diff --git a/.coveragerc b/.coveragerc
new file mode 100644
index 0000000000..7d8e453937
--- /dev/null
+++ b/.coveragerc
@@ -0,0 +1,6 @@
+[report]
+exclude_lines =
+ # Have to re-enable the standard pragma
+ pragma: no cover
+ @abstract
+ NotImplementedError
\ No newline at end of file
diff --git a/.gitignore b/.gitignore
index 3691c72456..b6233b9dfd 100644
--- a/.gitignore
+++ b/.gitignore
@@ -133,3 +133,6 @@ dmypy.json
#experiments
.DS_Store
+
+#pickle
+*.pickle
\ No newline at end of file
diff --git a/.travis.yml b/.travis.yml
index 676e8ee9d9..1200f095e6 100644
--- a/.travis.yml
+++ b/.travis.yml
@@ -23,7 +23,10 @@ cache: pip
install:
- pip install -r requirements.txt
-- pip install -U pytest
+- pip install -U pytest pytest-cov codecov
script:
- pytest proglearn/
+
+after_success:
+- codecov
diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
new file mode 100644
index 0000000000..98eb056d0c
--- /dev/null
+++ b/CONTRIBUTING.md
@@ -0,0 +1,30 @@
+Contributing to ProgLearn
+======================
+
+(adopted from scikit-learn)
+
+The latest contributing guide is available in the repository at
+`docs/contributing.rst`
+
+There are many ways to contribute to ProgLearn, with the most common ones
+being contribution of code or documentation to the project. Improving the
+documentation is no less important than improving the library itself. If you
+find a typo in the documentation, or have made improvements, do not hesitate to
+submit a GitHub pull request. Documentation can be found under the
+[doc/](https://github.com/neurodata/progressive-learning/tree/master/docs) directory.
+
+But there are many other ways to help. In particular answering queries on the
+[issue tracker](https://github.com/neurodata/progressive-learning/issues), and
+investigating bugs are very valuable contributions that decrease the burden on
+the project maintainers.
+
+Another way to contribute is to report issues you're facing, and give a "thumbs
+up" on issues that others reported and that are relevant to you. It also helps
+us if you spread the word: reference the project from your blog and articles,
+link to it from your website, or simply star it in GitHub to say "I use it".
+
+Code of Conduct
+---------------
+
+We abide by the principles of openness, respect, and consideration of others
+of the Python Software Foundation: https://www.python.org/psf/codeofconduct/.
\ No newline at end of file
diff --git a/LICENSE b/LICENSE
index 56ee3c8c4c..9a5e3592fe 100644
--- a/LICENSE
+++ b/LICENSE
@@ -1,201 +1,21 @@
- Apache License
- Version 2.0, January 2004
- http://www.apache.org/licenses/
-
- TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION
-
- 1. Definitions.
-
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-
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-
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- other entities that control, are controlled by, or are under common
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- direction or management of such entity, whether by contract or
- otherwise, or (ii) ownership of fifty percent (50%) or more of the
- outstanding shares, or (iii) beneficial ownership of such entity.
-
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-
- 5. Submission of Contributions. Unless You explicitly state otherwise,
- any Contribution intentionally submitted for inclusion in the Work
- by You to the Licensor shall be under the terms and conditions of
- this License, without any additional terms or conditions.
- Notwithstanding the above, nothing herein shall supersede or modify
- the terms of any separate license agreement you may have executed
- with Licensor regarding such Contributions.
-
- 6. Trademarks. This License does not grant permission to use the trade
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- origin of the Work and reproducing the content of the NOTICE file.
-
- 7. Disclaimer of Warranty. Unless required by applicable law or
- agreed to in writing, Licensor provides the Work (and each
- Contributor provides its Contributions) on an "AS IS" BASIS,
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- of TITLE, NON-INFRINGEMENT, MERCHANTABILITY, or FITNESS FOR A
- PARTICULAR PURPOSE. You are solely responsible for determining the
- appropriateness of using or redistributing the Work and assume any
- risks associated with Your exercise of permissions under this License.
-
- 8. Limitation of Liability. In no event and under no legal theory,
- whether in tort (including negligence), contract, or otherwise,
- unless required by applicable law (such as deliberate and grossly
- negligent acts) or agreed to in writing, shall any Contributor be
- liable to You for damages, including any direct, indirect, special,
- incidental, or consequential damages of any character arising as a
- result of this License or out of the use or inability to use the
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- work stoppage, computer failure or malfunction, or any and all
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- has been advised of the possibility of such damages.
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- 9. Accepting Warranty or Additional Liability. While redistributing
- the Work or Derivative Works thereof, You may choose to offer,
- and charge a fee for, acceptance of support, warranty, indemnity,
- or other liability obligations and/or rights consistent with this
- License. However, in accepting such obligations, You may act only
- on Your own behalf and on Your sole responsibility, not on behalf
- of any other Contributor, and only if You agree to indemnify,
- defend, and hold each Contributor harmless for any liability
- incurred by, or claims asserted against, such Contributor by reason
- of your accepting any such warranty or additional liability.
-
- END OF TERMS AND CONDITIONS
-
- APPENDIX: How to apply the Apache License to your work.
-
- To apply the Apache License to your work, attach the following
- boilerplate notice, with the fields enclosed by brackets "[]"
- replaced with your own identifying information. (Don't include
- the brackets!) The text should be enclosed in the appropriate
- comment syntax for the file format. We also recommend that a
- file or class name and description of purpose be included on the
- same "printed page" as the copyright notice for easier
- identification within third-party archives.
-
- Copyright [yyyy] [name of copyright owner]
-
- Licensed under the Apache License, Version 2.0 (the "License");
- you may not use this file except in compliance with the License.
- You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
\ No newline at end of file
+MIT License
+
+Copyright (c) 2020 Dr. Joshua T. Vogelstein
+
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
+to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+copies of the Software, and to permit persons to whom the Software is
+furnished to do so, subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in all
+copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+SOFTWARE.
diff --git a/README.md b/README.md
index 048a78289a..13def3bd43 100644
--- a/README.md
+++ b/README.md
@@ -3,6 +3,7 @@
[![Build Status](https://travis-ci.org/neurodata/progressive-learning.svg?branch=master)](https://travis-ci.org/neurodata/progressive-learning)
[![codecov](https://codecov.io/gh/neurodata/progressive-learning/branch/master/graph/badge.svg)](https://codecov.io/gh/neurodata/progressive-learning)
[![arXiv shield](https://img.shields.io/badge/arXiv-2004.12908-red.svg?style=flat)](https://arxiv.org/abs/2004.12908)
+[![License](https://img.shields.io/badge/License-MIT-blue)](https://opensource.org/licenses/MIT)
progressive-learning is a package for exploring and using progressive learning algorithms developed by the [neurodata group](https://neurodata.io).
@@ -15,14 +16,15 @@ progressive-learning is a package for exploring and using progressive learning a
- [Issues](#issues)
# Overview
-
+The natural process of biological learning involves progressive acquisition of new information developing on past knowledge and experiences, which often leads to a performance improvement on a given task. Learning a second language, for instance, is associated with higher performance in an individual’s native language compared to that of monolinguals. In classical machine learning, the process usually begins from the state of tabula rasa , zero knowledge, and is optimized for a single task. The issues arise when the system is sequentially optimized for multiple tasks exhibiting “catastrophic forgetting,” diminishing performance of previously learned tasks. One of the current limitations of artificial intelligence revolves around this inability to transfer knowledge.
+The progressive learning package utilizes representation ensembling algorithms to sequentially learn a representation for each task and ensemble both old and new representations for all future decisions. Here, two complementary representation ensembling algorithms based on decision forests (Lifelong Forest) and deep networks (Lifelong Network) demonstrate forward and backward knowledge transfer of tasks on multiple real datasets, including both vision and language applications.
# Documentation
# System Requirements
## Hardware requirements
-
+`progressive-learning` package requires only a standard computer with enough RAM to support the in-memory operations.
## Software requirements
### OS Requirements
@@ -42,7 +44,6 @@ tensorflow
numpy
scikit-learn
joblib
-
```
# Installation Guide
@@ -66,7 +67,7 @@ If you have an idea for an improvement not listed there, please
developers.
# License
-This project is covered under the [Apache 2.0 License](hhttps://github.com/neurodata/progressive-learning/blob/master/LICENSE).
+This project is covered under the [MIT License](hhttps://github.com/neurodata/progressive-learning/blob/master/LICENSE).
# Issues
We appreciate detailed bug reports and feature requests (though we appreciate pull requests even more!). Please visit our [issues](https://github.com/neurodata/progressive-learning/issues) page if you have questions or ideas.
@@ -74,4 +75,4 @@ We appreciate detailed bug reports and feature requests (though we appreciate pu
# Citing progressive-learning
If you find progressive-learning useful in your work, please cite the package via the [progressive-learning paper](https://arxiv.org/pdf/2004.12908.pdf)
-> Vogelstein JT, Helm HS, Mehta RD, Dey J, Yang W, Tower B, LeVine W, Larson J, White C, Priebe CE. A general approach to progressive learning. arXiv preprint arXiv:2004.12908. 2020 Apr 27.
\ No newline at end of file
+> Vogelstein JT, Helm HS, Mehta RD, Dey J, Yang W, Tower B, LeVine W, Larson J, White C, Priebe CE. A general approach to progressive learning. arXiv preprint arXiv:2004.12908. 2020 Apr 27.
diff --git a/codecov.yml b/codecov.yml
new file mode 100644
index 0000000000..c96e21da6c
--- /dev/null
+++ b/codecov.yml
@@ -0,0 +1,2 @@
+codecov:
+ token: d73047ad-2322-4be0-962c-7de537deff4a
\ No newline at end of file
diff --git a/docs/Makefile b/docs/Makefile
new file mode 100644
index 0000000000..298ea9e213
--- /dev/null
+++ b/docs/Makefile
@@ -0,0 +1,19 @@
+# Minimal makefile for Sphinx documentation
+#
+
+# You can set these variables from the command line.
+SPHINXOPTS =
+SPHINXBUILD = sphinx-build
+SOURCEDIR = .
+BUILDDIR = _build
+
+# Put it first so that "make" without argument is like "make help".
+help:
+ @$(SPHINXBUILD) -M help "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O)
+
+.PHONY: help Makefile
+
+# Catch-all target: route all unknown targets to Sphinx using the new
+# "make mode" option. $(O) is meant as a shortcut for $(SPHINXOPTS).
+%: Makefile
+ @$(SPHINXBUILD) -M $@ "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O)
\ No newline at end of file
diff --git a/docs/README.md b/docs/README.md
new file mode 100644
index 0000000000..8341493720
--- /dev/null
+++ b/docs/README.md
@@ -0,0 +1,33 @@
+# Building Docs
+
+We currently use Sphinx
+
+If you only want to get the documentation, this can be found at [https://docs.neurodata.io/progressive-learning/](http://docs.neurodata.io/progressive-learning/).
+
+## Python Dependencies
+
+You will need to install all the dependencies as defined in `requirements.txt` file. The above can be installed by entering:
+
+ pip3 install -r requirements.txt
+
+in the `docs/` directory.
+
+## Pandoc dependency
+
+In addition, you need to install `pandoc` for `nbsphinx`. If you are on linux, you can enter:
+
+ sudo apt-get install pandoc
+
+If you are on macOS and have `homebrew` installed, you can enter:
+
+ brew install pandoc
+
+Otherwise, you can visit [pandoc installing page](https://pandoc.org/installing.html) for more information.
+
+## Generating the documentation
+
+To build the HTML documentation, enter:
+
+ make html
+
+in the `docs/` directory. If all goes well, this will generate a `build/html/` subdirectory containing the built documentation.
\ No newline at end of file
diff --git a/docs/conf.py b/docs/conf.py
new file mode 100644
index 0000000000..a7d880f1d0
--- /dev/null
+++ b/docs/conf.py
@@ -0,0 +1,178 @@
+# -*- coding: utf-8 -*-
+#
+# Configuration file for the Sphinx documentation builder.
+#
+# This file does only contain a selection of the most common options. For a
+# full list see the documentation:
+# http://www.sphinx-doc.org/en/master/config
+
+# -- Path setup --------------------------------------------------------------
+
+# If extensions (or modules to document with autodoc) are in another directory,
+# add these directories to sys.path here. If the directory is relative to the
+# documentation root, use os.path.abspath to make it absolute, like shown here.
+#
+# import os
+# import sys
+# sys.path.insert(0, os.path.abspath('.'))
+
+
+# -- Project information -----------------------------------------------------
+
+project = 'ProgL'
+copyright = '2020, Jayanta Dey, Will LeVine'
+author = 'Jayanta Dey, Will LeVine'
+
+# The short X.Y version
+version = ''
+# The full version, including alpha/beta/rc tags
+release = '0.01'
+
+
+# -- General configuration ---------------------------------------------------
+
+# If your documentation needs a minimal Sphinx version, state it here.
+#
+# needs_sphinx = '1.0'
+
+# Add any Sphinx extension module names here, as strings. They can be
+# extensions coming with Sphinx (named 'sphinx.ext.*') or your custom
+# ones.
+extensions = [
+ 'sphinx.ext.autodoc',
+ 'sphinx.ext.githubpages',
+]
+
+# Add any paths that contain templates here, relative to this directory.
+templates_path = ['_templates']
+
+# The suffix(es) of source filenames.
+# You can specify multiple suffix as a list of string:
+#
+# source_suffix = ['.rst', '.md']
+source_suffix = '.rst'
+
+# The master toctree document.
+master_doc = 'index'
+
+# The language for content autogenerated by Sphinx. Refer to documentation
+# for a list of supported languages.
+#
+# This is also used if you do content translation via gettext catalogs.
+# Usually you set "language" from the command line for these cases.
+language = None
+
+# List of patterns, relative to source directory, that match files and
+# directories to ignore when looking for source files.
+# This pattern also affects html_static_path and html_extra_path.
+exclude_patterns = ['_build', 'Thumbs.db', '.DS_Store']
+
+# The name of the Pygments (syntax highlighting) style to use.
+pygments_style = None
+
+
+# -- Options for HTML output -------------------------------------------------
+
+# The theme to use for HTML and HTML Help pages. See the documentation for
+# a list of builtin themes.
+#
+html_theme = 'alabaster'
+
+# Theme options are theme-specific and customize the look and feel of a theme
+# further. For a list of options available for each theme, see the
+# documentation.
+#
+# html_theme_options = {}
+
+# Add any paths that contain custom static files (such as style sheets) here,
+# relative to this directory. They are copied after the builtin static files,
+# so a file named "default.css" will overwrite the builtin "default.css".
+html_static_path = ['_static']
+
+# Custom sidebar templates, must be a dictionary that maps document names
+# to template names.
+#
+# The default sidebars (for documents that don't match any pattern) are
+# defined by theme itself. Builtin themes are using these templates by
+# default: ``['localtoc.html', 'relations.html', 'sourcelink.html',
+# 'searchbox.html']``.
+#
+# html_sidebars = {}
+
+
+# -- Options for HTMLHelp output ---------------------------------------------
+
+# Output file base name for HTML help builder.
+htmlhelp_basename = 'ProgLdoc'
+
+
+# -- Options for LaTeX output ------------------------------------------------
+
+latex_elements = {
+ # The paper size ('letterpaper' or 'a4paper').
+ #
+ # 'papersize': 'letterpaper',
+
+ # The font size ('10pt', '11pt' or '12pt').
+ #
+ # 'pointsize': '10pt',
+
+ # Additional stuff for the LaTeX preamble.
+ #
+ # 'preamble': '',
+
+ # Latex figure (float) alignment
+ #
+ # 'figure_align': 'htbp',
+}
+
+# Grouping the document tree into LaTeX files. List of tuples
+# (source start file, target name, title,
+# author, documentclass [howto, manual, or own class]).
+latex_documents = [
+ (master_doc, 'ProgL.tex', 'ProgL Documentation',
+ 'Jayanta Dey, Will LeVine', 'manual'),
+]
+
+
+# -- Options for manual page output ------------------------------------------
+
+# One entry per manual page. List of tuples
+# (source start file, name, description, authors, manual section).
+man_pages = [
+ (master_doc, 'progl', 'ProgL Documentation',
+ [author], 1)
+]
+
+
+# -- Options for Texinfo output ----------------------------------------------
+
+# Grouping the document tree into Texinfo files. List of tuples
+# (source start file, target name, title, author,
+# dir menu entry, description, category)
+texinfo_documents = [
+ (master_doc, 'ProgL', 'ProgL Documentation',
+ author, 'ProgL', 'One line description of project.',
+ 'Miscellaneous'),
+]
+
+
+# -- Options for Epub output -------------------------------------------------
+
+# Bibliographic Dublin Core info.
+epub_title = project
+
+# The unique identifier of the text. This can be a ISBN number
+# or the project homepage.
+#
+# epub_identifier = ''
+
+# A unique identification for the text.
+#
+# epub_uid = ''
+
+# A list of files that should not be packed into the epub file.
+epub_exclude_files = ['search.html']
+
+
+# -- Extension configuration -------------------------------------------------
diff --git a/docs/contributing.rst b/docs/contributing.rst
new file mode 100644
index 0000000000..106450ef4d
--- /dev/null
+++ b/docs/contributing.rst
@@ -0,0 +1,167 @@
+Contributing to Progressive-learning
+************************************
+
+(adopted from scikit-learn)
+
+Submitting a bug report or a feature request
+--------------------------------------------
+
+We use GitHub issues to track all bugs and feature requests; feel free to open
+an issue if you have found a bug or wish to see a feature implemented.
+
+In case you experience issues using this package, do not hesitate to submit a
+ticket to the
+`Issue Tracker `_. You are
+also welcome to post feature requests or pull requests.
+
+It is recommended to check that your issue complies with the
+following rules before submitting:
+
+- Verify that your issue is not being currently addressed by other
+ `issues `_
+ or `pull requests `_.
+
+- If you are submitting a bug report, we strongly encourage you to follow the
+ guidelines in :ref:`filing_bugs`.
+
+.. _filing_bugs:
+
+How to make a good bug report
+-----------------------------
+
+When you submit an issue to `Github
+`__, please do your best to
+follow these guidelines! This will make it a lot easier to provide you with
+good feedback:
+
+- The ideal bug report contains a **short reproducible code snippet**, this way
+ anyone can try to reproduce the bug easily (see `this
+ `_ for more details). If your snippet is
+ longer than around 50 lines, please link to a `gist
+ `_ or a github repo.
+
+- If not feasible to include a reproducible snippet, please be specific about
+ what **classes and/or functions are involved and the shape of the data**.
+
+- If an exception is raised, please **provide the full traceback**.
+
+- Please include your **operating system type and version number**, as well as
+ your **Python and hyppo versions**. This information
+ can be found by running the following code snippet::
+
+ import platform; print(platform.platform())
+ import sys; print("Python", sys.version)
+ import progressive-learning; print("progressive-learning", progressive-learning.__version__)
+
+- Please ensure all **code snippets and error messages are formatted in
+ appropriate code blocks**. See `Creating and highlighting code blocks
+ `_
+ for more details.
+
+Contributing Code
+-----------------
+
+The preferred workflow for contributing to `hyppo` is to fork the main
+repository on GitHub, clone, and develop on a branch. Steps:
+
+1. Fork the `project repository `__ by clicking
+ on the ‘Fork’ button near the top right of the page. This creates a copy
+ of the code under your GitHub user account. For more details on how to
+ fork a repository see `this
+ guide `__.
+
+2. Clone your fork of the ``hyppo`` repo from your GitHub account to your
+ local disk:
+
+ .. code:: bash
+
+ $ git clone git@github.com:YourLogin/hyppo.git
+ $ cd progressive-learning
+
+3. Create a ``feature`` branch to hold your development changes:
+
+ .. code:: bash
+
+ $ git checkout -b my-feature
+
+ Always use a ``feature`` branch. It’s good practice to never work on
+ the ``master`` branch!
+
+4. Develop the feature on your feature branch. Add changed files using
+ ``git add`` and then ``git commit`` files:
+
+ .. code:: bash
+
+ $ git add modified_files
+ $ git commit
+
+ to record your changes in Git, then push the changes to your GitHub
+ account with:
+
+ .. code:: bash
+
+ $ git push -u origin my-feature
+
+Pull Request Checklist
+----------------------
+
+We recommended that your contribution complies with the following rules
+before you submit a pull request:
+
+- Follow the `coding-guidelines <#coding-guidelines>`__.
+- Give your pull request a helpful title that summarises what your
+ contribution does. In some cases ``Fix `` is enough.
+ ``Fix #`` is not enough.
+- All public methods should have informative docstrings with sample
+ usage presented as doctests when appropriate.
+- At least one paragraph of narrative documentation with links to
+ references in the literature (with PDF links when possible) and
+ the example.
+- All functions and classes must have unit tests. These should include,
+ at the very least, type checking and ensuring correct computation/outputs.
+- Ensure all tests are passing locally using ``pytest``. Install the necessary
+ packages by:
+
+ .. code:: bash
+
+ $ pip install pytest pytest-cov
+
+ then run
+
+ .. code:: bash
+
+ $ pytest
+
+ or you can run pytest on a single test file by
+
+ .. code:: bash
+
+ $ pytest path/to/test.py
+
+- Run an autoformatter. We use ``black`` and would like for you to
+ format all files using ``black``. You can run the following lines to
+ format your files.
+
+ .. code:: bash
+
+ $ pip install black
+ $ black path/to/module.py
+
+Coding Guidelines
+-----------------
+
+Uniformly formatted code makes it easier to share code ownership. ``hyppo``
+package closely follows the official Python guidelines detailed in
+`PEP8 `__ that detail how
+code should be formatted and indented. Please read it and follow it.
+
+Docstring Guidelines
+--------------------
+
+Properly formatted docstrings is required for documentation generation
+by Sphinx. The pygraphstats package closely follows the numpydoc
+guidelines. Please read and follow the
+`numpydoc `__
+guidelines. Refer to the
+`example.py `__
+provided by numpydoc.
\ No newline at end of file
diff --git a/docs/index.rst b/docs/index.rst
new file mode 100644
index 0000000000..3f423c6f52
--- /dev/null
+++ b/docs/index.rst
@@ -0,0 +1,29 @@
+.. ProgL documentation master file, created by
+ sphinx-quickstart on Fri Sep 11 15:20:09 2020.
+ You can adapt this file completely to your liking, but it should at least
+ contain the root `toctree` directive.
+
+Welcome to ProgL's documentation!
+=================================
+
+.. toctree::
+ :maxdepth: 2
+ :caption: Contents:
+
+
+
+Indices and tables
+==================
+
+* :ref:`genindex`
+* :ref:`modindex`
+* :ref:`search`
+
+Documentation
+=============
+
+.. toctree::
+ :maxdepth: 6
+
+ contributing
+ license
\ No newline at end of file
diff --git a/docs/license.rst b/docs/license.rst
new file mode 100644
index 0000000000..2c2f798595
--- /dev/null
+++ b/docs/license.rst
@@ -0,0 +1,207 @@
+License
+=======
+``Progressive-learning`` is distributed with a Apache 2.0 license.
+
+::
+
+ Apache License
+ Version 2.0, January 2004
+ http://www.apache.org/licenses/
+
+ TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION
+
+ 1. Definitions.
+
+ "License" shall mean the terms and conditions for use, reproduction,
+ and distribution as defined by Sections 1 through 9 of this document.
+
+ "Licensor" shall mean the copyright owner or entity authorized by
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+
+ "Legal Entity" shall mean the union of the acting entity and all
+ other entities that control, are controlled by, or are under common
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+ direction or management of such entity, whether by contract or
+ otherwise, or (ii) ownership of fifty percent (50%) or more of the
+ outstanding shares, or (iii) beneficial ownership of such entity.
+
+ "You" (or "Your") shall mean an individual or Legal Entity
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+
+ "Work" shall mean the work of authorship, whether in Source or
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+ "Derivative Works" shall mean any work, whether in Source or Object
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+ "Contribution" shall mean any work of authorship, including
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+ designated in writing by the copyright owner as "Not a Contribution."
+
+ "Contributor" shall mean Licensor and any individual or Legal Entity
+ on behalf of whom a Contribution has been received by Licensor and
+ subsequently incorporated within the Work.
+
+ 2. Grant of Copyright License. Subject to the terms and conditions of
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+ You may add Your own copyright statement to Your modifications and
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+ the conditions stated in this License.
+
+ 5. Submission of Contributions. Unless You explicitly state otherwise,
+ any Contribution intentionally submitted for inclusion in the Work
+ by You to the Licensor shall be under the terms and conditions of
+ this License, without any additional terms or conditions.
+ Notwithstanding the above, nothing herein shall supersede or modify
+ the terms of any separate license agreement you may have executed
+ with Licensor regarding such Contributions.
+
+ 6. Trademarks. This License does not grant permission to use the trade
+ names, trademarks, service marks, or product names of the Licensor,
+ except as required for reasonable and customary use in describing the
+ origin of the Work and reproducing the content of the NOTICE file.
+
+ 7. Disclaimer of Warranty. Unless required by applicable law or
+ agreed to in writing, Licensor provides the Work (and each
+ Contributor provides its Contributions) on an "AS IS" BASIS,
+ WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or
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+ of TITLE, NON-INFRINGEMENT, MERCHANTABILITY, or FITNESS FOR A
+ PARTICULAR PURPOSE. You are solely responsible for determining the
+ appropriateness of using or redistributing the Work and assume any
+ risks associated with Your exercise of permissions under this License.
+
+ 8. Limitation of Liability. In no event and under no legal theory,
+ whether in tort (including negligence), contract, or otherwise,
+ unless required by applicable law (such as deliberate and grossly
+ negligent acts) or agreed to in writing, shall any Contributor be
+ liable to You for damages, including any direct, indirect, special,
+ incidental, or consequential damages of any character arising as a
+ result of this License or out of the use or inability to use the
+ Work (including but not limited to damages for loss of goodwill,
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+ has been advised of the possibility of such damages.
+
+ 9. Accepting Warranty or Additional Liability. While redistributing
+ the Work or Derivative Works thereof, You may choose to offer,
+ and charge a fee for, acceptance of support, warranty, indemnity,
+ or other liability obligations and/or rights consistent with this
+ License. However, in accepting such obligations, You may act only
+ on Your own behalf and on Your sole responsibility, not on behalf
+ of any other Contributor, and only if You agree to indemnify,
+ defend, and hold each Contributor harmless for any liability
+ incurred by, or claims asserted against, such Contributor by reason
+ of your accepting any such warranty or additional liability.
+
+ END OF TERMS AND CONDITIONS
+
+ APPENDIX: How to apply the Apache License to your work.
+
+ To apply the Apache License to your work, attach the following
+ boilerplate notice, with the fields enclosed by brackets "[]"
+ replaced with your own identifying information. (Don't include
+ the brackets!) The text should be enclosed in the appropriate
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+ file or class name and description of purpose be included on the
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+
+ Copyright [yyyy] [name of copyright owner]
+
+ Licensed under the Apache License, Version 2.0 (the "License");
+ you may not use this file except in compliance with the License.
+ You may obtain a copy of the License at
+
+ http://www.apache.org/licenses/LICENSE-2.0
+
+ Unless required by applicable law or agreed to in writing, software
+ distributed under the License is distributed on an "AS IS" BASIS,
+ WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ See the License for the specific language governing permissions and
+ limitations under the License.
\ No newline at end of file
diff --git a/docs/make.bat b/docs/make.bat
new file mode 100644
index 0000000000..27f573b87a
--- /dev/null
+++ b/docs/make.bat
@@ -0,0 +1,35 @@
+@ECHO OFF
+
+pushd %~dp0
+
+REM Command file for Sphinx documentation
+
+if "%SPHINXBUILD%" == "" (
+ set SPHINXBUILD=sphinx-build
+)
+set SOURCEDIR=.
+set BUILDDIR=_build
+
+if "%1" == "" goto help
+
+%SPHINXBUILD% >NUL 2>NUL
+if errorlevel 9009 (
+ echo.
+ echo.The 'sphinx-build' command was not found. Make sure you have Sphinx
+ echo.installed, then set the SPHINXBUILD environment variable to point
+ echo.to the full path of the 'sphinx-build' executable. Alternatively you
+ echo.may add the Sphinx directory to PATH.
+ echo.
+ echo.If you don't have Sphinx installed, grab it from
+ echo.http://sphinx-doc.org/
+ exit /b 1
+)
+
+%SPHINXBUILD% -M %1 %SOURCEDIR% %BUILDDIR% %SPHINXOPTS%
+goto end
+
+:help
+%SPHINXBUILD% -M help %SOURCEDIR% %BUILDDIR% %SPHINXOPTS%
+
+:end
+popd
diff --git a/docs/requirements.txt b/docs/requirements.txt
new file mode 100644
index 0000000000..0e6ab5f9cf
--- /dev/null
+++ b/docs/requirements.txt
@@ -0,0 +1,7 @@
+sphinx==1.8.5
+sphinx_rtd_theme==0.4.2
+nbsphinx==0.4.2
+ipython==7.4.0
+ipykernel==5.1.0
+numpydoc==0.7
+recommonmark==0.5.0
\ No newline at end of file
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diff --git a/experiments/cifar_exp/benchmarking_algorthms_result/SI_6_9.pickle b/experiments/cifar_exp/benchmarking_algorthms_result/SI_6_9.pickle
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diff --git a/experiments/cifar_exp/experiment_varying_task_sample.py b/experiments/cifar_exp/experiment_varying_task_sample.py
index f0f91a6e3f..9cb6af4c48 100644
--- a/experiments/cifar_exp/experiment_varying_task_sample.py
+++ b/experiments/cifar_exp/experiment_varying_task_sample.py
@@ -11,14 +11,14 @@
import pickle
from sklearn.model_selection import StratifiedKFold
-from math import log2, ceil
+from math import log2, ceil
import sys
from joblib import Parallel, delayed
from multiprocessing import Pool
from proglearn import ProgressiveLearner
-from proglearn import SimpleAverage
+from proglearn import SimpleArgmaxAverage
from proglearn import NeuralClassificationTransformer, TreeClassificationTransformer
from proglearn import TreeClassificationVoter, KNNClassificationVoter
@@ -33,7 +33,7 @@ def unpickle(file):
with open(file, 'rb') as fo:
dict = pickle.load(fo, encoding='bytes')
return dict
-
+
try: # Python 2
zero_depth_bases = (basestring, Number, xrange, bytearray)
@@ -66,7 +66,7 @@ def inner(obj):
return inner(obj_0)
#%%
def LF_experiment(train_x, train_y, test_x, test_y, ntrees, shift, slot, model, num_points_per_task, acorn=None):
-
+
df = pd.DataFrame()
single_task_accuracies = np.zeros(10,dtype=float)
shifts = []
@@ -77,10 +77,10 @@ def LF_experiment(train_x, train_y, test_x, test_y, ntrees, shift, slot, model,
single_task_inference_times_across_tasks = []
multitask_inference_times_across_tasks = []
model_size = []
-
+
if model == "dnn":
default_transformer_class = NeuralClassificationTransformer
-
+
network = keras.Sequential()
network.add(layers.Conv2D(filters=16, kernel_size=(3, 3), activation='relu', input_shape=np.shape(train_x)[1:]))
network.add(layers.BatchNormalization())
@@ -99,28 +99,28 @@ def LF_experiment(train_x, train_y, test_x, test_y, ntrees, shift, slot, model,
network.add(layers.Dense(2000, activation='relu'))
network.add(layers.BatchNormalization())
network.add(layers.Dense(units=10, activation = 'softmax'))
-
- default_transformer_kwargs = {"network" : network,
+
+ default_transformer_kwargs = {"network" : network,
"euclidean_layer_idx" : -2,
"num_classes" : 10,
"optimizer" : keras.optimizers.Adam(3e-4)
}
-
+
default_voter_class = KNNClassificationVoter
default_voter_kwargs = {"k" : int(np.log2(num_points_per_task))}
-
- default_decider_class = SimpleAverage
+
+ default_decider_class = SimpleArgmaxAverage
elif model == "uf":
default_transformer_class = TreeClassificationTransformer
default_transformer_kwargs = {"kwargs" : {"max_depth" : None, "max_features" : "auto"}}
-
+
default_voter_class = TreeClassificationVoter
default_voter_kwargs = {}
-
- default_decider_class = SimpleAverage
-
- progressive_learner = ProgressiveLearner(default_transformer_class = default_transformer_class,
+ default_decider_class = SimpleArgmaxAverage
+
+
+ progressive_learner = ProgressiveLearner(default_transformer_class = default_transformer_class,
default_transformer_kwargs = default_transformer_kwargs,
default_voter_class = default_voter_class,
default_voter_kwargs = default_voter_kwargs,
@@ -134,22 +134,22 @@ def LF_experiment(train_x, train_y, test_x, test_y, ntrees, shift, slot, model,
reduced_sample_no = int(num_points_per_task*(1.29**task_ii))
print(reduced_sample_no)
-
+
train_start_time = time.time()
progressive_learner.add_task(
- X = train_x[task_ii*5000+slot*reduced_sample_no:task_ii*5000+(slot+1)*reduced_sample_no],
+ X = train_x[task_ii*5000+slot*reduced_sample_no:task_ii*5000+(slot+1)*reduced_sample_no],
y = train_y[task_ii*5000+slot*reduced_sample_no:task_ii*5000+(slot+1)*reduced_sample_no],
num_transformers = 1 if model == "dnn" else ntrees,
transformer_voter_decider_split = [0.67, 0.33, 0],
decider_kwargs = {"classes" : np.unique(train_y[task_ii*5000+slot*reduced_sample_no:task_ii*5000+(slot+1)*reduced_sample_no])}
)
train_end_time = time.time()
-
+
train_times_across_tasks.append(train_end_time - train_start_time)
model_size.append(getsize(progressive_learner))
print(model_size)
- single_task_inference_start_time = time.time()
+ single_task_inference_start_time = time.time()
llf_task=progressive_learner.predict(
X = test_x[task_ii*1000:(task_ii+1)*1000,:], transformer_ids=[task_ii], task_id=task_ii
)
@@ -160,14 +160,14 @@ def LF_experiment(train_x, train_y, test_x, test_y, ntrees, shift, slot, model,
single_task_inference_times_across_tasks.append(single_task_inference_end_time - single_task_inference_start_time)
-
+
for task_jj in range(task_ii+1):
- multitask_inference_start_time = time.time()
+ multitask_inference_start_time = time.time()
llf_task=progressive_learner.predict(
X = test_x[task_jj*1000:(task_jj+1)*1000,:], task_id=task_jj
)
multitask_inference_end_time = time.time()
-
+
shifts.append(shift)
tasks.append(task_jj+1)
base_tasks.append(task_ii+1)
@@ -175,14 +175,14 @@ def LF_experiment(train_x, train_y, test_x, test_y, ntrees, shift, slot, model,
llf_task == test_y[task_jj*1000:(task_jj+1)*1000]
))
multitask_inference_times_across_tasks.append(multitask_inference_end_time - multitask_inference_start_time)
-
+
df['data_fold'] = shifts
df['task'] = tasks
df['base_task'] = base_tasks
df['accuracy'] = accuracies_across_tasks
df['multitask_inference_times'] = multitask_inference_times_across_tasks
-
-
+
+
df_single_task = pd.DataFrame()
df_single_task['task'] = range(1, 11)
df_single_task['data_fold'] = shift
@@ -201,7 +201,7 @@ def cross_val_data(data_x, data_y, num_points_per_task, total_task=10, shift=1):
x = data_x.copy()
y = data_y.copy()
idx = [np.where(data_y == u)[0] for u in np.unique(data_y)]
-
+
batch_per_task=5000//num_points_per_task
sample_per_class = num_points_per_task//total_task
test_data_slot=100//batch_per_task
@@ -210,7 +210,7 @@ def cross_val_data(data_x, data_y, num_points_per_task, total_task=10, shift=1):
for batch in range(batch_per_task):
for class_no in range(task*10,(task+1)*10,1):
indx = np.roll(idx[class_no],(shift-1)*100)
-
+
if batch==0 and class_no==0 and task==0:
train_x = x[indx[batch*sample_per_class:(batch+1)*sample_per_class],:]
train_y = y[indx[batch*sample_per_class:(batch+1)*sample_per_class]]
@@ -221,13 +221,13 @@ def cross_val_data(data_x, data_y, num_points_per_task, total_task=10, shift=1):
train_y = np.concatenate((train_y, y[indx[batch*sample_per_class:(batch+1)*sample_per_class]]), axis=0)
test_x = np.concatenate((test_x, x[indx[batch*test_data_slot+500:(batch+1)*test_data_slot+500],:]), axis=0)
test_y = np.concatenate((test_y, y[indx[batch*test_data_slot+500:(batch+1)*test_data_slot+500]]), axis=0)
-
+
return train_x, train_y, test_x, test_y
#%%
def run_parallel_exp(data_x, data_y, n_trees, model, num_points_per_task, slot=0, shift=1):
train_x, train_y, test_x, test_y = cross_val_data(data_x, data_y, 500, shift=shift)
-
+
if model == "dnn":
config = tf.compat.v1.ConfigProto()
config.gpu_options.allow_growth = True
@@ -265,19 +265,19 @@ def run_parallel_exp(data_x, data_y, n_trees, model, num_points_per_task, slot=0
)
elif model == "dnn":
slot_fold = range(total_slots)
-
+
def perform_shift(shift_slot_tuple):
shift, slot = shift_slot_tuple
return run_parallel_exp(data_x, data_y, 0, model, num_points_per_task, slot=slot, shift=shift)
-
+
print("Performing Stage 1 Shifts")
stage_1_shifts = range(1, 5)
stage_1_iterable = product(stage_1_shifts,slot_fold)
with Pool(4) as p:
- p.map(perform_shift, stage_1_iterable)
-
+ p.map(perform_shift, stage_1_iterable)
+
print("Performing Stage 2 Shifts")
stage_2_shifts = range(5, 7)
stage_2_iterable = product(stage_2_shifts,slot_fold)
with Pool(4) as p:
- p.map(perform_shift, stage_2_iterable)
\ No newline at end of file
+ p.map(perform_shift, stage_2_iterable)
diff --git a/experiments/cifar_exp/fte_bte_exp.py b/experiments/cifar_exp/fte_bte_exp.py
index 431594c89b..fe854b39ac 100644
--- a/experiments/cifar_exp/fte_bte_exp.py
+++ b/experiments/cifar_exp/fte_bte_exp.py
@@ -11,17 +11,15 @@
import pickle
from sklearn.model_selection import StratifiedKFold
-from math import log2, ceil
+from math import log2, ceil
-import sys
-sys.path.append("../../proglearn/")
from joblib import Parallel, delayed
from multiprocessing import Pool
-from progressive_learner import ProgressiveLearner
-from deciders import SimpleAverage
-from transformers import NeuralClassificationTransformer, TreeClassificationTransformer
-from voters import TreeClassificationVoter, KNNClassificationVoter
+from proglearn.progressive_learner import ProgressiveLearner
+from proglearn.deciders import SimpleArgmaxAverage
+from proglearn.transformers import NeuralClassificationTransformer, TreeClassificationTransformer
+from proglearn.voters import TreeClassificationVoter, KNNClassificationVoter
import tensorflow as tf
@@ -32,10 +30,10 @@ def unpickle(file):
with open(file, 'rb') as fo:
dict = pickle.load(fo, encoding='bytes')
return dict
-
+
#%%
def LF_experiment(train_x, train_y, test_x, test_y, ntrees, shift, slot, model, num_points_per_task, acorn=None):
-
+
df = pd.DataFrame()
single_task_accuracies = np.zeros(10,dtype=float)
shifts = []
@@ -45,10 +43,10 @@ def LF_experiment(train_x, train_y, test_x, test_y, ntrees, shift, slot, model,
train_times_across_tasks = []
single_task_inference_times_across_tasks = []
multitask_inference_times_across_tasks = []
-
+
if model == "dnn":
default_transformer_class = NeuralClassificationTransformer
-
+
network = keras.Sequential()
network.add(layers.Conv2D(filters=16, kernel_size=(3, 3), activation='relu', input_shape=np.shape(train_x)[1:]))
network.add(layers.BatchNormalization())
@@ -67,28 +65,28 @@ def LF_experiment(train_x, train_y, test_x, test_y, ntrees, shift, slot, model,
network.add(layers.Dense(2000, activation='relu'))
network.add(layers.BatchNormalization())
network.add(layers.Dense(units=10, activation = 'softmax'))
-
- default_transformer_kwargs = {"network" : network,
+
+ default_transformer_kwargs = {"network" : network,
"euclidean_layer_idx" : -2,
"num_classes" : 10,
"optimizer" : keras.optimizers.Adam(3e-4)
}
-
+
default_voter_class = KNNClassificationVoter
default_voter_kwargs = {"k" : int(np.log2(num_points_per_task))}
-
- default_decider_class = SimpleAverage
+
+ default_decider_class = SimpleArgmaxAverage
elif model == "uf":
default_transformer_class = TreeClassificationTransformer
default_transformer_kwargs = {"kwargs" : {"max_depth" : 30, "max_features" : "auto"}}
-
+
default_voter_class = TreeClassificationVoter
default_voter_kwargs = {}
-
- default_decider_class = SimpleAverage
-
- progressive_learner = ProgressiveLearner(default_transformer_class = default_transformer_class,
+ default_decider_class = SimpleArgmaxAverage
+
+
+ progressive_learner = ProgressiveLearner(default_transformer_class = default_transformer_class,
default_transformer_kwargs = default_transformer_kwargs,
default_voter_class = default_voter_class,
default_voter_kwargs = default_voter_kwargs,
@@ -98,20 +96,20 @@ def LF_experiment(train_x, train_y, test_x, test_y, ntrees, shift, slot, model,
print("Starting Task {} For Fold {}".format(task_ii, shift))
if acorn is not None:
np.random.seed(acorn)
-
+
train_start_time = time.time()
progressive_learner.add_task(
- X = train_x[task_ii*5000+slot*num_points_per_task:task_ii*5000+(slot+1)*num_points_per_task],
+ X = train_x[task_ii*5000+slot*num_points_per_task:task_ii*5000+(slot+1)*num_points_per_task],
y = train_y[task_ii*5000+slot*num_points_per_task:task_ii*5000+(slot+1)*num_points_per_task],
num_transformers = 1 if model == "dnn" else ntrees,
transformer_voter_decider_split = [0.67, 0.33, 0],
decider_kwargs = {"classes" : np.unique(train_y[task_ii*5000+slot*num_points_per_task:task_ii*5000+(slot+1)*num_points_per_task])}
)
train_end_time = time.time()
-
+
train_times_across_tasks.append(train_end_time - train_start_time)
-
- single_task_inference_start_time = time.time()
+
+ single_task_inference_start_time = time.time()
llf_task=progressive_learner.predict(
X = test_x[task_ii*1000:(task_ii+1)*1000,:], transformer_ids=[task_ii], task_id=task_ii
)
@@ -122,14 +120,14 @@ def LF_experiment(train_x, train_y, test_x, test_y, ntrees, shift, slot, model,
single_task_inference_times_across_tasks.append(single_task_inference_end_time - single_task_inference_start_time)
-
+
for task_jj in range(task_ii+1):
- multitask_inference_start_time = time.time()
+ multitask_inference_start_time = time.time()
llf_task=progressive_learner.predict(
X = test_x[task_jj*1000:(task_jj+1)*1000,:], task_id=task_jj
)
multitask_inference_end_time = time.time()
-
+
shifts.append(shift)
tasks.append(task_jj+1)
base_tasks.append(task_ii+1)
@@ -137,7 +135,7 @@ def LF_experiment(train_x, train_y, test_x, test_y, ntrees, shift, slot, model,
llf_task == test_y[task_jj*1000:(task_jj+1)*1000]
))
multitask_inference_times_across_tasks.append(multitask_inference_end_time - multitask_inference_start_time)
-
+
df['data_fold'] = shifts
df['task'] = tasks
df['base_task'] = base_tasks
@@ -161,7 +159,7 @@ def cross_val_data(data_x, data_y, num_points_per_task, total_task=10, shift=1):
x = data_x.copy()
y = data_y.copy()
idx = [np.where(data_y == u)[0] for u in np.unique(data_y)]
-
+
batch_per_task=5000//num_points_per_task
sample_per_class = num_points_per_task//total_task
test_data_slot=100//batch_per_task
@@ -170,7 +168,7 @@ def cross_val_data(data_x, data_y, num_points_per_task, total_task=10, shift=1):
for batch in range(batch_per_task):
for class_no in range(task*10,(task+1)*10,1):
indx = np.roll(idx[class_no],(shift-1)*100)
-
+
if batch==0 and class_no==0 and task==0:
train_x = x[indx[batch*sample_per_class:(batch+1)*sample_per_class],:]
train_y = y[indx[batch*sample_per_class:(batch+1)*sample_per_class]]
@@ -181,13 +179,13 @@ def cross_val_data(data_x, data_y, num_points_per_task, total_task=10, shift=1):
train_y = np.concatenate((train_y, y[indx[batch*sample_per_class:(batch+1)*sample_per_class]]), axis=0)
test_x = np.concatenate((test_x, x[indx[batch*test_data_slot+500:(batch+1)*test_data_slot+500],:]), axis=0)
test_y = np.concatenate((test_y, y[indx[batch*test_data_slot+500:(batch+1)*test_data_slot+500]]), axis=0)
-
+
return train_x, train_y, test_x, test_y
#%%
def run_parallel_exp(data_x, data_y, n_trees, model, num_points_per_task, slot=0, shift=1):
train_x, train_y, test_x, test_y = cross_val_data(data_x, data_y, num_points_per_task, shift=shift)
-
+
if model == "dnn":
config = tf.ConfigProto()
config.gpu_options.allow_growth = True
@@ -199,7 +197,7 @@ def run_parallel_exp(data_x, data_y, n_trees, model, num_points_per_task, slot=0
#%%
### MAIN HYPERPARAMS ###
-model = "dnn"
+model = "uf"
num_points_per_task = 500
########################
@@ -224,21 +222,21 @@ def run_parallel_exp(data_x, data_y, n_trees, model, num_points_per_task, slot=0
)
elif model == "dnn":
slot_fold = range(10)
-
+
def perform_shift(shift_slot_tuple):
shift, slot = shift_slot_tuple
return run_parallel_exp(data_x, data_y, 0, model, num_points_per_task, slot=slot, shift=shift)
-
+
print("Performing Stage 1 Shifts")
stage_1_shifts = range(1, 5)
stage_1_iterable = product(stage_1_shifts,slot_fold)
with Pool(4) as p:
- p.map(perform_shift, stage_1_iterable)
-
+ p.map(perform_shift, stage_1_iterable)
+
print("Performing Stage 2 Shifts")
stage_2_shifts = range(5, 7)
stage_2_iterable = product(stage_2_shifts,slot_fold)
with Pool(4) as p:
- p.map(perform_shift, stage_2_iterable)
+ p.map(perform_shift, stage_2_iterable)
# %%
diff --git a/experiments/cifar_exp/result/result/dnn0_1_0.pickle b/experiments/cifar_exp/result/result/dnn0_1_0.pickle
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diff --git a/experiments/label_shuffle/label_shuffle_exp.py b/experiments/label_shuffle/label_shuffle_exp.py
index 3d03e760bd..f64d1a2133 100644
--- a/experiments/label_shuffle/label_shuffle_exp.py
+++ b/experiments/label_shuffle/label_shuffle_exp.py
@@ -11,14 +11,13 @@
import pickle
from sklearn.model_selection import StratifiedKFold
-from math import log2, ceil
-
-import sys
-sys.path.append("../../proglearn/")
-from progressive_learner import ProgressiveLearner
-from deciders import SimpleAverage
-from transformers import TreeClassificationTransformer, NeuralClassificationTransformer
-from voters import TreeClassificationVoter, KNNClassificationVoter
+from math import log2, ceil
+
+from proglearn.progressive_learner import ProgressiveLearner
+from proglearn.deciders import SimpleArgmaxAverage
+from proglearn.transformers import TreeClassificationTransformer, NeuralClassificationTransformer
+from proglearn.voters import TreeClassificationVoter, KNNClassificationVoter
+
from joblib import Parallel, delayed
from multiprocessing import Pool
import time
@@ -30,10 +29,10 @@ def unpickle(file):
with open(file, 'rb') as fo:
dict = pickle.load(fo, encoding='bytes')
return dict
-
+
#%%
def LF_experiment(train_x, train_y, test_x, test_y, ntrees, shift, slot, model, num_points_per_task, acorn=None):
-
+
df = pd.DataFrame()
shifts = []
tasks = []
@@ -41,10 +40,10 @@ def LF_experiment(train_x, train_y, test_x, test_y, ntrees, shift, slot, model,
accuracies_across_tasks = []
train_times_across_tasks = []
inference_times_across_tasks = []
-
+
if model == "dnn":
default_transformer_class = NeuralClassificationTransformer
-
+
network = keras.Sequential()
network.add(layers.Conv2D(filters=16, kernel_size=(3, 3), activation='relu', input_shape=np.shape(train_x)[1:]))
network.add(layers.BatchNormalization())
@@ -63,26 +62,26 @@ def LF_experiment(train_x, train_y, test_x, test_y, ntrees, shift, slot, model,
network.add(layers.Dense(2000, activation='relu'))
network.add(layers.BatchNormalization())
network.add(layers.Dense(units=10, activation = 'softmax'))
-
- default_transformer_kwargs = {"network" : network,
+
+ default_transformer_kwargs = {"network" : network,
"euclidean_layer_idx" : -2,
"num_classes" : 10,
"optimizer" : keras.optimizers.Adam(3e-4)
}
-
+
default_voter_class = KNNClassificationVoter
default_voter_kwargs = {"k" : 16 * int(np.log2(num_points_per_task))}
-
- default_decider_class = SimpleAverage
+
+ default_decider_class = SimpleArgmaxAverage
elif model == "uf":
default_transformer_class = TreeClassificationTransformer
default_transformer_kwargs = {"kwargs" : {"max_depth" : 30}}
-
+
default_voter_class = TreeClassificationVoter
default_voter_kwargs = {}
-
- default_decider_class = SimpleAverage
- progressive_learner = ProgressiveLearner(default_transformer_class = default_transformer_class,
+
+ default_decider_class = SimpleArgmaxAverage
+ progressive_learner = ProgressiveLearner(default_transformer_class = default_transformer_class,
default_transformer_kwargs = default_transformer_kwargs,
default_voter_class = default_voter_class,
default_voter_kwargs = default_voter_kwargs,
@@ -95,7 +94,7 @@ def LF_experiment(train_x, train_y, test_x, test_y, ntrees, shift, slot, model,
train_start_time = time.time()
progressive_learner.add_task(
- X = train_x[task_ii*5000+slot*num_points_per_task:task_ii*5000+(slot+1)*num_points_per_task],
+ X = train_x[task_ii*5000+slot*num_points_per_task:task_ii*5000+(slot+1)*num_points_per_task],
y = train_y[task_ii*5000+slot*num_points_per_task:task_ii*5000+(slot+1)*num_points_per_task],
num_transformers = 1 if model == "dnn" else ntrees,
transformer_voter_decider_split = [0.67, 0.33, 0],
@@ -103,7 +102,7 @@ def LF_experiment(train_x, train_y, test_x, test_y, ntrees, shift, slot, model,
backward_task_ids=[0]
)
train_end_time = time.time()
-
+
inference_start_time = time.time()
llf_task=progressive_learner.predict(
test_x[:1000], task_id=0
@@ -116,11 +115,11 @@ def LF_experiment(train_x, train_y, test_x, test_y, ntrees, shift, slot, model,
shifts.append(shift)
train_times_across_tasks.append(train_end_time - train_start_time)
inference_times_across_tasks.append(inference_end_time - inference_start_time)
-
+
print("Accuracy Across Tasks: {}".format(accuracies_across_tasks))
print("Train Times Across Tasks: {}".format(train_times_across_tasks))
print("Inference Times Across Tasks: {}".format(inference_times_across_tasks))
-
+
df['data_fold'] = shifts
df['task'] = range(1, 11)
df['task_1_accuracy'] = accuracies_across_tasks
@@ -136,7 +135,7 @@ def cross_val_data(data_x, data_y, num_points_per_task, total_task=10, shift=1):
x = data_x.copy()
y = data_y.copy()
idx = [np.where(data_y == u)[0] for u in np.unique(data_y)]
-
+
batch_per_task=5000//num_points_per_task
sample_per_class = num_points_per_task//total_task
@@ -144,7 +143,7 @@ def cross_val_data(data_x, data_y, num_points_per_task, total_task=10, shift=1):
for batch in range(batch_per_task):
for class_no in range(task*10,(task+1)*10,1):
indx = np.roll(idx[class_no],(shift-1)*100)
-
+
if batch==0 and class_no==0 and task==0:
train_x = x[indx[batch*sample_per_class:(batch+1)*sample_per_class]]
test_x = x[indx[batch*total_task+num_points_per_task:(batch+1)*total_task+num_points_per_task]]
@@ -159,13 +158,13 @@ def cross_val_data(data_x, data_y, num_points_per_task, total_task=10, shift=1):
else:
train_y = np.concatenate((train_y, np.random.randint(low = 0, high = total_task, size = sample_per_class)), axis=0)
test_y = np.concatenate((test_y, np.random.randint(low = 0, high = total_task, size = total_task)), axis = 0)
-
+
return train_x, train_y, test_x, test_y
#%%
def run_parallel_exp(data_x, data_y, n_trees, model, num_points_per_task, slot=0, shift=1):
train_x, train_y, test_x, test_y = cross_val_data(data_x, data_y, num_points_per_task, shift=shift)
-
+
if model == "dnn":
config = tf.ConfigProto()
config.gpu_options.allow_growth = True
@@ -177,7 +176,7 @@ def run_parallel_exp(data_x, data_y, n_trees, model, num_points_per_task, slot=0
#%%
### MAIN HYPERPARAMS ###
-model = "dnn"
+model = "uf"
num_points_per_task = 500
########################
@@ -201,18 +200,17 @@ def run_parallel_exp(data_x, data_y, n_trees, model, num_points_per_task, slot=0
) for ntree,shift,slot in iterable
)
elif model == "dnn":
-
+
for slot in slot_fold:
def perform_shift(shift):
return run_parallel_exp(data_x, data_y, 0, model, num_points_per_task, slot=slot, shift=shift)
-
+
stage_1_shifts = range(1, 5)
with Pool(4) as p:
- p.map(perform_shift, stage_1_shifts)
-
+ p.map(perform_shift, stage_1_shifts)
+
stage_2_shifts = range(5, 7)
with Pool(4) as p:
- p.map(perform_shift, stage_2_shifts)
+ p.map(perform_shift, stage_2_shifts)
# %%
-
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diff --git a/experiments/random_class_exp/random_class_exp.py b/experiments/random_class_exp/random_class_exp.py
index 4a600f54f4..29b3784b23 100644
--- a/experiments/random_class_exp/random_class_exp.py
+++ b/experiments/random_class_exp/random_class_exp.py
@@ -14,14 +14,13 @@
from keras import layers
from sklearn.model_selection import StratifiedKFold
-from math import log2, ceil
-
-import sys
-sys.path.append("../../proglearn/")
-from progressive_learner import ProgressiveLearner
-from deciders import SimpleAverage
-from transformers import TreeClassificationTransformer, NeuralClassificationTransformer
-from voters import TreeClassificationVoter, KNNClassificationVoter
+from math import log2, ceil
+
+from proglearn.progressive_learner import ProgressiveLearner
+from proglearn.deciders import SimpleArgmaxAverage
+from proglearn.transformers import TreeClassificationTransformer, NeuralClassificationTransformer
+from proglearn.voters import TreeClassificationVoter, KNNClassificationVoter
+
from joblib import Parallel, delayed
from multiprocessing import Pool
@@ -36,11 +35,11 @@ def unpickle(file):
with open(file, 'rb') as fo:
dict = pickle.load(fo, encoding='bytes')
return dict
-
+
#%%
def LF_experiment(data_x, data_y, ntrees, shift, slot, model, num_points_per_task, acorn=None):
-
-
+
+
df = pd.DataFrame()
shifts = []
slots = []
@@ -51,7 +50,7 @@ def LF_experiment(data_x, data_y, ntrees, shift, slot, model, num_points_per_tas
train_x_task0, train_y_task0, test_x_task0, test_y_task0 = cross_val_data(data_x, data_y, num_points_per_task, total_task=10, shift=shift, slot=slot)
if model == "dnn":
default_transformer_class = NeuralClassificationTransformer
-
+
network = keras.Sequential()
network.add(layers.Conv2D(filters=16, kernel_size=(3, 3), activation='relu', input_shape=np.shape(train_x_task0)[1:]))
network.add(layers.Conv2D(filters=32, kernel_size=(3, 3), strides = 2, padding = "same", activation='relu'))
@@ -63,41 +62,41 @@ def LF_experiment(data_x, data_y, ntrees, shift, slot, model, num_points_per_tas
network.add(layers.Dense(2000, activation='relu'))
network.add(layers.Dense(2000, activation='relu'))
network.add(layers.Dense(units=10, activation = 'softmax'))
-
- default_transformer_kwargs = {"network" : network,
+
+ default_transformer_kwargs = {"network" : network,
"euclidean_layer_idx" : -2,
"num_classes" : 10,
"optimizer" : keras.optimizers.Adam(3e-4)
}
-
+
default_voter_class = KNNClassificationVoter
default_voter_kwargs = {"k" : int(np.log2(num_points_per_task * .33))}
-
- default_decider_class = SimpleAverage
+
+ default_decider_class = SimpleArgmaxAverage
elif model == "uf":
default_transformer_class = TreeClassificationTransformer
default_transformer_kwargs = {"kwargs" : {"max_depth" : 30}}
-
+
default_voter_class = TreeClassificationVoter
default_voter_kwargs = {}
-
- default_decider_class = SimpleAverage
- progressive_learner = ProgressiveLearner(default_transformer_class = default_transformer_class,
+
+ default_decider_class = SimpleArgmaxAverage
+ progressive_learner = ProgressiveLearner(default_transformer_class = default_transformer_class,
default_transformer_kwargs = default_transformer_kwargs,
default_voter_class = default_voter_class,
default_voter_kwargs = default_voter_kwargs,
default_decider_class = default_decider_class)
train_start_time = time.time()
progressive_learner.add_task(
- X = train_x_task0,
+ X = train_x_task0,
y = train_y_task0,
num_transformers = 1 if model == "dnn" else ntrees,
transformer_voter_decider_split = [0.67, 0.33, 0],
decider_kwargs = {"classes" : np.unique(train_y_task0)}
)
train_end_time = time.time()
-
- inference_start_time = time.time()
+
+ inference_start_time = time.time()
task_0_predictions=progressive_learner.predict(
test_x_task0, task_id = 0
)
@@ -110,29 +109,29 @@ def LF_experiment(data_x, data_y, ntrees, shift, slot, model, num_points_per_tas
))
train_times_across_tasks.append(train_end_time - train_start_time)
inference_times_across_tasks.append(inference_end_time - inference_start_time)
-
-
+
+
for task_ii in range(1, 20):
train_x, train_y, _, _ = cross_val_data(data_x, data_y, num_points_per_task, total_task=10, shift=shift, slot=slot, task = task_ii)
-
+
print("Starting Task {} For Fold {} For Slot {}".format(task_ii, shift, slot))
-
+
train_start_time = time.time()
progressive_learner.add_transformer(
- X = train_x,
+ X = train_x,
y = train_y,
transformer_data_proportion = 1,
num_transformers = 1 if model == "dnn" else ntrees,
backward_task_ids = [0]
)
train_end_time = time.time()
-
- inference_start_time = time.time()
+
+ inference_start_time = time.time()
task_0_predictions=progressive_learner.predict(
test_x_task0, task_id = 0
)
inference_end_time = time.time()
-
+
shifts.append(shift)
slots.append(slot)
accuracies_across_tasks.append(np.mean(
@@ -140,12 +139,12 @@ def LF_experiment(data_x, data_y, ntrees, shift, slot, model, num_points_per_tas
))
train_times_across_tasks.append(train_end_time - train_start_time)
inference_times_across_tasks.append(inference_end_time - inference_start_time)
-
+
print("Accuracy Across Tasks: {}".format(accuracies_across_tasks))
print("Train Times Across Tasks: {}".format(train_times_across_tasks))
print("Inference Times Across Tasks: {}".format(inference_times_across_tasks))
-
-
+
+
df['data_fold'] = shifts
df['slot'] = slots
df['accuracy'] = accuracies_across_tasks
@@ -161,10 +160,10 @@ def cross_val_data(data_x, data_y, num_points_per_task, total_task=10, shift=1,
skf = StratifiedKFold(n_splits=6)
for _ in range(shift + 1):
train_idx, test_idx = next(skf.split(data_x, data_y))
-
+
data_x_train, data_y_train = data_x[train_idx], data_y[train_idx]
data_x_test, data_y_test = data_x[test_idx], data_y[test_idx]
-
+
selected_classes = np.random.choice(range(0, 100), 10)
train_idxs_of_selected_class = np.array([np.where(data_y_train == y_val)[0] for y_val in selected_classes])
num_points_per_class_per_slot = [int(len(train_idxs_of_selected_class[class_idx]) // 10) for class_idx in range(len(selected_classes))]
@@ -172,19 +171,19 @@ def cross_val_data(data_x, data_y, num_points_per_task, total_task=10, shift=1,
train_idxs = np.random.choice(selected_idxs, num_points_per_task)
data_x_train = data_x_train[train_idxs]
data_y_train = data_y_train[train_idxs]
-
+
test_idxs_of_selected_class = np.concatenate([np.where(data_y_test == y_val)[0] for y_val in selected_classes])
data_x_test = data_x_test[test_idxs_of_selected_class]
data_y_test = data_y_test[test_idxs_of_selected_class]
-
-
+
+
return data_x_train, data_y_train, data_x_test, data_y_test
#%%
def run_parallel_exp(data_x, data_y, n_trees, model, num_points_per_task, slot=0, shift=1):
if model == "dnn":
with tf.device('/gpu:'+str(shift % 4)):
- LF_experiment(data_x, data_y, n_trees, shift, slot, model, num_points_per_task, acorn=12345)
+ LF_experiment(data_x, data_y, n_trees, shift, slot, model, num_points_per_task, acorn=12345)
else:
LF_experiment(data_x, data_y, n_trees, shift, slot, model, num_points_per_task, acorn=12345)
@@ -201,7 +200,6 @@ def run_parallel_exp(data_x, data_y, n_trees, model, num_points_per_task, slot=0
data_y = np.concatenate([y_train, y_test])
data_y = data_y[:, 0]
-
#%%
slot_fold = range(10)
if model == "uf":
@@ -216,22 +214,22 @@ def run_parallel_exp(data_x, data_y, n_trees, model, num_points_per_task, slot=0
elif model == "dnn":
print("Performing Stage 1 Shifts")
for slot in slot_fold:
-
+
def perform_shift(shift):
return run_parallel_exp(data_x, data_y, 0, model, num_points_per_task, slot=slot, shift=shift)
-
+
stage_1_shifts = range(1, 5)
with Pool(4) as p:
p.map(perform_shift, stage_1_shifts)
-
+
print("Performing Stage 2 Shifts")
for slot in slot_fold:
-
+
def perform_shift(shift):
return run_parallel_exp(data_x, data_y, 0, model, num_points_per_task, slot=slot, shift=shift)
-
+
stage_2_shifts = range(5, 7)
with Pool(4) as p:
- p.map(perform_shift, stage_2_shifts)
+ p.map(perform_shift, stage_2_shifts)
# %%
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diff --git a/experiments/random_class_exp/result/uf10_6_8.pickle b/experiments/random_class_exp/result/uf10_6_8.pickle
deleted file mode 100644
index 672b135ab4..0000000000
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diff --git a/experiments/random_class_exp/result/uf10_6_9.pickle b/experiments/random_class_exp/result/uf10_6_9.pickle
deleted file mode 100644
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diff --git a/experiments/rotation/.ipynb_checkpoints/rotation_plot-checkpoint.ipynb b/experiments/rotation/.ipynb_checkpoints/rotation_plot-checkpoint.ipynb
deleted file mode 100644
index 7fec51502c..0000000000
--- a/experiments/rotation/.ipynb_checkpoints/rotation_plot-checkpoint.ipynb
+++ /dev/null
@@ -1,6 +0,0 @@
-{
- "cells": [],
- "metadata": {},
- "nbformat": 4,
- "nbformat_minor": 4
-}
diff --git a/experiments/rotation/rotated_cifar.py b/experiments/rotation/rotated_cifar.py
index 560e928d86..d4913a27e6 100644
--- a/experiments/rotation/rotated_cifar.py
+++ b/experiments/rotation/rotated_cifar.py
@@ -25,26 +25,26 @@
import sys
sys.path.append("../../proglearn/")
from progressive_learner import ProgressiveLearner
-from deciders import SimpleAverage
-from transformers import TreeClassificationTransformer, NeuralClassificationTransformer
+from deciders import SimpleArgmaxAverage
+from transformers import TreeClassificationTransformer, NeuralClassificationTransformer
from voters import TreeClassificationVoter, KNNClassificationVoter
def cross_val_data(data_x, data_y, total_cls=10):
x = data_x.copy()
y = data_y.copy()
idx = [np.where(data_y == u)[0] for u in np.unique(data_y)]
-
-
+
+
for i in range(total_cls):
indx = idx[i]#np.roll(idx[i],(cv-1)*100)
random.shuffle(indx)
-
+
if i==0:
train_x1 = x[indx[0:250],:]
train_x2 = x[indx[250:500],:]
train_y1 = y[indx[0:250]]
train_y2 = y[indx[250:500]]
-
+
test_x = x[indx[500:600],:]
test_y = y[indx[500:600]]
else:
@@ -52,41 +52,41 @@ def cross_val_data(data_x, data_y, total_cls=10):
train_x2 = np.concatenate((train_x2, x[indx[250:500],:]), axis=0)
train_y1 = np.concatenate((train_y1, y[indx[0:250]]), axis=0)
train_y2 = np.concatenate((train_y2, y[indx[250:500]]), axis=0)
-
+
test_x = np.concatenate((test_x, x[indx[500:600],:]), axis=0)
test_y = np.concatenate((test_y, y[indx[500:600]]), axis=0)
-
-
- return train_x1, train_y1, train_x2, train_y2, test_x, test_y
+
+
+ return train_x1, train_y1, train_x2, train_y2, test_x, test_y
def LF_experiment(data_x, data_y, angle, model, granularity, reps=1, ntrees=29, acorn=None):
if acorn is not None:
np.random.seed(acorn)
-
+
errors = np.zeros(2)
-
+
for rep in range(reps):
print("Starting Rep {} of Angle {}".format(rep, angle))
train_x1, train_y1, train_x2, train_y2, test_x, test_y = cross_val_data(data_x, data_y, total_cls=10)
-
-
+
+
#change data angle for second task
tmp_data = train_x2.copy()
_tmp_ = np.zeros((32,32,3), dtype=int)
total_data = tmp_data.shape[0]
-
+
for i in range(total_data):
tmp_ = image_aug(tmp_data[i],angle)
tmp_data[i] = tmp_
-
+
if model == "uf":
train_x1 = train_x1.reshape((train_x1.shape[0], train_x1.shape[1] * train_x1.shape[2] * train_x1.shape[3]))
tmp_data = tmp_data.reshape((tmp_data.shape[0], tmp_data.shape[1] * tmp_data.shape[2] * tmp_data.shape[3]))
test_x = test_x.reshape((test_x.shape[0], test_x.shape[1] * test_x.shape[2] * test_x.shape[3]))
-
+
with tf.device('/gpu:'+str(int(angle // granularity) % 4)):
default_transformer_class = NeuralClassificationTransformer
-
+
network = keras.Sequential()
network.add(layers.Conv2D(filters=16, kernel_size=(3, 3), activation='relu', input_shape=np.shape(train_x1)[1:]))
network.add(layers.BatchNormalization())
@@ -106,7 +106,7 @@ def LF_experiment(data_x, data_y, angle, model, granularity, reps=1, ntrees=29,
network.add(layers.BatchNormalization())
network.add(layers.Dense(units=10, activation = 'softmax'))
- default_transformer_kwargs = {"network" : network,
+ default_transformer_kwargs = {"network" : network,
"euclidean_layer_idx" : -2,
"num_classes" : 10,
"optimizer" : keras.optimizers.Adam(3e-4)
@@ -115,53 +115,53 @@ def LF_experiment(data_x, data_y, angle, model, granularity, reps=1, ntrees=29,
default_voter_class = KNNClassificationVoter
default_voter_kwargs = {"k" : int(np.log2(len(train_x1)))}
- default_decider_class = SimpleAverage
-
- progressive_learner = ProgressiveLearner(default_transformer_class = default_transformer_class,
+ default_decider_class = SimpleArgmaxAverage
+
+ progressive_learner = ProgressiveLearner(default_transformer_class = default_transformer_class,
default_transformer_kwargs = default_transformer_kwargs,
default_voter_class = default_voter_class,
default_voter_kwargs = default_voter_kwargs,
default_decider_class = default_decider_class)
-
+
progressive_learner.add_task(
- X = train_x1,
+ X = train_x1,
y = train_y1,
transformer_voter_decider_split = [0.67, 0.33, 0],
decider_kwargs = {"classes" : np.unique(train_y1)}
)
-
+
progressive_learner.add_transformer(
- X = tmp_data,
+ X = tmp_data,
y = train_y2,
transformer_data_proportion = 1,
backward_task_ids = [0]
)
-
+
llf_task1=progressive_learner.predict(test_x, task_id=0)
llf_single_task=progressive_learner.predict(test_x, task_id=0, transformer_ids=[0])
errors[1] = errors[1]+(1 - np.mean(llf_task1 == test_y))
errors[0] = errors[0]+(1 - np.mean(llf_single_task == test_y))
-
+
errors = errors/reps
print("Errors For Angle {}: {}".format(angle, errors))
with open('rotation_results/angle_'+str(angle)+'_'+model+'.pickle', 'wb') as f:
pickle.dump(errors, f, protocol = 2)
-
+
def image_aug(pic, angle, centroid_x=23, centroid_y=23, win=16, scale=1.45):
im_sz = int(np.floor(pic.shape[0]*scale))
pic_ = np.uint8(np.zeros((im_sz,im_sz,3),dtype=int))
-
+
pic_[:,:,0] = ndimage.zoom(pic[:,:,0],scale)
-
+
pic_[:,:,1] = ndimage.zoom(pic[:,:,1],scale)
pic_[:,:,2] = ndimage.zoom(pic[:,:,2],scale)
-
+
image_aug = rotate(pic_, angle, resize=False)
#print(image_aug.shape)
image_aug_ = image_aug[centroid_x-win:centroid_x+win,centroid_y-win:centroid_y+win,:]
-
+
return img_as_ubyte(image_aug_)
### MAIN HYPERPARAMS ###
@@ -186,4 +186,4 @@ def perform_angle(angle):
p.map(perform_angle, angles)
elif model == "uf":
angles = np.arange(30,180,2)
- Parallel(n_jobs=-1)(delayed(LF_experiment)(data_x, data_y, angle, model, granularity, reps=20, ntrees=16, acorn=1) for angle in angles)
\ No newline at end of file
+ Parallel(n_jobs=-1)(delayed(LF_experiment)(data_x, data_y, angle, model, granularity, reps=20, ntrees=16, acorn=1) for angle in angles)
diff --git a/experiments/rotation/rotation_plot.ipynb b/experiments/rotation/rotation_plot.ipynb
deleted file mode 100644
index b04f9ca32a..0000000000
--- a/experiments/rotation/rotation_plot.ipynb
+++ /dev/null
@@ -1,110 +0,0 @@
-{
- "cells": [
- {
- "cell_type": "code",
- "execution_count": 1,
- "metadata": {},
- "outputs": [],
- "source": [
- "import pickle\n",
- "import matplotlib.pyplot as plt\n",
- "import numpy as np"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 2,
- "metadata": {},
- "outputs": [],
- "source": [
- "angles = np.arange(0,360,2)\n",
- "mean_tes = []\n",
- "for angle in angles:\n",
- " orig_error, transfer_error = pickle.load(open(\"rotation_results/angle_\" + str(angle) + \".pickle\", \"rb\"))\n",
- " mean_tes.append(orig_error / transfer_error)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 4,
- "metadata": {},
- "outputs": [],
- "source": [
- "angles_l2n = np.arange(0,272,2)\n",
- "mean_tes_l2n = []\n",
- "for angle_l2n in angles_l2n:\n",
- " orig_error_l2n, transfer_error_l2n = pickle.load(open(\"rotation_results/angle_\" + str(angle_l2n) + \"_dnn.pickle\", \"rb\"))\n",
- " mean_tes_l2n.append(orig_error_l2n / transfer_error_l2n)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 6,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- ""
- ]
- },
- "execution_count": 6,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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ZiaXxOCSe5k8/Y4yphxcYY5aArwCjwBNaN4zgFf5UVUdFURRFUc5rtrLx+DB/ek+H5ff608u77cRPuHkOsAB8YDhDUxRFURRF2ZxsZeNx0p8udFju5k+tsp+XAUngBmPMymoHFZFXiMgtInLL6dOnexupoiiKoijKJmErG49rRkQSNBJl3tHLNsaYdxpjrjHGXLNjx6rZ7oqiKIqiKJuKrWw8OmVxssNyN/9sl308B9iHTZT5zrAGpiiKoiiKslnZysbj3f60U0zjZf60U0wkNBJlelIdFUVRFEVRtjpb2Xh0tSGv993PASIyDlwLrAA3R20sIhcCP4QmyiiKoiiKogRseuNRRFIicoVf1zHAGHM/8BlgP/BLLZu9EcgB7zPG5Dvs2iXKvM8YUxjuqBVFURRFUTYnsewwIyLPB57v/7vbnz5RRN7j/z1rjHmt//ce4HvAIayhGOZV2PaEfyMiz/DX+35sDch7gN/tcPxwoozWdlQURVEURfGJpfEIXA28tGXeJf4LrKH4WlbBGHO/iFwD/CHwbGynmOPAW4E3GmPmO2z6LOBiNFFGURRFURSlCVlDB0BlFa655hpzyy23bPQwFEVRFEVRVkVEbjXGXLPaeps+5lFRFEVRFEU5d6jxqCiKoiiKovSMGo+KoiiKoihKz6jxqCiKoiiKovSMGo+KoiiKoihKz6jxqCiKoiiKovSMGo+KoiiKoihKz6jxqCiKoiiKovSMGo+KoiiKoihKz6jxqAS896aDvP2L92/0MBRFURRFiTFqPCoBn7rjBJ/8zvGNHoaiKIqiKDFGjcetwrffD7f+y5p2Ua7WKVXqQxqQoiiKoihbETUetwo3/inc8u417aJSq1OuqfGoKIqiKEpnvI0egDIE5g/BwoPgZda0m3LNUK6q8agoiqIoSmdUedwKHPqKnZaX17SbSq1OSY1HRVEURVG6oMbjVuDgl+20nF/TbqzxWBvCgBRFURRF2aqo8bgVCIzHZTBm4N1UqnV1WyuKoihKDMiXqpg13NPXEzUeNztnD8PZQzC2G0wdKoWBd1X2E2bierIqiqIoyvnA2ZUyj/vjz/LFe05v9FAiUeNxs+PiHS+/3k7X4LouV+sYA5WaGo+KoiiKslHMr1QoVuocO1vc6KFEosbjZufglyE7Bfu+3/6/hqQZZzRquR5FURRF2Tgq/n24Wo/n/ViNx83Ooa/AxddCZtz+vwbl0Z2sGveoKIqiKBuHuw/H9X6sxuNmZvEYzD0A+6+F9JidN6DyWK8bqnWrPGrGtaIoiqJsHOVAeYxnGJkWCd/MHPTjHfc/GSp+XMSAxmMlJI3H9UlHURRFUc4HKv59uBLT+7Eqj5uZg1+CzCTseiSkc3begG7rsMGoxqOiKIqibBwuB6GiyqMydK7/I3jcSyGRhIxzWw9mPIYzrLXLjKIoiqJsHC4HoRLTBFZVHjcz2UnY8zj7t4t5LA3otg6doGo8KoqiKMrGEcQ8qvGorCuB23ow41Hd1oqiKIoSD9x9OK51l9V43Cp4WZDEGtzWIeMxpk86iqIoinI+oG5r5dwgAunxwbOtwzGPFS3VoyiKoigbhRqPyrkjnRuO2zqmJ6uiKIqinA+UfUGnqm5rZd1J5wYv1VPTmEdFURRFiQOuvmNcxRw1HrcSmbHhxDyq8agoiqIoG0bQ21qVR2XdSY9pqR5FURRF2eRozKNy7lhDzKMqj4qiKIoSD4JSPTHtMKPG41ZiLTGP1cYJGtcYC0VRFEU5H3AJM9rbWll/0mODZ1uH3dZaqkdRFEVRNowg5rGuxqOy3qTXkDATeropqfKoKIqiKBuGMx7LmjCjrDvObT3Ak4rGPCqKoihKPKhob2vlnJEZAwxUC31v6k5UETUeFUVRFGUjcXkImm2tDJ1P3XGCP/vUXY0Z6ZydDlCux0njubSnpXoURVEUZQMpa51HZb34+oE5brjpUGNGesxOB0iacU83uUxSlUdFURRF2UC0w4yybqSSQiUc3+iUxwGSZpzBOJbx1HhUFEVRlA1EO8wo64aXlOYTK1Ae+zceK7U6CYHRtEepqqV6FEVRFGWjKGuHGWW98BIJqnWDMb4BuQa3dblWJ5VMkPYSsZXJFUVRFOV8QNsTKutGKikAVJz6GLitB4h5rBrSyQTpZELd1oqiKIqygbj7ekXd1sqw8ZL26wsq0GfW5rZOeQkyqYRmWyuKoijKBuJEHO0wowwdL9GqPPrG4yCleqp1UklR5VFRFEVRNpiG2zoUmhYj1HjcxKSc8uhiItbitg7HPKrxqCiKoigbRjj3oFpX41EZIp4f8xicWMk0JLzBSvXU6qS9BBkvqW5rRVEURdlAwokycUyaUeNxE5NK2K8vOLFErOt6wJjHtK88qvGoKIqiKBtHpdpQG+OYNKPG4yYmUB5baz0O5LY2pJIJMl6CstZ5VBRFUZQNQ5VHZd1ItWZbg417HDjmUbTOo6IoiqJsMOVanZFUEohnlxk1HjcxbXUewZbrGcBtXarWA+WxVK3HMrtLURRFUbYatxyc485ji03zytU6uYw1HlV5VIaKl3DZ1mG3dW6gUj0VP2EmnUxgTDyzuxRFURRlK3FyschL3/11/uLTdzXNr9TqjKa94O+4ocbjJsbFPFaa3NZrT5gBtFyPoiiKoqwzf/LJ75Ev18iXG7kGtbqhbmA07ZTH+Ik5ajxuYhp1HluUxwHbEzq3NajxqCiKoijrydceOMNHv30MgFKlYTw6pbFhPMbvfuxt9ACUwXEdZqq14SiPKS9B2rMnq5brURRFUZT1oVqr84aPfZc9UyNcunOMkwvFYFk5MB7Vba2sA663daW+duWxHMq2BlUeFUVRFGW9+LevP8hdJ5b4vR++kqmRFKVQibxKtVl5jGMOghqPm5hUsoPyWFmBen+1GstVG/MYuK1rWutRURRFUdaDL9x9mkt35HjWI3aT8RIUK437uFMecxlfeYyhmKPG4ybGCzrMtJTqAWtA9kG4tzXQdCIriqIoijI8DpzJc9nOcUSEbCpJsUl5tPf0IOZRlUdlmATKY2uRcOi7XE+lZmypnkB5VONRURRFUYZNtVbn8NwK+7fb+3U2laAYSpgptybMqPKoDBMvMtvaVx77TJop+8pjJqkxj4qiKIqyXhxfKFKpGfbPjAJY5bHSaM5RaUmYaRKIYoIaj5sYl23dlInllMc+kmaMMX6dRyGTUuNRURRFUdaLA7NW3Gkoj1ZhdIpja6mestZ5VIZJo7f12pTHWt1gjN1fOqmlehRFURRlvTh0xt6fH+Ibj5mWXIPAePQTZqoxDCNT43ET43XKtoa+lEf3tJPytMOMoiiKoqwnB2ZXGEkl2TmeASDjK4+uULgTb3IxLhKuxuMmJhWVbT2A29pldqW0VI+iKIqirCuHzuS5eGYUESsAZduUR5dt7TX9HyfUeNzEeFHZ1pn+3dZOeQxnW5e0VI+iKIqiDJ0DZ/KByxoaMY+uXE9rkXBVHpWh4ozHaOWxd+PRnZjpcIeZGJ6siqIoirKZcWV6Lp6JMB59t3UlKBLud5hR5bE3ROSFIvI2EfmSiCyKiBGRGwbc114RebeIHBORkogcFJG3iMi2HsbwaRGZFZGiiDwoIh8VkScM9q6Gj3NbN51Yqf7rPLoTNVwkXGMeFUVRFGW4uDI9D9k+GszL+lVOXKyjE29GUl7T/3HC2+gBdOD1wFXAMnAEuGKQnYjIpcBXgZ3AR4G7gMcDvwI8W0SuNcacadnGA/4FeAlwL/ABYAHYDTwReBxw8yDjGTaJhJCQFre1l4Zkur+Yx5Dx6GIeNdtaURRFUYaLK9PTXXls7jATR+Uxrsbjr2GNxvuApwA3Drifv8cajq82xrzNzRSRv/KP8SbgF1q2eSPWcHwT8PvGmCYrSkRSA45lXfCSifZg2vRYX25rZyjaUj1qPCqKoijKetBapgc6l+rJppIkRGMee8YYc6Mx5l7jyq0PgK86Xg8cBP6uZfEbgDzwMyKSC22zG3gtcLMx5vWthqM/tsqgY1oPUglprwGVnYTCfM/7cMZn2hNEhHQyoW5rRVEURRkyrWV6oF15LAeCjpBKJqjEsMNMXJXHYfA0f/qZViPQGLMkIl/BGpdPAD7vL3ohkAb+XURGgB8CHgosAV82xtx2TkbeB14y0VwkHGBsJ+RP9byPRsKMPYEznhqPiqIoijJsWsv0AGS96ISZtJewxmNV3dbnkof503s6LL8XazxeTsN4/D5/OoqNj7wovIGIfAj4WWPMynCHOjippLQH0+Z2wJn7e95HJfSUA/aELVW1zqOiKIqiDJMDZ/I8bNd40zyXMFNsSZhJJROkkqK9rc8xk/50ocNyN38qNG+nP/0jrLv7scAYVp28BfhxbBxlR0TkFSJyi4jccvr06QGG3R9eItHuts7t6Et5DHeYAWs8qvKoKIqiKMPDlenZH4p3hPYOM+HGHTavIX73461sPA6C+zzmgOcZY75ljMkbY74G/Ag2+/tnRGRPpx0YY95pjLnGGHPNjh071n3AXlLaM7HGdsLKHNSqPe0jiHlMhozHGJ6siqIoirJZcWV69s+MNs1vLdVTqdVJJoRkwuYgaIeZc4tTFic7LHfzz4bmub8/b4xZDK9sjDkOfA37mV0zrEGuFRtM23Ji5XYABlbORG7TSjmUbQ025lE7zCiKoijK8HBlevbPNCuP6WQCkeaYRxdG5iVFlcdzzN3+9PIOyy/zp+GYSLfNWaJxKcwjaxjXUPGisq3HfO97j67rRp3HRsyjKo+KoiiKMjxcmZ5Wt7WIkPESgfFYqtYDMSeVTMSyzuNWNh5dbcjrRaTpfYrIOHAtsEJzwe/P+dNHdtjnI/zpgWENcq1E1nnM+cbjcm/GozMUJw7+F9z+QS3VoyiKoihD5uyKrfQ3nUu3Lcumkk11Hl3tRy8RkRQbAza98SgiKRG5wq/rGGCMuR/4DLAf+KWWzd4I5ID3GWPC1bS/BHwbeLKIvKDlOP8LuBJbuPyWob6JNRCZiRUoj70l7DjlceL2f4ab3kbGS6rxqCiKosSWz955kpvu7y00Ky4UKjW8hASqYpislwyqnFi3dSMHoc27GANiWapHRJ4PPN//d7c/faKIvMf/e9YY81r/7z3A94BDWEMxzKuw7Qn/RkSe4a/3/dgakPcAvxte2RhjROSlwBeBD4nIx/31HgE8B1tY/KXGmNjUsbFu66iYR5qVx+ICfOI18Ow/g9xM0+quVE+iWoTSEumxBGdXyus5bEVRFEUZmDd/+m52TWZ54qUzq68cE4qVOiN+ZnUr2VQipDyawHj0EqIJM31wNfBS//Usf94loXkv7GUnvvp4DfAerNH4GuBS4K3AE1r7Wvvb3I4t0fNebN3HXwUeA/wr8DhjzFcHfVPrQWQaf2YcvGxzzOOhr8J3PghHb23bh5PEpVqwxqOX0PaEiqIoSmxZLFZYLsaq4duqFCo1sulo4zHjJRsdZkIJM6mYluqJpfJojPkD4A96XPcgIF2WHwZ+vs/jHwB+rp9tNopUUoKnlQARG/e4HHJbzx+y02qxbR/uqSbhG48ZTZhRFEVRYsxSscpYprdydHGhVKkFZXlayaYSQZHwSkvCzEo5fu8zrsqj0iORRcIBctubYx7nD9pprd0dHcQ3VgpQLTKSrGmpHkVRFCWW1OqG5VKV5VL8jKpuFCq1jm7rTCrZVKon7TnjUdpbEMeAvoxHEfmUiLxIRFLrNSClP1LJDvEQLf2tK2dsgvji8lLbqq6mlFQKAExIUZVHRVEUJZY4o3G5uPmMx2zHmMdk0GGmXKsHTTu8mFY/6Vd5vB74d+C4iLxVRK5ehzEpfeAlEtF9L3M7mtzWpVlrPN5zdLZt1SCzq2Jbdo9RiOXJqiiKoihLfqzjcrlKPYaqXCeK3YzHUK5BpdpImEknE5tfeQT+GjgNTAO/DNzq93F+lYhMdd9UWQ8i2xOCrzyehnodjCG79CAAp+fbW31XaoaRRB3q9oIcFzUeFUVRlHiy5CuOxsBKJTbFT1al0DXbuiVhxtV53AodZowxrwH2Ai8APgHUsJnJbwOOicj7ReS6oY9S6YhtTxilPO4EU4PCPKycwatZl/TcQrvbulStM5ZsyP9jrAT1phRcofcnAAAgAElEQVRFURQlTiwWGlnWm8l13S1hxnaYaRQJT4eyrbdEhxljTNUY81FjzI9gDcnXAXcBWeAngU+JyEEReYOIXDzc4SqtRNZ5BBjzaz3mTzUyrYGFpaU2mb9SqzOebCTSjJoCdUMsC5MqiqIo5zdLIYNxubR5yvV0S5jJppIUI4qEp5JbsMOMMeaUMeYvjDGPAJ4IvAtYAi4Cfh+4X0Q+KyI/JSLt/XiUNRPZnhCaWxTON7opJmplDs2tNK1aqdUZSzYuwBx2eRxPWEVRFOX8ZilkMC5tIuWxUO6WMJMIZVublt7W8bsXD61UjzHma8aYV2C7sXwFW3sxATwDuAE4KiJ/JCITwzqm0qE9ITS3KDxrlcey8UhT4c5ji02rVmp1xhONi3Gkbo1HLdejKIqixI1m5TE+xuObPnEnX7j7VMflXRNmUklK1TrGGMqhOo9eooNAtMEMzXgUketF5N+Ae4En+bPngfcDx4AZ4HeAO0TksmEd93ynYzyEa1GYPw3zh1hITJJPjpOVCnceb06aKVcNuUTDbT3it/tW5VFRFEWJG03GY0yUx2qtzru+fIDXfvA2FlaiXenFSp2RDh1msqkkxtj7bjlc59HbAgkzrYjIpSLyxyLyIPBfwIuxsY9fBH4auNAY89PAxdgkm7uxcZJvXtOolYCOmVjZKUh4vtv6IMfYST2RZkfW8N0I5TEXUh6zNd943CIZ1+/44v3ceFfnp0FFURRl87AYaku4FBPlcaFQwRiYXS7z5s/c3ba8VjeUa3WyXqf2hNYcK1bqzQkziXi2J+zbeBSRURH5ORH5InAP8NtYg/Ak8GfA5caYpxtj3m+MKQEYY+rGmI8CTweqwJOH9g7Oc1KJDjWgEgmrPuZPwdlDHKrvpJ7MsH2ENrd1uVonlygF/2ec23qLZFy/+ysH+PjtxzZ6GIqiKMoQWCpWg97PcYl5nF+x3rt90yPc8LVD3H7kbNNyF884ku6Qbe27s0uVWlt7wrqxxmec6LfDzLuBE8A/AT8A1LGK448B+4wxv22Mua/T9saYE8BxQGtCDgkvKdTqBmM6uK6XTmAWjnB/dQbjZdiWrnNqqcTppYaxWKnVGZXGk1zGVx5LqymP1fZWh3GkWjOxLHWgKIqi9M9SscquiSwQH7f1XN7eQ3/nOVeyfSzD6z9yR5PBV/CNx25FwsEpj6apziMQO/WxX+Xx54Ax4EFsNvV+Y8wPG2M+YozpVab6BPDhPo+rdMA9nXRsUXj8NqRe5bDZiXhZptL2BLzzeEN9rNTqjOIbgqlR0tUe3NZ3fRL+/CGwMjecN7KOVGr16KQiRVEUZdOxVKywbTTNSCoZm1I9c3l7D71oZpTffe6V3H5kgc9/72SwvLia8ejPL1Zrtkh4qMMMELsuM/0ajx8EngVcYoz5Y2PM0X4PaIx5lTHmRf1up0TjJexTSXSLQr/LDPCg2YmkskEx8LDrulwzjLqEmbFdpGrLdn434/Hgl6C8DCfvGMK7WF9qdRPLbDVFURSlf5aKVcazHmNZLzbZ1s5tPZ1Lc+1DtwNwcrEYLA/c1qsYj84N72IeA+UxZjkI/XaYebEx5rMm0keqbAReV+VxR/DnYbODZCqLZyrsmRppUx5H8N3YY7tIVRpu62qtzm996HbuONrS1tAZjbP3DO/NrBOVuollnSxFURSlf5aKFcazHuMZLzYxj0553DaaZizjAZAvNxyyrntMtzqP0OjbHWRbu3t8zLxnQyvVo2wMLmg40jjyC4UbEhw3M3iZLFSLPOLCCb57rGEMVmp1ss5tPbYTr9pQHr9zdIF//8Zh/jucrWwMnHDG473Df1NDplqrx07yVxRFUQbDKo8pxoeoPJar9bbua/0wny8zmk6STSXJphIkBPKhsRX6VB7DHWagg0C0gfSbMPMcEVkUkX/tYd0P++tqr+t1xEu0x0MsFSs2U9qv9Zgf2U0Vj1R6BKolHn7hBAdm86yU7UlarvrGY8KD0WmSZdv/ulyrc/MDNqbRPVXZA5yAgh/rGHPlsV431E38go0VRVGUwWhyWw9JeXzGX32Bf/rygdVX7MDcSplto7aRnoiQSzcbtoWyi3ns3NsaooxH/x4fs3tYv8rjS4Ac8N4e1n0vNrnmJf0OSumdqEysF739Jt786bsDt/V8+kIA0tlRqBa5ZMcYxsDR+UKwbYYSpEYhM06iYo3HUrXGzQ+cAVqMx5PftdPJfbFXHp3Uv9Zs63K1HrtSCYqiKOcbtbphuWSVx7HMcJTHcrXO4bkC3z58dvWVOzCfLzOda3RhHs0kWSmF3da9JcwEbmvXYSYITdvcxuP3Ycvz/E8P637aX/f7+x2U0jsNt3XDsDm+UOT2IwuB2/p0cjcTWY9EKgvVErv9Egcn/GBeqzyWIDUCmQkS1SIeVVbKNW45aBVGFwwMwMnv2OnDfxQWDkM5v95vc2Dc51JZo+H34nfeFFn4VVEURTl3OGNxIusxlkkNJebRFR0/eGbwe9ncSoVtIeMxl/FYLke4rTt1mPGLh7v3l/LsvT29FdzW2GLgZ40xhdVW9Nc5C+wZZGBKbzi3dfippFipcWA2D+O7ATia2MXMWAY8G/O4ayIDwMnFkr+tIWOc8TgOQI4itx6aJ1+ukU4mOLPcojxO7IV9j7f/n+lY2nPDccbjWiX/A7N5Dq3hh0VRFEVZO06ZG896Q4t5XCjYfT54ZiW6ZnIPzOfLTI+mgv9zaY+V0NhKPSfMNLuto+7xcaBf47GKdVv3yugAx1D6oDWY1hhDqWoLgee9KXjBO/hk6nq2jabAy0C1FBRXdWUEKrU6GVMM3NYA41Lgf+6ZBeDJl21vdlufuAN2PxK2X27/j7Hr2rmt1+JyNsaQL1VZLm2NjjuKomw9jDFNpWG2Ks64Crut11oAZtE3HpdKVeY79KVejfl8uUV5TJIP3TNWS5hxHWacChrEPHpdKqpsIP0adgeAjIg8abUVReRabJ/rgwOMS+mRRsKMNZLCXWEOzObhqp/kQGGU6VwGktZ4zHoJJkdSnFosUq8bqnVD2jTc1gBjFJhdLnHZzjEu2znG3ErZXqDVkk2S2fUImL4EJBHrpJnAbb2Gp7ZS1Vb8X4lJPTFFUZRWvn5gjif+6ec5PLey0UNZVxrGo02YqdVNYJgNilMeYTDXdblaZ6lUZXq0YTy2xmM2OsxEm11u/mLBr/PoSvUktkaHmf8CBHiziGQ6reQv+0vA+Nso64TXojw6aRwaF8FcvsxMLm2VRwzUKuyayHBisUjZPyFT9VKz8oj9AXrCJTM8rHYPUi3amlWn7wZTg12PtPvbtj/WxqO74NZSqseVWwjX7FIURYkTJxaL1A2cyW+OtrGD0nBbp4J6imvNuF4Mbf/gmf6N77N+TkBYeRxNe0FFEwglzHjRymM6mUCkPWHGKY9xa7Hbr/H4FmABmwRzk4g8W0QCJ7+IpEXkucDNwOOBZeCvhjVYpZ3WNP5StWHgHDidxxjD/EqZ6bG0jXkEP+4xy8nFUmBcpevFJuVxW9K6P5681+P53/x5/sj7Z+bz5UZx8F2PtNPtl3d0W99xdIETCxvrRnFG41ouPOd6yKvyqChKTHGlYLp2BtsCOOVxwo95BOtuXgtrVR6dwT7TmjDT4rbOeAkSvpLYioiQ8RIRMY9bQHk0xpwCfgIoAFdj+1QvicghETkELAIfB67y13mxMebEcIeshGm0J7TGUbHS7LZeKlWp1ExIeQSqJXaOZzm1WAwUy1RgPFrlcdI3Hh+/bZmEqfET3hdZOfgNmyzjZa3LGmD7ZTZhpt6uyv3CDbfyls9trCrpjOq1XHhLfu/U8FOkoihKnHBu0bgZGcMmrDw643HNyqNvPM7k0gMpj/P5duUxl0423TNKlXrHZBlHNpVsZFv7XsXUFinVgzHms1hV8VP+rDSwz3+5T+6/gMcbYz7VvgdlmLTWgCqGlcczeeaWGy2Twsrj7skMp5ZKgVLptbitpxJFLt81xraytf3LJsnur7wBTtwOO6+EpL1o2X45VIu2ZE8LCyuVDQ/gdsbx2tzW9jOKSw9VRVGUVpzxuNWVx8VwzGPGOj6jfpvvPrHED/75jdx9YqmHfVbIeAku2zXGoQFiRudCfa0duYzHSrkWdK0plGsdk2UcWS8ZGMetRcI3e8IMAMaYO40xzwV2Ac8DXu6/ngfsMsb8kDHmu8MbptKJ1jqPLuZx53iGA7P5QE5vdlvbjOtq3QRuZa9WaFIeHzJe54cedSEsHAHgL6s/weSZb8GBL9lkGUeXjOtCpdacpb0BuESitTy1OXd1saKFwhVFiSdF321d2vLGY4V0MkE2lQxiHqNqPX778DwPzq3who/dsWo29mKhwsRIiouncwOVZJsP9bV25DLWUFzxjfpCpdYxWcaRTTXc1o3e1s67GK/vdU1ldIwxs8aYTxhj3u2/PmGMmR3W4JTVac22dsrjlRdMcHalwgOnbZ9q67b2T+yadVsDHPG7zHh1v1RPOgcIL7l6G7/yzMtg4TDGy/KPtR/i9PjDAQO7HtUYQGA8Nruny1XbT3puZWONx0B5XMNTW/ipVl3XiqLEkfPHbV0N3NWB2zpCeTx21gojNz8wxye/0z16brFQZSLrcdHMKLPL5b69THN5qxZOhes8+oZtQ3yoreq2znjJwEuWblEe46Yoaw3GTU5rnUenPF5xgVUQv/ngPODL6U0JMzb+8fD8CmBIVv2YRxGbNFPypf6FwzC5l2QyyScveg1kp2D/tY0BjE7D6Eyb8eh+yOaWN1h5DLKtB7/wwj8kea31qChKDDlf3NZh47GRbd1em/H4QoHtYxmuvGCCN33iziChKIqFQoXJkRT7Z2wZ637jHudXykxkvcDQA1skHBr3j0Kl1rG7jCOsTKa8ZuNxLaFX68GajEcR2SsijxKRx3Z7DWuwSjteskV59H9Artxts6ZvPRQ2HhsJM7snrSF5eK5AmipC3RqPANkJKC7avxeOIJP7mM6l+a5cBq87CLtDyiNEZly7CzVfrgVj2gjcBVepmYELyYazrPOqPCqKEkMK5bWH6GwGlooVxrNW4XPqXpRSeHyhyN5tI/zB8x7OsYUi//DF+zvuc7Hou61nRgH6dl3PtfS1Do/N9bcuVeody/Q4MiFl0glDjXJ88fpe+zYeReRCEXmXiMwDh4BvA9/o8vr68IartNJI4/ezrX239UN3jpEQuOfkMtlUgtG016Q8bh/LIAJH5ldsX2uwbmuwcY+lhvHI5F62jaatNC8RZQZmHtqmPIbdu/MdXNfVWp37Tq0ezLwWwhfcoA9uzcqjGo+KosQP95BejpmRMWzCymPaS9jyNpFu6wIXTGb5/ktm+OFHX8A7vnh/R1XWKY8XOeMxImnmyPwK77v5UKQIMb/S3F0GGjGP/SmPjeWtbutNnTAjIhcDtwA/D0xiC4avAHNdXvNDHK/SQqPOY7PbejzrsW/aXggzOV9xDCmPqWSCmVyGo/MFRvCNO6c8Zsat27paguWTMLmPmbE0c/lS9CCmL4H8aSgtB7PCFf/PdHBdf/z2Y1z/1/+zrh0RwrGOgz655dVtrShKzDl/3NaVwHgEe69rLdVjjOH4QpELJu097XEXb6NUrXd8+F8sVJjIppjIppjOpSOVxw9/8yi/95E7uO3IQtuyuXy5qbsMNNzWTkjpKWHGC7mtk80JM5tdefwjYDdwCvg5YMoYM26M2dHtNexBKw28lkwspzxmU8kgfiOQ00PKI8CuiQxHzhYYkSjlcSnItGZqH9O5TOeen9suttOzh4JZhXKNpya+zaVytKPy+MDpPHXTcK2vB+FYx0FjRjRhRlGUuBMUCY+ZkTFsrPLYSEwZy3ht2daLhSor5RoXTtl7njPkosKOjDEsFqtMjth9XjQ9yqGImEd3H/vgLe1l6Vr7WkO7S72XhJlsk9u6JeYxZt9rv8bjddiWgy8xxrzXGLO4DmNS+iCVaJa0XZHwrJfkIdut8Ric1CHlEWD3RJZytd5ZeXTG4+RepkdTnFluKI8nFor85WfutjWspvbbmfMN43GlVOWtqb/llcn/v2O5HpcN960H1894DEv94YvPGMNX75sNanB1Y7lUC7z1WutRUZQ4EmRbV+Pl3hw2Ybc12GLhrb/LxxZsFRGnPDp38UpE0ky+XKNWN0yM2H3un4k2Hhd88eRjtx1ri+OfW4mKebTHdN6qYmX1Oo+ZJuXRj3n0Q9PKm9ltDUxhO8d8YfhDUQYhUB5b2hNmUgku2WGNx6BlUrLZeNw5YZ/KRoKYxy7GYy7DYrEaSOcf+uYR3vbf93H0bMH2twaYPxiMq7Z8mklZYUwKHd3Wx87aC/zbh88O9uZ7IKw8hg3J7x1f4iXv+hpfuX/1ylL5UjX4DKN+fBRFUTaaRszj1v2NqtUNy6V25bHVbX3cGY9Oecx0Nh5dd5kJf58XzeQ4tlBoavULVnlMJ20dxs/ceTKYXyjXKFbqTTUe7TGb3dbFHjvMgOtzbe/tIkIqKZteeTwMiBk0bVUZOg23dbPymPESXdzW1lh05Xqy4pRH57aesAkzznic2MN0zl5YTrp3Vfsrtbot15Mea3JbJ+cfAGCUUke3tbvA7zy+uG4Z2U3KY8iQdE+qpxY7xHGGWC5Wg7qYmjCjKEocOR9iHt3v9kRIeRzLem0JM86rdaFTHlMu87n999v1tXZu6/0zoxjTqIHsOFuocM3+beyZGmlyXTe6y6Sa1h9NNRJmjDE2YWZV47E5ztHhJRKbPubxg0BWRJ6yHoNR+qfhtm4ojxnPPrU4t/V0m9vaXli7uymPlRWYPwBju8HLMO0n3cz7xVAbxqOxGdhTFze5rdMLvvEoxaDLTRhjDMcWiuyfGaVSM3z32PpEQFSb3NbtyTNnCx3iOEMsl6qBoa0JM4qixBEX8xi3rNxh0uhrHXJbZzyWS82/4ycWingJYce4/d3uSXn0jUdXrqe11uPZlQrTuTQ//ri9fPm+2cBzFtVdBmwZvWwqwUq5RqVmqNVNDx1m7DhTXvN6qaTE7nvt13j8E+Au4B0icuE6jEfpk0RCSEhztrWLm9i7bYTffPbD+JGr/K+qTXl0xmOE8ghw6nswuReAbf5T1Zl8iXK1zv1+55rgKXfbxU3KY3bpIAATiXJwcYU5ky9TrtZ57qMuANbPdd3stm787YLKz/bQASdfrjIxkiLjJWKfMGOMify8FUXZ2jjlcSu3J1wK+lqH3NYR2dbHFgrsmsiS9OMFR7skzLQqj3um7H3w6NkW5XGlzNRoihc9bi/GwIe/aT1zLqa/NeYRbKLOcqnalMjajcB4TLYaj/FTHr3VV2niWcBbgD8D7hSRG7C1HLsW6zPGfHiw4Sm94CUTVEJFwt0JKCK86qkPbayY9ECSgfK401fTgmxrZ1z6/a05fTdc/iygUe5nLl/mwGw+cJMHmX3b9sMDXwBjlcix5YMATCRLkcrjcd+tcNW+KfZMjfhJMw9Zy8cQSbPbOqQ8Vp3xuLrymC9VyWU8chkv9gkzX7jnNK98363c9FtPZ2Yss9HDURTlHFE8D9oTNozHkNva/102xgRxgsfPFoNGGACjfsJMVJeZxaJzhVvj0RmB4UTPet2wUKiwbTTNvulRnnDJNP/+jcO88imXBmFZrdnWYOMeV0rVoO/4anUenfCTjjAe19Jidz3o13j8D2y2Ndgaj7/ov1aj+yemrIlUQhrKY7VOpps07mVDpXrsxZVtUx5947FagKl9QEN5nM+XuetEw8UcKI9TF1tXd34WxnYwsfIgYGMeo7Kt3VPdhZMjXL1vav2Ux1q08uiMyl7c1kvFKuMZj1wmGfuEmaPzBcrVOvMrZTUeFeU8oVKrB79pWznmseG2blYeKzVDqdpISDm+UOCReyaDdRqlejq7rZ3ymPYSTGS9puoiS8UqddNY5+VPvoSXv/cWPvzNI8E9obXOI+ALDrWmKijdyATKY0vMY1Ji91DQr/H4TRrGoxITvGQiMJKKlVr3E9RLB27r6dE0qaSEjMdQzKNj0jce/QvjTL7M8YVisDg4ocO1Hkdn2FawAcVZU4x0o7pkmQunsjzmoik+8Z3jnF4qBTEqwyKsNtbqETGPq7itq7U6pWrdKo/p+CuPxfPAdaUoSjPhhMO4GRnDZKnYnjAzHqqnmE0lgwLh1z9id7DOSKA8dnZbj4X2uX0sw2zovhWoi/598BlX7uSqfVP8zefv43lXXUhCGjGTYXLpJPlSNQgpWLXDjFMeW2Ie08kElZj1tu7LeDTGXLNeA1EGJ5WU4MRatRCpl4WaNR4TCWHneJaRpVbjcaKxvh/zmEommBxJMZ8vc2S+QEJsu79GzON+O50/COMXkDIlFhhjvF5gvlSiXjckEo2nqeMLRTJegulcmqv3TQE27vG6h+9a02fRSpTaGJ6/mtvaJcg4t3XcYx7dU/BWVh8URWkm3NFrK1/7nZRHsFUxto9lmMuXKVXrXBByW6e9BKmkRCuPxQrjGS+IjwRsR7VQiTnnoZoatccVEX79ust56bu/zr9/40GmRtNN2ztyGY+zK+Xg++k5YabFbe0lJQi1igt997ZW4oeXSITqPNabCo22r5wJlEewcY+jUrI1IBO+0dmkPO4N/pzOpTmTL3PXiSUeunMMCBlnUxfZ6fxBOHMfAPclLiFBDc9Ug6c7x9GzBS6cGkFEeOSeSbyErEux8GqHIuENt3V35XHZNxbHMklG08nYZ1ufD+U6FEVpplhuTwbciixGxDyOZ6xB51RJ5xlzBcIdI6lkx1I9raqhvdc17pPOQzUVck3/4GXbuebibZxdqbBttF11BJvlvVyqBsrwWhJmwsmfcUCNxy2Al2zEPPakPFYbbudd41lGE5WG6giRbmuwF9ThuRWOni3wqD1WLQx+qNI5yO2wbuu5+wE4kLoUgFHay/Uc95vWg71grrxgYl3iHisd2hP2qjy6LL6xTIpc2ot9ncfzpUWZoigNzh/lsUo6mWi6xznlcckv1+NK6LjWhA7rOYqKeay2GY8zY5mm5hbuPjEVMhJFhNdc/zAgOtMabKzlSrnWcFv3WOexNWHGSyY2fYcZAEQkKyKvEJEPisjNInJby/IJEfkxEXnBcIapdCMVioewQcO9K48Xbx9l0qs0kmWgYTymcjCyLZi9bTTNHX49xkftsa7tph8qV+vxzP2USXMqbQ3PqKSZY2eLTU+Gj947yR1H2xvOr5Wo2o7hv5eK1a6V+12MYy6T7PjjEyfOh4xLRVGaaTIet/C1v1SsNKmOYLOtofGg31F5TEcnPC4WKkyONO9zey7N3Eo5iJMPlMcWI/OJl87w/Ksv5ImXbo8cr6vQUepXefSaXeDpGHaY6TdhBhF5DPCfwD5sxjW0J9EsAW8EHi4i1xtjPr+mUSpd8RLSlDCT6Zow06w8/vLTHorMjcOZ0IWWHgPEuqwlFAeSSwcX06P2tiiPYOMej3wDUqMcT15ALWVd26NSbDIeq7U6p5aK7Ak9GV44NcJisdpT8/h+CF9wYUMyPO6FQqVjZrJTGsf8bOu4J8yo21pRzj+cx2E0ndzSD45nC5Ug49nhjEn323xsoUA6mWi05fWxKmD77/discJF06NN82bGMhhjjcaZsQzzK80Z2WHe8pOP6TjeXMYmzDijtdfe1m0xj5u9w4yI7AY+BVwEfAl4FdDma/TbF74da1yq+rjOeMlEEMNXrKxWqqdZeRzPphhLtCiPiYRVH6f2NW3q6liNZbyge01TEO+2i21Lw9m7OZzYg/H32ao8nlwqUTdwwVTDYJ2JqK01DMIZak0Fw6uN+d3K9TSUx82RMONuIpptrSjnD87jMDmS2tIPjqeXSmxvqcgxlmk2Ho+fLbJrMtOUoAnWsI5KmOkU8wgE4VYLBat4esn+nLW5jEfdNNze/fS2DpPyEpu+w8xvADuADxljnmqMeTvQqTnwJ/zpEwcdnNIbqaQEhpFNmOlygiYzTcojYOszppolfmYeChc2P1E5A+/yXWNBKYEm5XHqYjA1mHuAB9mNpK2BmZMic6Hg40ZMSuOYUYVZh0FUkoz9uzG/W9zjclh5TCep1Eysf5xVeVSUtfN3N97Hq//tWxs9jJ5x1/1ENhU7I2OYnF4qsbPVeHQxj4HbutDmsgZrPEYWCY9QM2fG7P1o1q/1OL9Sbms/2AuuvqRLvlk15tHr0J4wEb86j/0aj8/Fuqh/e7UVjTEHgSJwSf/DUvrBC51YpUqth5jHFgOtUmg3Hl/+OXjq7zTNcsrjw3aPB09GTT9UrtYj8EC9YTxu8yrM5RsGWmA8hkopOLfx7HKnZ5HBaMq2DiuP9bDburPBGnZbBy2uYuy61oQZRVk7tx85yzfXofrDeuGu+62uPJ5aLLbVAs54SSayHh+/7RjHFwocXyg23VscoxmvrT1htVYnX64F3WUc2/37kUuaObtSaUqW6ZWcr4q6/WTTq5Xq2TwdZvo1Hi8GVowx9/W4fh7I9XkMpU9SYbd1tb9sa8BXHptjPkgkrfs6hFMeH7ZrPKiA3+QedbUegXtruwLjcWe22qI8+gHN58ht7cbapDyG3Nbz+c7KYz7ktnbukaj+qHFBlUdFWTuVmmkqvB13AuVxxNvwkJU7jy1y1Rs/w8nF4uorA1+853RP6+ZLVfLlGjvH2w3Dt/zk1RyZL/C8t32FEwvFpnuLYzTVrjy60j+tCTOt96OzhUpTmZ5eyflFwWeXy4i0G4WtbKYOM/0ajxWgJ/NbRNLAJBExkcpwSfkdZmp1Q6VmVqnzmG2KeQSilccILt89zvaxNE966HZExFa9D5/QE3tt72zg7vJOElmbMDOTrjEXcg0fXygwkW0YY9BwE4TLIwyDaq3Rsqq1w4znx8R0i3lcKlVJewnSXoLRjN1PnGs9qvGoKGunXK1HujjjSjEwHlMbbmTcf3qZhUKFw3Mrq65brtZ52Xu+wTv/54FV10Oa3JYAACAASURBVD29ZO9brW5rgKdfsYv/fNWTyGWSVOsmUnnMZdpLrbnWhK0xj1OjaUQIWhSeXSm3ZVr3QqA85kuMpJJB7+1OOOWxNWHGdpiJ1296v8bjfUBKRK7oYd3nYrO5v9v3qJS+8JJCtW4oVXsoB+BFxTwW2pXHCPZMjXDL66/j8l22lE8qKc1GStKDyT2Y9Dgn6hOkslZ5nE5V2pTHC1ueDMcyHulkoq0e5Fqp1EwQZ9La53pbzv5ALHRpUZgvVQMjN7cJlMeidphRlDVTrtUpVuvY3M/44wzdiezGu63dA2xUckorR+ZXqNZNT4bmKd947NTC9rJd43z0l67l1555Oc+76sK25SPpZFNJI2i0JmyNeUwmhOnRdNCisFsh8G7kfMHhzHK5pyoi6WQCkU4dZuJ1LvZrPH4Mm0H9um4rich24C+w8ZEfGmxoSq/YNH5DKWi+3q/yGJEw0wNpL6J8wPaHUdt+BSAkstbI3OZVmlo9HfO7y4QREWbG0k3N6IdBtV4P+olWWkr1ZDzbcrGb8pgv1YIfABf8vLIZlMeYuTgUZTNRCXlyNgOFSo1UUmJRqsepoL3Ehj/oG41H/Tj4bpxasqLHzolo4xGsYvgrz7ws0sUclfC4WIxWHoHgflSrGxaLFSYHcVv7gsPscmnVZBmw98HdE1l2TTQrp1uhw8xfAyeAnxWRt4vIZW6BWPaLyC8C3wIuBe4H/nFoo1UiSfkFRIu+8pgZSHns33hMJRPtT7k/+rfMPfcdAGQzIyBJJr0ycyF1z2bDtbsVpnPpdci2DimP9ebM63QywdRIKqjhFcVyqRoYjaO+ERrnWo/qtlaUteOun1alKq4U/Pq4aS9BtW6o1zfO6HUqaD/G45H5HozHRee2br939IJLeAyXW3PKY2vCDMBMzvbJXixUMIbBlMfgmKsksob45Kt/gJc9+SFN8yLvtRtMX8ajMWYReA5wEngFcBew019cxRqLfwvsAY4AP2KMGa6UpLThJe0PRtEpj6tlW9cr4Aypeh2qvbmtW0l7iXaFa3w3+exuwGa3kR5jPFGmWKmzUq5SKNeYX6m0KY9gM65nh+62rgfGdHPCTJ1UMsHkaDroHhDFcrEaFKF17uu41nqsh86BjQ6aV5TNTCXUdGEzUKzUGEklA3dn+Hf5PV85wG988LZOmw6dQj/K4xlrPC4UKiwVu7eKPb1cIpWUgWIPofHwH+4ys1hwCTPt+5weS3Nmucx80Nd68JhHWL3Go2NbLh2UwnOk/NC0ONF3e0JjzG3Ao4G/Aeaxbuzwawn4O+Cxxpi7hjdUpROuBlQQ89i1w4wv+dd8m96pkIO4rTs8DTnjKptKQnqUsYQ91ly+zJF5+2PR2ncUbIZbODZyGFTrhhHfmG4t25PyhG2jqeDpM4p8uRr8ADQSZuJpPDrlGdRtrShrwf2ubRbjsVCuMZJOBsmS4ev/awfm+PC3jp6zBKB+Yh4PhWIdV3Ndn1ossX2svfh3r4xGPPw33Nbtzfa259LMLpeCsKaBsq0zjXtxL27rTnityakxYKDe1saYWWPMrxpjtgMPB54BXIc1KqeNMf/bGDM7xHEqXfCSQrXWUJ26d5jxjTZnNFb8C3ZA5THqhA63yiKdYxR7rFNLJd748TtJJYVH++0Nw8zk0sPPtq6boGh62G1drhlSvtt6tSLhznhslOqJ5w0lfHOIm4tDUTYTzkuxmdzWTcpj6PovVGrU6obvHF04J2NxSXu9eGgOz62w3a+0cXQV1/WppWJkpnWvjKbalceFQoVUUiINu5mxDIvFapDlPYjimU4mgqoeLvZ+EFw5vjglcA1kPIYxxtxljLnRGPN5Y8wdxhi9a51jPD+Y1j0l96Q8uqSZiv/kN6yYRxo/uCPpJKRGyfpNiF7/n3fw5ftm+ZMXPIpLd4y1bTc9lmalXBvqE3K1VieVFFJJaXdbJxJMjaYDt0QU+VKVMT9uxZZagJWYKo/hG50aj4oyOC7sY7OU6ylU6kHMIzR30HL3hXNV9HwliHns/tkZY3hwboUnXrodWF15PL1UYseA8Y5AZKm1xUKFiWwqsoSOKx/3wOk8MJjyKCKB+NC189sqpHwDNE6u6zUbj8rGY93WJvjBG0x5HDTbuv1kbmoCnx4jU7fHuPP4Iq/4wUt40TX72rYB2J7zq/oP0XVdrRm8RAIvkWgr1ZPyhMmRFEvFatOyMMvFatD+SkTIpT2WY5ptXVTjUVGGQiPmcXNcR8WyVR7Tkcqj/ftb58h47DXmcXa5zEq5xmMvmiLtJVZNmrHG4xqUR18EKFSaE2aiMq2hUSj8/tPLwGAJM9AoFL4m5dFrD73aaNod/T4iMu3/WfUTZcLz+sIYMzfIdkpveH6RcGc8dH3C6ag89u+2bqvz6NPsth4lnT+DlxCecvkOXvfsziVCw/2t927rfzxRVOp1vKQEtTCD+bU6Y1kvCIJeLFaD4zvqdUO+XGsKeh5NJ2ObMFMoh93ym+OmpyhxZLMlzBQqNXaMZwIjI6w8lgLl8SzGmFULVa8V95mtrKLaPjhnFb39Mzn2TI10dVtXanXO5Mtrcls7I65JeSxWOxuPfovC+04tIwLjERnZPR3Xv390LaG3Cs71Xa7VGWFwI3SYdDQegdP+9C7gES3z+sGschxljXhJoVJvKI9ds7qSzngchvKYDCr0h2lyW6dzJBeO8IlX/wD7t4+S7BLsPL0OXWaqfmxja50sF/Pomt2fXSm3GY8r/vsYCwU95zJebEv1qNtaUYbDZizVE1YeSy0xjyJWuTt6tjC0B/NuY4HVS5q5Mj0XzYyyd9tIkEwZxaxf/7dbjcfVcAkzhZaYx4lstHkSVh4nR1Jd7129HHctymM6UB7j87vezRR22dOJiHn9vNQ1vs6kEq3KYy9ua99AW4PymO6gPLonztGUB6kclPM8bPf4qjEfDbf1MI1H24bQS0iT5F+p1UknE0z6ymNUofDlYqOvtSOXSa76RL1RuB/tTlnwiqKsTr1uAi/Fpol5LLs6j9bACYcTFSs1Hn7BBADfenD9uwUXekyYOXRmBRHYu23EKo9dYh7XWuMRGgkz4Q5h8/lyYCS2MuPfj5aK1YHLA0FDfFhTtnXCKcrxcVt3M+zG/ddjI+b1+1LWES8p1E3jol21PSEMMeYxym1tL06nPFLO97S/hvI4vJjHSt3g+cpj+MJziTTuRyGq1qN7ch5rclu390eNC+5znxxNUYrRE6qibCbCIR/h8ldxplixRajTSfvbH354LFbqXL1vimwq0dF4XCpWhpbJ62IsV0uYeXBuhQsmsmS8JHumRphdLncMEzi9SmvCXnAJM+GH/9nlUuCebmVixAvcxYMkywTH9WMtuzbvWIVU0j0UxOd3vaPxaIzJ+69CxLy+XufmrZy/uPIMztjpXiTcKY8u5nHwUj2pZESRcKwClkzYDGfSoz0bjzm/Ttkwu8w4I9HGPDZ3mEklE8GPQlS5nnyE8TiW8WLb29opj5MjG9/fVlE2K+Eb9KZRHoNSPe1GRqFSYyzr8eg9U5EZ17PLJR73R5/jS/cOp7pe0J5wld/JB8+ssG/a3nf2TlvxolPSjOtrvZaYx3QyQTIhgSK6Uq6yUq4FWdWtuJa5MFiBcIe7f6xFeXT3+E1hPCqbB/d05Iyd3hJmfOWxugblMZmg0sFtPZpK2sDsVM4WJK+tbnCJCDO5NLNDjnn0EvZHo9rS29pLJoIMum7GY1vCTEyzrV3CjDUe4zlGRYk7zapd/K8jY4w1HtONUj3uPdTrtpfzSCrJYy6a4s5ji0EzCcfscolyrc4DflZxFAdn89x6qLds7UKPpXoenFvh4hlrPO6ZstNOrmvX13p7B5WwF0Rs7283Lhdb78KlonCu621rUB5dofBe2xNG4YzHTVuqR0QyIvJYEXlED+s+wl938E9d6QkvpDwmpCFxR688vFI9qaj2hPitslxwcDrnH6c39XFmLDPULjOVul/nMdHsYrcxj8J4NoVIdMzjUoTyaEv1bALlMUZPqIqymWiOF4z/dVSq1jGGpjqPLmHGud2zqSSPuWgb5Vqd7x5bbNreGZrzXZol/N5H7+i5xWGhsnrMY6Fc49RSiYt85XHPNnv/6ZRxfXqpxLbRVFvbvn4ZTScD49bF1m8f72yiOOUxqn1hr+TSa1cePf+eHiePUr/fxEuAbwC/0MO6r/XX/Yl+B6X0hzMWl0tVsk7x68QQi4R3bk8YNh59d3i5cyZdmOlcesgJMya6VI/f2zqZECayqciYxyi3dS7jxTZhpqhua2UI/PoHvs3f3XjfRg9jw2h1+cYdd92Hs61b61RmvQSPuch29fpmi4LoDM1ObVoL5RpfOzAXPEyvRiFUqqfeQSlrZFpbcWHXeAYvIR0zrk8tldaULOPIpRthR7O+K3ymq/Jojce1KY9DyLbe7Moj8CJ/+p4e1n0nNtv6xX0eQ+kTl4m1XKx2z7SGzgkzXv8XZrqD8rjiF6y1K/mdZHqMe5wZG16LQmNs1qSXSLT1Bq3UTFATbWo0ukVhlNs6l0mSL1dj1SbKUSjXSIg1dtV43Np89b5ZXvcft6/Lvr92YI7bDq9/Vm5caS1zE3fCpdFa3dbF0LJdE1kunMxy+5HmNoWlilMeo393v35wjnK13pMLv+a7yd0D90qHbZzxeLGvPHrJBLsns13c1qU1lelxjGbCyqNvPHaIebTL7DHXEvM46huNa+kw830PmeZzv/6DXLE7PvnH/RqPVwIV4Fs9rPs1f92H9zsoEXmhiLxNRL4kIosiYkTkhn734+9rr4i8W0SOiUhJRA6KyFtEZFuH9U2X182DjGG98VqUx+4r+xdgzf+hKOfBG4EBCsemk9EdZoqVWnDBBIk4vbqtc+mhJcy4pzTrtm7EPBpjKNfqQRzJ1EgqulRPydV5bFYejYnnTSWo9eZpqZ6tzme/d5IP3HK4LX5tGCwVK00G1PlGVGu/OFMIdfRqTaxwv1PuvrBjPMNisfm3rlyz63RyW3/5XlveuZdzwh3P9avu1Mr10Bl7P3Bu6//L3pvHSZKd1aHnRkRGbrVX9b7MdM8maZgZaSQ0koUkEJsQEmBseMb+4YcBC+MFjM2zZUAgbGP5ATbYgMEsloxkY4wAIfwYCQsElkYaLTMjaTT7qKe36e6qrjX3WO/748Z340ZkRGREZlZXdXec369/VV2VS1Rmxo3vnvOd8wHAsYV6qmHmamswkdOa0KgozCP1PGb0UU7VMDMB8zhTNXD7wdnR1/driKLh3UcAtPPMr+ac+4yxVnCfovgJAPcB6AC4CCB9LEkGGGO3AfgkgIMA/ggi8PzVAH4YwJsZY6/jnG8k3PUcktnVi+Mcx26DZOuulYd5jPU8tq8AMwfHfF4Nns/h+TwSoBqVrYOex9zMYxV9x0PPdmXEQRYGjodPndnA19w1/DdQsWjoWsRt7QVFpamHMQzJUT0OdI1FGp3VKQV5ju9aQrzuRiojXOLGAbHzXcubiNGIg3MxVelm3nxcb4YZtUCUzGNsQg4VHVVDl0wjgf6/k8I8kgvbdn34PoeWEZZNhezyTBVnN3roWC6Sri4XNnuYVSZ8AcDxxQYeen7Y8c05x9XOZKMJCY2qjq2AnNjo2JipGpkFGcnWE0X1TGHCzH5E0b+mDWCeMTbyXQxuMw9gMMZx/QiAOwHMAfjBMe5P+E8QheMPcc6/jXP+Ds75mwD8AoC7APxMyv3Ocs7flfDvNyc4ll0DydbtPMyjHut53D4HLN4y1vOaCaOwAJKtg8JKFo/5ex6B/FNm/sdnzuPvvOezeOpya+h3TlAsGhoLJszw4HiJkQxl66Rdd9fy0DSjPaRUMO5V1uOP/+HjeP/D5xJ/J4xKmmSE0/qNSlz/IMmNguynhYHjC+nxJt58XG9RPao0TWtaXLaWxWNFG2Kr6b1OWgPXWgM8faUt1+VR7OMgzjymvH7nNns4udSIrK3HFutYbQ+GNi7bPQeOx6fS89gwdXSDYxIZj9lF4a1BT+axheKeAMItS2Ky2tEJHmM/omjx+AQAHcC35Ljtt0Ewm08WPSjO+cc458/xCRrLAtbxGwCcBfArsV//FIAugO9mjDXHfY79AmmYGbijg0g1DdDNkHncOgss3jrR88YXlIhsXdBtTYtOXtPMY0Fv1sNnhglkVykS1QkztFgaqmydEhKuStZA2P+4V1mPf/bUGj78pSuJv+vboWwNlPOtb2TQ5qptpTtkxwElCZTMo8B+bE+JgyK66hVdKk92gmEGENPH4ut1Vs8jsY5vesnB4PGyXw96vahXMC2Z4srOAEfmo8XU8YU6OAcu70Sl62lkPBIaphHpeUybLkN44PQyPv7Pvga3H5wZ+znvO7GAL/7UN8hMyxsFRYvHD0CYYH4xKM4SwRi7HcC/h5hr/YHxD28ifE3w9U/jMjvnvA3gIQANAK9JuO8CY+x7GWM/xhj7B4yxpNvsGxDzmEu2BoR07VqA1QG6V8cuHqupzKMbGmao5zHvlJnA+ZY3roca+z99ZnPod64sElnEMENfSbaeb5hoDVwpZxM6AzdilgHCzK5RGWa7Bcv1cG4z+bWknsf4BaTEjQfq15o289gti0d53sxWjesiqqfvDPc8ytncdshKAoFsHS8eg7+3PXCHZid//LmrWJkxpVN7FPNIz0d9hGlxPT3bk2P7CMdT4noo43EqsrWpy43/RsdOnS6jYhpFX/w6ciOgaPH46wCeguhjfIwx9m8ZY29kjJ0K/n01Y+xnATwa3OZZAL863UPOjbuCr8+m/P654OudCb+7D8BvQcjavwzgU4yxzzPG7pnuIU4HZJjpBvNNR4KYx+3z4v9jM4/RhYoQ7Xks6LYOdoJ5gsK3ezbObvSgawyfObs55IB2yDCjaagoUT1UPNLxU1B4K2aa2ek7mIvle+0182i5Pi5tD5LHQjpetO/pJi4AbmT4Ppebq2lnjtLj7YYR53oBtbXM1SvXVc9j3RTRY7rGwqgeN97zOCxbW8rfqMb1+D7HJ55fx1fdviLJgLzM44FAQUrbZPdsT/YCEg7PC1n68k600+3qlJlHGvKw3rEnCh2/2VGoeOSc2wC+GcJ4MgPg/wHw5wCeD/79GYB/GvzuGQBv4ZxPL/G5GOaDrzspv6efL8R+/u8BvA7AAYi53F8JwZ7eB+DPGWPHsp6UMfZ2xtjnGGOfu3r16lgHXhRUBAE5m3KJedw6K/6/cOtYz5vW8xiVrYsxj9SDksdxTZETb733CDa7Np5bi05IUJlHXdPk/x032vO4JAvW6Ed1tT3A4blonw0Fvu7VlBnLFT1pSWG6FM4ez3rLwnOr7euir6tEiO2+AyLJd6t4vJk3HvS3z9aM60K2HtjRAlHN3yXmlIq/pCQGlU1U+x6futLCesfG6+84IE1Zo2Z9x2XrtN7wnu2iESM60uJ9pjHXmtA0ddieD8v1sNm1ZJtUieIobP/hnJ8F8EoA70DYz8iCfwh+9s8BvJJz/sIUjvGagnP+Tznnn+Scr3POO5zzz3HOvwPA7wNYgQg/z7r/r3POX8U5f9WBAweuyTEbivst1/B1oxotHqfIPDqeD8fjoWxt1AGwMIx8BBqmgXpFx0Zn9J7jixeFZP13X38aAPDpWN+jo7itKxqT/ydZinIeqUC80orueFd3BkPZYg3ptr72zKPr+VJaP7c5/HoO9TyOKABaAwff/B8/gf/+mfPTP9gSuwZ1k9OesmxNMvjN3PJAm6756415DNbcih6udfS7aiW951FdJ3b64ab9U18W6+lX3bEiEydGyfhUyJKC1E3YmNI4xUYsuobUqkHsPknDGsYFPcel7QF8jpE9jyXSMZZ3nHPe55z/LOf8HgiG7/bg3zzn/B7O+c9xzvNVC7sHYhbnU35PP8+bhvtrwdc3jH1EuwRjLOZxIIpHcxZoLI31vLJ4VC40vViPDTRN9D3mZB6B/FNmPn9hB6dXmrj76ByOzNfw8AvRvkeK5qloLBLVQ1+p55HkkiuKXNIeOOja3hDzOLOHsrW66FNOmgpqF8hbPD632obt+biUEsxbYn9CLR6nvYmhz/XNnPNI581cvXJdsPJqSDgAmEpfoxUrLKuVhKgelXnshswjxekcmqtJVrOoYSYp53HgiHGK9VjUGR1j3KFNQycyJ6flBLUdXQg233l6HkskY+JSnnPegchj3G94Jvia1NMIAHcEX9N6IuMgDXrfubPVWdbVPMPXiXncPidYxzFPympCkUKLSyQD0WwWKh5Xck6Z+eLFbbzu9hUwxvDAqSV84vkNcM7lIhPNedTk/+Oy9aG54eJxtSUu0FRYEmiB3osRherCfW5jeG82oJBwPTrfNg3ProrTdmuK4yBL7D7Uc2PasjUxmTd18RhshudqlevDMEOytRH2NcqQcDu551FdJ+2IbB1+tq60wrYdYh5HGmaCNWquJvJmOwmbbNqgNGOGGUMXMWPxVoFeAks5LuhxaMJN2fM4Pm6s1MooPhZ8/QbGWOTvZIzNQvQ19gDknRpDjusz0zm86YHc1kC4gGTfQWEex8x4BKBMMwiNKiHzqLzkZnHmcVTP45WdAdbaFu49LgjkB04vY71j4cx6+Dy0gBoaC2Rr8f94VE+tomOpaeJySy0exffxbLGqoYGxvQkPjjKPCbK1Uyyq55krbQD5Y5FK7A9QSwdj05etVbf1fhzBeS0QMo8GbKVVZL9i4HioGpoM767oLOx5dD3oQc4tINYvn0dnJFuuJzecqmHmSsuSm2fZ8ziKeaRi1dTRNPXE3nB1Ik4ctYqGfqzg7KsGzAlBpMYFWTyWsvW4SGUeGWP3B9/2OedPxX5WCJzzR8e5Xx4wxioAbgPgcM6/rDznlxljfwqR9fgPAPyScrefhmAQ/zPnvKs81r0AnuKcR2y3wc8pUHysMYm7CZV5zOW2NqqA3QG2zgG3f93Yz5skj1I0gwwJB4TjOmfPIyCkBCps0vD5IKLnvhPC7/TAKSG9f/rMJm47IBzetEBSVI835LYOX7dDczWsKswjsZBx5pExhpqh73nxeD4W10N9REVk62dXxWucNtO2xP7ERteGxsTGZtrMoyqDOx6HaUwuFV5vcBTmERAF036OWqHznqCaYvq2HynSqAi0XD/Ss748Y2KtbUXWgtWdAe44uAIASs9j9ro3UGTyZtVIbO8hgiFpQlfDHDYpUS/3NBBnHkvZenxknRGfg8hpfBrA3bGfFQEf8TxDYIx9G0TIOAAcDr6+ljH23uD7dc45GVeOQcQHnQNwa+yh/j7EeML/yBj72uB2D0BkQD4L4Mdjt/8nAN7GGPs4gAsALIjRiG+GCEf/DQC/U+RvuRZQex7z5TxWgbWnALc/tlkGCIuvpFmwEZmhYM/jctDzqEorcXzx4jYMjeFlR+YAAKdWmjgwW8WnX9jA33zgZOS4DE2MJ3RixaOpvG5H5muRiIjVIFvs0Nzw4lI39T1xYVLExrGFOs5v9iKjwixX9BHV1JzHnMVj3mk+JfYH1js2lppVzNWNqec8tpXi0fZ8uRG5mSCLxyCmq7/fi8dYcVVRMm0HrhcZr0ptTZbjyf5ty/VRNTTM18NJW54vRgKSbC2LzhEyfs/25ESvpmkk9uRSQdmoDheEdVMf7nncBdn6wpaIeFuojz+z+mZH1hmxCVH47ST8bLfxcgD/d+xnp4N/gCgUM13PgGQfXwXgX0IUgG8BcBnAfwDw05zzrdhdPggxEvFeAG8CUAOwAeBBAL/BOf/QWH/NLkN1W+dmHjvBlJKF8WVrurBYEeYxZpgBCsvWyzMmLNdH1/ZSHXZfuLiNuw6Hg+Kp7/GzimkmnDDDUFGjemI5j4BgHonNBMSue7ZmJO6Oa4a2J71QtHDfeWgGH3umj7V2KCupO35TF69JVvG40bGw3rFhGlrJPF5n2OiIiJGGqe8q82i7PnATEjMyqidYe/a7aWbgRtlFdbb9wIlm/1YT1mzLFfPRFxoMO0HxuN6x4Pkch+ap5zF/VA8dS6M6XAgC4esZj+oBxPoVZzf7tjs12Zo2Aec3elhqmplzuktkI7V45Jyv5PnZboBz/i4A78p527MIY4KSfn8BwN/J+VgfhCggrytEch5zGWYUKXYC5jEpT7CX1M9izgDd4YH3aZBTZoLB9XH4PscXL+7gbfcdjfz85FIDH3kiHN1HrmphmGHwubivHTPMAIJ53OzacrFVm8XjqO0Z8xgUj4dn8bFnruLcRlcWj32F8c3T80hmmftPLuDhM5tDF5kSybBdH+2Bs6dy10ZXhBtrGov0qE0DajF6swaF2x6HaWiyYNnvr0M/NhyiEsl5jBePoWxNsF3BMM8YhtxIyraduGFmVFSP46EWvG4z1WTmMUu2TmIe+443lbnWQHhdag1cvOQGmzV9rZFaaTDGvp0x9pZreTAlxoOhuq1zGWaUC9/CybGfN6m3Ll22zm/Il1NmUkYUfvlqB+2Bi/uOR1OY6hUdjseVMYRBz6PGJDvr+H4Y1aP0c1ERtha4rFeVZvE46hV9KIvsWoAuYncenAUQzXpUGd88PY8kWb/2tNgP5gllLwG895Mv4Bt+4f/s6TGsdywsz5iYrRroDKZdPIaf65s1KNx2fZi6Josumh29XzGI9TxWI8yjH5WtJfMYvs8kWy8osjVl3obFY37DjGQeTT1xwkwvQ7ZuJGzMe1PseVTbD0qn9WTIoqk+ANHjJ8EY+5DSd1hin6CiDfe0ZIKYx9mjQGX8HV0li3mMyNZNwC5imAmmzKT04v33z5yHoTG84c5oCLsMmQ0Wn1C21mRfqKsUlyrzGA8KX20NUne7tYo+Ur7ZDdCu/9SBJnSN4bziuFYjOfIWj3M1Ay85IgrRsnjMh7MbPWx07T114G50bCw3q5ipGtOfMKMUozdr8egEvZ5UsOz3KTOqVAwIRUiN6okYZirDa4Pt+qhWNCw0TOwEzCOlTRyaFuGi2AAAIABJREFUFwWWoTForJhs3TRHGWaS3Nb6UJvAdN3W4eMsl07riTCq0oj//q0Q7uUS+wjGOG5rYKKYHgCJ8mjYzzJ+ziONC9xIYB53eg5+97MX8C33HcWR+ajsUI0t9qFsHTKPrsdlzqMRk60B4PJOH57Pg37C5J1pPWGBuxYgqWmmauDYQj3CPEZ7HgN2IVO2buOuw7OS5S2Lx3zYDi6ueUY/7gYGjoeO5WJ5xsRMbfqGma4lol2Amzfr0XZ9VHQm48b2ffGYJVu70d9RP3S051EwrYsNhXncGcDQGFaCFiLGmNg0j5Ct+44vZetm1UjseewlXSMCJDGPSdNoxkXV0EBtjiXzOBmyiscWgCXG2P61mZUAEJetCzCPE/Q7AsnjCePTDgCI4tHpAX6+i9FysGAl5Q++/9Pn0LM9/N03nB76He14B3ZUtq5oWsiS+n44nlCN6lGmzGx0RbN4as9jZXqGmUvbfbzknQ/iiUvREey268tChUBSU9XQcMtyIzJlRn3dzYT3RQXnHM9caePOQ7NYDIrH0jSTDzSBY6+KRzonVmZM0VNme1NlQTuWi8WGcKDerCMKiXnMK9XuNeKytWlocu0TsvUw86j2LtquHxhmKug7HgaOhyutAQ7OViOGklqCmWXoWGxPGmEa1WRDF+U4JrGJ9UqC23qKzCNjTPZalszjZMiqNL4AYaj5NcbYG5SMR4Mx9grG2P15/+3+n3FzQ5WtczGPOjGPt070vNUE5rFnu0EoreJhqjQAcBENlAN1U0fD1IciZCzXw3seOos33HkALw0ieiL3izkCXU9hHnWFeUyI6pmtGmiawiizuiMYz4OpxeP0ch7Pb/YwcHw8vxbtCf3NT5zBm3/x45GfEVtQNXScXGpEgsLV4N1RsvVa20Jr4OLOQ7NYagQsbxnXkwtUZO+VpEsB4cvNKmZr0x+VKYpH8ZkYZY64UWF7IgPxeikehVQcrmXZhpmknkcPpiFka0AEhV/ZGQz1fNcS5mInHosZyta26w9ttLq2h4rOEmOg6ma0n9zzOeyYm3xSEItJrGqJ8ZDFKv48gK+CcCqrbuVliLzHvCic81iiGLSgH8XnBXIegakxjyQDA6K5vBGfQ2oGEx3tXvj9CCzPDE+Z+eBjL2K9Y+Htrx9mHYFwqg0VUo4SEk4FtuP5iT2PjDEcnq/hys5gqFk8jmkWj3Ss272o8eHceg9XWoNIliM9Z9XQcOtyEzt9Bzs9B/MBY0DHNqp4pAD2Ow/NYr5egcZK5jEv6H1SpypdS1CRvzxj4mpQSHYGrgy0ngScc3QtF0uHRR/szco8kmFG9jzu86ieoZ5HpcgbOB5qyjUhyW1NhhnaNGz1bFxpDfCS4HNAyLPuRXoeA3NKz/Iw3wiPISv0u2Hq6Dnh+ERprpkS86g+Vsk8TobUSoNz/scAvhnARwBchMg7JGwW+BfPUiyxC1BH7Y2+cVAUTZDxCAC6xqArY/8AoO8kZHLJ4jG/43qpWcV6J+x55JzjNz7+Al52ZA6vu3058T61eM8jFYlBSDggdrKONxzVAwjH9ZXWQDaLZ7mtp9UH1UspHrf7okiIL/KAkJ5OLjcAAOeCSTOqy53eF9tLPkZyWt95aAaaxrDYMMsRhTmxtcc9j3ROrMxUZYxVUhzKOLBcH67P5UW1NMxcJ8yjHcbjAICph2tyfPpMEvNIUT0LQbvCVtfB6s4Ah2KbZzNHvq3af9kMnjfOjPdsNzGmBxBrq7pGh+040+Of6LnLnsfJkPmOcM4/DODD9H/GmA9glXN+NP1eJfYCZiBV5Coe548LKXnlzomft6KzmGyd0J9CxWOBEYUrTVMygIBwQT+/1sG73vay1Kkzw8VjdDwhIEw0SeMJAeDwXB2f/PI6VlsDaCyMDBp+nun1PNLOmopFAjWuq4s/yYimLnoeATHj+t7jC0P5mqYiXcXxzJU2VmZMmVW41DSxVRaPI9G3PVnA7xUrR0U+GWaA6FSYSUD9aWRYu1mLR5Kt6bzr76J873p+xLhXFL7PYSWFhKfJ1gk9j5bS8wgAF7d66NrekPJSq+gjMy9F/6V4Dsk8xorHru0lxvQAYZHYt4WUnjUHe1w0qyXzOA3cfLOnblAQs5ZLtr7rm4B/+gzQTGbwiiBepCRKEhVFts6JpWZUtr6wKfolTwVzq5MQGmZItg7l6QrlPAY9jxWdDRWhR+ZrWGtbeHG7jwOz1dRFnZhHzieXLqno24kxjztK8UiwXDH6y9A1nFwSxePZ9W7kdnTBUy8gcTy71sGdh0JJarFZMo95oEr7e1VYrbct1Cs6GqYhJ6BMy3FNj0N9sPs9HHu34Lgcpq7JtXS33NZnrnZw30//KR4+szH6ximg/u548eh4Pjjnw4aZlJDwaiWUramtZajnsaIVlK3F104s67Fvp7un4/FIWbE+44IK1OWy53EiZIWEtxljz8Z+/N0A3r67h1RiHBhaAdmaMaA2bDgZB+ooLCAlVmEM2Xp5poqNji0LtAtBLM2JxfSpAPGFx1VDwiM5j3xIsgaE49rzOZ681ErtdwQgJaJpRJlI2bqfLFur/VbUmwQI6eXIfA0vBMUjFcz0+/j7ouJqa4CjynSF5ZJ5zAW1eNxLtzUxJsQ8TivrsWQeBSzPR8XQgnia0QXTuHjvJ8+ia3tyAzgOJDOnrLkVXYPrc6UPOj0k3Pe5mGGuh7L100HxGJetBfOY/pngnEfHE5rU85ggWyfE9Ij76PI2QEp6x4Romjqapj7Vx7wZkUVTNQHEaZ73AfjPu3c4JcYFSbC5xhNOEaauwVEWlPbAjaT4ixsJlqyIbL3cNGF7vrygXdjqgTHgWFbxKEPCxfFQz6MemzBju35kHjjhSLBYPrvaTnVaA0DNmF4vFMVWxGN5qAdyEGMe1c3B6QNNfFlhHuuKUcnU052R8Qb7xaZZGmZygGJ6gL3teaRerZkpM4/UO7kUPP7NaphxAsMMkDxrOQsXt3r4wCMXR95up+/I23UnMOSoRjkCGebaweciEhJuRGVreo+rFU0mNTx9pQVg2DBYM7JfC8v1wTki4wmB4b+vlyFbx1uPsuZgj4tblpu4K2YGKlEcWZWGDVFAxlFOEt+HCGXra7ubqsQYrq7lyggRCTPYgxQICid2hdylFzb7ODRby/z74guP43MpT8ejepJiIkim8Xm60xqA0gs1efEoZWuFeVR76yKyteNH2hJOrTRx5mon3PHHR5SlFI/xkWVLDRNbPQf+Hk5NuR4Qla33zm29Epwbs1XBFE2957FxczOPYn2gzXixgQC/8X/O4Ed/7wsjNxe/97kL8tyPM3NFEO91BsIIslawpqiFpaFr0DUm1xf6auqCaV1sVLAerLlx2bo6otc73p9ILGLc0NXLkK3p5/RYiRPLJsQ/+8a78Ls/8NqpPd7Niqzi8RyAGcbY11+rgykxPkQQNpPTIa4V1FFYgLgAzcSZx0rAPI41ZSYoHrd6OLGUPcg+7o50PV/K+fTVDaJ6kmRrdbFMc1oDIbs7DdNMzxkuHlXzzJBsrTKPKzNoD1xsdG307fSmeRWc86GpE0tNE57P0ZrynOQbDSo7vHeGGUv2asmesmn1PMZk65t2wowXZR6LbBIfPb8NIJuZ9nyO3/7UOXzlrYswDQ2dCXI6iV1UN+y0Md6RxWN0rVNnX8vBA8F6sFAX7/18vTLUAjWKeZQScyyqJ+62Fn3xKW7r2MZ8N6J6NI0lrv8liiHLbf17AH4MwIOMsfMAqGFtmTH2xQLPwTnn9417gCXywdCZlFOvJSoxw0wnS7YuUDySNEehyBc3e3jN6WyDT0UXeZcy59HjknEkWd/x03selxqmMAB5Pg7OpjdTTzP/jViH7Z4js83U2J64YUZlHk8fEMLAmavdxCkTSQWO7QXSUqx4BEShTkHBJYaxpbwvzh4UVpxzMdc6YB6NIIuwY02n6KficbEpGM2btXh03HBzmWckH6Fve3jqspB8bddH2qn0safXcH6zh3/+5pfgnX/0JfSs8deRdrDhU4tHOnbaDMYNjFVDgxWsK7R2V4P7UN9jkvIyqv8z3p+o5jyqEFE92YYZYhzl2NUpRvWUmA6y3pF/BeA2AN8J4Fbl5xUAX1HgOUot7BrA0DQZw3AtIYoU8RZzztGxXekCDQ8uWIi84VnVaVhSZi7bro/LrQGOBw7jNDDGIkyB64cXgdAw40u3dRyaxnBwroqLW/1M5pF26YMpuFFpkXR9jq7tYaZqRIrHaM9jVLa+LXCen7naQc92h6SrJOaRLoRJxeNW1wYOTPwn3bDYa8NMq+8GOYzhxmamZkzNMEPy4mytkhn1dKPDDgwzQDDxJCfz+PiLO3CD1o8sZvq9nzyLI/M1fOPdh/DuB5+aaEJQyDyGIfGhbC1+V40Vj2qIuJodC0A6rg8lrH+jDDO0maa1hdaj+OczO6onqh4lyfIl9gdSi0fOuQXguxhj/xjAywA0APwxROj33742h1ciLyo6u+b9jgAVKeGJzjmGmUc92IK7+U0ZKht2absPzrOd1oS6qUfc1mSMMYaiepIL7SPzNVE8ZvU8xiKBJoHKLG737KB4DF+nwVDPY/geH12owzQ0nFnvJk6ZSC4ehx2Y8RaBEslQi/q9kK3XuxQQHlJas1VDFhCTguTvRmCcuGmLR8UwU6touWXrR8+H8zDSJhB5PsdDX17HD7zhNhi6hqZpTBTy3rHSZet05jEsAm2l5xEIWefDc8PKSzUoHkkhiWMQk611jQWzqsO/j8YNjnZb715UT4npYCQXzDlfBbAKgD4wFuf8/9vl4ypREIa+d8wjLa60CM7EDTOMiQKyAPNYq+iYqRrY6Ni4sBXE9IxgHul+sufRD+Vp+krTC5IMMwBweL4OYCvTbR2foT0JerZaPDo4vhiN7VGl8YHrRfpJdY3h1LIwzfQdH/N1hX0wtERGShaPRgrzWCIVWz0bi40KtnrOnhRWcjRhc3eYx44lPl+axgJF4ebMebQVQ129okdc9ll4TCke0z4f7YEDziHbYppVPbIGFAXJ1uq6QGsdbSrivYtVQ5O9jnHmcT7oeUyTrek+SZFwdB1QC71m1Yi4rUf1MMZbggaOB8Zy5heXuKYo+o78I4g+yBL7DIa2Vz2PTC6U5PocMswAgF4txDwCwnG90bVkQHie4lGN1hDTGwLmkdzWwYSZpKgeALjj4AwOzlYxFy+AFUhXtz15AdG1XPlc5I6M9jwqkyBibmtA9D2eWe9iYHuoK5uHIrI1SVUl85iNrZ4js+/2YrY19f8uKZOPZqrGVKN6yIRzM8vWjscV5lHPtUnknOPR89uyKEprayATy1yw0WtWJyv+2wMXjAFNpSeQ1ohWmmGmooVRPVQ8BteOxaDnMUm2ro6IKIvL1oAojlVmVTKJI2RrNSS8oUSQldg/KFQ8cs5/hXP+3l06lhITYKlpYiXD5LFboGkGQCh7JRaPRjHmEQinzFzY6qGis0wpmVA3w2gNxw9l60rgtnY8IZukydZ/74234cP/+A2Zi9U0Z972HU8GdhPjuN235cVr2DATXXRPrTRxfqOH9sAZW7aum3rAsJTFYxa2ezYOBOfYXvQ8EpM0Vw/Pr5kJiw8ValJCtZKeE3ojw/M5PEWxqFX0XO0pL273cbVt4ZW3LAJIZx6pD5FUgqZpTGiYcSVbTBhtmNGVnkfx3MS00kYyi3lMMxAlBXo3TANdS2Ues2VoU9cipsfEcbcl9gUyi0fG2Pcyxv5Gyu8YY2zU/f81Y+w/THKAJfLhZ/7qPfj333ntTe2q27o7knksVjwuN6tY79i4sNnD0YV6rhiimqH2PIZFoi5zHv3UnEdALKJLKTOt5XNUpje2rGd7OBLs8olx3O46WGhUhtyNccMMAJw+MAPX57i0M4g4EtWmeBXxOA1CfBxkiWFsdm3JPO4FK9dJOL+mK1uHxePNyjzSpkCVrfOc5xTR88CpJQDpPbFU0JHa0KjqExtm4gbF4aieDNna8eXPAODWlSY0FprxVNTkaMPk1yPe8wgAM9VozyN9nxbVwxhDwzRkkdm33bJ43KcYxTz+JoB/l/K7SxBB4ln4PgD/sOhBlSiOpaYp422uJdRIGJKthwwzQMA8FpStmyY2uxYubPVxYnG0ZA2I6QZ9OWFGierRRkf15EXNnCLzaKvMoy2/LjQq4sI1lPM4LFsT4pMkki5gdMxxB+ZS08TmDThlpj1w8L6Hz008h9z1fLQHruxV2wvDTNgvFp5fs1NmHuncvVkNM/S+UhqDcFuPfh0eO7+FWkXDvccXAKRHOVFBN98ImcfJDDNOxGmtHjuxnMnFY3TCDBWcrz61hM/++Nfh1pXh+SA1qbgk/21JzuhG7O+j2zRTZGt6HjlhxvFSzTUl9hZ5rqBZdE/ZiHCTw0xgHocmzADjMY8zgWy9OTognFCvaFJmErJ1/qievJjWeELOOXq2i6WmiaqhYacX9jwuNMwh1sNyhmXr21ZChqBuRnsek6TVsOcxeuov7fP51pzzsaTiP3tqDe/84JfwzGp7ouenloKDeyhbdywPpq5FWPOZmuh5nLQ4BsT5O6MWj9fpeMLNIKFhHEj3sRHK1n3HG/n6Pnp+G/ceW5BybCrzSD2PtbDncZLxhO3B8ESvcDxhWki4LhlHGRKurCvLKSREKFun9DwmyNbNqh4zzIx2TzdMXY5tLWXr/YvSwlRiIkR6HqfMPC41TTgex2bXxvGczGNdaXB3lSIxPp5wEuaRJvlMKltbrg+fi8V2oVGRsvVO38FCvRKwqNnM43yjguVAZs/T80gXizgbsdQ097Vh5r9+8ize8LMfK1y00d97tV1s4xIHxSctNk0YGtuT4lE1tBBmqhW4Pp9KfyL1zwHBbPQpTFDaC7z7T57CD7zvkbHuK2VrJaoHyA5MHzgenry0g1fcsiDXlVGGmbDnUYft+mN/ntoDdyjdQhpmAjONGVvrRD9rNCQ8rY0n+rjZm2batKutNXFmtT9CtgaC4lGZbV1mPO5PlMVjiYmg9jy2swwzYzKPhDxOa2yewav6n5BSr8h5DKJ6yDDj+xE35ThgjKFmZM95zQO5C6/oWKibUrbe6oWyNS3InPOg53F4ISXpulbAMJPU87ifmccnL7dweWeAL17cLnQ/eg0mLR5pusxiwxyaqnSt0LXdiGQNhLFY08h67NphIVKt6LD2OfM4cDx84JGLQ6zgVs8eu3+X3lcqAvNMk3riUguOx/GKE4vyfqmGmYEDXWOSeWukTGHJi47lJsjWodu6nuBUVufey6ieHMWjZB5T/jbKmlWfr1lNlq2zmMdaJYwv6jvpc7BL7C3K4rHERBDMo1i8u5YbhJUnfKyM6hg9j6F8kicgHJ/9LXznhX8td62OnxDVEzCPxgSyNRANIx8Xag/bfL0iWYkk2ZpksKTX9nQgXUfGE+o6XJ/D96MX1qQ4DUAUj13bm0of525gtSWKv4ee3yh0P5p+NHHxGBQjiw0z8pm/llBlZQKZJSbte+ScB8zm9WOY+bOn1vCjv/cFPLfWifzccv2xz80kwwyQnel65qp4/pcemZX3s1M+H62+iOaiAmsmYJLHNc20B87QZ0INCU/KY4y4rZ0ixWNgmMmQreMSc8PUg+ERwTViRFQP3WegMo9l8bgvURaPJSZCJZgFzTmXDfeJMTe6WZh5VF3PuZhHpw/TH8ByRBHmKsYYiuwJex4n++irYeTjoq8spPOBbD1wPFiuL5hHZRHNYghOBcyjukMPL2LRAoBYg6SeRyA6gm8/YS0o/j7x/Hqh+1ExMLlsHTCPzYr8zF9r9BLGulGxN07Wo+36WGsPAIjPl+PxMKrHCCdH7VdQT188ZNty/LHnztuuKHLUqB4gm3mkz+ahuZpUNLIMM2qYPzHJ45pmWgN3KJM2lM55ouRrZhhmsjCSebT9oeebqRlwfa7I0MOmrzjqCvPYK2XrfYuyeCwxEaiYcTweifoYglEtnPNI7vF6RZd9fZkIHl/3LFkkUtHIGIOhMbh+ds5jXkyjeFQlnIWAeaQiZaFuBs36MYYgYSE9HTgj4z2PwHCvVtKEGUAJCu/s0+KxJYqcx85vRaI/RkHK1p1JZWuFedRZanGwm0g6v+j/bSvfFBQV73noBXztz/8l+rY3FLN1PRhm6PyJM2GW62Hgjja5JCHO8MviMeNcv7IzwHy9glow1lF9nDhaA0cGhAPh6z2OacZyPdiun2qYAZA4dSwa1RPkPOZYD0f2PDre0Kb04KyItloLlIM8s6pVVadnu6VsvU9RFo8lJgIZUmzPR2eQUTyOwTzSnNUTS/V8EwaCCTZ12Bi4fmQ8ISCka3fEeMK8EJNsJru4dpXmcTLMUJEiex6dcEwXkMw8vurWJbz61BLuPjovfyYvYkPFo5jbq8UyM4l5XJ+wyNoNOJ6Pja6N+08uwPE4Pnt2a/SdlPsC0+l5NHUNDVNHZY8Kq67lRiaJAGGywTjM47OrHbQtF4+e3xoyu1WN/W+YoU1EfIMk5i9nm1zSQJ8X2fMoY7nSH2u1NcChYBY0rYdZhpko8xjMch6DeUwbyqAWgklFWtXQ4XgiDN0KMm/zrK9UiBaRrSls/Eqw+evZosDMyuxVI8oGjh/Jry2xf5DnXVlgjH0o6ecAkPK7yG1K3LhQZZquPYJ5LFg8Vg0dszUjd8YjMY91WOjbXmQ8ISBMM47nw/Uni+oBhIQzrjRG6KvMY8NE3/GwGiyyC/VozmOWbL3UNPE/f+C1kZ9V9RTZOoEdAIC7Ds2iojM89Pw6vvqugxP9XdMGFX5vuecIHn9xB598fh1vvPNArvva0yoeu8LExBhLjUHabXStYdl6ZoKex8s7Is7m4TMbePNXHI483nXFPCYUjwB91ouxVnH3cZ5pUqttS4bHV1I2bYRW38HR+bB/uznB+9eR0WhRw4xaPCb2PFbCY0waeZqGUTmPSc7ow/OiqF6VxeOw6SsOclu7ng/b80vmcZ8iT/FYBfDWjN9n/Q4Arn1neYlrhooi03QGLhYaKfKyXtwwAwDf8coTuOf4XL4bB8xjjdkYOB4cxW0NiCkzjudPHBIOiIV0UoerKlsTG3F+swdARPCo8k1SHlsW0pnH5AvqfKOCN955AH/8hcv4F9/00iFmci9BPWW3LjfxipOLeOjL+fsepylbk7Qv3NZ7YJhJ2JyRO3qc4oOyEB8+s4Gvun1FPN4uGGbWOxZmqkbhQm4UenaUlScQM9Z3vMLsRTwkXE6Tyup5bA1wx0Hx+pkpmzZCa+BGxktS8Rjv28wDWn/isrWmhS06SRvFqmxp8WB7BYrHERNm+o43dCwHg6J6VWEeR/Uw1gKTTS8lGaLE/sCo4vEPUBZ/JTJgKtEUbcvF8TRji1FctgaAn3zby/Lf2CPZ2hI71xjDaGga+nZUlhoXtYo+MZsVGmaEbA0AZ9dF8bjYMKFOWpDMY8LFIAlFi0cA+JaXH8NHn1rDZ85u4jWnlwv+NbsHuvAcmqvhdbet4Bf/7FlsdW0s5uiDJYZwu+ckzgbPC+GAF+/RXsnWPcsbjuqhnseCGxnOOS7vDKBrDJ+/sI31oNeVitFpTZjxfI6v/Xd/iYqu4e1vOIW/9cAtyTmwYyBLtgaypeY0pEb1pDCPns+x1rakbB0qMcmXzZ1+tOexGbBq4xT/NOownvNIx+/6yYVaVRaBxDzmOycqOoPG0l/XgePJ14EwWzXQMHVc2Ql6Hi0vc7oMADQqBmzXl324pdt6fyLzLOac//VrdSAlrk+oDeJda3jOqsSYzGMheGHPo5CteVS21hn6jiu/nwT1KRhmqOeRch4B4NxGFwDkbGvb9UVvUoFIDSBa1KsYOH4iGwEAX/fSg2iYOv7o85f2VfFIzOPBuSped/syfuGjwKfObOAt9xwZeV/179/o2HIUZFFs9Ww573cvDDO2KyS8mdiFt2poqOissFt3s2vDcn18zV0H8LFnruIvn10DEEbHmIYG1xd9cXlmyqdho2thp+/g0FwV/+ZPnsav/eUZ/O7bX4M7Ds2O/ZiErh1l5QlUPI7TVuKkGGbSzvWNrgXP57K3j1g/2xu+/cARBpc5RWaWOY9jRPVQz+NcTLYGxPvXd7xEg51kHh0fluvl7v9mjGUaBSnnMX6fw3O1kHl0vJE9jDQpi7I6S9l6f6I0zJSYCHKnHcjWqazCmMxjIQSPX2eCeRRu66hhhuShSZnHaRhmpPNQka3PbnRh6hrqFT3Sb1VUtg7bCaIL/cBNZx4bpoGvf9khPPily/sq42+tNYDGxKzz+04soGnqeChnZI+axzgJU7zVc6SBS52qdK3QTZnexBjDzBjzrS9ti4v52+47Cl1j+POn1yKPT5+zST8H621RAPzU2+7G7//gX0HXcvHfPn1+osckkMkkbuyhc2WcrMe4YWZU8UguYpJn6b5JOaCt2HQZQGwcAdHPWhRpsrV6/InMY0WRrd38sjUgCs+0zMu0UYKH5mrSMNO3Xfk3p4GKS0p+KIvH/YmyeCwxEWiRGjg+uraX4bYOonqmMIM3FdIwI3oehds6apiZVvFYq2gTh4T3bQ8aEwsySaIXNvuYD4wZtBD3g+xHoDjzGJf0+na2ieBbX34U2z0HH3/uauG/Z7ew1rKwPFOFoWuo6BpecXIRX8g5aUaVl8ctHjnn2O7Zsp+3sgeGGWKp425rIJxvXQSXArPM7QdncO/x+VC2VgwzwBSKx6DXdGWmilfesog33nkAH/7SlaHw+nGQZJjxgjQFIN0VnIUhw4yZLVtf2QlbKggVnSW+biQzq7K1FkybGSfnsWMlu60BlTlN6nlUZOuCxWOtoqe68Acpa8vh+Zp8nXr26IkxVPAS8zjtXtkS00FZPJaYCLTI0uzfdLd10J/mFc+jyw0yzMASxaPHYcSieohBmGQ8ISCauqeR89g0Raj6fFA82p6PxeB7NaCYLpB5F9LUnkfXz3xQgihCAAAgAElEQVSM199xAIuNCv7o85eK/TG7iNX2INJLNVc3ckuStutLpmdc00zHcuH6HEtK8TiNWdJFQMxUErM/U62gXbD4uByYZY4u1CMtClScypzQBPm1CDa6VDyK1+4t9xzBldYAj10oNmYyCb0E2Vr9vI+zuaPJMJJ5NMLNcRJWg5D1w0rxaBp6Yk/sTl+8RyrzCAQj/MYyzGT1PAaGnwSlIjTM+LBdv1BsWa2ijxxPGMehuRrW2gNwzoOg+9FuawDYkLJ1GdWzH1EWjyUmAi2ylE+YtJABEMwjUDgovBCIeWS2kK19HxUtapiRzKMxYVRPMOJrEgal77iS2ZitGrK3jPofI7J1Rs5jEqopxaPlePKCmISKruGb7jmC//3k6sRRRNPCWsuSYcMAgqicfK+74/k4Mi/uOy7zKIPbg6J+L6J6ZH9sgtlgtjoO8ziAaWhYbpp4bVA8Nk1duuyrCT2zX7y4XfjzTrL1yqw4/9/00oMwdQ0PPn650OMkgfoE1cJOLSTHKh5jzKOhazD1dJVhtWWBsbA4BtJ7Ykm2jk+EaY7JPLYHLkxDS2xliTOnKlS3dVETWdXQEjfNIgIteaLN4bkqHI9js2uLqJ5RsrVkHsX5WsrW+xNl8VhiIphBEbbZDXbBWTmPgGQHdwXBYzdgoWN54BwR5rGiM1kQTdzzaIbSz7joWqGEwxiTjASxkGHx6I/vtk7MecxejF932wr6joezgXlnr7EWYx6LOIFt18dM4GYft3hUp8vQ81/r2dbxCTAqZmpG4Qkzl7b7ODJfA2MMr7xlEYbGIqxm2BcnXuez6118yy8/hP9VsOhb71gwDU0a6eZqFbz+jhU8+KUrY02AUZHEPKrnY57Nz2de2MRX/sxH5WdDzrZW1odqRqbrWmuAlaClgpCWkZkkWwOCWRvHMNO2hkcTqscApOU8hmuX7Y3BPCYUj1RcJxWrh+fDoPC0vkgV9HvqeSxl6/2JsngsMRFMXZzYW90RsrVOsvXuM481WFLSUd3WhsIgTNzzGCy4k/Q9ioU0fL0WgosKfU3uecwpW6e4rfspIeEqDgQs0X4YVUjTZQ7Mxg0J+YpHmmN+YKY6dvFIvVdkmKkEeaHXElQ8JrEwzapR2HBxeWcgw6qbVQP3Hp+PGC/inx9yvH/mhY1Cz3O1Y2GlaUYmmHzTPUfw4nYfX7i4U+ix4kjqeVT78dLkVRW//amzuNq2ZMpBnHkEspMVrrQGEckaSP987iQYZgCxZo5rmIkHhKvHACQXXrIf2ikWEg6kTx4aBO9F0vOpWY89e3RUD22aN0q39b5G2UxQYiKQ/Ls5SraWzONuFo9BVA+zpYxXUd3WGpM7/ImjekY00udB34nObSXGkfIL1bm6WeMJk5A1nnBU6O5yIMFRv9peYr1jgXOMzzx6HA1Tw4HZ6tg9j7J4jISE703PYyLzWC0ue17a7uO1t4W9jj/5trtl3zIw/Pmhzdgj54r1Kq53bClZE77+pYdgaAwPPn4ZLz8x/hAymfOYIlsPRjCPrYGD//3kKoCwNcHxfGgMkXiiekZ/82rLwrGF4eIx0TAjZesY81jV5WcsC47nQ2dMtha0B07qZt2UxWOCYaaiytbFmUf1c0I4uyHyaZMKQyquL2z24fk814QZoIzq2e8omccSE4EWqc2ApUpygwJQmMdrI1tTjEWUeWSyP2oaIeFA9tiyUYg7D4lxJGainmCYKVw8jiFbrzTFxX59HzCPMgol1vNo5WT+bDdgHmfHZx5pEsuRgKnbi9F90m2dUCw0TKNQ8eh6PlZbAxxTMi9ffmIhMpYy/vmh8+mZK61CsUDrbQsrM9Hicb5RwetuX8GffOny2NK17fqhqzpNth5xbj74+GV5++2gsLMDplrFTNWQLFgca61BJKYHoM/H8N+103dQr+hDxVozx/vHOcf/9Z8/hR//4OPyZ52BmxjTQ8cA5DPMFHNba0PmoYHj4cf+8HEcnK3iaxJGmx6YrYIx4MzVDoDRE2PqseKxDAnfnyh0BWWMvSn4t7hbB1Ti+gIttMQ8pi1mMIIFdleZR/HYM7qjyNYq86j2P06neJzEVNKzosUjFY1kzKBFk3IeTUOLyH9ZSGIeOecimmPE4j1XN2BoDBsTjvSbBsLpMlHm0fH8XIWHE4xfI9l6nGLlxe0+VmZM+X7siWGG3NYJmzNy6+Y1s6y1Lfg8LIaTEJet6XzyOfDFAk7p9Y4VMZMQvvHuw7iw2ceZ9eS+Ws45Hj6zgYtbvcTfq+ddRLZWmccRxeMfPPqi/FwRm5bkPr7vxAIeO78NN/aeW66Hja6NQ7Ox4lHXUgwz0dGEhGZVHzme8IlLLTx6fhtfVKT+dlbxSDmPiYYZNaqnmGFGuK2jx/pvH3waz6918PPfcV/ieNqKrmFlpirf67yy9XrHgsYmT8YosTso+q58FMBHAOyfBOESewratVLPY3pIOLmtd4nN8lyAi4/ljGZLpkR1W0cyH6cQEg6kz3nNg57jRiQcWnjjbuu+4xXuTUrKeQzjfrIfhzGG5RlzX/Q8yukysZ5HzgE3R7EkmEeGA7NV9B1vrEiUi1v9CEuXFgK9m+haLjSW/N7RVJi8LRSSSY3JrSqqsc93S3FzP3p+K9fz+D7HRtceYh4B4NRKEwCwGuT/qff5k8cv462/9An8jV9/GP/2wacTH7urGEzUIlGVsLNejwubPXz6hU38rQduAWOhpOx4/lCx8prTy+hYLp683Ir8nJjsw/PRvy/LMBPvdwQEczyKzf39Ry8CAM5v9OQGqGO5mKmO6nnMkK2DiTeFZGsjKuF//LmreO8nz+J7/sqteMOdB1Lvd3iuJg14oybM0JrYHoj1Me+GucS1RdEr6BaAHc75ZJ3OJW4YxKN6UneVJFvvFvOoGHEazFFk62TmceKcR8k8jr+P6sech0PMY0y2LsIQJBlmiK0ZJRsBwHKzui96Htdag+EoFCOcajQK0jAT9N2NI12/uN3HscVo8egFo/uuFTqWKzNB46CLbV7p+lJQsB3LGNUY//y0Bg5MQ8PtB2fw6Pl8zON234Hn88TiUb4fMXb75/70Gfz9//YoeraHw3O11F7AXirzqBhmMorHP/r8iwCAv/qKY5ivV0LZOqGYes2pJQDAw2eiZqHVhOkyQLqhaqfvJI4SnKka6NleKivueD4+9PlLMDSGtuXK/szWwBktW2eNJxwjJLyqyNacc7zj9x/H7Qdn8I5veknm/Q7N1XBxS2xaRkX1qMdTStb7F0WvoE8BmGeMzezGwZS4/kCL1FbPSc0cA6Awj7tUkChFaUOzZSxGJdbzSJg057E+Rs/jv/zjJ/H7j1yU/+/ZXmQhpaKRvhJD0Hcojy3/6appTEy6UC5iJDflib5YnjH3R89j28JysxqLXMo//cQJokjGLR4553gxxjwWKV6nhZ6dPvqTTBN5exHDHs505tE0osx1eyBiYe4/uYDHzm/lkv/ldJnZjOIx9n48em4L9x6fx0f/yRvx0iOzchMYhxptkyZbp7WUcM7xB4+9iFefWsKJpYYoHqVhhg+pEgfnaji10sSnz2xGfr5GLRWzOQ0zA2copgcQhhnP56mxX3/xzFVsdG38tfuPAwDOb/bg+xydMaN6aGNAU7iKGmboNd7s2nhxu4/vevXJkWvK4fmqHC42ygCjaUyur3k2uiX2BkWLx98CoAP4gV04lhLXIWih9XyeHtMDKMzjbsnW4eM2YMsLaVqf4zTGEwL5pULf53j/p8/hT4KcPN/n6DvRaQsvPTKH5aaJ4wsNAGIHzhj1PPq5Mx4JZuwiRozBKNkaEOPk9gPzuNqKZjwC6WagJFjuZMzjeseG5fox2Zrlfv5poWulR5xQUTmqb45webuP2aqRGvMCDIfMUyzM/ScXsdVz8EJKr6KK9XZ0uoyKuZoB09CGmMerbQsnFhvQNYbZWkX2WsZBf+ts1YiMIaQCrKKY4+I4v9nDmatdvO2+owCEUS2LeQSA15xewmfObkbYZprXfHg+yTCTzDwmydbNEczx7z9yESszJr77tbfI4+85Isc2Ld0ia7Y1YwxVQ5OFeaGeR0Mwj5xzXAiYxBOL6Qw2QY0zGjVhBggZx9JpvX9R6GrEOX8PgPcAeDdj7J8zxpq7c1glrheozF5m8XgNmcc6C93WemTCTHTO9SQo6ra+tNOH7fp4MWB9Bq5Y/NXF8TWnl/HIO79eRvYwJnbgfZt6HostpPFIGzrWJAdmHMvN/dPzeDDGXCVNP0mDapgBgKvtwYh7REHv17HFhvzZtOY+F0HHSmcem8FnKDfzuDPA0QzJGohKm4DoCZytGbj/FuGVzCNdU2F4IEG2ZowlZm+utgY4GGwW5upGpNdSBTGPi00z8j5Qz+N83Uzd2NHaQAXNfMPEDhlmEtzWAPDAqWW0By6eUvoeV1sWKjqT40QJ8U0bodVPZgqziv+tro0/e3oV3/ryY7JP9PxmTxbVaRuAagbzSL+nPs8izKMaMH5hU5iZTiw1su4CIDr7O09BKJnHsnjctyiU88gY+1Dw7QDAvwHwU4yxLwG4CiDtKso55986/iGW2M9gjInF0vPTzTJAOJ5w15jHkKGoKcxjJRYSTph4PGHB4vHMVcHUkGRIF4pRC2m9okvZOg9jqCK1eMwlW1fRsz0xTmwPZ8uutizcc2w+8jN67/KYViiqZ7FhQtdY4azHFwN25Xis51E8/zWWrVPeBzrvcvc8bvczzTJAcs7jbM3A7QdmMFsz8Oj5Lfz1Vx5Hx3Kx1bUTCwhqe0jqeQSEnK0Wjx3LRdf2pDmKmEfO+VCvJ7nPFxuVSHsFSarzdSO1eOzL80D8jQv1Cs4HZg5hmBleGx44HfY9fkXweVxrDXBwtjZ0bJQGoML3Odophpms4v9DX7gEx+P4a/cfR7NqYGWmigubPVkAp23Y5WzrlDWjWtFlYV4sqicoHh0fF7bGKx7zSNEl87j/UfSq8NbY/2sAXjXiPtfWlljimoNkmtlM5nGXJ8zQ4xp1VLkl5aX4eMLw++mMJ0y6QP3FM2v4yBNX8O5vv1f+jGS+1sBFx3Jzm1fEOLDije3AsHzWL1Q8BkHhHRuNpb0pHl3Px0Z3mHmkqUajmD/P5/C5eK81jWFlxiwsW7+4LS6QqmGGesYc91oaZjwcW0hmmZopPY+/85nzeO3pZdy6EhWILu8McO/x7HDupJzHg7M1aBrDK04u4pGzW/ifn7uAn/3w0xg4Pj7/k18fOdcA0fNoaCyxYAIEI0nMLqD0EAbM42zNgOOJXsD4Z5bOn8WmKY0YQMiULjTMiJytIr6JWmiMlq2PzNdxy3IDn35hE9//+tMAgukyCX2jSW78ju3C58OjCYFQxk0aUfjpFzZwYqmOlx2dAwCcXKoHzKO47SjDTNr6UjU02RdeiHkMbjtwPVzY7GOxUclWnAKor1MmyRCAisay53H/ouhV4R/tylGUuK5BRVnqdBlAYR53WbauL6DaC6VJNapH16ZXPNJ4wqS+qo89vYbf+cwF/Og33IXlgHVRe8Qub/dBrVOjFlKabmG5vgwRz4u4fGYV6nmkKTPJrNK1wHrHBufJblZgdPEo5xQH79U4QeEXt/qYrRkRl2ylQM/ltJBlmKFeyKgD2cO/+IPH8brbl/Hfvv818ucDx8Nm1x6aihLHcM5jmFF4/8kF/OJHn8M/+8AXsdCooGO5Iu8w9j6tty0sz5hyIkocB2ZNfF7JjIzHMpEk2xo4Q8UjRfUsNcxEt/VCvSKZsTjonKXCZL5ewU7fge9z6c5PwgOnlvCRJ1bh+xyaxrDaGuCuw7NDt0syzKRNlwHCqKVOwojCnb4Tkf1PLjXw2bNbI2Vr2mClbRTNSM/jeMzjxa1e7rWhqGxdk7J1OQRvv6LQO8M5/5XdOpAS1y/o4pxZCBm7PGGGHre2ALN7LnzaFJPMpFE9hq6horNE5pEuAk9ebuH1d4jsszPrXRgag+tzvLjdD6fI5JWtHQ/VBNdqFkxDT4wuycU8Nmm+9d6ZZtaC/sQh5jFn8aaaJwDBdI0jW8cjbcycxes00c3qeUyQrVt98f1Dz2/gkXNbeGXQqxiflpMGQ9egsbhsLT6z33zPEfyfZ6/iu197C+oVA3/v/Y9grWUNF4+d4ekyKg7MVLHZFSqBHhRjQMg8Un+gYD2j9+0pzGNkwkzwGZ+rV9BfG8U8is/RfL0CzsXz2G56+81rTi/jf37uIp6+0sbLjs5hrWXJ81tFkmGG5lonMo9BgdRLkK1bfVeqAIAoHj/0hUsyGi2NeXzrfUdQN7WMnkddFrTFQsJV5rGHu2MtJWmYqxliRnjO1AgqMEfF+pTYO5TR7SUmBhVl2W5rYh6LGRZyQ2EeTd8CdUtExhOmBIaPCyEpD1+g6CL+xKWwuf7M1Q5ecVJIhZe2B2HP46hRXWSYyTEZJo74RaxoVA+APTXNUI5evChJyrBMAjGP1QmYxxe3+5F+R2Bveh5FzmOK29oclq1bikv5l//8Ofn9pW1x/o0yzACiqLBcD67no2t7slC549As/uDvvw5/9RXHpbnlamf4vE4LCCccmK3C5+EMdXpviGmm56MiR0XPdgNHtpC2qU2F2jtqFT01gzWcE0+ytfisb/dt2AlRPYQHTotZ4O/60BP4rU+8gLblJsrWps5gu9EJSFTMJ02YoXUzKcA+Hix+YqkBnwNPX2kDSC8ebzswg7e/4bbE3wEI3NaO/D4vyGzXsz28uN3HicV8zCNjDIfna6lZpXGUhpn9j4mKR8bYLGPsJYyx+6d1QCWuPxATNJM1dsrYbcNMyDxq8FAJ/Fuqq5pYSMaiEva4SC0e7WjxOHDEQvua08vQNYZL233FMJNN/tdMhXks2PNYjY1Jo4tpHtmamMf1PYzrubyTnEeYN2fRlsyjuP3KTDWQwvP3KiYyj9c459HzOQZOOiOmawy1ihaRrangetUti/jYM1fx+MUdrLUH+Ok/fgK1ioY7Do2O6iXDFRWlSRIpscI0g1xF0lxrFfS79bY4d1dbA1QNTTKOJPEmZT1SRipthOi9puKxXtHz9zwGxdlO34EdjAFNwrGFOn7oa+/Axa0e/tX/elL+LA66vzoBiYr55Akz4jiSDE/xYPGTgUz8ZLC2ZMUtZaFqaGhb48vW5za6cDyOE0ujNyGEQ3PV3MUg3a4sHvcvxmooYIx9M4AfB/CVEAUoVx+LMbYA4L3Bf/8257wVf4wSNw5MyTxmLGSaDjB996N66oLdq2MABzPRYPCgYKzo+WdEZ6EemFnioIvtk5fEIKbzmz1wDtx+cAaH52q4tNOXF+/RsrWGtZaXbJh54ePA4Xvk3xyHaWgRWZ0umnndjk1T31Pm8dxGD7VKmNFIyBuVQ8UdFY+LDROez9G23MTeszh2+g7alovjMXZFhpRfo+KRNiNpbmtAsFcq80gF1z940+344d95DO9+8Clc2RngSmuA93zPqzOLOgIx11nmDHpv1mKMLucc6x07MeMxfl9qJVhrC+mbzs3ZrOLR8tCo6kqkkJjWZLkeqhUddVNLdVvH804plH+758DxeGZLyz/5+jvxI193By5u9fHU5RbeeNewbK0y0/T9TkbPo2w7iBlmOOdoxbIhb1kW5qcnLrXA2PiybrWiy9DuYlE94rbPr3UAIDfzCAB3HJzNnUVKa1QpW+9fFGYeGWPvBPAhAK8BQFfgyJWYc74NwALwNgDfOeExltjnCHseR5zoRnX3xxPWqHgURU9SVE9lCqwjIC4+SVMsiEE4s95Fz3ZlTM/plRkcma/h0nZf3m/UaxZG9cRyHp0B8NvfCjz2/tT7DkX1FJCtARHXs5c9j+c3ezi51Bgq9PPKxnHDDOVn7vSSg6fjuLg17LRWn/9a9Tz2LPqspBePzaoR7XkMmK7jC3V8z+tO4ZNf3sDVtoX3fd+r8drblnM9r6lrsFxfPlZS4VM1dMzXK0PtAK2BC9vzR8rWQChXr7YGkf7WWdnzmCBbOx6apiHPCepvpRnwNUOHGxhg4ogzj1ScbfedxNnWcTDGcGKpgW+4+3Biv2DS54OY4PlG0muoQdeYfJ8JHYsc2uH7fnC2CtPQsNm1MVM1Us1Io6BuRIuFhIvbPrcaFI8FzHQ/9paX4n3f+0Cu2zZK5nHfo1DxyBj7agA/DaAP4PsBzAFYS7n5f4UoKt88wfGVuA5Ai2Va/42Ebu6iYSa4wNREA3ediQtSdMJMwDwWlH/TQA3gcXQtDwsN0YT/1OU2zqyLhfbWlQaOLtRxaXsg+5saldFua9Hz6EUnzLgDgHuA3Um9b9qEmbwy1V6PKLwQFI9xFDfMhMwjADmKbhQo4zEuTValbD1eVM8fPnYRb/2lj+eWz4lRzNpoNExDZh8CYY/dbK2C7/uqU/iOVx7H+7//AbzylqXcx1mtiM8PMX9po/AOzlaluYkQjiZMZx5XZqLFIzGPhFnFMBNHz3JRN0PmkQpCKVtnRGkNXA+GxuTnItxU2CIXdMIM2KTPZ6vvgDFgJoE9ZoyhYepDUUst+bqHBaemMTnRJQ97ngZ1DSg2njBgHq92wBhwdIRrX0Xd1BOL58Tblj2P+x5Fr6I/BCFR/xjn/L9wzpOzEAQ+EXx9+VhHVuK6QS7ZGthd5nFIthZFT5JhZtKYHkI1MLPE0bFcfOWt4iL95OUWXrjaxcHZKmZrFRxdqOPyTl86K0ctjrWKjq7lwvF4tOjzgwtNRjEeN8xQ32ReyX65WZVFwLUG5xznN5OjQPIbZkRxRq+blCf7+QricLrMdA0zT11u40svtlJnGcdBjGK2bK0nMo9zdQPz9Qp+7jvuw30nsrMd45DMYz87FubgXHVItg5HE6Yzj82qgYapy8/YWsuKtCgIc0XU/EPoBqHptKGSzKProWqEvZBJPckDJ5obOa/2PGZE9eRF0uezNXAxm8EUNk1jKOdRspWxPknaUOXJV0yDyjaO0/N4dr2Lw3O1wlOv8oIiesqQ8P2LomfJa4Ov/2XUDYM+xxaAo0UPqsT1hUpe2VqvXpOoHgCoQ1yQ1AsBydaTxvQQ6gmGGc45OpaLOw7OYKFRwZOXdvDCeleOFju6UIPjicLI0NjIXX+tokuWMrJQ09+bUYzHZeu+4+WWrAGR9bjR3Rvmcb1jo2d7uGUC5jFumCFjRBHmsVbRsNyMsmfEYI9bPNKGI+9EGNnzOEq2ttWeRweGxiYKWa4aUeYxTVlIGjM4arqMvG/ggO9aIjxfZR41jWG2aiQyj31b9DiSjEoZpjQDnv7uQYLjWpwHUdm2YerY7jmpIeFFYCYw0zt9J5N1a1b1CHNM9wGG432oeByp9GRAVTGqBSZX0W1dnxfqdyyKMCS8zHncryh6liwBaHHO07WyKMrpMjcBzLyytWFeM+axxgLmMSGeZxoxPUCyYcZyfXg+R7Nq4GVH5vDEpRbOrHdx+kBQPAb5es9f7eSSZNSLf4QhIJneSy+ETEMbynksUkyszFSx2bXh+9f+ND4fzM09uTx8gcrbcxgaZsT7PS+NEfmZx6ML9dSey7zMYRwkpcaLhTR0rdH9sU3TGMp5nKtXJjKGmbJ4JOYxRbaeq2GtbUVkeClbjygeV4LCMwwIj95+tlZJYR49NKu6wjwGsrUTRvUAKbK14w0xZvP1Su6ex1FIYqZbMdd0HPHin+4DDMvTxMZnDmUYgYhsXeDvVV+34wWc1kUhDTMl87hvUfQs2QIwxxgb2ejAGDsMYB7A6jgHVuL6gRn0CI0cO7WrzCMVjyIMmZhHNSRcD/ofpyVb1yrDjk7qW5qpGrj76ByevNTCZtfG6RXhrqZ8vefXOpkyJEEt9iKsoZStM5hHXYPtqm5rv9B87OUZ4U7eScjZ+9SXN6TjcjdwgYrHDOZxZFRPzDCzUC/Y87jdH3JaA2rP42TFY9Is4yT0cjGPUeaqFcyingTDbusU2Xq2Ctv1ZZ8lIIpHjQFLzfSeRyAMbg9HE0YvLbO1DOaxkmCYCWTruhnthVRhOf7Qxm2+XsFGx4LPJ1cmkiYgxfMa42iaxpBhhnoe02TrcWN6gJhsXWBDqa4fu8k8llE9+x9Fz5JHgq9fl+O2PxB8fajgc5S4zhD2PO4l80iydWCYSXBbh8zjlGRrc1i2lv1pVQN3H52XWW+qbA0IE0CuMV3m+MxjtaJhoIQVDwrK1jRacSMh6/GH/8dj+H8//HTuxyoKYh6Tire84wnjsrVpaGiaupxjPAoXEzIe1cdzxmQeByRbJ8wyTkInR8/jkNt6BNOVBxQS3rZc1CpaqpwbxvWEppn1joWlpjkyT/XArOirXZUB4VHmca5WSXRbd21XMI9GjHl08zGP8U3UQqMiI4MmNdQlG2bczGK+WR02zISydfR+FNczkWw9JvNo6hqIzN7NsaUnlxqo6CxXmH2JvUHRs+S3IBzU72aMraTdiDH2XRA5kBzAb45/eCWuB0i39SjDjF7dvZxHzwK0CmCKhTXJbW1I5nE6snXV0DOYRx0vOzonf34qkK3n65VCMRQR2Vq94OXoeVxumpGQ577jFWIZVgLWKO647lou1toWnl1t536soji30cPhuVpisSsNCSPczvGoHkBME8nDPPZsF5tde2i6DDD5bOuizGM3h9u6aQrZkzYK6izqcUFu/VbfyWS54pE74vvs6TKElZkqtnuOjEU6NDvMPKqMJqFne2gohplBpOdRzywe+44neyUJC3VThpVPyjwmGWZ6jptZ/DcyDDPx156CuWcnMMzQOcFYsfWQMSZfuxMJ58a0cN+JBTz+rm9M3LyV2B8odJZwzv8AwB8CuBvAI4yxnwFQAwDG2Pcyxt7FGPs0gPdDhIb/V875X0z3kEvsN+TPeTR3b8KMaws3d0XshmuJOY/TZx6tWM9jV8nkO73SlBluJDUxFu6m8zCP0Z5HVbYm5jH99SQJkPrJLMdHvZBsTfOto89xbkNc6M9v9oYueNNCWsKxlu0AACAASURBVEwPIF7DeAxREmTxqLzf8/UKdnK4rWkGdDLzSIaZ8XpBw57HvMXj6GlEzaoBn4dFVGswOfNoKoaZLJbr4Gz0cwaMnmtNoMLzqcttmIY2VPDO1gy0rWix73g+bNdHw9QV2Zp6Hj05YQYIWV4VSQz8QqMi+zSnxTyqbQ09y8vcLDarBjpDsrWD2aoxxN42TAPv/vZ78J1feWLsYyTm0RxjYAKxtrvJPIrnKSXr/YxxzpK/CcFAngDwDoisRwD4DQDvhJg6wwD8OkLpusQNjKqho17RI/2FichiHs8/DPzlz41/EJ4tciQr4mJfhwVdY5GFcdqydc3QYXu+nKsLRGVrQ9fwkiNzOLFYjzwnjdsbNZoQgOzdAuKy9eioHrowrwb9ZAO3qGwdzLeOydbnN0XoOefYtb7HtJgeQkVn+ccTRpjHCrZyMI9pc7WB/FFBaSjstrZc1Ct6pgRMo0GJzRwlk+YBFY+ifzK9ECWpmWRrzjkubPZyZQDSZ/SJSzs4NFcdKmTm6pWhnsdwtKcuC5mI21otHhNyWJN6f+frFdliUt0Fw4xgSrOYY31oI7bTd4ac1oTvevVJ3HZg9IjJNJACUXTkqbiPjorOEs+NEjcPCq8unHMLwN9ljP0ygO+BiO85AlGIrgL4FID3cs4fSX2QEjcUvvu1t+DVpxZH39CopjOPj/8e8Ln3AG/4UWAch6hnieLRoOLRjjitAUW2nlZIuNKUT2YGOQc4+P873vwS9J3oReFYAeaxlua2LsI8BoXQIEGuy8JiwwRjw7I1MY8A8MyVNu49Xiw/cBQGjocrrQFuSXBaE+IxREkgWVtlHhcbJp6+MnpaKhVC8R48QDCfeYrXNFCfbJIRJAnCWZy9VNNGpGu5ODBbnQrzWFUMM2kB4YD4rFcNTZkUY2Gja+NlR+ZS70Og4vGF9S7uPzm8hpBhhnMuC8u+Mhd+2DDjB4aZQLZOiOpJ2kSpMTqThoTH0wB8n6PveDK7MAmNqoGe7cH3ucyCJMf8bkAyj2PkNNYqGo4t1Ef2s5a4sZH6aWaM3Q/A4Zw/nvR7zvkXAPzIbh1YiesHp1aa0hCSCd1MZx6tjpiYYrWk6aUQXFvI4poGbtRQd+0hhpFka3OKUT2AkCHlfFor6oxNGgVHsnXxnseknMfRxaNkHgu6rXWNYalhDo0oPLfZw3y9goHj4bldYB6p/y1NtgbEBTqvYSYiWzcqie7xONYymMe8z58GkpbzR/W4I1tC1PnIjuejZ3sTFx6mocFyRFRPVu8ZYywSFP5EMNP9K46NPo9p9jXnwKGEQn22VoEXFF+yQLbDHtBhw4yYxESbpKSeRysWEg6ETnxgcmUiNMwERjU3ZErTQMxxz/Gk8VBsAHYn55Bet3GYx9laZaSLvsSNj6xP5ucAXAZwjH7AGPuPAHY45+/c7QMrcQMii3mkMXv9rfGKR88SsjgAVOqoW1ZkugwQXhSmOWEGiMaBdKzRsSqhbJ2jeEx1W4+WrWeqBpqmLi/qRUPCASFdD/c8dnHrShOu5+OZK9M3zZDTOku2Ng0t92xrlUlaqFew3XMiTFYSVlsWGqaemiBQ0dOf/4OPvYhXn1pKdYrKnsec/aJdK9tsAYRJB13LQ2fEOMG8MA0NlueL6SgjHuvgbE0W3F96sQXGgJfmYB7VvsiDs8OFujqikIrHKPMYyta+z+UkplpGVE88JBwIpw8B0zfMqDJ7Guhv61luWDz2nV3rKyTGtkhAOOHd335PGaFTYmTPY3x1/YcAvm+XjqXEjY5M5jEoQnqb4z02GWYAsEoDM5oTcVoD0x9PWE8oHqVhJmNxDWXrYjmPybJ1tnv94FxNYR7HKB6b1aGex3MbPdyy1MCdh2Z3xXF9fmM082jqorDJgpPAPC40RG9bN8FIoWKtPRgKrI48v6Elur0fObeFf/y7n8fPf+SZ1PsWdlvb7sgYrEbAXHUtV4ZqT5IDCIjePwoJH1U8Ul4jIJjHU8vN0bmvEG0ZVOQmtQjQ39BS2GJi9xum6LPWNYaB60n3e9XQYeoaNJY2njDJba3K1hP2PBrRCURU7GYF9MviX/lctvrZ2ZCTgIrGcQrlrzg2P1G/ZYkbA1mfnC6A6TYzlbi5kTXbWmUexwH1PAJApY6mZg9FUFAxGWckx4WMA1H6qrq2yMTLMg+N7bZOkq0zch4BEeBMjFCSXDcKcebRdn1c2u7j1mVRPF7eGeSSgUfhfQ+fwwvrwohzfrOPhqlLSTMJpqGNzFm0PR+MIdKbRfLk1oixi2ttK5EJk8+fwjz+6l88DwD4ky9dTswn9HwuGakibuvGCNl6RpGtKdpmGrI1IGT2UYXowbmqDPp+4lILd+eQrAkrQZGexTy2lP7QnhNl8qqBvE6mGZrfXk+YPc85T9xEqa/VpIYZM2aYIeYxq5gml/mWMv2oNXAn7ltNg5StS0dziTGRdZY8CaDKGPtpxthJxthS8HPGGFtkjC3l/TfOgTHG/jpj7JcYYx9njLUYY5wx9v4xH+s4Y+y/MMYuMcYsxthZxtgvMsZyuDwAxthPBM/PGWN5AtJLJEE302VWYh7HLR5dSzKPqNQxw+yhIjHseZwy8+hGZetRLNGRhRqOLdRxx8HZkc+RHhIeXExHhK4fmqthtT0QRYtXrOcRCMfHUX7gxa0efA6cXG7irsOCfXh+bTL2ca09wDs/+CW8/bc/h4Hj4fxmFyeXGpmyMk0/yYIdjJpTH4fkyVEF79W2hQMJTBihorOhnsdnrrTx0afW8KaXHMTA8fHg41eG7hdlqfMzj6NYPLXnlpjHSWVrNRpqtGxdRWvg4srOAC9u93H30dGSNeFAIF0n9TxS8aQW4r1YdFE1GMNJfY/EqtUqwzmsjsfh8+F+44XGNJnHuGwt3ucsqZc2lJe3RQHueiKfddKszjRI2XpKa2GJmw9Zn5xfhZCtfwLACwCuBj8/CGA9+H+ef2tjHttPQMjkLwfw4piPAcbYbRCTcf4OgM8A+AUAZwD8MIBPMcaGHQ3R+98P4CcB7N4stpsFWcyjNSnzaCvMYwMNZqMSk62nHtUTXKRUdkOYG7IX/Kqh46F3vAnffO+R0c9hjJKts4ugQ3OCeaSipSjzeMehGbQtV7KC54J+xFsC5hEAnrky2anx9GVRfD631sHPfeSZkTE9QHbPIcF2h+cULzTyjShca2XL1knP/6t/8Twapo5/9x334fRKEx949OLQ/foJ/bGjIHoeRzCPJrn9PVloTYt5BIbnK8dBrum/fFYs94WKxwzmcU7peSRQrygxj7WKmIRDjmsqjGoJs+dpoxc3itDnAphiz2OMeWxknHtHgpn3lC/aThlNOC2EzGNZPJYYD6mfHM75ewH8IABq3mEQE2NYwX/jfjp/BMCdEDmSPzjmYwDAf4IoeH+Ic/5tnPN3cM7fBFFE3gXgZ9LuGMzwfh+Az0KEo5eYBEZNOKr9hH4zkq3H7Xn07AjzWGfDhhljyrOt6eLcGkT7sfLMrM6Lis6k7Pr/s/emYbJkZbXw2jkPNZ0aznxOH3qmB7uFhm66gWYS0csVFD59BFtAQcR7ry0izl4m+T70qigOV0CQQZR7BRwRBKWZm3mm6bnP0Of0GWvOMTJyfz/2fiN2RMacEZlZVXs9Tz1ZlRkZuSsrKmPFet+1XgfxMyP2PE5X0DJMK0alElNVueUSMUjq8w9cAGD3I160UMOBuSrqpfzQfY8UnfMj1+3HOz77EB4418BFIeQxaki4W0UihWk1ICi80emh0TWDy9Yuw87xC038y7cewQtvPIxd9RKe99iD+NJDyzh2oeF4nnqh4SaP3zm5Zs30dq4nQlQPuXU7dtk6jZxHQhTDDADccbfQGK7eH6NsHaA8TlvKo/1etVxl4AHlUa7ba3wohYa7L6LqpXxqPdHuqJ5m16mUemGmUsBUuYCTkjza6nE25LEyRM+jhgYQQuw452/lnF8FoAhgGoIMnpHfx/mKDc75HZzz+zjVyxJAqo7PBHAUwJ+7Hn4NRF/nbYwxv5yZ/w/AoyDyLJPlcmjYIGXQrT5yPnzPY8+pPIqcR++onmFz3AgLMq5C7QncaIeXreOAerdyDM7cSqvnMbh3j0wIpBjGdUletFDD/tkKPv/AeQDA0QsN1Ep5LE2JQOfL9kwP7bi++5EN7Jkp403PuxYXL9Zh9jkOB2Q8AqI0GDqesMcHlUdJ+IOCwsmdHqY8qq//ts88gDxjeOmTLgYA/NhjDoAx4INfcxZNiMzk2GBUz+3v/zp+32W04ZxHMswU82L29GZXKVsPqzzmVfIYTXn87P3nsX+2EivK5cmXL+LpV+72VNnsnkflAs2lPJYLYtJTW+l5BARBcpetaRs3eWSMWRcWpSE/H/I5ccFn9zyGl63F5KmKpTzac62zIY+lfHK3tYYGEFEV5Jz3OecN+0feiPOV4frD8FR5+zHOuYP8cc43AHwOQA3ATe4nMsaeBlHa/g3O+X1ZL3RHgJRBt1pmNAH687SSKo9Ow0wFnQFDCikCaV1tz8kQbTUHUfSnpduEXimKMWyOHsA+9TwGk0fKKTwuFbC4ZWvGGG6+dBF3PnAB/T7H8QtNRz/iFXumcd+QPY93n97AlXtnUCsV8OafuB6LU2V8/6HgduQoymPX7A9cKFAY9FrT/30j44eX+9f5+jYx+dS95/D0R++23u99s1U88dJFfPCrD6OvTCAi8jJfLw8oj+c2Ojgnw8kJLcME59Gc+VPlguh5bBlgzC5lJ4VKLKL0PAJCTY1jlgGAp125B+948eM8e1xrJTFZR+15bHVN5Jiz9OooW8tjvFr0UB57pDwOfgYQUSNiNQyEoYpb66XfJQj756o4tSaVx1bGZesi5Txqw4xGMsQ9i14L4CkZrCMrXCFv7/V5nEjh5eqdjLFZAO8C8BkAb8lkZTsRfspjR+mZG0Z5tMrWNSyWTbzhudc4Nkk7qscK0Vacu1FKjHFRLeUGFQIzfMIMYJNHmgqT5GRx8yULWGka+N7pdRxbbjomv1y+dxrnN7vWXOC4MMw+7j+7iSv3iQLFdYfm8OXfejquPRhMQEoF5iBvXiDDjIpyIY9aKR/Y80jKY9D4NVG2tknhWtMY2P75jz2Ik6stfPW4fUyTErY0XXYYZnoyT9G9LlInpyJckNRKeTQ6pshlLBesSSVJob53YeXThaky6OXi9DuGgTFmTZkhNDoiMJzIZrmQQ9sYLFt7GWaITHrF5pAqnUZlQjVURcl5BMQFBxlmbPU425BwXbbWSIpYRw7n/Luccz8iBsByNl8y3LJSA52B1nwep/vdkUR/CmAewEvils0ZYz/HGPsKY+wr586dC3/CTgKRuwHyqChXiXseO46ydcFsD4QUU3xOWlE9wGCUTRS3dVxUi/nBSRBkmOkbQN9fgSNFiMrWcd3WAHCz7Hv87H3ncXy5iYsW7C6PK6RpJmnf40PnG+iafTx6r/23CnJZE1Rlxw/dXt/zQmGuWsRqgNs6WtnaLkv2+xwbncFRctdKBY4m5gA2eVycKlnj6AC7TOl2gduZhjGUx5BZ1FERp+cxn2NYkL2Lcfodo8BNHltGz0HEygW3YUb2PHpE9fiVrQHbNJMGoSrJufdivZKwhpDHA3MVXGh00TZM6zjIzjCjy9YawyHWkcMYu5wx9puMsRd6PHYzY+x+AMcA3MsYu5cxNlAOnnQwxp4H4DYAv8o5fzDu8znnb+Oc38A5v2FpaSn9BW5l0AQYt1rWlcSjUE0tqgdGa2CTqXIBT7psEdcfSi++dL5ecoRoR3Fbx0VVlq0dUF3WfX8iVC+LRnwyusQtWwPA3tkKLl6q4x++fhLdXt8R3n35HhHXc9+ZZI7r7z0izDJX7I3XGh1lPKBh9h0EiDBbK4Uoj22UCrnAE7f6+hudHjgfjMaZqtgOaAKRGYqnof496sFccZXTiTRNRTC/1MsFK+cxjV65OOQRsMn2NQfSUx4BYLpcdJSthfJoH8eVojTMGF5uayd5bBn+ZWtbeUyBPDqUxx7yORZKSimu59RqywpFz8owU9LKo8aQiHvkvATAGwAcVu9kjC0B+DCAi2G7rC8F8FHG2AH3TkYIUhb9LoXp/lUAkJmUfwngPyGiijTSRCGkbD13aIieR6dhBmZnwNWdzzG892dvtJS0NLAwVbaUx36fo9k1U1ceK17Ko0oeQ7Ied8+UrZF/QVMugnDLJYu4WxpjjijKIzll3aQnKu45vYFCjsWeWBF1PKHXyVGMKPRf77n1jmUI8kNRyZlc9zE3TCnZiwQiMxSMTWXpNen+bht9B+FZlutciGBAqZXy2OyYqc1EpmOOJrmEYWm6jPl6CXsDyv1JMF0pWD2AgCBjqhIrlMfBnMeqV1SPYVrPccPueRyeUBWV47PZFWQ3TFG3yWMb620D+RyLNEggCfI5hn2zFRzY5T+zXEMjCHH/S54mbz/guv/lEETsbgA3ALgGwJ0QTutXDrPAIUHWxct9Hr9M3lIp/jCARQBPB9BXgsE5gBfJbT4u7/ulTFa8nZH3McyQ03ruMNBaDSzD+sKtPAKe6mPaWKzbPY+kIqVNHudqxUElSVUbw7IeZVwPkEx5BETfI0HteczlGEqFQVdrVNx9egOX7p7yVAiDUCpEMMz4lK131YPL1mc22oFmGUCEKxM58Csxkkt+01FytcvWgB3Xs9Kw16OqostS1d4VgTxOlQtodnrYaKejPBLBihr584pbL8Hrn3N1pLaDOJiuFB1u62bXdJjSRFSPR9m65N/z6PV/cHBXFdPlQjpla+X4aLqUUj/Q2NJTay2sydGEab+XKj7xqqfgp59wJLP9a2xvxD3LHYDIenzIdf9z5P2/zjn/GgAwxn4BwNcB/CCAXxlynUlxh7x9JmMspzquGWPTAG4B0ATwBXn3BQDv8NnXkyHI5kcAnALwnUxWvJ1hKY8u1aejkEdwoL0K1GIMJuqbIj8y70Eey9nOYJ2vl7HWMtDt9e251imTx9959lWDRMlUnLohWY9qfl6SnkcAuOniBTHqjwnFQkVFjodLgrsfWcfjHxV/CFUpH2XCDEe15FG2roaUrdc7uHjJL71LoJjPweiJfkW/TD7GGOrlgsNVTWVrUmwt8qgooautLvbK93hZksooymNd9jwyxjC9L1FCmgNE6KP2T954ceC8hcSYcRtmuqaDqJeLcjyhKyS87BHVQ8epV//hbU+4CD987b6hjUaAs62haZiRelb3zFTAGJWte6mox0GIG9uloaEi7tG5CGCVc279J8uMxO8H0AHwUbqfc/5NxlgHwJEU1hkIxlgRwCUADM75A8oaHmCMfQwi6/G/QRhhCK8DUAfwVooT4pyfAPBSn9d4FwR5/CPO+X9k8Xtse/gqj7LncU52Q7RW4pFH6qEsKGVrQEQAZYwFqSCtNLsWEUg7qufgLo/MQ7VvNDTr0SZ7SZXHXfUSrto3g2bXHChheoUxR8Fa08CptTau3Be/R47GE3LOfdUZrwkzgFBy11pd3+ee3ejgphAiVCywgbK1V48kmVgItvJIZWvxmEpmVRVyudFBPsci9b7VS3lsdnrgSKdXjt67YcPGh8VMteiK6ulhv3IBUy6I46/j6mesFvPo9vro97lFCC0F3kPpLhfyVul4WJSUHNJWtxepXaRUyGFpqizIY9vILONRQyMNxP1UMADMMsaY4kK+GaL8/SXOufss1oDIUYwNxthzATxX/rhX3j5BkjgAOM85J0XzAIDvQZh1jrh29QsAPg/gLYyxp8vtboTIgLwXwG8lWZ9GAlhuax/lcfaQuG2txtsv9fwpOY8ARlO2nrKDwqlMlXbZ2hNq2Tok61F1DScljwDw+udcbcWOqPCKRIkCmiwT1ywDCGWHc8Dsc8s9/0/fOIkbH7VgqXbCMDNIDueqRRgml+VP59+KnK5BTmt6faNH5FEQQK9YlSmX8tg2TDAGK0TbS3lcU6bfLDcM7KoVI6lhwjBjos95qoaZrEwbUTFdEe8hkf1Gx3SoZvaEGafyqM6eJ+Uv6ZjOuFBzQKnnMQr2z1VxarWNRreXmdNaQyMNxK1h3S+f81Tlvp+AKFl/Wt2QMVaGiMA5nXBt10P0Gb4IovQNCEMO3ff8KDuRSuQNELmNNwJ4FYRK+ScAbuKcX0i4Po24IHLnVh4pqmf2oLiNa5oh5S0/DuVRkIwLjY6lIqVdtvaEo2wdLesRSF62BoDHXjSPJ102mCBQKSRTHu+R8T5qTE9UELEh9a9tmLj9/d/A//3KCWsbP8PMrpqtFrtBYxzDeh5LimEmKFbFXbZuGyaqxfyAmWalKYK96XvCcqMTeVpLvVyA2eeezu8kKBcmQ3mcrhTQ56JcDQj1UB0BWi5Kw4wk5jTDngimGtcTFNWTJooFZkVJNbtm5BLxgbmq5bYeN2nX0AhC3E+FfwFwHYB3M8b+XwD7YBtJ3Caax0AQzaNJFsY5fy2A10bc9iiEw9vv8RMQTvHE4Jy/GGJMoUZS+OU8djeB0hRQk6XCuHE9tL8xGGbmlRGFpC6MXHkM7XkU5JGxbKI5KqVBV6sf/uozD+KOe87ix284hG89vIa5WtFzpnEY1PnBtZJNwtTypp9hhqbMrDYNHHQNsrEyHkMcw6ohYr1tIMfgOdPcq2xdLeatCwx6bK3Vxf7ZKk6utlyGma5FdsNQVwhKKmXrmD2PWYFef71lWO9nzWWYAURkUrmQs1oRKlKBVFXxds90zIvPCqV8zurTbHXNyMf4/rkK/vPuM5gqFzMLCNfQSANxj84/BPACCAXwz+R9DMB7OOffcm37PAhF8lNDrVBj+8BSHt1l6w2gPA1UZZ9j3KBwS3m0J8wAGJHbWrzm+c2O1f84GuVR7XkMdltTCbbiHnGYEiox3Nb/8s1T+ObDa/jc/ULwv+ni+URrciuPVE5XMxUNs++Z2Ud5fu5AbgDWeMAoZes+l5NhWiKU26u0PFUu4KwycrDV7aOiKI+03pWGgf1zFZzb7DhihJYb3chlffW4S4N42GXr8SuPgMi8NPscnV4ftaIa1SPWud7qOSJ4KpJMqxc2bcPMXHUE3IaZXiTDDCCmzIi4po7uedSYaMT6VOCcrzHGbgTwaxAl4HUA/waRjWhBGlieDOBBCHeyhka48liRsZuJlUd3z2P2Y9VnqgUUcgzLja41Uzdtw4wnYuY8AsOVrINQKeYDcxNVHL3QxAtuPIwfvHovPvDVh/EDV+1J9JplRXkEVPJoq3wdX8OMOE68HNf2dJlg5ZEUTcPkVqyKF4QDWi2bihJmpZhDjqll6y4OzddkBmUy5VFVvNMyzDz58iU87kh8N3yaIOVxo22g2R00pdH/3XrbcOShWj2PhvP9HwV5VNsaokb1AHAYdnTZWmOSEfuSUvYI/mrINgaAxyddlMY2hd+Emc6miNTJFwSBjN3zSIaZ0ZetGWNiysxm1zrJjaZsrfY8BiuPtVIB05VC4oDwMFSLeZyOULZebXax1jLwqIU6br18CbdennwCE80fpr4yythUS8R+E2bmqGzdGiS8Z9eFuzksGkdVPtfbPV+lb6qcdzqFZdnaHeOz2jTwfQeL2FUrWb2YZp9jtWVEiukBgJpy3KVRamaM4T0/M/6P8RlFeaSLBLdhBhBKsjpujy6WHGVro5/ZRZSKkqo8xjDMHFDIozbMaEwy9GwijdHBb8IMKY8AUN0VX3kk8jSGqB5ATpmRhpkcSz7FJRZMA8jJk0tIzyMg+h6zUlwqHnl6XjgmRySqIeNJUcqL34VO0GSKUAO5DZN7Ko90UvZWHttYnCqFuptLeSKvomztd6KfqggHNIVTtLqmdXxMK+RxpdnFXK2E2ZodYL7a7IJzRDbMTClq3Hbql7N6HtsG7pFTjmoe5HG9ZTjK1vQ+Ow0zptULmSWKsie23+figiFi2Xr/nK1467K1xiRDk0eN0cEv55F6HgHR9xi357E3PuUREHE9Fxoi57FeKmQ6FcKC2QVKdfv7EOyZKWcWCuw1Q9gLRy+INoIji8EB3FFQVMgboBhm5K3Z5zD73NMwUynmUfUptZ/d6ISWrMXr22XztQBnLDmgKUamZZhWLx6Fere6YjrKXK2IXTV7dCIpkFGmy9D+CNup5EnK4/u/dAI/++4v48BcFbcoI0aJMG60e46ydWXMZWvD5GjLuJ6oyuN8vWT9DuPuNdXQCEKio5Mx9kSIqJxrAOwCEPRJxTnn1yV5HY1thrw8TAZyHjeGVB5dbmsiVSNSHufrJRy70ESj0xuNWQYQZetSXUzjCcl5BIBXPfMKNDvx43SiICp5PC6Vx8PzKSiP8gSrkjLAJpFEKoseOY+AKF17Ko/rnYEJOkGvb5h9OUvaR3ks2yVXep/IjENlayqf76qVMFctYbUpck5pZvpCPZpTV3V7jzteJ02Q8njngxfw1CuW8OafuN7qWwXs8vR6y3C4mq2oHlfZehSVATLMUJk9KnlkjGH/XBUPnW/osrXGRCPWJwxjLA/grwG8kO6K8DQevonGjgBjQh30mm1NymNtHlh+YPC5QSDyROQ0XwRyhZEpjwv1Mi5sdtDo9jA1qpO2acRSHh9zeFfoNklRKebRDpkzDQizzN6UyuelvE3eAFimFCoDk1nBL5potuo93/rsRgfXHZoNff2i8vprLcOK/3FDzXNcmi7LEqYd6dTo9KyJMrtqRczVBanlnGO5QcpjNBJBFy61Un5gCtBWRqWYww9ctQfXH5rDK269ZKClwFIeOy63tYfy2DLMkRBrMsxQyTwOYd0/V8FD5xu6bK0x0Yj7X/QqAD8lv/8kgH8EcBJA2+8JGhoOFMreE2bKKSiPeUWhKdZGRx6nSmh0TZzf7I5OeXSUrcN7HrNEpShUFrPPA/Pzjl1opNLvCCiGFcuUIEijRR7l/V6GGUCofGsu5dEw+7jQ6GApRtl6s2OibfR9S4x1K5JHrItCwsVjeZzbsKN52P3SNgAAIABJREFUZqtCeeyafbQME8vNmMqj7HncTiVrQKhxb//pG3wfV00y6ve229oZ1bMUEsOUBkp55lIeo38u7J8VbTfb7e+osb0Q90z3Iggl8fWc89dlsB6N7Y58yUl2TEP8XFJ6HttrYoJKPuLhSWS0oJLH6sjK1jSi8MRyExcvDd/PFwn9nh1tFOK2zhqk8HSUMXBeOLbcxFOvSO6wVlH0ierp9vro9vqWIumnPM5PlXDXqXXHfY+stsE5cDDCfGMae3hhUxzLfiXGaRd5bHXtnjsqW9NEmV110fMIiCkzy5vxlMdSPodCjm0rs0wUqH2OXlE9atm60+uPLOcRECYfIHrZGhA9waVCTpetNSYacWsbF0OQxz/IYC0aOwFu5ZFGE6rKIyAIZFSYrtnWgCSPo1Ee56UydHq97TllJBOYhu0qD8l5zBpeCo8bjU4P5zY6uGghHXKt9hwCdlQPvRaRSi/DDAAc2lXDyZUWzL7dVXNiRVxsHJyPQB6l2/u8JI9+JUb3JJm20bfK1tPlAhrdnm2MqZXsGKFmF8vNLqbKBUcpNggU/7PTFCv1/XF+L6N6BtzWI4jqka9BfbVxyOOLbz6CD73iZl/VXENjEhD36FwHsM45zz59WWN7wq08Enkkw0xNBhLHyXp0jycEZNl6VFE9grRyPqKMR0CMJ7TK1uNWHgfz9NygmJ4jKZNH6m1UCcJmp6cYZnzI43wVXbOPM+t2x83Dkjwe2hVeWie393mpDoaRx81ODz2zj67ZV8rWBWy2e1bZeq5WdASYLze6kWN6CFPlwrYyy0SBn/KYyzGUC7mBnsesUgdU0EULTTGKU7aulwu45kB4362GxjgRlzx+FsAsY+xAFovR2AEolJ1KWXdT3LqVR6++x/v+w1uRtMYTjkd5XFR60iL1PPZN4D3PBR78ZPIXtZRHNgE9j4PGBDeOL4vrzdR6Hl1la3WKy2anh26PO7ZzgxzfJ5btC4wTyy3kcyyS25pIqaU8+qh9ROQ2Oz3LVKSSx16f48x6B7VSHuVCXlEek5HHWy5dwE0XL8R6zlaHWoYuuwLAq6X82KJ6AFgXBqMgrBoao0Rc8vhGAAaAN2SwFo2dgHzJ6Q7uEHlUeh6BQfLYXgPe93zgi28d3Kfp1fM4OsPM/JR9go9EHjvrwIN3AMe/mPxFTUP0hLrfzzEgCnk8SjE9aRtmSHk07LL1Zqdnu619onqIPB5XyeNKE/tmK5GcykRKSXmc9ekzVMvWpI5WFLc1IBRPmrdNowhXmt1E5PH3n38dXn7rJbGes9XhMMy4SvzVYt5SxDnnYsLMKMrW1PPYil+21tDYCoj1X8Q5/xqAHwfwfMbY3zPGbmAjSUTW2DYolIGeYs7vUtmayOOcuHUHhTeXAXDgkW8O7rPnoTxO7wXOfg/oZt9hUS/lrXLZVJS51qS8kuqaBH05YcbLvT5iRCGPxy40sFAvpdaPZ0XlKMojfRKpZWvqTXRj/1wVOeZWHpuRStaATV4vhPQ81uR7s9nuWe+PqjwCwMnVllWuJpPEWiuZ8rgT4Ve2BsSx2ZK9uJQJWh6FYUZetKxq8qixTRGLPDLG1gH8DYAygB8D8EUAXcbYesBXDOeDxrZH3m2YcZWtaz7KI/185ruD+zQ7AMsDOeUD+nEvFX2TX/+bdNYdAMYYFqfs4OdQkCI6TE+m2RNkOV8cv/IoT9hBhpljF5qpqY6Ad88jRdpstlXDjPe1bTGfw/65qkt5bOFQBLMMPR8IL1vncgxT5QI2O6algBF5pAuNh1dalqOapt+sNJIpjzsRamuCW3mcqdoTezry+BxJ2VpetFDPoy5ba2w3xNXvp+RXESIgnAHIK/f7fWloCBRchhlS38gwU54FWG7QMNMWUzew8pBtsiH0Os6SNQAcvgk4/ATg8386EkMJneQjkUdSXodRRc2uLFt7hK6PGHRiDFYem6mZZQB1PKHobWx0e9bkFrVs7WeYAYQx5sSKIPJtw8S5jU5k5VE1zJQLuUBCUi/n0ejYyiMZjOhYaXZNx8SUuVoRp9Za6PT6mjxGAGPMUhzdPY/7Zio4vSb+31qu9z9L0PGx1jKQzzHf3lsNja2KuEf0tQm+vi+txWpsAxQqPlE9smydywGVOQ/lcdX+/sxdzsfMrrNkTXjiK4G1E8C3PzD8ukNAjutIbmuLPKZQts4XJ8BtPZinp6LTM3FqrZWaWQaw1SZrPGHXtEbTNTo9q5wddNI+PF+zlEfLaR1xdCLtd6XZDZ0EMiXzHN3TRtRjZZcyoWauVsKD58SFhSaP0WCRR9fFwt5Zmzy62wayhBrVUyvmRzPvXkNjhIiV6cA596gZamjEwEBUj0t5BITj2t3zqJLJM98BDt9o/+ylPALAZc8Edl8NfO6Pge/7CUFMMwKVTKOVrYdUHvt9gPcFcXS718eASiE45/HEcgucp+e0BoTaVJLzgwGhPFLrwEZbNcwEkMeFGs5tdNDqmjixLBTIqGVr2i/n8J0uQ7DIo+FtmAGAuaqiPFaL+NpxcbzP1zR5jIJyMQ+0ewNl672zFWx0etLtTsrjKMrWdlSPLllrbEdoLV1jtBiI6tkQhLKgnCRr8x5ua6k8lqYEeVRhdp2jCQmMCfXx3N3AvR9NZ/0+sJXHKIYZ2fPYTdjz2JdKY74oyfiYlccS9Tx6K4/HLlBMj6tsvXp88CIhBop5Zhljmh0TU5UC6iVRIrZyHgOUR1IZT6w07YDwyGVre79hk0Dqcoa1n2EGgBXRA4iJMqSoqk5+DX9QKXpAeZwRsUun19rWxc1IytZKVM/IRpZqaIwQmjxqjBZeUT1UsiZU54HmBed9rRVR8t53HXDaRR57HSf5VHH1jwL13cB3/2H4tQdgoU7kMYKb2HJbJ1Qe6f3LFQeV3DEgzG390Hnxew70PP7dC4D/fH3i1y0VhPLIOUfTMFEr5a2Rf2GzrQHg0C6hMp5YbuLEchOlQg5LU9HmHqvkMXLZOoA87lIUxllFhdTKYzSQ4ujuedwrMzvPrLftntOIE3uGgRXV0+6NpEyuoTFqJL4kYox9P4BbAOwHUIcwz3iBc85vT/o6GtsMXiHhJZenqrYw6KpurYpeyD3XAN94nyjdUhnaT3kEhKlk8TJg7eH0fgcPXLZnCuVCzjJtBILc1kl7Hk238jhut7U/ebz/7Ab+/I77cclS3dHXB0CYotwXCTFQzOdgmH10en2YfY5aqYCpiiSP0kjj57YGnFmPD6+0cHBXFblctN40db9hyqPd8yhDwmUZs66UM9X51er7pJXHaLB7Hp1EjQLfH1lrW9WBkUT1SPIojktNHjW2H2KTR8bYZQDeA+Dx7ocg5l573afJo4ZAvhyuPNYXgOZ50VBGjebtVdELufcaQbpWjwLzF4vHzK6/8ggAsweBY3em+mu48dQrduPLv/2MaDmGw7qt+zIQO1cQv/eYcx6LeYZ8jg30PD680sRP/dWXUMjn8M4XP27QNGB2h+rXJOWRjCi1Ut4iamSYKfvkPALCjFIv5XF8WZStozqtAaXn0uyH/s2pbG27fcWaCvkcKsUc2kbfoTZSCbuYZ5jWJc9I8DPM7LHK1i2rpWSUhhlAx/RobE/EzXlcAnAHgBsBHAXwTgiC2ATwxwDeD+ARed8FAG8G8EfpLVdjy6NQchKGzrqH8rgoCJZKrlqrIkB8z9XiZ1WZ7HX8lUcAmDkAbJwSYwEzAmMsegA2kcekOY+W8liaCOWRMYZKIedwW682u7jtHV9Cs9vDe37m8YP9joBY9xAldyJvja4g0/VSAVOSqNlRPf5KImMMh+ZrsmwdPeORQOpjqPIo1VAvty+1Objd1uK+knbpRoRVtvYICd9VK+L0+mh7HlWXv1YeNbYj4v4XvQqiTH0HgGs45y+T929wzn+Zc/5CABcB+BUA8wAu4py/OrXVamx95MvC8NGXKlV30w4IJ9QXxW3zvH0fla13XyVyINW+R7MrSrh+mD0g1LrNM+n8DsNCdVv3/YO1fWHN8i4OKrljQqXonCH8H987i4fON/AXL3wsHr1vxvtJZi9V5bEqex432rbyGGSYAUTp+q5T61hrGbGUR8A2Rcz4jCYkTJULMExuZf6pJW9Sw9SeR/p+IKaHc2D9VKw17hRQr6NXSXqPzHpsG6NzW6sXLbWSVo81th/iksf/AlGG/nXOuefgYM65yTn/IwCvA/CjjLGXeW2nsUNB5WUiPB2vnkdJHhtKPxyVrYtVYOFSp+PaL6qHMHtI3K6dHG7taYHc1uDK9zFgla2LEzFhBiDyaBNhmupx7YFZ/yeZXeeoypignseGJI/1ch7T5QIaXaE8MgYUQnoYD83XcErmAEZ1WhNIXQotW0vl6fxGB5VCzqEm1ssFMOY03VDZeoA8PngH8OZrNIH0QMVHeQRE3+MjIyaPqvKoy9Ya2xFxyeMRACaAryr3cQBeDWd/Kh/7mUQr09ieoPKyqcx3Huh59FIeV+y513uudpLHIMMMIMrWALCerWkmMhyGoQR9j6phZgJyHgHI3j1bedxoC4I75ZeByLlQoIdVHs0+mrJsbRlmZM5jMZ8LLfseVkLB45etxcdneNlaPH5uszNAJOrlAmarReQVkrvLjzxunAa4CTTOxVrnTkDZJ6oHAPbOVnFmvW3NuB5lVA9gzzfX0NhOSPJftMY5V2ttDQCzjDHHvjjnqwDWAFw5xPo0thtIIewpyqObPNJ864Ykj6YhSGZ1l/h5zzXAylGgvS73FRDVAwjDDJC54zoyDEVtTOK4duQ8jn/CDDBYtt5o9zBVLjhIkQO05mHIowwJb3Zsw0zdMsxwlCOMhHOQx7jKo1W2DnNbS+Vxszugek2XC5hzPZ/MMwtu8mj1yiZQq7c57PGEg0Rt70wF5ze72GiLY26UUT0AUNOmJ41tiLjk8SSAaea8nD8u93O1uiFjbBrAHIBowWkaOwM0RtDsiH4/z6gel/JIowkrUnnce624PXuXva8g5bEyK15jYsrWSqk2SVA4Ea9ccSJmWwPCBEITPABgvW1gOmjyCpXahyCPxUIOXZNbhpmaNMwYJsdmxwica02goPCpcsER1B3p9aMaZqQp5txGZ8Dp+5JbHoVX/sDljvvmakXUSvnBMjq9V5o8DsDPMAPYcT3HZJZn1DimYVDUhhmNbY645PE+AEUAVyj3fVbe/pJr29+CcF3fk2xpGtsSlvLYAYwGAD5omClPC5JJyiNNl6Gy9ZI8/M7fK25NI1h5ZEyUrtdOpPIrDA0HeRymbF2YiAkzwGDP40bbCO4FtMhj8p5HUh7dUT0AsNwwAjMeCQdlUPjBXdXYzmZLeQyN6snLNQ2WrZ942SKec/0Bx33FfA4fuf1JuO0JFzl3pMmjL/yiegA7KPzo+QYqES4o0kA+xyzVXZNHje2IuP9JH4cghD+s3PdnAPoAXswY+yJj7K2Msc8DeDVEz+PbUlmpxvZAXjHMeM21BgTZqy3ao+tIeaSy9ewhobidv0/8HBbVA4jS9fqEKI+GSh59ytbf/D/Au57t/VhfiepxRx+NCZViziJxgChbByqPZPoZqueROQ0zUnkEgJVmN3C6jL3uPPbNVhzl66iI3PMo19Tn0c0aFy3UB7el9yqJyWqbw+559Chbq+RxhP2HVLrWE2Y0tiPiNmO8H8CjoZBOzvl3GGMvB/DnAB4nvwhv45z/76FXqbF9oCqPRJzcPY+AHRQO2HOuqWydy4uA8AsPiJ/NbrDbGhBxPae/Pdza04J68vdTHk99HTj6WWdQOsFRtpY5j17bjRAVV9l6o93DYtB0FFIeh8157PXRkmVriuoBgJVGNzSmh/CHP34dFiOOJVRB+/c1BUmojw9FJNLueTQN0TdcX0hnf2PEtQfm8Pgj855qM5HHRtfEQoK/c1IU8wwtQ0f1aGxPxDqqOednAbzC4/53Msb+HcCPADgIYZT5OOf866msUmP7wHJbd4GOLHN6kcfaon/ZGgAWLwXOyY6IXic45xEQamXjbHiszyjQ64g+zPaaf1B4rwWAexNjR9m6LLbr98LfgwxRKebRUcrW620Dj1r0CAYnWOSx6xw1GQNqVE8xz1Aq5Cy1c6XZtaaLhOHmSxZjvzYgyOt0kClIQp1hPRx5TLls/eV3AJ/+feDVD4z1wiMNPOuavXjWNXs9H5suF1Ar5dHsmiNVAUn51mVrje2I1C6JOOcnAWiVUSMY1JvY6wCQSoq7bA2IuJ6Vh8T37rI1ILIe7/moIFJ9I7xsbcX1nLTHGo4LRkvM726v+ZetLaLQHCSPfVV5lIQxLCg9Y1SKzgkzG+1ecHi22qdpdoBcvJgcwBkSTqSAiNpqy7DMMFmhVMiFOq0BUU4nDJX5Z6ZMHjfPiNnivA+w7UtwGGPYO1vBg+caI4npIVhla00eNbYh4o4nPMEYO8YYG/PZV2PLggjgp34POP5F8b3bMANI5VGGhFtlayVweuEyQaKo7zHIMAOIsjUwGXE9vbbtKPcrW1slSg9DiTqeUG0DGCOqSlQP5xwbbQPTUQwzQOK1U85jo9OzSCP1F3IePl1mWByYq+LipQB1VSKfY5b6NBR5oWNiCJORA9R3OgGGq6xBjmuvKJ+sUNTKo8Y2RlzlcQGAwTl/MIvFaOwA7L0WeNabgE++CTj6GXFfyafnsbshiEV7VWyjKmuLl4lbiusJNcxM0JSZXttWQv3IoxEw/9p05Tyq940JlPPIOUfb6MMwebSoHiA5eaScR8O0TtBTSom4lDF5fM1/vQp9Hm3bermAZtcczrChqtFpgGa9E4ncxqAWhnEYZjR51NiOiPvp+jBSLHVr7FDc9Arg9m8CT3wlcORJtiqooiab+BvnndNlCAuXiluaNBPWxzizX9xOwpQZoy3GLBbr4cqjl8pkla0LgxN7xoRKMY8+B7pm3wpjDo7qUQhLQiVNVR7JlKCaU6LkPA6DQj4XydEN2KQ2nZ7HtJRHw3m7jUHK46iiegBb+daGGY3tiLhH9b8CuJ0xdivn/FNZLEhjh6A6Bzzjtf6Pq0HhrVXbaW09Pg9U54EzpDyGlK2LVbHPSSlbF6pAqRahbO3R3+ZQHkvO+8YEytdrG32sy9GEWSuPxXwOnIv+SlJ3asU8GBNl61KEnMdRIV3ymJbySGXr7a887p0VPbWj7D/UZWuN7Yy4l2FvBHAKwNsZY0dSX42GBoHmWzfOi7K1W3kEhPpIZesoDurZA5NTti6UgVIE5dGLPNJJn3IegfH3PMoTZMcwIyqPCnlMqJqS6rfa7Fon6FyOWQaVqKrgKEBB4UORl6x6HndA2Xovla1HMJqQUNaGGY1tjLjK460A/heA3wXwXcbYhwDcCeAcANPvSZzzDyVeocbOhKU8LouyNfU4qli8DHj4S+L7MOURAGYOAssT0K5LZevSVISeRy/lURKvXMEZuj5G0Em5ZZiW8hjZbT2E8ggAay3DMT94Ss63ztowEwc0onCieh5JcdxJZesRuq2LBTFlJuveWw2NcSAuefwAxNQYQEyaeYH8CoO+9NKIh3pI2RoAFi6xv4+kPB60TTrjRK8FFCpSefSL6mnb27rhKFsruZljBJGitmH3PEZ3WyfveQQkeVRIGal8k3TSniLlcRjyaKbd87hzlMdxGWZEG8XktE9oaKSFuOTxa7DJo4ZGdqjMiew5q2y9a3CbBUWNjKI8zh4AOusiX1GN/RklzJ44WRN57Gx4bxdYtvbJeRwjqiXqeTSxEaXnsT+88kg9jYbJHUHcU5K0Zm2YiQNa33BlaxpPmHZUz/Ynjwv1Eg7P13DJkkcsWEYo5nO6ZK2xbRF3wswNWS1EQ8OBXE6YYtZPipOlV8/jYlzyeFDcrp0cH3mkE3+xAhRrwMbp4O08y9bU81icmJxHR9m6FUV5TIE8KuRQPUlPTaLyWEnDMBMQ35QEO8htncsxfPpXnzrS15ypFjFfj/C5pKGxBRFIHhljhwGYcnqMhsZoUVsELtwvvvdSHnc9CqJ7gkcrW89I8rh+EthzVVqrjAciAAXqefQpW4f1POYKYqTchOQ8lq2ytVAecwyoB6kuaZSt80qp2kEeJ88wMyVNPMP1PMr3LLWy9c7JeRwHXv2DV2Czo99bje2JsE/XowC+NIJ1aGgMorZgT5Dx6nksVoC5w+L7qGVrAFg7kc76ksAijwFua86Dex77hihZAxOT81h19TxOV4rBvV6pRPXY+68qWXpUIi5OUFQPrSmVCTM6qmdLYM9MZaRlcg2NUSLKJ9nkfAJr7CzUF0S/I+BdtgbssPAoymN9t7htXhh+bUlBqlGxKsmj3wQZ2VrsV7YmxXFCch6JFLWl2zqw3xEYnG2dAKqyqCqP06Q85ien38wqW09iz6NWHjU0NGJicuo6GhpuUFwP4F22Buy+x7DxhIDIRMyX/U0qowApiWSY6bXs8qF7G8DfMEPkcUJyHiuOsrURnPEIpDaekOCI6pFErViYnOvexx+Zx9Ou3I2L5sNnYfsibeXR3Dk9jxoaGulCk0eNyUVdIY9eZWsAWLpC3JYinpTLU0DHp89wFCCiROQRGCxdq2TKS2Uyu0rZejJyHqsKeYytPA4Z1QPAFdVDyuPkfLwdWazjnS9+XHLlsd+3SV7aPY9jVq01NDS2HvTQTY3JhUN59CGP170AmD0MzOyLts/y9HiVR1ISiy7yWJkZ3Mb9PcFRtp6snMeW0cdGu4cDc9XgJ6QYEg4AtbJH2XqCDDNDg0r7haqtVueGLMtbZWvf+Q4aGhoanthGn64a2w71BfkNA8o+0TrFCnDZM6LvszTt73AeBdxua2CwDKmSKb+ydU5e901IzqM921pE9QROlwFs9ZTlU4nqqXkaZrbRxxsdN9S+kUbf4w6K6tHQ0EgXUZTHPYyxYS5NOedcK5wa8UHKY2VW5D6mgXErj263NTBIZsN6Hk3DLldPSM5jLsdQLuTQ7sXoecwXAbDEREglh55RPduKPMqLg+ocsHFKHBdRWzX8oA0zGhoaCRGV1E1O57nGzgH1PPqZZZKgPAVsnk1vf3Ghuq2LNfF9YM+jH3mU5Cw3GTmPgChdt7omNjsRex7zRYDlEhPfsm9IOBlmthN5lMcN9f56XVTEhe551NDQSIgo5HEdwC9lvRANjQGQ8ujX75gE5WngwgPp7S8uHG5rWbZ2k0ciBrlCeNk6lxMEcsw5j4CI67nQ6KLPQ0YTAlJ5LInfI5WoHvv1ZqqCUJe3FXmU71E1TfKoex41NDSSIQp5bHHO3535SjQ03KjNi1s/p3USBE11GQXiuK2ruwLK1kpZOF+aCPWoWszj3IZYe2jZui9L7/liKoYZVXm8at8Mfve51+DWy5cS7TcRug1BhKPkjSaBqRwTgLciHXufuudRQ0MjGbbRpbnGtkO+KPodUy1bT6jbWoVqjvBUHnvOiTqF0th7HgFRtibyGDjXGrAJcL48dFRPXvZbEnI5hp+66aLhRgHGxd88D/j4/8xu//T31WVrDQ2NCYA2smhMNh7/cmDvtentrzwt3M1pRJ0kgWWYiUge108N7sPsiucT8qWxu60BMd/6xLJwjkcuWxfKQ48nrJXywaMQR4H1k0A9Q6XTOiayKFtrw4yGhkY8aPKoMdl42m+lu7/ytLjtbKTbSxkVvbaIp8kXA9zWCnm8cP/gPkzD/j0Aod5NAHmsFnNodIWaRX2HvjDlfO5CZegJM7VhRv6lBbOXrYKXiWGGytaaPGpoaMSDLltr7CxYJpUx9T0abeG0BgRxYjkPw4xatvYo6fYN22UNCCI6AeRRLRNHUx6LQymPjDEU88xhlhkbzG62fwM1qgdIp+dRK4/Z4sFPAd/4u3GvQkMjE4R96r4HwOooFqKhMRKoyuM40GvbpgrGBJkdCAlXyWMT4FxsS3AbZoYgYGmiUohLHmXZurmc+DVL+VzykX9pwjQyJo86qmfL4ctvB05/B7j+J8e9Eg2N1BGoPHLOX8w51zE9GtsHFnkck/LYa4vpMoRS3b9sXZkDwAdJyYDbujgRBEAlceEh4dL0M0TZGhCmmYlQHvtGtgpez+W2ToM87lS3dbcBvPdHs4/s6jYm4qJOQyML6LK1xs6CRR7Xx/P6Rks4rQnFmrdhhuXttbqVyYGydXlich4BoQaGZiyqZesh1l6cGOUx47K1qXMeU8PKMeCBTwCnvp7t63SbE/F/qaGRBTR51NhZGHfPY6/jdEqX6t49j8WqTTLdfY9mD8gratuE5DyWZdl6ulIIdz9T2To/XMm9VMihXh4zeeRcELFMy9auqB413uiTbwL+4efj75PI4wQcOyMFKa1Z/95aedTYxtDkUWNnYew9jy0XeZzyVh4LZXt8oVt5JOJFmJCcR1IAQ/sdAbv0Xkie8wgAt910EX7kugOJn58KzBGQEXqPSjWhOqvHxPE7gRNfire/fh8Al9+7yu1HPwucuSvxUice5ohc5kYj+rG9fgr4+xcPfhZoaEwoNHnU2FnIqufx/H3A/7nN2x2tQnVbA97KY68j+iKJZLpPQANl68nIeSTDTGhMD6CUrSu2kzgBXn7rJXjWNXsTPz8VWErWCJTHvLyoUI+z1kr8Mrba5+gmUR9+FXDHG5OtcytgVOSx2xCvEaUt4PgXgO/+A3DunmzXpKGREjR51NhZoLJ12srj0c8C3/tnYDmkCV91WwNCSRogjy2X8uhVtp5A8ih7HqMpj2pIeHLlcSJA772ZsWGG5UW7QrHiVB5bK/Gje1Ti5FZMjRbQOJd8rZOOUeVb0v91lKoAHUMTUEHQ0IgCTR41dhYKss+uq5DHzbPAp/6XLOUlBH3oh510e+0IZeuOq+fRyzDj7nmcBPIoy9blCMpjv+c0zHCe8eoyBJHGrKN66LgpVp2Eu7WaQHnseX8PCDK5ncnjKJRHzhXyGOHiiLZJI79TQ2ME0ORRY+fBPd/6rn8C7vhd4NzdyfdJH/6N88HbGa3BsrXhNsxQbbw5AAAgAElEQVS4lEf15MO5R89jeajSb1qoFqlsHVN5BLa24mIpjxmXrem9KlTtCwrTEMkBvXa8ix9VJXVH9fQNoHFhuPXe+RfAd/9xuH1khVGEoxstWD2lUY5t+v8Na3vR0JgQaPKosfNQnnL2PJLKsvZw8n1GJY8qCQCi9TyqyiP1Tw3kPI6fPJatsnXUnseS/Ttu5UiTUbh3TcWlX6zYJKO9Zm8Tp/zvUB5dPXlmF+isDXdB8pV3At/6v/6Pd5vAV981HsWZ/leyJI/q/3SUY5u22eotHBo7Br4SAWPsnSm9Buec/2xK+9LQGB5u5dEijyeS79Mij65y39m7xWP7r5fbtQZDws2uOFEXSvY2lTlboVTVCCIqjrL1pOQ8xnRb5wq2grqllccRGWbo+CjW7DJ1a8XexmiJHtooCOp5pJ+b54GZ/cnW2+8FE6H7/h34l9uBQzcCux+d7DWSYhRla7WaEEl5bDtvNTQmHEGf8i+G0N29AtvUy0X34+7HOIBY5JEx9nwAtwK4HsB1AKYBvI9z/lNx9iP3dRDA6wE8C8ACgEcA/COA13HOV1zbzshtHwvgEgDzANYBHAXwtwDezjnXWQpbHaVpZ85jGsojEbymS3n8998QauTPf8bezhESXpf3NxTySD2PRB4V5ZFOfJM4YcYijwmUx6180hwJeVR6HgsVoC2nxqrkMU6/nMNt7UMeGxmSR/p/GUc0zSjC0dXfK1LPIxlmtvD/gcaOQhB5fJ3P/SUAvwBgFsAxAJ8GcFI+th/AkwEcgZiJ/ZcAkkgKvw1BGjcBPAzgygT7AGPsEgCfB7AbwD8BuBvA4wHcDuBZjLFbOOdqc888gJ8D8CUAHwZwDuL3fBqANwN4GWPsCZzzMY0n0UgF5Wlg87T9M5WaU1EeXeRx7aRNTjn3MMxI8thtOkfPFco2eVRPKBZ5dPc8jl+5I+VxJkx5pFBtB3kcf9k9MSzSyAUhyWUQWq62OxSrwMYj4nu38hgVKnFSFTjObTI5jGkmjDzSe+Y2g40Co8jl7Cq/V5RjmyoHuudRY4vA91Oecz5AHhljJQB3yOfdxjl/n9dzGWM/CeBtAJ4E4OkJ1vVKCNJ4P4QCeUeCfQDAX0AQx1/knP+psr4/kq/xRgDqaIYTAGY55wOfKoyxvwHwQrn97ydcj8YkoDwFXFCUx82z4naonkdyW7vI4+Zp0ZdmkTvuQx5dZa5CxS5vO3oevcrWJYCb2RGXiJiV+Y4LU6XgDVX11DLMbOGTpkpCzC6Qq/pvmxS9jmhPAAR59Ctbq+hsim29jglH2dqnhN0cwjTT7wUTIYs8jsFdPIqoHrWyEUl5pJ5H7bbW2BqIa5j5dQA3AXiFH3EEAM753wF4BYBbAPxq3EVxzu/gnN/HefJuaqk6PhOi5PznrodfA6AB4DbGWF15XdOLOEr8vby9LOmaNCYEAz2PpDwOQx7lh76q1nSbtqFh4xH7ROmO6gFcJxs5haZQBsCcJ2HPsrUka2M2zVy+ZwrvesnjcOvlu4M3pHVuF7d130Ues4BbeSRC4kce+33gT64DvvrX3vvzi+pR1x9m/gpCvxdMhMZJHkfR8+i+GAyDRR638P+Bxo5CXPL4kwC6AP4uwrbvhyhZvyDuolLCU+XtxzjnjgwLzvkGgM8BqEGQ4Sj4r/L2W+ksT2NsKE3Z5LHXEc7SfEmMCEsa9OylPKql8fVH7G2KEZVHxqTK5KU8Th55ZIzhKVfsRj4XYa414CKPW1l5VN73rEqhjp5H5ZhwkEflODEaov/2gk9ovenT86h+P0zZ2uwFE6GJII8Z9jw6+pRjkMdxvB8aGgkQlzxeBKDNOQ/9r+Oc9wC05XPGgSvk7b0+j98nby93P8AYKzDGXiu/3sIY+zqE6ecOAG9Pf6kaI0V5RqgiZs8me3uuFqVf6iWLC/rQVyNONhTyuPGIrcS43dbAYJmrqJgjPHseFfJoEbAt0jdo/Q6F7RHVY/ood6m+RtepPBoeyqN6nFDPXXPZe3+Onkfle0fZekjlMYgI9cbY82iVrbPseYxZttZRPRpbDBEyNRzYALDIGLuGc/6doA0ZY9dCmE3OJl3ckJiVt2s+j9P9cx6PFSBK2yreC+AXOOeB/92MsZ+DMN3g8OHD0VaqMVqUqVS8ATTk4bn/McCpr4vS9dyh+PtUVRaKOHGTRzrhqzmPFXmYUnnb7IkTr5XpV3OehP3c1sDYlcfIUJXHbRHVMyrlUSGPZkeQviDlEXA+rsIvqsdRth6y5zGKYWYcZGmiy9aaPGpsDcRVHj8BEb/zTsbYLr+NGGNzAN4BEdPzieTLGw84523OOYN4fw5CxBY9A8BXGGNHQp77Ns75DZzzG5aWlrJeqkYSlKfFbWfTVh4PPEbcJu17VPu7aJ8WeWRSeZQnBnXCDDms6SRP2zgCodVeNq+ytSQVW0W9c5Stt0FUj6PnMSvyqIaEKy785jJQWxQ/Gx7Koy95VFz7futPWrYmx3av7R8CPglu60zJo+q2jlO23sL/Bxo7CnGVx9dA9P49FsA9jLG3QUT1nJKPU1TPywAsAWhiUMEbFUhZnPV5nO5f9duBNOycBPBuxtg9AO4E8GcAnp3WIjXGADKpdDbsE+Q+GeKdNK6n1wHqS2J/tM+NRwSxm9knex5dxBCwlceWPAwHyGPVpTzKE56n8pgBcWkuAw/eIUhufQlYuNRJfpOgr/wO28Ew46fcpQn3eEJAHBetFaFyN8+7lEcij35la/k3KFS8VUiWT162phZz3hf7K3i47y3ymAFZMlridSsz3o/3R9Dz6Chb6wkzGtsPscgj5/xextgPQziPlwD8hvxyg0GUq3+cc36fx+OjwD3ydqCnUYJc0349kQ5wzr/AGFsF8JQh16UxbpTlSaW7aRO9XUcEQUqsPLaBmQOSPCrK4/QeYFqWsL3c1rk8UJ61Q58tdVIxR6iqpqXaefU8ZkDA7vwz4DN/aP988VOAn/6n4fbpqTxq8hgId1QPYJPHpSuA099yXmR0I5atCxXvns2pPcnd1ioZ7bVCyGMGBpGP/TZw5rvAz3zU+/GR5Dw27P9dHRKusQ0Re7Y15/zTEGaU1wD4NoA+BFlk8vtvA/gdAFfKbccFyoZ8JmPM8XsyxqYhYoSaAL4QZWfyOTMAMqx1aIwE1PPYWRcZj4WqMK7MHkquPBptYPag+J4Um83TwPQ+YHovsHHK220NANVZW3k0QpTHQLd1BifDzTNCcXzJR4CLngisDhGkTthuUT3j6HkEbPI4vc/ehqCSx74jbEKuU36MFV3KIx1fM/vE/0eSv4uDPPo8P8uy9cZpkZzgB2vCTJbjCZtAbV58H2c8oXZba2wRxCaPAMA5X+Wcv4Fzfj1E3M0++VXjnF/POX8j59y3HJwmGGNFxtiVMtdRXeMDAD4GMe3mv7me9joAdQDvVccNMsauZYy5zuxWOPqfQbxfH073N9AYOdw9j1NLIhZn9tBwyuPUHkHqrLL1aUEcyTzj5bYGxBxr357HKGVrIo8ZELDWKlDfDVx0M7B4qTMfMymIYOUK2yOqJ+ucR87F39bd89jdFEar+pI47rzK1rwvjGEDayblserd80hjCZMEhasE2o8MZam0md3gv8NIeh43RYUjV4j2f2kZiLbwRZTGjkKssjVj7Bfltx/gnJ8CABmqfSbNRTHGngvgufLHvfL2CYyxd8nvz3POf0V+fwDA9yBGJR5x7eoXIMYTvoUx9nS53Y0QGZD3Avgt1/Y/C+AljLHPyf2tQvRxPlOu4x4AvwKNrQ13z2NdGptmDwJHP5Nsn722OKnXF51l64ufKpQho2lPslHd1gBQnRssW6tEwRHV41G2zjLnsblsKyjucPWk8CpbbxWzjxf8MhNT2798v6j8S+/Z5hkAXLRbFGsuw4zi9m0u27211joV5bHp0RYxLclj41z8+dZqL6EfOcxSeTS70TImM+15bAKlmozaiuO21sqjxtZAXMPMmwGYEDOrs8T1AF7kuu9i+QUIYhdK4jjnDzDGbgDwegDPAvDDAB4B8CcAXsc5dzcE/T2AKQBPkF/TANYB3AXgDwH8Bed8DPZAjVRByiP1PNLJcfagKNW11wZPtkFQZ1bXJHnsNsS+pveKLwBYfkjcug0n1V3A2bvF9xZ5VMwRYWXrLHMeWytCcQSA0rTMxzSc5DUuVPKYKwAst7UVF9NDuUsTAxcUNXFLpdnqrsEwefX71gqARzn36VAeFVe1RR7lMZuk79FRtg4jjxmQJdMIvpCyytYZ9zyW6uIYjzOeULutNbYI4pLH8wAKnPNMA+U4568F8NqI2x6F6Lf0e/wEgJdE3NfnICbPaGxnWGVrqTzu+z7xM/Usrp4A9sYgj/2eKA8WKlJ5PGfH9Ezvs8npiiSPBVdnRMVDeSSCOVC2HnHOY2vFjhNS3zdSI1VsnAb+4ibgRf8K7L3Gf59q6Z0xYQTZymVrR89jBn8DIhZWz6M8fhzk0RXp1HWTRxdU5dFRtpb3zxwQt4nIo1q2Hgd5DFMeR5TzWJuPrjxabustfBGlsaMQt+fxawBmGWM6wFBj6yJfFB/qnXVZtpazmOdkqHvcvkc6ARYrogTePK+QR1V5fFDcusljVfY8cj4YJD5gmJEnvJxy3ZdVziPn3uRRjSFRsXpcbH/h/uD9qsojIH7XrXzS9JsNnRbovbHc1lJ5pGlIVLZWS57q3yiIPA5E9cj1z0gTTpK4Hrfb2gtZK499w9soBIwmqsdoiL9J1GNbl601thjikse3yOf8TgZr0dAYHUpTgiT2e86eRyDYcW32gLc/Hbjv4/Z9ljJUsXse6cQ+vdd2w64ctbdTUZkTJ1NDifUoKMpjr2WHLbuJF5BdzqPRFITUS3n0Aq097GTp7tuMqs5MKrJ2W6vHl3q7flLcksKlErGBsrULlvJY9Y7qqS2KC5REyqPa8+jzd+1lTB4B/4upUSmPpbokj7psrbH9EIs8cs4/AtFr+POMsfcyxq7LZlkaGhmjPG33IBJ5rO8WvYSkPJ74EnDs887ntZaBk18RowwJlou6LMhjd9MmitN7xQmaCGK+BORc/3ZEztqrHj2PFRm2LE+2gbOtUyZgRDqqimEGCCCPEYOO3b9DoaTJYxDcx4TV8+hSHt0TZkhR9yKPtE6329pSJMuyfzfBlJkobmvLXZxR2RoIiAkaUc5jaUq8j2FqNLnpga3dvqGxoxDXbS3rbugBeAGAFzDGWgAuQBhpvMA555f4PKahMR6UpxTyKMe75XLA7AGhPN73ceD9LwB2Pxp4uRJXSjOovSZIFKr2qLgz3xHEryJHp8/sF+TQHdMDiLI1IGJxBnoeJVEwWuJEZJWtR+C2tsgjKY8yXN2PPBJRiKw8Ku7hrXzS9FLu0oRbeXT3PFbmpGtamSZjNITpi7Ig3SB1UD2mAKcqXF9MFtUTyTAjiVtWPY/qrRv9jJVHziV5rEU7tq33vGzPLM/ls1mbhkZKiGuYOeJxX01++cFnuKmGxhhRngE6kghO7bbvnz0EHP0s8L1/FR/q7hOvRR7V2bWKMlSqi+9Pf1vkPjLp5ZreB5y9azAgHLAJZnvVo+dRbm+0BMm0VDu153FU5FGJOPJCVOVRnasMRFNn4mDzHPDXzwJ+4n3A7ivT268fzC6EZ49no2aRKmVF9VDO44Y4jvOFwd5Yioqp7XKSSoJatu73BOFhzP475Iq2+SsuIpFHKtNmEdUj/wZhymNWPY9GCwBX3NYhF1P0eGUWaJwV7xl9jmhoTCjiksenZrIKDY1Rg7IeAbtsDUjy+Blg77XA0qOBe//d+TxyRTtiURS1kIjghQeAQzfa21DfozvjEVCUxxWPnkd5XUblPc+ex4zII5GOyD2PUZVHd9k6ZeXx3PeEaefMd0ZDHvuGLBs3MlIeXVE9+YIgd33DPnbchhmjCRQlAQkzzACCSOULihO+JFT0lWPx16uSslC3dUYh4eqtG1lPmKGMzdKUeH/DTEe0TiKPhiaPGpOPuLOtP5XVQjQ0RgoiQmB2Tx8AXP5MEb78vL8CvviXwpHd79t9ipbyqIQwq8pjfUHeyW2XNWC7V73K1hV32Zo5iRVgq0peZeusch6JdNTS7nl0EeB8ym5rUstGNerNNMTJPjPy6IrqAQRZ7KzZxN5tmOluArUFoVZ6kkdJ4Kk9om9I8qiWrZcSlq0V9dXXba2YWtIu0/ajKo8Z9Twa8rPBcluHHBP0/0LZstpxrbEFkGg8oYbGlgeVYGvzzhLw1T8K3PYhcX9lFgC3y9tACHmsOFVMUhsBm0h6la3dhpli1S53W3OM5WtYo/2Uk20uL4K2sy5bl8LK1m3nrR/U0igQ3ZEaFZtEHkeU528aokRM36cNd1QPYB9H9LfxMsyU6uLxllfZWul5BOyLEgd5XEg23zrKbGv1/rRJfqjbmibMZK08RnRbq2Vr9WcNjQmGJo8aOxOkotV3+2+jKoIEIo+GV89jRRAsOslP77G3oXFv7pgeQBpRmFQeOy6FicijfL2+IUgXc+XiU7N9mmitiPXSGnJ58fv5GmaI4IaQWM+ydYrEtzFq8tgVvwPLZaNmeSqP8m9ikcfK4ISZYl2o6n5la5ZTWh5cDmQqWwPx43pUUubrtjbsrNK0zVJhbmurbJ1RzyP1Q5fq0WKo1LI1MDrFXENjCMTtebTAGDsM4GaI2c91BE95eX3S19HQyAQlIo+L/tvQh3k7THlU3LCMCfVx/WFv5dGLPOZy4rWo51HdhsrcPUV5VPsdCflS+qpXa9kmJ4TSlDBqeCGO8qgS4ILPCLejnwP+9seBX/q290QbPxB57I6IPPZ7ggjnS6PpeQTs40JVHvuG6FnMF2y3b0UG0KutF4Akb0WbwKkj+1hOXCiQit44J1IIosKMYpjpimO+eSFdkt/v279LaNk6K+VRJjGQ8hh2UTdQtt7CyQMaOwaxySNjbD+AtwL4IQQQRtocwm2tyaPGZMFSHgOGJVUVFzTBS3lUJ8wAgpCuP+zqeZTKo3uutfpa7VUAzEkS3MqjaTjL7IRhsxL7feDLfwU85jb7NVurzn5QQLxvQ4eEuwiwnzpz/l5xIt48E5M8SqVslMpjrpgNgQeiKY90zPRaQH5aKo818TjvC8Kvzmvv9wRxdJNHyiIF7AuruFNmorqty3sleUxRaXOMWgyJ6skq51EtW0fp5+25lEdNHjW2AOLmPM4C+BSAiyHmXH8ewHMAtAB8EMAeADcBmJaPfzjNxWpopAbqeQwij15la/rer+cRsE+6Uwp5rC8BLO/ttqbXaq0KAupJHuVrUNnajWGJy+lvAh95tSBp1z5f3KeOJiREIo8RQsLdIedez6H3OO7JtHFW3I6y5zFfEr9TFsqjGaVsTcdJSzqv23bPIyCc8w7yaAri6J5OZCrHl6U8xjTNOMrWHn+7vikIbRZlWvX991UeM3Zb03FXjNrz6FIe9ZQZjS2AuD2PrwRwCYAvA7iCc/6j8v41zvlPc85/EMA+AG8CsAjA4Jy/JLXVamikBVIep4LIY9SytSubkU66qvKYywNzhwbJGKG6SxpmOk5Tjafy6Eceh1AeqcS7ety+r7Viq6+EIPJoRFUeu4PKo9faLfIY8/cah9t61GXrAfKohMmryhcptu6+x74hjskB5VE5vmoyOSBu1mOY8kh/Tzq2UiWPqvIYZpjJqudRLVtXxOvxgLhjd8+jVh41tgDilq1/BKIM/WrO+arXBpzzJoDfZIwVAfwyY+xTnPP3DblODY10UUqxbO3OZpy/WBhxVKUHAF7w94NkTH2ttYfFycbR20blSLXn0Y88DkFcKB5EnevdXAYOPNa5XXnan0wkVR79gpTpJBybPI64bN03BOHPFZ39fmmh15F9iMrHdcHttlYindQxhvT4AHmUfZpBZevKrFDL48b1WAHkNe9jgY5TmliU5t9JJY9+JqysJ8w43NbyvXRfFKoYcFtr8qgx+YirPF4CoA9Rrlbh0cGP35O3L4u7KA2NzEEnVbW07EZpSpw8vdzWZtc1yULJZrz5F4FXfG7QEb10uXOajQoyNvQ6LoVJUZQA/7J1oTScY5lUQ1IeORfrcfcalqeBziY8EbnnsesqW8uQcLc6k0R57DZt0jkqw4zV85hR2brXEb1z6vFEx4Vbeey5lMcg8uhXtqb7GBOEprMeb71EykpT3qoivVYWZMkxZzysbJ1Vz6PLbQ0E/45W2TqGEnvqG8Dm2eRr1NAYEnHJYwHAKudc1fsbAGYYc54pOefnAawCuHa4JWpoZIADjwGe/07g0mf4b0MnT6+yNWCfpI2WK5ux4k8S/UCGmV7LpTyWATD7hJKZ8ugij0ZLnHw9ex59yEQct7WjbC2VMnfPJr2/ccrxqio6srJ11m7rzmCvrDvnUQ2Tt3ruarbhaYA8mt5l677r+HIf/1FA+ypPeRN/M6BsffwLwF3/HO/1HPtWex4jKI9B5eSk6G6Kv0dO6XEOOi7ilq05B/7q6cAX/vfwa9XQSIi45PEkgCnXfQ8DyAO4Qr2TMVYFMIfgudcaGuMBY8A1z/N2LquwXNAS7TWlsV2epL1O7nFR3SVOZs1lZ3mLMUFMqazc7/kYZoacD00n8NUTtupI61JBPY9eJ11rwkwI2ev3vMmj+6SZpGxNJWuWsyd9ZA1SUvPFjNzWrvgmwF95NJqK8lVzjr50rJmieuSx5FW2BiR5jKk80ntQmvKelmKVrV3/RwDwubcA//GaeK/n9dpAcEwQgfeTv5YfjKY9XjDvc2yriFu27jbE38vdFqOhMULEJY8PACgxxi5R7rtT3v68a9vbIaJ6Hki4Ng2N8UNVXoy2UE1mZOYdnaR7Le+xg7FeR57kN88MEgV19Jy75EsYtmRqqYYtQcBarrnWhPI0wE1vVY/ui6Q8usrWwCBJTOK2JuVx5sBwymOvA/zrL9vTaoJAhCtT5dHVGUTvGR03qiufSHexLt7n0rQ9p5xgRfXk7Z8Bp9saGFJ5nPZ2DrvL1uo2rRWnGS0uwsrW/b4gjNZM7wz6HrsNe66437Gtwk0ew9zW9PfQ5FFjjIhLHv8TghA+S7mPtPP/wRj7MGPsjYyxfwbwRghzzbuHX6aGxphAETqA/aFN4d+qMja08ihJQL/nrTIZIYaZwpDzoVWCtnpcUR49eh4Bb8d1VOXRr2w9oDwm6Hkk8jh30XA9j2fvAr7yDuCBT4RvS2pwllE97mPiyv8CPOG/2yq1GtVjKD13gBxRGLXn0UXsKzMJyKPsaipNRXRbK3+n9qp/T20UhBlmqGRN72cWSnF3037v/Y5tFURyS3WhmIddLGnyqDEBiOu2/jsANwKwGro4519mjP0aRDzPD0EQS+p//BCAP0xhnRoa40F1znYg04f2jCSPVtnao6wYFxXFhT1AHpXRc75l6yFVL1XtWD1mK1IDyqN0yHY3IWJdFcRxW+c8lEf3+hORR2kimDsMnLs7+vO81ggIJTh026zL1h4XJ4ceL74IRB57LbsUSwSm5kMe8wWlbK0aZtxl67jkUe6r7EMe6T2iCxF1m/aaaDdwT8SJ+9qAt/JIr12sCqKaifKolK0t5THgf5MeK1REBSMqefRLbtDQGAFikUfO+UkA/4/H/X/AGPs3AM8DcBDAGoCPc84/nsoqNTTGBfXkaSmPcloMKVtG2z+GIyrUE8GAOUI5oZiG6GVzI62oHkCQZVI1vMYTAt6mmThu65LSOk1kxbfnMU7Z+rzYd21+uAgYei8bERytas7jMCVXP/Tadu+cHwqK8qhG5QDByqNlmJFqoVvZrswlL1uX6j5layJLZdmSofydSOU3Gja5jIMww0xfIY9ANlmPNBoSUKJ6QtzWLCfIfLGilUeNLYHEs63d4JzfBeCutPanoTERoLI154ryKMmjofTkDas8qiTNPcKwUFVCwrtA3kNxyA8Z1dPrCNKVy4uyNfV1evU8Aj5l6yFCwtXnEyy3dYzfq3FOZHcWa+I943wwMikK6DWjxKFYE2ay6nnshh9fapi8KclfSSGPaw87t7fK1vIUoJatizP2dpVZcZz7tUt4wep5nPFRHuXxkS+LdatJAvQ/1dkcnjwGKo8151rTRLdhR1xFiepR2xIKlQg9j5JgV7TyqDE+JKgLaGjsIFTnhFphNO0PbcswkyJ5rIQoj/RafmXrwrBlaxkRNHfY7nksVAZVziDyqI5QDFJ0KNrGWjv1hfmVrWMaZupL9rqTmmassnUE8tg37P7BzNzWYcojRfW07fetGNDzaPrMtu57lK2BeI5rq+exLohR3+VopvcoX5IXRvJvpOapJlVww3oeTVfPYxZZj0bDJqdRonp6ysVUoeLtUFehlUeNCUAs8sgY+wRj7H8yxp7CGBvSIaChsQWgjih09zymSR7L0yKQHBh0bi9dCTz8ZeCDLxMnca94oWHHE9LvMHeRiOvxmmtN6wT8lUf6HYLUxyiGmb5pn0TjKKqbivIIDEEeqWwd4rbmfERu65DjK5ezS8BGQ6h6dJxU58XfUyVxVtnaq+fR5bYGnHFVYTANOcfdR3WzytYlp/KovkbXZwRm6GurZWuvudrusnVGymOsqB7l4qBQCVfuNXnUmADEVR6fAuA1EK7rVcbYpxljb2CM/QBjTOc5amw/kCLYWlXIo1Qe08x5pEByYHBfP/hG4Cm/AXz3Q8Da8YCcxyFUFKMl+q1mD9nKoyd5lCVNN3nsm+LEHCWrzpc8KidNr9nhUdA4B9QXFfKYUMGitYQZZkhly5eyG09oekT1eIF6Y7tNp2Jc3SVMNGqfqm/PY3cwqgeI1/dI+7ZMPK6/H723+ZJsLyDy6BHAHxf0P8DyPmVr6gfNuudR9vR6HdsDa+oqIyUr4Rc87TU7hklDY0yISx5fAeD9AB4BUAbwRAC/CeCjAFYYY3cyxt7EGPshxliChhUNjQmDQ3lcFSSNCKXDMDNkziNgm2bc+8oXgZw1+xwAACAASURBVKf8OvDS/wQO3wwcvmnwufnikFE9HaF4zh0WhOvC/T7kkQwzLvJojVgj8hh0sjSc6qmXQuUgjxF/r34faJ6XyqNiIEkCIiHNCyEleKl05alsnYXyGFHZpt5Yo2mXrAHvEYW+PY8+Zes4Iwppbrav8qiUrYtKmVYtWyeN67Gc3FMRDTMpk33OXYaZKDmPiiEqktt6VauOGmNHLPLIOX8r5/yFnPODAC4D8FIAfwPgBIAiRIzPrwL4VwDLjLEvM8b+IOU1a2iMDkTo2qv2dJlcTigmqht4WOURUEbN+exr//XAz3wEeLzHuPhCWZwYk45b60nlce6w+Pn8vd7ksVARpGOAPLqy+2Ipjx5RPSp5jFqOb60IhW1qt102TKxgybXwvj21xgt9hQiNcjyhF6gErJIXwJ885osxytZxlUelbO0m8KaqPPqVrZOSR/n+l6Z9lEcqmUvymHaPqtECwD1yHoPIo6I8Fsrh5LGlyaPG+JHYMMM5f4Bz/k7O+Ys450cAPArAiwH8NYCjECMLHwvglcMvU0NjTHCXrelDm9y8gCSPKSiP9FpJ9mWFPSckLwb1PB4SP/O+N3lkzB5R6Hi+JACRlUeFPHpF9ajkIWrZmvoT64spKI/K+xgU10PkI0ezrWOSkWOfB773L8HbRInqASQRk4aZokIeax7zrYnguQ0zbmJPbQqJytY+qpul1pac/0fq+oYlj37Ko1W2Tjhh5tsfAFaO+T9uBbS7y9ZhbmsqW1ejTZjR5FFjzEjTbT2jfLnnX2tobE0QoSPDDH1ol+rKeMK0lEcijwn2lY/g6gxCT3FbW+vxII+AN3kcKFsHnAD7LnXLq7SXpGxNJK++ZJdtk2Y9qiQwqO/RKsEmnDDzuT8BPvqbwduoylQQikrZuqSUrb0I4MCEGdVtnVLPI10Eud3D6numRtO0U3Rbl6Z8xhOS2zpBz6PRBj74UuCr7/LfxhoN6SpbB6nnvY5Sto6Y86gDwjXGjEQ5j4wxBuB6ALfKrycBoDMNA7AJ4GMAPiW/NDS2JlS3aXvNJpOlujhR9Puy4X1ItzUwOKc4Diz1riu6keOi1xFqTGVOkI3OegB5nBlUhqz5vHPOn70QxW1N5CFXiEEeSXlcsklBYvKokMCg+daWipaQPLbXgPWTMr5I+Tg+diew+9Hi+Ivc8yiJh9ESpXuClwJIU368Zlur5LE0JQKsY5PHov13dStptI5C2WmYaa3apf/EPY+K8ti44PH4ED2PG48A4MHOczpuibznCgBY+GxrdSJNFPK4+9FRV62hkQlikUfG2KsBPBnCKDMDewzhGoB/gyCKnwbwVc55BjY2DY0RI18Q/VNUtp67SNxP5Tb6oB92wgwQ3vMYBHLjJi5bt4Qaw5hwXJ/9rl3udKM0NWig6LnL1j4nwH5f9tsp5NGrxEzktLYQgzzK3sT6kr2+pPOtHeQxQHkk8kE9j+CCuBIpC0N7DeAmsP4wsOuIuK/bAN79bODKZwM/9naxz0hu6xqweVo655WytZdxpW/6RPW4iH0uJy4W4pBHU5bE/dzWDsOMEoDfXhN/79bKEFE9ivK4fmrwccswU3P+HAUbp+U6A8xDXVfZmrFwQmh2gIL8X4vkttY9jxrjR1zl8fcAcAAbAP4RwGcgCOM3OE/aqa+hMeGgEYVquahUEycKOimkoTxaZesE+6ITftKsR7X0PndYkMegsnXTZSIZMMz4rINO1jnloydfFGVmr6iW2kK8nkeWE7mGROqGUh6ZIDdBWY9EMh0l4C6Qi6geExFZPW6Tx+WHxPrv+kfgcT8r7otyTFiGGVfZ2qstgHoe1bI1594h9HHnW1tl65CcR4rz6Sll68qcIIBJy9Z0fJXqwXO1k/Q8bkgyGuQ8p4se1bBUKIcrj46Q8IBt+31xzGjyqDFmJOl5ZACmAVwB4FL5tZTmojQ0JgrVOafbGhDKgtFIlzxO7RW3SU4MVs9jQveo0bKVIup7jNPzOGCY8SF8qllCRXUX0Fy2fybyUJ2PrqZungVqi7YbXl1XXJACV18KnjKj/j75BOovERHVhLH8gLjNFYB/l/2Qkclj2znhRH2uQ3n0mDCj9iKqSEIe1ageL7d1vixUOVIeORfqfnVOEL9hytb5kiRsUSbMxCCP64+I20Dl0VW2BqKRR3U8Ya/ln5rQ3QDA9WhCjbEjrvL4fNh9jtcCuAoi+xGMsXsAfBJCifwk5zwkXVdDY4ugMiv6ncyu023dTZk8XvUcMTebZmfHAZ3wk2Y9qn115LiOZZiJ2POolixVuEfoWWXreVvxCUNDZjwCCnkcwjBTKANTe0IMM1S2LirkUSHw7sBuFf2+/T6uHrfvX35Q3N76a8AdbxTfxzHMuKN6vOJiyBjDmAjU7hv+xD6p8ujrtlbc9sWqcPabXXGBNnNQvCfDGGbyJRmaH2CYscrWMbqrNiR5DFIe6XgrxiCPZtduSyhW5PtheLcq6OkyGhOCuDmPH+Kc3845vx7AIoDnAvhjAN8AcDmAnwfwtwBOMcbuZoz9JWPsJ9NetIbGSFGZs0/ulvIoy9ZkBkjDbV0oAUduSfjcIdzWnAvySMrjpT8AXPoMYP4S7+3L04PKkOW2luTRr3zup27V3OSxIcqn5Zno4wlpugwgQ7tLw5Wt80VhPIlStibDjHrf2kngTYdFHI8XOusQXUAAVlXl8UFBgm+53VaBo0T1FKqCdJtdu+cOkJE8RafrmXoeAXHb7zl/FxWV2ZizrSnn0c9trZClgtLv2pLKfqk+3HjCfDFAeXRNmImj1G9EUR6pbO1qGwgbT6iGhNN9XtDkUWNCMEzO4wrn/J8556/inD8WwDyAZwP4AwDfhiCTLwPw3lRWqqExLlTnxKQRQFEe6y7DTAo5j8NgmJxH1f0KALuvBH7qg/6KWXlGlEZV1SZqVE9Q2br1/7P35mGSFHX+//tTVV3Vd89Mz30wA8O1CoiIgoMHh+KBrCyC+lVRWHgWV0VY11kUkRtBfh6ggCirDigqqLjrLuINIwqrsl7synLPMCcw09Pd0zN9VXX8/oiIyqioiKzMOrqyqz+v56knu/KqyKysznd+Tsttne2SIiNOzGOXEUHT1lFbwkzRbR2WMGPUedSxglqQDG2Wy7f+yb2tacEqcVs/A8zbT34fx31CzstFaNhlxg+2Wd+dHUunBR6gssTzRvKPLR7n1D/b2rQ8AlI8jmm3dXdtxd2LBdtDioRXk209HMHyWEyYMcRjOhf+u8wb1Roq1YXUXXhYPDJNpqpSPTZE1A5ZEPwV6nUg5CM1hW3HMDMC8x91SZ1H021dB8tjLVSq8/iX70pxdtS55cu0ZShqcXKzRaHdUaZSkfBQ8WhZHrPdlRMITPa8YJWo6arNbZ1uk27rvQPlJWyK67liHpV41FYo0yVtoi1Y2Z5yt/W+r5F/H/YOGce576srj9l8gLGFv925RJfqAZTlMcxtHTfbejK8t7V5LrXInRiRoqxdxTwObY7+eWWfrYTrVF6GBqQMG8lUDTGPxYSZ3eX71YwPAyBHzGMFy2PGEtNseWQSTrV1HjsBHIMg/vHlkO0JgUAw7kCQjc0wMxczOL3dyLYWhUAA1KPDTC2YdR5d/PnbwM4n3OJRW4ailhvSVjBTPE5GtTxqt7X1r6djnmovKGQc3sSIvAH7LEg2+Qm5TYdRXsgsAxMXbR3rXgBAyHjK3iWO4zFjHi3rr/7soU3uz9AWrMWHAs8+JD9TTMm6jzpkgAg44HXRxmyKRzPmDigV4ULIa9frtnbEPE7sLq9F6UO7xNNZyBqHjmxr/bCjrzlt3e2YI6+vmmIezfjT8dLM90KVMY9CSMtjqk0K0IndbgE3vFU+cJilmsIegKamVPypUSQc8HeZ0eKRi4QzTSZuncdPQ9Z5PMLYVovFbZA1Hn8FYL0Q4q/1GiTDNBXzH7XptgYCd3azLY+V6jwWJqQ1x2VBK1pPo1oeDfFo70Mvq8byOJWX+2zvNdzW7XIbn6XH/nxTAGc7a8+27l4k3+953iMezZhH6zvQAmjQ085OC4HFhwDPPii/H33e5u0bf8xRLY9aMGnxmG6T14UWwinrtqCv+fFhf+1Pk6m8/DxfjUOzlqQWcdol3K7d1rXEPGZLk4TM86ItjcVSPRFjHkd3SSG64G+AFx71l8sZ3lKe8JbJ+S23xV7blni040Q1bHlkEkJcy+Na4+9noYQipFh8sm6jYpgk4XRbq5uejtNresyjdlt7RJu2ag1tkvF0Jctiut61QCzpP60+t60jPEEgLNsakDfpEvFoHFdY7UT9+WZiic6IrwYtsruUG9xXrmfKOJ5q3daLD5XTXRsCsWt/R1EwxX/Wsjy2dQTnqBinqaxjqYwUlGGWR0AV8Y4oHtMqtKGtvdyKppNa9LiAIBlFJ8yMjwRW6DjobGtXhrleDhiWx4huaz2+BQdJ8eiLexzeCvTvXzovLNva/u35MtQ1WjzqlpMM0yTiisevQXWREUKEdIdnmBai3WF5zCbM8ugqE2OiReWujeXCRAuWqAJY37jMG2h+NKjdF3azLIotO9taiZLRXcDclVJ49S7zW5BsClbSD1CjeFSu1W6VgOMTj/p8pzKBS9e2PI4NBTUMTcYt8Tj4bGDNrdXyWOa2Ni2PVmJMxZjHmP2tpyYD62Wmo9yKlh83LG2WeOyYI2NqRSFomRkHLUx9D1NFS1/MmEdtGV1wsJz6Mq6HtgD7HVs6Lyzm0Wd59FnMxwbl7y9qByOGaRCxxKMQ4py4H0BEbUKIKisXM0wC0DfPTIdhIbDFYx3qPNaCdlt7LRxaPG5wLItZqzJrJMyY+y8pdFxFtjUQWHJty2OlpBk7YxyQ4jGszE4Y2oKlLY97KohH0/KoBbIpXIc2lYtHLcYWHCxj6QY3KpE5z19jM4xQt7URdzdluafTbVaRcI/bOrJ4NOIpXQ8Sdp1HIGglqN3WgHyAqFY8Fq8bK4xjyirVEzXmUSfLLDhITl2Wx7Fh6W4vc1u3h3sEgHilerhAOJMAYpXqISJHtH3o+jnINoYMM3PRN33Tfa1vzrorSrPFY6XuJlHEY2TLoyPmcXI0uNGHWR4rikeVcW3GPAKVk2aKN2Fjv9nO2us85rrlg4LX8uiKeXSIx0FH0szYkBQNbR1A33JpFR54ujqXNWBZHh0xj9qaZcc8pjJyzFOekILY4jEf7Fu3TDRxuq1V3+gOSzzGpVgk3NOuszApW1hWstTb6PHNP1BOXZZHLYB7l5XOT2crP9SVua3DxCPHOzLNJ26dx5uiFv1W5Xv+E8AbY4+KYZJEu0M8Fi2PM0Q86vmu5I24hc6dCTPjpa63SjGPdlKGUzx2BxaZSpbHotva+B5qqvNo1CLsXhgS86hdwNnybOuJkWAfrrjH8WEZ3wlIV/3gs7LGY7+nOHslTMFoxzyalkf7O4iSbQ1EF48F023tSpgZN7Kt7ZjHOcHYq2lRWGZ5tK6bKVXKx2zLGIXhrbJkki5CP+44F8OqvJAtHkN/D5Z4jJJtzeKRSQBxxaMAsI6I3hK2kirlcy+AEwBwm0JmZqP/WZdYHhPmtq7J8hi3zqMWj2bCzFiwfa2WRyGCUj2ViiYXP1/Hjhn7beuqIdvayErvXugvFK6Pp1iaxpg3sUe6MNs63eJxbDiIH52zD7DzSXdCU1RKhHNYtrXlti6KR6PguYmZbR0F0/LoKlNTUufRsDym2uR7XUe0mnjVKdvyaP0eCnm5LK543L0N6FkSfF+hlkdHtnUly6Ndqics25rFI5MA4orHv4eMk7yLiI51rUBEPQB+Cln/cSuA42oZIMM0nbYOecNxuq13qptR1c2a6oMvxksTJh7j1nlMpaUwK0mYGYtnebTFYyYn97l3lxJ8whKPFTrn6M8rybbukJ1wiuuMB+7HSpjlZLoW+GMnTTFsd5iZ2CMLgPetcFt8x41yL3NWymQIiPq4rcMsj66Yx8Kkv3VktgcAVRfz2NbucVtbpXoK49JlTaQ+D9WV69HC1JttPSFjOoviMWLM4/BWWaqprUNu6xLSw1sBkBSZJlo8ClG+TdFtbRcJ94jN0UEWj0wiiNvb+hsAPgygHcC/E9ErzOVE1Afg5wDWANgE4FghxGN1GivDNAci6U5rN8pjaLf16K7mWx2B4GbodVuPS3EzuqtcBMS1PALSOmTXeSxJmInZ2xoIusxoi1Mcy6OdRQtIgW9a1B66EbjpqGiCoTARfHb3ohDLo6tIuFGqJ9slrYpOy+OQ4bZeFcyvVTxm2suzcStmW4eU6kmlpMUtTsxj2sy2ttsTGuc23QaQGmuxAL/6bVVjeSzWefSUvCm6rVMAKHqdR215JFLnwiEehzZLK3XG8WAE4Y6vtMMtii0dQyyPXCCcSQCxzSVCiJsAfBJAD4AfEdEhAEBE/QB+Cdlt5hkAr+Xaj0zL8LpLgZcbxQa05VEUkiEeiVQPXYdoE0LeVHX9uV2WFcyVqVyJ9r5SMTE55k+YGd8N7FD/CnwCBQA6tXhU7nDdnhCI4La2LDiA0fpOiZAdT0jr3vCW8H0B5W7r0V1u62dhQiZgpNJut7UWj64uM7bbWlOreLRd1oAScbbl0azzGGJ5BMq/7zBKSvU4ytSYCTPmeLUoKra/rDLmMWV1mClZng8+W2eZV9znpLQ8a3d0e6/f8mi7rIHwa9ibbe3qy533d7ZhmGmmKl+bEOJqAJ8FMA/AT4noGEjh+FIAT0JaHDfUa5AM03Re+h5g5ZrgfaZdigb9dxJIZz3WDSVmFqhMUdt1HbfOI1DeizrM8vjQzcCXXyM/J0w8dsyVpXpMy2OlWE7z8/Vna/Tx6OPTSRkDT4fvS3+emTADuF3X2pIFuLOttXgc3VVurTITZuaslNP2OdEKcbvQwsN2WQPhMY/abe2rwQnEFI92tnVIe0IgeOgo1lCtNdu6UsKMFetZCR3qoN3RPsvj8NbyZBkgvO+8/dCTUpngrphHLVhZPDIJoOpALSHEWgBfBbAYstPMoQAegxSOnmauDNMiEAWu67i16BpFxlMSRM/TZUbs+Lv8GAByCzofHfOCmoz6M7RwS2dLrSzDW2Ts4dY/+msJAh63dUTLo0uU6u9Hl+vRhZ4HngnfFyCtjEXxqFoUulzXZs3CsmxrlTE+Z4V8b1sfx4YDV233Qnms1VodASWYyGN5VLUGp6biZ1sDMcWjWeexvVwIlVkelegtuq1rEY8TFRJmjO9Lu+sroR86tHhs7/NYHre4xWNY6IUr3CLj6MoDcGtCJlHUGuX/DwDuguxv/b+QruqtNY+KYWYC2nXd7O4ymnQ23LrRvUjeoF2Wx7aOeK3gOubK5JbiZ4z6LY9jg3K66bcVLI/zHG7rWoqEa8ujEo/agrQrgng0BU73Yjn1ikfb8miU6sl2BVZFM+6xMCkFtXZbEwFLXgIsfWnlsfkgJRx9lkdACUhd59GMeTSLhNcoHs1SPWZbxOLyCUvkW27rTE7GQVblts5XaE9ofK+pdLQ6j8Us6hDL49iwFJShbmvXg51O9MqWru8Smvp3xEXCmQTg7TBDRL+MuI82yBI+BQDfofIbkBBCnFDd8BgmweibXqLc1q64PKOA9tyV5eLRrNEYlc55ltvarPNoxbmNqpves78Flr8sGItNhx3zWE2HGSthBpC1Hif2BLX5KlkedYyoHmOPsjy6MrVNMaKn2hVquq2BUvGok43MJKz3/nuQPFItbe0e8WhYcJ0xj4bl0a7BCVTvtjaLkwPS8jmVL73e9Ni0KCKScY9VJ8y0+V3F5thSEWMei27rkJhHbZ3sW16+fVj3J9d16xWPbHlkkkNYe8JjY+7rMM98R30ChmkBtHst6eLRtMrNXQU891dr+Wi8TGtAWokm9wSiUVsvgXDLo+7j7BIoHXPlzXy3svCVuK0jFgl3WbQm95YKv0qWx6kCABEIEN2i0CUep/KGGzQt42ALE6r0zYS8RroWyOMwxaMWAjkzgz/md+CirdPjtjZEeMVSPTVYHoWQSWRaSGc65HttoTU78phjBkqziLM9tbmtfYLNtBRHjnncKvepY1FzDvE4pAuEx0yYKbqtzevWUd4IYPHIJIow8XjWtI2CYWYi2YRZHjM5f0YwoCyPq4DH7pUWIF2b0syUjkqHupGO7gJ6Fle2PKbaZIzk83+V43C5yPXNWccGZrv9WbM2xSLhVm9rQN6ItWVowcHS8iiE301vC5xMFujsB0Y8lkdTCGsBb8ZtEqlaj6blsUHJD71LgT5X3J1pebQSY7QFrlK29fju0uvGhW3VNNvtlYhHUyzpmEerCH9c8ThVCISrr62lmeAUNeZxeJu8xvX10t4rz4V5DfkKhAPh1nNXfVJfqSsWj0yC8IpHIcRt0zkQhplxaHGSlIQZ8+ZsUsxEzsn4u8KEFFNaZJjdYaKihd7eARlLaWdbF8aDm+vYoMxUf2Y9sPE3/sQc3WVGW3GyXYEwq1iqZ0yVzDH+pZmWRy3mVq4BHv4asGcH0L3AvS+XwOleHFhES9adLF1PZ7yb4hEor/VYFAKG5bEevOsu9/ktsTzava3Tgdtalx2yae8FIKToDaszaFs1zXZ7uR7j3DpiU81Yvlx3/JhHU/ymMgCoguUxHdHyuC1wWQPS8iimpLjV3ZZ0+aceh3hMG/GmNq6HHleSERBcM1znkUkATW6LwTAzGC0MkmJ59NV5NG9Quhi1GfdodoeJitlOsDABQJQXOs6r7N6xYWD5y4OYRpfL2tzn0CbIrOEOdaN3iAAb3S/ZtCZmTbe1sjzuo8othbmuXa7VnsUey+Nk6XpawFcUj8rymKuzeOyYExy3SbFziSPm0SzV4xP2Uftb+8SjFkNOt3VHMHZNtit+zKMp+oncbQFLEpzaohUJ191lNO2OFoXDW2R4g10gHAgPvSiMy3NlCvY2j+VxdFCKex0uwzBNhMUjw1RL4sRjW3gXi7QhHs1yPZNj8ePtim7rgfIai6aLdHwIgJDCcMVRahwRLI/ZbikAfCLAJj9efuNuMxJmdm+XpXuWqNDssKQZl+Wxx2N5nLLEY0qLRyNjHFC1HgcCa1rRbV1n8ejDFPR2D2sz27pu4tHqXa2/v1C3dY0xj8XOObp0Us6RMGO7rStYHqem5PXYtyKYpwW/Gfc4vNUdLgCEl+rJj5daYQHpBfDFPLb3xauKwDANIpZ4JKK3ElGBiL4bYd171Lpvrn54DJNgkpZt7RNZpuWxbwUAsiyPo/GPQQu9vQPlvbFNoaIzrTvmACtUN1OveFSCdPf20ozhyOLROoaShJmtUgDOXQWAwguFO93Wi4A9z0sxYa+bMi2PWdUJxGF5BILzrq1W01V2peg+Hi23DhZjHq36iyZRxWPBsmra7facblqP5XE8Zm9rV6xqmeUxb7mtK8Q87nlBPnyZHYBclschT41HoEKpHkelA1dXHiAQjwyTAOJaHt+pprdEWPdmyPqP74r5GQwzMyhaHpNU5zHM8qiyUHuXlbpQq7E8dhoJM2GWR7M23Yqj1Tg8AqUoHoQlHj2lS0zsriVAUDRbZ1v3LpXzepdVcFurc5ixLI9TeWDvTmvdfKnI9Lmt5x8gpztVm8ZitnVP+HHVC1PA2DGP6UyQbZ2qJB4Hwz+nzG1tuMuBcLe1KYyqKdVji36v5TFGhxkdf2uW4MmpcdqWR1eyDFChVI8jZKTN0Q8cYPHIJIq44vEIyHqOv46w7i/Uui+LOyiGmREUE2bqUGKlHqSznphHS9x1LyhttVdNzGNbp/y80YHyWnXFgtQTpZbHZUfIG7bP8pjJBV1hTPHoEgE2+bFytzWR3M/kqLy596hi3/P2je+2LnaZ2V6+btqVbW25rXVf8R1PyOn4sDqHHrFWb0zXqbfOY4jbusNIkAqj6DrWbmurTI3r3C44SCZyZQ0hXU22te2Od1oejfqdKU+Yh8mQesgy3dZFy6N6ABjfLcMzKloePaV6yiyPIR1muEA4kxDiisflAIaEEBV8SIAQYgzAIADPL4phZjiJtDy6sq2tWnKd80staNVkWxMFHWF0MkQly2Nbh+yi4koq0GiLppkU4HPjmeQn3K73tg5pwdq9PRCPc1dFTJixLI9Aea1Hu1uKjju1LY/ZLqB3ObDjcfl+bKj+yTJhlFgeHaV6REElHXnEbNd8OXX19zbR+3ZlWwPuc3v4u4AL/lJaAijbI7/zQoRsaI1t1XQlkJW4rSNYHgdV2ag5ITGPxTI9lWIePW7rMou5L9t6kC2PTGIIq/PoYgJANxGRECK0+DfJVjPdACKkszHMDKQoHhNiecxkPXUejYQZQNYs3PFYsHxytLpyQ53zpCWqzPJoCBW7vMgbrw2PZeuYI7Oty9zWFSyPhXG31aytU2bCFsaDMirz9pMiaHy3222cd7hWuz1dZqbyjphHh9sakK7rnYblcTqFgNPymCmdTo76xWNbhxT0ttvexnaJ21a3sPaUJjmjv3XU0jT2vl11T0vc1hFiHoc2S7Fofld2zKMu0+NzW4eW6nEleoVkW3OZHiYhxLU8PgUgC+DVEdZ9LYAcgAiNZBlmBtI2U3pbW0kKnf3AHtvyWIV41KV3dDJEMWFGx3iNBW5r7W5b8Qpg/5BupToRp0Q8ZiNYHj0tFts6gZ1Pyb9NtzXgd12HWR6dbmurVM+Uw/IISPG44wlZ/3JsaPoyrYHS2ENXzCMgY0PD3Oid/bI+ZhhlRcI9MY+VfjP6vMWJeyxY2dYui3XcDjNDm0pd1oC8pigdWB5fUNbkefu59xFmeSw4Er10jK9tnxndxW5rJjHEFY/3QCbBfI6IHA1UJWrZ5yBbE95T/fAYJsEkrcOMLzbQLBIOAF39srXg5Ki8QU1WkW0NBOLRa3lUbutUxt1v2blPl9vaY4kx8YnHbGdQlkhbhuYq8ehzXbva9LV1SOuTXa6nrEi4dluPyO/DFGPzD5Tzd2+TVqtpdVu7SvW445z69gAAIABJREFULI8hFsGuBRHc1lapHl+2daVYz6xheYxKmdva8TBlWoqj1Hkc3FTqsgZkyEZ7b2B53PZnWeNRP2DYEMlrwVmqx5Hopa3h5rFPjkqhyZZHJiHEFY83ANgJ4KUAfk9EpxFR0e9DRD1E9HYADwM4HDLm8XP1GizDJAp9g0tMwoynw4zLbQ1IF2RhEoCozm3dMVe5rS1xapfqaZ8TvTady/LoSwQyKThixwBpJdKCJrbl0RI43Y5C4WVFwg23tV2sW2dc73hCua2bEfPoclur8U/u9WdbAzLucW8Fy6MtTDMR6jy60L+tOF1mnG5rV8JMXMvj8vL5Zn/r7X+Rsbxh17ivdagr0cssg6WxLfgM02RiiUchxACAUwHsBnAwgDsB7CKinUS0E8AuAN8GcJBa521CiAr/bRhmhpI0t7W+WdruLtva06mSH/buNJJdqhDAnfOsUj1qH7blMY61xOm2jlCqJ8xtrelW4rG9T1o4vZZHRws9AOhZVG55tIuEl4hHqxNIvxaPj0ur1XTGPBY79TjEo3ZbT1RyW88vDXdwYbvEi9nWusOMtupW+M3kqrE8WolALkt8WXvCkJjH8d3y+rXd1kBgeZwcA55/NCg+78OX9OVyW5vdmzQ68UwvY5gmE7vDjBDiAciSPd+DLMWTAjBXvVJq3ncBHCGEuL9uI2WYpDH/QGDhi4FFL272SCTpLABRfkO0W/eZlke7wHccOubJfWsLSZjlMfI+XeIxapFwl3jUBajnlR7jvP38hcJdbmvAY3m0i4QbbmvbVd+7VJYi2vnk9GdbEwUiPDRhJsxtPV+6rcNyJYuleuxsay0etRW8kttaxzzW4La2S/UIIbPKo3aYcWVaa3J90vL4/P/KfS55SfjYfKEX+Ynyc95h1FDVmCWvGCYBxM22BgAIIZ4G8HYV23gkAJWKiOcAPCyEiFndlWFmIN0LgA882OxRBOibUGG8tPZg3qolVyy7Yloeq3RbA7J7i7kP2/KoxWoUvKV6KrmtHbFjQCBCepaUzu9bJi1Gzn15BI62PAoRCHG7SHixPeGecvFIJF3X2/9HfsZ0uq2B4Dy22XUeDbd1JfE4NRmeKW6X6kmlpUjWDxiR3dY67i9OwoyrSLhx3RQfCgx3fVidx2KBcI/lcXATsO0v8n0l8RhWg9V+6ClaHg239Ri7rZlkUVNvayHEHiHEeiHEXeq1vh7CUcVSfpGIHiCiYSISRPTNKve1nIi+RkRbiWiciDYQ0fVEVGb/J6JlRHQeEd2r1htXLvmfEdGptR4XwzSUoni0XHX2Dcq0PNrJLnHQQm94m5z62hNOi+XRU+hcWx7tZIb2vtL2ciY+gdO9WAoA0yLkLBKed4tHQIrHrX+Uf+emuWafaXlMZQIBXGJ5DLEn6HCHsIxr26oJqESb5+XfrvaELrTbOk6LQru3tR1nWBS2puUxxG3tKhBeHF+vLAy+7c/yWpqzMnxsuR53gXVXkXCX21r/zZZHJiHUJB4byMUAPgSZdLOl2p0Q0WoA/w3gLAC/A/B5AE8DOB/AQ0Rkm0TOA/AFyJjN+yCTfX4CWZro+0TEyT9McimWyLHjvCyrXPscgFIy+aFYZqeKmMei5VGJR5/lcVpiHh03YSCIeey1LI+5Xn+fZp/buliux4h7nHJlW0/IbHY75hGQoQ6T6vl6ugs+axGuxaNGC0ZfrUxN1wI5DRWPOubRrJG5EBhRWdq+ZCSbqkr12G5rK87QfihIpSu7rVNtQY1Pk1yPfPjY9mdg8WGVE8IWHQJsf8QRj+xI9HKKR7Y8MsmiJvFIknlEtIKI9vG9qtj1PwE4EEAvgH+sYYg3A1gI4MNCiFOEEB8TQhwPKSIPAnC1tf7vABwrhNhPCHGWEOLjQoh3QWaXDwP4JyLidotMMvFaHq1CxKmUjKvau7O8dWEcdGzW8FZZ985MVACkMI3bUm3Ri4HVxwPLjwzm+epXmoQVCQfK3dbtc6TL3llU3SNw7C4zUwVATPmLhPssj8UxTLPbWvdMLliFze3x++jSFusQ8VjMtk4b2xmWx6hu67ZaYh6zwdS8bgpW68RKMY9Dm2V4Q8pxm2xX2dbP/7WyyxoAlh4uz9uwZQtxxepmsqoguyNhhjvMMAmhKvFIRG8jol8AGAHwAoANkMXAXS9PVLofIcR9QognKnWxqTDG1QBOVGO7yVp8KYA9AM4w61UKIe4WQqx3jOdRyMxyADi22jExTEMpdrKwLY8O60Znv0qYqSHmUbutd28r3T6VkjfuvTuluIpjeWzvA874ATDHeOasZHmcmlLuP8cx6HI5ZW5rq8Wcia+QdbdlebSzewElWCb94rHfEI/TmTADWJZHQ9yZVshUA9zW3QuBkZjiMZWSAjKW5dHubW2FO9jxmJXqPLoKhGtyvfLazo9FE496na1/ssbsSfTSNVQ1o6o1ofm9MUwTiS0eiehLAO4CcByADsii4WGvZrnGj1PTnwohpswFQojdAH4DoBPA0RH3p//LxGi2yjDTiBYxTsujdYPqUmVX9M212jqPgEy0KLOetAcWulpdbZmcvFH7+hwXxV6Y5dFqHactOC7XtS1CND1Wi0KXhTJtJsw43Nb9qyH/LaIJCTPt8mGhzG0d1fIYob+1M+ZxobSc5SeC7PQodT9z3fFiHl29rUUhcKXbYr9SzOPgptKHGBPzu4siHhcdIkNFtv05mDdVkOfLlejVMae8VA+7rJkEEUvYEdHbAJwLZbUDoEwP2A6Zub0MwJkAHgewA8CJQohmiceD1PRxz3LVZBYHVtoREfUCeBtkx5yf1j40hmkAvjZoLvHYOa/2Oo+ZXOBetGMmM7nAQldrkL/Zl9mFXQTdpM1jedRWP5d4zI9LYWG7K3M98nj1cdkJGoAlHh2Wx7aOQJA0LebRqk1pWrPCxGOU/tZajJX0Bdexki+Ud+QJI9tVm9u6GAOsC5TbCTMhMY+FSWlRdxUIB4Lrp60T6N+/8tiyncD8g4BthuWxmKzmEo/zSrOtR3dxsgyTKOIKu3MgBdSFQog7hBCDeoEQYkoIsU0IcTuAl0G6rH9ARAfXb7ix0P+ZPVHxxfmhv0giIgD/ClmO6EvKhR22/j8Q0cNE9PALL1Ro5cUw9aQY82i54gqOWnKdqltILXUegcD66LQ8KpFVs+VRJ+B4Mq7DbsL7vRZ46RnltThDLY+O86XpWVRueUxZ2dYQ8uVryajjHqfdba2zrQuWq9q0PFao3tbZX8Hy6Ip5XCine54vj78No2+5vwuQCzvRqRjGMV46tigxj8NbAAi/21pfP4sOie5KXnp4qeWxECYeXW5rFo9McogrHo9Q0zvC9qPK9XwIQBeAj1c3tMTwWQCnA3gAwEcqrSyE+IoQ4kghxJELFixo+OAYpohZ59HEaXnsl6VDJvfK99X25+7U4tGyPKazQUHtWi0mvuPShInHvuXAW28sX6Zv/s6YR8syZ9K92OG2tiyPGp94XHCwFC65HvfyRuGLeYzqtgZU8ksVMY+AzLgOE+Y2iw+TCSm+cAWbwiQACo6taLGeMJbDEI8hdR7DCoQDgfCP4rLWLHmJtFrr0lb6unWdD1s8xq1awDANJq54nANgWAhh/sedAFAW3COE+D2ke/s4e9k0oU0KPt+Qnj/oWQ4iug4y8/tXAN4shKhQbI5hmogv29qVTNLZL+PBtAu2WvEYZnnU46ib5dHjts6HuK19tIe4rUMtj0aXGV/CjMYV8wgAa84D/t+d05/8oC2PhUl/kkxF8Vihv3VRPBrnpFji53klzCN+T4sPleMdeCra+vp70/GUGY/l0azzCCETrmzCCoQDQfznsiPcy10sOVxOtfUxrMaqbv2pc0bZ8sgkjLjicQeK0d5FBgB0ENF8x/ppyFI5zeAxNfXFNOq0R2dMJBF9HsBayHqPbxJCxAi+YZgm4KvzmB8rFwX65jekSodUU+cRCMr12DdAU0zWLebR8+wW5v7zUXRb+yyPnn31LA66zFQUjx7LY89i4IDXRR9rvdAt8qbsUj2e5BkXnfPDLY+FMMvj8yrzv8JnaBYdIqfbH4m2vm0xTlvXTbFUj9H9BnC7roeU5bF3mfuz+lcD7/sP4NC3RxsbIMUwKIh73KHC7l2JUx1z5bjGd8trjS2PTMKIKx43AeghIvMq1kEcbzBXJKLXAGgHsAvN4T41PZGISo6TiHoAHANgL4D/spYREd0E4AIAPwNwkhBi7zSMl2Fqw1vn0VFAu9gdRllYqnZbq/3YMZN6f5T2W+CiUkk8hrmtfWR7AFCI5dEjcHqXyiLfY4NGDJ1ZQ9MQTT7x2Cy8MY+e+EcXXUo8+qqoFS2PhlU12yUTjfbEdFvPP1Cuu/0v0da3v7eyhBkdo2paHuEWj4PPyljNsFjgfV9TOUbUJNetOgz9SVo7f3kl0LcPcMCJ5euahcInR+XY9TyGSQBxxeNv1fTVxrzvQVojP0dEpxPRAaqV3+2YhuxkImojooNVXcciQoin1GevAvBBa7PLIeMxv2G2U1TJMV8B8AEA9wL4WyHEaAOHzzD1I7TOoyNhBpCWx3QuWukUF0W3tcfy2DGn+n3b+6qneEylVIs5l+UxpNOKdmMObS4XI0A0t3WzqEvMo9Hf2oUr5hGQGdcjym0dNWEmk5Xxodv/J9r6tjD1JszohJq20vkmQ5v98Y61sEQlzfzv3dICefwn/NnWgBSPOvaR3dZMgojx2ARACsXzALwHwH+oeesA/D2AVwL4jrEuQRYQvyTuoIjoFACnqLe6xsYriWid+nuHEOKj6u9lAB4FsBFSKJp8AMCDAL5ARCeo9Y6CjMN8HMAnrPUvgcwoHwXwJwAfo/Ib35+EEP8W95gYpuHEqfOo+1sPba4+0xoIcVur9/W44el9+RJmwkr1hNHuaVEYVk5Gi8fBTcE5jOu2bhaZdlmaqaxUT0y3NSCtj65SQ1NWFxdN10IZ80jp6JZHQLp6n/hZtHXt780O43B1mAHctR6HNgVu83qy5CXAI3cBP71Y7v/Q093rFS2PA8F42W3NJIhY4lEI8YBy+U4Z8wpEdCKk8DoNwHLIZJWfAbhYCLGxinEdDuB91rz91AuQQvGjqIAQ4ikiOhLAFQDeCODNALYBuAHA5UII26W+r5p2wJ8lfhsAFo9M8ohV51EJn/xobfUGo1gea8WOXbPR4iCO5RGQx+2MeQxxW2tr1NCmIFvaLhKuSaJ4FFOyPJM3YaaS29rob92/uny51/K4ENj5lLzu4orHP90h40x7HD2mSz7bE/NYljBTIeZRCPlQdeAbo48zKktV0szubcDf3uhPmjLd1vo42PLIJIi4lkeYbl5r3oXqVTNCiMsAXBZx3Q0oT+Ixl28CcFbEfZ0JWeScYWYe3jqPjvaE2U5Z4Hhyb22WRx3z6Mq2BupkebSKhP/kE/Lme9rXSudXJR5jZlt3LZDncmhTUK+xxFWacLc1IAtvmw8MsdzWFfpbayFGVkRU1wLg2Yek4I4jqhcfKqfPPVJZPNrfWzFL31eqxxPzuGeHvKZ83WVqQSfNrHoVsP8J/vU6Dbe1Pg62PDIJolndXxiGqTeueoiFvLQ2uYSVtj5WmywDBG5rV4cZoD43PNuiuuEBYOsfg+XFeosxxWMuzG3tscARydqRg5vcbQyT7rYGpHis1vLYWaFFoc7ktsN9uhcGdUXjWB51cfcoGdeFydLvImP9Hso6zGRK52uGnpVTX5meWmjvA955B/B3Xw6PBdYPXXt3yTI95jyGSQAsHhmmVXBlWxfjAR037LqIx5A6j0CdLY/qWHZtBMaNylnFhJkYogSQN/Jxj+UxzIo5Z4W0PDpL9ShBQqnazmsjKFoe99SWbQ34y/XYNSSL2y0AIIDhrdFL9QDy+urbJ6J4nHC7rfN2woxRJBwotzzqAuG+1oS1cvBJQJ+nBJAmk5WW69FdMrMf4GxrJlHEdlu7IKI1AN4OGZM4CeAPAL4mhNhWj/0zDBOBtJUgAFQoRKzEY7U1HgHDbd3AmEezSPjYkLyZmh1tim7rmGLNlzCTr1BOpm8F8MRPDYunw/KY7a49y7ze6O85TDxWsgpW6m9tlwHS6FqPowPxwwsWHxot47rMbe3pbV0Ujzrm0UqY0QXCG5FtHQfdZSbbCYCmv50lw4RQ0fJIRP1EdCsRbSei3UT0RyI6w1h+K2TrvvMAnASZJX0FgMeJ6E2NGjjDMBaplLxxF1zi0SEKtBWpVsvj6uOB5S8vnV9Py6NpUd2l8u/yo0H2rKtNYBTa+2QRZrvDSFjCDCDF48hz0v1rf25RPCbMZQ2Uxjx6S/VEsAp2zQ93W7tqH3YZvSLifk+LDwF2PgFMVCi36ysSHtphBuWWx6FNsg5os93EHXOl2B4dlNdqih2FTHIItTwSUTuA9QD+BkFSyksArCOiKcjuMWer+dsBPAtZOmcZZB3FO4noxSpphWGYRpPOedzWITGPtVgeU2ngjB+Uz2+U5XHQKN4wsVveYKup8whIS46YUgkkhlWnUiFrbZHatUFOXTGDiRSPxkNCSameGAkzQHiXmSmP27q7FvF4qPyenn8UWP4y/3qFSZkEpinrbe0r1WPFPA5uki7rZluOteUx18PJMkziqPQo848AXgRZ7PtWSOvirer9P6n3OwG8UQixVAhxtBBiBWQR8U2QAvJDDRo7wzA26TbL8hhSxqYY8xhTdEVB77OWMkD2vvLjgeURkFZDPR+oos6jGptd8DqsziMQJFIMPK0+12F5NEVMUjC/5xK3tccK6SOsv/VUPiTmUX9GFeIRkBnXYZQVCbcTZqwwg7Qn5nHo2ea7rIFAPHJfayaBVBKPp0IKxbVCiHOFEDcJIc6FrLF4BICVkLUcS7rICCF+A+B8SGulo/cSwzANQXcR0YT1fS6Kxxosj95x1NFtnUpLQZIfL7U86qSZwrgqPh0zhLvY39qKe6zotlaJFDufklOXFS9pZXqAUsujKfCIgveR3dY+8eiJecz1BJ8fVzzOWSkTkAYrOLAKk6XXgF2qp8xtHRLz2IhM67h0zpMZ6tzXmkkglcTji9T0X635XzX+/rFnWz1/P89yhmHqTTpbWnokzCpXdFs3ICu4nm5rQHVHCbE8VmM91a5qu1B4YSLcitm7DAABA8/I966YwUS6rT2WR/N9HLe1q7+1z/JIFMQ9xs2KJ5IPODoxykeZ5TEjRWfR8uhzWxuWx/ERae1rVKZ1HLTlce8AZ1oziaOSeOwDMCSE2G3OVO/14/qzrg2FEGMAdgBI4CM4w7Qo6WxpncdICTMNsDwufDEwbz9g7qr67E8f1+DGwAU6Uat4rNLymMkCPYuDz58xCTMeyyNgWOMiWh6nJv01Ml3iEZD9rYH4lkdAPuBMjoav4wo3SOesUj0UWBxddR6HlHWzEQXC49IxFxAFYHgLu62ZxFFJPKYA+B73xgBACNfjZxFH01CGYRpGOhs/YaYRMY/LXwZ8+I/1iXkEpPCZHAMGnw0KR2vLo6uDThRyvpjHCgkzQKlb05Vwkki3dYjlMR3Hba1bFDoyrn2WRyCwPMap86jJdPjbU2pcoj+TLS3V4woxMC2PukxPEtzWugB/fozd1kzi4Nx/hmklMlmrzuNEMN9GdwupJdt6usjkgOHNskPJokPkvKLbeiK+KxRwWx6nplS5mQr7KyZUkDvhJJGWR+N7rsVtveAgOXUV7p4q+GNPi5bHKoR+JifLM4Ux5bE8mh1mzOVFt7Vh4xjU3WUS4rbWsOWRSRgsHhmmlfBZHl21HDvmAi99j6zTmHQyOeCFx+XfRfGoEmbyY9XVqizGPA4G8+wuJD60uEhbrfgS7bY2RJst8FJWBnIYiw6R53vzw+XLfKV6AMPyWI3bukNansNwua0zudKEGVeWeYnlcZNcp2dx/DHWG1M8suWRSRhR0hPnEdEvXfMBwLOsZB2GYaYJu85jWMJMKgW89abpGVetZHLA7q3y7zK3dYUEl7B9ZtpLE2aiFhzXbs0yS1dWxnkuODj+eBpNaMxjDMtjug1YcjiwxSUeQ9zW3bW4rdsrWx4LEw53fNayPJpua0edx6HNMiHKtCY3C7Y8MgkminjMAjg2ZHnYMkCW+mEYZjpItwWdT4Dq+z4nDVP4zNtPumCLCTNj1cdttveVuq118kSl/emEijIRlgLO/3N1Y2k09Yp5BIDlRwK/u7U8ZGAq70+60bGS1XxXbVFjHq3rPNcj6yQCyvLoyIw3LY+Dm5IR7wgErT8BzrZmEkcl8XjbtIyCYZj6kMmV9h0OS5iZSWhR0DkfyHVLUVAS81jl8eV6SxNmXP2qXRTd1jNIlKfSUjzZIgow3NYRj2f5y4GHbpSFu5cZXV8Keb/VrrsGt3UmJ0vW+JgqyC409r77VwNb/luNzaoD6Yp5HNoE7Pua+ONrBKa1kd3WTMIIFY9CiLOmayAMw9SBdJtV5zGkw8xMQlse566U01x3aZHwarObbctj0c0f1W1dhQu2mWTagYnJcoGnhVSUUj2AtDwCwOb/LhWPU3n/tTb/QJnh37863pgB5bYOiXn0if7+/YH//YH8XssSZqyYx8IksHtbMpJlAGnRzXar9pksHplkwQkzDNNKmNmlQHDDnfHiUY1/jhaPpuWxyoQZQCbNlMQ86oSZCuKxvVcKzxknHtV5dLmtKS3d7lHoXQb0LAE2/750fqWYx395ulRsRqWtI7zOoy9WtX9/aZHctaHc4mrXeRzeKtdNitsaCMr1sOWRSRgsHhmmlbA7zBRvqi0iHrXlMdsTxHZWW6oHcMQ8RnRbA1JkRLXUJQVdlsk+vlQmnjuZSFofXeKxEYJadxjyUewe43BbA8DOJ+U6JW5rK+axWCA8SeJxjuySk+1p9kgYpgQWjwzTSphFkQH5dyoT3aKUVLRlscTyqCyG1RYJB0JiHiMIqfkHliY1zAR8lsdUW3zRt+xIYNczwB4jxnYqJOaxFiplWxe/N+u45hni0Wd51DGPSSoQrumYKx9wZvrvl2k5omRbMwwzUyir8zhRvUs3SWgxN9fltq6yPSHgz7aOIh5P+mzlDOCkoa8FV8xjXPG4/OVyuuVh4MA3yL/D3Na10NYeXufRJ/o75sgs751PlnegsWMei+IxITGPgAwPcHXyYZgmw+KRYVoJWzzmx2dWRrCPMsujkTBTq3jMjwX7iGN5nGlWRyA85jHudbL0cBknufn3lnhshNu6Q1oehSgtyq4JE/39+wM7n5LbOjvMqG1HdwFtncnquPT6K4KSVAyTINgWzjCtRJl4rKEGYpLIdUtRol2KpuWx2iLhgNGi0HCBA60huF0ULY+OUj1xRV+2C1j0otK4x0IDLY9A6bVtEhar2r/acFsbY7PrPI4NJi+ruXuBrGvKMAmDxSPDtBKZnLwZTk3J967CyTORV/wDcMYPgsSYbI8UevmJ2ouEA4HrOo7beibijXmswm0NSNf1lj9Iqx7Q2JhHwJ9xHWYx7j8AGHlOWhadHWZUzOPoYHA9MAwTCrutE8bU1BR27dqFkZERjI2NYUqLAGZWkEql0N7eju7ubsydOxepuIHy+uZYmABS7bW5dJNE98KgyDQgLY+ATHYJqy1YiZzqbz2uxWOMbOuZiC/msWNudV1M5qyU38HkKJDtbFzMox63r9bjlCfbGpBuawAYeBqYf1Awn1Kl244NcUkchokIi8cEkc/nsWnTJmQyGcybNw+dnZ1IpVIgV4wP03IIITA1NYW9e/dicHAQw8PDWLFiBTKZGD9T7b4tjEtXX6GG7itJRotH3U2nWkthmeUxRszjTERfC7Y4PvHK8DqKPtqV+B4bCsRjI4S3jkOsZHl0CVctHsVUaTY2kVxfW5vHBmWCCsMwFWG3dYIYGBhALpfD8uXL0dPTg3Q6zcJxFkFESKfT6OnpwfLly5HL5TAwENKSzYUWPfqGmB+b+TUeXeRURxmdiVpLkXDAiHnUbutWtTwqEWaLrK751dU3tMV3wy2Pnuz2MNE/b18A5F6eaiu1PLLbmmEiweIxQQwNDaG/v58FIwMiQn9/P4aGhiqvbKJjAvVNtpa+z0nGtjzWUiQcKLc8tuI5A/wxj9Wiz5+uldnomEdfrcewWNVMDpizj/y7LFEoE8Q8jg0lL2GGYRIKi8cEkc/nkc22qLuMiU02m0U+n4+3UcZy7xVapFSPje64sWeHnFZtebTET9Te1jOVYsxjvcSjElsllsdGuK11wown5rFSrKp2XdtFxFPpIMFsbJgtjwwTERaPCYOtjoymqmtBJ5WMbJfT/HhrFAm3KYt5rNJSmO2WiRNl2dat6raus+UxZ8Q8AvL8NcRtrR6KfAkzlWJVtXh0Wh4n1cOD4IQZhokIi0eGaSV6l8rp8DY5LdTQ9znJ5GzLY5XHSCQFUDHmsdUTZuptedRu/0FVHko0ts6jVzzqbOtKlkdreVrFPI4NyvdseWSYSLB4ZJhWomeJnO7eKqetnjCzt0a3NaBaFCrxMFvrPFaLGTNaLJfTwISZinUefeJxtXu5jnnUllMWjwwTCRaPDNNKtPdKV6y2POZb1PKY1dnWSjzWIvZ6lgBDW+TfYSVfWgEtwuol8Nra5cPJ2HDQ5q8ZdR6rdlurmMeieGS3NcNEgcUjw7QaPUsCy2OhRWMeU2mgrcvItq7Bujp3JTC4Uf6tWx22auxxW53d1oB8YDEtjw1xW1eKeaxgMe5bDsxbHYhIja7zOMpua4aJA4tHpiU488wzQUQ49thjI60/NjaG73//+zjnnHNw2GGHobu7G7lcDvvssw/e8Y534P777w/dnogivQYHB2s/uLj0LC61PLai2xqQcY/FmMcajnHOSmB4ixQRrdLO0Ue9Yx4B5fYfCkreNNLyWG22dSoNfPgPwEvfbc1vK7U8csIMw0SiRX0zDBPOySefjJ///OfF97lcDm1tbdi0aRM2bdqEu+66C+effz6uv/760P309vaio6PP6MjgAAAgAElEQVTDuzx2e8F60LsU2Pig/Ds/1ppua0CKx10b5N+1COS5K2X3kaFNSjy2aKY1IC1wqTags79++yyKxwZaHivWeawy0akY88iWR4aJA1semVnJ5OQkDjjgAFx33XV49NFHMTY2hpGRETz55JM4/fTTAQA33HADbr755tD93HDDDdi+fbv31dvbOx2HU0rPEmD3NnlTnJpsYctjdxBnV6vlEQB2bWx9y+OqVwNrn5DW6XqhxWOhkTGPOQDktzxqd3bcGpMlMY8U1A9lGCYUtjwys5JPfepTOOqoo5BOl3bDWL16Ne68807s3LkTv/zlL/GZz3wGH/jAB5o0yirpXSpviMMq7rGVLY+aWmMeARn3WJhsbfFIBHTMre8+c73A0ObGWh6JpPXRF/O48UFgwcHxE4F0nUfdmrAZngKGmYHwL4WZlaxZs6ZMOGqICO9973sBAM8880z8/tLNRpfr0S7dVkyYAUqtRLVYV3uXSRFRtDy2sNu6Edhu60advzaPeBzdJcXjQW+Ov89URo57dJBd1gwTAxaPDOOgvz+ICSsUCk0cSRXoQuHFeMAWtaSVWB5rOMZUWsYCDs4Ct3UjKIt5bEBva0A+BLnqPD7xM0AUgINPir/PdFtQ55GTZRgmMiweGcbB+vXrAQCLFi3C/PnzmzyamJRZHls45lFTq3V1zkppeWzVupiNpL1PWgQn9sj3jaqR6XNbP/YjoHsRsPSI+Pssxjyy5ZFh4sDikWEstmzZgltuuQVAUALIx/nnn4/Fixc7Xz/+8Y+na8ildC+S/ZrrkYmcZHJ1clsDQa1HtjzGR4uuURXe0Sjx2NZRLh7zE8ATPwcOfGN18Yq6zqOOeWQYJhKcMMMwBvl8Hu9+97sxMjKCffbZBx//+MdD1x8eHsbw8LBz2diYJ7i/0aQzQNfCWWB5VOIx1VZ7osOclcCeF6QFqq2z9rHNJrTo2qvFY4NiHjPt5dnWGx4AJnZXF+8IBDGPY0PcXYZhYsDicQZx+X/8L/661S1UZgovWtqLS09+cbOH4eW8887D+vXrkc1m8a1vfQt9feHWiK9//es488wzp2dwcehdAux6Rv7dquJRJ8zU4/jmrpLTnU8By6pwf85mtHjUBdsbGfNoWx4fu1eK/f1eW90+dZ1HTphhmFiw25phFBdddBFuueUWpNNp3HHHHTjmmGOaPaTq6VkatO5rVTestjzW4/h0rcfx4dY9X42iaHlU11vD3NZWwowQUjyuPj5oXxiXVAaY3COLj3PCDMNEhi2PM4gkW+xmOldffTWuueYaEBFuvfVWnHbaac0eUm30Lgn+blXLo06YqUcpIl3rEWDxGBdbPDaqVE+mA8i/ELzf/hdgeDNw3EXV7zOVCdzt7LZmmMiw5ZGZ9Xz+85/HxRdfDEB2jDnrrLOaPKI60GOKxxat86gtj/XIju5aIMUJwOIxLjnVRWk6LI9me8LnH5XTFUdVv89URlqbAXZbM0wMWDwys5ovfelL+MhHPgIAuPbaa3Heeec1eUR1Qtd6BFpXDBXd1nWwrBIBc/ZR+2vR89UoyhJmGlnn0Yh5HBuS01o65pgdadjyyDCRYfHIzFpuu+02fPCDHwQAXHLJJbjwwgubPKI60jML3Nb1TJgBAtc1d5iJR7YLoLRheWxgtrVpeRwdlNP2GvrHm1ZStjwyTGQ45pFpKSYnJ7Fjx47Qdfr6+vDDH/4QZ599NoQQWLt2LS6//PJpGuE0MZssj/USjzppplXPV6MgksJrr862bmSdx/Hg/dgQkO2uTeybY+WEGYaJDItHpqV48MEHsWDBgtB17rvvPqxdu7bYdvD222/H7bff7l3/7rvvxpo1a+o6zoYzGyyPOmGmXkXQ57J4rJr2XmBwk/y7kR1mzGzrenSFYcsjw1QFi0dmVjI1NVX8+7nnngtdd2JiotHDqT+5HqCtS5YhadWEmbYuANQAyyO7rWPT3geIDfLvRsY8ioLsCJNuq09hbxaPDFMVLB6ZlmDdunVYt25d5PU3bNhQ0+cJIWravuEQyXI9O59sXUtaKiVFcr1jHlvVUttITOHVKPHdph6CJkflZ9SjsLcWj+lc9bUiGWYWwgkzDNOqaNd1K4uhbHf9xPEcFo9VY4q4RrqtgSDucWyo9jhFPVa2OjJMLNjyyDCtSu9SANS4m3kSOORUYMFB9dlXxxzg9Ntqqxs4W8lNg3jUlkGdcT02CLQfUts+9Vg5WYZhYtHCdxWGmeUsOgToe0i6sFuVN1xd3/29+JT67m+2MJ2WR13rsR4xj2m2PDJMNbB4ZJhW5egPAC8/u9mjYGYD0+q2HgOmCrIzTL1iHlk8MkwsWDwyTKuSzpR20GCYRjEd4rHNEI/F7jL1inlktzXDxIETZhiGYZjaMLu8NMzyqGIeJ0cD8ciWR4ZpCiweGYZhmNqYbrf1mG5NWCfxyAkzDBMLFo8MwzBMbWgRRylZf7MRuNzW9SoSzpZHhokFB0QxDMMwtaHFVyPLQpnZ1rpIP7utGaYpsHhkGIZhaqMoHhvY2tGs85hX5Xo4YYZhmgKLR4ZhGKY2ciphZrosjwXVZaZWi6FupciWR4aJBYtHhmEYpjZyvZDdjNKN+wwzYWZ8GKC0bE9ZC5wwwzBVwQkzDMMwTG2kUlJAphvotjbF4+igtBbW2j1p9fHACZcAiw+rfXwMM4tgyyPDMAxTO+19gCg0bv+pFJDOBXUe62EtbO8FXv3Pte+HYWYZbHlkGIZhaqe9t7Fua0BaH3WdR45TZJimweKRYRiGqZ32vsYmzACy1qOu88gZ0gzTNBIpHonoNCL6IhE9QETDRCSI6JtV7ms5EX2NiLYS0TgRbSCi64lormf9s4noy0T0WyLaqz77qtqOiGEYpsVp72tsqR5AWh4njZhHhmGaQiLFI4CLAXwIwOEAtlS7EyJaDeC/AZwF4HcAPg/gaQDnA3iIiPodm30WwD8AOADA1mo/m5lezjzzTBARjj322Ejrj42N4fvf/z7OOeccHHbYYeju7kYul8M+++yDd7zjHbj//vtDtyei4usLX/iCd718Pl9cr9I+GWZGs+bDwPEXN/Yz2jpkncd6xTwyDFMVSRWP/wTgQAC9AP6xhv3cDGAhgA8LIU4RQnxMCHE8pIg8CMDVjm3eCWCVEGIeALY4tignn3wyTjvtNHz1q1/FI488gnw+j7a2NmzatAl33XUXjjvuOFxwwQWR9nXNNddg7969DR4xwyScla8EXvS3jf2MTE5aHjnmkWGaSiLFoxDiPiHEE0LoHlTxUVbHEwFsAHCTtfhSAHsAnEFEXdZn/1gIsbHaz2VmBpOTkzjggANw3XXX4dFHH8XY2BhGRkbw5JNP4vTTTwcA3HDDDbj55psr7mv79u344he/2OghMwyT6ZDCsTDBMY8M00QSKR7rxHFq+lMhxJS5QAixG8BvAHQCOHq6B8Y0n0996lN49NFHsXbtWhx88MHF+atXr8add96J448/HgDwmc98JnQ/b3rTmwAA1113HYaHhxs3YIZhZMLM7u3yb7Y8MkzTaGXxeJCaPu5Z/oSaHjgNY2ESxpo1a5BOu8uKEBHe+973AgCeeeYZDAwMePdz7rnnYsWKFRgYGMBnP/vZhoyVYRhFpiMQjxzzyDBNo5XFo34sHfIs1/Pr+h+IiP6BiB4moodfeOGFeu6amUb6+4NcqkLBX/g4l8vhk5/8JADg+uuvx86dOxs+NoaZtWRy9etrzTBM1bSyeGwKQoivCCGOFEIcuWDBgmYPh6mS9evXAwAWLVqE+fPnh6571llnYfXq1RgeHsanP/3p6Rgew8xO2jqCv9ud1dYYhpkGWlk8asui7/FUzx+chrEwM4gtW7bglltuARCUAAojk8ngsssuAwDceOON2LZtW6OHyDCzE93fGmDLI8M0kVYWj4+pqS+m8QA19cVEMrOQfD6Pd7/73RgZGcE+++yDj3/845G2e9e73oUXvehFGB0dxdVXuypAMQxTMyWWRxaPDNMsGtxLqqncp6YnElHKzLgmoh4AxwDYC+C/mjG4qrj3Y8D2R5o9itpYfCjwpmubPQov5513HtavX49sNotvfetb6OuLdoNKpVK44oorcNppp+HWW2/F2rVrsXLlygaPlmFmGZlc8DeLR4ZpGjPe8khEbUR0sKrrWEQI8RSAnwJYBeCD1maXA+gC8A0hxJ5pGSiTeC666CLccsstSKfTuOOOO3DMMcfE2v7UU0/FEUccgYmJCVxxxRUNGiXDzGIyyvLY1glkss0dC8PMYhJpeSSiUwCcot4uVtNXEtE69fcOIcRH1d/LADwKYCOkUDT5AIAHAXyBiE5Q6x0FWQPycQCfcHz2OQBepd7ur6YnE9Fy9ff/CSGaYzpLsMVupnP11VfjmmuuARHh1ltvxWmnnRZ7H0SEK6+8EieddBJuu+02XHjhhdhvv/0aMFqGmaW0qZhHLhDOME0lqZbHwwG8T73eoObtZ8yLdGdX1scjAayDFI3/DGA1gBsAHC2EcNVVeZXxOdr0dJgx742xj4ZJNJ///Odx8cWyJ+8NN9yAs846q+p9vfnNb8aaNWtQKBRw6aWX1muIDMMAQcIMu6wZpqkkUjwKIS4TQlDIa5Wx7gZ7nrWvTUKIs4QQS4QQWSHESiHEBUKIXZ71z6zw2cc25KCZpvClL30JH/nIRwAA1157Lc4777ya93nVVbIl+p133olHHpnhMaoMkyS0eOQC4QzTVBIpHhlmOrjtttvwwQ/KcNhLLrkEF154YV32e9xxx+GEE06AEKJYQJxhmDqgs63Z8sgwTSWRMY8MUy2Tk5PYsWNH6Dp9fX344Q9/iLPPPhtCCKxduxaXX355Xcdx1VVX4Re/+AXuueeeuu6XYWY1GY55ZJgkwOKRaSkefPBBVOrsc99992Ht2rXFtoO33347br/9du/6d999N9asWRNrHEcffTTe8pa34D//8z9jbccwTAgc88gwiYDFIzMrmZoqlv3Ec889F7ruxMREVZ9x5ZVX4p577oEQoqrtGYaxaOOYR4ZJAiwemZZg3bp1WLduXeT1N2zYUNPnRRGEhx9+eIlIZRimRjIc88gwSYATZhiGYZiZAdd5ZJhEwOKRYRiGmRnM2w844ERg5SubPRKGmdWw25phGIaZGWS7gHd/t9mjYJhZD1seGYZhGIZhmMiweGQYhmEYhmEiw+KRYRiGYRiGiQyLR4ZhGIZhGCYyLB4ZhmEYhmGYyLB4ZBiGYRiGYSLD4jFhcCs7RsPXAsMwDJNEWDwmiHQ6jUKh0OxhMAmhUCggnU43exgMwzAMUwKLxwTR2dmJkZGRZg+DSQgjIyPo7Oxs9jAYhmEYpgQWjwmit7cXAwMDbH1kUCgUMDAwgN7e3mYPhWEYhmFK4PaECaKnpwejo6PYuHEj5s2bh+7ubqTTaRBRs4fGTANCCBQKBYyMjGBgYABdXV3o6elp9rAYhmEYpgQWjwmCiLBw4ULs3r0bw8PDeP7559kKOctIp9Po7OzE/Pnz0dPTww8ODMMwTOJg8ZgwiAi9vb3srmQYhmEYJpFwzCPDMAzDMAwTGRaPDMMwDMMwTGRYPDIMwzAMwzCRYfHIMAzDMAzDRIbFI8MwDMMwDBMZFo8MwzAMwzBMZFg8MgzDMAzDMJFh8cgwDMMwDMNEhsUjwzAMwzAMExkWjwzDMAzDMExkSAjR7DG0LET0AoCNDf6Y+QB2NPgzZip8bvzwufHD58YPnxs3fF788Lnxk8Rzs1IIsaDSSiweZzhE9LAQ4shmjyOJ8Lnxw+fGD58bP3xu3PB58cPnxs9MPjfstmYYhmEYhmEiw+KRYRiGYRiGiQyLx5nPV5o9gATD58YPnxs/fG788Llxw+fFD58bPzP23HDMI8MwDMMwDBMZtjwyDMMwDMMwkWHxyDAMwzAMw0SGxeMMhIiWE9HXiGgrEY0T0QYiup6I5jZ7bNOBOl7heW33bLOGiH5ERANENEpEfyGiC4goPd3jrxUiOo2IvkhEDxDRsDrub1bYJvbxE9FbiOh+IhoiohEi+i0Rva/+R1Q/4pwbIloVch0JIvpOyOe8j4h+p87LkDpPb2nckdUGEfUT0TlE9AMielJdA0NE9GsiOpuInPeC2XDdxD03s+m6AQAi+jQR/YKINqlzM0BEfySiS4mo37NNy183QLxz02rXDcc8zjCIaDWABwEsBPDvAP4PwCsAHAfgMQDHCCF2Nm+EjYeINgCYA+B6x+IRIcRnrPXfCuD7AMYA3AlgAMDJAA4C8D0hxOkNHXCdIaI/AXgJgBEAmwEcDOAOIcR7POvHPn4i+hCALwLYqbaZAHAagOUAPiuE+GidD6suxDk3RLQKwDMA/gzg3xy7+x8hxPcc230GwD+r/X8PQBbAOwHMA3CeEOLGehxLPSGi9wP4EoBtAO4D8CyARQBOBdAHeX2cLowbwmy5buKem9l03QAAEU0A+AOAvwJ4HkAXgKMBHAlgK4CjhRCbjPVnxXUDxDs3LXfdCCH4NYNeAH4CQKiLxpz/OTX/lmaPcRrOwQYAGyKu2wv5ox4HcKQxvx1ShAsA72z2McU8/uMAHACAAByrjuGb9Tp+AKsg//HvBLDKmD8XwJNqm1c2+zzU4dysUsvXxdj/GrXNkwDmWvvaqc7bqlqOoUHn5XjIG3jKmr8YUiwJAG+bjddNFedm1lw3+jv3zL9aHdPNs/G6qeLctNR1w27rGYSyOp4IKZ5ushZfCmAPgDOIqGuah5ZkTgOwAMB3hBAP65lCiDEAF6u3/9iMgVWLEOI+IcQTQv0XqUA1x//3AHIAbhRCbDC22QXgU+rt+6scfkOJeW6qQR/31ep86M/dAPmbzAE4q0GfXTVCiF8KIf5DCDFlzd8O4Bb19lhj0ay5bqo4N9UwI68boPidu7hLTQ8w5s2a6waIfW6qIbHXDYvHmcVxavpTxz+63QB+A6AT0mze6uSI6D1EdBERnU9Ex3niaY5X0x87lv0KwF4Aa4go17CRNpdqjj9sm3utdVqBpUR0rrqWziWiw0LWbcVzM6mmeWMeXzcS17nRzPbr5mQ1/Ysxj68bievcaFriusk040OZqjlITR/3LH8C0jJ5IIBfTMuImsdiAN+w5j1DRGcJIdYb87znTAiRJ6JnALwYwH4AHm3ISJtLNccfts02ItoDYDkRdQoh9jZgzNPN69WrCBHdD+B9QohnjXldAJZBxtVuc+znCTU9sEHjrDtElAHwXvXWvEHN+usm5NxoZtV1Q0QfBdANGQd6JIBXQYqja43VZuV1E/HcaFriumHL48yiT02HPMv1/DnTMJZm8nUAJ0AKyC4AhwL4MmQcyL1E9BJj3dl+zqo5/qjb9HmWzxT2ArgSwMsg46vmAngtZNLEsQB+YYWAtOK1dC2AQwD8SAjxE2M+Xzf+czNbr5uPQoZHXQApjn4M4EQhxAvGOrP1uolyblrqumHxyMw4hBCXqzil54QQe4UQ/yOEeD9k0lAHgMuaO0JmJiCEeF4IcYkQ4g9CiEH1+hWk9f63APYHcE5zR9k4iOjDkFmc/wfgjCYPJ1GEnZvZet0IIRYLIQjyof1USOvhH4noiOaOrPlEOTetdt2weJxZVHoC0/MHp2EsSUQHt7/GmDfbz1k1xx91G98T8YxGCJEH8K/qbUteS6o0yg2QJUaOE0IMWKvM2usmwrlxMhuuGwBQD+0/gBQ9/QBuNxbP2usGqHhufNvMyOuGxePM4jE19cU46MwuX0xkq6NdBKbp33vOVEzTvpDB8E83dmhNo5rjD9tmCeT53ZzU+KM6UXYtCSH2ANgCoFudB5sZ8fsjogsga+r9D6Q4chXWn5XXTcRzE0bLXjc2QoiNkAL7xUQ0X82eldeNjefchDHjrhsWjzOL+9T0RCrvetAD4BjIuIr/mu6BJQSdZW7+Y/qlmr7Rsf5rILPTHxRCjDdyYE2kmuMP2+ZN1jqtiutaAmb4uSGiCwF8HsCfIMXR855VZ911E+PchNGS100IS9W0oKaz7roJwT43Ycy86yZKMUh+JeeFWV4kHMDfAOhyzF8FmX0mAFxkzO+FfKprmSLh1nEfi8pFwmMdP6R1YEYW7Y15bo6AVRhazT9BHb8AsMZaltiivRHOxyfV2B8GMK/CurPquol5bmbNdQNpDexzzE8hKIT9m9l43VRxblrquuH2hDMMR3vCRwEcBVkD8nHIi69l2xMS0WWQgey/ArARwG4AqwGcBPkP6kcA/k4IMWFscwpkW6cxAN+BbJf1t1DtsgC8XcygH4I6nlPU28UA3gD5xPqAmrdDGO28qjl+IjoPwBcw89qFRT43qjzGAZC/p81q+WEI6qZ9UghxleMzPgvgIyhtF/YOyBinRLaZUz2C10FaQb4Id/zYBiHEOmObWXHdxD03s+y6uQDANQB+Ddlabydk68bXQiaFbAdwghDir8Y2s+W6iXVuWu66abZ651f8F4AVkOVqtkH+yDZC9nme2+yxTcOxvxbAtyGzIAchi/i+AOBnkDXZyLPdMZDCcheAUQCPAPgnAOlmH1MV5+AyyKdR32tDPY4fstDtekiBvgfA7yFrkTX9HNTj3AA4G8B/QnZsGoG0ljwLefN6dYXPOVOdjz3q/KwH8JZmH38N50UAuH82Xjdxz80su24OAXAjpCt/B2S84pA6hsvgsdLOkusm1rlpteuGLY8MwzAMwzBMZDhhhmEYhmEYhokMi0eGYRiGYRgmMiweGYZhGIZhmMiweGQYhmEYhmEiw+KRYRiGYRiGiQyLR4ZhGIZhGCYyLB4ZhmEYhmGYyLB4ZJgWhYiEeq1q9liiQkQnEtEviGiQiKbU+M9s9rhmAkS0vzpf+WaPJS5EtICIhonocSJKN3s8jB8iukRdZ+9v9liY5sHikWFiQESnGKLsZ80eTytBRK8GcC9ku65uyM5Bz0F2qKi07SrjezFfk0T0HBH9jIjOIaJMg8b+ESK6jIj2adD+T1X7f00j9p8APgmgB8CnhBAFcwERfdPzve4koieI6AdE9PGZ9JA0w/kiZJeTTxJRR7MHwzQHFo8ME4/3GX8fT0TLmjaS1uPDkP+T7gLQI4RYJIRYLIS4M+Z+dkGKTi08FwJ4HYBbAdxHRJ11HLPmIwAuBdAQ8QjgVLX/MPE4AeAxyNadMwYi2hfAuZBt274ZsuoEgu91AEAngP0he5l/CsBTRPQdIupv6IBnOUKIXQBuArAU8jfLzEJYPDJMRIhoPoCTIPuLfgvy93NGUwfVWrxYTb8hhKhobQzhVCU6FwsheiFvcjepZa+C7DvbcgghnhVCHCyEOKTZY4nJhwBkAXxdCBHmcn/A+F4XCSE6AMwD8GYA3wVAAN4B4I9EtLTho57d/KuafpjDDGYnLB4ZJjr/D0AbgB8C+LKa9z7/6kxMtAtspJ47FUJsE0J8CIAOM2DBnxCIKIvg+/hO3O2FELuEEPcKId4O4GQA4wBWQIpJpkEIIZ4C8HvIB7M3NXk4TBNg8cgw0dFC8Q4ADwB4FsDBRPQK3wYqTk0Q0Tr1/n1E9Fsi2q0SBO4joteHfSgRvYiI7iSi54lolIj+j4guJ6J2e/9xIKJuIrqIiH5PRENENKZiyL5ARCvi7s/Yb07FAP5W7XeUiB4jos8R0WLH+oKIBIBVatZ9Rmzb/dWOw8FP1XQxEc0LGf8JKo5uOxFNqOndRHSsY92r1Nh1+MIDVmzez41100R0EhF9hYj+oGIxx4loa8j+X6f2/24160pr/3lj3YoJM0T0MiL6FhFtVp/9AhH9mIj+LmSbzWq/ryKifiK6nog2qO03E9GXiWiRb/sKvAXAAgB/FkI8XuU+AABCiHsAXKjeriEip6ghoiwRfZiIfk1EA+o4NhDRV4nooLDPIKK3EtF69dsdJqKHiOgMtezX6jy9x9rmHPNaIKIziOhXJGM2BRG9xVq/h4guJqKHjd/P40R0A1UIkyGifYnoRrX+XjXGh4noX8gTrkFEvUR0qbomdxvX5O+J6DoiepHn4+5S07PCxsS0KEIIfvGLXxVekC5VAWAHgDY171o176aQ7S5T66yDdPUIAHkAQ+pvAaAA4G2e7V8HGben1x2CtK4IAA8BuEbv37Gt3maVY9nfQMaY6XUmIS1++v0AgGOqOE8LAPzB2M8YgGFrv0db22xXr4Kxjp53d8TPXWV8xrGeddYa6yzwrHOtsc4UZPzklDHvSmv9C62x7zTGvh3AXca6hxv70d/liDXvX6z9v1rtR18Du639bzbW3V9fX55j+4AxTqGOLW+8Xwcg5dhus1r+LsgHJgEZujFmbPskgL4qrpdbUPk39E21zs8j7C8HmWglIMMf7OXLAPzFGHfeuj73AvjbCr9l89rQ5/P/A/Br9fd7rO3O0eMHcDOC3/yA2s9brP8zzxqfY/8ud8L6/Rjbnm59J3sg40T1+z/Buu4BzIWMkRXWuMzr5CrP571SLR90XTf8au1X0wfAL37NhBeA69Q/ypuNeYca/9Cznu30DWcXpAB4P4BOtWxfAOvV8q0AMta28yHFqgDwWwCHqPlt6ka+W+03lngE0AfgGbXsLgCHAUirZftBWlYFpDiZE/M83YtAAJ5u7PdIBDft7QDmO7bdgBDxV+FzVxnH69we0m0tAOz2LH+PsY/rAfQb38NNxrJ3OrbVAutVIWP8G8gHiNdDJgTp+YsAXAIpZAoAXubYVguoi0P27xWPkIk2WhB8B8AyNb8HMtNZC+SPhRzbLgD/DeAo4zo8BVI8CMhM6bjf2yNq278PWSeyeFTr36XW32DNz6rxC0gr9NEIHgSXArhBLRtx/GZeb3z/t0KJMABzEDzA6fPgE4+71XfwCSihDflb1Puai0A4fhvy/4v+/axW8/T/il7rM46GFJoTAK4wvt8MgDXGcd9jbXeFmv8cpPs5Y3y3BwD4GICzPee5Q32mAHB43O+eXzP71fQB8ItfSYyAlOYAAAyoSURBVH8BSKt/2GXiAIEg8lkOLzNuOu92LF+KwJL4GmvZ5cY/9jIRB+Dtxr7XOZb7xONVav63Qo5Zi8CPxjhPrzY+8w2O5YsgRaUAcIVj+QY0QDwCWAJZXkQv/5Jj+xQCQV1msVLraFHyJACyllUUjxGOQX/ftzqW1Soe9UPKeriti/rhaAhAt+fYtgCY69j2QrX88ZjH24VAtB4Zsl5c8fhJBNbBlDH//Wr+fbAe1Ix1tHfgemv+b+AQX8byrxjXl088Oq97Yz1t9fZdf4TgAegCa9lDar5P6M2HfGgrEXqQIloA+Ocqr9m/qu3Prfa659fMfHHMI8NU5vWQAmQj5E3E5A41fV+FfTwLmaFdghBiK4Dfqbd2luypavoVIcSgY9u7ADxd4XNd6LF+NmQdPdbQeEyL09T0YSHET+yFQojnIN2UgBS+jeJuFae4nYiGIYX/h9SyPwC4yLHNyxDEXF7l2e9larparV9v/kNNj6nnToloIYISP58SQkw5VrsG0mrVC+CNnl19WcgyLTb/pqb7E1F7jKEtghREgLSw1ws9RoK05mn0dX+98Gd1699z8bpXcbpr1NvrPNtdG2FceUiLtg89vs+4FgohBBy/SxWneTSkB+Trnm13ANC/SfM3PaymS8IGHoL+3qrdnpmhNKRgLsO0GGeq6bfVP3CTb0PeeN9ERAuEEC949vGwY1vNFjUt3uiIKAdAB6r/OmRsv4Z0NUdCJcIsV29/pJIxXGTVNE7izBFqel/IOr8E8HEABxJRlxBiT4z9R2WuZ/5XAXxACDHhWKbHvk0I8ZhrYyHEX4noOUjRcwSAh+MOTCUtvB/AWyHd2HNR/n+43mVmXqqmBQC/cq0ghNhFRH8EcBTksX3PsdrvPfvX1y9BumHHIo5rvvG3S5TWDZJZ3Vrw/ysRfdmzqi47Y173h6tpAcB/uTYSQjxNRFsR/t09JoQY8IxvXwA6mewnRORaDXD/LrWw7QXw/7d3rrF2VFUc//2lLUFaKBVaELRowS+1EQySQCBYVCAUGkjFR1VIKSJBTXw0aqkVYqVg+GDiEzCBWx9BSJBnEBuNjUVqYlCqbTG0DSAVLZaHiIGCZflh7d2Ze+7M3DnnPntZv2Syz5zZa589rzNr9l6Ppxpkp1bI3gcsAj4v6TD8/+x3ZvafukY6yOft0MZawYQjlMcgaEDSwfiDHqpHDv8maT0+srMYt5uqounPOD9sJ5e+O4QiGsI/GmSfathWRXmEYGaL+t0E1D4slX9vqLMjlcIfOCOhPM43s3UAyQv4LHyU9WLcdvSHFTJt+g7e/1ml+q1JnrLr8OnlzH8pnHL2w4/Jgd22PQi5r89Zc/zMHbjyWLdvdddwWVmcXFOniv1Ln6sU+l7JLw9Gf+VmcunzYJSv+1z/WTPb3SAzmPJY92IJ/e/LNp7r5f5l2ck9yN6MK59LgQvT8pqkjXhIsuvN7J8NbeVzH5lmXmfEtHUQNPNhIE/F/VkVKfAopgQHm7oeD5Tv+UPMTIMsR/fwG91MXY4oZrbTzNbgjh0A35V0XIPISPb927jiuA04Hz/+U81sppkdjgcwh2Iqd7jZf/Aqo0p5FG76MLY7L5VPlKboy9f9vBbX/UgMrOxp2Fbu37QW/TumQvahFnIys0uyoDmX4E5zq3Cb2Ffw0eorga2STm/od1bUn2l5DIIJQiiPQdBMNwrh8ZLmDV6tFXk0Cprtibq1NdpZ+jzcqfTyyEpTu3nK3BheO7dGzOwB3PFiCvCtiipt+g5F/5tGkQaQbAFzPL+PmtmdFXasvcZKHIzc12mS6qb0ocd9GwLl89/Ur9Ykc4/5aXV9x2/l+6nb6z73c0Zqv46h2P0N5b7Msj3HZjWzv5jZ18zsvbgivxDYjE91/0j1WWTyeRu1ezkYH4TyGAQ1SDqWwp7oOPyPsm7Jzg7DMvqYpse2pNVTGqqe2mW7j1E8bIY7M8QfU3ma6g2v8ijGoyNk79jE1SRvbEnv79iW+36QpHdTQQqWPKujfiYrJnX7PZPCXu3hmjqdfeqm/Sb+VPo8v6pCUiqzbWTnvo0UT1NMK79tmNq8jGKaOTu/YGYvUxyHbq/7fL72wx1TBpBsFoeS534bhQLWbf82pHKmpCE7cpnZbjO7B591Ad+vOTXVj07lPpVPPRg6oTwGQT0XpnKjmW00s+frFop0aB9reEvvljtS+clke9kPSYvowlmmRF8qlzVlrJDTzXRidrKYS2EnWm5vFv5whyI7xaiRHGHuTqtf7dj8EB6qB6q9saHwtt6e6pfJXqt1x+uF0ucBuaclHQV8uka2Tfu1mNnTFI4yX5ZU9b+/HFduXwDu7/Y3eiE5kGXF54ShtifpbOCbaXV9hcd/XyqXSmrM/10eoU02f7mfy2pEvtRdb/uTjsWa3Jak2lHMdF/u/T8ws00UzlvXSaqdcpf0xuQ8lNen1NXF49JmBoy4SjoaV9SNgVEogglOKI9BUEEaOcs5d3/eQuQePGDu4cCZw9SN7+AjM7OAX0iam/o2SdJHcGP3ASF8WnAtHuLnUOBBSR+StNfgXdJbJV2Kj0CdV9PGAMxsPYXicZOkD2ZFOo2IrMVHaXdS71g00lyXytMk7R3RTbZxK9PqInkKvhkAkg6V9D086DnAigrP+c2pXFwVria9YGRv5T5J70ptv0GennId/hCuI7d/tipSPLYgBwI/EfippDen358maSWFUrTazIY1t/gg5EgC7+lFWNJ0SWdJuhW4F1dynqA6FNSN+Dk4AFgnaamkg0ptHSHp48kBrlOR/3oqz5F0ffJMRtLBkr4BfAqPkTkUVuOxTmcCG9L9U74vZ0u6DB8JPbdD9rO4reJ84FeSTs4vCfK0mPMkXYnf92VHud/I0x6eWr5uk3J9U1rdQTELUiafsy1mFjaPrzeGEiQyllgm6oL/CefAvnNbytyf6t9a+u4qaoJ4l+r0pTpXVWw7k/4px54vrT9Akd3ihgrZyiDhadsxFAF+DY9BtwtPz2al5aIuj9th+PRgln+JgekJT6qRfZwRCBJeUTcHfP5lxbZyesKqVG2rato8o1RnN/Bk2p+flOqcTP9Uky+W1nfhinpdkO+ZFNmE9uAe+I8D2zrOaaV82n45RVDu19K+ldMTrqE5PWFlAHQ8akdu46guz9uc1JcXSZmXKurkIOG7KdIy7qy4VvfgERFmNPzeLIqA2lnmGQamiVxRIbuqtL3z+F1Tuq4u6JDbm56wxfE4lv7pAvN9+VJH/6oSDpxD/3vt5ST7aofskSWZTR3H4ln6/9+8SH3Gpr5UZ2W392ss+/4SI49BUE22XXzUzDY31iy4PZULu5zurcV86u0EfEr4GXxk5THcE/J9FCEyuhqBNLNtuI3b5XhcxufwGH3/w7Pm3AgswB/c3bT7Lzzn7TJ8Ku1VfDp0Kx4gea6ZbahvYVTIgZ7PkNRvxMvMvoIHUb4bP97T8AfwncDpZraSCsxsLR4k/bf4g/5IYDZF7D7M7EFcgbwLP96TcEXoB7hN7aa6DptPPc/HTRl24Ur6bAqbs0Exs+/jo0U/w5XPqfh1sxbPkHSRVQcQHzHMbDvu4XsgA0fTOpmCK3+zgDfhSs52/HheAbzdzBZbTSzF9Hs7cRviT+BZlHbh8REBHsEV6AsoRqjLsivxwP3r8RBLk/AA/4vNbDl+/0BvswH5N7bi18Jn8NHo51O7rwIbgRtwm8hbKmTvxZXP1fgL3G7czOHfuGJ7DXC8mZXDUS3BX3DX4YkMDsAV40fw6ADvtBT2qkxyHDov1e3rdX+DfReZNc2UBEEwnklTbKcAS8ysb4y7EwRdk0wwbgHuMrPWZhLjCUnT8JeNycBbzGzHICL7NJLOx8157jOzBWPdn2D0iZHHINhHkXQSrji+Bvx6jLsTBL1yG27Tea6kd4x1Z3rkc7ji+NeJrjgmvpjKK8e0F8GYEcpjEIxjJF0q6QpJc0rOJ1MlXYg7CADcZmZPjl0vg6B30lT5cvx5VOfpPuYkJ6qLUtSA/N0Rkq6m8MSvzEs9kZA0H8+/fruZdZ2iM5gYxLR1EIxjkifnirS6B7dfmk7x4vcw8AEziyC9wT6NpC/gNnfXmllTNpYxQdLv8fSN4Hatr1DYOQLcbGYXj3rHRhlJC/H85z9ONqvB65BQHoNgHJNCZiwBTsMzgMzAjfW34E4011tzvuIgCIYBSQtwZ5oTcUeoqbh38h+Am8zsjgbxIJhQhPIYBEEQBEEQtCZsHoMgCIIgCILWhPIYBEEQBEEQtCaUxyAIgiAIgqA1oTwGQRAEQRAErQnlMQiCIAiCIGhNKI9BEARBEARBa/4P/+xSLF23ixQAAAAASUVORK5CYII=\n",
- "text/plain": [
- ""
- ]
- },
- "metadata": {
- "needs_background": "light"
- },
- "output_type": "display_data"
- }
- ],
- "source": [
- "fig, ax = plt.subplots(1,1, figsize=(10,10))\n",
- "ax.plot(angles,mean_tes, label = \"L2F\")\n",
- "ax.plot(angles_l2n,mean_tes_l2n, label = \"L2N\")\n",
- "\n",
- "#ax.set_yticks([1.0, 1.05, 1.1])\n",
- "ax.tick_params(labelsize=20)\n",
- "ax.set_xlabel('Angle of Rotation (Degrees)', fontsize=24)\n",
- "ax.set_ylabel('Backward Transfer Efficiency', fontsize=24)\n",
- "ax.set_title(\"Rotation Experiment\", fontsize = 24)\n",
- "ax.legend(fontsize = 24)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": []
- }
- ],
- "metadata": {
- "kernelspec": {
- "display_name": "Environment (conda_tensorflow_p27)",
- "language": "python",
- "name": "conda_tensorflow_p27"
- },
- "language_info": {
- "codemirror_mode": {
- "name": "ipython",
- "version": 2
- },
- "file_extension": ".py",
- "mimetype": "text/x-python",
- "name": "python",
- "nbconvert_exporter": "python",
- "pygments_lexer": "ipython2",
- "version": "2.7.17"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 4
-}
diff --git a/experiments/rotation/rotation_results/angle_0.pickle b/experiments/rotation/rotation_results/angle_0.pickle
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diff --git a/experiments/rotation/rotation_results/angle_0_dnn.pickle b/experiments/rotation/rotation_results/angle_0_dnn.pickle
deleted file mode 100644
index 97a84e13e6..0000000000
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diff --git a/experiments/rotation/rotation_results/angle_10.pickle b/experiments/rotation/rotation_results/angle_10.pickle
deleted file mode 100644
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diff --git a/experiments/rotation_cifar/rotated_cifar.py b/experiments/rotation_cifar/rotated_cifar.py
index fd266a11ac..999b9774ef 100644
--- a/experiments/rotation_cifar/rotated_cifar.py
+++ b/experiments/rotation_cifar/rotated_cifar.py
@@ -22,29 +22,27 @@
from numba import cuda
-import sys
-sys.path.append("../../proglearn/")
-from progressive_learner import ProgressiveLearner
-from deciders import SimpleAverage
-from transformers import TreeClassificationTransformer, NeuralClassificationTransformer
-from voters import TreeClassificationVoter, KNNClassificationVoter
+from proglearn.progressive_learner import ProgressiveLearner
+from proglearn.deciders import SimpleArgmaxAverage
+from proglearn.transformers import TreeClassificationTransformer, NeuralClassificationTransformer
+from proglearn.voters import TreeClassificationVoter, KNNClassificationVoter
def cross_val_data(data_x, data_y, total_cls=10):
x = data_x.copy()
y = data_y.copy()
idx = [np.where(data_y == u)[0] for u in np.unique(data_y)]
-
-
+
+
for i in range(total_cls):
indx = idx[i]#np.roll(idx[i],(cv-1)*100)
random.shuffle(indx)
-
+
if i==0:
train_x1 = x[indx[0:250],:]
train_x2 = x[indx[250:500],:]
train_y1 = y[indx[0:250]]
train_y2 = y[indx[250:500]]
-
+
test_x = x[indx[500:600],:]
test_y = y[indx[500:600]]
else:
@@ -52,19 +50,19 @@ def cross_val_data(data_x, data_y, total_cls=10):
train_x2 = np.concatenate((train_x2, x[indx[250:500],:]), axis=0)
train_y1 = np.concatenate((train_y1, y[indx[0:250]]), axis=0)
train_y2 = np.concatenate((train_y2, y[indx[250:500]]), axis=0)
-
+
test_x = np.concatenate((test_x, x[indx[500:600],:]), axis=0)
test_y = np.concatenate((test_y, y[indx[500:600]]), axis=0)
-
-
- return train_x1, train_y1, train_x2, train_y2, test_x, test_y
+
+
+ return train_x1, train_y1, train_x2, train_y2, test_x, test_y
def LF_experiment(data_x, data_y, angle, model, granularity, reps=1, ntrees=29, acorn=None):
if acorn is not None:
np.random.seed(acorn)
-
+
errors = np.zeros(2)
-
+
with tf.device('/gpu:'+str(int(angle // granularity) % 4)):
for rep in range(reps):
train_x1, train_y1, train_x2, train_y2, test_x, test_y = cross_val_data(data_x, data_y, total_cls=10)
@@ -107,7 +105,7 @@ def LF_experiment(data_x, data_y, angle, model, granularity, reps=1, ntrees=29,
network.add(layers.BatchNormalization())
network.add(layers.Dense(units=10, activation = 'softmax'))
- default_transformer_kwargs = {"network" : network,
+ default_transformer_kwargs = {"network" : network,
"euclidean_layer_idx" : -2,
"num_classes" : 10,
"optimizer" : keras.optimizers.Adam(3e-4)
@@ -116,7 +114,7 @@ def LF_experiment(data_x, data_y, angle, model, granularity, reps=1, ntrees=29,
default_voter_class = KNNClassificationVoter
default_voter_kwargs = {"k" : int(np.log2(len(train_x1)))}
- default_decider_class = SimpleAverage
+ default_decider_class = SimpleArgmaxAverage
elif model == "uf":
default_transformer_class = TreeClassificationTransformer
default_transformer_kwargs = {"kwargs" : {"max_depth" : 30}}
@@ -124,24 +122,24 @@ def LF_experiment(data_x, data_y, angle, model, granularity, reps=1, ntrees=29,
default_voter_class = TreeClassificationVoter
default_voter_kwargs = {}
- default_decider_class = SimpleAverage
+ default_decider_class = SimpleArgmaxAverage
- progressive_learner = ProgressiveLearner(default_transformer_class = default_transformer_class,
+ progressive_learner = ProgressiveLearner(default_transformer_class = default_transformer_class,
default_transformer_kwargs = default_transformer_kwargs,
default_voter_class = default_voter_class,
default_voter_kwargs = default_voter_kwargs,
default_decider_class = default_decider_class)
progressive_learner.add_task(
- X = train_x1,
+ X = train_x1,
y = train_y1,
transformer_voter_decider_split = [0.67, 0.33, 0],
decider_kwargs = {"classes" : np.unique(train_y1)}
)
progressive_learner.add_transformer(
- X = tmp_data,
+ X = tmp_data,
y = train_y2,
transformer_data_proportion = 1,
backward_task_ids = [0]
@@ -153,29 +151,29 @@ def LF_experiment(data_x, data_y, angle, model, granularity, reps=1, ntrees=29,
errors[1] = errors[1]+(1 - np.mean(llf_task1 == test_y))
errors[0] = errors[0]+(1 - np.mean(llf_single_task == test_y))
-
+
errors = errors/reps
print("Errors For Angle {}: {}".format(angle, errors))
with open('results/angle_'+str(angle)+'_'+model+'.pickle', 'wb') as f:
pickle.dump(errors, f, protocol = 2)
-
+
def image_aug(pic, angle, centroid_x=23, centroid_y=23, win=16, scale=1.45):
im_sz = int(np.floor(pic.shape[0]*scale))
pic_ = np.uint8(np.zeros((im_sz,im_sz,3),dtype=int))
-
+
pic_[:,:,0] = ndimage.zoom(pic[:,:,0],scale)
-
+
pic_[:,:,1] = ndimage.zoom(pic[:,:,1],scale)
pic_[:,:,2] = ndimage.zoom(pic[:,:,2],scale)
-
+
image_aug = rotate(pic_, angle, resize=False)
#print(image_aug.shape)
image_aug_ = image_aug[centroid_x-win:centroid_x+win,centroid_y-win:centroid_y+win,:]
-
+
return img_as_ubyte(image_aug_)
### MAIN HYPERPARAMS ###
-model = "dnn"
+model = "uf"
granularity = 2
reps = 4
########################
@@ -197,4 +195,4 @@ def perform_angle(angle):
elif model == "uf":
angles = np.arange(0, 180,2)
with Pool(96) as p:
- p.map(perform_angle, angles)
\ No newline at end of file
+ p.map(perform_angle, angles)
diff --git a/experiments/rotation_xor/.ipynb_checkpoints/rotation_plot-checkpoint.ipynb b/experiments/rotation_xor/.ipynb_checkpoints/rotation_plot-checkpoint.ipynb
deleted file mode 100644
index 7fec51502c..0000000000
--- a/experiments/rotation_xor/.ipynb_checkpoints/rotation_plot-checkpoint.ipynb
+++ /dev/null
@@ -1,6 +0,0 @@
-{
- "cells": [],
- "metadata": {},
- "nbformat": 4,
- "nbformat_minor": 4
-}
diff --git a/experiments/rotation_xor/bte_90/experiment.py b/experiments/rotation_xor/bte_90/experiment.py
index e8cc632937..f5bed49ca4 100644
--- a/experiments/rotation_xor/bte_90/experiment.py
+++ b/experiments/rotation_xor/bte_90/experiment.py
@@ -15,16 +15,14 @@
from joblib import Parallel, delayed
from multiprocessing import Pool
-import sys
-sys.path.append("../../../proglearn/")
-from progressive_learner import ProgressiveLearner
-from deciders import SimpleAverage
-from transformers import TreeClassificationTransformer, NeuralClassificationTransformer
-from voters import TreeClassificationVoter, KNNClassificationVoter
+from proglearn.progressive_learner import ProgressiveLearner
+from proglearn.deciders import SimpleArgmaxAverage
+from proglearn.transformers import TreeClassificationTransformer, NeuralClassificationTransformer
+from proglearn.voters import TreeClassificationVoter, KNNClassificationVoter
def generate_gaussian_parity(n, cov_scale=1, angle_params=None, k=1, acorn=None):
- means = [[-1, -1], [-1, 1], [1, -1], [1, 1]]
- blob = np.concatenate([np.random.multivariate_normal(mean, cov_scale * np.eye(len(mean)),
+ means = [[-1, -1], [-1, 1], [1, -1], [1, 1]]
+ blob = np.concatenate([np.random.multivariate_normal(mean, cov_scale * np.eye(len(mean)),
size=int(n / 4)) for mean in means])
X = np.zeros_like(blob)
@@ -35,31 +33,31 @@ def generate_gaussian_parity(n, cov_scale=1, angle_params=None, k=1, acorn=None)
def LF_experiment(angle, reps=1, ntrees=10, acorn=None):
-
+
errors = np.zeros(2)
-
+
for rep in range(reps):
print("Starting Rep {} of Angle {}".format(rep, angle))
X_base_train, y_base_train = generate_gaussian_parity(n = 100, angle_params = 0, acorn=rep)
X_base_test, y_base_test = generate_gaussian_parity(n = 10000, angle_params = 0, acorn=rep)
X_rotated_train, y_rotated_train = generate_gaussian_parity(n = 100, angle_params = angle, acorn=rep)
-
-
+
+
default_transformer_class = TreeClassificationTransformer
default_transformer_kwargs = {"kwargs" : {"max_depth" : 10}}
default_voter_class = TreeClassificationVoter
default_voter_kwargs = {}
- default_decider_class = SimpleAverage
+ default_decider_class = SimpleArgmaxAverage
default_decider_kwargs = {}
- progressive_learner = ProgressiveLearner(default_transformer_class = default_transformer_class,
+ progressive_learner = ProgressiveLearner(default_transformer_class = default_transformer_class,
default_transformer_kwargs = default_transformer_kwargs,
default_voter_class = default_voter_class,
default_voter_kwargs = default_voter_kwargs,
default_decider_class = default_decider_class)
progressive_learner.add_task(
- X_base_train,
+ X_base_train,
y_base_train,
num_transformers = ntrees,
transformer_voter_decider_split = [0.67, 0.33, 0],
@@ -67,7 +65,7 @@ def LF_experiment(angle, reps=1, ntrees=10, acorn=None):
)
base_predictions_test = progressive_learner.predict(X_base_test, task_id=0)
progressive_learner.add_transformer(
- X = X_rotated_train,
+ X = X_rotated_train,
y = y_rotated_train,
transformer_data_proportion = 1,
num_transformers = 10,
@@ -79,16 +77,16 @@ def LF_experiment(angle, reps=1, ntrees=10, acorn=None):
errors[1] = errors[1]+(1 - np.mean(all_predictions_test == y_base_test))
errors[0] = errors[0]+(1 - np.mean(base_predictions_test == y_base_test))
-
+
errors = errors/reps
print("Errors For Angle {}: {}".format(angle, errors))
with open('results/angle_'+str(angle)+'.pickle', 'wb') as f:
pickle.dump(errors, f, protocol = 2)
-
+
### MAIN HYPERPARAMS ###
granularity = 1
-reps = 1000
+reps = 10
########################
@@ -96,4 +94,4 @@ def perform_angle(angle):
LF_experiment(angle, reps=reps, ntrees=10)
angles = np.arange(0,90 + granularity,granularity)
-Parallel(n_jobs=-1, verbose = 1)(delayed(LF_experiment)(angle, reps=reps, ntrees=10) for angle in angles)
\ No newline at end of file
+Parallel(n_jobs=-1, verbose = 1)(delayed(LF_experiment)(angle, reps=reps, ntrees=10) for angle in angles)
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diff --git a/experiments/rotation_xor/te_exp/fte_bte_exp.py b/experiments/rotation_xor/te_exp/fte_bte_exp.py
index 097bc0e7c6..a2fdad812d 100644
--- a/experiments/rotation_xor/te_exp/fte_bte_exp.py
+++ b/experiments/rotation_xor/te_exp/fte_bte_exp.py
@@ -8,41 +8,40 @@
import pickle
from sklearn.model_selection import StratifiedKFold
-from math import log2, ceil
-
-import sys
-sys.path.append("../../../proglearn/")
-from progressive_learner import ProgressiveLearner
-from deciders import SimpleAverage
-from transformers import TreeClassificationTransformer, NeuralClassificationTransformer
-from voters import TreeClassificationVoter, KNNClassificationVoter
+from math import log2, ceil
+
+from proglearn.progressive_learner import ProgressiveLearner
+from proglearn.deciders import SimpleArgmaxAverage
+from proglearn.transformers import TreeClassificationTransformer, NeuralClassificationTransformer
+from proglearn.voters import TreeClassificationVoter, KNNClassificationVoter
+
from joblib import Parallel, delayed
from multiprocessing import Pool
#%%
def LF_experiment(num_task_1_data, rep):
-
+
default_transformer_class = TreeClassificationTransformer
default_transformer_kwargs = {"kwargs" : {"max_depth" : 30}}
default_voter_class = TreeClassificationVoter
default_voter_kwargs = {}
- default_decider_class = SimpleAverage
+ default_decider_class = SimpleArgmaxAverage
default_decider_kwargs = {}
- progressive_learner = ProgressiveLearner(default_transformer_class = default_transformer_class,
+ progressive_learner = ProgressiveLearner(default_transformer_class = default_transformer_class,
default_transformer_kwargs = default_transformer_kwargs,
default_voter_class = default_voter_class,
default_voter_kwargs = default_voter_kwargs,
default_decider_class = default_decider_class)
-
+
X_train_task0, y_train_task0 = generate_gaussian_parity(n = num_task_1_data, angle_params = 0, acorn=1)
X_train_task1, y_train_task1 = generate_gaussian_parity(n = 100, angle_params = 10, acorn=1)
X_test_task0, y_test_task0 = generate_gaussian_parity(n = 10000, angle_params = 0, acorn=2)
-
+
progressive_learner.add_task(
- X_train_task0,
+ X_train_task0,
y_train_task0,
num_transformers = 10,
transformer_voter_decider_split = [0.67, 0.33, 0],
@@ -53,17 +52,17 @@ def LF_experiment(num_task_1_data, rep):
single_task_error = 1 - single_task_accuracy
progressive_learner.add_transformer(
- X = X_train_task1,
+ X = X_train_task1,
y = y_train_task1,
transformer_data_proportion = 1,
num_transformers = 10,
backward_task_ids = [0]
)
-
+
llf_task=progressive_learner.predict(X_test_task0, task_id=0)
double_task_accuracy = np.nanmean(llf_task == y_test_task0)
double_task_error = 1 - double_task_accuracy
-
+
if double_task_error == 0 or single_task_error == 0:
te = 1
else:
@@ -79,8 +78,8 @@ def LF_experiment(num_task_1_data, rep):
#%%
def generate_gaussian_parity(n, cov_scale=1, angle_params=None, k=1, acorn=None):
- means = [[-1, -1], [-1, 1], [1, -1], [1, 1]]
- blob = np.concatenate([np.random.multivariate_normal(mean, cov_scale * np.eye(len(mean)),
+ means = [[-1, -1], [-1, 1], [1, -1], [1, 1]]
+ blob = np.concatenate([np.random.multivariate_normal(mean, cov_scale * np.eye(len(mean)),
size=int(n / 4)) for mean in means])
X = np.zeros_like(blob)
@@ -95,7 +94,7 @@ def generate_gaussian_parity(n, cov_scale=1, angle_params=None, k=1, acorn=None)
iterable = product(num_task_1_data_ra, reps)
Parallel(n_jobs=-1,verbose=1)(delayed(LF_experiment)(num_task_1_data, rep) for num_task_1_data, rep in iterable)
-
-
+
+
# %%
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