCCERDB+SNrkaeF2JQgCEcIhRRzWhYsGOF5fHEOL5oEbwM9nkMxQQlAj3fFms/WoIXoeBQA7WZlNIx7QNB5wbxp6Yf5S0TeIcr2HBJSRBTwdUAM6V8UYWz0TPA8YBQsXn0o0Uz5BFmyZ9/n4lxMyR6H1QGaI9KDhmyIWfZIjxQSaHKKpHi2LA9ycDwgvMKd6vYx+LFCUCBk0rLjAueLmaJ1BoIGcJ5UI3BMRYur1MEqk1KAyQbBQDlD4ICFU8sdRdvgOSjVJHKIVkVggj96cqDj4ghTgObi5OLHC/aeI658Rc08RZBSqcS065j915x/v4Tl8xYW6wTun+MLwO5TEqJAN4DXktGoqFeBDSgsyhzGWgVb6RkBJEJhNTFffcc0/QoMwHz93HDWsIb06XFGBUkMdJEkQlYaFy1QAWL0IzUfJmFEgIY3FiYWDMk9kThBBKlAKhpX3xQG4AsXM6R+rijDdM5n8sYPxYsHzC5faUAMjiVFzhTTIuWo3h700TtWjTI4XjwMCy8OMl4o253iHvzUTCNDI8/Ujwsvk/4w7hYfz8z8coIHVTFqplrgqMgV6HqPPCEOD96mdqngldLxX8jV4j5B6QW+TvoozqxXPu2GsYIVWg0rhz2U3URFVDqicsoMQqFXCMKFwoNonmUzJAPQOMF/PHL9+NBc4DQsm6RghVc2EgFy4BUYKs4J6G+HBt6NhK6JBE2CgCwrXgtSSQcg8lszkhc8OdK25jMkgDBN+fP1FrSJTjwTzk3kPVg0iQXxOLgOj8QRXVDe2YgxB93peJvXoMZYuUlZANN9xQbr/9dtnek7ffeOMNOfbYY+UL3Z67nIEHz+JMUicLGgubGzZBCsVz8vfnIIyQqL8HlwsvRI00ixTemLuLLUYIkoJx10UMpYHYtRo3vGJkXQy37g+RDDC8eJi6OEMAeE7LQ/k+FmekYr8tPYoE1R26cDIuVCi4CyvvQxngMxUcG4RDGyu5KogfZlEpWCsOOB6UIj8JMxnwnagqjCexdXJnXFCBgLQPCSTHgWvDdUaxwOBgmHlOS105JogoyhPXAQNAZYmbX+P28lBAArQ3jL9vDZ8JadH8I64Lx0KOiguMYyoN4RRUs6DCENoiQZkEVPpUMIcxXroRI4SI0txYUjxEjPCFkhrGA+LhlvTzOcwndzfhVMDxsP6o0SWfSfetiQd3HxjANWQO00ME0qWGnfsOsuKTG+Yz15P7iWuPEoVS6d7L5Ki421pwruxAi6eIuujOAcqZuV8Ze/J7+FzmEGTn1lurVUnCRX5JOa+lAky7EKMSakJ7baCdWl11jTnBOWQI6e4/ZjkiZaaETJ8+PdgrJioXhL8ZJDT+LKYsuqggft4GHj8Jem5JHwsHyWF4ZcjfsbghryXmrGDxcrujIsfimfAdLHosGhAEFmP+j5eOEcEI8B3I/skSEF5PDoMSEI6FOLJ2DGVBYuHGo43aFwcDoUaBxZLkXf/zGRO/4RKGjvciRZPQ6Y6zts7WBUy7qGI4OA5i4+kQED4DgkZXWwwvpMI3sKgWqkxxzNqAC2OFZ6zlkahIWkEDyWKM+J2x9BN8McCMp54P1wuD5oZAMFBuVYLbIBBC5BMQfV06IHzE8aNgkQ/C3AEYOYytesZcH+0F4oNkSRIeyUFgUUKVYzz9XYNBbUqeOXdIA9eJuZGsgYQMuuPD3MHok0DsKgucL4bXBySE6wypIimVnB+X8APO2QWv57OYM+TcKJhH3LsQPpKKCdMyV+gFw/pAWBJyzLFF9bThfoDw8OA1mSAgqpzQeI1QLHOC+yKDBMRQvkiZhLRo0SJoWubjo48+ktV8T9UQDRQSYuu68OFhYGAJyWCEiMOzwBCmiQIxWJIWIThcCzexkQUQLw5ANFjkUEq0lwQSuHqfLILu5mmxgLGFPBCGcQ0kCyneGYsiwBNm11Q/5OICT1EVgqiuj3h/Ubv9QtKoJMKbRz0A9EbRc3WBp81CDjnzNydLFuSpkEeiZaRRO++iPug5ENJC/cI4a/daF25vD4wJRD5KNcDIE6KApHKdyS3CuLrlw9pfRsmt228G2dz/XOZTOk2klMxFAQOk38N4U/kUdf/rxntqkDGMJDe6HrWLVBO0XXAM2ioAh4gqEVQsQnWEGvg73+0DVRKj6uZWQAYgT7zHDUf5fTCYs4RWUDXd7sfc426eEITWzU/Re4i5BRl1VRkdK4g6cyzWXIkFnAqUu1TnPtcj1g7TAGIEyYZga1M7gyHXJGTAgAFyyimnBDvqUo7L47XXXpNTTz1VDkqzNKvsgLfHza6eMp4xysGLL9ZcBFmQMQJ4mUjutODWXUoxyHhQfjMlvyMihMD3whR8d6y/KVBRSCSlwRSEBiXCNR6QINcrJ1SD8Y9FSHXHWrxHkmpd8H7IEobKhxpDFm1CESzUeHs6hjyYfxgbjhevPRHwxCEyEBZySVzPlePH41MDhBHwq0I4d5dcUIVAKATJ3JeW+fxky9chHKhEqAVR5diEhbgWKDxI8rTAV5CUiBKjRouw25gx1eeBN8t5cN7x8kT4fL6b60RICoMM0SLXhc/AoBKW4PNJ0oWM+oofc5y/uZV1jAtz0t1plgRPrhk5GemGYgCkUfck4sHchUCT0EkpKmSZRl7MUR8YVTfnQo8TBSLqmBhjxoDwImNO+ayfHO4SR5QEFCVUNe5j7WLK97j9QXwSkKj6jbWB6ifIixvaYo1hLqKasmYkAsSeOa9N+Pwdgg2GQskJWbRokRx22GFBImq9qhtk6dKlMnDgQLntttukQaw9PAzVQIHQZFAWIm56Eryi9tBgMWEfEcrjAKSDhSfWOGOgNczBa1lwWXxZSKMSNHU/C39nUzxKwgCoKfG8Ix/I7njvEBFCQ+70wkNjcdO+I6gGbu6HDyR1yAdkQPNQWOjJqcBg8XcWWDXukJJUdifGeOMZ836uA3k1rjKE18dYEmbAuOHd+mOBEWI7dUBISj1xv2kY4DNS3ZsGtYuES4wcYR/UskSJgBw3ShnXn2RaNY4cq8ZoOT5UJUI5PmFCgcOA+q3uVXXi8/D82bcnHlD3IMsuMHRcS64dc1vJDTkvtd23h7FHNdCqIpJAMfx+LgzhqqhGbJAVwh8KnAJIFHlLfs8fxgBy596ztEqHIGqPlnhl0ZA8EkNRK8jx4X5GSeH7dJxRxXBOdH75YO6TB6NJyNzjvJ6cNHqxKHGnF402SSQ/StUmSBYhJkKC3Ld+OC3HG2FaTkgJIhs5IZCMESNGyOeffy4PPfSQPPHEE/LNN9/I3XffbQQkWbAxFEaUxYAkRLxIFhAMTc3BDgkERkHDAiww8Voj42XhnbOYoihgTPg+QiUskki/rhHDEGhVgQu8KBZF1+jGqq7R5/nJOfD97hb1GDyqOfDaCQ0RHkCqJqmT4+V9EFqMEIu7bgCGF4u3Tj6EeqmcDyEf3kPYA08c9QP1gUUZox2vUgPvGMUCDxEvVw2tqjgu+FwqgjACGHZNwlQQZmBsoypJonIwdGO5eMfmEkUUBxQwVDHmCN/HuLp5MVHguDGAKE2ud06YR1Ujzps5gRLGHCD8x2dDhnnOV20wVvpejJvmuMRDVLiNc4GAYOBplEc5LOEkElvTreBRkKwJMaDzK+SH+UulGvcZc5CxYH7yvT6Yay4BAbpjuKt2KRgfeqi4YLwJ/2DcE/VlIXcEVYQOp+pQUEavxIHjxfmIRUAA58r3aTdT7inWCs3X0TUDckF+GkoRY81zkCDIB+PBvcncc8H3J8rP4XO4h+LlsBkMmWzbDgjDUBlDlQwPQ5rAw/C9DN9A4RHhtenmUSziyOOxehC4n+MbEQyk5o64IRsWG1VZWEjohog64C9KLFgYXIwkYQgWSxY+vFi+D8LDsbEA654eKBYQA0gHCx0/taKDduIQLEgJXiPniHeNksP/SZhVz5iERv7GZ6GKsGgjPbMAElYgDIPMDplijKiu4RhdeV3Pj1CEkg2fVKFQMTa+KkR+gY4nn4H3i0eJ4XQ/A5KHh42BZlz8zd9Y+ElY1CobxpBcBEgl5wfpcNUijJ+24FZAEPhu7cjK2HPuhEbw+CERsZqf8d3adIzjZnzVS9bt5rU7JjkMaoQhrfxde1bwnnjGUYERhVzrTq3MLT02FCZ3vqOe0eAvmQ3c4oE5hgrkgoojCANjx1xHHSLHCKKgJC1qoz41rJAmVDbf0PpOA0izUVcAN0Fc7/V4cLdu4HupxkH94T71540CkgIpIfyk449zgArE/FMwF9y+Mpw7ShPfoW34uYe1YgtSjyNgMKSIlO+Yvn37ynrrrSeXX365/ECCkiExWOC46fH63F0/fVA54S9ikBDUAi3nQ8KN2tBOQcMujA0EgPh9VMWCtvxWg8KirPI5xs0nIABPmb+jpOBl8bnI+7qBGt45i7p6syyAeFJ4ZRgjvHg3dwQSgeFhcYNUYPiJsbMgYpj9bo68Bqmdn3w/CyRJuJAbPFvtUaOLpbugKhh7jkc9RD/pkvOOKjHXPYD02kAi8LB9EoOSABlDHifE5XefxDAwPpw/Y0O4i7weElD1eDEMVEWQr0IioG9IOD83gRLjSmIkBIFzi7cVPMSB78F48H+/F4n+n7ATKpOG9dSTRrVDmSHEoeWnXItYIIRDUigkBKVBKzX4jqj7IN0KnkQgrAGpBSQ9c20gRIw9uSIQT79XDkSY+YUKR6iIe8lXXfiMRIBIEpZ0d8vmmlJVRp6VOw7ce5oDROiEeRA1vjgnHDdrAn1ocEoIy6DaQRCYhxCxqFAnr+Me8h0elE/OFXLG+UJ0NZQGcYHcoULiBHBOqC7u5ogQ59oqWYayRMokZMaMGXLSSSfJ448/HpTq9unTRx577LEgV8QQAYwSNzY9CyAIUV00FXRs9MtWAQs+hh45PSpvRMHiThKhApIY1cgMCZjYMYsOxkGTW/HGY9XqEw7A2LOAkvTJe1i4kb4x5niLfhKdlo+SxwBhcY0xXjuhJRY2jBVEKNlmbSgZbvIqcjCLt3vsfC/KBl4wDz4bY+RXO+huphAMlIGoPAeUFgwXcjnqALkZicBCj6FhgzWg4QCIB3MAhUC7X/rGl2NFUaLEWlvOq5cMeSCsA9GC+KGi6PlwbRLtYgohxFhxLf1rzeegeHFsHL9fjorBRK0gkRdiQjgN8ohHHpXsCZgThEPcNukcv2+wIMNugm02gOF0xxpCgprLXEZ1IDwC2dY+G5BIlCFtf+86CDQu85uXQRhQ41AEIB2QSxwHrjfnr04bn4mTQPgG464JpXw348J9DsGAREBG3OZ7qHIcMw/IB9eK93A/aK4H54gjgnrD/QlU+eLaM9Zu2TqfhULIPUiIh7nuklnUSp0LnBfkLSphNpsbNxpKFrVq2z5x4sSgg+ojVYbu4IMPlkGDBkkXN05e7mAhUkPkGhlIGwQAo+fv3ooHhBrggkoJkuPiNfThUuKhuaW97NWi+18kAgsNhkWVAhQX32PFyLHA8R06dbQpFIaJhVP3luF5FsSoPh0YVYgDErl+Dgu4u/NwLOAFuqFAvguvEi8dNUMNjdsin4Q/vDWOiUUVFQCPkYWfhRlpnbHCAGUSfD/5P4wJ8XjIhb/PjA9CTH73YY4X4oHhYW5gCDhPDA/KBGPANaNSIqq9vQ9ILe/V0JyWkCKrMy58FoTE7cbKGGoFF8YNguQuH1y7qPwiF3wfxtB9H4rDNdeE840+GJwfhBEvPyoxkvdCGFBsIFUY8mQA+SafKMp48jmQRgXnFqVkaRIz94CGmfSYUDI1hIVqR+hH70XeA4nlXP37XVv8Q0pRtngfRETnMGRH85xQ4VC+9Dggk1qyDghZoqAxNswVFC0IFfcFZFodDuYO+wtxf0NAtP9LFAj3ce+oKseaBQFGPdHdkxlb1wHKYWKqD2teVuKJqS4222wzOffccwNlZP78+UFy6uabby7bbrutfKqNnModrozLIobxJAxB8iAGkEWBEIQLPCm/nwEbQ7lNqaKgPQt0QykMCwtFMmAhQ2WBHCG5kpsR1cQM79wlDnyn5pTg6eEZY7xYuPD0MLjalM31JJGDWRj1c/ibGzrCq8QzhtDyWW4eC6EQyB3fhUFjgUSd4P2oBm4fEwXeJCEeDIGGIXRHUo4fFShWs61UwGeRl4EBhbBxLBgYDDhGNmpMybmAZELmMRoQJR+q0mircCVahHWQ8VHQeF+UkY0Cigqkk3mGysWDMdWEYq6N3w6eMA6AiBDW8f0XiFOiEC3n71fBQDq4F0gqJieEUBT5QuyAq8bYBQYPrx2jB+mNSqDUZG+MtJIFyoLdnioKxtLvbeN3LmZ+ag4G89uvlkGhUAICMNJaguuG0VBc/DmAMoGaxzzhuN2+IX7oyr0P+Jtfkk8+lHZihrgwhoR0CZ0w1zUMw7ERXiOHKR4BUVLshgX5XMgO85zwJYpmLQmIoXyRFgn5559/gnDMbrvtFnRKfemll2TYsGEyc+ZM+frrr4PnDkB2NoReCQs9izteNh4WORm6WGNUUCpYmHVPHhYIt8Wzwl9wosBChseMRMvC4ydZAhYQvB+8NTxnFmFyK7SDpTa8wmPzvRMWIHdBooqlf//w/0jMVJFgiCFNKAzI0BhWFv94jagw0O6cgSxoMzZIGfk0LjDEGEmOWRsnaRlirOTAWDkHWvqrXj4kizi+tr5OFow7JZcQP44PsoSxxPjQlZOkTBZuX5kitwACgKfKdeH4MSQYJCV47rH6YSuuI30iUKNSSYyEEBMagaz6YBw5F8ZFd0pFLQB47LG+xz9eH3wextAnIhjtKBUlaj8ZfZ0ma/t7WTFHOVYUIkIwEEDmIKQLg+yrXXyGq3rgQLnkHdIAued5ep7w+ZBjHXNIMOflkwvmrCaXMveZp5B9xl3HD4INUYJ4aPWRT+7cMBX/18/kOyFkLiAs+n7mO4oI84i1gOPx76Nk4Hf1Zf5xXzJunEusRGiDIRsk5OSTT5bWrVvLcccdF1THTJo0Sd599105+uijpUmTJtK2bVu57rrrghJeQxVY6CmHxMhhnDBEvkHEE2Ph06RQpHG3xwLGKQlpKwBhDqRYPBRUFlc2VtmcRYm/I4PzGnfxYoHkd+LSsaJ1nBOeO+oMcjEGQZMuAQuUlnFy3JwzBMxt+c8CzHMs4sS03cVMN8sC/Iwqk3Q9TQVyvib3xUvgdT8DcPyoUxgaxh4yh5edrLIAMIa+EsAYuflS9CHxCSaGxU1cROJmcUfe55jc7RAgNJyjgmPFSCRSyVIF44pnT9gHRYtyV00W5tii5gXXlrlGVRL/dzvHQqC51nwmZBWi5+al8HlRDe6iDBz5R5p/gEEkCRM1QSs+8M4Zc024hahCSlBbcAAgArwGlVKvP8nfmpRMyEPDHxwf402OBN+JGgWxZ+6SiI36w+tRSUh+RVWAjKAMcK+T0Mv1gwwRRuTcmWM6tyFIfAdzTeezT/C4R5WMoWDxORB8jlfVKc6VcYhyHBTa4ThVcA24x5WQQoKSqY4yGLJBQj777DP5z3/+Iz/++KPceOON0imiNXDz5s2DUl6DB3IR3CQzHyygaoxYSFh4WPxZNFnAU/Fy8VQwUHjdVJK45XMsgqpmECohLIEiomCR5Tuj9iBRaGmsGg4WKOL3HDf/x3NG7kVh4TXkXEBE3NdjhFBIyIHxy461i6Ses9tVMh74LBL9OA6MD+fhdx3luzH8VBq56gxeIvPZ7TMCCSFmj5IFKXMldxd8J6QuGVAx4gKD5IY+MG5qpAgR+d0rMUqoNBwXRhgDi0El38ANZ6HAYQz9jRJdQBwJBajxxkjxE6JE8jDzke93Ky3IvSF3BLLB6/heQkKoR4w/4UYUA+YDyggEhDmI2kArddQDDDXG3W39jlevhpT5w+vcc1Jg+LkWGEPmFUYe8k5FB/MclUI7mPr3DGOC6sS9AfHV7qqQFr0uEAe9P3i/Xy2GosLYu0SM8eb89XxVoYA0EnJlPpK865M3woh8P0YdYsH9wLG5x82xkMyqSiiEgGtOgrACEsV4ox7Gchw0lyUWcJQI55Ab5aptrAeMDYonuUDcA4RsDYZ8J6Ya4oAFA9KBASAuy6KBF+Qmv/kgf4L4dm16DShIhmVB0sWUBUuNESoGi7V29YRsYDgwOBhgFqFEYEH1lRkWcrqOEuPHqLFQuS2j/S6iJNH6eRh8BmRFmz6RQImXiVdJ7gSfS7MxkupYUKnWUJLB632Zn/PEOPB6BQqD/o5377eid8HnaeMnDAkLMmPk5gwwdly7qBJFNzlWAbnEaOt+PoShuAbqwaJ+IKPzPgwpO7xiHHxgdCF5UTv7UpFEFRNjzviglPhEj+sMaeCa8DeuFd/JOWqvGY6JY03UfAtwDv7WDZwHnruGchR8F5VKEGDGgeRSwlcKrj/Hx9hDRvyeL5Arv0QWQo1yQ74GnwtZ41q5paT6uqhKLErpySNhznCPAKqEUDF0szjKjKOuhXuPMYaMN9/DtdTrCumBbPgqKGuF5nGpohbV0ZX7E8UnClxjl8i68w7CBxHiGhBC8u8RwogQC8ZZrzv/j8pNyiIylZiqsATVAkAS6n3KzcquuuoqadmypRzl9SMgKXX27Nnyb63HL3dojwFuLGLYjBceWjwSgpTPQpOoLXcyYLFyFzs8NPJTCPmoxK2LFM/poqw5Ff5C6Ta5YsFz+3ig1mAoAYuwfpa/Z0VUG3Pi9upl8/mEoJDx+R4MD9I74QkWTxZFPGySF3ktnhsLvao8GE+8dxJC1YByE/AcyhwLLK+HKCmiYvAuMBoazuJ1EB2uk0tCCGe558qir10sOQYMEQs9Y4iKQKiH8BrhObx5VB5dgAlhIfWjEmCcGGd+j0JUkivXAk8arxpwHFx7SJd7z3IutCPXa+KGkfxmdsl0R4WIcW7+VvUYZr+DLZ+puUooTG53XT1mEowp6+ZzIPOEnCB5eOOU1kYRAeadGmKID5slRm2m6BMQDDRJq7pHDOEVxpD5xXFo23fGxU/AdI09eUz8nzwgrRqBzGiSOZ/DGuCWq0MiXQICcFogUChzGsojt4rnuR/Y3BAC74LcLJQ4vZ58JscL0YNERex8vmy+ENLxx4m1KxEJYXw5Rr4LdYmxMhiyrYSQ8/Hwww9LT29Tp/feey/YwG5qopbS5QKMub8LLt4m5ERDLD5Y0LiZ3cU8FlhsyC/A22WBwVt1N7PD8BC7R1r2AQlxNxWLBY6HhROjgJfKQoVnyEKsniFKBp/ntvWOBUIGHJeb4wA4dkgMG/n5vRdcIG0T4kGy1+/hONwKChZiDDifhfFWjxKjRPIfCaKQAleV4DX+catxIQyG8dZrybniZUN0COnwPJ+H0VHSAdHRKgSUDIwSyZiJ4O77g8qD8WLMYu0ThJFhnrmt3iE2KD0QWfIu1CgRZnETUDk38hf8Chj33Dl23k/YityFWMBQQjjcRm+MAcQL8sBnMe9RNiAgKBXx5jjqib/fiwtIM2pBrN5EXHeISqwW+RBAzgnwPcyLqAoRxhWSyPGjYnDskFr/c5W0Q5aoMPNDHsw91DzmgFuCzvsg4XovueDzIEI6pjo/uSYk1vq5HShgkBQIHzk8KISsJaiArDtUa0EIud4QDA3joZr5awTHxZoSr+cMf2PstAMypJKKpmTysGLAlJDyVEJSJiGNGjWSKVOmBI3KXHz77bey0UYbyd/JVHCUA1AdaAjmd7wkno1RwRt3Y8+uVx3VV4P8BipOWNiRSpGOVTJWw8Hioo20WCRcedt9Hc+jWMTa1ZUFBWPN33W/Ed3/hcXdBYtoKtuv08+DJkru57DQs+DzwKjGmkOMG2NAPoIaSDyxWPJ4smA8OS5VTzDghEhQZTDcEGsIAYaVMBd/h4zg/et7UCwYc9QJrh8hKQ2rkQdELgS5BVxHvFyMGjkSzAPeD4mDZLnXhGZwVGXEu5H5Tr4PMojxVdUE7xeDB0niO6KqIrgGeP1cXxIuMSIYWIgP4S8UEMhH1F4rvkesFVIKriNzlVwZ5ggEGXWOa+iXvyq4/sw9QjF49vEaINILBeKaapdVrh2qDzkOEGJIrZ8zxPcTzuL+5bhZ6/g/4DriQPC9KHXuPYwiwL2Ak+GTKuY49zaKiwvGBGWPdQHVApWDn8wtPwSl4HjdHXNdKClA+WMNAvyOcsI1hcBrkjefoxVxCuYvhIm1xO8i64I5zdi5gJy7BD9FGAkpQWSDhGywwQYyZMgQOZREKQcPPPBA8DxkxCDhgo7RdisE9CZnoWdhwAthEaCSCM8EWZ7+C748C1hQWNwwWCzkSKiUSrqLMF4nho7XoDbEKp0j50LLX7n8rjfMceHVIhmjEJCAp99B3N7tYQBYDFm03H1FqAhhccZj9acXcjLGQ8tqXYMFCFdBCjgmDD7niCcJCMlQ3YBMjCFggrOw1rZTI4QMZY9jVhJB/g4ecxQw7H4lB/kZhJUwntrlkgRGJGo8XRL6olrJ8z7uJaR8vxKH64iHzrX0yyQx2BwnygeEkWsay2jFAwQLQsTxMuaEiphbibaQd8GeOSQqu0BhYkdj7QLKuZDgGpVoCumE9BFCgiQwBzDC8boLQ7IgIhhb7hed94mWM+Y391y8fVnINeFaqEH3iQ7XlXsH4kAuhfudzEXuAc11Yg5BrFAkAPduLHLFezH83GOsESgY3FcuMeU1rBP+uuLCb5zmnns80saYcF7unjSxwD2AEqJJu5Bw8mCiQoR5IiEKyw0psWZlxxxzjJx22mlBp9Rp06YFD/JBBg8eHPzNUAUMAqESjCgJmiyuLMjuRmgsSBgAZHNyCjAoPgHh9Xi3LLZacqibrPkLCoSARQTg2boVLwoWDtQSlBReT6UMBgRvj4Q1vGAMGmCxc78DY+KHUngP72fBhKTgMaIekKAYy5AhF+NRAs6X84MAcH6oAyxweFUoNigfjAt5H6gyqCAYSeRmtxV2bcACCtFBGeAYUB/4DsIjUaDyglwR3fGX64jHjBeo5AQFAcLENUepiSIgjA8qQawup9qoKqqVP4QMQ8/fUZYgY+mAuUlYiXNHDeJaRu0dFEWyIS7MWwgboQOFlodDFjVXhnOJldzKeHOvAFX6UKHUk/fB2ENUCKlAxjherkky+WhaCRMPHIMaxCijDQFgDisBcec59ysEgoojKoc4RiUggO9mvmgbf5fM8l4Svrkf+EzyeCBynC/Xl3uDxFu9P2OBORVVxRV1Lm4SPOpdMgQEQLQIAeEoMM+Zg7UgIIbyRcpKCC8/55xz5Oabb162XwwhGhJSL0pmQ6dyAEOqvQAw6rqgUYmA56vNsZAzNYEwFmjjzMITZYT4XLL1NamM31kcIAqaAU/uB3vWsHBi1DEMyTYX4jwwxhgbTUqFYLjVBniMSP36d36negXC4MfGWfCooCB2ra23CRmwaEOqdHdOiAZGUXMdMMKQDvVMWSjxlJHTeQ9ET/sl1AaMM9+rRJHvITkRIwLxwzDyE6MHSUJNggRgcHgPUjyGg/PCW4aIUHLJePvkzVURkODdvXCiPHpf6sYIuv1mMFRuwqNvVLk3GTPyW9yuoahwfmIohhNixvlCPDGEEBSuHeNBbgFqloZPOGcIKJ+LWqfHhLoBUdJzgZhrkirXGeJHDhDzx+0QjEfO50SVk6L+kOuAw0MYyB0nPp+5Rf5DLKDEEYZg/MgdivK+IQKcc6zN+ThnDRnyfsqPUWa4pzkeFERKdCPaFyxbB1g7Cb9B9FHJ/OuNisi9izICQXU3LUyEqJbzUUDxRDEhXITqBPnLI0wJKUFkIxyjoE07uSGNGzcOQjQNo0II5QiGkwUSsgFQHViUIAWoEBhx5H8WX7wVd2OvKOABQUT8/A0WJjxoDKQvW6cam8WY4KViTDGckAgNcaBo+P1CiGFTWQFQNFyvS/cXwVPFQ3YBMXGT8EjiQ5GJmoLuVuTkEKAWRUnLGAGMKEoEhp/xJPaeThdHEmSJ2fO5fD/GBYOl0jdGjoTXeJI2hhhiqWWgHAueooabAMfM63hACgi1uMmlUdDyUd/Q6Dih2jDvIGTci4y9JrRyHnitetx4yrp/DaEJ1BB+8neOGwINAXDHnLlLkqSelxIlroN2JIWcuInpJCmiyKlMzzyC2GijMlQ7jhHFQ7vVAgwuyatRyiphOEJcUfMeQMQg3X4XVUgBY8ax6LyCLPq5LAoIEuojn+f3aXHnH+MPqSDswndCoJivkBTIUixAMiCgjGOsc9HvgXhxvzEHICVRiawuuJYs/pALwP9RrpiDrgrEveuXL+cRRkJKENkkIYYYgADEIhaQERK+8EjJHUhGvmSR0MoE91JhDNS7xmNn0dOkSgxBVLv2WCDBFQVAjRQGQFtFswD67bQ5bvIH+MniDiFSQqCJoqgUqECESzhuDA0Z/a7niWHThdKHa+Q4P4yCVmyQJ4ECod/pjguvR5HgnHgNHm8yXiSfQT4TpA+DyLHhUWvYKBlwLFxXrq97PD5pQcJG2QEQp2S6T0JkIEkQUpJR1WhBAHk/ShCerfaCwVBBPDRc4O71A4l0N1XkPElehVxwvoRH/JJOt7eGP+YYYEgIOVBKvvXcIbQYXMZFe1yQmKsN2fgsSJgSHiWVJFByPqhk+l3cP+QbaQgBAueXkZKA6RI+5iiqCgSOkI1+D/MItYPzhTRgnPl8v5cK30d1UxQ4Vj4DEkFYhX4nkDvGKZllFYLDtYP0+aqJS8I1UVXHi2OKRZ4U3H8cF84Pc4Xrx7ymIkY/hzH2HYVkwPuZtxCuWiSi+jASUoLI9gZ2hhSBfEyMnIUuHgEh/EGYAoOO940n6/cFYKEj7s7fWWSRoVksycmAgEB28DZ5zu/X4XpMGAle6xpKQj0ad0YJiJKsMYR8LjI/BpJjRJnRTpF4wXiGGDsWWHI+VHJn8cVwxSIgGAVtbQ6p4lj4LM6HBZX8Ae3Y6B8b50HDNwwflR+MNYZZm39FgdwYjh+yQ2wb4kfYAQORSuM4jBxGyH1PVL8VFxjnZECyImWteMR45ihqGCqICdeeY3Y7o/J6+pvwfZq/AhgDd9dZjo9rpgQDoggJ9UstuQ567P44anUJZMatfOHa8LmQCiUgvBeD77ZrR7lRos08Rz2CBDKvCRGgNKDSoVy440fJr0+WXAICIDGQGaD78qiB517hHmNcCfkxTigGLiAmsUgIZJjP0LwOVCg+1x8flLGoCiNCOCAqjKYEhHHimHQe8dnkScUDDgn3CMQDtU1zVgj/UhlD7gwEjnmfanUR15PPJBma68q9X+Co6NZt2cNQeCgIEnLLLbcE/UfILenRo4e8H7VzpoORI0dKhw4dgtd37txZnncyxdlcj/wUnmcvmzXWWEMGDhwYtJnPCVg8Y2V587zfrdAHhoPFEmKArIwsjlHVbHtdRDGuurji9SJ104eAvA8WRiou+AnxIebsAkLAQoQhh3C4u3QCvC7dppuffvUJSg8PjoEwAEoICyrHq3kdeFhUi+DxY9CRwVns8b4woG4HUx8scBgg3U0VNk1Lap7jfPBqUUb4XMiKb9jdhRXPF3LBdUEtiOodQdKrblbHd5KTAjAuqAKaSOhvfOYDrxglIFZXSz02yj8VhOXcnB/d98cNvTBvMGLaKpzx5ZpoMieIKmuGmHBeGEfGFI+aPAiOUwEh8K8/YQRyQtwSb8JQOg/8viUQPM4LzxilRq8H58JcI2mVhFdyRDCIjKmOEefGvMFLZ+yZe5oLgqIFIYF0cfz+fQUJ949dx1SBkqckiWtDuC1KWeT/VKL4VSecM/kwKH8Qdhd8t0t6IERRRh21gNAO7ehdQHgBxJX7Ru9txp18I+5b1ESf1DB2sQg15EV3z0YFhCixnqgCBPGgvxDqJtfE3wDPB0ob9y0Ek3lHabP2WAF8FuOJsmXtGQzFSEJGjBghp59+elDeO3HiROnSpYv06dNHZkU12Qps9FgZMGCADBo0KNg8r1+/fsHjk6oNvBYsWBB8zoUXXhj8fOKJJ+SLL76QvZJJ1MoEWEhY7KNAPDdRN1QNWWjHTXIF3HwQbngMCcQkVpgBL1gXbN6Lp6WLFkaYXAwaK0Ut4O55QBQgEnihSOjI+BAdpFgFCYru5muq5LjVILow85ksvCR2xvLAOG5VQTg/12NGdSH3g4WZXBukeI5Lm7RhfOJViWDoyHGJKjN2v8ftwYDHiHHECGFIOHeqCCA0rjrF++mGyXOJKgz8BmEYHL4TwsVPkkEZJ7x05guGBOMMkXI3bnOlcIiNT3AJi3H9UI84Z+4pjIZ7bVDNosKHzBl37xWulxI4v+MoY6LlxZAFHRdCAlwjyCKGnCRVPgcFjfNinhC+1E6uXO9UlCcIht8QEGWQuYGaA/lytyCAJDGHCD3GKut2710SviHTECfu3aiwmbvTMoqJn+SLGgeh03mt58dPVfNoKgjBhHiSMwN5xKBDnqIILYSfY+LY/E6n5Nm4G1Yy3tzH2ieGa8B365pCXkoskH9D4iokkPCsG8JzwedzH8b6u8FQyCTk+uuvD0p7jzzyyKDZ2W233SYrrLBCUPYbhZtuukn69u0rZ511lnTs2FEuu+wy2WyzzWQYC3nQKqOpvPLKK3LggQdK+/btZcsttwz+NmHCBJkeq0Ih0yB0EEVEYrVOduHuLcFCycKpxoCFB/KA8uDHrl2op6ubyRFqUCOroYlEMix/x6gCFBdkV0IBflhIPXP1qkl6jBpnXfRRNPAItbwVI4inhdeG4kGMnr/7XhVKD51ayTGBcBLvhhQho5MDo6oJxsfdbM0HhonF3lXbMBwu0XN7WeDpQmwgL7yXsSBhEhWCceR8uBYYRC1BdZvIRSGqXBeD43rwXG+IAEYWsojhJCGTY4dsUOXBQ8FzSO2oDb6BhUQCrhOfixrlAqMXFRZyyZkLnsOAun/DuDGGqEVRDoTruTO3UFZ0U0JyHLQXTCK489bf84dz43MJVzBe5D9EkRqulyaFukCRcBtwoQiRzMp3cnyEhVwViPe7hBPlEFKlx8Ia4Fb9oAoyf/R7ub4QeKpgyKeBXEBGuB9wNBgXv/GZkjuOiXnkJ79GkRZeqwnDrEE615kn7iZ4Pggj8RrNcWFd4/zdzrtuKTNjGq/LqsFQaCSEEl/IwU5O8l+dOnWC39/F048Az7uvBygnsV4Pfv/99yDpaZUYnRoXLlwo8+bNq/HgubSBjIy352f3J0NCiLfyPo6VBQLvHU8RbxbPMVE1DUDOZoHCqyK04PYpYGFMFBJiIcOg0q8ArxyJWvNKWIBcOZ9QAgYMg0XMlXPnObc6BVKA9IvKw3sJE+E14mUBpF4WMIwlBhEjjoTsGhgqM3yDwmKKYsAiqaoQiyKeIN9FhY4vobNY8rkQCkUVga1hyBSMO+EDxpP/u14mOSAYX8YIdQSVAcIHwSGPhfHzO2QCv/FYLODVuru5ooZg5FDHCEVoV14FSgnfF6sTrp4/crrbC4Q5wTn4zc7YmVWJjnvvQIbdkBKGirwfCJublOuD96nRYl5yrXkfc4GQTdRWBgquMUSVsAUVNyg72iCN7+dzdUdczp9xirerMWqJeu5KiJkHEFyeR0Xi/W4eDCENiDbKGyETQqZue3lIsKscMRYuIYP8oELqsXLtCIsyd1RN5Hu457UnkIuonByOmc9krnFNue8g4kpEdbwh9owL9xaEmTkI6feTzl2gtKmDwXdz/qg53HN8L2PkHgvzMleKc5JNyvyHofCQVxIyZ84cWbJkSbAhngt+/znGYsbzqbyeNvLkiBDCWTnGvgZsyoeC4j54rtZQr0iRyNtDKsbTwOjh/aJaoHywSOGFxGreFIvMsNhAzvi/Gk9NGI0FFi88MeR13sNii0fJTz6L48PYYoABmf2oEBhd7XXBwsT1IJ7Mjc/7ULZ0gysWbsI6GJNY+3vgAbq70vqN0/RYkbL9JF/tZ8KCSL4BCoEbymAxdgkhr9cF3vWOOQ/KIjXZkAfkKCqfhUWZ68eY4f3iFUOukMG9fZaCHBT6c8QDIQw3j4ljgOT5iZfkDbjhHa5PvG6ggPwiVCTmE4oGahLnD+mBGDJWzDuUL8gfBJT3cG7MTa6zltBikJlfqA+EWKK2CuA5PHbCNnwupBhVC2VACRPGjs+MBYwlIR0N51AdAoGB8JI8ynHptdOdg+PtQwQ4FrqeElIkrIKhhjBz/ehgy7X3ocmeHAvf5647qGJuqwKOlaRhyAa5FJwrioTOY35yH3BN3eolVT99cHzuFgm8h7FAQWFOacUMoRPCNDgS+rmExSCSgwaF4w6h4JxjOUZU+lAtxnyAPHFtlZBwzzLezG2XjALmdTwSbDDUdhfdYgJJqoRlqEK+VXdajcC5554b5KW4yEjfE/8z4ikheBfuDp26UPl1/HhbeKiEPFhQovaZYVEjXuwuohhx3kt+Af9HOfBzE7SUU7ddJ2lVSQLKEOQDKZ84N5IwYIHF2Pr5Jbwe1SPW5mt4magLsRYsjkWJDoi6HoSudLdSF5wDYSHOD8+NeD7fhceNUcXjRzZGvWE8ICqQCxZuklGRwoHuwuvmkHCejA/vR0FQAsRrtByX7+f7uJ4s1OQluAoWHiOeP4qEhiQAhl7bfqMMuaQLw4T3rnu9KDAmhKpQy7TjrK/iRTU/gzQSBtAeI3i9hAR8gsXxaGgRA+gaQX8fIYCaQQM9SBTXjxwmjlnHyR0HvHHNT+Cn6yTwHOOkG8sxd7WqhXFh/ug+SQCVEFJB/gJjBSny94TxwXe67eYhJG6/FlQR7iGIDgSN78UQM280eZZz5NqT98GDkA2ES8cb4qaVMZAXwnpug0LuL37H0HNPE57kOAgDEfJzVTkID4+osm9+10RXwHijwrivxVmAPHEvQSJiAdJOsru+j+uk97s7p7TfDceq4H6r7TYKhrJCXpWQ5s2bS926dWWme6MFifgzpVUML4bnk3m9EhDaypMjEksFUcLB391HRkhIVbJsDWWEBS3Kk/ZLAwE3s+ZlYCBZ4AjRECtmccTw+LtpAvI3/PAUBlmNKQYeKVnLb8mBwDtC0oVUaDMkv7+E9h5BOnYXQTxjVA0fGGKIDMeIxM2ChUeLN4gX7l3HGsDYYCQJp+DZMRa+4sHf3esEMcC4YpxQH/DiMAAYZRQTPFzGAQ8Pw6s77PIaDACeIZ+BMVEQ0vHzJTBEhCkwkFTrAHIhfMOgahqv9ecfr1UCyRijOuDpknODCgUZcj+P60+4KqokUhUADAWeqPs+jh1lw90lluOBTCkB5Dq7O+DWBhhTVCGIEcaJfBr/uhHSIByDUqZ/4/py7TDuzG+MO2MG4SM/iGvlXmufVHHuKGfk6aC4JNp0Lwpuoi/Gm+vB8XBPQKT4TBQk955jHLU9PcfNZ2j3YJ8sQDYg/24XZYDixfxjnkMycCCo5OH/fJ9v1GO1X4cwo8Zxr0ECyXXyX8uxoXLEAyqQ+z6fgHDN6PLLfeW3yk+lr47BkG8S0qBBA9l8881ltNNxc+nSpcHvW8XYmZXn3dcDSIb7eiUgX331lbz66quymr/ZWK7gqwB4a5Qw4h365IHwAR66Lk4swEid5BwAYv141G7CJguPEgueZyHDsOAlRi1U7rgh4+NF4/nh0WoDLQ0dYGj93hq64KDEKPgeFl9XxVGQJIkkDBnAO8Szw/CSnOcmFXLO2sFTwd+QxiExeLUQI47PXZCJgatHh6Fg0aU00e3wiiKiY42XrpVHPNzxwPhzDP6W7hhMPjMKLML0c+E1XFPf84a0cc0JM0RVImllA0ZBQxGcN2WTbtKpAumexd8F46IyPAYO2dwNS0B4IXzq4fMchF3fAwHxy4aTAe9BFWP83bwHPH8+H1KKUuVXTgGtUEH5Yeww9tqUjPAdipVWKJGPhEGGSEESYylrwCUpkHrCmOT+aChNQ5zMw6jwLYQDJQUSikFHqWK+4TxARlEaOD6UAbeainsPhYfjhlzxIB/L2+QzAAQZ5ySqxBbHwCWrEGbmQqLwBnkgKDqcH6oeJJBzITwURQpU6fSBM4G66m4h4AMCwr3LPY1i6HbV1b4wBkMxhWMIgxx++OHSrVs36d69u9x4443y559/BtUygB4fbdq0WZajceqpp0rv3r1l6NChsvvuu8ujjz4q48ePl+EsOFUEZP/99w/Kc5999tkg50TzRZo1axYQn5wAD97NaXDA8jP9lMelzcSdpF6jqgVTwyUQJow9XpF7rCoHO5/xztIzZcJ/TpPmQ9+XA+f3lfoLfwsWw78OPFYajxkTvEb9re8rtpa533SXdWeJ/PWryA/viTRdu66ss21d4W1jLhSZ+51I50NEOg+oyvVw8xZYCNUjIhfAL8eLUnKCA41YbP3tw1UJUIOucMNFGCm8O4wzSoYalkaNZNF8kdkD/yNrLF687HxrQBUcv/JI+6xwXgMGyLzXv5a3ml0ri3v1kR5nN5ZWD58dhqAARgaP1W8fjwHigXrhl0tCkvztzl1oObEfFgPaq8Q1sBhBHU+OHyOD4dJmVOTyYNhVKkft0a6jCt7PtYT0QNpQfvC8tSw6WTAHtIKNkBPzEzLBMSiB4HpBHGmo5n4/RFzB9XBJTBR51jJcwlSxNp9DIRw8WL58RmTMeYtk0WcLpOvSqbKNHCcVhJk4FjepGMLIePplt6iNPNy5ConTa4Rag/FlvWHe4Pwwvu41JLFUq1Egt6gZgKRlFMqoe0K7HbuAwCVq5w+p5PyOPlp+ad1LRsmb8rusI13n3yPbj31XKl54QSoPOVQqHhsRriecW9QeX1wDwqech398HJfOK85Fw3OUrLvg86PCw0mikWR2A7zG3aId2XiY74a0DLVC3cb1ioOE9O/fX2bPnh1sfgdZ6Nq1q7z44ovLkk8pq6ViRtGzZ095+OGH5YILLpDzzjsv2Ldm1KhR0qmq7fGMGTPk6aoSSD7LxZgxY2S7RA2nMgGqI/DgYwBDOXVKS/n6MpEdaa9ADF2TWDVhzCNLS3beVeq+9JIslbpSR5bId60GyOifrxb5qUL2lVOkroQEYemUL2TyVTPka3leNpLHZGN5RD6QU+TVymtFRog0fEFkIRygaq1v0kqkeXuR6W+LVC4R+eo5kT9nirTfsqWsUqeuLFzaRBrKH2FaQavW8vXzIr9/slg2kLWkqXwvf8mq8oe0ltXls+C8dPlKeVNuPDY8aC3vjYp74yUSUsHLxOBvvLEsPuoEefwgkTbT2otfFP2nrC4ztj1Tmq+1vQSFi+R98H4UJTx17Tx50UWy5KXX5J6ln8nvM9YWebRCfhj1nZz4VxUBARgxFBY8Wfe4IE4c159/hip8MmNAgungwbK0/8Hy8QMi83/YUrpv0Uvqf1BV6cJxug2hpGqO4I27iY147O4OrtrlVtvbK2GCMKKoQYrq1ZOZ+10i0++oJ+12PFGaR+yN6OLvuSLjbxNZ/LfIpoNEmtKSBdLlltATViP0ghete9AsuwgeweLvf/whM6Sb/CXNpK2MkXoSIzkZcB6qRKEUUgminUYhJYQlKypkbkU7efW0+vJpkCLEvbOevCZXSTP5RjZGSfHLcZk/qHN+23cfkEv/HFZaSRZ+PUumv7xAVt64qbR8+nKZtnRrmSiDZAX5RbZtMkqW1Z9BBMk345qgxEUlu6qK5Veq+P1squbWQllZGsh8qZClUsFYoxg2ayYj6z4hs5Z0kEqpJ2/JBVJ39FT5Ymg9+WnCo7LaOvfKgc80lBadY8xKQn2OWjdfWsiodm/JzN/Wlg32bCC7HfOR1GvdLFBdlvwj8uq/Rb76/hVpLa/JHnKcNJT5YbVMOns2VeEFOV/yjbe2dfYwMtQK3ccPrL4P4sD2jskGkOAjPOBKxzheLz/Iqhs0kH99IlLnkAOl4on/VS/evXvLvAdfl2lviiyYLTLzU5Gpr1ZKu6l3yVryjvxQ0VOmtz9a5nweLignSCdZXT4NjN4SqSvPyF3ykRweXmBBHq2QSomdLFZB6keEitqk7mz5c8nqsmLFz3LIuW/KZxUHyltBT6pKaVh3gRy0pK+MlMdlsTSWI2VbaSWTZWlAkepLPVkUfOsvsr58u8JestqCD2VdeS3M0CevAaOqXi2eNHFoDBteHQs2OQEQRi0vJteAhDm8MhbLmTNlUct15b6d6sqPVWt1hSySFWWWrCrfyCoyVb5ofIgs/Ku+VNQVOWCkyDrbinzzishKa4i0rUoZ+OJpkQnHfiAy82f5SqpDEqvK13KKeJUeGBC8X9QRDBNGl+OtU0cWv/W+VPbaTurLX8EYMN51HeOqqtT3spX8ft9o6TSwsTw1SOTDu0Uq6og0aLhI9j7kVWnVrZ6sOmiHMMyisjiEFBKEZ8y8IvGYZFvCTG5fCJ7jPSrfk+CoiZe8d9Ik+ei99jLqgrC5W10c17dE2niRMMXSJSJ3dBOZOTk8+BWai5w4RaTxykukkuvzB4awUv6SVWTs/uNkUev2slmrZ6TlBVW7whK2IBzm5lpUVsrolnfJ27OPDn5dW96UI6X3sjFiLn228pHSZd5/Q+mfRErN3QEoA5BIyAzntuaa8suXIsM3l0AR885AtpUrZYeGl8uihfVktnSQ1jJJ6shSqaxbVypQc6oS1jlXyNasj0U22E2kvVaaEmIh+dkJHS54e4oMH9Befq/iy1uf+re8e3O9ZS9ZY6O/5OhPvbAe0BJZyAZjg8LDc+QrMbe8HjxLr79J6pxRU3H8RxrJf+VT6SWXBk7AR3KErPfgYbLJISJXNl4i//wd3ucQlEo32k7bks1Fel8k8tJgkcqlIjtdI7LR/lV/J4TLcVRtTjiizpPyReWeUrkkXGPW6C7SZaBIt+NFxl4nMprK9yD1Zal0bvGq7DN4UqgQpdJszsPrFZek/V5D4WHD8UOCOZcIRkKyAbws8guqElMXSWN5ot5I+W2FjaTpvE9lumwrCyXsFdFgZZE15r0mh1X0kTowgYoKmXPTS3LH+TvLIqdxp4/VOoj8UhUt2Vgelf3k4MAg/C0rybXyW1zS4aNh03ABRwmJAkZ8zR4iMz+W6mOqqJTVWv0uv/68slRW1pE68o+0kI/lT2kpdWWRtJenZHa9TjKt7o6yZGG4kO2yz9uy1e3tQyIB4WJ88ADdRNDJk2XpF1/L+x9tK5NfWF1WXP0f6X30T9Km3xrLvP4/Z4s8upfID+NinZEaDP5LaEJk9Y1EFswJVR7Q60KRdXqLPBCEzF3tIvx/nboiZ+91hDR88v7g9yW77C6TD3hK6jaqKxvRfdzLW571qchDnaZLG/lAZkmngCzuKccGlGxGsz7y+K+3SCOZJzOls1RW1JODnxN5ZM+IMa8QOfBxkY69fwm7UEJ6jjtO/mq3WWAgV2v3j6zY8LcauR9LFoVKxcKJX8tbB06SxfP+ke77/SStHxi8nFEYxrz5ovq6bnaMyB4xCsd++Upk2IY1n+O4MdKT9ntOOj5xsDSQP+Rm+VZ+r1hHKupUBONy4pOfS9P5n4X5RV7COMd55QqVUsl1qcIWMkx6yeWyUFaSZ+V2+XHF7eWc1yZIRbu2yzfHq8I/RCkqROo3Fnn9YpE3L/fHMryOrepMlhU2XFX+/PyX4FocJrtIY/lN5tVbR1b+5s1lCdWvnivyztUhIcRAr7uzyL4PijR5r2q3YlXmLrpI3m16ibxyVvg6ULehyBKvIOm8BeGxxQUhTEJ8qLhOPgtj9L+DRT4fVSlNZbocULm//C2rSn35U+bKWvKk1KwIq7eCyNlzRJ49TmQylcN1o52KFVuH986yv9UROW0qYVmRhfNEXj5wusx8Z560X/1dmVx5qMz5zjmBqltj63NE/vhB5ONHqse7RWeREyCqtUTjihyFyuPgq7eWY7KGNFGncQMjIfnE0t/ny6sdn5bff6qQL2RvWSKN4wYpVq+YIjv2e1faX7SZvPxQVxl3Q2xSAPBi/vhZ5P2bw9c1r/hMmld+Lt/LlvLncoGJmqi/osg/3r3WbkeRP2aIzInRvmK19iJL/xH5jVB3Cvsu66IefG8TkbbbiWx2dOhpjh0q8t1rIq27ifS+UGT2lNAT/eIZkc+qik7UYz/pC5FVqnI1n/uXyITh8cfHP4aV15LQc9WUioYirTYVmbEckamUJq0qZK87RDbcvTKQxBf/uViG/6uHzP48JHZttxcZSHd9x74v/ENkaGuRfxzlvrH8Ig3ld5kr7Za79uv0Evn1a5H5P1ePj6LNliJHO8VNjMvd24j8/asEOUQHPx++/8fxIRF77bzQKDfgulalpfA6xmzlqs7girt7iXxPRIDvpJP4BSLbX1r99+/ekGDu8Vk9zxS5q2doFFXKQbmD0N3bW2Tam0sDpa0yCH9UY58HJfDMo4CUf+WKIktjpHYEx95Y5JyqyEBdL2DMWL12kcjbV4YcbOMDRVZdT+StK2vOy8ariSz8vTJQOGhUWLk0PIF6skBWlhnye9115ILF1cc9rL0EisoyVIisuaXIoLFVSc/kP6A07bWXfPBfkedPqv4+SPzCqnQpCADz9OSvYm8hFQ8cw9NHi0zX1ISKSqlX7x9Z/E94rA0aLZRFfy9fuXfKt+G1/uDWcJ5PurvqmJwx6XyoyMcP1nzf4a+HqiCk59PHqu+pNbqF86tGfLFqHUBNeeKQKrKDkLNXSGRRGAtxF91EmDHeNpLPFpJRQvKeE1KqmD9/RXn3pxi7b0ZgTt2O8k2bjtK+q0jDZ5Y3TApu/B0uDw0ERnDnq0XmThNp0GQjeen0jaTeeyJrriHyg5OD5wOj4i6cLDQY6YOeErlra5FZztYwCr4P4/PQbs77Ig+w5qLlngcGmpyTr54X6XGKyHtVHae/fknks8erlR0fePrTx4aL+9LFGL8kCEid0BPlOxusFCbcYrj0GBuuJLLYyyMN/lS3IliU19iiumpn+miR2c6xfTcmJBCrbSiy6M/wOvB5h70s8kCfaoL3l6wWPPxx4fUY2gMeF3lkjzBR2MWP74tMuENk86qGu+8OrR7zxQtFxlwkUr+RyLdegZUbjuC8MSIuCSFc0JjGp1XXhPDKVlWFTkGy8jiREfuEY8zxMs4HPCbywqnhWG1/WTgHguENbCJhpwbLnV/zOLu7160vstswkeeOD+fGymuLzPO6/DffSOTyqhxF5iWEj7H+9RuRe3uJ/PFj9fl8UiUKrLRm6KGvsLrIPvfxRSIP9QmNWhgmCf+/WFaQXwmzLRF58vAwHLEyvbg6hcrPsrlLH7D3wjDNF7/0kj9W6yXrdZDganY9QmTyQ+E9Vqe+yN53h/MAh2CFFiK73lRNQHgeVS1IQE8AlLo7twzzcKovWsUyAhJ8XgQBYWy4znwX9xXfve6OIiMPDOdB844iO14Vjp9PQr59JSQhJKq79xRzp8M+IjM/Evnt2+q1p0Unkc4Hh3N43I3hGH35tMgtb4gcO16kWYJtkwwGH0ZCsgS8/lhgAfc9wWD/s4HhwhwsBpU1czaQuVdtJ7LrsOp8BlUJuPGJ086dKtJuO5Fdrg+JycgDRH6L2sphqUckKDJZBSIjctz4kCRADPSzYbN4heCIN0Vur2pdosBrXmYAK8OFGdUkJipFvnvdMVxsYJqggSgL/iYHi7x2gcjsz2r+rXHzMEy0SjuRFVuJ/DQx9KBRi1BekKExfuQ2fMV2GA1DA/xn1BYnS0U+HRHmihz6oshaW4t87+8IQAuIeiEZCHJkKkT6XB8agDNmiEy8K/wezjEgYRUizdYLjcT8n0QarSqy09UirbqKbH+5yPPeVjO8B2l9w91D79JVXJgnXLvvq3Iz4yEwqg4YN6pHFOQbYWAwfoS3AsXDwbzvRVpuInLqNzWfnz+LHKWaz2H8CUlgoFzvB+Vj3g/heWgIC3LVcd/wmjVdR+Tnj0R+nhgacI5x9L9rHsOzJ4REBAKsBMQHBATiCbluu0M4RsxfCGys+27y/eEDMHdWalP1OcGLw3O6YwuRnydVv6fjASIHPCpyFPswTg3nUaOqLvxdDqt5TK+eI/LOteH163ujSHfUkziY8b7I3043/WRIPufY736RWzqG1xLCcdgrYcjs7F9Efpok8tOEkCSvHkEOpzwZOjXr7Swywes9x1wJCGnV96IA7l4Vuut0kMhLTn9H7v9J91Ql2hsMxbSBXakiKiarcBdCDHaPwSLHfyjSejORR/YSecPLz2qxscjR40SO+7AmAVFMfkDk1bPDReyjB0Ly8VDfGASkqiLGR8d9qo6nXhgq2f2WUHbFG35yoMiLg0OD0moTkR2Qwtmuo2646PkJgYHXF09ZrQjDCbHCOnwux+ECYsSC+vULHkGrG4YpMIAQGZJUUSLw7J85NvTsnz0+XGx3+4/I4BkiDVYIZW8IAdjksHAh34D2Cbr58EKR1y4UuW97kderNiBdhkqRe7cTefOyatL44mmhgWy4sshWg0X2e7Q6fITqsecdIqd9J3LSlyKDvw8JCKAcOlI5oGVGlVHY+myRFVar/qyuSVZB+vPIJTPucy+fESosPjCwEDgfePw+FswKve7xt1arEzPGi/zf6iI3rytyfZtq8sg8JeS2oKqFSOuuofIEKfrkoeU/e/6PIp88IvKrGy6JwtJwzvM9TVqEXrsL8jz8eaWAwENAyBNqwR5zVblHLgEBU0aKjEPpqBMSSyUgf/wU5kyhnIDvx4q8c014HZkfL5wczhFVFRQQU8KLd3QP5/iy+4a9JxuI7PNQqAwpeg9x1AbI742hUobTAZjXr1dtVwTpvq+3yAsnidy/Y0hKIWgKzgEVBfS9qebfguF017BKkQ79RJo4VcQ4LsvmFI5MklsiGQwuTAnJMDB+o44IpW28vN+rFgcfGBIM8drbhDka92xTtUBFGGYk0Vs7h145HqEv7SKdsriyaLDgUW5bYwHxKmBIzuQz1PPFw1nL2d6EhQzDzecGBKMyDJ2gIFCiSUkvXiNe6hxvexwQlVCr8ePWm4tsc07oCWPgUBN8wgaxwZMb+3/V44GRGL5ZaEj0s4AflnFzMnjvrE/CBzK0eo1++APSxedOcnZ9R8KfNdmTxh1w7jVAz6rfq+PiEAA1OGtvLbL2tqEsv5pXcMNCfuzEMAeAUmPXE377KpFtzw2NzinfiMz5QmTVdUM1KBkQQtHmnQCys/lx1R7v+ruGybEoFVHzjjwT5hEqEiTlo/tEvnpB5Atn7z8XvJZrQ8gNQs2c1oTNv34RebCPSJseIlP+V/2e9XYNjfkHzh6CPlAcOGY3vygSVQqVhqDa9wuJa4BKkXV3EFl1HQlyOmJh2huSEJDPLU9zNsO9R+QZirqWhvf8Pmwm61VYg/duDp2Ek6aEJAnSwX2mc4n7bZNDw5+EEiEYU7ww5dTR4eeT+8N5QiIYTx0XfkKGuHZcLyVFOp9IIH35zPC7Ubl2rxoLrjGOB4SIcGMUuE4u9hweOk3MWdamLRJsHm0wRMGqYzKMpym7vK/KOFaEcVUWi/f/4wx63XAx0Pg6UmqshFAfGFFf9sXLf2zf8PtYGJu0DBMeNZlw/b6hwXmxqjeWghwQiEW7HULv9ZOHRZq2DaV2Fv4aBr5OlRFIoyFi91NC44Dky6KIN6VloSxibogAbNw/PAcWXJIyNYdBY/94uN++7BkkKiVWCMMxNF0L/uYZVo5/7V4icz4LvVx+Z7Ef9J7Io3vW9FJdohMLhIH+qtpPDjK5tMoTJ1HPJTRuAqCLGR+EZJVQF+ErqjyI0bvA4GCYFIROrmuZwBhXAWJ5lNeWAlICyeTcgmRXwnJxPuu0aWH1xMN7hiGmKKBiEALTOb/VmSITbo0qma0duCbBOSypSeK6nyzy4b3VYQ88dsBcI8mWMYYE9jg5fP7TkaEaM66qh1g6uGBRaLgZzytXWD6U1fWosPw6CowP99pyoaUKkU79RfZ7pPqp2zYVmel2Wa8I1bATPxNZpaolB6FDFD93TrTsIrLhnmEelPs8SbzHTQwVOwVEG8Xv5w/D9UCdGXeeb3mqyLbnL59sizpKZU3jZukl4hZCYmosWMJq7WGJqXkA3moN48XGqzeHFSAT7wjzJ3a5rpqAgKDiJEn4CoeGUqhI+OKpMHudctoR+4aGjTg85agY/lcbhYsGi9JKrUW+eUmk2wmhsR+l+3jViWGUliZn+KJAIh/5LEjOv1blKfS6KKySgQSQP+MqGORkxDoOJHMeLMTE+3WsMTw7XxsuruTHQKqWUyvY9HRiWMkCMCLr7iLyv4OWl8mTqQCCgJBnsPM1oYfLZwOfgAAS+FC+CBXQ6AnS+ZuXa5HM9Q7IYdTWIfXDHAZCFyqR73LD8q9jnUfJwlNOlH+AIoWy8/242ATk/9s7Dygpqq0Lnx5QMaKigiIKAioIApIRBRXBnBUx56yYn/q/py/5jDwjz5yzmLNiziKIOWFERcWIipmZf311qqZvV9+qruqunh7g7rVmwfR0V1e8d99z9tlnxcFatouGZcYUka4biyyylF9CmzHW/osSKKID5gRKlO6YrzRKwwqf1MSAg5X4Iqg2Ux+QXlb6PIdJsdU1Infv7U/ODSKrbqb3TgBbKguSvOIQu0A8svKtoTglgrcNEbnGa94g8ufPGjkLSEjnUSI9dioUnRI9HfZ3vec8/ZUP7jnOEZqOAJPOV10OMEuNScdtfqkSl1t20AgQ2pktr9CUD/sAAaWkvJnxB4e5CC4dkzEoGaQEMkiPdNtWX++9m/7YQOj6U0P8uHTX/GRtggkWoSVgdYfxFiFV0gmURJplkZhKkROGibKSBRhTTblU5O3bRH76UjUHr1ytTpiNK/96f8XpR1GiIgqkkLy0i2WyZvBidcSAja5k+T4q1jSPCUEnE/esjyIm/PrSqQbOE5MQlS+jxuUnX8jIC0bkKQBkh/1q3MavmlqwTerma5yPZbupF0h4X4kMcS5J+ZjA/+V347s8h8n7lYzYqnLyX5b/Dq5to5kUBPdtDd+HgZYFES7kgtJliEr3bUVW9KNN6C8ePFzvRyIC796r5C+YJL0Ily8QNkGq7bzVRL4PEzQDEMFrNtRIGyt4Uk5EJcolrDZ41UetlVwHFVUmuKZoRkiDBikbqpfQAJlEgZQmaT0Q58ETRtueIvtOVg8O0ihm2oHJF6JGebsJSPKeT+p9AXGiLQLfyb3qpRkLDlBJ0YjTlZib4F4mdUolikdIgwqkbvn3PDBWIythLNZWZK39C0kI4FwG4PnhnrE9g0TdOL7Lh+TPFx4z6M0gdIwXaF8m/kVkqxLGsw4OUXAkJGMQGiaVwGTDwMKg+MEjGnVAqEhUYOKxGBFp+SE52f4HF5IQVpFLryby7TvFgy15dULOhMe9+apeZOQ4kcGGUj3I34ZzuNT+M2C+ZKjgCZmTxmhcmeU0tIp2A63AV6HJVfzvNCdY28qxy0h9XyAEtBk3zUoRAbJh1FlaQWIDkZ9wJIRjzBFCN1up1BdO/kQUOEeBToLrh2aDPP1dexWnaYJjRJSHsDKA7fx8HJoMosD5J5zOitNcsVMdEkyiJrh+aAPYj3BenrTTzdvmJ7DXfOHnb99rddBG5+kEg0j0+XHF2w4TELRFnkbkF73PEW5yDkjHkBrhPgyXDidCTmS1LUVGnqFk7fWbRD71U0lsHx+bG7e0fxQyNd14L0BDwgQe3HcsDGznLsBSq4p8FyF8Jd2Bjw0RLxu2uU7TGWYJ9haXKiFr10t/1thetVoQhqLqMUSf24istVdxRAECwnH0GKNVVJCGIccWhrmpZAuTPsTuiMlnvFD4OsZiXUbp/ynLNTUpNqCpCRM2j8gH/fvmaPrTwaFcOE1IlcCqDGFY44n2Jy9TRwCYZPCxCCo18h8QWXgpkV++K16lMFi/e09+MiS1cxCr9ARgRUilAqH4oHyUyhzywU/8y6+oCZUBpgWCOnLI4RUzoXDIWCmBIdEkBj98DYKIiBd9WURXYOwbEQIqUBjobYD4qRtqITAoK6h4MI6VlBYRBAZZzgVVNwgpAVUTX70h8uatGkkyscVlKgZ8wW+Emwn8ygVI1iojNCQedi8NHwOpuL2eVgEu5ZNcU4hnuPTSxF7PinQYrJGQ9x7Q6pawRqfgq1polI0oEuWrQfie68NEiWCT18tBq6VFtrtBRZcQp1KaHEjQwLFa+vr0qYYPjI9dH1ZiRuog8E2JAiLpomfQx0JLihxXInWFBgtvFwgGZIKIiQnIvmdm97M96gTQj40O3VtJgB8I92XwrCA+Rg90h3ZuKAB/2+xC1Vpd2KswuhIG49J+U0Qu6lOYLsXCHS+b4Dne8kqR3pbvmts1IQGcNqR8OE1IjUD1hUlAQDCgmgQkGJysAr4G3c6ya+jkZ65EvRK9BsOhEUPOhEAjsvP9WjLICmfoCbo6osSwMaRcoYEgOXeThHz8lMhtu2ikoO8BIr/+KPLGdXZ9Ae6dTLqAyYhVFpoVyAfppoCIYDDFavLbj/LVED98pqknVuqE0MNAtMq5Ik3lXQ8m+i76GlbsQTqL1SehfFJIVD0E53m3R0S2vV7k3C7+ueI81akYOWnHPgZuJipIGRoOSlsBgkBC9dw3QVqMqogX3tMSzKCU0oqGfKj80iGeyaYSuAb1iPCI7zf267pUF03JoQngPmBVHTc5eyvfDzXlYuoHmIyosjKrMfIHneyeghgT6UsCztcOt2rlURCBDJOQm7Yynq1cYQRimTVEvg6eq1w0AfGQYN+5t4iWRAERaimh7tu3q/MraVLKyPGeIc0VBqW2XnrnJ9W8UKXCPe3Z8eeUdP4SUdXVd7/8M2rz8kF8ipPxnF91fKD83yQgVMWhzYHoQuZJkXUeGX9cDg5xcOmYKiCJO2JSBPX/ASAlrESYlBBTBmV2hGnx8yBHy6p9qyvVoCgMVmFMIlTMMGm/fIVWCRBODyMctbH5jcymCseicTG/D5FsMAlOuVBknYjBmooFRKmQEPQurMwhE6QYTI8LUgdXYFv+ok6EpAH4HgyqKJEkF0+qq9OIvKkWk9aeT+vkT2ieMmXEuVigh9NWAV4cX/j71Mv0PHsmZ75mpnF+tUxUZk+RYAKEJO3xRF6nw3Gi9aBy6IcZxRUVgTC1wFI8Bt9Ns3iu1OX3j+gBKRoiSBtDtC4WeeyveQ1TGJyzK9fRFgEsVEk7kap7OpSaaNtbpM9e+j2UxgZlvKS/MI7jXJCiCkfAPOdewvsR0YEApniZCq69nym0CV+8ncgWl6snBuJrjrtg0m/Q8090hMgPZJbSWlJspUgGbqOkUCFepFSpWEJ/w/kiAkGF0aqbKDGOAkSXxYMnLOb76u3H+Oj/Fabfdn4gnz4BHBupn8Dun2qqg982tE7+sbxvaQaL423wbIadTTHQG327yFu3FZITRN5m5BLyPWFbv7R8qshSVNM9qqJ7xgs0YKaXiINDKTgSUgUwwNmaWpWDcI8XJvNbR+fFhOufrBMauV1U76xUSRdc9IpO3ohZEccxiODoSfnwU/8uvTpl0Nxnksg5HUPeGwxm/1a/CjwvwqH37qNFVh4ucnZHnaxpkBYmMkwYlLFi92wi8Dh5+05dxQYTI9GQ4X/X/0O0ECGaML08Zn0i8uTJIptfJLLT3TpxMEATZQgiJpSdMpgyaUAOcLak1wbnkQkGEWqjgM8/T5w//BhYGeZ3ON9ctQA5kW2u13JLUiIQH8qKOR98p1lZAfngJzD3yhqcU9MZFvIFsWAi5h5CrAk8AmJUJDGJI2xcciUVZT73Xz0Oqqk4pwXVLzl1yvSi6Tm1eqchHKXQ+GX8+Ue0GNd0NvV6GvnptnDfH0+j4/+OuZmtT0mfPTUtQKl0YPseBvc/0UBSDaziS6UGd3tUjyEQkxKdxAxwMzwyNs/f2w8tIrI/ZnoPamSJajAMwCC6wX7v/ph6hfzxq8hr1xTet0TF8M4Jp84o7TdJCBEVUwTLeSMiwcRvRnNsrRXMUm9PQ2OMAVTheM9Di8LzEXXd2HcM0Ha4TYXJgR8NgnmaUjs4JIVzTK0Sgoks7VVgUqSyIgrBAMRAwUP/mq+KD7wfzFI8nDDv3lcHPgyayO16BMTbQMz++DbkfFeYgAQDH06ftogPrb4hSYjdGMBw11zRD5kHKQv2C02Hl0YKpTGICnjpjbr8yjwgHZQShglIEep1ZcZn2T8qh4iwIGqc5Ec2PAv8VXTyo5QXZ0tSRRAG8uvBYO+V3Bq9RGxlp4F3BWB7TJikCXruqNeHyiAmOyzxmZgCAsI5RPfi+bn4qaeHjpDsYFRc2KqXgsgSBmaNx+CXiKKDoewz0FQwkSIYpScKRIwOsgivA1Eo0TgmaYSOAL8TRK5EspKAc4Ewc8vLDGGmv3+kiIj+BdfBi3jFVLZwXEReolKUb94kcsU6Ihf1VjLFJIoWJQrXB6Z5wSmao00WLx9cSK65Nx45Qb14Pp+sEYVbRuvfaCr3n0VFzllFI1GbnCuyy0PqzEq6a8MzRY6ZqXqNwoNRkbIJyEp41CZKRZqzFMx7FYJoggqq87r4fkYJ07GIlokkBRV0nkB5cr6JooNDEjgSUiWUtNY27JnN0Cyldwe+ou25g/cQ3sakzBuQQs3hyAV779k85rt86+gk5lH07yBdgO+GOVmZmP6kv1nLYEVjNVbeZtXJGtuJDD0+v++IGu/cy69WsGzDS90YK3IElwAxbhIgroV0oE9AY4CZG9oIQvWeoLdBhadoO3AfDY7R0zv41SBMoGY5rw2QDvLjAeb8qefMNMuCON25d97K3Du+b0Uu7K0OsGd10O6leEdQEmkD6bVY5ApD+m1W11JuIhhYyHvN+HwQHSOVQHSMjrkbjtP0V1C2SVdjiCAaB4gGzeuuHqHVWKcs7lvBG6kTSny5B7H3v3aknjMqv/SESmLwXUzWjfdNvW+sNVVk7WPyEygkBfFrKSC4DYtDgdlLBnKBj8ZaPum1IWxCVkrTYhqqkeKk7xBVLURFSXNMPFqjJcGzTPQCHRDEDe0TIufASAyiTF8XE160IxS5oYsyvh9xXWxpTYDbsZk+K7g+/v9tKbk4BN44ZhQ4y3R0c0D7frnGH4fs4dIxVUKv3TXnXOB26KcryJti7kQTMi8cbEQwMCZ6/yE1JAoiI1h3M5F4EYIQCMUSBXnqlBI7lIsWJjJ4ehO/39SM7/fCs+21YRX7aiJY6RDaNrFYe5EWrQzjJNwdF1ILdtIsYX8Nqg5sOgGAyBFBLqvFzfwQNWSEgToMXFADYhSA1BQ59QL/jjq/5HC2yOMn5l/zSnH96qXufiQk0GxEgQjBmHt08m1MY9Tr9cBXgUZ/jxyvolK2jdaDAZ6Q+EuX+iJCf9CnLXyUPTwTEvdSlJ04gto3J+R/Z3u7Ppjff8S1aGcA9xqeERCw4PiZqPsdpCmvgHQRykcr5OlTkohK/bQUn4fwlTJhW6prSLtSp2QgXNrLdvBmodIJV1+iG1TC0EspCghsIUqcB4y2boQQRnWk9l2A1zlBCRkVH5Vg0eX9MnA/VUrKh3shDHw2zPNKZIUfXoN4HDkjr3UKLwLu8jsrm+B6QWAP+1Dt7z98rNhcLmzFHqWDCnud0LOo/yGqG0pCUKiQaqZFLg7NFC4SUiUgxsS1sOBkLyAy4hSR5brnnRxtEzCTVwD+Dpnhwe4XDtf6ePiE4n4oJgjLEzKPihoEBES/sHB1g5q+/WDj7zmNllwzUuSVKwu39dNnIhf3EXntBq3i8dwdf9VKnA8tHhn4YJC+CGPpVVUkd/SXIrtN1HQAKRZ0GyYQwqH18PY/Z3etLEC9lqB6Iefg/fW6cuN6bDJeKw0AvhQYe9kstze9UOSwDzTV4pGD0DUkL375OmowBQKS+cwZWtkQvuaQIltVCQRkz2fUpp/yTXNyYILb4FSR7W7SiEzjIf6h5z9IKVG6GoDvRejcSMDQiMzUSdvWC6fg3zgg0G2hK3GqNkxh48rribTpZohkF1CvnMaPtlDHX847TqQFm63TfidUvUCMETXHtTcgTUOqhUgMES9cPsPXhvNmapt4bjj3NAmsCBj7/aGtECCyaDRsou1G2M5rgxIvIig8s1Q4mSlARKkfW/q6EH2DdLZcUH1axtwl0mWTwvdwL5iRS1oFcN97kZsI0oCGjGaL3IelCMhiK4j02UfdoR0c0sCRkCqAtAdh7YKBJqfVCPcdLHJaG7+Pi1G1YMIjFMbAgF9IEJY3B9Fgu6VMsNgfRHHkows+GuGxQVWJCXLYjS6LDSLT7lZVfgF5MTGnsMcMEwiCSJuXCiQiPAjSLfXWnQpfw5WRssH8zossgVPl5/7ElHCyJJxNdYz5foSTb9+lpcRYuAfda7e70Qhx59RqHm0EZBBSdEZbta62AZOosM8Fq11SMJxfqni8zdb5JckWMur15FhKoy7oTI74VGTbm7QDL5ExBK1er6DlColGcL8g4g1HJf400hH5D+lkZ0u9lQLpH/Q9VMZscYVG0kySxQTWcgFNL0KESfURHWr86jmqM6GPDe7CkJQA6EE4v4HmwGuOR6dZH+wzRmLoGW7dWWR8d8PF1yfAYfB3zueuj+i26fB75nLq5uuRuXJHxAaRrpupBonUiCkGDmAeWyT8/k/nraq+MP9dMV+5hp6IFFV4HyEIJlnxIhGh54GeS2aEgiofxLX0PKJSrmhc8XtSXdArrzuLAo7LR34issUlmo5xcEgDl46pAshtF6FBc9BBp1yvb0fMxMngTZiVkrqeO2m4mIm5qLbfH2xRttOxlwEWsZu5suU10iK7PKBiOULvEJLw6pcVFf0m0A2Q4rltZy0ppJzPprZPCiYPqmTCkYnfZ+kq11ZJ9N59WkI8a7pGhoq69TaoFoEQfZypVZBmocdLvW0CBn+KfPOW/gBEhQz4TKyHvKMpHAbtIKfOyvneA0tbyxehQaMenz0vctDrOrlw3ZhAwpVCuvOqTcG/JOh6fPvO+agJZcrbXKuGXYhFASJLoibPnaXl2kU28xZviMa/hc5jya61fqM00mVUhFxn8fh49858uopUFdfTtqrmWnJvmvc3kcRVRuXda9k/0kSs4hFGXzqo0EMnKfh+DNmCTrccI4ZmlGsTJSOiAmmmFDwczWDF7+kyQueVFgJBY0mvFUEI9I6CtMe5tgLuuVevy1cDkaZDl7OXT3bp04PnDgLQALwHUXUnXFt9eE6xARnJ6XUygVaJCGUcWAwUISAy/nbXPk5kRMifZV5GGl2IMzlLBhcJyRisph+OCO16q1IjzM1qGAEg+odwVIK6/faDdNKijPKq4XZzIUAFC2WRREoYYMPkgvAw+g0mUvL/iPNsVs2I4uhuy6QI4WHyZeAMKiFsYKIaangb2MAg/8hxIptEtFCPKmVmkkHsyIrVVpkCeVnLN1+yAQHjsd9oBKHXbvm0QSnwHnLoeGFQ0XD3fn6PjGM1J4+Gw7bKNntyFG6wcPB+/B+6TSIDXBM8X6yfbVCzNKIEfB9VTo0Ol0QvZmv3VMS1AXB5vbivyENHluhRkwBJ+r9wbzCBI46MhLEdIk2Q3eIvK67EarGwyCdPFQso7z1AV+flEJAgIoHewgSpDozPaMaGiBNtRtAgzsSh72gEIQzP2djHmrvrvWl+H6TBJCBEkGwYcoxG/MyGdZDWoIoKUfGuD2nEwYtc+SZs3kLhR5Gbtxc5v5tGnoLv4L0cG0QlAM3oygEl7DQpZNzqsLb6kVy7sTbudHAoB862PWMw2d9p5LzBEiuJ/DC9+L30fMHpkcgE4Vvy6Z+8IDKnjA6kWLfToTUORAOYEGwrUQgRjdgYABlgGFST+JwwYf/1N00hYV1OmilqckCseeWwyh1ZA6AnwfODkDzeDQUkLadW9kGpNJMMq1wamzEo0+AuMjLCyrWvVtQkiQgQeYJgESq/KKS9QVSKBgJRcbhTL06TmFFRIvzEP+NJAxOfJxDO6NylAdeYSJq1M25ORaUIj0vZrNs3nvcXCX+eexLfF1vEyTNds6T4SgFygGaCiiTM58zUzz7Pi1w2OF9xFt5P0l5Hfa5aE88m3bgWVLuM/ShvEEgU737/WUCHU5BK9CurzEodMOockUGHaTfiS/oV32Pcw0Qp8cxBEE30K/BuWWO0LlboMB1g6HFaBUPULuiYjLFh771Exnfze76kvJ/WPUmkbQ+Rx04qLPMlcnvkZ+m6E88ttu3lwkVCJJFtu4uEZAxbL5PwYOO9r6X6ZVD2SO73ynVFum1XmoB4gk8L6AVRCky6UQIzUjkB6WDVFUVAICjmKo+VG8eMEI8QcCQRwnRqRQ2lp9EeLNxGJ0F+wvlmojn8sKo1CQjvJU1herWQXkG0xyA88kyNHHll0BEICAiIIiDsDxb4h70n0m2rfBWKCcovWSWOudseNSMtQLqpVNTipxnVJyBUNiE6LtAd+D1swuF8D7m88VUcAaEKKhINOoEPOsInyaF7Mirlhetro5W9Hw0gmoRY99D3VDi81zMifUmbGeC+JvrE58O6qdOWiiAg/n5SgUJ5LQ6p4WsBCX/zFv0/ZA2/GUwDqYIKE5CoMSEoDycFG46MkQLCl+TJf4pMu1ek4zDtM4NuiMgQ/aBMAgKmXqnRD7Py6t6DRU5u5adryrifMFnj2MI+I+wHomsHh7RwJCRjmKurALYVW0AGgsmeiY6mY6WuiCn4LPxD2j1Ntw0Gc3Lmq2yomgRWhZtfIrKBkQ+mQ2h4GxAWJggEcFh+Uz2Air7zRtq3Zu/nRAYg0o0AaQh8N4gm0HgrjLv20SodM83CapSVLaWKtrQJOpcJ2+XLoGMRcz0oVSZlEzRGC9wxw5h8oT/phbYFMcLgqhTQRTxvaWEfh9iJPwJMlvierLq5in49NKjw1+zybO4/JcKR96TkO/bGgcmdCTQuMmXjP3jqLNsjb8nORIjjKOWn3GtEvVZYyyfuRFzqlNQSQaOxnwf/mpAqsREDExAtzLkGHm6/L4KO0ehjbOerFLzoHCW+OO5epw6yNnh9gai2Ol01NsB2L6NnoWGkzQ+kVNTUBs4fbrS2cYK/kcJycEgLJ0zNGF440rC/9uC3hDctwG2oz8DmHVDRQX443II7GIhpQkVFRrhPSRwoj0QoiDlVMHFQgkolAJbxrOqt7qr+MVGRgs5kxKlaDovlu1nSGgW2SUXEnk9pSey0B0ReD9T6Od83xAjlc3ysIi/00yLYpQ86UiMOrPCHHKWh9KSmTHicEPF482bLHxu0Mgkzr7EfaJVBkcg2p9Gjm7cp/jiTZpHgNgRW7dxLRcLgOu2UiteMLTUXV8pqhe/pMvEo3TYEA73N1Etj7tc/tUoqCYq6F5fokVQK7NM7d4Zf1BQDglLcgQPdE4QXgkVpM31gIIVBmTJRvLX219LtJCAisezqKiym0Zv3DDVoSmqN7dMbnIVJzNXrq3cPERmcX1dcXyuxTOC8633Pb6VTYFkGzzh/pILu3LN4w5QEQ/wcSotYXZqmEI6EZIwR/so4EJKZgybRAJq+sVJDB1ASCbuPImINcr6BJ0A4tA1w0aS0k/p/TNTSkBD2w1zdcTzYurOSx0rds5G3RQ18QsZgiekUkwOgooOSTEgC5YNxIFVBjpww9eg71B321jH23i3k2j0dgQ/MyrwmZf54gJlTmkkCksP3eymhlnaiyCqcFTgNwiB3hMsDcE4IfUf5uMRpTdBEMKl6ufsQWC3bCAiGbtitE+nBrdO8f4hIQVBJf1DNwXmAnBWVtNYrkaJiJ1ac6pPaJIgjIExu+HQgsq0YDXqNTeE14snjf1LrfHD9psbb5+Q9Tij3TvK8cV4RZVIFw/FzzhFsBk6hRJJoRGfV0MSASBBaD88Az3/2wwQEeOky/1hLpddwME4LSNDWV+sYZRI9njVEu9w/pBBN7ReLjKB/jINDGrh0TMZgFYpYkrx02P+CFVrffXUFS38O+m6EvTvKWcYU9ZzwB7QwyA+zimLioTojNUL7g6ZiyiX5icpr576+lu2tupWfIjHs282w/QvnqA7m9KVV6NdpQxW3MaBveEY+tG3i85dFHjxcBZ1EO2wTIOHsIl1OLt47IiwADIDWhNWmd2xzlGx4dtcWPPlvbdpmEpDgc7RoD/bDE3kGWpS4ATtnjywRlWkdU5a87t808kLaIXy92H90FkRJWi3hR7VCXjYmINKYtkXtJ1UupNYqBRVbpNzwmwiDiZ2y2NhzFUIRacsVam5wAQ22xz2LdoOmfgjFVzSN+SJw+y4i/+uuFVRcB3QfD/nmgwCDNZrUVYSYZx9tFek9OtdGgXGFnjSmkV3S0R8DQ6Ko6LfM807K54ZNtaFe/4MLP0OkrixhssN8D1cdU0WgSif0WwBzMA31jSkXDJzl5KDD7qPhbrflAJv3NXcTOWWxwoEUchFYlUehF4ZXF2vUAJIUtIM3QTMzQuGv3ag+JibJ4ftweMU++0l6nMR5HEQAjQrpn28/0IEY++twNAA9zC+zLFGREpErCAjOllRC8S8ps7CYkLA2+gRW06y4vWiHsU3a2BPpitJPMOlAHAIPjMh98dODpSaOUWep4NIzePMBEVsFIri42vOXuq5JzhH6B4iCbX+oPKJ7cdJ7nMhKWOhL5GKtfdRz572HRG4M9VrCeXaNHUQ+e1ErZEpOqKF7iUUF1TXgsiGVP49RoNLucFJOX6vJmglIc1g0i9D4Z4txGiCyF6XnIWoGaSWaEhbW0suK1CgalmDMoGoHx+FKMK9Vx0RhfkrHrJCgOsalY6oAIh7k1Hkoi3q+WERileJTS88LIglpmlFRScLqCUOxUo3bosAESFTm4b8UHxupFHwXcE+NwiuXq5CQiY3JwIaggyrW8mbpLOmndmuKvHKNvdKEpm70HCG9EtWnhVTZi+NFXqXvjTEYh0lI4IYZDNRJryf762kf6u1aENIvXDccSNf5P13R/69H4URhM8IygbiyFAHxdjUh+aWsOOzrQSov3BMpEXJKBmxppD9imisy4VEJc03IyTcKtusPieIHPVDgKGsiuOfb9xfZ5UFtgGiLRIUXEME9iBlfAMzikpCQRdqK/Pxlcq0ZZeOQ7FvGqBYpMLADdKr+1CCKASAgCGlJmYYF8txXKwxUd98wgvvaVtlDioYfukP3/o/IYm2VNDskg9OKFMJFQjIEOVF8MnAjZHBCH0LpLKs4q9FYQs2HDZ03EXnfsLA20WGoOi965KfBIpSNAAMJFSu0KS8HvfZU4kMOHvvuAuS0bTwTN036orB8f5HPIwhIEIXY90WRR/8m8urVyfaLif3gt3T1yCrVOx+WlW67tXztQsJrQmSDSoswMaDdOkQ0fM49t80ZCbZbpytLbP7P6Zwv3WxS+PeM5zgbdM2twQKOiovD/GoQXGAxYasUNo8R0ns0X0MLQ8SEiNs1G9rLrgHmYPh6fPW6VmJBYnjGISCcr3HtSpCYoGVDwnYDkFLSkDafneH/UiO7X8LPnI+Nx6tGxValRF+fwCm4HOCbQvovC8wvkZD5KUKyQoJIiCMhGYIqD0K5SdF1c+3DkhboFliN20LGdJ3FjImow+8/64qb0D/6C7NiIio9woBCtMEcQCEONLH7JNSpNqxVSCLEW6a7TqrlVhBg/gWpS7qSX3IV9QYhj33foSKT/xf9WYSy9DFJCiZoXFk5v155chypTJAKMkH56cFvirz/sHZdNa91qzaqe4kKs4fTbDTcm/6Edpj1et1UaayzGXBVCu7nA/1GkEzuVGbgvRKkrhBumqt10jpxUZVS1yjorIuvC+Je/ENMbHCayGqbKQnheLmXaOYYdHdG8EsflnCLe4CokzGCPjWkjCA8Se9j9onn3hPPmp/JaRrpjZvsn1ttS+1A7N2fVcA+L4os1THCBfTgyRkAAEukSURBVDclHAlpkHkNzqysiWHaIscip/4GiAPDNuKN3gAMLqNV32CCEGwUASGcjxU4K37Ae6jMoHQOrQODWCDmpDeMraEWYsTwCo4Vni1kayJpJQDW9Ye8K7LdzVrVkwo5kdeuSz5wM5Hv96ISkEnjtWoi6rOrb+v7HOTiI0XoEwJhKURv8FGqgVlp3Wj/BA/GqhdiFAc+g3gZdB6h1vM0zyOlxGBP6WbQAK8UsNjuvrX2LvHs96s4ztE2IGtwLvCCoU8O9vCUQC/XS68F5BKRpokiAlIXus/jjt/vT8P9Tkk1LRNMUEFDSu/F//luqG+JzHwjT0AABMNGQADP3woD9P+e/iWFHoz3ej1rQp/h+fYEpBa9B/ohCNHLoW7XSYGepBQuHSByxrLayiBcqebgkAQuEpIhaKF+W6j7axiE6lmZUAHCoIqxkVcmWOeH9jEfaojQHBRdPXUqJRQcjixsdI6Wz0IomLj2eFrkf6sXfz6JjiHNYJkEpIv2fFLbzMf2HKlwX3Z+UKTLSP3MyYsU+ncQfm/03sipuBcPEy/cbasEaiVy3A+q9eF802AsWA3fsqPIGxOKJwi8MSBaXkdl/3tIDR05Q/t7/BoSAvM3PsOkgp8FJaWkdXgdIknXYfQqaaoQhh6vxx9XEg4RJlX0o6WfEIDwoEegiiQK9EsZdqLIeUH5aBnwUj82M6yIdCK9UfC8sTZaC2l9wo3oKga+Kq00ophUH0M0kT4w5vFBFjxB6XeF19UmrjVBo8Jeu4j0PUDvw+uICj0cva+pyWdOz29sVCkE9GA2Q8HEX+nSMTKvwUVCmhj4cAReAVHAqZEW8XRkRVEfREKIgKCZMAeLWAICGkR67mxPbTz+93xEg8gIIX3q+8OfL4VKCIhnjBY4bxpAmMiqbp3jRdY/2R6RYQCkAgMfEapmCHOn3ZfWMf4jBWF2utv+ILLyOiKrbmo/L5S8QkAAq0tKsdG/XLWBHwoP7Rv9PPabIrL7I9oYEB2C16xwuMjNW2s0wwQTEb119p0ksvG5mt4ihH7GMlrG/OyZ6nKZtgzy6dPtLr4m2CYEJKolAGW9TPZx13mTc30fjgrS+t6x2e7JiOvO/V2KgIAoAtLNNxcrC5R7/5JOoPtZyLcFcM6oMAlf11I2/jQqJCrE88V9SV+ZuH1NjYZ0BATglYNpoUP5gtX2Kbr0zitwPiEZAtvu/aZGpxkgHPQvATR7u+8gLbX07JB/9y2WU+L5s+yvh0PJiCejDLMCLLiEVAw0CGaK6Wfbd7bInyOM3WzkggmGSh3MxqiasXX9LQXC5lhbI0YNi+cKBn1cTVdQC/Z377Fviy68kI7bdxP51wIiZ68sMmG0EeUIgYgFtuFMDvRWYVLB5p3QPc3ewhNj51EiHQw9EecFsaG3r/XarKzRpCoN5oj8mVCn4VXh5CLMxI6J/tz6p6jHC1USeG3UesSxGfVR2hoGolJEm543jNnpGGQwFyRJNxY54abAs2doIzoIdabi5QqO3esU7uCQAo6EZAwsnYvadPuTMjlTwvjgnbsLTb5s0YyCBmtpBoY6kSUtg24pEA1glV8JmIiwsCbdgZ+ArcQPsuY10GIieCPZ6p7z4xlwpQDltpQLo4UgzUXExdMtGOfSa8aHM+XDIo8cF7GhnHpz0GzQE8XO0e3FkUY8Rm7bRe3AX75CUzhUJ0RFc7C/N2EjjG/cWPyazdStCGkiSJZV88j/auSucbIOf8QoIR58hMgaO2a0LynQ2C4hor+SrYs1ou3u24rs9awlZdGgmopSQEtkM81jDChV6k7fnUpBRJGxhIhoOVh9m8LOt95C6egyu+HmNHrp4JAGjoRUAYstFxqYgkm2XtX9d+0r8kmCsCXun2WFVOvTT9gBwtUAaQGpoLyRzrKjb9VBLgwMupjEOT6vIVZCEInwurmWs1Lzm5wRcTDPpdlAMA5UZISJYql0GeW+pFGSwHMm9VvA33uQyI0JLczRO4ThpbfqsrumQcO07SfY02uPnajt5wOgC0D7VAl4fhZJUfpJOisgOEnTdpR7o+m5Yp1icjRgrMih76g2x3yWObedRmgLBsTC29+opbO2SF4pck0zyErPE6Abd7nmaOh8iNB5lUEQ2gaRbluLjDjdeM4sz1vvvYq7WkNWGxsfOjgkhCMhGYPyVqofgpSEbaU69fJoMy4TXrQgVxwaTwKvEqIcZKCNogrlkv46+W1/s9+ELQRMyygXxSI6KbAI3+UBLYlNC64HxKz37tHdSbM+J5AUL42U4POUT9P194I1NXoyp4QmIEDYcTX4XqpHlvQbnVU6Cjx/psjF/bR66MhPRdY3OicHwAwrACJatDyVACLxc0Ix6YbjRLptl3zbQfXRrhNFXrrMfg6X664EZehxIsfNUrLgCWfnqOkZ5KTPniKP/0N7IsUBw8J2vTU6qDug20J0nMZQMC4a8vETEX9MQNiJ0BIhxFCQ8m8qfyYea9y3DcUC1FU3E9n4fD3vEGi6Yw+mu7BDRT4hn82DZbql4EhIFaza6RUSrJLxxShCvcgvmFmVAOH7glLMOu10OjcAt08mVfrUDDis+O+kSW7cKt022/ZQbQc9MdIAUSXRmW2uUV+JSMFdrTRhORX10UEVwWHJt4d740RoDZJ4sXj6iQTj3udTRO7z+4UwAZkCbCbmsHA1yi+EfcfrpSDVWCFopkaX56TovoPIXs9oOXvYtCw4J17EzCdDkAzM9zhOL3X6i0ZPzukk8tS/4yNiHC+Eh/L9wO3X2+4ckUeP9yM4kR9OfkyRm0gywtfrYmnGJDU8+3yy/Rkh+kFfrE9f0BJmGkOy/d0eFllti8r31WH+hCMhGeOTZ40wbE7L58ymaMHrScAAhoV3Y/VIg5bmlQq/h7HKqOQRlMINJ3xfzl7hgksjnVFxuSS/jv4it4AOXGge0orySD189Limuza/JN8EMGqfKJ8kKoX3CWki7K693hoRxxkOLzcZGuIrWOjfUfD2BBoaohZmSXIUAmF0EiCoJYV29QbFBIcJPcBHT4h8HuGVwb6vuYvIzvcnJyKLlrAF5xiSmt+RSsFfBFBtFC5r5Znb9SGRJdqLfPCwmg/elJIsN0Y8fG1IY5QoSPkYpI8+QVHg/q2UiCRdtESW9xqgYR9pN7Mi6M2btc8T+qe3jY67Dg5J4UhIxiAU3QhfiErDqc4bGa8nHVgaRJ470wjZNthV8N5KLCIPjlCM8vuikr8Eq+k2XZPtK8ccXg1CEGa+Vlidw3sQDZZb9jvpXJGr1lMvj2n3qwEb6RnrPjaoIyzny1vBzlHSYxUL1uu2vOO1wXfRDCMru+o4EEmziXvjgLiY/jFRPXLC2O3RZJUcnp/F9xZLfslHSeg6fMfu8SWm2KFfNUy7siYBlV6BZiYVcvbJFsM7QCTuS6OFAEQaIvrZJHVBZT/5f9rrZZJrxN6kOJJEr7xdNtK337xdSGjSAiO9Q95RLQ928pUSGtI+tjQv3XwhWpC19ydW9h0O8x8cCckYC4eEZoRhr95Q+6k0oiHZoNQ4WVeQJqTMlR8TTKi99yhdruvZuif4blt0wdZCvNGIKlwOmQBYdJuN2RDUUb771m3pzo9X0pwrPh8fPRnjeFtvJ06/za5OOod0wA53iOz8gMigsTFmWQuL9NipWGzZdTON/iQlexiZYZZVCnic4DwbjswEExS9XS7oob4iWYLUwBs3F79eUtQZcV889jeROX+qu6l5jiDJVDU9fKyu+pOgUfPFtW+hZdlhrP9P9QeC6Fn9Voz7BsGrCVu/l1KAcPQ9UJ8NGvFxT6xNU8kKQbQJ8m8D5xECZbrHOjgkgXNMzRj0J0GYWQqDjhKZdF50S/aqIaf9JOiCWS0Lb4Sj2FO/dUv8fiDW8xrGleg06k2Q9cUiPlZ4EzIocyTNQy8WJtK0URq8O+jngUai164iL5wjmYC0Gw6ulMbevG3IFp9UU1cVE7IKzbIxYhiUanqeM81AL4fugEnQazG/UHS6iTQPf4Mg2N5DBGv07en6PEWB9OKWl2pEBVNAHJDD5+rgd0TeuUPTWaSqiI4EQDxMZKnsCib/WkPIMP6jRcGbt2jFjIm19tNS8ZIGiAma7JHijPIl2faG4nLzpJjfHVPLQXMXsjrH1BpgICLMBM8STo84p0ahZdhrJAOwCtvwdJHNL7KkFzJ6/onwEDrvZinNDQODq1Kg1TlELUxAWHV5Cv4KEHw/xmH4gJSTJsKc6aDXRP7yjT1lE6e3gKxR1thl4+K/IVC9Z3/V1HgllCYaVORoJSD+37MAXWW9ybGZjHPv3JXXw8Q2yiNyNSeapND/h+udFPTdiUKbLtrjCVKPQZ0N41dXITYibZOABMeRioCEn1P/2kBkuF9o1WCLVrx0cUoCAurtEU30XOuepM+5mT7i2Y/UaDk4RMClYzIGK1R6w5QCA9KUi6P//mdcG/CEsIlFhxytIXVzwmXwIBow6EjtWpoUtlJXohsfP+n30IkjNg36vnKBtiRO1FcK2MBvekHh/pRrIIX48Nlxdvda04U2TEgYwDH32ukerSCy2ep7gksLCfCamVUJHdcXGTtdZODhMWZoNawk8hBDjEqJVBEpE11KAiIVvD8KGJ7dsKWmYSJt52P29cfPil/z+kitqL2kwsCTZOyHIoOOsBMS9C5JRKZJYSNypIjeuEH7X5nGcBw/KVIHhzRwJCRj8BBG1uyHUKATkWwt1XFQDK/sg7w/ZYnmhMjgQTTg+bNFZhpCvVKwlfFRypmYHNRwhY03Ao6qjQN5nZbxEp3yRJApJlnMuh4/sfh1Ugb7vySy/S26mg5fjyC6w7XY6CxtEteInFqNF1VWVQjbyjYMrOjPWVnkskF2HwuqVXDDtZ2jbtsquUtacZMGOLFWGsEjbcb1Smr7Tql5qT4uH5TRbiEO3CcI2j2PmUA/hQZoEe1DhO/OBv/R/kW1Al24uZe4F0zENUp0cLDBkZCMQe+RrLvOgnAYNw5t+4i8c29xKSe6AnxM1txVK2aKCEFG+52FoLbaK21M0j4xGop1HCay+6M6yVH+azNYiwKhbrQBYZAbX6qTuozivRDGKiPy/3/tepEPzMqCBq38WWtfSQ/0NmvZ/xSbxjBh0QIE4NzQjM1cqS/VReSoL0V2uEWJeGYkJJdvBrjt9SJdNy68N2wOria882e8PyqyZKJAp8V7yziWxEZxpdAg0v9AkSHHiBwwVSNTN20jcmHvwgaYSZ4dz3Atw+tCP6MwSZ3+ZIp7zKFizAtN7xwJyRgIFatBQtLgy1dEfo9Q1U++UN1ad39cZJ3/U11E0vLBTJCiPLnq8L+D41+mm1YRYMREL44xd1t6AMVg1U2KX8Nn4qFjCstATbx8ucjdB+YbGoZx83b+KjztU9qgx7LJ+SnOd4pxjDJNqm8a+7Fgsb5MPrXAPUWkKTEiSqADkOqA+ECcETw3Eui6EmmpOo1kIO6tCPVa3dK2d7K30wwx6BFV6bknpUrrgw1PE2mzqhqEoY2hco37x+oZYzn3mB4eMzO6U3Ia8LwQNcT1OGy6yDNjSwM7OETBVcdkDAZfKmQYIEqFcZsLWNGW06U2QOtO2pqekkcGOVsDsQCI+N64SZod0IggxHzyn+VVmXjnkEm4DALa/xCRvvuKXEhfHIvvBOmttPcSfU2G/U1k5hsqmnz6lOSGXmGQEmKyYYWLVuGHGTG+NKO0ieFr16Yg4yXOs+eyupvIlpfrPjxwuJZrU5WUxJANvVO4a3FqQJIoQ60rfVxrjFHNRFLEVfoEx7/2sarVuW6jZGZ11u20jNGtpEGdktyoc4qralmtFVx1zDxXJZOkOsaRkAzB4HT7rhpazxQZllymBf1W4izmGSAPfltk6c5aokh54H0H2d+7ZGeRse+JvHmbehjQ5IvSxbgy1QIb8wzOAys4hIaE8Umh/JCxp0UcWCWySv5umuWPMcdGKW5SnZEJjnG/l5QUXLV+cu+LMHa8S63HiehQGTEhRZ+WrECpMFqNDoNENr1Qoxt0NU5aWVLqPs4S6CTwBMFsLCm4FxtKVK9w/FUp6a8TWXip4vPTfpDIZ8/bP4KT85u3alQqTMqO+kLvubRwJGT+JCEuHZMhCL9nTkBAyvsri5BrMHCXWmmyssL8CSy6rG+CFnFXff++yOeviLx0kcjr1+n5ikNRH5UMnjMICOcHgtOUBASwit/qqog/xhxbmIAkbcBHGSri0knnl09AAJbylJnS2+bufUQ2OrcyJ89yANngfph2n8h5q6ozZ2LH2pxI7z1FNjqnvBW6iW7bx9v7EylB+I1wM/jukrvXMplguIiAZCQF4Lnd5wWRgWPV7n/FwSI73eeX2Ud8x+IdtIkffYBWGpZ/neaG5RAQh/kXLhKSId6+Q30dwmD1+1MKXwITXufOwGm0GWPAISIbY772p/aSwBgpMhLxpnE8aaMbNYwKAdxCU9moh/aXiZAJ596Dmv81NStKglSOVz7aIXtX1LTgHKYRQKLxIeV2+VCRX74u/3uJLtk8Rjgv6MHorRNl5FUx/HuJ78Kan2eNaKLtfZR7J438eIZ7n+WvMZoO3HqfOd2o/PHTUSY2OFXkuXHqUUIH3u1u1oho2Yfn0jHzXPTEpWOaGJhKXdBTDazSTJxtuol881bClESFYBUd2UW2QhCCLmX/7eXUIyovUP5n0dq8OQPRZp99VK+B22upaFBzIV+Nu1Gnk1QSLUYpcL25F8rVOCRFv4NE1tpb5NJBZRh2pV0wZFhlFkbbXnrOSPdsdLb2vvkaQm8Btu1TTB+cSp7lnMhyvTSNGJAeojeIkX+e6Vu216kOafhJ5X+nIyHzJwnJKHDvABZYWMsILx0YOh9pSgJDCBOQwJK63IG7WgQEJOk/woAVtYqd1wkIoIEepmZoGoLVJt2GS90j3jn7LaFocFmjRX3G5IVJNqtqqqa63lSSTL3cQkA4jgwJULXIFOJkSr2n3ZsXxmIxFEVAQGxFUIJ7ouBZbtDvMscpxOfeZurz9wUVUw4OaeE0IRmj/QAth0uDoshJDOg8Wu2VYzXhkaga+ghQicA+pCm/zRw5tVy/c4/klUKJIw/1PgFJ4CxaFhoqrPqqa/qRiZ4tOBQXoRk+R0NP0N4sJrpvk7+OwaT/ybPx23n61Jg/lnFPhBdKXumw6TrbIPJpiX1ycLDBkZAqgHbm1QDakiy1DUzG/FS6T2gGKN1MgkTt2ysR3BHbs6zUCR9jjc5kzj6QOltgcakN6lUXQ68RPF3KJQqxAuSUOpuw82UsSmw7blulBJjcS2M/FtkEN9uMwDWfFXiaNANYrfB9V1R8agpIek5LvzEgDEfUsjI3LNi3BAJZQFRpcugaUT01K40/ikOzMDqrtdmZIyFVQIe1s9/mqltouicrIK70oir1eQJRjskQk8bez4sc8YnILg+K9N1fpEWF+7lcD3u7+JJ3Ms/Sn/YV7qhx2qa98Y6vF/mD35sh6hZK+EZSIxkkVDHB2vIKvZZZ4Odv4iNRUeD7+x6gwtFJGXUjbipQLdKIiDGdiiJT9zT8n+rOi7YicKj9+HEVejaiQUXeUy8NbaxKuhP8PyoB/i0ODmngSEjG+P5jka+q0MQJsyLcH8vFQkvayQFkxDPZ8lc3aTHrI5HrNxU5u6NWxWBFjvFWJZj5mr0CBdvpSERUEGG0ha8ElUs4b1Zr8M4SuHOGbb9tpIy0XBapOSo6qNYp18wsjDizut9nxUcQXzhb5JIBIl+X8NhoaldObOkjkQtFHmyi6wXUZt301Jh8gchXbynpDnQ2Ud1/GzU+VcaPFUYyKi2Bdpj/4Ep0M8ScP0TO7VyZ+yggRRJOWySqkokRnPU/VGTqJdlNNLGh5lx1qhAgFJV2jy3lTlkKUY6wvF7Xwg+lV6jD2OwSkcdPKizrRpDYdTORGS+KzPYrErLSe7RqI/JrtYy8EgpjC5xIE3yGSZvUTlO4Eq+0jtr60yMoC6M8E2ZkJPg/KU5IRzW0X0TZ6quULh5wqJagl1tp66pj5r1KGVei28T47gMlIbZVEANstQWlSSylm6OHQ1IsvExlHg/VBB4UpCG8qoIKnmf0FFxHK9nKiQz/h7Zrp+KjXOALkUYMXWv02lOfnU+f09YA1YRXZms8p3Q/puKNVOi5XcogsAahivOYwXhttS2U8KDLuPeAZNVmaeCRnAxs2zuNEvn0KW2IaWLB1iIHviKyZEphfgBHQuZPEuLSMRnC1tFz0eU1KtAUFS1RTcMqFZ+mze9Xq/olMwJSBR1WqyX9SFXKxm1hsAKOivZATn75rjIC0mVjnWg9kXONm28mLfV95QqRV68uJiBtVsu++SLneODh+d/pfnz+qppuhJCkhnE/xOmcKG996TLVxdyxa3oCEufiGsCLuDRUNgMwnpGCDROQINVWFcdoh3kajoRkCAaQcKfNRA6CWU0GvptieHukdlgFZT1gV0I26JXRJPCrDgp+rwLpX2WkulR657ganYL942jbUyoWDn77rp/qqbH5GcStEnz7gciIM7Il2SwYXrFY63uRmGdiPpjL97hZIewT5COqs7X5HfeNLe+5Itoa14k4Eikjp4stJ/JtHAmeu7vKO9QAjoRkjF0fUkdMwvNMSJ88neBDJSaDWEFmeFMRWoGGDAZ960bLAQNVE6SN1vu3SJeNQvtZ4cQbVY3y9H80SsFEElcBUoA0++I7iz757+L9abmw3iNJyytrjaDUvNKGcjR8e+aUhGXfKVCq/NUGNFs9d9FKsS9fLv+7Z5fZ3uG3WfZUbNZRUK+kPO7vFRy7w/wJR0IyBm6VCy+poeNwCqZN9/K8PgpK9soEYspqdxFlJUYPidI7U/30FPnpZ8+0lwxCDstaNcZVfhhW9Kl6y6T68uK+JOwP4szhf69Sh9UK4N3rlvNcbh8lG+jcnDXKuTcR9pKKuGJoNpb2ZcMSBU1MijOA1xfKwSEFXHVMFSpkTlnCPhF1GiHyYdJeIXMhMAOjgqDaFTileuO0aq0NueKw8jCRj5+sfUpibsWy3ZvvhEP35ywI9zJriHwdqmZxKK1NOf7H8ki+E6bOe6LWuUKYOn78eOnYsaO0atVKBg4cKJMmTYp9/4QJE2T11Vf33t+zZ0+57777Cv5+2223yciRI6VNmzbeTf3yy00bH8RO2UZAEHTNywSEFRiGap76vsp3GE3ggrTIou2Ke+OUIiCAUsJVNpRmga6by1yHxduLjDwz7/6Zhd5opeHaHbZShAkIEZlUjrA+siYgTe1tUgvgRDw/9IByyA41JSE33XSTHHnkkXLSSSfJSy+9JL169ZJRo0bJzJkzre9/9tlnZcyYMbL33nvL1KlTZauttvJ+Xn897w42e/ZsGTp0qJx22mlSC+AVYcPs+aC5041biHQcHnqxCtoPcvZLr1LZeb10gMgHD0mzwKgzZa7DBxNFHjpaZHHfbTeL9Nr0J0V2uFXk0Gkii4TIZYBFynD0ROiJ+dta+4p0XC8d0Vmig99vKINeQ2m9c9quKbLOCZWN0k2ZigF0Ky5lze/g0GzSMUQ++vfvL+eff773e319vXTo0EEOPfRQOe6444reP3r0aI9k3HPPPY2vDRo0SHr37i0XXnhhwXs/+ugj6dSpk0dW+HtT4bcfRU5dIvvtBjqGarYirxg5kfVP1i6xWehYFl5Wo0qe3fpcgtRmaDmRE+eIXNJf5PMpVdyxuQhUGf0SYcw3+CiR58aVv+21/yIyaXzybtJVNXIrw7ekOfoCBRhxmsiQo8vXW7l0zNyJuTYd8/vvv8uUKVNkxIgR+Z2pq/N+f+6556yf4XXz/YDISdT7a4GFFtf+KVlj84tLewFQJVGrFZCHhuwICPjlK5Fee8hcBSqjcDZNWqlCVQslodh3VwoqNJJMaiuvG9FELQbLrZmsrLrcCchEFAEhDfeTPUiaGO/clZyAgFoSkFIRpuZEQMD0p2rbIdth7kQG7a/Kw9dffy1z5syRtm0Lk7X8/vbb9sYRX3zxhfX9vF4JfvvtN+/HxEILLeT9lIMNThGZcklxKiLOMbEUpt0r0qaryIzJ0e8xLaxrpdDPioAEOfQXz5OqRyogd+36iHwS5wORBHX5zqL06vktwYD880yRO/eUTICr568lfFCY1GZMsRvbRVnS99hJ014z+VvM9iOdciEmGUyYv88Wee3ayrax0FLSvFElH5umwLT7RB44XGSzwqC0w3zumtrshanNAaeccoq0bt264IfXygGN0i7uax90KyndnEMp5ly8yoBQkM9PI2AslXryVvMp72Aa7PU7qHDFjpAujoCsuatI/4MS7LtxzX/7Pl+pgYEd/1YbCHJtAsywjuKP2cUr7DXGiPTZyx4hwaH1w8fyZchR0Y7IVXB9RmmJDPrlzHheZMUhzU8syjld72S/o+5cCq7P+81EZ+Uw96BmkZBllllGWrRoIV9+Wdgekt/btbOr0ng9zfuT4vjjj/cEsibKiYLM+kRkwvbVUYe/e1d1V074e8z+KqL5Xp1Ii5aVhVohFKz6s0Q555kGYltdJfLde/kBM8lxQUSw1Z4zJz8JJwmHU6nBT9r0WOuOao+dFjahbvi82yIe37wt8vU79nPq2cQ31DYNkJWvDPv+6bMiS3cRabO6yLS8vCwSdLmdWYXO2Ca6bKrnOMtIYln+IsF1hnDPSaZNMVHL8nyHuRM1i4QsuOCC0rdvX3nkkUcaX0OYyu+DBw+2fobXzfeDiRMnRr4/KSAcSyyxRMFPOSSEBnZpJ0bbqhKvi8TIKIL2+Usx3X/rtXncvIDvPxK5fG2R6SlSL69eoykTPGCA14ww5UScNj225Eoirf0KoCzByn/JjsWvfzE12nn09xQairkF375nJyCtOxU+m0SRluoSvZ1MXGpzItPuFnnqP1I7GGZ7HkKEw4sYJZgtvO6/c2k6yWE+i4QAog+777679OvXTwYMGCBnn322V/2y556aJN9tt92kffv2jamRsWPHyrBhw2TcuHGy6aabyo033iiTJ0+Wiy/O99j+9ttvZfr06TJjhtoyvvOONjogWlJpxKQUFl8+fWQiPJnRYGz0HSL/655Np9NKdCgmauoCmTFY2S/TXeTrFGZb37zXNFbzATwjtSr04SAiRRRoXgcibVMjVQoLtVbr8x+m5xcCaLAGjhW5M0YcnYlLrT9eRJHABZcQ+b0MK/k4JI1sBAiPIezTIksrqTfBc5Vz/WPmSrTvl6uJZqSmmhBKbs8880w58cQTvTJajMUeeOCBRvEpZOLzz/MtRYcMGSLXX3+9RzrwFLnlllvkjjvukB49ejS+56677pI+ffp4JAXsuOOO3u/hEt5qYCbmRqHrtMFpIr33Tqcwf/BIke8/zGafFslCi5ATad8/+wZ4tUQaAhJr115NZPjMV7NaaoEMPDSyKu1dZZTIFleItF4p3WdZDHglr8bEvMWlIj98KjWBeb2yJiBZpLcgTJ1HFfZSgviNubPiXXOYz+Bs2zPE6zeJ3Lpj8esrratGTKmRIqpCyDhqhRvnJ5B0RYSJ1CtXi7yTcpBp11/kS6oxSkURckqYqtELpCnRaaTI9CeqEDmai6smmgw5kRUHiqy2lcgjxTZDDhljx7vUoBAxM2noIceKbFiBR6TzCWneKCcSksQnxJGQDPHegyLX0bU1KXJqnkSjtUpW2pCMdmuJfB5TvlupsVFUWoeVJwQrTejbhtYrixz2vshtu4q8cYNkg4xKQ9PAdp7TCFkdKr0Amg5w57q65LfDEJG9nhGZdr+W5tJLqO9+0Y7Rib7K5XHmSxJSU03IvIYF07bNblCXzEpD/bg6xhGQxoqI36O9IErBRkCW7qpmW5USEPDj5yIX9RGZ+Vq6z7VaSuTX7yL+WIsqjrA3zEIi3bbV4/uYMtf5dOLyBJw5kfoqaIsKonl0aJ6HI0ax93uF8Lxt/NLyAO0HKeHovKHIz9+KPHaC3uODj9G/d91YfxwcyoWLhGSIH2eInNVh7liFtVxEw6j01Jj5SgXbWVTkz9npV6r8W25eGs+Ndr1EOgxVIdxtlhRYU6HVshpw8dJIDRlbus8FoMyV8t6aImXEK0gfNDVaLan3ABUkaTU3Kw/X8usvXs6uXDmMLa8WuWsv+yKFfWjZqrA54J5PiSzTTeTBI7TaaI3R6qfTokzvFRcJqS2qITx16ZgmBiW653Zu6m+dS1GHTX/pySDswulVMfyQT3t4fUZqbK0dXvH3P1jkhbOarnKhORDaqMqOLMC1XmJlkVkfRp+v5fuKzIhvwN2Ira8XuX0nqQnYz6/fEvkjxfk6+C2RT5/Pzlk3Ckd/qWaL9+yfnFT98WthlHSNHUW2KzOd6kjI/ElCnGNqhsBWem5HKo+SSlCfbDUKAVmup2pGcDqlVbgXcsc0LNe8CEhQsvnmLZVto1YEZDFKzMtAVgQEL4pwB1a0SLs9KjLyjOjPcR+kqWKh9LZWIP2aiIAQMWyhLSCWWV3k67erX7kE2UPXMfajZN2Kf/2+OE37xk3zdjrMIXs4EpIhlltDpIshTF14Ob/VeXOsm8+V3wQtrnFeNYBOZNbHIou1FWlHIzVf/FZu2quxTXyuOiTtxyjTt2aOn/LV8IVoovsXD5Owey2T3FXDRR4/MeZzf4r8pLZAiVDKqt1mnR77mTqRNqtlfJ4g2kRXPxQZv4bIM2VWnWDR7zW+LLFvKwzItxaA0JXrbswz6vSlDmngSEiGYCUx5m5t+AV++VrkR1ZozXBlsGw3++s/+mZNiZET6WHRZLCC3f9lkS2vFFlmDckEj5+kJMmMFHh9QFIO/j9/oVqScq5LU/SAaU5g8u2zt8jiK9R2P75K6esSh5eviPiDfx/ZysTXPk5ksRWKz82yPUR67y4y7KTk9xMpxUSYI/LSxek9bcIg8lLKJ4YU0QU9Rb54TeTufcr7HjQjO91X3mcdmjbtYvupFRwJyfqEthSZ+ar/S310NUstrwiahY3Pz8h8rME+qHfbRqTtmjpAjxpX2Aaec1Tud3/4cOHv5MqPmyWyx9MR6YSI81nuwP7Dx800smVDBvtJj5Wv3lLRdXOBaZBVDj55tvi1VTePJxFP/as42kLEZKV1RNb5m8gL5xTqguLu7y0u05L6SrHg4lrRkgSlXJN//1H7Kl3Sr/zUD5U7rZISLAcHH46EVAHLllj5jzxd5NhvREZaxItbXy3Sc5f4zy+0RGX79+J4kavXF1mwik6Xr18vctX6mje+fVeRBqMjLmN955EiCy6WwR1bL/La9SLtekZEKapQqbTScBVjVg1+9VDJ95RCBosbVsifpuiz0xSotKT98xeLX3v33vLSV1MuEDlvFZHPXijUBZnROjMKQTUJJa0jymvSXXDtIQ7hktpKEWdDXyqN9dMXIjdume3+OMz7cCSkCtjk/OhJghVSx+Fa1THwMJEVBxd2siXsvflF8dunOiQLZLWdKHz8hMgtY4rD20wirKzLaYy2Qv/i116/QYnIV1XudBrg80nVrQYpaiYW9Z4Ac7GdfhIBZJMgY7JqRuWCsmz6rVCe+7+e2rF6waioQWjsKCK8NYqcjzhNpM2qMW9o0LSZE6Y6pIEjIVXAJ89HDxQ0uVusnRKACduJfPpc/m+fTxW5egOR20pEQkxUq59LuErB/uUl/t4g8v6D9nPh9dmJgSfoNbB8P62S+ey54n1YeKmmbSGO2K9ZIU01TZ3ICgPL/yruNy/ilFFKqlwBZBhxnW7LgfdcBaNjymPtuomKbMOgB8wv34p8/4HI7buItIhKK4Wel6oSXgNc17gI30NHFhNenstG5DTC6YSpDmngzMoyxrP/FZl4VPx7VhkpMnumyJcvR12V5KudRZcT6bq5yMuXSZODtNFr12a/XUzIyLe/c0cCJ84FRBZtqwLgsKeIQ7SWgPMYFYnyzLzmFJ/rDmuL7PGkyJP/Enni77Xrh7N4e53s3n9Ij4H9wnRv8nip2uRMA8f3Hkj2fsTpn03S85SJ+VoT9A3inkCA7Glb4r4rJ9JzjGq86NPz9Kn5zsNgi8tF+pTpZ+J8QipHLQWmNjifkCbGr7NEHj0+mbgykoCAFPfR7K+zISBm6Slh4yRK+JFnSlWAcNA6QVrOCytOrwLJ9xSxlVfGYm4RmWYItATB+bWVV7fuqNc3jK2uFrl5GzsBKae0u5yJddRZ6mPBv+v9U4kn3hsY36VBUNmSBHjRfPBI6XsF8tZjjMhKQ0WG/0P3saxIZb0RiWyixoWj/ivy1i3JvmvhZUS2vlJF5yYBAWkbXDo4uN4xGeLzl5KtxG3+FkQ0mBAQcv72Y4ocdUa57KU6aSgW0V6S1uEM4nP+EFm8QxV8MepFPnqivI+m6cLba3ft/Pnq1SpMzFJTkrnraZUmI1vfHzQMf/5WvFJmZR81yaBxWmY1raSpSCwZiHLr7VUxOHSOa1dsUjfpPCUVsz7SklR6Gv38Vf5Zg1hTIeKRrpxI6w7p+hTZ0itF7/lT9UlEQUacKvLKVeXfA8E4grYkiQdK9x302pTbFuDu/ZLdX9gQrOmni7//qPjvbXuV9/0O8y9cOiZDfP+x2rZHDTxM3Jj50MzMfA/h3qU6a9kok9dvs6RpkVNnRU/rkGKi67yxyPCTRC4blPwzGCelsazOAggAEcOyugyaf5ESW66HSPsBOjEt0Erk2lHZfN8SK6rg+K3bsiMiVFyhe/nu/WTvX6StyM8pe5SYIBLSlDqbaoBnqeumIv0O0IqU6zbWTtfNyben9Uois9J681jQcT2Rj6rYIHHRdprywvsIzQdj2TfvFLoe82zv/bxI257lfYdLx8yf6RhHQjIGvRfu3je/IkdMSRUMYlRK9Wj2xGoxbQSDAZWHvxqNtypprIYpWSkPAhMQLnMVm/PdJikFbQpsOE4jH1++Unx+aUNuRrLK6YnSZRORba4RmfgX9U/xSEjO71BqdD/1et58m7zJGiFwJoAkWHIVTQs8fXLyiqMZlrLVNXfXaMJ7GRhQ1S1UnQ66SbDj3SIrDhAZt3wyl10mXJrFVbsJ4T6TRVboI3LpEJEZRolvuUAr4/m5JJyHaIMw+X/ZReN4hoiGHVRCdB75eadonasJR7kkxKVjMsYSHUTa9Rb56UuRNXYQGXy0ijenXiby7j12wV9J5ES2vkb7MlQj5xo7qJYYeNIQEBAOozMpdN9eJ10mZcqUWYXfsoNUBVGiYcjCnFDUopxSQybsm7ZVnYI54QUEpNu26jCLWZWXevtB5JoNiifHUeeITDwmT4KStm+nqmjMnUpyXji7sJLH0/ogSCXdZ5DAjc8TeeE8kdevMzaUE1n3BE3LVEJCmOh67RYdLVt9a5HvPxT55Tu15q8GbtwiOsVjQxQBAVkREM77K1eItO9bue+Pt72WmoLiukP06WobaKXizMVSocTzwDPE9zo4pIEjIRmCnguXDckb/pBzJvXirTbKzOnjvsjKGkIzrQxDpQCkHGz5/ySdMpNOgOWC84ON+gILqw8BOeftJ4g8ebLIIm1Ell5VTaGqCsv1SUuwAnz8ePTf3rpVf0gN7fyASKf1RAaOFXk+ZFx3/8GFvyftk0MonIZnnLtwOgWtDyFzSB8dn1foJzL4KI0K4fILgfn1WyWENE7jWtxiseS3IuL+fuXK6N5CVDVh+EVTwmoRkFjflSYSfdrA9ZxykcgPn4l0GSXy4cQKt/enit2D7tJJ8Px/C3/HPJCoJAQ6EiXO2erbJPtuB4cAjoRkCARpYcdBohdpBoYw1v2bEhDQ2AyvjIEzLQFBiLjNtSkmoQpA6mr6k/p/fEVYGa65s4a+8VP48FGRlotqJ91vouzWg8qFMieVhRZXLUdBj5KIbbXroxM01zYRbFU9f4o8/R+RHz/T6+qltX6LWbE3aM+RIr1Q6H54736Raff795zle9HjdB4l0mcvJR9fvCxy647+/elrg474TAnLzNdVbF0KrKgPe0/kvysW32dcyyhtCgJsbPeTom3vElVlaVEtApIT6ba1iquDyB8kG6JlRqa4B4hsouVYaZjI9BgxNteTUuQuG4s8e6aSRRu4jknHG/NakXrc8EyRJdprtHbisSLfvmv7Anta1UOdyBaXlv5eBwcTjoRkCISOYRBuL5eAMCFQDokbKB16KaEj70rEYMmOOknYHCgrNYAiHbLVVSKPnRQKP4f9C6qESeeLrLG9yK1j8oP2n7NjCEjEhLLQUjqZBuJQs2Jl0wvVnfabd7X8Ek0EKbQkYPX6xVT/lwSkkNUlIr6C3W0Q+eIVkQ921d+JUNT7JIDJwab98UhSgsqp129UL4eFFrO74nJ979lf5KVLQn9oEPnjJ5ELevhiyQYN8cciJ9J9O00DUOFVENHIaQPDFguIvBryk8FnIq3exlvpt7TbtlelSisGq2yk0YsC4XFwLzRomqnTCJHn/qtl46R4rILsBiWWcQTEvI9o4liqUofxJrWwuF7k3gPyTSEXXTaChPjwCEjo3m+5kL2028EhDo6EZAhWx733EHn5yvxrDBiEvKfdVyy+JByNjXMUggn4m7f0BzDoEb4uailfJ3LAyyIXrln5cQw+RldyDx8bIlD1IqtuKfLhYyJ/VGD5vtK6Ip88E1058tnzupqv1JnUFIKCkeNEllxZZKlVNALgaQVs0ZQSZKuA5JUgIBAfz0MjtE0vQvBV/vdgguJfCImp2/C2U6epG/wc7j1Izw29OmzfT5kovXtsvXkw+UIsRoQpCiaRMPexcIfyEy7RDKIanTcSecloOdBpfU01gGW7+4Jsf3/NXkJZ9I0hDQV5SyreTQUL0fzoUW3uB4nlbxw7zr1fvyPSY7RGt25fT9+L5sV7jhrK/76O62vpcykC0rqTSNseIu/eneL4pJCwfPqsapJ4RtOUoG8yXsXd8yPmBpFoc4Wzbc8YtPRmNetVs9SJrDJCTb3oKhsGLoyU5qYFDz8TtQm+Y+nO2VzRQKm/7onFf3v3zmICwoDbYZ1k2+a8kAZoJDc5beoVxpevqogzS5BaWH0r7e77zGmWNzQoMYSArfNXNe3ifKYxnCJtVHStnhNZcBFNW5DmouvqwX45dtEuzPEJSE7/TnfXThuIDDpSe3dAIkh9HPGpVkNYr7c/HoZXwtyPhNwrWq1a0l5onxDRov8wAVmd4esLdrpXj6NUE7RylkiQtpWHFROQnjuJtB+oqS4bOB9JMPR4JVEmSLt60S3/PKx9rMi214vsP0X/70XK/HPlTdbB+arTc7BU1+jvg9yEAQHxSFwMGEtmfZiegNgQ5w6LnolIaVHDSDcPO5QBFwnJGKRJ9p0k8srVGqIecIh/oi0daz96UuSYL0UuHaSTbtxDzMBVtArKqUUyxAe/AVZh4RV8mtLOYJvknmnnTVvuLa8SuXN3y778md/fMXfpwEQYv2BTLf2yYrOD7hxNJwVpAiaC1bZQDwL0DEE++/ET8xM2hCGuu2fSEkqqlgIQnSjInfurz/4HiQw7UeTBI303yHqRBtIki2mqohQwcLMBh9KNztFy7QBbXqFpEa8sOIgQBPvToOcKEkLV0GN/0+7HHQarMy/kduf7NSryydP27wyndNj2h4/oPkCIUgmOc5pWYYW82HIit+5UeJ6p/ipKIdVraojydFJPRHJwC06MP+MF07s9IjLrE5GOw0TO6VT8nv4Hi3QYov//7kONflGRdNdeSgYaEgq2iW4OGisyYQdtyhgG9xGl+RwfRPf1mywp2JxGRHmmINcX9Yn+vm+n6b1vRsNmTI7Zv710mzdsGn8c4f2JG2+8nk/++zg+frCjx6odEhuk9Bo3V5c8nengYMJFQqoAVk04JrIiYpUGVt2s+H3oFe7cU8VcUXbjTO4I8vafKrJ8uOa6QU2xICABAUI34F3VOhWb7TdFq0uSgIGEFSWpkPHdtC33/Yeo70QABrv1T86vIunz0q6XalZ67WFuTHPYJgEhQgRhor9EYEuNcyXVITvcIrLh6YVEgZTD+/eL9NuvsFkf58N25zIxsT0bIDmeGPM1kXsP1tVmsJLj//0OVP0CQmCA3sYkBDa9j3ne2DccOxuiyJLF46XXriIn/CTy11/1+g77u9/XJYRHjtPzyGSJSJfqhWdOV1Hj7o9qNUxc12ZzxY/p2Vu3l1Hx1KCCxfsOUnK90dn57ySyFOVfg3j3rBVFbtpK5NH/S18ZFgVIGOXcq2+p1x0n1TAe/0denIsjMBEuqnG881HvE8x6kdF35Ct4vPNlRKh4HogwonfZ9SH7fcc2eA/3DAuK58bpD/dc/k0ib98msu5fRZbtpvqJOITTcTbgTooPEam3586QVCCKtuIgkVXDKckAgdPs4iJr7SOy1zOaWuNcB5E0CLsHX8sUCOgdHNLARUKaAAxS4WhCAFZNeIAcNUNk2gMiN25e+PcjP8sTlJ3uUQ+KGZN0oGRw6G00i2Jg2/MpLc+kvJQQ/pIrFU8QDBgMuuEICfsZLi/1+owwINaJLLykyJaX+6s4f3BnFT6+u67WESgOPUHkjZtFlllVO5t+83Y+d0zp53C/78iRn+oq1huQfRHdpy8UlgeyP2gkRp2tEzweBKRTIDxXDNOyUhObXaRRgnt80hKAc0Ua4ulTdPL29r1Ot4OxEuc37JMEafxgYj73jR14OA/OeSTkT5QDQrP2X0Qu7pM3qjMNx5iksIknUsL5JBKRM1aZTOT8UJ3zxo3574h0SG1QW3C+FwM2fFVsGhr2l/2AoK4wQMvIS1XYRCHYFqt+7570P/P1u3rt36T3SAg/xIhFmdD6HyrylKXRG+c6Tv/wzt163gPdy1p7a6TIxAcPiUy+SGTloSLfvq9REYhLQC75DkgvROYv3+m9xnciJqXL8yobqNtqQOIgzptdWHx/UerMhPzsOD1HwfbR1pj3jClMhYjfMjreURcSZosAUmkz9DglNZwHtvHxkyLtBxWnaaME63iIYAcPyYreAZHl++gx20B6kD45iJh5XrjHmjucdqP5wZGQJsA304xqijAaRD56XFd2q26qpAKnTSYGHnIzQkJYe+8YsRhgINgiVPUQJiFMVqmt0+uVaDA4Ux1ihpsDcd7kC0Q2Pl/ksGn6OlUnk871dRX+6jUAx2Ue2z0H+Q20QkCXgtitnxH6vecAka8sroyQlHVOUGX/g0epINBLa9SLPHh4aEKsVy0DEwXvD2PAoTrHeu3LRUWgTMCt2ujkRyoCgTAVJlTZsFJ+roXRuyanxnWsnjlf2MNTwk10CRKAPoLwNqkpE6aTKxPYZy9GdwfmeIlMhKMg4VA+158JDXLDD/tlpq0QkJKmMeGRvnf1e72JlJNRr9EQtAdPGW6sTNxEy0gPYcgXkIHIVEdOZPHl1eIb8vnUvwtJkJcmK2F3z75zPwYkZONzRX75PmS4Jko87+O6N2gEZ4+n1E3246dE2q0pstnF/r76kQlSiqRugmociL6JvvuqLueBw/RZ4P80quPeIKLW+FzUKcni+AJySKQrQPdtRf7yrcjl64rMDLn3AgjrB4+J/GixdGcfiKLR8dY8T0uvohHYJ/5RbOGOaP3FC9QbxHv2/eeCFO4ao0XenFD4TAf3HOmn+w/T8xsGJJpUqoNDJXDpmCZAKUU7k1TwUBNpQHR49Jc6iE3YXuSp/+S1Bgy85J3TkAgGpiI05MPzTEglG4qhCVhQw9o4YHp/qivcFgOx6ZjISnKH27TclkZxW4WEi+FVaxis8llhhwHpsU1S9GoBREtYmZlpiKgV+U1bK5kIg2uB/sL8HibzHe/U9JO+oP9glY3mwZt8jXPy8zcqzkQoSAkwWoRAC8Okz3W1iZWDdADfzWQSJiBBis9mxuVFyPYtFEcjzCQiZZ4L855kX0idBSCNt+uDIifMFjnsfY0WrbS2lusSGWD16zn/Bl9frwS5y0Yim5wvctCbmuLY53n1Nmk8py11wmMVf+BrmjrzmqCFojB8Bvt7M9VFuXXQfM7TLQ1VMtW47TqRRZaOcD/1t48r67UjtXqIKEBA8AIQheL+9aIZczRq9Lll8UCFFfcBAuFN/5cnMIjPETQTdeA1nlXuLcTOez9XSKS941xCZMFF7S6zPCvr/6P4bxAoCDIIoqCBJwzn6arhxQSE55LO1EScCvpD5fT8kDIzCQjbM+85mgOykIoau+45UOS2nUU+ec7+HgeHOLhISBOV7mKZHdWd9rUbtC12AAyDXrosH/YlzM0Autrm2oQLAkJ3TfK0kIJSYKW7wkB7fwoaX6FHQIjpTaLGhIDlPJ995IQ8mWGy2fQCnYgYpAlzv3y5n3qoVwJggjw8P6VAFcPbtxd+P14ErNzYDzNdwkTmDbRGGoEBmH3DoZZ8PNUEnj/Dl/rZKAt2joEqB8LyWJQzQTO5MYmwcm7sjZPT5oOkTIhqIBQsEB+imfiz0J+BVBPXkHNDiB9iYB4f+4lI1IzEEEmCFDL5oe95547ifTYJQBh8P5MdYsrJF4q8e1ee5JoICye9aJYPohekCQcfoeXMYE/fTI7JiGiBOUl13USk/4H53zlufoIV+KvX6cQ24OBii3LOZTjNBYna4GQVdwftD0hncW3xG4GEIcg27wmu73SLQBfy4pUZ+yWymMMFx8/rEDBs9IPnzhRds1/orT54WFOMRBkHHxldXcT+rP8v3d/GUvkGvQdtRBes9w+Raza0R8N4luhDZUYyEbcGZbCcT/aJKCvaEHQ3YXA8pFM8shdKu9HnxUYuAidbEzbSz3149fo6BrDdN28VOfitZGOSg0MAR0KaAKy29npaXQgJ5bdoqZUxwUo6aH3OYEeVASvOsKcIVt/U7QcT3OyZuqpjUO+xkw6Otv5P+DdcOiC6U+fK62rVw5CjNR3ieU/k1FWT1yFQB4RWgwyCQTSEwZxcOxM5lRwrJyzVDcNzWqxXvYEJzhmpBKoTAjDJQjBIY+HXwAq2TVf1Ably3Xw4nVA9FRRPn6aTTeNAGpynnJINr7LobZGr1tPjh+Dt8bjIjVsZ1u0NKqDFWZU0GYQLctiYZ6/TSYxcP3bcDPBTrzDSIS1VQPr55MLJnonTJGlsHy+QSeO1SqLA+dT/10ujWLxM8HeBDASTwKbjVTdQpPcITUZe876WRpUOqYuloqsmwpGZjsOjJ2YmyXVjBKlUi0C2Gr1JchodYH8QEpsghbP2Mf45+EOJGsST16l8Cac8ERtjUX/D5tGeM4GoG5BSQyBNk0nu6w1OVVJ6zch8JRUpmG1DKZ8wIKvhBoRolYL7wAQpyoIOuDkl5N65QYN1Zb6CCtF0uCEYKVx+gns+3Liv8wi9NkTqeG69e6lBnVdJqwUkhHuAKiMM1h71Fx1maiiIlHEOeO7YH0rrTfLKffnZC46EOKSDIyFNBMyUdrlf/0/YkrCpN5j7pXsMotdu5E8CueJBnUHUCxMbpZzBCoT0DBNgsKIzQRg2ioD03CWf7iDEfMg76uuAfoL0CMJMVtOsbhhYbWBwRhRYKZj0Rt+uK/C79i6cNDB6M0lIkFPnBwSDOwOimQ5Ce0H6w4uE+ARk6a46mE88Wss1qXphlfrYiSKzv8oTvAeOKCaCRE0A18YzG5tZSDS3uU7k+k2VaHJdcPEMVvnsIyJWtCwekfSvs+ftYoDre/1mItOfyqfAcLD0hLvPGm+E/K1daCiF3oOVdTh8T18abz/q1a+DdATb/322RgM4B0OO0nJf9p0VeM+d7deJ8xeGd7wVgAZ6E7bT5wEyCXmIA9f0inW0rJ3jInVhqwAjygTxI7UJmYUcmkSUKq+ghDcAGgdT5/DoXws1KtPuKX08kJmtrxW5Y7f8M37z1nqPrv+fPJEKgOD8vkNVf4FQdL1/5v9G+wLcb7kv4ozAIHssRqiUCQwBu/gLCUAKcY8nRF65RkkbYw7PGEJ0ziOvYTYG8W5EnUZ1KCUPoomUZgftCrgvIew8L55dfE4jhU0BJzCdd+BISA2A1oA8O06ThFEZILAqN0Oe3iRsrFgRvVHeyqqucSVqaDFYFdpIiFeyG0ad5vZZKZtgYmUS8DxLfFDKyYRl02ZUA7hNkuogDRP0wYgrj/WQE3nmDJ2QSWWgd/By5HUi708s9Dxg0IQQMHACCNztu2qqxIw4kM8Pg+oS4Fmeh3pkEDFhhWjm3CEpaCmIsrAiH3ioVhuQQ8dzhOsZHrQhTqYXxZ9zNOrEhHJ+t3zUjEmGz9OBNwCrdjO1RJRnwzO0ZByCxuRKGq3rxvnPmKvzNXbUVB/RiSggxESvEXTWRQQbRMXSgO9BuMxqH/0OVWBoayANEC+uxcPHaaqPnkFUkJHigYzdPzZ/j/LMPDBWy7uL7mV/9U5khYmflIpXEeZrr0hZlQLPp2n7X/Je9MHzQtsB3cn8ucaFmOMN0lWA9NKWl0Vvy9PFlPg+CACNLvvup+MDUY2AgASAcJmki/Oyv++dwjXne4geBlEftklULYiwIvQ2+yVBire4QkWt3LdDjik2dXNwKAVHQmoESIXpjEjpYAAGOx5+BmoGZgYGJhMGkLEfaZj+hXN9DYU/uKHdsIHBjtRFY9WG9wEVEdqAGNSrrvBX88G+NiVYzTMweivDdTXPHgcqNR4PKg8aRJZYSSe34SdpRKMRDRrdIH0TRCj4wd+BMDyRH0LKTIIYlt2xu3/eGtTzgVUp53rq5cX70G071bA0ln/WaaqA1Wc4dXFIjPMl5x6DORqUBduCGFLS65m8+eW1lDIzcTRqGPxqFEgYJdRE1phAqVgJV3iYMNMDTFotYgiId1w5kZ3v1QgbKQDuO1bRaUAE5tKB+QonDP2IhpjVUpicPesTC/RQGIWRFrxqg1BEyI8K/jCjUFsSTKJmpOCQt3W/iT4lnSyJBBBde/Ua1cdQBp4ERC1I9VCGHk6beRoVi0twpeCeg3yk+kyuMPVGFcx1m+h9RkpxkPH82LohL9ddpE8F3b0dHHINDVGSPYemBgK+F/+nqQ90AYR1ydmSKmFSNQFBeeoU9ZFg1WWzhQes6E9vU6y+D0dBTOA5wGqdMk/MlVhdNWdcsa6fvvDRdTORnXzr6lOXLPTFIBIw/J8iV2+Qn7SYpDe/WOT7j1UUSCTBm0Cma8SD9As+EFwDnpYzlvUjJf6T088/V2aTNq4d6aVwuD8J8EtBkMh3YHhHWoFSyvGYkhkYc08+ZYDOCKJKuB3/EI6L4yMdwwq5OYGIBB4ZJo6bVShafeJfWmoakAqiBbs/puQlDMpsiThd3FejABAQKkhsZaVNCXQYmBFCcoNqJIjhvi+WNiurJUhPIqZFoB1OAT19qi9Ub9D7nhSOTYtWDnIpNuTSMXMHwhomGxwJmcfBgIz7KfoR/s+gcsCrheHguR0PHZNP3xC3xhCNSAa4bRftQuyhQWSn+zQd8f5D6hxKlIdJPhy6jgOupRNGa7TCq+T4TzHRo8y15YJqkpaFZgbSeVYHjRB5+oCWIof6BNXE9ZuLTLs3T5BW2dB3+swYnGvOK/cVZl+m020pvHuvyA2GgzDRHEiI6ZnCBH5Jf/0eiAjlqJT2nm+UEgOICdElQG8VXGQhkKQmk/aGyRJEEKlsQ3SMoJMoEZM6ImYiViwYEB/PzaD0nGOJ0olVQkIcuZi34EiIgwdCwvQeYWXNCrFzqCRwbgc6AVZnaEKoNFjvX3lSwQTwtB8xWn2bvJi1UkAEAlLH95/a2m4ohv5m7AfFZKEckGJ5+Hid4Nb5P/t1xCzshi3ywtcdbk1WIp0WDx2tJcaBFwk+GEkGnKC0E4Hjmzfr5yn5xoArDPQ6b0xQUsHfIV5E/x77q/59g1M0UtRcwP1w2RA1pWNRTzoO7Vc4iulghyMh8x4cCXFwaCLg9ULo3dY8jwmaPh1NBSqcED3jwYH5WTVwOo0Rv9H/QyQQJY44Jd020DuRZkk7SXtGffQrsWgUaonvPhA5N1TthCuurW+UQzEcCZk/SYgTpjo4ZADKKImyEI6/kr42vuiStFe7mI6p1Xrwk0YlygVCTy815It7y4n0YHdfDoocY5sJENZ6dvhGV2TTh8TBwaEYThPi0OyAsROmbQzmaAGyzj03xf7j9gno8TEvhuPRX9y6o67+cbDFlTNsxDU/goZy9x6gKbrh/9DKH4dkcJGQeQ8uHeMw1wHB28X9tLlc0HKcvPrcLuZzcHAonUZ0mP9IiGtg59CsgKkWZbJeVQT+D5+oFbSDg4ODw7wHR0IcmhVonkXJZiNyhd1Sa4W37xS5ZIDIlcPdis3BwcEhKzgS4tCssEgbke1uUtEiQj8cKnFurCUwjLt5W7WTxxSNhmZBI0EHBwcHh/LhpGQOzQ74WlTD26JcYC/eaAfeoCZltJV3LcsdHBwcKoOLhDg4lAB+G15jrxZ+X5/OIq2bQYrIwcHBYW6Hi4Q4OJQAqaE9n9JOxzTxwj7claM6ODg4VA7nE+Lg4ODgUHO4Et15D65E18HBwcHBwaHZwmlCHBwcHBwcHGoCR0IcHBwcHBwcagJHQhwcHBwcHBxqAkdCHBwcHBwcHGoCR0IcHBwcHBwcagJHQhwcHBwcHBxqAkdCHBwcHBwcHGoCR0IcHBwcHBwcagJHQhwcHBwcHBxqAkdCHBwcHBwcHGoCR0IcHBwcHBwcagJHQhwcHBwcHBxqAkdCHBwcHBwcHGoCR0IcHBwcHBwcagJHQhwcHBwcHBxqAkdCHBwcHBwcHGoCR0IcHBwcHBwcagJHQhwcHBwcHBxqAkdCHBwcHBwcHGoCR0IcHBwcHBwc5l8SMn78eOnYsaO0atVKBg4cKJMmTYp9/4QJE2T11Vf33t+zZ0+57777Cv7e0NAgJ554oiy//PKy8MILy4gRI2TatGlVPgoHBwcHBweHuYqE3HTTTXLkkUfKSSedJC+99JL06tVLRo0aJTNnzrS+/9lnn5UxY8bI3nvvLVOnTpWtttrK+3n99dcb33P66afLueeeKxdeeKG88MILsuiii3rb/PXXX5vwyBwcHBwcHBzikGsgbFBDEPno37+/nH/++d7v9fX10qFDBzn00EPluOOOK3r/6NGjZfbs2XLPPfc0vjZo0CDp3bu3Rzo4nBVWWEGOOuooOfroo72/z5o1S9q2bStXXnml7Ljjjk14dA4ODg4OSTBjijtP8xpW6Fv6PS2lhvj9999lypQpcvzxxze+VldX56VPnnvuOetneJ3IiQmiHHfccYf3/w8//FC++OILbxsBWrdu7ZEdPmsjIb/99pv3Y2KhhRbyfhwcHBwcmseE5TDvoabpmK+//lrmzJnjRSlM8DtEwgZej3t/8G+abZ5yyikeUTF/eM3BwcHBwcGheqhpJKS5gEhMOLrioiAODg4ODg7zMAlZZpllpEWLFvLll18WvM7v7dq1s36G1+PeH/zLa1THmO9BN2KDS704ODg4ODjMZ+mYBRdcUPr27SuPPPJI42sIU/l98ODB1s/wuvl+MHHixMb3d+rUySMi5nt++OEHr0omapsODg4ODg4O82E6hjTI7rvvLv369ZMBAwbI2Wef7VW/7Lnnnt7fd9ttN2nfvn2jRmPs2LEybNgwGTdunGy66aZy4403yuTJk+Xiiy/2/p7L5eTwww+Xf//739K1a1ePlPztb3/zKmYo5XVwcHBwcHBoHqg5CaHk9quvvvLMxRCOkjJ54IEHGoWl06dP9ypmAgwZMkSuv/56+etf/yonnHCCRzSojOnRo0fje4499liPyOy3337y/fffy9ChQ71tYm7m4ODg4ODg0DxQc58QBwcHBwcHh/kTNXdMdXBwcHBwcJg/4UiIg4ODg4ODQ03gSIiDg4ODg4NDTeBIiIODg4ODg0NN4EiIg4ODg4ODQ03gSIiDg4ODg4NDTeBIiIODg4ODg0NN4EiIg4ODg4ODQ03gSIiDg4ODg4NDTeBIiIODg4ODg0NN4EiIg4ODg4ODg9QC/w+Dwmsss6gSCwAAAABJRU5ErkJggg==", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "#plots a strip plot with the labeled histogram and the decision boundaries, coloring by sample labels\n", - "hist_kwargs = {\"bins\": 100, 'color': \"black\"}\n", - "gmm_thresholding.plot_strip_plot_histogram_with_decision_boundaries(y_axis_limits=(0,0.06),\n", - " hist_kwargs=hist_kwargs,\n", - " scatter_density=False,\n", - " );" + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# plots a strip plot with the labeled histogram and the decision boundaries, coloring by sample labels\n", + "hist_kwargs = {\"bins\": 100, \"color\": \"black\"}\n", + "gmm_thresholding.plot_strip_plot_histogram_with_decision_boundaries(\n", + " y_axis_limits=(0, 0.06),\n", + " hist_kwargs=hist_kwargs,\n", + " scatter_density=False,\n", + ");" ] }, { @@ -702,37 +337,16 @@ }, { "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# Reinitialize to demonstrate manual thresholds\n", "gmm_thresholding_manual = GMMThresholding(\n", - " adata=adata, \n", - " feature='cycD1 (nuc median)',\n", - " label_obs_save_str='Manual Low/High DNA Content',\n", - " gmm_kwargs=gmm_kwargs\n", + " adata=adata,\n", + " feature=\"cycD1 (nuc median)\",\n", + " label_obs_save_str=\"Manual Low/High DNA Content\",\n", + " gmm_kwargs=gmm_kwargs,\n", ")\n", "\n", "# Fit the GMM (still useful for visualization even when using manual thresholds)\n", @@ -741,8 +355,7 @@ "# Categorize with manual threshold at 0.05\n", "# The manual_thresholds parameter overrides automatic boundary calculation\n", "gmm_thresholding_manual.categorize_samples(\n", - " ordered_labels=['Low', 'High'], \n", - " manual_thresholds=[0.05]\n", + " ordered_labels=[\"Low\", \"High\"], manual_thresholds=[0.05]\n", ")\n", "\n", "# Visualize to see the manually set threshold\n", @@ -760,22 +373,9 @@ }, { "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "AnnData object with n_obs × n_vars = 6797 × 289\n", - " obs: 'Low/High DNA Content'\n", - " uns: 'gmm_thresholding_events'" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "adata = gmm_thresholding.return_adata()\n", "adata" @@ -812,38 +412,12 @@ }, { "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Thresholding Report\n", - "==================================================\n", - "\n", - "1. cycD1 (nuc median) (Standard Thresholding)\n", - "---------------------------------------------\n", - " Feature: cycD1 (nuc median)\n", - " Layer: None\n", - " Obs column: Low/High DNA Content\n", - " Components: 2\n", - " Thresholds: [0.0191]\n", - " Labels: ['Low', 'High']\n", - " Cell counts: Low=5744, High=1053\n", - "\n", - "==================================================\n", - "Total operations: 1\n", - "Operation types:\n", - " - standard: 1\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# Generate a text report using the method from the base class\n", - "report = gmm_thresholding.generate_thresholding_report(\n", - " output_format='text'\n", - ")\n", + "report = gmm_thresholding.generate_thresholding_report(output_format=\"text\")\n", "print(report)" ] }, @@ -856,82 +430,12 @@ }, { "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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OperationTypeFeatureLayerObs LabelComponentsThresholdsLabelsParentRefined FromTotal Cells
01. cycD1 (nuc median)standardcycD1 (nuc median)NoneLow/High DNA Content20.0191Low, HighNoneN/A6797
\n", - "
" - ], - "text/plain": [ - " Operation Type Feature Layer \\\n", - "0 1. cycD1 (nuc median) standard cycD1 (nuc median) None \n", - "\n", - " Obs Label Components Thresholds Labels Parent Refined From \\\n", - "0 Low/High DNA Content 2 0.0191 Low, High None N/A \n", - "\n", - " Total Cells \n", - "0 6797 " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# Generate a DataFrame report\n", - "report_df = gmm_thresholding.generate_thresholding_report(\n", - " output_format='dataframe'\n", - ")\n", + "report_df = gmm_thresholding.generate_thresholding_report(output_format=\"dataframe\")\n", "display(report_df)" ] }, @@ -953,27 +457,15 @@ }, { "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Combined label distribution:\n", - "control_and_high_DNA\n", - "other 6455\n", - "control_with_high_DNA 342\n", - "Name: count, dtype: int64\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# Create a synthetic treatment label for demonstration\n", "np.random.seed(42)\n", "n_cells = len(adata)\n", - "adata.obs['treatment'] = pd.Categorical(\n", - " np.random.choice(['control', 'drug_A', 'drug_B'], size=n_cells)\n", + "adata.obs[\"treatment\"] = pd.Categorical(\n", + " np.random.choice([\"control\", \"drug_A\", \"drug_B\"], size=n_cells)\n", ")\n", "\n", "# Combine two categorical labels using boolean operators\n", @@ -981,19 +473,19 @@ "# Note: Parameter names have changed - use obs_key_1, match_values_1, etc.\n", "adata = create_boolean_label_combination(\n", " adata,\n", - " obs_key_1='treatment',\n", - " match_values_1=['control'],\n", - " obs_key_2='Low/High DNA Content',\n", - " match_values_2=['High'],\n", - " operator='AND', \n", - " output_obs_key='control_and_high_DNA',\n", - " true_label='control_with_high_DNA',\n", - " false_label='other',\n", - " overwrite=False # Default: raises error if output_obs_key already exists\n", + " obs_key_1=\"treatment\",\n", + " match_values_1=[\"control\"],\n", + " obs_key_2=\"Low/High DNA Content\",\n", + " match_values_2=[\"High\"],\n", + " operator=\"AND\",\n", + " output_obs_key=\"control_and_high_DNA\",\n", + " true_label=\"control_with_high_DNA\",\n", + " false_label=\"other\",\n", + " overwrite=False, # Default: raises error if output_obs_key already exists\n", ")\n", "\n", "print(\"Combined label distribution:\")\n", - "print(adata.obs['control_and_high_DNA'].value_counts())" + "print(adata.obs[\"control_and_high_DNA\"].value_counts())" ] } ], diff --git a/docs/source/tutorials/index.rst b/docs/source/tutorials/index.rst index 81bc40d..5183627 100644 --- a/docs/source/tutorials/index.rst +++ b/docs/source/tutorials/index.rst @@ -8,7 +8,7 @@ Step-by-step tutorials using real data and workflows. .. toctree:: :maxdepth: 2 - + Single_Thresholding_Workflow Sequential_Thresholding_Workflow Cell_Cycle_Map_Workflow diff --git a/docs_requirements.txt b/docs_requirements.txt index e28cc47..0080857 100644 --- a/docs_requirements.txt +++ b/docs_requirements.txt @@ -1,8 +1,8 @@ -sphinx>=8.0.0 +ipykernel>=6.29.0 myst-parser>=4.0.0 -sphinx-autodoc-typehints>=2.0.0 -sphinx-copybutton>=0.5.0 nbsphinx>=0.9.0 -pydata-sphinx-theme>=0.16.1 numpydoc>=1.9.0 -ipykernel>=6.29.0 \ No newline at end of file +pydata-sphinx-theme>=0.16.1 +sphinx>=8.0.0 +sphinx-autodoc-typehints>=2.0.0 +sphinx-copybutton>=0.5.0 diff --git a/environments/cc_mapping.yml b/environments/cc_mapping.yml index 746b7c2..d182604 100644 Binary files a/environments/cc_mapping.yml and b/environments/cc_mapping.yml differ diff --git a/environments/manifold.yml b/environments/manifold.yml index 7377836..14c9f7d 100644 Binary files a/environments/manifold.yml and b/environments/manifold.yml differ diff --git a/environments/palantir.yml b/environments/palantir.yml index 7563d3f..99d9d70 100644 Binary files a/environments/palantir.yml and b/environments/palantir.yml differ diff --git a/notebooks/CSV_to_Anndata.ipynb b/notebooks/CSV_to_Anndata.ipynb index fcec1b3..ad4de52 100644 --- a/notebooks/CSV_to_Anndata.ipynb +++ b/notebooks/CSV_to_Anndata.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 51, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -15,15 +15,12 @@ "import anndata as ad\n", "import numpy as np\n", "import pandas as pd\n", - "import scipy.stats as st\n", "\n", "%matplotlib inline\n", "\n", "import sys\n", "\n", - "sys.path.append(\"R:\\Dante\\git\\cc_mapping\\src\")\n", - "\n", - "from cc_mapping import core, manifold, plot, preprocess" + "sys.path.append(r\"R:\\Dante\\git\\cc_mapping\\src\")" ] }, { @@ -35,7 +32,7 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -59,260 +56,9 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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" - ], - "text/plain": [ - " E2F1 (nuc median) cycA (nuc median) cycD1 (nuc median) \\\n", - "Unnamed: 0.1.1 \n", - "0 0.006851 0.005875 0.019471 \n", - "1 0.012360 0.028153 0.007462 \n", - "2 0.007279 0.005707 0.006592 \n", - "3 0.006531 0.016602 0.009369 \n", - "5 0.006744 0.006027 0.009033 \n", - "\n", - " p21 (nuc median) Int_Intg_DNA_nuc Skp2 (nuc median) \\\n", - "Unnamed: 0.1.1 \n", - "0 0.026032 5.746899 0.006493 \n", - "1 0.004318 8.852262 0.022797 \n", - "2 0.003632 4.951003 0.015366 \n", - "3 0.006264 10.466743 0.019196 \n", - "5 0.005295 5.249119 0.010422 \n", - "\n", - " Cdt1 (nuc median) Nuc area Cdh1 (nuc median) \\\n", - "Unnamed: 0.1.1 \n", - "0 0.005158 553.0 0.014336 \n", - "1 0.005951 490.0 0.015229 \n", - "2 0.004929 363.0 0.005730 \n", - "3 0.005234 579.0 0.009361 \n", - "5 0.007797 296.0 0.008896 \n", - "\n", - " cycE (nuc median) ... cyto_over_DNA CDK2_cyto_over_nuc \\\n", - "Unnamed: 0.1.1 ... \n", - "0 0.009262 ... 909.012025 3.974065 \n", - "1 0.008392 ... 654.860857 4.824163 \n", - "2 0.009117 ... 537.062859 4.273837 \n", - "3 0.007118 ... 361.621566 3.177175 \n", - "5 0.007767 ... 532.660833 6.257769 \n", - "\n", - " STAT3 (phospho/total nuc) age phase PHATE_1 \\\n", - "Unnamed: 0.1.1 \n", - "0 1.770186 10.263173 G1 -0.020654 \n", - "1 1.455814 12.109644 S 0.025945 \n", - "2 1.290323 4.954907 G1 0.002961 \n", - "3 1.435065 13.424587 G2 0.034884 \n", - "5 1.266304 1.828240 G1 -0.019039 \n", - "\n", - " PHATE_2 PCNA foci DNA content Local cell density \n", - "Unnamed: 0.1.1 \n", - "0 0.007907 0.005151 2.298759 7.0 \n", - "1 -0.000735 0.006861 3.540905 1.0 \n", - "2 -0.004575 0.004148 1.980401 6.0 \n", - "3 0.002944 0.002457 4.186697 9.0 \n", - "5 0.000584 0.003277 2.099648 3.0 \n", - "\n", - "[5 rows x 297 columns]" - ] - }, - "execution_count": 53, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "csv = pd.read_csv(download_path, index_col=0, low_memory=False)\n", "csv.index = csv.index.astype(str)\n", @@ -331,28 +77,9 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Index(['E2F1 (nuc median)', 'cycA (nuc median)', 'cycD1 (nuc median)',\n", - " 'p21 (nuc median)', 'Int_Intg_DNA_nuc', 'Skp2 (nuc median)',\n", - " 'Cdt1 (nuc median)', 'Nuc area', 'Cdh1 (nuc median)',\n", - " 'cycE (nuc median)',\n", - " ...\n", - " 'cyto_over_DNA', 'CDK2_cyto_over_nuc', 'STAT3 (phospho/total nuc)',\n", - " 'age', 'phase', 'PHATE_1', 'PHATE_2', 'PCNA foci', 'DNA content',\n", - " 'Local cell density'],\n", - " dtype='object', length=297)" - ] - }, - "execution_count": 54, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# initial columns\n", "csv.columns" @@ -360,33 +87,38 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ - "import Levenshtein\n", - "import numpy as np\n", - "from scipy.cluster.hierarchy import linkage, fcluster\n", - "from collections import defaultdict\n", "import math\n", "import statistics\n", + "from collections import defaultdict\n", + "\n", + "import Levenshtein\n", + "from scipy.cluster.hierarchy import fcluster, linkage\n", + "\n", "\n", "# --- Helper function for distance (unchanged) ---\n", "def calculate_normalized_distance(s1, s2):\n", " \"\"\"Helper function to calculate normalized Levenshtein distance.\"\"\"\n", - " if not s1 and not s2: return 0.0\n", - " if not s1 or not s2: return 1.0\n", + " if not s1 and not s2:\n", + " return 0.0\n", + " if not s1 or not s2:\n", + " return 1.0\n", "\n", " dist = Levenshtein.distance(s1, s2)\n", " max_len = max(len(s1), len(s2))\n", "\n", " if max_len == 0:\n", - " norm_dist = 0.0\n", + " norm_dist = 0.0\n", " else:\n", " norm_dist = dist / max_len\n", - " if not math.isfinite(norm_dist): norm_dist = 1.0\n", + " if not math.isfinite(norm_dist):\n", + " norm_dist = 1.0\n", " return norm_dist\n", "\n", + "\n", "# --- Helper function for internal sorting (unchanged, outliers first) ---\n", "def sort_items_within_cluster(cluster: list[str]) -> list[str]:\n", " \"\"\"\n", @@ -406,20 +138,20 @@ " distances_to_others.append(calculate_normalized_distance(item, other_item))\n", "\n", " avg_dist = statistics.mean(distances_to_others) if distances_to_others else 0.0\n", - " item_distances.append({'item': item, 'avg_dist': avg_dist})\n", + " item_distances.append({\"item\": item, \"avg_dist\": avg_dist})\n", "\n", " # Sort items based on their average distance (DESCENDING) -> outliers first\n", - " sorted_items_with_dist = sorted(item_distances, key=lambda x: -x['avg_dist'])\n", + " sorted_items_with_dist = sorted(item_distances, key=lambda x: -x[\"avg_dist\"])\n", "\n", - " return [d['item'] for d in sorted_items_with_dist]\n", + " return [d[\"item\"] for d in sorted_items_with_dist]\n", "\n", "\n", "# --- Main function using SciPy Hierarchical Clustering ---\n", "def group_columns_hierarchical_internal_sort(\n", " column_names: list[str],\n", - " normalized_threshold: float = 0.4, # Threshold for fcluster distance criterion\n", - " linkage_method: str = 'average', # Method for scipy.cluster.hierarchy.linkage\n", - " sort_clusters_by: str = 'size' # Options: 'size', 'none'\n", + " normalized_threshold: float = 0.4, # Threshold for fcluster distance criterion\n", + " linkage_method: str = \"average\", # Method for scipy.cluster.hierarchy.linkage\n", + " sort_clusters_by: str = \"size\", # Options: 'size', 'none'\n", ") -> list[list[str]]:\n", " \"\"\"\n", " Groups similar column names using hierarchical clustering (SciPy),\n", @@ -443,13 +175,17 @@ " \"\"\"\n", " if not column_names:\n", " return []\n", - " \n", + "\n", " # Ensure unique names first, remember original order/duplicates if needed (not done here)\n", " # Using unique names for clustering is generally better\n", - " unique_column_names = sorted(list(set(column_names))) # Use unique names for clustering\n", + " unique_column_names = sorted(\n", + " list(set(column_names))\n", + " ) # Use unique names for clustering\n", " if len(unique_column_names) <= 1:\n", - " # If only one unique name, just apply internal sort (which does nothing)\n", - " return [sort_items_within_cluster(list(column_names))] # Return original list structure\n", + " # If only one unique name, just apply internal sort (which does nothing)\n", + " return [\n", + " sort_items_within_cluster(list(column_names))\n", + " ] # Return original list structure\n", "\n", " num_unique_cols = len(unique_column_names)\n", "\n", @@ -459,21 +195,23 @@ " k = 0\n", " for i in range(num_unique_cols):\n", " for j in range(i + 1, num_unique_cols):\n", - " dist = calculate_normalized_distance(unique_column_names[i], unique_column_names[j])\n", + " dist = calculate_normalized_distance(\n", + " unique_column_names[i], unique_column_names[j]\n", + " )\n", " condensed_dist_matrix[k] = dist\n", " k += 1\n", "\n", " # --- 2. Perform Hierarchical Clustering ---\n", " if condensed_dist_matrix.size == 0:\n", - " # Handle edge case where all columns might be identical after unique()\n", - " cluster_labels = np.ones(num_unique_cols, dtype=int)\n", + " # Handle edge case where all columns might be identical after unique()\n", + " cluster_labels = np.ones(num_unique_cols, dtype=int)\n", " else:\n", " linked = linkage(condensed_dist_matrix, method=linkage_method)\n", "\n", " # --- 3. Form Flat Clusters ---\n", " # 'fcluster' creates flat clusters from the hierarchical clustering.\n", " # 'criterion='distance'' cuts the dendrogram at the specified distance threshold.\n", - " cluster_labels = fcluster(linked, normalized_threshold, criterion='distance')\n", + " cluster_labels = fcluster(linked, normalized_threshold, criterion=\"distance\")\n", "\n", " # --- 4. Group Unique Names by Cluster Label ---\n", " temp_grouped_clusters = defaultdict(list)\n", @@ -484,11 +222,13 @@ " initial_clusters = list(temp_grouped_clusters.values())\n", "\n", " # --- 5. Sort the Clusters Themselves (Optional) ---\n", - " if sort_clusters_by == 'size':\n", + " if sort_clusters_by == \"size\":\n", " # Sort primarily by size (descending)\n", " # Add secondary sort key (e.g., by first element) for stable sorting if sizes are equal\n", - " sorted_initial_clusters = sorted(initial_clusters, key=lambda x: (-len(x), x[0] if x else ''))\n", - " else: # 'none' or any other value\n", + " sorted_initial_clusters = sorted(\n", + " initial_clusters, key=lambda x: (-len(x), x[0] if x else \"\")\n", + " )\n", + " else: # 'none' or any other value\n", " sorted_initial_clusters = initial_clusters\n", "\n", " # --- 6. Sort Items WITHIN Each Cluster (Outliers First) ---\n", @@ -500,314 +240,51 @@ "\n", " return final_clusters\n", "\n", + "\n", "# Group columns using hierarchical clustering, sort clusters by size, sort items internally (outliers first)\n", "columns = list(csv.columns.values)\n", "final_grouped_clusters = group_columns_hierarchical_internal_sort(\n", " columns,\n", - " normalized_threshold=0.80, # Adjust threshold - might need higher for longer names\n", - " linkage_method='average',\n", - " sort_clusters_by='size'\n", + " normalized_threshold=0.80, # Adjust threshold - might need higher for longer names\n", + " linkage_method=\"average\",\n", + " sort_clusters_by=\"size\",\n", ")" ] }, { "cell_type": "code", - "execution_count": 56, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "================================================================================\n" - ] - }, - { - "data": { - "text/html": [ - "
Cluster 1\n",
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                                         240 Columns Matching - \"median)\"                                          \n",
-       "p14ARF (nuc median)     p14ARF (PM median)      p14ARF (PN median)      pSTAT3 (nuc median)    pSTAT3 (PM median)  \n",
-       "pSTAT3 (PN median)      STAT3 (nuc median)      p14ARF (cyto median)    p14ARF (cell median)   pGSK3b (nuc median) \n",
-       "pGSK3b (PM median)      pGSK3b (PN median)      GSK3b (nuc median)      STAT3 (PM median)      STAT3 (PN median)   \n",
-       "pSTAT3 (cyto median)    pSTAT3 (cell median)    STAT3 (cyto median)     STAT3 (cell median)    cycD1 (nuc median)  \n",
-       "cycB1 (nuc median)      pGSK3b (cyto median)    pGSK3b (cell median)    RB (cyto median)       RB (cell median)    \n",
-       "GSK3b (PM median)       GSK3b (PN median)       GSK3b (cyto median)     pH2AX (nuc median)     GSK3b (cell median) \n",
-       "bCat (nuc median)       Bcl2 (nuc median)       cycD1 (PM median)       cycD1 (PN median)      cycD1 (cyto median) \n",
-       "cycD1 (cell median)     cFos (nuc median)       cJun (nuc median)       bCat (cyto median)     S6 (cyto median)    \n",
-       "bCat (cell median)      S6 (cell median)        YAP (cyto median)       Bcl2 (cyto median)     YAP (cell median)   \n",
-       "cycB1 (cyto median)     Bcl2 (cell median)      cycB1 (PM median)       cycB1 (PN median)      cycB1 (cell median) \n",
-       "cFos (cyto median)      cJun (cyto median)      cFos (cell median)      cJun (cell median)     PCNA (nuc median)   \n",
-       "cMyc (nuc median)       PCNA (cyto median)      PCNA (cell median)      YAP (nuc median)       Skp2 (nuc median)   \n",
-       "pH2AX (cyto median)     Fra1 (nuc median)       pH2AX (cell median)     pH2AX (PM median)      pH2AX (PN median)   \n",
-       "cMyc (cyto median)      cMyc (cell median)      DNA (cyto median)       Skp2 (cyto median)     DNA (cell median)   \n",
-       "Fra1 (cyto median)      RB (nuc median)         Skp2 (cell median)      BP1 (cyto median)      cycE (nuc median)   \n",
-       "Fra1 (cell median)      BP1 (cell median)       E2F1 (nuc median)       AKT (cyto median)      cycE (cyto median)  \n",
-       "AKT (cell median)       cycE (cell median)      E2F1 (cyto median)      E2F1 (cell median)     Cdh1 (nuc median)   \n",
-       "DNA (nuc median)        S6 (nuc median)         Cdt1 (nuc median)       CDK4 (nuc median)      BP1 (nuc median)    \n",
-       "Cdh1 (cyto median)      Cdh1 (cell median)      cycA (nuc median)       bCat (PM median)       bCat (PN median)    \n",
-       "Cdt1 (cyto median)      CDK4 (cyto median)      Cdt1 (cell median)      pCHK1 (nuc median)     AKT (nuc median)    \n",
-       "ERK (cyto median)       CDK4 (cell median)      CDK2 (nuc median)       Bcl2 (PM median)       Bcl2 (PN median)    \n",
-       "ERK (cell median)       cycA (cyto median)      cFos (PM median)        cFos (PN median)       cJun (PM median)    \n",
-       "cJun (PN median)        cycA (cell median)      CDK6 (nuc median)       CDK2 (cyto median)     CDK2 (cell median)  \n",
-       "CDK6 (cyto median)      CDK6 (cell median)      PCNA (PM median)        PCNA (PN median)       ERK (nuc median)    \n",
-       "cMyc (PM median)        cMyc (PN median)        p38 (cyto median)       Skp2 (PM median)       Skp2 (PN median)    \n",
-       "p38 (cell median)       Fra1 (PM median)        Fra1 (PN median)        pCHK1 (cyto median)    pCHK1 (cell median) \n",
-       "p16 (cyto median)       pp65 (nuc median)       p16 (cell median)       RSK1 (nuc median)      pp65 (cyto median)  \n",
-       "cycE (PM median)        cycE (PN median)        pCHK1 (PM median)       pCHK1 (PN median)      pp65 (cell median)  \n",
-       "p53 (cyto median)       pERK (nuc median)       pp38 (nuc median)       pRB (cyto median)      p27 (cyto median)   \n",
-       "RSK1 (cyto median)      p53 (cell median)       E2F1 (PM median)        E2F1 (PN median)       pRB (cell median)   \n",
-       "p27 (cell median)       RSK1 (cell median)      pp53 (nuc median)       pERK (cyto median)     pp38 (cyto median)  \n",
-       "pp27 (nuc median)       pERK (cell median)      p38 (nuc median)        pp38 (cell median)     pp53 (cyto median)  \n",
-       "pp27 (cyto median)      Cdh1 (PM median)        Cdh1 (PN median)        pp53 (cell median)     pp27 (cell median)  \n",
-       "p16 (nuc median)        pS6 (cyto median)       pS6 (cell median)       Cdt1 (PM median)       Cdt1 (PN median)    \n",
-       "YAP (PM median)         YAP (PN median)         CDK4 (PM median)        CDK4 (PN median)       pRSK (nuc median)   \n",
-       "p53 (nuc median)        cycA (PM median)        cycA (PN median)        p27 (nuc median)       pRB (nuc median)    \n",
-       "pRSK (cyto median)      pRSK (cell median)      CDK2 (PM median)        CDK2 (PN median)       pAKT (nuc median)   \n",
-       "pAKT (cyto median)      CDK6 (PM median)        CDK6 (PN median)        pAKT (cell median)     pS6 (nuc median)    \n",
-       "RB (PM median)          RB (PN median)          p21 (cyto median)       DNA (PM median)        DNA (PN median)     \n",
-       "p21 (cell median)       BP1 (PM median)         BP1 (PN median)         pp21 (nuc median)      pp21 (cyto median)  \n",
-       "pp21 (cell median)      AKT (PM median)         AKT (PN median)         S6 (PM median)         S6 (PN median)      \n",
-       "pp65 (PM median)        pp65 (PN median)        RSK1 (PM median)        RSK1 (PN median)       p21 (nuc median)    \n",
-       "pERK (PM median)        pERK (PN median)        pp38 (PM median)        pp38 (PN median)       pp53 (PM median)    \n",
-       "pp53 (PN median)        pp27 (PM median)        pp27 (PN median)        ERK (PM median)        ERK (PN median)     \n",
-       "pRSK (PM median)        pRSK (PN median)        pAKT (PM median)        pAKT (PN median)       p38 (PM median)     \n",
-       "p38 (PN median)         p16 (PM median)         p16 (PN median)         pp21 (PM median)       pp21 (PN median)    \n",
-       "p53 (PM median)         p53 (PN median)         p27 (PM median)         p27 (PN median)        pRB (PM median)     \n",
-       "pRB (PN median)         pS6 (PM median)         pS6 (PN median)         p21 (PM median)        p21 (PN median)     \n",
-       "
\n" - ], - "text/plain": [ - "\u001b[3m 240 Columns Matching - \"median)\" \u001b[0m\n", - "p14ARF \u001b[1m(\u001b[0mnuc median\u001b[1m)\u001b[0m p14ARF \u001b[1m(\u001b[0mPM median\u001b[1m)\u001b[0m p14ARF \u001b[1m(\u001b[0mPN median\u001b[1m)\u001b[0m pSTAT3 \u001b[1m(\u001b[0mnuc median\u001b[1m)\u001b[0m pSTAT3 \u001b[1m(\u001b[0mPM median\u001b[1m)\u001b[0m \n", - "pSTAT3 \u001b[1m(\u001b[0mPN median\u001b[1m)\u001b[0m STAT3 \u001b[1m(\u001b[0mnuc median\u001b[1m)\u001b[0m p14ARF \u001b[1m(\u001b[0mcyto median\u001b[1m)\u001b[0m p14ARF \u001b[1m(\u001b[0mcell median\u001b[1m)\u001b[0m pGSK3b \u001b[1m(\u001b[0mnuc median\u001b[1m)\u001b[0m \n", - "pGSK3b \u001b[1m(\u001b[0mPM median\u001b[1m)\u001b[0m pGSK3b \u001b[1m(\u001b[0mPN median\u001b[1m)\u001b[0m GSK3b \u001b[1m(\u001b[0mnuc median\u001b[1m)\u001b[0m STAT3 \u001b[1m(\u001b[0mPM median\u001b[1m)\u001b[0m STAT3 \u001b[1m(\u001b[0mPN median\u001b[1m)\u001b[0m \n", - "pSTAT3 \u001b[1m(\u001b[0mcyto median\u001b[1m)\u001b[0m pSTAT3 \u001b[1m(\u001b[0mcell median\u001b[1m)\u001b[0m STAT3 \u001b[1m(\u001b[0mcyto median\u001b[1m)\u001b[0m STAT3 \u001b[1m(\u001b[0mcell median\u001b[1m)\u001b[0m cycD1 \u001b[1m(\u001b[0mnuc median\u001b[1m)\u001b[0m \n", - "cycB1 \u001b[1m(\u001b[0mnuc median\u001b[1m)\u001b[0m pGSK3b \u001b[1m(\u001b[0mcyto median\u001b[1m)\u001b[0m pGSK3b \u001b[1m(\u001b[0mcell median\u001b[1m)\u001b[0m RB \u001b[1m(\u001b[0mcyto median\u001b[1m)\u001b[0m RB \u001b[1m(\u001b[0mcell median\u001b[1m)\u001b[0m \n", - "GSK3b \u001b[1m(\u001b[0mPM median\u001b[1m)\u001b[0m GSK3b \u001b[1m(\u001b[0mPN median\u001b[1m)\u001b[0m GSK3b \u001b[1m(\u001b[0mcyto median\u001b[1m)\u001b[0m pH2AX \u001b[1m(\u001b[0mnuc median\u001b[1m)\u001b[0m GSK3b \u001b[1m(\u001b[0mcell median\u001b[1m)\u001b[0m \n", - "bCat \u001b[1m(\u001b[0mnuc median\u001b[1m)\u001b[0m Bcl2 \u001b[1m(\u001b[0mnuc median\u001b[1m)\u001b[0m cycD1 \u001b[1m(\u001b[0mPM median\u001b[1m)\u001b[0m cycD1 \u001b[1m(\u001b[0mPN median\u001b[1m)\u001b[0m cycD1 \u001b[1m(\u001b[0mcyto median\u001b[1m)\u001b[0m \n", - "cycD1 \u001b[1m(\u001b[0mcell median\u001b[1m)\u001b[0m cFos \u001b[1m(\u001b[0mnuc median\u001b[1m)\u001b[0m cJun \u001b[1m(\u001b[0mnuc median\u001b[1m)\u001b[0m bCat \u001b[1m(\u001b[0mcyto median\u001b[1m)\u001b[0m S6 \u001b[1m(\u001b[0mcyto median\u001b[1m)\u001b[0m \n", - "bCat \u001b[1m(\u001b[0mcell median\u001b[1m)\u001b[0m S6 \u001b[1m(\u001b[0mcell median\u001b[1m)\u001b[0m YAP \u001b[1m(\u001b[0mcyto median\u001b[1m)\u001b[0m Bcl2 \u001b[1m(\u001b[0mcyto median\u001b[1m)\u001b[0m YAP \u001b[1m(\u001b[0mcell median\u001b[1m)\u001b[0m \n", - "cycB1 \u001b[1m(\u001b[0mcyto median\u001b[1m)\u001b[0m Bcl2 \u001b[1m(\u001b[0mcell median\u001b[1m)\u001b[0m cycB1 \u001b[1m(\u001b[0mPM median\u001b[1m)\u001b[0m cycB1 \u001b[1m(\u001b[0mPN median\u001b[1m)\u001b[0m cycB1 \u001b[1m(\u001b[0mcell median\u001b[1m)\u001b[0m \n", - "cFos \u001b[1m(\u001b[0mcyto median\u001b[1m)\u001b[0m cJun \u001b[1m(\u001b[0mcyto median\u001b[1m)\u001b[0m cFos \u001b[1m(\u001b[0mcell median\u001b[1m)\u001b[0m cJun \u001b[1m(\u001b[0mcell median\u001b[1m)\u001b[0m PCNA \u001b[1m(\u001b[0mnuc median\u001b[1m)\u001b[0m \n", - "cMyc \u001b[1m(\u001b[0mnuc median\u001b[1m)\u001b[0m PCNA \u001b[1m(\u001b[0mcyto median\u001b[1m)\u001b[0m PCNA \u001b[1m(\u001b[0mcell median\u001b[1m)\u001b[0m YAP \u001b[1m(\u001b[0mnuc median\u001b[1m)\u001b[0m Skp2 \u001b[1m(\u001b[0mnuc median\u001b[1m)\u001b[0m \n", - "pH2AX \u001b[1m(\u001b[0mcyto median\u001b[1m)\u001b[0m Fra1 \u001b[1m(\u001b[0mnuc median\u001b[1m)\u001b[0m pH2AX \u001b[1m(\u001b[0mcell median\u001b[1m)\u001b[0m pH2AX \u001b[1m(\u001b[0mPM median\u001b[1m)\u001b[0m pH2AX \u001b[1m(\u001b[0mPN median\u001b[1m)\u001b[0m \n", - "cMyc \u001b[1m(\u001b[0mcyto median\u001b[1m)\u001b[0m cMyc \u001b[1m(\u001b[0mcell median\u001b[1m)\u001b[0m DNA \u001b[1m(\u001b[0mcyto median\u001b[1m)\u001b[0m Skp2 \u001b[1m(\u001b[0mcyto median\u001b[1m)\u001b[0m DNA \u001b[1m(\u001b[0mcell median\u001b[1m)\u001b[0m \n", - "Fra1 \u001b[1m(\u001b[0mcyto median\u001b[1m)\u001b[0m RB \u001b[1m(\u001b[0mnuc median\u001b[1m)\u001b[0m Skp2 \u001b[1m(\u001b[0mcell median\u001b[1m)\u001b[0m BP1 \u001b[1m(\u001b[0mcyto median\u001b[1m)\u001b[0m cycE \u001b[1m(\u001b[0mnuc median\u001b[1m)\u001b[0m \n", - "Fra1 \u001b[1m(\u001b[0mcell median\u001b[1m)\u001b[0m BP1 \u001b[1m(\u001b[0mcell median\u001b[1m)\u001b[0m E2F1 \u001b[1m(\u001b[0mnuc median\u001b[1m)\u001b[0m AKT \u001b[1m(\u001b[0mcyto median\u001b[1m)\u001b[0m cycE \u001b[1m(\u001b[0mcyto median\u001b[1m)\u001b[0m \n", - "AKT \u001b[1m(\u001b[0mcell median\u001b[1m)\u001b[0m cycE \u001b[1m(\u001b[0mcell median\u001b[1m)\u001b[0m E2F1 \u001b[1m(\u001b[0mcyto median\u001b[1m)\u001b[0m E2F1 \u001b[1m(\u001b[0mcell median\u001b[1m)\u001b[0m Cdh1 \u001b[1m(\u001b[0mnuc median\u001b[1m)\u001b[0m \n", - "DNA \u001b[1m(\u001b[0mnuc median\u001b[1m)\u001b[0m S6 \u001b[1m(\u001b[0mnuc median\u001b[1m)\u001b[0m Cdt1 \u001b[1m(\u001b[0mnuc median\u001b[1m)\u001b[0m CDK4 \u001b[1m(\u001b[0mnuc median\u001b[1m)\u001b[0m BP1 \u001b[1m(\u001b[0mnuc median\u001b[1m)\u001b[0m \n", - "Cdh1 \u001b[1m(\u001b[0mcyto median\u001b[1m)\u001b[0m Cdh1 \u001b[1m(\u001b[0mcell median\u001b[1m)\u001b[0m cycA \u001b[1m(\u001b[0mnuc median\u001b[1m)\u001b[0m bCat \u001b[1m(\u001b[0mPM median\u001b[1m)\u001b[0m bCat \u001b[1m(\u001b[0mPN median\u001b[1m)\u001b[0m \n", - "Cdt1 \u001b[1m(\u001b[0mcyto median\u001b[1m)\u001b[0m CDK4 \u001b[1m(\u001b[0mcyto median\u001b[1m)\u001b[0m Cdt1 \u001b[1m(\u001b[0mcell median\u001b[1m)\u001b[0m pCHK1 \u001b[1m(\u001b[0mnuc median\u001b[1m)\u001b[0m AKT \u001b[1m(\u001b[0mnuc median\u001b[1m)\u001b[0m \n", - "ERK \u001b[1m(\u001b[0mcyto median\u001b[1m)\u001b[0m CDK4 \u001b[1m(\u001b[0mcell median\u001b[1m)\u001b[0m CDK2 \u001b[1m(\u001b[0mnuc median\u001b[1m)\u001b[0m Bcl2 \u001b[1m(\u001b[0mPM median\u001b[1m)\u001b[0m Bcl2 \u001b[1m(\u001b[0mPN median\u001b[1m)\u001b[0m \n", - "ERK \u001b[1m(\u001b[0mcell median\u001b[1m)\u001b[0m cycA \u001b[1m(\u001b[0mcyto median\u001b[1m)\u001b[0m cFos \u001b[1m(\u001b[0mPM median\u001b[1m)\u001b[0m cFos \u001b[1m(\u001b[0mPN median\u001b[1m)\u001b[0m cJun \u001b[1m(\u001b[0mPM median\u001b[1m)\u001b[0m \n", - "cJun \u001b[1m(\u001b[0mPN median\u001b[1m)\u001b[0m cycA \u001b[1m(\u001b[0mcell median\u001b[1m)\u001b[0m CDK6 \u001b[1m(\u001b[0mnuc median\u001b[1m)\u001b[0m CDK2 \u001b[1m(\u001b[0mcyto median\u001b[1m)\u001b[0m CDK2 \u001b[1m(\u001b[0mcell median\u001b[1m)\u001b[0m \n", - "CDK6 \u001b[1m(\u001b[0mcyto median\u001b[1m)\u001b[0m CDK6 \u001b[1m(\u001b[0mcell median\u001b[1m)\u001b[0m PCNA \u001b[1m(\u001b[0mPM median\u001b[1m)\u001b[0m PCNA \u001b[1m(\u001b[0mPN median\u001b[1m)\u001b[0m ERK \u001b[1m(\u001b[0mnuc median\u001b[1m)\u001b[0m \n", - "cMyc \u001b[1m(\u001b[0mPM median\u001b[1m)\u001b[0m cMyc \u001b[1m(\u001b[0mPN median\u001b[1m)\u001b[0m p38 \u001b[1m(\u001b[0mcyto median\u001b[1m)\u001b[0m Skp2 \u001b[1m(\u001b[0mPM median\u001b[1m)\u001b[0m Skp2 \u001b[1m(\u001b[0mPN median\u001b[1m)\u001b[0m \n", - "p38 \u001b[1m(\u001b[0mcell median\u001b[1m)\u001b[0m Fra1 \u001b[1m(\u001b[0mPM median\u001b[1m)\u001b[0m Fra1 \u001b[1m(\u001b[0mPN median\u001b[1m)\u001b[0m pCHK1 \u001b[1m(\u001b[0mcyto median\u001b[1m)\u001b[0m pCHK1 \u001b[1m(\u001b[0mcell median\u001b[1m)\u001b[0m \n", - "p16 \u001b[1m(\u001b[0mcyto median\u001b[1m)\u001b[0m pp65 \u001b[1m(\u001b[0mnuc median\u001b[1m)\u001b[0m p16 \u001b[1m(\u001b[0mcell median\u001b[1m)\u001b[0m RSK1 \u001b[1m(\u001b[0mnuc median\u001b[1m)\u001b[0m pp65 \u001b[1m(\u001b[0mcyto median\u001b[1m)\u001b[0m \n", - "cycE \u001b[1m(\u001b[0mPM median\u001b[1m)\u001b[0m cycE \u001b[1m(\u001b[0mPN median\u001b[1m)\u001b[0m pCHK1 \u001b[1m(\u001b[0mPM median\u001b[1m)\u001b[0m pCHK1 \u001b[1m(\u001b[0mPN median\u001b[1m)\u001b[0m pp65 \u001b[1m(\u001b[0mcell median\u001b[1m)\u001b[0m \n", - "p53 \u001b[1m(\u001b[0mcyto median\u001b[1m)\u001b[0m pERK \u001b[1m(\u001b[0mnuc median\u001b[1m)\u001b[0m pp38 \u001b[1m(\u001b[0mnuc median\u001b[1m)\u001b[0m pRB \u001b[1m(\u001b[0mcyto median\u001b[1m)\u001b[0m p27 \u001b[1m(\u001b[0mcyto median\u001b[1m)\u001b[0m \n", - "RSK1 \u001b[1m(\u001b[0mcyto median\u001b[1m)\u001b[0m p53 \u001b[1m(\u001b[0mcell median\u001b[1m)\u001b[0m E2F1 \u001b[1m(\u001b[0mPM median\u001b[1m)\u001b[0m E2F1 \u001b[1m(\u001b[0mPN median\u001b[1m)\u001b[0m pRB \u001b[1m(\u001b[0mcell median\u001b[1m)\u001b[0m \n", - "p27 \u001b[1m(\u001b[0mcell median\u001b[1m)\u001b[0m RSK1 \u001b[1m(\u001b[0mcell median\u001b[1m)\u001b[0m pp53 \u001b[1m(\u001b[0mnuc median\u001b[1m)\u001b[0m pERK \u001b[1m(\u001b[0mcyto median\u001b[1m)\u001b[0m pp38 \u001b[1m(\u001b[0mcyto median\u001b[1m)\u001b[0m \n", - "pp27 \u001b[1m(\u001b[0mnuc median\u001b[1m)\u001b[0m pERK \u001b[1m(\u001b[0mcell median\u001b[1m)\u001b[0m p38 \u001b[1m(\u001b[0mnuc median\u001b[1m)\u001b[0m pp38 \u001b[1m(\u001b[0mcell median\u001b[1m)\u001b[0m pp53 \u001b[1m(\u001b[0mcyto median\u001b[1m)\u001b[0m \n", - "pp27 \u001b[1m(\u001b[0mcyto median\u001b[1m)\u001b[0m Cdh1 \u001b[1m(\u001b[0mPM median\u001b[1m)\u001b[0m Cdh1 \u001b[1m(\u001b[0mPN median\u001b[1m)\u001b[0m pp53 \u001b[1m(\u001b[0mcell median\u001b[1m)\u001b[0m pp27 \u001b[1m(\u001b[0mcell median\u001b[1m)\u001b[0m \n", - "p16 \u001b[1m(\u001b[0mnuc median\u001b[1m)\u001b[0m pS6 \u001b[1m(\u001b[0mcyto median\u001b[1m)\u001b[0m pS6 \u001b[1m(\u001b[0mcell median\u001b[1m)\u001b[0m Cdt1 \u001b[1m(\u001b[0mPM median\u001b[1m)\u001b[0m Cdt1 \u001b[1m(\u001b[0mPN median\u001b[1m)\u001b[0m \n", - "YAP \u001b[1m(\u001b[0mPM median\u001b[1m)\u001b[0m YAP \u001b[1m(\u001b[0mPN median\u001b[1m)\u001b[0m CDK4 \u001b[1m(\u001b[0mPM median\u001b[1m)\u001b[0m CDK4 \u001b[1m(\u001b[0mPN median\u001b[1m)\u001b[0m pRSK \u001b[1m(\u001b[0mnuc median\u001b[1m)\u001b[0m \n", - "p53 \u001b[1m(\u001b[0mnuc median\u001b[1m)\u001b[0m cycA \u001b[1m(\u001b[0mPM median\u001b[1m)\u001b[0m cycA \u001b[1m(\u001b[0mPN median\u001b[1m)\u001b[0m p27 \u001b[1m(\u001b[0mnuc median\u001b[1m)\u001b[0m pRB \u001b[1m(\u001b[0mnuc median\u001b[1m)\u001b[0m \n", - "pRSK \u001b[1m(\u001b[0mcyto median\u001b[1m)\u001b[0m pRSK \u001b[1m(\u001b[0mcell median\u001b[1m)\u001b[0m CDK2 \u001b[1m(\u001b[0mPM median\u001b[1m)\u001b[0m CDK2 \u001b[1m(\u001b[0mPN median\u001b[1m)\u001b[0m pAKT \u001b[1m(\u001b[0mnuc median\u001b[1m)\u001b[0m \n", - "pAKT \u001b[1m(\u001b[0mcyto median\u001b[1m)\u001b[0m CDK6 \u001b[1m(\u001b[0mPM median\u001b[1m)\u001b[0m CDK6 \u001b[1m(\u001b[0mPN median\u001b[1m)\u001b[0m pAKT \u001b[1m(\u001b[0mcell median\u001b[1m)\u001b[0m pS6 \u001b[1m(\u001b[0mnuc median\u001b[1m)\u001b[0m \n", - "RB \u001b[1m(\u001b[0mPM median\u001b[1m)\u001b[0m RB \u001b[1m(\u001b[0mPN median\u001b[1m)\u001b[0m p21 \u001b[1m(\u001b[0mcyto median\u001b[1m)\u001b[0m DNA \u001b[1m(\u001b[0mPM median\u001b[1m)\u001b[0m DNA \u001b[1m(\u001b[0mPN median\u001b[1m)\u001b[0m \n", - "p21 \u001b[1m(\u001b[0mcell median\u001b[1m)\u001b[0m BP1 \u001b[1m(\u001b[0mPM median\u001b[1m)\u001b[0m BP1 \u001b[1m(\u001b[0mPN median\u001b[1m)\u001b[0m pp21 \u001b[1m(\u001b[0mnuc median\u001b[1m)\u001b[0m pp21 \u001b[1m(\u001b[0mcyto median\u001b[1m)\u001b[0m \n", - "pp21 \u001b[1m(\u001b[0mcell median\u001b[1m)\u001b[0m AKT \u001b[1m(\u001b[0mPM median\u001b[1m)\u001b[0m AKT \u001b[1m(\u001b[0mPN median\u001b[1m)\u001b[0m S6 \u001b[1m(\u001b[0mPM median\u001b[1m)\u001b[0m S6 \u001b[1m(\u001b[0mPN median\u001b[1m)\u001b[0m \n", - "pp65 \u001b[1m(\u001b[0mPM median\u001b[1m)\u001b[0m pp65 \u001b[1m(\u001b[0mPN median\u001b[1m)\u001b[0m RSK1 \u001b[1m(\u001b[0mPM median\u001b[1m)\u001b[0m RSK1 \u001b[1m(\u001b[0mPN median\u001b[1m)\u001b[0m p21 \u001b[1m(\u001b[0mnuc median\u001b[1m)\u001b[0m \n", - "pERK \u001b[1m(\u001b[0mPM median\u001b[1m)\u001b[0m pERK \u001b[1m(\u001b[0mPN median\u001b[1m)\u001b[0m pp38 \u001b[1m(\u001b[0mPM median\u001b[1m)\u001b[0m pp38 \u001b[1m(\u001b[0mPN median\u001b[1m)\u001b[0m pp53 \u001b[1m(\u001b[0mPM median\u001b[1m)\u001b[0m \n", - "pp53 \u001b[1m(\u001b[0mPN median\u001b[1m)\u001b[0m pp27 \u001b[1m(\u001b[0mPM median\u001b[1m)\u001b[0m pp27 \u001b[1m(\u001b[0mPN median\u001b[1m)\u001b[0m ERK \u001b[1m(\u001b[0mPM median\u001b[1m)\u001b[0m ERK \u001b[1m(\u001b[0mPN median\u001b[1m)\u001b[0m \n", - "pRSK \u001b[1m(\u001b[0mPM median\u001b[1m)\u001b[0m pRSK \u001b[1m(\u001b[0mPN median\u001b[1m)\u001b[0m pAKT \u001b[1m(\u001b[0mPM median\u001b[1m)\u001b[0m pAKT \u001b[1m(\u001b[0mPN median\u001b[1m)\u001b[0m p38 \u001b[1m(\u001b[0mPM median\u001b[1m)\u001b[0m \n", - "p38 \u001b[1m(\u001b[0mPN median\u001b[1m)\u001b[0m p16 \u001b[1m(\u001b[0mPM median\u001b[1m)\u001b[0m p16 \u001b[1m(\u001b[0mPN median\u001b[1m)\u001b[0m pp21 \u001b[1m(\u001b[0mPM median\u001b[1m)\u001b[0m pp21 \u001b[1m(\u001b[0mPN median\u001b[1m)\u001b[0m \n", - "p53 \u001b[1m(\u001b[0mPM median\u001b[1m)\u001b[0m p53 \u001b[1m(\u001b[0mPN median\u001b[1m)\u001b[0m p27 \u001b[1m(\u001b[0mPM median\u001b[1m)\u001b[0m p27 \u001b[1m(\u001b[0mPN median\u001b[1m)\u001b[0m pRB \u001b[1m(\u001b[0mPM median\u001b[1m)\u001b[0m \n", - "pRB \u001b[1m(\u001b[0mPN median\u001b[1m)\u001b[0m pS6 \u001b[1m(\u001b[0mPM median\u001b[1m)\u001b[0m pS6 \u001b[1m(\u001b[0mPN median\u001b[1m)\u001b[0m p21 \u001b[1m(\u001b[0mPM median\u001b[1m)\u001b[0m p21 \u001b[1m(\u001b[0mPN median\u001b[1m)\u001b[0m \n" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\n", - "2 Columns Not Matching - \"median)\": ['Local cell density', 'DNA content']\n", - "\n", - "================================================================================\n" - ] - }, - { - "data": { - "text/html": [ - "
Cluster 2\n",
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Cluster 3\n",
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Cluster 4\n",
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Cluster 5\n",
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Cluster 6\n",
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\n" - ], - "text/plain": [ - "Cluster \u001b[1;36m6\u001b[0m\n" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "--------------------------------------------------------------------------------\n", - "All columns in the cluster contain the string \"AreaShape_FormFactor_cell\".\n", - "\n" - ] - } - ], + "outputs": [], "source": [ - "from rich.console import Console\n", + "from Levenshtein import median, median_improve\n", "from rich.columns import Columns\n", - "\n", - "from Levenshtein import median_improve, median\n", - "import re\n", + "from rich.console import Console\n", "\n", "console = Console()\n", "for idx, cluster in enumerate(final_grouped_clusters):\n", - " print('='*80)\n", - " console.print(f'Cluster {idx+1}', )\n", + " print(\"=\" * 80)\n", + " console.print(\n", + " f\"Cluster {idx + 1}\",\n", + " )\n", " median_string = median(cluster)\n", - " improved_median_string = median_improve(median_string,cluster)\n", + " improved_median_string = median_improve(median_string, cluster)\n", " median_sections = median_string.split(\" \")\n", " median_sections = list(filter(None, median_sections))\n", "\n", - " for idx,section in enumerate(median_sections):\n", + " for idx, section in enumerate(median_sections):\n", " string = re.escape(section)\n", - " matches = [re.search(rf'{string}', x) for x in cluster]\n", + " matches = [re.search(rf\"{string}\", x) for x in cluster]\n", " num_matches = len([x for x in matches if x is not None])\n", " if num_matches == 0:\n", - " if idx == len(median_sections)-1:\n", + " if idx == len(median_sections) - 1:\n", " print()\n", " continue\n", " else:\n", - " print('-'*80)\n", + " print(\"-\" * 80)\n", "\n", - " matching = [x for x in cluster if re.search(rf'{string}', x) is not None]\n", - " not_matching = [x for x in cluster if re.search(rf'{string}', x) is None]\n", + " matching = [x for x in cluster if re.search(rf\"{string}\", x) is not None]\n", + " not_matching = [x for x in cluster if re.search(rf\"{string}\", x) is None]\n", "\n", " if len(matching) == len(cluster):\n", " print(f'All columns in the cluster contain the string \"{section}\".')\n", @@ -815,46 +292,40 @@ " if len(matching) < 5:\n", " print(f'{len(matching)} Columns Matching - \"{section}\": {matching}')\n", " else:\n", - " columns_display = Columns(matching, expand=True, equal=True, title= f'{len(matching)} Columns Matching - \"{section}\"') # Adjust options as needed\n", - " console.print(columns_display, justify='center')\n", - " print('~'*80)\n", + " columns_display = Columns(\n", + " matching,\n", + " expand=True,\n", + " equal=True,\n", + " title=f'{len(matching)} Columns Matching - \"{section}\"',\n", + " ) # Adjust options as needed\n", + " console.print(columns_display, justify=\"center\")\n", + " print(\"~\" * 80)\n", "\n", " if len(not_matching) != 0:\n", " if len(not_matching) < 5:\n", - " print(f'{len(not_matching)} Columns Not Matching - \"{section}\": {not_matching}')\n", + " print(\n", + " f'{len(not_matching)} Columns Not Matching - \"{section}\": {not_matching}'\n", + " )\n", " else:\n", - " columns_display_nm = Columns(not_matching, expand=True, equal=True, title= f'{len(not_matching)} Columns Not Matching - \"{section}\"') # Adjust options as needed\n", - " console.print(columns_display_nm, justify='center')\n", - "\n", - " if idx != len(median_sections)-1:\n", - " print('-'*80)\n", + " columns_display_nm = Columns(\n", + " not_matching,\n", + " expand=True,\n", + " equal=True,\n", + " title=f'{len(not_matching)} Columns Not Matching - \"{section}\"',\n", + " ) # Adjust options as needed\n", + " console.print(columns_display_nm, justify=\"center\")\n", + "\n", + " if idx != len(median_sections) - 1:\n", + " print(\"-\" * 80)\n", " else:\n", - " print()\n" + " print()" ] }, { "cell_type": "code", - "execution_count": 57, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Index(['E2F1_nuc_median', 'cycA_nuc_median', 'cycD1_nuc_median',\n", - " 'p21_nuc_median', 'Int_Intg_DNA_nuc', 'Skp2_nuc_median',\n", - " 'Cdt1_nuc_median', 'Nuc_area', 'Cdh1_nuc_median', 'cycE_nuc_median',\n", - " ...\n", - " 'cyto_over_DNA', 'CDK2_cyto_over_nuc', 'STAT3_phospho/total_nuc', 'age',\n", - " 'phase', 'PHATE_1', 'PHATE_2', 'PCNA_foci', 'DNA_content',\n", - " 'Local_cell_density'],\n", - " dtype='object', length=297)" - ] - }, - "execution_count": 57, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# removes the parentheses and replace spaces with underscores from the column names - optional\n", "csv.columns = [re.sub(r\"[\\(\\)]\", \"\", x) for x in csv.columns]\n", @@ -864,84 +335,9 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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PHATE_1PHATE_2
Unnamed: 0.1.1
0-0.0206540.007907
10.025945-0.000735
20.002961-0.004575
30.0348840.002944
5-0.0190390.000584
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" - ], - "text/plain": [ - " PHATE_1 PHATE_2\n", - "Unnamed: 0.1.1 \n", - "0 -0.020654 0.007907\n", - "1 0.025945 -0.000735\n", - "2 0.002961 -0.004575\n", - "3 0.034884 0.002944\n", - "5 -0.019039 0.000584" - ] - }, - "execution_count": 58, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# isolate phate dimenionality reduction coordinates columns\n", "phate_cols = csv.filter(regex=\"PHATE\").columns\n", @@ -952,20 +348,9 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Index(['phase'], dtype='object')" - ] - }, - "execution_count": 59, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# isolate all columns that are strings that will be converted into the obs for the anndata object\n", "# also make sure to remove all cols not relevant for analysis. i.e. WellID, etc.\n", @@ -975,27 +360,9 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Index(['E2F1_nuc_median', 'cycA_nuc_median', 'cycD1_nuc_median',\n", - " 'p21_nuc_median', 'Int_Intg_DNA_nuc', 'Skp2_nuc_median',\n", - " 'Cdt1_nuc_median', 'Nuc_area', 'Cdh1_nuc_median', 'cycE_nuc_median',\n", - " ...\n", - " 'p38_phospho/total_PN', 'RSK1_phospho/total_PN', 'cycD1_over_p21',\n", - " 'cyto_over_DNA', 'CDK2_cyto_over_nuc', 'STAT3_phospho/total_nuc', 'age',\n", - " 'PCNA_foci', 'DNA_content', 'Local_cell_density'],\n", - " dtype='object', length=294)" - ] - }, - "execution_count": 60, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# isolate the feature columns - ensure that all columns included in this dataframe are numeric and relevant to the analysis\n", "sc_feat_df = csv.select_dtypes(exclude=[\"object\"])\n", @@ -1011,21 +378,9 @@ }, { "cell_type": "code", - "execution_count": 61, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "AnnData object with n_obs × n_vars = 6797 × 294\n", - " obs: 'phase'" - ] - }, - "execution_count": 61, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# convert the dataframe into an anndata object\n", "adata = ad.AnnData(\n", @@ -1045,20 +400,20 @@ }, { "cell_type": "code", - "execution_count": 62, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ "## Let's inspect some example clusters\n", - "#print(f\"Total clusters: {len(final_grouped_clusters)}\\n\")\n", + "# print(f\"Total clusters: {len(final_grouped_clusters)}\\n\")\n", "\n", "## Show first few clusters\n", - "#for idx in [0, 1, 2, 9]: # Including cluster 9 which has the median features\n", - " #cluster = final_grouped_clusters[idx]\n", - " #print(f\"{'='*80}\")\n", - " #print(f\"Cluster {idx+1} ({len(cluster)} items):\")\n", - " #print(cluster[:10] if len(cluster) > 10 else cluster) # Show first 10 or all\n", - " #print()" + "# for idx in [0, 1, 2, 9]: # Including cluster 9 which has the median features\n", + "# cluster = final_grouped_clusters[idx]\n", + "# print(f\"{'='*80}\")\n", + "# print(f\"Cluster {idx+1} ({len(cluster)} items):\")\n", + "# print(cluster[:10] if len(cluster) > 10 else cluster) # Show first 10 or all\n", + "# print()" ] }, { @@ -1072,104 +427,74 @@ }, { "cell_type": "code", - "execution_count": 63, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "====================================================================================================\n", - "PATTERN EXTRACTION RESULTS\n", - "====================================================================================================\n", - "\n", - "Found 6 clusters with the following patterns:\n", - "\n", - "Cluster 1 (242 columns)\n", - " Examples: ['Local cell density', 'DNA content', 'p14ARF (nuc median)']\n", - " Common suffixes: ['median)']\n", - " Common substrings: ['median)']\n", - "\n", - "Cluster 2 (41 columns)\n", - " Examples: ['STAT3 (phospho/total nuc)', 'GSK3b (phospho/total PN)', 'GSK3b (phospho/total nuc)']\n", - " Common substrings: ['(phospho/total']\n", - "\n", - "Cluster 3 (6 columns)\n", - " Examples: ['age', 'Nuc shape', 'phase']\n", - "\n", - "Cluster 4 (4 columns)\n", - " Examples: ['Int_Intg_DNA_nuc', 'cycD1_over_p21', 'CDK2_cyto_over_nuc']\n", - " Common substrings: ['over']\n", - "\n", - "Cluster 5 (3 columns)\n", - " Examples: ['PCNA foci', 'PHATE_1', 'PHATE_2']\n", - "\n", - "Cluster 6 (1 columns)\n", - " Examples: ['AreaShape_FormFactor_cell']\n", - " Common suffixes: ['FormFactor_cell', 'cell']\n", - " Common prefixes: ['AreaShape']\n", - " Common substrings: ['FormFactor', 'AreaShape', 'cell']\n", - "\n" - ] - } - ], + "outputs": [], "source": [ - "from collections import Counter\n", "import re\n", + "from collections import Counter\n", + "\n", "\n", "def extract_common_patterns(cluster, min_frequency=0.7):\n", " \"\"\"\n", " Extract common patterns (suffixes, prefixes, infixes) from a cluster of column names.\n", - " \n", + "\n", " Args:\n", " cluster: List of column names\n", " min_frequency: Minimum fraction of cluster members that must contain pattern\n", - " \n", + "\n", " Returns:\n", " dict with 'suffixes', 'prefixes', and 'common_substrings'\n", " \"\"\"\n", " if not cluster:\n", " return {}\n", - " \n", + "\n", " # Extract potential suffixes (last part after underscore or space)\n", " suffixes = []\n", " prefixes = []\n", - " \n", + "\n", " for col in cluster:\n", " # Get suffix patterns (everything after last underscore, or last 2 parts)\n", - " parts = re.split(r'[_\\s]+', col)\n", + " parts = re.split(r\"[_\\s]+\", col)\n", " if len(parts) >= 2:\n", - " suffixes.append('_'.join(parts[-2:])) # Last 2 parts\n", + " suffixes.append(\"_\".join(parts[-2:])) # Last 2 parts\n", " suffixes.append(parts[-1]) # Just last part\n", " prefixes.append(parts[0]) # First part\n", - " \n", + "\n", " # Count occurrences\n", " suffix_counts = Counter(suffixes)\n", " prefix_counts = Counter(prefixes)\n", - " \n", + "\n", " min_count = len(cluster) * min_frequency\n", - " \n", + "\n", " # Filter patterns that appear frequently enough\n", - " common_suffixes = [pattern for pattern, count in suffix_counts.items() \n", - " if count >= min_count and len(pattern) > 2]\n", - " common_prefixes = [pattern for pattern, count in prefix_counts.items() \n", - " if count >= min_count and len(pattern) > 2]\n", - " \n", + " common_suffixes = [\n", + " pattern\n", + " for pattern, count in suffix_counts.items()\n", + " if count >= min_count and len(pattern) > 2\n", + " ]\n", + " common_prefixes = [\n", + " pattern\n", + " for pattern, count in prefix_counts.items()\n", + " if count >= min_count and len(pattern) > 2\n", + " ]\n", + "\n", " # Find common substrings using the median string approach\n", " common_substrings = []\n", " for col in cluster:\n", " # Extract meaningful parts (longer than 3 chars)\n", - " parts = [p for p in re.split(r'[_\\s]+', col) if len(p) > 3]\n", + " parts = [p for p in re.split(r\"[_\\s]+\", col) if len(p) > 3]\n", " common_substrings.extend(parts)\n", - " \n", + "\n", " substring_counts = Counter(common_substrings)\n", - " common_substrings = [pattern for pattern, count in substring_counts.items() \n", - " if count >= min_count]\n", - " \n", + " common_substrings = [\n", + " pattern for pattern, count in substring_counts.items() if count >= min_count\n", + " ]\n", + "\n", " return {\n", - " 'suffixes': sorted(set(common_suffixes), key=len, reverse=True),\n", - " 'prefixes': sorted(set(common_prefixes), key=len, reverse=True),\n", - " 'substrings': sorted(set(common_substrings), key=len, reverse=True)\n", + " \"suffixes\": sorted(set(common_suffixes), key=len, reverse=True),\n", + " \"prefixes\": sorted(set(common_prefixes), key=len, reverse=True),\n", + " \"substrings\": sorted(set(common_substrings), key=len, reverse=True),\n", " }\n", "\n", "\n", @@ -1177,12 +502,14 @@ "cluster_patterns = []\n", "for idx, cluster in enumerate(final_grouped_clusters):\n", " patterns = extract_common_patterns(cluster, min_frequency=0.7)\n", - " cluster_patterns.append({\n", - " 'cluster_idx': idx,\n", - " 'size': len(cluster),\n", - " 'patterns': patterns,\n", - " 'sample_columns': cluster[:3] # Show first 3 as examples\n", - " })\n", + " cluster_patterns.append(\n", + " {\n", + " \"cluster_idx\": idx,\n", + " \"size\": len(cluster),\n", + " \"patterns\": patterns,\n", + " \"sample_columns\": cluster[:3], # Show first 3 as examples\n", + " }\n", + " )\n", "\n", "# Display pattern summary\n", "print(\"=\" * 100)\n", @@ -1191,14 +518,14 @@ "print(f\"\\nFound {len(cluster_patterns)} clusters with the following patterns:\\n\")\n", "\n", "for cp in cluster_patterns[:15]: # Show first 15 clusters\n", - " print(f\"Cluster {cp['cluster_idx']+1} ({cp['size']} columns)\")\n", + " print(f\"Cluster {cp['cluster_idx'] + 1} ({cp['size']} columns)\")\n", " print(f\" Examples: {cp['sample_columns']}\")\n", - " \n", - " if cp['patterns']['suffixes']:\n", + "\n", + " if cp[\"patterns\"][\"suffixes\"]:\n", " print(f\" Common suffixes: {cp['patterns']['suffixes'][:3]}\")\n", - " if cp['patterns']['prefixes']:\n", + " if cp[\"patterns\"][\"prefixes\"]:\n", " print(f\" Common prefixes: {cp['patterns']['prefixes'][:3]}\")\n", - " if cp['patterns']['substrings']:\n", + " if cp[\"patterns\"][\"substrings\"]:\n", " print(f\" Common substrings: {cp['patterns']['substrings'][:5]}\")\n", " print()" ] @@ -1228,48 +555,24 @@ }, { "cell_type": "code", - "execution_count": 64, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "CATEGORIZATION RESULTS:\n", - "================================================================================\n", - "\n", - "Features (X matrix): 96 columns\n", - " Examples: ['E2F1_nuc_median', 'cycA_nuc_median', 'cycD1_nuc_median', 'p21_nuc_median', 'Skp2_nuc_median']\n", - "\n", - "Layers: 144 columns\n", - " Examples: ['cycB1_cyto_median', 'cycB1_PN_median', 'cycB1_PM_median', 'Fra1_PM_median', 'cycD1_cyto_median']\n", - "\n", - "Obs (metadata): 2 columns\n", - " Examples: ['age', 'phase']\n", - "\n", - "Excluded: 4 columns\n", - " Examples: ['Nuc_area', 'Cell_area', 'Cyto_area', 'Nuc_shape']\n", - "\n", - "Uncategorized: 49 columns\n", - " Examples: ['Int_Intg_DNA_nuc', 'AreaShape_FormFactor_cell', 'AKT_phospho/total_cell', 'ERK_phospho/total_cell', 'GSK3b_phospho/total_cell', 'RB_phospho/total_cell', 'S6_phospho/total_cell', 'p21_phospho/total_cell', 'p27_phospho/total_cell', 'p53_phospho/total_cell']\n" - ] - } - ], + "outputs": [], "source": [ "def filter_columns_by_patterns(\n", - " columns, \n", + " columns,\n", " clusters,\n", - " feature_patterns=None, \n", - " obs_patterns=None, \n", + " feature_patterns=None,\n", + " obs_patterns=None,\n", " layer_patterns=None,\n", - " exclude_patterns=None\n", + " exclude_patterns=None,\n", "):\n", " \"\"\"\n", " Categorize columns based on pattern matching.\n", - " \n", + "\n", " The clustering helps group similar columns, then you specify which patterns\n", " you want in each category.\n", - " \n", + "\n", " Args:\n", " columns: List of all column names\n", " clusters: The clustered groups from hierarchical clustering\n", @@ -1277,7 +580,7 @@ " obs_patterns: List of patterns for observation metadata\n", " layer_patterns: List of patterns for AnnData layers\n", " exclude_patterns: List of patterns to exclude entirely\n", - " \n", + "\n", " Returns:\n", " dict with keys 'features', 'obs', 'layers', 'excluded', 'uncategorized'\n", " \"\"\"\n", @@ -1289,46 +592,46 @@ " layer_patterns = []\n", " if exclude_patterns is None:\n", " exclude_patterns = []\n", - " \n", + "\n", " result = {\n", - " 'features': [],\n", - " 'obs': [],\n", - " 'layers': [],\n", - " 'excluded': [],\n", - " 'uncategorized': []\n", + " \"features\": [],\n", + " \"obs\": [],\n", + " \"layers\": [],\n", + " \"excluded\": [],\n", + " \"uncategorized\": [],\n", " }\n", - " \n", + "\n", " for col in columns:\n", " categorized = False\n", - " \n", + "\n", " # Check exclusions first\n", " if any(pattern in col for pattern in exclude_patterns):\n", - " result['excluded'].append(col)\n", + " result[\"excluded\"].append(col)\n", " categorized = True\n", " continue\n", - " \n", + "\n", " # Check feature patterns\n", " if any(pattern in col for pattern in feature_patterns):\n", - " result['features'].append(col)\n", + " result[\"features\"].append(col)\n", " categorized = True\n", " continue\n", - " \n", + "\n", " # Check obs patterns\n", " if any(pattern in col for pattern in obs_patterns):\n", - " result['obs'].append(col)\n", + " result[\"obs\"].append(col)\n", " categorized = True\n", " continue\n", - " \n", + "\n", " # Check layer patterns\n", " if any(pattern in col for pattern in layer_patterns):\n", - " result['layers'].append(col)\n", + " result[\"layers\"].append(col)\n", " categorized = True\n", " continue\n", - " \n", + "\n", " # If not categorized, add to uncategorized\n", " if not categorized:\n", - " result['uncategorized'].append(col)\n", - " \n", + " result[\"uncategorized\"].append(col)\n", + "\n", " return result\n", "\n", "\n", @@ -1336,10 +639,14 @@ "example_categorization = filter_columns_by_patterns(\n", " columns=list(csv.columns),\n", " clusters=final_grouped_clusters,\n", - " feature_patterns=['cell_median', 'nuc_median'], # These become your X matrix\n", - " layer_patterns=['PM_median', 'PN_median', 'cyto_median'], # These could go to layers\n", - " obs_patterns=['phase', 'age'], # Metadata\n", - " exclude_patterns=['PHATE', 'area', 'shape'] # Don't want these\n", + " feature_patterns=[\"cell_median\", \"nuc_median\"], # These become your X matrix\n", + " layer_patterns=[\n", + " \"PM_median\",\n", + " \"PN_median\",\n", + " \"cyto_median\",\n", + " ], # These could go to layers\n", + " obs_patterns=[\"phase\", \"age\"], # Metadata\n", + " exclude_patterns=[\"PHATE\", \"area\", \"shape\"], # Don't want these\n", ")\n", "\n", "print(\"CATEGORIZATION RESULTS:\")\n", @@ -1398,34 +705,9 @@ }, { "cell_type": "code", - "execution_count": 65, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "✓ Features DataFrame: (6797, 96)\n", - "✓ Obs DataFrame: (6797, 2)\n", - "✓ Layers:\n", - " - cyto_median: (6797, 48)\n", - " - PM_median: (6797, 48)\n", - " - PN_median: (6797, 48)\n", - "\n", - "✓ Uncategorized: 48 columns\n", - " These need decisions: ['Int_Intg_DNA_nuc', 'AreaShape_FormFactor_cell', 'AKT_phospho/total_cell', 'ERK_phospho/total_cell', 'GSK3b_phospho/total_cell']...\n", - " (6797, 96)\n", - "✓ Obs DataFrame: (6797, 2)\n", - "✓ Layers:\n", - " - cyto_median: (6797, 48)\n", - " - PM_median: (6797, 48)\n", - " - PN_median: (6797, 48)\n", - "\n", - "✓ Uncategorized: 48 columns\n", - " These need decisions: ['Int_Intg_DNA_nuc', 'AreaShape_FormFactor_cell', 'AKT_phospho/total_cell', 'ERK_phospho/total_cell', 'GSK3b_phospho/total_cell']...\n" - ] - } - ], + "outputs": [], "source": [ "# YOUR DESIRED WORKFLOW: Select the patterns you want\n", "\n", @@ -1434,56 +716,41 @@ "categorized = filter_columns_by_patterns(\n", " columns=list(csv.columns),\n", " clusters=final_grouped_clusters,\n", - " \n", " # YOU DECIDE: Which patterns go where\n", - " feature_patterns=['cell_median', 'nuc_median'], # Main features for analysis\n", - " layer_patterns=['cyto_median', 'PM_median', 'PN_median'], # Alternative measurements\n", - " obs_patterns=['phase', 'age'], # Metadata/annotations\n", - " exclude_patterns=['PHATE', 'area', 'shape', 'density'] # Not needed\n", + " feature_patterns=[\"cell_median\", \"nuc_median\"], # Main features for analysis\n", + " layer_patterns=[\n", + " \"cyto_median\",\n", + " \"PM_median\",\n", + " \"PN_median\",\n", + " ], # Alternative measurements\n", + " obs_patterns=[\"phase\", \"age\"], # Metadata/annotations\n", + " exclude_patterns=[\"PHATE\", \"area\", \"shape\", \"density\"], # Not needed\n", ")\n", "\n", "# 3. Use the categorization to split your dataframe\n", - "features_df = csv[categorized['features']].copy()\n", + "features_df = csv[categorized[\"features\"]].copy()\n", "layers_dict = {\n", - " 'cyto_median': csv[[c for c in categorized['layers'] if 'cyto_median' in c]],\n", - " 'PM_median': csv[[c for c in categorized['layers'] if 'PM_median' in c]],\n", - " 'PN_median': csv[[c for c in categorized['layers'] if 'PN_median' in c]],\n", + " \"cyto_median\": csv[[c for c in categorized[\"layers\"] if \"cyto_median\" in c]],\n", + " \"PM_median\": csv[[c for c in categorized[\"layers\"] if \"PM_median\" in c]],\n", + " \"PN_median\": csv[[c for c in categorized[\"layers\"] if \"PN_median\" in c]],\n", "}\n", - "obs_df = csv[categorized['obs']].copy()\n", + "obs_df = csv[categorized[\"obs\"]].copy()\n", "\n", "print(\"✓ Features DataFrame:\", features_df.shape)\n", "print(\"✓ Obs DataFrame:\", obs_df.shape)\n", "print(\"✓ Layers:\")\n", "for layer_name, layer_df in layers_dict.items():\n", " print(f\" - {layer_name}: {layer_df.shape}\")\n", - " \n", + "\n", "print(f\"\\n✓ Uncategorized: {len(categorized['uncategorized'])} columns\")\n", "print(f\" These need decisions: {categorized['uncategorized'][:5]}...\")" ] }, { "cell_type": "code", - "execution_count": 66, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "UNCATEGORIZED COLUMNS BY CLUSTER:\n", - "================================================================================\n", - "\n", - "Cluster 4 (4 uncategorized / 4 total)\n", - " Patterns: nuc\n", - " Columns: ['Int_Intg_DNA_nuc', 'cycD1_over_p21', 'CDK2_cyto_over_nuc', 'cyto_over_DNA']\n", - "\n", - "Cluster 6 (1 uncategorized / 1 total)\n", - " Patterns: FormFactor_cell, cell\n", - " Columns: ['AreaShape_FormFactor_cell']\n" - ] - } - ], + "outputs": [], "source": [ "# Show uncategorized columns organized by their clusters\n", "# This helps you decide what to do with them\n", @@ -1491,21 +758,23 @@ "print(\"\\nUNCATEGORIZED COLUMNS BY CLUSTER:\")\n", "print(\"=\" * 80)\n", "\n", - "uncategorized_set = set(categorized['uncategorized'])\n", + "uncategorized_set = set(categorized[\"uncategorized\"])\n", "\n", "for idx, cluster in enumerate(final_grouped_clusters):\n", " # Check if this cluster has any uncategorized columns\n", " uncategorized_in_cluster = [col for col in cluster if col in uncategorized_set]\n", - " \n", + "\n", " if uncategorized_in_cluster:\n", " patterns = extract_common_patterns(cluster, min_frequency=0.5)\n", - " print(f\"\\nCluster {idx+1} ({len(uncategorized_in_cluster)} uncategorized / {len(cluster)} total)\")\n", - " \n", - " if patterns['suffixes']:\n", + " print(\n", + " f\"\\nCluster {idx + 1} ({len(uncategorized_in_cluster)} uncategorized / {len(cluster)} total)\"\n", + " )\n", + "\n", + " if patterns[\"suffixes\"]:\n", " print(f\" Patterns: {', '.join(patterns['suffixes'][:3])}\")\n", - " elif patterns['substrings']:\n", + " elif patterns[\"substrings\"]:\n", " print(f\" Common words: {', '.join(patterns['substrings'][:3])}\")\n", - " \n", + "\n", " print(f\" Columns: {uncategorized_in_cluster[:5]}\")\n", " if len(uncategorized_in_cluster) > 5:\n", " print(f\" ... and {len(uncategorized_in_cluster) - 5} more\")" @@ -1542,100 +811,78 @@ }, { "cell_type": "code", - "execution_count": 67, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "AUTOMATIC HEURISTIC CATEGORIZATION:\n", - "================================================================================\n", - "\n", - "✓ Features (X matrix): 133 columns\n", - " Examples: ['E2F1_nuc_median', 'cycA_nuc_median', 'cycD1_nuc_median', 'p21_nuc_median', 'Int_Intg_DNA_nuc', 'Skp2_nuc_median', 'Cdt1_nuc_median', 'Cdh1_nuc_median']\n", - "\n", - "✓ Layers: 154 columns\n", - " Examples: ['cycB1_cyto_median', 'cycB1_PN_median', 'cycB1_PM_median', 'Fra1_PM_median', 'cycD1_cyto_median']\n", - "\n", - "✓ Obs (metadata): 2 columns\n", - " All obs: ['age', 'phase']\n", - "\n", - "✓ Excluded: 6 columns\n", - " Examples: ['Nuc_area', 'Cell_area', 'Cyto_area', 'Nuc_shape', 'AreaShape_FormFactor_cell']\n", - "\n", - "⚠ Uncategorized: 0 columns (need rules or manual review)\n", - " Examples: []\n" - ] - } - ], + "outputs": [], "source": [ "def auto_categorize_columns_heuristic(columns, clusters):\n", " \"\"\"\n", " Automatic categorization using simple heuristics - NO LLM needed!\n", - " \n", + "\n", " This uses rules based on common naming patterns in biology datasets.\n", " You can customize these rules for your specific use case.\n", " \"\"\"\n", - " \n", + "\n", " result = {\n", - " 'features': [],\n", - " 'obs': [],\n", - " 'layers': [],\n", - " 'excluded': [],\n", - " 'uncategorized': []\n", + " \"features\": [],\n", + " \"obs\": [],\n", + " \"layers\": [],\n", + " \"excluded\": [],\n", + " \"uncategorized\": [],\n", " }\n", - " \n", + "\n", " for col in columns:\n", " col_lower = col.lower()\n", - " \n", + "\n", " # Rule 1: PHATE/UMAP/tSNE are dimensionality reductions -> exclude from features\n", - " if any(x in col_lower for x in ['phate', 'umap', 'tsne', 'pca']):\n", - " result['excluded'].append(col)\n", - " \n", - " # Rule 2: Shape and area measurements -> often excluded or separate layer\n", - " elif any(x in col_lower for x in ['area', 'shape', 'formfactor', 'density']):\n", - " result['excluded'].append(col)\n", - " \n", + " if any(x in col_lower for x in [\"phate\", \"umap\", \"tsne\", \"pca\"]) or any(\n", + " x in col_lower for x in [\"area\", \"shape\", \"formfactor\", \"density\"]\n", + " ):\n", + " result[\"excluded\"].append(col)\n", + "\n", " # Rule 3: Phase, age, condition, treatment -> metadata (obs)\n", - " elif any(x in col_lower for x in ['phase', 'age', 'condition', 'treatment', 'timepoint', 'replicate']):\n", - " result['obs'].append(col)\n", - " \n", + " elif any(\n", + " x in col_lower\n", + " for x in [\n", + " \"phase\",\n", + " \"age\",\n", + " \"condition\",\n", + " \"treatment\",\n", + " \"timepoint\",\n", + " \"replicate\",\n", + " ]\n", + " ):\n", + " result[\"obs\"].append(col)\n", + "\n", " # Rule 4: Main feature patterns - nucleus and cell medians are typically primary features\n", - " elif any(pattern in col for pattern in ['nuc_median', 'cell_median']):\n", - " result['features'].append(col)\n", - " \n", + " elif any(pattern in col for pattern in [\"nuc_median\", \"cell_median\"]):\n", + " result[\"features\"].append(col)\n", + "\n", " # Rule 5: Cytoplasm medians could be layers (alternative measurements)\n", - " elif 'cyto_median' in col:\n", - " result['layers'].append(col)\n", - " \n", - " # Rule 6: PM/PN ratios or perinuclear measurements -> layers\n", - " elif any(x in col for x in ['PM_median', 'PN_median', '_PM', '_PN']):\n", - " result['layers'].append(col)\n", - " \n", + " elif \"cyto_median\" in col or any(\n", + " x in col for x in [\"PM_median\", \"PN_median\", \"_PM\", \"_PN\"]\n", + " ):\n", + " result[\"layers\"].append(col)\n", + "\n", " # Rule 7: Phospho/total ratios -> often features\n", - " elif 'phospho/total' in col:\n", - " result['features'].append(col)\n", - " \n", - " # Rule 8: Integrated intensity, DNA content -> features\n", - " elif any(x in col for x in ['Int_Intg', 'DNA_content', 'foci']):\n", - " result['features'].append(col)\n", - " \n", - " # Rule 9: Ratios (with \"_over_\" or \"/\") -> features\n", - " elif '_over_' in col or ('/' in col and 'phospho' not in col):\n", - " result['features'].append(col)\n", - " \n", + " elif (\n", + " \"phospho/total\" in col\n", + " or any(x in col for x in [\"Int_Intg\", \"DNA_content\", \"foci\"])\n", + " or \"_over_\" in col\n", + " or (\"/\" in col and \"phospho\" not in col)\n", + " ):\n", + " result[\"features\"].append(col)\n", + "\n", " # Everything else -> uncategorized (needs manual review)\n", " else:\n", - " result['uncategorized'].append(col)\n", - " \n", + " result[\"uncategorized\"].append(col)\n", + "\n", " return result\n", "\n", "\n", "# Test automatic categorization\n", "auto_categorized = auto_categorize_columns_heuristic(\n", - " columns=list(csv.columns),\n", - " clusters=final_grouped_clusters\n", + " columns=list(csv.columns), clusters=final_grouped_clusters\n", ")\n", "\n", "print(\"AUTOMATIC HEURISTIC CATEGORIZATION:\")\n", @@ -1648,7 +895,9 @@ "print(f\" All obs: {auto_categorized['obs']}\")\n", "print(f\"\\n✓ Excluded: {len(auto_categorized['excluded'])} columns\")\n", "print(f\" Examples: {auto_categorized['excluded'][:5]}\")\n", - "print(f\"\\n⚠ Uncategorized: {len(auto_categorized['uncategorized'])} columns (need rules or manual review)\")\n", + "print(\n", + " f\"\\n⚠ Uncategorized: {len(auto_categorized['uncategorized'])} columns (need rules or manual review)\"\n", + ")\n", "print(f\" Examples: {auto_categorized['uncategorized'][:10]}\")" ] }, @@ -1684,24 +933,9 @@ }, { "cell_type": "code", - "execution_count": 68, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "ename": "ValueError", - "evalue": "Value passed for key 'cyto_median' is of incorrect shape. Values of layers must match dimensions ('obs', 'var') of parent. Value had shape (6797, 48) while it should have had (6797, 143).", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mValueError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[1;32mIn[68], line 129\u001b[0m\n\u001b[0;32m 125\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m adata\n\u001b[0;32m 128\u001b[0m \u001b[38;5;66;03m# Test the automated pipeline\u001b[39;00m\n\u001b[1;32m--> 129\u001b[0m adata_auto, diagnostics \u001b[38;5;241m=\u001b[39m \u001b[43mcsv_to_anndata_auto\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m 130\u001b[0m \u001b[43m \u001b[49m\u001b[43mcsv\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 131\u001b[0m \u001b[43m \u001b[49m\u001b[43mreturn_diagnostics\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\n\u001b[0;32m 132\u001b[0m \u001b[43m)\u001b[49m\n\u001b[0;32m 134\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mAUTOMATED PIPELINE RESULTS:\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m 135\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m=\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;241m*\u001b[39m \u001b[38;5;241m80\u001b[39m)\n", - "Cell \u001b[1;32mIn[68], line 110\u001b[0m, in \u001b[0;36mcsv_to_anndata_auto\u001b[1;34m(df, feature_rules, layer_rules, obs_rules, exclude_rules, clustering_threshold, return_diagnostics)\u001b[0m\n\u001b[0;32m 108\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m layer_name, layer_cols \u001b[38;5;129;01min\u001b[39;00m layer_patterns\u001b[38;5;241m.\u001b[39mitems():\n\u001b[0;32m 109\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m layer_cols:\n\u001b[1;32m--> 110\u001b[0m \u001b[43madata\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mlayers\u001b[49m\u001b[43m[\u001b[49m\u001b[43mlayer_name\u001b[49m\u001b[43m]\u001b[49m \u001b[38;5;241m=\u001b[39m df[layer_cols]\u001b[38;5;241m.\u001b[39mvalues\n\u001b[0;32m 112\u001b[0m \u001b[38;5;66;03m# Return with diagnostics if requested\u001b[39;00m\n\u001b[0;32m 113\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m return_diagnostics:\n", - "File \u001b[1;32mc:\\Users\\dap182\\AppData\\Local\\pypoetry\\Cache\\virtualenvs\\cc-mapping-UTHkMOyl-py3.10\\lib\\site-packages\\anndata\\_core\\aligned_mapping.py:216\u001b[0m, in \u001b[0;36mAlignedActual.__setitem__\u001b[1;34m(self, key, value)\u001b[0m\n\u001b[0;32m 215\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21m__setitem__\u001b[39m(\u001b[38;5;28mself\u001b[39m, key: \u001b[38;5;28mstr\u001b[39m, value: Value):\n\u001b[1;32m--> 216\u001b[0m value \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_validate_value\u001b[49m\u001b[43m(\u001b[49m\u001b[43mvalue\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mkey\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 217\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_data[key] \u001b[38;5;241m=\u001b[39m value\n", - "File \u001b[1;32mc:\\Users\\dap182\\AppData\\Local\\pypoetry\\Cache\\virtualenvs\\cc-mapping-UTHkMOyl-py3.10\\lib\\site-packages\\anndata\\_core\\aligned_mapping.py:97\u001b[0m, in \u001b[0;36mAlignedMappingBase._validate_value\u001b[1;34m(self, val, key)\u001b[0m\n\u001b[0;32m 91\u001b[0m dims \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mtuple\u001b[39m((\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mobs\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mvar\u001b[39m\u001b[38;5;124m\"\u001b[39m)[ax] \u001b[38;5;28;01mfor\u001b[39;00m ax \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39maxes)\n\u001b[0;32m 92\u001b[0m msg \u001b[38;5;241m=\u001b[39m (\n\u001b[0;32m 93\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mValue passed for key \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mkey\u001b[38;5;132;01m!r}\u001b[39;00m\u001b[38;5;124m is of incorrect shape. \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 94\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mValues of \u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mattrname\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m must match dimensions \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mdims\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m of parent. \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 95\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mValue had shape \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mactual_shape\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m while it should have had \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mright_shape\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 96\u001b[0m )\n\u001b[1;32m---> 97\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(msg)\n\u001b[0;32m 99\u001b[0m name \u001b[38;5;241m=\u001b[39m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mattrname\u001b[38;5;241m.\u001b[39mtitle()\u001b[38;5;241m.\u001b[39mrstrip(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124ms\u001b[39m\u001b[38;5;124m'\u001b[39m)\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mkey\u001b[38;5;132;01m!r}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 100\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m coerce_array(val, name\u001b[38;5;241m=\u001b[39mname, allow_df\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_allow_df)\n", - "\u001b[1;31mValueError\u001b[0m: Value passed for key 'cyto_median' is of incorrect shape. Values of layers must match dimensions ('obs', 'var') of parent. Value had shape (6797, 48) while it should have had (6797, 143)." - ] - } - ], + "outputs": [], "source": [ "def csv_to_anndata_auto(\n", " df,\n", @@ -1710,16 +944,16 @@ " obs_rules=None,\n", " exclude_rules=None,\n", " clustering_threshold=0.80,\n", - " return_diagnostics=False\n", + " return_diagnostics=False,\n", "):\n", " \"\"\"\n", " Automated pipeline: CSV → AnnData with minimal user input.\n", - " \n", + "\n", " Steps:\n", " 1. Cluster similar column names\n", " 2. Auto-categorize columns using heuristic rules\n", " 3. Build AnnData object with proper structure\n", - " \n", + "\n", " Args:\n", " df: Input DataFrame\n", " feature_rules: Custom rules for features (optional, uses defaults)\n", @@ -1728,118 +962,131 @@ " exclude_rules: Custom rules for exclusions (optional, uses defaults)\n", " clustering_threshold: Levenshtein distance threshold for clustering\n", " return_diagnostics: If True, returns (adata, diagnostics_dict)\n", - " \n", + "\n", " Returns:\n", " AnnData object (or tuple with diagnostics if requested)\n", " \"\"\"\n", - " \n", + "\n", " # Default rules (can be overridden)\n", " if feature_rules is None:\n", " feature_rules = [\n", - " lambda col: 'nuc_median' in col,\n", - " lambda col: 'cell_median' in col,\n", - " lambda col: 'phospho/total' in col,\n", - " lambda col: 'Int_Intg' in col,\n", - " lambda col: '_over_' in col and 'phospho' not in col,\n", - " lambda col: 'DNA_content' in col,\n", - " lambda col: 'foci' in col,\n", + " lambda col: \"nuc_median\" in col,\n", + " lambda col: \"cell_median\" in col,\n", + " lambda col: \"phospho/total\" in col,\n", + " lambda col: \"Int_Intg\" in col,\n", + " lambda col: \"_over_\" in col and \"phospho\" not in col,\n", + " lambda col: \"DNA_content\" in col,\n", + " lambda col: \"foci\" in col,\n", " ]\n", - " \n", + "\n", " if layer_rules is None:\n", " layer_rules = [\n", - " lambda col: 'cyto_median' in col,\n", - " lambda col: 'PM_median' in col or '_PM' in col,\n", - " lambda col: 'PN_median' in col or '_PN' in col,\n", + " lambda col: \"cyto_median\" in col,\n", + " lambda col: \"PM_median\" in col or \"_PM\" in col,\n", + " lambda col: \"PN_median\" in col or \"_PN\" in col,\n", " ]\n", - " \n", + "\n", " if obs_rules is None:\n", " obs_rules = [\n", - " lambda col: col.lower() in ['phase', 'age', 'condition', 'treatment', 'timepoint'],\n", + " lambda col: (\n", + " col.lower() in [\"phase\", \"age\", \"condition\", \"treatment\", \"timepoint\"]\n", + " ),\n", " ]\n", - " \n", + "\n", " if exclude_rules is None:\n", " exclude_rules = [\n", - " lambda col: any(x in col.lower() for x in ['phate', 'umap', 'tsne', 'pca']),\n", - " lambda col: any(x in col.lower() for x in ['area', 'shape', 'formfactor', 'density']),\n", + " lambda col: any(x in col.lower() for x in [\"phate\", \"umap\", \"tsne\", \"pca\"]),\n", + " lambda col: any(\n", + " x in col.lower() for x in [\"area\", \"shape\", \"formfactor\", \"density\"]\n", + " ),\n", " ]\n", - " \n", + "\n", " # Step 1: Cluster columns\n", " columns = list(df.columns)\n", " clusters = group_columns_hierarchical_internal_sort(\n", " columns,\n", " normalized_threshold=clustering_threshold,\n", - " linkage_method='average',\n", - " sort_clusters_by='size'\n", + " linkage_method=\"average\",\n", + " sort_clusters_by=\"size\",\n", " )\n", - " \n", + "\n", " # Step 2: Categorize columns\n", - " categorized = {'features': [], 'layers': [], 'obs': [], 'excluded': [], 'uncategorized': []}\n", - " \n", + " categorized = {\n", + " \"features\": [],\n", + " \"layers\": [],\n", + " \"obs\": [],\n", + " \"excluded\": [],\n", + " \"uncategorized\": [],\n", + " }\n", + "\n", " for col in columns:\n", " # Check each rule category in order\n", " if any(rule(col) for rule in exclude_rules):\n", - " categorized['excluded'].append(col)\n", + " categorized[\"excluded\"].append(col)\n", " elif any(rule(col) for rule in obs_rules):\n", - " categorized['obs'].append(col)\n", + " categorized[\"obs\"].append(col)\n", " elif any(rule(col) for rule in feature_rules):\n", - " categorized['features'].append(col)\n", + " categorized[\"features\"].append(col)\n", " elif any(rule(col) for rule in layer_rules):\n", - " categorized['layers'].append(col)\n", + " categorized[\"layers\"].append(col)\n", " else:\n", - " categorized['uncategorized'].append(col)\n", - " \n", + " categorized[\"uncategorized\"].append(col)\n", + "\n", " # Step 3: Build AnnData\n", " # Features go in X\n", - " X = df[categorized['features']].values if categorized['features'] else None\n", - " \n", + " X = df[categorized[\"features\"]].values if categorized[\"features\"] else None\n", + "\n", " # Obs goes in obs\n", - " obs_df = df[categorized['obs']].copy() if categorized['obs'] else None\n", - " \n", + " obs_df = df[categorized[\"obs\"]].copy() if categorized[\"obs\"] else None\n", + "\n", " # Var metadata\n", - " var_df = pd.DataFrame(index=categorized['features']) if categorized['features'] else None\n", - " \n", + " var_df = (\n", + " pd.DataFrame(index=categorized[\"features\"]) if categorized[\"features\"] else None\n", + " )\n", + "\n", " # Create base AnnData\n", " adata = ad.AnnData(X=X, obs=obs_df, var=var_df)\n", - " \n", + "\n", " # Add layers if any\n", - " if categorized['layers']:\n", + " if categorized[\"layers\"]:\n", " # Group layers by pattern\n", " layer_patterns = {\n", - " 'cyto_median': [c for c in categorized['layers'] if 'cyto_median' in c],\n", - " 'PM_median': [c for c in categorized['layers'] if 'PM_median' in c or '_PM' in c],\n", - " 'PN_median': [c for c in categorized['layers'] if 'PN_median' in c or '_PN' in c],\n", + " \"cyto_median\": [c for c in categorized[\"layers\"] if \"cyto_median\" in c],\n", + " \"PM_median\": [\n", + " c for c in categorized[\"layers\"] if \"PM_median\" in c or \"_PM\" in c\n", + " ],\n", + " \"PN_median\": [\n", + " c for c in categorized[\"layers\"] if \"PN_median\" in c or \"_PN\" in c\n", + " ],\n", " }\n", - " \n", + "\n", " for layer_name, layer_cols in layer_patterns.items():\n", " if layer_cols:\n", " adata.layers[layer_name] = df[layer_cols].values\n", - " \n", + "\n", " # Return with diagnostics if requested\n", " if return_diagnostics:\n", " diagnostics = {\n", - " 'clusters': clusters,\n", - " 'categorization': categorized,\n", - " 'n_features': len(categorized['features']),\n", - " 'n_layers': len(categorized['layers']),\n", - " 'n_obs_columns': len(categorized['obs']),\n", - " 'n_excluded': len(categorized['excluded']),\n", - " 'n_uncategorized': len(categorized['uncategorized']),\n", + " \"clusters\": clusters,\n", + " \"categorization\": categorized,\n", + " \"n_features\": len(categorized[\"features\"]),\n", + " \"n_layers\": len(categorized[\"layers\"]),\n", + " \"n_obs_columns\": len(categorized[\"obs\"]),\n", + " \"n_excluded\": len(categorized[\"excluded\"]),\n", + " \"n_uncategorized\": len(categorized[\"uncategorized\"]),\n", " }\n", " return adata, diagnostics\n", - " \n", + "\n", " return adata\n", "\n", "\n", "# Test the automated pipeline\n", - "adata_auto, diagnostics = csv_to_anndata_auto(\n", - " csv,\n", - " return_diagnostics=True\n", - ")\n", + "adata_auto, diagnostics = csv_to_anndata_auto(csv, return_diagnostics=True)\n", "\n", "print(\"AUTOMATED PIPELINE RESULTS:\")\n", "print(\"=\" * 80)\n", "print(f\"\\n✓ AnnData object created: {adata_auto}\")\n", - "print(f\"\\n✓ Diagnostics:\")\n", + "print(\"\\n✓ Diagnostics:\")\n", "print(f\" - Features (X): {diagnostics['n_features']} columns\")\n", "print(f\" - Layers: {diagnostics['n_layers']} columns\")\n", "print(f\" - Obs metadata: {diagnostics['n_obs_columns']} columns\")\n", diff --git a/notebooks/Cell_Cycle_Map_Workflow.ipynb b/notebooks/Cell_Cycle_Map_Workflow.ipynb index 0226b5f..eeb7878 100644 --- a/notebooks/Cell_Cycle_Map_Workflow.ipynb +++ b/notebooks/Cell_Cycle_Map_Workflow.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "06d7a05c", + "id": "0", "metadata": {}, "source": [ "# Cell Cycle Map Workflow\n", @@ -23,16 +23,9 @@ }, { "cell_type": "code", - "execution_count": 1, - "id": "23179e84", - "metadata": { - "execution": { - "iopub.execute_input": "2026-09-14T20:36:40.541794Z", - "iopub.status.busy": "2026-09-14T20:36:40.541794Z", - "iopub.status.idle": "2026-09-14T20:36:43.508162Z", - "shell.execute_reply": "2026-09-14T20:36:43.508162Z" - } - }, + "execution_count": null, + "id": "1", + "metadata": {}, "outputs": [], "source": [ "from pathlib import Path\n", @@ -51,7 +44,7 @@ }, { "cell_type": "markdown", - "id": "235cefbd", + "id": "2", "metadata": {}, "source": [ "## Download the data\n", @@ -61,16 +54,9 @@ }, { "cell_type": "code", - "execution_count": 2, - "id": "b747041f", - "metadata": { - "execution": { - "iopub.execute_input": "2026-09-14T20:36:43.511169Z", - "iopub.status.busy": "2026-09-14T20:36:43.510168Z", - "iopub.status.idle": "2026-09-14T20:36:43.514608Z", - "shell.execute_reply": "2026-09-14T20:36:43.514608Z" - } - }, + "execution_count": null, + "id": "3", + "metadata": {}, "outputs": [], "source": [ "url = \"https://zenodo.org/records/4525425/files/control_manifold_allfeatures.csv?download=1\"\n", @@ -88,7 +74,7 @@ }, { "cell_type": "markdown", - "id": "2dc4141e", + "id": "4", "metadata": {}, "source": [ "## Load the data and build an AnnData object" @@ -96,268 +82,10 @@ }, { "cell_type": "code", - "execution_count": 3, - "id": "7efc551c", - "metadata": { - "execution": { - "iopub.execute_input": "2026-09-14T20:36:43.516616Z", - "iopub.status.busy": "2026-09-14T20:36:43.516616Z", - "iopub.status.idle": "2026-09-14T20:36:43.871928Z", - "shell.execute_reply": "2026-09-14T20:36:43.871928Z" - } - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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" - ], - "text/plain": [ - " E2F1_nuc_median cycA_nuc_median cycD1_nuc_median \\\n", - "Unnamed: 0.1.1 \n", - "0 0.006851 0.005875 0.019471 \n", - "1 0.012360 0.028153 0.007462 \n", - "2 0.007279 0.005707 0.006592 \n", - "3 0.006531 0.016602 0.009369 \n", - "5 0.006744 0.006027 0.009033 \n", - "\n", - " p21_nuc_median Int_Intg_DNA_nuc Skp2_nuc_median \\\n", - "Unnamed: 0.1.1 \n", - "0 0.026032 5.746899 0.006493 \n", - "1 0.004318 8.852262 0.022797 \n", - "2 0.003632 4.951003 0.015366 \n", - "3 0.006264 10.466743 0.019196 \n", - "5 0.005295 5.249119 0.010422 \n", - "\n", - " Cdt1_nuc_median Nuc_area Cdh1_nuc_median cycE_nuc_median \\\n", - "Unnamed: 0.1.1 \n", - "0 0.005158 553.0 0.014336 0.009262 \n", - "1 0.005951 490.0 0.015229 0.008392 \n", - "2 0.004929 363.0 0.005730 0.009117 \n", - "3 0.005234 579.0 0.009361 0.007118 \n", - "5 0.007797 296.0 0.008896 0.007767 \n", - "\n", - " ... RSK1_phospho/total_PN cycD1_over_p21 cyto_over_DNA \\\n", - "Unnamed: 0.1.1 ... \n", - "0 ... 1.160714 0.747948 909.012025 \n", - "1 ... 1.267760 1.727915 654.860857 \n", - "2 ... 1.029940 1.815126 537.062859 \n", - "3 ... 1.096774 1.495737 361.621566 \n", - "5 ... 1.088757 1.706052 532.660833 \n", - "\n", - " CDK2_cyto_over_nuc STAT3_phospho/total_nuc age phase \\\n", - "Unnamed: 0.1.1 \n", - "0 3.974065 1.770186 10.263173 G1 \n", - "1 4.824163 1.455814 12.109644 S \n", - "2 4.273837 1.290323 4.954907 G1 \n", - "3 3.177175 1.435065 13.424587 G2 \n", - "5 6.257769 1.266304 1.828240 G1 \n", - "\n", - " PCNA_foci DNA_content Local_cell_density \n", - "Unnamed: 0.1.1 \n", - "0 0.005151 2.298759 7.0 \n", - "1 0.006861 3.540905 1.0 \n", - "2 0.004148 1.980401 6.0 \n", - "3 0.002457 4.186697 9.0 \n", - "5 0.003277 2.099648 3.0 \n", - "\n", - "[5 rows x 295 columns]" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "id": "5", + "metadata": {}, + "outputs": [], "source": [ "csv = pd.read_csv(download_path, index_col=0, low_memory=False)\n", "csv.index = csv.index.astype(str)\n", @@ -373,29 +101,10 @@ }, { "cell_type": "code", - "execution_count": 4, - "id": "53581ef3", - "metadata": { - "execution": { - "iopub.execute_input": "2026-09-14T20:36:43.873933Z", - "iopub.status.busy": "2026-09-14T20:36:43.873933Z", - "iopub.status.idle": "2026-09-14T20:36:43.884089Z", - "shell.execute_reply": "2026-09-14T20:36:43.884089Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "AnnData object with n_obs × n_vars = 6797 × 294\n", - " obs: 'phase'" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "id": "6", + "metadata": {}, + "outputs": [], "source": [ "# String columns become per-cell annotations (adata.obs); numeric columns become features (adata.X)\n", "obs = csv.select_dtypes(include=\"object\")\n", @@ -407,7 +116,7 @@ }, { "cell_type": "markdown", - "id": "c4e9a169", + "id": "7", "metadata": {}, "source": [ "## Keep the proliferating cells and set the phase colors\n", @@ -417,34 +126,14 @@ }, { "cell_type": "code", - "execution_count": 5, - "id": "e77ae045", - "metadata": { - "execution": { - "iopub.execute_input": "2026-09-14T20:36:43.886095Z", - "iopub.status.busy": "2026-09-14T20:36:43.886095Z", - "iopub.status.idle": "2026-09-14T20:36:43.904039Z", - "shell.execute_reply": "2026-09-14T20:36:43.904039Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "phase\n", - "G1 3803\n", - "S 2005\n", - "G2 940\n", - "Name: count, dtype: int64" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "id": "8", + "metadata": {}, + "outputs": [], "source": [ - "adata = preprocess.row_data_partitioning(adata, search_str=[\"G1\", \"S\", \"G2\"], search_obs=\"phase\")\n", + "adata = preprocess.row_data_partitioning(\n", + " adata, search_str=[\"G1\", \"S\", \"G2\"], search_obs=\"phase\"\n", + ")\n", "\n", "adata.obs[\"phase\"] = pd.Categorical(adata.obs[\"phase\"], categories=[\"G1\", \"S\", \"G2\"])\n", "adata.uns[\"phase_colors\"] = [\"orange\", \"orchid\", \"dodgerblue\"]\n", @@ -454,7 +143,7 @@ }, { "cell_type": "markdown", - "id": "63e60c27", + "id": "9", "metadata": {}, "source": [ "## Feature selection with a random forest\n", @@ -467,38 +156,10 @@ }, { "cell_type": "code", - "execution_count": 6, - "id": "cc69b7da", - "metadata": { - "execution": { - "iopub.execute_input": "2026-09-14T20:36:43.907044Z", - "iopub.status.busy": "2026-09-14T20:36:43.906047Z", - "iopub.status.idle": "2026-09-14T20:36:47.590201Z", - "shell.execute_reply": "2026-09-14T20:36:47.590201Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "['p21_phospho/total_nuc', 'age']" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "id": "10", + "metadata": {}, + "outputs": [], "source": [ "rf_threshold = 0.05\n", "feature_set_name = f\"RMM_PROL_{rf_threshold}\"\n", @@ -517,28 +178,10 @@ }, { "cell_type": "code", - "execution_count": 7, - "id": "7e3dc7c6", - "metadata": { - "execution": { - "iopub.execute_input": "2026-09-14T20:36:47.592207Z", - "iopub.status.busy": "2026-09-14T20:36:47.592207Z", - "iopub.status.idle": "2026-09-14T20:36:48.568288Z", - "shell.execute_reply": "2026-09-14T20:36:48.568288Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "['cycA_nuc_median', 'p21_nuc_median', 'p21_phospho/total_nuc', 'age']" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "id": "11", + "metadata": {}, + "outputs": [], "source": [ "num_features = 4\n", "\n", @@ -551,7 +194,7 @@ }, { "cell_type": "markdown", - "id": "b9b15c5a", + "id": "12", "metadata": {}, "source": [ "Any boolean column in `adata.var` can be used as a feature set, so you can also define one by hand:" @@ -559,16 +202,9 @@ }, { "cell_type": "code", - "execution_count": 8, - "id": "a4afa087", - "metadata": { - "execution": { - "iopub.execute_input": "2026-09-14T20:36:48.570985Z", - "iopub.status.busy": "2026-09-14T20:36:48.569480Z", - "iopub.status.idle": "2026-09-14T20:36:48.573976Z", - "shell.execute_reply": "2026-09-14T20:36:48.573976Z" - } - }, + "execution_count": null, + "id": "13", + "metadata": {}, "outputs": [], "source": [ "adata.var[\"all_features\"] = True" @@ -576,7 +212,7 @@ }, { "cell_type": "markdown", - "id": "71913c53", + "id": "14", "metadata": {}, "source": [ "## PHATE hyperparameter search\n", @@ -586,16 +222,9 @@ }, { "cell_type": "code", - "execution_count": 9, - "id": "a54a1ba1", - "metadata": { - "execution": { - "iopub.execute_input": "2026-09-14T20:36:48.576982Z", - "iopub.status.busy": "2026-09-14T20:36:48.576982Z", - "iopub.status.idle": "2026-09-14T20:36:48.599513Z", - "shell.execute_reply": "2026-09-14T20:36:48.599513Z" - } - }, + "execution_count": null, + "id": "15", + "metadata": {}, "outputs": [], "source": [ "adata.layers[\"z-score\"] = st.zscore(adata.X, axis=0)" @@ -603,174 +232,10 @@ }, { "cell_type": "code", - "execution_count": 10, - "id": "dc53f260", - "metadata": { - "execution": { - "iopub.execute_input": "2026-09-14T20:36:48.601650Z", - "iopub.status.busy": "2026-09-14T20:36:48.601650Z", - "iopub.status.idle": "2026-09-14T20:39:19.877272Z", - "shell.execute_reply": "2026-09-14T20:39:19.876265Z" - } - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "\r", - "Generating hyperparameter search plots: 0%| | 0/2 [00:00" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "id": "16", + "metadata": {}, + "outputs": [], "source": [ "base_config = manifold.PHATEConfig(n_components=2, n_jobs=-1, random_state=0)\n", "\n", @@ -801,7 +266,7 @@ }, { "cell_type": "markdown", - "id": "37b4ccd8", + "id": "17", "metadata": {}, "source": [ "## Run PHATE with the chosen parameters" @@ -809,48 +274,10 @@ }, { "cell_type": "code", - "execution_count": 11, - "id": "2f3e8b34", - "metadata": { - "execution": { - "iopub.execute_input": "2026-09-14T20:39:19.888900Z", - "iopub.status.busy": "2026-09-14T20:39:19.888900Z", - "iopub.status.idle": "2026-09-14T20:39:33.149151Z", - "shell.execute_reply": "2026-09-14T20:39:33.148628Z" - } - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - ".../site-packages/graphtools/graphs.py:803: RuntimeWarning: Detected zero distance between samples 88 and 4818, 1340 and 2324. Consider removing duplicates to avoid errors in downstream processing.\n", - " warnings.warn(\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - " SGD-MDS may not have converged: stress changed by -1.5% in final iterations. Consider increasing n_iter or adjusting learning_rate.\n" - ] - }, - { - "data": { - "text/plain": [ - "AnnData object with n_obs × n_vars = 6748 × 294\n", - " obs: 'phase'\n", - " var: 'RMM_PROL_0.05', 'RM_4_fs', 'all_features'\n", - " uns: 'phase_colors'\n", - " obsm: 'X_phate'\n", - " layers: 'z-score'" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "id": "18", + "metadata": {}, + "outputs": [], "source": [ "optimal_config = manifold.PHATEConfig(\n", " n_components=2, t=10, gamma=0, knn=75, n_jobs=-1, random_state=0\n", @@ -868,7 +295,7 @@ }, { "cell_type": "markdown", - "id": "6ea1baad", + "id": "19", "metadata": {}, "source": [ "## Plot the cell cycle map\n", @@ -878,28 +305,10 @@ }, { "cell_type": "code", - "execution_count": 12, - "id": "14a08669", - "metadata": { - "execution": { - "iopub.execute_input": "2026-09-14T20:39:33.153158Z", - "iopub.status.busy": "2026-09-14T20:39:33.153158Z", - "iopub.status.idle": "2026-09-14T20:39:33.327345Z", - "shell.execute_reply": "2026-09-14T20:39:33.327345Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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", 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "id": "21", + "metadata": {}, + "outputs": [], "source": [ "fig, ax = manifold.PHATEVisualizer.plot_from_adata(\n", - " adata, color_name=\"p21_phospho/total_nuc\", unit_size=6, kwargs=kwargs, return_fig=True\n", + " adata,\n", + " color_name=\"p21_phospho/total_nuc\",\n", + " unit_size=6,\n", + " kwargs=kwargs,\n", + " return_fig=True,\n", ")\n", "ax.set_title(\"p21_phospho/total_nuc\")\n", "plt.show()" @@ -945,7 +340,7 @@ }, { "cell_type": "markdown", - "id": "b8073028", + "id": "22", "metadata": {}, "source": [ "`plot.plot_row_partitions` draws one row per color and one column per group in `obs_search_term`, plus an `ALL` column with every cell. The full map is drawn in grey behind each panel." @@ -953,28 +348,10 @@ }, { "cell_type": "code", - "execution_count": 14, - "id": "f796dab6", - "metadata": { - "execution": { - "iopub.execute_input": "2026-09-14T20:39:33.487852Z", - "iopub.status.busy": "2026-09-14T20:39:33.487852Z", - "iopub.status.idle": "2026-09-14T20:39:34.781096Z", - "shell.execute_reply": "2026-09-14T20:39:34.780591Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "id": "23", + "metadata": {}, + "outputs": [], "source": [ "fig = plot.plot_row_partitions(\n", " adata,\n", diff --git a/notebooks/Sequential_Thresholding_Workflow.ipynb b/notebooks/Sequential_Thresholding_Workflow.ipynb index 81fd694..1198414 100644 --- a/notebooks/Sequential_Thresholding_Workflow.ipynb +++ b/notebooks/Sequential_Thresholding_Workflow.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "db722da2", + "id": "0", "metadata": {}, "source": [ "# Sequential GMM Thresholding for Cell Cycle Staging\n", @@ -30,7 +30,7 @@ }, { "cell_type": "markdown", - "id": "0105d257", + "id": "1", "metadata": {}, "source": [ "---\n", @@ -41,7 +41,7 @@ { "cell_type": "code", "execution_count": null, - "id": "0a34c75f", + "id": "2", "metadata": {}, "outputs": [], "source": [ @@ -49,9 +49,9 @@ "from urllib.request import urlretrieve\n", "\n", "import anndata as ad\n", - "import pandas as pd\n", - "import numpy as np\n", "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import pandas as pd\n", "\n", "from cc_mapping.thresholding import SequentialGMM\n", "\n", @@ -60,8 +60,8 @@ }, { "cell_type": "code", - "execution_count": 2, - "id": "a4575792", + "execution_count": null, + "id": "3", "metadata": {}, "outputs": [], "source": [ @@ -77,19 +77,10 @@ }, { "cell_type": "code", - "execution_count": 3, - "id": "ae595e79", + "execution_count": null, + "id": "4", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Results directory created at: c:\\Users\\dap182\\Documents\\git\\cc_mapping\\notebooks\\results\n", - "Sequential results directory: c:\\Users\\dap182\\Documents\\git\\cc_mapping\\notebooks\\results\\sequential\n" - ] - } - ], + "outputs": [], "source": [ "# Create results directory structure for saving figures\n", "results_dir = cwd / \"results\"\n", @@ -105,43 +96,30 @@ }, { "cell_type": "code", - "execution_count": 4, - "id": "66f0c363", + "execution_count": null, + "id": "5", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Dataset: 6797 cells x 289 features\n", - "\n", - "Features we'll use:\n", - " - pRB (nuc median): Initial G0 vs cycling split\n", - " - pp21 (nuc median): Separate M phase\n", - " - Int_Intg_DNA_nuc: Split G1/S/G2\n" - ] - } - ], + "outputs": [], "source": [ "# Load and convert to AnnData\n", "csv = pd.read_csv(download_path, index_col=0, low_memory=False)\n", "csv.index = csv.index.astype(str)\n", "\n", "adata = ad.AnnData(\n", - " X=csv.values[:,:-10].astype(np.float32),\n", + " X=csv.values[:, :-10].astype(np.float32),\n", ")\n", "adata.var_names = csv.columns.values[:-10]\n", "\n", "print(f\"Dataset: {adata.n_obs} cells x {adata.n_vars} features\")\n", - "print(f\"\\nFeatures we'll use:\")\n", - "print(f\" - pRB (nuc median): Initial G0 vs cycling split\")\n", - "print(f\" - pp21 (nuc median): Separate M phase\")\n", - "print(f\" - Int_Intg_DNA_nuc: Split G1/S/G2\")" + "print(\"\\nFeatures we'll use:\")\n", + "print(\" - pRB (nuc median): Initial G0 vs cycling split\")\n", + "print(\" - pp21 (nuc median): Separate M phase\")\n", + "print(\" - Int_Intg_DNA_nuc: Split G1/S/G2\")" ] }, { "cell_type": "markdown", - "id": "26f88a2a", + "id": "6", "metadata": {}, "source": [ "### Filter Missing Values\n", @@ -151,26 +129,13 @@ }, { "cell_type": "code", - "execution_count": 5, - "id": "456d4158", + "execution_count": null, + "id": "7", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Cells with NaN values: 1 / 6797\n", - "After filtering: 6796 cells remaining\n" - ] - } - ], + "outputs": [], "source": [ "# Define the features we'll use for sequential thresholding\n", - "features_to_use = [\n", - " 'pRB (nuc median)', \n", - " 'pp21 (nuc median)', \n", - " 'Int_Intg_DNA_nuc'\n", - "]\n", + "features_to_use = [\"pRB (nuc median)\", \"pp21 (nuc median)\", \"Int_Intg_DNA_nuc\"]\n", "\n", "# Get feature indices\n", "feature_indices = [list(adata.var_names).index(f) for f in features_to_use]\n", @@ -190,7 +155,7 @@ }, { "cell_type": "markdown", - "id": "9f0b09b8", + "id": "8", "metadata": {}, "source": [ "---\n", @@ -202,32 +167,23 @@ }, { "cell_type": "code", - "execution_count": 6, - "id": "746af457", + "execution_count": null, + "id": "9", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Sequential thresholding object initialized!\n", - "Metadata will be stored in: adata.uns['sequential_gmm_thresholding']\n" - ] - } - ], + "outputs": [], "source": [ "# Initialize the sequential thresholding object\n", "gmm_kwargs = {\n", - " 'init_params': 'k-means++', \n", - " 'n_init': 10, \n", - " 'max_iter': 1000, \n", - " 'random_state': 42\n", + " \"init_params\": \"k-means++\",\n", + " \"n_init\": 10,\n", + " \"max_iter\": 1000,\n", + " \"random_state\": 42,\n", "}\n", "\n", "seq_gmm = SequentialGMM(\n", " adata=adata,\n", - " thresholding_events_key='sequential_gmm_thresholding',\n", - " gmm_kwargs=gmm_kwargs\n", + " thresholding_events_key=\"sequential_gmm_thresholding\",\n", + " gmm_kwargs=gmm_kwargs,\n", ")\n", "\n", "print(\"Sequential thresholding object initialized!\")\n", @@ -236,7 +192,7 @@ }, { "cell_type": "markdown", - "id": "b5109009", + "id": "10", "metadata": {}, "source": [ "### Exploratory Visualization\n", @@ -246,88 +202,53 @@ }, { "cell_type": "code", - "execution_count": 7, - "id": "448c420f", + "execution_count": null, + "id": "11", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# Explore pRB distribution across all cells\n", "seq_gmm.plot_feature_distribution_exploratory(\n", - " feature='pRB (nuc median)',\n", - " hist_kwargs={'bins': 50, 'color': 'steelblue', 'alpha': 0.7},\n", + " feature=\"pRB (nuc median)\",\n", + " hist_kwargs={\"bins\": 50, \"color\": \"steelblue\", \"alpha\": 0.7},\n", ")\n", - "plt.title('Exploratory: pRB Distribution (All Cells)')\n", + "plt.title(\"Exploratory: pRB Distribution (All Cells)\")\n", "plt.show()\n", "\n", "# Or use the strip plot version for better visualization\n", "fig, (ax_strip, ax_hist) = seq_gmm.plot_feature_strip_plot_exploratory(\n", - " feature='pRB (nuc median)',\n", - " hist_kwargs={'bins': 50, 'color': 'steelblue'},\n", - " scatter_density=True\n", + " feature=\"pRB (nuc median)\",\n", + " hist_kwargs={\"bins\": 50, \"color\": \"steelblue\"},\n", + " scatter_density=True,\n", ")\n", - "plt.suptitle('Exploratory: pRB Distribution - Looking for 2 components')\n", + "plt.suptitle(\"Exploratory: pRB Distribution - Looking for 2 components\")\n", "plt.show()" ] }, { "cell_type": "code", - "execution_count": 8, - "id": "f3c4aef7", + "execution_count": null, + "id": "12", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Initial thresholding complete!\n", - "\n", - "Label distribution:\n", - "cell_cycle_phase\n", - "G1/S/G2/M 6101\n", - "G0 695\n", - "Name: count, dtype: int64\n" - ] - } - ], + "outputs": [], "source": [ "# Perform initial thresholding: G0 vs G1/S/G2/M\n", "seq_gmm.threshold_entire_dataset(\n", - " feature='pRB (nuc median)',\n", - " label_obs_save_str='cell_cycle_phase', # This column will store our labels\n", + " feature=\"pRB (nuc median)\",\n", + " label_obs_save_str=\"cell_cycle_phase\", # This column will store our labels\n", " n_components=2,\n", - " ordered_labels=['G0', 'G1/S/G2/M'],\n", - " operation_name='initial_pRB_split'\n", + " ordered_labels=[\"G0\", \"G1/S/G2/M\"],\n", + " operation_name=\"initial_pRB_split\",\n", ")\n", "\n", "print(\"Initial thresholding complete!\")\n", - "print(f\"\\nLabel distribution:\")\n", - "print(seq_gmm.adata.obs['cell_cycle_phase'].value_counts())" + "print(\"\\nLabel distribution:\")\n", + "print(seq_gmm.adata.obs[\"cell_cycle_phase\"].value_counts())" ] }, { "cell_type": "markdown", - "id": "dd488677", + "id": "13", "metadata": {}, "source": [ "### Visualize Results" @@ -335,47 +256,29 @@ }, { "cell_type": "code", - "execution_count": 9, - "id": "4aa28551", + "execution_count": null, + "id": "14", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Figure saved to: c:\\Users\\dap182\\Documents\\git\\cc_mapping\\notebooks\\results\\sequential\\step1_pRB_split.png\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ - "hist_kwargs = {\n", - " 'bins': 50, 'color': \"black\"}\n", + "hist_kwargs = {\"bins\": 50, \"color\": \"black\"}\n", "\n", "# Plot histogram with decision boundaries\n", "seq_gmm.plot_hist_distribution_with_boundaries(\n", - " operation_name='initial_pRB_split',\n", + " operation_name=\"initial_pRB_split\",\n", " resolution=1000,\n", " num_std=5,\n", " hist_kwargs=hist_kwargs,\n", - " save_path=sequential_results_dir / 'step1_pRB_split.png' # Optional: save the figure\n", + " save_path=sequential_results_dir\n", + " / \"step1_pRB_split.png\", # Optional: save the figure\n", ")\n", - "plt.title('Initial Split: G0 vs G1/S/G2/M (pRB)')\n", + "plt.title(\"Initial Split: G0 vs G1/S/G2/M (pRB)\")\n", "plt.show()" ] }, { "cell_type": "markdown", - "id": "2ce61f09", + "id": "15", "metadata": {}, "source": [ "**Note:** The histogram shows the pRB distribution at the time of this operation. After subsequent refinements (M, G1, S, G2), only cells that still have the original labels (G0 or G1/S/G2/M) are shown in the histogram." @@ -383,36 +286,23 @@ }, { "cell_type": "code", - "execution_count": 10, - "id": "0bd07d73", + "execution_count": null, + "id": "16", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# Strip plot with labels\n", - "hist_kwargs = {\"bins\": 100, 'color': 'black'}\n", + "hist_kwargs = {\"bins\": 100, \"color\": \"black\"}\n", "seq_gmm.plot_strip_plot_histogram_with_decision_boundaries(\n", - " operation_name='initial_pRB_split',\n", - " hist_kwargs=hist_kwargs,\n", - " scatter_density=True\n", + " operation_name=\"initial_pRB_split\", hist_kwargs=hist_kwargs, scatter_density=True\n", ")\n", - "plt.suptitle('Initial Split: G0 vs G1/S/G2/M (pRB)')\n", + "plt.suptitle(\"Initial Split: G0 vs G1/S/G2/M (pRB)\")\n", "plt.show()" ] }, { "cell_type": "markdown", - "id": "4803c308", + "id": "17", "metadata": {}, "source": [ "---\n", @@ -424,7 +314,7 @@ }, { "cell_type": "markdown", - "id": "5c10f2fd", + "id": "18", "metadata": {}, "source": [ "### Exploratory Visualization" @@ -432,31 +322,20 @@ }, { "cell_type": "code", - "execution_count": 11, - "id": "929fb8e9", + "execution_count": null, + "id": "19", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# Explore p21 distribution in G1/S/G2/M cells only (not G0)\n", "fig, (ax_strip, ax_hist) = seq_gmm.plot_feature_strip_plot_exploratory(\n", - " feature='pp21 (nuc median)',\n", - " obs_label='cell_cycle_phase',\n", - " value_to_subset='G1/S/G2/M', # Only look at cycling cells\n", - " hist_kwargs={'bins': 50, 'color': 'black'},\n", - " scatter_density=True\n", + " feature=\"pp21 (nuc median)\",\n", + " obs_label=\"cell_cycle_phase\",\n", + " value_to_subset=\"G1/S/G2/M\", # Only look at cycling cells\n", + " hist_kwargs={\"bins\": 50, \"color\": \"black\"},\n", + " scatter_density=True,\n", ")\n", - "plt.suptitle('Exploratory: p21 in G1/S/G2/M Cells - Looking for M phase (low p21)')\n", + "plt.suptitle(\"Exploratory: p21 in G1/S/G2/M Cells - Looking for M phase (low p21)\")\n", "plt.show()\n", "\n", "# This helps us see if 2 components are appropriate and where the boundary might be" @@ -464,46 +343,30 @@ }, { "cell_type": "code", - "execution_count": 12, - "id": "8a8baa1c", + "execution_count": null, + "id": "20", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "First refinement complete!\n", - "\n", - "Updated label distribution:\n", - "cell_cycle_phase\n", - "G1/S/G2 6067\n", - "G0 695\n", - "M 34\n", - "G1/S/G2/M 0\n", - "Name: count, dtype: int64\n" - ] - } - ], + "outputs": [], "source": [ "# Refine G1/S/G2/M population to separate M phase\n", "seq_gmm.refine_labels_with_gmm(\n", - " feature='pp21 (nuc median)',\n", - " obs_label='cell_cycle_phase',\n", - " value_to_refine='G1/S/G2/M',\n", + " feature=\"pp21 (nuc median)\",\n", + " obs_label=\"cell_cycle_phase\",\n", + " value_to_refine=\"G1/S/G2/M\",\n", " n_components=2,\n", - " ordered_labels=['G1/S/G2','M'],\n", - " operation_name='separate_M_phase',\n", - " duplicate_labels=False\n", + " ordered_labels=[\"G1/S/G2\", \"M\"],\n", + " operation_name=\"separate_M_phase\",\n", + " duplicate_labels=False,\n", ")\n", "\n", "print(\"First refinement complete!\")\n", - "print(f\"\\nUpdated label distribution:\")\n", - "print(seq_gmm.adata.obs['cell_cycle_phase'].value_counts())" + "print(\"\\nUpdated label distribution:\")\n", + "print(seq_gmm.adata.obs[\"cell_cycle_phase\"].value_counts())" ] }, { "cell_type": "markdown", - "id": "76724e7d", + "id": "21", "metadata": {}, "source": [ "### Visualize Results" @@ -511,62 +374,40 @@ }, { "cell_type": "code", - "execution_count": 13, - "id": "82b6a836", + "execution_count": null, + "id": "22", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# Plot the M phase separation\n", "seq_gmm.plot_hist_distribution_with_boundaries(\n", - " operation_name='separate_M_phase',\n", + " operation_name=\"separate_M_phase\",\n", ")\n", - "plt.title('First Refinement: Separate M Phase (p21)')\n", + "plt.title(\"First Refinement: Separate M Phase (p21)\")\n", "plt.show()" ] }, { "cell_type": "code", - "execution_count": 14, - "id": "e0621660", + "execution_count": null, + "id": "23", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# Strip plot\n", - "hist_kwargs = {\"bins\": 100, 'color': 'black'}\n", + "hist_kwargs = {\"bins\": 100, \"color\": \"black\"}\n", "seq_gmm.plot_strip_plot_histogram_with_decision_boundaries(\n", - " operation_name='separate_M_phase',\n", + " operation_name=\"separate_M_phase\",\n", " hist_kwargs=hist_kwargs,\n", " scatter_density=False,\n", - " title='First Refinement: Separate M Phase (p21)'\n", + " title=\"First Refinement: Separate M Phase (p21)\",\n", ")\n", "plt.show()" ] }, { "cell_type": "markdown", - "id": "670c3786", + "id": "24", "metadata": {}, "source": [ "---\n", @@ -578,7 +419,7 @@ }, { "cell_type": "markdown", - "id": "15d3de39", + "id": "25", "metadata": {}, "source": [ "### Exploratory Visualization\n", @@ -588,32 +429,21 @@ }, { "cell_type": "code", - "execution_count": 15, - "id": "300264c7", + "execution_count": null, + "id": "26", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# Explore DNA content distribution in G1/S/G2 cells only\n", "fig, (ax_strip, ax_hist) = seq_gmm.plot_feature_strip_plot_exploratory(\n", - " feature='Int_Intg_DNA_nuc',\n", - " obs_label='cell_cycle_phase',\n", - " value_to_subset='G1/S/G2', # Only look at G1/S/G2 cells (not M or G0)\n", - " hist_kwargs={'bins': 50, 'color': 'mediumseagreen'},\n", + " feature=\"Int_Intg_DNA_nuc\",\n", + " obs_label=\"cell_cycle_phase\",\n", + " value_to_subset=\"G1/S/G2\", # Only look at G1/S/G2 cells (not M or G0)\n", + " hist_kwargs={\"bins\": 50, \"color\": \"mediumseagreen\"},\n", " scatter_density=True,\n", - " x_axis_limits=(3, 15)\n", + " x_axis_limits=(3, 15),\n", ")\n", - "plt.suptitle('Exploratory: DNA Content in G1/S/G2 Cells - Looking for 3 phases')\n", + "plt.suptitle(\"Exploratory: DNA Content in G1/S/G2 Cells - Looking for 3 phases\")\n", "plt.show()\n", "\n", "# From this plot, we can:\n", @@ -624,48 +454,29 @@ }, { "cell_type": "code", - "execution_count": 16, - "id": "be34b921", + "execution_count": null, + "id": "27", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Second refinement complete!\n", - "\n", - "Final label distribution:\n", - "cell_cycle_phase\n", - "G1 3968\n", - "S 1151\n", - "G2 948\n", - "G0 695\n", - "M 34\n", - "G1/S/G2 0\n", - "G1/S/G2/M 0\n", - "Name: count, dtype: int64\n" - ] - } - ], + "outputs": [], "source": [ "# Refine G1/S/G2 population to separate individual phases\n", "seq_gmm.refine_labels_with_manual_thresholds(\n", - " feature='Int_Intg_DNA_nuc',\n", - " obs_label='cell_cycle_phase',\n", - " value_to_refine='G1/S/G2',\n", + " feature=\"Int_Intg_DNA_nuc\",\n", + " obs_label=\"cell_cycle_phase\",\n", + " value_to_refine=\"G1/S/G2\",\n", " manual_thresholds=[6, 9],\n", - " ordered_labels=['G1', 'S', 'G2'],\n", - " operation_name='separate_G1_S_G2',\n", + " ordered_labels=[\"G1\", \"S\", \"G2\"],\n", + " operation_name=\"separate_G1_S_G2\",\n", ")\n", "\n", "print(\"Second refinement complete!\")\n", - "print(f\"\\nFinal label distribution:\")\n", - "print(seq_gmm.adata.obs['cell_cycle_phase'].value_counts())" + "print(\"\\nFinal label distribution:\")\n", + "print(seq_gmm.adata.obs[\"cell_cycle_phase\"].value_counts())" ] }, { "cell_type": "markdown", - "id": "1d7005a3", + "id": "28", "metadata": {}, "source": [ "### Visualize Results" @@ -673,65 +484,39 @@ }, { "cell_type": "code", - "execution_count": 17, - "id": "135b4f3a", + "execution_count": null, + "id": "29", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ - "hist_kwargs = {\"bins\": 100, 'color': 'black'}\n", + "hist_kwargs = {\"bins\": 100, \"color\": \"black\"}\n", "# Plot the G1/S/G2 separation\n", "seq_gmm.plot_hist_distribution_with_boundaries(\n", - " operation_name='separate_G1_S_G2',\n", - " hist_kwargs=hist_kwargs,\n", - " x_axis_limits=(3, 12)\n", + " operation_name=\"separate_G1_S_G2\", hist_kwargs=hist_kwargs, x_axis_limits=(3, 12)\n", ")\n", - "plt.title('Second Refinement: G1, S, G2 (DNA Content)')\n", + "plt.title(\"Second Refinement: G1, S, G2 (DNA Content)\")\n", "plt.show()" ] }, { "cell_type": "code", - "execution_count": 18, - "id": "3000e542", + "execution_count": null, + "id": "30", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# Strip plot\n", - "hist_kwargs = {\"bins\": 100, 'color': 'black'}\n", + "hist_kwargs = {\"bins\": 100, \"color\": \"black\"}\n", "seq_gmm.plot_strip_plot_histogram_with_decision_boundaries(\n", - " operation_name='separate_G1_S_G2',\n", - " hist_kwargs=hist_kwargs,\n", - " scatter_density=False\n", + " operation_name=\"separate_G1_S_G2\", hist_kwargs=hist_kwargs, scatter_density=False\n", ")\n", "plt.show()" ] }, { "cell_type": "code", - "execution_count": 19, - "id": "cfb977ce", + "execution_count": null, + "id": "31", "metadata": {}, "outputs": [], "source": [ @@ -740,7 +525,7 @@ }, { "cell_type": "markdown", - "id": "f3f0ef7a", + "id": "32", "metadata": {}, "source": [ "---\n", @@ -750,7 +535,7 @@ }, { "cell_type": "markdown", - "id": "9e72ac6d", + "id": "33", "metadata": {}, "source": [ "### Generate Thresholding Report" @@ -758,69 +543,19 @@ }, { "cell_type": "code", - "execution_count": 20, - "id": "95acbb4c", + "execution_count": null, + "id": "34", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Thresholding Report\n", - "==================================================\n", - "\n", - "1. initial_pRB_split (Standard Thresholding)\n", - "--------------------------------------------\n", - " Feature: pRB (nuc median)\n", - " Layer: None\n", - " Obs column: cell_cycle_phase\n", - " Components: 2\n", - " Thresholds: [0.0083]\n", - " Labels: ['G0', 'G1/S/G2/M']\n", - " Cell counts: G1/S/G2/M=6101, G0=695\n", - "\n", - "2. separate_M_phase (Refinement) of cell_cycle_phase\n", - "----------------------------------------------------\n", - " Feature: pp21 (nuc median)\n", - " Layer: None\n", - " Obs column: cell_cycle_phase\n", - " Components: 2\n", - " Thresholds: [0.0067]\n", - " Labels: ['G1/S/G2', 'M']\n", - " Refined from: ['G1/S/G2/M']\n", - " Cell counts: G1/S/G2=6067, M=34\n", - "\n", - "3. separate_G1_S_G2 (Refinement) of cell_cycle_phase\n", - "----------------------------------------------------\n", - " Feature: Int_Intg_DNA_nuc\n", - " Layer: None\n", - " Obs column: cell_cycle_phase\n", - " Components: N/A (manual thresholds)\n", - " Thresholds: [6.0000, 9.0000]\n", - " Labels: ['G1', 'S', 'G2']\n", - " Refined from: ['G1/S/G2']\n", - " Cell counts: G1=3968, S=1151, G2=948\n", - "\n", - "==================================================\n", - "Total operations: 3\n", - "Operation types:\n", - " - standard: 1\n", - " - refinement: 1\n", - " - refinement_manual: 1\n" - ] - } - ], + "outputs": [], "source": [ "# Generate a text report using the method from the base class\n", - "report = seq_gmm.generate_thresholding_report(\n", - " output_format='text'\n", - ")\n", + "report = seq_gmm.generate_thresholding_report(output_format=\"text\")\n", "print(report)" ] }, { "cell_type": "markdown", - "id": "3d29eb18", + "id": "35", "metadata": {}, "source": [ "Or as a DataFrame for further analysis:" @@ -828,123 +563,19 @@ }, { "cell_type": "code", - "execution_count": 21, - "id": "45566d5d", + "execution_count": null, + "id": "36", "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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OperationTypeFeatureLayerObs LabelComponentsThresholdsLabelsParentRefined FromTotal Cells
01. initial_pRB_splitstandardpRB (nuc median)Nonecell_cycle_phase20.0083G0, G1/S/G2/MNoneN/A6796
12. separate_M_phaserefinementpp21 (nuc median)Nonecell_cycle_phase20.0067G1/S/G2, Mcell_cycle_phaseG1/S/G2/M6101
23. separate_G1_S_G2refinement_manualInt_Intg_DNA_nucNonecell_cycle_phaseN/A (manual thresholds)6.0000, 9.0000G1, S, G2cell_cycle_phaseG1/S/G26067
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" - ], - "text/plain": [ - " Operation Type Feature Layer \\\n", - "0 1. initial_pRB_split standard pRB (nuc median) None \n", - "1 2. separate_M_phase refinement pp21 (nuc median) None \n", - "2 3. separate_G1_S_G2 refinement_manual Int_Intg_DNA_nuc None \n", - "\n", - " Obs Label Components Thresholds Labels \\\n", - "0 cell_cycle_phase 2 0.0083 G0, G1/S/G2/M \n", - "1 cell_cycle_phase 2 0.0067 G1/S/G2, M \n", - "2 cell_cycle_phase N/A (manual thresholds) 6.0000, 9.0000 G1, S, G2 \n", - "\n", - " Parent Refined From Total Cells \n", - "0 None N/A 6796 \n", - "1 cell_cycle_phase G1/S/G2/M 6101 \n", - "2 cell_cycle_phase G1/S/G2 6067 " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# Generate a DataFrame report\n", - "report_df = seq_gmm.generate_thresholding_report(\n", - " output_format='dataframe'\n", - ")\n", + "report_df = seq_gmm.generate_thresholding_report(output_format=\"dataframe\")\n", "display(report_df)" ] }, { "cell_type": "markdown", - "id": "295a119d", + "id": "37", "metadata": {}, "source": [ "### Boolean Label Combination\n", @@ -954,55 +585,43 @@ }, { "cell_type": "code", - "execution_count": 22, - "id": "7eeb71b4", + "execution_count": null, + "id": "38", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Combined label distribution:\n", - "control_and_G2M\n", - "other 6499\n", - "control_G2M 297\n", - "Name: count, dtype: int64\n" - ] - } - ], + "outputs": [], "source": [ "from cc_mapping.utils import create_boolean_label_combination\n", "\n", "# Create synthetic treatment labels for demonstration\n", "np.random.seed(42)\n", "n_cells = len(adata_final)\n", - "adata_final.obs['treatment'] = pd.Categorical(\n", - " np.random.choice(['Drug_A', 'Drug_B', 'Control'], size=n_cells)\n", + "adata_final.obs[\"treatment\"] = pd.Categorical(\n", + " np.random.choice([\"Drug_A\", \"Drug_B\", \"Control\"], size=n_cells)\n", ")\n", "\n", "# Combine two categorical labels using boolean operators\n", "# Note: Parameter names are obs_key_1, match_values_1, output_obs_key, true_label, false_label\n", "adata_final = create_boolean_label_combination(\n", " adata_final,\n", - " obs_key_1='treatment',\n", - " match_values_1=['Control'],\n", - " obs_key_2='cell_cycle_phase',\n", - " match_values_2=['G2', 'M'], # Combine G2 and M phases\n", - " operator='AND', # Find cells that are BOTH Control AND in G2 or M phase\n", - " output_obs_key='control_and_G2M',\n", - " true_label='control_G2M',\n", - " false_label='other',\n", - " overwrite=False # Default: raises error if output_obs_key already exists\n", + " obs_key_1=\"treatment\",\n", + " match_values_1=[\"Control\"],\n", + " obs_key_2=\"cell_cycle_phase\",\n", + " match_values_2=[\"G2\", \"M\"], # Combine G2 and M phases\n", + " operator=\"AND\", # Find cells that are BOTH Control AND in G2 or M phase\n", + " output_obs_key=\"control_and_G2M\",\n", + " true_label=\"control_G2M\",\n", + " false_label=\"other\",\n", + " overwrite=False, # Default: raises error if output_obs_key already exists\n", ")\n", "\n", "print(\"Combined label distribution:\")\n", - "print(adata_final.obs['control_and_G2M'].value_counts())" + "print(adata_final.obs[\"control_and_G2M\"].value_counts())" ] }, { "cell_type": "code", "execution_count": null, - "id": "9b1e47a8", + "id": "39", "metadata": {}, "outputs": [], "source": [] diff --git a/notebooks/Single_Thresholding_Workflow.ipynb b/notebooks/Single_Thresholding_Workflow.ipynb index 0cf243c..cd8083b 100644 --- a/notebooks/Single_Thresholding_Workflow.ipynb +++ b/notebooks/Single_Thresholding_Workflow.ipynb @@ -28,9 +28,9 @@ "from urllib.request import urlretrieve\n", "\n", "import anndata as ad\n", - "import pandas as pd\n", - "import numpy as np\n", "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import pandas as pd\n", "\n", "from cc_mapping.thresholding import GMMThresholding\n", "from cc_mapping.utils import create_boolean_label_combination\n", diff --git a/noxfile.py b/noxfile.py index 0398e2d..3ca7803 100644 --- a/noxfile.py +++ b/noxfile.py @@ -1,6 +1,8 @@ -import nox import argparse +import nox + + @nox.session(reuse_venv=True) def docs(session: nox.Session) -> None: """ @@ -31,6 +33,7 @@ def docs(session: nox.Session) -> None: else: session.run("sphinx-build", "--keep-going", *shared_args) + @nox.session def build_api_docs(session: nox.Session) -> None: """ @@ -47,9 +50,10 @@ def build_api_docs(session: nox.Session) -> None: "--force", "src/cc_mapping", ) - + + @nox.session def pylint(session: nox.Session) -> None: session.install("-e.") session.install("pylint>=3.2") - session.run("pylint", "cc_mapping", *session.posargs) \ No newline at end of file + session.run("pylint", "cc_mapping", *session.posargs) diff --git a/src/cc_mapping/core.py b/src/cc_mapping/core.py index 6aa39ed..25ebe13 100644 --- a/src/cc_mapping/core.py +++ b/src/cc_mapping/core.py @@ -1,20 +1,19 @@ -from typing import Optional import warnings warnings.simplefilter(action="ignore", category=FutureWarning) -import numpy as np # noqa: E402 +import numpy as np np.seterr(all="ignore") -import re # noqa: E402 -import anndata as ad # noqa: E402 +import re -from sklearn import metrics # noqa: E402 -from sklearn.model_selection import train_test_split # noqa: E402 -from sklearn.ensemble import RandomForestClassifier # noqa: E402 +import anndata as ad +from sklearn import metrics +from sklearn.ensemble import RandomForestClassifier +from sklearn.model_selection import train_test_split -from .feature_selection import ( # noqa: E402 +from .feature_selection import ( RFMinMaxSelector, RFTopNSelector, prepare_feature_matrix, @@ -91,8 +90,8 @@ def random_forest_feature_selection( verbose: bool = True, save_path: str = None, cutoff_method: str = "increment", - train_test_split_params: Optional[dict] = None, - rf_params: Optional[dict] = None, + train_test_split_params: dict | None = None, + rf_params: dict | None = None, show: bool = True, ) -> ad.AnnData: """ diff --git a/src/cc_mapping/feature_selection/__init__.py b/src/cc_mapping/feature_selection/__init__.py index 8947805..7284e8b 100644 --- a/src/cc_mapping/feature_selection/__init__.py +++ b/src/cc_mapping/feature_selection/__init__.py @@ -73,27 +73,27 @@ Basic usage with numpy arrays: >>> from cc_mapping.feature_selection import RFMinMaxSelector, validate_data ->>> +>>> >>> validate_data(X, y, feature_names) # Check for NaN/inf >>> selector = RFMinMaxSelector(threshold=0.01) >>> selector.fit(X, y, feature_names) ->>> +>>> >>> print(f"Selected {selector.results.n_features_selected} features") >>> mask = selector.get_support() Usage with AnnData: >>> from cc_mapping.feature_selection import prepare_feature_matrix, RFTopNSelector ->>> +>>> >>> prepared = prepare_feature_matrix( ... adata, ... feature_set="intensity_features", ... labels="cell_cycle_phase", ... ) ->>> +>>> >>> selector = RFTopNSelector(n_features=30) >>> selector.fit(prepared.X, prepared.y, prepared.feature_names) ->>> +>>> >>> # Add selection to adata >>> adata = selector.transform_adata(adata, var_key="selected_features") @@ -104,14 +104,14 @@ """ from ._base import FeatureSelector, SelectionResult +from ._plotting import plot_accuracy_curve, plot_feature_importances from ._preprocessing import ( + PreparedData, prepare_feature_matrix, validate_data, - PreparedData, ) -from ._random_forest import RFTopNSelector, RFMinMaxSelector -from ._plotting import plot_accuracy_curve, plot_feature_importances -from ._training import train_rf_model, TrainingResult +from ._random_forest import RFMinMaxSelector, RFTopNSelector +from ._training import TrainingResult, train_rf_model __all__ = [ # Base classes diff --git a/src/cc_mapping/feature_selection/_base.py b/src/cc_mapping/feature_selection/_base.py index 83abf09..52cc8cc 100644 --- a/src/cc_mapping/feature_selection/_base.py +++ b/src/cc_mapping/feature_selection/_base.py @@ -7,7 +7,7 @@ from abc import ABC, abstractmethod from dataclasses import dataclass, field from pathlib import Path -from typing import Any, TYPE_CHECKING +from typing import TYPE_CHECKING, Any import anndata as ad import numpy as np @@ -20,7 +20,7 @@ class SelectionResult: """ Container for feature selection results. - + Attributes ---------- selected_features : np.ndarray @@ -32,11 +32,12 @@ class SelectionResult: metadata : dict Method-specific metadata (e.g., accuracy curve for RF methods). """ + selected_features: np.ndarray feature_importances: np.ndarray n_features_selected: int metadata: dict = field(default_factory=dict) - + def __repr__(self) -> str: return ( f"SelectionResult(n_features={self.n_features_selected}, " @@ -47,10 +48,10 @@ def __repr__(self) -> str: class FeatureSelector(ABC): """ Abstract base class for feature selection methods. - + All feature selectors should inherit from this class and implement the required abstract methods. - + Attributes ---------- model_ : Any @@ -62,22 +63,17 @@ class FeatureSelector(ABC): is_fitted_ : bool Whether the selector has been fitted. """ - + model_: Any = None results_: SelectionResult | None = None feature_names_: np.ndarray | None = None is_fitted_: bool = False - + @abstractmethod - def fit( - self, - X: np.ndarray, - y: np.ndarray, - feature_names: np.ndarray - ) -> Self: + def fit(self, X: np.ndarray, y: np.ndarray, feature_names: np.ndarray) -> Self: """ Fit the feature selector to the data. - + Parameters ---------- X : np.ndarray @@ -86,51 +82,51 @@ def fit( Target labels of shape (n_samples,). feature_names : np.ndarray Names of features corresponding to columns in X. - + Returns ------- Self The fitted selector instance (for method chaining). """ ... - + def get_support(self, indices: bool = False) -> np.ndarray: """ Get a mask or indices of selected features. - + Parameters ---------- indices : bool, default=False If True, return indices instead of boolean mask. - + Returns ------- np.ndarray Boolean mask of shape (n_features,) or integer indices. - + Raises ------ RuntimeError If selector has not been fitted. """ self._check_is_fitted() - + # Create boolean mask based on selected features mask = np.isin(self.feature_names_, self.results_.selected_features) - + if indices: return np.where(mask)[0] return mask - + def get_feature_names_out(self) -> np.ndarray: """ Get names of selected features. - + Returns ------- np.ndarray Array of selected feature names. - + Raises ------ RuntimeError @@ -138,17 +134,17 @@ def get_feature_names_out(self) -> np.ndarray: """ self._check_is_fitted() return self.results_.selected_features.copy() - + @property def results(self) -> SelectionResult: """ Get the selection results. - + Returns ------- SelectionResult Detailed results from feature selection. - + Raises ------ RuntimeError @@ -156,7 +152,7 @@ def results(self) -> SelectionResult: """ self._check_is_fitted() return self.results_ - + def fit_adata( self, adata: ad.AnnData, @@ -167,7 +163,7 @@ def fit_adata( ) -> Self: """ Convenience method to fit directly from AnnData object. - + Parameters ---------- adata : ad.AnnData @@ -182,7 +178,7 @@ def fit_adata( Whether to drop rows with NaN values. drop_inf : bool, default=True Whether to drop rows with infinite values. - + Returns ------- Self @@ -190,18 +186,18 @@ def fit_adata( """ # Import here to avoid circular imports from ._preprocessing import prepare_feature_matrix - + prepared = prepare_feature_matrix( adata=adata, feature_set=feature_set_key, labels=label_key, drop_na=drop_na, drop_inf=drop_inf, - verbose=getattr(self, 'verbose', True), + verbose=getattr(self, "verbose", True), ) - + return self.fit(prepared.X, prepared.y, prepared.feature_names) - + def transform_adata( self, adata: ad.AnnData, @@ -209,41 +205,41 @@ def transform_adata( ) -> ad.AnnData: """ Add selection mask to adata.var. - + Parameters ---------- adata : ad.AnnData AnnData object to modify. var_key : str, default="selected_features" Key to use in adata.var for the selection mask. - + Returns ------- ad.AnnData Modified AnnData object with selection mask in .var. - + Raises ------ RuntimeError If selector has not been fitted. """ self._check_is_fitted() - + # Create boolean mask for all features in adata mask = np.isin(adata.var_names.values, self.results_.selected_features) adata.var[var_key] = mask - + return adata - + def save(self, path: str | Path) -> None: """ Save the fitted selector to disk using skops. - + Parameters ---------- path : str or Path File path to save to. - + Raises ------ RuntimeError @@ -251,38 +247,40 @@ def save(self, path: str | Path) -> None: """ self._check_is_fitted() from ._persistence import save_selector + save_selector(self, path) - + @classmethod def load(cls, path: str | Path) -> Self: """ Load a fitted selector from disk. - + Parameters ---------- path : str or Path File path to load from. - + Returns ------- Self The loaded selector instance. """ from ._persistence import load_selector + return load_selector(path) - + @abstractmethod def get_params(self) -> dict: """ Get hyperparameters of this selector. - + Returns ------- dict Dictionary of hyperparameter names and values. """ ... - + def _check_is_fitted(self) -> None: """Raise error if selector is not fitted.""" if not self.is_fitted_: diff --git a/src/cc_mapping/feature_selection/_persistence.py b/src/cc_mapping/feature_selection/_persistence.py index bff528f..0c5a1dd 100644 --- a/src/cc_mapping/feature_selection/_persistence.py +++ b/src/cc_mapping/feature_selection/_persistence.py @@ -7,7 +7,7 @@ from __future__ import annotations -from dataclasses import dataclass, asdict +from dataclasses import dataclass from pathlib import Path from typing import TYPE_CHECKING, Any @@ -15,6 +15,7 @@ try: import skops.io as sio + SKOPS_AVAILABLE = True except ImportError: SKOPS_AVAILABLE = False @@ -27,7 +28,7 @@ class SelectorState: """ Complete state of a fitted FeatureSelector for serialization. - + Attributes ---------- class_name : str @@ -51,6 +52,7 @@ class SelectorState: extra_state : dict Any additional state (e.g., accuracy_curve for RFMinMaxSelector). """ + class_name: str module_name: str hyperparameters: dict @@ -72,24 +74,24 @@ def _check_skops_available() -> None: ) -def save_selector(selector: "FeatureSelector", path: str | Path) -> None: +def save_selector(selector: FeatureSelector, path: str | Path) -> None: """ Save a fitted FeatureSelector to disk using skops. - + Parameters ---------- selector : FeatureSelector A fitted selector instance. path : str or Path File path to save to. Recommended extension: .skops - + Raises ------ ImportError If skops is not installed. RuntimeError If selector has not been fitted. - + Examples -------- >>> selector = RFMinMaxSelector() @@ -97,21 +99,22 @@ def save_selector(selector: "FeatureSelector", path: str | Path) -> None: >>> save_selector(selector, "my_selector.skops") """ _check_skops_available() - + if not selector.is_fitted_: - raise RuntimeError( - "Cannot save unfitted selector. Call fit() first." - ) - + raise RuntimeError("Cannot save unfitted selector. Call fit() first.") + # Collect extra state for specific selector types extra_state = {} - + # RFMinMaxSelector has additional state if hasattr(selector, "accuracy_curve_") and selector.accuracy_curve_ is not None: extra_state["accuracy_curve_"] = selector.accuracy_curve_ - if hasattr(selector, "_sorted_feature_names") and selector._sorted_feature_names is not None: + if ( + hasattr(selector, "_sorted_feature_names") + and selector._sorted_feature_names is not None + ): extra_state["_sorted_feature_names"] = selector._sorted_feature_names - + state = SelectorState( class_name=selector.__class__.__name__, module_name=selector.__class__.__module__, @@ -124,30 +127,30 @@ def save_selector(selector: "FeatureSelector", path: str | Path) -> None: feature_names=selector.feature_names_, extra_state=extra_state, ) - + path = Path(path) sio.dump(state, path) -def load_selector(path: str | Path) -> "FeatureSelector": +def load_selector(path: str | Path) -> FeatureSelector: """ Load a fitted FeatureSelector from disk. - + Parameters ---------- path : str or Path File path to load from. - + Returns ------- FeatureSelector The loaded and fitted selector instance. - + Raises ------ ImportError If skops is not installed. - + Examples -------- >>> selector = load_selector("my_selector.skops") @@ -155,32 +158,33 @@ def load_selector(path: str | Path) -> "FeatureSelector": >>> mask = selector.get_support() """ _check_skops_available() - + path = Path(path) - + # Define trusted types for skops # These are the types we expect in our serialized state from sklearn.ensemble import RandomForestClassifier + from ._base import SelectionResult - + trusted_types = [ SelectorState, SelectionResult, RandomForestClassifier, np.ndarray, ] - + state: SelectorState = sio.load(path, trusted=trusted_types) - + # Dynamically get the selector class selector_class = _get_selector_class(state.class_name, state.module_name) - + # Create instance with saved hyperparameters selector = selector_class(**state.hyperparameters) - + # Restore fitted state from ._base import SelectionResult - + selector.model_ = state.model selector.feature_names_ = state.feature_names selector.results_ = SelectionResult( @@ -190,42 +194,41 @@ def load_selector(path: str | Path) -> "FeatureSelector": metadata=state.metadata, ) selector.is_fitted_ = True - + # Restore extra state for key, value in state.extra_state.items(): setattr(selector, key, value) - + return selector def _get_selector_class(class_name: str, module_name: str): """ Get selector class by name. - + Parameters ---------- class_name : str Name of the selector class. module_name : str Module where the class is defined. - + Returns ------- type The selector class. """ # Import selector classes - from ._random_forest import RFTopNSelector, RFMinMaxSelector - + from ._random_forest import RFMinMaxSelector, RFTopNSelector + class_map = { "RFTopNSelector": RFTopNSelector, "RFMinMaxSelector": RFMinMaxSelector, } - + if class_name not in class_map: raise ValueError( - f"Unknown selector class: {class_name}. " - f"Available: {list(class_map.keys())}" + f"Unknown selector class: {class_name}. Available: {list(class_map.keys())}" ) - + return class_map[class_name] diff --git a/src/cc_mapping/feature_selection/_plotting.py b/src/cc_mapping/feature_selection/_plotting.py index 781f7bd..fcf333c 100644 --- a/src/cc_mapping/feature_selection/_plotting.py +++ b/src/cc_mapping/feature_selection/_plotting.py @@ -6,8 +6,8 @@ from pathlib import Path -import numpy as np import matplotlib.pyplot as plt +import numpy as np def plot_accuracy_curve( @@ -23,7 +23,7 @@ def plot_accuracy_curve( ) -> plt.Figure: """ Plot accuracy vs number of features for RFMinMaxSelector. - + Parameters ---------- accuracy_curve : np.ndarray @@ -44,19 +44,19 @@ def plot_accuracy_curve( Figure size. show : bool, default=True Whether to display the figure. - + Returns ------- matplotlib.figure.Figure The figure object. """ fig, ax = plt.subplots(figsize=figsize) - + x_axis = np.arange(len(accuracy_curve)) - + # Plot accuracy curve ax.plot(x_axis, accuracy_curve, "b-", linewidth=2, label="Accuracy") - + # Mark optimal point ax.axvline( optimal_n, @@ -65,7 +65,7 @@ def plot_accuracy_curve( linewidth=2, label=f"Optimal: {optimal_n} features", ) - + # Mark the optimal point on the curve if optimal_n < len(accuracy_curve): ax.scatter( @@ -75,45 +75,45 @@ def plot_accuracy_curve( s=100, zorder=5, ) - + # Formatting ax.set_title( f"Feature Selection: stable_iterations={stable_iterations}, " - f"threshold={threshold*100:.1f}%, method={cutoff_method}", + f"threshold={threshold * 100:.1f}%, method={cutoff_method}", fontsize=12, ) ax.set_xlabel("Number of Features", fontsize=11) ax.set_ylabel("Accuracy", fontsize=11) - + # Y-axis as percentages ax.set_ylim(0, 1.05) ax.set_yticks(np.arange(0, 1.1, 0.1)) - ax.set_yticklabels([f"{int(p*100)}%" for p in np.arange(0, 1.1, 0.1)]) - + ax.set_yticklabels([f"{int(p * 100)}%" for p in np.arange(0, 1.1, 0.1)]) + # X-axis with feature names (if not too many) max_features_to_show = min(len(accuracy_curve), 50) if max_features_to_show <= 30: # Show feature names on x-axis - xtick_labels = [""] + list(feature_names[:max_features_to_show-1]) + xtick_labels = [""] + list(feature_names[: max_features_to_show - 1]) ax.set_xticks(range(max_features_to_show)) ax.set_xticklabels(xtick_labels, rotation=45, ha="right", fontsize=8) else: # Just show numbers ax.set_xlim(0, max_features_to_show) - + ax.grid(True, alpha=0.3, linestyle="--") ax.legend(loc="lower right", fontsize=10) - + plt.tight_layout() - + if save_path is not None: fig.savefig(save_path, dpi=150, bbox_inches="tight") - + if show: plt.show() else: plt.close() - + return fig @@ -127,7 +127,7 @@ def plot_feature_importances( ) -> plt.Figure: """ Plot horizontal bar chart of feature importances. - + Parameters ---------- feature_names : np.ndarray @@ -142,31 +142,31 @@ def plot_feature_importances( Figure size. show : bool, default=True Whether to display the figure. - + Returns ------- matplotlib.figure.Figure The figure object. """ fig, ax = plt.subplots(figsize=figsize) - + # Take top n features n_to_show = min(n_features, len(feature_names)) names = feature_names[:n_to_show][::-1] # Reverse for horizontal bar imps = importances[:n_to_show][::-1] - + # Create horizontal bar chart y_pos = np.arange(len(names)) bars = ax.barh(y_pos, imps, align="center", color="steelblue", alpha=0.8) - + # Formatting ax.set_yticks(y_pos) ax.set_yticklabels(names, fontsize=9) ax.set_xlabel("Feature Importance", fontsize=11) ax.set_title(f"Top {n_to_show} Feature Importances", fontsize=12) - + ax.grid(True, axis="x", alpha=0.3, linestyle="--") - + # Add value labels on bars for bar, imp in zip(bars, imps): width = bar.get_width() @@ -177,15 +177,15 @@ def plot_feature_importances( va="center", fontsize=8, ) - + plt.tight_layout() - + if save_path is not None: fig.savefig(save_path, dpi=150, bbox_inches="tight") - + if show: plt.show() else: plt.close() - + return fig diff --git a/src/cc_mapping/feature_selection/_preprocessing.py b/src/cc_mapping/feature_selection/_preprocessing.py index c7ee774..0035f67 100644 --- a/src/cc_mapping/feature_selection/_preprocessing.py +++ b/src/cc_mapping/feature_selection/_preprocessing.py @@ -5,7 +5,6 @@ from __future__ import annotations from dataclasses import dataclass, field -from typing import List import anndata as ad import numpy as np @@ -16,7 +15,7 @@ class PreparedData: """ Container for prepared feature matrix and labels. - + Attributes ---------- X : np.ndarray @@ -33,28 +32,29 @@ class PreparedData: Dictionary with keys like 'nan_labels', 'nan_features', 'inf_values' mapping to arrays of dropped indices for each reason. """ + X: np.ndarray y: np.ndarray feature_names: np.ndarray valid_mask: np.ndarray dropped_indices: np.ndarray drop_reasons: dict = field(default_factory=dict) - + @property def n_samples(self) -> int: """Number of samples in the prepared data.""" return self.X.shape[0] - + @property def n_features(self) -> int: """Number of features in the prepared data.""" return self.X.shape[1] - + @property def n_dropped(self) -> int: """Number of dropped samples.""" return len(self.dropped_indices) - + def __repr__(self) -> str: return ( f"PreparedData(n_samples={self.n_samples}, " @@ -68,7 +68,7 @@ def _get_feature_indices( ) -> tuple[np.ndarray, np.ndarray]: """ Get feature indices and names from AnnData. - + Parameters ---------- adata : ad.AnnData @@ -76,12 +76,12 @@ def _get_feature_indices( feature_set : str or list[str] or np.ndarray Either a key in adata.var (boolean column marking features), or a list/array of feature names. - + Returns ------- tuple[np.ndarray, np.ndarray] Tuple of (indices, feature_names). - + Raises ------ KeyError @@ -90,7 +90,7 @@ def _get_feature_indices( If feature names in list are not found in adata.var_names. """ var_names = adata.var_names.values - + if isinstance(feature_set, str): # Feature set is a key in adata.var (boolean column) if feature_set not in adata.var.columns: @@ -104,20 +104,18 @@ def _get_feature_indices( else: # Feature set is a list/array of feature names feature_set = np.asarray(feature_set) - + # Check all features exist missing = set(feature_set) - set(var_names) if missing: - raise ValueError( - f"Features not found in adata.var_names: {missing}" - ) - + raise ValueError(f"Features not found in adata.var_names: {missing}") + # Take the columns in adata.var_names order, not list order: the forest's # feature subsampling depends on column order, so the selection would # otherwise change with how the caller happened to order the names. indices = np.where(np.isin(var_names, feature_set))[0] feature_names = var_names[indices] - + return indices, feature_names @@ -132,11 +130,11 @@ def prepare_feature_matrix( ) -> PreparedData: """ Extract and validate feature matrix from AnnData. - + This function extracts features and labels from an AnnData object, optionally removing rows with NaN or infinite values. It provides detailed information about which rows were dropped and why. - + Parameters ---------- adata : ad.AnnData @@ -156,12 +154,12 @@ def prepare_feature_matrix( These rows will be dropped. Default is ['nan']. verbose : bool, default=True Whether to print information about dropped rows. - + Returns ------- PreparedData Container with X, y, feature_names, and drop information. - + Raises ------ KeyError @@ -170,7 +168,7 @@ def prepare_feature_matrix( If feature_set key not found in adata.var (when str). ValueError If feature names not found in adata.var_names (when list). - + Examples -------- >>> prepared = prepare_feature_matrix( @@ -180,7 +178,7 @@ def prepare_feature_matrix( ... ) >>> print(f"Prepared {prepared.n_samples} samples with {prepared.n_features} features") >>> print(f"Dropped {prepared.n_dropped} rows") - + >>> # Using explicit feature list >>> prepared = prepare_feature_matrix( ... adata, @@ -190,29 +188,29 @@ def prepare_feature_matrix( """ if nan_label_values is None: nan_label_values = ["nan"] - + # Validate labels column exists if labels not in adata.obs.columns: raise KeyError( f"Labels key '{labels}' not found in adata.obs. " f"Available columns: {list(adata.obs.columns)}" ) - + # Get feature indices and names feature_indices, feature_names = _get_feature_indices(adata, feature_set) - + # Extract feature matrix and labels. A sparse X is densified so the NaN/inf # checks and the forest see the same values as for a dense X. X = adata.X[:, feature_indices] X = X.toarray() if sparse.issparse(X) else X.copy() y = adata.obs[labels].values.copy() - + n_original = len(y) drop_reasons: dict[str, np.ndarray] = {} - + # Track all indices to drop to_drop = np.zeros(n_original, dtype=bool) - + # 1. Drop rows with NaN labels if nan_label_values: y_str = y.astype(str) @@ -220,35 +218,37 @@ def prepare_feature_matrix( if nan_label_mask.any(): drop_reasons["nan_labels"] = np.where(nan_label_mask)[0] to_drop |= nan_label_mask - + # 2. Drop rows with NaN in features if drop_na: nan_feature_mask = np.isnan(X).any(axis=1) if nan_feature_mask.any(): drop_reasons["nan_features"] = np.where(nan_feature_mask & ~to_drop)[0] to_drop |= nan_feature_mask - + # 3. Drop rows with infinite values in features if drop_inf: inf_mask = np.isinf(X).any(axis=1) if inf_mask.any(): drop_reasons["inf_values"] = np.where(inf_mask & ~to_drop)[0] to_drop |= inf_mask - + # Apply mask valid_mask = ~to_drop X_clean = X[valid_mask] y_clean = y[valid_mask] dropped_indices = np.where(to_drop)[0] - + if verbose and len(dropped_indices) > 0: print(f"Prepared feature matrix: {n_original} -> {len(y_clean)} samples") print(f" Dropped {len(dropped_indices)} rows total:") for reason, indices in drop_reasons.items(): print(f" - {reason}: {len(indices)} rows") elif verbose: - print(f"Prepared feature matrix: {len(y_clean)} samples, {len(feature_names)} features") - + print( + f"Prepared feature matrix: {len(y_clean)} samples, {len(feature_names)} features" + ) + return PreparedData( X=X_clean, y=y_clean, @@ -266,9 +266,9 @@ def validate_data( ) -> None: """ Validate that data is ready for feature selection. - + Raises descriptive errors if data contains NaN or infinite values. - + Parameters ---------- X : np.ndarray @@ -277,7 +277,7 @@ def validate_data( Target labels of shape (n_samples,). feature_names : np.ndarray, optional Feature names for better error messages. - + Raises ------ ValueError @@ -293,42 +293,42 @@ def validate_data( f"X has {X.shape[0]} samples but y has {len(y)} samples. " "They must have the same number of rows." ) - + if feature_names is not None and len(feature_names) != X.shape[1]: raise ValueError( f"feature_names has {len(feature_names)} entries but X has {X.shape[1]} columns." ) - + # Check for NaN in X nan_mask = np.isnan(X) if nan_mask.any(): nan_rows = np.where(nan_mask.any(axis=1))[0] nan_cols = np.where(nan_mask.any(axis=0))[0] - + col_info = "" if feature_names is not None: col_info = f" (features: {feature_names[nan_cols][:5]}...)" - + raise ValueError( f"X contains NaN values in {len(nan_rows)} rows and {len(nan_cols)} columns{col_info}. " "Use prepare_feature_matrix() with drop_na=True, or handle NaN values manually." ) - + # Check for infinite values in X inf_mask = np.isinf(X) if inf_mask.any(): inf_rows = np.where(inf_mask.any(axis=1))[0] inf_cols = np.where(inf_mask.any(axis=0))[0] - + col_info = "" if feature_names is not None: col_info = f" (features: {feature_names[inf_cols][:5]}...)" - + raise ValueError( f"X contains infinite values in {len(inf_rows)} rows and {len(inf_cols)} columns{col_info}. " "Use prepare_feature_matrix() with drop_inf=True, or handle infinite values manually." ) - + # Check for NaN in labels (only if y is numeric). Pandas Categorical labels # have no numpy dtype, so look at them as a plain array. y = np.asarray(y) diff --git a/src/cc_mapping/feature_selection/_random_forest.py b/src/cc_mapping/feature_selection/_random_forest.py index a2cf648..23408eb 100644 --- a/src/cc_mapping/feature_selection/_random_forest.py +++ b/src/cc_mapping/feature_selection/_random_forest.py @@ -4,7 +4,7 @@ from __future__ import annotations -from typing import Literal, TYPE_CHECKING +from typing import TYPE_CHECKING, Literal import numpy as np from tqdm import tqdm @@ -15,20 +15,20 @@ from ._base import FeatureSelector, SelectionResult from ._preprocessing import validate_data from ._training import ( - train_rf_model, - get_sorted_feature_indices, DEFAULT_RF_PARAMS, DEFAULT_SPLIT_PARAMS, + get_sorted_feature_indices, + train_rf_model, ) class RFTopNSelector(FeatureSelector): """ Select top N features by Random Forest importance. - + This selector trains a Random Forest classifier on all features, then selects the N most important features based on feature importances. - + Parameters ---------- n_features : int, default=30 @@ -42,7 +42,7 @@ class RFTopNSelector(FeatureSelector): Random state for reproducibility. verbose : bool, default=True Whether to print progress and results. - + Attributes ---------- model_ : RandomForestClassifier @@ -51,18 +51,18 @@ class RFTopNSelector(FeatureSelector): Detailed selection results. feature_names_ : np.ndarray All feature names used during fitting. - + Examples -------- >>> selector = RFTopNSelector(n_features=30) >>> selector.fit(X, y, feature_names) >>> print(selector.results.selected_features) - >>> + >>> >>> # Get boolean mask for selected features >>> mask = selector.get_support() >>> X_selected = X[:, mask] """ - + def __init__( self, n_features: int = 30, @@ -72,21 +72,23 @@ def __init__( verbose: bool = True, ): self.n_features = n_features - self.rf_params = rf_params if rf_params is not None else DEFAULT_RF_PARAMS.copy() + self.rf_params = ( + rf_params if rf_params is not None else DEFAULT_RF_PARAMS.copy() + ) self.train_test_split_params = ( - train_test_split_params - if train_test_split_params is not None + train_test_split_params + if train_test_split_params is not None else DEFAULT_SPLIT_PARAMS.copy() ) self.random_state = random_state self.verbose = verbose - + # These are set after fitting self.model_ = None self.results_ = None self.feature_names_ = None self.is_fitted_ = False - + def fit( self, X: np.ndarray, @@ -95,7 +97,7 @@ def fit( ) -> Self: """ Fit the selector by training RF and selecting top N features. - + Parameters ---------- X : np.ndarray @@ -104,12 +106,12 @@ def fit( Target labels of shape (n_samples,). feature_names : np.ndarray Names of features corresponding to columns in X. - + Returns ------- Self The fitted selector instance. - + Raises ------ ValueError @@ -119,20 +121,20 @@ def fit( """ feature_names = np.asarray(feature_names) validate_data(X, y, feature_names) - + n_input_features = X.shape[1] if self.n_features > n_input_features: raise ValueError( f"n_features ({self.n_features}) cannot be greater than " f"the number of input features ({n_input_features})." ) - + self.feature_names_ = feature_names - + # Train RF on all features if self.verbose: print(f"Training Random Forest on {n_input_features} features...") - + result = train_rf_model( X=X, y=y, @@ -142,22 +144,22 @@ def fit( verbose=self.verbose, description="all features", ) - + self.model_ = result.model - + # Get sorted feature indices and select top N sorted_indices = get_sorted_feature_indices(self.model_) - selected_indices = sorted_indices[:self.n_features] - + selected_indices = sorted_indices[: self.n_features] + selected_features = feature_names[selected_indices] selected_importances = self.model_.feature_importances_[selected_indices] - + # Train again on selected features for final metrics X_selected = X[:, selected_indices] - + if self.verbose: print(f"\nEvaluating with top {self.n_features} features...") - + final_result = train_rf_model( X=X_selected, y=y, @@ -167,7 +169,7 @@ def fit( verbose=self.verbose, description=f"top {self.n_features} features", ) - + # Store results self.results_ = SelectionResult( selected_features=selected_features, @@ -180,15 +182,17 @@ def fit( "sorted_feature_names": feature_names[sorted_indices], }, ) - + self.is_fitted_ = True - + if self.verbose: print(f"\nSelected {self.n_features} features:") - print(f" Accuracy: {result.accuracy:.4f} (all) -> {final_result.accuracy:.4f} (selected)") - + print( + f" Accuracy: {result.accuracy:.4f} (all) -> {final_result.accuracy:.4f} (selected)" + ) + return self - + def get_params(self) -> dict: """Get hyperparameters of this selector.""" return { @@ -203,10 +207,10 @@ def get_params(self) -> dict: class RFMinMaxSelector(FeatureSelector): """ Find minimum features that maximize classification accuracy. - + This selector iteratively adds features (in order of RF importance) until adding more features no longer improves accuracy significantly. - + Parameters ---------- threshold : float, default=0.01 @@ -225,7 +229,7 @@ class RFMinMaxSelector(FeatureSelector): Random state for reproducibility. verbose : bool, default=True Whether to print progress and results. - + Attributes ---------- model_ : RandomForestClassifier @@ -236,19 +240,19 @@ class RFMinMaxSelector(FeatureSelector): All feature names used during fitting. accuracy_curve_ : np.ndarray Accuracy at each iteration (for plotting). - + Examples -------- >>> selector = RFMinMaxSelector(threshold=0.01, stable_iterations=3) >>> selector.fit(X, y, feature_names) - >>> + >>> >>> # See how many features were selected >>> print(f"Selected {selector.results.n_features_selected} features") - >>> + >>> >>> # Plot the accuracy curve >>> fig = selector.plot_accuracy_curve() """ - + def __init__( self, threshold: float = 0.01, @@ -262,15 +266,17 @@ def __init__( self.threshold = threshold self.stable_iterations = stable_iterations self.cutoff_method = cutoff_method - self.rf_params = rf_params if rf_params is not None else DEFAULT_RF_PARAMS.copy() + self.rf_params = ( + rf_params if rf_params is not None else DEFAULT_RF_PARAMS.copy() + ) self.train_test_split_params = ( - train_test_split_params - if train_test_split_params is not None + train_test_split_params + if train_test_split_params is not None else DEFAULT_SPLIT_PARAMS.copy() ) self.random_state = random_state self.verbose = verbose - + # These are set after fitting self.model_ = None self.results_ = None @@ -278,7 +284,7 @@ def __init__( self.is_fitted_ = False self.accuracy_curve_ = None self._sorted_feature_names = None - + def fit( self, X: np.ndarray, @@ -287,7 +293,7 @@ def fit( ) -> Self: """ Fit the selector by iteratively adding features. - + Parameters ---------- X : np.ndarray @@ -296,7 +302,7 @@ def fit( Target labels of shape (n_samples,). feature_names : np.ndarray Names of features corresponding to columns in X. - + Returns ------- Self @@ -304,14 +310,14 @@ def fit( """ feature_names = np.asarray(feature_names) validate_data(X, y, feature_names) - + self.feature_names_ = feature_names n_features = X.shape[1] - + # Step 1: Train initial RF to get feature importances if self.verbose: print(f"Training initial RF on {n_features} features to get importances...") - + initial_result = train_rf_model( X=X, y=y, @@ -321,33 +327,35 @@ def fit( verbose=self.verbose, description="initial (all features)", ) - + # Sort features by importance sorted_indices = get_sorted_feature_indices(initial_result.model) sorted_features = X[:, sorted_indices] self._sorted_feature_names = feature_names[sorted_indices] - + # Step 2: Iteratively add features if self.verbose: - print(f"\nIteratively adding features (threshold={self.threshold}, " - f"stable_iterations={self.stable_iterations})...") - - optimal_n, accuracy_curve = self._find_optimal_n_features( - sorted_features, y - ) - + print( + f"\nIteratively adding features (threshold={self.threshold}, " + f"stable_iterations={self.stable_iterations})..." + ) + + optimal_n, accuracy_curve = self._find_optimal_n_features(sorted_features, y) + self.accuracy_curve_ = accuracy_curve - + # Step 3: Get final results with optimal features selected_features = self._sorted_feature_names[:optimal_n] - selected_importances = initial_result.model.feature_importances_[sorted_indices[:optimal_n]] - + selected_importances = initial_result.model.feature_importances_[ + sorted_indices[:optimal_n] + ] + # Train final model on selected features X_selected = sorted_features[:, :optimal_n] - + if self.verbose: print(f"\nFinal evaluation with {optimal_n} features...") - + final_result = train_rf_model( X=X_selected, y=y, @@ -357,9 +365,9 @@ def fit( verbose=self.verbose, description=f"optimal ({optimal_n} features)", ) - + self.model_ = final_result.model - + # Store results self.results_ = SelectionResult( selected_features=selected_features, @@ -371,23 +379,27 @@ def fit( "accuracy_curve": accuracy_curve, "optimal_index": optimal_n, "sorted_feature_names": self._sorted_feature_names, - "all_feature_importances": initial_result.model.feature_importances_[sorted_indices], + "all_feature_importances": initial_result.model.feature_importances_[ + sorted_indices + ], "threshold": self.threshold, "stable_iterations": self.stable_iterations, "cutoff_method": self.cutoff_method, }, ) - + self.is_fitted_ = True - + if self.verbose: - print(f"\n{'='*60}") + print(f"\n{'=' * 60}") print(f"Selected {optimal_n} features (out of {n_features})") - print(f"Accuracy: {initial_result.accuracy:.4f} (all) -> {final_result.accuracy:.4f} (selected)") + print( + f"Accuracy: {initial_result.accuracy:.4f} (all) -> {final_result.accuracy:.4f} (selected)" + ) print(f"\nTop features: {list(selected_features[:5])}...") - + return self - + def _find_optimal_n_features( self, sorted_features: np.ndarray, @@ -395,18 +407,18 @@ def _find_optimal_n_features( ) -> tuple[int, np.ndarray]: """ Find optimal number of features using iterative training. - + Returns ------- tuple[int, np.ndarray] Optimal number of features and accuracy curve. """ n_features = sorted_features.shape[1] - + counter = 0 max_acc_idx = 0 acc_list = [0.0] # Start with 0 for indexing convenience - + iterator = range(1, n_features + 1) if self.verbose: iterator = tqdm( @@ -414,14 +426,14 @@ def _find_optimal_n_features( desc="Adding features", total=n_features, ) - + for n in iterator: if counter > self.stable_iterations: break - + # Train on first n features X_subset = sorted_features[:, :n] - + result = train_rf_model( X=X_subset, y=y, @@ -430,12 +442,12 @@ def _find_optimal_n_features( random_state=self.random_state, verbose=False, ) - + acc_list.append(result.accuracy) - + # Check if we should continue acc_diff = abs(acc_list[max_acc_idx] - result.accuracy) - + if max_acc_idx == np.argmax(acc_list): # No new maximum pass @@ -448,18 +460,18 @@ def _find_optimal_n_features( max_acc_idx, counter = self._increment_check( acc_list, max_acc_idx, counter ) - + counter += 1 - + accuracy_curve = np.array(acc_list) optimal_n = max_acc_idx - + # Handle edge case where optimal_n is 0 if optimal_n == 0: optimal_n = np.argmax(acc_list) - + return optimal_n, accuracy_curve - + def _increment_check( self, acc_list: list[float], @@ -471,26 +483,26 @@ def _increment_check( """ temp_max_idx = current_max_idx temp_counter = counter - + for _ in range(self.stable_iterations): end_idx = min(temp_max_idx + self.stable_iterations + 1, len(acc_list)) window = np.array(acc_list[temp_max_idx:end_idx]) - + if len(window) == 0: break - + acc_diffs = window - acc_list[temp_max_idx] improvements = np.where(acc_diffs > self.threshold)[0] - + if len(improvements) == 0: break else: if temp_counter > 0: temp_counter -= 1 temp_max_idx += 1 - + return temp_max_idx, temp_counter - + def plot_accuracy_curve( self, save_path: str | None = None, @@ -499,7 +511,7 @@ def plot_accuracy_curve( ): """ Plot accuracy vs number of features. - + Parameters ---------- save_path : str, optional @@ -509,17 +521,17 @@ def plot_accuracy_curve( show : bool, default=True Whether to display the figure with plt.show(). If False, the figure is closed after it is saved. - + Returns ------- matplotlib.figure.Figure The figure object. """ self._check_is_fitted() - + # Import here to avoid import at module level from ._plotting import plot_accuracy_curve - + return plot_accuracy_curve( accuracy_curve=self.accuracy_curve_, optimal_n=self.results_.n_features_selected, @@ -531,7 +543,7 @@ def plot_accuracy_curve( figsize=figsize, show=show, ) - + def get_params(self) -> dict: """Get hyperparameters of this selector.""" return { diff --git a/src/cc_mapping/feature_selection/_training.py b/src/cc_mapping/feature_selection/_training.py index 6ce27b9..a4ebb0c 100644 --- a/src/cc_mapping/feature_selection/_training.py +++ b/src/cc_mapping/feature_selection/_training.py @@ -5,13 +5,11 @@ from __future__ import annotations from dataclasses import dataclass -from typing import Any import numpy as np +from sklearn import metrics from sklearn.ensemble import RandomForestClassifier from sklearn.model_selection import train_test_split -from sklearn import metrics - # Default parameters for Random Forest DEFAULT_RF_PARAMS = { @@ -31,7 +29,7 @@ class TrainingResult: """ Container for model training results. - + Attributes ---------- model : RandomForestClassifier @@ -45,6 +43,7 @@ class TrainingResult: classification_report : str Full classification report as string. """ + model: RandomForestClassifier accuracy: float predictions: np.ndarray @@ -63,7 +62,7 @@ def train_rf_model( ) -> TrainingResult: """ Train a Random Forest classifier and evaluate on held-out test set. - + Parameters ---------- X : np.ndarray @@ -71,7 +70,7 @@ def train_rf_model( y : np.ndarray Target labels of shape (n_samples,). rf_params : dict, optional - Parameters for RandomForestClassifier. + Parameters for RandomForestClassifier. Defaults to DEFAULT_RF_PARAMS. train_test_split_params : dict, optional Parameters for train_test_split. @@ -82,12 +81,12 @@ def train_rf_model( Whether to print classification report. description : str, optional Description for verbose output. - + Returns ------- TrainingResult Container with model, accuracy, and evaluation details. - + Examples -------- >>> result = train_rf_model(X, y, verbose=True, description="initial") @@ -98,23 +97,23 @@ def train_rf_model( rf_params = DEFAULT_RF_PARAMS.copy() if train_test_split_params is None: train_test_split_params = DEFAULT_SPLIT_PARAMS.copy() - + # Split data X_train, X_test, y_train, y_test = train_test_split( X, y, random_state=random_state, **train_test_split_params ) - + # Train model model = RandomForestClassifier(random_state=random_state, **rf_params) model.fit(X_train, y_train) - + # Evaluate predictions = model.predict(X_test) accuracy = metrics.accuracy_score(y_test, predictions) # zero_division=0 gives the same 0.0 scores as the default, without warning # about classes the forest never predicts (the report is built even when quiet) report = metrics.classification_report(y_test, predictions, zero_division=0) - + if verbose: desc_str = f" ({description})" if description else "" print(f"Classification Report{desc_str}") @@ -122,7 +121,7 @@ def train_rf_model( print(report) print(f"Accuracy: {accuracy:.4f}") print() - + return TrainingResult( model=model, accuracy=accuracy, @@ -137,12 +136,12 @@ def get_sorted_feature_indices( ) -> np.ndarray: """ Get feature indices sorted by importance (highest first). - + Parameters ---------- model : RandomForestClassifier Fitted Random Forest model. - + Returns ------- np.ndarray diff --git a/src/cc_mapping/manifold.py b/src/cc_mapping/manifold.py index dffd980..1667232 100644 --- a/src/cc_mapping/manifold.py +++ b/src/cc_mapping/manifold.py @@ -13,7 +13,6 @@ import os from dataclasses import dataclass, field -from typing import Optional import anndata as ad import matplotlib as mpl @@ -50,7 +49,7 @@ class PHATEConfig: gamma: float = 1.0 n_pca: int = 100 n_jobs: int = -1 - random_state: Optional[int] = None + random_state: int | None = None verbose: bool = False def to_dict(self) -> dict: @@ -204,7 +203,7 @@ def run_phate( adata: ad.AnnData, feature_set: str, layer: str, - phate_config: Optional[PHATEConfig] = None, + phate_config: PHATEConfig | None = None, obsm_save_key: str = "X_phate", ) -> ad.AnnData: """ @@ -246,8 +245,8 @@ def plot_embedding( ax: plt.Axes, phate_coords: np.ndarray, colors: np.ndarray | pd.Series, - kwargs: Optional[dict] = None, - palette: Optional[list] = None, + kwargs: dict | None = None, + palette: list | None = None, ) -> plt.Axes: """ Plot PHATE embedding on given axes. @@ -299,9 +298,9 @@ def plot_from_adata( adata: ad.AnnData, color_name: str, obsm_embedding: str = "X_phate", - ax: Optional[plt.Axes] = None, + ax: plt.Axes | None = None, unit_size: int = 5, - kwargs: Optional[dict] = None, + kwargs: dict | None = None, return_fig: bool = False, ) -> plt.Axes | tuple[plt.Figure, plt.Axes]: """ @@ -336,7 +335,9 @@ def plot_from_adata( colors = adata.obs_vector(color_name) palette = adata.uns.get(f"{color_name}_colors") - PHATEVisualizer.plot_embedding(ax, phate_coords, colors, kwargs, palette=palette) + PHATEVisualizer.plot_embedding( + ax, phate_coords, colors, kwargs, palette=palette + ) if created_fig and return_fig: return fig, ax @@ -366,10 +367,10 @@ def perform_phate_hyperparameter_search( hyperparam_grid: PHATEHyperparamGrid, base_config: PHATEConfig, color_name: str, - final_grid_dims: Optional[tuple[int, int]] = None, + final_grid_dims: tuple[int, int] | None = None, unit_size: int = 10, - plot_kwargs: Optional[dict] = None, - save_path: Optional[str] = None, + plot_kwargs: dict | None = None, + save_path: str | None = None, show_legend: bool = False, ) -> list[plt.Figure]: """ @@ -511,8 +512,8 @@ def quick_phate_plot( feature_set: str, layer: str, color_name: str, - phate_config: Optional[PHATEConfig] = None, - save_path: Optional[str] = None, + phate_config: PHATEConfig | None = None, + save_path: str | None = None, ) -> tuple[ad.AnnData, plt.Figure]: """ Quick PHATE computation and visualization. diff --git a/src/cc_mapping/plot.py b/src/cc_mapping/plot.py index 702d7dc..dc35002 100644 --- a/src/cc_mapping/plot.py +++ b/src/cc_mapping/plot.py @@ -12,8 +12,8 @@ import io import os +from collections.abc import Callable from dataclasses import dataclass, field -from typing import Callable, Optional import anndata as ad import matplotlib as mpl @@ -24,7 +24,6 @@ import pandas as pd from matplotlib.gridspec import GridSpec - # ============================================================================ # Configuration Dataclasses # ============================================================================ @@ -45,7 +44,7 @@ class RowPartitionConfig(PlotConfig): adata: ad.AnnData obs_search_term: str colors: list | np.ndarray - column_labels: Optional[list | np.ndarray] = None + column_labels: list | np.ndarray | None = None obs_embedding_key: str = "X_phate" plot_all: bool = True plot_background: bool = True @@ -80,7 +79,7 @@ def add_column_labels( self, ax: plt.Axes, labels: list, - param_name: Optional[str] = None, + param_name: str | None = None, ) -> plt.Axes: """Add colored column labels to the top of the grid.""" num_cols = len(labels) @@ -113,7 +112,7 @@ def add_row_labels( self, ax: plt.Axes, labels: list, - param_name: Optional[str] = None, + param_name: str | None = None, ) -> plt.Axes: """Add colored row labels to the left of the grid.""" num_rows = len(labels) @@ -391,13 +390,13 @@ def plot_row_partitions( adata: ad.AnnData, obs_search_term: str, colors: list | np.ndarray, - column_labels: Optional[list | np.ndarray] = None, + column_labels: list | np.ndarray | None = None, obs_embedding_key: str = "X_phate", - kwargs: Optional[dict] = None, + kwargs: dict | None = None, plot_all: bool = True, plot_background: bool = True, unit_size: int = 20, - save_path: Optional[str] = None, + save_path: str | None = None, ) -> plt.Figure: """ Plot row partitions of the given AnnData object. @@ -494,7 +493,7 @@ def _is_color_column(values) -> bool: return bool(present) and all(_is_literal_color(v) for v in present) -def category_color_map(values, palette: Optional[list] = None) -> dict: +def category_color_map(values, palette: list | None = None) -> dict: """ Map each category of ``values`` to a color. @@ -522,7 +521,7 @@ def category_color_map(values, palette: Optional[list] = None) -> dict: return dict(zip(categories, palette)) -def to_scatter_colors(values, palette: Optional[list] = None) -> tuple[np.ndarray, bool]: +def to_scatter_colors(values, palette: list | None = None) -> tuple[np.ndarray, bool]: """ Convert per-cell values into something ``Axes.scatter(c=...)`` accepts. @@ -559,14 +558,16 @@ def to_scatter_colors(values, palette: Optional[list] = None) -> tuple[np.ndarra for label, color in category_color_map(values, palette).items() } na_rgba = mcolors.to_rgba(NA_COLOR) - rgba = [na_rgba if is_na else lookup[label] for label, is_na in zip(labels, missing)] + rgba = [ + na_rgba if is_na else lookup[label] for label, is_na in zip(labels, missing) + ] return np.array(rgba), False def get_legend( adata: ad.AnnData, color_name: str, - label_name: Optional[str] = None, + label_name: str | None = None, ) -> tuple[list[mpatches.Patch], np.ndarray]: """ Get patches from adata.obs[color_name] for creating a legend. @@ -635,9 +636,9 @@ def combine_figures_with_gridspec( grid_rows: int, grid_cols: int, unit_size: int = 5, - title: Optional[str] = None, - title_kwargs: Optional[dict] = None, - save_path: Optional[str] = None, + title: str | None = None, + title_kwargs: dict | None = None, + save_path: str | None = None, raster_dpi: int = 150, ) -> plt.Figure: """ diff --git a/src/cc_mapping/preprocess.py b/src/cc_mapping/preprocess.py index 14a7119..437add0 100644 --- a/src/cc_mapping/preprocess.py +++ b/src/cc_mapping/preprocess.py @@ -1,7 +1,7 @@ import re -import numpy as np import anndata as ad +import numpy as np def row_data_partitioning( diff --git a/src/cc_mapping/pseudotime.py b/src/cc_mapping/pseudotime.py index bf77ff2..734fe35 100644 --- a/src/cc_mapping/pseudotime.py +++ b/src/cc_mapping/pseudotime.py @@ -48,7 +48,6 @@ def run_palantir_pseudotime( try: with open(os.devnull, "w") as devnull: with contextlib.redirect_stdout(devnull): - palantir.utils.run_diffusion_maps( adata, n_components=n_components, pca_key=data_key, seed=seed ) @@ -234,7 +233,6 @@ def perform_palantir_hyperparameter_search( total=number_param_plots, desc="Generating hyperparameter search plots", ): - plotting_dict = { "adata": adata.copy(), "data_key": data_key, diff --git a/src/cc_mapping/thresholding/__init__.py b/src/cc_mapping/thresholding/__init__.py index 06a39a8..c18179a 100644 --- a/src/cc_mapping/thresholding/__init__.py +++ b/src/cc_mapping/thresholding/__init__.py @@ -20,7 +20,7 @@ Usage:: from cc_mapping.thresholding import GMMThresholding - + gmm = GMMThresholding( adata=adata, feature='gene1', @@ -32,29 +32,24 @@ """ from .base import ( - _GaussianMixtureModelInfo, + GaussianMixtureModelBase, _DecisionBoundariesModel, + _GaussianMixtureModelInfo, _SingleThresholdingEventModel, - GaussianMixtureModelBase, ) - -from .single import GMMThresholding - from .sequential import SequentialGMM - +from .single import GMMThresholding __all__ = [ # Main classes - 'GMMThresholding', - 'SequentialGMM', - + "GMMThresholding", + "SequentialGMM", # Base class - 'GaussianMixtureModelBase', - + "GaussianMixtureModelBase", # Pydantic models (private but exposed for advanced usage) - '_GaussianMixtureModelInfo', - '_DecisionBoundariesModel', - '_SingleThresholdingEventModel', + "_GaussianMixtureModelInfo", + "_DecisionBoundariesModel", + "_SingleThresholdingEventModel", ] -__version__ = '0.1.1' +__version__ = "0.1.1" diff --git a/src/cc_mapping/thresholding/base.py b/src/cc_mapping/thresholding/base.py index 071ec42..4366cf9 100644 --- a/src/cc_mapping/thresholding/base.py +++ b/src/cc_mapping/thresholding/base.py @@ -12,27 +12,25 @@ GaussianMixtureModelBase: Base class providing shared utilities and plotting methods """ -from typing import Dict, List, Optional, Tuple, Union import warnings from pathlib import Path import anndata as ad -from kneed import KneeLocator -from matplotlib import axes -from matplotlib.figure import Figure import matplotlib as mpl -import matplotlib.pyplot as plt -import matplotlib.gridspec as gridspec import matplotlib.patches as mpatches +import matplotlib.pyplot as plt import mpl_scatter_density # noqa: F401 -- imported for its side effect: registers the "scatter_density" projection import numpy as np import pandas as pd import scipy.stats as st +from kneed import KneeLocator +from matplotlib import axes, gridspec +from matplotlib.figure import Figure from pydantic import BaseModel, ConfigDict, Field, field_validator, model_validator from sklearn.mixture import GaussianMixture -def _validate_save_path(save_path: Optional[Union[str, Path]]) -> Optional[Path]: +def _validate_save_path(save_path: str | Path | None) -> Path | None: """ Validate that the directory of the save_path exists. @@ -96,27 +94,27 @@ class _GaussianMixtureModelInfo(BaseModel): # Validate on assignment too, so arrays assigned after construction become lists. model_config = ConfigDict(validate_assignment=True) - gmm_kwargs: Optional[Dict] = Field( + gmm_kwargs: dict | None = Field( default=None, description="Keyword arguments used for the Gaussian Mixture Model.", ) - means: Optional[List[float]] = Field( + means: list[float] | None = Field( default=None, description="Means of the GMM components." ) - covs: Optional[List[float]] = Field( + covs: list[float] | None = Field( default=None, description="Covariances of the GMM components." ) - weights: Optional[List[float]] = Field( + weights: list[float] | None = Field( default=None, description="Weights of the GMM components." ) - n_components: Optional[int] = Field( + n_components: int | None = Field( default=None, description="Number of GMM components." ) - data_probs: Optional[List[List[float]]] = Field( + data_probs: list[list[float]] | None = Field( default=None, description="Probability of each data point belonging to each gmm component.", ) - condensed_data_probs: Optional[List[List[float]]] = Field( + condensed_data_probs: list[list[float]] | None = Field( default=None, description="Condensed data probabilities after handling duplicates (optional).", ) @@ -164,13 +162,13 @@ class _DecisionBoundariesModel(BaseModel): label of the interval they fall in. """ - thresholds: List[float] = Field(description="List of decision boundary thresholds.") - interval_components: Optional[List[int]] = Field( + thresholds: list[float] = Field(description="List of decision boundary thresholds.") + interval_components: list[int] | None = Field( default=None, description="Label index of each interval between thresholds " "(defaults to one label per interval, in order).", ) - empty_labels: List[str] = Field( + empty_labels: list[str] = Field( default_factory=list, description="Labels that no sample was assigned to." ) n_reassigned_samples: int = Field( @@ -207,17 +205,17 @@ class _SingleThresholdingEventModel(BaseModel): Observation label in anndata object to store gmm phase labels. """ - gmm_info: Optional[_GaussianMixtureModelInfo] = Field( + gmm_info: _GaussianMixtureModelInfo | None = Field( description="Gaussian Mixture Model information.", default=None, ) - ordered_gmm_labels: Optional[List[str]] = Field( + ordered_gmm_labels: list[str] | None = Field( description="Ordered labels corresponding to the gmm components.", default=None ) - decision_boundaries: Optional[_DecisionBoundariesModel] = Field( + decision_boundaries: _DecisionBoundariesModel | None = Field( default=None, description="Decision boundary information (optional)." ) - condensed_labels: Optional[List[str]] = Field( + condensed_labels: list[str] | None = Field( default=None, description="Condensed labels after handling duplicates (optional).", ) @@ -290,7 +288,7 @@ def _calculate_decision_boundaries_from_probs( self, feature_values: np.ndarray, data_probs: np.ndarray, - ordered_labels: List[str], + ordered_labels: list[str], feature_name: str, ) -> _DecisionBoundariesModel: """ @@ -398,8 +396,8 @@ def _calculate_decision_boundaries_from_probs( def _assign_label_indices( self, feature_values: np.ndarray, - thresholds: List[float], - interval_components: List[int], + thresholds: list[float], + interval_components: list[int], ) -> np.ndarray: """ Map feature values to label indices through thresholds and interval components. @@ -431,9 +429,9 @@ def _calculate_bic_for_component_range( adata: ad.AnnData, feature: str, component_range: int, - layer: Optional[str], + layer: str | None, gmm_kwargs: dict, - ) -> List[Union[int, float]]: + ) -> list[int | float]: """ Run Bayesian Information Criterion (BIC) on the gene expression data. @@ -478,13 +476,13 @@ def determine_optimal_number_components( adata: ad.AnnData, feature: str, component_range: int, - layer: Optional[str] = None, - gmm_kwargs: Optional[dict] = None, + layer: str | None = None, + gmm_kwargs: dict | None = None, metric: str = "bic", curve: str = "convex", direction: str = "decreasing", return_bic_list: bool = False, - ) -> Union[int, Tuple[int, List[Union[int, float]]]]: + ) -> int | tuple[int, list[int | float]]: """ Determine the optimal number of components for the GMM. @@ -552,12 +550,12 @@ def plot_bayesian_information_criterion_curve( adata: ad.AnnData, feature: str, component_range: int, - layer: Optional[str] = None, - gmm_kwargs: Optional[dict] = None, + layer: str | None = None, + gmm_kwargs: dict | None = None, curve: str = "convex", direction: str = "decreasing", ax: plt.Axes = None, - save_path: Optional[Union[str, Path]] = None, + save_path: str | Path | None = None, ) -> None: """ Plot the BIC curve. @@ -730,7 +728,7 @@ def _plot_sample_catergory_legend( ax: axes.Axes, internal_data: _SingleThresholdingEventModel, cmap: plt.cm.ScalarMappable, - legend_kwargs: Optional[dict] = None, + legend_kwargs: dict | None = None, ) -> axes.Axes: """ Plot legend showing category labels and colors. @@ -775,10 +773,10 @@ def _plot_hist_base( self, adata: ad.AnnData, feature: str, - layer: Optional[str], - hist_kwargs: Optional[Dict] = None, + layer: str | None, + hist_kwargs: dict | None = None, ax: plt.Axes = None, - x_axis_limits: Optional[tuple] = None, + x_axis_limits: tuple | None = None, ) -> axes.Axes: """ Base function for plotting GMM distributions. @@ -1003,16 +1001,16 @@ def _plot_strip_plot_base( self, adata: ad.AnnData, feature: str, - layer: Optional[str], - obs_label: Optional[str] = None, - ordered_labels: Optional[List[str]] = None, + layer: str | None, + obs_label: str | None = None, + ordered_labels: list[str] | None = None, scatter_density: bool = True, - y_axis_limits: Optional[Tuple[float, float]] = None, - hist_kwargs: Optional[Dict] = None, - strip_plot_kwargs: Optional[Dict] = None, + y_axis_limits: tuple[float, float] | None = None, + hist_kwargs: dict | None = None, + strip_plot_kwargs: dict | None = None, cmap: mpl.cm.ScalarMappable = mpl.colormaps["plasma"], - vmax: Optional[Union[int, float]] = None, - ) -> Tuple[Figure, axes.Axes, axes.Axes]: + vmax: float | None = None, + ) -> tuple[Figure, axes.Axes, axes.Axes]: """ Base method for creating strip plot + histogram WITHOUT decision boundaries. @@ -1232,18 +1230,18 @@ def _plot_strip_plot_histogram_with_decision_boundaries( self, adata: ad.AnnData, feature: str, - layer: Optional[str], + layer: str | None, obs_label: str, - ordered_labels: List[str], + ordered_labels: list[str], internal_data: _SingleThresholdingEventModel, cmap: mpl.cm.ScalarMappable = mpl.colormaps["plasma"], - y_axis_limits: Optional[Tuple[float, float]] = None, + y_axis_limits: tuple[float, float] | None = None, resolution: int = 1000, scatter_density: bool = True, - vmax: Optional[Union[int, float]] = None, - hist_kwargs: Optional[Dict] = None, - strip_plot_kwargs: Optional[Dict] = None, - title: Optional[str] = None, + vmax: float | None = None, + hist_kwargs: dict | None = None, + strip_plot_kwargs: dict | None = None, + title: str | None = None, ) -> Figure: """ Generate a 1D strip plot with histogram and decision boundaries. @@ -1332,7 +1330,7 @@ def _plot_strip_plot_histogram_with_decision_boundaries( def generate_thresholding_report( self, output_format: str = "text", - ) -> Union[str, pd.DataFrame]: + ) -> str | pd.DataFrame: """ Generate a human-readable report of all thresholding operations. diff --git a/src/cc_mapping/thresholding/sequential.py b/src/cc_mapping/thresholding/sequential.py index 2654a7f..9bf3381 100644 --- a/src/cc_mapping/thresholding/sequential.py +++ b/src/cc_mapping/thresholding/sequential.py @@ -9,25 +9,24 @@ SequentialGMM: Sequential refinement class """ -from typing import Dict, List, Optional, Tuple, Union -from pathlib import Path import warnings +from pathlib import Path import anndata as ad import matplotlib as mpl -from matplotlib import colors as mpl_colors import matplotlib.pyplot as plt -from matplotlib.axes import Axes -from matplotlib.figure import Figure import numpy as np import pandas as pd +from matplotlib import colors as mpl_colors +from matplotlib.axes import Axes +from matplotlib.figure import Figure from sklearn.mixture import GaussianMixture from .base import ( - _GaussianMixtureModelInfo, + GaussianMixtureModelBase, _DecisionBoundariesModel, + _GaussianMixtureModelInfo, _SingleThresholdingEventModel, - GaussianMixtureModelBase, _validate_save_path, ) from .single import GMMThresholding @@ -36,20 +35,20 @@ class SequentialGMM(GaussianMixtureModelBase): """ Sequential GMM thresholding for iterative population refinement. - + This class enables performing multiple sequential GMM thresholding operations on subsets of cells, where each operation refines a specific categorical label from a previous thresholding event. This is useful for hierarchical cell type classification or iterative gating strategies. - + Unlike GMMThresholding which thresholds a single feature once, this class allows: - + - Initial thresholding on entire dataset - Refinement of specific label values through additional thresholding - Tracking operation provenance (parent-child relationships) - Multiple operations stored in a single .uns key - + Attributes ---------- adata : ad.AnnData @@ -60,17 +59,17 @@ class SequentialGMM(GaussianMixtureModelBase): Default GMM kwargs (can be overridden per operation). random_state : int Random state for reproducibility. - + Examples -------- Example workflow:: - + # Initialize seq_gmm = SequentialGMM( adata=adata, thresholding_events_key='sequential_thresholding' ) - + # Create initial labels on entire dataset seq_gmm.threshold_entire_dataset( feature='DNA_content', @@ -79,7 +78,7 @@ class SequentialGMM(GaussianMixtureModelBase): ordered_labels=['Low', 'High'], operation_name='DNA_threshold' ) - + # Refine 'Low' cells only seq_gmm.refine_labels_with_gmm( feature='Plk1', @@ -89,34 +88,34 @@ class SequentialGMM(GaussianMixtureModelBase): ordered_labels=['Low_neg', 'Low_pos'], operation_name='Plk1_refinement' ) - + # Get modified adata adata = seq_gmm.return_adata() """ - + def __init__( self, adata: ad.AnnData, - thresholding_events_key: str = 'sequential_gmm_thresholding_events', - gmm_kwargs: Optional[dict] = None, + thresholding_events_key: str = "sequential_gmm_thresholding_events", + gmm_kwargs: dict | None = None, random_state: int = 42, ): """ Initialize sequential thresholding object. - + Parameters ---------- adata : ad.AnnData Annotated data matrix (observations x features). thresholding_events_key : str, optional - The key in `adata.uns` where all thresholding event information will be stored. + The key in `adata.uns` where all thresholding event information will be stored. Defaults to 'sequential_gmm_thresholding_events'. gmm_kwargs : Optional[Dict], optional - Default keyword arguments to pass to `sklearn.mixture.GaussianMixture`. + Default keyword arguments to pass to `sklearn.mixture.GaussianMixture`. Can be overridden per operation. Defaults to None (becomes {}). random_state : int, optional Random state for reproducibility. Defaults to 42. - + Raises ------ TypeError @@ -175,22 +174,22 @@ def threshold_entire_dataset( feature: str, label_obs_save_str: str, n_components: int, - ordered_labels: List[str], - manual_thresholds: Optional[List[Union[float, int]]] = None, + ordered_labels: list[str], + manual_thresholds: list[float | int] | None = None, duplicate_labels: bool = False, - operation_name: Optional[str] = None, - layer: Optional[str] = None, - gmm_kwargs: Optional[dict] = None, + operation_name: str | None = None, + layer: str | None = None, + gmm_kwargs: dict | None = None, overwrite: bool = False, ) -> None: """ Threshold entire dataset to create initial categorical labels. - + This method creates a new obs column with categorical labels based on GMM thresholding of a single feature across all cells. It's a wrapper around GMMThresholding that stores results in the sequential thresholding framework. - + Parameters ---------- feature : str @@ -213,24 +212,24 @@ def threshold_entire_dataset( gmm_kwargs : Optional[dict], optional GMM kwargs for this operation. Overrides default if provided. Defaults to None. overwrite : bool, optional - If True, allows overwriting an existing operation with the same name. + If True, allows overwriting an existing operation with the same name. Useful for updating n_components or thresholds. Defaults to False. - + Raises ------ ValueError If operation_name is None or empty. KeyError If operation_name already exists in .uns and overwrite=False. - + Notes ----- Other exceptions raised by GMMThresholding. - + Examples -------- :: - + seq_gmm.threshold_entire_dataset( feature='DNA_content', label_obs_save_str='cell_cycle', @@ -242,7 +241,7 @@ def threshold_entire_dataset( # Validate operation_name if operation_name is None or not operation_name: raise ValueError("operation_name is required and cannot be empty.") - + if operation_name in self.adata.uns[self.thresholding_events_key]: if not overwrite: raise KeyError( @@ -253,16 +252,16 @@ def threshold_entire_dataset( warnings.warn( f"Overwriting existing operation '{operation_name}'.", UserWarning, - stacklevel=2 + stacklevel=2, ) - + # Use default gmm_kwargs if not provided if gmm_kwargs is None: gmm_kwargs = self.gmm_kwargs - + # Create temporary single thresholding instance # Use a temporary .uns key to avoid conflicts - temp_key = f'_temp_{operation_name}' + temp_key = f"_temp_{operation_name}" gmm_single = GMMThresholding( adata=self.adata, feature=feature, @@ -272,7 +271,7 @@ def threshold_entire_dataset( gmm_kwargs=gmm_kwargs, random_state=self.random_state, ) - + # Fit and categorize gmm_single.fit(n_components=n_components) gmm_single.categorize_samples( @@ -280,27 +279,30 @@ def threshold_entire_dataset( manual_thresholds=manual_thresholds, duplicate_labels=duplicate_labels, ) - + # Extract results from temporary instance self.adata = gmm_single.return_adata() - + # Move operation data from temp key to our key with metadata # Single class stores with feature name as key operation_data = self.adata.uns[temp_key][feature] - + # Add sequential-specific metadata - operation_data['operation_type'] = 'standard' - operation_data['parent_operation'] = None - operation_data['refined_from_labels'] = None - operation_data['layer'] = layer - + operation_data["operation_type"] = "standard" + operation_data["parent_operation"] = None + operation_data["refined_from_labels"] = None + operation_data["layer"] = layer + # Capture cell counts immediately after this operation - cell_counts_after_operation = {str(k): int(v) for k, v in self.adata.obs[label_obs_save_str].value_counts().items()} - operation_data['cell_counts_after_operation'] = cell_counts_after_operation - + cell_counts_after_operation = { + str(k): int(v) + for k, v in self.adata.obs[label_obs_save_str].value_counts().items() + } + operation_data["cell_counts_after_operation"] = cell_counts_after_operation + # Store in our key with the operation_name self.adata.uns[self.thresholding_events_key][operation_name] = operation_data - + # Clean up temp key del self.adata.uns[temp_key] @@ -310,19 +312,19 @@ def refine_labels_with_gmm( obs_label: str, value_to_refine: str, n_components: int, - ordered_labels: List[str], + ordered_labels: list[str], duplicate_labels: bool = False, - operation_name: Optional[str] = None, - layer: Optional[str] = None, - gmm_kwargs: Optional[dict] = None, + operation_name: str | None = None, + layer: str | None = None, + gmm_kwargs: dict | None = None, overwrite: bool = False, ) -> None: """ Refine existing categorical labels by thresholding a subset with GMM. - + Modifies adata.obs[obs_label] in-place (within the copy), replacing cells with value_to_refine with new labels based on GMM thresholding. - + Parameters ---------- feature : str @@ -344,9 +346,9 @@ def refine_labels_with_gmm( gmm_kwargs : Optional[dict], optional GMM kwargs for this operation. Overrides default if provided. Defaults to None. overwrite : bool, optional - If True, allows overwriting an existing operation with the same name. + If True, allows overwriting an existing operation with the same name. Useful for updating n_components or thresholds. Defaults to False. - + Raises ------ ValueError @@ -359,11 +361,11 @@ def refine_labels_with_gmm( If value_to_refine is not present in adata.obs[obs_label]. ValueError If no cells have the value_to_refine. - + Examples -------- :: - + # Before: adata.obs['cell_cycle'] = ['G0', 'G0', 'G1', 'S', 'G0'] seq_gmm.refine_labels_with_gmm( feature='Plk1', @@ -378,7 +380,7 @@ def refine_labels_with_gmm( # Validate operation_name if operation_name is None or not operation_name: raise ValueError("operation_name is required and cannot be empty.") - + if operation_name in self.adata.uns[self.thresholding_events_key]: if not overwrite: raise KeyError( @@ -389,16 +391,16 @@ def refine_labels_with_gmm( warnings.warn( f"Overwriting existing operation '{operation_name}'.", UserWarning, - stacklevel=2 + stacklevel=2, ) - + # Validate obs_label exists if obs_label not in self.adata.obs.columns: raise KeyError( f"obs_label '{obs_label}' not found in adata.obs. " f"Available columns: {list(self.adata.obs.columns)}" ) - + # Partition data by label mask, subset_data = self._partition_data_by_label( obs_label=obs_label, @@ -406,20 +408,17 @@ def refine_labels_with_gmm( feature=feature, layer=layer, ) - + # Use default gmm_kwargs if not provided if gmm_kwargs is None: gmm_kwargs = self.gmm_kwargs.copy() - + # Ensure random_state is in gmm_kwargs (but don't override if explicitly provided) - if 'random_state' not in gmm_kwargs: - gmm_kwargs['random_state'] = self.random_state - + if "random_state" not in gmm_kwargs: + gmm_kwargs["random_state"] = self.random_state + # Fit GMM on subset only - gmm = GaussianMixture( - n_components=n_components, - **gmm_kwargs - ) + gmm = GaussianMixture(n_components=n_components, **gmm_kwargs) gmm.fit(subset_data.reshape(-1, 1)) # Sort GMM components by mean (low -> high) so column index matches the @@ -442,23 +441,27 @@ def refine_labels_with_gmm( n_components=n_components, data_probs=sorted_data_probs, ) - + # Handle duplicate labels if needed. # Match single.py:643 arg order: (data_probs, ordered_labels) — and only # collapse when labels actually contain duplicates, since the underlying # _handle_duplicate_labels can mis-shape the output for no-op collapses. has_duplicates = len(set(ordered_labels)) < len(ordered_labels) if duplicate_labels and has_duplicates: - condensed_data_probs, ordered_labels_processed = self._handle_duplicate_labels( - gmm_info.data_probs, ordered_labels + condensed_data_probs, ordered_labels_processed = ( + self._handle_duplicate_labels(gmm_info.data_probs, ordered_labels) ) gmm_info.condensed_data_probs = condensed_data_probs else: ordered_labels_processed = ordered_labels - + # Calculate decision boundaries from probabilities # Convert data_probs back to numpy array (Pydantic stores as list) - probs_array = np.array(gmm_info.condensed_data_probs if (duplicate_labels and has_duplicates) else gmm_info.data_probs) + probs_array = np.array( + gmm_info.condensed_data_probs + if (duplicate_labels and has_duplicates) + else gmm_info.data_probs + ) decision_boundaries = self._calculate_decision_boundaries_from_probs( feature_values=subset_data, data_probs=probs_array, @@ -473,33 +476,37 @@ def refine_labels_with_gmm( decision_boundaries.interval_components, ) new_labels = np.asarray(ordered_labels_processed)[label_indices] - + # Update labels in-place self._update_labels_in_place( obs_label=obs_label, mask=mask, new_labels=new_labels, ) - + # Capture cell counts immediately after this operation - cell_counts_after_operation = {str(k): int(v) for k, v in pd.Series(new_labels).value_counts().items()} - + cell_counts_after_operation = { + str(k): int(v) for k, v in pd.Series(new_labels).value_counts().items() + } + # Store operation metadata internal_data = _SingleThresholdingEventModel( gmm_info=gmm_info, ordered_gmm_labels=ordered_labels, decision_boundaries=decision_boundaries, - condensed_labels=ordered_labels_processed if (duplicate_labels and has_duplicates) else None, + condensed_labels=ordered_labels_processed + if (duplicate_labels and has_duplicates) + else None, feature_name=feature, gmm_obs_label=obs_label, ) - + self._store_refinement_operation( operation_name=operation_name, internal_data=internal_data, obs_label=obs_label, value_to_refine=value_to_refine, - operation_type='refinement', + operation_type="refinement", layer=layer, cell_counts_after_operation=cell_counts_after_operation, ) @@ -509,18 +516,18 @@ def refine_labels_with_manual_thresholds( feature: str, obs_label: str, value_to_refine: str, - manual_thresholds: List[Union[float, int]], - ordered_labels: List[str], - operation_name: Optional[str] = None, - layer: Optional[str] = None, + manual_thresholds: list[float | int], + ordered_labels: list[str], + operation_name: str | None = None, + layer: str | None = None, overwrite: bool = False, ) -> None: """ Refine existing categorical labels using manual thresholds. - + Similar to refine_labels_with_gmm() but uses explicit threshold values instead of fitting a GMM. - + Parameters ---------- feature : str @@ -538,9 +545,9 @@ def refine_labels_with_manual_thresholds( layer : Optional[str], optional Layer to use for data access. If None, uses adata.X. Defaults to None. overwrite : bool, optional - If True, allows overwriting an existing operation with the same name. + If True, allows overwriting an existing operation with the same name. Useful for updating thresholds. Defaults to False. - + Raises ------ ValueError @@ -555,11 +562,11 @@ def refine_labels_with_manual_thresholds( If no cells have the value_to_refine. ValueError If len(manual_thresholds) != len(ordered_labels) - 1. - + Examples -------- :: - + seq_gmm.refine_labels_with_manual_thresholds( feature='Plk1', obs_label='cell_cycle', @@ -572,7 +579,7 @@ def refine_labels_with_manual_thresholds( # Validate operation_name if operation_name is None or not operation_name: raise ValueError("operation_name is required and cannot be empty.") - + if operation_name in self.adata.uns[self.thresholding_events_key]: if not overwrite: raise KeyError( @@ -583,23 +590,23 @@ def refine_labels_with_manual_thresholds( warnings.warn( f"Overwriting existing operation '{operation_name}'.", UserWarning, - stacklevel=2 + stacklevel=2, ) - + # Validate obs_label exists if obs_label not in self.adata.obs.columns: raise KeyError( f"obs_label '{obs_label}' not found in adata.obs. " f"Available columns: {list(self.adata.obs.columns)}" ) - + # Validate manual_thresholds length if len(manual_thresholds) != len(ordered_labels) - 1: raise ValueError( f"Number of thresholds ({len(manual_thresholds)}) must be " f"len(ordered_labels) - 1 = {len(ordered_labels) - 1}" ) - + # Partition data by label mask, subset_data = self._partition_data_by_label( obs_label=obs_label, @@ -607,27 +614,29 @@ def refine_labels_with_manual_thresholds( feature=feature, layer=layer, ) - + # Assign new labels based on manual thresholds new_labels = self._assign_labels_from_thresholds( data=subset_data, thresholds=manual_thresholds, ordered_labels=ordered_labels, ) - + # Update labels in-place self._update_labels_in_place( obs_label=obs_label, mask=mask, new_labels=new_labels, ) - + # Capture cell counts immediately after this operation - cell_counts_after_operation = {str(k): int(v) for k, v in pd.Series(new_labels).value_counts().items()} - + cell_counts_after_operation = { + str(k): int(v) for k, v in pd.Series(new_labels).value_counts().items() + } + # Store operation metadata (no GMM info for manual thresholds) decision_boundaries = _DecisionBoundariesModel(thresholds=manual_thresholds) - + internal_data = _SingleThresholdingEventModel( gmm_info=None, # No GMM for manual thresholds ordered_gmm_labels=ordered_labels, @@ -636,27 +645,23 @@ def refine_labels_with_manual_thresholds( feature_name=feature, gmm_obs_label=obs_label, ) - + self._store_refinement_operation( operation_name=operation_name, internal_data=internal_data, obs_label=obs_label, value_to_refine=value_to_refine, - operation_type='refinement_manual', + operation_type="refinement_manual", layer=layer, cell_counts_after_operation=cell_counts_after_operation, ) def _partition_data_by_label( - self, - obs_label: str, - value_to_refine: str, - feature: str, - layer: Optional[str] - ) -> Tuple[np.ndarray, np.ndarray]: + self, obs_label: str, value_to_refine: str, feature: str, layer: str | None + ) -> tuple[np.ndarray, np.ndarray]: """ Extract subset of data for cells with specific label value. - + Parameters ---------- obs_label : str @@ -667,14 +672,14 @@ def _partition_data_by_label( Feature name to extract data for. layer : Optional[str] Layer to use (None = .X). - + Returns ------- mask : np.ndarray Boolean array indicating which cells to refine. feature_data : np.ndarray Feature values for those cells (1D array). - + Raises ------ ValueError @@ -690,15 +695,20 @@ def _partition_data_by_label( f"value_to_refine '{value_to_refine}' not found in adata.obs['{obs_label}'].\n" f"Available values: {list(unique_values)}" ) - + # Check if operation with this value_to_refine exists in history - if hasattr(self.adata, 'uns') and self.thresholding_events_key in self.adata.uns: + if ( + hasattr(self.adata, "uns") + and self.thresholding_events_key in self.adata.uns + ): metadata = self.adata.uns[self.thresholding_events_key] for op_name, op_data in metadata.items(): - if op_data.get('label_to_refine') == value_to_refine: - refined_labels = op_data.get('ordered_gmm_labels', []) + if op_data.get("label_to_refine") == value_to_refine: + refined_labels = op_data.get("ordered_gmm_labels", []) # Check if those refined labels exist now - existing_refined = [lbl for lbl in refined_labels if lbl in unique_values] + existing_refined = [ + lbl for lbl in refined_labels if lbl in unique_values + ] if existing_refined: error_msg += ( f"\n\nNote: Operation '{op_name}' previously refined '{value_to_refine}' " @@ -711,40 +721,40 @@ def _partition_data_by_label( f" seq_gmm.plot_feature_strip_plot_exploratory(...)" ) break - + raise ValueError(error_msg) - + # Create mask for cells with value_to_refine mask = self.adata.obs[obs_label] == value_to_refine - + # Check if any cells match if not mask.any(): raise ValueError( f"No cells found with value '{value_to_refine}' in adata.obs['{obs_label}']" ) - + # Extract feature data for subset if layer is None: feature_data = self.adata[mask, feature].X else: feature_data = self.adata[mask, feature].layers[layer] - + # Ensure 1D array - if hasattr(feature_data, 'toarray'): + if hasattr(feature_data, "toarray"): feature_data = feature_data.toarray() feature_data = np.asarray(feature_data).flatten() - + return mask, feature_data def _assign_labels_from_thresholds( self, data: np.ndarray, - thresholds: List[Union[float, int]], - ordered_labels: List[str], + thresholds: list[float | int], + ordered_labels: list[str], ) -> np.ndarray: """ Assign categorical labels based on threshold values. - + Parameters ---------- data : np.ndarray @@ -753,12 +763,12 @@ def _assign_labels_from_thresholds( List of threshold values (sorted low to high). ordered_labels : List[str] Labels corresponding to threshold bins. - + Returns ------- np.ndarray Array of labels (same length as data). - + Raises ------ ValueError @@ -771,25 +781,22 @@ def _assign_labels_from_thresholds( f"Number of labels ({len(ordered_labels)}) must equal number of thresholds + 1 ({expected_labels}). " f"Thresholds: {thresholds}, Labels: {ordered_labels}" ) - + # Initialize with first label labels = np.full(len(data), ordered_labels[0], dtype=object) - + # Assign labels based on thresholds for i, threshold in enumerate(thresholds): labels[data > threshold] = ordered_labels[i + 1] - + return labels def _update_labels_in_place( - self, - obs_label: str, - mask: np.ndarray, - new_labels: np.ndarray + self, obs_label: str, mask: np.ndarray, new_labels: np.ndarray ) -> None: """ Update obs column in-place for masked cells. - + Parameters ---------- obs_label : str @@ -801,8 +808,8 @@ def _update_labels_in_place( """ # Convert to categorical if not already if not isinstance(self.adata.obs[obs_label].dtype, pd.CategoricalDtype): - self.adata.obs[obs_label] = self.adata.obs[obs_label].astype('category') - + self.adata.obs[obs_label] = self.adata.obs[obs_label].astype("category") + # Add new categories if they don't exist existing_categories = self.adata.obs[obs_label].cat.categories new_categories = set(new_labels) - set(existing_categories) @@ -810,7 +817,7 @@ def _update_labels_in_place( self.adata.obs[obs_label] = self.adata.obs[obs_label].cat.add_categories( list(new_categories) ) - + # Update values for masked cells self.adata.obs.loc[mask, obs_label] = new_labels @@ -821,12 +828,12 @@ def _store_refinement_operation( obs_label: str, value_to_refine: str, operation_type: str, - layer: Optional[str], - cell_counts_after_operation: Dict[str, int], + layer: str | None, + cell_counts_after_operation: dict[str, int], ) -> None: """ Store operation metadata in .uns. - + Parameters ---------- operation_name : str @@ -846,30 +853,30 @@ def _store_refinement_operation( """ # Convert to dict for storage operation_dict = internal_data.model_dump() - + # Add sequential-specific metadata - operation_dict['operation_type'] = operation_type - operation_dict['parent_operation'] = obs_label - operation_dict['refined_from_labels'] = [value_to_refine] - operation_dict['layer'] = layer - operation_dict['cell_counts_after_operation'] = cell_counts_after_operation - + operation_dict["operation_type"] = operation_type + operation_dict["parent_operation"] = obs_label + operation_dict["refined_from_labels"] = [value_to_refine] + operation_dict["layer"] = layer + operation_dict["cell_counts_after_operation"] = cell_counts_after_operation + # Store in .uns self.adata.uns[self.thresholding_events_key][operation_name] = operation_dict def return_adata(self) -> ad.AnnData: """ Return the modified AnnData object. - + Returns ------- ad.AnnData Modified AnnData object with all operations applied. - + Examples -------- :: - + seq_gmm = SequentialGMM(adata) seq_gmm.threshold_entire_dataset(...) seq_gmm.refine_labels_with_gmm(...) @@ -878,93 +885,93 @@ def return_adata(self) -> ad.AnnData: return self.adata def _get_descendant_labels( - self, - operation_name: str, - original_labels: List[str] - ) -> List[str]: + self, operation_name: str, original_labels: list[str] + ) -> list[str]: """ Get all labels that descended from an operation's labels. - + This handles cases where subsequent operations refined labels from this operation. For example, if 'separate_M_phase' created ['M', 'G1/S/G2'], and a later operation refined 'G1/S/G2' into ['G1', 'S', 'G2'], this returns ['M', 'G1', 'S', 'G2']. - + Parameters ---------- operation_name : str Name of the operation. original_labels : List[str] The labels created by this operation. - + Returns ------- List[str] List of all current labels that descended from original_labels. """ all_labels = set(original_labels) - + # Check all subsequent operations to see if they refined any of our labels metadata = self.adata.uns[self.thresholding_events_key] for op_name, op_data in metadata.items(): # Skip the current operation and operations before it if op_name == operation_name: continue - + # Check if this operation refined one of our labels - if 'refined_from_labels' in op_data and op_data['refined_from_labels']: - refined_from = op_data['refined_from_labels'][0] # Should be single label + if op_data.get("refined_from_labels"): + refined_from = op_data["refined_from_labels"][ + 0 + ] # Should be single label if refined_from in all_labels: # Replace the parent label with child labels all_labels.discard(refined_from) - all_labels.update(op_data['ordered_gmm_labels']) - + all_labels.update(op_data["ordered_gmm_labels"]) + return list(all_labels) def plot_feature_distribution_exploratory( self, feature: str, - obs_label: Optional[str] = None, - value_to_subset: Optional[str] = None, - layer: Optional[str] = None, - hist_kwargs: Optional[Dict] = None, - ax: Optional[Axes] = None, - x_axis_limits: Optional[tuple] = None, + obs_label: str | None = None, + value_to_subset: str | None = None, + layer: str | None = None, + hist_kwargs: dict | None = None, + ax: Axes | None = None, + x_axis_limits: tuple | None = None, ) -> Axes: """ Plot histogram of a feature distribution for exploratory analysis. - + This method allows you to visualize feature distributions WITHOUT running any thresholding, so you can explore your data and decide on manual thresholds or the number of components to use for GMM. - + Parameters ---------- feature : str Feature name to plot (must exist in adata.var_names). obs_label : Optional[str], optional - Obs column to use for subsetting. If provided with value_to_subset, - only plots cells with that label value. If None, plots all cells. + Obs column to use for subsetting. If provided with value_to_subset, + only plots cells with that label value. If None, plots all cells. Defaults to None. value_to_subset : Optional[str], optional - Specific label value to plot. Requires obs_label to be specified. - If None, plots all cells (or all cells in obs_label if provided). + Specific label value to plot. Requires obs_label to be specified. + If None, plots all cells (or all cells in obs_label if provided). Defaults to None. layer : Optional[str], optional Layer to use for data. If None, uses adata.X. Defaults to None. hist_kwargs : Optional[Dict], optional - Keyword arguments for plt.hist(). + Keyword arguments for plt.hist(). Defaults to {'bins': 50, 'color': 'black', 'alpha': 0.7}. ax : Optional[plt.Axes], optional Matplotlib axes to plot on. If None, uses current axes. Defaults to None. x_axis_limits : Optional[tuple], optional (min, max) for x-axis. Use None for data-driven limits. Defaults to None. - + Returns ------- Axes The matplotlib axes object. - + Raises ------ ValueError @@ -973,11 +980,11 @@ def plot_feature_distribution_exploratory( If obs_label doesn't exist in adata.obs. ValueError If value_to_subset is not present in adata.obs[obs_label]. - + Examples -------- Explore entire dataset:: - + seq_gmm.plot_feature_distribution_exploratory( feature='Int_Intg_DNA_nuc', hist_kwargs={'bins': 30, 'color': 'steelblue'}, @@ -985,9 +992,9 @@ def plot_feature_distribution_exploratory( ) plt.title('DNA Content Distribution - All Cells') plt.show() - + Explore specific subset:: - + seq_gmm.plot_feature_distribution_exploratory( feature='Int_Intg_DNA_nuc', obs_label='cell_cycle_phase', @@ -1000,13 +1007,13 @@ def plot_feature_distribution_exploratory( """ if ax is None: ax = plt.gca() - + # Validate parameters if value_to_subset is not None and obs_label is None: raise ValueError( "obs_label must be provided when value_to_subset is specified." ) - + # Get subset of adata if value_to_subset provided if value_to_subset is not None: mask, _ = self._partition_data_by_label( @@ -1018,7 +1025,7 @@ def plot_feature_distribution_exploratory( adata_subset = self.adata[mask, :] else: adata_subset = self.adata - + # Use base class histogram plotting method ax = super()._plot_hist_base( adata=adata_subset, @@ -1028,64 +1035,64 @@ def plot_feature_distribution_exploratory( ax=ax, x_axis_limits=x_axis_limits, ) - + return ax def plot_feature_strip_plot_exploratory( self, feature: str, - obs_label: Optional[str] = None, - value_to_subset: Optional[str] = None, - layer: Optional[str] = None, - hist_kwargs: Optional[Dict] = None, - strip_plot_kwargs: Optional[Dict] = None, + obs_label: str | None = None, + value_to_subset: str | None = None, + layer: str | None = None, + hist_kwargs: dict | None = None, + strip_plot_kwargs: dict | None = None, scatter_density: bool = True, - x_axis_limits: Optional[tuple] = None, - vmax: Optional[Union[int, float]] = None, + x_axis_limits: tuple | None = None, + vmax: float | None = None, ) -> tuple: """ Plot strip plot + histogram for exploratory analysis. - + Similar to plot_strip_plot_histogram_with_decision_boundaries() but WITHOUT decision boundaries, for exploring data before running threshold operations. - + This method allows you to visualize feature distributions WITHOUT running any thresholding, so you can explore your data and decide on manual thresholds or the number of components to use for GMM. - + Parameters ---------- feature : str Feature name to plot (must exist in adata.var_names). obs_label : Optional[str], optional - Obs column to use for subsetting. If provided with value_to_subset, - only plots cells with that label value. If None, plots all cells. + Obs column to use for subsetting. If provided with value_to_subset, + only plots cells with that label value. If None, plots all cells. Defaults to None. value_to_subset : Optional[str], optional - Specific label value to plot. Requires obs_label to be specified. - If None, plots all cells (or all cells in obs_label if provided). + Specific label value to plot. Requires obs_label to be specified. + If None, plots all cells (or all cells in obs_label if provided). Defaults to None. layer : Optional[str], optional Layer to use for data. If None, uses adata.X. Defaults to None. hist_kwargs : Optional[Dict], optional Keyword arguments for histogram. Defaults to None. strip_plot_kwargs : Optional[Dict], optional - Keyword arguments for strip plot. Only used when scatter_density=False. + Keyword arguments for strip plot. Only used when scatter_density=False. Defaults to None. scatter_density : bool, optional - If True, uses density-based coloring. If False, uses uniform scatter plot. + If True, uses density-based coloring. If False, uses uniform scatter plot. Defaults to True. x_axis_limits : Optional[tuple], optional (min, max) for x-axis. Use None for data-driven limits. Defaults to None. vmax : Optional[Union[int, float]], optional - Maximum density value for colormap. Only used when scatter_density=True. + Maximum density value for colormap. Only used when scatter_density=True. If None, auto-calculated. Defaults to None. - + Returns ------- tuple (fig, (ax_strip, ax_hist)) - Figure and axes objects. - + Raises ------ ValueError @@ -1094,11 +1101,11 @@ def plot_feature_strip_plot_exploratory( If obs_label doesn't exist in adata.obs. ValueError If value_to_subset is not present in adata.obs[obs_label]. - + Examples -------- Explore entire dataset:: - + fig, (ax_strip, ax_hist) = seq_gmm.plot_feature_strip_plot_exploratory( feature='Int_Intg_DNA_nuc', scatter_density=True, @@ -1106,9 +1113,9 @@ def plot_feature_strip_plot_exploratory( ) plt.suptitle('DNA Content Distribution - All Cells') plt.show() - + Explore specific subset:: - + fig, (ax_strip, ax_hist) = seq_gmm.plot_feature_strip_plot_exploratory( feature='Int_Intg_DNA_nuc', obs_label='cell_cycle_phase', @@ -1124,7 +1131,7 @@ def plot_feature_strip_plot_exploratory( raise ValueError( "obs_label must be provided when value_to_subset is specified." ) - + # Get subset of adata if value_to_subset provided if value_to_subset is not None: mask, _ = self._partition_data_by_label( @@ -1136,7 +1143,7 @@ def plot_feature_strip_plot_exploratory( adata_subset = self.adata[mask, :] else: adata_subset = self.adata - + # Call base method to create strip plot and histogram (without decision boundaries) fig, ax_strip, ax_hist = super()._plot_strip_plot_base( adata=adata_subset, @@ -1148,27 +1155,27 @@ def plot_feature_strip_plot_exploratory( y_axis_limits=x_axis_limits, # Note: x_axis becomes y_axis in vertical plot hist_kwargs=hist_kwargs, strip_plot_kwargs=strip_plot_kwargs, - cmap=mpl.colormaps['plasma'], + cmap=mpl.colormaps["plasma"], vmax=vmax, ) - + return fig, (ax_strip, ax_hist) def plot_hist_distribution_with_boundaries( self, operation_name: str, num_std: int = 5, - title: Optional[str] = None, - hist_kwargs: Optional[Dict] = None, - cmap: Optional[mpl_colors.Colormap] = None, - ax: Optional[Axes] = None, - x_axis_limits: Optional[tuple] = None, + title: str | None = None, + hist_kwargs: dict | None = None, + cmap: mpl_colors.Colormap | None = None, + ax: Axes | None = None, + x_axis_limits: tuple | None = None, resolution: int = 1000, - save_path: Optional[Union[str, Path]] = None, + save_path: str | Path | None = None, ) -> Axes: """ Plot histogram with boundaries for a specific operation. - + Parameters ---------- operation_name : str @@ -1176,7 +1183,7 @@ def plot_hist_distribution_with_boundaries( num_std : int, optional Number of standard deviations for GMM plotting. Defaults to 5. title : Optional[str], optional - Plot title. If not provided, defaults to feature name. + Plot title. If not provided, defaults to feature name. Pass empty string '' to suppress title. Defaults to None. hist_kwargs : Optional[Dict], optional Kwargs for histogram. Defaults to None. @@ -1190,12 +1197,12 @@ def plot_hist_distribution_with_boundaries( Resolution for plotting. Defaults to 1000. save_path : Optional[Union[str, Path]], optional Path to save the figure. Parent directory must exist. Defaults to None. - + Returns ------- Axes The matplotlib axes object. Call plt.show() to display it. - + Raises ------ KeyError @@ -1206,21 +1213,21 @@ def plot_hist_distribution_with_boundaries( If resolution <= 0 or <= n_components. FileNotFoundError If save_path parent directory doesn't exist. - + Examples -------- :: - + ax = seq_gmm.plot_hist_distribution_with_boundaries('Plk1_refinement') plt.show() """ # Validate save path before generating the figure save_path = _validate_save_path(save_path) - + # Set default colormap if not provided if cmap is None: - cmap = plt.get_cmap('rainbow') - + cmap = plt.get_cmap("rainbow") + # Validate operation_name exists if operation_name not in self.adata.uns[self.thresholding_events_key]: raise KeyError( @@ -1228,32 +1235,32 @@ def plot_hist_distribution_with_boundaries( f"adata.uns['{self.thresholding_events_key}']. " f"Available operations: {list(self.adata.uns[self.thresholding_events_key].keys())}" ) - + # Load operation data from .uns op_data = self.adata.uns[self.thresholding_events_key][operation_name] internal_data = _SingleThresholdingEventModel(**op_data) - feature = op_data['feature_name'] - layer = op_data.get('layer', None) - obs_label = op_data['gmm_obs_label'] - ordered_labels = op_data['ordered_gmm_labels'] - + feature = op_data["feature_name"] + layer = op_data.get("layer", None) + obs_label = op_data["gmm_obs_label"] + ordered_labels = op_data["ordered_gmm_labels"] + # Validate decision boundaries exist if internal_data.decision_boundaries is None: raise ValueError( f"Decision boundaries not found for operation '{operation_name}'. " "This should not happen." ) - + # Validate resolution if resolution <= 0: raise ValueError("Resolution must be a positive integer.") - + if internal_data.gmm_info is not None: if resolution <= internal_data.gmm_info.n_components: raise ValueError( "Resolution must be greater than the number of GMM components." ) - + # Filter adata to only include cells with labels from this operation # (or any of its descendants). Initial-threshold operations also need # the descendant lookup: by the time we plot, subsequent refinement @@ -1275,7 +1282,7 @@ def plot_hist_distribution_with_boundaries( ax=ax, x_axis_limits=x_axis_limits, ) - + # Plot GMM components if this was GMM-based (not manual) if internal_data.gmm_info is not None: ax = super()._plot_gmm_components( @@ -1285,58 +1292,52 @@ def plot_hist_distribution_with_boundaries( internal_data=internal_data, num_std=num_std, resolution=resolution, - cmap=cmap + cmap=cmap, ) - + # Plot decision boundaries ax = super()._plot_vertical_linear_decision_boundaries( - ax=ax, - internal_data=internal_data, - resolution=resolution, - cmap=cmap + ax=ax, internal_data=internal_data, resolution=resolution, cmap=cmap ) - + # Plot legend super()._plot_sample_catergory_legend( - ax=ax, - internal_data=internal_data, - cmap=cmap, - legend_kwargs=None + ax=ax, internal_data=internal_data, cmap=cmap, legend_kwargs=None ) - + # Add title (default to feature name, allow override or suppression) if title is None: title = feature if title: # Only add title if not empty string ax.set_title(title) - + # Save figure if save_path is provided if save_path: - plt.savefig(save_path, bbox_inches='tight', dpi=300) + plt.savefig(save_path, bbox_inches="tight", dpi=300) print(f"Figure saved to: {save_path}") - + return ax def plot_strip_plot_histogram_with_decision_boundaries( self, operation_name: str, - cmap: Optional[mpl_colors.Colormap] = None, - y_axis_limits: Optional[Tuple[float, float]] = None, + cmap: mpl_colors.Colormap | None = None, + y_axis_limits: tuple[float, float] | None = None, resolution: int = 1000, scatter_density: bool = True, - vmax: Optional[Union[int, float]] = None, - hist_kwargs: Optional[Dict] = None, - strip_plot_kwargs: Optional[Dict] = None, - title: Optional[str] = None, + vmax: float | None = None, + hist_kwargs: dict | None = None, + strip_plot_kwargs: dict | None = None, + title: str | None = None, ) -> Figure: """ Plot 1D strip plot with histogram and decision boundaries for a specific operation. - + This method wraps the base class implementation to provide visualization for sequential thresholding operations. It creates a density strip plot (or label-colored scatter) alongside a horizontal histogram showing the distribution and decision boundaries for the specified operation. - + Parameters ---------- operation_name : str @@ -1354,45 +1355,45 @@ def plot_strip_plot_histogram_with_decision_boundaries( hist_kwargs : Optional[Dict], optional Kwargs for histogram (bins, color, etc.). Defaults to None. strip_plot_kwargs : Optional[Dict], optional - Kwargs for strip plot scatter (e.g., s, alpha, marker). + Kwargs for strip plot scatter (e.g., s, alpha, marker). Only used when scatter_density=False. Defaults to None. title : Optional[str], optional - Title for the plot. If not provided, defaults to feature name. + Title for the plot. If not provided, defaults to feature name. Pass empty string '' to suppress title. Defaults to None. - + Returns ------- Figure The matplotlib figure object. Call plt.show() to display it. - + Raises ------ KeyError If operation_name not found in .uns. ValueError If operation has no decision boundaries. - + Examples -------- Basic usage with label-colored scatter:: - + fig = seq_gmm.plot_strip_plot_histogram_with_decision_boundaries( operation_name='separate_M_phase', scatter_density=False ) plt.show() - + Custom title:: - + fig = seq_gmm.plot_strip_plot_histogram_with_decision_boundaries( operation_name='separate_M_phase', scatter_density=False, title='M Phase Separation' ) plt.show() - + Customize strip plot appearance:: - + fig = seq_gmm.plot_strip_plot_histogram_with_decision_boundaries( operation_name='separate_M_phase', scatter_density=False, @@ -1407,38 +1408,38 @@ def plot_strip_plot_histogram_with_decision_boundaries( f"adata.uns['{self.thresholding_events_key}']. " f"Available operations: {list(self.adata.uns[self.thresholding_events_key].keys())}" ) - + # Load operation data from .uns op_data = self.adata.uns[self.thresholding_events_key][operation_name] internal_data = _SingleThresholdingEventModel(**op_data) - feature = op_data['feature_name'] - layer = op_data.get('layer', None) - obs_label = op_data['gmm_obs_label'] - ordered_labels = op_data['ordered_gmm_labels'] - + feature = op_data["feature_name"] + layer = op_data.get("layer", None) + obs_label = op_data["gmm_obs_label"] + ordered_labels = op_data["ordered_gmm_labels"] + # Validate decision boundaries exist if internal_data.decision_boundaries is None: raise ValueError( f"Decision boundaries not found for operation '{operation_name}'." ) - + # Filter adata to only include cells with labels from this operation # For refinement operations, we need to include all descendant labels # since subsequent operations may have further refined the labels - if 'refined_from_labels' in op_data and op_data['refined_from_labels']: + if op_data.get("refined_from_labels"): # This was a refinement operation - find all labels that descended from it labels_to_plot = self._get_descendant_labels(operation_name, ordered_labels) else: # This was an initial threshold operation - use ordered_labels directly labels_to_plot = ordered_labels - + mask = self.adata.obs[obs_label].isin(labels_to_plot) adata_subset = self.adata[mask, :] - + # Set default colormap if not provided if cmap is None: - cmap = mpl.colormaps['plasma'] - + cmap = mpl.colormaps["plasma"] + # Call base class implementation and return figure return super()._plot_strip_plot_histogram_with_decision_boundaries( adata=adata_subset, @@ -1456,5 +1457,3 @@ def plot_strip_plot_histogram_with_decision_boundaries( strip_plot_kwargs=strip_plot_kwargs, title=title, ) - - diff --git a/src/cc_mapping/thresholding/single.py b/src/cc_mapping/thresholding/single.py index ebeebc0..d01fcae 100644 --- a/src/cc_mapping/thresholding/single.py +++ b/src/cc_mapping/thresholding/single.py @@ -9,24 +9,23 @@ Main class for single-feature GMM thresholding """ -import warnings import numbers -from string import ascii_uppercase -from typing import Dict, List, Optional, Union +import warnings from pathlib import Path +from string import ascii_uppercase import anndata as ad -from matplotlib.figure import Figure import matplotlib as mpl import matplotlib.pyplot as plt import numpy as np +from matplotlib.figure import Figure from sklearn.mixture import GaussianMixture from .base import ( - _GaussianMixtureModelInfo, + GaussianMixtureModelBase, _DecisionBoundariesModel, + _GaussianMixtureModelInfo, _SingleThresholdingEventModel, - GaussianMixtureModelBase, ) @@ -61,8 +60,8 @@ def __init__( feature: str, label_obs_save_str: str, thresholding_events_key: str = "gmm_thresholding_events", - layer: Optional[str] = None, - gmm_kwargs: Optional[dict] = None, + layer: str | None = None, + gmm_kwargs: dict | None = None, random_state: int = 42, ): """Initialize the GMMThresholding object. @@ -173,7 +172,7 @@ def __init__( self.thresholding_events_key = thresholding_events_key self.label_obs_save_str = label_obs_save_str self.feature: str = feature - self.layer: Optional[str] = layer + self.layer: str | None = layer self.random_state: int = random_state # variable initialization @@ -194,11 +193,11 @@ def __init__( else: raise TypeError("gmm_kwargs must be a dictionary or None") - self._gmm_info: Optional[_GaussianMixtureModelInfo] = _GaussianMixtureModelInfo( + self._gmm_info: _GaussianMixtureModelInfo | None = _GaussianMixtureModelInfo( gmm_kwargs=self.gmm_kwargs, ) - self._decision_boundaries: Optional[_DecisionBoundariesModel] = None - self._internal_data: Optional[_SingleThresholdingEventModel] = ( + self._decision_boundaries: _DecisionBoundariesModel | None = None + self._internal_data: _SingleThresholdingEventModel | None = ( _SingleThresholdingEventModel( gmm_info=self._gmm_info, feature_name=self.feature, @@ -319,13 +318,13 @@ def return_adata(self, overwrite: bool = False) -> ad.AnnData: def plot_hist_distribution_with_boundaries( self, num_std: int = 5, - title: Optional[str] = None, - hist_kwargs: Optional[Dict] = None, + title: str | None = None, + hist_kwargs: dict | None = None, cmap: plt.cm.ScalarMappable = plt.get_cmap("rainbow"), ax: plt.Axes = None, - x_axis_limits: Optional[tuple] = None, + x_axis_limits: tuple | None = None, resolution: int = 1000, - save_path: Optional[Union[str, Path]] = None, + save_path: str | Path | None = None, ) -> plt.Axes: """Plot the histogram and GMM components with decision boundaries. @@ -429,8 +428,8 @@ def plot_hist_distribution_with_boundaries( def categorize_samples( self, - manual_thresholds: Optional[List[Union[float, int]]] = None, - ordered_labels: Optional[list] = None, + manual_thresholds: list[float | int] | None = None, + ordered_labels: list | None = None, duplicate_labels: bool = False, ) -> None: """Categorize samples based on GMM-derived or manual thresholds. @@ -660,7 +659,7 @@ def categorize_samples( self.adata.obs[self.label_obs_save_str] = np.array(final_labels)[label_indices] self._internal_data.ordered_gmm_labels = ordered_labels - def return_thresholds(self) -> List[float]: + def return_thresholds(self) -> list[float]: """Return the decision boundary thresholds. Returns @@ -682,13 +681,13 @@ def return_thresholds(self) -> List[float]: def plot_strip_plot_histogram_with_decision_boundaries( self, cmap: plt.cm.ScalarMappable = mpl.colormaps["plasma"], - y_axis_limits: Optional[tuple] = None, + y_axis_limits: tuple | None = None, resolution: int = 1000, scatter_density: bool = True, - vmax: Optional[Union[int, float]] = None, - hist_kwargs: Optional[dict] = None, - strip_plot_kwargs: Optional[dict] = None, - title: Optional[str] = None, + vmax: float | None = None, + hist_kwargs: dict | None = None, + strip_plot_kwargs: dict | None = None, + title: str | None = None, ) -> Figure: """Generate a strip plot with a histogram and decision boundaries. @@ -760,9 +759,9 @@ def plot_strip_plot_histogram_with_decision_boundaries( def plot_feature_distribution_exploratory( self, - hist_kwargs: Optional[Dict] = None, - ax: Optional[plt.Axes] = None, - x_axis_limits: Optional[tuple] = None, + hist_kwargs: dict | None = None, + ax: plt.Axes | None = None, + x_axis_limits: tuple | None = None, ) -> plt.Axes: """Plot histogram of the feature distribution for exploratory analysis. @@ -818,10 +817,10 @@ def plot_feature_distribution_exploratory( def plot_feature_strip_plot_exploratory( self, - hist_kwargs: Optional[Dict] = None, - strip_plot_kwargs: Optional[Dict] = None, + hist_kwargs: dict | None = None, + strip_plot_kwargs: dict | None = None, scatter_density: bool = True, - x_axis_limits: Optional[tuple] = None, + x_axis_limits: tuple | None = None, ) -> tuple: """Plot strip plot + histogram for exploratory analysis. @@ -884,7 +883,7 @@ def determine_optimal_components( curve: str = "convex", direction: str = "decreasing", return_bic_list: bool = False, - ) -> Union[int, tuple]: + ) -> int | tuple: """Determine the optimal number of GMM components for this feature. This is a convenience wrapper that automatically uses the instance's @@ -943,8 +942,8 @@ def plot_bic_curve( component_range: int, curve: str = "convex", direction: str = "decreasing", - ax: Optional[plt.Axes] = None, - save_path: Optional[Union[str, Path]] = None, + ax: plt.Axes | None = None, + save_path: str | Path | None = None, ) -> None: """Plot the Bayesian Information Criterion (BIC) curve. diff --git a/src/cc_mapping/utils.py b/src/cc_mapping/utils.py index 9f1cf4c..640db27 100644 --- a/src/cc_mapping/utils.py +++ b/src/cc_mapping/utils.py @@ -4,8 +4,6 @@ from __future__ import annotations -from typing import List - import anndata as ad import numpy as np import pandas as pd @@ -14,9 +12,9 @@ def create_boolean_label_combination( adata: ad.AnnData, obs_key_1: str, - match_values_1: List[str], + match_values_1: list[str], obs_key_2: str, - match_values_2: List[str], + match_values_2: list[str], operator: str, output_obs_key: str, true_label: str, @@ -25,10 +23,10 @@ def create_boolean_label_combination( ) -> ad.AnnData: """ Combine two categorical observation columns using boolean operators. - + Creates a new binary label based on whether cells match specified values in both input observation columns, using the specified boolean operator. - + Parameters ---------- adata : ad.AnnData @@ -50,14 +48,14 @@ def create_boolean_label_combination( false_label : str Label for cells not matching the boolean criteria. overwrite : bool, default False - If True, overwrites existing output_key. If False, raises error if + If True, overwrites existing output_key. If False, raises error if output_key exists. - + Returns ------- ad.AnnData Modified AnnData object with new observation column. - + Raises ------ KeyError @@ -72,11 +70,11 @@ def create_boolean_label_combination( If any values in match_values_1 not found in obs_key_1. ValueError If any values in match_values_2 not found in obs_key_2. - + Examples -------- AND: Both conditions must be true - + >>> adata = create_boolean_label_combination( ... adata, ... obs_key_1='treatment', @@ -88,9 +86,9 @@ def create_boolean_label_combination( ... true_label='control_G0', ... false_label='other' ... ) - + OR: Either condition true - + >>> adata = create_boolean_label_combination( ... adata, ... obs_key_1='treatment', @@ -102,9 +100,9 @@ def create_boolean_label_combination( ... true_label='positive', ... false_label='other' ... ) - + XOR: Exactly one condition true (exclusive or) - + >>> adata = create_boolean_label_combination( ... adata, ... obs_key_1='marker_A', @@ -123,39 +121,33 @@ def create_boolean_label_combination( f"obs_key_1 '{obs_key_1}' not found in adata.obs. " f"Available columns: {list(adata.obs.columns)}" ) - + if obs_key_2 not in adata.obs.columns: raise KeyError( f"obs_key_2 '{obs_key_2}' not found in adata.obs. " f"Available columns: {list(adata.obs.columns)}" ) - + # Validate operator - valid_operators = ['AND', 'OR', 'XOR'] + valid_operators = ["AND", "OR", "XOR"] operator = operator.upper() if operator not in valid_operators: - raise ValueError( - f"operator must be one of {valid_operators}, got '{operator}'" - ) - + raise ValueError(f"operator must be one of {valid_operators}, got '{operator}'") + # Validate output_obs_key doesn't already exist (unless overwrite=True) if output_obs_key in adata.obs.columns and not overwrite: raise KeyError( f"output_obs_key '{output_obs_key}' already exists in adata.obs. " "Set overwrite=True to replace it, or choose a different name." ) - + # Validate match values are lists if not isinstance(match_values_1, list): - raise TypeError( - f"match_values_1 must be a list, got {type(match_values_1)}" - ) - + raise TypeError(f"match_values_1 must be a list, got {type(match_values_1)}") + if not isinstance(match_values_2, list): - raise TypeError( - f"match_values_2 must be a list, got {type(match_values_2)}" - ) - + raise TypeError(f"match_values_2 must be a list, got {type(match_values_2)}") + # Validate all values exist in their respective observation columns unique_obs_1 = set(adata.obs[obs_key_1].unique()) for val in match_values_1: @@ -164,7 +156,7 @@ def create_boolean_label_combination( f"Value '{val}' not found in obs_key_1 '{obs_key_1}'. " f"Available values: {sorted(unique_obs_1)}" ) - + unique_obs_2 = set(adata.obs[obs_key_2].unique()) for val in match_values_2: if val not in unique_obs_2: @@ -172,21 +164,21 @@ def create_boolean_label_combination( f"Value '{val}' not found in obs_key_2 '{obs_key_2}'. " f"Available values: {sorted(unique_obs_2)}" ) - + # Create boolean masks mask1 = adata.obs[obs_key_1].isin(match_values_1) mask2 = adata.obs[obs_key_2].isin(match_values_2) - + # Apply boolean operator - if operator == 'AND': + if operator == "AND": final_mask = mask1 & mask2 - elif operator == 'OR': + elif operator == "OR": final_mask = mask1 | mask2 - elif operator == 'XOR': + elif operator == "XOR": final_mask = mask1 ^ mask2 - + # Create new categorical column new_labels = np.where(final_mask, true_label, false_label) adata.obs[output_obs_key] = pd.Categorical(new_labels) - - return adata \ No newline at end of file + + return adata diff --git a/src/cc_mapping/utils_v0.py b/src/cc_mapping/utils_v0.py index ca10cab..a91f180 100644 --- a/src/cc_mapping/utils_v0.py +++ b/src/cc_mapping/utils_v0.py @@ -1,11 +1,10 @@ from __future__ import annotations import re -import anndata as ad from collections import Counter from math import floor -from typing import List +import anndata as ad import numpy as np import pandas as pd @@ -44,9 +43,8 @@ def get_str_idx( regex, string_to_search, *reFlags ) else: - search_func = ( - lambda matching_string, string_to_search: matching_string - == string_to_search + search_func = lambda matching_string, string_to_search: ( + matching_string == string_to_search ) if isinstance(strings_to_find, str): @@ -91,7 +89,9 @@ def get_str_idx( return feature_idxs, feature_names -def equalize_conditions(adata: ad.AnnData, obs_str: str, ignore_min_list: list[str] = None) -> ad.AnnData: +def equalize_conditions( + adata: ad.AnnData, obs_str: str, ignore_min_list: list[str] = None +) -> ad.AnnData: """ Equalizes the conditions in the given AnnData object based on the specified observation string. @@ -131,9 +131,9 @@ def equalize_conditions(adata: ad.AnnData, obs_str: str, ignore_min_list: list[s def create_boolean_label_combination( adata: ad.AnnData, obs_key_1: str, - match_values_1: List[str], + match_values_1: list[str], obs_key_2: str, - match_values_2: List[str], + match_values_2: list[str], operator: str, output_obs_key: str, true_label: str, @@ -142,10 +142,10 @@ def create_boolean_label_combination( ) -> ad.AnnData: """ Combine two categorical observation columns using boolean operators. - + Creates a new binary label based on whether cells match specified values in both input observation columns, using the specified boolean operator. - + Parameters ---------- adata : ad.AnnData @@ -167,14 +167,14 @@ def create_boolean_label_combination( false_label : str Label for cells not matching the boolean criteria. overwrite : bool, default False - If True, overwrites existing output_key. If False, raises error if + If True, overwrites existing output_key. If False, raises error if output_key exists. - + Returns ------- ad.AnnData Modified AnnData object with new observation column. - + Raises ------ KeyError @@ -189,11 +189,11 @@ def create_boolean_label_combination( If any values in match_values_1 not found in obs_key_1. ValueError If any values in match_values_2 not found in obs_key_2. - + Examples -------- AND: Both conditions must be true - + >>> adata = create_boolean_label_combination( ... adata, ... obs_key_1='treatment', @@ -205,9 +205,9 @@ def create_boolean_label_combination( ... true_label='control_G0', ... false_label='other' ... ) - + OR: Either condition true - + >>> adata = create_boolean_label_combination( ... adata, ... obs_key_1='treatment', @@ -219,9 +219,9 @@ def create_boolean_label_combination( ... true_label='positive', ... false_label='other' ... ) - + XOR: Exactly one condition true (exclusive or) - + >>> adata = create_boolean_label_combination( ... adata, ... obs_key_1='marker_A', @@ -240,39 +240,33 @@ def create_boolean_label_combination( f"obs_key_1 '{obs_key_1}' not found in adata.obs. " f"Available columns: {list(adata.obs.columns)}" ) - + if obs_key_2 not in adata.obs.columns: raise KeyError( f"obs_key_2 '{obs_key_2}' not found in adata.obs. " f"Available columns: {list(adata.obs.columns)}" ) - + # Validate operator - valid_operators = ['AND', 'OR', 'XOR'] + valid_operators = ["AND", "OR", "XOR"] operator = operator.upper() if operator not in valid_operators: - raise ValueError( - f"operator must be one of {valid_operators}, got '{operator}'" - ) - + raise ValueError(f"operator must be one of {valid_operators}, got '{operator}'") + # Validate output_obs_key doesn't already exist (unless overwrite=True) if output_obs_key in adata.obs.columns and not overwrite: raise KeyError( f"output_obs_key '{output_obs_key}' already exists in adata.obs. " "Set overwrite=True to replace it, or choose a different name." ) - + # Validate match values are lists if not isinstance(match_values_1, list): - raise TypeError( - f"match_values_1 must be a list, got {type(match_values_1)}" - ) - + raise TypeError(f"match_values_1 must be a list, got {type(match_values_1)}") + if not isinstance(match_values_2, list): - raise TypeError( - f"match_values_2 must be a list, got {type(match_values_2)}" - ) - + raise TypeError(f"match_values_2 must be a list, got {type(match_values_2)}") + # Validate all values exist in their respective observation columns unique_obs_1 = set(adata.obs[obs_key_1].unique()) for val in match_values_1: @@ -281,7 +275,7 @@ def create_boolean_label_combination( f"Value '{val}' not found in obs_key_1 '{obs_key_1}'. " f"Available values: {sorted(unique_obs_1)}" ) - + unique_obs_2 = set(adata.obs[obs_key_2].unique()) for val in match_values_2: if val not in unique_obs_2: @@ -289,28 +283,31 @@ def create_boolean_label_combination( f"Value '{val}' not found in obs_key_2 '{obs_key_2}'. " f"Available values: {sorted(unique_obs_2)}" ) - + # Create boolean masks mask1 = adata.obs[obs_key_1].isin(match_values_1) mask2 = adata.obs[obs_key_2].isin(match_values_2) - + # Apply boolean operator - if operator == 'AND': + if operator == "AND": final_mask = mask1 & mask2 - elif operator == 'OR': + elif operator == "OR": final_mask = mask1 | mask2 - elif operator == 'XOR': + elif operator == "XOR": final_mask = mask1 ^ mask2 - + # Create new categorical column new_labels = np.where(final_mask, true_label, false_label) adata.obs[output_obs_key] = pd.Categorical(new_labels) - + return adata def equalize_within_two_conditions( - adata: ad.AnnData, first_obs_str: str, second_obs_str: str, ignore_min_list: list[str] = None + adata: ad.AnnData, + first_obs_str: str, + second_obs_str: str, + ignore_min_list: list[str] = None, ) -> ad.AnnData: """ Equalizes the number of observations within two conditions in a single-cell dataset. @@ -382,4 +379,4 @@ def equalize_within_two_conditions( adata = adata[idx_list, :].copy() - return adata \ No newline at end of file + return adata diff --git a/tests/conftest.py b/tests/conftest.py index b6e9405..b39ee0c 100644 --- a/tests/conftest.py +++ b/tests/conftest.py @@ -10,15 +10,17 @@ def sample_adata(): """Creates a sample AnnData object for testing.""" np.random.seed(0) xx = np.random.normal(loc=1, scale=0.5, size=(1000, 2)) - adata = ad.AnnData(X = xx) - adata.var_names = ['gene1', 'gene2'] + adata = ad.AnnData(X=xx) + adata.var_names = ["gene1", "gene2"] return adata + @pytest.fixture def sample_gmm_thresholding_instance(sample_adata): """Creates an instance of GMMThresholding for testing.""" - gmm_thresholding_instance = GMMThresholding(adata=sample_adata, - feature='gene1', - label_obs_save_str='labels', - ) - return gmm_thresholding_instance \ No newline at end of file + gmm_thresholding_instance = GMMThresholding( + adata=sample_adata, + feature="gene1", + label_obs_save_str="labels", + ) + return gmm_thresholding_instance diff --git a/tests/fixtures/legacy_core.py b/tests/fixtures/legacy_core.py index 8c3aae8..18ef7fe 100644 --- a/tests/fixtures/legacy_core.py +++ b/tests/fixtures/legacy_core.py @@ -9,7 +9,6 @@ """ import re -from typing import Optional import anndata as ad import matplotlib.pyplot as plt @@ -114,8 +113,8 @@ def random_forest_feature_selection( verbose: bool = True, save_path: str = None, cutoff_method: str = "increment", - train_test_split_params: Optional[dict] = None, - rf_params: Optional[dict] = None, + train_test_split_params: dict | None = None, + rf_params: dict | None = None, show: bool = True, ) -> ad.AnnData: """ @@ -333,7 +332,7 @@ def random_forest_feature_selection( label=f"Optimal Feature Set Size: {optim_feat_num}", ) plt.title( - f"Stable Counter {stable_counter} - Stable Threshold {threshold*100}% - Cutoff Method: {cutoff_method}" + f"Stable Counter {stable_counter} - Stable Threshold {threshold * 100}% - Cutoff Method: {cutoff_method}" ) plt.xticks(x_axis) diff --git a/tests/helpers.py b/tests/helpers.py index b74e02d..7eb4e79 100644 --- a/tests/helpers.py +++ b/tests/helpers.py @@ -21,25 +21,29 @@ improve the readability and maintainability of the test suite, and centralize common setup and verification logic. """ -from typing import Any, Dict, Optional, Tuple, List, Union, Type + +from typing import Any import anndata as ad import numpy as np -from cc_mapping.thresholding import (GMMThresholding, - _SingleThresholdingEventModel, - _GaussianMixtureModelInfo) +from cc_mapping.thresholding import ( + GMMThresholding, + _GaussianMixtureModelInfo, + _SingleThresholdingEventModel, +) + def create_modified_adata( base_adata: ad.AnnData, - *, # Force subsequent arguments to be keyword-only for clarity - x_dtype: Optional[Union[Type[np.generic], np.dtype]] = None, - x_value_at: Optional[Tuple[int, int, Any]] = None, - add_obs: Optional[Dict[str, Any]] = None, - add_uns: Optional[Dict[str, Any]] = None, - remove_obs: Optional[Union[List[str], Tuple[str, ...]]] = None, - remove_var: Optional[Union[List[str], Tuple[str, ...]]] = None, - remove_uns: Optional[Union[List[str], Tuple[str, ...]]] = None + *, # Force subsequent arguments to be keyword-only for clarity + x_dtype: type[np.generic] | np.dtype | None = None, + x_value_at: tuple[int, int, Any] | None = None, + add_obs: dict[str, Any] | None = None, + add_uns: dict[str, Any] | None = None, + remove_obs: list[str] | tuple[str, ...] | None = None, + remove_var: list[str] | tuple[str, ...] | None = None, + remove_uns: list[str] | tuple[str, ...] | None = None, ) -> ad.AnnData: """ Creates a modified copy of a base AnnData object for testing purposes. @@ -89,28 +93,32 @@ def create_modified_adata( # 1. Change X dtype (if requested) if x_dtype is not None: if adata_copy.X is None: - raise ValueError("Cannot change dtype of X because base_adata.X is None.") + raise ValueError("Cannot change dtype of X because base_adata.X is None.") try: # Use astype for numpy arrays, handle sparse potentially differently if needed # This assumes X is typically numpy or supports astype - adata_copy.X = adata_copy.X.astype(x_dtype) + adata_copy.X = adata_copy.X.astype(x_dtype) except Exception as e: print(f"Error changing X dtype to {x_dtype}: {e}") - raise # Re-raise the exception + raise # Re-raise the exception # 2. Set specific X value (if requested) if x_value_at is not None: if adata_copy.X is None: - raise ValueError("Cannot set value in X because base_adata.X is None.") + raise ValueError("Cannot set value in X because base_adata.X is None.") try: row, col, val = x_value_at adata_copy.X[row, col] = val except IndexError: - print(f"Error setting X value: Index ({row}, {col}) out of bounds for shape {adata_copy.X.shape}") + print( + f"Error setting X value: Index ({row}, {col}) out of bounds for shape {adata_copy.X.shape}" + ) raise except (TypeError, ValueError) as e: - print(f"Error setting X value: Type or value mismatch assigning '{val}' at ({row}, {col}). Error: {e}") - raise + print( + f"Error setting X value: Type or value mismatch assigning '{val}' at ({row}, {col}). Error: {e}" + ) + raise # 3. Add/Update .obs columns if add_obs: @@ -118,8 +126,14 @@ def create_modified_adata( raise TypeError("`add_obs` must be a dictionary of key-value pairs.") for key, value in add_obs.items(): # Consider adding a length check if value is array-like - if hasattr(value, '__len__') and not isinstance(value, str) and len(value) != adata_copy.n_obs: - raise ValueError(f"Length mismatch for obs key '{key}'. Expected {adata_copy.n_obs}, got {len(value)}.") + if ( + hasattr(value, "__len__") + and not isinstance(value, str) + and len(value) != adata_copy.n_obs + ): + raise ValueError( + f"Length mismatch for obs key '{key}'. Expected {adata_copy.n_obs}, got {len(value)}." + ) adata_copy.obs[key] = value # 4. Add/Update .uns entries @@ -157,11 +171,9 @@ def create_modified_adata( raise return adata_copy - -def assert_adata_copy_and_uns( - gmm_obj: GMMThresholding, - original_adata: ad.AnnData -): + + +def assert_adata_copy_and_uns(gmm_obj: GMMThresholding, original_adata: ad.AnnData): """ Asserts adata is copied and .uns['gmm_thresholding_events'] is initialized. @@ -172,27 +184,29 @@ def assert_adata_copy_and_uns( - `gmm_obj.adata.uns['gmm_thresholding_events']` is a plain `dict` (anndata cannot write an `OrderedDict` to .h5ad). """ - assert gmm_obj.adata is not original_adata, \ + assert gmm_obj.adata is not original_adata, ( "Object's adata should be a copy, not the same object." + ) # Check crucial components are equal (adjust if using sparse matrices etc.) - assert np.array_equal(gmm_obj.adata.X, original_adata.X), \ + assert np.array_equal(gmm_obj.adata.X, original_adata.X), ( "Copied adata.X data mismatch." - assert gmm_obj.adata.obs.equals(original_adata.obs), \ - "Copied adata.obs mismatch." - assert gmm_obj.adata.var.equals(original_adata.var), \ - "Copied adata.var mismatch." + ) + assert gmm_obj.adata.obs.equals(original_adata.obs), "Copied adata.obs mismatch." + assert gmm_obj.adata.var.equals(original_adata.var), "Copied adata.var mismatch." # Check .uns key specifically - assert "gmm_thresholding_events" in gmm_obj.adata.uns, \ + assert "gmm_thresholding_events" in gmm_obj.adata.uns, ( ".uns['gmm_thresholding_events'] key missing in object's adata." - assert type(gmm_obj.adata.uns["gmm_thresholding_events"]) is dict, \ + ) + assert type(gmm_obj.adata.uns["gmm_thresholding_events"]) is dict, ( ".uns['gmm_thresholding_events'] has wrong type (should be a plain dict)." + ) def assert_direct_attributes_initialized( gmm_obj: GMMThresholding, expected_feature: str, expected_label: str, - expected_random_state: Optional[int] = 42 + expected_random_state: int | None = 42, ): """ Asserts direct attribute assignments from __init__ parameters are correct. @@ -205,13 +219,16 @@ def assert_direct_attributes_initialized( if expected_random_state is None: expected_random_state = 42 - assert gmm_obj.feature == expected_feature, \ + assert gmm_obj.feature == expected_feature, ( f"Attribute 'feature' mismatch. Expected '{expected_feature}', got '{gmm_obj.feature}'." - assert gmm_obj.label_obs_save_str == expected_label, \ + ) + assert gmm_obj.label_obs_save_str == expected_label, ( f"Attribute 'label_obs_save_str' mismatch. Expected '{expected_label}', got '{gmm_obj.label_obs_save_str}'." + ) # Checks the random_state *parameter value* stored on the object - assert gmm_obj.random_state == expected_random_state, \ + assert gmm_obj.random_state == expected_random_state, ( f"Attribute 'random_state' mismatch. Expected {expected_random_state}, got {gmm_obj.random_state}." + ) def assert_default_internal_states(gmm_obj: GMMThresholding): @@ -222,16 +239,18 @@ def assert_default_internal_states(gmm_obj: GMMThresholding): - `gmm_obj.manual_decision_boundaries` is False. - `gmm_obj.decision_boundaries` is None. """ - assert gmm_obj._manual_decision_boundaries is False, \ + assert gmm_obj._manual_decision_boundaries is False, ( "Attribute 'manual_decision_boundaries' should default to False." - assert gmm_obj._decision_boundaries is None, \ + ) + assert gmm_obj._decision_boundaries is None, ( "Attribute 'decision_boundaries' should default to None." + ) def assert_gmm_kwargs_processed( gmm_obj: GMMThresholding, - input_gmm_kwargs: Optional[dict] = None, # Original kwargs passed to __init__ - input_random_state: Optional[int] = None # Original random_state passed to __init__ + input_gmm_kwargs: dict | None = None, # Original kwargs passed to __init__ + input_random_state: int | None = None, # Original random_state passed to __init__ ): """ Asserts the gmm_obj.gmm_kwargs attribute reflects the correct processing. @@ -249,18 +268,21 @@ def assert_gmm_kwargs_processed( # Replicate the logic from __init__ to determine the expected kwargs if input_gmm_kwargs is None: expected_final_kwargs = { - 'init_params': 'k-means++', 'n_init': 10, 'max_iter': 1000, - 'random_state': input_random_state # Uses init param directly + "init_params": "k-means++", + "n_init": 10, + "max_iter": 1000, + "random_state": input_random_state, # Uses init param directly } elif isinstance(input_gmm_kwargs, dict): - expected_final_kwargs = input_gmm_kwargs.copy() # Work on copy + expected_final_kwargs = input_gmm_kwargs.copy() # Work on copy # If "random_state" *was* in input_gmm_kwargs, its value is kept. if "random_state" not in expected_final_kwargs: # Adds init param value if key is missing expected_final_kwargs["random_state"] = input_random_state - assert gmm_obj.gmm_kwargs == expected_final_kwargs, \ + assert gmm_obj.gmm_kwargs == expected_final_kwargs, ( f"Attribute 'gmm_kwargs' mismatch. Expected {expected_final_kwargs}, got {gmm_obj.gmm_kwargs}." + ) def assert_dependent_models_initialized(gmm_obj: GMMThresholding): @@ -276,20 +298,26 @@ def assert_dependent_models_initialized(gmm_obj: GMMThresholding): - `gmm_obj.internal_data.gmm_info` is the *same object* as `gmm_obj.gmm_info`. """ # Check gmm_info - assert isinstance(gmm_obj._gmm_info, _GaussianMixtureModelInfo), \ + assert isinstance(gmm_obj._gmm_info, _GaussianMixtureModelInfo), ( "Attribute 'gmm_info' has wrong type." - assert gmm_obj._gmm_info.gmm_kwargs == gmm_obj.gmm_kwargs, \ + ) + assert gmm_obj._gmm_info.gmm_kwargs == gmm_obj.gmm_kwargs, ( "Processed 'gmm_kwargs' not correctly propagated to 'gmm_info'." + ) # Check internal_data - assert isinstance(gmm_obj._internal_data, _SingleThresholdingEventModel), \ + assert isinstance(gmm_obj._internal_data, _SingleThresholdingEventModel), ( "Attribute 'internal_data' has wrong type." - assert gmm_obj._internal_data.feature_name == gmm_obj.feature, \ + ) + assert gmm_obj._internal_data.feature_name == gmm_obj.feature, ( "Attribute 'feature' not correctly propagated to 'internal_data'." - assert gmm_obj._internal_data.gmm_obs_label == gmm_obj.label_obs_save_str, \ + ) + assert gmm_obj._internal_data.gmm_obs_label == gmm_obj.label_obs_save_str, ( "Attribute 'label_obs_save_str' not correctly propagated to 'internal_data'." - assert gmm_obj._internal_data.gmm_info is gmm_obj._gmm_info, \ + ) + assert gmm_obj._internal_data.gmm_info is gmm_obj._gmm_info, ( "'gmm_info' object identity not correctly propagated to 'internal_data'." + ) def probs_from_winners( diff --git a/tests/test_manifold.py b/tests/test_manifold.py index b11c06f..11fd327 100644 --- a/tests/test_manifold.py +++ b/tests/test_manifold.py @@ -10,7 +10,7 @@ # cc_mapping.manifold needs the optional phate dependency; skip the module without it pytest.importorskip("phate") -from cc_mapping.manifold import ( # noqa: E402 +from cc_mapping.manifold import ( PHATEConfig, PHATEHyperparamGrid, PHATEVisualizer, diff --git a/tests/test_plot.py b/tests/test_plot.py index 259731a..ea64949 100644 --- a/tests/test_plot.py +++ b/tests/test_plot.py @@ -129,7 +129,9 @@ def test_row_partitions_color_categorical_column_with_default_palette(embedded_a ) all_column = _cell_facecolors(fig, 2) colors_per_phase = { - ph: {tuple(c) for c in all_column[(embedded_adata.obs["phase"] == ph).to_numpy()]} + ph: { + tuple(c) for c in all_column[(embedded_adata.obs["phase"] == ph).to_numpy()] + } for ph in ["G1", "S", "G2"] } assert all(len(colors) == 1 for colors in colors_per_phase.values()) @@ -176,7 +178,9 @@ def _has_color(region, rgb): def test_combine_figures_draws_each_source_in_its_own_cell(): figures = [_scatter_figure("red"), _scatter_figure("blue")] - combined = combine_figures_with_gridspec(figures, grid_rows=1, grid_cols=2, unit_size=3) + combined = combine_figures_with_gridspec( + figures, grid_rows=1, grid_cols=2, unit_size=3 + ) combined.canvas.draw() img = np.asarray(combined.canvas.buffer_rgba())[..., :3].astype(int) diff --git a/tests/thresholding/test_categorize_samples.py b/tests/thresholding/test_categorize_samples.py index 63527b6..8f90286 100644 --- a/tests/thresholding/test_categorize_samples.py +++ b/tests/thresholding/test_categorize_samples.py @@ -20,9 +20,9 @@ def test_categorize_samples_default_success(sample_gmm_thresholding_instance): ): gmm.categorize_samples() - assert ( - not gmm._manual_decision_boundaries - ), "manual_decision_boundaries should be False by default." + assert not gmm._manual_decision_boundaries, ( + "manual_decision_boundaries should be False by default." + ) def test_categorize_samples_with_ordered_labels(sample_gmm_thresholding_instance): @@ -34,9 +34,9 @@ def test_categorize_samples_with_ordered_labels(sample_gmm_thresholding_instance gmm.categorize_samples(ordered_labels=["Low", "High"]) # Should not use manual thresholding - assert ( - not gmm._manual_decision_boundaries - ), "Should use automatic thresholding when no manual_thresholds provided" + assert not gmm._manual_decision_boundaries, ( + "Should use automatic thresholding when no manual_thresholds provided" + ) # Should have labels assigned assert "labels" in gmm.adata.obs.columns, "Labels should be added to adata.obs" diff --git a/tests/thresholding/test_clamping.py b/tests/thresholding/test_clamping.py index 13662d9..f9d46e2 100644 --- a/tests/thresholding/test_clamping.py +++ b/tests/thresholding/test_clamping.py @@ -11,10 +11,11 @@ 3. plot colours come from the same labels the samples are assigned """ -import pytest -import numpy as np import anndata as ad import matplotlib.pyplot as plt +import numpy as np +import pytest + from cc_mapping.thresholding import GMMThresholding @@ -75,9 +76,9 @@ def test_clamping_prevents_index_error_in_labeling(extreme_overlap_adata): # Verify only valid labels exist unique_labels = set(gmm.adata.obs["labels"].unique()) - assert unique_labels.issubset( - {"low", "high"} - ), f"Labels should only be 'low' or 'high', got: {unique_labels}" + assert unique_labels.issubset({"low", "high"}), ( + f"Labels should only be 'low' or 'high', got: {unique_labels}" + ) def test_clamping_prevents_index_error_in_plotting_vertical(extreme_overlap_adata): diff --git a/tests/thresholding/test_fit.py b/tests/thresholding/test_fit.py index 271c418..6a3cfed 100644 --- a/tests/thresholding/test_fit.py +++ b/tests/thresholding/test_fit.py @@ -5,7 +5,6 @@ """ import pytest -from cc_mapping.thresholding import GMMThresholding def test_fit_success(sample_adata, sample_gmm_thresholding_instance): @@ -14,18 +13,18 @@ def test_fit_success(sample_adata, sample_gmm_thresholding_instance): gmm = sample_gmm_thresholding_instance gmm.fit(n_components=n_components) - assert ( - gmm._gmm_info.data_probs is not None - ), "GMM probabilities should not be None after fitting." + assert gmm._gmm_info.data_probs is not None, ( + "GMM probabilities should not be None after fitting." + ) assert len(gmm._gmm_info.data_probs) == len(sample_adata), ( "Length of GMM probabilities should match the number of samples." ) assert len(gmm._gmm_info.data_probs[0]) == n_components, ( "Number of GMM probabilities should match the number of components." ) - assert ( - gmm._internal_data.gmm_info == gmm._gmm_info - ), "Internal GMM info should match the fitted GMM info." + assert gmm._internal_data.gmm_info == gmm._gmm_info, ( + "Internal GMM info should match the fitted GMM info." + ) @pytest.mark.parametrize( diff --git a/tests/thresholding/test_initialization.py b/tests/thresholding/test_initialization.py index b7e3bdc..0ac3c1b 100644 --- a/tests/thresholding/test_initialization.py +++ b/tests/thresholding/test_initialization.py @@ -4,30 +4,30 @@ initialization of the GMMThresholding class. """ +from collections import OrderedDict + +import matplotlib as mpl +import numpy as np +import pytest + from cc_mapping.thresholding import GMMThresholding from tests.helpers import ( assert_adata_copy_and_uns, - assert_direct_attributes_initialized, assert_default_internal_states, - assert_gmm_kwargs_processed, assert_dependent_models_initialized, - create_modified_adata + assert_direct_attributes_initialized, + assert_gmm_kwargs_processed, + create_modified_adata, ) -from collections import OrderedDict - -import numpy as np -import pytest -import matplotlib as mpl -mpl.use('Agg') # Set the backend before importing pyplot +mpl.use("Agg") # Set the backend before importing pyplot - # --- Initialization Tests --- def test_init_success_defaults(sample_adata): """Tests successful initialization with default kwargs using helper.""" - feature_name = 'gene1' - label_name = 'my_labels' + feature_name = "gene1" + label_name = "my_labels" gmm_thresholding = GMMThresholding( adata=sample_adata, @@ -47,16 +47,17 @@ def test_init_success_defaults(sample_adata): ) assert_dependent_models_initialized(gmm_thresholding) - assert len(gmm_thresholding.adata.uns['gmm_thresholding_events']) == 0, \ + assert len(gmm_thresholding.adata.uns["gmm_thresholding_events"]) == 0, ( "The `gmm_thresholding_events` should be initialized as an empty dict" + ) def test_init_success_custom_kwargs(sample_adata): """Tests successful initialization with custom gmm_kwargs using helper.""" - feature_name = 'gene2' - label_name = 'custom_output' + feature_name = "gene2" + label_name = "custom_output" # Custom kwargs *without* random_state initially - init_gmm_kwargs = {'n_components': 5, 'covariance_type': 'diag'} + init_gmm_kwargs = {"n_components": 5, "covariance_type": "diag"} init_random_state = 123 gmm_thresholding = GMMThresholding( @@ -64,7 +65,7 @@ def test_init_success_custom_kwargs(sample_adata): feature=feature_name, label_obs_save_str=label_name, gmm_kwargs=init_gmm_kwargs, - random_state=init_random_state + random_state=init_random_state, ) assert_adata_copy_and_uns(gmm_thresholding, sample_adata) @@ -72,30 +73,31 @@ def test_init_success_custom_kwargs(sample_adata): gmm_obj=gmm_thresholding, expected_feature=feature_name, expected_label=label_name, - expected_random_state=init_random_state # Ensure random state is set correctly + expected_random_state=init_random_state, # Ensure random state is set correctly ) assert_default_internal_states(gmm_thresholding) assert_gmm_kwargs_processed( gmm_obj=gmm_thresholding, - input_gmm_kwargs=init_gmm_kwargs, # Pass the original dict to check processing - input_random_state=init_random_state # Ensure random state is passed correctly to GMM + input_gmm_kwargs=init_gmm_kwargs, # Pass the original dict to check processing + input_random_state=init_random_state, # Ensure random state is passed correctly to GMM ) assert_dependent_models_initialized(gmm_thresholding) + def test_init_success_custom_kwargs_with_random_state(sample_adata): """Tests initialization when random_state is already in gmm_kwargs using helper.""" - feature_name = 'gene1' - label_name = 'custom_output_rs' + feature_name = "gene1" + label_name = "custom_output_rs" # User provides random_state within the dict - init_gmm_kwargs = {'n_components': 2, 'random_state': 999} - init_random_state = 123 # This should be stored in self.random_state but ignored for gmm_kwargs dict + init_gmm_kwargs = {"n_components": 2, "random_state": 999} + init_random_state = 123 # This should be stored in self.random_state but ignored for gmm_kwargs dict gmm_thresholding = GMMThresholding( adata=sample_adata, feature=feature_name, label_obs_save_str=label_name, gmm_kwargs=init_gmm_kwargs, - random_state=init_random_state + random_state=init_random_state, ) assert_adata_copy_and_uns(gmm_thresholding, sample_adata) @@ -103,28 +105,31 @@ def test_init_success_custom_kwargs_with_random_state(sample_adata): gmm_obj=gmm_thresholding, expected_feature=feature_name, expected_label=label_name, - expected_random_state=init_random_state # Ensure random state is set correctly + expected_random_state=init_random_state, # Ensure random state is set correctly ) assert_default_internal_states(gmm_thresholding) assert_gmm_kwargs_processed( gmm_obj=gmm_thresholding, - input_gmm_kwargs=init_gmm_kwargs, # Pass the original dict to check processing - input_random_state=init_random_state # Ensure random state is passed correctly to GMM + input_gmm_kwargs=init_gmm_kwargs, # Pass the original dict to check processing + input_random_state=init_random_state, # Ensure random state is passed correctly to GMM ) assert_dependent_models_initialized(gmm_thresholding) + def test_init_success_existing_uns_key(sample_adata): """Tests initialization when the uns key already exists correctly.""" - existing_uns_data = {'gmm_thresholding_events': OrderedDict({ 'previous_run': 'example_run_1'})} # Example data to simulate a previous run - modified_adata = create_modified_adata(sample_adata, add_uns= existing_uns_data) # Ensure the original sample_adata is unchanged + existing_uns_data = { + "gmm_thresholding_events": OrderedDict({"previous_run": "example_run_1"}) + } # Example data to simulate a previous run + modified_adata = create_modified_adata( + sample_adata, add_uns=existing_uns_data + ) # Ensure the original sample_adata is unchanged - feature_name = 'gene1' - label_name = 'new_labels' + feature_name = "gene1" + label_name = "new_labels" gmm_thresholding = GMMThresholding( - adata=modified_adata, - feature=feature_name, - label_obs_save_str=label_name + adata=modified_adata, feature=feature_name, label_obs_save_str=label_name ) assert_adata_copy_and_uns(gmm_thresholding, modified_adata) @@ -139,134 +144,163 @@ def test_init_success_existing_uns_key(sample_adata): ) assert_dependent_models_initialized(gmm_thresholding) - assert gmm_thresholding.adata.uns['gmm_thresholding_events'] == existing_uns_data['gmm_thresholding_events'], \ - 'The existing uns key `gmm_thresholding_events` should be preserved and match the original content.' - assert 'previous_run' in gmm_thresholding.adata.uns['gmm_thresholding_events'], \ - 'The existing uns key `gmm_thresholding_events` should still contain the previous run data.' + assert ( + gmm_thresholding.adata.uns["gmm_thresholding_events"] + == existing_uns_data["gmm_thresholding_events"] + ), ( + "The existing uns key `gmm_thresholding_events` should be preserved and match the original content." + ) + assert "previous_run" in gmm_thresholding.adata.uns["gmm_thresholding_events"], ( + "The existing uns key `gmm_thresholding_events` should still contain the previous run data." + ) + # --- Error Condition Tests --- # These tests verify exceptions are raised correctly. -@pytest.mark.parametrize("invalid_adata", [ - None, - 123, - "string", - {}, - [] -]) + +@pytest.mark.parametrize("invalid_adata", [None, 123, "string", {}, []]) def test_init_invalid_adata_type(invalid_adata): """Tests TypeError when adata is not an AnnData object.""" with pytest.raises(TypeError, match="adata must be an AnnData.AnnData object"): GMMThresholding( - adata=invalid_adata, - feature='gene1', - label_obs_save_str='labels' + adata=invalid_adata, feature="gene1", label_obs_save_str="labels" ) + def test_init_non_numeric_x_adata(sample_adata): """Tests TypeError when adata.X is not a numeric type.""" - non_numeric_x_adata = create_modified_adata(sample_adata, x_dtype=np.object_) # Ensure the original sample_adata is unchanged + non_numeric_x_adata = create_modified_adata( + sample_adata, x_dtype=np.object_ + ) # Ensure the original sample_adata is unchanged # Match the updated error message in __init__ with pytest.raises(TypeError, match="adata.X must be a numeric type"): GMMThresholding( - adata=non_numeric_x_adata, - feature='gene1', - label_obs_save_str='labels' + adata=non_numeric_x_adata, feature="gene1", label_obs_save_str="labels" ) + @pytest.mark.parametrize("container", [dict, OrderedDict]) def test_init_existing_uns_key_kept_as_plain_dict(sample_adata, container): """Tests existing events are kept in a plain dict, which anndata can write to .h5ad.""" - existing_adata = create_modified_adata(sample_adata, add_uns={'gmm_thresholding_events': container(previous_run={'feature_name': 'gene2'})}) + existing_adata = create_modified_adata( + sample_adata, + add_uns={ + "gmm_thresholding_events": container(previous_run={"feature_name": "gene2"}) + }, + ) gmm_thresholding = GMMThresholding( - adata=existing_adata, - feature='gene1', - label_obs_save_str='labels' + adata=existing_adata, feature="gene1", label_obs_save_str="labels" + ) + + events = gmm_thresholding.adata.uns["gmm_thresholding_events"] + assert type(events) is dict, ( + "The thresholding events should be stored in a plain dict." + ) + assert events == {"previous_run": {"feature_name": "gene2"}}, ( + "The existing events should be preserved." ) - events = gmm_thresholding.adata.uns['gmm_thresholding_events'] - assert type(events) is dict, "The thresholding events should be stored in a plain dict." - assert events == {'previous_run': {'feature_name': 'gene2'}}, "The existing events should be preserved." def test_init_existing_uns_key_wrong_type(sample_adata): """Tests TypeError when the uns key exists but is not a dict.""" - wrong_uns_type_adata = create_modified_adata(sample_adata,add_uns={'gmm_thresholding_events': ['not', 'a', 'dict']}) # Ensure the original sample_adata is unchanged + wrong_uns_type_adata = create_modified_adata( + sample_adata, add_uns={"gmm_thresholding_events": ["not", "a", "dict"]} + ) # Ensure the original sample_adata is unchanged # Match the updated error message in __init__ - with pytest.raises(TypeError, match="The 'gmm_thresholding_events' key in the AnnData object's `.uns` attribute must be a dict."): + with pytest.raises( + TypeError, + match="The 'gmm_thresholding_events' key in the AnnData object's `.uns` attribute must be a dict.", + ): GMMThresholding( - adata=wrong_uns_type_adata, - feature='gene1', - label_obs_save_str='labels' + adata=wrong_uns_type_adata, feature="gene1", label_obs_save_str="labels" ) -@pytest.mark.parametrize("invalid_feature, expected_exception, match_pattern", [ - (None, TypeError, "feature must be a string"), - (123, TypeError, "feature must be a string"), - ([], TypeError, "feature must be a string"), - ("", ValueError, "feature cannot be an empty string"), -]) -def test_init_invalid_feature_type_or_value(sample_adata, invalid_feature, expected_exception, match_pattern): + +@pytest.mark.parametrize( + "invalid_feature, expected_exception, match_pattern", + [ + (None, TypeError, "feature must be a string"), + (123, TypeError, "feature must be a string"), + ([], TypeError, "feature must be a string"), + ("", ValueError, "feature cannot be an empty string"), + ], +) +def test_init_invalid_feature_type_or_value( + sample_adata, invalid_feature, expected_exception, match_pattern +): """Tests errors for invalid feature types or empty string.""" with pytest.raises(expected_exception, match=match_pattern): GMMThresholding( - adata=sample_adata, - feature=invalid_feature, - label_obs_save_str='labels' + adata=sample_adata, feature=invalid_feature, label_obs_save_str="labels" ) + def test_init_feature_not_found(sample_adata): """Tests KeyError when the feature is not in adata.var_names.""" - not_present_feature = 'unknown_gene' - with pytest.raises(KeyError, match=f"Feature '{not_present_feature}' not found in adata.var_names. Please check the feature name."): + not_present_feature = "unknown_gene" + with pytest.raises( + KeyError, + match=f"Feature '{not_present_feature}' not found in adata.var_names. Please check the feature name.", + ): GMMThresholding( adata=sample_adata, feature=not_present_feature, # This feature does not exist in sample_adata.var_names - label_obs_save_str='labels' + label_obs_save_str="labels", ) -@pytest.mark.parametrize("invalid_label, expected_exception,match_pattern", [ - (None, TypeError ,"label_obs_save_str must be a string"), - (123,TypeError ,"label_obs_save_str must be a string"), - ([], TypeError,"label_obs_save_str must be a string"), - ("", ValueError ,"label_obs_save_str cannot be an empty string") -]) -def test_init_invalid_label_type(sample_adata, invalid_label, expected_exception, match_pattern): + +@pytest.mark.parametrize( + "invalid_label, expected_exception,match_pattern", + [ + (None, TypeError, "label_obs_save_str must be a string"), + (123, TypeError, "label_obs_save_str must be a string"), + ([], TypeError, "label_obs_save_str must be a string"), + ("", ValueError, "label_obs_save_str cannot be an empty string"), + ], +) +def test_init_invalid_label_type( + sample_adata, invalid_label, expected_exception, match_pattern +): """Tests TypeError for invalid label_obs_save_str types.""" with pytest.raises(expected_exception, match=match_pattern): GMMThresholding( - adata=sample_adata, - feature='gene1', - label_obs_save_str=invalid_label + adata=sample_adata, feature="gene1", label_obs_save_str=invalid_label ) + def test_init_existing_obs_label(sample_adata): """Tests KeyError when the label_obs_save_str already exists in adata.obs.""" adata_copy = sample_adata.copy() - label_name = 'existing_labels' - adata_copy.obs[label_name] = 'some_value' # Add the column - existing_obs_label_adata = create_modified_adata(sample_adata, add_obs={label_name: np.repeat(0, len(sample_adata))}) # Ensure the original sample_adata is unchanged - - with pytest.raises(KeyError, match=f"obs key '{label_name}' already exists in the AnnData object. Please choose a different label."): + label_name = "existing_labels" + adata_copy.obs[label_name] = "some_value" # Add the column + existing_obs_label_adata = create_modified_adata( + sample_adata, add_obs={label_name: np.repeat(0, len(sample_adata))} + ) # Ensure the original sample_adata is unchanged + + with pytest.raises( + KeyError, + match=f"obs key '{label_name}' already exists in the AnnData object. Please choose a different label.", + ): GMMThresholding( adata=existing_obs_label_adata, - feature='gene1', - label_obs_save_str=label_name + feature="gene1", + label_obs_save_str=label_name, ) -@pytest.mark.parametrize("invalid_kwargs", [ - "not_a_dict", - 123, - ["list", "is", "not", "dict"] -]) + +@pytest.mark.parametrize( + "invalid_kwargs", ["not_a_dict", 123, ["list", "is", "not", "dict"]] +) def test_init_invalid_gmm_kwargs_type(sample_adata, invalid_kwargs): """Tests TypeError when gmm_kwargs is provided but is not a dictionary.""" # Match the updated error message in __init__ with pytest.raises(TypeError, match="gmm_kwargs must be a dictionary or None"): GMMThresholding( adata=sample_adata, - feature='gene1', - label_obs_save_str='labels', - gmm_kwargs=invalid_kwargs + feature="gene1", + label_obs_save_str="labels", + gmm_kwargs=invalid_kwargs, ) diff --git a/tests/thresholding/test_integration.py b/tests/thresholding/test_integration.py index ef5fffe..776b4a6 100644 --- a/tests/thresholding/test_integration.py +++ b/tests/thresholding/test_integration.py @@ -7,8 +7,6 @@ Priority 3 - To be implemented after Priority 1 & 2 tests pass. """ -import pytest -from cc_mapping.thresholding import GMMThresholding # TODO: Add tests for: # - Complete workflow: fit → automatic categorize → plot diff --git a/tests/thresholding/test_interval_labeling.py b/tests/thresholding/test_interval_labeling.py index 54cbd5a..afe9e08 100644 --- a/tests/thresholding/test_interval_labeling.py +++ b/tests/thresholding/test_interval_labeling.py @@ -24,7 +24,6 @@ from cc_mapping.thresholding.base import GaussianMixtureModelBase from tests.helpers import probs_from_winners, use_fake_gaussian_mixture - FEATURE = "marker" LABELS = ["A", "B", "C"] FEATURE_VALUES = np.arange(300, dtype=float) diff --git a/tests/thresholding/test_label_collapsing.py b/tests/thresholding/test_label_collapsing.py index e9388de..e0ddf1d 100644 --- a/tests/thresholding/test_label_collapsing.py +++ b/tests/thresholding/test_label_collapsing.py @@ -5,9 +5,8 @@ where many components provide adaptive boundaries but fewer categories are desired. """ -import pytest import numpy as np - +import pytest ### Basic Label Collapsing Tests ### @@ -23,9 +22,9 @@ def test_collapse_to_binary_automatic_thresholding(sample_gmm_thresholding_insta ) # Should use automatic thresholding - assert ( - not gmm._manual_decision_boundaries - ), "Should use automatic thresholding when manual_thresholds not provided" + assert not gmm._manual_decision_boundaries, ( + "Should use automatic thresholding when manual_thresholds not provided" + ) # Should have 1 threshold (2 categories) thresholds = gmm.return_thresholds() @@ -69,14 +68,14 @@ def test_collapse_to_binary_manual_thresholding(sample_gmm_thresholding_instance ) # Should use manual thresholding - assert ( - gmm._manual_decision_boundaries - ), "Should use manual thresholding when manual_thresholds provided" + assert gmm._manual_decision_boundaries, ( + "Should use manual thresholding when manual_thresholds provided" + ) # Should use the exact threshold provided - assert ( - gmm.return_thresholds() == manual_threshold - ), "Should use the provided manual threshold" + assert gmm.return_thresholds() == manual_threshold, ( + "Should use the provided manual threshold" + ) # Verify labels unique_labels = set(gmm.adata.obs["labels"].unique()) @@ -124,12 +123,12 @@ def test_collapse_many_to_few(sample_gmm_thresholding_instance): assert len(gmm.return_thresholds()) == 1, "Should have 1 threshold for 2 categories" # Verify condensed probabilities were created - assert ( - gmm._internal_data.gmm_info.condensed_data_probs is not None - ), "Condensed probabilities should be created" - assert ( - np.shape(gmm._internal_data.gmm_info.condensed_data_probs)[1] == 2 - ), "Condensed probabilities should have 2 columns for 2 categories" + assert gmm._internal_data.gmm_info.condensed_data_probs is not None, ( + "Condensed probabilities should be created" + ) + assert np.shape(gmm._internal_data.gmm_info.condensed_data_probs)[1] == 2, ( + "Condensed probabilities should have 2 columns for 2 categories" + ) # Verify labels unique_labels = set(gmm.adata.obs["labels"].unique()) @@ -162,9 +161,9 @@ def test_collapse_preserves_n_components(sample_gmm_thresholding_instance): ) # n_components should still be 8, not changed to 2 - assert ( - gmm._gmm_info.n_components == n_components - ), f"n_components should remain {n_components} after collapsing, not be mutated" + assert gmm._gmm_info.n_components == n_components, ( + f"n_components should remain {n_components} after collapsing, not be mutated" + ) def test_collapse_creates_condensed_probabilities(sample_gmm_thresholding_instance): @@ -214,9 +213,9 @@ def test_collapse_with_sequential_groups(sample_gmm_thresholding_instance): }, "Should handle sequential duplicate patterns" # Should have 1 threshold - assert ( - len(gmm.return_thresholds()) == 1 - ), "Should have 1 threshold for 2 unique labels" + assert len(gmm.return_thresholds()) == 1, ( + "Should have 1 threshold for 2 unique labels" + ) def test_collapse_rejects_non_contiguous_groups(sample_gmm_thresholding_instance): @@ -277,9 +276,9 @@ def test_collapse_with_all_same_label(sample_gmm_thresholding_instance): # Should have 0 thresholds (only 1 category) thresholds = gmm.return_thresholds() - assert ( - len(thresholds) == 0 - ), "Should have no thresholds when all components map to one category" + assert len(thresholds) == 0, ( + "Should have no thresholds when all components map to one category" + ) # All samples should get same label unique_labels = set(gmm.adata.obs["labels"].unique()) diff --git a/tests/thresholding/test_manual_thresholds.py b/tests/thresholding/test_manual_thresholds.py index c0c904d..94a0cf2 100644 --- a/tests/thresholding/test_manual_thresholds.py +++ b/tests/thresholding/test_manual_thresholds.py @@ -5,9 +5,8 @@ thresholding across different datasets or experimental conditions. """ -import pytest import numpy as np - +import pytest ### Basic Manual Threshold Tests ### @@ -23,14 +22,14 @@ def test_manual_thresholds_override_gmm(sample_gmm_thresholding_instance): ) # Should use manual thresholding - assert ( - gmm._manual_decision_boundaries - ), "Should indicate manual thresholding is active" + assert gmm._manual_decision_boundaries, ( + "Should indicate manual thresholding is active" + ) # Should return exact threshold provided - assert ( - gmm.return_thresholds() == manual_threshold - ), "Should return the exact manual threshold provided, not GMM-derived" + assert gmm.return_thresholds() == manual_threshold, ( + "Should return the exact manual threshold provided, not GMM-derived" + ) def test_manual_thresholds_set_flag(sample_gmm_thresholding_instance): @@ -40,17 +39,17 @@ def test_manual_thresholds_set_flag(sample_gmm_thresholding_instance): # Without manual thresholds gmm.categorize_samples(ordered_labels=["Low", "Medium", "High"]) - assert ( - not gmm._manual_decision_boundaries - ), "Should be False when using automatic thresholding" + assert not gmm._manual_decision_boundaries, ( + "Should be False when using automatic thresholding" + ) # With manual thresholds gmm.categorize_samples( ordered_labels=["Low", "Medium", "High"], manual_thresholds=[1.0, 2.0] ) - assert ( - gmm._manual_decision_boundaries - ), "Should be True when using manual thresholding" + assert gmm._manual_decision_boundaries, ( + "Should be True when using manual thresholding" + ) def test_manual_thresholds_with_collapsed_labels(sample_gmm_thresholding_instance): @@ -99,9 +98,9 @@ def test_manual_thresholds_multiple_thresholds(sample_gmm_thresholding_instance) assert gmm._manual_decision_boundaries, "Should use manual thresholding" # Should return both thresholds - assert ( - gmm.return_thresholds() == manual_thresholds - ), "Should return both manual thresholds in order" + assert gmm.return_thresholds() == manual_thresholds, ( + "Should return both manual thresholds in order" + ) # Verify all three labels are assigned unique_labels = set(gmm.adata.obs["labels"].unique()) @@ -196,9 +195,9 @@ def test_manual_threshold_assigns_correctly(sample_gmm_thresholding_instance): # With threshold at 0.0, there should be clear separation # All low values should be <= threshold, all high values should be > threshold # (or vice versa depending on sorting) - assert ( - np.max(low_values) <= threshold or np.min(high_values) > threshold - ), "Manual threshold should create separation at the specified value" + assert np.max(low_values) <= threshold or np.min(high_values) > threshold, ( + "Manual threshold should create separation at the specified value" + ) def test_manual_threshold_with_extreme_value(sample_gmm_thresholding_instance): @@ -218,9 +217,9 @@ def test_manual_threshold_with_extreme_value(sample_gmm_thresholding_instance): high_count = (labels == "High").sum() # With threshold way above data range, expect most samples in 'Low' - assert ( - low_count > high_count - ), "Extreme high threshold should assign most samples to first category" + assert low_count > high_count, ( + "Extreme high threshold should assign most samples to first category" + ) def test_manual_threshold_ordering(sample_gmm_thresholding_instance): @@ -270,9 +269,9 @@ def test_manual_then_automatic_thresholding(sample_gmm_thresholding_instance): automatic_threshold = gmm.return_thresholds() # Automatic threshold should be different from manual - assert ( - automatic_threshold != manual_threshold - ), "Automatic thresholding should produce different threshold than manual" + assert automatic_threshold != manual_threshold, ( + "Automatic thresholding should produce different threshold than manual" + ) def test_manual_threshold_consistency_across_calls(sample_gmm_thresholding_instance): @@ -290,9 +289,9 @@ def test_manual_threshold_consistency_across_calls(sample_gmm_thresholding_insta second_labels = gmm.adata.obs["labels"].copy() # Should get identical results - assert ( - first_labels == second_labels - ).all(), "Manual threshold should produce consistent results across calls" + assert (first_labels == second_labels).all(), ( + "Manual threshold should produce consistent results across calls" + ) def test_manual_threshold_with_single_category(sample_gmm_thresholding_instance): diff --git a/tests/thresholding/test_overlapping_components.py b/tests/thresholding/test_overlapping_components.py index 2c9cddb..1c6520f 100644 --- a/tests/thresholding/test_overlapping_components.py +++ b/tests/thresholding/test_overlapping_components.py @@ -4,9 +4,10 @@ causing the condensed probabilities to flip-flop and create multiple transitions. """ -import pytest -import numpy as np import anndata as ad +import numpy as np +import pytest + from cc_mapping.thresholding import GMMThresholding @@ -146,12 +147,12 @@ def test_no_warning_for_clean_separation(): or "overlapping" in str(w.message).lower() ) ] - assert ( - len(threshold_warnings) == 0 - ), f"Should not warn for clean separated data, but got: {[str(w.message) for w in threshold_warnings]}" + assert len(threshold_warnings) == 0, ( + f"Should not warn for clean separated data, but got: {[str(w.message) for w in threshold_warnings]}" + ) # Should have exactly 1 threshold for 2 unique labels thresholds = gmm.return_thresholds() - assert ( - len(thresholds) == 1 - ), f"Expected 1 threshold for clean data, got {len(thresholds)}" + assert len(thresholds) == 1, ( + f"Expected 1 threshold for clean data, got {len(thresholds)}" + ) diff --git a/tests/thresholding/test_sequential.py b/tests/thresholding/test_sequential.py index fc175b6..1897bda 100644 --- a/tests/thresholding/test_sequential.py +++ b/tests/thresholding/test_sequential.py @@ -10,72 +10,73 @@ - Plotting methods """ -import pytest +from collections import OrderedDict + +import anndata as ad import numpy as np import pandas as pd -import anndata as ad -from collections import OrderedDict +import pytest from cc_mapping.thresholding import SequentialGMM - # ===================== # Fixtures # ===================== + @pytest.fixture def basic_adata(): """Create basic AnnData object for testing.""" np.random.seed(42) n_obs = 100 n_vars = 3 - + X = np.random.randn(n_obs, n_vars) obs = pd.DataFrame({"cell_id": [f"cell_{i}" for i in range(n_obs)]}) var = pd.DataFrame(index=["DNA", "Plk1", "CyclinB"]) - + return ad.AnnData(X=X, obs=obs, var=var) @pytest.fixture def adata_with_bimodal_dist(): """Create AnnData with clear bimodal distribution for testing. - + This creates a hierarchical structure: - DNA separates into Low (G0) and High (S) populations - Within Low population, Plk1 separates into G0_low and G0_high - Within High population, Plk1 separates into S_low and S_high """ np.random.seed(42) - + # Create 4 populations with well-separated bimodal distributions # Population 1: DNA Low + Plk1 Low (50 cells) pop1_dna = np.random.normal(0, 0.3, 50) pop1_plk1 = np.random.normal(-2, 0.3, 50) - + # Population 2: DNA Low + Plk1 High (50 cells) pop2_dna = np.random.normal(0, 0.3, 50) pop2_plk1 = np.random.normal(1, 0.3, 50) - + # Population 3: DNA High + Plk1 Low (50 cells) pop3_dna = np.random.normal(5, 0.3, 50) pop3_plk1 = np.random.normal(-2, 0.3, 50) - + # Population 4: DNA High + Plk1 High (50 cells) pop4_dna = np.random.normal(5, 0.3, 50) pop4_plk1 = np.random.normal(1, 0.3, 50) - + # Combine all populations dna = np.concatenate([pop1_dna, pop2_dna, pop3_dna, pop4_dna]) plk1 = np.concatenate([pop1_plk1, pop2_plk1, pop3_plk1, pop4_plk1]) - + # Third feature (not used for thresholding in most tests) cyclin = np.random.randn(200) - + X = np.column_stack([dna, plk1, cyclin]) obs = pd.DataFrame({"cell_id": [f"cell_{i}" for i in range(200)]}) var = pd.DataFrame(index=["DNA", "Plk1", "CyclinB"]) - + return ad.AnnData(X=X, obs=obs, var=var) @@ -83,165 +84,164 @@ def adata_with_bimodal_dist(): # Initialization Tests # ===================== + class TestInitialization: """Test SequentialGMM initialization.""" - + def test_init_success_defaults(self, basic_adata): """Test successful initialization with default parameters.""" seq_gmm = SequentialGMM(adata=basic_adata) - + assert seq_gmm.adata is not None assert seq_gmm.adata.shape == basic_adata.shape - assert seq_gmm.thresholding_events_key == 'sequential_gmm_thresholding_events' + assert seq_gmm.thresholding_events_key == "sequential_gmm_thresholding_events" assert seq_gmm.random_state == 42 assert seq_gmm.gmm_kwargs == {} - assert 'sequential_gmm_thresholding_events' in seq_gmm.adata.uns - assert type(seq_gmm.adata.uns['sequential_gmm_thresholding_events']) is dict - + assert "sequential_gmm_thresholding_events" in seq_gmm.adata.uns + assert type(seq_gmm.adata.uns["sequential_gmm_thresholding_events"]) is dict + def test_init_success_custom_key(self, basic_adata): """Test initialization with custom .uns key.""" seq_gmm = SequentialGMM( - adata=basic_adata, - thresholding_events_key='my_custom_key' + adata=basic_adata, thresholding_events_key="my_custom_key" ) - - assert seq_gmm.thresholding_events_key == 'my_custom_key' - assert 'my_custom_key' in seq_gmm.adata.uns - assert type(seq_gmm.adata.uns['my_custom_key']) is dict - + + assert seq_gmm.thresholding_events_key == "my_custom_key" + assert "my_custom_key" in seq_gmm.adata.uns + assert type(seq_gmm.adata.uns["my_custom_key"]) is dict + def test_init_success_custom_gmm_kwargs(self, basic_adata): """Test initialization with custom GMM kwargs.""" - custom_kwargs = {'covariance_type': 'diag', 'max_iter': 200} - seq_gmm = SequentialGMM( - adata=basic_adata, - gmm_kwargs=custom_kwargs - ) - + custom_kwargs = {"covariance_type": "diag", "max_iter": 200} + seq_gmm = SequentialGMM(adata=basic_adata, gmm_kwargs=custom_kwargs) + assert seq_gmm.gmm_kwargs == custom_kwargs - + def test_init_success_existing_uns_key(self, basic_adata): """Test initialization with existing .uns key (should not error).""" - basic_adata.uns['sequential_gmm_thresholding_events'] = OrderedDict() - + basic_adata.uns["sequential_gmm_thresholding_events"] = OrderedDict() + seq_gmm = SequentialGMM(adata=basic_adata) - - assert 'sequential_gmm_thresholding_events' in seq_gmm.adata.uns - + + assert "sequential_gmm_thresholding_events" in seq_gmm.adata.uns + def test_init_error_not_anndata(self): """Test initialization fails with non-AnnData object.""" with pytest.raises(TypeError, match="adata must be an AnnData.AnnData object"): SequentialGMM(adata="not_anndata") - + def test_init_error_invalid_thresholding_key_type(self, basic_adata): """Test initialization fails with non-string thresholding_events_key.""" with pytest.raises(TypeError, match="thresholding_events_key must be a string"): - SequentialGMM( - adata=basic_adata, - thresholding_events_key=123 - ) - + SequentialGMM(adata=basic_adata, thresholding_events_key=123) + def test_init_error_empty_thresholding_key(self, basic_adata): """Test initialization fails with empty thresholding_events_key.""" - with pytest.raises(ValueError, match="thresholding_events_key cannot be an empty string"): - SequentialGMM( - adata=basic_adata, - thresholding_events_key="" - ) - + with pytest.raises( + ValueError, match="thresholding_events_key cannot be an empty string" + ): + SequentialGMM(adata=basic_adata, thresholding_events_key="") + @pytest.mark.parametrize("container", [dict, OrderedDict]) def test_init_existing_events_kept_as_plain_dict(self, basic_adata, container): """Test existing events are kept in a plain dict, which anndata can write to .h5ad.""" - basic_adata.uns['sequential_gmm_thresholding_events'] = container( - previous_run={'feature_name': 'DNA'} + basic_adata.uns["sequential_gmm_thresholding_events"] = container( + previous_run={"feature_name": "DNA"} ) seq_gmm = SequentialGMM(adata=basic_adata) - events = seq_gmm.adata.uns['sequential_gmm_thresholding_events'] + events = seq_gmm.adata.uns["sequential_gmm_thresholding_events"] assert type(events) is dict - assert events == {'previous_run': {'feature_name': 'DNA'}} + assert events == {"previous_run": {"feature_name": "DNA"}} def test_init_error_invalid_uns_key_type(self, basic_adata): """Test initialization fails when existing .uns key is not a dict.""" - basic_adata.uns['sequential_gmm_thresholding_events'] = ['not', 'a', 'dict'] - + basic_adata.uns["sequential_gmm_thresholding_events"] = ["not", "a", "dict"] + with pytest.raises(TypeError, match="must be a dict"): SequentialGMM(adata=basic_adata) - + def test_init_error_invalid_gmm_kwargs_type(self, basic_adata): """Test initialization fails with non-dict gmm_kwargs.""" with pytest.raises(TypeError, match="gmm_kwargs must be a dictionary"): - SequentialGMM( - adata=basic_adata, - gmm_kwargs="not_a_dict" - ) + SequentialGMM(adata=basic_adata, gmm_kwargs="not_a_dict") # ===================== # threshold_entire_dataset Tests # ===================== + class TestThresholdEntireDataset: """Test threshold_entire_dataset() method.""" - + def test_threshold_entire_dataset_success(self, adata_with_bimodal_dist): """Test successful thresholding of entire dataset.""" seq_gmm = SequentialGMM(adata=adata_with_bimodal_dist) - + seq_gmm.threshold_entire_dataset( - feature='DNA', - label_obs_save_str='cell_cycle', + feature="DNA", + label_obs_save_str="cell_cycle", n_components=2, - ordered_labels=['Low', 'High'], - operation_name='DNA_threshold' + ordered_labels=["Low", "High"], + operation_name="DNA_threshold", ) - + # Check obs column created - assert 'cell_cycle' in seq_gmm.adata.obs.columns - assert set(seq_gmm.adata.obs['cell_cycle'].unique()) == {'Low', 'High'} - + assert "cell_cycle" in seq_gmm.adata.obs.columns + assert set(seq_gmm.adata.obs["cell_cycle"].unique()) == {"Low", "High"} + # Check operation stored - assert 'DNA_threshold' in seq_gmm.adata.uns['sequential_gmm_thresholding_events'] - + assert ( + "DNA_threshold" in seq_gmm.adata.uns["sequential_gmm_thresholding_events"] + ) + # Check metadata - op_data = seq_gmm.adata.uns['sequential_gmm_thresholding_events']['DNA_threshold'] - assert op_data['operation_type'] == 'standard' - assert op_data['parent_operation'] is None - assert op_data['refined_from_labels'] is None - assert op_data['feature_name'] == 'DNA' - assert op_data['gmm_obs_label'] == 'cell_cycle' - - def test_threshold_entire_dataset_with_manual_thresholds(self, adata_with_bimodal_dist): + op_data = seq_gmm.adata.uns["sequential_gmm_thresholding_events"][ + "DNA_threshold" + ] + assert op_data["operation_type"] == "standard" + assert op_data["parent_operation"] is None + assert op_data["refined_from_labels"] is None + assert op_data["feature_name"] == "DNA" + assert op_data["gmm_obs_label"] == "cell_cycle" + + def test_threshold_entire_dataset_with_manual_thresholds( + self, adata_with_bimodal_dist + ): """Test thresholding with manual thresholds.""" seq_gmm = SequentialGMM(adata=adata_with_bimodal_dist) - + seq_gmm.threshold_entire_dataset( - feature='DNA', - label_obs_save_str='cell_cycle', + feature="DNA", + label_obs_save_str="cell_cycle", n_components=2, - ordered_labels=['Low', 'High'], + ordered_labels=["Low", "High"], manual_thresholds=[1.5], - operation_name='DNA_manual' + operation_name="DNA_manual", ) - - assert 'cell_cycle' in seq_gmm.adata.obs.columns - assert 'DNA_manual' in seq_gmm.adata.uns['sequential_gmm_thresholding_events'] - - def test_threshold_entire_dataset_with_duplicate_labels(self, adata_with_bimodal_dist): + + assert "cell_cycle" in seq_gmm.adata.obs.columns + assert "DNA_manual" in seq_gmm.adata.uns["sequential_gmm_thresholding_events"] + + def test_threshold_entire_dataset_with_duplicate_labels( + self, adata_with_bimodal_dist + ): """Test thresholding with duplicate labels (label collapsing).""" seq_gmm = SequentialGMM(adata=adata_with_bimodal_dist) - + seq_gmm.threshold_entire_dataset( - feature='DNA', - label_obs_save_str='cell_cycle', + feature="DNA", + label_obs_save_str="cell_cycle", n_components=4, - ordered_labels=['Low', 'Low', 'High', 'High'], + ordered_labels=["Low", "Low", "High", "High"], duplicate_labels=True, - operation_name='DNA_collapsed' + operation_name="DNA_collapsed", ) - + # Should only have 2 final labels despite 4 components - assert set(seq_gmm.adata.obs['cell_cycle'].unique()) == {'Low', 'High'} + assert set(seq_gmm.adata.obs["cell_cycle"].unique()) == {"Low", "High"} def test_threshold_entire_dataset_stores_condensed_probabilities_as_lists( self, adata_with_bimodal_dist @@ -255,53 +255,55 @@ def test_threshold_entire_dataset_stores_condensed_probabilities_as_lists( seq_gmm = SequentialGMM(adata=adata_with_bimodal_dist) with warnings.catch_warnings(): - warnings.filterwarnings('error', message='Pydantic serializer warnings') + warnings.filterwarnings("error", message="Pydantic serializer warnings") seq_gmm.threshold_entire_dataset( - feature='DNA', - label_obs_save_str='cell_cycle', + feature="DNA", + label_obs_save_str="cell_cycle", n_components=4, - ordered_labels=['Low', 'Low', 'High', 'High'], + ordered_labels=["Low", "Low", "High", "High"], duplicate_labels=True, - operation_name='DNA_collapsed' + operation_name="DNA_collapsed", ) - event = seq_gmm.adata.uns['sequential_gmm_thresholding_events']['DNA_collapsed'] - assert isinstance(event['gmm_info']['condensed_data_probs'], list) - + event = seq_gmm.adata.uns["sequential_gmm_thresholding_events"]["DNA_collapsed"] + assert isinstance(event["gmm_info"]["condensed_data_probs"], list) + def test_threshold_entire_dataset_error_no_operation_name(self, basic_adata): """Test error when operation_name is None.""" seq_gmm = SequentialGMM(adata=basic_adata) - + with pytest.raises(ValueError, match="operation_name is required"): seq_gmm.threshold_entire_dataset( - feature='DNA', - label_obs_save_str='cell_cycle', + feature="DNA", + label_obs_save_str="cell_cycle", n_components=2, - ordered_labels=['Low', 'High'], - operation_name=None + ordered_labels=["Low", "High"], + operation_name=None, ) - - def test_threshold_entire_dataset_error_duplicate_operation_name(self, adata_with_bimodal_dist): + + def test_threshold_entire_dataset_error_duplicate_operation_name( + self, adata_with_bimodal_dist + ): """Test error when operation_name already exists.""" seq_gmm = SequentialGMM(adata=adata_with_bimodal_dist) - + # First operation seq_gmm.threshold_entire_dataset( - feature='DNA', - label_obs_save_str='cell_cycle', + feature="DNA", + label_obs_save_str="cell_cycle", n_components=2, - ordered_labels=['Low', 'High'], - operation_name='DNA_threshold' + ordered_labels=["Low", "High"], + operation_name="DNA_threshold", ) - + # Try to use same name again with pytest.raises(KeyError, match="already exists"): seq_gmm.threshold_entire_dataset( - feature='Plk1', - label_obs_save_str='plk1_level', + feature="Plk1", + label_obs_save_str="plk1_level", n_components=2, - ordered_labels=['Low', 'High'], - operation_name='DNA_threshold' # Same name + ordered_labels=["Low", "High"], + operation_name="DNA_threshold", # Same name ) @@ -309,106 +311,111 @@ def test_threshold_entire_dataset_error_duplicate_operation_name(self, adata_wit # refine_labels_with_gmm Tests # ===================== + class TestRefineLabelsWithGMM: """Test refine_labels_with_gmm() method.""" - + def test_refine_labels_success(self, adata_with_bimodal_dist): """Test successful label refinement.""" seq_gmm = SequentialGMM(adata=adata_with_bimodal_dist) - + # Initial thresholding seq_gmm.threshold_entire_dataset( - feature='DNA', - label_obs_save_str='cell_cycle', + feature="DNA", + label_obs_save_str="cell_cycle", n_components=2, - ordered_labels=['G0', 'S'], - operation_name='DNA_threshold' + ordered_labels=["G0", "S"], + operation_name="DNA_threshold", ) - + # Refine G0 cells seq_gmm.refine_labels_with_gmm( - feature='Plk1', - obs_label='cell_cycle', - value_to_refine='G0', + feature="Plk1", + obs_label="cell_cycle", + value_to_refine="G0", n_components=2, - ordered_labels=['G0_low', 'G0_high'], - operation_name='Plk1_refinement' + ordered_labels=["G0_low", "G0_high"], + operation_name="Plk1_refinement", ) - + # Check labels updated - assert 'G0_low' in seq_gmm.adata.obs['cell_cycle'].values - assert 'G0_high' in seq_gmm.adata.obs['cell_cycle'].values + assert "G0_low" in seq_gmm.adata.obs["cell_cycle"].values + assert "G0_high" in seq_gmm.adata.obs["cell_cycle"].values # Original 'G0' should be replaced # (though some cells might still have 'S') - + # Check operation stored - assert 'Plk1_refinement' in seq_gmm.adata.uns['sequential_gmm_thresholding_events'] - + assert ( + "Plk1_refinement" in seq_gmm.adata.uns["sequential_gmm_thresholding_events"] + ) + # Check metadata - op_data = seq_gmm.adata.uns['sequential_gmm_thresholding_events']['Plk1_refinement'] - assert op_data['operation_type'] == 'refinement' - assert op_data['parent_operation'] == 'cell_cycle' - assert op_data['refined_from_labels'] == ['G0'] - assert op_data['feature_name'] == 'Plk1' - + op_data = seq_gmm.adata.uns["sequential_gmm_thresholding_events"][ + "Plk1_refinement" + ] + assert op_data["operation_type"] == "refinement" + assert op_data["parent_operation"] == "cell_cycle" + assert op_data["refined_from_labels"] == ["G0"] + assert op_data["feature_name"] == "Plk1" + def test_refine_labels_error_no_operation_name(self, adata_with_bimodal_dist): """Test error when operation_name is None.""" seq_gmm = SequentialGMM(adata=adata_with_bimodal_dist) - + # Create initial labels seq_gmm.threshold_entire_dataset( - feature='DNA', - label_obs_save_str='cell_cycle', + feature="DNA", + label_obs_save_str="cell_cycle", n_components=2, - ordered_labels=['G0', 'S'], - operation_name='DNA_threshold' + ordered_labels=["G0", "S"], + operation_name="DNA_threshold", ) - + with pytest.raises(ValueError, match="operation_name is required"): seq_gmm.refine_labels_with_gmm( - feature='Plk1', - obs_label='cell_cycle', - value_to_refine='G0', + feature="Plk1", + obs_label="cell_cycle", + value_to_refine="G0", n_components=2, - ordered_labels=['G0_low', 'G0_high'], - operation_name=None + ordered_labels=["G0_low", "G0_high"], + operation_name=None, ) - + def test_refine_labels_error_obs_label_not_found(self, basic_adata): """Test error when obs_label doesn't exist.""" seq_gmm = SequentialGMM(adata=basic_adata) - + with pytest.raises(KeyError, match="not found in adata.obs"): seq_gmm.refine_labels_with_gmm( - feature='Plk1', - obs_label='nonexistent_column', - value_to_refine='G0', + feature="Plk1", + obs_label="nonexistent_column", + value_to_refine="G0", n_components=2, - ordered_labels=['G0_low', 'G0_high'], - operation_name='Plk1_refinement' + ordered_labels=["G0_low", "G0_high"], + operation_name="Plk1_refinement", ) - + def test_refine_labels_error_value_not_found(self, adata_with_bimodal_dist): """Test error when value_to_refine doesn't exist.""" seq_gmm = SequentialGMM(adata=adata_with_bimodal_dist) - + # Create initial labels seq_gmm.threshold_entire_dataset( - feature='DNA', - label_obs_save_str='cell_cycle', + feature="DNA", + label_obs_save_str="cell_cycle", n_components=2, - ordered_labels=['G0', 'S'], - operation_name='DNA_threshold' + ordered_labels=["G0", "S"], + operation_name="DNA_threshold", ) - + with pytest.raises(ValueError, match="not found in adata.obs"): seq_gmm.refine_labels_with_gmm( - feature='Plk1', - obs_label='cell_cycle', - value_to_refine='G2M', # Doesn't exist + feature="Plk1", + obs_label="cell_cycle", + value_to_refine="G2M", # Doesn't exist n_components=2, - ordered_labels=['G2M_low', 'G2M_high'], - operation_name='Plk1_refinement' + ordered_labels=["G2M_low", "G2M_high"], + operation_name="Plk1_refinement", ) @@ -416,67 +423,68 @@ def test_refine_labels_error_value_not_found(self, adata_with_bimodal_dist): # refine_labels_with_manual_thresholds Tests # ===================== + class TestRefineLabelsWithManualThresholds: """Test refine_labels_with_manual_thresholds() method.""" - + def test_refine_manual_success(self, adata_with_bimodal_dist): """Test successful manual threshold refinement.""" seq_gmm = SequentialGMM(adata=adata_with_bimodal_dist) - + # Initial thresholding seq_gmm.threshold_entire_dataset( - feature='DNA', - label_obs_save_str='cell_cycle', + feature="DNA", + label_obs_save_str="cell_cycle", n_components=2, - ordered_labels=['G0', 'S'], - operation_name='DNA_threshold' + ordered_labels=["G0", "S"], + operation_name="DNA_threshold", ) - + # Refine with manual thresholds # G0 cells have Plk1 ~N(-1, 0.3), so use -1 as threshold to split them seq_gmm.refine_labels_with_manual_thresholds( - feature='Plk1', - obs_label='cell_cycle', - value_to_refine='G0', + feature="Plk1", + obs_label="cell_cycle", + value_to_refine="G0", manual_thresholds=[-1.0], - ordered_labels=['G0_low', 'G0_high'], - operation_name='Plk1_manual' + ordered_labels=["G0_low", "G0_high"], + operation_name="Plk1_manual", ) - + # Check labels updated - assert 'G0_low' in seq_gmm.adata.obs['cell_cycle'].values - assert 'G0_high' in seq_gmm.adata.obs['cell_cycle'].values - + assert "G0_low" in seq_gmm.adata.obs["cell_cycle"].values + assert "G0_high" in seq_gmm.adata.obs["cell_cycle"].values + # Check operation stored - assert 'Plk1_manual' in seq_gmm.adata.uns['sequential_gmm_thresholding_events'] - + assert "Plk1_manual" in seq_gmm.adata.uns["sequential_gmm_thresholding_events"] + # Check metadata (should not have GMM info) - op_data = seq_gmm.adata.uns['sequential_gmm_thresholding_events']['Plk1_manual'] - assert op_data['operation_type'] == 'refinement_manual' - assert op_data['gmm_info'] is None - assert op_data['decision_boundaries']['thresholds'] == [-1.0] - + op_data = seq_gmm.adata.uns["sequential_gmm_thresholding_events"]["Plk1_manual"] + assert op_data["operation_type"] == "refinement_manual" + assert op_data["gmm_info"] is None + assert op_data["decision_boundaries"]["thresholds"] == [-1.0] + def test_refine_manual_error_wrong_threshold_count(self, adata_with_bimodal_dist): """Test error when threshold count doesn't match labels.""" seq_gmm = SequentialGMM(adata=adata_with_bimodal_dist) - + # Initial thresholding seq_gmm.threshold_entire_dataset( - feature='DNA', - label_obs_save_str='cell_cycle', + feature="DNA", + label_obs_save_str="cell_cycle", n_components=2, - ordered_labels=['G0', 'S'], - operation_name='DNA_threshold' + ordered_labels=["G0", "S"], + operation_name="DNA_threshold", ) - + with pytest.raises(ValueError, match="Number of thresholds"): seq_gmm.refine_labels_with_manual_thresholds( - feature='Plk1', - obs_label='cell_cycle', - value_to_refine='G0', + feature="Plk1", + obs_label="cell_cycle", + value_to_refine="G0", manual_thresholds=[0.5, 1.5], # 2 thresholds for 2 labels (should be 1) - ordered_labels=['G0_low', 'G0_high'], - operation_name='Plk1_manual' + ordered_labels=["G0_low", "G0_high"], + operation_name="Plk1_manual", ) @@ -484,93 +492,103 @@ def test_refine_manual_error_wrong_threshold_count(self, adata_with_bimodal_dist # return_adata Tests # ===================== + class TestReturnAdata: """Test return_adata() method.""" - + def test_return_adata(self, adata_with_bimodal_dist): """Test return_adata returns modified object.""" seq_gmm = SequentialGMM(adata=adata_with_bimodal_dist) - + seq_gmm.threshold_entire_dataset( - feature='DNA', - label_obs_save_str='cell_cycle', + feature="DNA", + label_obs_save_str="cell_cycle", n_components=2, - ordered_labels=['G0', 'S'], - operation_name='DNA_threshold' + ordered_labels=["G0", "S"], + operation_name="DNA_threshold", ) - + adata_result = seq_gmm.return_adata() - + assert isinstance(adata_result, ad.AnnData) - assert 'cell_cycle' in adata_result.obs.columns - assert 'DNA_threshold' in adata_result.uns['sequential_gmm_thresholding_events'] + assert "cell_cycle" in adata_result.obs.columns + assert "DNA_threshold" in adata_result.uns["sequential_gmm_thresholding_events"] # ===================== # Integration Tests # ===================== + class TestIntegration: """Integration tests for complete workflows.""" - + def test_full_sequential_workflow(self, adata_with_bimodal_dist): """Test complete sequential thresholding workflow.""" seq_gmm = SequentialGMM(adata=adata_with_bimodal_dist) - + # Step 1: Initial thresholding on DNA seq_gmm.threshold_entire_dataset( - feature='DNA', - label_obs_save_str='cell_cycle', + feature="DNA", + label_obs_save_str="cell_cycle", n_components=2, - ordered_labels=['Low', 'High'], - operation_name='DNA_initial' + ordered_labels=["Low", "High"], + operation_name="DNA_initial", ) - + # Step 2: Refine 'Low' cells with Plk1 seq_gmm.refine_labels_with_gmm( - feature='Plk1', - obs_label='cell_cycle', - value_to_refine='Low', + feature="Plk1", + obs_label="cell_cycle", + value_to_refine="Low", n_components=2, - ordered_labels=['G0', 'G1'], - operation_name='Plk1_low_refinement' + ordered_labels=["G0", "G1"], + operation_name="Plk1_low_refinement", ) - + # Step 3: Refine 'High' cells with CyclinB seq_gmm.refine_labels_with_gmm( - feature='CyclinB', - obs_label='cell_cycle', - value_to_refine='High', + feature="CyclinB", + obs_label="cell_cycle", + value_to_refine="High", n_components=2, - ordered_labels=['S', 'G2M'], - operation_name='CyclinB_high_refinement' + ordered_labels=["S", "G2M"], + operation_name="CyclinB_high_refinement", ) - + # Step 4: Refine G2M with manual threshold seq_gmm.refine_labels_with_manual_thresholds( - feature='DNA', - obs_label='cell_cycle', - value_to_refine='G2M', + feature="DNA", + obs_label="cell_cycle", + value_to_refine="G2M", manual_thresholds=[2.5], - ordered_labels=['G2', 'M'], - operation_name='DNA_G2M_manual' + ordered_labels=["G2", "M"], + operation_name="DNA_G2M_manual", ) - + # Get result adata_result = seq_gmm.return_adata() - + # Check all operations stored - assert len(adata_result.uns['sequential_gmm_thresholding_events']) == 4 - assert 'DNA_initial' in adata_result.uns['sequential_gmm_thresholding_events'] - assert 'Plk1_low_refinement' in adata_result.uns['sequential_gmm_thresholding_events'] - assert 'CyclinB_high_refinement' in adata_result.uns['sequential_gmm_thresholding_events'] - assert 'DNA_G2M_manual' in adata_result.uns['sequential_gmm_thresholding_events'] - + assert len(adata_result.uns["sequential_gmm_thresholding_events"]) == 4 + assert "DNA_initial" in adata_result.uns["sequential_gmm_thresholding_events"] + assert ( + "Plk1_low_refinement" + in adata_result.uns["sequential_gmm_thresholding_events"] + ) + assert ( + "CyclinB_high_refinement" + in adata_result.uns["sequential_gmm_thresholding_events"] + ) + assert ( + "DNA_G2M_manual" in adata_result.uns["sequential_gmm_thresholding_events"] + ) + # Check final labels exist - unique_labels = set(adata_result.obs['cell_cycle'].unique()) - expected_labels = {'G0', 'G1', 'S', 'G2', 'M'} + unique_labels = set(adata_result.obs["cell_cycle"].unique()) + expected_labels = {"G0", "G1", "S", "G2", "M"} assert expected_labels.issubset(unique_labels) or len(unique_labels) > 0 - + print("Full workflow test passed!") print(f"Final unique labels: {unique_labels}") print(f"Label counts: {adata_result.obs['cell_cycle'].value_counts()}") diff --git a/tests/thresholding/test_utils.py b/tests/thresholding/test_utils.py index 576f560..c2aa744 100644 --- a/tests/thresholding/test_utils.py +++ b/tests/thresholding/test_utils.py @@ -7,28 +7,26 @@ - Error handling and validation """ +import anndata as ad import numpy as np import pandas as pd import pytest -from collections import OrderedDict - -import anndata as ad -from cc_mapping.utils import create_boolean_label_combination from cc_mapping.thresholding import GMMThresholding +from cc_mapping.utils import create_boolean_label_combination @pytest.fixture def adata_with_labels(): """Create test AnnData with two categorical labels.""" adata = ad.AnnData(X=np.random.randn(100, 10)) - + # Create two categorical labels - adata.obs['treatment'] = pd.Categorical(['control'] * 50 + ['drug'] * 50) - adata.obs['cell_cycle'] = pd.Categorical( - ['G0'] * 25 + ['G1'] * 25 + ['S'] * 25 + ['G2'] * 25 + adata.obs["treatment"] = pd.Categorical(["control"] * 50 + ["drug"] * 50) + adata.obs["cell_cycle"] = pd.Categorical( + ["G0"] * 25 + ["G1"] * 25 + ["S"] * 25 + ["G2"] * 25 ) - + return adata @@ -38,392 +36,412 @@ def gmm_with_thresholding(sample_adata): # Use the sample_adata and perform thresholding gmm = GMMThresholding( adata=sample_adata, - feature='gene1', - label_obs_save_str='cell_cycle', - thresholding_events_key='gmm_thresholding_events' + feature="gene1", + label_obs_save_str="cell_cycle", + thresholding_events_key="gmm_thresholding_events", ) gmm.fit(n_components=2) - gmm.categorize_samples(ordered_labels=['Low', 'High']) + gmm.categorize_samples(ordered_labels=["Low", "High"]) gmm.return_adata() # This saves the operation to uns - + return gmm # ===== Tests for create_boolean_label_combination ===== + class TestCreateBooleanLabelCombination: """Tests for create_boolean_label_combination function.""" - + def test_and_operator(self, adata_with_labels): """Test AND operator combines labels correctly.""" adata = create_boolean_label_combination( adata_with_labels, - obs_key_1='treatment', - match_values_1=['control'], - obs_key_2='cell_cycle', - match_values_2=['G0'], - operator='AND', - output_obs_key='control_G0', - true_label='yes', - false_label='no', + obs_key_1="treatment", + match_values_1=["control"], + obs_key_2="cell_cycle", + match_values_2=["G0"], + operator="AND", + output_obs_key="control_G0", + true_label="yes", + false_label="no", ) - + # Check output exists - assert 'control_G0' in adata.obs.columns - + assert "control_G0" in adata.obs.columns + # Check correct cells are labeled - control_mask = adata.obs['treatment'] == 'control' - g0_mask = adata.obs['cell_cycle'] == 'G0' + control_mask = adata.obs["treatment"] == "control" + g0_mask = adata.obs["cell_cycle"] == "G0" expected_mask = control_mask & g0_mask - - actual_positive = adata.obs['control_G0'] == 'yes' + + actual_positive = adata.obs["control_G0"] == "yes" assert np.array_equal(expected_mask, actual_positive) - + # Check it's categorical - assert isinstance(adata.obs['control_G0'].dtype, pd.CategoricalDtype) - + assert isinstance(adata.obs["control_G0"].dtype, pd.CategoricalDtype) + def test_or_operator(self, adata_with_labels): """Test OR operator combines labels correctly.""" adata = create_boolean_label_combination( adata_with_labels, - obs_key_1='treatment', - match_values_1=['control'], - obs_key_2='cell_cycle', - match_values_2=['G0', 'G1'], - operator='OR', - output_obs_key='control_or_G0G1', - true_label='positive', - false_label='negative', + obs_key_1="treatment", + match_values_1=["control"], + obs_key_2="cell_cycle", + match_values_2=["G0", "G1"], + operator="OR", + output_obs_key="control_or_G0G1", + true_label="positive", + false_label="negative", ) - + # Check correct cells are labeled - control_mask = adata.obs['treatment'] == 'control' - g0g1_mask = adata.obs['cell_cycle'].isin(['G0', 'G1']) + control_mask = adata.obs["treatment"] == "control" + g0g1_mask = adata.obs["cell_cycle"].isin(["G0", "G1"]) expected_mask = control_mask | g0g1_mask - - actual_positive = adata.obs['control_or_G0G1'] == 'positive' + + actual_positive = adata.obs["control_or_G0G1"] == "positive" assert np.array_equal(expected_mask, actual_positive) - + def test_xor_operator(self, adata_with_labels): """Test XOR operator combines labels correctly.""" adata = create_boolean_label_combination( adata_with_labels, - obs_key_1='treatment', - match_values_1=['control'], - obs_key_2='cell_cycle', - match_values_2=['G0'], - operator='XOR', - output_obs_key='xor_result', - true_label='exactly_one', - false_label='both_or_neither', + obs_key_1="treatment", + match_values_1=["control"], + obs_key_2="cell_cycle", + match_values_2=["G0"], + operator="XOR", + output_obs_key="xor_result", + true_label="exactly_one", + false_label="both_or_neither", ) - + # Check correct cells are labeled - control_mask = adata.obs['treatment'] == 'control' - g0_mask = adata.obs['cell_cycle'] == 'G0' + control_mask = adata.obs["treatment"] == "control" + g0_mask = adata.obs["cell_cycle"] == "G0" expected_mask = control_mask ^ g0_mask - - actual_positive = adata.obs['xor_result'] == 'exactly_one' + + actual_positive = adata.obs["xor_result"] == "exactly_one" assert np.array_equal(expected_mask, actual_positive) - + def test_multiple_values_per_label(self, adata_with_labels): """Test with multiple values in each label.""" adata = create_boolean_label_combination( adata_with_labels, - obs_key_1='treatment', - match_values_1=['control', 'drug'], - obs_key_2='cell_cycle', - match_values_2=['G0', 'G1'], - operator='AND', - output_obs_key='combined', - true_label='yes', - false_label='no', + obs_key_1="treatment", + match_values_1=["control", "drug"], + obs_key_2="cell_cycle", + match_values_2=["G0", "G1"], + operator="AND", + output_obs_key="combined", + true_label="yes", + false_label="no", ) - + # All cells should be positive (all treatments AND first two phases) expected_count = 50 # 25 G0 + 25 G1 - actual_count = (adata.obs['combined'] == 'yes').sum() + actual_count = (adata.obs["combined"] == "yes").sum() assert actual_count == expected_count - + def test_case_insensitive_operator(self, adata_with_labels): """Test that operator is case-insensitive.""" adata = create_boolean_label_combination( adata_with_labels, - obs_key_1='treatment', - match_values_1=['control'], - obs_key_2='cell_cycle', - match_values_2=['G0'], - operator='and', # lowercase - output_obs_key='test', - true_label='yes', - false_label='no', + obs_key_1="treatment", + match_values_1=["control"], + obs_key_2="cell_cycle", + match_values_2=["G0"], + operator="and", # lowercase + output_obs_key="test", + true_label="yes", + false_label="no", ) - - assert 'test' in adata.obs.columns - + + assert "test" in adata.obs.columns + def test_error_label1_not_found(self, adata_with_labels): """Test error when label1 doesn't exist.""" with pytest.raises(KeyError, match="obs_key_1 'nonexistent' not found"): create_boolean_label_combination( adata_with_labels, - obs_key_1='nonexistent', - match_values_1=['control'], - obs_key_2='cell_cycle', - match_values_2=['G0'], - operator='AND', - output_obs_key='test', - true_label='yes', - false_label='no', + obs_key_1="nonexistent", + match_values_1=["control"], + obs_key_2="cell_cycle", + match_values_2=["G0"], + operator="AND", + output_obs_key="test", + true_label="yes", + false_label="no", ) - + def test_error_label2_not_found(self, adata_with_labels): """Test error when label2 doesn't exist.""" with pytest.raises(KeyError, match="obs_key_2 'nonexistent' not found"): create_boolean_label_combination( adata_with_labels, - obs_key_1='treatment', - match_values_1=['control'], - obs_key_2='nonexistent', - match_values_2=['G0'], - operator='AND', - output_obs_key='test', - true_label='yes', - false_label='no', + obs_key_1="treatment", + match_values_1=["control"], + obs_key_2="nonexistent", + match_values_2=["G0"], + operator="AND", + output_obs_key="test", + true_label="yes", + false_label="no", ) - + def test_error_invalid_operator(self, adata_with_labels): """Test error with invalid operator.""" with pytest.raises(ValueError, match="operator must be one of"): create_boolean_label_combination( adata_with_labels, - obs_key_1='treatment', - match_values_1=['control'], - obs_key_2='cell_cycle', - match_values_2=['G0'], - operator='INVALID', - output_obs_key='test', - true_label='yes', - false_label='no', + obs_key_1="treatment", + match_values_1=["control"], + obs_key_2="cell_cycle", + match_values_2=["G0"], + operator="INVALID", + output_obs_key="test", + true_label="yes", + false_label="no", ) - + def test_error_output_label_exists(self, adata_with_labels): """Test error when output_label already exists.""" with pytest.raises(KeyError, match="output_obs_key 'treatment' already exists"): create_boolean_label_combination( adata_with_labels, - obs_key_1='treatment', - match_values_1=['control'], - obs_key_2='cell_cycle', - match_values_2=['G0'], - operator='AND', - output_obs_key='treatment', # Already exists - true_label='yes', - false_label='no', + obs_key_1="treatment", + match_values_1=["control"], + obs_key_2="cell_cycle", + match_values_2=["G0"], + operator="AND", + output_obs_key="treatment", # Already exists + true_label="yes", + false_label="no", ) - + def test_error_label1_values_not_list(self, adata_with_labels): """Test error when label1_values is not a list.""" with pytest.raises(TypeError, match="match_values_1 must be a list"): create_boolean_label_combination( adata_with_labels, - obs_key_1='treatment', - match_values_1='control', # String instead of list - obs_key_2='cell_cycle', - match_values_2=['G0'], - operator='AND', - output_obs_key='test', - true_label='yes', - false_label='no', + obs_key_1="treatment", + match_values_1="control", # String instead of list + obs_key_2="cell_cycle", + match_values_2=["G0"], + operator="AND", + output_obs_key="test", + true_label="yes", + false_label="no", ) - + def test_error_value_not_in_label1(self, adata_with_labels): """Test error when value doesn't exist in label1.""" - with pytest.raises(ValueError, match="Value 'nonexistent' not found in obs_key_1"): + with pytest.raises( + ValueError, match="Value 'nonexistent' not found in obs_key_1" + ): create_boolean_label_combination( adata_with_labels, - obs_key_1='treatment', - match_values_1=['nonexistent'], - obs_key_2='cell_cycle', - match_values_2=['G0'], - operator='AND', - output_obs_key='test', - true_label='yes', - false_label='no', + obs_key_1="treatment", + match_values_1=["nonexistent"], + obs_key_2="cell_cycle", + match_values_2=["G0"], + operator="AND", + output_obs_key="test", + true_label="yes", + false_label="no", ) # ===== Tests for generate_thresholding_report ===== + class TestGenerateThresholdingReport: """Tests for generate_thresholding_report method.""" - + def test_text_format_basic(self, gmm_with_thresholding): """Test basic text format report.""" - report = gmm_with_thresholding.generate_thresholding_report(output_format='text') - + report = gmm_with_thresholding.generate_thresholding_report( + output_format="text" + ) + # Check report is a string assert isinstance(report, str) - + # Check key elements are present - assert 'Thresholding Report' in report - assert 'gene1' in report # Feature name - assert 'cell_cycle' in report # Obs label - assert 'Components: 2' in report - assert 'Low' in report - assert 'High' in report - + assert "Thresholding Report" in report + assert "gene1" in report # Feature name + assert "cell_cycle" in report # Obs label + assert "Components: 2" in report + assert "Low" in report + assert "High" in report + def test_dataframe_format_basic(self, gmm_with_thresholding): """Test basic dataframe format report.""" - report = gmm_with_thresholding.generate_thresholding_report(output_format='dataframe') - + report = gmm_with_thresholding.generate_thresholding_report( + output_format="dataframe" + ) + # Check report is a DataFrame assert isinstance(report, pd.DataFrame) - + # Check expected columns exist - expected_cols = ['Operation', 'Type', 'Feature', 'Layer', 'Obs Label', - 'Components', 'Thresholds', 'Labels', 'Parent', - 'Refined From', 'Total Cells'] + expected_cols = [ + "Operation", + "Type", + "Feature", + "Layer", + "Obs Label", + "Components", + "Thresholds", + "Labels", + "Parent", + "Refined From", + "Total Cells", + ] assert all(col in report.columns for col in expected_cols) - + # Check row count assert len(report) == 1 - + # Check values - assert report['Feature'].iloc[0] == 'gene1' - assert report['Type'].iloc[0] == 'standard' - assert report['Components'].iloc[0] == '2' - + assert report["Feature"].iloc[0] == "gene1" + assert report["Type"].iloc[0] == "standard" + assert report["Components"].iloc[0] == "2" + def test_text_format_with_refinement(self, sample_adata): """Test text report with refinement operation using SequentialGMM.""" from cc_mapping.thresholding import SequentialGMM - + # Create sequential instance seq_gmm = SequentialGMM( - adata=sample_adata, - thresholding_events_key='test_events' + adata=sample_adata, thresholding_events_key="test_events" ) - + # First threshold seq_gmm.threshold_entire_dataset( - feature='gene1', - label_obs_save_str='phase', + feature="gene1", + label_obs_save_str="phase", n_components=2, - ordered_labels=['Low', 'High'], - operation_name='first_threshold' + ordered_labels=["Low", "High"], + operation_name="first_threshold", ) - + # Refine one of the labels seq_gmm.refine_labels_with_gmm( - feature='gene2', - obs_label='phase', - value_to_refine='Low', + feature="gene2", + obs_label="phase", + value_to_refine="Low", n_components=2, - ordered_labels=['Low_A', 'Low_B'], - operation_name='refine_low' + ordered_labels=["Low_A", "Low_B"], + operation_name="refine_low", ) - - report = seq_gmm.generate_thresholding_report(output_format='text') - + + report = seq_gmm.generate_thresholding_report(output_format="text") + # Check refinement info is present - assert 'refine_low' in report - assert 'Refinement' in report - assert 'first_threshold' in report # Parent - assert 'Low' in report # Refined from - + assert "refine_low" in report + assert "Refinement" in report + assert "first_threshold" in report # Parent + assert "Low" in report # Refined from + def test_empty_events(self, sample_adata): """Test report with no operations.""" gmm = GMMThresholding( adata=sample_adata, - feature='gene1', - label_obs_save_str='labels', - thresholding_events_key='empty_events' + feature="gene1", + label_obs_save_str="labels", + thresholding_events_key="empty_events", ) - - report = gmm.generate_thresholding_report(output_format='text') - + + report = gmm.generate_thresholding_report(output_format="text") + assert isinstance(report, str) assert report == "No thresholding operations found." - + def test_empty_events_dataframe(self, sample_adata): """Test dataframe report with no operations.""" gmm = GMMThresholding( adata=sample_adata, - feature='gene1', - label_obs_save_str='labels', - thresholding_events_key='empty_events' + feature="gene1", + label_obs_save_str="labels", + thresholding_events_key="empty_events", ) - - report = gmm.generate_thresholding_report(output_format='dataframe') - + + report = gmm.generate_thresholding_report(output_format="dataframe") + assert isinstance(report, pd.DataFrame) assert len(report) == 0 - + def test_error_key_not_found(self, sample_adata): """Test error when thresholding_events_key doesn't exist.""" # Don't create the key at all - GMMThresholding __init__ creates it # So we need to delete it after creation gmm = GMMThresholding( adata=sample_adata, - feature='gene1', - label_obs_save_str='labels', - thresholding_events_key='nonexistent' + feature="gene1", + label_obs_save_str="labels", + thresholding_events_key="nonexistent", ) - + # Delete the key that was auto-created - del gmm.adata.uns['nonexistent'] - - with pytest.raises(KeyError, match="thresholding_events_key 'nonexistent' not found"): - gmm.generate_thresholding_report(output_format='text') - + del gmm.adata.uns["nonexistent"] + + with pytest.raises( + KeyError, match="thresholding_events_key 'nonexistent' not found" + ): + gmm.generate_thresholding_report(output_format="text") + def test_error_invalid_format(self, gmm_with_thresholding): """Test error with invalid output_format.""" with pytest.raises(ValueError, match="output_format must be one of"): - gmm_with_thresholding.generate_thresholding_report(output_format='invalid') - + gmm_with_thresholding.generate_thresholding_report(output_format="invalid") + def test_error_not_dict(self, sample_adata): """Test error when uns key is not a dict.""" # Create a GMM instance and manually corrupt the uns key gmm = GMMThresholding( adata=sample_adata, - feature='gene1', - label_obs_save_str='labels', - thresholding_events_key='corrupt_events' + feature="gene1", + label_obs_save_str="labels", + thresholding_events_key="corrupt_events", ) - gmm.adata.uns['corrupt_events'] = "not a dict" - + gmm.adata.uns["corrupt_events"] = "not a dict" + with pytest.raises(TypeError, match="must be a dict or OrderedDict"): - gmm.generate_thresholding_report(output_format='text') - + gmm.generate_thresholding_report(output_format="text") + def test_cell_counts_with_valid_obs(self, gmm_with_thresholding): """Test that cell counts are calculated when obs column exists.""" - report = gmm_with_thresholding.generate_thresholding_report(output_format='text') - + report = gmm_with_thresholding.generate_thresholding_report( + output_format="text" + ) + # Check cell counts are present - assert 'Cell counts:' in report + assert "Cell counts:" in report # The actual counts will vary, just check the format is there - assert 'Low=' in report or 'High=' in report - + assert "Low=" in report or "High=" in report + def test_manual_thresholds_handling(self, sample_adata): """Test report handles manual thresholds (no GMM info).""" from cc_mapping.thresholding import SequentialGMM - + seq_gmm = SequentialGMM( - adata=sample_adata, - thresholding_events_key='manual_events' + adata=sample_adata, thresholding_events_key="manual_events" ) - + # Use manual thresholds seq_gmm.threshold_entire_dataset( - feature='gene1', - label_obs_save_str='labels', + feature="gene1", + label_obs_save_str="labels", n_components=2, - ordered_labels=['Low', 'High'], + ordered_labels=["Low", "High"], manual_thresholds=[1.0], - operation_name='manual_op' + operation_name="manual_op", ) - - report = seq_gmm.generate_thresholding_report(output_format='text') - + + report = seq_gmm.generate_thresholding_report(output_format="text") + # When manual thresholds are used, it still shows the n_components - assert 'Components: 2' in report - assert 'Thresholds: [1.0000]' in report + assert "Components: 2" in report + assert "Thresholds: [1.0000]" in report