diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..2412994 --- /dev/null +++ b/.gitignore @@ -0,0 +1,5 @@ +# MacOS +*.DS_Store + +# Jupyter Notebooks +*.ipynb_checkpoints diff --git a/LICENCE b/LICENCE new file mode 100644 index 0000000..67ce19d --- /dev/null +++ b/LICENCE @@ -0,0 +1,29 @@ +BSD 3-Clause License + +Copyright (c) 2020, Kacper Sokol +All rights reserved. + +Redistribution and use in source and binary forms, with or without +modification, are permitted provided that the following conditions are met: + +* Redistributions of source code must retain the above copyright notice, this + list of conditions and the following disclaimer. + +* Redistributions in binary form must reproduce the above copyright notice, + this list of conditions and the following disclaimer in the documentation + and/or other materials provided with the distribution. + +* Neither the name of the copyright holder nor the names of its + contributors may be used to endorse or promote products derived from + this software without specific prior written permission. + +THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" +AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE +IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE +DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE +FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL +DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR +SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER +CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, +OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE +OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. diff --git a/README.md b/README.md new file mode 100644 index 0000000..c41735f --- /dev/null +++ b/README.md @@ -0,0 +1,31 @@ +[![DOI](https://zenodo.org/badge/DOI/TODO)](https://doi.org/TODO) + +# What and How of Machine Learning Transparency # +## Building Bespoke Explainability Tools with Interoperable Algorithmic Components ## + +> *An ECML-PKDD 2020 Hands-on Tutorial.* + +This repository holds a collection of interactive training materials on +building bespoke surrogate explainers of individual black-box predictions +for tabular data. +The following resources are available: + +* Hands-on Resources (Jupyter Notebooks) -- [notebooks](notebooks) directory. +* Presentation Slides -- [slides](slides) directory. + +See for more details. + +To reference these training materials please use: +```bibtex +@misc{sokol2020what, + author = {Sokol, Kacper and + Hepburn, Alexander and + Santos-Rodriguez, Raul and + Flach, Peter}, + title = {{W}hat and How of Machine Learning Transparency: + {B}uilding Bespoke Explainability Tools with + Interoperable Algorithmic Components}, + month = sep, + year = 2020 +} +``` diff --git a/binder/postBuild b/binder/postBuild new file mode 100644 index 0000000..608e184 --- /dev/null +++ b/binder/postBuild @@ -0,0 +1,3 @@ +#!/bin/bash + +pip install -r notebooks/requirements.txt diff --git a/binder/runtime.txt b/binder/runtime.txt new file mode 100644 index 0000000..58b4552 --- /dev/null +++ b/binder/runtime.txt @@ -0,0 +1 @@ +python-3.7 diff --git a/jekyll/2020_ecml-pkdd.md b/jekyll/2020_ecml-pkdd.md new file mode 100644 index 0000000..0400154 --- /dev/null +++ b/jekyll/2020_ecml-pkdd.md @@ -0,0 +1,402 @@ +--- +layout: custom +permalink: /2020_ecml-pkdd + +description: Hands-on Tutorial on Explainable ML with FAT Forensics + +show_resources: true +notebooks: https://github.com/fat-forensics/Surrogates-Tutorial/tree/master/notebooks/ +slides: https://github.com/fat-forensics/Surrogates-Tutorial/tree/master/slides/ +recordings: https://www.youtube.com/playlist?list=PLgdhPOmeUNm0H2XTQECK3wabnDohZURLK + +doi: TODO +--- + +# What and How of Machine Learning Transparency +{:.no_toc} +### Building Bespoke Explainability Tools with Interoperable Algorithmic Components ### +{:.no_toc} + + + + + + + + + + + + + + + + + + + +
An online hands-on tutorial at ECML-PKDD 2020
Where:Virtual, through the ECML-PKDD 2020 conference, Ghent, Belgium.
When:Friday, September 18th, 2020.
+ +> **We strongly suggest participants prepare for the hands-on exercises + beforehand. + Please have a look at the slides corresponding to the "hands-on + session preparation" section of + [Part 2](#part-2-getting-to-know-fat-forensics) of the tutorial and the + [notebooks page]({{ page.notebooks }}). + They explain different ways to participate:** + * **installing the Python package and downloading the Jupyter Notebooks on + your own machine;** + * **executing the notebooks online via Google Colab (a Google account is + required); and** + * **running the notebooks via My Binder directly in the browser.** + +## Table of Contents ## +{:.no_toc} + +* TOC +{:toc} + +## About the Tutorial ## +In this hands-on tutorial we: +* introduce popular interpretability, explainability and transparency + techniques for tabular data; +* discuss their strengths and weaknesses; +* illustrate how to identify their interoperable *algorithmic components*; +* show how to decompose them into these atomic functional blocks; and +* demonstrate how to use these components to (re)build robust explainers with + well-known failure points. + +In particular, we focus on popular surrogate explainers such as +*Local Interpretable Model-agnostic Explanations* (LIME[^1]). +They are *model-agnostic*, *post-hoc* and compatible with a diverse +*range of data types* -- image, text and tabular -- making them a popular +choice for explaining black-box predictions. +We embrace this ubiquity and teach participants how to improve upon such +off-the-shelf solutions by taking advantage of the aforementioned modularity. +In particular, we demonstrate how to harness it to compose a suite of bespoke +transparency forensic tools for black-box models and their predictions. + +   Our effort to build custom explainers from +interoperable algorithmic modules is grounded with a theoretical introduction +followed by interactive coding exercises. +This structure supports two distinct goals: **research & development** as well +as **deployment** of such tools. +The hands-on part of the tutorial, therefore, walks the attendees through +*building* and *validating* their own, tailor-made, *transparency techniques* +in the context of surrogate explainers designated for tabular data. +For example, it demonstrates how choosing their three core modules[^3] -- +interpretable data representation, data sampling and explanation generation -- +influences the type and quality of the resulting explanations of black-box +predictions. +These programming exercises are delivered using +[`FAT Forensics`](https://fat-forensics.org/)[^2][^4] -- a Python toolbox +open-sourced under the BSD 3-Clause license and designed for inspecting +Fairness, Accountability and Transparency (FAT) aspects of data, models and +predictions. + +## Citation ## +To reference this tutorial please use: +```bibtex +@misc{sokol2020what, + author = {Sokol, Kacper and + Hepburn, Alexander and + Santos-Rodriguez, Raul and + Flach, Peter}, + title = {{W}hat and How of Machine Learning Transparency: + {B}uilding Bespoke Explainability Tools with + Interoperable Algorithmic Components}, + month = sep, + year = 2020 +} +``` + +## Motivation ## +Many public-domain implementations of transparency, interpretability and +explainability (TIE) algorithms are a result of academic research projects. +As such, the development of these tools usually starts with a particular +research goal in mind, e.g., demonstrating the capabilities of a proposed +method. +In practice, this often means that the software is engineered without an +elaborate design, which tends to be detrimental for its reusability and +modularity. +Moreover, such tools are usually aimed at a general audience -- making them +easy to use for non-experts -- which requires hiding all of their complexity +away from the user. +For example, this can be achieved by providing a TIE functionality as an +end-to-end "product" and only allowing its customisation through designated +parameters exposed via an accessible Application Programming Interface (API). +However, more advanced users such as researchers and developers -- who want to +build on top of these implementations or deploy them in a custom system -- +may need to resort to tinkering with the source code, which can be frustrating +and time consuming. +While creating strictly modular TIE tools may be desirable, this approach comes +at the expense of a more complex design and an API that is not necessarily +suitable for a lay audience, thus limiting the reach and appeal of such +a software. + +   In this tutorial, we address the challenges highlighted +above and provide participants with knowledge and hands-on skills to help them: +* identify core building blocks of popular TIE approaches; +* understand the transparency requirements of their use cases; and +* fulfil these desiderata by building bespoke explainers that improve upon + off-the-shelf solutions. + +To this end, we demonstrate how a modular software design -- bundling all of +the reusable TIE algorithmic components in a single package under a +standardised API -- combines the best of both worlds and caters to technical +and casual users alike. +By offering access to a low-level API of TIE building blocks, we supply a +collection of algorithms that can be used by technical users -- researchers and +developers -- to compose their own bespoke explainers. +Additionally, we use these components to build popular and easy to use TIE +algorithms as part of the API targeted at a lay audience. +This modular software design is embodied in an open source Python package -- +[`FAT Forensics`](https://fat-forensics.org/) -- which we released to improve +and advance reproducibility of TIE algorithms and provide native access to +their vital components. + +   By participating in this tutorial, academics can gain +insights into experimenting with the algorithmic design and building blocks of +state-of-the-art explainers -- a perspective that is uncommon among other +educational resources in this space, which simply show how to apply such tools. +Attendees from industry, on the other hand, can learn to build and tune +bespoke explainers of black-box machine learning models and their predictions +to meet their business needs, e.g., improve transparency of deployed predictive +models or extract important insights for relevant stakeholders. +The tutorial also briefly discusses best practices of software engineering +for machine learning research and highlights benefits of modular design, both +of which contribute to sustainable and reproducible research in the field. +Our hands-on approach provides participants with first-hand experience, +leading to a better understanding of how TIE algorithms operate and how to +avoid possible pitfalls of using off-the-shelf solutions. + +## FAT Forensics (Software) ## +To support the goals of our hands-on tutorial, we employ +[`FAT Forensics`](https://fat-forensics.org/) -- an open source Python package +that can inspect selected fairness, accountability and **transparency** aspects +of data (and their features), *models* and *predictions*. +The toolbox spans all of the FAT domains because many of them share underlying +algorithmic components that can be reused in multiple different +implementations, often across the FAT borders. +This *interoperability* allows, for example, a counterfactual data point +generator to be used as a post-hoc explainer of black-box predictions on +one hand, and as an individual fairness (disparate treatment) inspection tool +on the other. +The *modular* architecture[^2][^4] enables +[`FAT Forensics`](https://fat-forensics.org/) to deliver robust and tested +low-level FAT building blocks as well as a collection of FAT tools built on top +of them. +Users can choose from these ready-made tools or, alternatively, combine the +available building blocks to create their own bespoke algorithms without the +need of modifying the code base. + +   The modular design of the toolbox also decouples an FAT tool +from its presentation medium, thus enabling two distinct "modes of operation". +In the *research mode* (data in -- visualisations out), the tool can be loaded +into an interactive Python session, e.g., a Jupyter Notebook, supporting rapid +prototyping and exploratory analysis. +This mode is intended for FAT researchers who can use it to propose new +fairness metrics, compare them with the existing ones or use them to inspect a +new system or data set. +The *deployment mode* (data in -- data out), on the other hand, can be used to +incorporate FAT functionality into a data processing pipeline to provide a +(numerical) analytics or become the foundation of any kind of automated +reporting and dashboarding. +This mode is intended for machine learning engineers and data scientists who +may use it to monitor or evaluate a predictive system during its development +and deployment. + +   [`FAT Forensics`](https://fat-forensics.org/) is published +under the BSD 3-Clause open source licence, which permits *commercial* +applications. +The toolbox has been built with the best software engineering practices in +mind to ensure its longevity, sustainability, extensibility and streamlined +maintenance. +The development workflow established around the package allows for its +adoption into new and existing projects, and provides an easy way for the +community to contribute novel FAT algorithms. +Finally, the documentation[^2] is carefully crafted to cater a wide range of +users and applications, and consists of: +* introductory [tutorials](https://fat-forensics.org/tutorials/index.html), + which are narrative-driven and designed for new users who can benefit from + step-by-step guidance; +* [how-to guides](https://fat-forensics.org/how_to/index.html) discussing + specific use cases and applications; and +* [API documentation](https://fat-forensics.org/api.html) supported by minimal + [code examples](https://fat-forensics.org/sphinx_gallery_auto/index.html), + which can either be executed locally on a personal machine or remotely via + [Binder](https://mybinder.org/v2/gh/fat-forensics/fat-forensics-doc/master?filepath=notebooks/sphinx_gallery_auto) + (recommended) or + [Google Colab](https://colab.research.google.com/github/fat-forensics/fat-forensics-doc/blob/master/) + (the notebook browser is not very intuitive and an extra cell with the + `!pip install fat-forensics[all]` command needs to be inserted at the top). + +## Schedule and Resources ## +The tutorial lasts for 4 hours, including a 30-minute break. +The first part -- 1 hour and 15 minutes -- introduces popular transparency, +explainability and interpretability approaches. +It focuses on surrogate explainers of tabular data, discussing their pros, cons +and modularisation. +The next part -- 30 minutes in session and a 30-minute break -- presents +the software underpinning the tutorial. +It begins with a 15-minute introduction to +[`FAT Forensics`](https://fat-forensics.org/), which covers its algorithmic +design and available implementations. +The following 15 minutes are used to show participants how to set up the +package in preparation for the hands-on session. +It involves installing any dependencies as well as downloading required data +sets and Jupyter Notebooks for attendees who could not complete these tasks +beforehand. +Next, we take a 30-minute break during which we help participants to resolve +any technical difficulties and setup issues. +The final part -- 1 hour and 45 minutes -- is devoted to hands-on exercises: +* investigating predictions of black-box models by building bespoke surrogate + explainers for tabular data; +* using surrogate-based feature importance and attribution methods; and +* achieving counterfactual transparency with tree-based surrogates. + +--- + +**Tutorial recordings can be access on [YouTube]({{ page.recordings }}).** + +*A more detailed outline of the tutorial is presented below.* + +### Part 1: Identifying Modules of Black-box Explainers ### +Introduction to *modular* machine learning transparency, explainability and +interpretability through a lens of surrogate explainers for tabular data -- 1 +hour and 15 minutes in total. + +| Duration | Activities | Instructor | Resources | +|:---------|:-----------|:-----------|:---------:| +| 2.00pm CEST
(15 minutes) | *Background and motivation* of research on modular explainers. | Peter Flach | [**recording**]({{ "tA8jdd7ck8Y" | prepend: site.youtube }})
[**slides**]({{ "1.1-intro.pdf" | prepend: page.slides }}) | +| 2.15pm CEST
(60 minutes) | *What and how of modular interpretability*: a case study of bespoke surrogate explainers for tabular data. | Kacper Sokol | [**recording**]({{ "T-XwPb4tLnE" | prepend: site.youtube }})
[**slides**]({{ "1.2-surrogates.pdf" | prepend: page.slides }}) | + +### Part 2: Getting to Know FAT Forensics ### +Introduction to hands-on machine learning interpretability with +[`FAT Forensics`](https://fat-forensics.org/) in preparation for the hands-on +exercises -- 30 minutes in session and a 30-minutes break. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
DurationActivitiesInstructorResources
3.15pm CEST
(15 minutes)
Introduction to open source interpretability tools using the example of FAT Forensics – promises and perils of modular research software.Alex Hepburnrecording
slides
3.30pm CEST
(15 minutes)
Hands-on session preparation. Setting up the package on a personal machine and experimenting with it online: My Binder and Google Colab. Overview of FAT Forensics' API documentation, online tutorials and how-to guides.Alex Hepburnrecording
slides
setup
3.45pm CEST
(30 minutes)
Break. (An opportunity to resolve any individual issues with the software setup encountered by participants.)Kacper Sokol
& Alex Hepburn
Slack
+ +### Part 3: Building Bespoke Surrogate Explainers (Hands-on) ### +Hands-on transparency with bespoke surrogate explainers for tabular data built +from interoperable algorithmic modules -- 1 hour and 45 minutes in total. + +| Duration | Activities | Instructor | Resources | +|:---------|:-----------|:-----------|:---------:| +| 4.15pm CEST
(15 minutes) | *Introduction to the hands-on resources* and overview of the Jupyter Notebooks. | Alex Hepburn | [**recording**]({{ "wY770H9dsZQ" | prepend: site.youtube }})
[**slides**]({{ "3.1-notebooks.pdf" | prepend: page.slides }}) | +| 4.30pm CEST
(80 minutes) | *Active participation* facilitated by the instructors: **bring your own data**. Building bespoke surrogate explainers of black-box predictions for tabular data -- trade-offs associated with choosing particular algorithmic components when building surrogate explainers[^3]. | Kacper Sokol
& Alex Hepburn | **[Jupyter
Notebooks]({{ page.notebooks }})**
[**Slack**]({{ site.slack }}) | +| 5.50pm CEST
(10 minutes) | *Summary and farewell*. | Raul Santos-Rodriguez | [**recording**]({{ "Sha4IafQgKM" | prepend: site.youtube }})
[**slides**]({{ "3.3-summary.pdf" | prepend: page.slides }}) | + +## Instructors ## + +### Kacper Sokol ### +Kacper is a final-year PhD student and research associate at the University of +Bristol. His main research focus is transparency -- interpretability and +explainability -- of machine learning systems. In particular, he has done work +on enhancing transparency of logical predictive models (and their ensembles) +with counterfactual explanations. Kacper is the designer and lead developer of +the [`FAT Forensics`](https://fat-forensics.org/) package. + +
+
Contact
+
K.Sokol@bristol.ac.uk
+
+ +### Alexander Hepburn ### +Alex is a third-year PhD student at the University of Bristol. His research is +based on including user-defined prior information in loss functions to improve +human perceptual systems and cost sensitive learning, mainly applied to deep +learning. Alex is a core developer of the +[`FAT Forensics`](https://fat-forensics.org/) package. + +
+
Contact
+
Alex.Hepburn@bristol.ac.uk
+
+ +### Raul Santos-Rodriguez ### + +Raul is a Senior Lecturer in Data Science and Intelligent Systems in the +Department of Engineering Mathematics at the University of Bristol. His +research interests lie in data science, machine learning, artificial +intelligence and their applications to signal processing, particularly +healthcare, remote sensing and music information retrieval. + +
+
Contact
+
enrsr@bristol.ac.uk
+
+ +### Peter Flach ### +Peter is a Professor of Artificial Intelligence at the University of Bristol. +His research interests include mining highly structured data, the evaluation +and improvement of machine learning models, and human-centred AI. Peter +recently stepped down as Editor-in-Chief of the Machine Learning journal, +is President of the European Association for Data Science, and has +published several books including "Machine +Learning: The Art and Science of Algorithms that Make Sense of Data" +(Cambridge University Press, 2012). + +
+
Contact
+
Peter.Flach@bristol.ac.uk
+
+ +## References ## + +[^1]: Marco Tulio Ribeiro, Sameer Singh, and Carlos Guestrin. 2016. "Why Should + I Trust You?": Explaining the Predictions of Any Classifier. In + Proceedings of the 22nd ACM SIGKDD International Conference on + Knowledge Discovery and Data Mining. ACM, 1135–1144. + + +[^2]: Kacper Sokol, Alexander Hepburn, Rafael Poyiadzi, Matthew Clifford, + Raul Santos-Rodriguez, and Peter Flach. 2020. FAT Forensics: A Python + Toolbox for Implementing and Deploying Fairness, Accountability and + Transparency Algorithms in Predictive Systems. Journal of Open Source + Software, 5(49), p.1904. + + +[^3]: Kacper Sokol, Alexander Hepburn, Raul Santos-Rodriguez, and + Peter Flach. 2019. bLIMEy: Surrogate Prediction Explanations Beyond + LIME. 2019 Workshop on Human-Centric Machine Learning (HCML 2019) at the + 33rd Conference on NeuralInformation Processing Systems + (NeurIPS 2019), Vancouver, Canada (2019). + + +[^4]: Kacper Sokol, Raul Santos-Rodriguez, and Peter Flach. 2019. FAT + Forensics: A Python Toolbox for Algorithmic Fairness, Accountability and + Transparency. arXiv preprint arXiv:1909.05167. + diff --git a/notebooks/0-environment-test.ipynb b/notebooks/0-environment-test.ipynb new file mode 100644 index 0000000..81993a0 --- /dev/null +++ b/notebooks/0-environment-test.ipynb @@ -0,0 +1,1361 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "ECML-PKDD 2020 Hands-on Tutorial\n", + "\n", + "*What and How of Machine Learning Transparency*: \n", + "Building Bespoke Explainability Tools with Interoperable Algorithmic Components\n", + "\n", + "\n", + "\n", + "Authors: Kacper Sokol and\n", + " Alex Hepburn \n", + "Licence: new BSD\n", + "\n", + "---\n", + "\n", + "---\n", + "\n", + "---\n", + "\n", + "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/fat-forensics/Surrogates-Tutorial/blob/master/notebooks/0-environment-test.ipynb)\n", + "[![Open in Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/fat-forensics/Surrogates-Tutorial/master?filepath=notebooks%2F0-environment-test.ipynb)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "cvDQyORYqvA7" + }, + "source": [ + "First, we need to set up the environment." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "colab": {}, + "colab_type": "code", + "executionInfo": { + "elapsed": 1182, + "status": "ok", + "timestamp": 1598544373228, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "jk1VoEOrq0S5" + }, + "outputs": [], + "source": [ + "%load_ext autoreload\n", + "%autoreload 2" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 384 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 1615, + "status": "ok", + "timestamp": 1598544395797, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "-7aYZ1OF9XZi", + "outputId": "5f11f143-1b59-4665-a86e-05f19b8e281e" + }, + "outputs": [], + "source": [ + "LIBRARY_URL = ('https://raw.githubusercontent.com/fat-forensics/'\n", + " 'Surrogates-Tutorial/master/notebooks/fatf_ecml.py')\n", + "\n", + "try:\n", + " import google.colab\n", + " !wget $LIBRARY_URL -O fatf_ecml.py\n", + "except ImportError:\n", + " pass\n", + "\n", + "import fatf_ecml\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "\n", + "from IPython.display import display\n", + "\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 315 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 3990, + "status": "ok", + "timestamp": 1598544436540, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "tJ7mg3JEqtVq", + "outputId": "4e89d8c8-c44d-49f7-a0d5-fc6d8f7d53a3" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Not in Colab; nothing to do.\n" + ] + } + ], + "source": [ + "fatf_ecml.initialise_colab()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "rTy-jSS1rMzS" + }, + "source": [ + "# Testing the Tutorial Environment #\n", + "This notebook is a pruned version of\n", + "\"[how to build LIME yourself](https://fat-forensics.org/how_to/transparency/tabular-surrogates.html)\"\n", + "*How-To Guide* taken from the FAT Forensics\n", + "[documentation](https://fat-forensics.org/).\n", + "\n", + "Regardless of whether you are using *Colab*, *Binder* or running the tutorial\n", + "materials directly on your personal computer, you should execute this notebook\n", + "to check whether everything functions correctly.\n", + "\n", + "We will discuss all of these steps in more detail during the hands-on session\n", + "in Part 3 of the tutorial.\n", + "\n", + "> **For now, you do not need to worry about the meaning of any of these.**\n", + " **Just make sure it runs.**\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "gkz_35Fjtuhu" + }, + "source": [ + "First, let's set up required packages and fix the random seed for\n", + "reproducibility." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 35 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 723, + "status": "ok", + "timestamp": 1598545110885, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "8_ZxY-QmqtcX", + "outputId": "e82463f5-9bbf-4e3b-8f8f-1b98eade1ca8" + }, + "outputs": [], + "source": [ + "import fatf\n", + "\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 52 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 606, + "status": "ok", + "timestamp": 1598545123602, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "ByR0A__W9vl8", + "outputId": "e587e4fd-bcdf-4be1-d98d-6bed11dce737" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "20-Sep-01 15:42:34 fatf INFO Seeding RNGs using the input parameter.\n", + "20-Sep-01 15:42:34 fatf INFO Seeding RNGs with 42.\n" + ] + } + ], + "source": [ + "fatf.setup_random_seed(42)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "SmjJFiJXuBul" + }, + "source": [ + "## Data and Black Box ##\n", + "\n", + "Let's get the beloved *iris* data set." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "colab": {}, + "colab_type": "code", + "executionInfo": { + "elapsed": 675, + "status": "ok", + "timestamp": 1598545252124, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "9iLjc1VPttZI" + }, + "outputs": [], + "source": [ + "import fatf.utils.data.datasets as fatf_datasets\n", + "\n", + "iris_data_dict = fatf_datasets.load_iris()\n", + "iris_data = iris_data_dict['data']\n", + "iris_target = iris_data_dict['target']\n", + "iris_feature_names = iris_data_dict['feature_names'].tolist()\n", + "iris_target_names = iris_data_dict['target_names'].tolist()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "dDbOmPzVuPpA" + }, + "source": [ + "Let's get our black box -- a k-nearest neighbours classifier." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 55 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 770, + "status": "ok", + "timestamp": 1598546982291, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "BSCOoKS4uMw5", + "outputId": "91133b34-9535-48c4-a6b7-630fa66f0cd1" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "20-Sep-01 15:43:03 fatf.utils.array.tools INFO Using numpy's numpy.lib.recfunctions.structured_to_unstructured as fatf.utils.array.tools.structured_to_unstructured and fatf.utils.array.tools.structured_to_unstructured_row.\n" + ] + } + ], + "source": [ + "import fatf.utils.models.models as fatf_models\n", + "\n", + "blackbox_model = fatf_models.KNN(k=3)\n", + "blackbox_model.fit(iris_data, iris_target)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "VUMT6P7K045-" + }, + "source": [ + "And check its accuracy." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 35 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 945, + "status": "ok", + "timestamp": 1598547024435, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "Z5lTY2Il0zJA", + "outputId": "532f79e5-4517-46bd-bef6-5753c109d303" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "0.96" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import sklearn.metrics\n", + "\n", + "predictions = blackbox_model.predict(iris_data)\n", + "sklearn.metrics.accuracy_score(iris_target, predictions)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "CJ3qA64_1FVT" + }, + "source": [ + "Now, let's choose a data point to be explained." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 209 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 808, + "status": "ok", + "timestamp": 1598547211214, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "PgUJ5G9s09YV", + "outputId": "780a2381-0498-4c06-e043-78f709f1a2af" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Data point:\n" + ] + }, + { + "data": { + "text/plain": [ + "array([5.1, 3.5, 1.4, 0.2], dtype=float32)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Class probabilities:\n" + ] + }, + { + "data": { + "text/plain": [ + "array([1., 0., 0.])" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Class prediction:\n" + ] + }, + { + "data": { + "text/plain": [ + "0" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Predicted class name:\n" + ] + }, + { + "data": { + "text/plain": [ + "'setosa'" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "data_point = iris_data[0]\n", + "print('Data point:')\n", + "display(data_point)\n", + "\n", + "data_point_probabilities = blackbox_model.predict_proba(\n", + " data_point.reshape(1, -1))[0]\n", + "print('\\nClass probabilities:')\n", + "display(data_point_probabilities)\n", + "\n", + "data_point_prediction = data_point_probabilities.argmax(axis=0)\n", + "print('\\nClass prediction:')\n", + "display(data_point_prediction)\n", + "\n", + "data_point_class = iris_target_names[data_point_prediction]\n", + "print('\\nPredicted class name:')\n", + "display(data_point_class)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "EWEimWkB1yb3" + }, + "source": [ + "Let's visualise the selected instance using two of the features." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 334 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 1231, + "status": "ok", + "timestamp": 1598549261914, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "B_LcYgub1S4k", + "outputId": "a8ff9cbd-7eff-4382-fdfe-c9943e4f636a" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Selected features:\n" + ] + }, + { + "data": { + "text/plain": [ + "['petal length (cm)', 'petal width (cm)']" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "print('Selected features:')\n", + "display(iris_feature_names[2:])\n", + "\n", + "data_figure = plt.figure()\n", + "plt.scatter(iris_data[1:50, 2], iris_data[1:50, 3],\n", + " label=iris_target_names[0])\n", + "plt.scatter(iris_data[50:100, 2], iris_data[50:100, 3],\n", + " label=iris_target_names[1])\n", + "plt.scatter(iris_data[100:150, 2], iris_data[100:150, 3],\n", + " label=iris_target_names[2])\n", + "plt.scatter(data_point[2], data_point[3],\n", + " label='Explained Data Point', s=200, c='k')\n", + "\n", + "plt.xlabel(iris_feature_names[2])\n", + "plt.ylabel(iris_feature_names[3])\n", + "plt.legend()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "fAJmGtoo2cvF" + }, + "source": [ + "## Data Augmentation ##\n", + "\n", + "Next, let's sample some data in the neighbourhood of the explained instance." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "colab": {}, + "colab_type": "code", + "executionInfo": { + "elapsed": 870, + "status": "ok", + "timestamp": 1598547472948, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "28aePjwZ2MCw" + }, + "outputs": [], + "source": [ + "import fatf.utils.data.augmentation as fatf_augmentation\n", + "\n", + "augmenter = fatf_augmentation.Mixup(iris_data, ground_truth=iris_target)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "colab": {}, + "colab_type": "code", + "executionInfo": { + "elapsed": 994, + "status": "ok", + "timestamp": 1598547648973, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "BQoTIpZL3TKV" + }, + "outputs": [], + "source": [ + "sampled_data = augmenter.sample(data_point, samples_number=50)\n", + "sampled_data_probabilities = blackbox_model.predict_proba(sampled_data)\n", + "\n", + "sampled_data_predictions = sampled_data_probabilities.argmax(axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 299 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 907, + "status": "ok", + "timestamp": 1598547650890, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "lQHO2Hs62q53", + "outputId": "78c6eb4e-ab7d-4d09-af5c-f7419bccbc9d" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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mjh+1cHC/mdwvSoNSDKNGjWLVqlXOz6tWraJnz55ufbZv387ChQt5//33eeutt8jIyOCLL77g4YcfZtu2bR7n3bt3L+PHj+fzzz8nPT2dNWvWuB13pNV+4okn+PTTT3nnnXdITEwkMzOTt99+m3Xr1vHqq68yY8aMgNemUIQKb7755qrgdi6iPXYh2uTxRJO2KYQjktA1dfbx48fJyMhwvKo56devH82bNwe0lNZ33HEHAOeccw7nnnuux3k7dOhAt27dALjgggvIy8tzO7579+5aabVB24KYPn06v/zyC3q9vlZKbYWiIfBWF8AYr6O6OnDFEEw9hUgQbfJ4okkrhXBp7Zqps2sSyD6xa4I7g8FARYVvr5uvv/46rVq1Yv369VitVs466yy/z61QhJqu3RMpPF4dcpuCp9gFT+dpqBiAaJPHE01aKYRLa9dMnV1VVeW178UXX8yqVavo27cvv/32Gzt37gzonJ07d/aYVru4uJjTTjsNvV7Pu+++i8US2kpZCkUg1OWbnz3AELJ6DNEWAxBt8niiSSuFcGntmqmza271uDJ+/HimTJnCgAED6Ny5M2effXZAdQ7qSqs9ceJE3nvvPQYOHBiV3iyKpok33/xgazT4Ol9DEW3y1CQiLqlCiA7AEqANYAMWSinn1eijA+YBVwBlwG1Syi31TB20S6rTZ7iBtLbFYsFsNpOYmMi+ffu48cYb2bhxI/Hx/qXvjiUXToit9TRGl9S6YgUsFgMGgyXo+IFoIJQuqcHEH4QqdqExpc6uBh6UUm4RQqQBPwgh1kspf3HpMwLoYv/pA7xq/zesNLTWLi8v5/rrr8ds1gr9zJo1y2+FoFCEktq+9BZOHKt22cPXvqvubVq/Y0fMNfb/LRQerw6ZH3604uma+bruYMaGg4goBSllPpBv/71ECPEr0A5wVQqjgSVSShuQK4RoJoQ4zT42ZklNTeU///lPQ4uhUDjx5JVXM07AW5umIKKnNkCkCMaTMdrqKUTcpiCEOAPoCWyucagd4Lr5fsDe5qYUhBATgYkAUkoyM91LZx4+fNjnKOFQRRNHC2o90Usga0lISKj1/Y4EFksFjreB0M1paJC11EdcXFxI5PJ2zXxZdzBjaxKK9UT0r04IkQq8D9wvpSwOZA4p5UJgof2jreb+WWVlZa3ax56IpT1rUOuJZgJdS2VlZYOUijQYQu+hZjBYGrzspSdCZVPwds18WXcwY2vip03BIxFTCkIII5pCWCal/MBDl4NAB5fP7e1tYSM/P5958+bx22+/YTabMRqNnH322UyZMoXTTjstnKdWKKIWT155nuICPLV5iimINj/8cBCMJ2O0xS5EyvtIB7wFnJBS3u+lz5XAJDTvoz7AfCll73qmDsj7qKysjClTpvDDDz9w+PDhWsfbtGlDz549efnllxuNC2csPVlDbK2nUXsfeYgL8Oh95Gf8QLQQFu+jANYdKi/IUHgfRUopXAZ8BWwHHOHC04COAFLK1+yKYwEwHM0l9XYp5ff1TO23UigrK+OGG25gy5b6vF2hV69eLF++3O8/zA4dOnDOOec4P48ePZpJkyb5NQdoye5ycnIYOXKk1z6uqbODvYled911PPbYY/To0aNW++HDh0lISKCqqorLL7+cv/3tb3Wm9AaYP38+kydP9luGw4cPk5iYSHJyMrNnz6Zz584e+/qakjwQOerj559/5vDhwwwePLjevo1RKdRFpDOLhpNYWgs0IpdUKeXX3gRw6WMD7g23LJMnT/ZJIQBs2bKFyZMns2jRIr/OkZiYyPr16wMRz28efvjhiJxnwYIF9OjRg6qqKp555hkmTJjA+++/X+eYl19+OaCb8YIFC7jooot48803eeqpp9yyzrqSlZXlU42KQOWoix07drBt2zaflIJC0ZiInixMESA/P99nheBgy5YtFBQUBH3u4uJiLr/8cnbv3g3APffcw7JlywDo0qULM2fOZODAgQghOH78eK3xc+fO5YorrmDQoEH87W9/w/GG55o6u0+fPrz44osMGzaMwYMHO89VVlbG1KlTufLKKxk6dCjr1q0DtBiJu+++m/79+3PHHXf4lE8pPj6eRx99lIMHD7Jjxw4AJkyYwPDhwxk4cCD/+te/AC3eoqKigiFDhjjfkjz1q4vs7Gz27duHzWbjySefZNCgQQwePJiVK1cCkJeX55aS/M4772Ts2LH07duXp556yqsc3vjnP//JgAEDyMnJ4e677/Z67aqqqnjxxRf56KOPGDJkCCtXrqSwsJAJEyY43+x++UXztt60aRODBg1iyJAhDB06lNLSUkwmE0II5/+T4/8j2nGkmf/PigPONPPHjlTx6aoi/vP+ST5dVcSxI55TuoQ6RX24aCxyhpPY8fnzgXnz5nm0IdTF4cOHmTdvHs8884zPYxw3IQeTJk1i9OjRPP300zzwwAPceeedFBUVMXbsWEC78fTo0YPHH3+cuXPnMmfOHJ5++mm3OW+77TYeeOABAO677z7Wr1/P0KFDa527RYsWrFu3jjfffJPXXnuNF198kXnz5tG3b1/mzJlDUVERV155JZdffjlLly4lKSmJL7/8kl9++YXhw4f7tD6DwcB5553H7t27Of/885k9ezbNmzenvLycK6+8kiuuuIJp06bxxhtvuL0xeerXokULr+dZv34955xzDmvWrGHHjh2sX7+eEydOcMUVV5CdnV2r/44dO1i3bh3x8fH069eP22+/3aMc48aN44UXXiArK8tt/CuvvMKmTZtISEigqKgIwOu1e+ihh9i2bZvz/+nRRx+lW7duLF68mK+//popU6awfv16XnvtNZ599ll69eqFyWRyJjb85z//SVpaGidOnOCqq65i6NCh6HR1vkw3KO4BVpr75LGj1VSWn9p+rq62kftFGdkDILN1vJex0NDBWd5oLHKGmyalFH777beAxu3atcuv/t62j/r168fHH3/MtGnT3I7r9XpnNtVrrrmGO++8s9bYb775hldffZXy8nJOnjxJ165dPSqFESNGAFp6bUdQ3MaNG503KNBcHQ8ePMjmzZuZMGECAOedd57XtN2ecLVFLV682HmuQ4cOsXfvXo83e1/7TZo0iaSkJNq3b8+TTz7JwoULufrqqzEYDLRq1Yrs7Gy2bt1aS97LLruM9PR0AM4++2wOHjxIu3btas2/dOlSj2s699xzmTRpEsOHD3cqSG/Xribffvutcyvrsssuo7CwkJKSEi6++GJmzJjBmDFjGDFiBG3btsVsNvPss8+yefNmdDodBQUFHD16lNatW3uUKxrwFGDlqhAc2Gzw0+Zycq46pRSiLTjLG41FznDTpJSCI5VEpMbVxGq18vvvv5OUlERRUZFXX+GaT4wVFRVMmzaNNWvW0K5dO2bPnk1lZaXHsY4nUYPB4MyIarPZWLhwoVeDrb9YLBZ27txJly5d+Oabb/jqq69YtWoVSUlJXHfddR5l87UfnLIp+GucdU0Potfr/R6/ZMkScnNzWb9+PfPnz2fDhg1er52v25CTJk1i6NChrF+/nquvvpp///vf/PDDDxw/fpz//Oc/GI1G+vTp4/VaRAve0sx7wmx2v7E2hsIy0HjkDDc+2xSEEKlCiPb2ALRGidFojOi4mixcuJAuXbrwyiuvMHXqVKeysVqtrF69GoAPP/yQ3r3dPXEdN4wWLVpgMpmcfX2lf//+vPHGG86n+59//hnQbBArVqwAYOfOnfz666/1zmU2m3nmmWdo27Yt5513HiUlJWRkZJCUlMTu3bvdbpZGo9G5xrr61UefPn346KOPsFgsHD9+nM2bNzuLCfmCqxzesFqtHDp0iL59+zJ9+nRKSkowmUxer11qaiqlpaVuMn7wgRZ+880339CiRQvS0tLYt28f5513Hvfeey89evRg9+7dlJSUkJmZidFo5L///S8HDhzweS2RprTyCJsO/INjLV+ist1bWIz1e7YYje4PNVqK+tpEU2EZaDxyhps63xSEEN2Au4ArgdPRPIhsQoh9wH+A/yel3B5uIUPF2WefzebNNbNr1E/Xrl396l/TpuAwIL/99tusXr2a1NRU+vTpw7x583jooYdITk7mxx9/ZN68ebRs2dK5VeEgIyODm2++mcGDB9OqVataLqP1cf/99zNz5kxycnKwWq106NCBJUuWcOuttzJ16lT69+9Ply5duOCCC7zOMWnSJBISEqisrOTyyy9n8eLFAAwYMIClS5fSv39/OnXqRK9evZxjxo4dS05ODt27d2f27Nle+9XHiBEj+OGHHxgyZAg6nY7p06fTunXrOlOSu+Iqx4IFCzzaFCwWC/fddx8lJSXYbDYmTJhARkaG12t36aWX8sorrzgN2FOnTuXBBx8kJyeHxMREXnrpJQAWLVrEN998g16v5+yzz2bgwIGYTCbGjx/P4MGDueCCC0L2BhdqSiuP8MWfz2EyH9HuFM3BmryP+H33YjBnkpCkq7WFpNPBhX2S3NqiLTjLG41FznDjNU5BCPEOcB7wDvAF8CtQAqQB5wL9gZuAX6SUN0ZCWA/4FaeQn5/PlVde6ZexuU2bNqxZs6aWUTKUdOnShd9//z2oOWIp2Atiaz2NNU5h04F/sL9oU6321Mo+nFZ5O127J1JeZuGnzeWYzTaMRh0X9klyMzI7aOgU9d6o6dcfrXL6SrjjFP4lpfzYQ3sh8I395xkhhPfIqijjtNNOo2fPnqxdu9bnMb169QqrQlAoopVy80mP7Rmty+nVXjO8pqQa3IzK3mjoFPW+0ljkDCcRiWgOI1EZ0dwQxNKTNcTWeqL5TWHXnyZ+/q4CvUWH1WCj28WJdD09hWNHqvjqj1epSqudVKBL6wH0anUHELriMK4cO1KlvX1U2TDGa28fSckGn87jqzyOfq4pO/yROxzrDgURTXMhhLgcLeW1m6FZSjnLpwnCQ9hyH/Xq1Yv58+c3CoUAsXUThdhaT7QqhV1/mtiZW4Xe5d5gxUaHc/Uc2mmjOu4YVWe8gi3h1E0mxdiaa3o+R5UpzoNfv7YHH4xf/7EjVeR+UYbbbUkHRiOYXeLiPJ3HV3mClTsc6w4VEUtzIYR4GRBo+YvKXQ41yteM5ORk3njjDfLy8pg/fz67du1yZknt2rUrU6ZMUVtGipjn5+8qiMf9JqZHR96vFvToMZgzid93L9WtV2MzFhFny2BAz5tIT8rimOlYWPz6f9pcTq3nVJu7QvB2Hl/lCVbuWI9n8DVOYSzQTUp5qN6ejYjTTjvNr0hlhSKW0Fs8R1DrXB4gDeZMDAfHAxBnhNTsZs5j4fDrN1f5/pxZ8zy+yhOs3LEez+CrUsgDoju6RqFQAKCvOk7KifUYqkuwxKVhajEEa3zLWv2sBht4SO1jw+amGBx4jj+oPUEwfv3GeB3V1b4phprn8VWeYOUOx7qjCV9XcQfwuhDieiFEP9efcArXmFm7di3t2rVzJqWLNn7++Wc2bNjg97jrrruOrVu3emy//PLLycnJoV+/fkyfPt2ZP6gu5s+f77cMgZKXl8eHH34YsfM1BPqq4zQ7tJik0q3EV/xBUulWmh1ajL6qdpLFbhcnYq2xA6zZFAzUTMPkLf4gOcW9Y7B+/Rf2Sap1bnRgrOHg5Ok8vsoTrNzhWHc04atSuAgYAbwKLHP5qT/VZRNlxYoV9O7d2xkxHG3s2LGDzz77LKRzLliwgE8//ZRPP/2U+Ph4Z16lunj55ZdDKkNdNAWlkHJiPXHVJ9za4qpPkHKidi6urqencE52PFUGC9VYqTJYOCc7nl4XZJA9IJmkZB1xRq3CWvaA5FrxBympBrIHpNKuo5GWrQ2062gM2tia2Tq+1rkvGZDM5UPS6j2Pr/K49stql+i33OFYdzTh6/bRLOAqKeWn4RSmISgqKiI3N5fS0lJSU1PJzs6ut3hMfZhMJr777juklNx222089NBDgJb+4LXXXmPJkiUATJ8+nQsuuIAbbriBDRs28Pjjj5OcnMzFF1/Mn3/+yZIlS5g9ezb79+9n//79HDx4kL///e9s2bKFzz//nKysLN58802MRiNbt25lxowZmEwmWrRowdy5c2nTpg3XXXcdPXv25JtvvqGoqIjZs2fTs2dPXnzxRSoqKvj222+ZNGkSQ4YM4dFHH3Ua3R988EGGDRtGeXk5U6dO5ZdffqFz585+pdfu27cvO3bs4Pzzz2fChAkcOnSIyspK7rjjDm655Ra3tNZdu3ZlwYIFzn5VVVVMmDCBW265pc5zrVq1irlz56LX60lPT+eDDz7AYrEwa9YsNm3aRFVVFePHj2fcuHHMmjWL3bt3M2TIEK6//npuvfVWHnnkEbZt24bBYGDmzJn07duXXbt2MXXqVKqqqpy5j8466yyPa4g2DNUlfrV3PT2FrqfXNo5mto5vsPgDb+f25Ty+yuPoF2iRnViOZ/BVKZiAjeEUpCEoKiriww8/pLi42NmWn5/PmDFjglIM69atY8CAAXTq1InmzZuzbdu2OlNIVFRU8L//+7988MEHdOzYkXvuucft+J9//sm7777Lb7/9xqhRo3j99dd59NFHueOOO9iwYQODBw9m2rRpLF68mJYtW7Jy5Uqee+455syZA0B1dTWrV69mw4YNzJkzh+XLl9dK/fzMM89EVXpts9nMsGHDnOm1H3roIcaNG1crxcdLL73EsmXLOO2005zbVW+//TZpaWmsWbOGyspKrr76avr378+0adPclPJrr72GTqdjw4YN7N69m5tuuomvvvqKpUuXcscdd3DNNddQVVXlTCzob+rvSOHqM39x62TaJUKR1UyupRiTzUKKzsCFiV3qrnLlAwWlVSzbeozS6kOkxsHYHplkpdavOAKltPII24++R7n5JEnGZnRvdR2pCdGbSTZW8FUpzABeEkI8ARxxPSClbLQm99zcXDeFAFoxnNzcXIYNGxbwvCtWrHCmvx49ejQrVqyoUyns3r2b008/nY4dOwJw9dVXuxWhGThwIEajkXPPPRer1crAgQMBOOecc8jLy2PPnj3s3LmTG2/Uso1YrVa3NMxXXHEFoKXT9pZ8LdrSa+t0Ord+L774osdz/OUvf+GBBx7gqquucqYN//LLL/n111+diQNLSkrYu3dvrcSG3333HbfffjsAnTt3pn379vzxxx9cdNFFzJ8/n/z8fEaMGMFZZ53l1xoiSU2f+a+L+nL52XtYTz7FDmOoDQ6ZttG/8kjAN9WC0ipmbsijoPRUYsHfjpXz+OAOYVEMbnmX7Bwv28OA0/9XKYYw46tSWGz/9y6XNh1anEKj3UhzzXLpislkCnjOwsJC/vvf/7Jz5050Oh0WiwWdTsdjjz1GXFyc243S13TJjnTYer2euLg4Z2ptvV6PxWLBZrPRtWtXPvroI4/jHSmlDQaD1yCqaEuvnZaWxtVXX13vNXruuefYsmULGzZsYMSIEc6b9lNPPcWAAQNqze8LY8aMoWfPnmzYsIFx48bx3HPPodfrfU79HUlq+syXVjXj4+IkKtPdvWNKq4+z/eh7XNL+nppT+MSyrcfcFAJAQamZZVuP8WBfzyngg2H70ffcFAKAyXwkqDUofMNXQ/OZ9p+zXH4cnxstqames4CnpAS+V7h69WquvfZavv32WzZv3sz3339Px44d2bx5M+3ateO3336jsrKSoqIivv76awA6derEn3/+6cz66e3m7o1OnTpx/Phxvv9eS0lgNpvrLQxUM/VztKXX/v33331KRbJv3z569erFww8/TMuWLTl06BD9+/dnyZIlznn37NlDWVkZqampbgq/d+/eTsPznj17OHjwoPP/4vTTT+eOO+5g2LBh/Prrr0Gl/g4nnnzmzfpyDz2hwnwSfdVx0greodmB10kreKeWV5K344VlnlOPF5aHptZITbzlXarw0q4IHb6+KRQAViml8xsghDDSyGs8Z2dnk5+f77aFlJ6e7rHUo6+sWLGCe++9163tiiuuYMWKFTz77LNcddVVDBo0iI4dO9KtWzcAkpKSmDVrFmPHjiU5Odnv1Njx8fH885//ZNq0aRQXF2OxWLjzzjvrTPldM/VztKXX7ty5s1s/bzaFp556ir1792Kz2bjssss4//zzOe+888jLy2P48OHYbDZatGjB4sWLOffcc9Hr9eTk5CCEYPz48TzyyCMMHjwYg8HA3LlzSUhIYNWqVbz//vvExcXRunVr7rvvPpKTkwNO/R1OPPnM68ye7WFJhmSaHVrs5p1krMjjZNsJWONbOt1ZPR1vnmzEPZmBRvOk0NQaqSWrsZnH9kQv7YrQ4VPuIyHERuBvUspcl7Zs4Fkp5YDwiVcvAeU+glP5aBzeRyaTiZSUlJB4HwWC4/w2m41p06Zx5plnMnHiRJ/Hx1KuIIit9YQz95GnPDzxGcepOvMflFWf2n5JMbbmyuTzaVNRO0V7eWoPSrJuJK3gHZJKa8eglKf24PfUa2rZFLJSjRG1KaQYW4fcphCo91G0ErHcR0B3oGZ1mm8B/x5po5CMjIygjMqhYtmyZbz77ruYzWa6devGuHHjGlokRSPA4TPvXgPgDGzG/2X70feoMJ8k0e650/zoSo9zONxV63JnzUqN5/HBHezeRzpS42xh9T5KTdAUQM01KCNz+PFVKRQBbdC2kRy0QXNVVYSAiRMn+vVmoFA48Owz37qWQdYSl+ZxvKO9vuNZqfE82LdtxJ6uUxNqr0ERfnxVCu8D/xZCTAb+ADoBcwAZLsEUCkXdOHIcWSqL+K04nneP/QVrfEuvT/D7EgfQ6uReMuNO2dCq41pgaqGVjjW1GIKxIs/NpuB63BOO2IXCMjPNk41hj12oj2itc9CY8FUpTAdmo20ZJQAVaG6qj4RJLoVCUQc1jcK9kqBVq3ym/DqEmR7iBwpKq5j5pQldVQ4T2/9IZnw5JlsKrTuPpKU9WZ41viUn207wKZmeY85XNu5gTPPvaNWijKNVybyy8WLu7Xd+gyiG2vYVC4XHq2MqBUUk8KvymhBCB2QCx6SU0VBLIWhDc6yg1hO9hMPQ7M0ovPbomTz+Rz/6nZHuFj8w+7+H2LivuFb/mv18wbF9tHjTr4xN+5AOiadsEXkVaSwrGcOES3wPcgwVWzaZOLi/totsu45GrykplKG5Nl5dSoUQbWq2SSltUsqjrgrBUz+FQhFevBmFM+M1t9Ga8QPhiDMYkPiNm0IA6JBYwoAk34IEQ02s1zmIFHXFGXwmhPiHEOISIYRbPyGEXgiRLYT4B+B//uUmgEqdHX2ps32loKCA//mf/wlorLfrE2q8GYWPVWnprWvGD2hxBrUJJs4gM8FzkJxDMUUaLWbDQ3uM1DmIFHVdrZ7AL8DrQIkQYrsQ4hshxHagGHgN2A5ERxRPlKFSZ0df6uyaeNvSycrK4vXXX4+IDI5ke/5iajGE6jj3vEt5FWksPNCTrFTN4OuKZgB2VwCe+vlDy3TPeZ+8tYebWK9zECm8GpqllFXAAmCBEKIDWqxCM6AQ2CalPBgRCcOMr1Wq/EGlzo5M6uzi4mJycnLIzc1Fr9dTVlZGv3792LRpEwcPHmT69OkcP36cpKQkXnjhBTp37sz9999PQkICO3bs4C9/+QvDhg1jxowZAOh0Oj744AMKCwsZP348n332GRaLhaeffpovvvgCvV7PzTffzIQJE/jqq6948sknsVgs9OjRg2eeecaZo8rBihUrePnll7HZbAwePJjp06cD0KVLF2655Ra++uorZs2aRe/evf3+jrkahV29j7q09ex95BpnUFhupnlS8J5CltbDqDx4gARLobOt0tAcS+uGifvxHLOhvI/8xSfvIyllHlpJzpiirrD+YBSDSp0dmdTZ6enpnH/++WzatIm+ffuyfv16BgwYgNFo5G9/+xvPPvssZ511Flu2bOGRRx7h3XffBbT06CtXrsRgMDB+/HhmzZrFxRdfjMlkqnVj/9e//kVeXh6ffPIJcXFxFBYWUlFRwQMPPMDy5cvp1KkTkydPZsmSJW5bTgUFBTz99NOsXbuWli1bcv3117N27VqGDx9OWVkZPXv2ZObMmT5dS29Y41tSkqVlxm0PPFBPf0ecQaiwxrekpN0dWEP8UBUMsVznIFL46pIaFEKIxcBI4IiUspuH4wOAlcBee9MHUsonwi1XXVWqHH9sgaBSZ2tEInX2qFGj+Oijj+jbty8fffQR48ePx2Qy8cMPP3DXXaeS+lZVVTl/HzlyJAaD9vR48cUX8/jjjzNmzBhGjBjh8Mpw8vXXXzNu3Dji4rQ/lebNm7Njxw46duxIp06dALj++ut566233JTC1q1bueSSS2jZsiVxcXFcc8015ObmMnz4cAwGA1deeaXP1zGacVVMitggIkoBeBNtK2pJHX2+klKOjIw4Gv5WqfIFlTpbI1Kps4cOHcqzzz5LYWEh27Zto2/fvpSVlZGenu72BuKKq5vnpEmTGDx4MJ999hlXX301//73v2u9LYSahIQEp1ICMFusHC+vxmK1YdDraJkUh9Hgu3F02U/5yB2njPri/AwGd25ZK6gM8DnQbPvhUuZvKsBUZSEl3sDkS7I4KyWJXdsrsFgqMBgszr16FSwWW0TELC+l3AicqLdjhKkvrD8QVOrsyKbOTklJoUePHsyYMYOcnBwMBgNpaWl06NCBVatWAZrC27Fjh8fx+/bt49xzz+Xee++lR48etbzFHFtoDmVaWFhIp06dyMvLY+9e7cX2/fffr5VZ98ILLyQ3N5cTJ05gsVhYsWIFl1xySe1rZbFyqKSK0koL5WYrpZUWDpVUYbb45kZZUyEAyB1FTPnoDzbuK2b7kXI27itm+id/8uj6/W5tWoK7qlpzbj9cyswNBzhiqsZktnHEVM3zGw6xcUMJB/ebKThYwcH9Zv67oYRNn5dycL+Z40ctHNxvJveLUkylgRnPFdFBNPlqXSKE2CqE+I8Q4vxInNCTB0d9Yf31sWLFCmcFMAeO1Nnt2rVzps7+61//6jF19vDhw0lJSSE9Pd3nczpSZ8+aNYucnByGDh3qVBDeuPTSS/n9998ZMmQIK1eu5P7778dsNpOTk8PAgQN5/vnnAbj11lsxmUz079+fF198sd7U2Tk5OQwaNIiysjK31NkWi4X+/fsza9Ysj6mzJ02a5NbvqaeeqpU625ur56hRo/jggw8YNWqUs23BggW88847zvV88sknHscuWrSIQYMGkZOTg9FodG7NObj55ptp164dOTk55OTksGLFChITE5kzZw533XUXgwcPRq/X10pg2KZNG6ZNm8b111/PwIEDueCCCzwmXjxeXo3Z4h4HarbYOF7uW7BbTYXgoKJGaOmxcgtHy9zndBTJqcn8TQUkxJ3kko4rGNTpX1zScQV/ia+kuoaPQWUFlJe5n6jMZGPX9vqdERTRi6+ps1sADwEXAm6VaaSU/Xw5kRDiDOBjLzaFdLR6DaVCiCuAeVLKLl7mmQhMtJ/7Ite9YoDDhw/79fqvrzpO0rF16M3FWI3plGcOaxBDmWvq7P/7v//jzDPP5K9//WvE5VBElv2FZZRV1X6yTo430CbZQJs2dceG9p33dVDn79U+g5ev7e7WdvWiNWR3XEpawklnm6WyJa0O3kqf1jtINpZSZk7lh0OXU1rVrNacWe0SGXF1+6DkihSxFDkPvq/HvqUcVOrsf6PlPJJAmY9jfEZKWezy+xp70FymlLLWY4yUciGw0P7RVjOku7Ky0m2/1hvOi6fPoKq1cD/YAF+St956yy119tixY/36sjbVL3djoK616D3+WWrtlZWVYU/BkBpnq3WObm2+cFMIAIaE42ScuZjOiae2VlulHGLt7zfUUgwGg6XRpI5o4mkuPOKrUrgUaCWlDEtRWiFEFnBYSmkTQvRG29Y6Xs+wmEKlzm6atEyKo7La6raFZDRoxmZzZf1KUZyf4XELKVHnvoWUmWRAp9O5bSF5C17r1KKSMg+nrtKXA6eUQkbiSXp3+IrP9lzlbFPBYo0fX5XCNjRX6D2BnEQI8TYwAMgUQhwAZgJGACnla8B1wN1CiGq0mn83RknCPYUirBgNetqmxXv0PvIlK9HYC08D8O595BKoBvgUvJaZ0pL9HkwVKbrab+BZrcppZzaqYLEYwqtNQQjhmqPgDOAm4A3cC+0gpVwcLuF8QGVJtaPWE72EsxxnOPBUCjNNn8wYQxoZevdUGY5Sno2VJr595LdNoWY9yANATbccG1pdBYWiSRNsrIGveIof6N4mtVY/T8Vvjpqqao1tlRLvIXahdinMHs0Gk3LsI/CjAE8oUcVzIodf9RSiEPWmYEetp+FwxBrUtAu0TYvHaNCH7E3BET/g6sFq0MHjg9u7KYaC0ip7DMKpDagWSQYKyy24/rXrgOZJBk6Un/J+yko11irQ48CRJyxRX0GFNTFiKS1qF8/RbBehKJ6j3hRq49OjjBDiRy/tdTvDN2FU6uyGTZ39wgsvsHHjRr/GfPLJJyxYsKDOPp7Sagcba+Ar8zcVUOM0WGxauyvLth5zUwgAJ2ooBNBe810VAniPXYBTKS1s5z1ESdaNEXPd3rW9wk0hgIqHCCe+vt/Wyn1gr8J2VmjFiR1U6uyGTZ398MMP069f7RCaulJVDx06lEmTJtU5r6e02har57dtb+2BYvIQz+Cp3VtBHV8JpvBOOFDFcyJLnd5HQghHrqJ4l98dnAF4zh3QiCitPML2o+9Rbj5JkrEZ3VtdR2pC6/oH1oFKnd3wqbMffvhhcnJyGDlyJH369GHUqFFs3LiRe+65h9TUVI/Xevny5c7Msffffz9paWls3bqVo0ePMn36dEaOHEleXl6ttNqffvY5NnSMvPYGrr35Vt587WW++fIzqqsqye59MbNnzw7q++QgJd6AyVz77SMl3n0LRSuoE3ihm2AK74QDrXhObYWoiueEh/qu6h5OuaHucfnZDSwDRodPtPDj8LLYX7SJo2W/sr9oE1/8+RyllUfqH1wHnlJn14Ujdfa//vUv1q5dy/Hj7iEaf/75J1JK3njjDe677z4uvfRSNmzYQGJiIhs2bMBsNjNt2jQWLlzI2rVrueGGG3juueec4x2psx9//HHmzJlDfHw8Dz30EKNGjWL9+vWMHj2aefPm0bdvX1avXs27777Lk08+SVlZGUuWLHGmzn7wwQfrXYsD19TZoKXEXrt2LWvWrGHx4sWcOHGCadOmkZiYyPr1653bNo5+69atc/YDz2kuXFNnA26ps2vSvHlz1q1bx7Bhw+q81q4cPnyYFStW8NZbb/HMM8/UOu5Iq71u3Tr+tWINQ67U0mxcc9M43pAr2LBhA+Xl5V5TbPjL5EuyMNTYBTbotHZXPBXUaZFkqLWBrLO3uxJs4Z1woIrnRJY63xSklI8DCCFypZTrIiNS5Nh+9D03tzsAk1l7c7ik/T1eRtWPSp2t0VCps731g/qvtSvDhw9Hr9dz9tlnc/ToUa3RWg02C4aqo3y98TPGjbuNpIR42sZZSYhricVqY/OP37Js8UIqKyo4efIk5557LoMHD/btotVB9zapPD64fb3eR94K6tTpfRSiwjvhQBXPiSxelYIQYpDLR3ONz06klKHdmI4g5eaTHtsrvLT7gkqdrdGQqbM9EYi/v+O6gV3BWavRVxeCzYrOWonOVo2+ugis1RgNcWSlxlNRUcHzT8xgzZo1tGvXjtmzZ2trsFajtxSjs1mw6QxYDemg9z9zffc2qbx+df3/R54K6mSlxnscG8rCO+FCFc+JHHV9K//p8rsNLaLZhpZ+oiXa2+cBGrGxOcnYzGN7opd2X3CkznZkGQW49tpr2bx5Mx06dHCmzq6oqODrr7/m4osvdkud3aFDh6BSZ//lL3/BbDbzxx9/0LVrV69jvKXOfuqpp9DpdPz8889069bNmTr7sssu8yt19nPPPedMnb1u3bp6U2cbjcaQpc6u71p5u9YWm40ys4WDxZWUV1trGYq1m/oppdr/sj4sffs9Lu17Kfqk1hQWFqLXazuyLVq0oOBEER9+tIqBQ4ZhrTxKnE7bF9cB1dWV5Fdm0DxFU/hHSs1YbVrOo9apRpKNBgrLzUz5ZHe9cQVQu06Cp7ZoewNQRCd11Wg+0/G7EGIamiJ4TEpZJoRIBp6gkecn6t7qOo6X7XHbQkoxtqZ7q+sCnnPFihXce++9bm2O1NnPPvusM3V2x44dPabOTk5Odis56QuO1NnTpk2juLgYi8XCnXfeWadSuPTSS3nllVcYMmQIkyZN4v7772fmzJnk5ORgtVrp0KEDS5Ys4dZbb2Xq1Kn079+fLl261Js6OyEhgcrKSi6//HK31NlLly6lf//+dOrUyWPq7O7duzN79mxnv86dO9dKnV2zHKeDUaNGcdddd/Hee+/Ve628XWuzxcpJu2tpudlKtcXGifJqzBarMwhNZ3M3do4Vo9izdz+Dhl9LnDGBsWPHcvvtt3PzzTczcNAgMlpk0vX8C0g2mInXuY+N11loFmfiULH7XrnVBoeKq8hMjmNrfhlHTJoSMpmrmfHpATIS9BRWOrxuyvn1SBk2m41jTtfScn45bKqR56ic346Ve40/UChc8TV19lGgrZTS7NJmBA5JKVuFUb76CDp4zeF95IjcDIX3USC4ps6eNm0aZ555pl8J8hpTsJcvhHM9nq71qJtvo7SytodLaoLBeSPVm0+gt9ROEmw1JGM1uttH9pyocG4VdkwsJtlQ283TZDGSV+G9bsau/JMs3Fp/rIev9DsjPSRbRbEU8BVLa4Hwp7lwxQT0Bv7r0nYxYUijHWlSE1oHZVQOFcuWLXNLnV2zaIsidHi61ifM9ccaWA3p6KxVbltINl2cZh+ogevDltnm2cmv2kt7uIi2+ANFdOKrUngMWCuEWAXkAR2AkcC9dY5S+IxKnR05PF1rg6V2WUoAg2vBA30cFmOmTwZjnU7nVAzHqpJJMlS7bSFV2Qwcq6r7jTZJb2bmWRtpFV/G0apkFh7oSX5V4KVioy3+QBGd+PSoIqVcCvQBfgXSgZ1Atr09qmjkuZwUDYSWwM79bdpR18ANfRxWYwss8a20LSMvHkStU061m2168srTKapOoMxipKg6gbzydK9vEACtk3VcnHGI4a32clHGYYa32sv8c9fTNdXk1q9VchyZNWINMpMMtEp2lysa4w8U0YnPPnFSyl+AX8IoS0jQ6/VUV1cTF+e/u5+i6VJXXYNASEvQvn9HTNXYbDaqMWA1Nqdar+NoqRkrEKfXPI2gtvdRQvUJjNZ8tznbJ5Yw96JdPPvngHrrJHhqU0ZmhS/UVU9hoZRyov33pVArnxYAUspbwydevdQyNNtsNioqKrBarU5/fk84vGRiBbWe6MXftdhsNpKLv6e1aW0tS2BV4lmcbP8/HsdFilgyzsbSWiD8hua9Lr9HZ6pPD+h0OpKSkurt11S/DI2FQNfjSO9sqC7BEpcWsfTOnuoXgPa0XloNqXF4fVr3NDZLl+/xL9ZECrP/eyig+AOP51FvD4oaxFw9BV9RN9HoJpD16KuO0+zQYuJqFII52XZCWBWDp/oF3moi14wV8DQ2K9XIrP4pdDm51G0tlYbmTP51CNsKk+qc01cZfR1bk1j6rsXSWiCy9RQ+EEJMEUJc6I+ACkUkSTmx3u0mChBXfYKUE+vDel5P9QuOlVvcFAJ4rlXgaWxBqZk3d1g52XYC5ak9qEo8i/LUHswtuMpNIXib01cZfR2raFr4ao39GOgPPCCESAe+Br4ENkopvwuXcAqFPxiqS/xqDxX+1C+oGSvgbWxhuRlrfFu3+sd/bP8TTymxfYk/qOs8CoUrPikFKeVi7LWYhRCnAxOBGUAqoFIVKqICS5xnH35Huz/2Bn/6+lO/oGasgLexnmIK/OkbyrGKpoVPSkEIcS7QD+1t4TKgAPh/aG8LCkVUYGoxBGNFXi2bgqnFEI/2BmNFnkd7gz99QTMg/3as3CebQs1YAU9jvcUU+NM3lGMVTQtft492oBXXeQaYKKUsrae/QhFxrPEtOdl2gscn/LSCd7zaG1y3aKBu20TNvuC9fgE4vI90pMbZPHr7eBvryfjrT99QjlU0LXxVCuPQ3hQeAv4mhNjIKZtCXriEUyj8xVFcvib+2BsCsU14ql8AWq2C+jxCvI0Ntm8oxyqaDr7aFJahld9ECJEF3Af8A2VTUDQS6rM3BNpXoYg1fLUp9AQGoNkULkezWH2MsikoQowjwKq0+lCdAV/+Upe9wd++dQWqqcAwRWPH1+2jD4EvgI+AB6WUe8ImkaLJ4inAKpTFYarj26CzVgI6zAntKW010qPhuC7bRG0ZPRe6UUVtFI0VX7ePzgizHApFnQFWweyFe/ImsrlU2/OEN9uEJxlrBqlBaORWKBoClUpUETX4EmAVSG4jf72JApGxPrkVisaCUgqKqKG+ACt/4wcchDLSOZhANYWiMRDZeoAKRR1oxln3G6lrgFWguY1C6U3kSUZPhW5UYJiisaLeFBRRg2uAlaeAr0Cf+P3xPPJHRlXURhGLeFUKQognfJlASjkjdOIomjqOACtPAV+BPvHX5U0UjIw1UUZlRSxQ15tCh1CdRAixGBgJHJFSdvNwXAfMA64AyoDbpJRbQnV+RWxQ3xP/9sOlzN9UgKnKQkq8gcmXZNG9TSrg7k20/XAp89cUYKo6VqtfTYIpTOMp5gJUPIMiuvGqFKSUt4fwPG8CC4AlXo6PALrYf/oAr9r/VSic1PXEv/1wKTM3HMBirxllMlczc8MBHh/c3u2G72s/8BQ34Xv8gaeYi18Om2okyVPxDIrowy+bghAiDcjEpWKPlPKP+sZJKTcKIc6oo8toYImU0gbkCiGaCSFOk1Lm1zFG0QTxFj8wf1OB80bvwGLT2l+/unOtfqfFlzCx/Y+0ii/jaFUy73x/Md2v7Ok2Ppi4CW+Fd2qi4hkU0YavaS7OQ8t91AOwoSkFx59gKHIftQNcE+sdsLfVUgpCiIlo9RyQUpKZGZiHR1xcXMBjo5Emt56Ko5C3El3VSWzxzUijI4Z4i9uNfuGBnpSYm7nNU2b+ndPiS5h37no6JJ4yUHdPO0Zm6oWQ2MrZVlrtudRrabWu3mvtbWyg80UTsfRdi6W1QGjW4+ubwj+Az4GBwF7gDLQ02t8EdfYAkFIuBBbaP9oCra/aVGuzNhbqWk/NeAUdMKfLdiw2Haclmpz9zk87xhN/jnCbJ9moY2KbH90UAkC7xBLKdy93ewtJ9fLXkRpnq/daexsb6HzRRCx912JpLeB3jWaP+Bqn0AP4XynlSUAnpSwCHgae9HF8fRzE3bDd3t6mUNTCU7xC64QyN4UA0CGxhCfO3+HWNvmSLFollHmct6Zra31xE3XhaWxmkoFWye7aQsUzKKINX59nKgAjYAaOCSE6AoVAYD59tfkImCSEeAfNwFyk7AkKb/gTidwyrpyTLp+7t0nFUp4J1Ydr9a3p2hqqojauMReg4hkU0Y2vSuErQKB5Eb0H/AeoBD7zZbAQ4m201NuZQogDwEw0JYOU8jVgDZo76m40l9RQej4pYgx/IpE99TW2HUH1oXyfgtlCUdSm5iu9Miorohlfs6QKl4/TgJ+BNOAtH8ffVM9xG3CvL3MpGj++JrXz1s9TvIIVA+j06G2nPH683ehDHcymUMQSvnofPSSlfBFASmkF/mVvnwrMCZ94iljD56R2FUfr7Ffc6lrSjyzHYClGB+ixgM2CVRdPtbE1Frvy8Haj9+baqlA0dXw1NHtLZfFoqARRNA18TmqXt9JrP33VcdKPvk+cXSG4ordVYbHf8NWTv0LhP3W+KQghBtl/NQghBoLb3+BZgP+5hxVNAm9bP74mtdNVnfTaz5NicSW+bA/6quNKKSgUAVDf9tE/7f8mAotd2m3AYeC+cAilaNzUtUXka1I7W3yzWm8Bjn71eR8ZrKU0O7S43joLCoWiNnUqBSnlmQBCiCVSylsjI5KisVPXFpHPaaw7jKa66HeP/eqrn+B6PmU3UCj8w1fvo1uFEEYgG2grpVwuhEixHzPVPVrR1Khri8hnz5/EVl77eVIs/sihUCi846v3UXe0ALNKtGjj5UB/YDxwQ9ikUzRK/Kl7oLNUknpsNXprZS0F4c1DqKZi0VefIK76pM9yKBQK7/gavPYqMENKuVQIUWhv+xJ4PTxiKRozdW0RebI3uGKsyKO41bVQuIJmpqNe3yRcFYanOQOtrKZQNHV8VQrnY49NwJ4dVUppEkIkhUUqRaOmri2itIJ36tz2ias+QbOCt9DbqnAkf/AYx+Dj+RQKhX/4qhT2ARcB3zsahBC90dJSKBS18Lb148s+v95W5fbZF6OxCkZTKEKDr0rhMWC1EOI1IF4I8QjwV+B/wiaZIiYJdJ9fGY0VisjgU0SzlPJjYDjQCs2WcDpwjZTykzDKpohBTC2GUB3Xwutxq85zxlBlNFYoIoPPpUCklD8C94RRFkUToOb+v1UXDzqd0/uoPK23lsJCGY0VigbBV5fUeLQ8RzcBbYFDwDvA01LKivCJp4hF6tv/P2mcQAvTV1TX4X2kUCjCgz8uqV2BycCfaNtH09DqKE8Ij2iKWMDXNNmuWONbQts7ORlDZRIVisaCr0rhaqCTvRwnwC9CiM1o3kdKKSg84nOabIVCETX4qhQKgGRwq2yYBKiSmY2YoqIicnNzKS0tJTU1lezsbDIyMkI2f105kJT7qEIRnfiqFJYCa4UQLwMHgA5oldKWuKTXRkrpU3lORcNTVFTEhx9+SHFxsbMtPz+fMWPGhEwx+JomW6FQRA++KoW77P9Oq9H+V/sPaJHOZ4VCKEX4yc3NdVMIAMXFxeTm5jJs2LCQnMOfHEgKhSI68DVL6pnhFkQRWUpLSz22m0yhS3rrc5pshUIRNfgcp6CILVJTUz22p6SkhOwcKieRQtH4UEqhiZKdnU1+fr7bFlJ6ejrZ2dkhPY/KSaRQNC6UUmiiZGRkMGbMGHJzczGZTKSkpITc+0ihUDQ+lFJowmRkZITMqKxQKGIDpRQiiPVoAaxchu3kCXTNWsDosehbZTW0WAqFQuFEKYUIYT1agG3uDDhaANgrFf2xC+sDTyjFoFAoogafUmcrQsDKZU6F4MT+5qBQKBTRgnpTiBC2k55LUHprD5Zwp7BQKBSxiVIKEULXrIW2ZeShPdREIoWFQqGITdT2UaQYPRZq2g5aZWntIaauFBYKhUJRF+pNIULoW2VhfeCJiHgfRSKFhUKhiE2UUogg+lZZcOeDYT9PJFJYKBSK2CRiSkEIMRyYBxiARVLKZ2scvw14AThob1ogpVwUKfkaklDHL0QqhYVCoYg9IqIUhBAG4BVgCFo9hu+EEB9JKX+p0XW5lHJSJGSKFsIRv6BSWCgUikCJ1JtCb2C3lPIPACHEO8BooKZSaFIUFRWxSb6NKbUtyQktyT68h3Rzxan4hSC2mlQKC4VCEQiRUgrtgDyXzweAPh76XSuE6Af8Bjwgpcyr2UEIMRGYCCClJDMzMyCB4uLiAh4bCk6cOMGqVas4YTFAquaWejg5g9F7t5BuriDOVEILP+Rr6PWEmlhaTyytBWJrPbG0FgjNeqLJ0LwKeFtKWSmEuAt4CxhUs5OUciGw0P7RduzYsYBOlpmZSaBjQ8G6des4ccI9cK04IZncNp0YemAH1SlpfsnX0OsJNbG0nlhaC8TWemJpLeD7etq2bev1WKSUwkG0us4O2nPKoAyAlPK4y8dFwPMRkKvB8OY2WmZMCFv8gkKhUNRHpILXvgO6CCHOFELEAzcCH7l2EEKc5vJxFPBrhGSLOEVFRbWCyxykZGSgU0nyFApFAxGRNwUpZbUQYhKwDs0ldbGUcocQ4gngeynlR8BkIcQooBo4AdwWCdkijSMFRUlJSa1j6enpXDJmDHrlJaRQKBoInc3mKSNPo8F26NChgAYGupfoa0yBZfOXsGQBmM1gNMKtkyhu3Y4VH39Mia32C1qazsrVlcfJaNbM65x1nbup7o02BmJpLRBb64mltYDfNgWdp2PRZGiOenyNKbBs/hIWzT41sKqS4rdeYWWnv1BiTPQ4d3rJSdL3bvU6p6rHoFAoIoFKiOcPvtZEWLKg1tDcNp0o9qIQAJLNlXXPqeoxKBSKCKDeFPzA15oIxRjIbX8+ZcYEks2VZB/eo3kVeSG9sozsw3vqnDPS9RgUCkXTRCkFP/ClJkJRURErz+xJcXySs+1wcgbNKzy7oKaZK50Ba97m9PXcCoVCESxq+8gffKiJkJub66YQQAtK00OtG396dSVXD+xPerNmdc7p67kVCoUiWNSbgh/4UhPBW1BaVfszGT2gP5vXrMJktpBiNNDnqjE0P7Mz1g4d6/VoimQ9BoVC0XRRSsFP6quJ4K2WQWrb9jQ/szPD733A7zn97adQKBSBopSCn1h2boc350GZCZJT4LYpUHTCGZPQOymV/PMuo7iyyjkmXWej99mdvM4Z6noKCoVCEShKKfiBZed2mDsDrBatodwEs6e79UkvK2b01s/IbXcOZTq90/soPX+Hx5gCFX+gUCiiCaUU/OHNeacUQh2kmysYuu8n98YaNRKKiorIzc2l9PdftVoKxpOnDNEhqKegUCgUgaCUgj+UBVf43hFT4Mh/pCXF00Pz09xqKbj2VSgUikiiXFL9ITm4wveOmILc3NxaWVIdtRRq9lUoFIpIot4U/OG2Ke42BaCgoop5v+ezu7SCKquVeL2eLmmJTL7gbLKsLqkrXGIK6qylUKOvQqFQRBKlFPzAcE53LA88AW/Oo6y4mPu37ObHsmoOHz/u1m9zYSnry3X0bJnBSzl9SGnVxs2jyJvbanJSEro+/ZX3kUKhaDCUUvATwzndKZsxn5tvuIEteYe99jt89Chrjx7l5uR0li//O8nJyc5j2dnZ5Ofnu20hpaenc+mY8aqWgkKhaFCUTSEAJk+ezJYtW3zqu2XLFiZPnuzWlpGRwZgxY+jatSvt27ena9eujBkzhgylEBQKRQPT5N4UHIFie00m/huXhqllFqnNW5CdnV3rpuwaqFac1ozcHgM4cvQo53TtynnnnYder6eiooKCggKqq6tJSEigsrKSuLg4TjvtNOLj4wEoN5n4ac5TdD/zDFgjNTmMiVh7DcLWvBW2inKs7yzCUlJ38JoKclMoFOGmSSkFR6BY8cmTrDyzF8U6Axw5CkeOkp+f7/a07hqoVmxMZGWz0yku0LaL4hNOpcFOTk7mrLPOqvO8qenpfGm10OLzdbQDbb4ze1FcVgVlBwEoqDQzeu/vmkuqKrKjUCgaiKa1fWQvVJPbphPFCcluh4qLi8nNzT3V4BKo5qm/v+j0BjZ0ON/rfG4uqarIjkKhaCCalFJwBIR5K3hjMrkEp7kEqtVVIMcfKg3GOudzbVdFdhQKRUPQpJSCIyDMrfSlCykpLsFpLoFq3vr7S4LFXOd8ru2eiux4QgW5KRSKUNKklIKjUE324T2kV5a5HUpPTyc7O/tUw21TQG8A8NjfX2xWC4Pzdnidz60kpyqyo1AoGgidzeapyGOjwXbo0CG/Bjg8eExBeB8dLStHbzD45X10RTJu3kfFxkRyew2ivEVrkg16+hTsIT0I76PMzEyOHTsWwCWMTmJpPbG0Foit9cTSWsD39bRt2xZA5+lYk1MKDoL5Mtxxxx2sXbvW5/4jRoxg0aJFAZ3LV5rql7sxEEtrgdhaTyytBUKjFJrW9lEdWI8WYF00G8uL07Eumq09lXvh5ZdfplevXj7N26tFGnMzqrW3DoVCoYhylFLgVAyAbfOXsGs7ts1fYps7w6tiSE5OZvny5YwYMYI2LT0betskGBnephn//ksnkotPwNwZSjEoFIqoRykFCCgGIDk5mUWLFrFqQA9u6ZhJn+ap9GqWTJ/mqYzrmMmqvuew8KJOJMdpxmqsFs0+oVAoFFFMk4po9kYwMQBZWJjV7XTfThRkkR6FQqEIN+pNgSBjAPwpvBNkkR6FQqEIN0opQHAxAC7xDE50Hi6r3qD1VSgUiihGbR8B+lZZWB94IqAMpK6FdygzaW8Djpt/jTbDOd3DvBKFQqEIDqUU7OhbZcGdDwY01nBOd3jWQxyCpzaFQqGIYiKmFIQQw4F5gAFYJKV8tsbxBGAJcBFwHLhBSrkvUvIpFAqFIkI2BSGEAXgFGAGcB9wkhDivRrc7gEIpZWdgLvBcJGRTKBQKxSkiZWjuDeyWUv4hpawC3gFG1+gzGnjL/vt7wGAhhMcwbIVCoVCEh0htH7UD8lw+HwD6eOsjpawWQhQBLQG3RB5CiInARHs/MjMzAxIoLi4u4LHRiFpP9BJLa4HYWk8srQVCs55GZ2iWUi4EFto/2gJNZtVUE2E1FmJpPbG0Foit9cTSWsDvhHgeiZRSOAh0cPnc3t7mqc8BIUQckIFmcK6TuhYXzrHRiFpP9BJLa4HYWk8srQWCX0+kbArfAV2EEGcKIeKBG4GPavT5CBhv//064DMpZX15vXWB/gghfghmfLT9qPVE708srSXW1hNLawlgPR6JiFKQUlYDk4B1wK9ak9whhHhCCDHK3u2fQEshxG5gKvB/kZBNoVAoFKeImE1BSrkGWFOjbYbL7xXA9ZGSR6FQKBS1acq5jxbW36VRodYTvcTSWiC21hNLa4EQrKexl+NUKBQKRQhpym8KCoVCoaiBUgoKhUKhcNLogteCRQixGBgJHJFSdmtoeYJFCNEBLZFgG8AGLJRSzmtYqQJDCJEIbAQS0L6b70kpZzasVMFhz/v1PXBQSjmyoeUJBiHEPqAEsADVUsq/NKxEwSGEaAYsArqh/e1MkFJualChAkQI0RVY7tJ0FjBDSvmSv3M1xTeFN4HhDS1ECKkGHpRSngdkA/d6SDbYWKgEBkkpewAXAsOFENkNK1LQTEFzw44VBkopL2zsCsHOPGCtlPIcoAeN+P9JSrnL/v9yIVqm6TLgw0DmanJvClLKjUKIMxpajlAhpcwH8u2/lwghfkXLI/VLgwoWAPZgxVL7R6P9p9F6Qggh2gNXAk+jxd4oogQhRAbQD7gNwJ6os6ohZQohg4E9Uso/Axnc5JRCLGNXdj2BzQ0sSsDYt1t+ADoDr0gpG+1agJeAvwFpDSxHqLABnwghbMD/s+cha6ycCRwF3hBC9ED7zk2RUpoaVqyQcCPwdqCDm+L2UUwihEgF3gful1IWN7Q8gSKltNhfgdsDvYUQjdLuI4Rw2K1+aGhZQshlUspeaHVR7hVC9GtogYIgDugFvCql7AmYiIEsCvY0QqOAdwOdQymFGEAIYURTCMuklB80tDyhQEp5Evicxmv/6QuMshtn3wEGCSH+1bAiBYeU8qD93yNo+9W9G1aioDgAHHB5E30PTUk0dkYAW6SUhwOdQCmFRo69ENE/gV+llHMaWp5gEEK0snuEIIRIAoYAOxtUqACRUj4ipWwvpTwD7XX+MynlLQ0sVsAIIVKEEGmO34GhwM8NK1XgSCkLgDy71w5o+/CNzg7ngZsIYusImqBNQQjxNjAAyBRCHABmSin/2bBSBUVfYBywXQjxk71tmj3XVGPjNOAtu11Bj5Y48eMGlkmh0Qb4UAgB2n3j31LKtQ0rUtDcByyzb7n8AdzewPIEhV1ZDwHuCmYeleZCoVAoFE7U9pFCoVAonCiloFAoFAonSikoFAqFwolSCgqFQqFwopSCQqFQKJwopaBokggh3hRCPOXl2G1CiK8jLZP93F7lqmPMf4UQPUMsxwVCiG9COaeicaCUgiImEELsE0LkNLQc/hAK5SOEuAookVL+GCKxAJBSbgNO2udXNCGUUlAoGjd/BZaGae5lBBkIpWh8NLmIZkX0Ys8T9P/QIrRPA1YAd0spK+zHRwJPAWegpST4q5RymxBiKdARWCWEsABPSCmfF0K8C1wOJAFb7XPtCECuc4CX0fLUHwUek1JK+7E30ZKpnYGWivkX4GYp5R778aH2sVloN9nz0W7i/wVeA4xCiFK0ojXN7KdsLoRY7Wm+GnLFA4NwuXHbo8H/F7gDaA38BlwtpcyzZze9F3jALs9LaPVFlqIVmlkL3GJPIw3wBbBICJEgpaz097opGifqTUERbYwFhgGdgLOBRwHse+aL0W6ALdGUx0f2G9Y4YD9wlZQyVUr5vH2u/wBd0G6OW9Buyn5hTx2wHvi3fZ4bgX/UKGR0I/A40BzYjVY/ASFEJlqitUfsMu8CLgWQUv6K9pS/yS5zs/rm80AXwCqlPODSNhUt/80VQDowAa3gioNhaMotGy2t90LgFqADmmK4ydHRngDPDHRF0WRQbwqKaGOBlDIPQAjxNNpT9qPARLQc/o6slm8JIaah3dy+9DSRlHKx43chxN+BQiFEhpSyyA95RgL7pJRv2D//KIR4H7ge7cYN8KGU8lv7eZYBjsSEVwA7HJlrhRDzgYd8OKe3+WrSDK08pit3An+TUu6yf95a4/jz9tTqO4QQPwOfSCn/sJ/rP2j1ON5y6V9iP4+iiaCUgiLayHP5/U+grf3304HxQoj7XI7Huxx3w76N8jTazbsVYLUfygT8UQqnA32EECdd2uJw38cvcPm9DEi1/94Wl/VIKW32JIz14W2+mhRSu4BPB6DWVpMLrimVyz18zqrRPw04Wcd8ihhDKQVFtNHB5feOwCH773nA01JKb1spNTM73gyMBnKAfUAG2k1U56c8ecCXUsohfo4DrUxqe8cHe5rz9i7Hg81GuRvQCSHaOWodoMnbiRCktRZCtENTvLvq66uIHZRSUEQb9wohPkZ7Qp4OLLe3v46WuvlT4FsgGS0F+kYpZQnaE+9ZLvOkAZXAcXvfWQHK8zHwrBBiHFqxHIALgVK7XaAuVgMLhBBX2+f5K+5P4oeB9kKIeBfjrs9IKavs16M/ms0DYBHwpBDiFzSl0R04KKU87u/89nk/U0bmpoUyNCuijX8Dn6Dlt9+D5m2ElPJ74H+ABWhP/LuxF1238wzwqBDipBDiIWAJ2vbTQTQPntxAhLErnKFoxt9DaFs7zwEJPow9hrZ99TyacjoP+B5NWQF8BuwACoQQxwKRj1PeWg7mABLtGhajFWBKCnDusWgeUoomhKqnoIga7C6pd0opP21oWcKBEEKPVgZyrJTy8xDO+19gUigD2IQQF6AZ9i8J1ZyKxoHaPlIowogQYhiwGc2I+zCaTSOgtxZvSCn7hnI++5zbAKUQmiBq+0ihCC+XoG2DHQOuQgskK29YkRQK76jtI4VCoVA4UW8KCoVCoXCilIJCoVAonCiloFAoFAonSikoFAqFwolSCgqFQqFw8v8BjwENwLe39kIAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sampled_data_0_indices = np.where(sampled_data_predictions == 0)[0]\n", + "sampled_data_1_indices = np.where(sampled_data_predictions == 1)[0]\n", + "sampled_data_2_indices = np.where(sampled_data_predictions == 2)[0]\n", + "\n", + "plt.figure()\n", + "plt.scatter(iris_data[1:50, 2], iris_data[1:50, 3],\n", + " label=iris_target_names[0])\n", + "plt.scatter(iris_data[50:100, 2], iris_data[50:100, 3],\n", + " label=iris_target_names[1])\n", + "plt.scatter(iris_data[100:150, 2], iris_data[100:150, 3],\n", + " label=iris_target_names[2])\n", + "plt.scatter(data_point[2], data_point[3],\n", + " label='Explained Data Point: {}'.format(data_point_class),\n", + " s=200, c='k')\n", + "\n", + "plt.scatter(sampled_data[sampled_data_0_indices, 2],\n", + " sampled_data[sampled_data_0_indices, 3],\n", + " label='Augmented Data: {}'.format(iris_target_names[0]))\n", + "plt.scatter(sampled_data[sampled_data_1_indices, 2],\n", + " sampled_data[sampled_data_1_indices, 3],\n", + " label='Augmented Data: {}'.format(iris_target_names[1]))\n", + "plt.scatter(sampled_data[sampled_data_2_indices, 2],\n", + " sampled_data[sampled_data_2_indices, 3],\n", + " label='Augmented Data: {}'.format(iris_target_names[2]))\n", + "\n", + "plt.xlabel(iris_feature_names[2])\n", + "plt.ylabel(iris_feature_names[3])\n", + "plt.legend()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "O4l8YQuW3eHN" + }, + "source": [ + "## Interpretable Representation ##\n", + "\n", + "Now, let's generate an interpretable representation." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "colab": {}, + "colab_type": "code", + "executionInfo": { + "elapsed": 735, + "status": "ok", + "timestamp": 1598547841311, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "OfaxV87w2tfz" + }, + "outputs": [], + "source": [ + "import fatf.utils.data.discretisation as fatf_discretisation\n", + "\n", + "discretiser = fatf_discretisation.QuartileDiscretiser(\n", + " iris_data, feature_names=iris_feature_names)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "colab": {}, + "colab_type": "code", + "executionInfo": { + "elapsed": 829, + "status": "ok", + "timestamp": 1598547849881, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "2wJ-nH7Q3dQY" + }, + "outputs": [], + "source": [ + "data_point_discretised = discretiser.discretise(data_point)\n", + "sampled_data_discretised = discretiser.discretise(sampled_data)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "colab": {}, + "colab_type": "code", + "executionInfo": { + "elapsed": 606, + "status": "ok", + "timestamp": 1598548447337, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "PabPlF572tRL" + }, + "outputs": [], + "source": [ + "import fatf.utils.data.transformation as fatf_transformation\n", + "\n", + "sampled_data_binarised = fatf_transformation.dataset_row_masking(\n", + " sampled_data_discretised, data_point_discretised)\n", + "\n", + "data_point_binarised = fatf_transformation.dataset_row_masking(\n", + " data_point_discretised.reshape(1, -1), data_point_discretised)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 243 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 931, + "status": "ok", + "timestamp": 1598548449479, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "wurxTrtn2tWy", + "outputId": "52cf4780-b5b2-4633-8a6a-d5ae78d21591" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The explained instance in the discrete representation:\n" + ] + }, + { + "data": { + "text/plain": [ + "array([0, 3, 0, 0], dtype=int8)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "The explained instance in the binary interpretable representation:\n" + ] + }, + { + "data": { + "text/plain": [ + "array([[1, 1, 1, 1]], dtype=int8)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "~+~+~+~+~+~+~+~+~+~+~+~+~+~+~+~+~+~+~+~+~+~+~+~+~+~+~+~+~+~+~+~+~+~+~+~+~+~+~+~+\n", + "\n", + "A sampled data point in the discrete representation:\n" + ] + }, + { + "data": { + "text/plain": [ + "array([1, 3, 0, 0], dtype=int8)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "The same sampled data point in the binary interpretable representation:\n" + ] + }, + { + "data": { + "text/plain": [ + "array([0, 1, 1, 1], dtype=int8)" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "print('The explained instance in the discrete representation:')\n", + "display(data_point_discretised)\n", + "\n", + "print('\\nThe explained instance in the binary interpretable representation:')\n", + "display(data_point_binarised)\n", + "\n", + "print('\\n{}\\n'.format(40*'~+'))\n", + "\n", + "print('A sampled data point in the discrete representation:')\n", + "display(sampled_data_discretised[0, :])\n", + "\n", + "print('\\nThe same sampled data point in the '\n", + " 'binary interpretable representation:')\n", + "display(sampled_data_binarised[0, :])" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "UPlLw1_05Te3" + }, + "source": [ + "## Explanation Generation ##\n", + "\n", + "Finally, we fit a local surrogate model and generate the explanation." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "9lqq4W0f5lWY" + }, + "source": [ + "We start by weighting the data to enforce locality of the explanation\n", + "even more." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "colab": {}, + "colab_type": "code", + "executionInfo": { + "elapsed": 651, + "status": "ok", + "timestamp": 1598548293032, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "UHQfAdQu2tju" + }, + "outputs": [], + "source": [ + "import fatf.utils.distances as fatf_distances\n", + "import fatf.utils.kernels as fatf_kernels\n", + "\n", + "features_number = sampled_data_binarised.shape[1]\n", + "kernel_width = np.sqrt(features_number) * 0.75\n", + "\n", + "distances = fatf_distances.euclidean_point_distance(\n", + " np.ones(features_number), sampled_data_binarised)\n", + "weights = fatf_kernels.exponential_kernel(\n", + " distances, width=kernel_width)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "-BpH__zo6keY" + }, + "source": [ + "We will explain the class predicted by the black box for the\n", + "selected instance." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 35 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 807, + "status": "ok", + "timestamp": 1598548890677, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "g9IAKdNU2tnZ", + "outputId": "80b014dc-b53b-4b7b-839a-2db0b1db246d" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0: setosa\n" + ] + } + ], + "source": [ + "explained_class_name = 'setosa'\n", + "\n", + "explained_class_index = iris_target_names.index(explained_class_name)\n", + "\n", + "print('{}: {}'.format(explained_class_index, explained_class_name))" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "colab": {}, + "colab_type": "code", + "executionInfo": { + "elapsed": 808, + "status": "ok", + "timestamp": 1598548894670, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "dIESmepi2thx" + }, + "outputs": [], + "source": [ + "sampled_data_predictions_setosa = (\n", + " sampled_data_probabilities[:, explained_class_index])" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "1cHrSdKm8JBS" + }, + "source": [ + "Let's introduce some sparsity to the explanation and select just *two* of\n", + "the **interpretable** features." + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "colab": {}, + "colab_type": "code", + "executionInfo": { + "elapsed": 798, + "status": "ok", + "timestamp": 1598549196298, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "ZKV7S3S72tc2" + }, + "outputs": [], + "source": [ + "import fatf.utils.data.feature_selection.sklearn as fatf_feature_ssk\n", + "\n", + "lasso_indices = fatf_feature_ssk.lasso_path(\n", + " sampled_data_binarised, sampled_data_predictions_setosa, weights, 2)\n", + "\n", + "sampled_data_binarised_2f = sampled_data_binarised[:, lasso_indices]" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 35 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 982, + "status": "ok", + "timestamp": 1598549197769, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "BTKWRB4t7QE4", + "outputId": "de838de8-a379-49d7-a482-90621628e503" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "['*petal length (cm)* <= 1.60', '*petal width (cm)* <= 0.30']" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "interpretable_feature_names = []\n", + "for feature_index in lasso_indices:\n", + " bin_id = data_point_discretised[feature_index].astype(int)\n", + " interpretable_feature_name = (\n", + " discretiser.feature_value_names[feature_index][bin_id])\n", + " interpretable_feature_names.append(interpretable_feature_name)\n", + "\n", + "interpretable_feature_names" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "xUjM-s717Ju_" + }, + "source": [ + "Last but not least, we will fit a local surrogate *linear* model and generate the explanation." + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "colab": {}, + "colab_type": "code", + "executionInfo": { + "elapsed": 786, + "status": "ok", + "timestamp": 1598549200567, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "WHsmi_fh2tbX" + }, + "outputs": [], + "source": [ + "import sklearn.linear_model\n", + "\n", + "lime = sklearn.linear_model.Ridge()" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 52 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 980, + "status": "ok", + "timestamp": 1598549202084, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "PMnzOqgz2tUi", + "outputId": "199a1fd6-b8d2-4032-85b9-481f4bb6b971" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Ridge()" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "lime.fit(\n", + " sampled_data_binarised_2f,\n", + " sampled_data_predictions_setosa,\n", + " sample_weight=weights)" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 369 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 649, + "status": "ok", + "timestamp": 1598549470707, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "NM9Alpt_9kNi", + "outputId": "df7db966-e4a4-47aa-e72e-3638654c698b" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "*setosa* class (0) explanation (importance given in brackets):\n", + " ->*petal length (cm)* <= 1.60<-: 0.4297609038698995\n", + " ->*petal width (cm)* <= 0.30<-: 0.37901863586706086\n", + "\n", + "(Data visualisation re-plotted for convenience.)\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "print('*{}* class ({}) explanation (importance given in brackets):'.format(\n", + " explained_class_name, explained_class_index))\n", + "for name, importance in zip(interpretable_feature_names, lime.coef_):\n", + " print(' ->{}<-: {}'.format(name, importance))\n", + "\n", + "print('\\n(Data visualisation re-plotted for convenience.)')\n", + "data_figure" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "FLaW-XEq-XQS" + }, + "source": [ + "## That's It ##\n", + "\n", + "Your environment works and you are ready for Part 3 of the tutorial.\n", + "\n", + "> You can experiment with this notebook during the break.\n", + " Consult the\n", + " \"[how to build LIME yourself](https://fat-forensics.org/how_to/transparency/tabular-surrogates.html)\"\n", + " *How-To Guide* distributed with the FAT Forensics\n", + " [documentation](https://fat-forensics.org/) for more details." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "UP9nZWUA9mXn" + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "colab": { + "authorship_tag": "ABX9TyPYY/D6lJqw+cq5R/FPXHOm", + "collapsed_sections": [], + "name": "0-setup_test.ipynb", + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.1" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/notebooks/1-data-sets.ipynb b/notebooks/1-data-sets.ipynb new file mode 100644 index 0000000..a2e8c05 --- /dev/null +++ b/notebooks/1-data-sets.ipynb @@ -0,0 +1,1715 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "ECML-PKDD 2020 Hands-on Tutorial\n", + "\n", + "*What and How of Machine Learning Transparency*: \n", + "Building Bespoke Explainability Tools with Interoperable Algorithmic Components\n", + "\n", + "\n", + "\n", + "Authors: Kacper Sokol and\n", + " Alex Hepburn \n", + "Licence: new BSD\n", + "\n", + "---\n", + "\n", + "---\n", + "\n", + "---\n", + "\n", + "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/fat-forensics/Surrogates-Tutorial/blob/master/notebooks/1-data-sets.ipynb)\n", + "[![Open in Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/fat-forensics/Surrogates-Tutorial/master?filepath=notebooks%2F1-data-sets.ipynb)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "5w0JfMxuQ2Ud" + }, + "source": [ + "First, we need to set up the environment." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "colab": {}, + "colab_type": "code", + "executionInfo": { + "elapsed": 897, + "status": "ok", + "timestamp": 1598623190387, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "796kd8hkQ1TL" + }, + "outputs": [], + "source": [ + "%load_ext autoreload\n", + "%autoreload 2" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 383 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 3222, + "status": "ok", + "timestamp": 1598623193821, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "-7aYZ1OF9XZi", + "outputId": "420d8d77-9ed1-4d82-c646-0bc299ed6412" + }, + "outputs": [], + "source": [ + "LIBRARY_URL = ('https://raw.githubusercontent.com/fat-forensics/'\n", + " 'Surrogates-Tutorial/master/notebooks/fatf_ecml.py')\n", + "\n", + "try:\n", + " import google.colab\n", + " !wget $LIBRARY_URL -O fatf_ecml.py\n", + "except ImportError:\n", + " pass\n", + "\n", + "import fatf_ecml\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "\n", + "from IPython.display import display\n", + "\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 314 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 4901, + "status": "ok", + "timestamp": 1598623198698, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "wbnotekBRJsm", + "outputId": "d94db01d-c045-4977-91ed-1eb76c7685f6" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Not in Colab; nothing to do.\n" + ] + } + ], + "source": [ + "fatf_ecml.initialise_colab()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "colab": {}, + "colab_type": "code", + "executionInfo": { + "elapsed": 666, + "status": "ok", + "timestamp": 1598623230333, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "ByR0A__W9vl8" + }, + "outputs": [], + "source": [ + "import sklearn.metrics" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "P3gS_Z407smY" + }, + "source": [ + "# Introducing Data Sets and Black Boxes #\n", + "This notebook briefly introduces example data sets that we will use\n", + "throughout the tutorial:\n", + "\n", + "- *Two Moons* -- a two-dimensional toy data set; and\n", + "- *Bikes Sharing* -- a real-life data set that captures bike rentals\n", + " (available via the\n", + " [UCI repository](https://archive.ics.uci.edu/ml/datasets/bike+sharing+dataset)\n", + " ).\n", + "\n", + "Moreover, it discusses two classifiers that will serve as our *black boxes*\n", + "(trained on said data):\n", + "\n", + "- Random Forest -- utilises the `sklearn.ensemble.RandomForestClassifier` class\n", + " and serves as a probabilistic black box; and\n", + "- Support Vector Machine -- uses the `sklearn.svm.SVC` class and serves as\n", + " a non-probabilistic black box.\n", + "\n", + "---\n", + "\n", + "**Reproducibility**    \n", + "To ensure reproducibility of the data -- random generation of Two Moons\n", + "and train/test split of both data sets -- we encourage fixing the random\n", + "seeds of the Python's and numpy's `random` modules.\n", + "This can be easily done by calling `fatf.setup_random_seed(42)`, where `42`\n", + "is the chosen random seed.\n", + "This step is already integrated into the data set creation functions\n", + "-- `fatf_ecml.generate_2d_moons` and `fatf_ecml.generate_bikes` -- and can\n", + "be accessed with their `random_seed` parameter, e.g.:\n", + "```\n", + ">>> fatf_ecml.generate_2d_moons(random_seed=42)\n", + "```\n", + "If called without this parameter or with `None`, the random seed is not fixed.\n", + "\n", + "Similarly, you may wish to train reproducible models.\n", + "This can be achieved by using the `random_state` parameter, which every\n", + "scikit-learn model class has, e.g., `sklearn.svm.SVC(random_state=42)`.\n", + "Again, this functionality has already been integrated into the model creation\n", + "functions in the `fatf_ecml` library -- `fatf_ecml.get_random_forest` and\n", + "`fatf_ecml.get_svc` -- and can be accessed via their `random_seed` parameter,\n", + "e.g.:\n", + "```\n", + ">>> fatf_ecml.get_svc(data, target, random_seed=42)\n", + "```\n", + "If called without this parameter or with `None`, the random seed is not fixed.\n", + "\n", + "---\n", + "\n", + "**Storing Variables**    \n", + "It is possible to *store* a variable in one Jupyter Notebook and *load* it\n", + "in another.\n", + "You can do so with two *magic* commands:\n", + "```\n", + "%store variable_name\n", + "```\n", + "to store a variable named `variable_name` and\n", + "```\n", + "%store -r variable_name\n", + "```\n", + "to load a variable named `variable_name`.\n", + "You can also list all of the stored variables by using the `%store` magic\n", + "function without any parameter, i.e.:\n", + "```\n", + "%store\n", + "```\n", + "More information can be found\n", + "[here](https://ipython.readthedocs.io/en/stable/config/extensions/storemagic.html).\n", + "**Unfortunately, this feature does not work with Colab.**\n", + "\n", + "---\n", + "\n", + "> **Note**     If you want to see the source code of\n", + " any function, you can use another *magic* command available in\n", + " Jupyter Notebooks:\n", + " ```\n", + " ?? fatf_ecml.initialise_colab\n", + " ```\n", + " Execute the cell below to see how it works." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "colab": {}, + "colab_type": "code", + "executionInfo": { + "elapsed": 892, + "status": "ok", + "timestamp": 1598623201746, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "OS0M5wOgS4QM" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "\u001b[0;31mSignature:\u001b[0m \u001b[0mfatf_ecml\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0minitialise_colab\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mSource:\u001b[0m \n", + "\u001b[0;32mdef\u001b[0m \u001b[0minitialise_colab\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0;34m\"\"\"\u001b[0m\n", + "\u001b[0;34m Installs FAT Forensics with all its auxiliary dependencies when in Colab.\u001b[0m\n", + "\u001b[0;34m \"\"\"\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0;32mglobal\u001b[0m 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"\u001b[0;34m\u001b[0m \u001b[0moutput\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mstream\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0moutput\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0mFATF_INSTALLED\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'FAT Forensics is already installed.'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Not in Colab; nothing to do.'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mFile:\u001b[0m ~/Downloads/fatf_ecml.py\n", + "\u001b[0;31mType:\u001b[0m function\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "?? fatf_ecml.initialise_colab" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "7l-W2-L260mR" + }, + "source": [ + "## Two Moons ##\n", + "First, let's generate a *toy* data set that is two-dimensional and easy to\n", + "visualise.\n", + "It will help us to introduce plenty of concepts throughout this tutorial.\n", + "\n", + "To this end, we use scikit-learn's `sklearn.datasets.make_moons` function.\n", + "We generate a two moons data set with 1500 samples and 0.25 noise.\n", + "Next, we scale both of its features to the [0, 1] range.\n", + "Then, we separate 20% of the data into a *test* set.\n", + "\n", + "For convenience, this procedure is neatly wrapped inside the\n", + "`generate_2d_moons` function in our dedicated ECML-PKDD 2020 tutorial\n", + "library `fatf_ecml`.\n", + "(We have already downloaded and imported it at the very top of this notebook.)\n", + "\n", + "Let's generate this data set." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 69 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 666, + "status": "ok", + "timestamp": 1598623206998, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "n7miSIS75ZJL", + "outputId": "3299ca6f-83dc-469e-ab1a-51d69fadb1dc" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "20-Sep-01 15:57:17 fatf INFO Seeding RNGs using the input parameter.\n", + "20-Sep-01 15:57:17 fatf INFO Seeding RNGs with 42.\n" + ] + } + ], + "source": [ + "# Generate 2-D moons data set\n", + "moons_train_X, moons_test_X, moons_train_y, moons_test_y = (\n", + " fatf_ecml.generate_2d_moons(random_seed=42)\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "jRtAv7piYUNv" + }, + "source": [ + "Let's plot the *training* data first..." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 550 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 1893, + "status": "ok", + "timestamp": 1598623212052, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "3-mPSosu88Tx", + "outputId": "e3ab49b5-6159-44d7-d85f-c7fe7fa0f2d4" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Plot training data and their labels\n", + "plt.figure(figsize=(8, 8), dpi=80)\n", + "plt.scatter(moons_train_X[:, 0], moons_train_X[:, 1],\n", + " cmap=plt.cm.Set1, c=moons_train_y)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "tcqsTIhzYxPy" + }, + "source": [ + "...followed by the *test* data." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 550 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 1085, + "status": "ok", + "timestamp": 1598623215394, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "3VOm5rl0Yxdk", + "outputId": "3ed14cc3-b469-4139-c30b-ba93e258444a" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Plot test data and their labels\n", + "plt.figure(figsize=(8, 8), dpi=80)\n", + "plt.scatter(moons_test_X[:, 0], moons_test_X[:, 1],\n", + " cmap=plt.cm.Set1, c=moons_test_y)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "Y5rJTLlvEJWV" + }, + "source": [ + "## Bikes ##\n", + "Our second data set is *Bike Sharing*, which is distributed via the\n", + "[UCI repository](https://archive.ics.uci.edu/ml/datasets/bike+sharing+dataset).\n", + "It records a number of bike rentals (target) along various weather conditions\n", + "and date artefacts (features).\n", + "The version used in this tutorial has the following 11 features:\n", + "\n", + "- season:\n", + " 1. winter,\n", + " 2. spring,\n", + " 3. summer, and\n", + " 4. fall;\n", + "- year:\n", + " 0. 2011, and\n", + " 1. 2012;\n", + "- month -- 1 to 12;\n", + "- holiday -- weather the day is a holiday or not;\n", + "- weekday -- the day of the week;\n", + "- workingday -- 1 if the day is neither during the weekend nor a holiday,\n", + " otherwise 0;\n", + "- weathersit:\n", + " 1. clear, few clouds, partly cloudy, partly cloudy,\n", + " 2. mist + cloudy, mist + broken clouds, mist + few clouds, mist,\n", + " 3. light snow, light rain + thunderstorm + scattered clouds,\n", + " light rain + scattered clouds, and\n", + " 4. heavy rain + ice pallets + thunderstorm + mist, snow + fog;\n", + "- temp -- normalized temperature in Celsius;\n", + "- atemp -- normalized feeling temperature in Celsius;\n", + "- hum -- normalized humidity; and\n", + "- windspeed -- normalized wind speed.\n", + "\n", + "In its original form, the target of the data set is the number of bikes used\n", + "on a given day, making it a regression task.\n", + "However, for the purposes of this tutorial, we convert it into a\n", + "classification problem.\n", + "We create a target variable that describes the day as having\n", + "**low**, **medium** or **high** bike usage, which are defined by the\n", + "following thresholds:\n", + "\n", + "- **low:** $0 \\leq y < 4000$,\n", + "- **medium:** $4000 \\leq y < 6000$, and\n", + "- **high:** $6000 \\leq y < 9000$;\n", + "\n", + "where $y$ is the number of bikes rented on a given day.\n", + "\n", + "---\n", + "\n", + "All of this processing is done in the `generate_bikes` function, which\n", + "is available in the `fatf_ecml` library.\n", + "Let's use it to load the data." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 52 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 1109, + "status": "ok", + "timestamp": 1598623849340, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "ps97ApdcwCWR", + "outputId": "d18ba60f-cf01-4588-8fa0-aafa9e31ae98" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "20-Sep-01 16:00:17 fatf INFO Seeding RNGs using the input parameter.\n", + "20-Sep-01 16:00:17 fatf INFO Seeding RNGs with 42.\n" + ] + } + ], + "source": [ + "(bikes_train_X,\n", + " bikes_test_X,\n", + " bikes_train_y,\n", + " bikes_test_y,\n", + " bikes_feature_names,\n", + " bikes_target_name) = fatf_ecml.generate_bikes(random_seed=42)\n", + "\n", + "bikes_target_classes = ['low', 'medium', 'high']" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 69 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 802, + "status": "ok", + "timestamp": 1598623223571, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "fTvI_B2TCoc9", + "outputId": "28a083dd-3cf7-4421-9ea9-3cc0d2f1f005" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features number: 11.\n", + "Training instances number: 584.\n", + "Testing instances number: 147.\n" + ] + } + ], + "source": [ + "print('Features number: {}.'.format(bikes_train_X.shape[1]))\n", + "print('Training instances number: {}.'.format(bikes_train_X.shape[0]))\n", + "print('Testing instances number: {}.'.format(bikes_test_X.shape[0]))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "rXx3WKFH6LOp" + }, + "source": [ + "Now, let's visualise the class proportions for the training and test sets.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 528 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 1049, + "status": "ok", + "timestamp": 1598623226613, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "uI7nnQY5k6mZ", + "outputId": "b05002c8-dd71-448c-e37f-e4e4e68eaa05" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Class Distribution of Test Data')" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(1, 2, figsize=(16, 8), sharex=True, sharey=True)\n", + "\n", + "bins = [0, 4000, 6000, 9000]\n", + "bin_names = [\n", + " '{:.0f}<=y<{:.0f}\\nLow'.format(bins[0], bins[1]),\n", + " '{:.0f}<=y<{:.0f}\\nMedium'.format(bins[1], bins[2]),\n", + " '{:.0f}<=y<{:.0f}\\nHigh'.format(bins[2], bins[3])\n", + "]\n", + "\n", + "_, train_counts = np.unique(bikes_train_y, return_counts=True)\n", + "axs[0].bar(bin_names, train_counts)\n", + "axs[0].set_title('Class Distribution of Train Data')\n", + "\n", + "_, test_counts = np.unique(bikes_test_y, return_counts=True)\n", + "axs[1].bar(bin_names, test_counts)\n", + "axs[1].set_title('Class Distribution of Test Data')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "UPPWFS1E7MJx" + }, + "source": [ + "## Training Models ##\n", + "Now, let's train *black box* models on these data sets and evaluate their\n", + "train and test set predictive performance.\n", + "We will use two models:\n", + "\n", + "* `sklearn.ensemble.RandomForestClassifier` treated as a *probabilistic*\n", + " classifier; and\n", + "* `sklearn.svm.SVC` operated as a *crisp* (non-probabilistic) classifier." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "Mc3aeBheHIxp" + }, + "source": [ + "### Two Moons ###" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "rwU_uV22Jedn" + }, + "source": [ + "#### Random Forest ####\n", + "Let's start with a simple *probabilistic* model based on the Random Forest\n", + "classifier." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 52 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 867, + "status": "ok", + "timestamp": 1598623232754, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "1AslK1T5JlGn", + "outputId": "e04bb2d4-8720-4ca9-ad88-bb82b5d8243c" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "20-Sep-01 16:01:29 fatf INFO Seeding RNGs using the input parameter.\n", + "20-Sep-01 16:01:29 fatf INFO Seeding RNGs with 42.\n" + ] + } + ], + "source": [ + "clf_moons_probabilistic = fatf_ecml.get_random_forest(\n", + " moons_train_X, moons_train_y, random_seed=42)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "Nx5r0vylJo8D" + }, + "source": [ + "It has the following training set log loss:" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 35 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 679, + "status": "ok", + "timestamp": 1598623234635, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "Aq-VoVlQ-uve", + "outputId": "f5c9a136-24f2-45d3-e805-494c4633869e" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training set *log loss*: 0.116.\n" + ] + } + ], + "source": [ + "moons_prob_predictions_train = clf_moons_probabilistic.predict_proba(\n", + " moons_train_X)\n", + "\n", + "moons_prob_train_performance = sklearn.metrics.log_loss(\n", + " moons_train_y, moons_prob_predictions_train)\n", + "\n", + "print('Training set *log loss*: {:.3}.'.format(moons_prob_train_performance))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "1GR0NwPhKIv5" + }, + "source": [ + "It has the following testing set log loss:" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 35 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 591, + "status": "ok", + "timestamp": 1598623238625, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "Fr1tr56bKFaB", + "outputId": "64e42825-78fe-48d2-be66-93a5a0e6d46d" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Testing set *log loss*: 0.225.\n" + ] + } + ], + "source": [ + "moons_prob_predictions_test = clf_moons_probabilistic.predict_proba(\n", + " moons_test_X)\n", + "\n", + "moons_prob_test_performance = sklearn.metrics.log_loss(\n", + " moons_test_y, moons_prob_predictions_test)\n", + "\n", + "print('Testing set *log loss*: {:.3}.'.format(moons_prob_test_performance))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "i865vyq-Kr0F" + }, + "source": [ + "#### Support Vector Machine ####\n", + "Next, we train a simple crisp (non-probabilistic) model." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 52 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 612, + "status": "ok", + "timestamp": 1598623240889, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "FSC5MuumPX9o", + "outputId": "66ebce4e-52b3-4fa0-dd63-e56bcbc44af1" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "20-Sep-01 16:01:55 fatf INFO Seeding RNGs using the input parameter.\n", + "20-Sep-01 16:01:55 fatf INFO Seeding RNGs with 42.\n" + ] + } + ], + "source": [ + "clf_moons_crisp = fatf_ecml.get_svc(\n", + " moons_train_X, moons_train_y, random_seed=42)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "Nlwigf2ZQNZf" + }, + "source": [ + "It has the following training set accuracy:" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 35 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 767, + "status": "ok", + "timestamp": 1598623243789, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "N375qpDoKFkN", + "outputId": "1050378b-a749-435f-926a-99be730f03aa" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training set *accuracy*: 0.939.\n" + ] + } + ], + "source": [ + "moons_crisp_predictions_train = clf_moons_crisp.predict(\n", + " moons_train_X)\n", + "\n", + "moons_crisp_train_performance = sklearn.metrics.accuracy_score(\n", + " moons_train_y, moons_crisp_predictions_train)\n", + "\n", + "print('Training set *accuracy*: {:.3}.'.format(moons_crisp_train_performance))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "_KUj8sGdQvUe" + }, + "source": [ + "It has the following testing set accuracy:" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 35 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 757, + "status": "ok", + "timestamp": 1598623245721, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "k5EEVly5KFps", + "outputId": "4d9a26b0-8f8c-4a47-ead7-6825a59741ec" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Testing set *accuracy*: 0.91.\n" + ] + } + ], + "source": [ + "moons_crisp_predictions_test = clf_moons_crisp.predict(\n", + " moons_test_X)\n", + "\n", + "moons_crisp_test_performance = sklearn.metrics.accuracy_score(\n", + " moons_test_y, moons_crisp_predictions_test)\n", + "\n", + "print('Testing set *accuracy*: {:.3}.'.format(moons_crisp_test_performance))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "h41wBLd7HSCC" + }, + "source": [ + "### Bikes ###" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "tjTM0omqRTUO" + }, + "source": [ + "#### Random Forest ####\n", + "Let's start with a simple *probabilistic* model based on the Random Forest\n", + "classifier." + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 52 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 675, + "status": "ok", + "timestamp": 1598623248898, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "shYspU-mRXMB", + "outputId": "a8e49f4b-99c9-4696-e3a0-837da4ede6b2" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "20-Sep-01 16:02:29 fatf INFO Seeding RNGs using the input parameter.\n", + "20-Sep-01 16:02:29 fatf INFO Seeding RNGs with 42.\n" + ] + } + ], + "source": [ + "clf_bikes_probabilistic = fatf_ecml.get_random_forest(\n", + " bikes_train_X, bikes_train_y, random_seed=42)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "Ta_ZcVdvSQ93" + }, + "source": [ + "It has the following training set log loss:" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 35 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 815, + "status": "ok", + "timestamp": 1598623250916, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "elLvu1daSRq8", + "outputId": "1b3aa62e-3cfd-440b-ea2c-1c1665bd8eca" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training set *log loss*: 0.267.\n" + ] + } + ], + "source": [ + "bikes_prob_predictions_train = clf_bikes_probabilistic.predict_proba(\n", + " bikes_train_X)\n", + "\n", + "bikes_prob_train_performance = sklearn.metrics.log_loss(\n", + " bikes_train_y, bikes_prob_predictions_train)\n", + "\n", + "print('Training set *log loss*: {:.3}.'.format(bikes_prob_train_performance))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "NGJMS7GLSZra" + }, + "source": [ + "It has the following testing set log loss:" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 35 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 814, + "status": "ok", + "timestamp": 1598623253053, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "yloM1AlrSVda", + "outputId": "562a42ec-5377-4ce5-cf35-cee04f252fd4" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Testing set *log loss*: 0.411.\n" + ] + } + ], + "source": [ + "bikes_prob_predictions_test = clf_bikes_probabilistic.predict_proba(\n", + " bikes_test_X)\n", + "\n", + "bikes_prob_test_performance = sklearn.metrics.log_loss(\n", + " bikes_test_y, bikes_prob_predictions_test)\n", + "\n", + "print('Testing set *log loss*: {:.3}.'.format(bikes_prob_test_performance))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "JAEoj2nISdmd" + }, + "source": [ + "#### Support Vector Machine ####\n", + "Next, we train a simple crisp (non-probabilistic) model." + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 52 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 732, + "status": "ok", + "timestamp": 1598623255522, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "V7KLQtKESff5", + "outputId": "2066e821-79c4-4a14-cb9e-4a1eb2894703" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "20-Sep-01 16:02:52 fatf INFO Seeding RNGs using the input parameter.\n", + "20-Sep-01 16:02:52 fatf INFO Seeding RNGs with 42.\n" + ] + } + ], + "source": [ + "clf_bikes_crisp = fatf_ecml.get_svc(\n", + " bikes_train_X, bikes_train_y, random_seed=42)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "cnu_owwzT5Mz" + }, + "source": [ + "It has the following training set accuracy:" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 35 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 782, + "status": "ok", + "timestamp": 1598623257916, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "4OuVpR5RSftO", + "outputId": "23566bf5-37c0-417a-da64-0e193ca5b814" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training set *accuracy*: 0.771.\n" + ] + } + ], + "source": [ + "bikes_crisp_predictions_train = clf_bikes_crisp.predict(\n", + " bikes_train_X)\n", + "\n", + "moons_crisp_train_performance = sklearn.metrics.accuracy_score(\n", + " bikes_train_y, bikes_crisp_predictions_train)\n", + "\n", + "print('Training set *accuracy*: {:.3}.'.format(moons_crisp_train_performance))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "CSXjEHC5T8Ns" + }, + "source": [ + "It has the following testing set accuracy:" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 35 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 759, + "status": "ok", + "timestamp": 1598623260430, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "ymNkoVRPmp2t", + "outputId": "b3eec9de-4727-42a3-a55e-4d4aff4e5a69" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training set *accuracy*: 0.776.\n" + ] + } + ], + "source": [ + "bikes_crisp_predictions_test = clf_bikes_crisp.predict(\n", + " bikes_test_X)\n", + "\n", + "moons_crisp_test_performance = sklearn.metrics.accuracy_score(\n", + " bikes_test_y, bikes_crisp_predictions_test)\n", + "\n", + "print('Training set *accuracy*: {:.3}.'.format(moons_crisp_test_performance))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "1KZlvYhAHOUX" + }, + "source": [ + "## Jupyter Variable Storage ##\n", + "(**This functionality is not available in Colab.**)\n", + "\n", + "If you wish to reuse any of these variables in other notebooks,\n", + "you can store and load them with Jupyter *magic*: `%store` and `%store -r`\n", + "respectively, e.g.:" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "colab": {}, + "colab_type": "code", + "executionInfo": { + "elapsed": 1002, + "status": "ok", + "timestamp": 1598623267497, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "a4g2V358-u6d" + }, + "outputs": [], + "source": [ + "moons_data_dictionary = {\n", + " 'train': {\n", + " 'X': moons_train_X,\n", + " 'y': moons_train_y \n", + " },\n", + " 'test': {\n", + " 'X': moons_test_X,\n", + " 'y': moons_test_y \n", + " },\n", + " 'feature_names': ['feature_1', 'feature_2'],\n", + " 'class_names': ['class_1', 'class_2']\n", + "}\n", + "\n", + "bikes_data_dictionary = {\n", + " 'train': {\n", + " 'X': bikes_train_X,\n", + " 'y': bikes_train_y \n", + " },\n", + " 'test': {\n", + " 'X': bikes_test_X,\n", + " 'y': bikes_test_y \n", + " },\n", + " 'feature_names': bikes_feature_names,\n", + " 'class_names': bikes_target_classes\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 69 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 765, + "status": "ok", + "timestamp": 1598623270567, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "ZnqigCZsWdsy", + "outputId": "8ef5db80-9ab5-4ca6-bd5b-71df06a452b1" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Stored 'moons_data_dictionary' (dict)\n", + "Stored 'clf_moons_probabilistic' (RandomForestClassifier)\n", + "Stored 'clf_moons_crisp' (SVC)\n" + ] + } + ], + "source": [ + "%store moons_data_dictionary\n", + "%store clf_moons_probabilistic\n", + "%store clf_moons_crisp" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 69 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 533, + "status": "ok", + "timestamp": 1598623271988, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "H1eQWu9qWhiE", + "outputId": "f2e87b69-16f0-460c-9b6d-a82b730c59d8" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Stored 'bikes_data_dictionary' (dict)\n", + "Stored 'clf_bikes_probabilistic' (RandomForestClassifier)\n", + "Stored 'clf_bikes_crisp' (SVC)\n" + ] + } + ], + "source": [ + "%store bikes_data_dictionary\n", + "%store clf_bikes_probabilistic\n", + "%store clf_bikes_crisp" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "EeRTyshvW1nc" + }, + "source": [ + "Let's see what variables are stored." + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 155 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 775, + "status": "ok", + "timestamp": 1598623279794, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "VRYAxt5uNkdB", + "outputId": "07565f90-3864-4267-c045-8dd1063ea349" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Stored variables and their in-db values:\n", + "bikes_data_dictionary -> {'train': {'X': array([[ 2. , 0. , 4\n", + "clf_bikes_crisp -> SVC(random_state=42)\n", + "clf_bikes_probabilistic -> RandomForestClassifier(max_depth=7, n_estimators=5\n", + "clf_moons_crisp -> SVC(random_state=42)\n", + "clf_moons_probabilistic -> RandomForestClassifier(max_depth=7, n_estimators=5\n", + "moons_data_dictionary -> {'train': {'X': array([[0.5708247 , 0.31394848],\n", + " \n" + ] + } + ], + "source": [ + "%store" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "3qa4zO0mW7Sz" + }, + "source": [ + "Now, let's overwrite one of them and restore it with `%store -r`." + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 35 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 682, + "status": "ok", + "timestamp": 1598623929832, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "KPFDwZ6eZWnd", + "outputId": "fa41c4be-8806-4227-8f49-f67981f85e38" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "None\n" + ] + } + ], + "source": [ + "moons_data_dictionary = None\n", + "print(moons_data_dictionary)" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": { + "colab": {}, + "colab_type": "code", + "executionInfo": { + "elapsed": 655, + "status": "ok", + "timestamp": 1598623931976, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "z7oYWhbXE8Wq" + }, + "outputs": [], + "source": [ + "%store -r moons_data_dictionary" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 35 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 677, + "status": "ok", + "timestamp": 1598623933824, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "hOC8IZwUE-Fu", + "outputId": "fb0b07ed-ec2a-4ba8-b1cf-5d7343dc9fa5" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "dict_keys(['train', 'test', 'feature_names', 'class_names'])" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "moons_data_dictionary.keys()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "lkV0j-EqZevW" + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "colab": { + "collapsed_sections": [], + "name": "1-data_sets.ipynb", + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.1" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/notebooks/2-interpretable-representations.ipynb b/notebooks/2-interpretable-representations.ipynb new file mode 100644 index 0000000..1349b40 --- /dev/null +++ b/notebooks/2-interpretable-representations.ipynb @@ -0,0 +1,3801 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "ECML-PKDD 2020 Hands-on Tutorial\n", + "\n", + "*What and How of Machine Learning Transparency*: \n", + "Building Bespoke Explainability Tools with Interoperable Algorithmic Components\n", + "\n", + "\n", + "\n", + "Authors: Kacper Sokol and\n", + " Alex Hepburn \n", + "Licence: new BSD\n", + "\n", + "---\n", + "\n", + "---\n", + "\n", + "---\n", + "\n", + "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/fat-forensics/Surrogates-Tutorial/blob/master/notebooks/2-interpretable-representations.ipynb)\n", + "[![Open in Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/fat-forensics/Surrogates-Tutorial/master?filepath=notebooks%2F2-interpretable-representations.ipynb)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "rqaSG8NJRbzk" + }, + "source": [ + "First, we need to set up the environment." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "6dPXBDCflrq0" + }, + "outputs": [], + "source": [ + "%load_ext autoreload\n", + "%autoreload 2" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "q0RGSb4smTTw" + }, + "outputs": [], + "source": [ + "LIBRARY_URL = ('https://raw.githubusercontent.com/fat-forensics/'\n", + " 'Surrogates-Tutorial/master/notebooks/fatf_ecml.py')\n", + "\n", + "try:\n", + " import google.colab\n", + " !wget $LIBRARY_URL -O fatf_ecml.py\n", + "except ImportError:\n", + " pass\n", + "\n", + "import fatf_ecml\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "\n", + "from IPython.display import display\n", + "\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 306 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 4983, + "status": "ok", + "timestamp": 1598921381134, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "KoZdMV0Jo2LT", + "outputId": "bd7c1ad8-5990-49c0-db59-73be3368777c" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Not in Colab; nothing to do.\n" + ] + } + ], + "source": [ + "fatf_ecml.initialise_colab()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 34 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 7786, + "status": "ok", + "timestamp": 1598798302172, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "FVJs7aZHRAe9", + "outputId": "5019a6d2-e461-47f9-b209-8a52dbcf7cb7" + }, + "outputs": [], + "source": [ + "import fatf" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 34 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 1237, + "status": "ok", + "timestamp": 1598798356202, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "L5iOSJQkW8EB", + "outputId": "f735ab93-83ba-4047-cff7-8309ec9acb40" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "20-Sep-01 16:06:17 fatf.utils.array.tools INFO Using numpy's numpy.lib.recfunctions.structured_to_unstructured as fatf.utils.array.tools.structured_to_unstructured and fatf.utils.array.tools.structured_to_unstructured_row.\n" + ] + } + ], + "source": [ + "import fatf.utils.data.discretisation as fatf_discretisation\n", + "import fatf.utils.data.transformation as fatf_transformation\n", + "\n", + "import fatf.utils.data.augmentation as fatf_augmentation" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [], + "source": [ + "import sklearn.tree" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "mUOv1Axm5okO" + }, + "source": [ + "# Binary Interpretable Representations for Tabular Data #\n", + "\n", + "In search of a binary interpretable representation for tabular data." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "7Ov_k-vhR-rR" + }, + "source": [ + "## Toy Example -- Two Moons ##" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "irkpt149UZkj" + }, + "source": [ + "### Loading the Data ###" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 68 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 7914, + "status": "ok", + "timestamp": 1598703173541, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "xZej7VRrSqzf", + "outputId": "c5c4a26e-7158-4e64-a759-7ba09dc9abb2" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "20-Sep-01 16:05:31 fatf INFO Seeding RNGs using the input parameter.\n", + "20-Sep-01 16:05:31 fatf INFO Seeding RNGs with 42.\n" + ] + } + ], + "source": [ + "moons_X, moons_X_test, moons_y, moons_y_test = fatf_ecml.generate_2d_moons(\n", + " random_seed=42)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 423 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 8908, + "status": "ok", + "timestamp": 1598703174688, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "9GXLX60aSq93", + "outputId": "1d43e30b-1dbe-4e99-9231-1ee38f0a167b" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Plot data\n", + "plt.figure(figsize=(8, 8), dpi=60)\n", + "plt.scatter(moons_X[:, 0], moons_X[:, 1], cmap=plt.cm.Set1, c=moons_y)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "K3ebV1HUU674" + }, + "source": [ + "### Selecting an Instance to be Explained ###" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 68 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 8511, + "status": "ok", + "timestamp": 1598703174689, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "k_Xy8HkoVBIq", + "outputId": "ac92a629-57b7-408c-aef4-db50417a2a73" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Instance *m*:\n" + ] + }, + { + "data": { + "text/plain": [ + "array([0.30886033, 0.73748125])" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "0" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "instance_m_index = 42\n", + "instance_m = moons_X_test[instance_m_index, :]\n", + "instance_m_label = moons_y_test[instance_m_index]\n", + "\n", + "print('Instance *m*:')\n", + "display(instance_m)\n", + "display(instance_m_label)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 423 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 8388, + "status": "ok", + "timestamp": 1598703174690, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "cke44IJ5Vjue", + "outputId": "78d38534-d26c-46be-d4a3-befe566752d0" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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hS37nrzEw2AUwdiY7KXrlSpjjtiOor4evv0GfcbrLJeIdlwBpAXvlVf4r3Cur0G1tAbORVGgo+vln4fMvRH79+ONQKSnojZtkMm1p8XyB3S67lhdehDPPhPfel12LO3vuKUYtd5UYm/4ZEOTl0rFaxRAecojnPXjqaXGvOepNFi2W3dChns9zjv/CC9AHHQh//gWTJqEGZPl9nge//SbJBs6LahiQhXruWdex2BhxFbrXo4SE+N4P8H/MnQFZsNHNMMXEwFFHdD1OA4OdHMOY7Kzk53tOcgCNDXLMYUzS+omryJuSEilU9CYiwr9YoxsqONjH5aLOPgudmAgPPew7JoCCAlRsDPrGG6RmY9MmGePhh8L558uu6ZJLZQVeW+d/p9Onj/N/tdZiSN99z7Odrc0GH36E3ncfqKqm5Ztv0Vu2wAnHOxtYqf79oYu4hQfuKsEOVq1Gr12LGtzhCttjDxg9ChZ2xGSCgmDaVNhzouiSNTa6jo8f3/n1brxBjOr6PGf6sRrYievRwGAXwTAmOyvTp0u2T0Gh61hGBio6WlJYl62As8+SHcvCRZ6rZpBCQKtVdhggRmT69G0O9Kojj0DPnQvf/+D7YEdqrZo8CSb7xgv0Y4+LWwxcE29sLNTUyAQ8aiScfprrBffdL1Xx/irT8/PhpJOhpJQmR+rxV1+hb7wRNaWLFrv+OOds+PVXqHFzCTY1yW7rUUkrVkqhH3tUMtUKCiTj7PDD5PgVl8O334LVBnvu4coMC4CKjIT7/16pGAODfwPDmOykqMhI9HXXwmuzoLKKoP79sV1zNfre+6RBVVOTZEWdfZboSL34ssvFEhMDxxwNM6+TDKTfZ8uOYuFC9GOPwYwZzmC3ttmgpUUmua645WYxSrP/kGsFB8O4cXDB+Z2/zl9MYPQo2HtvcSFNnYrq2K3oklL45Vf/QosgxqimxvNYSalM9NtgTFTv3uiJe0otiTtVni5EFRoK5/p2UFTHHQvHHdvj6xoY7G4YxmQnRk2eLIVyQHRcHFULF8IPP7oyliorpa3s229CcAjMng1mMxx1JKqjXkObza7dSV0d5HwIGRlw7LHo99+Hjz+VzKR+/eDWm1GOAj67Hf76SybqQw5GRUaiwsLg7v+Tx/PzwWRG9XVzT7W0SIwjvwBGjYDjjxcj4a+HenIy6kg/sYKiIs/EAQehodA7RYoH/VFfL+m7X34lO6Wjjux+yvH0afDLL547ofT07r3WwMAAMIzJrsW69b61EDU1UF+POilbsrG8Wb/e82+bDX7/Q5pAvfKaK4hfWSkV4889I8WHM66StNWOQkR9y82o8eOcp3EYHQdaa7jmWpfu1fffSy3HLTfD5ZfCls2wZq3EC5SC32ej4+JQXppYjBguMQ/3IPWQITDrVTGWN93i3/0VbIGLL5X7oZTIqTz1pI9B0S0tMGuW3MsD9odDD4WDDpL+77//ITuiQQPhumt8r2FgYBCQXdaY6Npa+OprqY3YZ2+nm2S3ZuoUqZtwz5jq2wfi4gK/JjrG99jcuVLg5x1Mz8+X+pSlyz3FEAsLxd3WYUz0/AVSG2FSIqg4fDgsX+HZ1tdul/4fL70M+VvEpdXYKDInWstu6f0c9IEHojJcuwAVHIx2uOfKy+XzvepKlNmM3ntv2G8/+OMPV+wFIDJC3FIO95fWogX23ffSc6UDbbfD/06V9wPirvv+R9Tjj8JVV6EvuQSsVh+Xn37tNfjxZ0kkGDUSbrjeKDI0MPBilzQmet48uPd+cYkEBcGY0egnHt/tBfhUdDT6kovgrXekmjw1FWZe23mx34XnS3aVox4FZHfirxtiTY1UsfubKB2V4L/9Dnff45q4Fy1GP/iA7Ji8dwzl5VLD4cD786mtFcOQ4elSUuPHwUsv+AxBKQV334V+40149jlXXUtDowTA3bHbJVjvzvc/uAyJg3nz0I2NqIgIVEiIS06/A/3zryKz4ohHbd4M4eE7VMrfwGB3YNdczr/+hhgSkElx4SLp0vcfQB1yCLwxCz7+EPXyi6hBgzp/flaWPP+G6z3Sb52YzfJfi8Ulte7PjeSY8D/73DMAXl4O778vabLedR2ObCsH3gYsMhIm7dnp+P1SVuZbIOl4Hw4SE+HYYzyPrVvney6bTTK0AvHbb761I6v9pGMbGPzH2TWNSY2fAO3mLdt9Wt3cjJ4zVzKKdmKUydQjJV8VFoY6/jip6vZ4QInU+y03+Q+SR0eLyu60aWKMAOx+qtztdolN3H8/7L+f/9oNkPqS1FT5/4R4qbHwHlN3mDZNAvLuDBsmMZD+/WH0aLh6BspbHuZ/J/sanbCwzutSEhJ8j5WXoa++Fv3k0/96z3oDg52FXdLNRf8Mz8ByeDgceMB2nVL/9hs88ZSsUuPi0IccjLr6qu0b587GlVdASbEEn80mSEuHCy6QyvfvfvCMxUREiHz7kCGe7sMDDoClS6GxI6MsJgaOPBIA1a8v3H8f+oRsz5iGg+HD4eknZWXfr6+z0LCnqEl7olNTPYP0tbWS7dU7BTIzJUbj/bqkJGkU9sGHEmgPD4dTT4XHn0CHhMBpp/qO6awzYMF8SR4AcdUVFcu/2bNhyxZ45KFteh/u6Lw8ccFNmtRjyX8Dg52BXdOY3HiDNFFat04mhEMO8cg06ilaa3j5VZe7o7oavvgSfdSR27Zy/pfQ7e0o75W3G6pfX3RcnASobe0yGd95F9x3L1x7Ndx1t2RdRUfDwQejRo3yPccRh6MBfvxRdhpHHonqcFXptjZRxK2s8HyRySS1MHfdKRPl2DHb9z4bG32N1fr1rgXGX3OguATuv9d3/FdegT7vXJGaLyuV2JtDeHH2bMkAc+ye6IhTvfSiuPc2bJCkD3eWL0eXl6OSkmRsdXXSgCszU2IwXb0XreHWW+GPv+Q9paejb5jpTO02MNhV2CWNiYqMhEcekoI7s3n7W9G2tLgmFAcNDbBgoa9raCdEL14MzzwHZaUiezJ5slSijxjhKUmfl+eZcQWweAm6shKVmYl+7RVZccfGoAK5qhCDwhGH+z5w3/1S5+F8opJsrCMOQ11wwfa+TRft7f5FJd1ZvhxdX4+KivJ5SEVEwOBB6Odf8Pzc8wtEDuamGz2fHxoKJ2Wj16zxNSZaOyVf9CuvSqvisjJIT0Nfeglqn306H+cvv8LPv7riVFu2wEsvb3tfFwODf4ldM2bSgQoK2jE9zf21tY2Nhb322v5z/83oP/4UYcfly6XAcGWuTEYXXwrXXicG10Frq28Q3GZzZkIppVB9UsFsRv/8C3qtn4B1Z+Su8hqchgP237GGBNktMGxY50+qroazz0XfdIvsZPzR6keUsakZXVOD3rhRUondGTzY97ojR6CSk0Xi5u23JeVZa4nhvfgyuiujt2y5b8JDZVXnrzEw2AnZpY3JjkIpBTOukB4XERGiiXXaKR7V3TsjurFRdgP+lGpbW+GPP6UFr4OhQ2VCdGfoEFSKq5WtXrQYTjsDrr8BLrgQfcONvpNqIPy5dfy1yd0R3H0XIaeeIsKKBx0ohY3u2Gyyyv/hB7jb190FyOrfvagxPFzENP93KpxxFpx1NtqtP7xSCh59WORTpkyBk0+G++5FP/0MXHIZ1HsVlJaX+0q/eLPfvnJdd9zcbAYGuwq7pJvr70CNGoV+fZakHCckiHTIzs7vs8WlEgi7XarQO1AmE/rhB+GJJ6GsXAoeZ1zp+ZqXXpZJGES25bffpZp8//271vA69BCJOzl2AsOGwdFHbeOb80Rr7bELVWFhRNx5B22O+pe6Oil0nDvXUxwTfFUAHJx9FrRZYf48MSqDBsFnn0k8DiRR4LEnJGnAcd2oKInZOcZVUCDxFH+7H4vFf82OG2r0KEkK+P57MUYZ6TDz2k5fY2CwM9KlMcnOzn4AmAJsBs7JycmxdhwPA3KAaMAGnJKTk7Nz59R2gTKZ/Eu3/4PoOXPh1dckiN2nD8ycKVlS/ujXT1Jb/cnCg7jvpk/zOKQSEuCuOwMPoLLS82+bTRptvfwqNNSjMzLg9tt8024Bdcr/0AOy4PsfITkRTjklYGaSbmiAJ5+SYHVIiDSNqqqE5GS4/DKpqgfq6urIzc2lqamJkJAQBg0aRLJbu2DntaOjpRXwp5/Jbs19NxXpP/6jlIKLLpB/gL7r/1yGxEFpSYAb1cHSpYF3H+XlcMRR6GlT4eqrAmavqYsuRJ91JjQ0bHOGm4HBv02nbq7s7OzRQJ+cnJy9gDXACW4PHwqszMnJ2RuYBZz7dw3yv4JuboaHH5YJqqBQGkbdeVfA56sRwyXQ7nDVBAVJvUh8nBjF7BNRU6b0bBDerr2QEMjLk8rvikopEL3/wcBjmjgRdctNqAsu6HwXc8NNEqyev0BkTZYtk/e8aDHccx/aZkNrzfLly6msrKS5uZmamhpyc3Ox+aved3DE4TBmtKtvS1wsHCuqvnrRYvQVV6LPOht9972i09WB/uIL6f7oTZKv4dKVlej33kcvXiLNvzozAM3NIs551dWieRYAFRpqGBKDXZqudiZTAIc297fA2cC7HX/nAft0/H8c4JUOZdBj/vrLsw0swJYt6MrKwPpb990r/ctXroQDD0CNGIGuqYXQkG2rV5g5ExrvEOMRESF1JLm5ns/prGKcjnTXd9+TmE2wBY45GvesJl1SAqtXBz7Bxo2Ql0dLejqNXu6jxsZGKioqSPHXrx5JytBPPyXdIgsKRD04MxNdUwN3/Z9LOSF3FSxfhj7+ODj4YFFTrvdqqdu7N1x+med7++ZbePoZcS+GhsDUaXDaafDRR7KrU8q/y2vtOvj5Z7mWgcFuSFfGJA5wVLLVAu4NtdcDw7Kzs3MBBUx0f2F2dvaJwIkAr732GnGdiRH6wWKx9Pg1uzq24cOpi4z0UAY2xcQQFR6OqbKSOH/V2ADZJ8o/B9tz3+Li4IP3sVdWoiIiaPvpZxqvudYjC8ycnERMJ9dofvkVmp99ztmTRK1ZQ2R6OpZxUgtkt1qpDQpCB3i9iosjJisLe3w8IRYLVrcVvcVqJfbdd4m+6GIsyZ18R87z3Cg3v/8+zQ5D4mDTZnj4UXjyaV/dMCD0xBMI9+qRUvvBB7Q74lQtrfDHH0SdegpB556Nvayc1m++oeWxx/2mLkeEhRHyN36n/4u/ma4w7oknf+f96MqY1CAxEYAYwD1n8Uzgj5ycnDuys7NPAG4Frnc8mJOT8wHwAYDVatXl5eU9GlhcXBzV/nqc786kpIgy8C+/ik5WRAR2pag99jhUux09ZDDcd2/3GlltLyYTNDejJ+0p8iVz50rWWJ8+tJ96aqefjf7xR4/mVrqyivqnnpE+I7NnSyzB2+VjMkmcIzQEvffe1Fos6HvuJbWsjI2jRmELD8Pc2kqv3FWEfPEltfMXYPr4I2q6KWeiIyJc1/Cmrc13PAkJtBx4AK1u71Pb7VDutQFvbaV+3jzUyBEQHYU+8QQpiPzyS892AQMH0Dh5Mk1/43f6P/mb6QLjnniyI+5HWIDkpK6MyV/A1cAbwMHAn26PKVyurQrE2BhsL/93l0y4L78q1egdar8aJIbyxJNw803/2HCUyYR+8H6pY9mSD/vt27Ux89eUav58+PNP38k8PByOP1b6rP/yq7jVTjwBvW4dfPAhA1ta6LV4CcXDhpKweTMJjq6NeRto+egjOMJPgy1/HHIIPP6k/8ZbILUhjlqjmGg44URnkoHWWqROoqPFIJa4BeXj4ySLrQNlMsE1V6GvvBxefgXWrJHd3sUX7VDZem23/zfaLhjsMnRqTHJycpZmZ2eXZmdnzwbygYezs7NfyMnJuRB4B3i/Y1dixgjA7xCUUiIeuG6d/yrvwq3//KAANXq0CCj6Qa9eA889L9peqb1FOmXuPM8nBdpBNDVJEHv1Gkl1rqyE93Mk9tARII8uLyf6Nz872/Zu1r+AxE86C9yDNOa6525P1YCCQrjtNonjREbBhPFS21KQL71ijj8O5UeNWQUFwUUXdn983USvzJUFRXExulcyXHghauIeO/w6BgY9pcvU4JycnOu8Dl3YcbwWOMT3Ff9NdEuL9A3p00fSVLeHP/4MLBeSnLR95+4BevNmeOAh2LoVndjRb37yZGhsRMXIRlS3tsItt7p6h2zeLF0L4+JcXRwhsIspOlom5Y8+dqUlB0p1diezP6EnnkCLQza/s/dRUQlvve1qdxyI5SskCO/++T3yiKgKADQ1S7LDfffITio4+B/dHej2dlFmdtQOlZbCw4+g33qjR718dEuLKD17F0saGGwHRtHiDkD/9BM894KsfpOT0ccfhzrrzG0/YaBAe3oaXHG57/UrK6XYsKoaxo6Gk0/ebpkZrTX83z3i3gLZddz5fxAbA/UN6LR+0pJ34ybfJlQ1tTB8mKthllIwdqzEStyfGxQkkjUmJY91xaABkqobEw3nnS8aW10YE/3Lr/DIozLxdkV1tRRzuhuTYq86k9ZWae87bdp23WNdVQXVNdA/o/sGqaBAXI3ubN4smXEBdo0e17TbpQZn/nywtaNHDIc77zBUig12CIYx2U60zSa+cUfVeEmJtKM94ghUYgCj0BXnnQsffuS5Qo+Ph1mv+baUbW2FK2e4Vqu//w7vvo8OCZbXnHsOaqJHol33qKryNRK1ta6YQ1UV3P8AXHKxGAvtlZvVpy+cfBIsXAwDB0pcpLERbr5Vdi42m8jWXHKR6KD16+fZDdKblBR44km/91SvWAGffgYhoXDGaZ4Fle+862tIkpJkTKtWeRYcpqdLewOP5yZ6St0D/PQTbNyInnktylueBtDvvisuO5MJDj1UhDEdj2ktu71ff5VdUGYm+o7bpIlZVyQkiCF1l8+Ji+u+/Mr770vKtGOH+HOZ1MhcZ1TcG2w/hjHZXiorZTXrTkWFFB4esP82nVKFh6OffFw0pSorIbU3EVdeSZO/wPe333pIptDe7upLsnkLlD8obpCeujQiI2WF3pm2VOFWkUxJSPBVXR4xTLpCHiKeUL1sGbz7vtwXR/xk3Xq49z54+CEpsszP93WFRUZKEeJpp/k3JD/9LEbNMc45c9DPPeMyKP4C7vvvh7rmaull/9zzsivq1VF57y3hf9mlsuPLy+u4oBYjsHw5PPAg+sorZZK22WD/A6CuFp593jXhr16NjopG7d0hGvrnX/DFF64d1Zo18PgT8NSTdIlSvu2JBw10yt93yfIVvvfX21AaGGwjhjHZXhISZCKqq3MdS0zc7p4dJCXBOWfLRNq7NyHx8f7TStsCV1UD4hp59130gAHSeKkbPTYAaG4RQ+G9O3EnPh5lNqNffQUuulh2ZSEhMGUynOiqe9HvvCtuOPdUWQfz5sNRx4gxcJ/ogoNh331g5nWdx6A+/dTT4BUWwhtvwsyOUF//DIllOYiOhsNlp6Am7gET90DbbBIw94MaMgT9xizpZf/aLM8HN28RQUxHrGf+Akjp5blzqG+A774FhzGZO8/XNVfaib6aO+++JztCd1q7jhk58Se6GR/ve8zAYBswjMl2ooKC0OefD88+JxN3r2Q44QTRwNpG9DPPiuBgdY1oVZ1xhlM/yocjDpfOge4TpjsmE7w6SyawzP7oO25HDR0a+Nrt7dIka/58/5XcDpKS4H8nAaB6p6A//VjcVGHhThVi3dYmIoizXvdvSEBW9P7iJSEhcNllXScz+JtMm90m85tuFJmWggIxUCdlo4Z4uqYCGRL3x/VBB8l9dn8fWntqmTU2+pePdw+OT9wDPvnE06AkdVNGxduQQPeSFRycd64oJeSukh3sgAFw8UXdf72BQScYxmQHoPbdBz11ilRU90ndrqJCXVYmfu3qGjlQVgY5Oeiz/Qf0VVgY+pGH4IWXoLZGqrJzc11FeHa7a+LauEmUdZ94PPAAcj4Q11kg2flevcRNVV0Nr85Ch4Si9t1HgtFuvdR1WxtcehksXdaDd+9G3z7dy1zbc6JMkI73GxMDRx/pevyDD2R31doqO4Yff0L/72S/TbM6Qw3IQh94gOhsNTTI7jMlRa7tTq9e0hLZYVRSUuC0U12P7zUNDjsMfvtNdrNZWdJO2Qv95Zfw3fcdPWEOQB1zNBxzNPz4k+dOrEMQs1vvITIS/eILMGcutDTD9Ok7tPbF4L+NYUy2E+0Q8ouLhalTtz9VdH2e7wq0shJ7WZnED/yg+vWDu0UQUn/+Ree6V96qwN6sWuVrSCIixD3U1CS7CMfjmzahn3oKpkz2dZ998lnnhmTQQImZeF8nJESKB2dc2eW91C0tkt0UGSnGIjkZzj8PNWaM60m//u5Z47JpkxjMc8/p9Nz+UDfdiD7uODEge08Xg3HV1a54UXi49DoZOkQSKMxBcOr/UOnprnMoBTffiL7gPPmcBwzwidPoH38SmRfHznDFSnSwBXXYYeirrhLXXnMTDB8B11zVs/dgMonKgoHBDsYwJtuBXr0abrtdfOdBQTBqJPqJx7cv1XL0KMnOcdeR6tMHU2qqZ1wmEL/9HrhAsONcneI28TmZNElW947AvhtnDF/Cm2ecib77/1ADB7oeKCr0ea4He+4JwSEu45WeDv93p7z36GjPwsHycomDLFwksvopveDSS2h8+x345hvXOauqIK2f53X87bC6KcHiDzVksDRRA0hKQt/9f7L7sdpg/31Rhx0mj916S+fnSUoSV6E/vv/B08XY1CT1LYcdhjrsEDjMKO8y2PkwjMn28OLLYkhAfP+Ll0gq6jlnO5+i16+X1fwee3TLpaAiI9EXXiCTZ2WlTJxXXO6bZRSIED/FayEhEjtJ6SW9yW+8SVb/p58GsbGe9RKnnyaZSkuWiuto0CCYvpdfKfx1sW0sSW4jb85aBjzxJDz9lOvBo46Cjz/13wUyPBz22VvSin/6SYLUhx7it++8XrcOZl4PW92M68qVUFCATXntXOrq4PMvPbsu7jHBtzlWZ0kFPUSNHwfjx+2w8wFg8fOz7CKuY2Dwb2N8Q7cB/cEHsgPw7nkOzi5/ur0dbrwZ5s2TIGlmf/Ttt3Ua/IaOupX995NWtDW1EB/XqbtHFxbCK69CQyNMnCh+9b/muFa2CfFgCZZMq02b5Z+D996H9HT0SdnikwdxVz35BHrNWmhqlGK4vA2yI/CqIH9rSCM1oZo3hzZyZ2mZFMX9/ItIwRxxuKy8veXqQ0LgqKNQo0bJ351IsusvvpBOh97S8ADr89BZmb7He3tJ0/urwfj5F/Rdd8PNN3bfSP+TnJQtxtyRmJCQACee0OlL/g20zSZxnZJiOOaY7Uo6Mdj1MYxJD9EffCAdAr078oFk7UyZJP//5VcSZHW4WTZslPqDp57wf16t4amnxUi1tcrq+s47OjckdXUw42pXweTs2R19zDsMSUSEBID9GT2QnUdeHrzwAnrKZJRbB0OPjKfBg9ATxkshnhsrkiTovTzJCvSCa64TdWGbTTKf/DV7OvhgVDf8/LpwKzzznH9DAhAUhAoL95Sx7xCJ9ODDD/2cXIuqb0ovuOD8LsfSXfTiJdJ+t19fyejrbhq2F2rUKPSjj0j9itZw4gnOzpM7C7q1FS6/Upqa2e3w6efoG65HGfGY/yyGMXFD//GnBDftdjhgf5f/253ffvc1JKGhEvzdezoccIAcW73G119f2Un/sO9/EIFDR+ZVSanIgPjxvevaWnneZ5+7DAlIuqf75NvY6OkeCkRFJVxxJfrqqwOLBj5wP1xwEaxYAcCWKCvr4sSYrEu0kz9oGGlPvOkSU2xokNhEeLjnjmb+fHRtrVPbCzpcgaWl4gp0TMCff0FzaysbDzoQbTaTPm8+Ue6JCcOGoUu8Yjj2dlnN95O4iS4okPvoD61hxUr/j20D+s23ZIfoMOSffIZ++81tNyhDBsPtt+2w8e1wPvwIlixx/V1SAm+/bQT3/8MYxqQDvWgR3HWXKyV38RK0XXtIYQD+fdf77Qu33uJZrzB5kqx+3YO9nclezJ3rW8zmVTui29vh/+6WQj+rVXYeXdFd+agNG+G229GPPYoaOsTnYRUUhHarh3hraCO1obIvqLXYeKvhV27yVuW1WiEiHNy9YyUlcPqZ6A/el3t5860wZ44YnP790bfdghoxgoas/iw460yaEqSornTwYEZ/8imJW7dKXOeQg9Hneu0qGpvEMHYYEzH8fmI2Dmpq0Fpvt44ZIIkA7kHzLVvg3PPQb76xY86/s1HoJ8GithsJIga7LYYxcfDJpy5DAjIxfPKp+P7dOeooUZF1yHSkpMAZp/sWvk3fS9JEf/1NJsqsTLh+ZuDr+8uyivXqiPbhR/CNWw1Iba3vyt+btHQIDfObieVDZaVc49abAfhhyw/krMshLEia4ehh+UA12O2sSvCsvP/ZuoqS/Vp8dmMtITVkrwrhgAK3hjrFxaKlFRkpGlUOheRNm0Qw85mn2JicTJNbw6qWmGg2TZpI4qIlzkK7oIEDsbmvjrOyYOQI198Txss1AhVMrlkDF18Mzz/f9b3pQP81B957T+75iBEit2I2+y/wzNsghn/Snl2f126XBUVDI+w93bmj0VrLZ75kqby3Iw7fOfqYHHwQfPud573tjr6YwW6LYUwceGcGAaxbh66r86jCVvvti46JFheTJQhOOcWvSJ9SCq6+SjKzmpr86ifpH34QiYyaWklpHTFCJjibTVJlzz/P8wW5ub6us759ISNdXDbeBkMpGDcO3nzT/3u2WPx3POxg33778vvW3/kk7xOqWzukXAb4P9WaoErWeD0W12Li2PLe7OMvS7i6Wlbv3lL7HSnRNu9xAfbgYDj6KOdKP+LRh6m97XbZ7SQmwmWXehh1NWQI+rBDxYVYUwORETJZu7N4KfqHH1EHHiAT+q+/yfkOP8zDFQcdcZx77pVCUhCtq7Y21Mzr0JmZUOR1/9vbRRWgC2Oim5thxlXyGVqtkJWJvu8+VP8MuPse+Pob+U58/jksWIC+607Zza3Pg0MORvmTSfmbUWPGoM89R8bW3AyDB8H13t0qDP5LGMbEwUnZ8MMPnpNbSwt89Al4VZ+r8R0NkrqBioiAiAhZYdrtzuwhXVEpnf8cE1NBgWha3X8f1FTDQQehvNtjpmf4XiAtDXXP3ehNm2DmDS7lXbMZjjxChAcDNYUaPkxWz47VZUovOOV/zoeDTEH835T/Y6/gYdz71x2sDwuwwvfDoKogblrZmwNGnQhJv7reJ8hu7sQTYO1a6WPibiArKtCPPUZqRSVlY8fQ3lGzo6xWEkvL4LLLnE819+uHevSRgGPQuavAruGoI8VQL14sGWweT9Lw55/ovaeL+vLSZXK/3s9B33QDak83Q/Dhh57vQ2v4/nv0jCshM1P60LijFGzY6BMj8mHW65JW7mDDRnjuefT110l3SsfnZ7eLUOQVM+S9tLXBe++jL70Y1d2OkzsQddqpntX9Bv9pDGPSgRoxHN2rl2exIIjPfzvRH34kekx19ejM/nDbrRLod5+YQOROpk0NnK562imSPbNkSUcNyEC49GL0DTfBggUSnxkwQIzIgQegkpJk9/P5F747EIAxY+DUU+Db7yHYAqeeIqthLw58ZTYTVkRxxb42/khtwdrJt8aCmb3yLTzxSzxxrRo2fCLXaWqS8UVFwfXXoRIS0CNGiNFzNyYtLfDOe6QAe82fz8Y996QuNZWkvA1k5ufLBN0N9Ecfw3PPufz4I0fCXXeI69K7aDE5WYzawkWuY0VFUuvjbkz8SbDU1sFDj4DVj0aY1vI5r1+HfvmlwBpg3pIsIDu3+gZpyOVOYyMsXOgyMBUV8P4H3W9fbGDwN2EYE3cOPgjefscVCB88CI46UmQ7PvlUfuAnHO+RQtsVetNmePFFVzympESk5Rv9rPJDQz3cTN5IDcjjnjUg770vhX8O8vIgNxfl2GEccID47b/8ytelNGcuHHM0ap99Ao/fZoOCQuJazbzxbQIP7FHL86MasPmxd0EqiAvLBnD9t/UoR+TfaoVFi1wGo6oKXngR/dwLUjzoz8h1EFFTy8jvvpc/zGa5990NZn/xhWdAeMUKcSXFxIjLy/EZjxgBZ54hadneeMvvn5QtbklvWfuff5YGX4FYvUbqbw460OchbbN51v44SOsnzdAGZHlmnSnlu9OsrREXnYHBv8hOEMnbibj4IrjhevnRn5QtPSZsNkmJffQxkSA/9zz0vHldnsrJV195BvYBtmz2bGnrIDmpW5OlGjIYNW6c7GDce5k4cJM0V0qhbrlZWu56y7ysXQszb0B3MqFjNkvzKkChCLWa/BoSAJu2ER4U7jIkDrwnurXrpLCxs0wrb8aNg2uu7v7zvVf0IDpeZWViSCIipPXuE4+JK/KA/SWZwR034UoQdQKOP873vHV1EvdyPtHP+w8k4ZKf77/nyiGHyHfh7v+TlHPHZ+evnXNa+s4RlDf4T2N8A91QSqGOPAJ1z92oa69BxcXBG295CieWlMruxQ3d1IR+8y30M8+K6q/jeEuLr5QHyOrYn2jjfvv2fNCDBvoe87NzUhde4D9jbP166c4YAKWUdEzsSCBY0Kfz/hnzsyyQluY60GGIPPDuytgd0tN6lmLrLqnij8ZGcQ3eLHU8asIEOOssybrrnQLTp8vCwpszzwB3FQN/EjnesvlZWdDSgr5yBvqaa9F//AV0fD/++NNToh4kmaCjul+lpsINN/jfwUVGimryLTd1/l7/BnR5Ofqxx9H33Y/esOEfv77Bzofh5uoKf4WG9S4Xla6thUsuk5U2wLffom+7FbXHHnDTLSJt4k5SIpx8smTAFG51uVJGj4Yjj6THnHySuHAWLpLV7+BBcNWVPk/ThYX+04PNZkkd7gR1xOHoSZOo/uEz1rY+DlbZUaRHpTG9z978tvU38utF72ptaz41z39M7Kc/iBT7EYfLhL1ipayqO0vV7YxpU3v2/JtukPe2bp3URARKn16Zi95ahOqTijr7TPRZZ0B7e+BmWeHh6OeflQLT8nIRq3z7bc8nRURI5li7XTTQgoLgiSddu5MVK9G33yZdHteu9XxtTLRkkrk3rWq3+ResnDoVdbevZtrfjS4qgsuucEnl/D5b6oMmT/7Hx2Kw82AYk6444ACJSTS6TUbuRX2zXncZEpCdy1vvSKqod2BVKbjhetT06QDo4cMkOJ7aB447BuW9QvWDbmqSyvgtW6T/90UXoh64H11cLK6dzP7+V/Bms/+CywEDpMCyC1RiAu8Na6FkfiUKxZ4pe/L43o/TL7of+XX5zPhtBvNL5lPcWMx7RV9x8fkXu8b8/HPwy6/i2ttzomSddbaajY/3leGfeQP6xOPh7LM7zYzSjY3iOsrIQN1+qxz74EN48KEAb0x5xDuUUl2LKlZXy/irqsUVttc0WLRYjEVIiGcSR2mp706suhoee9xTvQCk2PKRh1De7rVevdCOWI/7uM88o/Nx/l3Met1Tc62iQmT9DWPyn8Zwc3WBmjwJzj9f3CaZ/SVTaobbyt9fj/RVq6QmwNu/rbUEwx3nHjgQdc3VqP+d1H3ZjVtvEwO0bLnURNx8C7q1FdW7NyorM6ArSPXuLbsfd1JSJO3ZXzWzH+YUzyEuJI5zR5xLzuE59IuWSvO06DRyDs/hnOHnEBcSx5xiz92YMptRB+wPxx4jcafGRnEFBWoi5u+etrXB2+/CJZdJXYYf9AcfwqmnwZlnwymnoT//XK5/4gkS6/CXmTdqlNybbqKtVjGG330vbrKcHIlnvPaKZOl5G45ALj1/77G42MeQOPnfyZ5/m0ywKrd7Y96yBf3Sy+i58yRFfXtp9hPr8qdVZ/CfwtiZdAN16imSQuuP/faVTB13N0pNDTz/oqxSvfFuCNUDdFMTrPFyi2zYKEbl4IO6PsF998Arr8HmTeLrX70Grr8RoqKkzuK2WwMao/q2ejbUbOCJfZ5g/7T9fR4PMgVx15S7mN53Orf9dRv1bfVEBXul0r76Knz1ddcxk84yk9atgyef9imQ0w0N8Nbbrl1BYSG88hp6xEhUZn/UDdeLS/LX3ySpwmSSOpv77+18LN78+ptvHGzFCnFnKdW9eFByMoSH+QbebTb09z+g/GR9+Yh1trfD7D/g6KM7vZR+/Q14/Q3RbAsJEen/u/+v6zF2xsEHwR9/uNyVQUHSjtjgP42xM9lO1F57SaW6Qw/KQaAJcXuzbrxdMBaLb8A3ACokBHXJRagHH5CsJoeror5eqsTnzg34WovJwjfHfuPXkLhzQNoBfHPsNwSb/bjsVq/ZtuC7N999i/Ze2W/a5FsjVFQEZ58jge8VKyR+5V4AWF0DGzagr5uJPv8C9L33S1AcKCoqYtGiRSxfvpxm952QozeMOyazHMvIkFTjQMTFwWGHwsMPgUOC35vnnvO/e/C3MOliN6tnvS5tmh3in62tMPsPKebcDtS0qdJqeNw4GDVSMgXP8t9W2uC/g7Ez2QGo005Fp6bCDTd6TpahoZK5VVIif0eEw4EHbNM1mp99Tmpdamo8V8AjR0ocoptoq1UaeHmnFLe1wYJFAf3eoUGhhAaFoqur4aWXJaYxdhxkn+Czm4kJCRDT8NYaA+mZbrOJ68s9VdhslhV8WZmvu7C+QYoMr73Gdax/f8lW27rV87lNTWJEzGbfIHxDPdx2h6tZ1tJlUFfLhvPPY926dbR3XLeqqoopU6YQHBwsqrhDh7riYSYTTHSpHeuHHoBnnxNDZrVJfKSuVjLcbr4J1ZFRpy+8QNyV3tTVw+LF6F4pqL5u2Xennyo7IMd3KSUFTjvN5+W6oFA6P9rt8O23vjUpTU2Qt152ZduBsye9gUEHhjHZUew1DQYO8HRjjR4FF14g7peWFth/P9SBflwYXaCXLqX5xZc8s6BSesGRR8EZp/WsxuDGm0RN15vISGnK1dk42trg8itchuinn2HjBrjxhu5d+5KLYP061z0aNAgee1Sq75ub4YEH5dwhITB9mkinlJfDGWd5uoSUklW+GyoyEn36afDWW5Il5017R2tg96B3dLRv18XcXEry852GBKChoYFNmzYxePBglNmMfvJxePElGduIER4SNCoyEma6XHBaa7/ZYSo5GT1qlHS1dKetTbIDIyLQe+4Jd98lMaehQ9HPPiNFkwCnnIzq29fzpX/9BddeB2Xlvu/fQa9e0EmRqoHBtmIYkx2EsljQ998vEh5VVZDRH2ZcgQoNRc+YIZOhd3/y7vL9j77ptHV1siLuQb95XVDgKRniIDFBuh92tVr99jvfHc0nn6IvvRQV7UdqxAuVlIR+7VXJjlMm2G9fVyvjmBh47FHJxgoKEvXgk0+R+oqEBHHROHYuw4b6qjkD6vjj0IceAv93D/z4o+eD6WnoU0/B/tLLmKurZRez93TJ8nLf+VgsaD9xI5vVin7gIViyWHY5++6D6kYRZafZYc8+DZdeJnEwq9Wzm2V9vVTWfzHRuQNQ/frCzGsDXqv1tdc7NyShIXDl5c5sOG21yk43MXH3lMk3+EcxjMk24q8PhurXF+69x+M5+sGHJPOnsRESEtCPP4oa6KfQ0M/5WbBAlIIT4n2Du03NcMcd6FmzULGdiAi649DH8iYkFPpnoFtaOjdOBX6yvrSGc84VOY+QYDjgANS55wQ8hbJY4JBDAj8eEYH+6mvJknIv1NtzohROJiWJ5H+ANGoVHo6++UYx3itXSj+XkaPIP+xQNpWU0HrCcURERDB8+HBio6NF9XbZMnmxxQLTppHQqxc1bsY7NDSUjD//go8+cn0GW/LRqX1Qhx0a8L10hQoJgZdfkuSB8nK45TbPNHO7XTIDu+lOsjf5kcEPDpbdTr9+oqrcURirP/pYOjlWVkGfPuirr0KNGe37+k7QNhsotXO2Pjb4xzGMSQ/RixbJqrmsFJ3SG666MnBf97/mwMefuFa+ZWVw1jnoffaRwOWJJ/h1UWmt4ZZbxR3V2gpxcZgyM7F712ZsLYKPP4Zzzu7e4DMzISzMtxXu1q1w6+3SD/62W1z92TvG0tbWhsViQU2aCLNm+Z7X3XVUuBU9IAu1997dG5M/5s/3rfhuaUV1s/OgioyEZ59Gr14Ln31Ge0M99Z9/QcPQIaAUNTU15ObmMnXqVHjycZj1hhR0ThgPRx3JEMBsNlNZWUlQUBBZWVmEf/SJpzFvbYVnnkUnJqAmdj9mFXC8kZHo3r09jUlQkIhk0vGd+PgTWLAQ4mLh/PM8CxsBy4TxtC9Y6Er+CAqCc88Vd+vwYc6Fgq6ulsw6xy6mrg4eexw969Vu7VC01SpN2pYth6Ag9JQpcPWM3W53o7VmzZo1lJaWorUmISGBkSNH7nbvc0dhGJMeoK1WePBh2LhRDhSXwD33od+Y5T9u8cefvsHjtjbpE/7jj5JiesvNvq9btsxlSECCuMnJkn7qXcX+6afoPSagRo7s+g08/XTgnuogRuGlV5x96uvq6lixYgWNjY0EBwfTr18/MmOiO++o19ICv/4O22NM/PXn6O7uqwPd3g6PPALLlmEGhpjNhE7cgzUdabctDQ3Yvv2OoOZmOOsMlJcu16BBg9DLlsnkHR/vvyamrAxuvR19z/+JHAtI1lhBAUyfLkaiJ1xzNVRXiVhneIQE+w/t2MU99bSIejqM7PIV6Fde8thJhl15JS3lFdJrp7VVgu+vvgonnADjxrquM2eOrzusuEi+Z14GyoFub4cPP5adctFWMSQOiopElPKE43v2fndytmzZwsaNG53ZdY7fwZCupHr+oxjGpCesWu3TSpctW+Sfv2KzMaOkB4Y/7HaYNw/d2ChCgx3ohgZpwOTljtI1NXDEYfDm257tfYtL4IIL0UcfjfKnJeXO0uWdPw4ymXWwcuVKqjsEKdva2tiwYQMpr7xM+IyrRWYmpCNbzbuSu5dvI7AeMXCABNhramQ3kJHh2yjMDavVyooVK6irq8NisdC/f396r13noUBgbm+n19p1rD1gf0xWKxNmvUFQQYF8Du++JwZh0CDn8/V990uMqKlJst/69PHf1bKqCq6die7bVyb6oiIxqH37oGfOlKLXbqJ6p6BffklqZCIjRRvOwR9/eu7W1q0TJWi3CVyZTJJU4P7daW2Fd96B5iZXosSIEfK8OrdFQXxC5ynmd/2f3A9/Ke82m/RX2c2MSWVlpU+ado2/YlMDwKgz6RmpvX2yiIiNFWE+fxx0kP9VtgOrTf658/gTsHmLz1PNGemoiy6C/fxkXNna4etv0J9+KlXO/pRlwVc12B8dGUJ2u50mr4mzra2NmnnzpJd9ZpakOd8wE/p09LZXCoYPh9NPD3h6/euv6BlXoS+7HP3BB76Pv/mmBNCrq8WQ9OoldQzffIte5t8YLlu2jKKiIhoaGqiurmbVqlU01dX67ArN9naU3c7gOXOJ2bLFNTFu3izpzo4xbN0qmWruwfA1a+Rvfy6OxkbR2Nq40ZUkULhVqv17iFIK1a+fpyEBsPv5TP2pLnvL0IDcx99ni3sLUGlpsjBxiHCmpMCp/wuoR6ZramD+gs6LSQP9BnZhgv3E5Sz+hD0NAGNn0iNUUhJ6//2kirupSVwfhxyE8tc0CZkY9Pvvwl13SwptWbnnynboEFRsjAQyP/tcJix/E2ZcHBH33kMdwAH7wXff+Rb/NTfD/Q/K/w8ahH74Qd++K135esPC4PrrnWMPCQmhxW3CiqypJeXNt1wTVm6urEpnzZLmX/HxcNihrgwtL/TiJXDPfS4pkWXL0RpU9omuJ33/o7wXB6WlcOddMpF98in6pGzUJRd7nLeuztPt1tLSQn5WFkMyMlydJwHLqFGM3mMPei1Y6Ds49xVnIFl4kPtuMnU+sTqoquz6Od1l7FjIL3B97ulp/gPzRx4pBaje2X/19fKeOoyUuuoq9InZsHoVTJzYeSfI1lbP3bA7JpNIDZ137ja8qZ2bgQMHUl1d7fx+RUREMLAbyTP/VQxj0kPUzOvQBx8sfue9pwcOvjueHxEBD9wHdCj3PvOcTJCJCXBzh3T4zbeITIfd7n/CP+4YzOnpslqfPFnqMPytSh0r8dWr4Zln4c47nA/pVas8pfT9kdILFRcr41aKrKwsVq9eTXNzM0FBQQxdvRqT98p3xUrJJjv7LI/DWmv45ltYulQK5I44Aj77zHPSbmmR2FCHMdFVVa6iPHccE3dTE3z3PfqsMz1iHEF+VtSRMTFw910SA6qpgcz+BF19FX1CQ9GTJ4nwpLvbKMutgf2YMZCcFDjNNilRCheXr/C/E3DgVQeyXVw/UwxBbq64o8aNg6uuQddUS6bWjTfK4yEhsoNen+e54MjKkjobN1TfPujU3vDjTxIfmjoFJk/2zVLs1Qs9eJDEjxwMHgzHHi0KyQccELiL5C5MaGgoU6dOJb+j7ig9Pd3YmXTC7vcN+AdQo0dJhkxPX9e3L7pPqhSqrVkDF1+CPuN0EX90TJhaSx0DSKrq6NHSZ8OB1hKn6KqxVIWXdP6Spb7+fvcVtskE4yd4PJyamkpSUhJlZWVERUURVVYuq153ArnO7r4Xvv5adi6ffQ7zFkCYn+d2vFe9aLHsQLrySTc0yCrbzZikp6ezZs0arB3GIT4+nj59+kgM4eEHfc9x+OGQtxH+mA1tVnHNzbhCxmGziV5ZpZuRMJs9XWZ77IG6/TYZ8x13ugxgYqLcj+ZmyEj33w9lG1FBQdCxI9P19XD6GZLNB+IWbbsT/eorkgXoSBABuU9jx8DVV/nPQrrtdnHp2WwiTnrcsXDVVb7Pu+9eaRC3daukZ19xeY8EMndVzGYz/QOJbxp4YBiTfxC9Zq3UKjR01AOsz5O0VG8V3PZ2iUuccxbKS8hPhYSghw6R3Y2DmBgJprqvRL1Woeyzt/Q0d19JDxgg7pK6ehg5wq+rwmKx0MchAXLC8WJMHD04IiPF9+79Pqur4c8/PXWw5s6Fe+8Ww+kYe0yMq4fLm2/6Zqp5B4kdx4KD0XPmYp86peOtphMbG0thYSERERGkpaVh6qz9sVIw4wr05ZeC1p6r6m+/hXnzPN1YaWkygTbUi0vnapls1fhxUoT54QdyD9euFSPUry9cczUqJSXgGHRTkwTa09K6VXiqbTbZGYSGSJtfhyFxsHETrV9+5WlIQD6j00+Dt99Bx8XBqaegoqIk62zJMgnsOz6nllb4+Rf0+ef7ZKKpmBiPne7OQnNzM3l5edhsNvr27UtSUufJH3a7nY0bN1JXV0d0dDSZmZmdflcMuo9hTHqIXrtWVnITxssKtSc553/84TIkDhoaxAXhrURbVARPP4tet14Uizt83XruPHFl9O8v/01KhHPOkX4SixaJIRo+HK643ON0qk8f2QU5etn36wc3zET1IM3R2RjKETc59FCUe8qpg/p6yR5yp6kJoqLg8UclO6rNCkcdiXKozfprmOVPyFABp50BZWXUpqaiTzsVdeIJxMTEEOPH76/b2+W+19bBgQegwlyNwPwW261f7xsP0Rr1zFO+z0X6vOhzz5UxOSbyrVvh7nsD1m3ojz6Ct94R49mnD/rcczotftTFJTBzpsjQBAWJcXMUIzqIjMCUEC+7WXf3XWUlXHq5a2c1ezY6uRcsXOh/d9vYJJ9fT9Oa/wWam5uZO3cujY3ymyotLWXYsGGkuXf69GLx4sWUdOwki4qKqKmpYcKECQGfb9B9DGPSgbbbxcUSExOwole/9LJoI9XXw7vvSq/4W2/t/kWmTpGWv+4TZ69kuOUWcZes8lJzrakRIzF7Nrbnn0fPmQNPP+N6ff8MuO02iVmMGC5pxbb2gBXx6tRT0CeeIKv9hIRtKr5SkZFw8UWdP6lfP4lBrFjhOjZwAAwZIvf2Nj/3bNBgz+SDsDDo3Usqw90pr3BOgrqoSNJ6jzjcw0g40M3NcMUMSRG22Wh5+WUab7ieBD9xASeHHAJffOVZj5OR0fn7XZnrmzK+aZPUm3hNbLqhQXaIRR27sPx8ePU19P77ucQi1+eJAkBQEJxyCrzwgqv1QFub1KH06yvncHSvPPwwLNOnSzHsosWuC3pn9q1b7xtPcad/hmR37QJs3LjRaUgAbDYbW7duDWhMmpqaqPBy/1ZWVtLc3EyYn++PQc8wjAnIJP3s81BaAolJ6PPOdcpOOJ/T0iIxAMck09IKv/yGPv0MVEa6n7P6ooYORR99lMirVFVJ9pMlWDKhbr4RLrhI0ky9KS6h5aWXZHJyN0SbNksNQYcvvTtFcio4uNtpnPrjT+DLL2XyHj4CZl4bMFPL4xpKoe+5W4oGS0olmH3lFZ3Lbsy4QnYzK1Z2yLIcCHtMEGFKR0wiKcnXuJSWyqTa0TPdgzffkgSADkKLS6h99nlWxcQwfPhw/2MfOhR97jnwxZeuXeNNUp+hC7eKIR4y2LNItXeKuOzc4z0x0b5p5CAdGou83HnFxZJKnJWJnr8Abr/DFfP68y9XCq87gwfDBeeLrP/BB6GGDZMxPf6YCIvmfCA7UH94G5LQUHGr9k6Ba6/ZZSq82/2kwPs75v6Y3WvX2d7e3ulrtpWqqirWrFnjNFRDhw4lzt/3wYvGxkbWr1+P1WolPj6ezMzADe92Nv7zxkTbbPDEU642stU1IpMxZbKnL7umVvzi7tTXQ0G+BFu7iZpxpbibHnlU3GUVFeKe+uzzwH3K6TBm3jUp0Olrtge9bLnsghzGc30eBJklq6gbqN4p0rejm6jgYOiQS9G1tdL0q38GPP+sVH6bTBIcnnG1Z2fIyEgxPt7j1xq25PsctzQ2UlJSwqBBgwJm5qhTT0Gf8j+n2q+22dDX3ygyL83Nknp9791O1V6VkoLeZ2+Jt7S0StD7wAP9p4zX1PgG9FNSXLU6OR94Jk8UF/sKRZpMMGwY6pBDfHTOVGgonHeufH7++tNERYkbzN3FNWE86rFH/d6LnZn09HRKS0tpdSvS7CxmEhkZSUxMjLMQFyA2NpYIt6LhHYHdbmfFihXUd/x2mpubWb58OXvttVen8RmbzcaCBQto6FgwlpWV0dLSEnDhs7Pxnzcm5Of7tq3Nzxd1XPeMrV7J4rJw7+uelgZ7bEOHuZgYcVu4TyjeRsFd2DE0FMt++2FdtUqywByrq8QEON636lgXF0NYGCo2Vozlp59JcHj8ODj44O6tdL76yld6ZVUXqcU7AP3GmzKhlpaKq6tXL4lPXdmhwHzu2fD6m/KZ2e2ywzvvAvTZZ6JOOknOMX8+PP0s5OejkTCLg4akRKxWKzabrdM0Tw+1348+gV9+cX0eq1fDE0/CQ26ZYjfdCAfsL1lre0+XjD9/vP6m5+eukNYEjoWLv3qOAVmyYFm1WgzRxD08ZO/9cvyx8pk7Jk6LRZIH/neSZH99+x00NogLr7stBDrQNpv0Ylm3HvbeC/Uv9X6PiYlh1KhRbN68mfb2dhITEzutA1FKMX78eFavXk1TUxPh4eEMHTp0h6/86+vrnQbBQUNDAw0NDUR3ojKwZcsWj9dprSn33onvxPwnjImuqRGhwJRe4rN+6BGRAImPgzNOF4lz9y59SUk+cvFKKfStN8NDD4ubIjERzju3y0wcXVvrdGE4n6u1b9Mib+LjRcJDAXvvQ2j2iTRVVsqksHSpTLTZ2aj+Ga5rVVbCjTdLEDk0FD1lsrhlfvtdrvnV19IAqjspq4kJvsf89VDfgeiaGng/RzSvQHYBmzfLv7JyeOQh1BFHoIcNg3PPd7n8Kivhw4/Qxx4rq/bHnpC4AnL77CYTLRER1Pbpw6pDDiY6KorQHkj3s3atr2vI60eulII995R/gd6f3e5bR6ORXisOpk4RaRLHajs8XAoWs0+Uz9JsRnWns+Yee8h31GFMeveGW25CZYo7UJ95BrS0dO9c7sPVGq67Hv76S4z511+jTzoJdenFXb/4b6BXr1706kxlwovQ0FDGjvWTNNINHO4wcxcqyaGhoQQHB3vsmIKDgwnpqjPmjuhC+i+y2xoTrbV0vPvoY1n1m83SjMhsltRPB4Vb4eijZDVcWSl+7qOP8pWzAPkhPvesnL+5WSqylyyB7BNRHXEIrbVMhlFREqT/5DP5Oy0NfcnFqP32FdfJ6FGeBsxbYn6PCaj/u8vz+iaTMz7il4cfhSVL5P8bGsTvb7G4zmu1StvWSy8JWLXv5JRTpMe4I/CbmOAsLvzbWLPWZUi8WbUKXVcnk9/mzb7ZX1XV4kJqbITCAo+HTHY7m888g4qMdBLCwgIqv+q6Opg7T2Ii7kHckSNkp+bub0+RGgubzYbVaiU0NLTLFa4ymWRV702RWzOv7BM7PqfZ8t1sahKRxzffktiGzYbO7A+33+4sMPXLrFmeGYL5+fD8i/Dg/TKW4GDJCOspy5fDQjdpleZm+Okn9HnnOBMIdjfa29tZsmQJtbW1KKVITk5m+PDhAT/vkJAQUlNTncWOZrOZ1NTULo1Jeno6hYWFHruTrlKddyZ2W2PCBx9K1ozjS9/eLumQ3h/opk3ir35jlugPjRuLSk3t9NS6rk664TnqLb75Fn3HbZDcC+64Q9wIYWEiX+HwTW/ZAi+/gt57ugSib71FDNe69eL26tNHquqbmqQD4fUz0bNnizvBrmk98QSYFHjVC/jWaWjt6zZpaXGl6XaCioxEv/A8fPiRuJKOO9Zzgv07GD7MvzIyoM0mVwB/4kQJGLsb4359ZUcZESGihe6PJSYy7MgjfCTbPc7/9dcy2RYXQ3Q0+pCDUdd1NKI6+ihRcp47F5pbYOBAuOYqVq9eTVFREVarlcjISMaOHdu1/z011Tcw3uZK5VVKwWmnSi3RjKtd3x/3nVBxMdx7Hzz0QODrFJf6HqsJEJDvCSVlEhdyx9EnZzc1JqtWrXKmE4O4oyIjI8noJMtv+PDh9O7dm7KyMpKTk4nv5LvnwGKxMGHCBI8AfFZW1o54C/8Iu68xCSRM533MYoG4ONGx8tO9zy+z3nAZEhDXxZtvgV2LxAb4FtuBTAjVNZCYIFlRV83wfPzyS51Nt/ScOaLp1ZEh1LhM3FPqgP0Dj8tfllZCvGc194AsVDfdAio8XNyA/xAqKgp95umSPl241bmjsitFSZ++VG/aJCvCyEj0JRdjfucd2svKxQBdIxXe2lGDU1EhhjQ2Bo7owpC0t0sGlMOI1dXJAuH441CZmbIjvON2cSM2NUFyMhUbN7Fp0yZndlBNTQ0rV65kz07cXIDIoOTmeh5buRL9088o97bJs//oXOVg86bAj4HEmX7+2bPmJHMHTEx77+Xb/jgrs8fusl2Jeq/YodaayspK4uLi0FoTExPjd5cSHx/fLSMCsvvJz8+nsbGR/v37E+svg28nZ/c1JoHSZFNSZPJ3/MjGjO55EN1Npt3JsuUeEh9+SU6Wxkad4PxSfvaFZ6ppbS18840EeQOx93T4/XdPd9mwYeKXr6iQVfF113Q+xh2ArqmFiHCfNOLy8nIKCsQFlZmZ6fcHo44/Hn344bBxI8VvvIUuLqImNZVNkyfB5s2YTCYaGxuxRUeResftpHXsRpz37aabpfrewchRqEsvRm/aDG+8IQbmoAM9m3c1NnoaXJDkgxUrpKGYY2wJCejf/6D144/ZNGY09sGDPF7irbLsc1+qq8FskqB3fr5rYVNVBS+8iN5rmquDpHdzMG9iYjt//OijJEPxz7/kXMOHOSVjtgcVGoq+5WZ4+WW5Z2n9up3ht6viTz24pKSE4o7FR3R0NJMmTfL7vO5gt9uZN28eVR3qFFu3bmXw4MGd7nx2RnZfY3LuOTIZ5Lulh2b2h0cfkePzF0C/NDjl5J5nc+yzD/zwo2ffiIYGXz++ySRGralJCvkuuqD7LU5NfsZUX4++8iqorZFJ7tprPJs6rVjhJ1BcgXrz9e5dczvRhYXS92JLPkRHSTHhmWcC8uNbvnw5bR1ut6qqKsaPH+83916FhsKwYaw/9GCfVeHmNWuwdxipuI8+oWlrIeGRUeiDDoBJk6TVsTu5ueiVuSKm6XB9/fkX+sorUcd2SNVERYmhdZeaSUqCqdM83199PeuXLGbLoQfTGh0txsAt1dM7qK/LyiSrLioKvXETXHOtb+agg02b4Pob0XffJeKg3rsXcMXVevXqMptLKQXXXI2+8gqw2bol2dJd1JjR8LR/RYDdkSFDhjizsRy4B8vr6upYs2YNo9w6lPaEwsJCpyEB6c9TUFBgGJOdBdWvL/q1VyQ7qKICpk2DKZNlMu/Tp9M+5F2ee+/p6F69PA2Vz5OUxESam8WVlpQE48d3el7d2CgZV5GRsrJctNg1wcXGSg92Rw1C7ipZUT9wv+sE/lRqA0iL66qqjvoNBSefjNoR2+r7HxRBSZBxv/EWeuo01IAsCgoKnIYERCZ+8+bNnRZyhYSE+BgTe3AwkWVlJK/PY8Ds2Zgdq/sVKySW0ezlGmppkeQK9xhKYyPcfz/6yy/hkotQ48ejr54hCQxbt0qW34knorwy2lqXLWPLkMFiSMAllKkUkdU1DFqfh544UXaRN93iyqqbOkW+B4EMiYM//hCxywcf8GmOBsD0aTByFBxxOCrBc2x602Yabr8DXV4OQwbDJZeggoJEd8yrTkU3NIhoY2GhZDJedimqQ3/NwJfIyEj22msviouLqaysdO6u3elqV9oZ/l5r6yrbcydktzUmgPhxO+nQt61om83/j90ds1mywxzMny/ZZdf6upn0Z59LoHvjRnHDmEwicX7LTfD1N6A1wSkptL39jucLV69B22wuocLsE0W4b/lySTjokwpn+sY89IYNcO1M1+T25dfop59Ebe9KaKvXZFlXR/OnnxF+7dV+0x67SoUcOnQof/7yC3avyTCkvoHEjRtdhgTk/a5Z41vgN3iQ/8Cw3S736bY70C+/iBo5Ej3rVfnMYmL8VvrXpqTQ6qVqbLJaGfH1N6TmrsKstQhR5m2QQtSOe8AXX3q4y1wv9tMXZdVqSSEeMULO4/7cuHjUmWf4nEY3NcH119O2abMcWLBQstvuuN31+M8/y4Jm4kQxdHPmuE5QWIie9Vr3d827KFprioqKKC8vJywsjKysLL/tC7Zu3UpZWRmhoaEMGDAAi8WC2Wymb9++WCwWv8Zkewof09LSKCgo8Egl7qweZWdltzYmfxuB+o64ExzsW0vitTLVs2fDq7OkCM69kM1uFzfHkiWo++4FwDJvHkV/zaFo+FDCauvoP3ceQSEhYDKhN28Wgb6hQ+C5Z6SyvqxMAs/+dLpem+U5ltJSuPpa+DhAi+HuEhcvgfMObGYzeRHhjLDb6d27N5WVlc5cfYvFQr9+/QKdCZAfVFp+AZvT05xS9aE1NSibjXZLAP+0zSYB+cREkQe5+iqZWH//3X/vkbIy2b3OuFJcQ51IzcSnpxO2MpfmINekG1FdQ58VKzE5DGPuKmlp7D2m1lbPynfvVHAH5eVwyaWiX/bnX64sLrsdPv8C3a8fyjsp4vMvRFrHnWXLJbEgN9flegwOhhHDYaNX8H59nhi/iRMDvvfdgdWrV7N582Zn0kRlZSWTvXTa1qxZw8aNGz2eM2XKFGflenJyMomJiR4aXxEREQwbNmybxxUeHs7w4cPZvHkzVquVqKiobXaZ/ZsYxiQAuq5OChQLCyXV9LJLnQWCKjhYUjfdC9BiYuRfVSX07tA5+n2250nd+j/oJUtc7WkDUeb6wub168fyk7OxdQT5ygYPYpLVhvma62DxIpFaGTQQHnwAddCBnb8578p2gOJicftUVom6rld6tNaaTZs2UV1dTXh4OAPS0gj6/AtxHx19NGpAFs0nn4S9sJCI6mqswcGUDRxIft8+9KmudhoOR9CyX79+nebQ19bWsmLFCtrj40hfspSG+DiC7Jp0q5XSgw+iLjWV5MpKTN59WwDGjkG5y6UnJKBvvkmC8/52lOHh6F9/hZwP5TOdMA722VeaewWZ4ZRTUANlhTpg7Bg2rl9PS0sL4Y1NDPr5F5chAXGR+aMgX7L9goPF7elPgw3EaCxaDI885isTY7fDSy+j99oL1T9DdjAPPiy7Dm/MZjFYL7/ikpVpa4PFSyR92h1LEITvWEmRnQ273U5paamHNldVVRUlJSX07t0bu91Obm4uBQUFHs+pqamhqKiIvg7pHKWYOHEihYWFVFdXk5ycTO8d0NclNTWV1C5KEnZ2DGMSiJtult4bDoqK0G++7nIp3XkHRD8qq7y4WOkk+PtscWuceDyMGiWVwo6g+IgRcOklrvM5pOADYbHAnq6V4qZNm5yGBKCmTx8Ka+tI/+MP12tyV8Gll6P79JGU4IsuQiX5WWmPGAF/zfE8ZrNJS12bDd55F33+eagTXFIty5cv99jeV82bx+RnnhOpkm+/Q192GUGHHsyfba3ELF9BQ1Iidb17ExwcTHhHkkC/fv0C7kba2trIzc2lsbGR0NBQmpubqa2thdhY6sePI7a6hpF7TycyPZ1kgFGjiDrkYOpmXi/ikI4Vf2ys33a2avpe6BNOgPffl8I/oCY1FXvfviT0ToFbbnMZmoICyaZzTCoLFqIffRg1aBDp6en07dtXBPzq6jB99nnHBZQY8wsvkDYDpSXipjKbJZvKrh1vtHv1GI4mVG47PUBiQB99JO7SDz6ETz/1VQYOCoKpk6VI0t93LCFeYjiO9zd6tGR77cZorf0KOjrieKtWrWKLe7qzn+c4MJlMpKWldSp1/1/EMCZ+0FVVUkzozsaNUh09bSp6/Xp47XVRud1/P5i+F1x2hSvIu3QpXHcN6pmnxAWlNcq7W1tn/unERDj0EI+6F38/BOWeAuvAIT8CsH49+tVXfFuqnnsOfPyJbzdGh1uuqgo++gh97DEosxmbzeYj3V0TG0tF//4kbdokKcyffkLw0UfSKzOTLWYz7e3tmEwmevXq1S1571Vff0Ovjz8muLGJhsQEco88wu2NKmri4yhua8NdeSkoMxP10ovoDz4UyRhLEBxzNMqPXEZraysFRxyGGpCJ+etvqE7tzdZRowgJCWHM3Lkkeu9Y3GMZpaXSeqBDiNJsNhMZGQmRkRJn+f4HSWQ48ECJtSQloV+fJbuA996TmhHPwXR5P4iPgwsugMsu932+I+192TJfQ2KxyOd7ztnyd1qaS8UApLnWFZdDcQnkrpSMxjNO32WUabcVs9lMbGysR/FhRESEs/FbdYCFXXh4eJfuWAPBMCb+CAnxXT1aLFBQgH7mGfjmO1e3wHnzRS3WPVuorg6+/AoOOSRwUPuU/0l6skM+xN2HHhwMkyZ5/MATEhKocyuEDG1poY973wp/rF0nuyUvOX1lMqEfe8SVvWQy+cqY1NTKKjosDK21T7Bcm0y0B7sFqavkxzhs2DB69epFaWkpiYmJfl1Z2m6XnVFhIRxyCK0KMl96maiOMSTk57NxymSa3DKWzGYzCV4ZTM73c+IJcOIJAW9DUVERq1atosVRBOjWiKrVaiW/Tx+6FOUPkF2jgoOdRl8vWoz+8UcJth9zNGriHpIu7W1M/Ik5hoeLAWtpEVHHC85HjRmNnnGFqFo7xp6Z6UoLTkr2PY/VCr/+BmedKQuW62fKTikvT+RY9tvXrcbmpK7e9W7FmDFjyM3NpaGhgeDgYAYOHOgMwPvT24qIiGDMmDFG3/duYhgTP6iICEnn/Oxz1yQSEQHPPOu7SrRaZZXnjT+5ePdrDByIfvghWbnm5XnuhIqK4PXXRR22g0mTJtHe3k5tba347j/9zDObKRD+6lVAOiy+/KJojDU1wRlneRqU9DRnwymLxUJMTIxrMgaiKytJXp/nen5pKfrNt1Cnn0ZCQkLAiV/bbHDV1RIXsFrhnXcJ2n8/gr2MWdbvf7D+5GxaWluxWCz07t2729XE3mzatMlj7D5j6t1bdjWBPrPoaHDfKfk7x2uviTJCU5MsDH79Df3UE13K1jg55mg48ECJ2Uyb6qwLUSecgE7PkILV6Gg460xXtfn554oo5Jo1nudav94ZUFfR0fDEY5LRZbF0qx/N7ojVaqWsrMzZ4tmbtLQ06uvrsXYUi0ZFRTFlyhTDkPQAw5gE4vqZ0v528RKpWv72u8Duibg4Wd27y3139CfvDDV0CNx5B/q++33darW1Hn8GBQV5ZHhoh6++M4YMlvqazsYQFia7j0svhXffEZdV334iqe7GuHHjWLVqFQ0NDYSEhDBo0yZM3qm5X30tbXQ7c5l88aWn1E1xMea5c7GbzSg3l01y0VZSp0yhqqGByMjI7Uq99PZ5u2OxWOg3Zox0u3zmWcme8s6ysgRB7uqA2U7abpfdqqNeQGsR3PzrL4mjxERL2+DOmDwJNWK4ZFs5zltcLLVMo0ej9vBsLavtdmmMZrH4phibTPD+B+iCQhEtDQryLG79j1FaWkpubi5NTU2YzWaSk5MZN26cx/c0NTWV8vJyKioqMJvNDB061DAkPcQwJgFQSslq9MgjpMdGIEMSHCztewcNko6JbVaYMln6tneX/fcTY+VevOQdY3FDNzXJhOxNTIzUmqxZI3GXiy70jZcEQB12CPrQg50Nobwxm82MHDnSNYbcVT7PoalRJrXO4kEbNvjWVtjtmEaNdBY8arOZ4L33xhwRQa9OjEhbWxsrVqygubmZyMhIBg8eHNBd4d7e1Ww2ExMTg8VioW/fviJhftihEit74knfC1VWwdtvo/fbB5XupxFae7tvz3urFYqKUdOmoQ88UD7fhgZJ1mhplQC4g4R4GDPG4+X6/gfhp5/EuKeno6+5ytk3RH/1Nbzwol9BTOe1f/9diiDnzutcEHIXprW1FaVUlzImeXl5zsLA9vZ2SkpKKCsr85Cuz83NZetWV7LDihUrmDp1qoeqQXt7O21tbd1SiP4v0uVMk52d/QAwBdgMnJOTk2N1e+xk4ALABNyYk5Mzx+9JdiH0J5/CL7/KbuTII1D77QeHHCwBWPcgdEKCSJNPmiSKukqJNtY2oCZOlP4S330vk1KHanBAPv/Cv5Bk3z6oC87fpjGAV0OorjjyCKksd0+PHjCg68K3gw6UKn936ZmMDAluz3pdJuBxY1HHHtPpabTW/PLLL5R1uMfKyspoaGhgop/dw6hRo1i2bBn19fVYLBbS0tLo789Y9+rl2wXRQW0t/PordMjDuKMsFvSAAdKi2EGfPvK9AdT1M9FHHy0B8733hk8/gY8/lZ1scjKccZqH3IletlzcWo7FxZYt8OLLMHky+s+/4OFHfKV7QHYkQUGumIzdDvPno/PyUAMG+L2PuyI2m43FixdTU1ODUoqEhATGjBkTsIthq9dCUGvtVALOysoiMjLSQ84EpDvi5s2bGTJkCADr1693qjhERkYycuRIYgKoS/xX6XTmyM7OHg30ycnJ2Ss7O/tm4ATg3Y7HUoGjgf1zcnJ27a4uHehPPoXHn3D9iFesREdGymR/6cVS3FZTC+lpcPPN0pp2B6HOORt99lkBdwYe+HvcpOAo35TYvwsVG4u+fqaoJdfUiO5ZNzr2qVGj5H1+9bXsZLKy4KYbxQ3TWa8WL2pra30yzKqrq2lpafHRyAoNDWXPPfd0JhEEXFXuty98OFriED4DV5IifPzxKH8ionfeAfc9IJl0cbFw5hkeSrpqyGAYMljcU7Z2SE6SneSxx7g6RFqtkF8gOwpviY21a9FHHSOBeH+GBMR4eCcKtLRIVf8uYExaWlrIy8ujra2N5ORkZ22HN6tXr3YuIkASLCIjIxk0aJDf50dERPhIljQ2NtLY2EhFRQWTJ0/2a4gcwfm6ujo2btzojKfU1NSwatUqJv9LHSZ3Vrpahk4Bvu/4/2+Bs+kwJsAhQCvwQ3Z2djFwcU5OToBv+Y5Df/4FfP65aDANHwbXXbvjgoq//Or5I66tlXqDiRNRRxwBRxyBbm/vcvWt7XZpblReAYcc7H/y8UO3dwZHHC5Nv/LcAuD774867phuXWd70XPmwPsfyEQ1YTyce47ItHcTdcbp6NNOFcP5D/qlu2xeZTajn3xc6jfmz5fKcIfB0loy9+68y7Ndr+O10dFw3z1dD+KFFzvaFXS4+l5+RXY1zU0it5Nf4L8y3moN7NZyx2z2dCNmZnapCbczYLPZmDdvnlOLraSkhKamJgYMGEB9fT2hoaHO5lKNfgo+6/zt1DsYMWIEy5Yto6GhAZvN5lGU2NzczOLFi7Hb7dLCoOPeR0VFOYUWS0pKnIbEQWNjo7NdhIHQ1cwVBzi+wbWAezpNLyAROBC4GLgMcKoOZmdnnwicCPDaa691KujnD4vF4vMa6/LlNDz1tLR3BVi3juCwcCLvuqNH5w5EfVgo3sLfwaGhmF59DVtuLqaEBMKumoG5k0pV3dpK/bnnYVu4CGw2TO+9T8QD92GZMCHgazxf34aurUElJXl8Ub3vR/usV2l+4il0dTVBe4wn9Jxz/pEvtm19HvX/d48ICgIsW0ao2Uz4NVdjr6uj+fkX0GXlWA7Yj5DtENP0prW1ldWrV2O32xk6dCgZGRmsX7+e0lKXa6lXr14e1cjl5eWUlpaSlpbWM62jyy8DoOmZZ2l57HGPh0x5G8S90dJCS84HYLUSevLJqKjuLRhqV6yg3X2yr68n+IcfaV+9mnZvmZNtwDx6NKaEeOyFhaikZMKvu5agTpQGbAUFtK9YiWXyJEw9/I3uSHJzcz1EPe12O0VFRZSVlVFbW0toaCj9+/dn/PjxREdH++xK4+Pj/c4xjrhY3759aW1t5ZdffvHpq17jprcWEhJCeno6o0aNctZHZWRksHHjRg/xxcjISJ/sQqvVitlsDuhu2xnwN6/uKLoyJjWA41cYA1R5PfZLTk6Ozs7O/gm4xf2FOTk5HwAfAFitVu39AXZFXFycTyGRfvtdzx4fQNvixQELjnqKPvQQCWy7uRHaZs/2qFRvW5kLs1519Z3wPsebb0rQswP7li3UP/Ek6sknur7+O+9KEL+mVnzuN16PGjwY8L0f2maDYUOhdwrWceNo8bovfxf61Vc9u/7ZbLTM/oOWU0+BCy6EVasBaPv2GxpXrESdd+52X7OxsZH58+c7V6SbNm1i/Pjx7LPPPsydO9cjAO+4R8uXL2fr1q20t7ezcuVKsrKyGNBDV49OTvaJodhDQqhetw5mXOUUYmx+7314+MFuCWVqs+9Prs3aJvU+PSEsTBI3eqdIHUtNLUEDsrDNnIndzf1aDwGVFvSTT8GXX0rDtpRecM65Lln+fxhvdWgQNV3HLqK5uZl169YRHx9PZmYmlZWV1NXVoZQiNjaWtLQ0v/OA9+8mPj6eioqKgCKjVquVhIQEWlpanOnkZrOZ4OBgpzGxWCxkZGQ4z9va2sqSJUtoaGhwtugd3PG73dnwN6/2lEBFyF2Z0L+AAzr+/2DAveT6T2BMx/+PATZu8+i6S4KfOoOIHZfyqPbZx1fG3fvG5+XBjz8FPkm+r6Io1TVdXlsXFcHrb0jL35oaEeh76BH/z120GM44U1wuV8yAq67231v878BfX4wgsxRpdhgSQDKWfvKjGbUNrF+/3sO10dTURF5eHsHBwYwcOZKJEycybNgwZyZXQ0MDRUVFTtUAR38IfyoCnbLvPp5ZVhERokzw0iueir5btsix7nDiCb6910vLoJefAkSQ1F9/C5dp01C334a64ALUm2/Apx8TPeu1bsfxdFGRy5CAJA+8+67Ebf4FMjIynLI7gbDZbE4132nTprHnnnsyadIkJk+e7Ff9153a2loWLlxIZWUl8fHxJCQkkJiY6PM6u93uXIQ4cKQVuz/HnRUrVlBRUUFLSwuNjY1s3LjRZ/fTFS0tLcyfP5+ffvqJ2bNnk99Ze4udlE6NSU5OzlKgNDs7ezYwHPgoOzv7hY7HlgMF2dnZvwLnAH9/t5z/nQwd2RUAxMfDCYErn7eJriblruIae0/3nXA7SfN18utvvqq2RUVof8V2r7ziMlptbTBnrmR4/ROcdqokIDiIjIRDD3XWxWhAO9xt1sD1HT3BX28HWye1I/X19T6vaWtr8/F7B6KsrIx58+bx19y5rL70YuzXXA3HHw+PPiIS8LU1vi/y47PXNht6/XoRDXUwcoTsKtxZlStV+f5WfP36wL13w17TJN27b1847li4/VaPp/VYPj53le8ip7Kyc724v5GQkBDGjh1Lr169SEhIICsry8c1GRQU5EznVUqRmJhIfHx8l+7dtrY2Fi1aRElJCRUVFVRWVhIVFcWkSZP8Ftfm5+fz66+/Or8v3vEYR3qxA+8YjuNxu91OYWGhM6kg0NgKCwtZtGgRZWVlTk26NWvW+I0N7cx0Ge3Nycm5zuvQhW6P3bTDR9QJKjIS/cJzklVVVSUpud2ZqLtAr8yVlq6NTb7tUr0LwsLCYNrUwGOcNk2Cyz/+JAHqwYNg5rX+r7t5M7yXI9fYcw+R1HBPAEiI95B10StzpX5ga5Hniex2qXr+B1Dx8ehnnhbp/MoKkQ2ZNg1dU0Pe5s1sTU+jPTiY6JJSRre0sG2NTD1JTk6mbOtW7B0TprLZiJ8zj9X9+7Npk8QZ+vTp4xTeS0xMJDw83GM1GRERgcViYfny5VRXV2M2m+nTp49PinBjYyPLli1zppNWV1djHzGcESe7SY9MGO9qhwvy+bnV4ADo+QvgscdEsTc+Hj1sqDxgtfnKqbS2wegxIrg4d67nYxn9YcoUUTSurXUlBKzMhfHjenIbPdljD3Ftuaczp6Z2KsH/dxMXF8cebi20q6qqWLFihbNQNjU11Scdt7m52fkd6N+/v18XzObNm32yuSo7eg2NHTuW1atXk5+f7+H6am5uZuXKlYwdO9Zv8aJ7xqC/Jm4RERHMmTPH6VLKz89n9OjRHsaroKCAtWvX+lVncBiZndVd5o9drmhRhYfD2WftsPPpikrPlq4mk+T+22wQHia7kM1uaqKNjVJzcu45gcd44QXo886VbKVAsZWly+S6jhTHP/6ASXvCwkWyyk1N9RDga3zoYXjrbbm+9yo0LAz23Zd/At3cDHfcKUq9Nhts3IRubaNqzGg27DkRW8cPsjkujhUpKeyIPKK+UdG0LFhIab9+aKVI3LiBoMYmlixaRHvH9WpqaggKCiI1NRWLxcLQoUPJy8ujtbWVsLAwRowY4Zw0HDQ0NBAVFUWi2wS6efNmn7oE7xoEsrOhuFQaTNntki110onop56GslIYO04yDh2usNJSl5YbSEW9O4MGyY5lr2mSluwwNmFhUpfy0ceSXeagsBBee227jImKjUGfcy68+67sSFJ7S08Xr+Cx1rp76eoBaGtrY9OmTWit6d+/vzMjqzvEx8ez11570dDQQGhoqE9xYm1tLYsWLXIaipKSEsaPH+9jcPwFxJVSzjiM1Wr1G0NxBOazsrJoaGiguaPQNCYmhqysLOfzBgwYQFNTE01NTZhMJhISErBarR6xCYdr1mFMtNZs3LgxoMyPUmqXa5C1yxmTHc77OZ4ijXY7xMbAM0+Lu+qKGZ7GBFyqvJ2gzGYwm9G5ufDqa9JDZNBguOIyMTDvvuuphVVcDGNGwwvPy2Pt7aA7fsyNjbR98aWrB0Z7uxi56GgItkCQBZ59Fv1Nf+kL34X0iC4pAVs7qu82tGq96RYxeA4KCuC55ym+6QanIXHQsB3b9IqKCrZs2YLWmr7R0QycM5eB333vfHz+KSc7DQmIa6GoqIjeK1bCl1+R0t5Oyl5T0Sed5JxMVqxY4XENm83G1q1bPYyJv1WoyWRCa01tbS0mk4moqCjUjCtgxhUA0oTqgoukcyPAjz937gq12iTBIj4ekhLhyitEfPPEE+Qz/uNPqRuaMkXkWHI+8D3HDki4UMcejT7ycHFtJST4GpKvvpaFU00Nul9fuOkmVD//tR/+aGhoYMGCBU53TVFRkd/JvjNMJlPASXXDhg0eO46mpiY2bNjAuHGeRjYjI4OtW7c6dw8mk4mkpCTmzZvn0dfdG4eGV2JiItOmTWPLli2EhITQt29fD6WFxMREpk+fTlFREeHh4SQkJLDc8V1ww93NarVaA7q+lFIkJSWRkrLj6tj+CQxj4t2ACMBkdvZE16m9RWfJgVJQV4c+40xZ0YWEiiDjBeejvFIFdV2d9MlwdDVcshQa6qWdaqufL1JrKzz3nGTnaC3S5kuXwkknudKhHbS3S5HgU09J/KQQ8YPXN8DDrjoIXV4O994nk35srBTMFRSAvR09fDjcf1+362B0YyOsXOn7QGEhMX5iBl3JXICsXCsrK4mNjXW6KCorK1myZIlzh1BZWcnIvafT+4svna8z+XFnmKqq4cGHXPGLFStQJjOclA34NxTeY+zfvz/FxcXOiScoKIiUlBT++usv6a+CrJgnTJjgCt7+PlsSJhzYbF134hw/FnWrV9xDKdl1n30W+qWXZUfywouithAc7Oke8yfrsg2ooCDpm+KFrqyEZ5+Fso5Acmkp3HMPPP9ct8+dl5fnkzjhb7LvLlprysrKnJOtv1iavySLoKAgJk6cyPr167FarSQlJdHW1tapITGbzR7S8yEhIQGLIh3XcO9vkpKS4pEEAlK74sBisRAWFuaxCw4ODqZPnz7Ex8eTkpKyy9WwGMbkpGyZtDv8roSESBaPg6tmSLbNmjWSWdOnj4g/um9PCwpg5Ur0Iw/Dp5/J7ubkk+DzL31a9bJ8hew2pk6BhQtdml/h4ZJcMOt1V9Ga1SqG5aILMWdm0u4+kffvL/5z7+yxtWvQra0ohzvhuutdE92WfM/nzpsPTz8LN3Qi3eKO2ew/mys2ltTx4ylcuZKqqiq01s4e252xefNm8vLyaGlpISQkhLS0NAYPHsyWLVs8fmRWq5XCA/and7u9o2lUIhn77ktdYaHT9RAaGkrm/AWegfCWFtp++plVgwY6Uzbr6uqc546OjvZJF7ZYLEyePNkZNE1NTaW4uNjDZVFRUcG6detcrVobGnwlWCIjZYe7abNvi96EBDgxO+B90QUF4tJ0rLrLyuS+p6bKLiIpCS67tNN7u938+JPLkDjI24BuafGQfukMv4kT25h12NLSwoIFC6itrUUpRUxMDL169fKohAcCutHCwsI8hFLz3At+3Z5jtVqx2Wy0t7ezePFiRowYsU0dEHv16kVWVhZFRUXY7XZiY2MZMWKE83GlFMOHD3c2hAsJCaF///6k76BFwr/Bf96YqKgoqXp+bZbUT7S0wObN6D/+RE2bioqJgeeekVTK4BB47HH/q/O160TG3eFf//4H0WbynkiCLVJpe8LxIvY3ezYoE+y/v2TuuAsAgvzd1kbEPXdTd9ddInefnAQXXQSNDb5aUsEhzpiK/uVXWOVHkNGdrYWdP+5+r0JD0dOmyorZ8Z4sFjjzdMwd2THFxcU0NzfTr1+/Tncm7e3tHtLwra2t5Ofnk56e7r8GICgIdeftzj+TgP0GDWL58uUopcjMzCTiz798XlbT2OAU8KuoqGD8+PGUlJQQHBxMRkaG35TS4OBghg4aJPpYixax0U8Q1COge+ABUtXuWJAAjBsHd90Bp53hedxkkljYkE4Cq3/+5Sun0tIiu9rmZlESvvY69PPPoborcd9Thgz2TT5pbJRxdNOYJCYmUlZW5kyldehogdy/0tJS4uPju+X2Wrt2rXNnqLV2xsi86awS3p309HQKCgo8dk4Wi8W5OAHZNefn529zO91BgwYxaNCggJXycXFxTJ06lba2NiwWy05d7Ngd/vPGBEClpKAvvgjOv9AVD/l9NvrCC6T9bmpvZ0903dmP1z1QW1go5xo6xFV/ERIC+0hjIqUU+uSTpG4hMVH+tlohK9OzhmHgAFRiIkFxcSg3F4P+5BP48GP5wTuMSUiIpCY/9RR66XIZQ4DiLCcpPexfPfM6GDhQ0pGDgiQG1FF1rpTq9g/PvSjMQWtrK3V1daSlpVFZWen0KQcFBTk74rkTHx/P6NGjnX/r00+TeE5H2mZbZCRbxrm6LjY1NVFUVOSxQvSHbmmBSy+XRYPdTsTxx1HhJg0PsgJ2TBIqNBR9/73w/IsSy8jKhCuvkPvjvTiw230NhTfDh/suQgDq3DKG1q2HN9+GSy7q/FzbyuDBkijg7o612WTH4tbOuTPS09NpbW2lrKwMrTXJyclkZmayYcMGNmzYQFtbG0FBQfTt27fLz8RfoNo7Qws6bzfgjsViYcKECU7XV1xcHE1NTT7GaFt3Uu505q5SSvUoKWFnxjAmDt5+xzOw3tgo/S3a2iAxEX3E4ahLLoZzzoIli6X3uzthYf53FU8/JS1+K8phymRUh8SIfvsdVx/4fv3QN8xEDRmCvusuePYZqKgSl5qftGKdny8Tl7vxSk6Gq2dIEPjd99FaU5GRQXNmJr1Xr8bicBtZLDLJaQ3DhsEVl3X7FrW3t1NdXU3EoYcQdtyx3X6dN3a73dkb3j2lMiwsjLi4OCwWC6NHj6agoACtNampqX6NiTcqM1MaUr39DlhtrMnKpCwu1uc9+KOlpYXm5mZiYmJQ777nCqYDQz7/gqZeydSkpmKz2VBKsXXrVurq6hgzZgwRERGozEx48H6f8+o+fTyVlWNjZSfTGSOGS3C+I31V3pwf41LtlWXWCfq77+GLL+T7PHGi6Kl15pOvrQVzEOA2OYeEQJpvC1utNSxcRMuvv9I0YTyx06djNptRSjF48GCP9Nb29nby8/Odk77NZqOoqIj+/ft32rMmOjrapxAwMTGR4uJij8B2T/reREVFecRvqqqqKC0t9Tifeyqv1prGxkaUUpSXl1NcXIzW2unSCoTW2pkR2J26mF0Vw5g48DYE4IpnlJfDRx+jDzsMlZGOfvkl6ZD4V8fqPDEB0jOkVsXxRQwKgvHjxQ3hNWHrrVul2t3hh8/NlRa6L7+IGjhA6hM646uvfQscLUGo/fdHv/kWdmDh/06msn8GdouFDdOmMvKrr0jctFlcb2ecIbuZzP7d/mKXlJSwevVqGhsbnYHC4cOHd/1CL9asWUNxcTHt7e2EhoYSGRnpVPrNyspyBsl79erl0W+iu6iMDLhZyp/C1q1DrV/vdJsFBwf79Unn5uZSVFREa2srkZGRDK+t9WjjG2S1MvGX3yi67x6WLVuG3W7HbrdTXV3NypUr2XPPPQMP6IaZcPc9EtuKiZFmVenpEuB+9TWJ8ey7L8qttbJSCn3v3fDgw1C0FRKT5DvW0e8FkJjMfvt1657oxUvgoYddDddW5opxCpDeru12uOFG3x3UhPFSn+LN/Q/Q/uVXhLa1Yf7kU7ZOnkTULTf71YBqbW31Sb12BMM7MwSDBw+mqanJGbuKj49nxIgRREZGkp+fj9VqJTIy0iMu0lPi4+MZPnw4+fn52O12EhISnBL0bW1tLFy40Jku7F4F73C5paenU1FRQVlZGUlJSSQmJmK1Wpk/f77TRRcbG8vEiRN3y8ZbhjFxcOIJ8PMvnrpT7tTVwbx5kJEuBuL88+VfB1prULgysSZNkmpxf/z6m2+lcUe1e7eCm4MHi7Fy34I7WpGGhrF19GjKB2SJCwxoSognb69pYkza21EZPQvyaa09JE3a2tooKCigX79+PcqFLy4uZuPGjc4fYktLC3369GHPPfckJCRkh/uMBw4ciFKKiooKTCaT35at1dXVFBQUON0ZDQ0NrB0ymETvAtIBWVLA6CWl0exvEeKGysiAl1+SbLyICOl90tAAl14GGzoUiH76GX3h+Si3Xilq3Dj0O2/JriYhQYoZy8qkyNDhKrvr/9AHH4SacWXnN+KLLzw7d1qtokEXqFYqN1digO6EhcHM63wWH7qsjPaffsLcsdOwWK0kLF3GqsWL2WP//X1OHRYWRkREhHNyBZzptJ1hMpkYP348VquVmpoatm7dyooVK+jfvz8ZGRnY7fYuJVW6or6+noqKCkJDQ0lNTfVIzV29erVvvVEHdrud0tJS6urqKCgowG63s2XLFudu2l1Isrq6mjVr1ng0mvPGarU6F26hoaEMGzZsl3CFGcakA5Wejr71Fqk7aW6SlaS7MmlsrHRQDPR6peDCC+RfV4wb66faPcGj2r1T9tkbJk8SQUmrVbJ7sjsqtI89htoFC5yGxEFreISsRocO7d413LDb7T6rSZvNRkVFRY+MiXsw1kFjY2NA4bjtRSnFwIEDGThwYMDnVFRU+PjFW4KC0Oeeg/r2O9mxDh0CM68jvqrKWfvioLs/cuVuxN7/wGVIQD7Dl1/16ZWiTCZITUX/8APc/6BnpprWUFFB+wcfkp+SQspRRwZWgw31c3+DO1kZh3QkcbirQYSH+Q+8523E5NWSOLi5WXZeflBKMWLECHJzc2lubiYkJIQBAwZ02xBUV1d7KBSUl5czYcIEv33de0JTUxMLFixwxmHKysoYOnSocyfb1aKhqamJ8vJy53fDIakS5SfGGqhQ0cGiRYs8VJGbmpqYMmXKTu8e2+2Mibbb4dHHYMFCmTynToHLLu3WB6EmT5JJGtDz58Ojj0vmTEICHHUkqp+vv3hbUEOHog85WNqy1tbJqq+pCW6+BT3jSlRyANE/x+tNJklD/vNP6blx+GHO16iDDyI1KZHCggLa3QqrIurrpMvhiT3XMjOZTISGhnr8CCwWS4/dUP6E/P7t7X5ycjIbNmzwMChhYWGYzjgdzjhdJoenn4GzzyEFRe+jjqAsLg6bzUZkZCRDIyPRd94FDY2y2DjmaI/vmm5rE5fmpk3SW+TMM3xb/IJkSc163X/K75df+++sCbIjmP0Hc5OTOPjgg/2/yTNOl52NI009NhaOPhr96mvS/TEyUmIomZny+MCBIu0yz6V+zbhxvnVUWsMrL+P9y2pITPDf3rgDRxZTe3s7ZrMZu92OzWbrlkHxThtvaWlh06ZNjB07tpNXdY13AaQjluMwJp0teIKDg2lubvbJQmxra/O72PBnYBw0NTV57GRAKv1ra2u322D+3ex2xoTXXpPmRo4VcH6+tGPNPrFHp1ETJ6LfekOC8r167fAUTHXjDej/nQzXzhTV2fx8+Vdcgn715a6NX0uLFK5Nnuwh8qfb24lfvoKs+jq29u6NLTqaqOBgRp54IqobQWy/Y1WKYcOGsXLlSmdOfL9+/Zwd7Gw2m1SFdzHmzMxMysvLqa6uRmtNREREwEKwLVu2OH3h0dHRjB492q/h0VpTWFhIdXU18fHx9OnTp0cruJiYGNLT09m6dauzJetQ993be+9JFbjVigLGPvEU9ZddSstBB5JgNmO64CL53EDkVSorwV12/8abRU/NwZq1cN018M67vjpwpZ41E25vMuD4281mKtP70dTURG5urvN+aqtV4iQrVshO4/BDoaoGWlvg2GMkE+xnN1XnNWvlexcTIzGbhx8U/bWCAqnCP/0034uvXQur13gcsivF1iOPYkQXsQulFGazmVWrVlFaWordbic6Oppx48Z1alT8pY1773a3BX/ndT82bNgw50TvkDqJ7NhFBgcH+61bcbT3bW9vp6amBq01CQkJnRY/mkwmn++vUmqXSBve/YzJshWeufFWq+xSemhMoKM6OEAPDL1hA3zzrbRoDQmFffdBdeH39cFkgnKvCWTtWkn7HBz4C6dffwM+/VSC8P36oa+5GuVYmd3/IHz+OQPtdrKUwj58OEEvvbDN2koOHDpJDj+u2Wx2bsdtNhsxMTGMGzeuUxlxs9nM5MmTKS0tpbW1lT59+gSsFVizZo0zq6apqYna2losFouz0tjR0nXp0qXOOpKCggIqKioY4y4b3w2GDh1KZmYmdXV1JCQkeP5wFy72nPTb24lauIjo005FP/+8y5CAJGz8/rvTmOitRb4tgJcske/n1CkSO3NgscCevv3rAThgP9lBuK2cNWANDaV00EBKO4yfR6baE09KtqCDLfnwwP2oiXug77kXfvnF8xr5+fDhR844igoN7TrtOCjIxx2mYqIZfsxRqG64LgsLC9m8ebNz0m5paWHlypUen197ezttbW2EhoailCIlJYXKykrne7VYLN3K9OuKjIwM5/cSZAJPdvMQOIpZGxoaMJlMHt/zjRv9d98YOXIkFouFPfbYw5m91pUqRGhoKAkJCR6qxPHx8buETtfuZ0z8dbyLCfxB6K1bpQ5kjz1QsZ7FU7qtDUwmn4lYv/W2FDm6ux5eeRV90YWoo4/q/ljDwmTV2OTmjw0Jlr4ZgcZbVCSpr44A/tp18OTT6FdfloD8ggVOY2rSGtOqVdKOuKt01G6glHKuxjZv3kyxWxtZR1/sCV10lHRMCHa7nfz8fGpra4mPj6dv377OFVlBQYGPXHxzc7PTb11fX090dDTBwcEe6aIOuY3m0lJCH3lUdnyxsXDGGaipUwKOySET3tLSQnh4OIMHD3a58Px9nxxxjXY/K2L3FW5bq+/uw2qV2o27/w/u+j/JrLJYYPpecPhh/u/ZUUehlUlqPEqKITyCrZn9WZ+eRlOH6yk4ONizmj/Xq1i1oQG++w6d0ksMSYDC0J6gBgxAjx4lSgqOY2PHojrp7OhOZWWlz47AXeJk06ZNTuHNiIgIhg8fTlpaGna73TnZ9u3bd4doWEVHRzNmzBg2b95Me3s7ycnJPorSgPP73xXeHQ27Iy3kYNy4ceTl5VFXV9fp7n1nY/czJueeI64Ex4oxMxPO9d/tTz/5FHzxpRSa9eqFPlc6zenWVmk8tTIXgszoKVPhmqtk+2+zSe8Qbx92RQW8977Uo3Szt4RKSkJP2AN+/NH1454woXMBxj//9M0EKymRVavFAtprgtPad0LbAXj7daHrwKI7ixcvdk4IhYWFVFVVOQsQu6oVsFqtbNmyhaioKB+jY7PZsD7+JKG//Oo81lZQyOIrLqfeJAVicXFxDB8+HLPZjM1mY926dU5/uWNXlJSUJDuU886VidlRg5SWBud1ZEGddBL88IOrJUBQkGTxOcjIkG6Y7im9FotkDZ51Buqeu+X7ZDL5iix+/TX8NQfi4uCcs1FHHgFHHuF8vK/WtOTlUV5ejslkIi0tjeTkZJfsi797mJAgoqW1fuIv/frB8cdJzHHW66IKHR0F55+H8m4Y585DD0pjsMJCKdY85+zAz/XC3y7WEWNobW1lw4YNzu9UbW0tubm5TJs2jYyMDGd/9h1JUlISSd00hO707duXTZs2eQTp4+Pjt9k15RATra2tpbGxkcrKSo9d0s7KbmdMVGYmetar8OGHoqZ73LF+VXT11q1iFBwpiqWl8Pjj6HXrxF3xw4+uJ3/0EfRPlwZJbW2iAOyPqiqJZfSgcIq77pAitbVrISsLTvlf588fPx6iojzHkJAAYWESmB89BopcOwYGDIADfFM0/aGrqyX9NCurS7dYXFwchV66Y6HdlNmora31yFZx7Cja2toIDg4mLS2NoqIiZyqmUspnBRsaGkpcXBzR0dEeaaZRkZFEeqkDB5eXE/nXn1ROnEhbW5uzUHLUqFHU1NT4VFI3NjaydOlS6uvrMZlMpNx5OwPmzQe7hhOPR3W4HFRiAvqB+yXA3tgon417bKGlRarZS0ol5dxmk0XIiy/CihXo5ib5HAcORF8/0+ka0i+8KPIsjkDz4iWixrB2HRx8ICotzSdTTVdW0vT4E+jQUDj6KGkkt3GjK9V98GAZW1CQGI4CN0232Fh4+knpF/TQw+LucriK16xBv/aqtH7wgwoL61HhqztZWVlUVlY69dwcrZcBSktLfRYndXV1/Pzzz86apJ1FVdfR8dNR1R8VFdVp6m9XFBUVsWLFCudCqaqqinHjxnmoW++M7HbGBERvi7O7WCGtXuOZew+yuv/wQ98UXZtNxB2PPx4VHo7OSPdMG3YQEuLfcAXQ5oGOuExXBsT9+ZmZ6KOOlHhNR8yEc89xrWxvuwV6JcGadRAfBxddFLCniscYn3gSvv1Odj39+6OvuwbVibprWloapaWlznTIoKAgD5VVf9jtdpYtW0Z5eblPOm57ezs2m43g4GBMJhOTJk1i69atNDY2YrFYnD9UkKB5//5ScDl27FhWrVrlLHwcNnSoz8TXbjbTGB+PubWVjHnzCWlsomr6XjBqFFFRUT6ZaiaTiSK3tgR1dXUUZqSLm2/dOkaNGuV0W6jBg9HXXQttbSi37DZtt8OVMzx3Ja43K8F6R4xj3Xqw2tDnnSOV77/+6jIkAOvWwczr5fkffIA+92zUSa5mXXrRIrjzLlqKO/zsX30Nzz4NL78ohiE2Fk443nlf9NUz4JVXoaKjj8m11zjlgpi/wDPmuHGTiJf24DvaXcxmM5MmTaKiooK2tjZSUlKc0u7x8fFYLBaPnafW2unuXLp0KSkpKfTp08dnN9Hc3MzGjRtpb29nxIgR/0jwOjk5OeDuwW6309jYSHh4uId0fSC2bt3q8b7b2trYsmWLYUx2RvTKXMnQCYRXTQXg2aP7ttukrsPbrXPQgZ7XWbpUJFlKS9G9UkTHqmPFoltb4b77xYUSGgqHHYr638mu1y5eIi6UjP5w7NHYS0vRzc2SbTPjSvQp/5N001GjPIKdKigILu2ZoqxevVomDIe/Oi9Pxv3Ky52+rrW11bljsNlsrF271uUe8sO6deucwXJvoqKiPNIvTSaTh3GKiopi+fLlTiPkqDKOjIxk4kTPwLU+/FCY9QY0NGBXisr+GVT37cukWW8Q2+Fa67NqFTo2lpCDDyItLc2ZchoaGorJZPIwdg4ZDRCfvt1uZ+LEieKiuvNOWLAIrFb0kCHwQIek/19/iasoEN6yLr/8Ar/8LLtpf9lJjudXV8Mnn6JPOMHlTn3jLREAdbB6Nbzxpsj/XHG5z6nUtGkwbRrabvdxr/lFbftkrKur5btUVg79M+DiizwKcx1y8t5ERkbSt29fZ5adNzabjcLCQoqLi8nMzHTuaJqbm5k7d67z8yorK2PEiBH/2i6muLiYtWvX0tTURFhYmLPIsqfs7DUm8B80JrqlBe66S6TBO8NdC2nkCDjHVS2seqegjztGWqk6Jp0BWR4VxdpmgwcedIk2FpfA/Q+g33hdJoFHHpUVpIPCQvTAAagJEyRb67VZrmZYL7xAjckEFgt60p5w6y1SV7Kj/Kh//uUyJA5KyzqdbBobG31aldbV1VFbWxuweK7WeyeIiDgmJiYyfPjwTn8w3v7zVatWBdRDUmeeiR43Dr77gXxLEKv6Z5A1+w+nIQEIbmiAjz+Bgw9i0KBB9OvXj5qaGhISEli6dKlfEUEH9fX1YkTffQ+++8H1PZk/X1Slb71F3Fk9EQl0rESt3XhNba2nO9Wf27W4WKTs+/QJ+Bn6Pb7nnuICcxivzEw4pgdJJW5oux2uudZlVOfMkRYCDz8EyIq9qqrKKavjzfDhw8nIyKC2tpZ169b57T/iaIo2cOBATCaTTw+VlpYWNm/eTEJCwj9e02S32z3G3djYyPr160lNTcVsNpObm+vMUszMzHTubPr06UNVVZVzd+Jw/e7s/OeMCX/N6dqQgGuCSO0Nzz3r6g/iYMYM6JUiqZ4xMXDeuZ7pkOvX+4pBbtosu4kBAyRG4k5DA3z3PXr8eHFhuXcpdJ8svv5Gqti3IdU5INOmSoaY+4+1V3Knq9bg4GCCg4N9Chk7i5v4K+BKTU3tUk+pvb3dZyJxTBKBCifVyJEwciRp7e00r11L7C+/+T7JzWCEhYU5d0ZZWVnU19cHrHq2WDraCKxZ45sV5Ygj7befKzDtzQnHwbo8l5ikPxFHkGB/v37SS8e9ojwtzelO1bW18jz3OFFQkGT1/f479EtDX3sNasxousXVM6TFwdJlkgV5wfndSvP1y5KlPnUorFyJrq6mVimWLVtGfX09QUFB9OrVizFjxvgsKCIiIoiIiKC5uZm8vDyfhAuQXYrdbsdkMvkV8qysrOTXX3911rH8U0alubnZw7CB7OaLi4upqqry2KU3NDQwdepUwsLCSE1NdYqJKqVIS0vb6V1c8F80JsnJ4lZyd1GFhckEXVsLGzZ4Pr+qStr6eqUJKqXEjxzIl9wRFPcwCnFxItoHrvRSd3r16lqi3G6XLDMvY6K1FimYpUshMVGycLrZHlUNGYI+9hhXzCQjo8vmS8HBwaSkpFBQUEB7e7sEqlNSOq0UHjx4MHV1dU6Z75iYGL9pj1prtNZOd5nJZMJisXhUPpvN5sDyIW44Kqvb/ncS9lWrMLnrKwUQqkxISGDKlCls3rwZs9lMZWUllR2TucVicbnf/FV5d7hsVGioBOcvvsQz82/QQLjmGtm1fPiRrNSXL5e4iTf77YO69FKRU3nrHVeM7MYbZNV/z72yOGpthYR4iIyS2qWSEqjseJ9r18KTT6Jf6UYhLB27lY7q/84oKytzptEmJSWRlZXle/4gs2/HSWUCZWLNmtXOna2j2jw5OTlgzUhWVhZJSUnk5+dTXFzs8V2Ijo521iv17duXkpISHzdla2sr5eXlzJ8//x+TJgkNDZXvnpebrqSkxGfn29LSwpYtW5zCkr1796Z37x62h/iX+c8ZEzViOHriHtJn226H0BA4/jjUlVegKyrg1NM9FXlj42Ry7gG6vR3u/D9PQxIcDAcd6KplOeUUSdN0dIobMRxO+R/KbEYPGig94QPhT6jx4UekaZVjZbZihUwg3awdUFdcjj7jdBlPZma3Xjd8+HCSk5MpLy8nISGhS3mVsLAwpk2bRnFxsbPexDu+UlRUxIYNG2htbSU8PJwRI0YQHR1Neno669atw2q1YjKZnAFP9xRlbbWC2ezcUZWVlbF8+XLn7qng8kvZ88uvMNc3yP2+5qpOx+qohLfb7RQWFlJfX0+vXr0oLy9n4cKFtA0birr8UiI3bWbo9z9gtlhg2XL0OefBWWeipu8lKgoPPyqfZ0SELGRmXCXy/xecjwoKktjajKs9vy9mM3z9DXrzFrj9NtSBB3okcuhPPhU3qdtKPHjyZNoGDxYXqjvFJbJ42kEaaHV1dR76WFVVVdjtdt+FwahRYrCXLnUdGz0aFRvjk6mltaa6urrTAsTo6Ghn/CMvL89Zf+K+s01MTGTEiBFs2rTJr1u1urqahQsXMmHChL/doJjNZiIiInyMiaOPizfdzYbcWfnPGRMAHrhf0oLXroW9pklAElCJiegDDxSV1aYmiIyAQw7uuZTKL7/6Vj6n9BKD1d4uP664WHjlJfHbJyXCUUe5XGl33C7B+U2bRKSvukomBIsFxo6F006VAP6bb0lh3pAhskJ13+KvWSv1Kx39U7qDio11qQ935/kdVcI9yYE3mUwBJwyHWqrDvdTS0sKKFSuYOnUq/fv3Jykpia1btxIbG0tycrJzMqgvKkLfdjuhW4sIioqCQw9FnX2mR5wFoBrYfO01Pq16uzPmtLQ0bDYbf/31l2cDpfh4KuPjSV+ZS9TmzWIQSkrg0cfQ48ZK47BHHhKl4LPOdrVOnr9A6ptuuhE1Zgz680/h5luknqWsTD7LsnIo+w3aboEnHnfVOT38iHTy9HLptM3+Q3Ym3v3iExO73R2xOzgKCR1orSkvL/cxJkop9GOPwPMvyD3JynKqA4SHh3u4Lk0mU5c1Hm1tbZSUlBATE8Mk93oeL2JiYjptklVRUeGU3/m7SUtL82j5DPLe4+LiaGxsdO6gzGYzxcXFREREbFOty87Af9KYqKAgCNDcSV17NfqQg6ST4PS9UH5atnbJli2+wVdbO7q4GK6/UVI9LUEipvfwQz6y8yoyEu652/m3bm8nKm8D9VqjhgwWl9aVM2SMIBOLdzzCbocWP1lpfxM2m43ly5dTW1uL2Wymb9++ZDqEA7tJaWmpT5yisbHRWX/iXofgoLCwEPOtt5GysqPPfUUF+vXXYexov/5176SBnrBp0ya/bWEtTU0Ee7cu2LpV2hEc2mHMP/nUZUhAYiQ//YweOhSOPEJqV556En3f/bLAcGf+AnR1NSouTkQnP/rY/wBra2WRBK6Wux1FltuyCteFWyXLbOwYlFsnRH/ZeoEy+FRkJFx7jc/x4cOHO/uYBAUF0bt3704XJYWFhaxZs4aWlhaCgoJISUnxK5tjt9tZsmRJpyq/7e3tNDY2/iPGpG/fvlRVVVFWVkZ7ezvR0dEMHz6c0NBQoqOjWb58OU1NTbS3t1NZWUljYyPTpk1Da+1Mb05LS9vpRR7hP2pMukKNGAFdtBHtlKOOlAnB4cICyfZ65llJ2wRZVc6bD7NmST/3zsZjNmOZtCfKKaGy1rN+wW73TWfOzJRGWH8TVquVTZs2Ybfb6d+/P6tWrfKozVi3bh2xsbE9+sFGRUURFBTk4e926HEFYsuWLYwo85zIVWMjfP8D0Qcd6DP5V1dXO2M8jqLE7kpk+DNOALaQEGzhYYS4u6nCwyUV1oE/qfq6Orj/AUm8ePpJWeT4y9qx2US2/qILpNdId7DbpZnVY492r0eOF/rtd6QSvqYGwsPRBx6IukWajmVlZVFWVub0+wdqq9wZERERTJ06lebmZiwWS6dBccfE6thl2mw2iouLSUtL8/l+VVVVdasPvPt3qqamxvld7tOnzw5LI7bZbDQ3NzNy5EhsNhs2m82j6j+xo123Oy0tLeR1KBs4gvclJSWMGjVqpynSDMROb0z0qlWSggtwUjZq6BDf59TXQ2goaifpXqaSkqQw7N33ZbXYPwNuuRmuu973yfl+sn26oqnJVyLFUZsQFSUy+hdduE2TiDvaapWEhJTeHrpl3rn87kbEgaMOoLvGRGtNQ0MD/9/ee4c31p51/t9z1LtkS3Lv3Z7xeGY8vSQhJG8KSSiJl03YDYGF0BOywA9I6EsJ7C6BsJCQZAMJsKDAUhZSIeF9563Ti3vvliXZ6l065/fHmfOMjs6RLI899pTnc1258o6aHx1Jz/3c7XtrtVrk83nwPE8mI5ZrOstms8gYpbkAHgDT0YGBgQEy1VEkkUhgeXkZ6+vrCIfDYBgGVVVVGB4eVmwo4/1+IZyYSqH17W/HelGDIwDwKhWil18H0ze+IRgIrRa4dAFMb8F39Z3vEHp5ZooS7RwnVAR++SvCY97zbuDTfyqf/CnOH9mNusLK6sMZkkwG+Pu/FwwJIHzfvvlN8O/7j2Da2mAwGHDmzBnMzs4in8/LBklVCsMwZYVBRTiOk4WtxBHSxd8vrVYLlUpVcjyziM/nQ11dHcLhMK5evUpef2NjA3V1dTh+/Dj53iUSCWxubsLhcFTsIczPz2NxcZHovfX29ipeI6XvXCQSkVSBiU2L1JjsAf7GDeBjv/yg2/y118D/9m+RMkfe7wd++VeEkluTCfxbngPzQ//l8BZcAPPGNwJFk+b4pkZpLuUhh1Xh2DGgu/uBl1NIKgW86117nr3Cv/Iq8IlPCEUCTqegOfajggc1PT0t+bInEglFITuTyQTeuwnkcuX1xiBMsltcXCRy4uKGtZPXYLVaMXfxAgyhMEyhEPIqFfihIajf9U6oVSrodDpZ5cza2pokce/3+zE9PS2Vnsd9Uc2f+CkiPWL4ly/j/KlTGP2udyHNskRGv7q6GrVvfzvw7u8BvvY1YGhINkiN0evB/+EngM/+b+ArX5aKe3IcCYExWq3QkPrnX3gQKm1re1C9933vEwy8d1O8yNLEfSGJhNDoajAIoVGOq0w3LhKV63dFo0Iz6/2qRpPJRLTUHjUqlQpGo1FixLVarWK1k9VqhdPpxObmZtnXFPXfFhYWZIZqY2MDwWAQnZ2dZMqomDSvpJQ9nU5LPKlYLIbp6WnU1NTIPJGGhgbE43Fi/Gw2m2Iififj+DjwWBsTfOlvpbIlgQDg8QBizfxv/Q5w/Ybw31tbwF/+FfjTp8AcwJec//o3hDp+swX4ge/fcaAVAODDHxJCX5OTgEotzNN+7/fu/LwiGJUK/Md/W2iQu/KiND+TzQIeD3id9qGvA8/zQtJU7JPx+YC//Tvwb3srmJYWmRQKANI5Lv6AqiwWtP7xnwj9Cvk8+P5+4Hd/RzJJUEQce1o4lyKVSiEWi+1oTAYHB3GPYXC7qwt1t+/C2tcD57veBYZlEYlEZD9es9mseBos7gcAAHzhC1INq0wGhpdewqlkEvjUH8vzEJ0dQOePlVwr43QCP/9zQld44SyR6mrgu9714N8f/GGgtlbIiVksglzO/evADA+D/9xnAc+XAIsVmJ4ScmZKaLVALgf+U58W/l4qDb6/T6gOK1fZVV0FNDU+8EwAoL4eOFd60uij5siRI7h37x6Zp9Pc3FzSqzl58iQWFxdJVWAxDoeDKAIrzTEBhO/f9PS0pLRXLGFubW0tKwm/vb0t814TiQRSqZSsdL6jowMWiwUbGxtEcywYDMLn85HfGcMwtM9kzyh1AxeGd4obwuJx4N++KZzcHyH8F74IfOazD3pVbt4E/7nP7Fj1xZjNwB/+AfjAFqBRV9wHovhadXXA734c/E9/RChzJncwwPMvANeug3/HO8D8zEd2/+KJBOArOtlFIsKY4JYWuFwu2eZfW1tLZEkMBgMa//nLYF648uD5164Bf/hJ4Bd/gfyASZkrz8tOXjzPl63IEVGr1cKUvePHgbc9kHBfX1/H6Oio7DX0ej0MBgPpGxFRnH6XkCdxeQBzZhO2v/ENqKqq0NnZuWPoQ+xzEHXH8EsfFT6nuTlB4v7d7wbT2Aj+xk0hvARG0NL6zncpvh7jdpM+IP5DHy79h/v6BKmXv/zLB8UYGxvAq68JSgof+6iicWcYBvwv/Dzw0V8SjCnLAnabLLQaiURIqKumpuaRdmlbrVZcuHAB2WwWKpWqbOiTZVlYrVbSm6RSqeB2u8mpv76+njxfFBVVMiqZTEb2vczlcohEImWNicPhgFarlXz39Hp9yRHPxRWRLpcLAwMDWFlZAc/zcDqdZUdPi/A8j4mJCWxtbYFhGDQ0NCjK6D8qHm9j8qY3AjduPHDjTSbgzW9+cH9V1QNpcEDo/O1/iLDRbvm3b0qbHhcWgL/+G6DCEBvj3OUQrXL8xq8LfQVz88LmJH6BEwngX/8V/Afev/uhXUYj4K4RhABF7HYy0ri5uRmpVIpIyFdXV6OrqwsMw5BqK77wc7kPv7aOu3fuYHt7G7lcjsTMXS4XbDZp74HJZEK9KD5YBtHoaDQa8DyPbDYLnU6HpaUlRWMUCATQ398Pp9NJQl1Wq1V5I3zrWwTPr6CE1d/ejqnLl4Tr7PUiEongwoULJTeKUCgkmVDZ0tIi/MB/57ek7+OVV4Ff/bUHPU7Xr4P/zf8G5mRpsU0Ayj1QbrfwWf30h4XvRnFVn3joUqkkVYOy102lHni94xPC+v7gEwCEvNn169dJCNHv9yOTyVRUds3zPKLRKLRa7a57KyrtXp+cnCSlx/l8Hn6/H+3t7QiHw7hx4wZMJhO6urpQXV2N1tZWyZAuETG8VlgBaDAYdiyF1+v1aG1tJXpvRqMRnZ2duxKcbGpq2lE4tZipqSnJoK5oNAqDwXBguZbH2pgwb3mLkAz8+r8KJ7nn3gSmcMjTD35AkNheWRHq6M+eAd70ptIvuF/kFTymXczyKAU/MQl87nNCzLq3B/jJn9ixqIAxm4Ff+WXwMzPA+4uUkkMh4frs0pgwDAP+x35ECKMtLQsby3e8Hcz9DZfjOLhcLjQ1NZXueG+Rb85hvQ4rhWEjCOEEMT6t1WoRjUah0+nQ1dW140xwr9eLq1evIpFISEJOJpOpZOUVIMSwz549i5WVFczOzmJ7exsvvfQSmpqaJKXHzLlz4H/6Q8Af/hFRmJ76tjcIm/B9EokEFhYWSOdyITzPY3R0lBitbDaL2dlZZaWAv/8HabPs1pYw+uDkCWGT+6f/J4QMO9uBkZEH3wuF4gfU1YL52EeFNZQzyKJunBJf+aq8cXZ+Hnw2C0ajwcLCgiQXJQ6s2smYRCIRIu+v0WhQU1ND5NsDgQBYlkVLS0vZDTCZTIJhGJkh4nke4XBYJvMDCB7FjRs3JLf7fD5cvnwZAwMDaG9vx9jYGLa2tpDNZqHRaFBfX49cLodEIgGO46DT6dDT07PjoKv19XV4vV4iqz8wMHAgvSPbhd8fCEZ0Y2ODGhMR5p3vBN6pLDTHnD4N/ot/Djz/PNDQCAwePRh1zZMngZnZBxVUtbXAfxjZ00vy0ajQtCZutrduCUnPX/nl8s+LRAQZlURCiHMX6oG1tZUcO7wTzJkz4P/ii8JMjNpaMsMjHA7LNoNjx47Jr/sP/oAwf+POHYDLA719mH3bW+VVShA2gaWlJRiNRmi1WnR1dVUUOrp+/bpil3Mmkylp5MTmOJ7nsbi4SHIlopxFY2OjZDgX8853Co2sv/8HwNIiuQ6Sa1XiOyduRIWk02lsbm7KlWM5hQRr7v5tv/XbwhA3MeTy2lXwv/txoVKryDgDAKamwYfCQgXe+94rhCfv3JE/zlomLNvcLDTJFhplk5kY0lK5hp2YmJggpbuZTAarq6vI5XJk8wWE75her5d8B/L5PJaXl7G0tIRUKgWWZVFdXU2qroqNlNL6ig1MLBbDxMQEBgYGYDAYMDw8jHg8jqWlJdTV1cHr9WJpaUmyhp2qz3K5HCYnJ8nnnslkMDk5qVgGvN8oHb52OpDt698/sL/0iGBMJkms/ED40E8JoaA7d4T//77vqywBX46//wf5xnDrNvhf/TXAH0C8qxP8D/+QZFYHv7kJ/OSHhDAbIIT9uruAWFyQzP/xH9/T7HdGrRaqxgqYmHigqZTNZrG2toaamhpZZQ2j1wN/+AnwS8vChtTRDubGDUVjAgg/OjEsFY/HcenSpbI/hGQyWbYBkWEYtLS0IBAIEKl8rVaLmpoa1NTUSDa1wjX4fD5ZnJkxGIBf/HkAQO3MDKIzMyRfZDKZSsal1Wo19Hq9JNym5jg4lHJlb36zUOkXvR9Ss1qBt79NOCwUqxu88irw3e8G/8Y3AjY7sOmTvpZGAzAP1s5/6o+FcQZ/+lmhmZLnBW+zYCaKjAvngVPDgiHiOKEQ4B3fQaRq2tra4PV6SXMgwzA7yukA8g2d53nZ+N5MJoPl5WViTOLxOK5fvy77vDc2NmCxWNDd3S0zUpWysLAAnU6Hzs5OLCwsYH5+HslkEuvr67LNP5vNYmVlpWy5+9bWluKwtWQyWVEZ9F5oa2tDOBwmRQdms3nXag974Yk3JocBw7JCxc0O8OEwkM+DKfHl47/xr0J1WiSqLHcRCBCZ+vTVq4IY4B//0YP7//fnHxgSQAiTDB4F83u/u6v3sxtKbQalROmYgnBXR0cHNjc3dzzVxuNxrK2toUVJSPE+Op1O1uBYSDKZBMuyeP3rXw+GYUjntFqtxvT0tCS2LKLVauF2u5FMJjExMUG0n/r7+4lh6+rqgk6ng8/ng1qtRldXV8mwB8MwaGttxfTLryBpNkGTSKB+bAzWO3cFmfrCx775TYLUzte+JoR03/Y2MK+7DN7nUw6h+v1CGOz9/1lQXCisWjp1SlLcwajVwFvfKnhYX/0qsLwiTCAtE/5gGAb8//jvgvjnzAzw1rdI+maMRiNOnjyJubk55PN5OFUqtL5wRZCNUVD/FdHr9RKjwDCMLFkNSDvqZ2ZmSh4cRAOym5HRxSwuLqK1tVUyejeVSim+h1I5m/n5eTLUqngyqE6nK5lT209cLhcRKFWr1Whra9vV7Pm9Qo3JHuBTKeBLfwf4fcB3fReY+x3PfC4H/PpvCGXLuZxQjvlbvyn1KtbXgf/5P6VJ7sJxvGq1VF8JAG7cAH/1GpjTp4R/K/3A4gnhNPv7nxDi6S4X8KGfArNPMVuDwbBrTSWytHi84vDITj8ClmXLhg3E0JnT6URNTY0kvh5QmJKpUqnQ0tICo9GIF198kYTPtra2kEwmcebMGfLY5ubmiiuXGpeWUPOpT8Pf0gyrdxPm7W2grg58KiWX0XnrWx7Ir4i3ud2C8KdYAl9INiuUbf/TPwC//TtQZzLI9fQCP/SDimth1GrgO75D8b7Sj397yfvtdjtOnjwJ/otfBP78i0JeyWAQ+qt+5ZcUn9Pf30/CUaL0fFVVFcbGxsjBwGg0SmbVKJX3ioghSYPBIDNSKpWq5GGjkFQqBZ/Pp3hQKjywlDrp+3w+TE1NSSq/WJYFx3FkFkklExb3A5PJhIESatiPmqfWmPC5HMAwlTVpFT4vkQA+8QfCaa+6GvixHwXT2Kj8uB/7cWFSIgB8/evg/+tHwLzpTcJskK9+7cGMipdeBj7xhyRUAkAoAQ1Iy1ORTgPf+x+ExHlzM/DZz0nnXHCckB8Rjcnly0K1kfgjYFng+BDw878olOKKrK6B/9+frWyq3g4MDAzg1q1biMViJGdSqdAjmQOyg0HR6/U7Jg0raeIS+1dWVlYQDoeh0+nQ0NCgWFVTV1eHnp4eBAIBWfgrFAqRscC7JpuDJplE/XhBgynHKU9TLMVv/aYg7vjyK/IhZi0tguf7e78Lq8MhExWsBD4WA9bWgdYW+dyenZ6byQD/+P8ejMBOJoF//3fw3/deMArDyywWCy5evCir5tLr9VhdXYVarUZHR4ck52W32+Ev1j6DMNpXFJfs7+9HOp2W5PJqampw9+7dssZIxO/3y8QndTodrFYrMpkMqqqqSnqh6+vrsu+jyWRCc3MzampqHnl463HhqTMmfCYjeAX3RgG1GvyF88BPf7jy5NfHfknYoEWWlsH/+efluYe/8TwwJIAwP+JvvgT+2DGhKbF4w1xelv67QW6gkMkI8u/f9Z3CvIq/8cjn1Bd4K8xbnhPyJv/2TSGBe3IYePvb5COJp6cFTaf7I4P3gtlsxsWLFxGPx8mArEpxu91wOBySqhPxBFf47xMnTuz4ealUqopOe+vr6+RkmUwmEQ6H0dbWhkgkQkIrJpOJVHGpVCqZwWNZlhigVCqF1dVVmEwm1NbW7vy9unwJ6OoUihFEjh6RzakvB+NwAL/538BPTwO/9MtCkYVWKxwcvrdM3qMC+N/5XSH0lUwCzc3gf+xHwbzh9ZW/QDQq/47GYkLhRqlJmAwj69NwuVwlPdzu7m5sbm7KjHxhA6r4vRQlecSw0uXLl/Hyyy8jHo+DZVnFSi9AyG/19PRgenqahEiz2azEiJX6vimFsPR6/YH2eDwOPHXGBH/4SeBrX3/w740Noarpu75zx6fy4bBQT1/I7Czw6qvAfZl6gsJJCePjwH98n7Kon6uoH+A73g783n+Xh7J8PqF57ZN/JFceZllg6IGUA//Sy8C//7uQK6mrE4QddTohAVtIPg/89d+A/6v/A2SywOteB+adlYc7imEYpmJxxOLnnT59GrOzs0gmk6iurobVasW9e/fIJtDQ0KCY4Eyn01Cr1eQHnc/nZadBMeEtKtFqtVpZMpTneaRSKZw+fRpLS0tQqVSSk7AoTlkYCquuroZWq8X6+jrGx8dJPN3pdOL06dNlDQqjVoP/vd8D/uRPhM+powP48dJd8mWvX3c3+C/8OfDCFaHY4sTxPVUI8X/wSSHvIrK4CHzms+AvX6rco6+qEgZ2FXbLNzSU7ZbneR7b29vgeR7V1dU7vgexH6nYmBR/tgzDyJpPa2trcenSJWxubsJgMGB+fp70R4mwLIv29nYYDAbU1NQglUrh+vXrkr8XDodx584dZLNZ8DyP2tpaUpHX0dEBv99PHq/X64lidiqVwujoKJEc6unpqWio25PI02dMZmel/85mgevXKzImUKsFafji2wwKp8h3fIcgY1F4KstmH5RSWq1C2CqXA3q6gZ/8CcnTGbUa/OXLwswRkZoa4DvfBfz0R4TSYxGNBkxrC/iTw8AHhF4SPpW63wdyv3Rxc1MoIf3CnwEnTwDfKHhdjpNKbly9Cj4RB3P/VMvzPPDJTwoqxgwjGM4P/vAjKWVUq9WyngzR09HpdLIEZywWw507d0hYrampCV1dXYpjdXO5HAYHB5HP52EwGCQlmsVrsNvtsvLjTCaDubk56PV6NDQ0gOM40p1/8+ZNRKNRcqoVZ3isra2hUSEMWghTVwv8+q9VeonKv5ZOBxT2Wu0CnucxNzeH7e1taAEc/fKXURzw49fWwGxtAW63EP765reA5iZhqJXC94FhGPAf+0Xgd/+7oEjhdALv/8+KnfWAUBF19epV0ntjs9kwPDy8YwjRpCBwybIsEonEjmGkQlXjSCQiKwLRarXke8eyLIxGo8RbFvF6veT2YDBI5txotVqcP3+eNMq2traSw8nt27clB5NUKoVLly4RMcq1tTXk83k0NTUdaBnvo+DJXr0SSmWXbjf4lRWAYcsKDjImE/gzZ4SafvHLdPQIcOK4/LF9feB/6ieBf/wnIYRVeDIDhPnZv/5rQj7j+HHlk94vf0yo4pqZEWr+3/teoV+kuEQ4m4X5N34dscKwwZ07DwyJyMqK0KV861bJ9whAWNM3v/UgRPKFLwB/9dcPyk/nF4RN4d3fU/519olyns7o6CjJA2SzWczNzcHlcmF8fFz2WKPRCKvVCpVKJWvgElGr1YpJ1Ewmg5dffpnEzLVaLZxOJ5lDIa6zmErkzh8XxsfHsXC/+k+TTKI3lUKxD53SqKEymaB95ZUHBkKvB86cAf/x31b8HjPt7cCn/hh8Pr+jRzM1NSXJ64RCIUxNTe0oGtnV1YVwOEw8GoZh4PP58MILL8DtduP48cq8tJaWFiwvL0s+t1QqhampKUni2m63ywpNCg1MPp+H1+slhRhirqfwfYkNsYXEYjFsbm7C6XTitddeI4Uei4uLOHnyZFmZlsedp8+YfPCHhXLZhUUhLNTTLYSf/u/fAywD/uigIDhY6iT0i78gNPrdGxXc9Q+8v+SXlHnnO4B3vgP8lStC0lsy3c4lGSik+HyDQVb1wsdigKNK2n1cXQ1VcZNbc7MgcVJoxDRqIcS3W4XRm7elz8lmgddeOxBjks/nkclkoNfrFa9zsWeRy+UwPT0tSzQzDIOOjg6oVCpcu3YNW1tbyOfzRMeJ4ziiRKzU0Dg3NyfZPDKZDDY3NyWhtOLCAa1WW9Ir4afvN2xeugymduf+i4OgMP6fNRgQdTmhKxjYlWdZeDs74frgj0C9tAxWzC2kUuBfegnMv/4r8FzpGTmVhMaUhlZVUtbLcRyOHDmCfD4vOWCI4ouiIsNOMAyjmOMo/p4dPXoULMsiHA6TJshiPbdS+0I4HMb169cV3xfLstDr9ZienpY03MbjcUxPT2N4eHjH9/C48tQZE6a9Hfyf/5kgB2E2C41ghZPpXnlFmBfxoZ9Sfj7LCif23SQ23W4hZ7GxLuQkWltKlmfuuH6zGfy73iEk34Mh0rzGOp1AwQbK1NWB//Y3Al/5ChBPCI+rrgZC8o5wGQYD8G1vePBvk0KY4CFyIpUgSnpvbW0hlUohl8uB4ziYTCYMDQ3JPJTivIeYRC1Gr9ejubkZq6ur8BUMJcvn87DZbDhz5owsgZpIJMj8+nLyK4WIhkgMuSmdJPmP/65QzReLAX/0x4I+2vd/f0Wv/7DwwRCiv/gx8LMzQiPjf/o+MJcvlX3O7e/6Thz9ly/DuLWFvFaHlcGj6L7yInQKGz6TywmHsjLGpBKsVqtMHt40Pw/+bzyCN/yjPyIUHBQgDl7LZDKwWCyKn1UwGCTGZG1tjTQd9vf3y8JgSmGx4u+dSqWSSM2HQiGJgRBn7SghzjFRwul0wuFwEA+xkEq/g48rT50xAe6f+O+P5eX/5V/kD1hWkKB4SPi//0fgf/2vB7mTtlbgc5/d/dz4Apgf/EHwzz0nlBSfGhbCCEqP+/9+Dvzb3irME3/96wQDOidvxgPLAufPAwa94D29/nVgCvsNPvABYGLygQpzS4sgh/IImJycxNycXBNKFEQsnu3d1dWFsbExJBIJqFQq1NbWoq+vj/R/iNhsNjAMU1JepdiQzM7OYn5+nohEut1uaDQayQ/aZrMhFAqR8IZer8fZs2fJZqR0MuWXloT8lOjlJBLApz8DvqsLzIULFV6lh+BXfw3Zl19+8G+vF/zgUTAFeSGXyyXxvtT19bj3ge8npbNH/vlfFA0JAGT1emj2Qfeuq6sL8XicdL07vF50f+pPsTwwgIjJhLr/9puo/vjvkOrJYDCIpaUl4iGKnkIhhRLtq6urGB0dJRV8oVAIx48fR3WBPl1fXx8SiQSCwSAYhoHD4ZDNry/Gbrfj1KlTWFhYAM/zaGlpKdkJr1T6rtPp0N3djaamJrLeQgkZAE90iAt4So2JhDoFobum8gnTXfGP/yBNwi8uCcKU36M8Y75SmMbGivS+mKNHSckv/4HvB27fFkqWczmhqqu+HnjXO8D8p/9U+jW6OsF//nPAX3sAtQoYeY+iBtVuCAQCWFhYQC6Xk6gKKzUMiigly6uqqqDX64nYnigpfvToUSwvLyORSMBiseDo0aPIZDJEjbjwR1qcvM3lclheXialwdlsFoFAAD09PWQyY1VVFfr6+rC8vIzNzU2oVCq0t7crJoIlzMwKcv3SPyiMwH1ExoTP5YRS3EK8XmF643v/I7mpv78fer0eW1tbRANNq9XitddeQywWA6dwAMqrVEg47AicGkb7XkZZ30cs/c5kMuBTKWje93249u7vgb+zA2BZrKZS6PjWt9B933AVhxpFtFotcrkc6SkRFRgKS8GBB5prhcZErVbjxIkTpOijpFhpETabTXHufDGtra3w+/3ESKtUKnR1dUk8mebmZsTjcVIM4HA4ZMPZnjSefmPyEz8mJMhHR4UT+uBR4Ec+uH+vHy/aAHkeWF/bv9ffBYzJBP7TnwJeflnQeHrjt1XchMbY7cKM8X0gkUjg9u3bxNXf2tpCLpdDf39/2SSpUix7YmKCJDF5nkcgECDJ0p6eHhI7T6VSePXVV8nJm2EYsCwLh8OBo0X9NalUShaGSKfTMJvNOFdU0trS0lJW1kXGmdOCXluxYQyGSOJ431Gp5ON8NRqhCqsAMa/UUdT/cfHiRcH4nj0LrK6Risi00YjxN70R/uPH0d3fv69L1mq14PN5+OvrsdXWKvw2AeT1eqxnMujkOLAsC6fTifn5eUnyu9h73GnyYSE8z+PevXvw+XzgOA5WqxUnTpxQDJ3GYjFwHAeLxbKrz81ut2NoaAhLS0vgOA51dXWyfI4YghMNyIEI1D5innpjwpjNwB//kSA4yDI7jrPlZ2aFsFVgSzjV/+zPgCnuESmku0s6U8XpBL5rb17JXmBUKuBS+Vj5o0YpZry+vo7+/n7U19cjGo0qdgwXDwDy+XyK41cDgQCSyaSkXn92dlYSwuF5HjzPw2KxyIyUyWSCyWSSyG+YTKb9qf9Xq4EjA0LosZCVFeCHPwj+479TUqttt/DeTeBLXxJkeN78JuCvAoKXzLLA8PCuPCGGYQC7Hfyn/wT4q78CFwzBf+YMtG4XTjc07HhteJ7H7OwsQqEQ6afYqdyXMRiQHOgHVxS2ymq14O4bk+rqajQ1NWFjY0NRwHF7exvxeJx4jA0NDQgGg8TgiLNFRFZWVsjQKUD4Lo2NjQkD1u6Tz+dx48YNEoqz2Ww4derUrhp0yzVhSq7BU2BERJ56YyLCKMzXKIbP5YQOYzGmPzUFhILAn376wWMWFwXvo7VV+CJ89BeFk+HMjCDRXV0F/MZvgNfpgO/5bjCve90jekePL+Wm1rW3t0Ov18Pr9UKtVqOurg75fB4ul0uS15ifn5fpHYlEo1G8+OKLOHbsGJFyUUpechyHhYUFMg5VhGEYDAwMYGJiAqlUisxP2at+Eu/3Az/1YXmvk7AYYR7JJz4B/Pqv7+nvAAB/9Zqg9CAa265OmD/5B4h95atAV5cgzPgQGxVjtQI/8iNQAWi6/79KuHfvHpYLVB7C4TAuXLiw4zWt+6EfwtxXv4pEgUGxWCyk54JhGBw9ehSdnZ3Y3t7GnTt3ZCW6hZ99Q0MDIpEImZvT1NQkMYRiaXEhxSObZ2ZmJEUcwWAQ4+PjFYW4nmWeGWNSEV/72gNDInL7Dvh//Efg278d+NmfA0bHBGNy5Aj43/u44Pncb0jjP/Up4M++8KDMdmoafG0tmIKBS5XCZ7NC/8fsPNDWAv7DH97jmzs4SlWrpFIpMkFxpymKYjNXKdLpNKampuB0OsGyLJk/ofScwj6VVCoFs9kMp9OJixcvIpfLQa1WSzbe4rHCFfOZzyobkkK8ck/rofjLv3pgSABgZhbZ518A85Gf3p/X3wVi+LGQSCSC9fX1Hct1tQYDjl68iNnZWWQyGZhMJllYEhCq6Orr6zE7OyvxKK1WK2wFvWXBYBArKyvEi5mbm4NKpSK9RUr9TMWea7FxAYSS5u3tbayurkKr1aKjo6PiqY/PCtSYFPIP/yS/jeeBL/6loK107fqD269fB/74T4Cf+9kHt127Ie3X2N4WypJ/8Rd2v5aP/hLwrW+Rf8Zm5oDf+/juX+cQcLlc0Ov1sjG8lSY6ASh2IBeTTqeRy+Wg1WpRW1uL3t5eTE9Py7wUrVaLqakprK6uktzIkSNHUFVVRTaETCaDxcVFbG5uIpPJgGVZ1NTUoK+vr3KjUkkDY4mZH/F4HOPj40gmEtBHIuj3B2B61ztLj1xW2PD4Eo2aj5pSwp2VKkRXGhIKBoOSUBfLsujp6ZF8PsXjmjmOg8/nI8akra0NW1tb2NraIvmQYkUGJYOTz+dx9epVktxfXFyEy+VCe3v7UyuPslv2LiP7NFFqM1hfl3ssALBeNNZU6aSiJMWyA/zmptAfU0D22jXwxWKRjylqtRrd3d0wm81Qq9WwWq3o6+vb1QzsSn6ghTIYgLBRXLhwQbIZWCwW1NfXY3FxEclkEhzHIRKJSDrow+Ewnn/+edJIlkwmEY/HsbCwIJm0tyPDw9LvAMMIPUcWi6CZduwY8OEPyZ6Wz+dx/fp1QcwwGoWPYXArmwH//T8gzIZX4siA8PoiJiO0j2BInNisJ05EVELMbRRisViIhMl+MT8/L1EA5jgO60Vji5UMWOH3TqVS4fTp0zh//jxOnTqFS5cuyfS8urq6UFNTIwm1hcNhyfvP5XLY2NjA9evXH0qp+WmEeiaFuJzyEktAaErs6ABuFsmUFJcYv+M7hNyJaJSam4H/9L7dryOblYs85vNyUcjHkNXVVfKjNxqNGBgYeKiRpUful6EulzGg0WgUV69eRVtbG8mdiOqxKysrYFkWjY2NWFhYkHkrqVSKJHlv3bqlKFMubqSyEbul+J7vFkpyX3zpgYrzz3xECEelUkBbm+w6BAIB3Lt3TxZaidTUIMrzsP7FXwDnhN6beDyOSCQCp9MJ9U/8uKD9dvuOoCD83JuhfcPrEd/HjY3jOKImIDaWHjt2TLG/4ujRo9Dr9QiFQmRWeql8SSaTwfr6Osxmc0mhx+3tbWxsbMDhcKCurg4MwyiGMMUNPpPJ4MaNG7I+I61Wq1hJVW4sNMuyOHXqFK5cuYJwOFzWw0qn01hYWKDeCagxIfC5HJDnhEqYwhCL0wm8593CRrG2Dty7J9x+5AjwYz8qeQ3m7W8DX+MG/vnLQnno9/9nMM4ylWAlYBobwff2AjceDERSDfQjX0LS+3FBnHcthrfS6TSmp6clIQxRTDGTyaChoYE0mxXDsuyOTVyi2GI0GsX58+dJM6E4ZQ4QmtZYlpVNZUylUvjGN74Bg8Gg2N8ispsJeQzDAD/x48L/CimRH+J5HpOTk4oxenU6DU0yKUzhBDA2Noa1tTUy376npweN/9/PVby2h2F5eVkiwSJKfhQ3lgIPQk5K8KmUoOa9tISk0YQbZ88grNOSwWrDw8MSgzI1NUV6lBYXF7GxsYGTJ0/C5XIRwwYIXobYXzI2NiaTO7HZbDh9+vRDTTkUe5qeNJaXl7G8vIxsNguLxYJjx44dWG6HGhORL3xRyIMUMjwM/OZvPCjl/IPfB7+xAfA8mPp68BMT4P/0M8B2UAhn/OzPgBkeFp63V373d4A/+EPBgNXWwPzLv4TIAZUR8p//PPBv3wLyOeD4ceC/fqQi3SWv1ysrCY7H48hms9BoNMjlcnj11VeJyN7GxgZ6enpKzn0wGAwVDdNKpVJYXFxEf0EvBMdxuH79OgKBADiOg0ajkXW4Z7PZshIWNpttx87ovZDL5RS1qsBxcM3NwRCJAJcvIxaLYXV1law1mUxibm4ODQ0Nj7S0tFAMkeE4dP77C3D6NsF/+SvAD/+QZGhcKpUicifimqanp7G5uYm+z/1vVN+f/WMAcGRqCi/9lx8AB6H8e2NjgxRk5PN5SeMhz/Pw+XwIhUJoa2tDPp8nlVb19fUklKZ0IDCbzaitrX2oMJSo4VX4fRZHDBcaGVFW53EgGo1icnKS5Izi8TgYhsHJkycP5O9TYyIyq5AT4XlZTwBz/yTEp1LAL//qgx6T8XHhFPn7/2NflsNYrZI54SqHQ6LN9ajgv/Y1YbZ86v4PZm5e0Okq8sKUsNlsMg9Aq9WScMfCwoJkg8rlclhbWytpTNxuN6qrq0mlEMMwUKvVigaguAdgcXFRUt6ZzWZhMpnAMIxiv0IxTqcTp06dqqhcOBqNkml8u9ncxfkrhZsTy/PovHsXnTdvCVLzP/cz2Pb7Ze85nU4jm80+0hnfNTU1pKruyD//C5pu3QYDCMUo09Pg/+zzgE6Hu3fvYnNzk5yGh4aGiGquKhaDqSjvZPV6Ub2wiK2OdvA8j1AoRIxJLpeTvdd8Po/XXnsNDMOgvr4e58+fl11nJe9jL9eGYRh0dnZiYmICiUQCGo0GdXV1GBwcxMrKCtbX10kYtdKx1Y+awio2kajSaO9HBDUmIq0KfSjlxtH+2zelzYqA8ANLJHY1Re+x44UXHxgSQKhmu3uvoqfabDbU1tYSSRJRDE9MgCoZgXLlv+IwraWlJcRiMdTV1cFqtWJqakqSGLdarbK8hpI0vFI4qRTZbHZHQ8JxHG7evIlAIIBcLke6qSsdHMYwDLq6ujAxMUGkPRobG9H9jndIHifOsC88JRsMhocOX/A8D/zJp4TRzmo18NxzYBQUomtqatDa2grv+jqql5Yh2b7n5oF/+TK8589hbW2NhJ7E4ga1Wk1yUjwjLbzgWRacWkWuwdbWFm5euYLOvj5YnU6YzWaZdLv43REbYovVdfv6+sjnIOL3+ysa71yKuro6uFwu+P1+WCwW8rk2NTU9Nt5IIUpSPwc5I4UaE5H3vx8YmwBu3wKyOaCvF/jQT5Z+fFWVULlTuEEqTTl80rAp5Cl2oSA8NDSE5uZmhEIh1NbWShRaW1pasLa2JjmJlxLLE2FZlnguU1NTuHv3riSkIWpmqdVq0u+QSCQeahJkIZWUJi8vL0um9okb6enTpyv+O7W1tXC5XAiHwzCZTIonbJ1Oh5qaGqyuroLjOOh0OgwMDDx8iOtznxfCuuJGOzML3u1WVBnu6+tDd2cn8L/uT4osRKOR5DBEUqkUSXDn9HpstbWi4e49Yoziba1IdHVBzXFgwmH0fOEvYPb5wOl0SL3lORz/4A+TzzmRSMjCnD6fD8lkUlJqrtPpoFKpJMYkFothZWVF0oeyW8TG2mw2i+XlZZhMppIeaDAYxPz8PPL5PJxOJ9oUCi4eJU1NTVhfXye5I61WW3nxyD5Ajcl9GJ1OyIksLglVMt1d5b8IZ88IpZ5inkWrBV53GcyTbkx+4ANC1ZpYCl1fD7y/tEikElVVVYpGQqwGmp+fRy6Xg91ul+Q5yhEMBjE3NyfbuPL5PFZWVlBfXy/JkYhUknNRelxVVRXi8Tjm5+fBMAza29tl0uVKCsUPk7RVqVRljWo4HJY0ZGazWYRCoR0NcUluFPVDxeOC0nEJyXqVRiMMjVtbe1Cc0tMNvOU5VG9tYXl5WXLN9Xo9urq6EAwGEY/Hcfdd70S6rh5NiQS0zU2w/tB/weu1Wly5cgW9//IVuMQKylgMuS/9LeL9fTjz5jcDAL71rW/JPEqO45BKpSTGhGEYmScphkX3is/nI6N3VSoVnE6nrGggkUjgxo0bxHv0+/3I5XKPNOdWDMuyOHPmDFZXVxGPx9Hc3LyzMOk+Qo1JEUxrZaJ+DMOA/8T/BP76b4SJh+fPA2/8tke8ukcP43SC/9xngL/9WyCRFBSESzXOPQRut5uU8VYKz/O4fft2SW8hm81ibW1NkiMpfK7JZCINjqUwmUwwGo3EyLndbrzyyitkc9jc3MTp06clPQlVVVVYXV2VGKHdNGZWyuLiosRI5fN5bG5ukjnju8agoJmlNNMGwrVlWRbsz/5X4WBx9w7gcAA/9ENg7jeLNjY2kmZPi8WC/v5+mEwmXLhwAYuLi+A4Dk3PPSfxutT3RS+N29IKLHUmg9RXvw7cNyZarVZmTDQaDQwGA1EvAEA2+cJScrvdTrS6wuEwVCqVrKekEmZnZ4k3LBYArK+vS/po5ufnJWFIsXDgII0JADJK+DDY0ZiMjIx8HMB5AIsAfsDj8WSL7v95AO/2eDxP7oiwh4TR6YD3/+fDXsa+w5hMiH73d2NhYQHM+jradLo9h432wsrKStl8h8ViUfQSRNLpNLq7u7G2tkZky0NFY5ZtNptE7K94Ul4ymcTs7KzkMY2Njdje3ianUKvVSvpj9pN9D5X8hxFhfo0ogdLcDBQN78rlcrh16xYprXa5XDj6fe8Fw0j7phiGweDgoGI1l1arLbmZMgyDmpoaZIzSkzMPIFZbS/6tlBfiOA4vvPACVCoV3G43jhw5QjS8LBYLtre3YTQa0dXVhVQqhZdeegnhcBgsy6KqqgrDw8O70mEr9jbFooFCY6L0GT1NIo6VUNaYjIyMHAPQ4PF4Lo2MjHwUwLsB/J+C+y0A5EI6lCea7e1t3Lx5U3IqHx4eRjabRTKZRH19/Z7CB2IytdIEcilDYTAYYLfbcfToUUQikbJd2u3t7Whvb0c8HgfP87h+/bpErr5Y4VbJCyq+jWEYHDt2jMxRUZrgtx+0t7fD5/ORz0OtVu+pu5w5cwb8n/wvwPO3gpfyvvfKqhbHx8clis3Ly8uSQodsNovV1VXodDrU1dVBr9fvqBJcTF9fH+ZG3gPDZz4L8/Y2cmo1tlpbkX3rg2mOZrNZ5nHm83kS8lteXobdbidDp9ra2iTVgTdu3CAHh3w+D7/fj9nZ2ZI9MYVsbW1hY2NDZnjUarVMW669vR1er5eUeouD3J4ldtoRzgP4+v3//iqAD6DAmAD4EIA/AvDJ/V8a5bBYWFiQnMpTqRSuXbuGbDYLjuMwNzeHwcFBmYTGTnAch9u3b5NKnaqqKgwNDe0os+J0OrGysiLZzN1uN5577jnSQ1BVVYWOjg7Mzs7KKnjy+TxZfyQSAcdxktAUz/PY2NhAV1cXMZIul0uSf1GpVKgpoaul1WorLkPleR7Ly8sIhUJwOBxkEyyH2WzGqVOnyFyP+vp60qxXCblcDtPT00gmk7DZbOjo6ADT2gr83M+UfE6hnL9IMBhEfX09/H4/JicnycZZVVWlOBZ5JxiGQee7vwcL/X1Y/9rXkbTZoD41jIH73l0gEJA0TSohqhSUqq5S6j+ppKpvamqKJNMB4TMWczCNjY2yjneDwYDTp09jbm4OuVwONTU1j2XF16NkJ2PiACAKUIUBkOPLyMiIDcBRj8fz30ZG5BMBR0ZG3gPgPQDw+c9/ftdyAxqNhkoUFHCQ10Npcy909ePxOBYXF4l4XjHiACJRZr6npwcNDQ24ffu2REtpfX0dVVVVktCREna7HeFwmPQ8WK1WOJ1O3LhxA52dnbDZbOA4DqdOnUJbWxv+/d//XRa/VpqLUkgmk4FerycxdbvdDo1Gg7U1YdBZS0vLvkzCu3LlChbvl5Svrq4iFovhwg5zR8RJfDtV5ih9R3iex9e//nVyuhfngly4cAEpjwfpf/hHIJeD5uJFGH7yJ4hhUyrPTSQSePHFF5FMJiXGeHt7G16vt2yILxwOY2trC/X19TIPxnHhgmz2SjabxfPPP19Rn4TL5Sr521CaOe92u8v+lkTdrcJDCcdxeMMb3gC3213y8ONwOA4tX1Epj3If2cmYhACItaI2AIXfrg+jjEfi8Xi+BOBLAJDNZvmdThjFOBwOKqBWwEFej6qqKkn1kFJFVCwWU1xPJBLB3bt3JTkJr9eL06dPKybIfT5f2feVy+Ukmkt2ux3JZJIINU5OTpITsU6nQ1tbG4aHhzE2Nrar62UymZDNZiXPaWxsRGNBl7d4nyi1odfrdxUXTyQSWF1dJf/meR6rq6vY2NhQDBHxr74qyNr7/EBdHfCRD4MpUrgtROk7onS6X19fx+Y//T9ofut3yKz6/L1RpPJ5MN//fgBC2CYYDEo283LXMxAIlLx/bGyMdPCLlV7lpleKzaylDIlKpUI+nydVcOW63E+cOIHt7W2SM6murkZ9fX3Z95JOp2XNf7lcDltbWw8lzfI4sR/7SKkik52MycsAPgLgCwCeA/BSwX2dAM7d90q6RkZGPurxeH5zT6ukPBa0tLQgn8/D6/WCYRiYzWasrq5KTmpKCfnV1VWMj4/LfoiiKq5SDHmnH+fY2JhkMyw2SBzHkVBUNpvF1NQUamtry1ZuFSPO0ChlGHw+HxGLVKlUSKfTSKVSMBqN6O3trbg6LZvNykJwuVxOca18KgX8j99/0Bjr9QK/9dvg/+zzYHahvlwc0iO3/du/EUNyf3HCdMj7xkQUzPzWt74lk8gpplx+IB6PS6RgUqkUFhYW0NTUJDvh8zyPO3fuYGtrq2SzoV6vx+DgIKnkcrlcZQ26VqvFuXPnkEgkwLJsRXkd3f2Ck0LPzGQy7boK8VmjrDHxeDy3R0ZGNkdGRq4AWAbw30dGRj7t8Xg+6PF4SPPByMjI9afVkPB37wL/8mXA5QL+4/eCOcC67cNETFiLaLVaoplktVoVBxgVz5IoJJvNwmq1wm63E6/FZrPBarXiypUryGazMBqNcLvdsNvtpIeinAijEplMRlFpmGVZorVUvLnq9fqSKrLJZBJ3795V3FAjkQgmJiZgsViwubkJh8NRtkHOarXCarVKCgqsVqtyL8Dde3KFhaVlYRxCgbe0E3a7HVqtVvK5OBwO5RyPXmrYdyqnZhiGDDsrlU8KhUKKUjBiWLGQ2dlZiedWCMuysNvtGB4exuLiItbW1iTyLTuVZO+2OKK+vh7hcBj5fJ7Moj/IbvInkR2vjsfj+dmimz6o8JinsiyY//u/B/7ojx9Iyr9wBfyffgrMLqtWngZ6enrQ1dUFjuNK/qh28gZUKhUuXLhAPA2TyYSXX36Z5GMSiQQCgQAp+Txx4sS+hRVaW1vR39+P69evS7rWgfJDnJaWlsqezOPxOK5cuYJMJkO6pY8dO6b4WIZhcOLECYyPjyOVSkGv15OyVkDwGGZmZhAOh2GJxdBjt4MpLGG224QejwoRq9YKDYnZbMaJEyeEnpFr1wFx8xbVsQvQ6XTQ6XQlP1ee58nI41IoDUozGo2yzzUcDpNRu4WYTCa4XC7U1tbC6XSSLnNxTVtbW7h3715J1YF4PE6udaVwHIfFxUXiHXEch83NTfT09DxSLbQnHWpqy/FP/ywdmDUxAXzp7x5uRslTAMuyZSuvrFZryTi3OCyJYRgSLpiamlLsGM/n89jY2MDi4iJ6enrIHA9Rlj4ajZbc4Ep1vK+urqKlpYXMEhc3WIZhSsrgAzuH4XieJ68lJm7b2tpKyuebTCZScFBslAsLFHwAbP39qLt1C0gmhQFbb3/brjxjpXyUGBJkGhrA/+mngC/+haD4MPIeMEUjDkSpmtnZWSSTSbKRFhqnra0trK2tSXJLhYi9JsUzbgpDU/Pz85ienlb8TEXZFPEzKlQUFlHyXotzbVVVVThx4kRFA9qSyaRMzTmVSiEUCtFQVxmoMSlHSkEefCsgv40CABgcHAQghH9UKhW0Wi04joNWq1UcliQ2uJXyDMbHx7G8vIze3l6oVCqoVCr4/X7ZBskwDIxGIxnJurGxIXutTCaD1157DefOncPg4CCWlpbAcRycTmfJqjRAMJDFYSIRlmVlQ5tyuRxCoZCiMSkuja6ursaxY8fAsiyy2ayseurWm78d+u98Jxyzc8DrXwemhAfALywAN28j//a3SUJVuVxOOV8izrh3uYASM+NzuRxUKhVaWlpQV1eHra0t2Gw2vPrqq7tWpm1ubkZjYyNROS40JDzPY2VlpeThgOM4kmPRarWw2+2y74yStzA+Pi7JtXm9XszMzFTUX2IwGGAwGCTl0eVCoRQBakzKMTAglaZ3OoUhWRRFVCrVjmW+hdTV1WF5eZlIzBfD8zyZ0XD58mUwDKPYI2A2m/G6170OgLBxJRIJxUbHRCKB+fl5DAwMVNRQtrS0hMnJyZIzT1wuFzKZjMS46fX6kvmDqakpSWn02toajEZj6aFSPI9sfz+YN7yh5Br5T/wB8P8EDzry2c+C/773gXnfewEIIpIWi0Wy2YtjAkoRj8dx584dkrBWqVTQ6/Worq4mr1foCShNMlRCzFkpUW6mDCB4BdFolFRibWxsEEVgo9GoeBhQ8lYqlWNnWRZdXV2Ynp5GPB6HwWBAW1sbDXHtADUm5fi5nwVUKmB8QlDOHXkPmGesEelRwjAMzpw5g/X1dVK+GY1GZZU8qVSKlOKKdf6FDYw8zyMYDMJisUCtVuP06dN46aWXFDeUStSA8/k81tbWMDs7W3KjE0tcGYYhIoBarRbt7e0lN00lWXzR6In1/4Velc1mKxtW4b2bwJe/QkKxfCAA/N3/Bf893w1Gr4dKpcLJkyfJwCSz2YyBgYGy7/3u3bsyDykajcJ/f6bK4OAg7ty5g2g0Co1Gg5aWlj1J7TAMA6vVKhtCVeh5iDPYxRG/w8PD2N7eRiKRQG1traJxVMqRiOoHlZRzNzQ0oLa2FtFoFCaT6cCmFT7JUGNSBkarBX7h5w97GU81DMOgoaGByINEIhFZKEWv15NTodfrlRmEeDyOl156CQaDAZ2dnWhpacHp06dx48YNyWlUrVYjFovh5s2b6OjoUKy8isfjuH79eslTrNlsRj6fB8MwmJiYQGdnJy5cuIBsNgu1Wl12o1La4ApvGxoagtFoRCQSgU6nQ29vb/mNb35OPjBtexvY2gYa6sl6i2d/lILjuLLd4fPz8+jt7cXp06cr3pSViEQiWFpagkajQSKRQCwWg1qtBsuyMJlMsNvtJAwJCIeFubk5VFdXQ6fTQa/Xl1SmFunr64Pf75fk5KLRKObm5sqGNQtRqVQ0tLULqDGhPFZYrVa0tLRgZWWF9HJ0dHSQxKnSKVQ8xRaOszWbzbh8+TLm5uYQCASQSqUQj8fJrIdgMIhz587JSkanpqZKGhKdTgeNRkNi6YlEAslkEpcuXaro5NrT04NIJEK8EYvFgng8jm9+85vQ6XTo7OyUdNnn83nSfJnP59HR0SEd1Ts0JJQJF5bTNjYCdQ+nCSWOpS1VvcbzPF566SUMDw9Dr9cjFAphe3tbNremHGtraxgbG1PMQYlqCZlMBgsLC5L70uk0Xn75ZVIifOLEibLXXKfTwWq1yho2Z2dnsb29jf7+/kMVL30aocaE8tjR09OD1tZWRKNR2O12iQGpq6sr28WbTCaRSCRgtVrJ6NXOzk68/PLLkoSqaHiK+2VKhbVUKhV6e3sxOTkpuT2RSGBjYwMNDQ0YHR1FKBSCSqVCY2OjTP5Er9fjwoUL8Pl8YBgGc3NzxLglEgmMjY2hqqqKbJI3btyQNGnevn0bPp9PKO0FwBiN4H/8x4A/+zMgsAVVYwNyP/qjmJiYQCgYhNrnR/vCIpz9feDe/CZMT08jGAxCrVajvb1dVsUmzm2ZnJwsaVBCoRBRHRBVmGdnZ9HZ2VmRJH65XiSx872UdyQKPPr9foyPj0uaF5W8JKUcRy6Xg8/nQzqdxsWLF585Zd9HCTUmlMcSscehGDHPMjMzQ0pxCzcno9G4p4FASqdZQDAEDQ0NmJ2dlc5sZ1lotVpcvXqVGAZAkJuxWCwyMUyxiGBra0smg59IJLC5uYmamhrcvXtXUX7G6/UiHA6TEB3z7W8E/21vAOJxWJua8MILL2BZPNVrNYjWuHD+9z+BOb8fS1UPelQikQguXLgga/YTZ5pPTEyUbCCMxWKIx+OkAiuTyWBpaQktLS2Ix+OIRqNwu92KnsNOY3T1en3ZcQIioVCI5MX0ej3a29tl5cnd3d2Ix+Oy6wwIIS/xMzosOI7DxsYGstksGhsbn/imyMp1GSiUA4bneeTzeVl5q1qtRl9fHy5fvoze3l4YjUbSjd3Z2amoXlt8Ctfr9YrCiT09PXC5XLLbTSYTWJZFQ0OD5PXNZjORAClEPGUXMzo6iomJCfh8PlnuR6VSwWAw4NVXX1UsbwaEDag4DMewLJj7ZdbFHlvKbsfS0DFsFV1DUdZECZ1Oh6GhIfT19SleS41GI/PgMpkMbt++jZdffhm3bt3CCy+8IKlcEymXg7DZbGhvb69ozK7Y95HJZBCJRDA1NYVsNku+M4Dwmb3tbW9Df3+/ooz8YSbVs9ksuVajo6N48cUXFQs0niSebFNIeeLgOA7z8/OIRCIwm83o7OxUbCQLhUIYGxtDIpEg+YTiGRKAUArc0NCAeDwOk8mkuPltb2+TjY1hGOh0Ohw/flzxVKqk36TT6UgPTXd3N5xOJ9bX12G1WjE3N1cyNFbsWXEcV1JSXaxqun79+o6lspOTkwiFQhgYGCBJczFnoXQtNakUMgrTFUXDs7a2RqY5Op1OolPW0dGBtrY23Lp1C9vb2+A4Dna7HYODg3jllVck1XI6nQ6bm5vEQIrDxOrq6iShJLGaTAy31dTUIJPJQKfToaWlBSqVCkeOHAHHcWQ6oih7v729DZ7nYTabZU2FouxNJBIhytLHjx8njZeRSARra2ukcMDtdu96/sp+Mjs7K/GYYrEYpqenKy6WeByhxoRyoNy6dUty6g6Hwzh16pTkMaKEvRjuSKfTGBsbg0qlAsdxcLvdEqOhUqlKdpwDwuYr5kt4nldUhRVJpVIyyfJisUSxkiibzWJiYkLxdcTQy9raGtbX18GyLFpaWko2aHZ0dJCQx06kUiksLS0hn8+TElmDwYAjR46grq4OsViMnM6tG160XL+B5fPnUPyO1Wo1NjY2cPv2bbKu5eVlBINB0tfDsixOnjyJTCYDjuPIBtzb20tCfkajEXa7XebpRKNR3LlzB4ODg8TIsSyrqOsmwvM8GfVbW1uLrq4uYhDC4TAZq/ziiy9KcmAqlUpizFKpFEZHR/Ft3/ZtSKVSCAaDYBiGVA+Kh4OdEMfv+nw+2O12NDY27kuepdgYAij5nXxSoMaEcmAkk0lZg+LW1hbxKkTEyqtC0uk0rl27BkAILQ0NDVU8l0Fp7Or29rbigClxamIhuVwO2WxWll9Qq9UwGo2KMX5RGHN8fJxs7Nvb27BarYobSSwWU7y9FDzPY319nbx2IpHA+Pg4Lly4ALPZjI3paejujaLjzl2o3/htcHZ1YbkodBaPx3Hr1i2ZgYtGowgEApJwX3EyWxzQxXEcVCoVEomErJNdlNjXarXo7+8nt83NzSEUCkGv16O7u1vy2rdv35aEB4PBIM6ePQuGYSQhspaWFmLM1Go19Hq9bKCX+O8rV65IvgOrq6vo7u7eURwSEDrpxTLlpaUl+Hw+nDx5csfn7YTT6cTGxobk2j/q/E06nUY4HN5TWXc5qDGhHBiFcvGFt4kbEM/zmJ2dRSAQKCu+GIvFMDU1JRnPWg6DwSAxTuUk0y0Wi2ymvHhbMQzD4MiRI7h586bMEESjUYlYICD8mLVaLQwGg+zxJpNJts5ClCRdipPZsVgM0WgUtbW1wvu7fBmAcF2r1tbgCwaRyWRIZ3s5ReaxsTEYDAY0NDSU1N1iGIZ4iOVO1YXhnLt370oEHYPBIKmqymQystxTMBgkUykLaWtrQ21tLXw+HxwOB/x+v8xL1Gq1mJmZUTxMjI2N7RhSymaz2NjYkHxn/X4/otHonjf+pqYmxGIx4k05HA5icPcbUdpfVA0QxT73e8w0TcBTDgyj0ShLroqy7IDQ4zE9PV12noXIbkICR44cISXGBoMBLS0tkiorjuOwtbWFRCKBbDaLoaEhuN1uWCwWuFwuDA0NlTzJORwOvO51r5PlR3ieVzSIuVwOR48elTzeZrOhs7MTXV1diklhrVaLzs5OsoExDIOqqirZZmAymRQ3uTt37uDOnTtIpVJgGAZ1dXU7SoPEYjH4/X6Mjo4qFhIUU6jkq/RaN27cwPb2tqywIBwOY2xsDIBwzcodNooRP0txNr3YIQ8I37X29naMjo4qPrcSNWqlWTO5XG7H+S6VwDAM+vv78frXvx5veMMbcOLEiV2PPa6U1dVVrK2tkZECYj5yv6GeCeXAEKUwxsbGkEwmodfr0d/fTzaAnTySQnZzqjKbzbhw4QJRvi0swRQlzMWQCMuyMJvN6OnpKamxpfS+HA6HRNperVYr5j+2t7cRi8VIeMbhcGB4eJj0ptTW1pI8yNraGvR6Pdra2lBVVYWWlhZsbm5Cq9WiuroaKysrmJ2dJTmTvr4+mTGKx+Pwer3kuubzeQQCgYpCPICwea6vrxOFglKU+9wymQw2NjYQDAYVDcPS0hI6Ozuh1+uh0WgkBwWWZSsKZ6pUKpw9exabm5tIpVJoaGhAMplUnGXPsmxFI5jFMc6FFXJK5d57QczjPEqCwaDs89kPg1gMNSaUA0Wr1ZYUg1T6Uel0OlmYQjyZ7wZRWbiYqakpyYbDcRwikQjGx8eRy+VIHsBms2FgYEBSLRUOhyW6XNXV1eA4DolEouRgqWw2S4xMLpdDOBxGMpkk3dhqtRp+v18y5lZM+IuVTSLNzc2or69HLBYjkwCDwSDC4TBWV1dhNpthMBhk60gmk+A4rqxic/G124mGhgb4fL6yHmW5znpRur/4dM5xHK5cuYK2tjbFUu7idRaGL0vloI4fP15RT4c4f0b8jEWJm0pk7B8n7Ha7bGDcoxg/TI0J5bGhvr6elHYCQtjmyJEjGBsbk2z4omz5bhSKS1FqgxOT0yKhUAgcx5HBV2LFmZgPSKfTMBgMuHjxIq5cuVLx389kMvD7/cSYxONxMkVQXN/S0hKam5sVwyBqtVqSmF5cXCQ9F4BQeWY2m2UndKU5MoDgxWWzWXK/VqtFc3Pzju+jtrYWLpdLNnismFIGTAx/KhmjeDyOiYkJMAxTdnY8AGIkGYaBRqMh8+IL//5u8h0Gg0FWbfik0dTUhEAgAL/fTyalPor8DDUmlMeGtrY2GAwGUkorijIqbT6pVEqxca6wfBUQNv2pqSlsb28ryogYDIaKRwMXhjsymYwsWZ5MJuH3+3fVyazVaiVVU5FIRJYPEkuZKwlNraysSK7L9vY2urq6sL29jWg0umOuqbq6Gg0NDVhaWiJ5n4WFBayvr6O3t7dsb4bb7S5rTLRaLRobGzE/Py97nuhp2u12xSKEfD4Pr9db0phEIhGJB9HR0UEqzgo7+Z1O546aXOIMlUgkApvNhra2tidadkX0sMRrI87h2W+oMaE8VoiVSLdu3VKUwRAxGo3QaDRIpVKYnJxEIBBANpslJaQnT56ERqPBxMSEZPOKRCI4d+4cKUXu7+8nzW47hXwKPQONRgOdTifZuNVqNcLhcFmZe61WC41Gg3g8Dr1ej/r6epL8d7lccDqdsmovo9FYcYOdUp4mk8ng3LlzCAQCuHr1asn1iaKaRqMRVVVVshHH0Wi0rJ7VTh3cdXV16O/vR1NTE6anp5FOp9He3i7JTQ0ODkKlUin23JQKL4leomjsU6kUJiYm4HK5cPnyZVy7do1IyXd3d5ddIyBooom9RmtrawiFQkQP7UnGaDSW1bXbK9SYUMqSTqextbUFh8NRcdJ2P1DyFkRBP3H0K8/zuHr1qmwTCwQCGBsbw9DQkKyvJZVKYXFxkXRi22w2XLx4kWhNvfrqq4q5DlFKpfDfzc3NmJ2dRSaTIVIopSRKRDKZDE6ePAm1Wo1kMonx8XEkEgkwDIPq6mqcPn0aPT09mJubI6Gz4jG3pZidnVVcu1gSWl1dDafTSTS/1Go1GhoawHEc0uk0VCoV1tfX0dbWhnw+L9t0wuEw/H5/yRkr5YoiDAYD2cgtFgvp1cjlcsjn88SbU6lUGBwcREtLC65du0bCkOXCbZlMRhbGSyaT8Pl8cLvdFU1XFClUlhYRVacPs2P+SYAaE0pJ5ufnyaam1WrR1taGrhKjY/cbpR9uW1sbWlpaoNPpwDAMVlZWSp6GRWOkdJoVB1qlUilYrVZ0dnbCbDaTqXrF2lcmkwkDAwOyTbS9vR21tbXwer1wOBy4e/duRe/LYrFAq9ViYmKCrJPneQQCASwvL6O1tRX19fXIZrMIBALY2NjA+vo6otEoWJZFa2urrNLM6/Xizp07ip6JqGzc2NiIU6dOYXV1FeFwGPX19aiqqsL09DRpgNzY2IDP58Pw8LCiARsdHUV/f79in05LSwu8Xi8ZriU+X8xf5HI5kvjlOA537twhj3U4HBgaGiKfl81mw6lTp0g3fHNzc8kqqlJe4sP0gmSzWVneRlQrppSHGhOKIrlcjug1AVJl2IMYX9rb20vG77Isi+rq6pIijkqIm1ZDQ4NkeqNGo5HkFbxeL2KxGHieJwnK4te5ePFiSVFAjUaDurq6kqdWjUZDGvJE/Snx+iklwUXjyDAMUQ4uDr+Fw2GcPn1akngvzpUUU7ixNzU1oaamBul0GhzHSTrpASE3tLW1haqqKplYYyKRICGk4s9CLM9dW1tDNBolvQ08zyMSieD555+HxWJBXV2dTAgzmUzCaDSit7eX3GaxWGC32xGNRst+7kpeYl1dXVmJnVLYbDbYbDZJiNVms+17g9/TCDUmFEWSyaSs0imVSiEWi+26LHe3iIbLbDajpqYGbrcbNptNdlJuamqCzWZTlDMJh8MIBoOSpP729rZi9ZbP5yvZGJdOpzE6OiqrHBO7qDc3N0mISOkkn8/ncebMGaRSKVRVVUlChWazWeIFiZsgIPS/KBmSwusjGpN4PC4L5xVis9nI6/I8j/HxcSLdbzabZUl5MQdhNBrhdDplrx2PxxEOh6HVahEOh+FyuYiBZFkWTU1NWF5elhlLUbwxFospJsELvcxIJILbt2+T25aWltDT01NySmJbWxuqq6vh9/t3nMJYDoZhcPLkSYyPjyOVSsFgMEh6oSilocaEoojJZILRaJTEoo1G40Od9naDmLcQNxGVSlVyfCrLsjh16hQZ+lS4MScSCUxNTeHs2bOora2FRqMpWWm001x4pVCa1+vF8vIyeW651zAYDIohmqNHjyKfzyMSiZAeErGyq5KCAJGZmRlZGEYsRLBarWhvbycb48LCgiSvE4lEFL2uTCZDvCm9Xi8xwnq9HisrK/B6vUSzrKenRyK7YrFYZGW5Ivl8XtGLikQieOGFF5BOp5HNZiXXlOd5TE9Po6WlRbbe5eVlLCwsIJPJwGg0lszpVIrBYNgX/a1nDWpMKIqwLIve3l5MT0+TAUSdnZ2PfIDP4uKiZPPO5/NYX19HR0eH4uP1ej0GBwdx7949Wa6j8GQslg0rYbFYym7eKpUKExMTRD7e5XLJNrtS8DyP27dvK5Yla7VanD59msyUL8zvlIvRMwwDr9eLZDKJEydOKJb76vV60jPy2muvkY1WqexW3NhFVebC6yDK0nMch0wmQ0qZNzY2iDdXOC5ZPME7HA7U1NTA6/UqXien04lwOEy8SpZlkUqlynZmi+MLChPq6XQaU1NT5LNOp9O4d+8eLly4UPJ1SrGxsUHUmKuqqtDb20s9kl1AjQmlJLW1taipqUEqlSL16Y8apRNrJZt2TU0NVldXJZuw0WjExMQEgsEgWJaVldxqNBo0NDSgt7cX4+PjJGSltKb5+XmyyUajUUXFYSVEhWJAOHmfP39eFn9XygcovWeWZclmLybnb926pVj5lkwmJYKK4t8vRz6flw2+EhsFbTYb/H4/nE4n/H6/7LXT6TQCgQBmZ2eJFzQwMIDGxkasra0hEAiQa2u1WtHb2wu1Wg2fz4dAIIDFxcWyaxNZW1tDV1cX+S5ubGzIPrNEIkHG+VZKKBTCvXv3iGEWK9kqkV2hCFBjQikLwzAVlwSLUiEGg+GhT3Stra1YW1uTnFAriX+73W5STZTL5WCxWKDRaDA3N0ceo9FoUF1djXw+D6PRiCNHjpBY/9GjR9He3o6bN2/KNt3iaY88zyOXy6Gurm5HCZFCxLLkSrqPW1tbsbq6uqMs/fb29r5WGmm1WvL+AKGJsba2VtJ9zrKsTI3XaDRKlAri8Tju3LmDCxcuwO12I5lMYmlpCWq1Gq2trWSjr62tlXxGO5FIJDA5OUmuod1ul4XTtFrtrkUTl5eXZR5ecYkwpTzUmFD2hbGxMRJDN5vNOH78+EPNYjcYDBgaGsL8/Dyy2SzsdnvFp8P+/n709PSQEtQXXnhBcn82m4XFYsGRI0ckt6+urpIS6GIjqNVqYbFYZOEXjUaD48ePIxqNIhKJkOmRotER4/rFntZuqtGGhoYwOzuLra0tRfl+oDKvrZCd9LiqqqqIIbNYLIrDoAwGAzo7O7G0tESGYzU2NsoUemOxGBKJBJHXL6zUEuF5fteig4XG3m63w+FwSIoExAq63aCUN3rSNLgOG2pMKA+NuCn5/X4sLy+T02EoFMLo6CjOnDnzUK/rdDplM9uL/+7i4iJu374NjuPQ2dlJCgPEhD2gvBl4vV709/eT+7LZLKampiQegFarJSOAm5ubYbVace3aNZJvMJlMpN9GnHUiliB7vV44nU6k02lMT08jl8uR62Q2myuewQIIXkEkEik56tdkMiGfz+9qMzYajaivr0cymYTL5cLa2hoZh2u329Hf3w+NRrPjHHax50dM0icSCZmHoFKpiKfD8zy55qLQpMlkIj0opTwwpWo90ZtMpVJkcFkhYiVfpcPTAGHS5ebmJvGsNBpNRZpklAdQY0LZNRzH4d69eyQMoFS1s5upgbtlZmYGMzMzZJMOhUK4cOECdDodYrEYRkdHSw6ZSqVSWFlZISGbQCAgWyvHcThx4oQkvHfhwgUS129oaMDKygo4jiOlx8ADwyIOgCr0AIxGI06fPr3rHh0lz0Ov1+PIkSNwuVyYmZnBwsJCyVBXsSeSSCRIJ7z4XuLxOHieJ5t7pbAsS/prjEYjWJaViSr6/X7i9en1erAsSzwLm82G4eFhtLS0YGpqShZmMplMOH78OG7dukUMitlsRldXF27dukVCjMWeliizvxtjotVqce7cOaIi0NjYuK9S888C1JhQds309LQsAVtMpdITkUgE6XQa1dXVFYcVNjc3ZRvk/Pw8+vr6cOfOnR21hwpP8larVTbFUKfTyTZ9rVaL7u5uJBIJvPbaa8RYbWxs4Pjx4ySvs7CwIJP7Ftc4Oztb8exxkZaWFqysrEhKtGtqakgHem9vL5xOJ7xeL1KpFHw+HziOg1qtRlNTE9bW1iTvTWl+RrlwZCaTIcZZq9Wip6dHsUw7GAzKPIRsNkv6NQC5QvPW1hYmJiYwODhI5rOInpY4EMxoNOLChQtYX18Hx3FoaGggw55KoVarZQoBuVwOq6urpMlU6bum0+kwMDCAeDyOxcVFbG1toa2trWTDKkUKNSaUXaPUJKjX68lkOovFsqMeEsdxuHnzJtGNslgsGBoa2jG8UoqNjQ1sbm6W9EgK11moPGsymYinIeZaWltbS+Y2ZmZmJH8jmUxifn6eGJNym1w54cpSqNVqDA8PY3p6GtlsFg6HQyZpI4YFHQ4H5ubm4Pf7UVtbC5vNhlQqJZluaLfbd9XQd+vWLUmYLZlM4tKlS5Lrw/O8bGSuyE4hOLESzWw2o6+vj1xPsWqN53kituh0OsGyrOJhQVTCFZWJC/uhwuEwbt68ST63hYUFnDlzRtFI+Hw+3LlzhxQXbGxs4Ny5cwei+vCkQ40JZdco/bDcbjfa29uRTCYr8jLEpjeRaDSK1157DYODg6itrcXm5ibxfsQJhIV/qzDZzbJsxTLyjY2NMq9pYGAAzc3NCAaDcLvdZb0qpU75wtvKJcQftkdHnNkdi8UwNjaG559/Hnq9Hr29vTIvobD7m+M4OJ1OpFIpqFQqMkGy0lBWNpuVVbaJc8sLh3QV9osUYrfbEQ6HS6oLAJCEEqPRKK5du0Y+y83NTRiNRlJavbKygubmZtjtdomsPCB8J/r6+qDT6WTXeXp6WnIACIVCmJ2dVSzsWFhYkFSpRaNRzMzMEGFQSmmoMaHsmu7ubkQiEdIkaLVa0d3dTRrlKkFp88lkMiRMtbKyQsIzYm5GNCjd3d3QarUIhULI5XKk2qkSlMa4Ag/yHTtRU1MjKwcujK1XVVUp9nOIs9cfFrH5UfRuYrEY7ty5g0uXLika7nw+j9dee41sxHq9Hq2trbsK2bAsK/PQWJaVTelTauBkWRbd3d0kJCWG3nQ6HVKpFEn4F27oc3NzkkNBKpWSbOwcx8Hr9eLy5cvY2tpCIBAgUzD7+/tL6mcpNXUmk0nwPI9EIgGNRkMOSKWmY1J2hhoTyq4xmUy4ePEiVldXwbIs6uvrd13X73Q6ZUlqQPjhFhqSwttEY8IwDNra2uBwOOD3+/H8889LNgFxTbFYTBZa2mtHc2NjI1KpFJmr7nQ6JXpRYqWY3++XdOSLqsC7qeYqJJFIyAxhNBpFMBgkxozjOCwvLyMUCiGfzxNDAggb88LCgqLabyGRSARzc3PgOA719fWoqanB0tISMRbV1dWyMFl1dTWsVqvEiPI8j2vXrkGr1ZJrnsvlUFVVhVOnTpFelhs3biCZTJbsZSr+foih1JMnT5LmRIvFUvZztVqtstCYz+fDv/7rvyKXy0Gj0aC2thYDAwOyeR9qtVrihVFKQ40JpSTZbBYqlUrx5KtSqXYcoVqOuro6bG9vS/StRHbThKdWq6HVaiUVWQaDAfX19aTqTDzd6nS6h97MC+ns7CwpOMiyLPr7+zE6OiqTd4nFYpibm0M8HkdjY+OuchcajQZqtVpiNNVqtSQk9+KLL2Jpaanka+x0wo7H47h27Rq5ln6/H319fRgaGiKjhZWmDobDYVL6K+Y5RGNRfNL3+XwIhUJobW2F1+slBkiU7CmsDBRzIIXeicViIYan2BPJ5/PI5XISAwYIBj6bzWJzc5O8duHa8vk8lpeX4XK50NfXB47jsL29TWbY7FXr61mBGhOKDLF7ORaLkYRmqc3zYWEYhpS33r59m2x0Sk11DMNIRASL11pc2huPx3H16lWYTCa0tbUhGo2CYRi0trYqViKJ5HI5TE1NkUa7np6eXXtcIkqFBOl0miSq19fX0d3djfb2dtnjMpkMbt++jVgsBoPBAIPBQE7QosYYwzCoqamByWQCx3GIRqMyufjdcvfuXcm1zOVyWF9fx7lz50qeznmeVzSc5chkMpidnZUdIsTJi2LfS01NDVwuF6ampsgYgXw+j7GxMeIBxuNxzMzMIBQKkWtjNpsxODgo6T06ceIEXnzxxZJFEBzHwe/3o6amRtbUSqkMakwoMkZHR0mIJJPJYG5uDm63+5EoBtfU1OD48eNk5jjHcTLJc51OVzLfoDQzXSQej2NjY6PsqNlCrl+/Lvnb0WhUsfFS3MzLvWZDQwM2NjYQCATAcZys/FgsVS02JpFIBK+++ip5bHFhgclkgtPpRHV1Nerq6jA5OUlG3O7kecRiMSwsLKCqqoooDVdXV6OjowPb29uSsJjITsrFqVRqxwo6JTiOI1pjIlqtFlVVVYjFYsRzEPMhr7zyCnmPojfT09ODa9euycJ/YtPs+fPnJbcX53oKYRjmkY9WeNqhxoQio3hzyGazWFtbe2Ty8263m4QSFhcXZcaknDZYdXW1TMCxELHbupyHEQwGMT4+LourB4NBJBIJEk7J5/MkCc6yLGpqatDX16doVER5fHG+ezwel2lQKSV7xQFPpYjH4+jr60NtbS02NjZIGW0liAnshYUFYqQCgQCy2SwymYyi4Sju1yhGq9VCp9OVrdgqhclkQiKRQD6fh0qlgsvlwq1bt8hrbW1tkbBU8TXZ3t7G4uJiyYKKRCIhuy7d3d2Ix+PkOaIxE/tS9lIgQaHGhKKAVquVnIgZhtlVN/FeaGpqIoOsAJC+j1KIzYRil3Xx6ZzneUxNTQGApFtdJJ/Pk5CeEoUb7NjYmKRnY2FhAVartWQIjmEY0mkuJsALNzilXFQllUPiBis2KO6GVCol+WzFCZNKp3KxkMBisZTMG4i5s52MoNJrnz59GrFYDH6/Hy6XC5OTkzKjtLm5iaamJsW/W85r0mq1sutrs9lw8eJFrK+vQ6PRwO12IxQKQa/XP5SOHEUKNSYUGZ2dnRgfHyd6S263e8cT6n4hjn5dWVlBIpFAc3Pzjj/0pqYmNDQ0IJFI4MUXX5RsSKJ8PCA0oA0PD0vyGX6/v6Qhsdvtkr9dnBcQN+JSxqQQcXxtIRzHkVN5KpXC+Pj4jrkHi8VCNv7dboB6vb7kTJOOjg74/X7JfWLIMRaLKUrni7S3t5PeIL/fD5/PJ7lfKQ8mzkdxuVxkINjdu3dlr53L5dDW1oaNjQ1ybcTu/traWqytrSm+n1LerFqtlmhuUcmU/YMaE4qM2tpaVFdXw+v1wmw2H5hXIsKy7K4rxcRTaLmTejKZxOzsrGSKXnEFkfhajY2NMql4pWZNvV6Pe/fuIRwOQ6PRoL29nWyOhYj6V4Vks1nkcjmwLIubN2/KchYMw8BkMsFqtSKdTiOZTCKTyeCFF16A1WolVVZiwtpisZCwUSE2mw12ux1tbW0yZV9AMOAGgwHnz5/H3NwclpeXJQY5lUphaWmprHqz0WhEW1sbmpqacPv2bQSDQSLmePToUVy7dk3SDS9OcAQe5OWUqvhYlkUmk8G5c+cwNzeHTCaDpqYmYlBPnjyJl19+WebRlMuPUB4N1JhQFNFoNIrhhccZk8kEi8Wi2BApUrxh2e12OJ1ObG5uAnhgyJQ6nru7uxGLxchJ2OFwIJVKSSRUotEoLly4IDsZu91umEwmySnaYrFAp9MhHo+XbHQ8duwYHA4HVlZWcPfuXWKQRF2rY8eOkZkmAwMD+MpXviJ7/zU1Neju7lZ8/8CDEludTof+/n5sbW3JXqPSzVmUfxHXKeaT6uvriZESRxTrdDpks1m88sorJT2ydDqNV155BceOHUNTUxM0Go1kLUreEsMwVPH3EKDGhPLUwDAMBgcHMT4+ThLyxbkfJa/h5MmTWFlZQSQSgcvlKhnSs9lsuHTpElZXV6HValFbWyubmSKe4nt6ejA1NYXt7W2oVCq0tbVhYGCATCI0mUykBLVULw/HcfD5fHA4HNja2pJ5Nj6fD36/HyqVCk6nE2q1Gi6XS2IITCaTJOdUbBRUKpWskVFUEhZP+zabbdeeYnFRQn9/Pxkm5nK5iGcxPz+/Y2gvlUrhxo0bJFnudrtx7NgxMAyDtbU1mVeiVqsrUjOg7C/UmFCeKmw2G86dO0f+PTs7SzTA3G63YjJ/N2E1cVKgiFKVGMMwmJiYILkaQPBYzp07JytXBYRQmTgWt/hviYlvpc1R3ESz2SxWV1clc+rFddTX15Pw3OrqqmR6IMuyaGtrk1Uxtbe3w2q1Ym1tDXq9Hu3t7Q/db1OIw+GA3W5HLBZDLBYjM+orQXyvmUwGa2trcDqdaGxsVAw9KiXfKY8eakwojwWxWIwMk6qurkZ7e/tDSZ9kMhnJgCylbvVoNIqFhQUAwsZZqZ6YErW1tbKQkN/vl3kRYjWXUkNcJpORFQGwLIvm5maSr2pra0MgECA6ZEozZObn5yVrEQsERAXn5eVlyeZdLr/kdDpRVVVFSptLqTnzPE+mbKpUqrLl0tlsFteuXUMoFCIVgj09PUR6vlJ4nsf29jYRAK2qqiL5JpZlyZhhysFCjQnl0MlkMpJJhn6/H5lMpuJxvYAQW7916xai0SgJ3SjNWg8Gg7hx4wZJBvt8PgwPD5ftjC9G1NkKBoOKuYR4PK4Yy19bWyOlzIUsLi7K+mSMRqNk/WIpbSgUgt/vV6xiUlIlLtyklTbsQuPC8zyy2Sw0Gg2i0ajkerpcLpw4cUJy4g8Gg7h586Zk7fPz82QWSTETExOSIoNAIACr1YqjR4/i7t27EuNmtVqJPEsmk5FdH/HzYhgGp0+fxtzcHJkeSbW0DgdqTCiHzuLiomRj5HkePp9vV8bk3r17kmbHxcVFVFVVyfIB8/PzkqqiVCqF+fl5nDhxouzrB4NBUnGUSqUQi8XA8zw0Go2sk1uj0aC+vl6SdwCEjXtubg7V1dU7lqQqhWkYhsHCwgK8Xi/pwud5HiqVClVVVTh37hy+9rWvSbSsCo2kw+GQeC5arZYkqldXV0mvjsFgAMMwJJeRz+fh9XqxvLxMQnyrq6sYGxtTDFMFAgFFY6I0JiCRSKC/vx9WqxXT09PIZDKwWq3o6+sj3mUsFsOtW7cQiURIXqiwOEStVu84P4fy6KHGhPJYstswRfFGJSavi42JUmjH7/fjypUrqK6uVgzRJBIJ2QlcRBTDFFGpVKirq0NHRwcYhsHk5KTkb+bzedy6dQsXL14kpbGtra0ST4NhGMUmwWAwiM3NTfJ6PM9Dr9fj5MmTcDgcsNlsGBwcxMLCArLZLOx2u6Qqrb+/HwzDIBgMkmZDm82GbDaLqakp8v4ymYyiMSusOCsOmVWCkrcWj8cxPT2Njo4ODA8PKz7PbDbj4sWLCIfD0Gq1JftdKIcLNSaUQ0dpM1WquiqHUrhJSf6lpqYGgUBAEvLJZrNkwBPLsujt7ZU8RykMVYhKpUJ7ezui0Siam5vhcrlw48aNkh3qqVQK9+7dw6lTpwAIHsLp06cxMzODbDYLp9OpWCggih0WIgobFr6/UtVoLMsqljwHAgHZ+1PqLi98TKl8C8Mwsusn0t/fj0QiQSTyeZ5HNBpFNBpFIBBAR0cHlpaWkM/n4XK5iEEWX3c3oUjKwUONCeXQ0Wq1OHXqlGQz3a1UfHd3N5LJJGKxGFQqFaqrqxV7DZqbm5HL5eD1ehGLxRQ1n4rZqTKI53mikZVKpZBMJsm8k1IoCTgODQ2V/Tu1tbWYmZmRbOpms3nPM8qtVqtMiFKv15MhViKRSASpVAp6vR5VVVUyBV61Wq04/bHw/rNnzyIej+O1116TXIPt7W2Ew2FiLLe3t8FxnCy/VCkcxyGbze4oVEnZP6gxoTwWmM1mHD9+/KGf73A4cOnSJWxubkKv18PhcJQMlbW3t6O9vR337t2Tzf9QSmKLch6FnpNYfsowjGRTDIVCFW1iDzNTXKvVoq+vD/Pz80in06S7fK+YTCY0NDRgdXUV2WwWer0eDQ0NmJ+fl7yPdDpN5o6I+Sxx7kddXR1aWloqKsk1GAyK16fQ6xIr0R7GmCwsLGBpaQnpdBo2mw19fX0lq9Eo+wc1JpSnBpZlyaCjYDCI1tbWsv0RnZ2d2NraImW54mjbYnQ6HU6fPo3Z2VnkcjnU1NSgsbGRjNIt9jJYlpUNsip+va6urod6j/X19aivrwfP8/ta/jowMIDm5mYEg0G43W7odDr4fD5JnsRsNpNNmWEYxWq5SmBZFjabTeJhKV2vh3l/iUQCMzMzxMsKBAIYHR3FhQsXHmqtlMqhxoTy1DA6Oorl5WVy6g0EAjh9+nTJTUnUo5qfnyeCgqXEE00mE44dOya5jWEY2Gw2iZwKIISN6uvrsbq6qihC2NzcTNSEH4Z8Pk9EIbVaLbq6ukg/iFqtRmdnp6KHBYDMjBG9qkIsFoukOfLIkSMYHx9HLBYDwzAwGo1EmHKvDA0NYWxsjLyHpqYmTExMEMOsVqsrEtAsxuv1ykKXhTL3u2VlZQUbGxtEouWgBE+fRKgxoTwV5HI5+Hw+Sfhka2sLwWCw7NAjrVZbMmFcCa2trQiFQmQIls1mw8DAALRaLTo6OvDCCy/IGhL3muO4c+eOZKpiIBCQnOqDwSDOnj0rMxY+nw9TU1NIpVIwGAzo6+srW6JcVVUFm81GciM+nw+vvfYaLly4UDaclc/nMT09jXg8DrPZjK6uLtlGrlarZcbZarVidnYW+XweDQ0ND7VxOxwOWUOnTqd7qI74lZUVjI6OktcKBoM4fvz4rotDnhWoMaE8FYhy7sW3lStfTafTyGQyMJvNDx0yYlkWJ06cQDqdRj6fl5Stit3YhQOsrFbrrnWuCuE4TjbEqzg8FAwGsb29LTEUojcjGrZ0Oo3R0VFcvny55HsXR9kWEg6HsbGxgYaGhpJrvH79uuR50WiUVK6VQ8n72y0OhwMNDQ1YX19HLpeDyWSSVIXthvX1dcl3KpPJYGVlhRqTElBjQnkq0Gq1sFqtksZFi8Wi+MPneR737t3D5uYmstksLBYLjh8/vidZlVKquj09PTAajfD7/SQktZcwEcMwO56yOY6TGZhwOCzzkMSpg+VEEXdKlBcTi8VkFXHb29tIJpNlJ2buJ4ODg2htbUU0GiXTFR8GKsmyO6gaGuWp4cSJE2hoaIDdbiez5ZU2Xq/Xi5WVFaTTaXAch3A4jPHx8UeyJjHWfvLkSRw9epQ0Ku7l9WpqaiQbXXF+xGq1yoyo0WiUGbzCmSJKsCwrm2VjNpvLeiUcx8kMEM/zB16ia7Va0dDQ8FBVcyKi5L2ITqfbdcn6s8SOnsnIyMjHAZwHsAjgBzweT/b+7e8A8DEAWQA3PB7Phx7hOimUHdFqtRWVFwcCAdnmVq4p8XGjr68PZrMZW1tbZIObmZlBOp2GSqVCT0+PzIiK5b7iTBEx6b1T/mZoaAg6nY4kyru7u8t6VhaLBXa7XeKd2O32J7Jrva6uDiqVCisrK2BZFq2trQc+KO5JoqwxGRkZOQagwePxXBoZGfkogHcD+D/3774D4ILH48mNz7bL4QAAFSJJREFUjIz8n5GRkWGPx3P9Ea+XQtkzVVVVkqovAHv2GA4S0dspbMocHByEw+GQ5VMK6e/vR2NjIwKBANxud0VhvVJd8+XWNjw8jPHxcaRSKRiNxl1prD1uuN1uRWkbipydPJPzAL5+/7+/CuADuG9MPB7PcsHjMgBK61lTKI8R9fX18Pv92NzcRC6Xg8VieWQbniitn81m4XA40NXVpRiLj0QiJYUO9xOr1aooM7NfhMNhjI2NkeZGt9u9p+q1WCwGjuNgsVie2BxGJBIhxlWn06Gvr++plIbZyZg4AGzc/+8wAFmN5cjIyCkAbo/Hc7Po9vcAeA8AfP7zn9+1e6jRaKhLWQC9HnL2ck3e8IY3IB6PI5VKweFwPJJhSuK8drHxT6xwOnPmjORx2WxW8jgxRNTR0YG5uTmwLIu+vr6yJc7Aw1+PdDqNyclJ8DyP3t7eh/bSeJ7HK6+8QtafSqUwNTWFzs5OmUERBR71ej26urpkeZ9cLofnn3+e6Js5nU68/vWv3/Vsd6VrEo1GMT4+jnw+j66urkdanSVeE3EoWSwWw9jYGN72trcdygCvR7mP7GRMQgDEY4wNgKRMY2RkpBHAJwB8V/ETPR7PlwB8CQCy2SxfXGK4Ezu57M8a9HrI2Y9rwrJs2Znx5QgEAqTh0W63yxSH5+bmZLPd19bWZGteXFxUfNza2hopbV5fX8epU6cksiCRSARra2uwWCxoaGhAVVXVrq9HLBaTzJKZm5vD8PDwQ3kvyWRSdi2j0Sjm5uYkPSN+vx937twhowBmZmZw9uxZicGZmJiQ9NL4fD4yC343FH9HYrEYrl69SpojV1ZWMDg4KFOX3i+i0ajsMwkGg1haWjoU72Q/fjOlqvJ2Mo0vA/j2+//9HICXxDtGRkYsAP4awAc9Ho9vT6ujUB5zeJ7H5OQkXnnlFVy7dg3r6+u4ffs2fD4ftre3MT8/jxdeeEFSNqsUllG6rdRQq8IeGXFSo8jCwgJeeeUVzM3N4fbt27h27dpDVUzNzs5KSmcTiQRmZ2d3/TqAUABRXD2lVqtluZnimTLhcFj2N5XKefejSGJubk4if5PJZGT6bPuJTqeTeWUajWbXHtaTQFlj4vF4bgPYHBkZuQJgAMDfjYyMfPr+3R8G0Abgj0ZGRv59ZGTkdY9yoRTKYTI+Po7Z2VlsbW1hc3MTN2/elGyIgHAKvXv3Lvl3c3OzpIejlLR+fX295JTKMIziZiMaC57nZfNExOmLu0WpqbOUplgpYrEY7t69i3v37slO2xzHyQyD0t8sHOgFQLE4YD8qwpSk88uNL94rWq2WVIUBDxpZD6rn5iDZsTTY4/H8bNFNH7x/+28A+I1HsSgK5XFDjHnvRKEsu1qtxunTpyUJ+Pb2dtlzWJbFmTNnMDMzg1QqherqanAch8nJSeLpFE5FBOQbPs/zCIVCJbXFSuF0OiUyNAzDoLq6Gtvb25icnCTNhn19fYqx9mg0iqtXrxKvoTgPwHEcFhYWJBVRhRItgDAPpnjUbldXF6LRKLa3t8HzPOx2+0MLSxbS2NhICi/E9/uoq7UGBgbgdrvh9/vhdDqf2uow2gFPoVRApZVExZupwWCoKM6v0WhkmyXLsvB6vWBZFk1NTUQehWEYmM1mSdhHr9ejo6ND5i3tRGtrK9LpNHw+IVLtcrnQ2tqKF198kYztTSaTuHfvHi5duiS7DvPz8zsOzSo2fAMDA0QWRjQkxRusSqXCqVOnkEwmwfP8vvWpuFwuHDlyBKurq+A4Dm63W9HA7yeiwXpajYgINSYUSgXU1dUpJurFOezAg5G9DwvHcRgdHUUoFIJarUZLS4us8kvk2LFjuHv3LmKxGGlcNBgMMmPC8zwCgQC2t7dRV1cnS6yLkxELxS5DoRAxJCLiRMTi55eTVhEprkJjWbbiRPqjCAc1NjY+lCIxpTzUmFAoFdDZ2YlsNouFhQVy+tbr9Th+/Dh8Ph/S6TRqamr2ZExECX0RUTdLqbJKr9fj9OnTO77m7du34fV6kc/nsbi4iI6ODnR2dpZ9TiqVkhhJoLT0SmNjI3w+H/E+WJaF2+0mUjVVVVV7UmWmPDlQY0KhVEhfXx/q6uqwuLgIhmHQ3t4Oi8VSVsZ9NxSPwc1kMlheXsaRI0ce6vXC4TA2NzeJ95DNZrGysoK2traSDZE8z2N2dlZWGeZ0OkmSn2EYNDY2oq6uDm63m4SNeJ6H2+1GR0fHQ62X8mRDjQmFsgvsdvuOs9ofFqUNfi8lpLFYTJavyGazyOVyJY1JPp9XLMEVlZbF1xPH9YpTJ2nYiEJVgymUx4SWlhZJn4bVat2TSq3b7ZYlrk0mU1kDpVKpZOEstVqNZDIpMUzZbBarq6sPvTYRjuMeaWku5eCgngmF8pjQ2NgIs9mMlZUV6HQ6tLe3lxy/Wwlihdjs7CzS6TSMRiOOHj1a9jkMw6CrqwsTExOIx+PQarVobGx86JkgpeB5HuPj49jc3CSlv0NDQ49Ej4xyMFBjQqE8Rtjt9n2V2aitrUVtbS14nq+4vLm2thYulwvBYBBmsxl6vR6bm5sIBoNkvrpOp9vTxMiVlRUsLi6S3EwymYRWq93R2FEeX6gxoVAeI+LxOJaWlmAwGNDc3LxvJ/XdKu6qVCo4nU7yb3HYmFhtZrfbEYvFYLVaH2oAldJMmWJ9MsqTBTUmFMpjwtraGsbGxsjpf319HWfPnn1sQj8ulwtOpxPXrl3D1NQUOI7D/Pw8jhw5suuGPKX+kb1MRaQcPjQBT6E8JiwuLhJDAjxQl30cSKfTuHPnjkQWHnh4Yciuri6JPIvZbEZ3d/e+rZdy8FDPhEJ5DFhaWlLssC9UuD0seJ7HtWvXZH0wIoUGsFLUajXOnz+PjY0N5HI51NfX76nYgHL40E+PQjlkAoEAJiYmZCWyheKOmUwG8/Pz4Hkera2tB6o6u7W1VXbmy27FJUUYhpEJPFKeXKgxoVAOmbW1NVlzoUqlQm9vL6xWK+LxOK5evUrKc9fX13Hy5MkDG67EsqxMXkVcI8uy4DgOgUBAkrCnPHvQnAmFcsgozUh3OBzEK5mZmZH0eSSTSczNzR3Y+hwOh8xwWa1W8DyPbDYLv9+PW7duPfTESsrTAfVMKJRDprOzE36/nyj1iirAIkrDqnY7wMrr9WJ5eRk8z6O2tnZXPSIMw+DUqVOYmppCMpmERqOB3++XhOXS6TQWFxd3PVaX8vRAjQmFcshotVqcP38eCwsLyGazaG1tleQh3G63pIJKHGBVKVtbW7h79y5JlIsDp1pbWyt+DY1GgyNHjmB+fh7T09O7NmaUpx9qTCiUxwCNRlOyNLa5uRnpdBperxeA0O+xG2Xe5eVlScVVPp+H1+vdlTERWV1dVTQker3+kQ+ZojzeUGNCoTwBdHV1oaur66Geq9T9vtuOeEAoEVYyJGazGUNDQ5J595RnD5qAp1Cectra2iRKwBqNBk1NTbt+HYZhZIO69Ho9zp49e2CVZZTHF+qZUJ4pfD4fZmdnkclkYDQaMTg4qDhB8GnCZrPh1KlTpE+lqakJLpfroV7r2LFjYFkW0WgUGo0G7e3tj+z68TwPr9eLeDyOpqamPc12oTx6qDGhPDNks1mMjo6SrvJYLIbbt2/j7Nmzh7yyR4/NZsPx48f3/DoajQYnTpzYhxWVh+M4XL16FVtbW+B5HouLizhy5Ahqa2sf+d+mPBw0zEV5ZtjY2JDJkyhNI3ycicViWFhYQCwWO+ylPFJWV1clysKpVArz8/OHvCpKOahnQnlmMJlMUKlUZCY6IGhEseyTcaaanJzE0tISstksNBoNWltb0dPTc9jLemhyuRwmJycRi8VgMBjQ29tLQlliz00hD6MBRjk4noxfEYWyD1RVVUn6M9RqNRoaGp4IY5LJZLC6uopsNgtACNmtrKw80RvszZs3sbi4iEAggJWVFVy/fp14Ig0NDTLhR7PZfBjLpFQI9UwozwxiJ/fa2hpCoRAaGhokMuiPM8lkEqlUSnJbOp0mEwqfNFKpFILBoOS2UCiEUChE5Fu6u7uxsrKCXC4Hi8WCwcHBQ1otpRKoMaE8UzAMg8bGRjQ2Nh72UnaFxWKB2WyW5ErMZvMT29vBMIys16X4tvb2diIr8zB9MZSD5fH37ykUCliWRX9/P2w2G3Q6HWw2G/r6+p6IEJ0SOp0OVVVVktscDgdsNpvkNiWjQ3k8oZ4JhfKE4Ha74XK5kM/noVKpnvhN9sSJE5iZmUE0GoXBYEBPT88T/56eZagxoVCeIBiGeWomErIs+0RXo1GkPJk+MoVCoVAeK6gxoVAoFMqeocaEQnnGyOfzSKVSsjG8FMpeeDqCrxQKpSLm5ubIfBOTyYSjR4/KKqgolIeBeiYUyjNCPB7H3Nwc4vE4stksQqEQxsbGDntZlKcEakwolGeEjY0NmfxKIpGQzHKnUB4WakwolGeE6upqqFQqyW06nY72dlD2BWpMKJRnBIfDgfr6etKnYjQa0dHRQY0JZV+gCXgK5Rni2LFj6OjoQCQSgcvlgkaj2fE5qVQK9+7dQzweh1arRWdnJ9xu9wGslvIkQT0TCuUZw2w2o76+viJDAgC3b9/G5uYmYrEYtre3ce/evSda+p7yaKDGhEKhlCSfz8umOiaTSayvrx/SiiiPK9SYUCiUkrAsK9MCY1kWJpPpkFZEeVyhxoRCoZSEYRjZ1EOn0wmn03mIq6I8jtAEPIXyCMjn88jlcmSm+ZNMV1cXnE4n1tbWYLPZ0NDQQCvAKDKoMaFQ9pnJyUmsr68jl8vBbDbj+PHjMBgMh72sPeFwOJ6YEceUw4GGuSiUfWRrawsLCwtIJBLIZDKk+olCedqhxoRC2Uc2NjaQz+cltyUSiUNaDYVycNAwF4WyjzgcDiwtLUnk3Z+GvEkxqVQKY2NjSCaT0Ov16OvroxVezzjUmFAo+0h9fT28Xi98Ph/y+TxMJhO6uroOe1n7Cs/zuHnzJra3t8ltyWQSFy9epIn5ZxhqTCiUfYRhGJw8eRKhUAjJZBJut1smrvikk0gkEIlEJLdFIhGEw2HY7fbDWRTl0KHGhEJ5BNjt9qd2Y1Wr1WBZabpVpVJVLM9CeTqhCXgKhbIrdDodXC6X5Dan00lzJs841DOhUCi7ZmhoCFVVVQiFQrBYLGhtbT3sJVEOGWpMKBTKrmEYBi0tLWhpaTnspVAeE2iYi0KhUCh7hhoTCoVCoewZakwoFAqFsmd2zJmMjIx8HMB5AIsAfsDj8WTv364C8BkAXQBueDyeDz+6ZVIolJ3geR48z9PGQcqhUNYzGRkZOQagwePxXAIwCeDdBXd/B4D1+/eZRkZGzj26ZVIolHLMzMzgn//5n/Gtb30L169fRy6XO+wlUZ4xdgpznQfw9fv//VUAFyq8j0KhHBA+nw+zs7MIhUJIJBLwer0YHR097GVRnjF2MiYOAKJuQhhAVYX3USiUA0JJqTgajR7SaijPKjvlTEIArPf/2wZgu8L7MDIy8h4A7wGAz3/+87serKPRaOgwngLo9ZBDr4mA0+nEysqK5Daj0UivDeh3pJhHeT12MiYvA/gIgC8AeA7AS0X3fTuAF+7f9/nCJ3o8ni8B+BIAZLNZ3u/372phDocDwWBwV895mqHXQw69JgK1tbWoqqoiKr4GgwEtLS302oB+R4rZj+tRampo2TCXx+O5DWBzZGTkCoABAH83MjLy6ft3/zOA5vv3pTwezyt7WiGFQnkoVCoVzp49iwsXLqC3txeXLl2C0+k87GVRnjGYwiE+jwrqmewdej3k0GsihV4POfSaSNmP61FfXz8BoL/4dtq0SKFQKJQ9Q40JhUKhUPYMNSYUCoVC2TPUmFAoFAplz1BjQqFQKJQ9Q40JhUKhUPYMNSYUCoVC2TPUmFAoFAplz1BjQqFQKJQ9Q40JhUKhUPYMNSYUCoVC2TPUmFAoFAplzxyI0COEIVqru3lCPB63mEwmOuHnPvR6yKHXRAq9HnLoNZGyT9ejEQ9mWT2A5/nH8n/vec97PIe9hsfpf/R60GtCrwe9Jo/z9aBhLgqFQqHsmcfZmHzpsBfwmEGvhxx6TaTQ6yGHXhMpj+x6HFTOhEKhUChPMY+zZ0KhUCiUJwT1YS8AAEZGRj4O4DyARQA/4PF4svdvVwH4DIAuADc8Hs+HD2uNB0mZ6/EOAB8DkIVwPT50aIs8YEpdk4L7fx7Auz0ez/AhLO/AKXc9RkZGvhfAD0M4LP6Cx+N55VAWecCU+d0YAHggVCDlALzX4/FsHtY6D4qRkREbgG9AGLF71uPxjBbct+9766F7JiMjI8cANHg8nksAJgG8u+Du7wCwfv8+08jIyLnDWONBssP1uAPggsfjuQjAPTIy8qxsnOWuCUZGRiwAjh7G2g6DctdjZGSkHsC7ALzR4/G8/hkyJOW+I28FMOrxeF4H4M8A/ODBr/BQSAB4O4C/Vbhv3/fWQzcmEE4SX7//318FcKHC+55WSr5nj8ez7PF4cvf/mQHAHfDaDoudvgcfAvBHB7qiw6Xc9XgLgDSAb4yMjHxxZGTEfNCLOyTKXZNZAKb7/+0AEDjAdR0aHo8n6/F4/CXu3ve99XEwJg4ITY0AEAZQVeF9Tys7vueRkZFTANwej+fmQS7sECl5Te678keflRP4fcp9R2oAOAG8CcArAH7iYJd2aJS7JjMA+kdGRsYA/AiAvzrgtT2O7Pve+jgYkxAedFPaAGxXeN/TSghl3vPIyEgjgE8AeP+BrupwCaH0NfkwgE8e8HoOmxDK/2a+5fF4eAD/BmDgQFd2eIRQ+pq8H8CLHo9nAMAvA/ilg13aY0kI+7y3Pg7G5GUA337/v58D8FKF9z2tlHzP93MDfw3ggx6Px3cIazssyn0POgF8bGRk5KsAukZGRj560Is7BMpdj5cADN3/7yEA8we2qsOl3DVh8CC0FYCweT7r7Pve+lj0mYyMjPwegLMAlgF8AMAnPR7PB0dGRtQAPgugA8Atj8fzU4e4zAOjzPX4JQhu+sz9h/6Kx+N5/pCWeaCUuiZFj7n+DFVzlbweIyMjvwUhJp4G8D6Px/NM5AjK/G5sAP4GgB6ACsAPejye6cNb6cExMjLyZQiHiiUAnwZw7lHtrY+FMaFQKBTKk83jEOaiUCgUyhMONSYUCoVC2TPUmFAoFAplz1BjQqFQKJQ9Q40JhUKhUPYMNSYUCoVC2TPUmFAoFAplz/z/4RBOLhkN3qAAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Plot data\n", + "plt.figure(figsize=(8, 8), dpi=60)\n", + "plt.scatter(moons_X[:, 0], moons_X[:, 1], cmap=plt.cm.Set1, c=moons_y)\n", + "\n", + "# Plot explained instance\n", + "plt.scatter(instance_m[0], instance_m[1], c='green', marker='*', s=500)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "bdvvS3T9T73f" + }, + "source": [ + "### Quartile-based Interpretable Representation ###\n", + "\n", + "This interpretable representation is built in two steps:\n", + "* discretising each *numerical* feature into 4 bins based on\n", + " data quartiles; and\n", + "* encoding the hyper-rectangles built in the previous step\n", + " in a binary in/out representation that depends on the\n", + " location of the explained instance.\n", + "\n", + "Let's go through these steps one by one." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "stVbe0UNY8yd" + }, + "source": [ + "Before building a binary interpretable representation, we generate a sample of\n", + "250 data points in the neighbourhood of the explained instance (*m*), which are\n", + "required for building a surrogate -- see the *data sampling* notebook for more\n", + "details." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "n31_FnUpZs49" + }, + "outputs": [], + "source": [ + "augmenter_moons = fatf_augmentation.NormalSampling(moons_X)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "N_31H5FdZfV7" + }, + "outputs": [], + "source": [ + "sample_moons_m = augmenter_moons.sample(\n", + " instance_m, samples_number=250)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 423 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 7763, + "status": "ok", + "timestamp": 1598703175275, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "bARQjOnjaE83", + "outputId": "098112fe-5d88-4538-db40-d45556578420" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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Y0aSnS9HHvggEoMOTgsOait4eJ9mSkgKPPAyTJqL0oaVkYHAgMYzJMcLhlNg4XEZsT8O1eh5PICANSHp6LNx1KDvHdR3m3TSOJUum9AjfWfp8TewztWNOv5PShr9Swno512T2LBQjtGVwCDGMyTHA4ZTYGGw6UX0dz2BIwu+LPlfPz1SccxrOghEU2V9GnzgGvnrhITlmA4MIhjE5BjhcC+Vg04na0/H0loRXVUEgIF93qI433psSHg/uF15EVFfDySehnHxydLuen6miKPgLx9N52V1HjGzK0RR2NTCMyVHB3n6Uh6ta6WAbsX1djPZ2PPFVYpGRD2+80b+mxwONCAbhO7fjXb1GPvD+B4irr0a58VvAvn+mYudOePlVaa2u+jrKkCEH9fj3xoHwWA1jNLgwjMkRTn9+lAOalzEADqYR25/FqOfxhEJyQbJa5fFEwkwtLSbefNOKNTYY8dB7VO9/AGu/jP3t9cKHHyJuuB5FUfbpMxVr1sCPfgy7GuQDCxcifv9blIKCQ3MuPTgQHutgC58aGMbkiGZffpT7Oy9jIBwsI7a/i1H88USEEUeMCPHqqynRxUjuE0IhBTiMTYwtLRDu8V4+rxQjU2RDZr8/0+dfjBkSgB074Nm/w70/Ttq0t7t9IQRUVEBNDZx2GorDMaBTG6jHOtjCpwYSw5gcwezrj/JwTMM7GEZsIItRSUmIggI3zzxjp6DAH+3hOFzDtfrkgvPhH/+A2rrYYxMmopgStVnjP9M+wz5eL0l0yRnBIhSCV16FjRuotM7EObQMf1iPGv5xYwPwgx/C55+D1wfP/B1xx/9DOfGE/T61gV7fwVAsYZCMYUyOYAbFotcPDrQRG+h5e70mNC2xGbC34VqHOiwI8QYhDe3++9FeeIFgczMUj4E7vt/HtmGqq/cQ9pkzC1asICqHbLPBKSfJf//kZ/DeewTCKs6uXLQx/0K/vAyQBrZwy7voi5dIBUmAujr4+3OyEXI/Gej1PVK+98cahjE5gjmci97h5FAsRocjLJicBziOuX87hdZINUAf26qqoKlJYcQIkRD2KdQ2on/4HkyaCN9YAM7PQVPhtFNRzjkH0doKy5eDELjCDnzCjLZjB6KxEWXoUGlgK7aRFQwmvnlry4DPdSDX91j93g92DGNyhHM4Fr3BwKFYjA5lWLCvPMDMXvoOe27b1aWwebNOXl4sbOf7vALX8/eS5doGFgucNB/l788k7sjvj3orDpMLi+KHkJCP021gLzgRPnglsQ3/ACXuB3J9j9Xv/WDGMCZHAYcjF3IgGGhp5+FcjERFBbz4Eng8MHMWXPsNFEXZ6+v6oq88QG/aXD23tVrl/71eBbtdIMJhLOtW4fDUggL4fPDZYsSaNShTp0b3owwbhhhfAsuWoytBSi1OnFkX48sYjiUgDa65ZALiG9+Ad96Gzi4CI4tx3fJj0g5h701fHKnf+6MVw5gYHBYGQ2nnvsitxCN27oR774tVSK1YCR43gRtu2W/j1FforTdtrp7bqiqMHRtAVaWXYiZIqfpZonKwxwPrN0CcMQHgoQfhN7+FnTspyc6m6NYT6UzxJZyDct01iKuvovJLgXNVOv6PFcyLjXJcg0QMY2JwyOkrpFNQ4MbrPXRhi0AAOj5YjuPfz6N3tcOYMVRedBfOlel9GrlAADqefhNHfTN6xBEJBql8YzPODz7CZ3ZgOWk2805X92mh7Tv0lqzN1du2F1/spagoFDVm2sogrIx7kckEz7+A2LwZ7rkbpdvdUdLS4Cf3RzczA1kkG9ig0HCuSjHKcQ36xDAmBoec3kI6dXUmnnnGjqZxSDyVykqVJf8L4HuuCktnCaUWJ0Ub3sW5+gT0S87vdcGMeFO+yuOxdMmwUIm+mYDQcO4Yg6aslT+ohi0s0a+hqCi0x4VW+P2woxaG56NYrfsUeutr26gUy30/hgd/CV9+CW637FlpbIT/vgWFhbDgqn26XkY5rsHeMO19EwODA0tvneg7dmikpgrsdoGuy0U8Usk6UAIBaGkxRfcX8Yy0tauwdzWgKUGcvlJawpn46mOVSqEQtLWZoq+NeFP2+dPRhqTh9JUSEBoukYZPxK38DY34VqzD5er75yXefx+uuhq+cQ1ctQDx+utALPTWn7v9PW2rDB+O8uc/Qs858uEwvPYP2V+yDxjluAZ7w/BMDA45PcM0gQCMGBHqs+9jIPSWm8nJEfj9CprDIbvJhcAnzCBk4RNAQ4OJqioNnw/efNPK1KmB6J25kpKCuLwM3ycrcRV04Ni4FMs2f8L7WkJdfetk+f3w5FOwbZt8oGYHPPsc4swzUVJTk7bfaw4nHIann4HVa+QwrG9ehzJ2jHxySFbyC3bulB3w13+zv5fRKMc12CuGMTE4LMSHaazWMK++mpLw/IG46433Jkwmgder8OmnFq680i3vsqdOgbVrobYWi+InKz1A6YUOPvPC+vUaZjNMmBDAaoU1a3RUNXZnrmRmYjnvdNIWlKL96iFK6504faVyfntmCqVX5qH99c+IQBAuL0PJy4sdWF0d1NcnHuzOnVC5CWYel/Dw+vUK776bgs8HlvptlAbfp+TcQphXGqse+83v4LXXYvIrlZWIp/+GkpEO374VPlsMXV2J77du3T5fT6Mc12BPGMbE4LARX011MO5629ulh9PSolBVpREMytDV1Kn+6Pv5Lvw6lrUrKE1bgf71XzL+uBlkNnijXpGqSsmRYNUOZhwXYn1ncdIxih/cSYnjcYrWbsRlycFx4Snof/q29DgAPvwI8eAvUKZMkX/n5cHQYVLrKkLuMBhTnHD8gQAsWmRC10H7+H2oqMAZgKIP70Y/78yYttYXXyTqeO3YIUNZw/Pg088gKyvZmGT14rH0A6Mc16AvDGNyjNDfno7Idr1EWw4qB+OuNz1dziSpqtJRVVlCGwzCmjVmrrnGHfd+U9D1KdHXZWWFycjoNiSNjfDv/2BpbGPGZ/9ixqyZuP7vfhwrPkZvTEOMPQFF0+A7t8lKKCHg9u/GDAnArl3wo3sRf/kTyogRKFYr4htXwzPPSi8lNxeuuBwlPT3h+F0uEz4fKF43rF8PwSA+kYLLbyPrrbcQV34dpbhYVmr1ZPVq+PvfZY8JSCsQCMiw3tixcNON/b6OQghobgaHA8XS9+RHg2Mbw5gcA/S3pyN+u4wMlenT9628daAc6LteXYepUwM4nWZpTDwuioa2EvQPxeUykZnmJ3PRW7BtO+LC81GKiqKvi3ouHyzF0thKqcWJ7nXBZwvJWr9GqvpqGkydKuXcrVY5xOo735VVUz2pr4fbbkf84feQPQTlqxcizjgdtmyBwkJZotsDhyOMxQL+FrfsEwEsih+HyQWhMPztaXjwAamTtW1bTHurqAhaW2OGBAj4Ba45X8GhutCtGvznTcQ134ANG2DhJzBnNsyZk9R4Kaqr4RcPyKqztDR5na65Zp8aTgMBaGqSzpMRGjt6MYzJUU5/5bp7bhepqDpS+giiHlXbdvRXXoBgkOA3r2PGjBGUHu8l+MZbWOu2oAZ9BLPzST39OPjhL6FitdxB+av4r72Rzkuvw+EIRz2ljnffwGFfldgA2NJd8RUMwsqVcPU3EH99An71aO+GJEJdHVz3TTCbEQUFcM9dKNOm9XoekUX6pJPCvPvOEHxqGpZAlzRqkWOJaGbdcjMMGyaVfW02aO+QmlvdrPOPZ6H3FJTlqaR0NsqS5oUL4b33oKFRlg6Xl8M558CP7kk85kcejc1VaWuD515gY8HZOLcX9avhNHKDoqoqoVCK0eh4FGMYk6Oc/vYHHMl9BNH+j/oWLP9ZSKl3HSX6ZlzOpWg//hEndnXi3LoZrzBjUVRK299A/9YfE6TZK92FOP/kxRc0Y7GZooueY1Qmrs0OHCZXokGJZ9t2uOTSWCnYnujokP9vapJ9IH99HACxcSOVt/4FZ9MkfFoqllNKmXfTWObOFWRne+iobMLx4euxYzCZYIrsZlcUBb52CXztEsQPfgiLF0ffbp1/PH90fYewxYLW5qPIJMugi7St6Nu2y/koIOXlF36CuO5alPx8eUxCSAMYR6DdjfPlXegnF+21eTH+BiUlRdqsI+kGxWDfMIzJUU5/+wMOZR/BgRy3Gr9gaWuWQEcLTtG9WDY1wT//RUlmBkX2d2gJZYICWaZW8MYMQ0BoOH2laIoXrXk7SmEhS5ZYCAZ9LBv5M3xD3sXSUk9pxhpKsuph67bkA+nsjA6t6je1tQivF4JBAtffgrPlUnkMQS988A5L8vOYYqpCa2kg6/5bQW+X5b+aCrNnw1VfT97nli0J57XQdwrCloJlzAhYv4HqYDEpmhtX2EGW0kONuL1dhuO6jYmiKIjsITLn043LnIMvdxTxH1tfNx1H8g2Kwb5jGJOjnH1RyI3fLvL3gb6DPNCaXAkLVncjnk+Y5WKptsrcQcBPdagIp3euLN1V/NHudSAmv24KEZnV6/EoLFxoJT1DoF/zNURnJ07FTNEVHejfui7WIxJPVhakpcm7eUUBh0N6EG1tvR98Zobcz/+7E5fHIo8hLoTl+9uL1L/0D7K0NigZBw//EoYMAZMJpa8PJsUeuzZhBwoCjSCMGAG1dQTb3AhMMu+Smpoo/FU4GqZMSdzfddfBb38HtbWQmorjpNlYRg9P2KSvmw6j0fHYwjAmxwD9rZSK327kSDOdnQc2tn0wxq0mLFiTJsGWKize7iS1psGWzQQ8IZzeK9GUYHSxdvpKKdK3oROIya+bTLDuS8SwoYTXbkRpaUHMGoOSl4eSmoq/S6EzlErmk3+Fy6+I5U4iTJsKd/0QnEtlqa/FIjvce2NoDlx+OTz2ODQ24jBp8hjisOCT5yEEbKyEP/0ZHvjFntWJ55VCZaW8NiYXKYqHovAGqjtmEJwyE9PmzZwy+kP0qV+Fc8+Fv/xFeh7ZOXDzTShmc8LulJPmI2YeB0uXQmEh5qIi5lX2r4w7/gals1PaeqPR8ejFMCbHCP2tlNoXOY99ZV/CHj1DYX2FxhI8qryxmE87m9Ld5ei2KSg7ahG7d+MKZ8Y8D02DQACfyYZr9ulk7VyLXlcn5dd9pbi/qEJUt3Fi++us8s+AzV8gTjgB0tIwL1tF6oevwdjR0kv45S9hZz1oGoHZpbguuQHHbd9Hr94kkwRzjwezBdye2AErClx4IdxyE8qQIYjycnkeEQn4SONjt/eUkKdZvBguvAgxYoRM3sfNFREbK6FyI3zlK/Cv16G9PbZP/Uxs08JgUzjlzpFMmvSD2D4f+8tePzfFbofTT4/+vT8aYiaThXDYyJUczRjGZJByIPMKBwqxcSN8tBCOnwPHzdjn+R39DXv0DIXl5QWpr9f6DI0lLm6F6PoPEcEgfO0y+b4Rz0MImDEDFLDk5OP46XC4/FK5D30zQaGy0HcKSmMDq5QZ5Jl2Uu/Jx7dkNRZ8lIY+Qm/bDFs3y9LcXz8Kf3+OyroMnOaL8d21HsuW8ZRaWinStuJ6YzGOND0hv4AQstLq1pvl3/n5svO9+xiKtK24zDk4/LuTE/5uj/xv1y742S/gySdkkvymm2UuJVJ7O74ENvvA66XEsYOi85pxndeI42+/RV9ahxg6FL73XZSCEfv0+cWzL2Xcug6ZmTLiOJgYjL+xIxnDmAxCBsOsj56Ixx6X5aOdXfDyy/CVc+Ceu/dpH/3J3/QMhYVC8PrrKcyb58du7zs01nNxUzQNdewYgjt3xu7QLWfjmzYPS4ZNDn6yhRDDhkF9PQGhsdw/h3RTR3Qf9eF8ylLK8QqbrObS4xb3DRvgttsJ7NiFs+tKNNsbaGYLKEHecF/IELWFkFCxdCTmZwApnVJeDjffDHfeIRPfW6ogxYZ+0klkTZsKv3wEXK6+L+aOHYiODlizBlZVJF7AzVvg17+CJU6YNw991kyyvnWjlI4BAhu24Nrpw/Hs7zBbjk2t18H4GzvSMYzJIONg5BUGiujshHfelYYEZEntxwtlGWm85tRe8HtD5OSYuPzyvueW9AyFeb0KPl9siiD0vyLI/sjDtP/wLti2nZKMFIouH0nncQoOR9y1vP02eOhhXBubEhPgyES+V9hkIr8nHg+0tsZCaF43KAohYWJzcCyZpi+wm9wAsVLceE/DJhPlSk4OPPG47LRPSYkKPYqFn8D7H/R9cmlpMpT29jvJz/l8MGo0ypw5cl/ba6JVXpWBsTKUttqK5XvrKf3OZMZPPLbu0gfjb+xo4KgxJkfLj2FQllO2tcm7556P1dYRyM7b63UXmzdTee+rOLeOwmfLxDLvOOZdU4DDIaXhrdZw1Lj0DIVZrQKLJTaaFvpfEaQOGYLyq0diryN58JMyZQriuWdxfPMWLMt7JMBNMjmfRHo6jBoJra2xEBqAIw2vrkGjgsUU6z5PqC4DqcF16SWJxzF0aOJ7jBvXtzFJtcNFX0XRNMQFFyRvZzLBf/+LuOJyme+w28FmI+AOdJdAB9HohEUf4azcTPCX57J8XWa/7tJFKAQrVsjmyMmTBzSq+HAxKH9jRwFHhTE5mlzWQVlOOXw4jB4lx75GKCyk0nYczhdS9njdhRAEfv4IztXT0ZQWNFcLfNLC6yk3kJ1rob5epbZWpaAgyPDhYebN8/UyRdBNfb2G1ztwEUixdausdpo3Lyphomga+o3XULr+KZxds2UC3BSgtHA7emOcN6HrMH8+XH8dKCb4zu3ozc0yhBY8EV/hZLSudsa0bEYldh0sih9HmoBZJ8HQoXD9N+UivydOmg+PPxEtd+5xUcEhPRildC5i8mSpAhxpQAyF5Gs/+BDx2J9RsocgSktxvfU5PmFGIYxXWLEqXtx1LSz8zXrST5uBtmIF6BpL/DMpKkqWPhG7dsEP7oJNm2Qhw5QpiN88imKz7fPncDgZlL+xo4Aj3pgcbS7rYJwboSgK4p67pdR5fT0MzSHwzZtwLk/d+3VvbMS1vS0hhBRqaWfz8i7Szk6nvl7FbIa6Oo2CAj9LllhYsMCdVC0UCPgH5HkKIeC7/ycVdgMBsJgRI0fCgqtQzj0X6nZSomygyL4ZV7i74z29EEbOgupq6Q2cfRbKjTGBRHHfj+G1f1Li81J0nB2XpRbHXx6mOmVEYlVW5mr0Rx9AmTWr/we8pap3QwLQ5YbH/4qYPBmlsBDlmb8h1qyBn/48UYl4yxYpJvl/34P7foxj2ju0/VSw3TWUICoaIYaadjG0uUnON+nuh/GtrqLj1FMYMq6HsvCf/ixzRSCP7Ysv5P5vvaX/5zUIGIy/saOBI96YHI0u62CcG6GUlMATj0X/7mwx4V/bj+ueno4j04SlMRZC8lozZbwfKS+lqnJt8nplyCSyj/j9DFgE8kf3gtMZ+9vnl4nqRx5FaLqUN0GW6EbDUcEAymN/Rrz0Erz9LrzzHmLzFrjvXhSHA2XePJg3D+gOof3wbgh6YlVZYQeOHB39xWdQsrP37XiPnyN7VXY19P58YyPcfCvi+99DOftslKlTEVlZicYE4K23ERWrYf4J8I3rEc+tQ1njRhGySllXgpgbtkMwJlFvaa7H8drT8KM7EvfV1Jx8HLW1+3Zeg4TB+Bs70jniSzmOVpf1YPZ7HAj6e90VqxX9onMpHbKWoNDo0tLRxo5m7DQdu12gdd/OqKrMi+zvZyeEQGzditi5M/k5lyvRkMTT1QX/+x9c+jUZgopn0iREVRU8/awMjdXWSoXd++5HfPQxomfToiOm2x8xSvpxU5IMifD7EaEQoqYGUZuofdXZ2Ul7e7tMsN/wLUxjx8pO9fgxlBFaWuAf/4z9PWVSsqRLe7uUr3/6WVwv/JfMM2YyZ1oHM7O3MGdoJdkpbqaKlfKzCacQFJrsb9m1gyRGFiT+rSgwYULydkcIg/03dqSxV8+krKzsYWAesA34Znl5eaD7cRtQDqQBQeDK8vLyPm6jDh6Gy3p42Jfrrlx7DSUnn0zRh5/gGjebtNKJVFd7WbLEQl5eKJozCYf3r0NatLbKWP6GDaDriJkz4aEHYht0uCDUh0gjgElFGTZMhvJeellKjIwvge//n+xQ71l84FwqpxcOHSpnilx1pXz8+uthzVrYulX+PWI4XBvrgBednXD/T2RfSXsbBENgtSCmTiP04C9YuW4dzc3NCCFIT09n1tlnM+yqq2jdtk2e28O/StDJAqDLjairk8dz9tng8UFFhfRQ/HEFBYEAjtWfYpl+OdolF6IGg7CrActzLzMjZTUzLKtj4T0lCEs3I679Jvz21yiZmXIf371dqgxv3CiN2+zZcGUv+mAGxyR7NCZlZWXTgOHl5eXzy8rKfgRcCrzc/fRXgC/Ly8vvLisruxq4HnjwoB5tHxgu6+FhX667Ujga87dGM6SX18ZXc0X2sU/Veb/7vVxAAXw+AgsX43rsnzju6Y7l5+fBmLHRPosEsrLgkovkMZ4wD06Yl/C0KBwtq6PiJxlGchmNjXKi4UVfRbHbUfJyEU8/BeWvySS12QKr1yCKi+UArUcegUWfyvMTmly8Ay70JUvY8s/XaczKiL5Fa2sr69evJ/e001CGDIETT5TNht/+TqLWl6bCN78lvRS7HWbPgrPOlAn4HuipZnkD8OgKfBu3YQm5KbUvR0ca2qQS6HXr4OcPwG8eldfHboff/1Z6ZJrW6wwWg2OXvXkm84D/df/7XeA6YsZkC3BK978zgaYDfXD7gjFO9NDRc6Hf3+se/9qUlNg+ItV5Ho+CEHDKKV4mTdpDdV7c3Xq0j+LfDtJtXRx3khzwJX7+U3j01zH5k4wcXLZcHFecjXnWtL73fd558N7/YOWq3hPijY2yKGHMGACU1FREW5scl+v3wzvvgNOJeOAXULk58RjjZFM6g/6kXXsrKwkfF5sJr4wbh/jud+Bfb4DHDWPHyabFSLitq0uG4RZ+knycKTa45huM2/YuhRsewuU2x7yQSNKqNyJeVhzKfo78PVwcLW0Dg529GZNMoL773+1A/LdoMzCxrKxsHaAAc+JfWFZWdhlwGcAzzzxDZsRV3gO6rvdru8HM0XAO0Pd5rF+vsGiRHCdrscjhTRMnil72sH8EArBihUpTk8KOHQrhMGzcmMIPfhBi6tTe36dz5Ej8K1fFSckH0eq3EHrqcZatnMPM5+ejT86EZ59JPocqOGn4ns9BvPA8/rfeJli5kcDb7xDeEUs6m0aNIn3qNBSLFEgUbjetiz5NDDEtXgLnng9dXYnHGCc6efy2OsjJkY2PIQWPx0zehtV03ngzGa+8RDBkor0d0q+4Gv3qqwEI1dTQfuFF/bqu+uln4Dj+eDrLXwNfF1lqLOGuFBejjR5F4OOFsWmN3ahZmaQfgO/z4fpdHMjv69Hw2z6Y57A3Y9KGzIkApAPxGcdrgM/Ky8t/UlZWdilwL/DDyJPl5eWvAa8BBAIBsXv37r0eTGZmJq2DTcBnHzkazgF6P49AAN59NwVdl5Ef+TdkZx+4Muxly3Tef99OXZ2KpilkZ4ewWgX//neAIUO6eu2cF7feAtXVuCpqE0qQhctF17K1bK8YwZAxGQM7h/knwvwTEaNGwd+ekR5J7jDCN95Am7sL0doiw1uVldDzuy6E9BqIk7uP77RXrOS87aQr1cpay3Q2VI1Ea+nCtSYbu74JnnLi7JyV1M8j7Pb+zVDJzSVwysm03HxLbGpi/OHl5hJ84Bfwxhvwxz/HBngNGULo4ov36fssNmyEV16R2mVfvRBltiyHPhy/iwP9fT0aftsH4hxsffQV7c2YLAG+DzwHnA0sjntOIRbaakIaG4OjmJ5l2KEQtLWZaGkxMWzYwEOMgQCsWaNj8vswuUFJs9LUJJPzzc0KzzxjR9NIapBUMjMRx8/FsfqZZBl3dwvWHZtoyZqLwxEeUCm5WLaMwOtv4SIbx/Fj0W+4FhypiHAYvn2bFFvseU6R3Eh3SCnaMa8o0SZDi/CSTjvTyt9gZSiL8eo2zG4pxfJZ8ARCK7NhtILVKlDVWD+P1lgfG93bGyYTnHM2XHKxFIbsWTYMMDwfrpGejnLRRYgLL4QPP4KqLXDBBSjDhye/pq/rs2ED3HEnNHYb088/R/z4HpSTT+77NS6XzAGNGHHAu+mPxraBwcwejUl5eXlFWVlZQ1lZ2adADfBoWVnZE+Xl5TcBLwGvdnslKjIBb3AUE18OvGuXQlWVjt8Pb75pZf78gasOuFwmgh8uomT9TuraSgmYLQSzhjJ0psbOnRqjR/ujFbJJDZKbKnuVcc/L7KK8shT/Jivm2ipmb3sBc30xYtgQGDkShudjtmfstRxZtLRQ+aOXcNaOlfte7af0fz+hZMguOXiqlzv+3nIjJfpmeYyBE/GF1QSp+ZZQJsITxtyt6QWwNW0GNTvGYmtW0DQoLg6Smiro+PcnZP3tEakR1hfhMJx5phSC7GlIbDa47FLZtBkf9mhshAnjUc48I3bube3w6quy+uyKMlkQ0BsvvxIzJCCNxL//A30YE/G7P8AHH4CrA0YXIu6/F6WoqO/z2UeO1raBwcpeS4PLy8vv7PHQTd2PtwPnHIyDMhicRMqBP/3UwoYNOhYLTJwYxGo9MKoDqbsqsWyoIC/QxVTdxkrfTERLK9u35zFkSDih1SLpDvOss+CTRQkNg1aTl/KZj6OnWtDaWuF/b7O8w8Zs8xssr5uDb0UlFrtK6VdS0PUr9nhsgfJ/46wdm5jrcM+hSHkJvTXZkMjcyDw0JYBmVQl5w3zgOZ0CdQclliqKsppxtYmE2fLxOl+h7KG4cwppSj+DlK2b0FsaQQiqvhzCjAXFON58Mdpo2Sd2u2x8jMvxRPF44KOPYMJ4RIcLpkyGx/8qq+KCQcTEifDIL6GtHb73fzFj9P77iIcfkk2sPfEHkh+LS+zHJ8K1NSvhX/+KGcP16+E3v4U//XHP57QPGG0Dh5YjvgPe4NBSUhIiI8MbXcgjC/yBCB/oq1dQykI+FSfSHM6hWK+iIKWFvBPOZ9lKO6FQrHev5x2mctaZiL8/B5s2yYZBrY32c67CP3wmOgJWrASXC59IIU9t4Cr7SzL8pLjQF1sR72bCGafLEt5ecNly8YnaJFXhqIBjXNgKunMjc05Aa69j1xYP1f4CPGEbdMEZ1g8pEVvIUhPvmnUlSKn1c17P+Q5bRpxBIGjCv203o+vW0B5KJ4hKuLORqVtWoLt6NEyCHBricsVkBUrnoowZI4dpvfkf2fEfT20d3PcTucqbzYlFA198Ab//o+zPifdq6urg78/Bgw+QRPwI4Agl4wCZCH/33ZiOW2lVJSU9var6XcmvHyBG28Ch44jvgDfYO4GAVOcN9HLjuD9kZYXJyEj0FA5I+GD+fEpydnOB9b9M0r5kjnk5OUOCqBaNESNCuFwKXV0KgYC844TYeYmPF8pyWXkwMHcuw399byzMYZOz3S2KP+oNZKmt0ivo7IT77odrrpUd7z0Q77yL4z/PJ+djuvcFICZOiCkjKgqOEyZjET78m7az0V2EQpgUk4dUUxdOXymBcC8d7bm5FD32XXLKTmbO8UFOOcXHEH89HaF0Zpm/YKa+klLzUma4PoTRowgIjZZQJgGhye77Jx6D3/4Gyi6D++6FB34hD8dqhd//Xop19iTypfAnlyZTvzM2dqAbd9hKVX063SkdRCCAaJKNlr1Ov3J1EgjAokUmdB3sdoGug1M5lYC5h9hlzj5KzvQTo9P90GB4Jkc5B0NR+WCFD5QRwxFXXknWG2/h25LKCvNMgjkT0ZZZGDkywDe/Gavmqq5WeSFOsbj0zQ8piYRz/H5YuxbT5g3MmzeCJUss+CbMxrJuC6XtbyRPMATpVWzaLKuZfveb2MNeLzz5FPqOHZRaTH2O1f3GpAqef/AtKQc/biz6W2+T99G/edVzOVuDo7Ca/MzQV6ESokukJErSg1ThveduOsfNJrRaJtu9XoXCoe1s2KnTHkonU22T75k5isrOUTi7imLHkrKOkswslMJCOS6457XNyUZ893a4+0dyHk1/yM2FSZNgyRLw+3nPfQav+76Gr2Yclv/L4OKc/3F25a9lbmT4cJnw70meHFHg8yU+7RtehOvkC8j6/G3pTRUVwi1HlmCkQSKGMTmKOZiKygc6fCCEkNIlnywCEUbJz0MUzQGhRqNHui6bG3uelwgEcNaOpUh8FDMUnZ0Eln5OySV50eNMvfIs9Jd2wdstvYsWQnIeoqoadkidqgQBx7hcx6YMP6usu9ny6x8x5tGnob2dwE8eoj58NidaP8PkC2Ex+WkXGYRQEzyaKFOnwvFzSF1VQes/vWzvHEbQkYHWbKZI3ciVqS+TZWpFz04ncO0vcF6/FE1piOVvdk+i6NV/Yb7puj6vsXLiiYirr5ZJb69XLuLxoSmLJdbAOHECgVu+g0vJwLG7lcBCJ6+v/wb68Az0ccPB6+H1f1qZn7KLFJNXGpRRoyA7O3YNp06BsstwqGEslsQWFosF0n76f7D7cilmOWUyyiB0HeLzPAZ7xjAmRzEHuzTygKoOvP0OvPgS+P24QplkuNeQmxvCe8IZWOur8K5vpGN1OkNmjU4+L03DlzoEV1vc3X5mBvqZp+NNOM40+M5tiIqKJGMSLeFtbEW/+x644AJ5hz+yQN6hd3fZJ6gKd/PC+C7arILnA0v46dPPwIUX4PLo+IQZu8nNeH0j1cFiPGEbnSKVMyxymFWLOhRHcQ76yaVw9QK4+x74eDGi7XaUECi7mlCUECZVSEOiBCE7m87sInxiFYowReeS+IQZV1UTfdRZRVFu/BbihuulwVizRuZFGnZJI3DttTLHEQhQ6R+L882I53kbBdffjO+FFMwOuR/R2IjPq1BvyaPY1N0l39UJf/qTbObIHSZLi81mdGSz4LvvkuzJ5ufL/wYhPb36c85R2IfBosccR4QxMeQQ9o/BWBrZ87MUwSD88mH43/vRuH2kqkndvQv7h/+BykosAXD84L+Iq6/AseCaxPPyeLBkp+LQzeBLgcwsuOhCtJEjo3F8UVEBjz0h75p7qP0mlPDu8FPa6KTkg+9JRdyHH4KyMtmI19gIqakEXN4E72RtjrzlXpPtl6WwK1fiCDRHcyy5aiM5piY6w6lcV7qKHfnn82JlHr6iCVjGj6b0eA8ld9wGy5bhCmWSaWojT2vAF7ZgMfnwhi2xsJjbjcMRps1vZ7v/+OhcklHqNhyfPI9wzkcpnbvHz0BRFBlWO+44xLNPSw8lJUV6K3Y7waCC84VEj7aqSkv87WVmYtG3kqfWxx7LGgKFo1G+fWvSe06cKMjOPjCerPh4Ibz5pix9PuMMlPPP2/+d9UFvXv2iRSYuuSR5aFhfrz/W1qxBb0yOpimKh5rBVBopdjVQ+ZeFOBsn4Zs8A4vdyrx5PsZ98lf4z5sJlVCRfpFPQ1fg2tiKI6gy3/KZrGB66y20q77OvHnye+Grb8Hy5r8o9byNrjdAXh489CDK+FjpqvB64cFf9qozFRAan3lPIIiGVfGiKuHYzPYNG+COH8CzT8MF58H69axzFbHwnk9R3C5SFA+jMxexKVPKyG/KDFDjqmHksnp0SOp5OSNrMfpPf4HzgyK00R60sEDRwfnYRkYvr6C1ZBzBoIJ5dQCVECnd/SYJYTFzt2yLqxOFDIRQ8GMmLLrDU395DHH8HJTe8he9oCgKYtlyOeSqoQGysuj49r34/XMSPFpQOOssDx98YJPSJNY0LjipDu/moehdO9GH58DVV+3xfQ+EJyuWfg4PPBhTcq6oQMABNyi9efU+H/3y6o/VNWtQG5OjbYri4WB/cxuRCrADkg/5/HMCP/0lzq1noCkfolWuhauuZMkSG4VfbkIXIvlFubkow0fC9jUoprjnOzrA7aakxExRkZuOe/6AI/BvdL07V1JfL8NlP/8p/iVLEI/+Gmp2JCrtxrHKNw2nfy4mJYxGiCKtCofSGfMENm2C274Df/4T69Pn88e/OxBDbJhaN5Gn1vMf22m0m74AvLRbBS9M6OKe5RlALzmWUIiWd5z43qpEq5dluiI/jy4tgw+uvInQqAw8bh1ziRvP67sJ+ZWkRD/paXSs2komLahagMpACQqCqlAxq/zTmFOzQXoa6XsWpBDhsCxndrvhj3+CyByY9nYcP7od8yVvgz3WzGg2Cy66yMd55/mor1dxuWDVqst4rfhMLG27KL1iGONnWPb2VRg4b76ZOBKgyw0ffAgH2Jj05tVbLOzVqz+W16xBbUwMOYQDw77eEVZWqlRUqLS12Q7MndVLL+Pa5YlpUjU0wsJP8M//Cq6UvAT1UIDA+Ck45/0Gi1khZ2MFtPpj3sKoUSgZGQgh0CpWkFVbAT2rs9xdCL8f989+IUfX9oE7bGWpfy6aEowu1tXBYmbqKxIS5B80O3nl+UvZseY2WhuKCZtUuqzF+P3HEW5shQ8dcNzTMGwDH430ssveM7nfgFcTlFXaOfmFv2DZfVHsmDdtpvX4E1EthWz5LI9g0ISmhTlp/gecuPK/OAJNidVnNhsO/25UgmwLFmJRvATQUUWYtf4pzOhajf7Du+Dxx+gN0d4OP/2ZHAucmgqTJ8UMSTe6r5PSNX/AefL9SR6tpgQp+Ph5XnwrDy0nE21eKYSsOO9dSNGIt9GPPw6u/cYBl0aJ0pvn008vbF/ozas//fS931gdy2vWoDYmgzHmf7QTubNKT5c9AXAA7qza2hO6uwHYtBnz6efg+PZVsH2lXPQVBcaOxXXvI/g/tqFbBOKM08HpxNcRxjX5ZLLuuxURCsGdP4DPlyX3R+g6zJkNGzYQ7mFI4nWyqoOFfOA5nVX+GQRRESjYFTchVKaY1yYs4KfUWHivNZ2FHVvwdunQWgykgB4CcwA6h8PW0yF7MxszYKM1BaztoMp9ZHpMXLzFxim1VjRTV1L4a8yIrXyx5ThUNYyqyu/2qrbJfOW2TCz/fCWmUpyZCRdfjD73OKaOfI8PKjNpEVkgYKjaQH0oV3pUqyoQL7wIn34q+0TGjYMf3in7TR54UMrjR9jRy0RFoMT9BcULevFo77sf17sr8Lm/hla5DrZvh9ZW+fnsrCSrYjm8/ZYchZyVBTd8C2X6HiT+95XLL4cvVsQqxjIy4KsXHrj9x9HTqx861NJrK008x/KaNaiNyWCK+R8rRO6s4hnwnZXNmqybFVQondmBuSBXJoHf+5+8wzzrTNIUM+bF8gepjB2LGDMGy8eLcQQ/hAceIJA/Ctcn63EoYfTIodpsUmvrxBNkwrypCWXIEESz9BIqA2Nxhk/CF1RRRYDmUBa5agM21YtKkGBYY6p5LbriZ4Z5dcLha0NyePCyh1GFjzc7vqB990QIa6CEIHUnhFXwZkDtbGiYAUELaD4Y9THj9M3c83k6Z+zoVlq12ykJJYa/tq8qYYfLDNkWmoqLQQi0rhCdX7mc7K9+hfY//0UazYsvhkkT4ZFfMdn3OWmmc0lXXGj4MSmC2lABVsUjE9N/fTImVbJpk+xk/9lPYeu2xM+mr56T7TVof/odWf/3vehDoqkZFi/BYfLHbgzq6iAcxqJo0psLhWDb9th+GhoQz/9dGsK90J+ktTJ5EuJXD8Orr0E4BF/9Ksqc2Xvd9/6yr179sbxmDWpjAoYcwqHmoNxZXXstrKpIzCGMykB/cxfiRRfMnQMXXRQNjej0+EEuX0xpxe/Q1UppFPxp+MKXJIgnkpmJ8sJzsffMycF8/nn4XvsHgS4/zvB8tJAXDYFbpLA5OJbc9C6KhgSp3qziFVbCKDLRrwRltVN+PmRlQlkZ5oJcvnm+yvC3lvGkZTstShjSasHWBkIFcwfUz5RGxBxADUPxyrN4paGLof64a+eS4bP4EuNRuyrJ6dqBujuIrb2DzqHZZHu9BAIQHlmA8sMfRF8uVqyE/76Ft8tGgbqDXeF8gkJHI8RwtRavsJGi+JIFIDdulP+3Wvv3mYXD8M67iK9fgZKbKx9bvhzcbnQlrrggmNzAmcD27bBoEVyxZ+2zfUlaK5Mnw+TJ/TuPw8CxumYNemMCxhTFQ0nkzqqiIoWurgN0Z3X8HDkPZPES9GCQrMwQuNvhjX/L5z/9VDau3XIzAKKtjXFDBUULMmWz4ZLH0NVKAkLjU9+JhIWK1eRDJRTLpfSSxLff+2N8p5yM66O1+N4eglazAQCLyQcoeDPyyC2bT85Tz9LZHOA6+7OyAQ+kvlV+Psoffx/dX0lJiMLct5mz1soDmSeyUi0Cvw1yNkD+ctg5F/BhEjC/zsr86ky0lHSI70vp5TjjvTa9tg3qTDSffhpvvGEjI0Nl+nQ1trA6neD14jAFKdDqGKnURkuIhVCkd1BYCNXViW9iS5H/P/30mGHZG62t8MyziAvOlwv40qWxaxG5MTDn4BhqRq+LeSMJsvs2FYYN2+Pb7GvSWjQ3y/LuoiKUeE2fQcSxuGYdEcbE4NBSUhJi5swQNTWeA3JnpSgK4pGH4eOFsG69XD1eeSW2QSAAn32GuP6bcO/9sHo1INCmTCXzhHmwRRqBVf5pLPXNRSWEpsjKq9RI5VUvEiIg72LTSiZj+XypHKIAqIQYo21Gs2XiDlgwX3sdZzy5gBR6hHw2b0Z0dqKkpkYf0ufO4PjqVzh57GesnKSDACIJ98YZAIQVMIeU3jvd+yCyOLeEM/mv45tY5w4HpI5VwsJ60nx47R/obnfUAAlACCXmHZh1eef+ZbeacVoaXHi+/PfVV8F77+2xMCF28RT41+vw3nuIwiLpZcShK0GypuTCHXfAVQtAiGTZ/aleSqbtOWfS36S1EAIe+ZX8HnV0QFGRlK0fO3bv52Jw0DGMiUGvHOg7K8VkgtNPg9NPQzz5t+QNgiF48ikpix5h4UJpWPx+AkJjrX8KZsWPqisgFKqDxcwwr8QxMh1uuCFplyIYRPz2t2gVaygNjMbpKMLX7sWi+Lm46HOKHrqRzjwPqV070Z+vpqctQVFkPWg8t90G9lRWtv0RHA2Jz436GLafCkEL1dk6P7TWo7ts0dDW3tCVIDpBgrtbEatWocyQximysGaaO2DNWmkotm6lZHfv8i7srJe9MQs/kZVa552HMnmSPCVVRfz4HvjBXdLz2JP6Z8SL6nLHDFM8Q4bIzv2CEWAyEQgqiSOJ8/JwnvANioN71gLrd2h16VJ487+y4QPkVMvf/R7+/Kde93ssNg4eTgxjYnDouexSePttqO2uUjKZYNZMqYPVk+7yGVfYQRCNIq2K6vTjCeYXEN7VxNSZ1ej3/BalF8VZ98O/gpdfJRBWyQnXU5b+Bd6LL8YxLAP90vtRHA6yCCNSs2QopsedNzarTF5PmhR9SDGZaL3qYjb98y/QrZw7MqWY4zPOYmnKe+zI/it40+kckkJu2btQ3wbPPS8X9n4YFYfJhUV44d33EG43nHkmZrMgtWET/PjumBz8mDHgcKBXVyfJuzAkS/bpXL2g9zd54q+ymz9CRI9rX3nogajBE+lpuHaTOJJ48kT8QRWXy8TQofIhEeq+aahYLeetXH0V+vTp/UtaO5fGDEmEhkZ641htHDycGBL0BoccJSNdypSccTocfzxc/034f9+HYUP7fE2ktDhXbeT4jDXMOieD0uuLOe63V6D0oe0UXLmSSv8YXuy6ktfcX6N81znU7zLR+dWrCVodseMxm+GqrxNd8SLsqIUf3JUkS/9y5cvUu+tRUJgSvoLLOt5nQu1DXNbxPlOUr6HYW9jl3cHLG19GGT0aVG2fvJNSi5NgWKVr8WoCXX65sD7zVOJckS1b5Fz5tLTEHZhM0mP45S8Ry78gFAqxdetWKisr8fl8iLY2qNyU+JpwGDIzej2eBJn7nvz1ydi/x45NLv/eUZfgYYhwGK6/Af72NKxYIRPz996PaGigpCTEggVuLrvMw4IF7t4X/rnHJ3uKPT8zEnMwEcn7JUssB2wEg0HvGJ7JIOdoddWVcePgoQcTHhO33iJDF72MwE0oLVYdWPZSGCCefArvpmqcvoujYZeG0FD+uOZMpr1iw2brMUf+4osR06fLxS5+4W9shJdfhR/fE33IWe8k05LJxb6pjH7rLMypS2H+idgdWVzm/wuzxqTzxrbXcNY7uWXaLbC797vnvoivessJaIRLFiBcHckbNjQkN+yFw7IPAxAfLaTqnLPZNGkiALW1tUwrKWGIucdFM5thXAl8/nnCw9H8hz0LS1dLrHIuwpq1iMVLYF4ppNiTy791G/Pm+dBCXtx/eUx2r/cc0LVrF5S/Bt+5be+h1dJSOO9c+OQTaJc5E26/LWmzY7lx8HBiGJNBzGBx1fdk0A6ksVMcDsQTj8PXLu116l6Jvpmioe24bptN2pl9N1GK9/4Hf38OlzslGnYJoVJtnUZ41ChUlYTENkBHgxfHXfej9+pBxE1Q9Luoaqvid7vnM/mFHbzUtZsstRV140bEd24jGDDz/ck/5ZTRJ3Dfkvtw+V2kFhXD4iU9TlbptbIrQqR0WK2vIQwwYXzUSCQQ7ntxVDo7GbL0c9mbAng8Hqq2b2dITo6c1R557fTp8KuH5djc9euhfheBkAmn/1y044rQTj0VHn4kVjkXCWP5/bJ5dOZM6V1u2EDJrm5DmD8Bx8Pnoo8MwK3fx7uil2OPkGLr+7n481EUuPsuxA03QHMzjCnutZrrWG4cPJwYxmSQMlg0fvZk0A6GsVN0HXHppfDs36WHoGmy1LW1Fbxe9PnHk/WV2fSl1iFcLnj3PfD5cJhC0bCLDxvBcRPRrDpWq3zM71dYtUpn3Todn7MSy5rjKbWEE+++MzLk5MJudJPO2xe9za6Tvs+b3vNZF5yMOeSnKFxF7mOPYy4oIvX4YZwx/QxmD5uNWTXDzTfK5r41a+ROpk2DG78lZ6CvXiPDaV2JEw3lm+no80oJANx6q5zH/u57CUlzAQiTCVMfRsUUTOz9CG7YID0/RZE9NJdeCt+4GsVigR/FvC9XdQe+t7PRM+QSIc44A9+7nyUP9QoEYNkyOO1UePKv8Oqr6JpO1pVXoGRmIpzO2Hn3RloaZGQg/u/7Mhx4yUUo8+b1vT2gZA+B7L7F9o/lxsHDiWFMBimDwVXfk0GL/Hugxk50dkoJ+m3b5MJ93XUo37gaMWe2XDgzMmSMPdKp/Z83wemUZcQXX5ygUiv+8pici7J7N5AYGgsKBWXbVoqPnxwdN6yqgjVrdKxW0JQuUILJd99dXfDc84if3I+iaZjCJkKdCktcs7AqPiboG6gOFrMxMJ7MjqWcWPU39LtbEb98iPRpU7vfCHj4IamLpSgokTzHHXdIL+r+nyReFE2D/DyYPx/zxRfjbmuTs+nvuxdRVCQT2N1zc32pqWyafyKZO3cSTkmhoLISU0u37L6i0DZqZMKu0yJFBkJAS6vMn3QrESdsV5CGxR5bHpRZM7FkZONY9wns7EqUsQmHoWqL9DB2NyXmX9ra+64YS02VhvqPfyLQ6ZdVaavXoz/y82hivyfiH/+Un7HfJ43y/31PXpseHO7Gwerqaurr6xFCMHToUMaOHXvw9MoGCYYxGaQMBld9TwYt8u8BG7v7fwKLPo39XbcT8fzfUcaPh/HjET++N1nyY3cTPPIobNgIP/4RAGLDBnjp5aRqn/j8w8mBT1m+9U66HLMxmwVTp/pZtcoCiGjHuE+YE+++AwEp9VJYxMYTSqmtraWpCbqsaWT4mhmmNpKtNtMSzOT8lLcYpu6GJmQeIGJMulHilHwj4cHUqhr0npVUw4bBq6+gaFp0AQoEAjQ2NpJ+0VexV1XDO+9AKIS1s5OCNWtxXnM1o5ctpytrCA6LFYZkoUybRuisM5n4yqvYa2shGGTIhh4Ni598Ard/F3HhhfDZYrCnwLXXoA8dmnx3//VczCUvIH5wF3z8cWwfqang9cPPH4hd/5WrEE/9FU49BUaPljcL8eTnw1N/hZ8/QGXb8FiexeOn9G9LGf+nmDERfj/84Y8yzLdtW6zybNNm6YZ877v0xuFqHKytraWyspJQ93G2t7ejaRpFRUWH/FgOJYYxGaQMBld9bwZtoMZO+P2y9Dae2lp45z247Gvy756yIBHCYXAulWEtm03ONu9ZNtpNJP+QpbYybtmNuIpuxHHbAhSTiXXruu/K62SZcl+NhoH169g+Ip9AIIDNplA/axLpSxejhEKohMhU23AoLlpCmbLnI5xoIITXK70qr5fKKZfjrMiQn+vqOZSGFlGiVsY2HlmQcLe9c+dONmzYgMfjQdM08tNSmRJngDLq6pj73PNk1tYRvffNy4Pv3k7x/T+VHt4e8jMs/Vz+F2HZcsSTT1BSktn73f3dd8lrXVUlh2p95SvwwfuJ13/TJvjnv1AWXIU468zEyi95UvDKqwSEltibAjgbplMciBtC9cBDspS8J0L0WqxxuGloaIgaEpDNlrt37zaMicHh43C76nszaAM2dqoK1h7JV02D3Fi5Z+DGW3Et2oBDtCVrP/n9UjbkmWdlTqIndntSLkInQNZrj8Oyd+D885gz5xoWLrSCWyNFaH1qTHWmpRHoDteoquAkPmFH2EoobMGi+MlT6yl3l8m7a5tK6dRZjO9+rWhuhu98l8Am2eH+mdWM5bLz0XQdVn6O03M8RfYq+b6KAhs24L/zR7ju+Bl2u2DLli14uo1qMBikbtQoRuTlkVkvpxwqgKNxNwpxUiZrN6I7l8oS3D0Zkt7Yvh1eeLHPCislMwN+/1t5M6CqshHynXeS99PZfe37ev/PP8d1yQ34Pt2O5u+efulw4JsyM+rhCiFg7dq+j7WfyftDidpLUUBvjx1tGMZkkHO4NX72ZNAGauwUVUWceSa88ELMA5kxHU44AYB161QWLpwC035LyopPKRUfJyfHf3gXNLck7RtNw/q97+J9ILH8OCA0XH4Hjqoaqh9bxLILLoSUbITXz2zzssT9RzCb0W6+CW3VKoLBIEooxAk7/ofF1i57MNB4z3culhFZaDYbTJmCc7Odoh/ci64EwOOhcj04fVfSGspgXds4xr+3ltwsL3S58YmUWGhNCCp3D8X533x8u9eTfvbJ+HxWsrNjpcEhs5nWkSOjxsSXlYXi91PZNSoWLvIFKd1ipqQvz25vdOdk9oQSn2uZMT1xkqWuw3/+g1hdAd+4Wt4k9CgGQDGRdsFJWFbUw7oKaG4CeyqWHdWk2iYSXZ76+mLl5EhJ+kHGmDFjaG5ujt4AWK3Wo94rAcOYGPSDPRm0gRo75cZvIaZMltIpo0fB177WHX5S+cMfHAgBmnkORVdOx9lxPkWLrkZ3d0/aq6vrO7l7QimWs8/G+/Aj0UUsXjdKVUI0d2QxvHIdacVF4GtkuZjDOH1Lsmcybhxpw4YxatQo6urqCLa1ofv9VAcLcfpKpYEITmR80TDy5o9B7KjF9493cInlZKmtBFQrTl8ZmhIkS2vFEgpQXZ9Gzq41qCSG1hLCPu11WCwm1q8fSWbmblRV3uGbdZ3cwtHRpkXLNVcTeO4VnO+NioWLcnNxfqpT1Omj16XYZJL/9VzgAbKzpUrBvnDnHWBPhTWrYWOlDHnt3i3/27ylF0OiwHHHoetQevUInLcvw7fbi6Wpg9KGf6E/WAQ//6nUdTvlZPlZR8JoOTmyeuzyMpSCgn07zn4ghKCjowOz2YzN1rvnEw6H6ejowGq1Yu2hxJyamsq8efOorq5GCEFhYSF2u/2AH+dgwzAmBocVEQoBAk4+CY4/HkVVCQTg44+tCBFreK7easbWvEOGPyIRg74MSU423HEHSlam7AZvaEiKzbvDKWwOjSM3Jw11yBBIScHXScxDiPSBDB8O110LwIQJEygqKsLj8aC8vwjnopKYgbDoVItxDA2FMa1cicXdhsMuDYTLb8OHBY0gKiGK9Go2BGfQEkghUw0khNZcYUdMkmTbNjyPPc6Qwqnoeg6q2orFYmHkyJHYzz4bUVsrF9lJk3Dd8TN89avROuoh1Q6nnoLv5bdwBe1kqT0GiFkscIq83rzwkgxrRWL8qgqnnIISdyct3n4HXn8d3B6YOBHu/H+JXgkQePmfuD7biKNtF3rP3FVf3f/vvI1Y6qTE7aGguY16ax55ar1Ubl7ZFhXZVG65GTF6tFRMzs6B665BcTh63+cA6ezsZNWqVXR0dKDrOjk5OUyfPj2hEqu5uZkvv/wSl8uFxWIhLy+PyT0k8W02G5PiZHiOBQxjYnDQEV6v1FXKz0cpGRd7vL0dvvd9KYkuBIwvQfzm17jIxmSC+DBzMAjC7eufCu/uJvj2d+jISJdd4nQv0mYHmuYFjweLHgRHFt6iElIdCmLSJCyr18v9Z2RIqZepU2H+iVHV4EAAOre6cKQJXP/vp/hqV6F17kJNSaFoQgEb2jVaWoJkhNQEA+EwubBkWMGcAuEwwwrySG+t5oJdr5CltiZ4QgmSJD4f4bo60htbOf3rE2HeKei6Lu/Wf/5zxMJF0NGBNzeXwC3fwXLOhShxbogl7E2+XjNmSOM493i5H69PKvFGCIVg3brYZ7R5M/zud9DaJh/oLpgQP7xT9gJt2iSrsT5PweebhkWZkNwpr2nJEzGFkPtsbev2GM+KKQ1bnJSEWxP0wpSvnANfOWfvn/0AWb9+Pe3dM+b9fj87d+4kJyeHESNGRLfZuHEjrm4D6fP52LFjB/n5+WRl9RxA3T8CgQAul4u0tDS0XsqcjxSO3CM3OCIQK1fCQ7+U0/dSUhClc+HBB2R/yF8eS1CjDXy5Cdevn8P2o+9hswmKiwNUVemEQtJROOU8E/oLKvjiQiZ9dZLX1BCOk7KSC7odrrgG1q9DzcpijF6Mpgs5t+WUMyj9egF6cwqB0vl0ZozCag3j9ZpwBMJUrQ/gvOcDfHVNWEwBZs/oxHLRHSg2+RPKBTK8fi64wEvmCZnoP26C1u4cTUousxeMYbl+WrRYYb77LYa92gme7nMxmSAcTpYkUfyUKp9gXlSPcqrMJQmnE/He/1B8coG27dqF5+knGHnLJGpqiqPvUTqrA31J3LUaNkx6Wm++CU1NiPPPg8YeyseQmC95/Y2YIYmwfj389Ofw7rvS4+u6Ek3pQutu+XH6SinSt6ETkIZ5xnRZ1tuLh9JrNZevlKIJOzDHlVIfKjw9ckxCCFpaWhKMibdHqXooFKKxsXG/jEl1dTVbt27F4/GQkpLCuHHjEt4rwq5du9iyZQs+nw+73c6UKVMGXejMMCYG/WK/ZVOefCo2xtXthk8Wwfvvw9lnx+Z4E5fPWFmC5dUU8vKCgEZKSoBwGE491cukSaUI0zfkLJTIwtTPSiW5SC/FqV+Nf8JszFqIi+d2UjxOoWNlNY6atehz5rNp99Us+cRCba1Kba1KQUGQ3NwwTW9+zvCtm6I/mOVLNGbnv8Tyom/EDMR8H8OGhWHYdMTPfkLl08tw7irBN3YyFn0sc+b4yMsT3dfwVERuC7zyKjQ1AwJ8fgJ+QY6lnTK1HK+wxaTl1/hkg6fHA7/9fdSQRLB0uLBYqliwIC/6OWlXXQu/75CeX4pdCkX+97/yBZ8skiGyiy+Gt2KNnoCUbomwbn3yxTSbYeVKoEdYrhufMOMqnE7W2cfB2WehjBhByhdf0PWd7yblTpJen5KCb8x0XHfcQG897qKrS/bDjCxAmTBhr5/7vmKz2aJeB0gJlyFDhiRtE290NE1j2F4GgPWG3++nuro6apzcbjebN28mLy8voforEAiwfv163N1G3uPxsHr1aubtRSngUGMYE4O90h/ZFNHZKe8+M9JleOKFF2WCuHpr4s6CQdkbcPbZMHYsLPo08e4030HYBFVVOgsWdBEKmUjtqkdfsRSRdpxM2H/0Uf9UeK3WhIbHkmkaRVd24nroMRyrPkH/jx8UE1ltbdDVReCZfJaM/zWmaZOpr1cxm6GuTiMrK8DmunRyhQlVCRMSJlpD6WS3bGDBfb1XswVnzsW54TSpEND92LJlFhYsiFMIGDZMhuS6y5elQZ2Hb3ghlrYGSkMfxJona2rgJz+TnsTWHtcUcGekEw6HexREmGViHBAvvpQwKRG/HxZ9inLzTYg775BGrbMTxo6Bu34oX+PzJRj82IUskQKNkKwUDFjSLDi+fSXKybHFznLmmXSNKZbJ+TgcjjAWT/frMzPhoq9iyc4jLSe5mkw4l8KvHoUdO6SXO68UHvhFggrCQJk0aRJ+vz+aMxk6dCj5PVSpJ0yYwNq1a+ns7MRsNpOfn09mHzPu/X4/brcbh8ORVB7c3t6e5OV4vV48Hg+pcQPZGhoaooYkQmdnJ36/H3Mv6gWHC8OYGOyReEkVk0ng9Sp8+mlMNkUIAQ8/IhvyIgnx3spAI9hssisa4FvXQ10trmXb8AUcaJYADbVhqt/twh22IT6t4AztHTIbPpayHBkZiIu+Kjuu+0LTZDXStGnYTj4Jz4svQadLzv/48Y/Q//UqWe++2Ov8DtcuDz7XGpRxkwkGe4z5sFrwdlpxhVOpDhbjF2bebBvHSdVqr3pk/ZLDee/9qCGJGdQAWlstjCnGubqHtMu6dXJcbRwCaM/LZf05Z5MdF2YRn30mO/dtNrjmG702f7rNZravX48pL5eiP/4+eWESArrzB4mPh2HyJFj4SWJYTrFiwUfpkDXoai+lsKYevRYpNvTHfk/pwkaca4fgmzAdi8Pcd7/SM89IQwIxL3fhJ7Ky6wBht9s54YQT6OzsRNf1pEotgMzMTObPn4/L5cJqtfa5oG/atImamhq8Xi+pqalMmDAhwYNJT09P8nJsNhspKSkJ+0lNTUVV1YRGSLPZPOjyK4PraAwGHZFFsaVFoapKIxiUC+zUqX7mzAlKKZTX30hUr+1pSKxWOWjKboczzkSZORNAdnn//Oc4Hv8blj+5CXUGqW5WMZlXYkMllU9xkkaRvQtdAdra4L9vwfXXQe2O5P4Sk4lAaiauJnAsr8CckQ7P/C2hEkesXtPnICiHyYXF246i+tE0uUCoqpyJMeasApRP8tm4vQCLGmDCiHasp5/OkiXmXvXI+iWHk2KLNhkG0KLhHuHzEc7MwqdYE6VdUlLkNYi71oG0NDZ993aG5eczfrwMT4l/vQ5//JP0NEB6jI88DG/FBpK1jBjOqgvPx9s9K76+vp7jjz8+YSFTrFaE2ZysLFBbB7/+Fdx1NyxekiBZ4zC50JuC8NguRGlpVNVXBALJXo7bA8uWMf7WaygOgMsVxuHYg7Zbz887EJAikgfQmIAMbTn2Ui2mKAppPWfJxNHV1cW2bdvwdxcedHZ2snHjRoYMGRI1AmazmaKioqSciamHp5Wenk5mZiZN3ddP13VGjBiRtN3hxjAmBnvE4QijqoKqKh1VlYtrMAhr1piZMSOI5nTuUQYdgKJC+M2vwW5H6eVOT1/xOaWamw+8p+MO27D5PRRpm1DVMF3hHgtqUxMUFsETj8Pr/5aigg0NsiroyzDOLSNk4rrNT+kryymZ9iGceUbszdL6TurqSpDSohqcmpm8vFA0ZxIOwyWXh0i/8Xy6/uAhKzOImpuDoij4u3qZVb57N1o4zLx5+SxZYsHtDtHe3sikSY00NzvIzc0FoHL+jTjfHImvpQuNIK3hDOwmNx6Hg5qMdIYPTSe1q9sgZGRIqfjuRsUI5uIi5iz6VE5XHDECHA4pnxIxJCDv5t98Ex56AJ56mvCG9Ww4+2y8cXfUXV1dbN68mWlx89pFOCw1tCoTQ1N8+aUUiIzLJUQka6LsapBeVE6O/FvT5PCz+AmPqalQOle+vj/9SsOHJw4IS7XDmWfu+TWHiebm5qghieByuXjvvfew2+3MmjWL1NRUCgsLKSgowO12Y7fbk0JhPp+PL774gvb2dkwmE1arlRkzZvQZVjucGMbEoFcCAWhpkbmAqVMDOJ3mqDEpLg4QCnXPJS8p2fOObDbpjQzpLZ3ajaJQom+mQN0BAlJNnaiKXFiStLJGjoRJE6VR+t7tCcfrPL0cTamPVQV1zabowUfRn35a9k7cdKNU4+2Jrksp9BEjKLnr6xSPknmQaDVXdz4kEIDMsVlocXfOCZMEfT740Y/lSFohGDd5EiPv/zkfLllHKNQMwKJFNqZO7aK4uBjn5hFo13yd8Kef4autxd9uZ7djBPUlEwj7BY7TTXiXpKN0ulCzsjB9/nlib43JBF+ug1UV8u+PP0H87aneQ4w+H8r48biLCvli3Fhah+bj6TRjs/mjzZDBYBCxdZv0/sYWw8JFUn+rJ2433HMPgbyRuCJaZD0bPXNyZA4EORYg3NkJN98Mv/6NFGvMyoKvnINSUiLzbY2NMHJkrwrAUe7+Ifzkp7KgIzVVvr57VstgIzs7G7PZnGRQhBB0dnaycuVKTjrpJEAm8PvycjZs2EBra8xIu91udu3aZRgTgyODykqVigqVtjYbZrNgzhwfpaV+QiEFq1WgqnJNczjCcMH58OlnsGSJDB+pKkyZDCXjoMMFp52Kcsope37D0lJYVUGKycsZtg9x+krpClujPQfRhcpkglmzot6NEEImlf/yGB0dZnwdJyd8oX3CjKsdsjqrYEctomAkKL2EBvLz4dmnUVJTEc6laI/+mszmZigowPaje1B0aQj3Kr751N9kHD/CEifeXz8MpXNpaMigsjKfYNDEmjUWLrxQkzkVu2wwrKmsxOPTGDNnC/lqHTabn1mvvU5aJDTUHY5KIBxO9Apra+G882H6NKLWD2QOqXsmy0bVxEYmUPmpPBZNC1NSspOC7EYKX3kVVq8h0OLCJdJwqJ3oovfcV2VdBs76WfjcM2K9IZHekoIC+OZ1oKqI3/4WPvyYdrdbKhw89CD4vNKYZGUhnnwK3vyv9GJGjkT8v++jzDyu1/dU8vLgiccRbe2QYktqnDyUuFwuQqEQ6enpCWHUYDBIW1tb1OuoqalJKjcGGfYKhUJ71ezq7bVdvc2+GQQYxsQggUjCPT1d5gpAViGVlvpYtsyC19tzEdXgN48iNlbKBW/2LJRIaKO/uGM/mKT4e/wdbzgcDbmIbdvgh3dHF1mH0LD4ZoBqkoljRcE3xEHtCXMIb9lA9vYaWPixXFQLCmKJXEWBGTOkIXG54MGHopVKbNsO138L3ng9dnx70iPrpcoquG0boTmlVFbmo6phVDWMyaSxZo056hFYLBa0YAhNM5Ga6pOPh8Nk7ajd83Xr7k1JfMOgLOe9vEyGoqwWuOyyaEd7l8VB5drYsQBsWZvNSeJfZK74nEpPIU7fBYkNhD30yqLFAqZONJMgJEx84DmdAnUHKXZFGua0NMQSJ/zzXxApY177Jfz2t5Dq6O4vEjIPEjF6mzfDn/6MePqpPc7+UDIOff9JhFAoxIoVK2hubiYcDpOWlsasWbOw2Wzs3LmTjRs34na7sVgsFBQUcNJJJ/HZZ58lGQBVVfuV80hJSaG5uTnhsT3lag4nhjExSCCScI/H71fIyxMsWNC3qKMyvgTG7yXkBYgv18Hjj8uxq/nD4Yd3giXxDjMp/h5PZyeiuhpu/y40NCa8JlpVNGYiTdlpDJvZwY7RqdTNmU7+8tUULFqD4+PvoQ8fClOnSFmRSZPgphvlTj78KGZIItTtRNz6bTj1VLjkYilOKfzs2CEl4VOCQcZ8sAhPp4Zd6Fh6HG5XairBYCrBoCm6eNvtdkIhhenTfVRUgNsdwuzyMHpqXdTAIAThvjLRqgojC6QWVlzTZxSPBz5ZKFV7zRZ49lnESy/BjBmInPEJx4IQZGyqIWf3egImem8gjK8oI643RLjZFRpKdbAYT9gGXXBG6ENKfnQv4uYb4ac/ixmSCOvW77msu6FBJvx7ya0NBqqrq2mMy/u0t7ezfv16cnNzWb16NeFu4+7z+di+fTsFBQUUFxezdu1a6Ul3U1xc3K9hWRMnTsTj8dDW1hbteRkzZsyBP7EDgGFMDBLYUxXSQEUdhc8HP/t57A5+S5Us2330VzJO31NGPhICiK++GjdO9rDEGZIIEa9m92m3UFHsRZjk62qbhrK07jxyW0diE15KtzkpadggZ36MGxd7n+HDe++oX/4FrFgJqyoQD/yc5cuXR+PYO3dm8M/q08lbtgazLZvpWZ1M8axECYdpG57PxjNOp6Qkl7Vr7ShKkJSUFHJzc+nq8hKq/w9z61ayaewszOeFGb1qGV1kE1ZVHC4XLaVzsXz4EWpPDbIT5sEvH5LX9JJLEY2N0bG9QU2jLTeX7HivpltShuVfMOvyq/gw7WsEPB0oAT+pjbsZVrMFh92FyzoMX2cvDYg9RvVGektCwkR1sBhVCZFi8pBq6pLGp/Id9Id/lVTG3C9ycmKCbIOQzvjChm7cbjfr1q2LGpIIgUCAlpYWRo4cic1mo7q6mlAoxMSJE8nIyOjX++m6zty5c3G73dEE/GDFMCYGCUTyAhUVKVJm5EAO5Vq2LDkUVLkJbrs9VjYa39wRCsly4oIC2WQ3dgzcc7eUZ+nr+AtysV16MmL16u5dKNQusVC4dgUaPlBid9vU1ON6+QMchWMxf/VcmDVTJuJ7660Ih+Hzz2mvro5qN4VCCpWV+ZizvJjtAt3jwhk+mZZrZ6ArIVy5w0h1OJgwYQxf/7qZJZ/p+GoaCO5qYVzjq8x49TksnV3sHleIV8tgx+zZaF4vutdLzmmnUTB+PKk33Yjrxpvl9RECiorgO7eh6Dq7du1i8/dux7t7N7aWVkZ94qQhYyTD2mTFU3S2SSRcGAph+2IpV953O4sWjcRfVUtKQyWleRvRc0bimDgNy9J82Lk9GnrqbVhYxAv8wHM6HmEjBQ9FWhUqIbpECi6RTlb9zuRraLFI73X5F4mPR5pLR4+GG28Y1ONt09LSqOtx0xMKhZIS7SDDlzndId+cnJzov/eHnr0ngxHDmBgkUVISYubMEDU1ngM7lGvoMNkrEd/N29UltZ6ImzUSnyvp6pKihN++NfoScf55UkG2vYMkhg4lY/hwHNXVuFwuPB4zjuqdaHG9Ej5hZpV/GusDk2Ru4Hkb88bL5kPxywfhR/f2flft8aDEJUQ9HjPBoAkzAqX7rlRt6UIbPQ2TrYscs5mSkhJUVWVcag2FH9+Hq3IXDpsfJeRF616ArC4X3owMQiGFzmA69vRUsrsXHn3KFPjPG3K8rtsDZ56BYrUSDAbZsGEDXR4PpKaytWMErw8/i2BIpah+OSXuAurD+cm5D5OpO+8TwuXKJTX1EvRfVcIH69CrX6fUXosz/SR8je1JBRDxxilafZdZQGrbdlS3vGO3KH4cxxXB1pBsNI0nFJLKB80tMtelqlKF+Cf3Sf2v8SUog9grAVmlZbfbo53rGRkZDB06lA0bNiRspygKxcXFg9qTONAYxsSgVw7GUC6lZBzi+Dmy4qlHSCB+1kjC4qeqUFiYuJ/jj0f84Afw+BOxRHqEnTtRhGDq1Kls2bIFs9ZBsz/R6KhKiLX+KVhMfhnSyUhlyZLurv5ZsxD/+ofMn7zwYqInNW4cjokTyerspKmpCZvNj6aFsTe2Ro2Vxe9i3o51mK+/OvG4/vgn9MovyQICbo32sIM0kxR2HPvJIt6bcSWrGycihE5WVirjxmUzZIj00Nw+H/7jjkeINBxqGB3ZxxBJ6kY8JFULo2pBOvKH8s+6iznBshS7Ig13NPfh8yHCYXS9e5Lhthr46ONoX0pJ13KK0qpxpYQTjHri5xOg9CyNkjmpnFHjxrl4OF1tHiypOqWzu9C/Ohd+fG/yFyAYlFMxb7ox5nWeNF82No4cuaevzqBg06ZNrFy5MjpxMzMzk7lz5yKEYNu2bdHKK0VRGDt27DExECuevRqTsrKyh4F5wDbgm+Xl5YG4564AbgRMwN3l5eXOg3ScBkc4Qgi5aGUNkeKCy5dBjTQEScqxqioXP0sN+sxpcPZZSftTzjoTkWqHO3+YKG+ekY6iqmRmZnLWWWfR8tenGOl9D6eIGaqp2hpWBWZgMQVlWXDp3ASpE8VuhwsvkIbvN7+TOYdhOfC9/8NkMjFr1iw2bdqE2+3mzPBH1K3w0xF2IFA4xbIQva6XBGm3kGJvRrNoy1Y8W9so/nouFocDi8XCkiUwcmQHK1d+yMqVPjZuzEXXPRQXj2D+/CAjRqSi6zqBQCDqIUWS6u7CCfhXteILW0gxSWMSzX3s2AHvfxC7pps3QUeisdWFn6xcK+yOeSQJn09qKs7p36Fo/V2UvP82RWFVeiyTxqHnjofv/KFvOZ26OlnR9fvfHRShxoHQ2trKli1bCAaDDBkyhLFjxyaE3DZv3hw1JJHt165dS35+fsLjkeFa4XCYDRs2RAdtlZSUJGhuHW3s0ZiUlZVNA4aXl5fPLysr+xFwKfBy93P5wFeB08vLy/dxyLTBkYYIhWSVkN2+fzHtB38Jb70lY/G6LsUCTXUQDseqg7TuYVSnnIxvfQ2u8yaQdenJUUmOJEpLCZTOx7V4HY5AE3pOhiyJjWfFF9HEfEs4E4RMIK8ffzmUFMK4cSgmE2ZTD6kTQBk2DB5+KOltNU1j4kTZLCfefIt1ejULvaegEGZ5eB7ayBnR+e9R8vMJrN4QW5RNIUhPZ7HvdBwjVyBGn0padnZ0c79foaJiK42N9WzYMAFVDREKtdPcrLFkyXAWLLCTn59PbW0tNpsfi0UhNTWVIUOGYLen0TI0iKU5FtqL5j6CQamjFjEmc+fKRs6dcZ31I0fCjTfASy9BSyuuqvaYsq+qwgnz8K2vwvX5GrKEiFXfrfxc/rc3WtukBM8hNibhcJjq7pyXw+FgzJgx0fJcj8fDypUro95Fc3MzwWAw+jkDveZFampqqK+vJ9jDeHZ1dbF69eqE/IrL5WL+/PlH7Tz4vXkm84D/df/7XeA6uo0JcA7gA94vKyurB24pLy9PLnUwOOIR/3kTXn4FWlth+HDEnf8PZXzSctn365ub4dNFsX6CQEBqa80rhY0bcQQULDm58JUzULJlg6Bl2Agc+R/BffcjNA2uuAJlQuJ7btqksWTS7/CZa7C07KL0GyMYPy8j8c27Z2JERuz6hBlLikretadR32jB79n/IgPx9rsEtmxjuTiBdItbdmWXTMLpP4EirxezNU5G/Pb/R81WHfeadNKsPhm6O+9cAh0h1K8FsLybmGCVFXXtSV6H3++PelFTpkxhxIgRNDc3M3JkHhUVGfj9CkIILr7JQf1fsuhq6Upu/lyzBvHJIpSTT0JxOBC33gLPv9hdrp0np1ROGA/zShG/ehTH5jdiysBmM6xYiWV3Gw57Pexvrjz10M/iWLlyJbu6S7/r6+tpbGwkLS2NlJQUfD5fUoNgUw8tsYyMjF6ruQK9TPzUdZ2WHnm3zs5OamtrGTVq1EBPZVCyN2OSCURuWdqB+Okvw4Bs4EzgFuA2IFpmU1ZWdhlwGcAzzzzTr/Z/XdcHpUzAvnA0nAPEziPc3EL7k08hIv0Xzc2ov/kdaeWv9NtDCe5uoqOrh6R4W7uUAbFYsM2ewdnfvopPF5vx+WTRz3zzIvSf3S+FDQFl5Socf30CbaK8mw0EoKJCJT0dwvnpBKrX8PmjDUy5RSO17KLoOaTfeQetX27CuXImmhJET7VguWYBLe2ZXHZZKCoyrOv7lvgN7ayn489/xlUfwOdX0ExBlMwMTLt3437yeTrfX8TwBWdjvfZa1q9XWLQoG/fpv2e91cf4khDDi6XxMFtgzNgQ56CwaJGJbdvq6exsZvz4eoJBTzQvEyElJQWPp43161eiqmHy8/OZNWsWiqIwf74sREtPB10fie/Sy6l/9Clsb/8DPRB3/b1eTE8+hfLccxAIopXOxfbv11F8Phnii6N97ZdAINbD06VgcbclGqd9xFRcTNpt38EUkVvxeOj6xQOEN22GjAxSbr8NbcqU/dp3X3R1dSUt7m1tbbR1f796q5bq+Vs++eSTWbRoETt37kxQ8O1JSkoK06ZNY/ny5UnPpaenEwqF2LhxI+FwmOLiYoYPH76fZ7XvHMz1aW/GpA2ItFumAy09nvu4vLxclJWVfQj8OP6F5eXlrwGvAQQCAbE7fvhOH2RmZibo0ByJHA3nALHzEG++mdTIF9q+ndbt21H6OQlPDMmSszu2b098oqsLuroIfvgheZMe45LLr4oNdrrjyaghARC7dtHxxF9RfnIfIHXD2tpspPhb4KWXob0dTziFXT95m6zmXShXXE5mZibtNTtoIx2fbkczBxCzZrHdm8mGD4M0NATJyAgzb56vu7qp/8O/xEsvQmMjDpMWvWsXO2oJBYOYhUbq1tW4/1RF+8RpvPvZRDnXRIeiCSa+3GRGtXuw2aRH1NkZIi8P5s2rR1E2YLF4UFVBezukpdmZOLGBDRtyMZsdgE5q6he0tTV3X4cWgsEgxcXFgIxCRW+erSrpP74J0bYlUeYFCG/ZEi3BDlVW4lNVlBtvSBqvK7rvF/aoTNAXkZ4dRcFUMo7wmDGQlk74mqtpNynS0wXEXXfLgoduOqqq4LlnkwzbQIjIl/SF2+1O0NJSVZWcnJyE33JmZiajR4+mtbW1Vw8lQl5eHikpKUkei9lsJhwO8/HHH0erwerq6pg6dWrSzJR4mpqaqKqqIhgMkpaWxqRJk/ZbMfhArE82m63Xx/dmTJYA3weeA84GFsc9txi4s/vf04FexIMMjngmTZThm/gfT2amrMTpL0LI8ElPYxL/fGVlQgWZCPfyw49bDKLNlZ8tj/aFWBQ/Dl8jfPQRXHG53PCRR3BUrsESGAPBIKFlK6jyzMGSopOVFUZV4R//sJKaKhf7yALf24ySBMaMBV1HD8i79s+8J9ARyCBF62L8xHrcnVmkNzbi+vci/I5J0bkmw4aFsdkCnH66l4wMkVAx19S0i5SURA8uxWLhwgvHcOGFOqqaxebNX7B7d0xeQwjB7t27yczMxGQyJWhFBQIBVq9eTedpp6KPG8voz5aQv2FD0tAwwmHo7svxe4K4/vUhjl2b0b96juzxWS/LXveoTNCTKVPgFz+DN/4NebmkL1hAWy+aUiIYjO4/Sk0NvPMuXPq1/r1XP7Db7aSnpyd5J/GMGDGCYDBIIBBg2LBhSeNzW1tbWb58edJAq55UVVXh9Xrx9ZDu1zSNbdu2Jbw+GAxSXV1NQ0MDJpOJoqKiqPy92+1m06ZN7Ny5M9oQ2draSjgcTlB3Hizs0ZiUl5dXlJWVNZSVlX0K1ACPlpWVPVFeXn5TeXn5mrKysh1lZWULkbmTqw7B8RocYpQxYxBnniErgDo7ZYfy5ZftWd01DrF4Cfz5L1Ipdk/0dAdOPRVWr4kNdcrMgIu+KvcpBOIPf2Li+x2saRhOKJySmBcQICpW0/H887B6TYLUSqvLgn/HbiaeOxxVhZ07TXz8sZURI0KkpAiKi4OxMuE9eSjzT5SzzZfJUIbQddpzR1BfnIXpuFa8mePJ21jJhJlFmLcl1qd0dMCnn1oIhRInV1p66bFoaWigua0Ni8XCiBEjsFiS70jb2tpwOp0oikJmZiazZ89G0zQqKipoiHS/5+fjvuhCMqdOxdbWKgdnJaCw8Y1NOB+rxLejEYtQKH3xZ5RYe7lH7E0lIH4gmqLA2DEo+flw6y3yIbM5OggsaV89BRtVFdIzkrftB6FQCK/XS0pKSkIYVlEUZs2axbp16/B4PLjd7oRF3WazRSVO1qxZw5YtW6ipqaGwsJC8PKk0vWHDhiRDYrVaezUu9T1GBQBJHfIR2tvbo+G2pqYm5syZgxCCL774ImnCIjBoIx97XRHKy8vv7PHQTXHP3XPAj8hg0KHcczfi0q9JufOTT9qznHw3gQB0tIZx/OFx9OrNe92elsQfiHLJxQiTCT7+WO5M1eD11xHt7VSu8OB8VsMXGoqGhxnmtcwwr5aGRNNg1nHws58TjOtBiVZ0MYQ304ZjzcomFNKprNRQFIHdLjCZoGpdEOsEb9KMkqTz27AFV0Ud1rAVp68Uq9JFvn8HVWl5VFbmM+ykdnZOmUzBtInMy48pDUe0t2Qvm/z3Z5/phEIb8be0kLK7CXf2EFAUlECQkK5DOIzH42Hb1q3Mqqxk2Nov2T18ODWzZmJS1WglkRCC5uZmKisrmTRpUnSWeSik4PGYCdkUtn7lbEZZbdg3bYKt24gcTGDNBpwfvS8rzUAqBXiOp8hUJQeTxTNkSPKgq/iFUghYthzh9+9V2VdRVcSpJ8PLr8aGcE2eDKedgtixQ96ItLTCqFHwf99F2UMn+NatW9m2bRs+nw+bzcaECRMYOnRo9Hmz2cyMGTMA6RF8+eWXuFwudF2nqKgIi8XC8uXLYwYY6R1kZmZitVoTtLUi9FbhJS9HmNTU1IRwWGZmJqNGjaKpqSnhdfH79Xg8VFdXEw6HezUkwKCtBjOaFg36hTJunNSx6geRmfG+xnYsG0+kVAknKs8OGSIrh+JZvhxxymmyyufCC+Bb30K56KuIk0+Cb90YHYoUWLQUp/gWmvCjmeQPcn1gEjOsa+XaHAzCv9+M9nXEoytBhtHA/K1/w/mam7YzLyfc3sHQxhqUXc2IYJBgWEOs2kjq7i8RD97fqwdWWamy5M4t+JrPJYhGayiD0XoN1pYWLJ2ddOgZeDxm1FRBe3s7JSVZUaXhQABefDHMzp2t2O2pOBypbNpUg92+jdRUH5ojldwv15Ha3MyO42bg02MKsYFgkNbqrRSvXsPQL9eR7/dTef55SXeqkaokTdPYuTMmfa9pYRobd7F9+HaybvgWx22uQt+4EZxOXCFbrPy3myRdLqtVfgfu+D784U9SucDrTZbCB5l72UOOIoFbb4Wx46SqQV4uLFgg9/eDu2DLFrnNqlXQ0gy/frTXXfh8PrZs2RINLblcLjZu3EhOTk6vhSKapjF9+nR5XQMBNm/eRlVVO209uva9Xi87duxg7NixjBs3jtra2gRD0Je3YTKZmDFjBps2bcLv9+NwOJg0aRKqqjJt2jRqamoQQuB2u5PyL+FwuM/9qqq6x/zK4cQwJgYHlPiZ8dowOzhsOJvjlGczM2Xo49FfJ84l9/vlf11d8OTf4L9vy8S925MwXc/VqeITgeS5JUE7WWr3j3z37uRQTNzfJfpmijp/R8u8yTie/4RWr051sJggKiYR4JTw2+gfb4Snu/stejk/zd+JZnITQmWtfwoFWi0mIWVVNC3c3fthiU5VjOSD1qzZwM6dVkymEM3NLVitVoJBHzabPPag1Yo3M4Pj/vU6TWOK8cXJjWseD9ndw6pMoRApFRV0nnxS0mcQibnn54/iv/8FVQ1ES4s3bsxl6NBWmsI+1h4/m+PapKGIiDfGk6DLZbfDI7+E2bNRFAXx5z/CVy9KlMaJJysLpY9EbU8URYGzzpT/dSM++jhmSCKsWIHo7ETppfGvqakpKUfh8Xjwer19Jowj2/zjHxuoqMjoNrhFlJTsJD+/LbqN3h3vzMnJYfr06Wzfvp1wOExra2tSf0mEcDhMY2Mjs2fPTnpu2LBh0Vnw1dXV0cquyHuNGDECv99PY2NjQtFAeno6JSUlCd7WYMIwJgYHlIiEva4LFE1DzJmN79MKXKHuO9yuLvh4oWwuXL5cdsH3JkleX580oha6Fz2bDqkx78ZiDieJEZKeHqsGU1UIhxOFDwNuhj34XU4Mp+I0lZKiuRGYOMW6kEnmjfJ1VdUEAiRUeUXOTxs+HHbWoxJiuFpLZzgVU0YqIiePyUU1ZGSkMmrUqISFLBAIsHv3TsaNs0S9hWDQR0nJzpj0PBAaOhTl9NMZa7FS6Uijw9WBRUD+qgrS49SSRSBI0OsFTcNkMqFpWrRzGyArq5DhwRp8zbW4rVbc6ekEgyY8HjOpqT4ZRpl5HLz5X/RgnIS/YsUivInlv2OKUebMiV3f1lbY3SPUFc+uesTGjfvUj5RAb+Esj1fqevViTDIzM5MmG6qqyooVK/D7/aSkpDB58uSkDvSNG6uoqMhImO9SWZnPsGHt0c8k3nMYOnRodDF3Op1Js0bi2bVrV/Sz6IuI5EpjYyOKolBQUBAVhPT7/dTX1yOEYOjQoYwZM2ZQi2AaxsTggNJTwl457jgstQ04qrsXe78fPvtMKgiPHi2T2Is+TdpPwsJvCkW9Cl0TlE5vw7kuB58ewmJRmD25DVdFXMmq2Qw334QtFMKzeDGsXkNlW36ijIl1KSPcjYTPnsBJzetIW1lNeo+S10rzdJwvpCRMVSwqCmE2C7zzSukymchY+yUF/kbKxi3B+8gfcYxIBYagdS/w8XR0dOD3+8nP9zBsmGxItNn8WK1awjTejOJilEsuYRgwNi2Nbdu2YVNVrC++mLC/1hHDZUMn8q511qxZWCwWQqEQNTU1KL4wDudistqbaB49GndaWtRrArlIbhkzhjHnnw+ffUaJZydFhWtxNQVw1G9MLP/tWT2UkZGo8NyTtnbZ5X73XUlPiXBYTqX8YoUc3nXppSgnzU/cqKgw2bsMh2HdlzBK6niJFSvp+ve/cWdnk37dtYwcOZIdO3bg8/mwWq2Ew+FoYtvtdrN69WrmzZuXsCC3tYnE+S6QYHCh96ZEgClTplBRUYHb7SYcDid5KUIIhBA0NjZGk+yBQCAh5AXSoBQWFrJr1y66urrw+XxYLBYKCwsp7KFLN5gxjInBAaW30bal1s+T+xL8fti0CQJ+KC6CqljVUJJ+1bCNlMzQ5aCl42ZQsnAhRR3VuFQH9b5hLK88B1/hfVh21VCatZqSr4yESy7GlpWFZ/VqAp2+JO2vtzMvYfw1fsIZdgiHGVpSyazyf8gDsFoJTJqOs2BBd3+IXNAiVV65uRv46COBPy0P86l5nHaagv0rNxIrlk5MOofDYVauXElTU1M0bKGqgtRUH6mpqYwbN47t27cTDAZJT09n0qRJ0deqqkpWluwVFr98CB7/K511texOS2PjmWfE3tFsxmKx0NHRwcqVK6N30ynnmOn8hxXL1t2kZjSSe2IgescdCoWoqqpiyC03kfntW6CzC314Pln33ge74oZuZWXBzp2Iq6+RXsGVV6DMn4+YNDE2f74HAaHhalNJCyQX6vHEX+Hvz8UMUeUmRN4fUOLv4p9+JrliLD0djpspr+mzfyf01N+w+3ykAK2LF5Pxm18zev58Ojo68Pl8rO4ud44QWajjlXyLi7PR9cRqrHiDq6pqtJqrJ6mpqZxwwgn4fD6CwSBLly5NqOwaMmQITqczqRy5tbWVrq4uLBYLfr+ftLQ0Ojo6aG5ujopGTpw4sdfciNfrxe12k5GRsd+9JgcLw5gYHHB6jrbV6oIQ10qQ4HXU74K/PQkffAiLlxDIGia71f2NMdHHEVdR/MhcdB1ETQ089zy6EsRhcvEfzwVorY1o556BMuoMnAEoXuCOq0BSotpfiiLwhS1YzIKGEUXka42k4gOTicaSEmpmTGeU1wf33I0rZzz+f5jRiS1ofr9CU1MATdvEiSf6o56Frlvw+/Mw91G5VF1dHZXxiKCqKhkZGZSUlJCVldWvpKoyejT88kF0r5cdn39OuDs8aLPZGDmymJYWE5s2bU4Iy6TOtDHJtZ38j1bi2OTis/NuxU2s2TQYDLJz506yJk+W3gYgfnQPmFQpAhkJC33wYexA1q5FvPA8/OH3cpril1/KcQDdObDIzYDnbTumji855bvTKC2NO5HlXyR6NC0t8I9/JnoxFRXJF2BsMUruMIQQBN74N+buHIkCZGzdxuY33iD329/GarXS0dGBpmkJ3oKmadH8R4SRI/M4++w6PvwwjNcrUNUgkyY1kppqxWq1kp+fH8179fqZKApWq5W6ujpMJhOKomAymRg6dCiapvXZ1xIfHusp2+L1etm6dWvSd2Lt2rXU19fj9/tJTU1l8uTJZMfpuR1uDGNisN8Irxd+/RvYtBnSHHD11ShzZMIxoQHx9tugZjusW09l16hEryN7KyUjR6LcegvcegudLSZ8L2to65bL6p3Ro/GNnozL5ZX7GzJE9px4PIkCkXU7YdSoBPVfAC69BMcXq2ndmsGOwCiCmhXNYkcERPTuEwCTia7sbMjJQRlfQlpA9DpxUtPk3a2qEg2D+Hw+vF5vn8bE1UtOKD09ndK4FTYcDhMIBDCbzXuNi1utVubNm9ddBhumtXUsb76ZKgeB1Q6noMCTkEAO5GTIfJWmYe3swh1RLhCCUcuWM/r9DxCjC+GG62Vy22qF6dMAASOGyymY8fh8cNddKK+8DA89iPjf+3D/T+R7xSkMO0LtuNes5JVXhjFzpqP7LYWcXd+TVasQP/ghzJ+PcsH50pj1ZN4J8v+bNqH1yKeZhECPy+GkpaUxbNgw6uvrCYfDaJrG0KFDe72bP+20XBTlM5qa/NhsflRVYDLZmTt3br/KcEOhUFRFOvJ3R0fHgDyHnqG1lpYWamtro55tZ2cnlZWVhjExOEp44EF4973Y39u3I559BiUrK2EzJS0N8cTjBDZW4fx5I9rm9WhdXeBw4Bz7LYpVK5H7RYcjjCVFQ5kXW2gtAaKKvordjjj/AnjpJRyu7gqkUAgWL0boOubpsxLVf6dOhfPPQ3kuDUEmoqAQkZWGpW1FwjHqnV0UeL1ww7fk372E6+bN8zFkSFpS/4DVamXbtm2kpKRQWFiYtAD1Np0vPtSyfft2tm7dis/nw263M2LECNLS0sjMzEQIwebNm2lpaUFVVcaOHUt6ejq6rhMOj2fpUgtOpxmLBYqLg9jt5oQEsqIoZJ8wDxZ+Ak1NFH/0MZ7zvoInK4vJ77xLwYqVcuTvEiesXYN48q/wq0dl53rEe+itQTV+MNkXK6INi1ED3x3WNAWDtLa6WbeullH1a+Gx7hk0JlOsnFhRZM/L1m3gdCLa2uCUU2QVX6RCa8wY+Nol8t/PPhcdUxwhoOu4Tj0l4bHp06eTn58fXehrampobW1l2rRppMVVycnwVyepqSLhMZfL1a/xui6XKzpbJv71+fn5svKtl/6UvdGzUKBnZRew1078Q41hTAz2n3XrE/+u3wX/eh2+dX30IREOQzCIYjbTOWwc/pOnoZ04R861GDkSP6l0rKsk6+lfwfr1aKEwpUNPxjnhFvx5o3tV9FVuuB6xeTP6xx/HKpB8OpaNVcy7dUp0WyEE3PlDXJ9uIMN1EbnW7XgzvFh31dC1rRHHqi6UUXa0cJhRRcU4fv1oglfQM1wn92ti0qRJVFZWRn/Mfr+fmu7y5YaGBkpLSxPuSgsLC2lra4vKmtvt9mgVj9frZfPmzdF9RcQHI93sOTk5VFZWRvfV0dHBvM4uTBXrWNJeRnDsZFRV5sKrqjRmz86nrS2I12slLc1PdnY2I1Q1OjlyaHU18//6FDuPm8Hw7TWJi/L6DVLpwOlMDEP1lmTPiwv9TJoAb7wBQiSVGLszM9G0EL6unfC730N13LAxux38PgjE5dO8Pli4EOVvTyHy82DJEtkNf/11sYbFXnSxPAUFTJo3L+ExRVFQVTVBl6u9vZ3169cze/ZsKisr6erqIiUlBYvFktQR399RuXa7HZvNlqA6bLPZKCwsJBgM0tjYSDAYjIbZ2uI05yKkp6dHk/gOh4MpPYQuhw0bxrZt2xLCdnsqeT4cGMbEYP/pOZJUUSAn5naL51+QIZLOTkRREak/ug/zF7WwfYu8M/V6MU+ajuPR+6ByXfR1JZ1vUdS5Ctdv/0ZaYVbvsiYZMlSTIEBYWIK55ILoJsEvvoDly3CIEBbFj+oPYt9UAX4/KSEvJ/735VhhwM9+2mt4qbeJkzk5OWRnZxMOh1m8eHHCItTa2sqOHTsSZMZNJhMzZ86koaGB9evX43K5+Pzzzxk2bBgZGRm93mEKIWhpaUm643W73WxbvJic9yvweXMIrPuSppSzsFp1LJY0WlrcCOHBavUSCglaW1tpys0l22pF6Q7D6D4fozZvSQ43hULg7gJ/j+olIeTnGgkjZWbApZch2tvhxZegox3mzIZVFeh+P1PyKlnmnk27I5vmCWOYOLGBMUo6bK9J3K/bnZxk7z4O8dzzsHkLTJgIX788sXl0+jRZDRgxhLpO2uVlKL18URoaGpLu6D0eD8uXL0/IVdjtdiwWS7SSatSoUX2GLXui6zqFhYVUVVVFE/yFhYWYzWYmTZrEhAkToqG2pqYmli5dmrSP4447Lmq8evseZmZmMnLkSGpqaggGg1gsFkpKSvp1fIcKw5gY7D9nnwU76yAiLz95Mpx7LgBiwwZ48qlYY2JjI/pll1DaNQqn53iZM6n/lNKCGvSqyqRd6407yfqwHOWWm3t/7yu/Ds6lsGuXFCBMD8C5ZyRsEq7ZAV4fukLMg/GoWMxWSi0fxwyJ2Sx16HsghIClS+HzZXDiCSizZkWfi9z19qZE23MuBsicyMaNG6PGIRAIUFdXh8PhSEoU93xdT5SALD6wCC+WXXXkTt9JXeswXC5ZCltcvCNaseX3+1lRV4f527eSVrOdgi9Wkt7UhPWEeXIxf/+D2I6Li+Xn98qryXIp7R3gcMiQ16Vfk7NobrxZznIHmagfMwaGDWXixRfjCQh2NwVI06sYtWMrln+1/P/23ju8sby+938dHfViy7Ll3svYnt777LKUXVoKySJIgEuABPLLJTcEbgi5SUgDbhLgkgRybwhwl3QQ5ZJQQt1l6+zM7HiqZ9x7r7IkW13n98eZc6zqMtUze17PM88zlmTpeyTr+/l+2vtDzOlMVz6wWnPrdS2vwGc/J///+9+Ha53wPz+xev+7fkU2YGfPybmVUyfhTT+f8/1zu91qk6GCwWDIUg1YXl7GbDZTXl7Ozp07Nz27vbGxkerqahYXF9WeFwWdTqd6qi6XKytM6nQ6s7TEchGPx9W/k0gkQk9PD0ePHt0yvSeaMdG4aYR3/hekbdtk+fDyMvjlX1o9Hf7bV9M73AHCYVrFbhpt/avVXGMn5ON/rs30Rs6Ap5+GF16EliZ405vkU6rRCPv3yRVHlVXwhjcgPPIKpJkZsFgQHA6Mjz7K8mc/C2Pjqx7Mnodw7KjC8M0RWZ4UYO9eOHgg+/X/55/D9/5Tjtt/45tIb/p5hA/+dtpDHA5HmvcgCELWfIpwOMzZs2ezEvGSJBEKhaiqqmJ8fDynQSkqKmJubk7dDO2zczScO6eKVz4fO0FT93naExGaS0ax79jGkj1dMDKRSBCyWgi1tTHd2ooRqGpoYHtDA0xNw9iYXHb7sT+VS3IzPQhYVSgAuaz33/8DZlYbKAkGZXmVa9ewjI5x8gufJ/bCC4if+gy6RR8xkMNaDofcpOp0whteDz/9qVw8obBje/brv3QeaXpannwJCDod/Hb656C+p8EgPP88NDQgbNuG2+2mqqqKqakptcejoaEhq2wY5M9pamqKYDBIc3Mz1dXVzMzM0NfXRzQapbCwkLa2trzhJaPRqHa250ORWenq6lIFKXfu3Mnc3Byjo6MIgkBDQ0NWriYej5M5xmNxcZGFhQWKN6CVdzfQjInGLSEcOwrHjqbdJj35FPzkJ3l+I0PK3Fkoj4ntzvBOjEb4+Z8j9r8+R+DrP5bH8uoS8MJppF/6JbkkVdnMEhLUVCO979ehT5YbkYxGlqoq5fHApaWwuIihpgbXRz4EJcWwd4ecdG6ohzc/nnW6k2Zm5KS1kgAOh+EnTyK9+93EbYVqHiUzFKL0CaTGvLu6uvBnzFkHeWNxu92UlZWpczK6u7vTZEHMZjM7d+5kZmYGg15P83e+h+FGWKzV0EutZYxQxCwb5tk4y9+o57l3/wrxfM2EgkAUGB0bo/pb36LgyhX59sVF+Ku/kU/8eXShVKLRdEOSSV8ffP0bGDo65BG9CsvLcOoUHDsCR44g1NYiPfYofPkfZG9k7x546BS86z3pzxeJyLmUdZCefho+89dyPs5mQ3roFPzJH9Pe3k5VVRU6nQ6n04kgCIyMjOTtXg8Gg1y7dg2r1crVq1fVKq1gMEgoFOLYsWO35A0UFhZy5MgR9efJyUkuX76sVnDNzs6yf/9+pqenCYVCOJ1OampqsrxgpQJwq6AZE43bz1e+mjVkKSelbnjnf5FDJG/9ZTVJDMBrXk13j57TX3cRWXyjKjHf+tJ5+WSbupkNDMDv/K58wk4hOTcn5wXe/jaE33x/+mu/8hH5Xz5mZtQ5KSr+Jbo7QpwerlArvBwOfVbqKDPMlakZBbIHU1tbq0pzOBwOzGYzPT09aY+bmJigoaGB2tobXd+//z/gr/6a4OAgYZ1A0fAIFnH19axTU+wvKWEYOb+SqyxZXlOCvlnYJelXw32XLsEaPRWbwueDFPVdlRdfhLlZOaRWW4vQ3g5/oQ5olT3R1lZQjBzIP9fWpD0mmUxml+1++R9lQwKy4XryKa49/BCTkqT2ZuzevRun08nBgwe5fv06k5OTOTfkaDSaVu6rsLCwwDPPPENLS8ttE1wcHR1NW0M0GuWll15SPVXFWyosLEzzThwOx5bS6dKMicbtZ40pdGns2YNQI28S0qc/BV/+smwotm8n9t7f4PQXRfTLPvQ6+Ut1OnJDMNKfY4PMcfIH5FN2SgOc9I1vwre/LQtItrXB//gIQq74eFsbNDamiQ3Gaps5PdSAwbjaFd/bW8327YNp2lqZZZ2ZmwDIMfb29naWl6NcuzaOxRKlurosK9QVj8eJRCKqeKNQUw2f/iS+0VG6r1zB1t9PxdVO6jouyPfbbLibmih1uUgkEpw9ezbrBD4x4aSvpwr3FYln7W28JvgdtgvXZQ+grlYeYpaZGDca8x8QUst8Qe4Fev55GMoxDC0Wg+td8Jm/RvqHJ+SQVQqCICD9xZ/DX/0VzMzK4dPf/oDqCQwODjI8PEwsFsNut7N3714sFotshDKuc7GkhJHgMglRfg2/38+1a9c4fvw4BoOB3bt3U1VVxaVLl3LKvVutVnQ6XVbeKhAIcOHCBSwWy20ZgZvLmGX+HczPz3PixAm6u7sJBoOYTCba2tq2VBe8Zkw0bj/bWqA3RXJeyXFkfmFTNl1h5w741CfVnxendSw+eR5XLIl4I6IQkYwEKtpw7d8mD9tSNjybFaqq8hsUownpBz+QS5m/891VYcnBQdCL8NE/zPoVQa+XvYDP/a2sQlxWRuBdHyLaocOQ0szodJZhs1WRSMin8KKioqwqm23bthEKhZifn0cQBIqLi2ltbeXixRhe7yzLywJ6vYE9e/qpq7OkeRNOp5OiwkKCn/0shuvdGEuKmf+FN3FteppYMkm4oQFfZSWCJFF7tVNu+rvR5yOKIkePHmViYoL5+XkWFxdZWlqhu7sSUUwwv7eZpF7Pj0/HaQ71YiQOHRfk2SEjI+kGwmyWjevAQLZRSSZlNejaWjAaZCOSy5CkMjEhJ/lznKwFdwl8/GNZtweDQXp6etTNNxKJcPnyZY4cOSIboeqqNHHQ6d27VEOikOk1FhcXc/LkSS5evJiWmyosLKS9vZ1IJJI230RBGV71yle+8pbni1gslnUHXkWjUWKx2JacsKigGRON28/vflg+gXb3yBU7P/szYLXAJz+96rWUl8Pbfjnnr3d3izz7rInOPjvG6BEa9f2UizOrY3l/OAwWC5iMshF59DVw5Aj8wR+qORPV0DgLYXYGPvrHuXMB3T3Zt91A2LkD/u5/qz8XxMB4Nf3EbjYLPPzwXuLxEIuLiwwPD/Pcc89hMtmprd2F220EdNTVHaC9PYbBIG/ysRh85ztLxOMhlAGLly4V0dycpKzMSigUwmQysWfPHqZ/58OUPf8CyrZovXiR5K+8U51QmDCZmHjFw9R6PPCqV6Zfw42CgKqqKiRJ4vvff0kVNkzq9VgXFjAsrBA03VB1DgRkz+KvPgN/+NHVUJ/fD+EQvPnNskHODAEuLsKJ43I5b45ZMlkUF8sGaA2kmRn4xjdlbbCf+1nGx8ezTvFps0B+98PwZx+TlagLCihpbWUoo+IuM3keCoXo6OjA7/cjiiIWi4WqqioaGxvR6/VrVnVFIhEmJyezxvtultbW1qwS5kyPKJFIcP78eRobG1lYWMBkMtHc3JwlD3Mv0YyJRl6keFzeRIqKNpVwFCyWnCdLqaAA/vMH8un17W9DSOnFUFDmhZjN0O4YYmClkK5YG0WCj5Pm5zEspuRKEgl497sQTsmKs9I//gN0dIDeAM8/jzEWIxqNwDf+X/7F5pAzz0eurvjGxhEuXBhAkuRBWNFo9MZAqiJMJj8FBfI1FhWB0WhWR/QGAjoyUynxuI7lZT2vec0+9bbr165R1dVN6vnaMjlFTUcHQ0dXCx98RUX019cRvHRJ7UnI+swiEQxiEL1+tfrHtLyMJRlKl/APBuRwV+aJOxqDr3rlsuxvfDO7rPfpZ3KPE8ggVlhC4GfeSQEG8m2F0ukX4ROfkKvNAP7zPyn6o49mdZSnjjoW6urgi19AWlwEm40Sg4Hqq1dVPSuHw0FbhiT+tWvXVK8gkUgQi8UwmUzo9XoSiURWeDLrWmIx+vr6GBsbU2fH79q1a8PfF2Xuic1mIxQKEYvF1KbW7u7uNEn9YDDI5cuX1Z/n5uY4ceLElgl1acbkJsiccfEgEv7nf5FLQH2LUFWF9OEPI7S3IT3zLHz3uyDo4PFfSOu9WA/h5Ek4eXLNx6TOQynbW0rJc6dZCDt4o/W7lFmWIDXCEonIFVk3jImg14Myc2P/PuxFRSx88ENZr6EKTboNGN7i2dDao0srBD71RRqmemhwuQj8l//KkiVKd/dVAoHVE2UiIdwIIyVJJpcZHhJB0FFREUUUV5WHjcYQiUR62E+vT1Jd7Ui7bWVlRW4GzUAS0jeQRCJBV5c8h2VsbIyFhQV1RK206JO1s/r7OBmJoC8+yber30E8rmPBXclrS7wYwikx+voGqKiQu9wzhQrjcXjyKbm0N9OYbKDJrzvWwmnRQ3TlcYz/LKnGNYt/+ddVQwLQeQ33D39E2YH9zM7OkkgkMJvNqpJAKkKKx7Nr1y5aWloIhUIUFhZmbbz5ZqzX1dWtOfFQYXJyMk3McWRkhKmpKbZv3874+Hha+W+mVyRJEufOnVMNlk6no6Kigr179yKKIqOjo3nHAoPczT82NqYWZ9xrNGOySZSRtKl6TTm/DPcx0swMob/936vhikUffOpTcknu//zz1dzExQtIn/gEwv59eZ9rQ68nSfAf34YLF7FX12PU/Sog63OJriKKuvpxHX0M+q7B+Y7VX9TpIEWuPScPPQQ//JFc2kuGvL2ukmPlj7De+KbubpEXPvQMkT4LJqFdriob++/0/eZ/zdFdbSQe11E4P01B9zgL/mUks5lQVTn2+hJViHJg4Ar19eG0kbonT8Zoa0sfjVzodDLX2Ihtfh7djRN5uLqaqUNrG/HZ2Vm1m5s//wtZIgUwAQ8tfY/twYs89db3Yi6QMOzYR/zFCHp/AGpq4CMflj2A3/pv8Ed/kj2kLLQiK/x+5H+k9wedOilXhCmz5TNQRSCXl9D/v3+GWIwXflRNw98fwJjRG0Mwh4czO8uBAwdYWFjA7/dTVVW1oS51s9mcN1xlsVhYygjZKT0eBoOBgoKCNTWwct0XjUa5mFL0EQgEiEajnDhxIu1xSp+IQjKZTFtLcXFxTumVzNfKhyRJd7WhUTMmmyB1JG3mjIsHykN5+hmkTPd+YlKugkpNcs8vwDe+ITcP3gp/+SlZ2ykexwAca5vg9Cv/VDbYTW0cf0cDxtZH5K76P/lTWd/JapXzJK977ZpPLTz8ENI73gH/8GViESl9rslIP6c/8B80fvOx7M3sBrEYvPCkhH5mHL1OPsWejhyjsfcrcp4gA4slioEoldc60QfD6CO1SOEg5qcu4HvTzxCPCyST8tzvyspg2pCsxsbs0NS+fft48r+8nairiKLhYXRFRQw/9iiRdU7MiURCld1geCj9PQFiLgfl1hUK65pof+NjiO97b9pjlpeXGbNacfz1Zyj/7Q8hpApVulyyZHxFhewdFhbC7l3woQ/C6Bh88Ytw5SpkyO6rIpBLS6rHExlfIvDGv8L1m29FUIQcQS4HTtV+0+lg+w4EQcDv9zM5OcnExARlZWU0NTXd9KbZ3t5OKBRScyZutzvtpL9//36ee+65rDntgOrp5PJuMgkEAoRCoTTvJBKJZB1GEokEiUQCURRpa2tDEATm5+cRRZFkMplmfKxWa06vZHl5mStXrqhVXw0NDbec19kImjHZBKkhGIUsyfMHgd275FxC6hfIVZRbFnzzgqjpvx4KyWWkKSfc1oHv0vibryXYvD8tlCi0t8t5kZdegtJShOZm+TliMfju92TJjzf9HEKKIiyA8N5fRdIJBP7vt4kEVxVtkSQiI9ME/u0/Kf61n8+5vkBARyQhok+pCopIRgKCkxqHA9/yspoUNplMsuJvTz9DgQhhyUSNOIyAxPLsCiPdAzTvmuPFF31quEUZkgWkKdmuvn4Ag8nEwutey/yNk2a+GRmpiKK4mltwpie6k8BcSzMBk4nA2Bh6vZ6dO3eq94+OjnL9+nWi0aisOvz+3+DQv/8Hwvy8nPzp7ZP/gbzJP/Ya+M3flEcRWMwIn/g40j/8o1wJl4JDF8BklCC+uoGahCiO4Dh88YtIp04iKNVd73m3rD6gnPyTSfjedxk/coiurq404UZRFHNOJBweHmZ6ehpRFGlsbFSnHpaWlqoDx2w2GydPnmRpaQmDwYDNZst6npySNoJAIBBQS7bXQ6/Xo89QX3a73Vmjhh0Oh+ptCYKQluNJJBJcu3YNv9+PwWCgubk5p2d2+fJltRw8HA7T1dWF2+1Oyy/dCTRjsgkyR9ICNxrXHiBDAgitrRh+9meIfue7sidSUQFve7tcRnvp0mqStciZVxNpw8Ri2aWmsRiGFV9OAy0YjZCiDisFg/D+35QVbyUJvvUtpD/9Y4QM1VXe824c4QSmzych5TBoEqI4ZvvIh8ORxGQzyyOGL18BScIkRLHvrmPa5UIMh0kmk5jNZvbu3UtRURFtNhux//wbAj5JTWyPF9Vz+ZUliAblEiVCIZM6P8PtdlNTU5P22sFgkLNnz27o5AukaXwpjW8nT55EfNc74fp1WFkhKQjMNTYyllJimlmWOjQ0pG5wkiQxF4kw9XsfobKyEukv/lLWxFJIJmXtsou/Bl1dYDAg7dwJldnTCQ26BMceljj9Y/3qPBtlzvzcvJyLeetb5Ae/eGbVkCiMjTE5Opp2mlcS2JnGpK+vj56eHtUQKOW9yWSSwcFBamtr1YmWPp+Pa9euEY1GMRqN1NXVUVpayuXLl1laWsqptaaM5F1aWsJutxMKhXLqtCm43e6syqve3t606jS9Xr9m6a8oillqwpkkEoksLyocDqvNr3cSzZhsgnwzLh6oENcN7H/6Jyz8/M/JMifHj6unfUmnk8X3dKLsBawTu18PoaAAqXWbnEhXaGqCjPhyLqSZGfi7z6eHQ8bG4Lc/hFRfx8rDDyO9/W3y7R/+CIbnn+eYWM/peMpwLudFDG94f+4XIOUzl15PpLAK08wox/YsMv7WVzPY16ee/peXl5mbm6OoqAihthbDIydx/fCHEI4Ts1jwndimGhK52ms1V9LePs3evVVZyeGBgYENGxIgazMLBoOMjY1RtX8/un/7F3Qf+h3GXEVcee1jaUn9zBNzZvmtJEn4l5bkju8cJ3dm51ZDfrGYrOibawaKJNH6WDWNk/9KYGBeloBRvESbFVI3yrbWbO/Y6UTMcRLP1ecxPT2d5lFkltlOTEzQ3NxMV1cXY2NjaZ/j8vIyo6OjeeVWMlG0vMbGxvLmVzLXGAqFmJiYSKtMi8fjzM/P31JISqfTYTQa01QXRFHM6fXebjRjsklyz7h4MBEaGiDjNCO8+lXw6lfd3hf6+MfgU5+WG+XsDnj/f0UwGORZKF//hhx/r62Bd7wdwWyWv4B/9jF49rnsfgeQb7t0mfDlK3Jj3NGjcgI6FlsVfBRdOMotGNqb1WvMV6Unf+YhAj/fhsOxDYMBzp07lzX0KC389Af/A17/Wjj3EgPVVSgZh9RqL1GUN7jr18tob5/I2kTyKQkrKHkCk8mUpiibytDQEL29veh0Osp+//fYVl3N8KVL+G94l8pJPBW70ZhmxIyBADXf/wG0t8Pb3wbPPCs3fIIs3FjgyM4f5Vq7yQQHD2B46BSuP/5TOVwZistG45WvQNixffXatm1DeuUj8rjglRW5L+Xxx2luaWFhcVH1FkyhEA3f+S6SoEM4sD/rvclHNBplbm6OycnJrM8xGo1mJeXXo7+/f80hWKkGurOzk/Hx8ZzJ81vV2hIEgbq6Onp6eohGo+oIYVfGwLo7gWZMboJcMy401kcaHIR/+4p8Kv7lX1L7TAS7Henxx+FTn5LDMX/wh0hv8cgqtN/57mqz4aVLSJ/9G3mD+d5/5h7alPaCkjwx0OUitanDIMRxGZZgfgl+MgzXr9P15o9yOnYib5Ve5meeq1ks9TZBEODAAThwQC4c6JebKZVqL8WQgNxfEgxmn67X6x+w2Wzqa+bqoNbr9Wkhj+HhYXlc8PHjDA4OEo1Gqa2tzTq17rrWxZWAn4C7BGMoRN25l7DeKAMWnE6k//O3ctl4IAhvfL38GeVSGpYvQv78jEZZUFPR/vpfn5InKj79NLS1IbS2IkWjslFyuxF0OoQ//AOkX/wF+TDxyCsQSktxAMeOHWPgG99A6uun7sUzOBYW4Px5pC98AaFcVu0tLy9naWlJ9dYy+1PsdjvRaDSvwV5rLEAu1jIkoiiqc+QXFxcZGRnJGRJTpmzeKvX19bjdbiYmJnA6nZSUlNyVqi7NmGjcNNLsLHzs47J0htMJb3kLwutzV1dJFy/C7/+BrLcE8MILSH/5l3LviiTBpz+9Gq7y+eBv/3e25tOlS9DZCefP5zYkZnN2nH1lRfY83O70zuxoVO2Sj43PcPrLwxh+5cSGq/RaWlrw+XzqZm2z2di2bVvOx6ZW8FgsUfT69IOIXp+koSH75LjeBpCrwkhBFEXMZnPaYyRJYm5uDkmSiEQilJaW5gx/mE0GDn3hq+k3tq5em1BcDClS/FJzsywjf/FiuqaXywWf+ywMDVJ4/Dj+jBCZ4HTCz/2c/Bx//Tey4Y9Goa4O6cO/g7B3D8L27bB9e9rvWa1Wdnz/B3LCX2FqGrxe+G+/CcjaZwaDgampKfR6PSUlJYyOjqoVVW1tbVit1jR5FgWj0UhTUxO9vb2q93Cz43d1Oh01NTWqNH2u8buCIFBaWkpDQ8NNvUYubDYbLS0tt+W5NopmTDRunj/5MzhzRv7/xAR87nNIhw8i5Bg0xVe+umpIQP7y/8u/yjM0/H659DiVXJ3U0ZjcKJejcx6QwyWZxsRkAod9taFOEOT/p3gqgaSDyPgc+s9+TpZfOXmSaGkj/iVwXX5KLnf9mTekzbZXqoCGhoYAqKuryyttUVNTw9jYGD6fD1GUaG2dSMuZ7NmzyLZtB4jFYmkew82i0+mora1leXk5y+D4fD51Hr0yEXJHZq/OL/4ifO/7q4OvTCZ4xcN5X08oLIS//zukz38BvvlNuezX6YQ3vgGhpRlamhGLinKWUgeDQcSvfwPzv/zrqiHq7ZX7mv7pH/Mb1FzvtS19zK7NZlOr2qxWK8czxvqC7KFkenU2m42GhgZKSkoYGxvDbrfjdrvp6OhgcXEx74Zvt9tZXl5Ouz+ZTDI6OsrU1BQFBQU0NjYyODiY5vUofS0XLlxAEARcLhd79+7dMp3tG0UzJho3hRSPy2KLqczOwr//B9K7fiVLDTan4mz0xoZut8un2PVKXlta5NDR7t3w+b9P78AWxezpgCBPBPR+bVWaXJLI1DFx6AKYiEAgLhuxH/wQ49t/BcdHPwAXzsnx/69/Dem/fwjh4dVNVa/X03yjPHktFMHFoaEhVlZWaG+30dY2jc8nUVysZ//+XcRiMU6fPq3OPZmYmMi5kSobTK5yVZfLpcqS+3w+/H5/1ok6dZBXMplkamqK1tbWtCS8YLcjfe5v4EtPyPNNjh9HeOMb1r1O4X2/hvTmX5QrsXbvRqiuyvvYeDzOSy+9xOLiIif/7StZKsWJgUHET38a6dJl+QDw8MMI73n36gNe/Wq530iptGpshLe8Rb17fn6ejo4ONRE9NzfH3r17syTbCwsLs4xJIBCgq6uL1tZW2tvb1dtf//rX09vby/DwMFMZPTSCIHD8+HEuXrzITMasF6V3JBwOo9frqaurU3MmNpuNZDKZJiY5MTGB0WhUiwFMJhNNTU1qqGyrohkTjZtDFKGgIH1mhYDsbTz1FNLb3oaQ2lD40ENw7tzqkCOrVZ0nIogi0tt+WTYQGV9SAIpdsHcfvP83ZMkUvR7pN/4/eSrg/LycnI3FslSD9UePEv/Ex+XxsmugTC1UO+Pn/Rwb+L8Yzp9ZDbNNTcO//Bs8nP+EvhaphicSiVBUVERhYaFa5ZM5QCtfZ7PZbCYajWYZE0EQ2LVrFw6Hg4WFBQYGBtYsVVVQEvd6vV42OmfPwqXL8JrXIHzkw5u+TsHlgte/Lu02KZEgOb+AhKQeMrq7u9UZ7Ekx+wQuxGJIX/0aijmV+gfAXYLwsz8r3//2tyFVVcFTT8lFAO9+F0KKztrQ0FBaRVM0GmVkZCTLmDQ2NjI1NZVWhRWPx+nr60MQhDQFaEEQcLvdFBUV8aMf/Sjt/VWGolVUVDA7O5vXewkGg+zfv5+mpiZWVla4evVqzi73VFHLlZUVOjs7cblcG55Lfy/QjInGTSEIgpwc/fsvrHoUEvLJvjsA/+fvkI4fk0MggPDzPyc3KP70p/JJ89WvRnjtqrER3vgGpOPH4e3vSM9tGAzwoQ8hvCZ9vrvgeTPSo4/CpYuwY6esGHz+/OoDrFYsH/wAQb0eqawsfdhSDtQqr6QDR0ESg/lYtsrwOtIWaxEMBtWNI5FIIEkSNpuN9vZ2ysvL15TFUBAEIWepsF6vZ8eOHYTDYfr6+tTX2AgFBQWrUiN/9MdycUMsBl/+B3lM8e/895y/t1F9Oumpn8IXv8TS3ByUupF+/dcRThxPu475hgYcs3OrhgPINC9CNEryuecRbxgTAOGRV8Ajr8j9ujk2c+ncS0hf/gd4768h7N5NMBiko6Mjbznv/Pw8ExMTaliquLiYtrY29Ho9Vqs1a/BYPB6nurqaYDDI1NSUKhufimIMjEYjQ0NDeeVSMg8LoVCIycnJrMq7rYRmTDRuGuEXfwHp8CH4+jfh378lj15VmJyUe0dSvBPhl94Kv/TW/E/4xBPpA45EEd74hrylyIKzUPUUpA99ED72MVkXqrAAHn0Uw/79cpz+g78ty9B39+QMcykYhDguyzI8/Cq5ee6559NzN5to+gqFQgwPD2M2m6murubixYtZG8fy8jK9vb2UlZVRU1PDxMTEmhVEBoMhy+jY7XYefvhhJiYmOH/+/IYqkARBwGKx4HA41M53qatbbhpUNr9YDL7+DaRHX4OQ0Ui3UX06KRyWCymGh2WhhIUF+JvPIh05jNW6mt+4/tijSDodroFBrEs+jJHchjWs05GjyyUn1dXVzM/Pq5u5LhbDZ7fz0wMHcD75JLuamrh+/XrOccoKyWSSzs5O1cMJBAJEIhEOHDhAcXFxmjExm800NDQgCALt7e20tbWRSCQ4d+4cCwsLat6mqalJ/Z1czZAg51BisVhaSFIUxayha1sNzZho3BJCTQ3S+39D7uNQeg9ADj205q5uysu5l9K9gURClk3ZQFmj0NKM9OUnYHQUXK60kIfgLkH6wt/L5avxGPzuR+SZF+oDbpTxtrfB/v1w4rjsef3ae+Db34HgstxI+fu/t6HLmJqa4sqVK+omNDw8nHfjCIfDxONxCgoKEEUxzRgYjUY13m4ymXLmSSwWC4IgMDo6mteQGI1GdDod4XAYi8VCbW1tdqXPQH+2kU0m5dBeijHZlD5dX588tTGV0VEYGqKtrY1gMKjmK/p/5o10xWLs+I9vq1MjUwkWFxN729s2bEzKy8tJJBKMDQ0RvX4dv8tFpMhJBFh2l6B/+mkiazTyGQwGTCZT1gFAMT52ux2TyUQsFsNoNLJnzx61ai8ej+Pz+XA4HBw9elSd5Z4pTFlRUcHExESaF+l2uzl8+DD9/f309fURj8dlSZuSkrvSK3IraMZE45YRDAakX/zFVc/CZoNXvwohRR5cikTgE38OnVfBaJJj8u96Z/oT5apeSTmJrxdaEQRBnvaXa42CAPVyiED6zP+CL/1fuQLNbIH3/mq2/Aog/NIvIb31rZBMImximl5fX19avD4QCGR1mSuYzWZEUUxLFivE43H2799PJBJhZGQkq5FOp9Op2k25wjput5uqqirKy8sRBIFgMIjFYskddz9wMLsUG+DsWaSz5xAOH7pxLevr00mSJFd1PfdCdrm2uwTKyxFFkSNHjqinb5vNRjAYZNJqJTY2juFGEjuu1zO9rYXJd7ydgzvTq84ikQidnZ2srKxgNptpb29P09aqqqqisqSESy+eYSkjeb10I1SVL8xks9koLS3NmrKo1+tZWFigq6tLNd7hcJipqSm1t6Orq4uVlRVMJhM1NTVZM1QUSktLaWlpYXx8nEQigdPpZM+ePQiCQHNzM263m/HxcYqKitTPcCujGRON24LwljcjveIh+OnTsHsXQkoVDACf/BR873urP/f3I5WXyc18/f1yEv3AfrlCTAm16HTwjW8iDQzQ/c4/5/RLjvVDK/Pz0NMjS3PkmeQn1NbCn/xxzvsyDZYgCNlDotZhOXPOB/LziBlT/xwOB+3t7Vy/fj2rOgjkMMuVK1fUfEiu+6empigsLKSsrIzFxUXVezEajbS0tKSdZgtv5K8ykSQJPvrR3JMol5fh//wd3DAmG9Kn+7vPwz/9c/rnmEzKhRRvelOa15i6+dvtdloeeQSpuQX++Z9Z9i0yfugwuj272d/YmLWZnj9/Pk11IBQKcfLkybTHCSYT5rLs0cCGwkJ27NhBJBJJe98UEokENTU19PX1qV6lUrY7NjaW5QX6fD4kSaK3t1fNBymHALfbjcViSQvtKTQ3N+etCCwsLMz7mW1FNGOicdsQysogx7ApKZmEH/04/cZkUpZESU1Qbt9O7L99kMA/fRvHdA+GpDzpMfbTFzg9dwHDqx9aM7QifelLcv5mbg4qKwi///2Qkbhfi9RcgChK7N4dY9++2KYlc+SxvOmJV7vdTnt7u7r5OxwO7HY7Op2Ozs7OvM8ViUQYHR3FYrFkeS4gD8Kanp6W5VLKyojFYuh0OoqLi+nt7SUej2M0GmlsbKS4uDjHKyAXLly5mv+CZmeR4nEEvR6DARobR3jqKYmEP0yFQeKV76xNf4+eez79c00mMTz2GLHf/K/y38g6CDXV8HsfwQ605nmMIhufytLSEouLi1nhoKa3vIXZH/+YpXgcBAGL2UxTUxMmk4ljx47R3d1Nb29v2u8o73dmxdbCwkJWRRjIHks0Gs36jKLRKC+++CKCIKjNkPX19Vvey7gZNGOicec5d07uRM8kY8PtvpLgdO1xIkkHpuUeeQiVoVduKpz1p414zQqtzM2vGhKAiUnCX/oS0sMPyUrD65CaC1hYEOjvN3D6tJFjx6KcOrW5AWilpaWMjKTLixQXF+NyuXLGvdfbWOLxOE1NbTz33BWMxhVEcdUzCIVC6sk5GAxy8OBBBgYGuH79etpzLC0tcfz48ZynY8LhtaVpykrlkmxkXalgYJB9+wRCISNF4RlqP/MM0sf/bFU+Ppn9XGLrNuIbMCSZRCIRBgYGEASBhoYGVUZdFMWsHJMoijnDiQaDgeOPPsro6CiRSIT6+vo0OfZcoa6ysjK1IiuVUChETU0NMzMzathRmRliNBrV0u1UFIXhcDhMZ2cn8/PzHNzEhNL7Bc2YaNx5IlE5yb2WEJ6k53TkOHoD6F1GGI7LQ6j0g3JTYVH6JpgVWunuTmtajEl6AhNRHBNzGOsr112ikgvQ6ST6+/WIohzdSiSETQ1A6+/vT4uz6/V6SktL2bZtG7FYjHg8njW+tbS0dM2qos5OeOYZI3b7o0xODlFfP0hlpS8rbBaPx7l06VLOZH84HGZoaIjtGdIkgCyE2dIiv4cKymZbWyvPKkGelz54o8hCmcMSsxcyUOqm/XN/S9dbPKysrGB5/eto/fwX0Cun9JoazO94O7lr6PLj9/t56aWX1LDRxMQEBw8epKCgAKPRiNvtZmxsTH18SUkJBQUFSAsLcL6D4cICpiUJURRVjwBkSROl3NflcuV8v6amprJKf+W3xYTFYuHYsWMMDw8TiUSoq6tTw3VtbW2cP39+zdLs2dlZlpaW7mgIKxKJMDg4iMFgoK6uLm/O7naiGRONO08wkNuYOOyyWCA3JE0KitFfuSonbauqiEwFCRjduPZWcey9Bzh9gfzS/7t2ynNXJifV0bwxazWGnzRy/GRsXc9CyQWEwwLxOKoxMZslQoEY/k9/Edd8j1we/KvvyentxGKxrGY5ZfDU1atXVV0mh8PB/v371f6O1tZWxsfHc25qsspwBQbDLIWFVtrbm5medtHc/BKhULYBylc1pqwlF4Jej/TJv4S//Vt5rkh9Pbz7V+TPpr4OQRSJRCKqDEsmkiDgHxpSDQ1FRQR/+7c48vQzsrrBu96FLo+cylr09fWphsQxNUVNx0UCp1/E8dsfQLBa2b17N3a7XR1SpdPpGP7LT1L+4x9jXPRRZrMROXiA3lc8jM/n4/jx40iSxOXLl9Uc1OLiYtZIX0EQCIVCWXkqk8lES0sLgiCg1+vTynwVSktLMZvNOfNmCko3/J0yJgsLC1y4cEH9WxgfH+fo0aN3vOFRMyYad57v/md2creqCv76r+SkfG8v5ukg8YthElevIwpJKC3F9Jafw/ELJ6C9mTZBoGlHful/oaAA6V3vJPZPX+V0/0Poy+zYHz1BxKTbkGehzC159lkTiYSsoNLUFEMUwfTdb+GYfQKEuFxgMDAAn/pk1nMsLy9nbeaKRzA6OqpWXC0sLNDZ2cmBAwfktQsCDocjpyFYVRmOq5vm3FyAmZkwdvvGRQHtdrt6Ms9c8+TkpByC+9ifpd+ZkhtYWVnJmbMx+v00vniG6YxKq0WrleVPfHxDvRGSJMlTMh32tKo5JYRVeekS23/wI0yhEJwDenqY+pM/pmdkRBVujMViLIyPc+InP8G46APAvLxMTUcHw4cOEgY1XJZpJMLhsCo7YzAYKCsryxn6qqmpkWe6rMN6xsThcOB2u9d9npulv78/7W/J7/fT09OTNk3zTqAZE407T67+hwP7EOpq4f/7dTnx/b6vshDVcyXRTrU4SvX0BMfMZzBuX216XE/6X3jTmwgcfSORfwR9hR3R7oCVlQ2PVlZm1ezeHeXyZSOJhEBsap5jC99cHeIEcPES0vR0VjLZbHaQTLqQpEU1r2Gz2VhZWckq3c3sZG9sbMTv92dtdKkqw2azmXg8RjIZwmJZv2M+lV27dmWdTAcGBujr6yMajSKKIpWVlXkn/RUWFmK329OEI/WRCAd+/CTGA/vpPXVyU+tRkC5dhs98Rhb6LC5GesfbEF7/ekAubZ6dnaXu/AXZkChcu07wiS/jvzGYLRaLEQgEsC4tYQ6kC1uallcgmcQ+PY3tRz8mUVGBrq2VZIaXJt0Yibxr1y4qKys5e/ZslkjmWgYilZaWFsLhMMvLy+pgKp1ORzQaxWw209raik6nU0UhbTbbbU3I55qJcqtzUjaCZkw07hhKma39yAkMV66sJtyLnPCmN6mPeeEFE3opSoNhnFrDGMGkDY/Vi9X+S5t+zYISA6ZSK0JKy8pmRisbDHD4cJx9++Ly2qfHMXyrl7SAfzKZ5WnJlWBWZmcP4/NN09Q0QnNzlJaWFiKRSFpsH8iax11SUsLx48fp7e1lcnJSPZUrKsP9/TXMzYWZnJyjuXk0LQm/ERTp+eLiYgRBIJlMMjIyoiaLE4kEk5OTNDQ05JSl1+l07Nixg+7ubrX5sa2xEdfrX49gsaD/yU+IpWz4NpttXa9EHj3wv+QZNiCHwf7u75FOnkQoKKC+vl4epZsj/6DLmIIoSRIrRUWsFDkpSFGnvvq611La00vbT57EFAohAc66Os68421IGSXfkiQxOjpKZWUlTqczS7AxGAyqRmctSkpKOHXqFN3d3czPz5NIJLBarRw6dAi9Xk8ikeDs2bMsLCyQTCZxOp0cPHjwtoWhnE5nWsm0KIqqBP6dZF1j4vF4/gI4DgwB7/Z6vbGM+z8CPO71eh+88gSNmyZdcuO9HHuTi9bB78q79Zt+HuGGy60kvvXVVTA7i0gCPXHCZfVYH3/zpl83dbRyMCgXKd3MaGXFC5KKmuQJgxcvrt65YwdCxeqM89RKsMrKAioqHKys1HH0aBSTSUcymWRubo65uTkSiQQFBQVparQKVquVxcXFrB6Gykof5eUBVlb06sz4zSAIAr29vfT19eF0Ojl8+DDJZDJnk2QgEMg74tXtdlNSUoIkSWny6D6fL+vkuyH59Lm5VTVnhclJecb8q1+FIAjU1taSOHEcvvZ19SGS08n0saNZr5cErr/6VbT95Cmsfj+Su4T5HTvY+8//ono2AuAaHqa5p4feHJ9BNBolkUhk5VEUFhYWiMVilJaWrnmN0WiUiYkJ9T32+/1IksT+/fvp6+tLM1QLCwtcv359zfnvm0GRcllYWEAQBCoqKjYUnrtV1jQmHo9nD1Dl9XpPeTye3wceB/4t5X4HsPaEe42XHbkkN06XPE7TB16ftamrTXCPPSp3xk9OYNJbcfzxBxFK8vRFrIMSrtLpTCSTG6vCyocgCEif/iQrf/lJoiMjhIuLCb3n3TSknFAzu8Ll200sLycxmZLodDoOHTqE3+8nEolQXFyccyOan59XQyuJhFx6qxgPUUxit2+uHspoNCJJkrrRS5LE4uIiXV1d7Ny5E5vNlpYbsFgsOXsoMt+PzJP57OxslgEMh8Prn+KdTnn0QGolm9MJba0kk0k6OjqYn59H2rWTwppqDvzgRxgMBoRffBPu5mYCAwNEo1FMJhN1dXUkk0l8JSUMnDrFNlcxttoaCi5exJBhNAXA4cs9lndpaYlnnnmGlpYWCgsL01QHkskkZ86cIZlMqkUUDocj5/MolV6Zzw3krBLLJeB5s+h0OnblUHS406znmRwHfnjj/98H3kWKMQF+C/gc8NnbvzSNjbBR9da7yUYkNxRSPYno0VeplVrGTfR15MJgkBvgN1lAlJOlZJKzD51a7R8YGmJoZgaTyYTL5aKpqW3drvD5+XmGb+hUKU2FmUxOygPCJiacacOzWlsnqKtbzhv3NhgMWfcJgsCJEye4evUqs6kqzKwmnHft2qXKkSgzM3IN+FJyEg6HI+f9paWl9Pf3pxkURTMsH36/n0AggPstHgz/9wlZKbqwAF73WoTqanp7etJUAeYdDq7/9m9RUFDAxMQE0tQUVVVVFBQUUFxcnLt/Bti2bRuB8nLsKWGxsM2G7xUPo08kcuqZLS8v09fXx9GjR1VpnMyZI8rMk0OHDqX9riRJdHV15ax8U6rpHA5HluJBvvXfT6xnTIoAZQTeEqB2XHk8nkJgl9fr/ZjHk931rHHn2ah6691mQ5IbKSiexFYzigrDw8NZjWgrKyusrKyoQoXHj+9UPwuDIUllZQ+XLk1jtVpxuVxcvnxZfY65uTn27duXVdFTWFh4oxS4ElFMIopJBEFgZmYHr3iFj56e3J3yuYyMJEkMDw/jcDiyjIkSxiosLOT48eMkk8mcHgfA4OAgAwMDhEIhVfU2Uwa9wOGgrqqK8elpIpGI2u2fj0uXLql5IUuRk7ZPfJzK//N3gAR6A1IkkvP0Pj4+zujoqkDn0tISra2tWRvxysoKS0tLFBcXU1BQQPITH2PyDz+KbXKKuNnM9MOnWHY6iWfobqUSDodJJpNqBdTF1DDnDXJVtw0MDDAwMJBVcKHX66mpqQFkCRW/3y97XZKE0+lc8/26X1jPmPgAJYBaCKSOwvsAa3gkHo/nzcCbAZ544gmK8ugkpWIwGDb0uK3M3bqGWAwuXhRJLVW/eNHKgQOJ27IZ3+p1vPa1As88oyMSkfvfXvWqJKWlpjV/Z50Iy6a5XZ9FZpNhJktLS7zudQUcOABDQ4t0dDxFNLqszvkaHh5Oa2KLRqNMTk5mzYyXQyOWG6XAq6KJs7NLdHT043TqNyQxr2AwGDhw4ADxeFw1KC6Xi507dzI+Po7BYKC+vj5v7D8ajTI0NKSWma6srDA0NMSOHTtUDyX8rf8g8qUv0T4/T0tDA8IHP4Br376s51Q+i7m5ubQCg1AoxMDVK1R0dMjzTDouYJiewv2+96qemkKmfpYkSSwtLaV9xh0dHao3YbPZ2LVrFy07dhD76lfo7+9Hp9PhSiQYvpCtTJyKzWajoqJCvY6amhrGx8fTjERRUVHW35eSG8l8roceeoiSlHHWjz76KMFgkGQymTdHdSe4k/vTesbkBeCDwD8CjwHPp9zXDBy74ZW0eDye3/d6vR9X7vR6vV8DvgYQi8WkzNNRLoqKirJGaN5v3K1rWFjQ4fNZsNlSR7IKjIyE1i2B3Qi3eh0VFfALv5Aegkt9OikYlIdNVVXdMZ2i2/VZVFdXMzY2ljeunUwmWVxcZGlpiQsXzhKNpp9Yc3VDz8/P89xzz1FXV4fdbsfv99PV1YXJFFdLgRX0+iQWS4R4fOOJd6PRSGVlJX6/n927dzM5OUl3dzfj4+N861vfUje8zs5ODh8+LOciMj4Hn8+XVQ4bDAaZmJiQO82XluBTn1KnY4ozM/Cxj+P70heznkv5LIaHh7PzKzodSVFEvPE+xc6fp9JmY8TpzKvqq6C89yCHp3p6elRPbXl5matXr+JyuWQj4nJx5syZdZ9T6RpPzZe4XC5aWloYHR0lkUhQWFjItm3bsv6+cqk3O51ORFHM+7d4N/e82/GdyHe4WtOYeL3eix6PZ9rj8TwLjACf8ng8n/d6ve/zer3vUB7n8XheSjUkGneezYaS7gX5+kKkz/0t/OCHcuK1vh7po3+AkKObeKtgtVrVGROxWAyfz6f2gxgMBmpvyN739g4xPw8Wi7BuxdXy8jKDg4MMDg6qirKxmNwk2dw8SWdnDYIgYTQmaG2d2HQFV2FhoSrxIUkSfX19anI/HodQyITFEsXn8/Hkk09iMpkoKyujvb1dNQR2ux2r1ZpmRK1WKzabjenpacLf+ndqM9WOx8blQ0I+xeYcBwerb0k1JDcehSiKuFyuNTd+RRNLIVdVWSQSUfs7rly5kvf5lKZFkMOGw8PDVFVVqWOVAXbv3k1dXZ0q2pgLp9PJxMRE2m13skFxK7FuabDX6/2djJvel+MxWlnwXSYtcZ1PYmQLIl26LJd5KhvUtWtyr8H//tt7u7B1sNvtaulmJBJRBxfV1NTgcrno7hb53veqmZ8vRK9P0tw8SVHRilqNZbPZsNlsORsTU8UaJyac9PVVIAgSkiTQ3DxJZaVv0+tNPT3GYrG0589M7ldW+ojH4wwODmK1WtVOeUUypLe3l0gkgtVqpaWlhZ6eHoaGhrAYDJSbzRhTr8fplAej5UDpbUlFEASaM25j924Ep5OSG2G2XEPBQDZsqaEjt9uN2WxOe38tFgsmk0nN0+SiuLiYlZWVtK7xpaUlxsbGqKurIxgMcvHiRUKhEHq9nurq6uzhYjeYz+h/AVkLrLq6OufjHyS0psX7mK2euM7JT5/OVhCezJ7lsZUxmUzs2LEqH6KUQpeVFREOB5ibM/G97+2nvn4GozFBW9sUjz1WTW1tLR0dHVknV4XU5LvFIm+gfX0VN0Qd1/ZMdDqduumazWYaUwaTJRIJkslkVnIfoLu7krKyJURRVradn59XjUkikVCVc5UyX4fDQW9vL4lEgmCpm8kd26m82imX3xYXw+O/qCoMS//xHXj6p2A0EnvvrxGtqMgypJIkEfvV94CzCGamoaEB6b2/xvjYGIuLizgcDgKBQE6DkpkAV2a4DAwMqMZv+/bt+P1+Jicnc4aglN/LNS9GKZhI9WgikQj9/f2UlZXlzHXke42XA5oxuc9ZT2Jky3HkMHz9axBO2QjcJfkffx+glELbbHYqKqrp7weDQcBms1BYqCMUqqOiQg6XVFZWMj09nTOPouhwFRcXqJtXPK4jFDJit0dwuVxpnc2p2O12bDYbOp2OxsZGtfs8Ho9z7tw54vE4oZApLbmf+fyQ3pk/ODiYVgkWDAbp7u5Oy3lcfeMbGNm/j12SgPPnf1aVmJG+6pXnvyvy+Fc7Mf31Z1QdLQWTyURJdTXCRz6s3nbxwgW5/DdlY041lqm/m0ldXR01NTVEIhHMZjOCIOTM06Ti8/lwuVxp+SGr1apWrWXmyuLxOGNjYzkVmCsrK1lYWFBfz2g0qlVcDzqaMdG4uxw5DI89Jnsofr+swvvrWZHT+4rU/JXRWEhhoQG9HtrbHYiiXBgRCMiFEeXl5bS1tTE8PKxqM4HslSQSAjqd3OSoxPDl5Lt8Qg6HwzjzJKXD4TC1tbVqTB/kwVnd3d1q+CZV5wsgmRRIJvUYjfLmXlBQkBa+ydSmUl7HZrOleQWJlhYcp06pHgkATz2lGhIAaWoKvuJl27t/ha6uLpaXlzGbzdTV1aV1my8vLzM9PZ11wlcMiSK7b7FYcqr2gmx4LBYLPp+PkZER/H5/Wk4k1zVZrVZqamoIBoMYDAaam5vVvIjRaMwS4cwVzgK5WEMQBMbHxxEEgZqaGi1noqFxJxAEAf7g95He/S5ZOmPXrg0Nr9rKpOavEglZbb+pKa5O+80sjGhoaKChoYFoNMoLL7xAT49ezWOsrJixWJyEw341p6GEuBTl3uLiYhYWFtI2x2g0SmdnJ+FwWJXT6O3tTdsEFZ2v7u5K5udtzM8XUFIS4PLlQxw/HqW6OqJ2lINcwZRZDhsIBDCbzdhsNkRRRBAE4vE4P/rRj9DpdNTU1OTtmYhEI5gNBk4ePsxKPI5Op1OnGSqJ7kgksqYX4XK5VDkXn8+H2+1OS5IrTExMcPXq1az+oFwo43YtFgstLS1qQYVCRUVFWmUXyDmV559/nv3792dVN1VVVVFVVbXu6z5oaMZE454gVFbCXdALuluk5q8efjjM2bMmlpfXLowwGo0cPHiMJ5/0YTaH0OlE6urs2O1W3O5JdLqFrFyJMg+lpaWFq1evpnkPkiQxMzNDW1tbVkJZobLSR0mJnyef3InbPYEgSMTjRn78Y4lQ6Dpmcy+1tbW0t7dTU1ODz+dj+kYzovIaoVAIURTZt28fly5dUsNWiURClXlve9Wr4HqXmh+LOJ28WFfLyrPP4pyewS5JTDXUE43FsNvtbN++ndLSUpxOp5onyUVq2G1mZga/38/+/fuB9HktqSKWGyUUCnH9+nWmpqYwm81s27YNs9msyt9khtkWFxe5fPkyR44c2dTrbBTlvTaZTDkN5lZDMyYaGrcJJX/lcsG2bRsrjIhGLVRVuTCb48TjcQwGA6GQSFtbM7Oz1wkEAlnhGafTSUlJCRUVFVmzyxWsVusaiWXDje566cbPUSIRPaGQEVGUFY4bGxsxmUw4HI6cVVCJRIKOjo6cifGxsTHa3/w4ks0KT/4UX2iFK7t3E7wR7lmoqmQhkVBVpIPBINeuXVPFE/fu3cvFixfzGpRUZmdneeqppwDZa9m7d2/WBMrNEIvFVBFGn8/HoUOHsFqtWUq8ChuVpd8si4uLXL16leXlZYxGI7W1tTQ3N9+R17pdaMZEQ+MmWE8TLbMwIhgM0tXVRTQaxW63s2PHDkRRxOFIEo8vMzAwTjQaRa/XU1hYQnOzm7a2Evx+P+fPn2dlZQWdTkdpaakaQskVDlJKZUVRpKqqip6egTTBSNnICHkaI+WTfOSGnIkiyZJPEyxfyW4kEuHChQsUtrURqqvD5/Phz2yUyzhpB4NBOjo6VM/D7XZTUFCQd7qjgiRJqtc0OTmJyWRi586dFBcX52zOM5vNab+zFn6/n5/+9Kfo9XqcTicVFRVZhjVXEcCtIkkSnZ2damgtHo8zMDBARUWF2ju0FdGMiYbGJtmsJloikeD8+fPqSXthYYFoNMrBgwfR6yWKii4xMFBwo/cjRk3NeZ59NkplZSVHjhxRmwQtFgsulyyPFw6HszZag8GQJtFy7Rq88EJ7Wk/JgQMWtm/fTiw2xTPPGAmHk1m5GZD1sxKJxE0PVRofH1fXl1OuRZLk5FIKqSXTExMTVFZWcuLECTo7O9VwTzweX1Nhd2RkhJKSElpbZeXhqakpRFFUG0MLCgro7+8nGo0iCAImk0mdvihJUpYXmEgkSCQSTE9PU15ennafIAh5vYW5ubm0/pxdu3atK8uT+pqZHmU0GmV6ejqt5HuroRkTDY1NkEtef72xwFNTU1khG6Vbe3h4mMLCcR56aDzNg1hZkWegGwwGmpqashK6fr8/KyegzCjR6/XEYnDpkgtRDKT1lOzdu4TFYuENb2igpKSDwcH5nDNS1polv1mSySRGg0GW0InFKJycYr6+DmmdxijF0zh8+DCiKKLT6YjFYly/fp1QKJRzTHIymaSvrw+dTsfU1JTq0dntdtra2nj22WfV0JQypvf48eNEIhF6e3uzhpilkqn0K0lSznBaIpHgypUr6usEg0EuXLjA8ePHN/R+iaKIyWRKMyh6vT6n0vRGGR4eVkdHFxQUsHPnztueh9nABBsNDQ0FpackFUVePx96vT5LRkSn03H9+nW6urqQJAlRlLDbI1mbeuYGplBUVJSllmu1WrFYLMzMzHDmTBeZkZxEQo/Ntlr0sGtXG05nYtNSLTeD1Wbjode9jocqKzE1NqxrSEDerAcHBzlz5gyAKmOyZ88ejh49mjfks7S0pIYGQTYwk5OTdHZ25tQaU8qdd+/eTUtLC263e8OS8KkqxgozMzM5X2cjoTVY9XiUNRiNRqqrqylMVXXdBMrwLZ/Px9LSEqOjo3R25lagvhU0z0RDYxPcjCaaUqWUGsMvKSnJkobPRT5FXyWkpSjkWiwW2trauHLlCmNjY8TjEI+3I4qg0wno9QasVgv19YVpz1FRUZFzQ1xrPeXl5czOzmaFwIxGI7FYTO3pSA0ZuVwuDEYjvu3bmTp3Th6BuUFSpU1SyVetlc9jGB0dzeo3SSaT6nus0+lobW0F5LzPuXPn1LxFvh6VXDIpFoslqwhAr9enVZutR0VFBW63m4WFBVUj7WaR/x7S82uZpc63A82YaGhsgpvRRBMEgSNHjqh9Hy6Xi+rqap5++ul1X28teY7q6moqKyvV3pBwOMyFCxdueDqoPSWRiA69Pk5razdnzkTZvXs3hYWFnD59Gn/qlMMNIAgCTU1NuFwurl69qt4uiiIHDhxAEAQMBoPaMBiPx3E4HMRiMX7605+qOYjNkit3Y7Vab2r9me/p888/z549e9KmTJpMJk6cOMH8/DyCIKgTFlPR6XQ5+0mcTielpaVMTU3d+CxEKisrNx1W0uv1606+3Ai5RhBvxrBtFM2YaGhskpvRRNPr9VnNfE6nc93chNLUJw/JmkEURXUOe1dXFz6fTxVkVHIKCpWVPsrKlnLmYlwu16Y3YpDzAcFgMCv8lkgkGBkZYd++fYA8TVCREens7GRwcHDTr6Wg0+lYWloiHA6nbYw7duzIGwbMh16vz/JoFOHO1I3b7/enJf4NBkNWmCrTU4LVKY2SJKn3V1RU3FK+41ZpbGxkenpa9UYy1ZZvF5ox0dC4CW6HJtrevXsxGo1MTk6uGbI5c+YMi4uL6ona5XJhs9nSwlOBQIBjx45lNfwpuZhUotHophv6FHQ6Xdpwq1TyzaXJ1S+ylrwJyMYoHA4Ti8XUnEcoFOLEiRPq65hMppzNhPloaGhgZWUlbfyuQqqhkCSJy5cvq7I1yljj1NCVzWbLUg6ORCKcOXNGzdWIokhra+s9NSQgG9Djx48zNDSEIAiUlZXdkRJjLQGvobFBJicnOX36NM8884xaOrsWsZg8xCxfda0oiuzatWvNeLgkSVnSKQsLC1kn8lAoxOXLl3G5XBQWFq45cMzhcFBbW5t3JkculLyCUm67vLycFrZRJi9evXo1zXjMzc3l7PcQBEEVo8xFrvX7fD76+/vTbsvX52EwGHjkkUcoLS3FZDJRVFSEJEns2bOHioqKrMenbq7hcDhLlywSibB7925qampoaGjg+PHjWe9ff39/WtlyIpHIK3t/txFFkaamJg4cOHDHelU0z0RDYwMoU/uUE6wynnXv3r05H7+ZXpRcm7rdbqeioiKvXH2uU/3c3Bxzc3OYTKas0lKFkpISdu7cicFgYMeOHeoGuJYell6vx2azpSVtY7EYJSUlrKyssLKyQiwWU8tqJycn2bVrF+Xl5XR1deU0usmkLHq5sLDAysoKoiimVUAp4oyZ9PX1UVhYiNvtRqfT4Xa7s2akKOvr6OggkUgQiUSIRCIsLi6ysrLC4cOH6enpUdWErVarOusdZENkNBrT3hO9Xk9tbe2amlu5PKSXkyS95ploaGwAeT57ergoX0VMai+KzSZhMMg/5/JQlHyIcvIXBIHi4mJOnTrFtm3b8noPOp0ub6VXJBLJaUgUPS1ZsiXE4OAgfr9/TUMiiiLl5eU5E7aiKOZ8nUgkwtDQEMFgMO97pOR+BEEgGo3mlCXJtRHH43GuXbvGhQsXGBgYYOfOnbS2tuZ8n5aWlrI8jIWFBYaGhhgZGVHzUYFAgOvXr6uP0ev1uN1u1ZgJgkB5efm6s9obGhrScjqCILxsFINB80w0NDZEroqYfNU5Si+K0tQIq70omXmWCxcupMXwTSYTBw8eVJ+7paWFCxcuZFUzxWIx6urq1JnkGyGRSHDu3DkcDgcrKyvrzkK3WCzs3LmTsrIyhoaG8Pl86muZTCaMRmPefIXf7+fatWt5T+aiKHLx4sWcxmg9AoEAgUCA8fFxlpaW2LdvH4uLi6qm1lrE4/G0KjSFyclJAoEADoeD4eHhtGFahYWF7N69e83nlSSJYDCoFlUYDAZKSkryyuQ/iGjGRENjA9TV1TExMaFuwHq9Pu/Qo432oiQSiawNPRwOMzExoVYCtba2YrFYeP7559M8CEUheLNhFJ/Pt64RUQiFQly9ehWDwUB9fT2iKDI1NYVOp6OhoWHNbvFoNLrm5n6zBQCZzMzMcPr0acLh8KaS8bm4fv06hw4dYmhoKG19fr+fubm5NRPpSn9PMplEEASqq6u3vDDj7UYzJhoaG0AURY4ePcrg4CChUIiamhqKiorSHqPIo4iiyJEjjZw5Y1mzF0UQhJzeTWbIxuFwUFRUlNXkmEujSklsb0RxdyOEQiH6+vo4fPgwNTU1aQZ0o0bpVjEajRQVFRGLxbKUe2OxWNqgKqPRmGYICgoKcDqdOfMqmSwsLBCJRLK8wGQyuWYZdSQSYXp6WjVkkiQxPT1NKBTasB7Xg4BmTDQ0Noher88qB1VQ1H2V2L/DMcLjjx8hFrPm7UXR6XSUlZUxODioehhFRUWqoGAikVCTxLt37+bSpUsEg0FisVhWaEun01FSUkJNTQ09PT0bup6NSrXny6nU1dUxNjZ2U/0q66GUDhuNRhobG2lubkaSJJ577rk1u7ftdjvbtm1jfHwcs9lMY2Mjc3NzGzImyjjezOIFQRBUNeZcRKPRnGHIaDSqGRMNDY31kSSJ/v5+ZmdnCQQCaSfiQCDA4GDPurH29vZ2CgoKmJ2dxWKx0NzcjCAI+Hw+Ll68SDAYRBRFXC4Xhw4doru7O2+eZPfu3Vy/fj2nV6J4QKm/V1BQoG68MzMzeUNPTqcz5+2Kt/bkk0+umcTfLEoTpslkwu12qxuyIAgcPHiQa9euqUUGmd5ZMBikp6eHZDLJ0tISU1NTmyqBHhsbyyoGkCSJ0dHRvI1+drsdh8ORZuQcDse6CfsHDc2YaNwz1psJstXp6+ujp6cnb94i1+acTCYZHx8nEAhQU1ODw+Gguro6S+Opu7tbrURKJBLMzs7y/PPP5/UCkslk3umCdrudgwcP4vf7GRkZYWlpiXg8zuLiIhcuXKClpYW6ujpeeOGFrGsRRTGvNwZyWMlisWQZMJvNlvPEnouamhrq6uoYGhoikUhQVVWlemczMzNcvHiRWCyGw+Fg586dHDhwAJBl8jONSTQazTnEymAwZK0ltXcGZGOVa+49rMq5+Hw+RkdHVY/JYDAgCAJ79+7l2rVrasm4zWYjEonkLNx4UNGMicY9YbMzQbYis7OzeQ1JrtCIJEmcPXuWubk5QC433rZtG01NTSwvLxMOhykqKkKn0+U0CuuFk2w2G8lkMiu3Ul1djd1ux263Y7FYePHFF9V1R6NRhoeH816L0niXORc9lcrKSvr6+tIqvRRZlYGBgTRRyMwkuSAIqhBmZs9OJBLh8uXLasjJ7/eTSCQ4ePAgkiRtSkpFr9dTX1/P6Ogo0WgUnU6naoYpP+erLBNFkYqKClXBWLmWqakpjh07htFoxOFw4HK5WFhYUN+zYDDIiRMn7ogO1lbk5XGVGluKm5kJspHnvNteTq4+D71ej9lsprS0NEu7aWJiQjUkIG/UXV1djI6OEg6HVVHEvXv3YrVaN6XsajQaqaysRJIkwuGwKlCYWZ6qbMipxGKxmx6CBXL5ss1m49q1a4TDYVVWpKWlhf379yNJEisrK8zOzjI8PEwwGESSJDVnlDl0SmFkZCRrg1dO/tPT05tas16vV41HMpkkmUzm7MxPRRAECgoKqKqqoqKignPnzqW9ZiAQoL+/n5aWFvR6PZOTk2nvbSAQYGho6GVT1aUZE427Tr4+jIUFHQYDmzYI98rLqa6uxufzqfkCq9XK0aNH88qj5AqhKP0JCkoD3b59+4jFYjmHYOXCbDYjCIIaclFO/5kGT5kbn7pJ22w2XC5Xzs1V2fDXI7OKKhaLMTIyouphjY+PZxkHZW5HZqf7wsICg4ODORsZRVFcV9crE0EQiEQiXLlyZc2Cg9SCBEV+JHVyZa680MDAAKOjo9hstpz33+ws+vsRzZho3HVy9WEsLsK3v20mkdicQVjLy7mdhMNhhoaG1B4Lg8FAdXU1ZrOZ0dFRdfNZS2erpqaG4eHhdY1DJBLBZDJx9OhRTCYT3/rWt9bdlDI1qnQ6ndrdbbVa1QS80Wikvb2dgYEBIpEINpuNXbt2qZvh0NBQ2vMkk0mee+45CgsLaWtry9LTCofDhEIhFhcXs3o8YrEYPp+Pjo6OnOrIiUSC8fHxtKFPPp+Pl156Ked7pNfr1dyS2WzecF+JJEkbNshNTU34/X4KCwtVA1RRUUFJSQlutzutDDn1uaPRaFai32KxUF9fv+7rPihoxkTjrpM5E0SZ9CfnKjcX9lqr2/w2jIIAYHFxMW1DnJiY4MiRI1gsFkpKStYsG03FarXS3t7O1atX1zQOhpSLjsfj657CbTZb2gka5HzMwMAAoVAIq9XKtm3bqKyUpyxWVVVRVVWFJElpXsGOHTuYnZ3N8ghCoZA6JvfkyZOqjtYLL7yw5vRAURQ5f/78ml3usViM/v5+4vE49fX1dHR0ZG38NpuNkpISqqqqcLlcgFygcCsNipCtXKwIPPr9/jSjOjo6SlNTE4cPH2ZiYiJv7koQBBobG1laWkKv19Pc3JxXiPJBRDMmGveE1JkgsRh861vp9fj55EcyuZnJh5ulr68v7WQdDAbp7e1dt+w3FzU1NVgsFjo7O9XcQSbKhgly2CvfpikIAi0tLTQ2NqYlefv7+9M2W6VctqysjHA4rM7pMJvNammy8nyZfS+pBAIBpqenqays5KWXXsprSHQ6HUajMWdTZSbj4+PqOhW9rEysViu7du1Ku+1mZFgyUfI2yusnEgmGhoay3u9kMqkKbjY0NHDp0qWcz6d4fWspNj/IaEKPGvcMZSaIy3XzBkHxcmIxWF4WiMVYd/LhZskVC7+VhHVJSQmnTp3i5MmTWb0Ier1e9SAAysrK8kq1KxVNw8PD6uY/MjJCV1dX1oa4srLC8vIyFy5cYGZmhkAgwOzsLBcvXkwzHO3t7ezYsYPy8vK8BQa5JNpTsVgseUUoM0ldZz7jFA6Hs7yV21Vym8tw5CIajaply7k8UbPZTENDw8vWkIDmmWhsAW5mFG4qNzP5cDO4XK60WLkoihtKSq+FTqejsLCQlpYWurq6WF5exmg0UlVVlWZg9Ho927dvp6enJ6d8id/vJxAIEI/HaW1tVUfFZmI2m5EkKStE4/f7uXLlijp9z2g0Ul9fT319PT/4wQ+yNtdgMEhXV9eaobdoNHrTm2qu5HogEODy5cscPHhQvW379u1cunRpQxVvBoOBqqqqDYli5lMFUMYR63Q6jhw5wvj4OMFgUM2tVFRUvKxCWrnQjInGluBWDcLtmHyYj23bthGPx9Vy2/Ly8qwmw5uloqICt9vNwsICdrs9ZwK/tLQUt9vNT37yk5zhHUX0sbW1NadHoNPpaGpqwmw25xw/q0iNjI+Pc/DgQdWY6fX6LA9seHg4Z5VVKrFYbF1jolSeZRorRYk483UzPaGCggJOnjzJ4uIily5dWnNNNpuNQCCQ15Aor2mxWKitreX69etZ60r1DhUhR410NGOisWW4kwbhVhAEgR07dtyx59fr9Wnzx/OtQRllm+9+kPWyFhcXVYNhMBg4cOCAGpopKytjdHQ0p2exsrLCtWvXADnklLmhKmNyc2G329M2fOX5M7vMFUpLS1leXs4yEmVlZRQUFGTJxBtynC4EQcDlcnHq1CmGhoYIh8NUVlZy9epV1QMzGAyIophVhZVKagjN5XLlnBO/1lRIDRnNmGho3CNCoRALCwu4XK4NCQLu2bOHy5cvEwgE0jZ7JewWCAQoKChQZdQFQaChoSEtbLZr1y5KSkqYn59ncXExK+w1Pz+fZmiMRiNGo1GVoc8nmJhvtkuuHITi3WUaDL1eT0NDAzabjampKXUtSj4i83lHR0cJBAKUl5enNQYeO3aM7u5uZmZmMJvNa1acpRIIBLh27VpOg3mnRt0+SGjGREPjHtDX18fg4KDaU9LQ0LBmp/Ty8jLXr18nFovhcrmor69XFYULCwuZmpqit7cXg8FAWVkZe/bsyRlqEgSByspKSkpK6OzszDImmR5LLBZjx44d6rjazBnsIG+0ra2tXLx4cUP9HJIkMTY2lhV2stlsOBwOVTLlwoULLC4uIooiPp+PiooKBEEgFArx9NNPq4URw8PDtLS0pJVHz83NqSOFN0M4HMZut6d5gBaLJe/sGo1VNGOioXGXUeaeKCfmSCTC8PAwdXV1OcM5kiTR0dGhJpsXFxcJh8McO3YMgDNnzqj3RSIRRkdHKSoqytoAl5aW6OnpIRAIEA6HN9zwd/XqVRwOBxaLJecpv6amhtLS0g310KyFXq/n7Nmz+P1+ksmkapii0SgDAwMYjUbsdjsdHR1pa5ckSZUt0el06sjgVDbaNW82m9m7dy9XrlwhGAxiNBppamralPLwyxXNmGho3GVWVlayOsJDoRArKytp3eAKCwsLWVVLfr9fHb6U+VySJHHlyhWmpqbYv38/oigSi8Xo6OhYN3mei1gsxtmzZ3nkkUcwGo1pBkWZ5Q6yN5BrzorJZEpbo9JNf+7cOdVgKFVUa+U25ubmmJmZyWkEU5s7cxkNQRCwWq1qb0ltbS0ul4uhoSFVfr+goIDt27djNps5dOjQJt4hDdCMiYbGXcdut2Oz2dI2dkXVNxdKEjl1o9bpdGqewmw2Z53Ek8kk09PTdHV1sWPHDkZGRtY1JIIgqDIsmShyMg0NDXR3dxOJRNDr9ZSXl6vzTnJ5LS6Xi8OHDzMyMqLmMLZt24bZbGb//v0MDw+TTCaprKxkYGBgzfUtLS3l7S9R3iOA+vp6xsfH0643mUyyvLysNikODg4iiiJ79+5VxSkLCgryVqFtdjzyyxHNmGho3GVEUaStrY2enh7C4bC6weZLYhcUFFBcXJw2U93tdquhl+3bt3Px4sWcMh+KkckVPstEkqQ1Q1SBQIC9e/dSVlbG5OQkTqczbXCWzWZLU0UGuUFTp9Oxb9++LCHJTCmatWbKg9yhbjabs2anCIKgzjgBuWjg0KFDnDt3LsuAKl5NKBRiYGBA1VfLZ6SWlpa4du0aKysr2Gw2mpqacLvda67z5YpmTDQ07gEVFRWUl5cTDofXLLlVOHjwIOfPn2dxcRG9Xp8WDisoKODUqVOcP38+a8aHsklWVVUxPDy8KVn7TIqLiwG5RDiXgOH27dsJh8MsLi4iSRIul4umpia1e3w9WlpaWF5ezps0FwSB1tZWRFFkaWmJZDJJQUEB+/bty8pp2O12qqqq1hxhHIlEiEQiecU5JUni8uXL6numaJQ99NBDeQ1/KsvLy2p47eWAZkw0NO4RgiBseEa4MgslkUgQjUbp6upCr9erSXZBENizZw/RaBSfz4ckSWpuAlZH7Cry8263m3A4THd394Ze3263r9uoJ4oiO3fu5Ny5cwQCAebm5vjhD38IyBVRlZWVaRVr4+PjTE1NIYoizc3NuFwuHnroIXV++/DwcJo3pjQ6KsOxUkNSy8vLTE1NUVxcrHpLjY2NTE1N5RVmtFgsa77/KysrWeHD5eVlFhYW1vROYrEY58+fVxULXC4XBw4c2JABup/RjImGxn1A5uClRCLB1NRUWsWWTqejtbWVWCyGwWDA5XKlbbgGg4Ht27erPyeTSWZmZtTwkzJRcGpqKkuPrLKyckMSKcroWmWNyppjsRihUIjS0lIKCgoYGBigu7tbvX9hYYFjx45hsVjUoWIWi4W5uTk1NBWPx+ns7OT48eNpa+nr62NgYIBoNIper6eqqopdu3ah1+s5duyYKrdvNBqZmpoiHA5jtVppa2tb85pMJhNGozGteMBoNK7raVy/fj0t3DczM0Nvb69q2B9UNGOioXEfkBoGSyQEQiEjbvfqSXdmZoZr164RDAYxmUxUVVWpYam1nvPIkSMMDg4SCoVUaZeenh76+vrUTdxut294LkeuuSUKsViMyclJCgoKsozjysoKg4ODacYuV+XWysoKiURCPeUnEgl1FC/IBmdiYoLGxkZsNhsGg4HW1lb197dt26bOZl/POCqGaWhoiHg8jiiKlJeXr9vAmCtMt5Yw5oPCusbE4/H8BXAcGALe7fV6Yzdu/xngD4AYcN7r9f7WHVynhsbLmsbGxhsTCC10d1cCJubnq3A6RbZti9Pd3a1uWJFIhJGREaqrq7NUiTPR6/W0tLSk3aZUW83Ozqr3b7TPwmq15hSkBNl4KfL6uaqjMg1HcXFxVhVbZn4pGo1mVZHFYjECgUDOTV+n0204tAjQ1tZGRUUFk5OTNDQ0bEjMMZfn8nLooF8z6+fxePYAVV6v9xTQBTyecvcl4ITX6z0JlHo8noO5nkNDQ+PWKSoqYv/+I8zM7MDtdtLeXk1hoZUXXjARiSSzNLvi8XhWZdVmqK2t5cCBA+zZs2dTCeTt27er+lZ6vV71IAwGgzqxEORqtFTPIJdkSlFREVVVVeqsFqvVSlNTU9bvZW7UVqt1wwPLNoKSe8o3qz6T9vZ2iouL1fJtt9udNbzsQWQ9z+Q48MMb//8+8C7g3wC8Xm+qSE8U2HoKfRoaDxCC4MTttmCzpU+VXF7WZ3WnGwyGdcUj8xEKhbh27ZqaW9ixY4fqmSQSCa5evUogEFCnCaZu3GazmWPHjrGysoJer0en0zEzM5OVc9m2bRt6vZ65uTlEUVTDUpns3r2bxsZGAoEAJSUlWSXOyWQSg8GgdrgbjUZaW1vThoXlIplMMjY2xsrKCrW1tbe14spgMHD06FGCwSCCIGxIJHJ5eZmrV6+qowiampqoqKi4bWu6G6xnTIqAyRv/XwJcmQ/weDyHgFKv19uRcfubgTcDPPHEExQVFa27GIPBsKHHbWUehGuAB+M6HrRrsNvB6RTT5PkNBqirM2K3H1KrqMxmM83NzevqScXjcYaHh9WqMJ1OhyRJnD59Wu1EX1xcJB6P8+ijjwLwzDPPMDo6qj6Hz+fDarWq4o2HDh1CEASKioqIx+OqIrLBYMiSlU+dKJlMJuno6FBDa9u2bVMT8Wt9hufOnUvzwJTig6KiIqLRKOfOncPv96syKUVFRSQSCX7yk58wPT0NyFVlBw4cyPKMMkn9LK5du8bg4CCJRILS0lIOHz6cVd6den3rce7cOWZnZwE559Ld3U1TU9Ntn5FyJ78T6xkTH6AEXQuBhdQ7PR5PNfBXwJsyf9Hr9X4N+BpALBaTlDdqLYqKirIam+43HoRrgAfjOh7Ea9i7V8waIhYMJjCZTJw4cYJgMKjOLcl17dPT00xOTqqy7EqexWQycfLkScLhMAsLaV9z5ufnGR8fx2KxkPk9jsfjavWW0o9RWlrK1atXWVlZUU/Zu3btWvOz6OzsZHBwUP1ZWcN6OZ/M9UiSxOjoKKWlpZw9ezattNjn83Hq1CnGxsZUQwKyJ9bZ2ZnWgJkL5bOYmZnh4sWLai5naWmJWCzGzp071/z9fMRisaw8kzKErLa29qaeMx+34zuRL+e0njF5Afgg8I/AY8Dzyh0ej8cBfAV4n9frncn96xoaGreTtYaIKTNP8tHb20tfX1/OBsJIJMKzzz7LkSNHsiRVRFFEFEUEQVi3V2JhYYHp6Wl1c4xEInR1da2bM8g0YNFolKGhIerr6zGZTFkn9FgsRk9PT84qqXg8TiwWy+ovCQaDTE1N5fydzYxhnpiYyHoPb6UZVBTFrKFloijedzNU1kzAe73ei8C0x+N5FtgBfMPj8Xz+xt0fABqAz3k8np96PJ6H7+RCNTQ0ZJQhYpudRplrE0wlGo2ytLSUlbwuKSlRN/PKyso1DYooilkSJuFwmPHx8TXXlus5p6enee6553jmmWe4fPlympDj2bNnVQn/TCKRCDqdLivsJAgCRqORmpqarNzLeh5QKrlCT+vlaNZCp9OlrUkQBEpLSzcVJtsKrPsOeL3e38m46X03bv8z4M/uxKI0NDRuPxuRNInFYhw4cICBgQECgQCFhYVpuYSWlhYKCwsZGBhQBRKVU73dbqe1tZXz58+nnfT1ej0ul0s1BolEgmAwiMViURP7NTU1BAIB9fdEUUyT6B8bG6OsrIyysjLm5+fzlh+DbBR1Oh1lZWUMDQ2pr+tyuSgpKUEQBNra2hgZGSEej+NwONi1a9eG38empiZmZ2dVzydXJdpmUTS/JiYmKCoquuniiXuJ1rSoofEyobCwcM1hUVarldraWnQ63ZqDuoLBIIuLi6pxMpvN1NXV0dDQgF6vp66ujr6+PlVZuLKyEqfTyeLiIlNTU3R1dam5nbq6OlpaWqipqcFmszE6OorRaGRkZCTN+CWTSWZnZykrKyORSKyp4muz2RAEge3bt1NYWMjc3Bw2m43Gxsa08cZKgn+zGI1Gjh8/zvDwMNFolLq6uttSDVZQULApD2mroRkTDY2XCXv37mVpaSnNoJjNZtVDaG5u3pC68Pj4eNpGHw6HEQRBDfU0NDRQXl7O9PQ0RUVFqiilJElpeY5wOMzg4CBVVVVYrVZcLhcul4uZmZmcEx2np6dVXayCgoK0nIgoiuj1emw2G7t37wbkcFF1dfW6mmI3g16vp6mp6bY/7/2MZkw0NF4miKLII488wvDwMIuLi6qk+mYFCHMNp8pMYFssliwJlmg0miW3Eo1GmZ+fTzvZT05OkgtFtTcQCNDU1ITD4SASiWC321Xdq1vJXWjcGto7r6HxMkIQBOrr6zestZWLoqKitJkiZrN5Q89nNBqxWCxphsdkMmVpiK0nPSJJEn6/n8OHD6/7mqFQiKtXr6pzY7Zv3/6ykDa5F2jGRENDY1Ps3LkTURTx+Xzo9XoaGxs3pHclCALbtm2jq6uL5eVlzGZzzu7zhoYGZmZm1HLhTH0u2JgHIklSmhT80tIS4XCYkydPbkgBWWNzaMZEQ0NjU0iSRDweJ5FI5B3zm4/y8nLcbjfBYBCr1ZozRyOKIseOHWNycpJQKERRURGXLl1SS451Oh2RSIRAILBmX83y8nJWr4nf78fv96cNF9O4PWjGRENDY1Ncvnw5rW8kGAxSUFCw4YomURTX3cwFQaCyshKQjVd9fT1dXV0kEgmSySTz8/OcP3+eU6dO5c35KGKTijy9cttGFZA1Nsfas0I1NDQ0UlAmGqYSiUQYHh6+Y6/Z2dnJtWvXsjygYDCYN1kPci4ns1/D7XZvSoJeY+NonomGhsaGkCQpTZMqlXg8zpkzZ4jFYhQWFrJ9+/bbMqY2kUgwMzOTt69kvVLmPXv2UFxczMLCAk6n87ZrXWmsohkTDQ2NDREOh9OquBQsFgtTU1Nqx7rP5yORSLB3795bfs1kMrlmTmZkZAS3250lnaIgCAI1NTXrKihr3DpamEtDQ2ND6PX6LE9Ap9NRXFycpZG1ltyJJEn09fVx5swZzp07lyXymIrBYFizK3x6ejpNEl/j3qEZEw0NjQ2hTEtUvABBEKioqMiZTF8rxNXT00N3dzezs7NMT0/T0dGRJQ6Zyv79+6msrMzrfdyKYq/G7UMLc2loaGyY7du343a7mZ6exuVyUVFRoU4tVDZ1URSpqqrK+xyzs7NpORBFViXfPBCDwYDT6WRiYiLrPkEQ7jt13QcVzZhoaDwAKL0fG9HWulXcbjdut1v9WRRFjh49Sn9/P5FIhIqKijVVb3M1DObzOhRySc0r+ZC1DJfG3UMzJhoa9zlDQ0MMDQ0Ri8VUocO7PVjJYDCo+ljrUVFRgd/vVxPrVqt1XdHEuro6xsfHCYfDac+jiDpuFmW4Vjgcxul0pikKa9wcmjHR0LiPWVlZoaenR23Mi0QiXL58mePHj9+T9SjVV2t5SI2NjZjNZiYnJ9Hr9TQ3N68769xqtbJ7924GBgaIx+MUFBSwY8eOm1qjMlxLGV87OTlJMBhkz549N/V8GjKaMdHQuI+ZmJhI6/AG2cAkk8l1Q0e3m4GBAUZGRohGo9jt9jU9pMrKSrXDfaOUlpbe1NComZkZxsfHVdn4YDCYVW02NzdHIpG4Lb0xL1c0Y6KhcR9TVFSUJYRoNBrveshmeXmZ3t5eVRF4YWGBK1eucOzYsbu6jkyGh4e5fv068XgckI1GY2NjVhOkJElrDtzSWB+tNFhD4z7G5XJRXl6unqjNZvM9if+Pj49nzTRZWVm55xv0+Pi4akhANnqBQCCrd8XpdGqzUG4R7d3T0LiPEQSBffv2sbi4iN/vp6Ki4p4IGRYVFaHT6dIGZ90LDymTXIO8JEniwIEDdHd3E4lEcDgctLe334PVPVhoxkRD4wGgqKiIoqKie/b6JSUlVFRUMDU1RSKRwGKxbImxtm63m6WlJdVDMplM1NXVYbPZ2L9//z1e3YOFZkw0NDRumVQPKRAIUF5eviWk3rdt24ZOp2Nubg5RFKmvr19TnkXj5tGMiYaGxm3jXntImQiCQEtLCy0tLfd6KQ88WgJeQ0PjnhGNRpmbm0tLkmvcn2ieiYaGxj2hr6+PoaEhwuEwVquV5uZmbd7IfYzmmWhoaNx1IpGIakhALiPu7+/f1Dx5ja2FZkw0NDTuOktLS2k6WyCrB2fepnH/oBkTDQ2Nu47T6cRsNqfdZrVac85nlySJxcVF5ubm7nkTpEZ+tJyJhobGXcdoNNLc3Mzg4CChUAir1aqW8aYSj8c5e/YsPp8PSZIoLCzk4MGDWYZI496jGRMNDY17Qn19PTU1NaysrGCz2XIKU/b09KSN9fX5fHR1dd2W+fIatxfNmGhoaNwzRFHE4XDkvX9lZSXrNi2vsjXRciYaGhpbllzd6jab7R6sRGM9NM9EQ0MDkGXj+/r6iMfjFBYW0t7eftdnomTS3NxMMBhkfn4eSZJwOp2aKOMWRTMmGhoaRCIRLly4QCgUAmTDkkgkbnos7u1Cp9Oxf/9+otEokiStO5FR496hhbk0NDQYGhpSDYlCauL7XmM0GlVDEolEGBsbY3l5+R6vSiMVzTPR0NDIObP9Xoe4cjE4OEh/fz/hcBij0UhNTY0W9toibL2/Fg0NjbtOXV1dWrJbFEUqKiru4YqySSQSaRIs0WiU0dHRLI9K496geSYaGhqIosjRo0fp7e0lGo1SXl6+5YxJJBIhEomk3RaNRvH7/Tk75zXuLpox0dDQAOS8xI4dO+71MvJisViwWq34/f6021wu1z1clYaCFubS0NC4LxAEge3bt1NYWIjBYMDhcNDa2poz36Nx99E8Ew0NjfuGkpISTp48STQaxWAwbMkigZcrmjHR0NC4rxAEQes32YKsa0w8Hs9fAMeBIeDdXq83duN2EfgC0AKc93q9H7hzy9TQ0LhfkSRJk45/GbCmj+jxePYAVV6v9xTQBTyecvcbgYkb99k8Hs+xO7dMDQ2N+5Hu7m6efvpp/v3f/52Ojg5tkuIDzHoBx+PAD2/8//vAiQ3ep6Gh8TJnYmKC/v5+gsEggUCAiYkJOjs77/WyNO4Q6xmTIkCpw1sCXBu8T0ND42XOzMwMyWQy7bZAIHCPVqNxp1kvZ+IDlLbYQmBhg/fh8XjeDLwZ4IknnqCoqGjdxRgMhg09bivzIFwDPBjXoV3DvcXpdDI2NpZ2m81mu2+v537+LBTu5DWsZ0xeAD4I/CPwGPB8xn2vBp65cd8Tqb/o9Xq/BnwNIBaLSbOzs+supqioiMXFxY2ufUvyIFwDPBjXoV3DvaWqqoqxsTF8Ph8gz3ivq6u7b6/nfv4sFG7HNeRTG1gzzOX1ei8C0x6P51lgB/ANj8fz+Rt3fweovXFf2Ov1nr6lFWpoaDxQGAwGjh8/zp49e9i/fz+nTp2670/2GvlZtzTY6/X+TsZN77txexz4lTuwJg0NjQcEnU5HTU3NA3Gq11gbrX1UQ0NDQ+OW0YyJhoaGhsYtoxkTDQ0NDY1bRjMmGhoaGhq3jGZMNDQ0NDRuGc2YaGhoaGjcMpox0dDQ0NC4ZTRjoqGhoaFxy2jGRENDQ0PjltGMiYaGhobGLaMZEw0NDQ2NW0YzJhoaGhoat4xwl2Yz+4Gx9R60vLzssNls9/X0nAfhGuDBuA7tGrYOD8J1aNegUs3qLKtVJEnaMv/e/OY3e+/1GrRreHCuQ7uGrfPvQbgO7RrW/qeFuTQ0NDQ0bpmtZky+dq8XcBt4EK4BHozr0K5h6/AgXId2DWtwt3ImGhoaGhoPMFvNM9HQ0NDQuA9Zd2zv3cDj8fwFcBwYAt7t9XpjOR7zEeBxr9d78C4vb0OsdQ0ej+dngD8AYsB5r9f7W/dkkTnIt26PxyMCXwBakNf8gXu1xo2wxnVs2fc+k/W+B1v9OwDrfg/eCrwX+RD7e16v9/Q9WeQGWOPvyQJ4kauZ4sAve73e6Xu1zrXweDyFwI+A7cBRr9d7NeW+2/79vueeicfj2QNUeb3eU0AX8HiOxziAXXd7bRtlA9dwCTjh9XpPAqUej2dLbAbrrPuNwMSN+2wej+fYvVjjRljnOrbke5/Jen9DW/07AGtfg8fjqQR+DniV1+t9xRY3JGt9Fq8Drnq93oeBLwPvufsr3DArwBuAr+e477Z/v++5MUG2/j+88f/vAydyPOa3gM/dtRVtnjWvwev1jni93viNH6NA8i6ubS3WWvdGPpetQt61buH3PpP13u+t/h2Ata/htUAE+JHH4/knj8djv9uL2wRrXUcfYLvx/yJg7i6ua1N4vd6Y1+udzXP3bf9+bwVjUoTc1AiwBLhS77zhqu3ayicZ1rkGBY/Hcwgo9Xq9HXdrYeuw1ro3dE1bhHXXugXf+0zyXsN98h2AtT+HMqAEeA1wGnj/3V3apljrOnqB7R6PpxP4deBf7/Labhe3/ft913ImHo+nHPhKjrt+yGo3ZSGwkHH/B4DP3rmVbZxbuAY8Hk818FfAm+7U+m4CH/nXvdZ9Ww0fa6x1i773mfjIfw0fYIt8B9bBx9p/T095vV7J4/H8BDmPtVXxkf863gk85/V6/9jj8TwO/CHwu3d3ebcFH7f5+33XjInX650CXpF5u8fj2Qt8EPhH4DHg+YyHNAPHPB4PQIvH4/l9r9f78Tu62Dzc7DXciHd/BXif1+udueML3TgvkH/dLwCvBp65cd8Td311GyfvdWzh9z6TtT6LLfMdWIe1ruF54Hdu/H8vMHBXV7Y51roOgdXQ1hzyRnw/ctu/31uiz8Tj8XwSOAqMAO/yer1Rj8fzea/X+76Mx720VStZ1roGj8fzh8guce+Nh/+R1+t9+l6tNZXMdQOfvbFmPfBFoAm44PV6/9s9XOa6rHEdW/a9zyTfNWQ8Zst+B2Dta/B4PJ9AjtVHgLd5vd4tm29Y4++pEPgqYAZE4D1er7fn3q10bTwez/eQjfcw8Hng2J36fm8JY6KhoaGhcX+zFRLwGhoaGhr3OZox0dDQ0NC4ZTRjoqGhoaFxy2jGRENDQ0PjltGMiYaGhobGLaMZEw0NDQ2NW0YzJhoaGhoat8z/D6t1HreIN0ArAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Plot data\n", + "plt.figure(figsize=(8, 8), dpi=60)\n", + "plt.scatter(moons_X[:, 0], moons_X[:, 1], cmap=plt.cm.Set1, c=moons_y)\n", + "\n", + "# Plot explained instance\n", + "plt.scatter(instance_m[0], instance_m[1], c='green', marker='*', s=500)\n", + "\n", + "# Plot augmented data\n", + "plt.scatter(sample_moons_m[:, 0], sample_moons_m[:, 1], c='blue', alpha=.4)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "J6Xs1IncUe2t" + }, + "source": [ + "#### Step 1: Quartile Discretisation ####" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "2szia6TVSrBH" + }, + "outputs": [], + "source": [ + "q_discretiser_moons = fatf_discretisation.QuartileDiscretiser(moons_X)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "lgfu4G07zG-O" + }, + "outputs": [], + "source": [ + "moons_X_discrete = q_discretiser_moons.discretise(moons_X)\n", + "moons_X_test_discrete = q_discretiser_moons.discretise(moons_X_test)\n", + "\n", + "sample_moons_m_discrete = q_discretiser_moons.discretise(sample_moons_m)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "W9MbUkx2cKd4" + }, + "source": [ + "Let's print out and visualise our quartiles." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 51 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 1644, + "status": "ok", + "timestamp": 1598703179858, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "kMP_zgQnSq87", + "outputId": "87282a01-678f-4525-e76f-d278b9cbca32" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "{0: array([0.35216058, 0.48959027, 0.64267622]),\n", + " 1: array([0.36564816, 0.52390789, 0.67212217])}" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "q_discretiser_moons.feature_bin_boundaries" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 406 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 2490, + "status": "ok", + "timestamp": 1598703181382, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "H_mLf6CcSq7P", + "outputId": "817d9b16-8e11-4525-bae8-592495aea31c" + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Plot data\n", + "plt.figure(figsize=(8, 8), dpi=60)\n", + "plt.scatter(moons_X[:, 0], moons_X[:, 1], cmap=plt.cm.Set1, c=moons_y)\n", + "\n", + "# Plot explained instance\n", + "plt.scatter(instance_m[0], instance_m[1], c='green', marker='*', s=500)\n", + "\n", + "# Plot x-axis quartiles\n", + "x_quartiles_m = q_discretiser_moons.feature_bin_boundaries.get(0)\n", + "for i in x_quartiles_m:\n", + " plt.plot([i, i], [-0.1, 1.1], linewidth=2, linestyle='--', c='blue')\n", + "\n", + "# Plot y-axis quartiles\n", + "y_quartiles_m = q_discretiser_moons.feature_bin_boundaries.get(1)\n", + "for i in y_quartiles_m:\n", + " plt.plot([-0.1, 1.1], [i, i], linewidth=2, linestyle='--', c='blue')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "VezOVcpKcUbi" + }, + "source": [ + "We can also get a discretised version of the explained instance *m*." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 34 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 1898, + "status": "ok", + "timestamp": 1598703181396, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "9VS2cIdrSq5P", + "outputId": "610c0ab3-5d01-464f-af7d-9646fff6094f" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([0, 3], dtype=int8)" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "instance_m_discrete = q_discretiser_moons.discretise(instance_m)\n", + "\n", + "display(instance_m_discrete)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "amOci5KpvIFN" + }, + "source": [ + "The faithfulness of this discretisation (with respect to the labels of the\n", + "training data) seems to be really good.\n", + "In this particular case, it is possible to assess this property by means of\n", + "visual inspection since the data set is two-dimensional.\n", + "However, when dealing with a higher number of dimensions, we need a proxy to\n", + "measure the quality of our discretisation.\n", + "To this end, we propose two metrics that can be applied to each individual\n", + "hyper-rectangle:\n", + "\n", + "* **Gini Index** for *crisp* classification tasks; and\n", + "* **Mean Squared Error** for *probabilistic* classification and regression.\n", + "\n", + "Let's count the labels and measure *Gini Index* of the hyper-rectangle\n", + "enclosing our explained instance *m*." + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "GHmgp_Bry83M" + }, + "outputs": [], + "source": [ + "moons_X_hr_m_indices = fatf_ecml.get_hyperrectangle_indices(\n", + " moons_X_discrete, instance_m_discrete)\n", + "\n", + "moons_X_hr_m = moons_X_discrete[moons_X_hr_m_indices, :]\n", + "moons_y_hr_m = moons_y[moons_X_hr_m_indices]" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 34 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 1592, + "status": "ok", + "timestamp": 1598703181818, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "jeYeTpBXWFdy", + "outputId": "610391b8-ea4d-4827-ed7a-92ff053869fa" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([0, 1]), array([134, 1]))" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.unique(moons_y_hr_m, return_counts=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 34 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 985, + "status": "ok", + "timestamp": 1598703181821, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "w-0GdlzBXWxJ", + "outputId": "126b33af-7daa-40ea-b97a-dbf99b2d2ae0" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "0.014705075445816198" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fatf_ecml.gini_index(moons_y_hr_m)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "h7S_7ov-XYrN" + }, + "source": [ + "It seems to be fairly pure, which agrees with the label count and our\n", + "intuition based on the visualisations.\n", + "\n", + "Now, we need to do the same for all of the hyper-rectangles.\n", + "Since some partitions may hold a relatively small number of data points, e.g.,\n", + "the top-right and bottom-left hyper-rectangles, this observation needs to be\n", + "taken into account to avoid biasing our metric.\n", + "To this end, we employ an average **weighted** by the number of instances in\n", + "each partition." + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 34 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 1561, + "status": "ok", + "timestamp": 1598703184977, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "zwqDFBYdpaP1", + "outputId": "20998b3b-f49d-48fe-a883-cc029a1347e8" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "0.13028591315141477" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fatf_ecml.weighted_purity(moons_X_discrete, moons_y, 'gini')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "eZVSu5OZqqlN" + }, + "source": [ + "This number is consistent with what we have seen so far -- it is a pretty good\n", + "discretisation.\n", + "\n", + "Next, we move on to **binarisation** -- creating a binary interpretable\n", + "representation with respect to the explained instance." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "TMIHZfjtdUJn" + }, + "source": [ + "#### Step 2: Binarisation ####\n", + "\n", + "So far so good.\n", + "However, discretisation is not the representation used for fitting a local surrogate model.\n", + "While Step 1 is universally applicable to any instance we may wish to explain,\n", + "Step 2 is specific to the explained data point.\n", + "To be more precise, it is specific to each unique *hyper-rectangle*, i.e.,\n", + "a partition of the feature space resulting from the discretisation step.\n", + "\n", + "---\n", + "\n", + "The binarisation procedure is *XNOR* -- 1 if the same, 0 if different --\n", + "applied between the discrete representation of a data sample and the explained\n", + "data point.\n", + "Therefore, for each dimension -- *x* and *y* axes independently in our example --\n", + "it encodes whether a given partition of this feature is the one holding the\n", + "explained data point.\n", + "\n", + "Before processing the data, let's see a visualisation of this step for our\n", + "explained instance *m*." + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 423 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 1868, + "status": "ok", + "timestamp": 1598703185954, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "Pmvh7PJ9cd4N", + "outputId": "47deb6c9-1e48-43be-9715-ddbffbd91209" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Plot data\n", + "plt.figure(figsize=(8, 8), dpi=60)\n", + "plt.scatter(moons_X[:, 0], moons_X[:, 1], cmap=plt.cm.Set1, c=moons_y)\n", + "\n", + "# Plot explained instance\n", + "plt.scatter(instance_m[0], instance_m[1], c='green', marker='*', s=500)\n", + "\n", + "# Plot x-axis quartiles\n", + "x_quartiles_m = q_discretiser_moons.feature_bin_boundaries.get(0)\n", + "for i in x_quartiles_m:\n", + " plt.plot([i, i], [-0.1, 1.1], linewidth=2, linestyle='--', c='blue')\n", + "\n", + "# Plot y-axis quartiles\n", + "y_quartiles_m = q_discretiser_moons.feature_bin_boundaries.get(1)\n", + "for i in y_quartiles_m:\n", + " plt.plot([-0.1, 1.1], [i, i], linewidth=2, linestyle='--', c='blue')\n", + "\n", + "# Plot binarisation of the x-axis\n", + "hyper_rectangle_m_x = instance_m_discrete[0]\n", + "if 0 < hyper_rectangle_m_x < 3:\n", + " hyper_rectangle_m_x_min = x_quartiles_m[hyper_rectangle_m_x - 1]\n", + " hyper_rectangle_m_x_max = x_quartiles_m[hyper_rectangle_m_x]\n", + "elif hyper_rectangle_m_x == 0:\n", + " hyper_rectangle_m_x_min = -0.1\n", + " hyper_rectangle_m_x_max = x_quartiles_m[hyper_rectangle_m_x]\n", + "elif hyper_rectangle_m_x == 3:\n", + " hyper_rectangle_m_x_min = x_quartiles_m[hyper_rectangle_m_x - 1]\n", + " hyper_rectangle_m_x_max = 1.1\n", + "plt.axvspan(hyper_rectangle_m_x_min, hyper_rectangle_m_x_max,\n", + " facecolor='blue', alpha=0.2)\n", + "\n", + "# Plot binarisation of the y-axis\n", + "hyper_rectangle_m_y = instance_m_discrete[1]\n", + "if 0 < hyper_rectangle_m_y < 3:\n", + " hyper_rectangle_m_y_min = y_quartiles_m[hyper_rectangle_m_y - 1]\n", + " hyper_rectangle_m_y_max = y_quartiles_m[hyper_rectangle_m_y]\n", + "elif hyper_rectangle_m_y == 0:\n", + " hyper_rectangle_m_y_min = -0.1\n", + " hyper_rectangle_m_y_max = y_quartiles_m[hyper_rectangle_m_y]\n", + "elif hyper_rectangle_m_y == 3:\n", + " hyper_rectangle_m_y_min = y_quartiles_m[hyper_rectangle_m_y - 1]\n", + " hyper_rectangle_m_y_max = 1.1\n", + "plt.axhspan(hyper_rectangle_m_y_min, hyper_rectangle_m_y_max,\n", + " facecolor='yellow', alpha=0.2)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "XrxETgJY6Frb" + }, + "source": [ + "Since we have two dimensions:\n", + "\n", + "* **blue** encodes the x-axis partition that holds the explained instance; and\n", + "* **yellow** encodes the y-axis partition that holds the explained instance.\n", + "\n", + "This *binarisation* results in four distinct encodings in the\n", + "*binary interpretable representation*:\n", + "\n", + "* **blue & yellow** -- (1, 1);\n", + "* **blue & not yellow** -- (1, 0);\n", + "* **not blue & yellow** -- (0, 1); and\n", + "* **not blue & not yellow** -- (0, 0).\n", + "\n", + "---\n", + "\n", + "Now, let's compute this representation and visualise it with different markers." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 34 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 1834, + "status": "ok", + "timestamp": 1598703186545, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "ZwHPf9Hb7zOz", + "outputId": "ba30ca4b-1bea-4e0e-db3b-2a986cb2084a" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([1, 1], dtype=int8)" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "moons_X_m_binary = fatf_transformation.dataset_row_masking(\n", + " moons_X_discrete, instance_m_discrete)\n", + "\n", + "instance_m_binary = np.ones_like(instance_m_discrete, dtype=np.int8)\n", + "\n", + "display(instance_m_binary)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 550 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 1637, + "status": "ok", + "timestamp": 1598703186546, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "yh2Q1i6j8E8C", + "outputId": "ac0729da-80ad-46c4-99c7-5fb521890131" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(8, 8), dpi=80)\n", + "\n", + "# Plot data using a unique marker for each binary encoding\n", + "moons_unique_binary = np.unique(moons_X_m_binary, axis=0)\n", + "for rep in moons_unique_binary:\n", + " indices = fatf_ecml.get_hyperrectangle_indices(\n", + " moons_X_m_binary, rep)\n", + "\n", + " if np.array_equal(rep, [1, 1]):\n", + " marker = '*'\n", + " elif np.array_equal(rep, [1, 0]):\n", + " marker = 'x'\n", + " elif np.array_equal(rep, [0, 1]):\n", + " marker = 'v'\n", + " else:\n", + " marker = 'o'\n", + "\n", + " plt.scatter(moons_X[indices, 0], moons_X[indices, 1],\n", + " cmap=plt.cm.Set1, c=moons_y[indices], marker=marker)\n", + "\n", + "# Plot explained instance\n", + "plt.scatter(instance_m[0], instance_m[1], c='green', marker='*', s=500)\n", + "\n", + "# Plot x-axis quartiles\n", + "x_quartiles_m = q_discretiser_moons.feature_bin_boundaries.get(0)\n", + "for i in x_quartiles_m:\n", + " plt.plot([i, i], [-0.1, 1.1], linewidth=2, linestyle='--', c='blue')\n", + "\n", + "# Plot y-axis quartiles\n", + "y_quartiles_m = q_discretiser_moons.feature_bin_boundaries.get(1)\n", + "for i in y_quartiles_m:\n", + " plt.plot([-0.1, 1.1], [i, i], linewidth=2, linestyle='--', c='blue')\n", + "\n", + "# Plot binarisation of the x-axis\n", + "hyper_rectangle_m_x = instance_m_discrete[0]\n", + "if 0 < hyper_rectangle_m_x < 3:\n", + " hyper_rectangle_m_x_min = x_quartiles_m[hyper_rectangle_m_x - 1]\n", + " hyper_rectangle_m_x_max = x_quartiles_m[hyper_rectangle_m_x]\n", + "elif hyper_rectangle_m_x == 0:\n", + " hyper_rectangle_m_x_min = -0.1\n", + " hyper_rectangle_m_x_max = x_quartiles_m[hyper_rectangle_m_x]\n", + "elif hyper_rectangle_m_x == 3:\n", + " hyper_rectangle_m_x_min = x_quartiles_m[hyper_rectangle_m_x - 1]\n", + " hyper_rectangle_m_x_max = 1.1\n", + "plt.axvspan(hyper_rectangle_m_x_min, hyper_rectangle_m_x_max,\n", + " facecolor='blue', alpha=0.2)\n", + "\n", + "# Plot binarisation of the y-axis\n", + "hyper_rectangle_m_y = instance_m_discrete[1]\n", + "if 0 < hyper_rectangle_m_y < 3:\n", + " hyper_rectangle_m_y_min = y_quartiles_m[hyper_rectangle_m_y - 1]\n", + " hyper_rectangle_m_y_max = y_quartiles_m[hyper_rectangle_m_y]\n", + "elif hyper_rectangle_m_y == 0:\n", + " hyper_rectangle_m_y_min = -0.1\n", + " hyper_rectangle_m_y_max = y_quartiles_m[hyper_rectangle_m_y]\n", + "elif hyper_rectangle_m_y == 3:\n", + " hyper_rectangle_m_y_min = y_quartiles_m[hyper_rectangle_m_y - 1]\n", + " hyper_rectangle_m_y_max = 1.1\n", + "plt.axhspan(hyper_rectangle_m_y_min, hyper_rectangle_m_y_max,\n", + " facecolor='yellow', alpha=0.2)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "23phWtUV_M8D" + }, + "source": [ + "Everything is as expected.\n", + "\n", + "---\n", + "\n", + "Having seen this visualisation, you may have noticed an undesired consequence\n", + "of applying the bianrisation step -- it partially breaks the purity of\n", + "our discretisation.\n", + "Since this step combines multiple hyper-rectangles that may hold different\n", + "classes, the purity of the binary representation may suffer despite having\n", + "nearly perfect discretisation.\n", + "This is especially visible for the (0, 0) encoding in the binary interpretable\n", + "representation -- the regions without any shading, i.e., the\n", + "bottom-right partitions, which mix red and grey instances.\n", + "\n", + "A complementary observation is the *unnecessity* of splitting each numerical\n", + "feature into more than *three* partitions.\n", + "Two sections are enough for bordering partitions -- see the x-axis and y-axis\n", + "splits -- and three are required when the explained instance is \"sandwiched\"\n", + "between two partitions.\n", + "\n", + "Finally, let's see how these visual observations translate into our proxy\n", + "metrics for split purity." + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "rNHIxc9tcd-c" + }, + "outputs": [], + "source": [ + "moons_X_binary_m_indices = fatf_ecml.get_hyperrectangle_indices(\n", + " moons_X_m_binary, instance_m_binary)\n", + "\n", + "moons_X_binary_m = moons_X_discrete[moons_X_binary_m_indices, :]\n", + "moons_y_binary_m = moons_y[moons_X_binary_m_indices]" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 34 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 927, + "status": "ok", + "timestamp": 1598703189987, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "hZYLfdDpcd7k", + "outputId": "9ea798ad-ef2c-4907-b7fd-8e9670754ff8" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([0, 1]), array([134, 1]))" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.unique(moons_y_binary_m, return_counts=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 34 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 1497, + "status": "ok", + "timestamp": 1598703190910, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "HcYMHx-3kIZJ", + "outputId": "141211c5-c95b-463a-cf3d-256a0fe96a30" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "0.014705075445816198" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fatf_ecml.gini_index(moons_y_binary_m)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "g4ZkH8TBMsFg" + }, + "source": [ + "Unsurprisingly, the label count and purity of the explained hyper-rectangle\n", + "have not changed -- it was not (and never is) merged with any other partition\n", + "unlike the remaining hyper-rectangles.\n", + "\n", + "Let's compute the overall purity then." + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 34 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 1776, + "status": "ok", + "timestamp": 1598703192531, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "xj93WlxOMdyf", + "outputId": "bc3b17dc-b3f1-43a5-cf57-4d823179a532" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "0.26466978171740074" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fatf_ecml.weighted_purity(moons_X_m_binary, moons_y, 'gini')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "baTqjcu4NwXP" + }, + "source": [ + "As expected, the impurity has seen a considerable jump." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "tT7pe36bw3pk" + }, + "source": [ + "### Tree-based Interpretable Representation ###\n", + "\n", + "Let's try something different -- generating an interpretable representation\n", + "based on a feature space partition created by a decision tree.\n", + "Conceptually, such an approach has the advantage over quartile-based\n", + "discretisation since it has access to data labels in the selected region\n", + "(either ground truth or black-box predictions).\n", + "To check our intuition, we can calculate purity of this discretisation and\n", + "compare it visually to our previous results." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "0pZCdA2f9sGg" + }, + "source": [ + "#### Tree-based Discretisation ####\n", + "Since each feature was split into 4 bins with quartile-based discretisation,\n", + "this discrete space had the cardinality of $4^d$, where $d$ is the number of\n", + "features in the original representation.\n", + "Here, we limit the number of tree leaves to $4^2 = 16$ to give the tree\n", + "comparable expressiveness." + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 196 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 820, + "status": "error", + "timestamp": 1598798843738, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "RLavmy9y_lSZ", + "outputId": "b3e5aee3-b3b3-4c9d-caee-bfb67a206f7d" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "DecisionTreeClassifier(max_leaf_nodes=16, random_state=42)" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tree_discretiser_moons = sklearn.tree.DecisionTreeClassifier(\n", + " random_state=42, max_leaf_nodes=16)\n", + "tree_discretiser_moons.fit(moons_X, moons_y)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "ZUFwMMY5BIe4" + }, + "source": [ + "Let's plot the decision tree splits." + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 423 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 2359, + "status": "ok", + "timestamp": 1598703196154, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "I-y_vaFu9ptj", + "outputId": "6e6aed8b-075d-4d45-a7e6-dd0f6e3afac0" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(8, 8), dpi=60)\n", + "\n", + "# Compute the decision boundary of the tree\n", + "x_y_step = 0.005\n", + "x_min, x_max = -0.1, 1.1\n", + "y_min, y_max = -0.1, 1.1\n", + "xx, yy = np.meshgrid(np.arange(x_min, x_max, x_y_step),\n", + " np.arange(y_min, y_max, x_y_step))\n", + "\n", + "Z = tree_discretiser_moons.apply(np.c_[xx.ravel(), yy.ravel()])\n", + "\n", + "Z = Z.reshape(xx.shape)\n", + "Z_norm = np.zeros_like(Z)\n", + "for i, v in enumerate(np.unique(Z)):\n", + " mask = (Z == v)\n", + " Z_norm[mask] = i\n", + "\n", + "# Plot the boundary\n", + "plt.contourf(xx, yy, Z_norm, cmap=plt.cm.tab20, alpha=0.5)\n", + "\n", + "# Plot data\n", + "plt.scatter(moons_X[:, 0], moons_X[:, 1], cmap=plt.cm.Set1, c=moons_y)\n", + "\n", + "# Plot explained instance\n", + "plt.scatter(instance_m[0], instance_m[1], c='green', marker='*', s=500)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "-Nyv3LQiOti-" + }, + "source": [ + "Also, let's compute the purity of this discretisation.\n", + "\n", + "> **Note that we are using the `apply` method of our tree classifier -- it\n", + " returns the leaf ID of each instance, i.e., its hyper-rectangle ID.**\n", + "\n", + "We start with purity of the partition assigned to the explained instance." + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "oc6p0Tl89pwH" + }, + "outputs": [], + "source": [ + "moons_X_discrete_tree = tree_discretiser_moons.apply(moons_X)" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 34 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 1440, + "status": "ok", + "timestamp": 1598703196155, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "5oUSQ7ZDRNHm", + "outputId": "7c2984b2-2213-42ed-d756-e9472e669efe" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "0.04032871972318343" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "instance_m_discrete_tree = tree_discretiser_moons.apply([instance_m])\n", + "\n", + "moons_X_tree_m_indices = fatf_ecml.get_hyperrectangle_indices(\n", + " moons_X_discrete_tree, instance_m_discrete_tree)\n", + "\n", + "moons_y_tree_m = moons_y[moons_X_tree_m_indices]\n", + "\n", + "fatf_ecml.gini_index(moons_y_tree_m)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "FeU2rauTRNel" + }, + "source": [ + "It is slightly worse than the one achieved with quartiles (0.015).\n", + "\n", + "---\n", + "\n", + "Now, let's compute purity of the whole discretisation." + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 34 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 985, + "status": "ok", + "timestamp": 1598703198116, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "r6--P70q9prV", + "outputId": "9b4ca2d7-dbb3-42ce-8e22-52089db1e339" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "0.06319989994928496" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fatf_ecml.weighted_purity(moons_X_discrete_tree, moons_y, 'gini')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "5MKKFuc0Q4cv" + }, + "source": [ + "Which gives a better result than quartiles (0.13)." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "43Znin7-9xdo" + }, + "source": [ + "#### Binarisation ####\n", + "Binarisation of the tree-based discretisation is not a well-defined concept.\n", + "The best we can do is one-hot encode each tree partitioni, i.e., hyper-rectangle.\n", + "Such a representation, however, would have higher expressiveness than\n", + "binarised quartile-based discretisation, hence the two should not be compared\n", + "directly.\n", + "**Nonetheless, the purity calculations should not change in this case.**\n" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "KhvoFlR59pml" + }, + "outputs": [], + "source": [ + "moons_X_binary_tree = fatf_ecml.one_hot_encode(moons_X_discrete_tree)" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 34 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 523, + "status": "ok", + "timestamp": 1598703200729, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "fcScGP-a9_Fm", + "outputId": "b410278d-9e54-4fd5-e8fa-35794a15ea72" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "0.06319989994928496" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fatf_ecml.weighted_purity(moons_X_binary_tree, moons_y, 'gini')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "l0-FPyvLVZG-" + }, + "source": [ + "Alternatively, a tree-based representation that is comparable to a\n", + "quartile-based binarisation is generated by a tree with no more than\n", + "$2^d$ leaves, where $d$ is the number of features in the original\n", + "data representation.\n", + "Let's compute purity of such a partition." + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 120 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 624, + "status": "ok", + "timestamp": 1598703202639, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "EGgBy410VY6E", + "outputId": "b27a4f8d-d958-496d-90e3-da09eabe0f35" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "DecisionTreeClassifier(max_leaf_nodes=4, random_state=42)" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tree_binariser_moons = sklearn.tree.DecisionTreeClassifier(\n", + " random_state=42, max_leaf_nodes=4)\n", + "tree_binariser_moons.fit(moons_X, moons_y)" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 423 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 1297, + "status": "ok", + "timestamp": 1598703204656, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "bG8l8EMQ9AtL", + "outputId": "213ba2ea-6cc2-47a7-a311-92cf6688c5d1" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(8, 8), dpi=60)\n", + "\n", + "# Compute the decision boundary of the tree\n", + "x_y_step = 0.005\n", + "x_min, x_max = -0.1, 1.1\n", + "y_min, y_max = -0.1, 1.1\n", + "xx, yy = np.meshgrid(np.arange(x_min, x_max, x_y_step),\n", + " np.arange(y_min, y_max, x_y_step))\n", + "\n", + "Z = tree_binariser_moons.apply(np.c_[xx.ravel(), yy.ravel()])\n", + "\n", + "Z = Z.reshape(xx.shape)\n", + "Z_norm = np.zeros_like(Z)\n", + "for i, v in enumerate(np.unique(Z)):\n", + " mask = (Z == v)\n", + " Z_norm[mask] = i\n", + "\n", + "# Plot the boundary\n", + "plt.contourf(xx, yy, Z_norm, cmap=plt.cm.tab20, alpha=0.5)\n", + "\n", + "# Plot data\n", + "plt.scatter(moons_X[:, 0], moons_X[:, 1], cmap=plt.cm.Set1, c=moons_y)\n", + "\n", + "# Plot explained instance\n", + "plt.scatter(instance_m[0], instance_m[1], c='green', marker='*', s=500)" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "J3SZ62u19Aqh" + }, + "outputs": [], + "source": [ + "moons_X_binary_tree = tree_binariser_moons.apply(moons_X)" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 34 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 685, + "status": "ok", + "timestamp": 1598703205779, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "2aC2dTkn9pkP", + "outputId": "0e27e44a-afca-4483-cecb-5dae81bd11a2" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "0.13809164792390438" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fatf_ecml.weighted_purity(moons_X_binary_tree, moons_y, 'gini')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "WKA3G0QR92vb" + }, + "source": [ + "This result is on a par with the binary representation achieved with\n", + "quartile-based discretisation (0.13).\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "nj8kuXmKSkNC" + }, + "source": [ + "## Real Data -- Bike Sharing ##\n", + "Let's repeat the same procedure with a real-life data set.\n", + "In the example above, we generated the representations based on the **entire**\n", + "data set and used **ground truth** labels, neither of which is done when\n", + "building a *local* surrogate.\n", + "Therefore, with the Bike Sharing data set we will:\n", + "\n", + "* generate a data sample around a data point chosen to be explained and\n", + " use these data to evaluate purity of the interpretable representation; and\n", + "* evaluate purity based on predictions of a black box.\n", + "\n", + "Since this data set has more than two feature, we cannot visualise the\n", + "behaviour of the interpretable representation.\n", + "Instead, we will rely on the numerical purity: Gini Index for *crisp* and\n", + "Mean Squared Error for *probabilistic* classifiers.\n", + "\n", + "First, let's get the data set and build one probabilistic and one crisp\n", + "black-box model." + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 50 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 5920, + "status": "ok", + "timestamp": 1598798303078, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "fzZuATLrelgZ", + "outputId": "fc4caa71-a460-4784-f435-4c779c4017e5" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "20-Sep-01 16:38:19 fatf INFO Seeding RNGs using the input parameter.\n", + "20-Sep-01 16:38:19 fatf INFO Seeding RNGs with 42.\n" + ] + } + ], + "source": [ + "(bikes_train_X,\n", + " bikes_test_X,\n", + " bikes_train_y,\n", + " bikes_test_y,\n", + " bikes_feature_names,\n", + " bikes_target_name) = fatf_ecml.generate_bikes(random_seed=42)\n", + "\n", + "bikes_target_classes = ['low', 'medium', 'high']" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 50 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 1213, + "status": "ok", + "timestamp": 1598798308435, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "YQUkEH3YAgFX", + "outputId": "3bb7ac41-0cbd-4a21-ed97-d870b0a7671a" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "20-Sep-01 16:38:21 fatf INFO Seeding RNGs using the input parameter.\n", + "20-Sep-01 16:38:21 fatf INFO Seeding RNGs with 42.\n" + ] + } + ], + "source": [ + "clf_bikes_probabilistic = fatf_ecml.get_random_forest(\n", + " bikes_train_X, bikes_train_y, random_seed=42)" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 50 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 1090, + "status": "ok", + "timestamp": 1598798332871, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "0SUu6FoyAgMn", + "outputId": "a8694359-a653-47e2-b091-48f8d1d97e69" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "20-Sep-01 16:38:21 fatf INFO Seeding RNGs using the input parameter.\n", + "20-Sep-01 16:38:21 fatf INFO Seeding RNGs with 42.\n" + ] + } + ], + "source": [ + "clf_bikes_crisp = fatf_ecml.get_svc(\n", + " bikes_train_X, bikes_train_y, random_seed=42)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "PqEZ6PSvw6pA" + }, + "source": [ + "Now, let's select a data point to be explained and generate a sample of 10,000\n", + "instances around it (see the *Data Sampling* notebook for more details on\n", + "sampling).\n", + "\n", + "We also predict the sample with both of our black boxes to get crisp\n", + "predictions and probabilities, which we use to investigate purity\n", + "of the interpretable representations.\n", + "This can serve as a proxy for how well interpretable representations capture\n", + "a black-box decision boundary, which we try to approximate with our surrogate." + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 67 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 1091, + "status": "ok", + "timestamp": 1598798336338, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "fsqGw5SwxC2c", + "outputId": "9f059878-285a-49bd-9141-f91065a00c1e" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([2. , 0. , 6. , 0. , 6. , 0. ,\n", + " 1. , 0.696667, 0.643954, 0.670417, 0.119408], dtype=float32)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "1" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "instance_b_index = 42\n", + "instance_b = bikes_test_X[instance_b_index, :]\n", + "instance_b_label = bikes_test_y[instance_b_index]\n", + "\n", + "display(instance_b)\n", + "display(instance_b_label)" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 50 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 1155, + "status": "ok", + "timestamp": 1598798396479, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "afUleQWbBZ9X", + "outputId": "8d9a7589-d66f-4e13-cb7b-98359694218a" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "20-Sep-01 16:40:20 fatf INFO Seeding RNGs using the input parameter.\n", + "20-Sep-01 16:40:20 fatf INFO Seeding RNGs with 42.\n" + ] + } + ], + "source": [ + "fatf.setup_random_seed(42)\n", + "\n", + "augmenter_bikes = fatf_augmentation.NormalSampling(bikes_train_X)\n", + "\n", + "sample_bikes_b = augmenter_bikes.sample(\n", + " instance_b, samples_number=10000)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "_eUmOy9SC2aF" + }, + "source": [ + "Note that for the probabilistic classifier, we only choose the probabilities\n", + "of a single class -- the one predicted by the black box for the explained\n", + "instance." + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 34 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 1058, + "status": "ok", + "timestamp": 1598798403224, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "YwNhjha8Cs-K", + "outputId": "7c080e84-eea6-4a07-ecc8-840708ec193d" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "1" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "instance_b_prediction_proba = clf_bikes_probabilistic.predict_proba(\n", + " [instance_b])\n", + "instance_b_prediction = int(np.argmax(instance_b_prediction_proba))\n", + "display(instance_b_prediction)\n", + "\n", + "sample_bikes_b_predictions_proba = clf_bikes_probabilistic.predict_proba(\n", + " sample_bikes_b)\n", + "\n", + "sample_bikes_b_predictions_proba = (\n", + " sample_bikes_b_predictions_proba[:, instance_b_prediction]\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 34 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 1068, + "status": "ok", + "timestamp": 1598798405827, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "VpH67EnvGEN9", + "outputId": "2557e6b0-bc71-4ea0-bea5-91d5e5fad56e" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "1" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "instance_b_prediction_crisp = clf_bikes_crisp.predict([instance_b])\n", + "display(instance_b_prediction_crisp[0])\n", + "\n", + "sample_bikes_b_predictions_crisp = clf_bikes_crisp.predict(\n", + " sample_bikes_b)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "IroQBJdSVbly" + }, + "source": [ + "As a point of reference, let's measure the purity of the sample without either\n", + "discretisation or binarisation.\n", + "We start with the probabilistic sample." + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 34 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 1015, + "status": "ok", + "timestamp": 1598798411019, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "QT6hfgTaVd5Q", + "outputId": "7b69b163-aeae-4fc7-c1da-5554dd7b1772" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "0.05288705751874819" + ] + }, + "execution_count": 48, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fatf_ecml.mse(sample_bikes_b_predictions_proba)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "_QM5EqMyJM9t" + }, + "source": [ + "This number may be difficult to read.\n", + "Let's visualise the probability distribution of this class." + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 269 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 916, + "status": "ok", + "timestamp": 1598798413056, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "dskhhPuyJNTQ", + "outputId": "26442317-be22-4d02-dd30-b2f0a2be8f1c" + }, + "outputs": [ + { + "data": { + "image/png": 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a9kGr1Rrq+Ge7pofdx7yZlTaf7VE+aJ2a7GfQNjdZf9B1RtWrPYNu20Svto3yPDbVK/hHeY5Hec3H9VxMyvLy8kSOP2y4n42IXZl5pgy7nCvlp4G9XevtKWXfITPXgLUy297c3ByyKi8Zxz7mzSy2eVx16rWfQfffZP1pPI+jHGMS20773Jlm+wdt83a+j1qt1tDHX1lZ6bls2HBfBw4Cd5WfD3eV3xER99P5Q+qFruEbSWPgkJOaaHIp5GeBdwOtiNgAfoZOqGdEHAKeBqKs/gidyyBP0LkU8tYJ1FlzylCSpqdvuGfmzT0W7d9i3TZw+6iVWgQGnaRJ8vYDklQhbz8gVcLLE9XNcNdcW5ThLYN7PrzyddrOc9Jw19htV+AagPPD12ryHHOXpArZc9dE2UN7yaI/F+Nq/6IMxY3KnrskVcieuway6L3PWtkbrk+14b6IJ+sitnlc5vW5G+XD1g/qulUb7hrMLF3CJTXlB1RvhvsEzGsvUFI9DPcFdrlejx9Q0nwz3NXXJH719ddpDcLzZXCG+wKY1164b2hth3l9v7yS4a7q1fJm1fTN87ljuC8Ye8Pqx3OkDob7hHkTrfGb9LXdtT13tbVHzRjuPTQJZd800nyZlffsy+rx0O9M5BiG+4Bm5eSQ1Ns036ezmgmG+xT1Ogl6/ZawiEMIksZj4cL9cl+zNygl1WLhwn0Yhr6kUS+OmHaOTCTcI+J9wBHgCuDTmXnXJI4jSdra2MM9Iq4AfgF4L7ABfCUi1jPz6+M+1jjMWq981uojLYIa33eT+E9MbwdOZOZTmfk8cD9wYALHkST1MIlhmd3Aqa75DeAdEzjOd2hyNYokjapppmxn9mzbH1QjYhVYBchMVlZWhtvR535vjLWSpOkbOv8uYxLDMqeBvV3ze0rZy2TmWmZem5nXAkvDPiLi8VG2n8eHbV6Mh21ejMcY2rylSfTcvwLsi4jX0wn1DwN/fwLHkST1MPaee2ZeBO4Afgt4slOU/2Pcx5Ek9TaRMffMfAR4ZBL73sLalI4zS2zzYrDNi2EibV5qt9uT2K8kaRtN4g+qkqRtNjf3lul3S4OIeBVwDHgb8Czwocw8Oe16jlODNt8J/EPgIvBN4Mcz8+mpV3SMmt66IiJ+GHgQ+BuZOdfXwzZpc0QE8LNAG/haZs71RQoNzu2/DBwFdpR1Dpfh3rkUEb8IvB84l5lv3mL5Ep3n4wbgOeCWzHxilGPORc+965YG1wNvAm6OiDe9YrVDwPnMfANwN/Cp6dZyvBq2+b8C12bmX6cTdP96urUcr4ZtJiJeA3wM+PJ0azh+TdocEfuATwLvysy/Bvz0tOs5Tg1f539O52KMt9K54u7fTbeWY/cZ4H2XWX49sK88VoF7Rj3gXIQ7zW5pcIDOJz10gm5/+TScV33bnJmPZuZzZfYxOt8pmGdNb13xr+h8eH97mpWbkCZtvg34hcw8D5CZ56Zcx3Fr0uY28H1l+rXAN6ZYv7HLzC8Bf3qZVQ4AxzKznZmPATsiYtcox5yXcN/qlga7e61TLse8AFw1ldpNRpM2dzsE/MeJ1mjy+rY5In4Q2JuZn5tmxSaoyev8/cD3R8R/jojHypDGPGvS5p8FfjQiNuhceffR6VRt2wz6fu9rXsJdlxERPwpcC/zcdtdlkiLiu4CfBz6+3XWZsmU6v66/G7gZuDcidmxnhabgZuAzmbmHzjj0L5fXXw3Ny5PV5JYGl9aJiGU6v8o9O5XaTUaj2zhExA8B/wy4MTP/fEp1m5R+bX4N8GbgixFxErgOWI+Ia6dWw/Fr8jpvAOuZ+X8z838Cf0Qn7OdVkzYfAhIgM38XeDXQmkrttkej9/sg5uVqmSa3NFgHDgK/C3wQ+EJmzvNF/H3bHBFvBf498L4KxmGhT5sz8wJdb/CI+CLwj+b8apkm5/Zv0OnJ/lJEtOgM0zw1zUqOWZM2/y9gP/CZiPirdML9m1Ot5XStA3dExP107qJ7ITPPjLLDuei597qlQUT8y4h48Z6a9wFXRcQJ4E7g8PbUdjwatvnngO8FfjUivhoRg//vrxnSsM1Vadjm3wKejYivA48C/zgz5/a30oZt/jhwW0R8DfgsnUsD57azFhGfpdPxfGNEbETEoYj4yYj4ybLKI3Q+sE8A9wI/Neox/YaqJFVoLnrukqTBGO6SVCHDXZIqZLhLUoUMd0mqkOEuSRUy3CWpQoa7JFXo/wMXARrG8AHpuAAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "_ = plt.hist(sample_bikes_b_predictions_proba, bins=100)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "8CqgW1K6JiyM" + }, + "source": [ + "It is quite a diverse sample, which is desirable (see the *Data Sampling*\n", + "notebook for more details).\n", + "\n", + "---\n", + "\n", + "Let's move on to the crisp sample.\n", + "(Recall that *Gini Impurity* for *three* classes can have the maximum value of\n", + "$\\frac{2}{3}$.)" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 34 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 1254, + "status": "ok", + "timestamp": 1598798506444, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "Osbz3a_aVl67", + "outputId": "a85a96cf-6c49-4a15-d5d2-8b2d70001a90" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "0.5654105" + ] + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fatf_ecml.gini_index(sample_bikes_b_predictions_crisp)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "03H1rP79I2zR" + }, + "source": [ + "The latter score is quite high.\n", + "Let's inspect the class counts." + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 34 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 923, + "status": "ok", + "timestamp": 1598798512017, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "XONEa7Mv3ldm", + "outputId": "35872826-5874-440d-835b-e2665858107c" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([0, 1, 2]), array([4385, 4865, 750]))" + ] + }, + "execution_count": 51, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.unique(sample_bikes_b_predictions_crisp, return_counts=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "sRE0s5eBKoAn" + }, + "source": [ + "Similar to probabilities, this sample is fairly diverse as well." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "MjECm1wVuxy4" + }, + "source": [ + "### Interpretable Representation Based on Quartile Discretisation ###\n", + "For quartile-based discretisation, we are facing with a choice of data to be\n", + "used for computing the quartiles.\n", + "Shall we use data from the same distribution as our entire Bikes data set,\n", + "or instead use the data sampled in the neighbourhood of the explained instance?\n", + "\n", + "While you may think that the latter approach is desired, the choice is not obvious\n", + "because of the curse of dimensionality.\n", + "With 11 features and 4 bins per feature, we will be creating\n", + "$4^{11} = 4,194,304$ hyper-rectangles.\n", + "This granularity is overwhelming when compared to the number of instances\n", + "in the data set or the number of sampled data points.\n", + "With this many partitions, it may actually be better to apply discretisation\n", + "step to the entire feature space.\n", + "\n", + "The next step is binarisation.\n", + "Similarly, it will give $2^{11} = 2,048$ partitions --\n", + "it is more manageable but still a lot.\n", + "\n", + "Let's do both approaches -- the entire data distribution and the local sample\n", + "-- and compare the purity of each step: discretisation and binarisation." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "sSzrgrNeGxd7" + }, + "source": [ + "#### Whole Data Discretisation ####\n", + "In this case the quartiles are computed based on the distribution of the\n", + "entire data set (this is how LIME operates).\n", + "To this end, we will use the *Bikes Sharing* **test** set." + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "5-dgRF9Bv9z3" + }, + "outputs": [], + "source": [ + "bikes_test_q_discretiser = fatf_discretisation.QuartileDiscretiser(bikes_test_X)" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "bcqBEIzmKISm" + }, + "outputs": [], + "source": [ + "instance_b_discrete_t = bikes_test_q_discretiser.discretise(instance_b)" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "11k1iE5EG8Kg" + }, + "outputs": [], + "source": [ + "sample_bikes_b_discrete_t = bikes_test_q_discretiser.discretise(sample_bikes_b)" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 34 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 3879, + "status": "ok", + "timestamp": 1598798535935, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "H9hx8n_7G8Hw", + "outputId": "c683d704-f3ec-4750-cf42-f29f8516bfa5" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "0.05524230158730158" + ] + }, + "execution_count": 55, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fatf_ecml.weighted_purity(\n", + " sample_bikes_b_discrete_t,\n", + " sample_bikes_b_predictions_crisp,\n", + " 'gini')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "luhC0fV0O1CX" + }, + "source": [ + "Discretisation based on quartiles that are determined by the **entire data\n", + "distribution** give a considerable reduction in impurity.\n", + "Recall that the entire sample had Gini Index of 0.565.\n", + "However, this is not the representation used for computing surrogate\n", + "explanations.\n", + "We still need to binarise this space, which, as we have seen above, is the\n", + "step that causes troubles." + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "2CASfWnLG8FJ" + }, + "outputs": [], + "source": [ + "sample_bikes_b_binary_t = fatf_transformation.dataset_row_masking(\n", + " sample_bikes_b_discrete_t, instance_b_discrete_t)" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 34 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 1705, + "status": "ok", + "timestamp": 1598798562562, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "VOhqClxxKVcp", + "outputId": "b495fb7d-6746-4167-cd9b-cb2a22518eec" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "0.41021482545580185" + ] + }, + "execution_count": 57, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fatf_ecml.weighted_purity(\n", + " sample_bikes_b_binary_t,\n", + " sample_bikes_b_predictions_crisp,\n", + " 'gini')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "FimCQ7oVP_zf" + }, + "source": [ + "It seems that by combining hyper-rectangles we are not too far off from\n", + "where we started.\n", + "This does not look promising for the quality of our future explanations.\n", + "\n", + "---\n", + "\n", + "Let's have a look at the probabilistic black box now, before we move on\n", + "to quartiles based on the sampled data." + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 34 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 3317, + "status": "ok", + "timestamp": 1598798629631, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "9JnXadWLG8Ck", + "outputId": "e16dc151-dd82-4f8a-865b-0a04be61b204" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "0.007986073566028934" + ] + }, + "execution_count": 58, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fatf_ecml.weighted_purity(\n", + " sample_bikes_b_discrete_t,\n", + " sample_bikes_b_predictions_proba,\n", + " 'mse')" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 34 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 1352, + "status": "ok", + "timestamp": 1598798632090, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "KkRJ9YMEK2RC", + "outputId": "1d8d37b3-52a9-405b-afe0-d2e72cbcee33" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "0.03765456999193213" + ] + }, + "execution_count": 59, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fatf_ecml.weighted_purity(\n", + " sample_bikes_b_binary_t,\n", + " sample_bikes_b_predictions_proba,\n", + " 'mse')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "827W6-8XQofT" + }, + "source": [ + "Again, we notice a similar trend.\n", + "Discretisation gives us a considerable reduction (0.008 from 0.053), followed\n", + "by a binarisation-induced increase to 0.038." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "Y_bcxOcIwcB7" + }, + "source": [ + "#### Sampled Data Discretisation ####\n", + "In this case, the quartiles are computed based on the distribution of the\n", + "**data sampled in the neighbourhood** of the explained instance.\n", + "Let's compute purity of this discretisation and binarisation." + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "UsANLun0wFMN" + }, + "outputs": [], + "source": [ + "bikes_sample_q_discretiser = fatf_discretisation.QuartileDiscretiser(\n", + " sample_bikes_b)" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "q4GtoiXUwk1b" + }, + "outputs": [], + "source": [ + "instance_b_discrete_s = bikes_sample_q_discretiser.discretise(instance_b)" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "Ub_jKAtQLp7d" + }, + "outputs": [], + "source": [ + "sample_bikes_b_discrete_s = bikes_sample_q_discretiser.discretise(\n", + " sample_bikes_b)" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 34 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 3980, + "status": "ok", + "timestamp": 1598798673882, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "C0q86v0ALx7m", + "outputId": "f0bf6573-0c03-4f3a-9861-35fb10648c88" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "0.0005" + ] + }, + "execution_count": 63, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fatf_ecml.weighted_purity(\n", + " sample_bikes_b_discrete_s,\n", + " sample_bikes_b_predictions_crisp,\n", + " 'gini')" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "OuF9vj_RL5bT" + }, + "outputs": [], + "source": [ + "sample_bikes_b_binary_s = fatf_transformation.dataset_row_masking(\n", + " sample_bikes_b_discrete_s, instance_b_discrete_s)" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 34 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 1029, + "status": "ok", + "timestamp": 1598798677256, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "B2Bi33XQMI0b", + "outputId": "d05efd09-4988-4757-8803-97f01d6f638f" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "0.4294403699716251" + ] + }, + "execution_count": 65, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fatf_ecml.weighted_purity(\n", + " sample_bikes_b_binary_s,\n", + " sample_bikes_b_predictions_crisp,\n", + " 'gini')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "hj1LcwReMvn9" + }, + "source": [ + "In this case the discretisation purity is nearly perfect.\n", + "However, it should not come as a surprise.\n", + "With 4,194,304 hyper-rectangles and just 10,000 data points points, each one\n", + "can be assigned to a separate partition.\n", + "When compared to the quartiles computed with the entire data set, local\n", + "partition is simply **overfitted**.\n", + "We can observe this lack of generalisation when moving from the discrete into\n", + "the binary representation, which has considerable impurity of 0.429.\n", + "\n", + "We can validate our theory by inspecting counts." + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 265 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 1409, + "status": "ok", + "timestamp": 1598798711655, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "7EjvuBUUMIya", + "outputId": "ab9a7f49-a64a-4f02-a4b3-72f53455d25f" + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "_, counts = np.unique(sample_bikes_b_discrete_s, return_counts=True, axis=0)\n", + "_ = plt.hist(counts, bins=3)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "aiSvsCbo1I0L" + }, + "source": [ + "The vast majority of hyper-rectangles enclose just a *single* data point.\n", + "\n", + "---\n", + "\n", + "Let's check purity for the probabilistic model.\n", + "We should observe a similar behaviour." + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 34 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 3879, + "status": "ok", + "timestamp": 1598798785384, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "kf28DupLMwXy", + "outputId": "f585ef05-521c-49ed-b8a3-e330a0cc8c97" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "3.746483187175399e-05" + ] + }, + "execution_count": 67, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fatf_ecml.weighted_purity(\n", + " sample_bikes_b_discrete_s,\n", + " sample_bikes_b_predictions_proba,\n", + " 'mse')" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 34 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 1215, + "status": "ok", + "timestamp": 1598798788961, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "XgjTH6yrMwSG", + "outputId": "ce676cb4-9298-4e84-c02a-128ef4899a81" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "0.04412780561123212" + ] + }, + "execution_count": 68, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fatf_ecml.weighted_purity(\n", + " sample_bikes_b_binary_s,\n", + " sample_bikes_b_predictions_proba,\n", + " 'mse')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "IBtI5EYHMJAg" + }, + "source": [ + "As expected, we observe a reduction of the Mean Squared Error to 0.000037\n", + "for discretisation and increase to 0.044 for binarisation (the overall purity\n", + "is 0.053)." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "R4tdJspuNxAS" + }, + "source": [ + "### Interpretable Representation Based on a Decision Tree ###\n", + "For tree-based interpretable representations it is only reasonable to\n", + "fit the tree to the local sample.\n", + "Otherwise, we would be competing with the black box, which is not\n", + "any different from actually using a decision tree to model the entire\n", + "data in a more transparent way.\n", + "(And the black box was chosen for a reason...)\n", + "\n", + "There are two possible approaches to ensure comparability with the\n", + "quartile-based interpretable representation.\n", + "One is to limit the number of tree leaves to $2^{11} = 2,048$, which\n", + "corresponds to the number of unique representations in the binarised\n", + "quartile-based representation.\n", + "Alternatively, if we choose to one-hot-encode the tree partitions, we\n", + "should limit the number of leaves to 11.\n", + "\n", + "Let's see how both of these scenarios play out." + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 118 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 1058, + "status": "ok", + "timestamp": 1598798865395, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "nXINo7gBMIvY", + "outputId": "0b91710e-fe7a-4c3b-95c7-2c7caa5dd834" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "DecisionTreeClassifier(max_leaf_nodes=2048, random_state=42)" + ] + }, + "execution_count": 69, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tree_bikes_crisp_2048 = sklearn.tree.DecisionTreeClassifier(\n", + " random_state=42, max_leaf_nodes=2048)\n", + "tree_bikes_crisp_2048.fit(sample_bikes_b, sample_bikes_b_predictions_crisp)" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "83TbmnQNOpHm" + }, + "outputs": [], + "source": [ + "sample_bikes_b_tree_crisp_2048 = tree_bikes_crisp_2048.apply(sample_bikes_b)" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 34 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 1153, + "status": "ok", + "timestamp": 1598798873855, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "oKIAFLZ1O5yl", + "outputId": "51b29e69-9548-41d5-e19f-f0b6b414110e" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "0.0" + ] + }, + "execution_count": 71, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fatf_ecml.weighted_purity(\n", + " sample_bikes_b_tree_crisp_2048,\n", + " sample_bikes_b_predictions_crisp,\n", + " 'gini')" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 34 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 1351, + "status": "ok", + "timestamp": 1598798876750, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "qryMrHgigkid", + "outputId": "1756664c-5367-4b42-ce19-2b35180c5342" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Leaves #: 577.\n" + ] + } + ], + "source": [ + "unique = np.unique(sample_bikes_b_tree_crisp_2048)\n", + "print('Leaves #: {}.'.format(unique.shape[0]))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "Zv4yxiOMhBHe" + }, + "source": [ + "Therefore, with \"just\" 577 partitions we can reduce the impurity to 0,\n", + "compared to the original impurity of 0.565 and best quartile-based binarised\n", + "score of 0.410.\n", + "\n", + "Let's see how we will do with just 11 leaves." + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 118 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 1064, + "status": "ok", + "timestamp": 1598798963754, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "qRG5_AxmP75J", + "outputId": "817b5b6d-108e-435a-d97e-03b8a8518b05" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "DecisionTreeClassifier(max_leaf_nodes=11, random_state=42)" + ] + }, + "execution_count": 73, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tree_bikes_crisp_11 = sklearn.tree.DecisionTreeClassifier(\n", + " random_state=42, max_leaf_nodes=11)\n", + "tree_bikes_crisp_11.fit(sample_bikes_b, sample_bikes_b_predictions_crisp)" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "AkarmZ9qhje0" + }, + "outputs": [], + "source": [ + "sample_bikes_b_tree_crisp_11 = tree_bikes_crisp_11.apply(sample_bikes_b)" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 34 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 926, + "status": "ok", + "timestamp": 1598798967248, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "Ksw7ZvBahv5R", + "outputId": "c2660ba0-b880-499f-e6a4-d7103d2b1fc4" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "0.2340876374955482" + ] + }, + "execution_count": 75, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fatf_ecml.weighted_purity(\n", + " sample_bikes_b_tree_crisp_11,\n", + " sample_bikes_b_predictions_crisp,\n", + " 'gini')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "THbSFusShjpt" + }, + "source": [ + "Not too bad.\n", + "We managed to reduce the impurity 2.5 times with just 11 leaves.\n", + "\n", + "---\n", + "\n", + "Let's execute the same experiments for the probabilistic model." + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 118 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 1233, + "status": "ok", + "timestamp": 1598799025921, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "Wu-BBFuHOZHh", + "outputId": "90b80eef-1402-4230-b16e-c781e7508137" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "DecisionTreeRegressor(max_leaf_nodes=2048, random_state=42)" + ] + }, + "execution_count": 76, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tree_bikes_proba_2048 = sklearn.tree.DecisionTreeRegressor(\n", + " random_state=42, max_leaf_nodes=2048)\n", + "tree_bikes_proba_2048.fit(sample_bikes_b, sample_bikes_b_predictions_proba)" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "-rg1kAKaOi7Y" + }, + "outputs": [], + "source": [ + "sample_bikes_b_tree_proba_2048 = tree_bikes_proba_2048.apply(sample_bikes_b)" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 34 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 1270, + "status": "ok", + "timestamp": 1598799028377, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "NSKoNd1yPYao", + "outputId": "1f14dc4d-1719-4842-f37e-74edeaf4b5fb" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "2.905806140202128e-05" + ] + }, + "execution_count": 78, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fatf_ecml.weighted_purity(\n", + " sample_bikes_b_tree_proba_2048,\n", + " sample_bikes_b_predictions_proba,\n", + " 'mse')" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 34 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 1162, + "status": "ok", + "timestamp": 1598799032060, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "jwju-crnhjbF", + "outputId": "04598e6d-78d5-423b-eb5f-749af0fee357" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Leaves #: 2048.\n" + ] + } + ], + "source": [ + "unique = np.unique(sample_bikes_b_tree_proba_2048)\n", + "print('Leaves #: {}.'.format(unique.shape[0]))" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 118 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 1683, + "status": "ok", + "timestamp": 1598799034909, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "TofF7J0RPdCx", + "outputId": "cca53e4a-5be4-4c47-895f-2a554e245e68" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "DecisionTreeRegressor(max_leaf_nodes=11, random_state=42)" + ] + }, + "execution_count": 80, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tree_bikes_proba_11 = sklearn.tree.DecisionTreeRegressor(\n", + " random_state=42, max_leaf_nodes=11)\n", + "tree_bikes_proba_11.fit(sample_bikes_b, sample_bikes_b_predictions_proba)" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "jF8LDiXJi60v" + }, + "outputs": [], + "source": [ + "sample_bikes_b_tree_proba_11 = tree_bikes_proba_11.apply(sample_bikes_b)" + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 34 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 917, + "status": "ok", + "timestamp": 1598799037354, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "zd6O41Bmi6wd", + "outputId": "5101c841-3777-47e0-ccd6-659e60d92a5e" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "0.026033229911113745" + ] + }, + "execution_count": 82, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fatf_ecml.weighted_purity(\n", + " sample_bikes_b_tree_proba_11,\n", + " sample_bikes_b_predictions_proba,\n", + " 'mse')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "78zzvNjSjUjt" + }, + "source": [ + "In case of the probabilistic model, we can reduce the MSE to 0.000029 with\n", + "the full expressiveness of 2,048 partitions, which increases to 0.026\n", + "with just 11 partitions -- recall that the whole sample has the Mean Squared\n", + "Error of 0.053." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "LPx3bNyAeASz" + }, + "source": [ + "## Summary ##\n", + "This notebook showed two distinct approaches to generating interpretable\n", + "representations of tabular data and variants thereof.\n", + "It is worth noting that these insights should **not** be generalised to other\n", + "data sets and use cases.\n", + "Instead, a similar **exploratory** procedure should be employed, with various approaches\n", + "analysed to choose the most suitable interpretable representation for the\n", + "problem at hand.\n", + "\n", + "> In summary, the core premise of analysing purity (or uniformity) of **black-box\n", + " predictions** when distributed across **partitions** of a tabular interpretable\n", + " representation is to ensure that our hyper-rectangles **align** with black-box\n", + " decision boundaries in the modelled neighbourhood.\n", + " If such a partition is pure, the decision boundary coincides with our feature space\n", + " separation, hence our approximation is faithful.\n", + " If a black-box decision boundary runs across a hyper-rectangle, on the other hand,\n", + " its purity score should reflect it.\n", + "\n", + "---\n", + "\n", + "Now, let's move on to *sampling* data in the neighbourhood of the explained\n", + "instance, which is the next step of building local surrogate explainers.\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "cajmYUjtQp2a" + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "colab": { + "authorship_tag": "ABX9TyNRUh2LJNJsjE47wzX1FvSF", + "collapsed_sections": [], + "name": "2-interpretable_representations.ipynb", + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.1" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/notebooks/3-data-sampling.ipynb b/notebooks/3-data-sampling.ipynb new file mode 100644 index 0000000..866be33 --- /dev/null +++ b/notebooks/3-data-sampling.ipynb @@ -0,0 +1,2803 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "ECML-PKDD 2020 Hands-on Tutorial\n", + "\n", + "*What and How of Machine Learning Transparency*: \n", + "Building Bespoke Explainability Tools with Interoperable Algorithmic Components\n", + "\n", + "\n", + "\n", + "Authors: Kacper Sokol and\n", + " Alex Hepburn \n", + "Licence: new BSD\n", + "\n", + "---\n", + "\n", + "---\n", + "\n", + "---\n", + "\n", + "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/fat-forensics/Surrogates-Tutorial/blob/master/notebooks/3-data-sampling.ipynb)\n", + "[![Open in Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/fat-forensics/Surrogates-Tutorial/master?filepath=notebooks%2F3-data-sampling.ipynb)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "D9CjXAb1mbUL" + }, + "source": [ + "First, we need to set up the environment." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "colab": {}, + "colab_type": "code", + "executionInfo": { + "elapsed": 1537, + "status": "ok", + "timestamp": 1598789073853, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "-7aYZ1OF9XZi" + }, + "outputs": [], + "source": [ + "%load_ext autoreload\n", + "%autoreload 2" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 373 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 1309, + "status": "ok", + "timestamp": 1598797347976, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "RdMtz7x1ml9T", + "outputId": "efee198e-2c18-471e-8eda-27186eca0b6d" + }, + "outputs": [], + "source": [ + "LIBRARY_URL = ('https://raw.githubusercontent.com/fat-forensics/'\n", + " 'Surrogates-Tutorial/master/notebooks/fatf_ecml.py')\n", + "\n", + "try:\n", + " import google.colab\n", + " !wget $LIBRARY_URL -O fatf_ecml.py\n", + "except ImportError:\n", + " pass\n", + "\n", + "import fatf_ecml\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "\n", + "from IPython.display import display\n", + "\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 286 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 5263, + "status": "ok", + "timestamp": 1598789078773, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "B4rdy5otmrA3", + "outputId": "7e799572-d317-4ab5-f45b-654e6bff79a6" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Not in Colab; nothing to do.\n" + ] + } + ], + "source": [ + "fatf_ecml.initialise_colab()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 34 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 4098, + "status": "ok", + "timestamp": 1598789078774, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "JXcoVJGPm7Li", + "outputId": "921b8314-54b8-4b35-a4ed-9904131691ae" + }, + "outputs": [], + "source": [ + "import fatf" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 34 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 868, + "status": "ok", + "timestamp": 1598792700038, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "ZO3C6pIY4m-m", + "outputId": "ff3dd630-7d52-4f4f-c901-08fe0ef9bf02" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "20-Sep-01 19:00:33 fatf.utils.array.tools INFO Using numpy's numpy.lib.recfunctions.structured_to_unstructured as fatf.utils.array.tools.structured_to_unstructured and fatf.utils.array.tools.structured_to_unstructured_row.\n" + ] + } + ], + "source": [ + "import fatf.utils.data.augmentation as fatf_augmentation" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "colab": {}, + "colab_type": "code", + "executionInfo": { + "elapsed": 705, + "status": "ok", + "timestamp": 1598737272437, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "XHddSljTmFu_" + }, + "outputs": [], + "source": [ + "import fatf.utils.data.discretisation as fatf_discretisation" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "pFxymwmD8KT_" + }, + "source": [ + "# Data Sampling #\n", + "This notebook goes over a selection of data sampling methods and investigates\n", + "their behaviour with respect to the produced data.\n", + "To this end, we use implementations included in the\n", + "[`fatf.utils.data.augmentation`](https://fat-forensics.org/api.html#module-fatf.utils.data.augmentation)\n", + "module.\n", + "In particular, we will look at four different sampling methods for tabular data:\n", + "\n", + "* [Normal Sampling](https://fat-forensics.org/generated/fatf.utils.data.augmentation.NormalSampling.html);\n", + "* [Truncated Normal Sampling](https://fat-forensics.org/generated/fatf.utils.data.augmentation.TruncatedNormalSampling.html);\n", + "* [Mixup](https://fat-forensics.org/generated/fatf.utils.data.augmentation.Mixup.html); and\n", + "* [Normal Class Discovery](https://fat-forensics.org/generated/fatf.utils.data.augmentation.NormalClassDiscovery.html).\n", + "\n", + "These four approaches are implemented in FAT Forensics and are ready for you\n", + "to use out of the box.\n", + "Nonetheless, writing your own sampler is relatively easy.\n", + "You can use the abstract `fatf.data.utils.augmentation.Augmentation`\n", + "class as the foundation of your own method.\n", + "It implements a collection of helper methods and in most of the cases writing\n", + "your own `__init__` and `sample` methods suffices." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "370ljb0HxEcU" + }, + "source": [ + "## Toy Example -- Two Moons ##\n", + "Let's start with the Two Moons data set -- it is two-dimensional,\n", + "which allows us to visualise the behaviour of each sampler and more easily\n", + "convey the idea behind them." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "Mfc6LsEMxRx3" + }, + "source": [ + "### Loading the Data ###\n", + "We start by loading the data." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 50 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 966, + "status": "ok", + "timestamp": 1598713879676, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "uTO7L7chxXKX", + "outputId": "061c6d30-c73a-40c1-e663-2b515314020d" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "20-Sep-01 19:00:38 fatf INFO Seeding RNGs using the input parameter.\n", + "20-Sep-01 19:00:38 fatf INFO Seeding RNGs with 42.\n" + ] + } + ], + "source": [ + "moons_X, moons_X_test, moons_y, moons_y_test = fatf_ecml.generate_2d_moons(\n", + " random_seed=42)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 423 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 1433, + "status": "ok", + "timestamp": 1598713891237, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "SRzyUNEwxXId", + "outputId": "5312c137-535f-446c-fbd2-d3a9c357a549" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Plot data\n", + "plt.figure(figsize=(8, 8), dpi=60)\n", + "plt.scatter(moons_X[:, 0], moons_X[:, 1], cmap=plt.cm.Set1, c=moons_y)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "7XjPv2u4x9pe" + }, + "source": [ + "### Loading the Black-Box Models ###\n", + "Next, we load our *crisp* and *probabilistic* black boxes." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 50 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 798, + "status": "ok", + "timestamp": 1598714198196, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "KqYoTHcNyGpv", + "outputId": "8633db73-7882-42a5-9190-000ec64afb6e" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "20-Sep-01 19:00:39 fatf INFO Seeding RNGs using the input parameter.\n", + "20-Sep-01 19:00:39 fatf INFO Seeding RNGs with 42.\n" + ] + } + ], + "source": [ + "clf_moons_proba = fatf_ecml.get_random_forest(\n", + " moons_X, moons_y, random_seed=42)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 50 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 585, + "status": "ok", + "timestamp": 1598714222533, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "7y-Ra3woyse3", + "outputId": "d842f35b-d5d0-4250-b208-56e1df799836" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "20-Sep-01 19:00:39 fatf INFO Seeding RNGs using the input parameter.\n", + "20-Sep-01 19:00:39 fatf INFO Seeding RNGs with 42.\n" + ] + } + ], + "source": [ + "clf_moons_crisp = fatf_ecml.get_svc(\n", + " moons_X, moons_y, random_seed=42)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "rI59g8CrxkcQ" + }, + "source": [ + "### Selecting an Instance to be Explained ###\n", + "Now, let's select three instances to be explained -- thus sampled around --\n", + "each one with different characteristics:\n", + "\n", + "* the mean of the data set;\n", + "* a point close to a decision boundary; and\n", + "* an instance that is far from a decision boundary.\n", + "\n", + "These three data points will help us to observe artefacts of our sampling\n", + "strategies." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "colab": {}, + "colab_type": "code", + "executionInfo": { + "elapsed": 818, + "status": "ok", + "timestamp": 1598714363255, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "5bXSjodjxXFu" + }, + "outputs": [], + "source": [ + "# Data points chosen to be sampled around\n", + "moons_mean_point = np.mean(moons_X, axis=0)\n", + "moons_boundary_point = np.array([0.3, 0.7])\n", + "moons_far_point = np.array([0.7, 0.2])" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 423 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 1030, + "status": "ok", + "timestamp": 1598714600349, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "bvv8-Z8fmFvQ", + "outputId": "6d3f2c8c-3bdb-4117-c742-864d00ca1464" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Plot the points we are going to sample around\n", + "plt.figure(figsize=(8, 8), dpi=60)\n", + "\n", + "plt.scatter(\n", + " moons_X[:, 0], moons_X[:, 1],\n", + " cmap=plt.cm.Set1, c=moons_y)\n", + "\n", + "plt.scatter(\n", + " moons_mean_point[0], moons_mean_point[1],\n", + " marker='o', c='b', s=300, label='Mean Point')\n", + "\n", + "plt.scatter(\n", + " moons_boundary_point[0], moons_boundary_point[1],\n", + " marker='*', c='b', s=300, label='Boundary Point')\n", + "\n", + "plt.scatter(\n", + " moons_far_point[0], moons_far_point[1],\n", + " marker='X', c='b', s=300, label='Far Point')\n", + "\n", + "plt.xlim(-0.1, 1.1)\n", + "plt.ylim(-0.1, 1.1)\n", + "plt.legend()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "k0BYk2Ca0pnJ" + }, + "source": [ + "### Sampling ###\n", + "Let's move on to sampling.\n", + "We are going to sample 150 data points around each instance." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "colab": {}, + "colab_type": "code", + "executionInfo": { + "elapsed": 530, + "status": "ok", + "timestamp": 1598715894671, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "BA13Do7B5Csv" + }, + "outputs": [], + "source": [ + "moons_samples_number = 150" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "QbNupjlO0xFa" + }, + "source": [ + "#### Normal Sampling ####\n", + "We will start with *Normal Sampling*, which is accessible via the\n", + "[fatf.data.utils.augmentation.NormalSampling](https://fat-forensics.org/generated/fatf.utils.data.augmentation.NormalSampling.html)\n", + "class.\n", + "\n", + "This sampler uses normal distribution $\\mathcal{N}(\\mu, \\sigma^2)$\n", + "separately for each individual feature.\n", + "$\\sigma^2$ is the standard deviation of this feature calculated for the data\n", + "set used to initialise this sampler.\n", + "$\\mu$ is either the mean value of this feature calculated for the data set used\n", + "to initialise this sampler or a user-specified instance.\n", + "This is controlled by calling the `sample` method of the Normal Sampler:\n", + "* if no argument is passed to the `sample` method, the mean of the\n", + " class initialisation data is used, e.g., `normal_sampler.sample()`; and\n", + "* if an instance is passed to the `sample` method, this data point is\n", + " used instead, e.g., `normal_sampler.sample(np.array([4, 2]))`.\n", + "\n", + "> **Tip:**    \n", + " *Click on the URL behind the class name to open its API documentation,\n", + " which contains a more in-depth description.*" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "colab": {}, + "colab_type": "code", + "executionInfo": { + "elapsed": 777, + "status": "ok", + "timestamp": 1598715786743, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "DfSAqNOdxXDZ" + }, + "outputs": [], + "source": [ + "moons_normal_sampler = fatf_augmentation.NormalSampling(\n", + " moons_X_test)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "C8KHe-Go7dB1" + }, + "source": [ + "We start with the *mean* instance." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "colab": {}, + "colab_type": "code", + "executionInfo": { + "elapsed": 650, + "status": "ok", + "timestamp": 1598718324123, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "UyQMC0cZzUmp" + }, + "outputs": [], + "source": [ + "moons_normal_sample_mean = moons_normal_sampler.sample(\n", + " moons_mean_point,\n", + " samples_number=moons_samples_number)\n", + "\n", + "moons_normal_sample_mean_crisp = clf_moons_crisp.predict(\n", + " moons_normal_sample_mean)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "DkXWKEa77g7M" + }, + "source": [ + "Next, we move on to the *boundary* data point." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "colab": {}, + "colab_type": "code", + "executionInfo": { + "elapsed": 688, + "status": "ok", + "timestamp": 1598718628769, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "vX9u8LYrxXAf" + }, + "outputs": [], + "source": [ + "moons_normal_sample_close = moons_normal_sampler.sample(\n", + " moons_boundary_point,\n", + " samples_number=moons_samples_number)\n", + "\n", + "moons_normal_sample_close_crisp = clf_moons_crisp.predict(\n", + " moons_normal_sample_close)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "itymC_Qq8QAF" + }, + "source": [ + "And we finish with the *far* data point." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "colab": {}, + "colab_type": "code", + "executionInfo": { + "elapsed": 576, + "status": "ok", + "timestamp": 1598718657947, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "1u2zhYaT7o7p" + }, + "outputs": [], + "source": [ + "moons_normal_sample_far = moons_normal_sampler.sample(\n", + " moons_far_point,\n", + " samples_number=moons_samples_number)\n", + "\n", + "moons_normal_sample_far_crisp = clf_moons_crisp.predict(\n", + " moons_normal_sample_far)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now, let's visualise these three samples side by side." + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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wGAwGw/qLqbE0GAwGg8GwTqE1fNI+hv1v+wYzfuxni20V5/15Gkybyn/eNb0MBoPBYDCsSkwlgmGN8O6/4aV72lHJBJUb13LYT8NmhrrBYDAYRoRS8MCT+X6PhUKaa+/2AfmhNzIYDAaDwbBSMEkEw2rnrmviRB79E6fl7sWj8ix+v5HfvPorjvvDFkyeYhIJBoPBsLJ49EHFIUeauLo00mnw+9f0URgMBoPBsO5g2hkMq5WFC21yTzzLYfm78ShZLRpjL+G8zh9x70WL1/DRGQwGw/rD4sUWv7ncIhpVa/pQ1lqiUcUPDjXrKQaDwWAwjAaTRDCsVp66O8qhydsGPe5TWcILPiGVWgMHZTAY1gleeNpcskbDsw8kuMg+mxf/ml3Th7LW8uJfszQueZe2NvO3ZTAYDAbDSFlm+n3GjBl3AgcBrU1NTVsO8bwCbgAOABLA95uamt5b2QdqWD/IpDV+0kM+580nyUeTaH8ApczKmcFgKDJvns2VZ8Me+4LXu6aPZu2krc1i0aKiqeC8fy3gWN+LXPD0aUzZagyVlYrubi8TJ+aorh66xUGn05DJQCCA2gA+6E9ebOXn+ct49qH7OeYU09NgMBjWPDqfh2QSlAWhoNHEhrWSkdTw3Q3cDPxpmOf3BzZ2/+0C3Or+12AYxF6HR3j6xf/jsNzd/R7XGrpqNiGU74HFXejaWpSZ0WUwGFyevTfKz+2befP1s/jq3qbHfyhaFjlceEKKo3O3Um13cjSzUBYc9dkvaT5+Ih/mG3jE/0N+/Scv1dX9t9WOA+3tkMuDbUFvFB0MoAa+cB3n8SZ4488d1EViAIyf9y8mehYw52+f8uv3KgGY21vPz6+KsPHGxqDRYDCsXnQ8AT3dYLnVUT3dRhMb1kqWWb/X1NT0OtC5lJd8G/hTU1OTbmpq+hdQOWPGjDEr6wANaw7tOOhEQlamVhJbbK2Ztf2RfKC363ssp21uDlzEASdUg23LMmPn0v7kDAbD+k5Pj2LuXLvvX+t/l3Cg/VdeebCr3+PJ5Jo+0lWPzmQkFueXflO75bZw38t+Pt3+GAJ2hmnWTAA2tz9Ge3207fUDHnzVx0abDrFxT69kc70eEa8+L6TT6ERi5Z/QGuSAg2HsRn4mf/4MZ3w4g2Pi1wNwQdePOPmDo2HefL5xmMckEAwGQz9WhSYe6j3o6RYdbNtGExvWalaGm9A4YEHJzwvdx4xL3jqMZEJ7wK2g0kpBbS3Ks+J/MmfeVMlDv7+Bp15dgCcZJVtRy7d/GGH69FzxRfk8Op9H2Wbet8GwIfK/dzSXnZ7hmMA9BKw0h+bfxaPy7Pu/X/H2kZNpz9XwOP/H7x60mLaRs6YPd5WgtZbqgGwOLAWOgw6HURUVw25TXq654I/VXHDoSXxlwct9j7825Uf8/k8TaG9vH3rDbKa48lXA44FUCkKhlXE6awVeL/z8VxH+/vwPufHqTflZ79kA5LXFefUPc+rvxzFhoql0MRgMRfqqA5QCDdpaeZq4H6mUvMdAHMdoYsNax2q1JJ4xY8aPgB8BNDU1UVtbu0rfz+PxrPL3WNWsiXPQjoOTTEJD/aDn7OU4lqHO4WcXAheOw0mlcNrbB/feZjJYdXWogaJ2DbE+/C3B+nEe68M5rGlWZyxe3t/Xwf8HO3xJc/Vx3+LIL37JpupjAL6kX+V1vT/zvvQ9XvlDDWVlK/uIB7Om/ubyHZ3oysr+cTCbRUUiWIHAsNt1dcG47uf4Qm/CA1Vn84POi6npmkU+v9Ww55HL5Qb13WqtUV4fds3a09Kwsn4X+x8C71wXRGtodeppsFsZ02iz3fY1K+Eol876EMPWh3NY0xhNPHrWrCZuGPTcytLEBZxUCseyBmvibNZo4lXA+nAea/IcVkYSYREwoeTn8e5jg2hqaroNKFjz62FXRFYStbW1w6+6rCOsiXPQ8QREe6WMqpRsFpQadRBb1jno7m5ZASsIWMcBjwe1FpVvrQ9/S7B+nMeqPoexY8eusn2vLazOWLwiv69QCC68v5YLvn0xV7TMAKTi/pmpp3HVjWHS6XZWYWUpAM88oTjmuJo18r3RLS2DqwMAkklUVdWw2zXdkaWzx+b5A2/ll2eXcesFf6T35f/wzGMxdt0jNvR7pTPS0uAtifuZDDQ0oNaimLGyvv/PP6HZqvVJLqu7g+A2G1H172fwzfkfc+Y0Ula2aisRTBweGet7LDaaePSsGU0ch2jUaOIS1oe/JVg/zmNNauKVkdJ6AvjejBkz1IwZM3YFepqamkwrwzqK1lpaGPQQIkqpocusVpS6OgmYuZyU7fp8DHL9MhgMGyQdHRZTet9ljjOVq4PX0aMrqOiZi7MaOhhaWy2uOMdDPL7q32sgergT1Jq+PrNhWDjfYs9r9+SkSyOEQpozritn94u/wucfZIbdRoVDUB5x43BWhGt19cov111LePahNK9tcRqnPLQ1Z14b5Es3HsJbmZ154TEzDtNgMAi6EG+H0sRgNLFhg2YkIx4fBPYAamfMmLEQuAjwAjQ1Nf0eeBoZ7/gFMuLxB6vqYA2rDq01dHdDMgXaga5uCVpe90/EccDnWyVjZpRtQ22tG6wxo2wMBkMfzz2UJJlU/G3f2zj+jApu+MWDWP97n/+8a7HDTqs2k/DM/UnOta/i2b9cxdcOWKVv1YdOpcSPJp+HgqlhqQdCLgfV1TgOvPe2xY67DP4MTr90cN/sPt/2UFtbvtQVCxWJQCQibQzreRw+6vQw2+8QQCm57my5Ldz2QiVz5yhg/fTYMBgMI6OfJkZDZxfUVItPDIgm9vuNJjZs0CwzidDU1HTkMp7XwEkr7YgMa4bubkini0mD6iroaJdEglLg98NSymdXBiZQGgyGgXw+08s+l36Tr+3vARwuuruG+27+Mu/9PcsOO61ck6nubkVbW3Gf896czzG+p7nykVMZu3GxV76xMb9KSt51LgcdHbLyZFmSPOjslKRCMCjltJWVKI+Ht96wuOG8BA+8Mrw3wvKyIcTiHXYcPH0hFNJM38KYKhoMGzxDaeL2AZp4FVcHbAhx2LBus37WKRpGhdZasq3ekj8HrxdqaqC8HEKhtcbMxWAwbFhcdpNFaeedUnDMKSv/xhlg1mea83+S5ijPnZTZMQ51PkYpOOCD8/n4mKl05Kp5hO9x/Z8sNpu+Cg4gHpfYW0p1tVQl1NX1c+Z+/aEOvpZ5hebmwxg71qycr0yeftzigG+bz9Rg2BAZVhPX1kJZmdHEBoOL+RYY3F6vIVZfXGMXEywNBsOGwA67wH0vevl8k+8wIT+b6fp/AGzHW9TodhZt9y0efsVis+mraLXacYbusVWKbN4mmVQkk4pEQpGbtYBvJu/hyT8l+x5PJtWwrbuGkdHdrbj8HA/d3WYV0GDYIFma/4HRxAZDH+abYJCAOJR5luPAUsaIrWp0Oo3u6kL39KDzg0tPDQaDYWVTU+NwyX11PDLu7H6PPzX5dM6/rWrVOveHQmKkVYrW4PPxwB/h2ztn+ON+T3PX/k/xnfYbGWMvoexv93Pnfk9xzV5vcMDuflpbV+5lXTsOurdXYnEyuVL3vTby/CMZLvCcwwt/Gd6E0mAwrL+IJh6iVc5oYoOhHyaJYBCqqkS85nJSOpvNQnl5v/LZZaG1luDW2opuaUFHo8t9OLqrW3qDczlIpaClBb2qZ7kZDAYD0NurGNPzEfOdSVwevomWfD1VXTPJrmLjfuX3i/dBJuPG4ZwkESoq+P5P4eIbLDr84zkq9hs2cz4A4IjMH9gi/W88W2/G315N09DgoDMZdHu7xOGODvRyHrjOZmHJEkgmJRZ3d6M7OlbmKa9xensVX3zh6fv3yUtt7Od/lo9e6uj3eG+vqUwwGDYY1jpN3AUdnf01ccYkOg1rFpNEMACgvF4Y0yhGXpGIzAaPREa3k85OEZtKSStEPC7JgFGis1lxJS/0BluW/H/36PdlMBgMo+X5R7OkejP8Za87OPmxXXjgqw+Tbovyz1dW/XurqkpoaIBwGKqrUA0NfeWzX97L5pSHtuaGimv6Xt/tVPDK9udw3h+qiES0CMu2Nkk+WJasnrW2Ld/KVU+PxN5C+a7HA+nMelWRMG+W5uQZGf55xG18eNR1HPzFZQAcPPMSPjzqOv55xG2cMiPDvNnL3tcFp0IyaZINBsO6ztqniZNFjwajiQ1rCSaJYOhDKYUKhVCRyKiyreC6iqdS4h5ewLYhlRx+3vnAfaRS6NZWmDMXujplf6U4Tt/IG4PBYFhVfPGpYvuL9+P0a8upqtJced9Etj5jDz58Z/WUkCqPB1VWhhqidHZxs8U28deZ40zlHt/PKFNRAj0txRdEozLdoRSvB3pHtgqmtUZ3daMXL4aFCyWRUBp3vR5IrT9VYVttBw++ZDNni28zVs9nK94DYGveYwwLmLPFt3ngJZuttl36tSeZhAX/aOblp0yZscGwPrDCmjidXjmaePacoTVxLmc0sWGNYpIIhpVDLje0IZijZSVsGehsVrK2SkEwIP/t7oZM/zJcM/LGYDCsas652mbvb/b3ifn20V5OOW/ljpRcHl66r4uoquBv+97G9jcfzUWND5CcvYSuLjc2DlVxoBQ4I7y57eyETFqqDvx+aa3o7Cw+n88P3S+8DlNVpbno7hoem3Bmv8f/OuFMLrq7hqqqZQv1V59xONm5kv893baqDtNgMKwrrBJN3NNfEytlNLFhjWJGPBpWDgPHkhWwVP9M7HBEo0VzR78flAUeC+Ix8FVJQB5tKdkIWbjQoun6TvILl5DzhZi+/1i+9V3PkPHfYDAY1iTvflLJcRcdzTH7ewDNxn+eymUnNfLKc4pDjtASi7PZ/gI2nx+RIZjO593Z6G48D4WkgiGflxhs2yKCw+FVc3JrkFRKUd/9Kc35sdxZfg7HRa+krvtTUqkGgsHBSYQFC2z+/LtoX9Lmi/9luMl6h3/M/Yjrfxnqe93We0TY50BzMTEYNii83qGnPIxGExficCAAsbjcsa0GTWwwjBSTRDCsFJRto8NhiCek3FVrEbIVFSPLlJaONlMKaqqht1eyro4DZWWj70cbAZ9/Ak0nvcXPe84kYsUB+Penu/Hrty/kl7+tWOnvZzAYDCvCPY87lF66g0HNlXcGAXd1q7wcWlrBtqR3Np+XmDqS+DlQ9Ibcm+GeHjEZ8/mgpma9HHH28pN50l0J7t/9bk65pJLbLrqH/Otv8srTeQ44dPD5jh2bJxjURF54jCNTt6LQWErzs95z0K8oPmJbHp52KVvvVEHf78ZgMGwQDKuJK6tGron7dqaguko0cTa3SjWxwTAa1j8lYFhjqIoKufm3bcmg1tePPMj5/f3LcC1LxPD4cWIstoqC5cO/WsLZvaf0JRAAdlH/YMq/7+fD983qkcFgWLdQtg2NDTLlwbalaqC+fmTCdagVslAIautgwnhUTc2oe4PXFT79QLPtuftw5g0VVFZqzryhgm3P3ZtP3h+6lcG24acXhdnkiqO4vPp2HFdOKQWPhk7g34dez2UP1lNfbxIIBsOGyJCaOBxa9oYwWBPbtpg8Thi/SjWxwTAaTCWCYaWi/H4JfqMlEimOEfN4iqtnZWUr/yBd8nkILJyJrQaLvIOyD3Lr/cew5Tar7v0NBoNhVaAKSdjRbqcUurJS/GhsW2LwaFbP1mHOuNQG+idI9j/cy/6HL327Xb5m88r9DajOYrJhTmBrTvtFiPWwYMNgMIyCdUkTGwyjxSQRDKsc7TjoXA7lGf7PTSkF9fUyOiyVltWzYHCVClelQA9TjKNRKCMADQbDeoTO5dCOs9R2BBUKof1+iMelBLe6eqmxe0MnlwM1by5v2nvzxITTmdL2Jju3/5V/vrIze3x9TR+dwWBY2xipJtZ1dTKRYTVpYoNhtBhlYFhlaK2huxsnlYLOTrRliUdCMDjsNioYlDLcpexzZQVRy4LMhGnkPrLxqP7O5U94jubrx5heVoPBsO7w0QeK+Z9m2P/w/ka3OpWCnh6cZAq6OiVJUF09bCxVtr3MSoaVGYvXZd58DT5om8BGJ1/Atcf5+ezjA7nrl1th3R9lj6+bVUODwSAMqYkrK4cc5Qvu4tpq1MQGw2gxa62GVUdvb9Hp2+uV8tjOTnEAHyU6n0e3t8PixejFi9FdXStlPu6R5zdyZcUtdDtioqg1vMa+NO9+BNO3MAkEg8GweojHV1wIPn9PN2891t7vMe040NEpWVOftzi9obt7ud5Dx2LoJUtgyRJ0S4skKDZgLEtzSdMYDj1OSpY3nQ4X/2Ui2+07+nYSg8GwHtOzKjVx90rRxAbDaDCVCIZVRyJRHNtYwOORMtnR9uu2tYkILoy8SadFBFdVrdAhTtsYfvLA9tz320dIzWsh5w2x/XcaOfU766d5mMEwHFoPPdbasOppbbU4/Ti478nlF4FaQ+KzRVTFm4lGx1JW5u4rHpdJDaXYtvTbjjJ+6ngCemPgLYmPnZ3o+voNtuXhK3sqoP/vLRCAw482gt5gMJSQHEIT2/ZK0sQp6NYrrIkNhtGwYV71DYNIJBTPP5qlty3HLvuH2HSzVbQKr5TMGR8FOp2WbeySOxzbhlRqmf29ffvIZCAWE6UdCKBK5pw3NDic8qtywKwcGTZcTjzGwy335kwiYQ3w7INJJrZ/QGfnTlRXjzw+PvuYQ7QjB0BXj4fN215i0/R7XH/BnkzfUla3lGPznYPUEIMXluMXHR+QQAARxdEYVFUuc3OttcThTEYEcFnZBpt8MBgMBjHnWomaeITtDf01cXDkUyMMhhLM1XsDIp2GP12foOPt+Vi5FPnG8Rx+Ri3zP8/y5g3v852OW6hW7bz252/xyJaHcObvqvuSnMtFICBisYQP37eYtTjI5C0tttnOGdkNSz4P1hAv1Bq0loDa2yuv83igvBzl8xVfFk9Ad5fMOAeIRtGpFKqmZgVOzmBYf5g92yb6v7l88P5Ett7WtPGsbhb+ewnHpa/n+Ufu4YgfjTzo6lye1++Yx0mpSwmoFOPthdgeh+NeO5zsa17u9v6cCQdvh+XkAF/Jhhr8vkH7W7jQ5s3n0xx+3CikgVKgHUkQ9PaKERhI/C8v7xO0WmtobZX3tm2J162t6Lo61ApdaAwGg2EdwOfrP7YRxJm1unp0+1maJnZNG/tp4oqKfjF2sCbuRadTqNEeh2GDxyQRNhAcBy4/voPjPjmRydZcADLNXn79w2uIZQJcmT+p76/h/7K3M/e9F7njijv46cUrMIu2ogLa2yGbpaMNbjg3wfaL/8oW6bf41L8Dj0w4gp/dMn7Zc7QDAejpGfy4bcuJtbdLMLRtCaJtbeiGhuIKV7S3GCwL26XS6GzWiFeDAXju3l6usk/hkfvvZuttK9b04az3PHS34q3H2hhbJnFt44WvMM0ziwcf+Yhfv16GBj7pnsjFtwSYOHH4ftn9D/ey9Zc35ZafX8Nxc3/ZN642bMX5TcPNzLh8I7baXqFjFdDbK+Iym5UYWFk5aH/P/CnKzDe7Ofy4sUO/odcHmTT9ZhfmcjKOrLOzuG+QdgnHKZbXJhLFBAJI8sHrldheWzuaj89gMBjWPaqq+jQxOakgo7x89NVYgUBxDG8pheRsR0fRc6GgiUtbzobUxKllTowwGAZi/lo2EF57zmGfz67vSyAA+FSWsxJncGnvBTDgvmGymkPnW7OBrZf7PZVlQX09Vnk5v/tBJ2cu+AERKw5e2Nj5gn3mPM5VpzzEpQ+PGXYffSMfLVtKKQoBznFEePYOCIYgwTMahaoqMRVznCGCrVU0uDEYNnCWvDGPcZ5m4u/P4tc/mwJAJm+x15GV7Lqb6e1e2Rx2tKZ9VoC6l//K4enb+yqyzu/6MdGOCL+tvo4f/NJaagKhwLhxDt+7YjzvfP+rTM3NBGC+nszOx05jq+1lxyoSQYdCWOXloFS/Sq1S2v/bzKZd77F48RGMGVNM7up8vlj6msuD5UgiIZeHYEDiaCo1WJgmk+iKCrkWpNOD4zAUxbTBYDCsx5RqYqkG84+oHbeA1ro48tH2FDWsW4FAba1o34G61uNZtiYuxGiTRDCMAvPXsoHw9lPdnKFfGtQGayuHiIoPuY0v2bNSzNZmL/Axdd4LkkAoIWil2HL+48yceTIbb9xfSGqtJWOby0lQ044cSDAoPweDKMuSgDgQpfpKxpRloYc6AUcPTj4YDBsoF3f+AIBzu34Kb8KznkP5YOcfs80OJoGwKvB44OTLIvxzjx9w0xVT+Vn0HABS2s/F4x7mvLvqqakZeVvJSw/0cGj6CX5bcRUxXw0ntf+SZ55r45v/19D3GmVZWIFAvwTCq886tDdL7E1nLBoWv8s3Eg9yw4UHs+OX3N+943DAXl0Ew5Z7MdDg8cpqmN+P8vmkv3a4C4XjFA3AMpmhV88MBoNhA0H5fEsddT4Uw2riQKC/Js7nB8fiEk2MUkPHakebRTXDqDFJhA0Ej98iixc/mUHPJfXQwSxVPXalmKzNmwdTY++Bf/BzUxP/Zf5sh403HvBEIlHs5wIRmpYFju5niojHO7i8Np+HUIlJTFkZ9EbB6yk+7/UMuxpnMGzI3FT+Kzb56e6cedjKFRRtbRYvP5Hl/443N40FttrJw3s6h6MVC/PjmWAvoK4yNaoEAsCHb6RYOOkP/Oj68VRUwg2nPsAXH2rSafAPEXcLKO3w4u1LOCl5MWEVZ7y9EK+d4+R3ZpB+x0eTfTz+r+yA7yBPcSC0zydCNhwurqINt3qlVDFJEA6LC3lpZjqbBeNNYzAY1gJ0KlWsuPL7xfh1bXEajsUGa2LXqLyfJh6q5Syfl/gLKKXQZWX9p+zk8+DzGk1sGDUjr6MxrNPse0wVT3iOGvR41Ikw0781Kd1faT7tOZztD5+wUt57s83g48o9hnzuw7Kvscn0IYL0UKWvSkF2QBKkwi0LK2RZC1nYSNHLQUUi/Z3DQyHTg2swDCCn5fsWrxjLfis5gQAygeCNpraVvt91mRcezbBN5/NcWH0Pj+9zO7cHzsY373PinekR7yOdho12r+WSpnFMnqKpqtJcdHcN3/h+Jc3NS0/YfG1/D5c9MZmHN7+apKcCr5KqhEqrm/vqLmCPq/fgtDPTQxcLlJjmKnfSApkMaE17hy0JgrKisWKhlBevT2K2ZUFtLWppWQ6DwWBYDeh4QnxdCpMSEglZ+V9bGKqKy7JWQBOX9DCHQiaZa1guTCXCeoDOZqXfyXGkHKmsbFCf1Vbbal7b5yiefCHO/vlHsJXD7NxU/thwOWefV8m1N99H3aL3qMy3M6tyF7Y4fCMOPmLlZCXHjoWOLb7K4rfuZoy1pO/x1nwdizbblwkThuj7VRbonJtpdcR8K5uV8/X7+1y/lWWhGxokS5vLSTAMhQZlj1UwKK0QBoNhEA8ETuTDyYew0dxnmbz4H8yatQXTpi27H380LPzXYnaM/Z35878/ol7/dY2+8YXpdJ9oW9YN8ouP5Zi4/S849xIvoWCOjz/egyvOtnjl4R4OPCogsWwZPap+P5x+Yf/HlIJjTvQAy/6c6+ocfnZDA48edhDTk+8D0OHUMPnATdh1Tw8sKXlxIiHVBGkRrrq2ts+cVpWVoQMBiMX58Y+ruPXBPA2R/tchZVkjGgVpMBgMy4vOZsUvS7ttq5HIsr0Hor39y/ltG5IpdFs7hEPSLrAmqxIsq5gQyOfl/LJZUArt96MqJClgNLFhdWKSCOs4Op0uOrGCa7qSEifWAUHj5MvL+Nc3zuD6+78H0ShjtqrkvO9qQsE0W1yZpat5E2LswOFTPNh2NzrnXWlOrT+/voabfnkX4Y/+zUbRd5gd2Z6ezXfltOtqgSH6rssiMg7M64WOTvFyKDh9J5PSv+WKUaWUrIIZDIblYpNfHcNRu1m8//ah3H7WEtrvinLK5Ss2N/rN16FtYY5IJEZXd57KRR/yjeRDXH/pEXx5Lzc2WRb7fMsmFFoPvBc6OkS0FRyxOzrQFZVLnb998tma6RvZgLQvTN80zR03d7GkxQNJLeNoI5E+gbiqeO6hFPtG7+f35eezJLQxJ7WcwaK3FqOsSehgUBIj6bS0hdkWBPxSVtvWjm6oR7krZMrrpTlZzbaJV3j+kV055memysBgMKw+dColsbhQmp9MisHrEJq4bxt3XHg/enohHoNsBHJZ6OmRfawpD5eyMmhpkfPq7BqkibWjUUYTG1YzJomwrtM7IHtayFYmEn09UKXsujvsunsdusUBy12lymYhkaSqUlFVbYHPIwG1u3upZf86k5H3Lwjniophe6qCQTjz5mo6Ow9g4cJvseO4vNv3O/TNg/J40LW10NYm/V0+nyy5xV1zRm8CXVmx9vSrGQzrMDvtJqs02+xkcdUT4/jX6zDcd3OkZBM5/npDKyelTmKcijPRM5+AneYn736X9Dt+/mb9H8kv783+h65YsmJl8sffKY47UY/aC0ZnMpDJFn1XwJ0S0yurWMMwfWugN1fsc+3pIRhWTJmSk1ju80Eshg6Hh03oaq0lDqdSEreDwb5KrZHy3otRPh13FUdfNYWJUxS/Pf0+Pno7S3e3oqKyUvbf3i6zyZWSY+vokKk5AX+/OefPPhDnhPz13P2vG+Fnk0Z8DAaDwbDCDJzYZVmiURPJYWOxUgpdWqmQyUjywfIUjQsLmngpZf86k5Gq2Xx+mZp4tCiPB11X118T+3xGExvWKCaJsK5TCFal2LYEwSGSCH2UlUFXlwShRFKyml5PMfgq1dc+MBQ6m5Vg5vMV37+9HV1X11feOhTV1Zrq6qH3q/P5vhEzyucT1+/KKtl/oUy48F49UQnWQ8w6NxgMy08kotnngBXfz1f38zB9x/HccsbVHPLxWQSQPv8Gu4XfVF7Prj/flr2+ufZcglIp+MttabbfNcB2O4zO2FBi0xDlso6D1np4YRcKympXIY5nMoCC6qria7xeSQqXlw+9j64uyGRo7/ETDuYJkhTRPMIeV61hzHa1nHJ2jVvdqjn3xhCP3ZNj/hzYejsFFRWywpd3JHngwS2rzTH73V7OuqKSXWo/QQF2Vztj7CVsteAJfn3YXgB82jWOr3+/mhnHjPJzNRgMhtFQaj5YwOORG++lJHT7aeJkamhNnBlsTF5AZ7OSaPV6R6WJl8bQmrhS9h+N9vdJ6IlKAmUVV60ZDKUYY8V1naFKq/L5ZY4vVKEQ1NW5o7dkPAxVVQNetJSMZiw2eByM1ytBbDnQvb1SquWueOnWVhnfGPDLCl8y2f9c/V5IJGUVzmAwrJXU1jpcev9GvBQ+vO+xLqeKun22XKsSCACvP685y7qQVx/oGv3GPp/cYA/Espa6MqSUkjgcCkm89Xjk5r80frszvYeKdTqfl+yHbXP3DTn+9hdb4mQ6Lc+NAKXgzEs0waDsTy9ZAh2dHPzNXrZqWISOuStdHo/bN+wpXhsch6kbwznnx4nGbH4w+wxO7T0TgINS93Hq3BOItM7ia98KcPjRJoFgMBhWMUNp4lxu1WviaHRw8mJFNHFPT4km7ijRxAHRxG7c7yPgg0TCaGLDamXtUnGG0VNe3t8TwXGFWmjZJcLK54OaGnRVFSxZ0j9A5nKQy6GbF8vPfh9UVRXNaYaaRVv6/kOgUym31MsBjy0lt4GAlIBFY+Bzz8G2+8wUVVUV2ueFbK5YUpbPS3Av/P9y+jY4Drz3rofebs32OzlUVprgazCsbJ56OMq+PfdyT+RU5ka25cSWX9D238XAlDV6XK2tiv+9U/z5xQd6uMh6k79/tpAXn67se3ziVKjdben7Un6/xKlCaxdIJVdF5VK3AzeR4FYZaK9XxGEpyaT8t6cHbdsQKSv6LLjxVmvIzGlmdkcZHO32wg5VpYbb/tDdXXyfQBAKZbBdXSKi7ZLY3tuDDgZkhau52X3elnP1eiEcZvvtMmzctDkXHPMQ1y46sG/KwzUVN/Kd3+7E9K2W+TEYDAbDilPQxIWkgeNIzFpRTZzNQj4/vCZ2nNFr4mRSkgRDaeJYvEQTs1o0scEwWsxf2jqO8vulTyoaleARCAw521bH40XRWFbWr09LWZbso7u7z+2VdFoysaVJg/Z2GdEFbslXsv8sWscBf2DI49SZjAT2bLZ4HL296EmTIJ7o30sMst/e3mKvsZMXR/DyMrkY2LYE0eU0uXn3jTyPXzGb3VoepDLTwp9qD8H31Z358UVlo+6HNhg2RJ59QrH3/npQQdJAXn+kDavhXA65dBMO38Lit2fcz2dvJWhvt6itXXOr0x6P4qGbYnxt0V1sqd7nBBXjmJ57uU3/mAXnTKDdqeWuyFmcd8sIDapqavpPZ6ipGTSdQedyxVg9hGu4qqgQJ4pEomj0ZdvFfwA93WjbQhV6dVF88pmP6Z2vsDCxOdHYjpT51fBCsr1djjGRkJgdi0E2I9eATGZwhZlSkjywPTI1J50prtL5fG7c91NermkI9+BVOf6X34bNrY8oc7oYP0mxov4aBoPBMBJUIICur5eb88LK/crQxNms7Gs4TVxIAA/UxIGlaOLOzuE1sW9AHB6oifO5oiYOh4veD2vK+NGwQWKSCOsByuvtZ2w1EN3RIeKwICrb2tA+v5hkQXEUWV2drFIlEvDxJ3JjHwiImHUcyORkJay6WmbOJhLF1a5C6Wz5MII7GhUDmGy2GORSKVi8WFa4tO6fxc3noasbxo2FYEC8DworcoUEQllkxCYyOpOR9/N66UqGePr8/3Bx70nyln7YKfoObz+9Gw83XMERPx066K/vdHcr7rrLoqUlCVhssUWAI47ILfMm0bBh8qdrowQCEfb4+tJfVzu9nhNOraCsTAOa835fyaN3h5g7a6m+rauc6mqH254Kcde1P+D9J59gfPf7TLbn0avLiYYaeGubM7j9ukrC4ZHdAPc5Yg/jit3nI+Nx2wESCTFNLMRYr1dicUWFeBDk8zB7tlRvBYNyE+/kwXHId0c56vQtmJb/mGpfD+mE5pTc3+iIvcnNP6rF53OYn8jh3XgS191WTNToXE7icDRaTBbkcpIkqKxEGoEHEI2CxyvXgupqmZaTy8r2jiP/IhE6OxXBhTP5dfl1NByyKw8/v5g95t7G84/uxWHfl2uPdhx3uo4jY8eM4DUYDCsZ5fUu3QBxKE3s9RV9bQpJhaE0cTBYjHulmrisTGLbQE083JSEoTRxchmauLsHxoZEExcmlRWMbldAEysz6tGwnBhPhHUI7TjoaBTd1S0BABGmurNT+qV6ekSklW6TzUIq3X9VKpGAxc3FQNjRgY7F5LmuLvj0Uwlu8TjMnClBTSPlVvG4VBRkMtI/VlYm+w6HoaFh+Fm82Wx/Y0Rwe2yjsu3A/t3eXgmUhfOpqJAytZ4eaO+AtDvKMpWSz6O9fcjzB/eC0d4hAbe7m8d+28Zx3ZcNqjjYSf+DL56bt6xfw3pJR4fF2Wdnqa9/nt12e57ddnuWePzvnHWWNehXY1j/efKxpV8avvjC5sBcE/9+tH2Z+7rihoibQChyyPd97LjLyqlC6Oy0uPHy5duXZcHxZ4WYv8nXeTu9I+eU/4rnU1/nldpjOO/3wycQdDotcScalbistfx/W5vEonR68EY9PXLjXeInQFtbccUsmYTWVtlXNisJhMWLJdY2N8OsLyCWAI8H29LcdsNCAmOr2LX9Uc6NnUKZFWOyNZdzuk9kWte/mbpzJb+6ecDnks9LDC/NDColFQbRKAQDtLRYfPhByfUiGi2upnk9UFstsbt5cXEWeyzGCw8n+cCzE0f+diuOOS7LRU0T+PDrv+SFJ9zPLJOREuGCeG5pQccTy/V7MxgMBu046N7ewZq4w/UQ6O0duSZesrioidvbi14wfZpYkr58/rnEZXA1caK/Jo5EZN+RyOg1sdcj7xEKSXK3lGhUPMIGauKurqImTqeXSxP3+S0YDKPEVCKsheh4AhJx0BrH45FMaDYLbe0StCwLWlrRXk/fDFwcR8RcKISeOrWYjcxk+ruGF4y4lCWBMxrrey+90UZSnhUMFjOqBUfaeAxCYTeJ0AkNbglXWRlqgPmMzucHG4opNXgObz4PXreErLpaRHYuJ9nY7h4Rrq1tkkwoL5fzVhbU1hS3/+QTaGyUoJ1KQTyBbiwGbp1IuCW67p+6ZdG5KMVYe8mQn70/1g5sOtpf2TrPrbfCXnu9TChUdB8eP76DVOptnnlmFw46KLeUrQ3rE7GY4qrzbXb+CtTXi7BIp2HOnOLl4rHb4/w48zC3zd2GTz5p7LsvrqhwGDNm9YqRZx9O8cnz7ejzxo6qFen5pyyeu7ODxkgPLe/2sqXdTa3dQYvTQHRmK5ce7qMtXcUPT4Ov7SE39srnQ3d2igj1eiCZkFjl9Uj8Kky0aW5GT56CKq3McuNiH9GojK1Np2W73l6JVbG4uIinMsWKr1zObT3ohaAfLIvyfDvnn+3l1vvOJvBMlB3stwF4xPMDwmf8iJ8fDOg80lDrUjCAHFgBUDiuykr+9ptOFs9KsuXVTtHDpqNDKtcqq6TM1nGk6qywytbSwm5bejnkO2HR5l0JfGU5Tr+2nIULbSAvYrc0eWHb0poRDAwvtA0GwwbPiDTxkhbxCojHJaYWNHE4jJ4ypahHB07SKdXE8bjE30Qc9IL+mjiRLPoeZDLy2mBItHF7OzQ2yP5GqomHoqCJlZJKg8K4yGQKOrtFC7e1izaucKf12HZRE+dygzVxIoEuSWboeEI+uxJNLH4LvVBVufy/JMMGiUkirGXoaFRu7F0HbCeRKK5U+bwSAHt7JbAsaZHMZG1tMasacwNaXZ387PWCo4s6MpORoJFMQVtaRHDBJOvjj8EXgIoyuWlvaZNtMxnpvQqF3bJbT9FcqzeK9vtFXHd0SoVDLg8eWwJX4Tiqq+V4C6VeubwE8kgYbFtmoAcCsoLX3g7jx0mywiNO48RiEhBDJWVXsZg7ojJRTDKAiPPCmJtUalBvcO2kIAvfG8d4z6JBn3+6rG4l/SbXLbq64v0SCAWmTVvMG29kOeggYxSxofDSE1nO91zIsw+ey/d+Lj398bjiwhMz7Nr9Nzb2fM5uupMqq5tj2q/kvWN3Jac93J0+gePPCfGtI1dvifrcf7ZwUOoB/vveOaMazbj3fg5z/uPH87d/ckbgxr4ExIXll5HVHq7+/CL2OH57ttpS91UN6PJydxXLln7ZdFr6UxcvlphV8EDQGubNha1KHAUH3ijn8xJfEwlpDygYYi1eAkrEL8GgxN+sxFQSKYnVHg/4vCjbgkyGaepzPtZbUa672Tj9HxYuaYUPWkGBjkRg/HgZEaaUtC309Mj+tJYkQTgsZa1K0f5pF4HuTrJqMt7aWvB0FxPKnZ0iNDOZYrlwPg+pNGOr0mCHACXXiGgMHQ4zfrwroodySC/13zEYDIYBLJcmLkxZANGDpZrY5+uvidPpoibOZCSBUGhHKNXEFeXQ0lrUxKm0JBEGaeLe/pq4eZHEWK8HXV/fXxO3LEMTB4MlmngsdHbJa9IpiCrRt8FRauJ0augkcnb48ZUGw3CYJMJahHbLQktNBpVtS7DK50SgFlZzLEseS7jlqZGIbOD3i7h1A5Xy+fq7hntdV1dF/xtsy5Jte3shFJBANKYBFi2SYO31uu/tkcBZCEJej6z+J5LwxReyghZwhfSiZrRt40QiEignjJdjc6RiAst1oy3NziaSxbnoiXjRdNHvl2BZ2udWOKfSMizLKq4GgmSXda5fb9l3jlLc+PJ5XBA7sd/K5T+tvdj0wInL98tbjzFGk+s/n35ajDnvPtXGxd5nueyNH/LpNyb3PX5LEzTdtA+xlzo5MPUIKBirFpLLv80fxl/H9deWMW2TVX+sLz6RZ86HYkSltaJ8wYfsmX+aX152Mtvu7L7Itjn0h0Gqq4f3M7Bt+PH5Ia7LHsElL2zExdmf9T13ZvheKjZr5JAj48UNfD5JrFaUFasOPB5IpnDSWazeXolPliVfmlwOnUqJASIMnqSjFKSTssLvOLIvx5H4G4u5K11Buel3HOiNioDMZkVU+/3Q2ED3p208FjgOZ6+96Un42eQft/PhK70cuKcrbJNJmD0bPXUqTjIJda4RRSYDlqIlVkam2wa7gu65HhoWv8cmiXd44okLaO+wOeArCayOdsZWJ1Aet6KsvLx4DSiMttR6QB+vLjqjKzV0INEYIzCDwTAkS9XEulSXeos3wto1i+2niXuWrokzWVcTJ4uaWCmJ+bFoiSZuFE1cSPgOqYm9I9PEWsP48XItcdyksbKWronjcflvwa8sGCwmB6DorzBQE5e2RhSqggfGYyP0DMuBSSKsTRTKrwaicAVkfPBqlt8vyYBIRDKZWhdXwwoUXMNdExXqaqUkqiDwcnlZ4Q+FpOIg6QZSjwciZdDeBuEI9HT1jX4kmysG9kQC5s8TUZpJS3IgEoHuLliwkFxvr+y3LCKCuHCO4XBRYJeSSkE0LsGxrEwyxbm8uOC6ge6Zv3l47wmFP9VNuqKB/b7vYYcdc7JvT0nJbFkEWlv7ldFWBjMcfPl0Lrr6QXZu+QuV6Rbeqvs2lXtvx3HHb5imilVVYZJJL8Fgtt/jc+aMYdddvYBpZ1ifOf3oDDP03dTYHRyqZ6MUHD77ImZ+bzN68+Xcr4/nij94OPGSMFfHjqDn1QepVD0A3F11Hhc+PGE4E+qVzviNPPzt5l5+1HYOY61mylQU23K4esFBZBb4eMj7Y/L77kdFheaTjxQdzTl223f4G9VTL7S59i0vtMOSfAONdgv1NVnOuTze/4Va07rE4a7feDjrx4m+VfVPF1bw5/urueC0ZolVfr+IwkKZqEvfJJ3CKlp1DaAg2ivCr3ATHgxKfNWOVCB4bYmb7e0SywuTcXJZ5s9V/L15Oldf1cjWmycgn+Slqr14+c8bc9qSN/FX+CGvxYugu5vc+PFy0x8MyIqX43DnTRE+faWdA0N/AeCQdBNhFeeaW17nX7Ed+OLPbXSN3YrfXz4TTz7lVkiU/LILpcG23f/6VDD8wnU79/vl2lF4jdZgqX6u6AaDwdBHwaNgIAox3h4Yc1DgG6iJnaVrYp9veE0cDELGbbEtaOJwBDo7RBt3dw6tiZNJmDtHbur7NHFYNPFCVxNns3KMpZq4YHLeDy3XlWgcKitE02Yycox1df1v/m1bnisdZ+k4AzRxmVRAlMbdbE72bTCMEpNEWItQto0ekA10enrkCx+JiIjMO1BdJYGuqqro7lp4znEgGCr2jGWz4PejSlzD+56LRuVNyiKS1cy6N+qBgDt5ISfvO2GCW+rk9oN5vdIHVlkpwU27grlgGpbLwYIF8pjHI4mCQp+aUtDYOHxvWDgEixb279fy+6HM15dRveNGi6kv3cB5+hkA8u0W9112Mp0nfIN998v2q1ZQHg+64LdQ6Gcrj7D1bkG2+spUPvroHHp6FD/ZNjdiF/b1kZ/8BM47b2++9rXXKC+XKRiLFlUzZ85OnHiiSSCs7zz8is1vTz+Yaf+7jq31ewBszofEKeed6cdx3w3evlV9Z8EifGS4Nvxr9kj8lV17n+SD/27HTruuHi+EzaZrrnp8DDedfQM7vX0De2SfAsBSDjdWX8/+52/OLl8VYfnsnd3EO1Pstm/DsPt76w3FFq0vcGX1Lfh32AL/v16lpuUjWpZ8lYZGOWedy0FbG88/U8bCdztwWtuxqiogHObFZ32klnSjcw6qu7s4RcHNqshEgpTcbPv9qJL4pCNhcf12stILG3FHdVWUS9xTlsRa24ZNNnETDNm+6QZ1sRh/eaSVUEhDTFbh9t6tl+13fhevX0nlhMetWvN4pES2q0PKgINBVFkZ5/4GXnx8DG/dtC0/7/olIUu+/3YmydGhe5n3le9zzSnzUMoHOUvmowcCxUo2paQ1olS45nIyfaFU4FdXSyVaMgVoEbFLcVA3GAwbOJY1aOGsTxOHQlLZ5eiiJq6ulgrWrFOiiTWEwqJ7MxmJTUNp4oL3F8jjAb9o4sZ6SUwUNHF5OUyc4FYvuN4HHk9RExfGNRYqE/o08UK35aFEExdeu1RNHIaFi4qa2LaLmti2iyMobdvV8dmiEa7WUjVR4s2jPB50Tc0ATVyGKo3fBsMIMUmEtY3yCslW+nyQzeLEYhK0CiVLzc3FdoVJk8R4cN5cCZ4+r2wf8MEXs+SG3LKgpwdd6K8trIKFI5J9zbqjuvJ5EZuRsAQot/+MZFJWnYIBeV1bm5TShoKSYPD6ARnxRUenbJdOF43ACv1ftttD7PFImW8oBJWV/UZ8aa3ldaGQBOwCHk9ff1e7Zyzpfz7FXm4CAcBWDsdmb+TyP2/D3sdsjj2gPFYFAuK3oHW/QK0UbLmluUEGqK11uOoqL3fd9XXef19GPE6f7ueaa/LDjps3rD+UlWkuuL2Kc//vVHab/ULf44+N/yVX/KkGpeRmevFii/bZMX61cRM/u7GRF5p2ou3h18g80MlOu1autuMNBuGkKyu5/Zu79SUR8tqmevsJfQkErSE5cyGBZDfpdMOgxagCT9+bIDP1BH5xSx11dQ5ffLYfv/pJF/7HNceekAHbxunqAkcz/9M038o9yHvzZrCjtRh8fqILuvlS5nn+9+mebLNZTG6oA2G5QW5uFkHn8fStNumaGomrmYwEoTGNIoYLK0PuqK6+qTV+P6Dl8VCwuOrV3U1QA1YEPG51gLv6XxVx+1tzOUi5Jlp9ItERZ+6uLjmWcJh9vh0h59+Nq865lG9kHwUUKR3gwMDTXNlxLG+864rQcJitt0hR1lguQjsWl+TIJpvIOaVSbrtDBSrcX5SqgllYFYNiscFgMAxEKYUu1cSZDE4mIzq3wu35X7SoqIknFzTxPEksFDSxv6CJw9I+NpQmLisTf7GCJs65mtj1i+mviYPFuN7uauJwSHSwPyDVD5GIeMh4PNJ+UWgpKCROC5rY9SRbqiYOl2hi7SZgC54HjY3uYmIO6iIwZowsEObzctw1NYNG6Q6niQ2G0bJB3h5ot6RybXSEVuGQTF2IxSAWw6qtLWYrq6okKPT0SABxHLnp33bbYo9WJiOjt5IJmDxFRKdtyw2+pdy+KyUrZWVlEpC6uqTcqa5WsquFfYHsr6XVPThke59PyrOqqyUwRqPy/7G49JTlHDcb6odgAKe9XZIPyZT4IliWvEdLK7qxQY6npUUyx44jwbCivBikC8aPwSD/eCjKPr0PgnfwZze981Vmz92WjTceOjFgguXSqarSnH56HiiUuZnZjhsS6TRUdc5ksdPIHWUX8r3o1Yzp+pBodBzl5XID/O6bmqnf2oyfnh/AshyOOjnAp3vtxx+uHX0VgnZLVdVyZqleeiLHHt0Pc2vZhcyr2I7vN59Py9uLeOFJca1ubbPZvOVFxmVnc9tvd2OzLeQcLI9iz6/rvgWuQ34SYZttg1iWnMNGm8Itz1bxxWeKJ5+N8fm7SXyORUo3UNvyD3bnRY68/mSqwmU42qI8tpBjAm9w7SPfZeK4LKDpzFdz9qktlMUXy+pUQ0Mxpn4xSwRuoYXBsmDMWInDyaQYFxZGfHk8YgCmNSxqlmRyyu2RrawU8ej3oWpq0EuWyD4bGsRgTCFxNpuVaTq9veTzeZg/HyoqxdHbktGOWmvefirJx92T+FokSEglODnyO8JWgqM+O5OeTyr4r7MD7409mF/f4imOilQKAgERqZFIsQ95GZhYbDCsPawzmjiTWYYm1qKJt9m66DOTyUjsTCVh6lTwBiROtrsTZyIRVxM7RU3c2SmVYfV10opb2BfIhTKeED8XC9k+m126Js47UsUQCAzWxOPHFY0cSzXxkiWiiUF0eWWFJJQLmrgwySEalff0eiUWKyXvPZLP1sRhwwqyQSURdDLZr4RHB4JQWbHWfZGUzwfV1WivV/qjCgETJGAVspCFES6plASdjg73JjwjAa03Kv1Y+bzrC+CTbG15mYhH7fZa1dbK9tGoBLvC6Jhed553a6u8VzDoZj/dkTI9PbJtd49kfCdPkoxsd5eI5IJ5Y2FkpLJkn42Nsn9Lyf6TSUlU+N2bV49HSr+mTZXjyuZkdS8aw6OCZPtucvuTsYN4vRtuS4LBsCL8/UVNqj3Ovbvdw6lXVPHHy/5I9uV/8MJjWQ49Vi4VBx2i4ZD+5gebTdf85q6Rx1BdEGluK5T2eKCqatS98a8/FsM37lyOvXoSG20Kt11+Ex8/GGf+ufM5VV1BHQ7TvR/jsXIEH/wBOe3hIet4Gvffmr2+UXS03m77wckyvx+22FoTKY/wxl97OH7BmUxVMwEJSY8G98dxLO6K/wC/SjPObuaGnkNIdAW5oexX7HUYlNnuTXYmK4LV75NVr84uidNV7kqZ1ysxtCwisdfREnNrXQNEx5EkazoNM2eK0A2H3HaAWnC0OHgX4mx1letJ0y0rYmPHwoJFELRkSkI25/bpujcMHhHouRaHLRsW86jnp/w4eTk1VicAm3s+4Y/+XxD+xh7cdnxUfk+FqjOQqRUVFagRJhAMBsPagS6ddOBqYrUWjvkblSZOJoutswVNnHNv8rt7IeBOuGlrczWxU9TEeVc/F7wGursBVWwH6I1KRUBrm2jSgia2PVBTLZ9lTc1gTdzVObwmjsakegD6a+LWtqImtm1pEZ42rXhN8XpEs9tuy4c7dlLX16+VySDD+skG85emczlZ6Sm4sXo8Muqkt3dNH9rwFMpZS8lLBYEKhSSwFlasMhkRh4Xg4fNKKdai5qITq104Z9cLIRaTbGohs6ncAJbPi8ifN19+zuSKpjL5vFQsuOYzyrIkeDqOPBcKwZQpxWAHOOm0HF8kLOeUcUttCxUGpcESZN+1NcX91da4vzObPfbJ80zl9wd9VFrD5w17MmmSWT03GJaHT9932O6sr3HWTZWUl2tOu7aMnS7dl1mfreQka1dXceXE53qdtLdLcmEUbLZ7BRf+eRKbTpdQ8tOLwpxzey1f/9kkHp1wNvWeVrwqh1IwwV7A442ncuiNO3HalcERG1FPmqy59M9jeXn/P/Cc77C+7ZI6yM+cu8hHyjkmfB9KQVu+lism3M9xVzSw9z6uiM07Ug2WiLs39VqEq20VkwmZjMTiQhz2uq0P0aiscM2aXUwI5NyJEOmMVCWEQyJmUykRs35/cTpNdRVst53bvhaCTBbdG5W2h7Lyfia+6bRiZs9YfnRZNTf8IcnjZT/sey6pg3Rtvy/fOyOEaqgXkV3ilo7P11fNYDAY1g10Llcspy/RxHpd1MTl5UVNHA4P1sRa99fEhWkxngGaOBHvr4ltWzSw47iaeJ6ribMS9wqauFDVlc0VNXE+72rYoFRA9GliVdTEZRGJzYVWh4ImLl1UA9l3TU2fFw51tX2auE/zF1oWYrFV+RswGPqxwSQRiMcZ1Nxt25LxGyE6mUR3daF7e6UUdxWjLAuroUECYC4n4jAYRJWXF19T8AtIJuV12Xxx9EvB9FBr11zGbW1IpSQYpVISWAsEAvLa7h65uPjdC0tZWJ73+6XtoaCkXVduFQigGhrElLGxQYzDKivk59parIpKyex6vYAuJhEK/b56iM/S/V2psjK5MLjmMcGAg9p+G85NX8eC3DgAepxyro1cx0FnTjZTagyG5eTkc20OOqJ/n9CeB3o488qVN4JPay39oQNXSixLRlmNZB/5PLqnh+OP7sKv0v2e22pHiwfv8XPkVRvxT99+fY9/zNZ86eQt2Hn30V/yvF446epJfOHdut/jY3duJOzLiveCE8BLhs9a62mIxKSf1rIl5hbGzmotcc3n9tbaJatOfl9/l22vO/+8q7vY2wqSONBa4mtBeLojeJVSqKoqqfRqqEeNGSPXitpaaWeoKMcaO1ZirqWKxwT4g4r772lhbGOa/3wY5kuxp3mJA7g4+DsSOkR+4WJUQZyXkkjKil5LK7S0oEvH6xoMhrWXdVUT19cP1sRl/Y0DB2niYLBEE+NOfXAn4RTOuaCJS2/eAwE3gdAlsTjgL2riwiS04TRxY6OriRtFE1eUu5q4RjRxbW3RK6dQWeGaPo5GE4N7Pl1dUnnR3IwumKYbDKuYDaedwVmxVRLd3l6cC+6uHOm6OpTXu+yNVwDL50PV1y/VAEVFIuiJE8VgJp0BKyAVFtGoBEyAceOkN6uQVMjnpTKhdC6bbcsqVWEGeiIpAa22VjK1ySSUueebzfWfTwv9epuVbfdNgbAqK2Xla/58ty9tmvSK1dYUg3shIObzctzxBEycgO7pQVVUgG3z/ruKv/y6hT3b7qNWLeHh3NF8Yu3ANl/2c9SJZYzffNk3CLqwwlcodwuHUcHgMrczGAwri2Fi8VDCaeBLUilZESqM9uroQAdDfSW4rz2n2T76PH++dRdOST/BrWUXkvBU8JPuC/jdU+1845vLNw3gyYeifLXnEa6vvoYllVtwxIJL6XxvAYekX+CiMX+C+gYmvP9Xsi2ddPkaqQq487x9Pulr7eqGhkZZRfL73fhry3UpkxvsJVBRAYsXy+sSSVlxKou4c9G7+8RzXzVBSQxTAx3N/X7Zl8+HHQlL3J83X1bsCpURkyfJa5ubefkpjfbtgW+LjRjrT/P75htZMjvNrM81U6cWDSJJJuW64LXl+JSC1jZ0Y8MgI68hf5eZjMTiwgiyinJThmswrC6G08QjrChaY5rY7x+ZJp4wQTRxJlvUxL29SE8B/TUxFGNyqQNvqSbOZSXm+VxN3NM7Ok3s8fTXxOUVRU08baP+mjgQkOMp1cTRGEye1E8T942/7OgojtT1eKWtwXHkdcvAaGLDirDhJBEiYWiN95+N6gwxP3YIdDJZDJZQHDtT8ARYDRSCpS6YthQCXiSC8npRPh/atiGdwvH6SQVqCPoDqERCyqAsd/JCzB0XVlZWHAdTGoh9fhGVjlMU9fm8mH31Rt0sqayELXMkTOGYtZYysXBIhCtaMsWFa9WECfDZ5/J+3a5nRYU7kSKZRGtNVFXw+JXvc0nsRJT7a9iKD/nY2ZI3q65iXFk3uitTrHIIhfplp/toby9+dlpDVzc6nzf9vAaDS6GAKRBY9mtHi1IK7fMVR0sVcJx+N8LD0tNTXJUH+f9kAl0WQXk8/OfJNn5hX8ZP/nE/v5l4K8deM5lwucWVP3+Qlv9l+776o+WFh7vwT72YH/9mPBMmau797dV8elOC27a9gUuvc4jU2Jx25IFcvegMHvjz7Zz0rWaJlcGgXHO0hqoK8UHQWhIDsZj8XF4uq0ilaDdGtrTK6pZ2+lrZKItA3l1F83qhYhm+Pl6vxFqtcQozzSvKxUU8EJTVtVxOhHd9PWkryPfPruGhe3ppjWc5/9YyHnliDJ/9vYup0yqK1414XBII+bzsx7JEUbS3y6jiQuVFRcUg88y+ZJDXSzKl8Nlp7HQruqFhrfMoMhjWS8IhaEv0r0Z1HIkLy2Cd0MR+v/jtxGISg6uqJHbF4kVNHApKsregif0SC/tdm/yuJs7nizft+by0i5Vq4qrKZd98Fyb0FDRxocW3oIkLTJo0WBNXV7nGuimRzuXlUgWmtVwPvG7FW5Vr2huLuR44bnVYODy0zh2oiTu70BUOKhJert+LYcNig0kiKK8XXV4uwUYpt+/JHpQ5HJJUenDZFxS/nKsJnUzC7NnyRS+UotkedIO0DeQsH3fcU0/XfxdQnm6hOzKBSbtO5qjablRlRTHojxkjAbZgcJbJFAWfx5ZgFYvJqlk0KgK3slJm444ZM3KR5/dLG0MhONXU9I2uJBF33cdtec0W02UcmqPFxKasrDj7Nhrl8Uf9fK/3GtSAG4Dp1of89d+L4BDAqXZLda0hM7E6nZZscWk/b8H11yQRDAYAmv6QxsnDsactO8G6XFRVifhxtCwKaaCicpmr17pQQVWyWv3iS0GabvewafVnYHsY3/IfKqxetrT+iy84iScu+YwPOifz8yvH8vqTGRYutJfLN2XP/2vgG98O4fGICDzmsHbmfBgh15PgrsulPaMhtpjNvJ9x88tt3Ng2pq93d/9DoTMxjl0q5vXNJcfJQ0MDqk4EtwZZJSusPmkt8beiQhK40Zg4eXf3SHycNk3GdI2EnNuzm85I2WxZRPadzclxuJOA9JQpqPHjufB3cXKfOajOHuozLbRn9uSw77rJh+7u4lSITjFeJFwQwkgGqrubz7vH8e5bFkcem4PWVnRjY/8qg97evmTQH29STNrIzze/lRJBHzbi1WBY1SifD11e1l8Tez1FY+2lkUoNrYkHtjutYnQiAXPmyLUkEe/z7tL19aIrfT6ZRJNx297qG6A8KfGnrKw4iWzsWPk8Bmrigi9CdRXEvBKbSjXxpInSrjBSTVyoMiho4urq/pq4JyfPFTTxokWuJi6XuF3wcujtdf3CamHxElCu71ltbTFL3tom3gwFTRyNiiYuSVYMqYl9XohFJcFhMCyDDSaJANJLpMNhETq2PXI3cI+s8A9awlqNpZc6n5cEgmUVDboK5lrJJHR08JtLNIe890umWeIiTie888yXuTN/DscfHxeTr2BASoDLyyUrWVMjgVNr1wW8VYJcLif7LS+XgDp2rPgejAbXdMaqqJCbdK9Xgp+ypARMWfIebW1SnlYY11P4nLNZKd3NpFnykYfJ9twh3yYYayHf5sW23T/nUEiEdiIh51kI8JmM9AIPxHEkuJpSWoOBhf9a7C6YTF4l+1e2DY2NUs7u+qKM5LunlJIV7hL23itJ5wJo+9s8fpy4HI+SG/fzPBeQnBXgxsqrOfrkqWy/o8P2O3pY3rGlx/7YT3u79Jnqzk7o6OTkH8T5za+87DLnZrZXb2GTBwU3xA7HedPiSc//MWv7I8n4/FxyZoSnHq+VUt+urj4DRN3SAnV1soIVDEqctywRsoXVp65uV3y6YnCTTVBeLwsW2EyYMILz8buVEOEQFoq2VkX7Qti8ql1GmLlJi5svTpHsjmJ5LLo7x7J/9GrG5+dw5Zl7MK4qgc7nSXq9nHtJK3ZlREZJFpIeINfV2bMhHOG5++O0zE3B0e4s81is/0qb4/TF+ehnLXy4KMw3Dw5JjDZJBINhtaDKytAh93vn9Y583K7H06ej++9w9VUR6XxeEgiWBT1uJVdBE6dSssKuXS+wUEmFgNf1pInFipq4vX30mnjcOFR9/egOeihN3NMr51Dmlf8O1MQ+35CaWCq/PNDYIOdUqNDTWqb7dHTI80pJ1UkkIotrZWX9NbE9xLXXcZbaLmIwFNjg7pqUZaGCwdGNEwuHJRtY2iuWzUFkiHL5FUA7DjqRkH8D+9IKjquOI++tlASOZAJyORY1e6j5+PViAsFlR/0GXf/8jIRyx4f5fBJsWlvRHR3oZFIMuSzLzXK6G5aXSza0pkZ6eWv69xLrXA6dzQ46Xq01uVyOXC4nlR85V+TaHvn/dLqY4dS4wTkvGdGCiU2Brm4JcH4/k7cI8Fl+0yE/t0SgBruuWj6PXE6yt83NEpxLP0e/f+g+wLV0PrLBsLrp7FRULvqQ6uYP6Oxced+JdBp+dV5/QaJ8PonFo/nuRSL9VrsUmhnH5Pn6Hw7giurb+r30gvoH+N69X2Lfg0ffo6szGXQ8PsgoULstUHg9VPt6ufS8Vmbu8VMe9v4IS0lssXD4TeRqyk86ml9cAq8+nuZI7uSjmSH5ICor3VYEj8S7hQvR0ai0Vdm2CLeCePN4xIm7tkbicWNjX8/xT45QLF6kJRan03K8JZ9NPp8nk8ngKAWhsFw3ggEe/4uXR+9DEq2Fnlufn30P0nTP7eHIN07gspkH8mX1OhM9C7i+eX9O+OAEEvO72Ge/PHbAI5URhb7dfF7ibHu7XFsiYWLzOpjS8w4t7zZLifNAszZXFC9Y5GVC29v4m+eQjMlxGAyG1YeybYnDI00gwNqniXP5/po4my22zA3cLpuTmBUOL78mrm+QKoLCcWo9Ck2cK05Ly+Zk2k2fJnbb1NyYTjBY1MRauxPmLIm9Pl9xDGU4LN4P4PqhxdypZh7Z/4KFool7o4M1cX4IL6LCdchgWAYjihozZszYD7gBsIE7mpqarhrw/ETgHqDSfc3ZTU1NT6/cQ11zKMtC19cVDQeVkj7P8DI8AUaBTqVk9rbtjqPp7kaXBKm+sqtcrhjUwG0J8PCftxVfij8NQ+jlbXpfZubc7dhmC9dEprNTtnM0ZDLoWAxqa8UM0ecrlgwXgqjWfRcYnUpJ0Eok5Cbd5xOn8O5uslVVZAcEbG9tDVY4LAGtJ+qWkDluCXNZcfxONFocM5TJuG6znXJxqKzkwP2iXPHE2Vzcc0LfaiPAW3yFqXtPALsVemNiUpNMQjwGvgBYFnryJLlh8fnQfp/sv3DBzGSgsmrl/BINhnWUSw+bR8iXoTfp47jee7Bw+O1xW1EeypLI+OgIT+KGe5Z//39/QfO/ZztIXVCzQl4LqqxMqhHicXnA54OKCqbWQshKoTV8lt+UzTyfURuOM3bs6Ax1tdaygpPJStVS3kEH/OhCEjWfF2GWcCQuKjjq0A6uem8zKJmslW6cxM67ZIj2WPR+1sqxPMAfHj2YSaf6ICNJkxBx7Hiv9LP6/dDbi66qEq+ZSERaPgrJbo8rON1V+s8+s9gi+jrP3bExxx7aInGyXHxuHL+fTDhMPp/Hsiyy2SyW34c/4McKhmibOR9ftJOcXY0nm5Py1bIIY5TDXkdVc/+bd/DVd69mF+c1AGbnp3L3mMs57ec9VE3qhly5fAaplFQjxOM8cW+Gtvn14ORJJG2mdbzCV3IvcM0NNzF9WhQ8vaj6AEecXs4vT1BM0FG8TorOqJ9TU020pcdwzWnnEonEiaV9OGPHc+kNRsQaDGsjgzSxZY3MJ2sUDKmJSxezSjVxKa4mBuTGv9ddTCokTCMR0a+Fm+RCzC8kQ9Mj0MT2AE3c1SU+N70j0cS1WMFgURPnsq4mFq+xPoPEwr5sW3RqYfR63im2lIXD8vlHIpJwiMcBJa3HnZ1Da2Kl+mtin1c+s0K1QyYjLYcGwwhYZhJhxowZNvA7YF9gIfD2jBkznmhqavq45GXnA01NTU23zpgxYzrwNKuqFnYNoTyeQavxKwtdyDD6BmQAurth/Hj5f69XyvS7u6UNANxSUgvCYapqFa32eDbn00H7b/FNZNNK98a7MPPWskQkF+bcxmJyg19dLceSShdXj2priuN7OjpFQMYTUgbmOLLPqiqyra0ykrKEbC6HKi9HZbPoujrJiCpENBeyxO3t4lQbcGSlLp+X4Of1yvFYFsFclOPOLefS39zLlu0vUZuex3uV36Bymwkcf2gP4JNjy2QkKKOkHyydhpZW9LixklmurpYLSCol719XN7qqFINhPSTrDfL1mVexFe/1XRUuWfR/fMh2PDztUs671gKWf4TXO0+083N9Ja8/fz1f/9aK3RyqSGSQh8m/XoONW17h4vp7mPD1jXj86XeoXfRf5s/fnIkTR9HCEIuJoCr0iLoCTheSFoWZ6oGAlM5mk3w0t4otep/mT76T+aDu6+y96Hbi733BXT9IErAyHJB5iYgVZ9N3/sSDx06mJ1fGU8n9ueuaT5kyyQPanWXu84lQdivldFVV0TU7mZKSVFfo3Xl5L91xP83/aYfDlLQ6xOMQCpFPpcgDtptwiEa9UrVq27R5aqjv+piNEv/hxbdOY/udNTgerC549aksf386y9Gnhuh+K4KDIo+Noy223MVL1cRQUXDX1bmltymIx2msdXj1viinJC+k0uqmQvVgeTQXdXyfbLuXOzxnMPbrQYJZOPPKSm47zc/xC85nqjULbKijnYsWHcl77MJfN7mI0y6yWZG/N4PBsGpZI5q4q0umKsAATexeU0o0cZ9ZbzAoei+Xk3GQHo94KRSIxSSuFRIE3mVpYg21tUVN3NklLc+JUWjiigpULje8Jm5rEy8HrYsJhN6oXCPKyvp8v9BaHitMcEinxVvBycvjbe4EjYImrnU1cWsretw4qTaoqSlqYjCa2DAqRlKJsDPwRVNT02yAGTNmPAR8GyhNImig0PBYATSvzINc78nlBk89c+SG2il8sQvZ04LzanuHBJ5xYuC1634VXPLH7/PV1hf7taVltJcvxuzF0Y1JwM1oWpasahWyxrYtgaWsTDLM1dXSUxVy3b9TKQmeoRCg5bUFLAsyGZx8HifvoArH6wY+rSHnBlGlFLqutr8TeU+vJDL8Pgmc7Z0Qj7qlcZGiEZltM7Wxl0tvr2bWwiPo7lL8dNMMYR2FWEY+v7IyaG2RYxozRoR11s1SJ5PiTuuOsDF9twZDkUvur+f3V/yG3icv5SvOSwC8ofbkPwddzKXnB7Cs0d3QvfGKwydvSSwIBduxZs9kJ+tNTr29mwWfuCXrSrHfUWHGjVvxm8WnH0jj2eaH/OLGKsrLNc1HfonLf7g5+fuT/OScUQii1BDeN4Du7oZAQGJYeYXEZ68X2tp55qkALcFv8d2zq/nelyyeev5MWq5eQpvj5VfJH1JvtwFwUO4h/p3bnWc3OoO/XrSQylwSHGvAVArlJjG8qFBILgu5HLO66znl6Er2rH4by4aeOX628H7C5MXtXHfqzgC81bUFhx+V5aAZeaxUSpzJ83l+d0mAuW90snfkVWzb5pDE3URUjD/fMZXn7vTx39SWtNZvw2b+z9gsPZMXm3bgSOcjLii7HZTFMb3XMuvdGMxwk9eWJXG7oR66u8DnY+c9LDaZADdcew3fWXA12/AuAHlsflN9PUf9PMjmG8cg5WHylAou+fM4rjvrDg547TS2sv4LwAue7zD/kNO49BcBlDIJBINhgyWbHdyG4DiiNZemiS0F48e50xOqiyX5A6cmBIJFn7MV1cTagXRJNcSyNDGQb2wEXE1cWyOJkAI9rums3yfmiB2dEO2RirVIuJ8mLiSO6elxx/V6pfoiHpdK44pyOW7LhjGNrhdPXvRyIgnhkNHEhhViJEmEccCCkp8XArsMeM3FwPMzZsw4BQgD+wy1oxkzZvwI+BFAU1MTtat4FIzH41nl77Ey0NmsjN5ys3/59g50by9aKVRbG1WhEFZNjWQ/o1ExJLMsCARRlkL5/Sil+OENdVx+yt0c0Xol06yZ/I/teWzM2fzy7m2pruiCRAInnUYrC6uyor+7t2Vhu5+VE42Sr6gQE5ZEEpRMhsi3tKKyWRQSn+yyWqxAQPrAKivxRaNY2SxOdw9YFlZVJdq2sds7qGmoL5Z/NTbi9EZBOzjBEMrvI79gAbmFzeh8tphQ8Xix02nsujrQGu042NOmsVNlp5uhDgGVON3dOF09aL8PjcaqqsIqXAyyWairxS4vxyo19hpAPA4P39bD3A96GbdJhCNPrOrnA7au/C0ti/XhPNaHc1jTDIzF9fW1TN08Rs2jC+lUUspYqxcxddMK6utH3+e65Q6av/zmC45ceAFT1UzCKo6lNL9qPoRMk4+nPUfQsvvRbLpp9UoZJfmLq2HjjYsLUrW18OAbNcyZM7qJY3nH6ROvTjZLflEzyg1IlTU1WNXVWLW1OGMa0dEYTJnCNgfbHHCwj8paL8rr5fubwh4HNfKfNzP87rc3cknbkQDktM3j06/gltsVKpPGaZMxtKqqqsToKotVV9cXK3OLFqErK9mOXm69Ms3tV1dwQtt5/NmZwb7BF/g4tjk/zZ3D70MXc/z3M8w40iKZ9+KkUqh4HB2NctV5YZ56uYL375zEybHzCFiSBD4idzt3+M5kyjem87MjvPzt1EV8PfoAJ/17b1JTr+DYb3fjycR4+YNz+eeb4yDdRkWNB6W1VJeVl/erCKksL+dnZ8d46pSd2MaRJEK3U8l2+9az644ZlLcMq7ys7zozZeNOal5toSNfjV+liWQ62O7LddTVLd0XYX34/ptzMIDRxMOhs1mcfL6oidva0dFSTRzGqqlapiYedv81NTgdHZBMjkwT9/b208QajU6mcPppYo1dVieaOJdDV1bi7e3FHkITW23t1DQ29E0kchrd6wkaJxRC+Xzk580nt8jVxMoClR+sifN57MmTUZ0lVRvV1a4m7nY1Mf01cS4HtbXYFRVYQ41BHyHryt/SslgfzmNNnoMaZFYygBkzZhwG7NfU1HSC+/MxwC5NTU0nl7zmdEA1NTVdN2PGjC8BfwS2bGpqWtpygm5uXrUFC7W1tbS3t6/S91hZ6JYW1wm2pVjeZNtU7LwzPdkshEL9RrMMRyKhePL+NAs+S7PJDkG+cainr61WO45kULu6ir22IBlSt4RJZzLiRhvtlecsS0xaurukhaGmWioH2tqgrFzKt5SsnqWyObTXi8qKw7Z2R9WMHTOGrt5eVKnHQ+G829vlnOcvlLYGj/t++bz0h40ZC9OmigmNQo67pVXG3ZQG/IJTcHuHlJYpJRnXUFCOsaFh2BFyn30M9536Cd9rv4KN7JnMy0/inopz+M7FG7P17iGUZS3331Jnp8Wdl3SSmzkHy8mTGz+R/zurnmkbj3pXK4V16TsxHKv6HMaOHQv9nUfWd3RzczNXfm8Ru33+e17f+nRQit3fv55/bvJjzv3TuOXaaTYLv78oxpR/3M2ByXsBcLTimoob2fGU7dn3O2vfcCCdTIpxYjoFX8yGdBJyeco22YRoTbXE6BGO9Fq0yOL5/3uAryce5sngMRyb/g3XT7yDcx/dVAwQOzrkhQVjSbfNTNXVSayOxaWyKpnkN3eO5+UXPOwZ+TvdPR6O8d/NRp5Z3BE/gWY9nniwhnecL/Hoze9TFl9IuqYGKxqT1axwmLzfz8wlY/jfuU/yvdxNALyR+TIXpy7npMrbsXD4Uu4lIirKLcmT2dg/h/czWzMzuB23nvR3PlnSwLivjKNxahBwzb86O13n73Bf9cYdNyj2e+pHPFR2Ct3eBk7sOo97Jl3JOZfm5doRDKLcftsrjpjLLnPv463tTibVm+Vbn1/Oi9tfwNl/cMdeai3Xq0xGqkD8klwwMWztYHWcwwYWi40mLqFPEy9ZAgsX9o387tPE4TBqBW6CYSVr4tY20aWFFf1slmTeAY8HlRMNr20b6usZ29hIVzTaFwv7HVNbm1QPzFsg1wjbbV3IFTTxmCE0cYtUKPTTxBnRwm3to9bEg44pn5djcOP9imjitY314TzWpCYeiS32ImBCyc/j3cdKOR5oAmhqanoTCADrdmpndVNbKzPA58+Xnz1eKCsjP2ducbTMCAiFNDN+6OOMX5fxzSM9/eKisqxi31VHp5RN5fNSDub1opcsgVmzYcF8+PSzYttBoZ/M45EysFwOwmUS6NraJZDO/AJ/ZydWZyeOUjjxBCqTIeA4IriHmx+slCQAMmn5a4zGpDzM5xUDmcKFJJ2S48jn5fmenv4lYJYFjY0wZbJUMuRyEHb74ZYyg15ruO/ceVzUeRwb2TLZYpI9jwuiP+GRKxfiNC8R45zlIB5X/Pp7c/jhPw7jrLaf8MuOk/jFfw/mgR+/y7w5y7VLg2GVEI8rXv5wAm0/uoDzb6vi/D9U0vHj83n5gwnEYsun4b1eOPGyCJ+Uf7XvMQcLa+Npa2UCAZBRi+EQLFgAvT0Snyor0LksLFwkAWOE8eCZ++KoVJL7d7+bPe88jEsnPkx+/iLmzLGl0iAckXjX2Sn79PlkvFg8AXPmwvx58OmndH7awWnHLeKkY5eQt/ycE76Cjb2zUAp+GLmDnb3/IjymjCevepXKlk+xu3vwtbSg02nyjoPu7cWXy/HxO5qvpp7gVWt/HvGfwPbed9llpwzv1hzIrtmXqLXaCag0pwavp9Uay/itK7jr+CcIeTPs0DiHRp9bLhyLFZO2iYQklN0pFu++obl10o0cee8enPf7Cu7f+gbendVAt1UtfxAVFQC0t1u88ulkkj87k3NvreSS++r46MirePXdOunucxy5vnR3y3t1dKLb2wc7tBsMhvWTfppYSfwoKyM/e47ou1Jfg+VkWE1cLYmBPk08fx589nlRc6ZSEvM8HgiG5HgiZdDaLsmEeAJmzSbQ2YnV1YkDoonTaQL5vGjiAZN/+rCs/po4FnM9DlyvhpYW9zqULGpzRw+hiZUY306eVNTEkdAyNfFAdCwuiZxkUhIJS5ZfExvWP0ai5N4GNp4xY8YUJHlwBPDdAa+ZD+wN3D1jxozNkSRC28o80HUJnUiIyUnekQxgeXn/MqkhULYtruN1dUXjQ3DNUdpAMkEirgpZyVCwb3VmRMeVzcq+PB6ZP97dI6YwIFUA3d3yXFkZtLRJgsDr7j/nOoN7vSKyo1EIjpdeK0tJ/5nPiz+eQEej8nM6XawvHqrP2J2Hi+O4YrRDglwg7Pok+CWzql338sIc3IoKWS2Mx+VxjwcKJcGRCEzfXLLHjgM+X98IOZ3P933WBT77zMO2i5/AHtCDqxR8tf0h3v3wDHbatrtocDnwHKLR4sXM5xeHYvec/3J7kh82n0m5He17vVflOKP3dG6+7jHOvHlwZYbBsCawLLjzrzBxYjHreMgPfOy4dzEULQ9vv6nYruWv3Ov/GR/U7MMRzVfA3Lnk8zVDhYQh+fRTm802G4U5oot2HEmEZjLyQCDY7/s5LI7rfl0wrQIs2xaRWV9X3H8mI2LRY/etzpTyn/8F+ObZR/P9w7yAwyUPj+W6s6p4+W95jju6U4RiRbmsGHV3yftls7L6lHPA60H7gxx9we785YIX2W+PGhorqrjyunO5rPxCABbmxvFk6kD23NlHqDECS+KAxpPN4UnH0X5x4Cab5Yt/9dBe8RMmf/9LTJjs45orv0SupYMzHtiEuw85g1+kzgFgXn4SzsYbc/w+H0OwDPwB8OUpCvlyibnhsHy26Sx0d+OUV7HtXpUcf1YtXq8CxvHLOx2eezhFq6qmyv3otNbYKsvdf/MwfoJ8vkrBsacH+dJBFo6Tx465MbPgsl4Y3zvMjYPOZsXNPOeaVJaVLfOaazAYVg86noDYcmri+vridAUQzdfeIT3+rGRN3NUtmriwuNXdXfQZaHMTBB6f3JTn85II9nogVFPUxMqS6oHKSpTfhz8al4a46mpUoe0ChtfEra4mTib7a2KvVzRmwC+fRyBQ1MSVJZo4EJB9FzRxWdnSNXFhnOVQn4/jSDK9dDXStvubvg/cpqCJlQKvb2TXXMM6yzLlYVNTUw44GXgO+EQeavpoxowZl86YMeNb7svOAH44Y8aM94EHge83NTVtkEsGfSMQLUuCi1LQ2dlvfvew5F0zwZK5rUrR5yqrs1nJCMbjEmBmzkR/8gm6pUWC9LIoBMRcHuYvkJ9zWRGCi5dI+axlyWuqKiQYdbbLeVRUStazt0dEbmeXvE5rMWhB94lulcujcvlioEunIRBAd3bKv3RagldXl1wQQiHYeCOoriz6IeQdEanTphXNbqC4EqjdSQ6xmJSdBYMyqzcaRbe2yr6zWTHFyWalNM79p9vb+5x1e3statILh/y4anKL6el0ZMzbEL8/3dMjv4vC6J9MWpIxLkveb2OyPXfQdkGVkvI8g2EtIRjUTJw4uPts4kSHUGj5Q/nzf+rh1dpjmH7NkVzz1wY++u7VfNpSx7//OTJRkcnACUf4SCaXQ4S0txfHgHk8Us3U2bns7bSWOFSIb6U4EtN0V7cI2VxW4soHH6AXLJA5425s+d39iv0OK7qLe72Qytjs9KW8TDWwbVk9mj9fjjMel8ebm/uuzJ/2TmCX3Mu8+k4NaHjyH2P5su8NZuWn8aj6LuPsRTgV1bz0hpuQdPKSiLAt8PlRiQQ4Dmnt48OuyRxz555869Acu2zdwyl3TKazbAp/+1OKPeN/4VW+wc2+8xlnL6K9zU0YZLMS/8eOhfFjXUPJkvG4jiPXrd5erJCfn5wfxOtVEnM7OqC9nW98PckmG8uqm+7pgcVLqEy3MM67WEaplbDJJnnRq5m0fPa9UfmMZLzEkFUgOp8vJqMLYrijw6yWGQxrATqVgp7uFdPEuWISWSkgm5H2gIGa+PPl1MTZnGjinp7+mjheuBn2yo16IACdHeD3upo4KduUamIQTVyYtBDwl2hiRPO6LVr9NHEu52pi39CaOJcXY8WNNpJqgtIRlaWaOBrtr4l7e0X/DqeJlyzpp4n7UUjAJ93zjEbdmD8CTazUIE1sWP8YUU1pU1PT08jYxtLHLiz5/4+Br6zcQ1tHicWKgaSAxyNfvmXNXg2FZZZrOCSZPA1OOiOlVWVlEqi8XhGcHR0SkLM5STL09KAVS5/Tm8tJcItF5Yvusfu7kedzRSFWVeVOTrBFQH70kTuD1pJMqGVJ0K2skGoER8vrQyEJdCDHbdvoUAgWNReNXzo6JeB5vcWS2FAIxo6TJIXfL+9fWysrgl6vHBe4iQ/XhNKyJdP5+ecyPzgalW0LATYeR+fyRRfe0t5jd0zZ9OlZ/lB7EF/reXXQx/Vm5ED+b8ISyAcHLcdqreUC4y35CrkOvzqTkV46jw9HKyw1+CbM8Yw8W24wrKtM2q6cE+6aSjYrQuJ7pwXZfs+JtCzKU5rD/s+7Flts5TBwstTfX9Qc5dzGK08fxQGHjrwkQudyEhtLR4S5jtvacYZdeQEk1jp5qXjq7oFcjnc+8LPJeC/U1cqNdSIh++6NitDy+4uVUW1tUkY68Jg05D6fzUv31TH2Rx5qdFuxZaInKh9HKCRxLRaHinJeejHAab6rueWjG9j/uABWJkWXbwzPbDaD7bdPc+ljX6Iu3cqJx8yDuBtTMhlx8q6v6yu59Y+ppumxHir9Abq742DbVPli/OHmKJednqc7cghTv7M5B01PcMn1d5JoTRL31xCu9Ep1XEO97Lswi7wwgs3rlf5anxda29C9va5reEJW9pSSeNvahi5z3dRLY2ZPD9qdV96PdFo++0Ivb2e3XHdqhxgpF4sNXtXz+eR6YKoRDIY1SzS6ajRxJCI3qEvTxJaSFrXhKGji6ABNXKiAymYHaOIeeW7MGPjfB5BM0KeJlRI/s4pyVxPnoScxQBPLJAkdCEDz4uL1qb0DcKcrhMPFyQ9jx0mFld8n51xTI9clrw/ybovzIE3slQXG6mrZNhAoTqdYmibu7BzsQmzbbuJdyWfjOBLby8uWSxMb1j9WoFDVMCRDZfMKQmpZjBsLcbfvSAOhIPaUyTBpUv8eqnhCVppAvrC9vWL6Mm+eZB2H6BsVo64YLFnsrua4c3EtJQGrrEyEW+E4/X4JhlVVcjxjxsImm0jwyMjoG5SS4Kfdebz+gCQVamrE+GXzzaWEK5XqL+a9HuiNyXspJaViHi+MHQOV1fI+U6dKsMzl5PlIRMpmC+VgWkvGOJmQceLZrMzxLZS0grvS1y0XmIG/j2wWnc8TiWjK99yOt9Tu/V7ygbMtzlbbUlOTh3R68E2H4zB4LifyebpjJXc5rJ5X1AGDXjLHmULtjhMHb2swrGcc+9O+Nvg+ttwW9j6w//fp1vN7+fuLg79P7zzezgm+W3n/6VF2x+VyQ9sAaZYZi5XXKzGsvQOcPI6y+MmVm9FSt7UkaVMpiWGFKqxCbMhkIBrlnDNC6OZmKR8t4T/vWny5+6/M/m+MK87UIo4LK2xeG/IOH3wc5Khzt+W6i+G6X8bxfPQ+5VaUye3/5rrTepjzfpy/cTib7Bziy1u18/Nz8rSXTePjz0NyUx+JiMAM+qGqEiZOgM2no9x2OGVbxRtuW1rRFsZrOOQ32/Pt71pM3lhx8XUOdVvW8n7PprD5ZnJdwjVQjETIZTWZrniJ0M5LzHPyxdFnTl4EdwGvR8zJPAPWLXw+uS4NxHHk91dYbfPaco0bKimQzw/dczOSa67BYFi1DOVjMmpNnChq4qlTYPJkVxO7Wm+gJu7pkXgxd+7SNXE0Kpo47VYtDdTE2cwATVwhC1vxOEyY0F8TV1QAukQTh9wFsUq5Od9ommjiqipp9S3VxD7v0Jp4TCNUVsn7TJki75HPy3tGItIKN0gTJ6WSN5MRTd/TU9TAti2J66E0cSbT1/LbR2H8fOGztdxWjUxmaE2sh/idWkvxRDOs86yd7lbrMj6/BKTSL1g+378kfwh0YWVnwjhZhcrLl9czblxxzmxf1jBfnGvb2SlCtLFeAkEiIYGjrqR3t2BSlc0VM6vdPRLcEinZ3u/2V5V+2W1bglQuK5UEkYgcVzDovkctZLIS/KoqJeGQy0qvVE1NsWxqqItIKCjnWxipVphxu/WWxTJa2wPlZeJhEImg8xo62uTcfT5AidDM5eU4Cscci0mgL/38B3/gfWMjjz9F85D/fJ5/aSHBeBvpQAXjtqvhxKN6wRcY8nenbBs9nHD1S8b1a19XXP/8qST/EWa//F+wyfMmX+XZzc7i/NOWkh03GDYgOjsVWyX+wduP70C4spGzf2pxQP3fsZRm0+R/8Kg8W37+ML/++k44WvFM61e45Lfw1T2X4pMw3KqHbfWNTxwOHU/Ize7UKRCL8Z/3Qxxj3cZzTx/FsZsicakg9gptXIkEtLYyz5nM5++l+Pwzm7HxTi68qIqxoXYU0NxscXn+GV5s2R3VZnHNVWWk0xHqJ/v58WFiqLtV9Rx+dFQV/3wow8+TFxC2pCT3iMwfyC728PvysxizW5Z9t+6BnEVlWZbfXfw5TiYH+YCI24Z6iYleH0yZUuwRdktZ+38eNn+4Zq78f5vEfq+yOPeyDNQ1QDpNLqvxVJX1rej99dkaeudojju6W7aLhCTmFoRsYeUunZbYa7vVBEPF4dLPPZNxkzLiwk5ZmTvv3JGfa2uHFqN+v9wMlFYjaD04YWEwGFY/Xp9rErgyNLESTVwwGrfcJGOfJs66la5uJdayNHEuX9TEPd2iGwuauOAtUBpzvF5ZzMplpJKgnyZOyXtkslKhVl0NVdXy2nHj+mvioU44GBBfAyffXxNvtYVczwZq4rIytKOlvcL1OuinibM5+ioIYrFiNt9xlqmJicclEZFOyedYaCkD8RYKD6OJhzI6chyJ0Yb1EnOVXdmUl0FzzPUxCMgX0etZZsAkmSwGjarKvod1aSlYOCzBye+XPrBUWgJfYdWsqlKCXjaHTqeL4jEalWBaUS4iLZuWgDN7tgizlJYAUd8glQS2LceSTst+k0nJlCYSEiCzWbkwWBY0Nsg/W8zF8PlQJcEa25a+144O9/x8MgZHKTcbXTDMUX2CUw1cunRRFWXoxsZ+fa/yIWlJSiSTgzPcXh9DVgwUznHJEpRlceSxNnzbj5MfJ/OHAXB/Z8NlzMvLiyW9hax4ONx3k6IUnP7rct558wx+++AP0HmH7fev5uIDrBGbyhkM6xta08/j4KmHsuzf+ycenVfDFlvVc90f8jx6SR0nt5xGo90CwEGp+9kl/hw3Nf6W396RZZudll5EpywLXSh39QdESBVct5dFzI25Xi8EArz2Wp6feu7hhn/tAUyVWNPbUxKHOqUiyvbw3BMervWfzNNP3MjJ59ocfnicF2/t5Gcdp1Nh9aIV1OoWvuZ5jU9mbsGCyXty+Fb/hQ4tgtTj4Wu7p5j+5SlcePa9XNd1aN9hXRG4ge/9RDO1fCG0pyHgg3wOFQhil4VEJGYyIoRdQ7J+JmNKke/sks/EskjaEYLlbktZJgNYIkC1lnaIUAgVifDTwxXX/EFRHZQ4OPP1NukFdtvVyGZdB3FHkq448lhBCIM8FwkXkwoFstLzrLu6JX57XQfy9g5JhpReNwsTggYSCrmi192327NLzRCtDwaDYfVSUS433KWa2OddtiZOJF0PliE0cSEORCLFNtYlLRKXor0Smzo6i3p2oCbu7R2siT1emDNH4kZKi75uaJT3tiyRkekUpDrcaTpDaGJ/iSb2uLp/oCa2LHQ8PlgT9y0SakmOaNXn6TO8Ji5HNzQMoYmR61TB4LA0aeDzsyxNLBUHtnxOWg9uO1maJi4YtJdqYiN411tMEmEl0mfwpJBsYle3GJzUjEC4pjNDurWqki+rikTkqx+NSuCzxeUWrYtBRGsRzOl0MfuXzRZX70MByHlFdFVWiZNsPCbbeL0iMDfbrJh46OyUwJl3zcAyWfBYkqUN+OUY8nnJxNpyYdBtbZK5tGywLZzCjX3BfLA1IeNwqqvdREW77CdSIT8vjaqqPhGMZckxVVa6ATsI0TiUuf1nmawkdbzeoqFaoTy2trZoqlOgvByreTGkQyWfXW5wPXbh9xEKoX0+GdOGFsfhARlXpWCnL8NOX94wJjFoDe+8Y/PxxzBlimK33XIr5O5vWP/o7lbM2N/PrrzOGH8bkVwX0zyzOLTzRu496AgA3u3cmzODd/An/c2+7a4ZczsXPzyOSGTZRo86GpUb20K5vNcDEyZIq8Iy+PhjD8efNJ6Dql8kYGWYkv+EoEqx+/w7+fWe+6JRPN66F2ef3cskfw+vPlOHtIfZLP48wVTPXFr/28rNv2oEneNTZ3NOiN/DDs6bWEqzh/81dva9xWO5Y2jMdnBb0zj+k9qa2096hXIdZ1ZbNVOntVPjk+vBB7mt2cL+gLDTw4SytNzwF0RsMiUGXwVBbtsSm93VJj1vnlxbQuJl4LjjzL6YG+CmW8LccF2HvL6yUgRoPCGCNuiHZJKoE6F8/kc8+/BGfPenPmIxRXjRZwRzvbT17kldpESkejwSe7UWV/HC8RQE7JgxxZGNBdOxYKjoi1Mo77VtEfcdHUVvCfcaN1R/s1IKXVdXXHH0+yESWbrvxWrk/fctyspg6lTTXmHYsChqYjV6TZzJDJk0VIVYQ4km7umR779ty/SYwjSHvulg1vCaOOiX2BOPSyy1bEjEoatEE2+6qauJA/01cTojyQaP5bb0+ooxLxBYuiYuJD1LNXHNcmjiykpJutpDaeKQVHGUauIKd7pOn8mwW70wjCameXHfAqF8diumiQ3rFyaJsDIpOET7fMUvXDolDrKFubJerwicgSNPAn7oTg4KmoPKg8JhCYybbCxBqHmxBA+lxB024e6jvEzGxdTWFleLlJIs69y5MkLM5xNxXVUpx53NSJayYFbT3e0mRNxssGVDPirlTOPGFbPA6QxUemRlbFGzrNJFIhLIu7tREyZItjXnHkMg4JagxmDBfElk5HKSAa2vh8bGYT9i5fNJNUIy6Zp8JYolbW7Wl0BAgmldRZ+Zix4zpihefT4RntncYBOYxgbZt8cjP1dUoIYo3eo7Ho+nX5Z8Q6az0+Lii/M0Nn7EuHFL+Pe/q3nooS0480wvkycbAW0Qqqo0T7yS4qazNmXq2y/zjdxjAEzVn3NM7DpuqPo1Z/7Kw1u/W0SmzctT1uEc4DxCfW4hfr/09r//H4ttthv6b0pnMsXJL16v/Nf1hNHhsGsQi6yQDNH2MH16jr881MzvLpjIYQsvYFPrEwC+knuBTXve48aG33LzXRm22TFAfG4Fjz0JO398G3vwHB7Ei+Gi6I/Ive7hn3pP2jb6KYuyfqa1zeKw0F/6dO213pOY2z6Z2yPnc9XPPqa8IYwOBPjRWVtx5MFtNM+az6/G3MjYPTfizy8tZPuuZ3nzo7346vYdoPNSRlvvzgGPx4vjvSxLzvfjTyS++XyweDEAavwESKd5/kmL8vZZpFUjfhuYO891IkfEpdcL227Di09m+UH619z4h3NoftNDT8LP0d13E9ZRfnvWTlRHUmQyFm325lx3Tbtc15SS6T6FqRiuWZiyLKipEdNL14xS2Ta6u6d/HAa3TDhfXPHy+YYVriCJBMJh+beW8ec/a8JhxTnnrOkjMRhWM32a2FtMEo5UE/t9RQPAEobUxNBfE3vc13R0yk201yuaOJUSDVxoU1BKNPJATVzZKMedcysMBmliXdTEmYwkQ8eOLWriQgJkaZrY7y/q8kBA/vVGYeGCoiZevFgSqUvTxH4/ekyJJo7Fix4G4ZB8jgWz8eXRxA318rqCEWNlxVIN3I0m3rAwSYSVgM7nJcg0N7tl/kp6oQpfxvnzJdAVykbjcXR9ff+VkkIvv+O45ljiT2BVVPSJXh2LFQPUokVyw29bMqYlHIbuXqhwZErChAkSVNxxL+RybtCzivvPZCTIF4xZHCSwdXbJMbW0SJCsrHSNa4C6GglqhZvs6mp53rLg85nQ3iZGOJ1dfU7m+c5OyY6Wl/WtEuH1wicfiylXb48EZn9AzCHHjUfVDXCJLUFZVt+FQ5eXy+eTzRYDsccz6IKkCoG6FGvARUteCA0NqFUoRrXj/o4yboY5FEKVla2y91tdXHmlw1e/+jyBgPhT1NTE2GSTBVx77f7cfLPFQI1g2HAJBuHMGyu45uzT2er5fzHWlpvcmyKX88P7d2TuLKhp+R+XTHyYA06fyGU3HM7Gs57izdd3Yfe9NGf+SHHbIzaTJvXv7dTRqIi2QkwLBFy3bEsEZcJtzdIa2trQFRWoSKS4vdagLMZ6FnPpdUF+cdp1XL/4gL6/3esbfse5D00ikumAJTnC0TYuODHJE698l9v/tjUnZ68AwFYOf7R/RvXXNufiYzq5+owUrd4JXJ8+kzMC1wDQnB/DnRvfwEUnz8OXjkMiyf8+CnAwD/DqY7vjVxGOv9SiXn1KbFeb39xyGPF/BSWJEAqJsPS7M8NDYaiukfLdzk5YsEDO19EQDkriNxGHVmkP6ZmV4sDkffzjzQvZe6c26JIYvWCxn+v/siXj/Usg2Exnr49vez5i2/S/af13NRX0cp8+kq29H3DFwkOY5WzMXZOv4bRrAqiGehGwICtYJfPIS1GF5EIBr0fKkAfeHEQiqCGmXKxMdOEa6ThyTBUVI6pWGSn5PMRiMRIJGzCTIgwbBn0VCCuiiQsTHEo1cTY7vCbuey9LFqT6NHGZ+B9YE0SHRqOSSBiJJtZAlW8ITVxR1MT19WKA6PMNoYk/l/0l07KP+jrIZMh3uQt+pZrY54OPPpRkxkBNPH4CaqjJNC6rVBNblrTGrXJNXOK7sJ5o4g0Bk0QYBTqX67+KVRBCHR192bw+cdTZKQEjGhPRWuqIXXCFdVdWdDwB3V0ivBKJosv2uHFY7kgtnUhIltLrkf8uapYgFCmMBGuVUqx0WspRE3G3RNU1mRk3znVtzfdlfpk3r1hlkMtBtEfm3zpaDFyiUen11bjzfS1JDNTUSGlqLiceBraNXrIEHe0l3xsFS2HnQS1YCEqhff6iWVYmA23t4rqbSEggzueR2T1aAnJ7G7qifEQjYZRSxZ7aWEw+d6XQ1TWoyDKCXjgs25QKWkcvu1dvRWlv79+CEo/L2LmlrLSt7TQ3W/h8C/sSCAVsWzNu3Ge8995W7LCDceg19Ce/uJ1Gawn3+05kp/TL7Jx4gbmzduO5R7IE9zqMi68M4/Pl2fXLY/ndhd/lub/kqGnwcphzN8/dcRA/PEdGuiql0Ol0MUZq1/gwnYKY5fbNx6CinO5em/vu8nPyzyWm6nBYttdaxKbWUFGJFY1Sn55HDg9N3h9zQPp+xiY/J99WBuVaErgd7dC8mG9NnMWvQhtDyUCCjshkfrRvC1/MGs8/Fm3KNw8az7SXHySWD7MgP55pntmUBdL4qsIwtw1sm1feqOD73jtZkBzPRpWLUb3TIJAmEuvlgoM/Z16iURKQFRUSP6ZNk/hdMBJMpaC9nXx3NzqdxvJ5sXp7+eND9cz+NEJ9ZZaMstmq6zl2sv7FhXcu4b+PpNHpKj6PTuBXx77FPlvM4ZO3kpycvZyASoOCEwM3QQCeTu3PR5ktODD4FP/O7sI/vn4Vl1wZwuPRgBcdDkkMjvaCo9GhINTWLr21IBSScyrNIeTc+fCrEJ1KybH6fMV+4NY2dGPDcvfwag0zZ3r6Ojg+/thm3LgPicdDvPTSZowdK5UVDQ0js+cwGNZmllsTF8r+oaiJYzHRwICOxcXvq1QTl5fDmDHDa+KFi/pr4miLtOym0+LHEo8VS/8dp78m9niKmljrYqVCb4/o94JRbUETO1oeVxbUuQncxoYhNHGUfDQmmhhQ8xeIPvUH+mvi9k4Y41bBlmpijSwCtrWiy8tWvyYu+NoYTWwYBpNEGCE6npCgVvhyxWLoyippQyhkNAOBYgYTJBOYzUjWspSCiyzuyldvT7H9IRKRf27PlpNIoFta5EumlGQmP/9celyVkuBp2265ErISFAxCS5sEvPIKEZaLF8PEiSivF11ZCTNnSnDK54s9V+UVMo87FIS6cgm4+Zw8Vl8rQbQnKn1V7e19rrUayKVSZJJun67rAu6zLeyeXpntbbl9UY6W40wkpHet4Oidd2RlvqVFsrrxxPAO6wN/N9GoJE26e6Tvzm3t0JtsvPSyq7Iy6acrzD33eqG+bnBZ3UpEZzLuBankq+fOVdfl5av0vVclLS02FRWdQz5XU9PJggWwww6r+aAMazWJhCI2q5WL6+/l4Is24qWnDyP84mO0PdzBL6+qJhgsCh6PB35+ZZhEXPPH8xZzLHdz8wc7Qm+VxOK6Ovke+7xyc19oSbJtiX+2R2In8OKTivdf6sE5xYuFLorIWKwoIG2bzzrHEGh/hUvG3c8Jv92Omy7Yl6kfP84LD2zKYUdk5Ma3uwfKy2hrdqjr/pwnOJy/l32HXWLPMK7nAxbNn4gv8QW/v7Cbx16opy63iGum3cfEHat5+dFniM3pYK8jt6fRqSTs9BDWvVznnMGhwYcYm1rMz0+7nrTTyJSxCfxhm8u++28oq5TjjMXl3Lq7+3qAdSZDJpUmZ3lknKPW2LbNd7/8MTct3pTpi55kX/2EfKgKroh+n66eSm4MXsYPvz2HmkabA2vb2XZTHxc+fDuXxn8oiQTgJutcvPl2fhL5PWntp0a10zDRV6I3ddFXIeW6p/f0yE3DtKnD/h0opdD1dXIehfLeSGS5VqJuukpx0pl6ZD4s0ejga8xAJ/Pl4JZbPLS0dLHllvNQSrPFFvPI5y3+9S9ZZXvnnY3ZddcMZ5213G9hMKxxdCwu2rUQAOJxdEXl8JpYU9TEA8vdLatvFVprLUnIoTSxbQ+tiT/7TEwbC5rYY0v1laXEJysYhNY21x+gbOSauKxEE1dV9tfEZRExY+yJyjmVamKlyCUSZJJJd5FO9LzfUti90cGaGC3XrEhZ/yk3qZRUj41WE/f2ikFwb7Q4dnF5NXF19WrQxLn+XgzrgSbeUDBJhBGgtRYx5DiS1SsYouTy7gxtl4IzaSYjAS+Xl1X7gV+C0vFTmUzRVLH0dUpJUM64BjAedy754mYRaGVlkl31uZUDzYvlJjyvpZ0ANwjlc5It9fnk2OrqxFegulrEUl2dZHCDruN4ewdsuknRuDCbBZ9HbvhtW95z3lzYaKO+XmPtOGQWL8ayreKccNsm7fEQsi2sMWOLfgjBoJyL40i/Vm+PHH9PtyQnCu6wufywfVU6m5XfR8EcJ5GQDHTa7bFT7srj/AXoTTfpF4RSKXl5pS+OymYlI94go8yIx6GnBx0MLjXQrhC53NAlY9opjjJbBWgN77/vIZVymDLFoqFh5XoUTJmSo61tLDB30HMLF05gn32WbYZn2LD4x6sWyYmbceltQSIRzfa7hPn3XkfyzFU+gsFim8LMmTbHHBzggOqXCakk47NfUGbF2GvxnVx36DfQSvFk1z6c8vMAhx4cd435KorO0lpLrHH7RGe+2c1huQf+n73zDpOkrLr4r1LnMHlmcybnnASUKEEQEBMGFEEkfCooUSQjAkoQA4ISFAERBANBcg4SVDJsYsPkme7p3BXe749b1d0TdllwUdS5z7PP7s50d6WuW+c999xzeeFvx7HlRpJDlFL1ipof9/1Zp7rthzjjdJeuKYPM+oHOzdcexONPhznkoOXSR5uUavk9f5/KC67FIXv3ctHUu3msf1N++4cWqn8pcsSnekDr46GXNiO5x3GceZyG3qHz8l4f5/SjbI49op+HfucQ6e7ja4mfMNtcWtuHG1OfZMBt5Qr3bA7eYQA9GhIJLEgufWsRzJ5Zm4Jg5wp4hTxG1c/DjoMbjxPSKnz7a908uPhIrr1+Ll+sXgrAsNfEhdN+ycmHv0mTOQL5IpQKTHOLNCdnEi5UGPaaaNIyDJXifCT6BBevfzNLXsxzhHY5L9y2nMMOifhEsCsJNp+X51rgPJ4bQeVyE5ICynEE2GuIaa6m1eTJajhTH2e2BlEqwX035dlm5yTb7rAG+S0w+20MXX/HUZSrC02DSy8t8/vfJ3j44SnsvPMTGIbCMFzWXXcpDz+8E8ccY/GpT4UYGHjPm5mMyfi3hhS/RkZjYtMU3DZ1Sn0qSyMmduz61JT3golBCONKdTQmXrlCsG8iAQnTx8QedPfI4t7x6pjYsVeNiZtbRK3Q3i5K31hM1LmDg2KsqOuAJhgzbMmCP8DEixePx8Q9PeiGb3JeKtYxsWmsGhMn4vUWjkZM3N291jAx66078fUMJk1EwqMx8ciIYOIJTG3XStjO+Dwse/W+YuLJWDsxSSKsSQRGUDlfOhV8qYcGRZ4V/F/TBAh5/oiradPkvf39o1k2x4HmZtSgPz4xMyysYSJZn7+qlACyoA8pHJEEp1R9bq0j41Po6wPXn3VbKfstFCFhTQPmMhz258ZS/38+L+xmAEoDV++qLcfreeIuGzVEHhboLzVNWFfTAhQuSAICUTOYJlQqqGoVb/p0zBnTJVkHYTuShKdNF2fbhQvlPITDMGWqbMu2Ud3ddaluJFI3pgnOp0IS3eCgPMhivtO350B/AVqafRIkRCaj8dNTBjBff4V0tY+e5Lps9rEu9juwJOqHULhu/DM0hOrtk4RumjWJ3VqJwORtbGL0JXDvR7z5ps5ll9lMmfIaqVSW3/9+FrHYVE491Vtro9SbmhQtLW309TXR0ZGp/TybjVKpzGLevPcOzCfjvzP23Mdlz30iNI6b2nYXg5t2Gf1dWbDA5Y77S1x+3GwOXnQaG2j/kNd6j7BO+e9cnvweF52xjK0PaIMh3xgq6AWtVnnoyRRL7jahBMr1SKx8g53VvXz78mP4x7YRsApQqfCxPfO0xIu16stXjynJ/aEUVKpohs6nvqQ4ZJ8VsssaAnbDIVpaXb570jAdhcXghNhp3hLW//QinnytU/J2cyuXnf020xdYEDKgWGKjzUL8+n6T8mtF9t65yk6H7ktXoZvtIk+zQ/gpAF731uOW+efwrUNeJuGNQDghOT8SEYmvYdTNywDPddF6+6TtTDehUkbP53BaWzCnTWXbDdpZep3CUQb9Xjtt+gCtrR5NG3TBS4MCRDWNSqodK9PHzcYRLFpnX3pfGuRgdS0/Kn6TLXvf4oTYDbyen8Uzi6Zy/qeep+pZPFHchptPe4DmFs1vf9OkohjMah9DIqhcThYiQY7P5SRfx2L1xfzixTKq0zAgFl+tye3D9yhO0r7Dozd/h213aF7l62ph+uMkGxcqjrNWpLsHHugSjbbx4ovT2XBDIYVeemk+hx/exBZb2O/w7smYjA942PZ4TKyUtHd1tNcJgX8GExfygvliq8LE4Trx6yt7a5i4t69OWlRK/mj0yDtg4hAUNSE1U0nZ58BzpuIXBlGCiSOiVqtjYn08Jg6MalOp+sQ0x8GbPmNiTBwyBROXykJKFIqyoJ82XbZVqaB6eurnNvBSaMTEnpJxlQEmjsd9vzMfE7e2oGx7lO+L8jxZQ4BsJ1Pyp/80YOKBQZTnyrVY25g4EobsBJhY1ydHQ/4HxCSJsCahaZLQxjpIG4YksdZWSSCeR21cSrsvi7csVFubgKViURJvKiUy2HJZEktQLRvJSiLTtHryCiIeE7bV8as9/YPS+5VM+S7kIdkP2/FNtErCuAaLf02rVcBVNisJamAAunsleSUSkgjjCdmnlSslKeVG6mNxikVJhrYjDw8/QemFAqqvT4B1LCYPjXQaLRRG6+yQir/n9yg7jhx/qSQyrXRKPieZoK+Q5LprZ+P1DaJ5edz2OJ89pZWZM105z+WygGdNkyRp+1X9zIgk0blzZR/LZfmdY8PMmXhmiAsPX8lJb3+etD4ix1KBP157KH/yPsu+O434RmCWgMpMRpJx1K+w9fbKNVwbXyXDEIf4fKFu8OY/QN+PqFbhBz+o8NGP3ouuy/dpzpx++vqauOyynTnhhLWnSPj2tz0uuWRnXnppmObmfkZGmolG2zjzzLW2icn4H43OTo9zburkhIMv5qJlH8XQ5Ht7SfJiTvx+hKbECISmSp5sVBREo3Stm+B3P+3lqIHTmKKvJKWPYGkO53UfQvX2EL8zvkBh611Jpjwo+q7amQxmS4sAx6YmVEB0aBpmS0pyZ8UWEjSvsc+Hw6IQq5hCkDY305oos1/zSqiaoMH0ub75lSvtTMp1ieX6iCUrvPrQAMOlOF3Jbsoqgq1MXAxMr8o6c0sk9IJsz3PrVX7HlTxvWfXc2t0jgLlcERK1KQ1dnWiGCa2t3HFtno2Lj3Jm13U0L2hh2vN34C5ZjluIYbT4/cPRKI++MpvnCtPZ+Ztz+dT011kZX5fT/+/buIMO3xz+Jqbmskn8r2wVfo5l2dk8MPtobjr/ZZrfWgLJafKcyGTlGeS4tRwagELlefJMDKpdhinHVirXvRBGcpLLwVeWZFGOLW7qwMqVGk/eW61d6sfvzHOR8QQPvv42v7u27qewYGOTTbacQP3V1CSLjaA3OaimriUV2jPPOGywwQqeempzTNNm3XXf4tFH12GLLdbKx0/GZPz7QtdXjYnz+YkxcUfH6jHx8LAs1gNM7PlqhwB/RiKjMXEsJu+tOj4mHqi3GETC8ndri/w+EpVtuY7kmtYJMHGxJDiyu1dyeDxer+BXKmJmbpr1VguFP1bSV+yOxcT9PiaOxwXfNTWBFRJM7DgTY+KVKyVnx2L1IlYsKr93XFj6NsydI8dfEPK7Zug4OChG5TqSe/sGYF5yPCaeMWM03syOyD6U/Ba0aFTOezrdgImHQTWsS94PTFwo+n5G7y8mnoy1G5MkwhqEZpoyVqZR/hiwlK4P6trb6+OoxjihaqEQKhyWBJn2JUFvvilAK5n0R7uMCBFQKMhnpVIi3QpUByDJIpmAqdMlUSglCoZIBDZY30+KugDpnj5Jll2dcmP6RlUiH83LtuNxca51PUl2ne0C4np6BJgmk/IwyOVgJANak7y3eyW0d8jPB4bQczm0YgE1pQstnxPGdMF8tFgMra0Nfdq0umFNS4sco+fJceZk/zN9DpddN4VTC0cR10XVUFkS4oITruDIK2YxtQtJgm7BJ0gafAUsQxLhosVyHMlEfa5tqcyDD1fYd/mldQLBj/28Wzjnjt3ZZ4uySLUCY7WcbywTuNuaJl4my9oKLZ1G+eZAoEnP2dqSBIyJu+4y2WijZ2sEQhAdHRn+/vcRbDvB2jIjN0046SSPYrGJlStbaW93Sacn2xj+m6Jx1Pa/OnQdOtRKFBo3al9mb+c2Zldfwy5vAh2x+ojDZHKUwdX6LXDRH7q44qQfsNWzl/Nh548AhLUKlyUv4CMHWOy4e7/kS8uUXBzx80Frq+SRan2ximXJl33aFMnpIUvct20Xpnb588GNep9nMJkmlaqD45hvQGgYoMEV92+HrSwuK53ADc2H8ZXi9YSrWY6K/5xFrzjwsWnwxuuyjXxB2p+GhuSCVCoCEgcHMXMj2OEIWmubANJZM/GamwmnUmhdXfzlIYcVO57D6efGiaRCPP37/bnlvBh/XZhj21lioohpMm2DJD/+WYZmKwcjOlM7ba65w+L2O1q49LpzOLFyqn8Oyzy88Yl89+RBmd8eCsHCxfIMikRlBnuzL/sdHBTjXKiD/pDvju6U/T7juJw3paA3qLppkJb9Cgy3QC7z43dV2PKN69mOh/mQlkc3FMf3f4O+y9pZ4c7gutbTOPknE4NRzTBQXZ3yvXEcmXARi66VHlylYOFCl5Urd+Ooo8LkcnDTTZ24ro08vCdjMv5zQzNNVDBKthETRyLvDhNXbVm0Arz51gSY2Kq33Y7FxD4hQTopmNjQfIPGBkwctEQkAkxsCCY23y0m9ottqZT4GYzFxCtXSm4bGYHBIfR8Hq1YFEycG5GxlgsWoEejaG3t6FOnCr4ci4k7fFwdCUtr2dRpQipoGgz3jm5nMAw5f64rC3DPEywM/nMsOxoTJxOyxiiWULEYWvAgHx6Sdo/gvf2DomaoVuU5FWDiYB0RDr+/mFjT31dMPBlrNyav0ppGR6eML6z6sqlIWMBbxvdKUErcaScwZFKB82wgDfI8uUFdXRKmpgnr5zjQ2lb7DJVIoCnVUHHPSpVm+nRJNFn/Jk4khWEsFGHRIp9tNSTBDg7VZE9aMikSUr/doNY7XC7XGV7lCUsbPADCYbxCmScfNegeiLDRuhbrxUckqQwNyoLetonGo5SrVVRHB6pSRXc9wqlUbRa41iB/UsWi7EMoJNU15fHbe6dwbP504kax9rqwVuWE3Alc/dMb+caZujC+ui4misHKt1iUZDxzpiQg05BjiEbl2CyTF+/L8XX1sADkMdFceJvySBPRFiVjh1aslO2U/R6++fN9kGv/U71Z+bzG7deU6PnHICocYfcvtrHF1mtmkvPPxJtvKubOnbj5NhYbIZdL0dKydv0RYjHF/PmTkxj+28K24VP7hbnt3sq/ZVzn0qUGxoplfLf1Og4+IsyVt+7Fgjf+wD0PJDnsgH5fpupXlxqq3iDp4LgL0/x4n535cF5IBEeZpBa0s+MWS6EcBysh4NOyRPraXjdZ1VtaZBGs65LLXU+UT8HiuFqtO5ErBUuWSmUNJGdXqgIwm5pqRlUqmCXuODz7qix0h71m7t7ibH5ynM35Z3fwree/j7U4zLH6WyQ330K2VSpCOIJnWNz2wjocsu4zvg+Bjem5eJEormWwojKbpuEK6ZkRDL+6f+ZPO5k1Wx77Kpdj2x1drrmlwki/33JQqUK+h/UjGRholROXlPOiaTBvnk248hw9bievmJuzq34PocoIGkqqVbGYPNOKRbkOVqguI7ZtlOMIOCyV5PfBAkTXBaTm8hBPCumczfiLgD45t81Ncn39RUQyqbjkpgS3XPVl7vrNHL6WP1NOt17g8fBH+ce2R3HlBalxU8waQ9P1cW0WayOWLzeIx6N8//tl4nHJrxtuGOPEE2PkckXWUhFvMibj3xedXdK+UPEJ1gATZ32vBAXEY6vHxEEhKCAevIbW4AATt7WPxsSeV8fE2ZHxmFgpaautViUPNWJi0xLfr6lTxmPiso+JU2lpC27ExG0tooDyPJH5l8uCf0vlOvkwBhNHEnEqlYpg4qqN7rg+Jg6tASb2C4SvvSY5eMZ0QIlSuDEmwsSBQmHmzPo5VkrycKAuyOchHJbrUGwgEEBUGJlhydlvvy0EiR5gYkcmAum6r3Ree4SoFgqtsXHkZHxwYpJEWNNoSks7AUiiGcrIv5ub6j2VhSIqQCyBu2ngEDs0RA3gBvPLy2UBo6Z/A9u2SOj90DQNo71dfl4syk0d9IQ2NflOsa4kmSVLxH025huIpZv8BNwm5EYAlAJFRdA/lUiAh0jTgv7Q9nYBVpUKb76iuO7yEHsOX8eW3mKee+hD3NL6YU446G/Ek0l5XzSCZttEbVcceyMRNN+VdkI2MShOF4owPAjNzWQGXaYYPeNemtTzOMt7gKlyrpqa5Fzadt1R3WdGCVly/AFbGo/B4CAtyTg9XldtFn1jFMwWQmEl+xJMtqj6YzJdT/wSurrk4aPe22K7t1fnssPf4oieU5hjLMFWJnf89TM8v+ehfPnbkfd1Hu5668GiRe3MnTv+3BaLaVKptUsgTMZ/bzz5iMasvqd4/fWtWG+9f73Hxb232xS3/BDfOdcjUsmy+c4Wv/v1J3n0/jCHHW7XQZRSMDyMam2V/GDboBs8dH+CXTK/5efRE1kY34IvDZ1FcekQSjPQ3AbSS9cBNapypkejkgcKBQGnyWQdQE2ZIn97nkhOFy+S3J5KQywiC+lUUmZft7aO2Q4s6k5QsgU86SGD/fcvEtU8UjGLbzRfTuYLX6fkhfHsEFZzBMgQa4/z/FvtXH/3LA7a9GX0ohCofaUWOtwSqlDkN7/biPUWlPnEgiLMEQnslltpdUM/V6qIzWmX5oElAjZbW8Sk19BFKTC1S3Kiv68P3lZiHjrXbv5zNtk1wfev2h17eT+VkShh25GqWqUix6vp0qKQTvltHzlQSqSruXzd/CuR8IF4TIiW7hUCZANfhXRapMSpZE0pEYSmwSePCnP+X7dGvaAJmQH8tWUfTvtBarVkl3JdaZnwndNJpUb1Cv8zMWOGy5VXlkb9rKVF8YtfFFbxjsmYjP+wCDBxEh8TD9d/Htx4+YJUmAPjWqXqyoOxmDjskxCNmLhaFXLCD03TMDr9UYrFomwr8EiYCBP39vnGhYZgYtcVTJxMogXv08dg4mTCb1XwMTFa7T2Uy/KnKS2faVrSxlYsQ2ZICnrFAkQj6JUyUScuk93CYbRyCcKRd8DEBfmcpiYhoW1XcujKbujskBaHxnA9kf0PDso5Mc06jg2FVomJ8TzJf8F492wGojFZfwSmlflCXd1n277Cz61jYsN8z5h43OEXi74KQVom3k9MPBlrNyZ1dWsYmq6LY2nc71MKW7LYbkQplik9VYODknwCh9VFi315lNfQe+SbT7muP8nB74uaiIkLhSQBaNronjCQ98fj0ucUi0pyS6cBJYCwVKybzkA9gRuG+C+4rki9ZkyHdDMsWCBJRykcTK67tMpZmS+xs/4gc8wlHMINfK3vW/z49+uK823Fn0LhSh+TNjyM1tcr+9nUNPHJDBQZ2WxNouqG4+MOLQjP9NtGQpZIsKZNq4N4XZftNLdIAh8aFiDa3yctI4NDHHCww6/jXx/3uf1uG+a8GRizp8sDIRySB5ZS8m/TEHbbcdDHjOl0XfjlxSXOP/BVLtr7ac7+9DIevWfi6vsvz+jj9N7DmWMsAcDSHA7xrse8724WvWKjhiYejbg2Yu+9XV59dTMcZ/StvnJlG3PmJNeaseJk/PfHU78b4DvGKfzlV2tPxvhu4ovH6Jz50xjRtoT014ZCHPIpm0t/nB/dx65pAkZ7eiTXeh7YVR66YYDbm7/Gjt/aknMvKnH/9ufy0sp23hjsEBDnOL7EFMknY0LTdcmf4Ujd3LYxTFMqXLGY5OCmtOTtSFjyrV+Jr4UP7q790xwyOcmJ+VKIs361Bfc8Px23f5i9jD/zt0cr3PanZv7vhA7OvyDNtb+fAho88qDFUaEr+OsbraAZqHyBw37zeYolA5UrYPV3s/AfDqSbJgausajfJ+tI5S2QHs+cCVOnSrtGZ5c/5UdIo8f+0YH+pc9z8o+b2OewGIf/aF0WWhvyxF8TAtLbWsXUsViS/J7JwrLlsHy5b9YVgp4e7vlNEafiiuS2t0cqepGIbFsh5ysUEpAbuKKPjAgRM6b65ThgLlvMa2zESe238kfzU2zUfx+vvLxq5ZjyPFlg2H4V1XWhv19czidjMibjHWMcJg5NgIlDlsjhBxowcSYDi5fI/wNMXCgK6TgWE6fT74CJJ1jCBJh4+nSIRwUfBpi4pdn3rqnUXx/zMbFljsbE06dLTlunjolrgCnwMwg8zDT/Z05VWtscxzc5tNGGhtD6+uT/Y8e9N54nkJxpGEKQtLbC/LlCUre0CO4daWjJDTBxKCT7mkpJrjT0muJtFCbu8zHxwKDkVduWFpLhYX9sez81hnnGdPmcUKhuuB626iNwXXccJn6voXI5eU5AjWx6PzHxZKzdmFxCvIvQNK0mfVTV6vjxM54nbFrg2Oq6cvPmRny5ll3rgaVchlmz5MYPElIkOg4geaWSsJC6Jjf98LD0TQXJNhqV/jSQcZOB6VaQeO3RMnxN02SmeiYj0qhSETSNR/7azKO35wgX3qQabWaT3dJE44p9M9dgGKPZxjZjkHD/cnJaE8nYiBgkhsLCmLa1SuWtt1ectefOrb2vNhbItn1ZbkmYVttm0200nrhjZ3Y0Hhm1rVfd9Zm2dSfEzZrhlpZIoAaH/KqgLS0bTWmpVOmajMOBWr9dc6TAFh+fwoW3XMAnKz+lU+/lUfURHu34NKecqOrXwHXrD65iSfavuRk6O8e5xF58/DD7P3UC6+svy7ENwE1nHcXdI4ex9yfqDz2lQFu4kKheHvd9OqT6C355894ce0K1LvNdy2GacPLJIS65ZG9aWpaQSGTp6ZlFe3sb3/rWpAphMlYdD9yr86erBpmSEOCSWvYKLcYwlaf/zsVfnAbAslwrnz8lzZZbvf/KhMYisWZZ0NyEioSxGl2ugyj5Fe4gn9o289fT+cxHi8RUH+QMjv7kMFuuk2CoOwTbzZKbNejzHQOQlFKoAV+6q/vGrpEYNKfrRlBBC1hLS92t3LTqZrS2MzoX+zO5X3h5dHVpyTPDTHvrRLYxVmDpDsctOpJr/nE47SrO273Tsftdnn0uQmXFSnY37+HsZw5F28Zj4UKdndT9/PmFWcyabrNV5UFe9bYk/2KWRDqN1tBPq6p+e0WpKOfK9epkc9yfjqAbvhO336PsOFz/6wyxzuZaxb5zQYJfXLqISrYMg1lRXjQ1yVzz/n6pZpXKUrFMz5DnQmaEX9y8HolyPztulJXFQHNznXyJ9UjuDozThobl+djUNKE0+qmHFIt7Uzx+8GVccEqcB/94HA/94GXe/GWWDS9JjHs9IOSwodef4UF/9ciIgPd3Gfffr9PWprHpppNTaCbjfyfeMybO5/ypZw2YuFIRTJxMvjtMvHJYPLrGYmJNEzI08B4IMHG1ukaYmLSoHLRoFBWLCfZ2nLr3WFubLLqLJd/fxRQcHI9Dv4+JlQctrfLv3l5YtGj1mLhYlqJctSqEtWH4rQOenJfgGeW3T68eEzeJqiLAxJoGJd+DolyWhXtmGAaH6+aygal7Oi3bdF3Zn7GYuKNjHCZWwZhfXR93zVYVSqm630IQhgGl0vuGiSdj7cbkFXqvEfONvBpvpGqVWgNmPi+/LxSkzSAel0kKjr/Ij8b8aQq+lDIaHTc2RSmFNzBQZynTKZEbZbMyRicWq0uyLEs+IyANslnfiNCFjg6UqstzNdOksSnztmvKcM01nFq9vvYMePgXe3HHtG/ybd6a8PCneksZXJomOa8NIiFY6cvlAzfbRAKWLYNoFBXIfRslV+3t8trMMESi7L3lMi588UuMLE2zp/4nNBSPshsPbnwCp5/QjNawgFCFopyTadPkHGazNYNGDP+zXbeegE2T3Wa/wlZHafzpkf9jOBdmq7k9nD37AbTyNmgts1CWJaMmA2fwtCULhuaWccnyjRerTH/uthqBAJJ7P23/jHNu2JG9Dlm3dh6VAt2tMlFEtDKVsv9QCNoz3oeYNcvj8st13nprHarVZqZMGaC5eZJAmIzVx667eyx6Poz1pyf4XOnS2nf6hMw3cIYNfhb/Djt8+sNsseW/ceEUiTROiJTwPJ79e5Ktd/Yd94eGwXM5Yo8eGC4I2epJVWybrUrQHKm78xsGtLaOB0iZjOSuIBd3dtYn7CQSNSMopZSAsGCUa7kMw0UByNOny/8b5m0vzzSxdOXo+dvL9dm8ZW7IRprkl+n6MvJ6M/uHf8/thQOZ2r2I3osX8cXQc4T1Kp/uv5C+O9v5QeYCdgk/zPMveix5o8ixxkOs67zCTy48Gv2HL/ByaT2m7xDl7Av9EWCWJeAwHBYwHI7I8yo7AigBkbNn1bxzNE1jjJgWRkbQp3YS7XQhk5A8NjAgOdi05FznCgKwNfH1eeO5Ih/XfsMTz+7AjlNfk/M0koONN0azLLmcjl03sIxE5Fk2hkBQngeDgwy/qfHls5rZcpsceCF2P8Bio2035/c3rMaXxVlFP6/73r7Lf/mLSyyms+mm7+ntkzEZ//kRi/leKA33VaVaV4kFmDifFxVQIjEaE0ciQjYEmDjwV2kI5XkyBnJNMXEsJthQ094VJh4bmmFAW5vk964uOYa+PjneSBhammQx3NsrSqywJWaMCh/f+yPK334bIhFUV5d88MBAfSpMgImXZ6QNulqV54XjyrF53ujW5MbzUiisGhPrunx2gL11Xc7NG2+JEquYBzTZXn+/eFDMmSNm8osCTGwIJi5XJsTEqlAUPwhNyAgViY4irVcZrjteXY1/zoL9nYwPdExeofcYWjIpIKZQFLZR10UCG6gOcrm6FChw6VbuaEY2Eh3dIzs2ymXZhu80jqbJZ6ZTUpVpvJHjcUnQ6bQkKgWgZByMUtJ/NsG2bBte++1rnGJfP8p4cBfvHp7t2ZnHjN04hBvHvW9xeEP2WzcDXWlYocnDIJ0WqVg8JsymIwDeHRgQGW/Nydyf2xs8OIaG0ZTHSV94k2eW78cPn/gkSsHWB7Rxxh4aCptyWcCdaZoY5VI9uQS9X45f6YvHhH0tFGQ7QYLKZki7Lp/ZaVgcwAHsNKzsRm3uL+SnTavL7nRdzlciXnMDB1D5PI//epB9q7fBBGrZ2UPP0tOzPlOmyHt0HUpdc1Fvjifp79f340P7hEAVWWsjElYT8+c7tLUpBgZW0TcyGZPRELoOR5wc4/kPf4oLTl+HUzNfq/3uu63X88VL57PO+v/GHSSoIrXVW8g0jWUDCU4+p4m/3NWNPpKt99G7rkwLKJclD5uGKKESCbRgasAqwis1yP0DcrKlWSZANIyi0jQNlUyCp3jt+QpXXL8ATVM+yRvzHczDtUrN0qUGQ0OjE0nZtjil/2wuUsdiKwsNxXRjOb+1D+Hv9ib8vboxRRXDpMp0YyUF4mwSfplDmu5EVR02sf7OR427AZhhLOME+zSuU8ey0y7zOPHqGENvvO33//rS4qqQpSxd4lfaXMnLU6aI7Hj6dBgYQCUS2IaB53lomoal62iekjzoky8Ui1KxC8aoWRaVnM3SFUkYjkFe8bu/pPiafhE/yWzM6+W5khffLpBeWKRrvbRUD5cvr0+viUakQlks1kaDKKXEMK1YYr+d/O07KegfQE3poqvL46vfWk01zPKfQ40LHqXek3luuQzV6giVSgilov8W09HJmIx/d2jJJMpxfdzlY+KWFqm0BxMQLMvHxPbEmDj6zpjYC5RfAQZ8J0ysae8KE6/2GDUNNA2VSMjxrLuukAlV2x8tGZG8txxphUj5PgoTYWLbFsxqmaMxcSjk+0v4SrbmJvl72TKYORPlerjxGI7bgIlLE2Bi2281jselQBlg4iCyw/50DaPutVB1YOVK1GabSi6cPl1UFgEmbm+HZELyrx8qn4e3FvrKLl1IFU1D5XLv7G1gGLUxm6NCqX8JJp6Mfz4mSYR/IrR0mqKV5k83Vlj2epUFW4TZc88Eof6V9RvAMKTnSkMSjedJhSednnBaQBBBlcVzHCEkdL1eNYJxK1JN16k2d8DKlVhBImpqqs+QrVRRnjdKZqRcl1eeKrN5/x8ndMfYq/Abfth8MXvl7iSp52s/f8XbmPTms4k0vSZJc/o0yIz47KFvzui4YiwWslDDGb8vWK/L2YKEZ1mwQCYgaJbFtjNybLvVkLCfnQ52sYKdy2J0dQJQrVbRq1XCjQylzxKTzUoPWC4nDHSpJAkSwAhYVD+peUoY8IB9jfmzfNva6gaThi9D1jS8Ugnly9Hi0Q5GVIp2xk89yBtNRCKjF+kf+8YULv/WeRxTOANTk8S/yJ3HU+t/ie9sUarJ7yZjMj6IsdnWGveE5PvZ63bQafSRSKp/O4EQhGZZ0NUlRlGaxj3Xljlc/ykvvPAJtpxRrefiSNS/txGyMxwVFdU7OEKrfB53aKg+DScSqVfFJ1gxaokESteZ3/EaLelO7nhiBkPZdzcXM+fEyTGn9v8V3gzwuw2atUE69V6OiP+cp+wdSGg5TkpcJDk6Alflv8Lzlc3YIvwiADdwFOsftQPbbZVFKxXqY9myWX9UrgWGJ7kvkRAQ6roCsuPxmk9MaeVKtJYWtGgUz/MoVSpEPG/0oyMWg6ZmAc/DkjvzRjOn/mAWH6rezVxzER9y+0ibIxxWuYIXrtsaW5lcWzqcI60h9pvrS3jnzKn7TgQTL3Qd5Xl4w8PSy9vdLW0noWBUWRZamlClMq8sSrDhRqtRFSQSQkoE5yKYgrQGs8mVgjvuMGuihddfN5g9+w1yuSQ//ekmdHQI2RSPw957T06pmYz/ndCam1BN6ZqqS9M0lPJk6lWAcUxTbo6JMPFqooaJgyLdGmBi1dEhpqwgBaxRmLgyISauEau6DokkWmBm3hiNYyabm0FpshBf2S35c/p0ya+aXm+BCNoCQpYo20JhWUC7rrw2eE6FwuLDECgGcjnJTbE46Dp2LoedzYjBJD4mtu3xmLi9XbD2WEwc+EiY/pSGlrGYuCIKiWhMzldra51E0HXZFxiFicUnLlH3I9L8VrF3IBG0gJBpbGlwHIjGxqkdJuODGZMrl38iXn5RcfO3X+XTA9/n4/rrvHT/ppx1w7c56sxWZib65CaKx2H2bGEjSyUBoDG/IhWNrvrDh4frScX11QiDgyKjDYdHJb7FC+FXZ/UQfft1dKdKvmUmB3/aZYP5I1L97+oUZrhhpq9SClasINxboDhepApAUU9w0HGtXP6HG2l/6wmmVt7ijeQ2xDaaw5FfHoHhuLDIridJ5O23JSklE9Jblk6Bp8QM0TRl+6XS6GqPptd/548BI27UxmY6ysNQXm2Emq7ruJqGGhxCC4fkXOq6VL6aWwDlP5z86lo0KqZhG6wnpjKGXpcZa5owxEGS9nxZWaN5TjQi/VnlSk2qt+dOg/z8vi9xon36qPNVVRb907akuXk0ibDZNjqhK3bjoss2wepbjmNG6disk1OOUmjJSF1+NxmT8QGMF57TWaf3QS5MX4a+5eZEnn2EjpXPs3z5ekyf/u/vAbdtsG2N4HG26JEevqP/mh/dfSjrfzEMtlSYIzNno2eHBSRZlkhQDWO1eVjZNmSzGOm0AD3HkT7/YMLOqhaduRxmMsI5x77Jbtv0ceY1G/PW8n/ecXq2sZj5xht8Mv5bnnG3p6krxGfyN/DV/NX8OvUpAIoqxvrWazzu7kwn3WyqnmLlyO4QjaEqlboqIxgxCXUywTTrrRjNzZLbAdt20EIhtHxeSE9NQzMM7EKecNmSPBlIjJubpOoXiUAuT2urxm9u6OVnV2xL5a997MitgLRpuK7OVbFTuPSLzzB3ly4Y8E28TGO0lNXxF/j9/XgtLUIC6b7ZYjIlRIcOlEq8uNjk4u+WuPH+VZNDtQVGLldvJVvD2eSaJkKJZ5/NsuOOL9LR4dHZmUWpPnp7B+jv13n44a3Yf//VPN8nYzL+S0PTtNETVJJJVFNTXe4+ESaOx+tTFVYVw8P1CnuAiYeGxCNsDCauRblcNy0PfGCqVcHRSo2S0ivPkxu7t1f6/zXJ8WqD9dGSY0crNmDYUMgfkRgW7NvcDClPFsVL3xYFQDIpmDjlY+JQuO7hUCqPznW678/iuqvGxN4EmHhgEC0SHo2J002ChyfExOvDW2/VMXGpJP9OJCQvVu1VY+Kij4kL/rOwWoXhTE2dR6kk52INQksmpZ04mN6RSk9M3EzGBzImSYT3GJ4HvzltEWcNfQndkES0qfECG/R9jvMuuokzL2uqkwCxGCxfIcmsfxCSZZgzZ9QIscZQrisLVtNEc30Ha9/pFcuSuX1+DAzoXHfU3zg181UszWcIV2pcfPl5RL/ZwpzWAb9S3zoaIOVy8PZy1un0+E3Tbnw8e9O4otp97V/kW/t57H9wJ/1v7U5/94f5yCyXWMSFbBW0Fr9PK1ZLcPT21Vx2lW7yal8n1f4YszaD5mhMJFtQMyNTbW04hQKu8tDKZUzbli6BWEyIjsBIxrYhFEJlslAq4Ro65siI9O+2NEvPbjotbRPJpCS1wAAnYENH8tL/Va3KQyiVkoQfj/s90XrdYDFoHWlqErlaW1ttPFG6kmW9Pafyk7tP4jD7SpJ6nsXubK5p/i5fOSGCKpXQxjwMN9hEY4NrOoDVy6YnYzI+aPHn6wpkZnyOE65sY+pUxcK39uT7Xx3Eu6HAkadE3vkD3ue4948a3z9d45DWP2FoHvuN3E/ULLP+c7/kuhfmk3ei3Jnfh2uu6medDheWLwM06Vmd0rX6akkmKxVwpYQ8qFRFgpvNwBZbTjgSUJVKkkN8+eiuGxe5/cxejr18W55+vZNy5d1XWCIU2cT6Oz9r+So/zR/FfHMhj2x6AqefWeLy755P6tlBlILnnK0Z8ZJ8v3AS6+/Vxd+Gw7S+/hiLn6iyz6Ex2d9USnKa6wkC8KuGbjSGU6mgTBPdcQjpes1w0KtW5Xnll9+VbaMNDuGFQgK4R7ICTpub/JG4vkS3WZzKLV3n2AsjnH/qF8g/ditJTZRtv7S+zhn/9zbh9pS83zIlP1u+Jw1+i0Fzc80gTdN10Iy6QqFYqEloKZV56DdDbF96ht43d6VjXnyVJl9aUMl8D3HssQ4vvpjkZz/bhl12eUgM2jVFOGzz1FO7cO65JvPm/fsJtsmYjA9EtLfJgnRVmLj8LjCx4+dfhSx0QyFYZ52Jt5vz8ebgUJ3kzOVlgd3SPLranc/DshWAJ1MXAEYy8MQTqK22FL8FH9dphoGKxmQxbhhSTMuOQKuPEwNM7Hniiabpsn3DN6o1DbRQCBXzx91CHRO3tOIUi4KJS6U1w8TFIq5pCCbOjEDrGmBipQSPFwvyu7CvBmlqqhMRnl6fqhGYLo7CxEjezmRBV6L2jYT9iT8VVJ9fTE0kxmHixtAikbqf3GT8R8UkifAe49mnDXbtvQFdG111tjSHdZffy+KRLzCn2TcSLJelByxwCx/JwT9eQq2/ntxcDYlTDWfkph4YhEIer2uKMK2uy9CwwaP3NGH8zWXX/QySScXNl2c5dujbWEZdNqlriuPss/nRjVfwrS/mhH1Np1CuK8lPKbzhDLpro4VCfOzTGhdefQFHVr9PizFM3otzXeQbbPuFuTWlWPv8JG1TClC0AQ2mTkGLx6VSt/RtkXJ1dgiArFRYtMjk2ovCbN73KzqrS/h16z6w7XZ87aQp6CuX+yN6IlRKRXBsNFOY12qlghUKYcbj0u0RANdwWLZVLoFloUci8jtb5HCBa7dmmuMMKmvndqstxDxxcAia/TaT9vY6q6yUVLVKvkdBMilyK78aRzgs/WEo9tuljyWbzufau66hkinRuWk7J39WIxF3YDiDcj20sTN98RUgmaw8fKBmqLmqh+e/K5RSVKtVPL8P3LIszMmWi//J2O9LCTbZNIrhk6Xz5iuu+HMLr7+qA/9+g859P66YPdfjxlPX5djur9Nl9gKwX/UmXmRrbptzGr8/cwWtqQr0DUuuMvzKzsKFAnZmzBhFsqpqVapcwxkoFXE1XZRVmuZX51V9PODYcBxRLVSrNSKh2TD51Zd/xxXP7Mb19y2gp3fN+z1b9QGawgXmWsu41f0MPfoMXjc3Ie0OEm9r5pNnT+GuQ57kJO2nTPnwHO6/M8Znwr+ic4P1OXTbLE8+vzu//Ok6nOCsQEsk0KpVMfaqVGp+PY7jYtsl9FIJLd2E57iUcnmiU6eApqFrOq7n1s9RLocyDXTNFICs+2AzlaoTK7HY6NGbgLbiTXQ8Lgp/j4+UbmNr7yFeK+zPputTX9Abhq8QifCH34fY+iMhErEQCTdTz9U6st1iUf7tK0RUcwvlxT0cUrqWe27Zgc99uYDq7Jwwv6pyWRYZgaFmOi3j0tYwNtvM48ADo7zySisLFqwEYOnS6Xz1qyHmzVt7bQyO4+A4Ts0ILhwOf+CeF5MxGY1RawsIZP+JpL/QztbHnI/CxCOCiTdYX8wDR2HiYcmjAwNQLOJ1domSIFjcBkrWichCx5EFL0owdeDV8MYIbLXlGEw8jO7a9fa2QkFyZNVve634U7R80llrbhJDw6I/zWFVmHjKFPkc24GmFBgmeioFlYp8hqGLAqIRE9u25FHPo1IuEwqFMBMJNKVGY+JqtYaJjWCR7jhCtq4RJt4SFi4SlXOAidvaRmPiVEquVyhUW6/UMHEkLKMhg3awsq9mqJQFQwfXcWgY1aQmVBjUMHG1UivUTWLi/5yYPAPvMQZ7XGY4b8MEWLCzvJihfpi7Xqck06VLJVlqmoBS5Ve7ly4Vx9eODpFX5nJizKiU3Jy5nLCj1QrXXp8i/+zr7F75HS4mP7v6cGZ9cmuKi/tpNcbPVI1qZbRMRhLmlC7Z9sAA1eZmASSei1YuYxkGW6w/wtRj4Dd/+QGloRLWjCl87Msx5kwrorxkrZKjxeNStW8IzbJk/E3Qz9TSQmW4yDWXFzgr93nxAAjBDrkneeW+TfhF4od8+bjpaMuW45XLKNdFD1lyftJpdNPEHhjALBQgHsdUCicUQq9UYGgIzxMpl14s1s0mh4ZRUX8ecKksSSw+vgKlpVKozTaTXtpAYtaYLIcz8m/TFOKnUER1tIOh41WrIqcLKpLlErM7whx3UhwiKQgpajbxlikjjBpIBOW6Qh7198kPUqm67Mtx3tNYsfczymUhOYJEHiTP0LsA2ZPx3xGbbzG+ohoKwcab/vsJBIA//tajnHPYcO9OvvuLH/AzPgvIrfqD8Dl8bK84j79osP++BbTBIakyFUv1Psy3l4FloZqaxM9AKfFJcX2DweEhVDLlGwYadcPWSkXeM7Z3UylROUTCAohKJXAdtPY2jv9yL7vto/jmufN4+dV3rrzEQhX23WWQp19Is8d3tqF9+g7cc7zN2wdvxn03Wxxnefz5xgqL5u3D6ZfoJKwSXzoux4/O2Z+7Homwy65Vtt+6xO17D2F2dtRzoq7jzZiB3t0Ng4O4joOu61Lxj0bEWbu7GzubxWppwTJ07HIJvaUFLZNB9Q+gUknMUrkuedU1WLQYNWd2vc85Fq0tzFesMBhanON7C27m+Mu7uOf6rRi69SFef6qNTfc16oCzWIRCgaXZVn5wcYK9n+hh2joRDjs2BKUi3tCQ5MzcCJTKXH33Otz+6Ew+0vIUSq+wd/FWZpjLqdz1AJf8pYO8t5wHCx/i5j9V6OryRCkyPCx/Esn6nPiBAXkWvwtg+NhjDpts0s999+2CYdhsvfVz3HXXemyyyRp/xGrDcRwqlQpGrb9cUSqViPotJZMxGR+0qOXPoIcepEqfSqB1rg4TV2DJkgkwcYMJdy5fw8RUqoLFmnwV07Rp43dmeFiwXCQieaVkQ9iE6T4mHhykkk7juq74I/iY2PRVTdJy4LdO+NtXDdhyTTEx+bxPSNgwtQ09mZTnh1LiCTDdx8SVCspxBBMnk5BOYxgG9uCgYOJYbDQmHhzCUx6GZaFls3VMPDiEikTWEBNvCitX1scirwoTF4tC1HZ2jMfEhYLvM+S3UwRjjoMIWYKJG0iE0ZhYE4VG8Hx1Gww3PwAR5F1N00ZhYqUU1v+4AeQkifAeY/PtdP6Y2o+NSi+P+93fmnbjK1OHAJmlqgIfgFyemjxT1+t9+bmcOHq/vcxnVDVh9YoFVCTM/X9STHnyVvbS/1AjLTYcOZFfX3s0PV0fw1PaOEUEgKOFRWba3ASewi6VcaIV9JAl/aALF2GXyuiaRlcyzzGfKMrCd4PpoNvSSxwYqvihfGZ5FNCqlCFb9ueim9xzfxufHLkAUx+9+NiAv3PjPW9xwVvtmAWN2JQuPnaYR2cbctzLl8viuqnJZ34rWNOno2dHcPJ5sG3M3j5ChYK0MCQSkiBLRUnSkYiMwgmSfXsby3siLF9uMHeuQ2enuIqrri7o6Rmd5Eb8cTjBcQVS3mxWKmS9fZTzLuQdIvG4JMOQVZ+lPjaUqlWOlOdJmwey8MA0RdHQ1ir/rlRqjPgHIYKql95w3XVdx3GcSRJhMj5wUcrYPPnzN/lU+ccMV7emN9bB74sH8IXE9czpf5Jnf9LFxl/YEM2uyv2qFBTydXmrpxjMhmnVc6h4XBQI/f116a3jCGjt7a2bDqbTkjPeeAM1b97oCnalInk06Bl1HPl3NArFIhtuYLPXLn28/OrMdzy2wz6Z5VvHVMgVhuhcrwmAG+4LUywoDj7MxtDh4CMiTJkSErC9YoCQUpz2bY2VI02+Z41LrEuqUgEYCty1FRBu78ArldCDloBMBkIh6VUtl+V8NDcTa2unOjyEMgz0Qh6zuxtD00U6a5qyUAiF4OmnRZHW0gKFAioWQ2tu4q+Pu8z7+AYcdWoEXff43IlJXt5uV675sQVaQ5tbPg9TpnDvLxy+bXyXx179ON5wDL4hZotuuVLP97rOEZ8fZua6YV64zeL4kdOI6kKAHlG5mOfL23DHvNO4/ScVWlo8f1FSkHNlGHVPhHRKjiGXWyNzxeBr8dJLBiMje3PaaRrFIlx00e5kMmtv+o1t2xhjZ9orheM4//PgdTI+oFH0JwA0klyWIbkwUB5MhIlrpnyrwcSFPF44JLkYxGzQdeHtZahQCK29vbZJVa3KAr+vX95bKteVBQEmLpZwI1HBxG1tsHBhDRPrgQlvU7rBfFeNUz2sCSYmlaqNrAxk/bZtY9u25GLbxojH0KMRWaQG03MCTJxOy3qhUsGaOhV9JOdj4ipW/wBWPt+AiUvyJ58XM+GOtlGYeGwLnqZpMob9nTCxYUjLQiZTw8RUbfkTYGLT99WZKDc1jM9Vrrt6TFweb3r57wzX3/dG4jbAxP/reXiSRHiPMWWKR3bzj7DwsduYp79Z+/kLbE182w1JRBsW0IaJzN1umE0dVLkCU5KguhL0YhkGNDXhKsXTT0c4RfvDuH04tPpz/u5+lL/oH2Mvdceo3z3nbMWCjf3eJ12HTAY3EkH3x6lohoGaNg1efQ1beYQDFnL69Po+BhMK8BPl4KA4zIJIsFpbJYG4LjgeGMIqL3pKZx/tHxOet9b+V/li/ts0G1mG3mrmyhfO4oDvzmbdacM1oy9NKdkXfwSZYZoYRlgW9IYpla9CUSRwAfNZrsqDxp+NO1wI84Pj+8m+0kPa6cMxwvQl1+GbP5/GRpvqqMC51rblOCOR+rkPQtPAcXjtdYvbzoP4MnH5HWmbxyeODLFeu5+sLbPuEByErtcTTi5Xn0wRfK5pSJJvapKfTTQr998UwQi3iaJxtvJkTMYHIT7xlTBb7LoxZ33mDHaxb+cXhcM5OHobZ2TPIm6U+Mi3N2TvQ8OoXFXcp8fIxxwMPn34VO763VKMYNFsmHVA1dYmY6ziiXpf6XBG7uHeXuljnT5d5PDBfOt0GoaXQHePkActLbJi1zTcTIYnnp3DmsTLr0eJhj2iDR5VSbIkKQjAzSimRGNAWkB6IM2vVJhaeQvetGDaFFS1ihYKUfJHfOn+pAPNU1R0VScQlKr1HntAKJkUUFe1oZAnFI8LWWBZcjyOT5TkC9IKprw64B4ZkQV5sYhKxDngUAsYrb7YcKckl2yag6LHwKBB32AY7GkwEqLnH91sry1hk5EH6HUX8NSj80hFWtmgZaShP7cZLJM9dy+w8ZbTuPi0i/hO8TgAsl6K361/LudeFUKPeULmBuqTIN+ahiwughYXd7zqZlXR02PwkY8YHHOMi67L5116qcbFF4fI5yskEv98Tp8o3+q6XpPUTsZkfODCtiduLfAl8JqmoQJM7DS81vPkng76/SfCxM3NeP6YRfFAKUmFO5mEtxaiSmVob5OFeqUCVkiMAHv6YHgIWlrl/p8IE1uWj4lfF0xc9M0Bp04djYkDc3LHkRYL/7hWh4np7hEyIhKpkYC2bdcKNcq2cU0ThSywNZA83IiJk0k5R9nsaEys6aMxcSgki/pyVVq9fEyMZcrr29rGXRpN9zFx0G7yDpiYUEimcKxYLq+xLHnOBWPvDWM8Jm4kKBoxcXAtTaM+pj74PnxASIRVYWLVUCz8X41JEuGfiK9f0sTVZ1/JLU+8QVOlh+HYdKbvNIOvHKWQ4dl+dHXCosVyowRmK5rhm53Yohao2H5F3a+E+KZPWv8AoUplwtnTlubQHhpi4W5f5VcPT+PjlWsxNJc/qoNZPGNX9pu6gst+Mx87HGebnWCrbfMYAatYrcp0g802EUmS7c+5DUYiOo7v4iqSKwKpVKgBgA8MSAKLRgEderrB85gzz+W1lzZkI+Pv4/a54oVJ6yMAtBjDnFr8OudccQOnnF0F0xLJfMDs6bokleZmmZsbzGbPj0hlD/+hoxmgg62FuPmWZpb/bZDXFkborC7htOSldBrSQmB7Jmd87vt86eYdWWd9a1QLgcpmhekNkpbPeq9YafK7M57llMLXqRJiyGuhaeUwl154Hl84u4tpcxvG0pimSOyqFenZC8JxRj+Egr8bxwR9QFQIgMjnxlTAgFFSrsmYjNXFw/fr7LLbv26hM2+BQmtrpa80lVMS5wOwd/IB7p53Agvf9KWnyaRIPCtVWQD7RlZPvTmdD5X+xF8fWZ9tt3pbgGkmK/LKwGAqnoBlywX4WJb87fjjapuaBLD29aE6O4UctG35+ciID3QLMHsmRCIsft3jraVr5j69+O0wmSFF05yo9N86joA0a0zVa9ARkjqZlEpRJuuTm5YcQ38/XkcHruvW72FNEyLCVx25rovmumiuh/JJ0FoOcOy6m3k+LyRvtSpVvqK0a9CUElMvU6+T40rJfhSLqzQx1JJJSCZZulBxxnE21YxiHfNVphvL+TP78bXEjxmppLjyqDAFLUkxOZXYzI259ORXqbWQ6ToFlWC98t30uJ08Ze3GAepGkpV+tOg8eY3n1V9vWpKndV1+FpAH72JSzvTpLscdN5p0sCw45ZTyGn/GO4U+AYiebCubjA90RP3WAWvM8qLx/12dsHhJnbh0XcGevsyffF4WwcXChJiYUlnymqGL6XixVL+nhzNS6dZ1UZSl00J8RmOyXy0t8nmeJ68PMHGlIpPEAkxctetqUxiPiUdG6v4tQQwO+udgNCbGMuXYyqJOsBOJ0fe2YaDbNkrT0A0Dz/PQfYPZVWLiwSEfE7dAITchJq5N3MkXRG1VtVd52TTLGkUwjMPEPpFc8y1onMIRGKtDvT1sLCbu6qpvrBETB+8bhYmZxMT/ITFJIvwTYZrw1bPTuAPzKGVmEkvpaMoVcNlwM2pNTah5c2HZMklqCpH+jOTk//PmAkWwkpK8BgelwgLobW04aYWTM8RfoCHyXhyzo5mv/V+VhQcfxC+v3R3Xdtl9hwzDT4R5/pZlHKldSJgKj/5jN86/+2t862pFJKJJIgqFUK6LNXWqHEyhKEQGSWEhA1mU44jUqKN9NLtYrsi+hiPgOQJmIxH23nWYcx44jrMKR2Fo9YXEq9V1adUHR7VeGJpHZ/9LZLLr0NxpEQ6F0Btv1EpVWOSRrM9Uh2SB7vfsywJcw/U0zj2vic8sOZUtPJ1K9WA+FvtjjUAAIV3OCX2L88+/g+/eUJe9AZLgg3E1lYrfC6a45TetHJ37Lj8qHktVWUwxulnpTiOWX8JvrpvOiedZYp5TLss84uDaZrNS6Usm5SEUJM1EUnp5g4ePbUO66QOViAzDwAgeZL4zved5hMcyy5MxGROE68KZ39S59k6NWbP+dQ71m6yT4/C+H3Nx4iJcLcRR2TN4rqnEMac11V+0YIHf/1mU+1w3ePIhxYmh87jyz9ew7c4xuSdTfi7WdTAs9FhUvGVsRwBhJgsh//71fLdsz5MKi2VJPjAMAU65vPw/GgXH4erbFzAwMPrR26r1M8XqY4k9k7yqT4tY2WNx613tHHFot3ze4GDdDTzIGbou43VN3+RwJFdvxyoU5P+JuOxboi5p0DRNvGRKJXTLwjJN7HIZpWsY0RiWZda3oRByQiHHbhpyjmxbJMWBuZjyIBr3DcEUYaibn71DbLWDxg33R7jkqCG8f+TYKvQce0TuAyBBgXNTp/PZkZvYdSuHL3367zJNZzgjQH/KFO69Ezo9h2s3/Rk77Wxz1g27Yi7vZmRhmtTc1vo5AakwDlZHKw98F/EPUliWRaVSqYHVICdPGnpNxgc1tHAYFQ7VR8gGE6/GYuK5c1aNiefP8xffqQkxMcrPKbYthIOmCZHpTwYjn5eKfExyLomE5N/h4XrFHNDTabygklws1jBxaNo0ybOjMHF0NCYeGBBj7kZcVCrJ4j4clv2pVuq/D7ByuSyqqMaIxyVXmybhcBjXcXA8hRaLjcfE5Ypg4mxGFuATYeKAnwiFascqB/wucGYiUcfE5bLkfZQQGIUCXiYL+SJEw3IdiiUp8oVCcl5qmFjJ8QWYOJEQpV9A4iZTdUwcXNP/AEyslJokc5kkEdZKGG0txOOlOmuXSIzrb9fSaVQqJaZ+w8OAJkm2qUkSp2MLs6np8u9IGCIRrK4u9jl0EdddegxfVpfXPk8puCp6Kgd/OQJekXkzSxx7hgVFh+cftGh97i4O0n9Te/0u2n3MWfwmN172c75woonmCftrmlZdnRCPialWezuqp2c08LNMAZEdHXX2OJutz8gt25ArsHy5yU13teNR4avFX/BR6w/MZAkPGvvglsp8K3XJuPMXUhWMaTMJRUZGs4/FkrDalQpeKMwrb0SpVDU2nj9CaGoXDA7U3GMffCDGnkuuYF3jde6s7o+HweahF8dty9Rc9GVLgNEkgqbrqJYW6Qvr6ZWk19yM2z/E1YWv8KnYTcw0l9Ve/6Y9n+//bXsoViXp9Q+AYUEiVj9vIyMC0lNJ6C35M5J9L4XsSI0RfzdGXmsSjS6ymqZhWdY4BtV13Vo/nq7rWJY1ihmPRCI4jlOrXIbD4QmrYpMxGWPj6cc1jtYv4Z4bvsKRp/9r5j0rBS+/4HHJnGs55rwkhq645LTrWf6yNUoVqZkmjy2ew0/PbGOz2CsAdGafJqqXaXv7OS45eh7YNi9k1+PYz4fYbvM8zGjHnDpFJKMrVggocxwBZLGYSGYDNVG5XAdR2awA0/Y2AU3JFCoaZdFgG1JqkVhgvMFZ6e+yc+Qxvlc4mV+7X2Y4H8j+Ne5/NMURh/kVLsvyJxHk66MpgwV8AKADn5h0WnJNqQS5EbRkSlozGuSXmu/abXgemlKEEgk5pkBmCvWKnU+CYPkEaCYrzwPTrIPAJr/qN5LjzEvX4bNfcdloM0ZNaRBHcXHvHjv2q7XV49xbOvnOfgWWL5nGU5Vt2S78NADXcBwlLcGu+7qYuGD716FcgliMp/4xnUO/+nlO3n4lxONsvPN0zjjB5MGHdA5oHkZrbRXDs0DJ0dbqL0D02liztQ1cg8kKQC3Pjt2Gbdu1nlvTNEcRBIZhEI1Ga7k6FAqNy+WTMRkftNBaW8ULbE0w8cqVgi0DTNzcXG81bcTEURkDaAUL5pGc3P+ev5A2zLpxn68yk3YqXwlmWTDXbyNragI0Qq0tlJUSnNOAiWuL9tVhYtPyc2B7Ayb2W2wt08f0eQiVZaGcCMukCNPE6OzEcZzava7pOl5LC4avNjN0HWPObFnET4SJq9UaNsa2paWiM8DEiI9CuSy41HGhvVWeBQ1+L8rz5NngeZL7xl4fwxBM3N0t/gWJuBA54bDsVywqeNdvkcN25PgjkTomNi3fK6EBE0ciPiYu1jGxZcr1bGmBpqZ/ChNXq/WOuoAj1vW1i4lXlcv/F2OSRFgLoQpFkV0FDrKrXWxpArzAB3c5STQRv49pcNA3plkGCxagDINNNiwz8IlNOeePV7BB/klc3eK11p356LFTmTXDBs8QIGtXIR7jgcdN/o/fjtvyTH0p2RdXEo2ui6frGIODo9sT/GSiHEeSUnCTmWZ9JJo/mzaY2U1ri/SulSss6U9xw9UGJzpfIaqXUTG4u7InV039PocfW+b1C+7BsEczsErByrbNaWt1Idwi58Nx/NYJ6Wd78iHFvVf1suXQnUS8Ej9o2pt1D0zy8UOjsm+Dg7zwnMWJ+iMAzDaW8JDaBVuZWNr4UVuaaaDy+boTu+dJMs5kBCjHY0i/nkNGNTNbHxxFIAAssN5iVuE1hofWoTn/mpyvRBwGSr6JTlQeWoWCPCw7O+pkUTQK79IFfE1DKUWxWPSTn8bzz1s88ohGW5vOwQcr2tpEDju2ulUul8c5fo8FtJMxGROFmDTXc94DNw7zLeO3XPTifvT2LvDbW3WSSUUsNrpPfMUKg6WvV9nhI//cwiiT0dhi72a+euQIhic9mWfd0MrVVxj09+t0dtbzzk67uGQ/b/PytUWOK5xORKsA8MXyDyiVIlwRPZvPf2wF281cCoO+HH/eXAFj6bRUmgBS/iK93W+LcpzRVZWWFt/VuiTALhbl3rsj/OMVqUxFox4tRobbEwfRpGfxlMZzbM8jf3qL406ZwdMvJCmVdJYsC5Mv6CTinj+Te0ROehCBvNW2BTh6vi9CsQBNUyHj+80kk0TyebzhYQFq/r0eampCK5Xq7QeplBARZR8chsNSlQqMBwMQGY2KCiEUgo02Erlrfx+EQ7hlG2ugmwd+38JGO6Rr21KDg6IuM0SWq0ZGoL1dSFxfEjvw5gizsy/Q7U7l49Hf81xlM+J6kWzZ5KLo/3HPny5mndPmyGiybKamHvv5ua8SdgugEpDLkTYKXPqzVqqOLu2C+AsX05Jzo2nQ2SkO6+9DVKtVnGDqBUIoeJ5HpGEeeqVSqYHS4D2u645SfWmaNlnxmoz/qHhXmFhrwMRF3+Mgm5MKdyMmfvttWGcdlKZJ/jB1KFTrC9XW1oYRsPooTMysmTLiESVtDZoOkTBaJEIUWUCqlneJiXWtTihbluRfEEwc5Dldl8W1aUh+LZZA1zAcB2tgELspje7f23oohBUKSW4N1AMtLUKkBF43PibGtoWkLpV9Mjsq+DNWx8TE/PaNZNzPkdWa0kpVq37hy78uuRwqlUZLxOuYuFyWbcRicg4DYiYchmpVJky0tEExL9fG8erEzWuvyWfE4zBQlGdlsG81TNwpx+Y4so3Ozn8aE//hDzo33ujx9a/rbLqpx0knaRiGxne+kyMSqfuUlctlIpFIjUhwXXcSE7/HmDwbaxiqUKjLhRIJ6Z0C3+3ZN2sKJFG2PfHIPtUwBhAk8QRJM9wiIDUalQpTc7NINTUN4nE+8tEyu340waK/fwijOcknNk+h6Y4At5YWSS59faDrqKo94eIZwKgW0bIj4tiQSErFylOSiCJR6RsOXGkbo6lZPt9xQbP9sYQt9aqb081Nd6U5yT2CkO4DNg0+GrmX9GCZYu40slvuzpNPvcD2PAqArUx+Fj6JD30mSWloCN00CU2bVjebGc6wbIniycuf44zyaWgGYMDuhXu49eYv8vgGX2HHPQxJjlFQaGgoNrb+QVmF+WNpXz4eu2PUYQy4rSQ2mCGMqOfJ9XJdkaalmyDu95BpGuQLNM2dzVYLn5vwXO5sPsjrz89muw+FIT8oElnLlMQYjcj1Dip+hiGOwO9zBGY91arOd78bor39ddZddwn5fISzztqM/fdPstNO9qhersaRNe+lZcHzPGz/AWoYxiqTrPIZ/+B1kyzuf0csXaJz1Kd0DgzdTrOZZQdnISHN5mPLLuHeg3fAIcQN2UM59UKN3fcZ/d4/XDNCzxsFdvhIxxptSzmOLGRdV/JnUkbQNqVdjvlinxCqvveMPtjPkce3oYXGA9h9DvTYdIuNOfuEqzk/+7naz8+K/YT/O9NgitEji1G/F9d9/Q2pdrmutDVUKlLR7uysG/KZfiVMNRj4pVL+BBcD4nF+dVOcXNFiyhSHj++XZfrdP6fXnspPImfw1eI5zHNfYfnSzbnhV8NceRVc/fMYy7tD3HF3E589eEgAecz3z7FtQINQuN7Ln89DIs6LL1qkO0PMqfizt8NhME30cJiYpuMBKhRC13W0/n4816XqujX/G7O9nZDfw6qUqk8SSqXkT7Uq2zJNaG0RCXMmU+tlffa5OLsUL+GZFQejyhGxXgiMwoLe6KAFZGgYpbyaNPmeX0UZrsR4I7wBJ5UuYVDrws1VaDMHOcH6ITe/0c2PzmsXA0ZtGttuWWLrjgJhNSLfiWq1NkVDKxYIJxIyacgPLR4bNWrs/YjAPG3shBvP82qmiEE+HPsa178O7zY/Bp8X5NhQKLTKzwj2Y5TvxWRMxruI1WLiIDesESZuiJAlC+OCX1hrxMRNTb6KF9+rxidq+/rk9y0t8nnBtixLKuiG7pO6zVK4a26ScYfB/to2er5QOw6pzk+AiRmzr80tQpoG5IHryjYsq4aJSfttsrF4vT0uLqqMUDyGVS7j+f4IWqkMw0NUNU3u4Xwe3bIITZ06ChNjV+u4u61Nzm+lIuckGJtZqUqeNs06geM4cmyxmOxLI1liGDCSRXluncSYCBPn8nI9dEPOiV2pTysyfcPanm5o74TMkOyPZckzO8DEwXhM3yjzn4lnntGZNg2mTfO4+26NW2/N8OlPP8Itt+zA1Ve3s/POf8F1Dc45Z2fOP7/ScLijPQ4cx5nExO8xJkmENQg1NCTAJHjYDgyi0ikBbvn8aMMYw5DxJI4zjlXTdB0VGKSUSsK2Gjp0r6zPY41GYMoU+Xe5hFJNfnU8jl6pMGWzBH9b1MLImzqbbFhBa2mpbScw9Zq+aZi3XlrAfOPNUdt3lIHT1C5JCPzeX3/Grq7XZ98ahuxnwyIY0xAznLY2UEqcbHt66secSmEMdxPSxhu3bM8jXPyX4znxHIM7HziPC+7qxsoPUU23sc/nQ6y/gQNYYDuUMxmizc1yMyUT3HZ1P0eUvoc2Zh1wsH0t51/zUXb88DQwDbbfP8aDL32U3fgzmgZnps/mW5kLcTE4MHoHpubyN3sTbuw4ldO/WvGNLMsiq1JKHki5nBxnIlGT1+2xR5mFf5nPZvxt3HGtCK/Dtq1VKDn1kTyN0zeCXrB/YQTg88orQ2yxxUO0tMjDMRLJs/vuj3HXXTsyf36Czs7RD8RgdNi7jWCOue4bsQXVt8ZqGwjTWy6XRyXJUCg0yer+F8SCdTxuf1Bx6dd3ZKuXL2R79RAAG3vPkSwPce3sS7n6Oo2588Z/v4b+vpJUpptSqZNodPXfP2Xb0i8bAJpyGUqlupmh0dDzDnJPjoxM6EZNLMaU1iGSeh6l4EV3czYzXiDtDtI10CMgLZWsmQJqLc2QK4l0tVSS+7q1VSosSqpVNTl8MokKKkoAU6eghcO4Lry2MMx0ayWnH1/k3t9W0XNNXNL8PbqmaZz+wgU0e/1cfI7JJhtkGMiWiJWaaJ+X4tY/NguJAFJJ6+r0DR79FopgZGEsBokkdz2SJNlmceznV4g6wtCl37cqU2z0ahUtHpeFvetSsW30AMSEwzjDGbRotCbZVKHQ6BYHzTdOjAPDw2S9JCd9Lcq8WD8a0NdX5GztAdzBCN//v09gRktkcwZT1olz9GHdkhtDIX9UWK+0fPjPxrd7Y2x42OY88KupbDZvJfsvv5Y9ondiIGDr5JFjcf5q8le1PXdP+Srz51UQ5Zgrz7MA6AaeM64r5+xfGKvLpQGJsKoJC+/F8VspRblcrklxg1Ge4XB4HEkQqB8aPRYikch/JICdjH9PrBYT5ybAxJXVYOLgM4olUWtqyEI06MGP+JjYn8agmpv96nhc9mHuXL+FwJLXNGLirs466RwOQ1fXqLGBKp+XanuAy1eHiUOh8Zi4s46JMU1phw2OOZUSPNjaKqRENFJbVCvHAdtGUwrD347K56hC7Z4MVAzlbJZooBxLxKGvUNfra5ooHUBaNqpVyamBAfCoky0tF8onKKhW66rfRELOUbkshIzj1DGxZdY8DcA3P4xG0FzfTNHxVRK2I/vnuEJyB+plXRf+ZS1j4vvv17n77h7y+SZOOinCHXdAV1cf99yzKXvt9QSua2BZLm++OYOpU8e/vzFHT5RvJzHxmsV/1t7+G0LZtoDGRjlhyKqPTZkICBh63VRmbDQ1iaP10JAvgXJkrCKaD3hbhVk09FoiC+Q+1/7MYOjhV9h26DJWWO3c1nkIB54UZfMdtfo88nCYA49Oce6D53FK9+EkdAGyntK4LHIOB301AYFBYygkCT+RGA8gWluFraz47J3Pro7qm2ptFRZ4aEjGeDkTgyIXA81x0PoHOeCgNAd8vBXeylByetGtEFQSfqVMJF+u62KaJpppYmdLpPTcuM/UNAjnB2AgDIbBjjtV+d7GXyX+txG21R6jw+jngqZT+Zb5Cx5LfZbmZJVNt4Jz9hwh5OowZAsQh/rC3xKpFS0t8mc4wyYbV/ntzEP5WPfvRxlbVlSI1zp25dNTeoGwPDBCIUnCjiPfi9bWcX1mSvlOwoErcDy+VmfhBsCwp6fIJpsUxv1+q63+yq237sHXvuaMuuYB+Hy3MdaxNqikua476ueVSmUcmK1Wq/+x7OtkjI50WnHGL1r49mdOZ7s3H6rhrKs6vseV927EyMgAAK++alIsyi+zWZ2p3c+ycelxfnX1h9liBx+wabDZZvYoBWzNDbsRGOm6AJN8frTbc2OsYqGmhcO8+Eaa2f23cVb6Z8zfpZ0/PLCCufkXeLl3IzbaxKmTEOGwP0bLk50L+vsdRzwAgjYv1xWAViwCUrW/6CyD/OvdpCJlSrbFruZSTk6ey8W/upJKv+JNtS52d4ZTy0cSTlb4dfEzrNv3Bgfnfsdx9jUclHyUg3+yJ3feZtXH0SYToyX48Xh93Fguj9M3hLliiJHhlO/Obcj+DA7iOY7k9XgcFY/Dym7skRE05cnzLJUCTUNX3ugZ2M3N8vlBy0P/oLRx+CPAUmqEI74a486Lynw9cyLNegY02NP9PXsu+j2P6Xvw0LyjOezAXt+M0r8u/f0CsBtMIk/9Zh/VksveB+mEIwZ3/fazXHnzFnyzdCogZry/Ch1NaIfNOXu/FWiJGFRU8EWRZ6jtq+WskD8KcvxkCFG15AEBttpabBlYXU4L8myw2J/ove82JwbqheCzg88Ym58be3pBql9KKWzbnmyZmIw1ChW0TTXm4kZMrCbIufpqMHFLSx0Th3zPl+nTZeE5ChMb8vma5hOD0fo+mBZac5Psm+tKy0MDJiaVGndPKc8T0mIUtg/Vps9MiIkD8gQmxMSqrW0UJqavXxSqTU2iGPOrzl5fnxSqPA/STaIAWNmN69iCiZOrwMSWhUqnZb9BDMeVkn0Lpr8NDEx8nj0/xztOfRRkQARlMrIWCSYoNGLifF6ukWFIsVPXIR7HmD4dnnnGH1deFR+3YOIPyvfkCTCxXbvWY/GuCsYKB9+PNcDEpRJcfbXLZz/7DLZt8L3vfYjttnuetrYR7r57U958cwrrrtvN0FCc5cu35NxzczTKq8eSBgFuHouJ34tK638NE0+SCH68+YbOn64aojpSYpNdkuy2l4Npl+TLHYyFaUw2AQiacB6uO/q14JvMVCRJplK+GsD/oiQTwvINZ+ojWPw5q8qVkS2/v1ln3p9/wBfVfeB/9Ed7b+f80y9l1rlpWmb77rO5HFG9wDevnc1PzrwV781F6I5NdcpMDvy8xbrrTeCWHvR0NYTmM6iBi+xEN7VmWaJYSKfB9TDmdZL7R4Kknh/1unu1A9h5L10Yzp5uSWShEOBLxjIZYXM9Vfcp8ENva6b4apSYXhp9PhW8saKJN980WLBZFK1Y4KRzFHf9+TS+f38GXXNp3mQaP/50lfRgb50dL3tQ8c/72OuZzUriLpUkmXW0o3d08OUfwtnfvJl9VvyQdXmZl9Vm3JX+Asd8ZaQu00om/R5hMZHRgh6/UfusBDQH0md/lJHq6BhHNrzXsCwL23bQtOqEv08kKuRy9QpUwLaO7dVt3OdVya1WVTELkmaQIFfH5gYPx8n474jm3FIKKs7V0VM4pPBT5uRfZHh4q1rB6vE/FnjsV90cpl+Djscn9MeJ6iUKvziR7C9M7vM+irvF1mzywyqaW63fj7Yt4CgWF4VA8J0Lqs2BjH3sfTSWxHMDuabiz78PUZz3CU76bpV0osrwXmkuOG8/Vj5VZaO5r0gFH1cAbTCuauxnj4zUFQfZEfEjaPdNW/v6OPKYFi4/JcIOL18mCg3f/P+C4c+wUpvKj2deRGxOGw/87UD2sW/msPiN9LntnDfvt8wqDvHZlT/nrj/uxtdPD6HcTqmOjQXDCl5ZnMIdcKEY5pXXprBt6Qd0V2dx3+N709nlgWkQjuls02b5/cARWLxY5pZroJlW3cgsnQZ/cRmEpuvQ0SEL72wWpnSOPremyZabl1lw3Wwu/Pr1HLfoK3QZvQDcFD2a0Bc+yekf6YGlfVD1q2z5gvQZT51S/xzLgv4BQrqOV8lz1vem8t3ThnjxsXnwVv1lK1MbcMqnSpDze3crVbn+bW2y/4FSpbNzQnJAFYvy3AlULf0DqFRSpumshQjMuwJQCFJhNAxj1ELfsqxRbQ+u667SsKuxFWJszhzbFtH4nnd6nRbIpydjMsaEqlZ9haYvVS+VJN+VStDSOloSH+SLibCM570DJk4KJg4MCpPJ0Zg48EEICneNn2VLkU319NQnQQwNCfHpY2IKBVR7++j7aqIWheA4VoWJ29reFSZm/jxZPwTPiHRacrhlSQ6MxRswsUUNEw8Py3PEU2jJ0XJ6LZEQAthx5HnTKLcPji8cEU+K4GeeJ0SKYcjoxkayISDHlRp9PV1XPsOf4INpQmcHmv98M0IhIR1WdIPhE/n5gjwHOztGY2LLqr1v9Kl+b5g4GoXPfc7giSc2Z7vtXmC//R4C4M03uygUQqyzTjcAzc0FlOrjmWcSbLONW8O7YycrhEIhSr5BZONrrLFqDt4ZEwd5vjH+mzHxf86evo9x3cUFvFtv5yv21US1Es/+dXu+e90xnHppmHiz7z46NOy7bDcYtxiGAM1sxu/7yYuMJxSSynwkIize0HC9X7ZSFnBjmj5A9h1Km5vrY//C4ZrbtxYJg+fx8r39nKbuq+3zUmcmBRXj87mLuO3OyzjiC1lJRH5/bmssx7d/1AK0AD547u0Fxt4UamIixI/VMYLKdSVxVCoQDnH40S7fO+3HHDn0HWYZS1EKHlJ78OZWn+ej25VkTq3v20Aqid5Xqo91GRmB5mY8X86jlIJcjgM+rXHds1/n6OoFo7Z9T3kvDuaX3Hbqnuxy+mb84/kEwy/14RkOmx08k70ONkVF1eMzrrGY7KdCmFPTksQVPHB0TQzTXFfaHJrSBBqoufPhikc25+afnctld4xg2zrbbZGlLV2FRJv0jQVy33hcSKKJIp8fPe7MMCRx+8e+NkLTNGKxKJo28a29dGkHm2xiEIvFsG27lvAmkrMGZjON0Si3WhVbOpGq4b3IwibjPyv+8TcdtbKbC9e9maMv7uI3F29L4tE/c8e1wxz0ZXnNEd8Ks9UuM/nddz/H8b1fr5GDWxtP8qPUeezwhc3Yd+uFsLgqcsrhQTFv6vRHaVXKMOJXOUDuuUikPo4quKdHfPPBzk5UpVLv4ferTBgGX/hclenNObR0CsqK5lSRCy/OsXylBdGWet+8baPCERnxBb6ZlivAN5eX3O+6Um3R9frkBMsi7Wb4zi+6uOknZ9Nz4y/4eOVaABY5c7lh0ys57RyPvgGNx45u4rr85/hd6WA+FH6UlS9lOSJ9HVOMHrw/3c3F93VRckPcn9mRX91hM3366EXfr35YpPrCQvY0/0wrHjvoj2B7Fo9e28dKNG6tfpL1P9TENpv5VSvX749tbsYwQ1QrZfSQJaA+WkU1N9cBT7CQqIF3bTw5oxR2tUqko4mWqVXSS7IMuK006Rk8R7HZzlHfALLJz4M+WDasuvR5eLhuRrZyJS++EOLvDxdZ8lmDZPdL3GMexH3TjmSrvjuZP/Qkb/XsxfwpiLIrZEk/cktzHZCuikAIJgtNUElVa1EZFpABgUpgIqlqyPelCCY4hMPhCQFkYwtCoBxozNnBdsbm3YmIhVVJdydjMoJQSskkmv5+ycOlsuSMaVMF45TKgpsaMbGPWUkkJP+aZh0T+2SwCocnxsSlktyP4XB92ozvR1PDysHnh8P1Ip7tSAU8n6/j52C8YzApIPCsKRZHS+lX953/ZzCxbdcwceBpRigi/gjd3RBPyOsiMrnr7l8VuOcekzMuakYv9fK97zWx3oYun/psHprSeP4kgQATy2hiUQNMRNg4SuHaVbTmZizXlVJlNFrf70pFFFrRABNrgomtMZjY0GFgSIiKQkHUFGP7AnRdxkk2N/neDFVp+Wtued8x8R57ePz2t7NwnL9hmvJ9eOqpBey77/MsXDiTRYtmsfvuj7HLLk9y1VUHsP32xVrxbKxfjKZpRKNRqtVqTYEwEZn7Ti0Iq1KR/Tdj4v95EuGN13XU727ji+6ParNVtzGeZO7AG1z9gyv5v/PCddlPoegzpo5ISv0eJRWy4O1lo/up+nzDlXjcT5JKZF7BvNqhYUmGobC4YGua3KThMLy9XEanxOMygqtcJlyUEV+v2+vwm+KnWcd8nZQ+wkv2xix/RsHnlexjWOT9o9y78Xu6wv481yDx+H1i77kKrpT88XtlPc9lsz3j/OyFH5GwM+iaxjYHd3DmIQmGh4fq7/HkfWZLC9XsiOxfOIxqbq734Prs5Ly5BvO/8iFO+clM9i3eQFQv8XBlF9r1AT4X/xVbFF/g5BMv40zrZGaYy1EKnnh1Vy586FRO/pHPBvsSYHRNzovngWmRLYUpLOynsw2MzJC8pr1drm9zszCisRiaZTE4CA/dMMCePVexmXqGxQvnc/Z9x/KZ73SxwRx3QpZ1XDSe+9qF0erGPGspNE1j770jPPPMBmyxxSu1n5fLJq++uh1HHimtDO8kXw1MGhsj6PUKfi7Kh/rrAoDaCIQ1TasxscG/g/hPYlwnY/Xx5H0O7YfsxBEnR9F1lxN/mOIvtx/MIw9oHNTwus220Un+aH3+8PnPc3j1hwC87G7C/K/sxL7bLIKy3z9arvigcMR3n07IQrNUgVSDfD0el5zR0VGfKR6OyD2saeIU3doqwAQk97a1MmO2BsM+6AuHxetFgxkdRWidJZWakRGIxTA60wJ0dUPAVeCbYhryXMhmBEQlEgLMgoq264LnsmCrKP2/zFBSEfJegmZ9iPZ2l2gE7r3VZpfyA/x61ulM8SIUl8TIl0yUWYYwHFH8Hq8WNuLXc8/nxhsqTJ061s8Ezv9hhbtunc3frt+ZY8tnYmoupuaynfcoP0x8j8OPaWaHD2voLS0NklzJPUZTCr1g4JUraIYuPcfhMKFQCFUu11vvQAhw2xY1g1+1cj2PSrWKZhhonqK8cAX3WAfz+taHM7JkmE8uO4d7bzyUrx7g1iWvQWVOKSF4czk5v64n13DuXB7+Y5pzrG9y1U8vZzC/DvNP+ggXf8Li1b8exVVff4nu+1Icf2JYjiPkKylaWt65LcF15Rk0NjRNrl3D2MnGFuj3Emvi5v1OrxnbghAQCZVKpaYeCxQNjQSB53njcrxpmpRKpZoKLZDxTrYyTMaoyGTr06pAjA5dV8i3ri5ZIAfmsgEmTiV9TJwQ/4CxmLi3t6YaEENG/x6Mx+pmf2MxsZ+LeHs5pBJgmGhpPxcr6uaBvb1ys+bz9XxlhUZj4kplFImgmeb7g4mDz/GJPcfz8GwH3XEwYzGMzg4MPw/f+wedgVse4uzqDXzvW1dBpJ3jVxzDi73bcUv4MA75VnNtwav6+gS7Bl4Dg4PjFHIV28atVNBTKfFJ8XGe2YjjAgJ3LCa2rLoZpa5Jy1o6KequRkwcj9e9LWxbfu84dfLWP3drhIknUg+uASZ2HDj5ZJ2dd34A0/QolSyiUZtPfeoJbrhhZzbbLM3RR3v86Ee7opTBOee8c44LRpmvfnfryrIg/tcx8X/W3r4P8edrhjmyenWNQAiizRik9FYPVKbJ4r5YlG+upkFz0+j51rruS9oTwrzmcnKDm1b9pjfwXVpj8vqkb2QS9nuGPCWJdmBATGTSAkI10wTbppruIDOc5jfFT/Od1DkYmjBv+0X/zG3ZQ7j3Dx9lz8/7CWwC6RhQHxcTzHWNRlfJEI6VbAXVD89T3HGdx5v3riBcGKQcaWaLjyRYvsih/OxLfDh/OzP0BPemP8NmB7exw/YZKhUT5XnyWQXfqdcKYShFJBLG1XVUOIzl97mpSkWSll+h2mNfj+ce7sL9q0HGa+Yr8atrLRM3FD/HD+NH13wTNA125CGKzyR4/MHT2XHLOPT1yizikPSY9Y9E+dkPEjT1P0VLdSWLo5uw3tYtHLxfRtQIqWQdTOalevb9r7zJad1fIK4XQYPNeY5Ns1/ijPOu46xfta7ZjaTpoJzxqHQteiIEsffeHrY9n/vum04kMkS1GiYSaeHyy1vQ9YF3fH8gywqSm+d5FAoFbNumWCwSi8WIxWI10icAsAHL2xiB4qFxTm80Gp2wfWIy/nPjqBN1IDrqZ3t83OLTX2liYGD0d+6xO4vsUbyFW+JH0mfN4Ijcudx/Xw9s3gDolE8AOq54iKRTNa8SkV6GoS1VN78Kesw7OuojW7MjvkxW96cUhCQ/5vP1SQOebw4Vj0mvaTLhG3xpMHceWKY4eQ9noL2ttkhVINuoNozyymTGVLtEuv/wb4bYzXub8+beTGpqjA2f+Tkjr/eB28pjj8fp3fIyvnVpG4mE4tyT9mG/P/6YJyvbs1P4cYpelF+sdwUXXh/DMFRtURnI4TVNg2iUj+4zhOmtw9M/255dzQcB+LN+MLsf38bGGw5TqcSxg3Y5TfPNGE1AEQa8VBK3UkV3HAx/tJWayIcikMBWbbCr2IODcm7b23n5RXiqex22Pn0eJ34sjOMk+dGpP+D5h0N89bNxWNkD5aI8B4Pxbz758txjDs8/oUDNBl2j8FYPG1ivMfjWCOvukGTZ61WuOtfmoK80ccbVSR58OAyhBjJAsWa5VNcFJI8NT42TMF93aYU5G4bYZc9/X6V+rMKgXC7XTBSj0SixWIxQKFSrpAU5dqzyQan6rPSg4hYKhVapfpiM/+EIxjMGoZQQpsWS5NY1wcSxKBgNmHhgQMhdz/V9WpDJZDHf+yuZrGPiUkm2GWDiqVMEl+G7+jsOmm+Yq1xXcnBj20W5LFizxa9mv4+YOKhcBz5eylfXuuUyVZ9McOwqXrmMB0SLRSrxOMrzKBch4WVJ6nlO6f8KNhbNeoa3VI7lFYOoP9pRlUr1RXoQgdGjP27dzWax83n0RELMgH0fCNu2R9/fiTj09siIx8B3ITA/DNQguZw8fz01MSYOPGZqJpPm6H1bU+ZVN0Yb9tZ+vvo8LhMoPSKRKkuWdPHSSzvQ1raYbbZ5geZm+OxnPebN8/jGN5JYFsyaNbE30ruJse27/wwmbszD/+mY+H/+yVEtOES08oS/M5yyAFpNE8Da2Tk6UQYR3AS+sRWVsjCjuik3XMSfsx1I/6NRCIXQOjokAU6dWu/Jb2+v9zgpJf1LK1ay7o5TuOLV/+Mr8Z/XCIQgDgrdyrmP7Mmen/Ulro5bmwfbGJqmiQw4kAJPEMrzRpnHKMvCS6ep+CNQrjmvzBb3nMeh/phGgAuuOp3trCf4sPlAza9hu8JTXHbjabw+f122nreS8vAQIU3DiMVwMRgcNkkmXKIDvZiJGMyeLYkr61cdzdFsXyiis134acJjev0dZU1ovLib+hOX3HIUO67nVxp1AyplnJLBDy9q5fSRL9d9FvJw74P7c0fsEA7Yc6gupVIKDJ3eXp2OhQ8JgdAQuqbYe/AXPP7cueyyz8Qy0VGRSgrL2+hc7FfP3o/Yf3+P/fYLkclMIRJRRKOKtjb5mr6bUEox4ldxA8a1UqngeR7JZHK1lTTXdWtGM9FotJaIG3uDJ+N/L157ZIil7Wex+8kbsPUsk3NO2IDsaxUcZWDiA9Nw2De+a7inLEsW8hN4jgCSRysVWNkNKOjuxnMUF/1kOicdvlDyYiQsuTiZFJAUjKoNZnFXKiLjjdTvS69chtwI5HOolpa6aVShKAQyyH1tOzXzLJFyxgCNR55OET/gYs4+LY5hwF9uP56HzjL4TMXiU99QzJyns3SpvK0wWOCg6O1cnjuOn1SPZyfuxx3K0rNIp3VG3b3b88T8MBwOY0SjqGSCvz+V4WvGk1xtfJ2YN8Iezp38+oE9mLeggj5QojwyQqVQwC0b6G3TiLgFf4Z4BX3hQh7t3ZR1N9PpKvejAsfuibwgwhEUimp3hmIkKm13rku83M2Pb2mnY7qJ67qENZcTzrd44Rm33sOLJtc1HpfzFwpDJsvMOXFuujHGgb2XsbH+ojyXNbjM/izVx0M8oO/L3zc7ghmzTYqmyccPLFJj/5USssdvhVtdHtZ0HRWJynM6IKw8D0LWOPf45U920/t6gl32bFvl5/0rIjimcrlMqVSqy5uBQqGAruuYprnaSlrQmhYKhURl4hPFE/X9Tsb/eGja6IWdafntWozGxFOm1EYljoqAXGjExD09QlqmUpIz435+qVRqPllae/t4TNzRUScAAky8fIW0WQVS+Uql7m8STBLwvLqxovtPYGLXFZXEKjDxOAf+1lZwXZxMFuU4VAvS8uaUKzhNabxsllSlSjkzzL7batzcdxD3351lN/1PALzkbcJzWx7N17/pm1WOjNSnzYwNXYfOTpzFiykphZ1Og2WhZzKEq1W0lhYU1KZBEBTygqkM5VLdI6dahaVL5XXJRD0/KiW4PBih2UjAJhJyjRtzSAOmfUdMnEyIanvs+yeaqNQQoRBceKHGt761B9On6/zkJ1XuumsG118/kzPOUMybJ2uk+fP/efJgovhnMbHjOP81mPh/nkTYYJcmnn9qa7bUnh31c6Wg0jJVElPVlpEmExEIIDdAsSg3Q8DiVW3QfcZ1eFiqWKkEDPtGYTNnAn6bQVAZy+dFrRAA1OFhVDIJhsFBn1E8ePvGTCuvnHAXIpUMVP15us1NkMlI8rOsmqHKGoW/wlSGIQyZ42D39qK3tzM0pOM99jTbNxAIAMp2+HD0gXEf9aXqZfzkN1ey1Q+a0SsVqgOD/O43Sd7+W45p5TcZMKfgzZrD144pEF+2TM4bSOLq7BS22489Do1w53Of5hPqulHb8Jg4QWkoqSaO2NDU7LejONz7SJqDs1cSM0YbNe7JHzjnoY9ywM4VSZKhkCSzWIyBVwp0Ft+acDtT1RJeWFJCdfvnzTShqUmMc8buk2Gg2tvkARe4ybe0oL2P7KMoAifuvXqnBB+4hzf2iQUeCgHT6jjOO0pxx/aeTRp5/W+HbUM+NZVvXTOVlhYFKM68ZTrfP6nKwt4R1m3rqc+3jkUlL0ZjvgzdqxsXThSWBQsX1ieklCv89dVWnnkhTv4TGolctyzsE0nJ180tdRBsmlLxyeUgl8MpVjGbhPxV5TK1MV4gJEMAYANpbSIpeSZwGI/Hpc2rr59zzg+zcGm0hgP3+LjFRttpGIbHdh/SOOYTZXYYuo0Fxhvs7wyStPJ8MXEdf1Nb8oa9Lq+8FuaJu/Lse5iO7k+HGOfAn0qzbGmGs5uv4oAv2hSrYa64bisKb+jo5TKOYaC1teEWi9zwqxjxlMNhxyb9h10FOru454cFFj3rcviBy+V8t7XJFJvG54d/bPbQEF4qhREA1FyOjrhDuJTHWxnH0HXfkdxh8+QAxNsEDGu+cRgKps8Q8qW3j/aoy4UXVrjux19k6d+e5jPuVQBEtAo/S5zB3C/uwBkfzREZWkaxUvHHh/n7FQ7JxIm+PnFnh3o74AShNTeJyiKoQIbGT3Do79fp7HmBoZEZOE7bhIbnaytWlYuVUpimSblcrgHVgEAyTbPWjlCtVlebh8cqy2B0Lp5UIkzGqIjHZfEajOgLFnux+GhMvCrSKhSSPNqIiW1HSFvTkpayoWEprAyFhNh9N5g4qHyXSrKPgQ9D0GqVSMh2qlXBxE1N7x0TD0or8USYOIhRDvyWBdOm4cViVJcuRTMNXNPEDYUwdB23txe14VT0SoVcd4ZXninzEfe5Gh86i0X0Lyoy/HKGZs1vA54AEwc/V5UKVdNE9zGrUSigymWqQ8OEHcf3X4jIdRwakvMWYOK8742TTMi1CMiXgLTJ+p5iYzCxGs7glMtyDYPpRMF+ptJQKqOGh4X0saxVY2LTRLW31zGxYaxZSxqQSCh+8hPAH/27zz4e++yzZpd0VfHPYmLbtsdNYRgb/22Y+H/+ybH3QQZn3HQac5YcTosxDAim+nH4NPb9+jSIyliU1X2pNV1HVf3k5fkSoMAwMDsi4GRkRABPyBI2NpDeDg7C8uX1nqSREV9aKzNwFeBZJpquscF2UYYfaJLxWWOimmgT9jYcFhVEuSIyXiVyJDV3zjsaRgVsZRXqX2ilqBQKRJqa+OvjEXYZvrWmNggixMSTAJJ6nhWLNP5wY5HnHzJ5e9k0DrN/ymGWT0LY0P9yGxed80POPGm4nrhsW/qxTLPGHm+8ToFHdvsMt99fZX/vFkzN5VV3PV62tqSswkS00QaAT6ud2GxHC9wyoAnAHxzkldcjfFQfTRgFkS6toNprE2pJ1kY0kssxp7PKPU07sm/m1nHveTq0O1utkwOz4aT0D6CmdE2YjDTLekeW9f2OoJ82cO42DKPWdxcw6o2vDYzBgFGGNP8txjCT8a8Ny4Irrhv93QmF4PQfhlDlBPQmpSfX8/PgvHkNpEJs9ZWNQB4fDoukNRbj0RdaOT10Ovc/9TUO2M0TdVhnp2zUbDAPXLIUMsMQifHUUyaPPRPhxG8Mipu2Pz5MpdKC9SxLPj8arbemBbO9XRetqws1OAj5PHqpxMjSOL+6XOOAjxXQm5sAmDIlOAeKX91rctU5+zB0X5E9y38AYJqxkrIX42fTz2Oqa1KsVvFyuRqJEERwHy9bZhCdP43jv91LzJScPGOjNBed30Up108oWkHLZtEMg8ElJYZMAwZzQspYFiPdJaYOL6H3zRkC6j1PRoihYNo02Vig1ohGcT0PzTAwNA07O4JuGuiWhQNYIyNY2Do54AABAABJREFUoZD/HKvI9chkfVlste7krfnPJMuESgm9XOLwgytc8Or60MDzFmesx/57ZkC35LoF45F9BQTVqqi8WlvqRE+xiNK02sSFxYsN5sypAzUtaGehfmjnneAQtTNoGqzoCfON3K9YVprHmUesQ1OiiudpRKekOe47awc62baN7QPwoD0lMBZuzNGyf26ttSEw/gre958KQCfjAxqplNyj/f1ioqgBc+bK/eV5YtS3GgWLpuuCJwNMrKj3y49kpTVtJCcL/ZDle80Ydbf+lSsbMHFuYkyM39pQ8g2629rkJg7IXtetGdzS1zcaEw8Noea8d0xczueJjlkYj3Xg1yIR3EgUMxLGtW10pVD5PIZlYff0gOtwxXUzObz3ZLrMHh7XPkLGaGNf5xZOHD6e8y+8hovOkLbdGia2rHq7nG1DczNupQKaJpXsXA5VraJZFp6ycctlrFxe1gamCWj+Yt2sYWKqFeju9Ucl++csk4Gqr5weGRHzcNcVhUE2C7aNlkpK3lbSXkI0KvvU3S3P1Ublx38ZJg5aFUDMcMdOaPhfiv95EsE04ZTrpvLzM2+m8soiDLtEpXMW+x43hS22mzjBqMDAJRgtFo9LUiyX5Ya0LJg2HaplGBiEUJuMPJkxo75QzuUE7PYPSlI1Dbl543H5nHKZqq5RtG1KsRhapcK+B2v88rFv8k3njFH78wJbM2vHTnnv4KDfz+RPXdA0McVZtgw1Y8aopOk4Tn3slOOA4+A6Du4Yow8Au1IhnoiQM5rGnY8K4QkNqAbcVozePpZctZATwz/nB/kT2Ck1WsXQbgywWe8f+fviPdlknVz9oiR8qWvQ/pFOc8ypBk/vcTQXX38QmuMyfYHOCZuXOe+iH3BS8dskdDHrWujM40/zT+TMTZfAkOMD1jwMDtGWnk63N4WpRve44yiEWrGmeqCpuhyvp4eoptG81QJe/MuWbKY9V3t9t9fFW7P24NOdw1BI1t3cdU16B+Oxcdv4IESpVBpl5hJUshp/F/T4ua5bk1yNrVYFr1tdWJY1zs32vc7fnYz//tAiEZg1CzVN7r93qhaparVu0uePvXqudy4vPadEqqnrVIaH2Mx8kRueSJCpxMRw66UEu+6jMytRkorJsmUClpT4Izz62FRKy/vA0VGlCoVImFIwA71cJlwqSQVeKcnpQYXINxhTjiOL5mIBLIsn7nf5jHYNL927LxsfGK1V8DwPXvqbxgYb23zl9AjfH/oEhcevJ6HJMV2fOpHv/MTCMkcoFOQ+NdT4GdcAM2e6fO/nJpllHuV8GU3XiUVszjlvCVbGQ/fHdPUMhOnKvEBZj/HwC1sRbzLAbeKpB1PsVv4Rjw/tw8MvbkU8VIVolHhCsX7Ed+tOp4WoCSYMeR6m54Gu4QLK9TCiFlGl0FyvLlceGKgT7G8vg7AlgL6nRwAqEQGnrW28OdDGguJj3Kp9jqeb9me/kWuIv/0qhZ5ZxKMuXlD9dGxYMSBGb6WSXJuBQXGMD5zci0VIJimX4QsHh7j/6dJY24NaGAbscYDGvRf08H+D3yCtj4AJM1jODi8/zAp3Gj+Z9kMOPK71PXyzx4fjOOPMayuVCpqmkc/na/20QY+tpmkkEomaFDaIVY0ia4wg309UaZvMxZMxNjRNkxHfzc01X6/VkbcTYuJUShbuVb/VYOo0HxMPiIN/Z3Q0Js5m5X4dGBqDiX0jxlKZqqFRdBxK0ShapYJZrRIq+B4rpaIUfiyrPr0hFpsYE4+MwPLlqOnT3xMm1jQdu1ol1HDfjXXgD4dCZB0bp6xQnie4x3UxNA3ddsDQ+dKXMlx5zunskruNJTt+jtYpBrfeHuHlyNYc8+X++gk2TUjGhXgNyOtUuj6K0j/esOtim6Yshg2dkOdhJRPyHDJTcl7946JQEGVCJAojg/Kajk4hcaIxOe8tzUIANRioS6u2jmeYdfJ8YFBagCNhyfdlJQRSgIE1JEfH/nMxsWmaGIaB67rE/OMY6zmzJpjYNM1anm98739qHv6fJxEAkknFNy9JA5u/42uV5wmrCfUpCIWC3OSplADXoDJSKgu4TDfJTdTQ10V2RECPofkjB01JdK2tEArhRCLY1SpmWxuGb97Vbg2zyaEzOefOK/lo5lpSKsNDsY9T3monjvt2ixhhlcuj+1hzedmnrBhkqWgMmtI1Y6Zq0eEvN5dY/JJi9gKDPbcbJtKRlGTgh2GFsNHYZieXS9o+z47Do4mAHUJP8OvSZzgsdmP9PCn4eeEITkpcyNXFI+i2pjLPXDjhOd3Oe4h7/74/G8zN4Doil7J6utGtkKg4lq+Q/Zk9m23W1dj4LIWuNEmISvGl78T46a3Xo1b04mkWXZu28p1PjWBULCja8mAKhcBzOWCjf/Czl47lZE4btQ/LnWmU26ahRXrlOg4MyAPRtiEU4rhjHS6rfpu7X+xleuFV+iKzYP31OfHLQ8LGFvINCVPze38/eBEwqmMXIeVyeVRrQmD4EgDYcDhMtVodZSqTSCRWXxWGGggODIiCRD3ZhzsZq4ugN/2xB2DFW1U+eaTkzuO+aPDDq13xz8rn66P6NM03igrRNS/Kdde4fHrwChbor5PQ82ganFM4gtLDUR7S9uYfG3yWT3zBNwd03ZoBIpqG53i4y1ayfuEF3soczLT2QUItLeh5vyo0PEylWCSWSIgstLfHXwC3QkcHWjzO0terDPzDAkMWnN7yt9lL3cH3bz4IOzQoVZp0mpGsxzUXFPn5nzS8kRG8RX146FwQvoSPlH/Htrl7ePW1r7DpxiXiEY+iHsZxnNr9E9yjQWuRbdsQjWKMjKB0HUPXcDzF6eduxNTKYpoSGYYLJkfbt1AhzHk/3IBYZQhduQx7zRzT8hoz7GX89WfPM6IMrnWOZK/d8qw/rSrgcMlSmD4dmtIYtoPruWiui6nrmAq8SJhwKoU2NCTgs1KpjyRzPBkTZ5n1qldnB1iGVCRNEwYG+PO9U1lu7sKBX45y0bZZbr/rSF65qcSDj8TYb+8cKpeTZ6tdrT/nAvWf644mcP2q0MP3eBzkXM8TDx/KLruvulK0/YcN1ttsY35w/E184ZXjmKvLM+tpc1ce2fE0vvO9FGur+8xxnHFkvaZpZDKZGhj1PI9yuUwkEsHzPCKRCPl8vqZICFoR3slVHKRiVi6X8fwFzUSjziZjMhpDC9RVq4l3jYlbWmUBrGmjMXFA4hqa5AjDGI2Jw2Fs18VsbRVMXKngZLLojo0ZTOJZulSq5U1Nkos1bbwpYYCJ/fG8KhaDVKqGiXEcqsPDGGiETQN3YAA93TQKE5shC5u6KDeoPuu6TrVarY0CDEVjOK4Q4pVqFcs00YtFzJYWvFKJrk6LE87weOCBT3LUwUPQ1Mzd+h58YZ0yszrzOI4nmDgeJ9TTg2ZagomXrZAF+awZGFCbaKD5+6QU6K1tWI6PYTVNCINQSAiEYrE+0nF4WM5XLC65GAV2BfJ+m0g4JNexv18+y3EgFEI5tuDkZBKUx+JlIWbPU2hKUVYhhpbYTN3QP0G+Qu+DGGuKiSuVCqZprhYTJ5PJd8yngYrsvwUTT5II7zZyvmt3kFiDcSulkjChjivsa8C6xWPC3M2dU/+MoG+24qsWXA+qRQG0fuJ1TRMjlZLKllLQ3YPe081OC8J86HiNR//+JVZE2/jYzhpdM1zZdiJR72EDnxH0R+WEQzUjlWoWCIdZvtTgF8ct45NDP+Qg/UXefHodLrnzmxz4lRIb7qCzeGmI3/7EJtzXg6KH6vS5zD94ARfdeCFH5C+gWc/Q7XbxaPPBvF2dyvLhGWxmvUhBxfiHvQkHRn9Pp9lPmApNeoY+d+Je5rfdGZiRKiW7iplIQKlEuVAgPLUZo+QDQtuFoSG0KVMIeR52MonnKbRyia71k5xwbgjNmQI9vdDmQqYiSatQEALFJxyaU7DjbhrnPngRB1Z+SZfey0PlXfiHsxGbLP895112ECedWsR0HAG9AJkMmu3wpYOy2AeFGKzuQHpuE9GYBoP+ufa8+jwwf8rEBzEmkloF8qxGQBswrkHCjMfjo0bXRCKRNTaBaZTormqO7mRMxkTx+C0DVLMlOHIGAwM6mRff5smHp7HTR3zPk8Y2s5C0GExrLvGDSypc9eNj6XnxT3xc/RqAmFbk55GTmHfY1px1iCf3bNEDK8wVV7czstQiolcpVgx2zv2aTdWznHP+x+jsiGAaWZaXW/ju6b2ElyxBVWy8VAL9tdelNSLtjzHL5VDRKAtfgx+dFefLxpVEtDKf118irhc5YPH3yJzdzGvuBjzRchDrrVNgu8oT9C//MOV+xeAKh+/Pv5ZvnBPlTzccz8D9r2HfVmXTdatokQiRVEqIjgYHfpSiOjCAXqngVKtooRBmKoVeKuGZJo7tcOp3+rjmgiS7rriYzbW/yrQg4OfRz/N46EP8vHQU349+HU2DhFZggXqdY6rX8t2vvsgG67lgtvlTFOICHBNxrEgY5Xm4pinPvFgUKxrFCPqVA5d0z1d29ffJIqJQEFVDJCLPKDSIeLXWginzwnzuaI2WtA1lxcd372PzHabw6lMFGBxE2a6YXMaiIskFf2xyWUBwID1V9WkLL/xxgG+ELuPS332EXXZfvZKguVmxwYeSqJcUtmai4zHiJNj1k01EImvPqGsiVUAgk61Jov3fV6tVLMvCsizS6TSVSgXXdYlEImvs6B04gAeS3f9EE6/J+ADG6jBxsSD4tlSuY+JYVBRI8+bWPyMYxVguC6EYKJiqvrIhmcS1rNGYuKcXvacbJxTG7B+QfZg5Q3KP49ZH7gYKBBiNiUNWTa1UVQrCYVHrZDIYpomnFK7vW6X6+2VkoX8/Wm1ttfaLgJALh8OUR0bQRnI4jo3mT5ewSiU028YMhfB0HatrCqAIWxY60Nqh8YljEmCHYdo09jq2jP3yy2SzBQzDxEwmoFCgVCgSnjpVMHEiwMTDaFO6CCklmNj10CpltJYkoXAYbFOek7G4kKuBKjc7IsS3ptWVDHYFypYQPKGwFD5bW/zJDf4UCMcnAjIZlO0I8VMsc88TrTx702skt9uAI78U4vwzwugDfXzmey2su577gcbEjS1jQQSYuDE/T2LiiWOSRHi3ETicBlGpiJRnZERcZDWfCGhrFamWrksyy+UkSfpJiWxW+pKKJfm96xvtFcQtW3V0oCUSaImEAKYhYSlxHMJOgd236gZrEFpmQahZwGs8znNvtXH35SXC+QFsPcq0DTv57Mf7MYLRkrqOVyigRSJcf1ovZ2e+hGUI6FrXeJ2z8kfxnWuuoWWjFDedtZTTc8diapI4nFcNzl9+JQecvRU33nEd+e4c6dkpvnBolVt+pnHEMz9lmTuTiFbmoOjttfaGCmHS+ghDXjMjXnLUNAWl4M7ix7DejODsF8NTilC+gJ5KYYdMjFy5PmooXwDXxbQsAaqzZ6EyGfSyP684n5dznM3KWBpNh7Z27KrH/c9MYenbIeYvsNl1/mLCkRnc9NvPMV+9xtahZzkkfhsAr7/+Ar/+1dl84VPleltD1UbFZR+swjBd0+MQ8w8ulZZrExyM7/ouLuHw3DMaT/4hT7LFYP8vxGhtfX/cYtc0JjLQCoiFoPLVmNAcxyHqj3sLh8NrVPGaKP7TE+Vk/OvDdYElS2ku95PJzOSu35Q5UzuB3912JTvtnAIaCDHPkxy7YgU0N2NGwxz9xX6+d9q2kP917WWlqfPZf68sONF6G4Jtc+gncvzoPJ0Dey9jQ+MfAqA0uGToYIYHmri843I+8XWXcK4PdAO9xZeWhsP+6LIGMiOf5yMHpFi3Lc+Pz/8sh/WcwxS9B4DNjef4dehozF334pojB7nk6H4+VryOG6/cmQXrh1lvnyl85pP9xLwRPvlpxes7bcgNN7dAexUsC83ziEajkmdyOcjnKQ8OoYdDKNPkih918rWvDWCYDkZXF2FAaRrpcJhzfqfzi++eT/nec9leewSAB7R9WPrZk9k9rtP/sw46EIPYH3snoFyP6VNs3FQat1TC0DR53mkalEpokQhhgLY2vGQSbWgIzXWljcPxn5OZrCweQpaMy3zttTqAR4k/gmWJL4PjQjbLoQeN1BcilpARs6cUmL1jHzgeSkMWArYt45BBPi8akWdlS5THHrG44LwEH+56AU1bxDr55wlpNnNeuZOL990Ihcb9vVtz5uU62+0wvkK26JFeNjWinDnnNrRSkSNWnszvbhpkm+2b186XG2oGiY150XVdwuHwKAA7tkJmGEZNTvtetzsZk7HWYiJM3D8o92JHR73FIZGAGdPHY2LfTI9str7YLfiYWNME1wWYOJkUTDyShaHBGiYO2sbo7oHZsyQf+JiYtjbBgxHf1Dy4nxIJ+bdp1jCxCsx7dR09X8Cxq4Q0nUosJsbq4TBEInhKEfEXguTzUCzilsuQzaGlk3g+3tEKBWhqIhyNgufhGQbRWIw4UH31Ndknvw2PFlmwlwBvxgyUpuE4Lp7n+Zg4iR2yMMoNmDiXg472OiaeM3tiTDySleeUbkBbe52kKRTkPFQqQvZ2dEhLQ3e3EMbBdQ0MKfHJhAZM/I8XFK/95mVOV+fy1yd34Ft/O5HTcl+jQ+vj26dez1m/SJLoSo6bfPNBiWAx3xiNmHgs2TuJiUfHB/OqfpDDMOryoGJRyINC3p8/7t+Y7W0+c+dIFT2VkqpLR0ftRlIlnxX0lCSRSkWSZ3sa2towQyFszxPHVU3kXWpoyHfCrkpfr2XV3ak9xaN/rvLGBX/ilPIl6JrcBK8+siEX953BSd8b3W+zZInJBt1/wdKcUT/XNPhI5iZ+dv7xnDxyEqZeB1im5vJ/I9/m2lt/zdFHD8kxJBVOOMzenzW54e/Hc7x9zqjPu6u8F1tZ4iMwz1zEd7Nnsl/0j2wTepa33ZncUvwEB8du48G+T1JuXZeoVcWNxTHtKsrxpVa6f66VJtKptDjragFLnM/DoC19drou57W7G6ZNY9GyKNd83+Cg4jXsoL/Gy0s24TuPfp5IQueM6NcIafao/V1Xf43bXsrJ9SqVhUVPJtDicXkATZte34ZpSitKc5OwrJYlhkOmSaUCFxw5yJavXcuXnTsZVk1cf8fxzP3SjhzwhX/fLNjAnKtYLNZ6vAIplWmaFIvFmv9BUOn6Vzp3Z7MaP/6xRn9/AU3ziEYTHHWUxowZ/17yZTL+NfHzixwyK4uiTF0R5sDuW5mhvc2XdtuJsD1Cb+VA/v5okYu/qaNVNFwU2+4RZpcNV8pIKqVqktpXlrewYf4P3Gp8kadbPsah/ZcQGuymEt2QcFezSF0dB3p76ZwT4ayTFvKLm07g7ed+z0f5PQBvuzO5aoOfcuYvZ+BU++EV0wdfRbSKeAxghYRQCHoafaO8qdtM4cxL3ua8o47ju8WjAfhx/mhusT/Lxx57lB89Ch+r3MIMczmxB+5i0V87GK4m2PvOD/G7n75KZ3OFdTsHOOuKZjzDQFNKAItti7TUryCpbBYtZFFJtPP3h2ye3TrO9lsN4/nVH+U7+eu6Tsv8VqbetYQevQtDOXSpJfSnDd58pJdDjIVcEr+AmZXXCWWznBU9mftfOZkD1snj9vVhFIpyfoNWhFBITIc1DSMSgalTUSu7xTwxUIgUy0K4NqXFydvw+2RdVxYMgRIhlapLbRXy+ZGIEAOZrEw38h3GtWBkcjpd7w/WNH/qRhzicXbax+S7rXD3BVGOH/gmTXoWgE8Uf8pQrpnLOi7l3Cs8ttp+vDIrl9N47KUuWg/5EeecEqNa1bjipKt46unIhN4/7yUCkBpIqA3DqP0Jcm+lUqn9TAXXfjIm44MWYzFxLgeFXB0TV98tJvbqmLhUkkJNW+toTKzr0oowOIjpuqMxsdHQ4uS6aLEYatpUIRJ0XRbVodBqxzqSyYDnoek6umkQyhewHQeVSoGPjyx/+9g2GAZuNiu+M5aB4bde6KaJN5IT3IoMYNA0DTMwgcz5LXItLWi+f5Su6zixGMa8eahCAc9xcOMJwcRVezQmRpdzOREmHpoAE0/vlP+vcIVoqZqiOkADT9oUaGmW8wl1z4OmJrmuJV9ZFmDicpl1t09y61+m8PaSWf/P3nmH2VVV7/9z6u3TJzPphQQIEHroJXRBRVGINEVAQJp0QToCUgSVJlIVQUpAFKQ3AekdCZ0A6WX67fe0/ftjn33vuTOTEBB/ftGs5+FhMnPLufecs/a73/Wud7Gx/hwbF74DOjyr78CUbdtIT/y/SyCAVCIEQUCpVFopTJxIJFZNs4nEqm/i80YmU5trWgjZT9eViU7XJQAKpZ1VWSVI8BO98FpawnErurxp0eT/Q/Bl+j5BPI7v+wTFIvQNYAQetudLwJoMTavUjHJd48kbFnBG5ZK6sepT9bd5a87DvDf3e6y5huz/NTMZeudqjKh8WpW1RqMjWIi2tEsaSw2KRj2Ls7ALQ9NxDAO9UMCIxxk/usKkgzbgnFt/y3Z9s0gGOf7R9j3ezUzj8OwZABRFkjMazuVdbyq3Fvel01jCKQ0XkdDKzHa2IM+mpFo8/FgMc9EiyS7HE5Jx9jwprerrkwx1dE58sSi/bxWGAY2NiFye3//K4JzKkZimzzK/nacLW9JQ+Ij+7hYu4qd8K3Ev69pv1X1GyysAjTBvrpTWWaZ0wC0UIRaHIGxZsG1J4rS0DEmS15+f5+DZhzFGnw86JFjCscVT+e11p7Ngh28zZsy/rz9MAdTBLKfv+5RKpWpyVD1ZsViMSqVSJRZUb3UsFpNVT1Zi3u+XEMWiximnBGy77WNMmyanbTiOwQUXzOC001KMHr2KSPhvj422MfjLWYs5ZtmxtBq91abTP7MDBSvJZZWfcJC4ku1eeJJn9B15co2j2HDtnASrrlerbBkGD9xr0mPvzDcPTHLxNy1u+8OpfHB7P888E2fHvcIqr2lK87AlS3jy3fFM395j3isWHgYlkSBJgTFTbNJpn94eAV3daK6D7Xlo5QpoFTAqssIGdeOxNMtidnYSGxcv5nm24UFjL45LncH7yW1xjCTHZE8hqcsRBEfHfsNz5W14eMJR3H3iPxnRBPiCWFOTBN9h5QOQRpCRXmIt9HL4x6MaJ+rn8OjDJ7DpxmCG4EjNsRZCMOepucTimzB7+iEErmDaM5fz/B1L6e7SOSx2F9M2i/FWz4Zk//E+61lvcuUDNvneBEYwGr1UZtt1FjKhMxz5tWQpjOysnjtRCSfkRFtMmhsleHXDzUQiKVsXLEvmbD+QOTaekH8fNVICeNOUf3ddWaHs6pJrr+/hVSryOymWai7ssVgola5N79h0Bqyx/jTO3/dGLu76bvWQzh/5B86+bSQNDcN7IxQKGj+/2mTjzWUrRCIh+OnljTz2oEalIj6XJ8Ly8mapVCIIVSWe51U9DhKJRHX+uJLK+r5Pc3NzlUyAobl9VayK/1gMxsSmKfFaY9MXw8TG58PElsLEqUGYWJmrAtqIEXI0ZG+v3Lg3NdZI3xATO+FkBQHgeASmTiysxBuJhGwxisel4a+mIVxXfi5b5glD0+SoxRAT+4RmixrVtgdFBAZBgBsEkEpWCV6oN+dzgwC9oQEDJCZeuFC2Lcfj8nN8FiZODMLEDQ2SCEgmpR9bUhKu8nE6ICSxUnHkuSgUZU5OJuXzNQ3mfhqSNSEmLpawW2OceFLAmSddwK/L+8rPJzRuaj2da89Nfimk678anxcTx+NxyuVyHSZ2HIdEIlFtH/v/gYm/CrFSJMLMmTO/BlyG3HJeP2vWrAuHecxM4Gxkynhz1qxZ+36Jx/l/IkQQhMyhJm/cUklWRFpbpewSJMuay8leJDWKxfPqx50Qcb9VDt9RZ84QiMZiMVKpFHnXRY9Z6PGMZGeFkEmjqa1avelz0ozsfn7Y497Z/TOz7tuDNSfJypTV0MDaa/tc17QTO+QeGfL451O7EWtKIPJDqy5CgGclMGLg58s8/o8GPvjYZuTEODt8rcDWO43kjQ8vYMA1OGQrsG2HB267kgcf/ITuXoOOZT18M3YPW8bqj3VOan2m+wLXFdjpNEF7O3b/QG02fGOjTHpCyASXzVJFc6F7cOTLhaYm3nwnxea9N2NqPvkgxWW5Yzi94TwSern6WX6TPwZbc1jTeh8AX+hU0u3ghjKvhYsgEHippDyfllkbMaYbaOG4tsEx8NonkkAYFPuVLueW323HUeelh3nWvxaDx9SoPj2V6Ab7Hui6jud5FIvFqslWEKlamqZZHW8TdQr/d7Gwt92ms/HGT5NO18Z12rbPDjs8xXXX7crZZ/9b3nZV/B+KDTfVmHLnmvz6uFvZffaZrOe/BMDH3kRuzB/ITzJXMMLo4ob0z2j69tac/s0BmQvC2d/VedVA53iLg39s09LqgK6x74EBG05v5JOe+hm1WjKJGDOGa/7gMHlimR8E/+Sszluwm1Ps8OFl9M9eQiYzkXxPD+gaRjIl86JpQz6suCWSNQfrSK5/7LYcIr4J4/fZFOuFLMe/+3sS3V0420zj7Jd+ycX6UQD0BU1cbp3BDuN7uf+uBE1tGnvs5UqAPqg3U1WHFi02eexenSDbho/gzdfhN8ZLPDF/IXfdPA6jwUY3BGttGmOTrQRLlzo8/NZ4pv70SI7eHeZ8ZHHXs1vx/JyxbLdjifyCPJs//HPW0N4lnZZmlJe536f0dIKn2Ik3RnydPbfxJDEQkqtYthwpZtuyr9kYJJVPJELVQEb23EJNvdHYUCNdDL2qKBAdnfR0a7QV+yUYbmyQRMSixSACAseVZIMVjgD2fTmHfBiZfiYjaAuW4AqTv/M1duAB2llKOt055LHV66YzoLNzKDjccdeVH92liFgFNFXlEmpjc9U5VQaJlUqlWvFS5oexsE9bGSwuL7evilXxnwhRraaHmLhcljgpiomTCUkueN6Xh4md4TCxD+3Nci3wpOKhrhUokYDRoxEDA/J4VC98IokVrh2e5+EnEujGAHY4TaFKZgzeiA7Kd0Y8jlYuIwKBBlimiee6mMlk1UxP0zRc16VQKFRHRnqeh23bmKZZfW3DMKr5A0BPpwlGjMD+8CNJvA7GxOE48s/CxID8fpqbw1YFTbZe6zqUKrI9rFSSj1HKp2JRqsF82arLgoUgwEvK3F4WNhddmOKnxaMkFwHomuDQ7tO57Gc/55gL0v8xIuGzMLHrunVTERQmLhQKQzCxOkf/PzHxVyE+szlu5syZBnAVsCuwFrDPzJkz1xr0mCnAz4AtZ82atTZw7Jd/qP96iCCQs76HMdJYmeeydGkomzLlTWiGs1Zb22SlJQiZ0PZ2CYhsW/4uk6nOqh4SjY1DXUu9GhDVhMCMxdA7O6XJjKbXJj60tsoE0tBArK2Bsj78xrQoksTb09AxorrpbWw0aJixIa+yWd1jPwpWp2+dbdho10aeZ5shr/WC2JppO7awuNDEL36Wov2WKzjqhT3Z4E8nctVRA3y6pIMZO+rsuKsgnQ7wfZf9jkhxwk2j+MW9Hby4+oH0BU3V1ysFcU7JXoTW18+LP/orv9v3I2ZdJbBGdGBOnQqTV4MN1pcmPHZoANPXB719tT6m4W7gdJquvhij3Y8B+EtpDw5JX1clEEDm1aPTV3J3aQ95jgVcrZ/Etzb/VFa/AiFbFUwTPZOWculsTp4bXZd9ucsJq5Ib9veNepZSf2XYv61MeJ5HuVymVCpVQacKJY2NVh7L5drnjTKnjuPgui6apuF5XlU6q4y6bNvGdV0cx6nOJVczc/9dM8nnzHHo6BgY8vtYzCOfL/5b3nNV/GdCeJ4Ei8NEJiPY9UetLA06ESIsOosk02Ov0KJL/5Euayzf2ScI25saZV5sbZE9pqH50/f3y9EyyqoZzhoGa27bwm57Dc0Xc+Yl+Ia4g5deT3P/5pdw5nUNnHmJYOkBJ/P0hxNYsABMx8EcPVrK6V1fkgctrfL9U0kJvDo66sZS9rtp9rhuO/b6cRKrazGTO/pJbzCJ9/7Rx2bOo8x3R/PHwv40af2s1fsUOz9xErOfL9E2MRyRpqrs0Qhfv7nZ59OPwH78YXZ/7CjO7/0BuiY4Pn8y337wMNa5/TRefbxMxxg9vJfh+HNixBpjPPtUjFuv9DjWuojdxr7EVruZfPPIRu5f/2wetb9NXJM5KqUXuU47FvOg73PuRSVSG68hSVyQSoDeHpkrQQJYb1BusG35/ZumXK/QpNIgn5PTNAQSCC/rknm9f4D3XypwypEGvP669LhY1iXX28YGQENPpWDpMrnGKvd4NeZzULzwDxi19FXOHn07+s/P4qyRt9Gx+DVef/Vf8wUQQuA4DqVSqerirUJVrZTr9uBZ41Ejryh5oPJ1EATEYjHi8TixWAzLsigUCkNye6XyxdeRVbEq4EvAxMuW1WNiw4BMQ4iJw9aEIJC+BPH4ymPiwcczGBPb9lBM3NRU2+w3NKAtp11Ba2yUY2Hb22W+DjGxZVkkEgmSLS0kWloxW1vlY9rbZP7S9Xqi0rblhl5FOk08Hq9OSzCAVDxBoqOjOgVFCFHduKqeeDXRIUogappGPGwVUxN47A6FiSdJTDwpgol7e6G39zMxMbGYJLybmmSrWakkz2GhIMnhvr6a6WJfnyQMZs+Gd96W/w6E/I5NE70hA+USH78T0Lr0bUbqS3hW254jmh9kXjCe9YIXmfdyN4XCv5dB+FcwcTQGY+Jyufwfx8RfhVgZ+mQT4KNZs2Z9DDBz5szbgW8B70Qecwhw1axZs/oAZs2atezLPtB/NYSaQRteYCKRXG4VedgoFOSuM0qpNTfLG7CjA9pb5QZTQxqTJKX8VBQKUCjIfq9EQprCREKLxxEtLZJFDAJ5849orwFRTZPJNx2CZTUuSwjoHIkWSphSCPrHTsN51xrS5//nzOHse0AazahPzIeckeYW6ywefvwTmorzGYiNpGXDsRx3jM9bHyX5TXAc8yoj2SPxFwDuCfZi7vTvceK3XM49ssQZ/YeQMOQNuabxPmfnDuOss/7IOvetgWGIIa6nmgbH/raFq0+7meRHb9PmLODR/i25OHUMHdoycAAHXv3L5tzMeRx0kBH2bVUkE6oh/x2LSVa0r08C2sZGCTRNozZKxrZZe5cRPPj7XViv/E+W+iOYYM4dclpNzadfa+UK/TQGGsbyta+VWWfCYljgSHDb0hwyv6F3RSZdz/AuJ0otY6B/6O9n++syafoKevFWEAqcKmDq+z7ZbLa6QKn5xrXvWz5msKQ5+jsFXlVyTCQSWJZV50QbDZVg/z0zbfXl9hwLscoM7L8hhOvKud1+IKvOuqw+aYOus6du62Vv9xXO6rwZx0hy2MLj+bu3A8+vfjQT5z3OOn2P88Y/f8wG61XkfTmQlb36mQzCdih1F0mOaoH2Ntmy4IVO0j09CNPEjWdY3FXTpd99TZ6DvDt5uW17vnNgE0uWAIk02++TYINdQjmkpkkANmpU6GbthrkogAkT6sgDIeD99032+TFUPPjr3RrTu+9lwGglddQJPIbGwJstXJU/AgebFyqb0Wz08btRl3DqyUVaO3vAy4STdQaRCI2NsGwZiZjFmb/UeOCve/LHW9bg+MLJAMQ0hxeTu/DJNgfy63MymGZApRKQTms8cnMvE967hy21J9lfK9BkDXBs/md8eNYUev1m3tVOwslsyT7+DdXP8ZG/OntP1/lkaQYclzbLJZNAqgtArm/NzWiWhUiEExfUdAbXlQbDliVJ+JEjwW2TclqBBKtCyL8ZJpQKPHb7WCbkPyXvp0gXi3JdbWsN+3KlyRqtLbXe5xXEQ3d6ZGbsx1kXponFArbabgKXnLAXi2532Gj6F68eKSCqSFk1S1yN2xycHw3DqI4Li6rBlLO3CkXouq4rNw5hJSz6Xupn3/dXSWpXxReOIZg4mURT1eqViXx+eEy8dGmIidtWjImLRdl+NBwmbm5eMSZOJqCyYky8olje6EohBFq+IH3OSiVJFGQyYcEwjQh9EkC2q4l4rOqJgKZBQyNWazvYpsx5qVStDS3EXsOFwmGqoq0q3YpEVPlEmIY8JscZioldVxK0zc1DMbEXtvqNHl2bmjG+RriTz8lrobtH5uZypUYAaZr8bhcuHIqJ0xnWWk3Q9ZPpnH75bxmz9VguO6+F8w/5He6CZRx17UTS6ZVXcH3e+CKYWHkgqOeoSQxRTBwEQZVUGIyJbXuQkvHfion/78fKrKKjgaguewGw6aDHrA4wc+bMZ5EtD2fPmjXroS/lCL+EEKXQ7dWKfNxyCVGwpDnIyoRKFIWCvNlct9b/1d8nH9PZCc3Nkd7Vflm9VhdXPo9wvSHkhZZIINRM3HA0jgilTZoeyjwFtV5RTZefpaM+Wf7g3FGcd9j1HLLsNMaaCyiJOLNih9K599a0tQ3DNOey7H+ggzh4HKX+TuJBAb28jPnz23nsrFf5g34ys811+G1emoL1NUxg34MzLO12GLPoCRJaPaOnabBL1w088eB5bLWDV70Ro2RCJiM49tcpKpUtePVlg2+cdS0dfj3ntJF4nsf//i5LfrAxCz4o0OkXGWOHBlqNjfK7b2yEJUvkuVVu3wq4hr2xozVB71rb8OkrdyLQcAKTp5wZvOJshIVLXKswMzmLsp6iP51ho00CNpq4RBI23V2SYa9UIJNBR4OGyGIXBESbY4XjSEDs+2AYbPf9dm694HD2da6uPqYYJLh11BmcvfcXA6/RdoRoJUr9vlQqkYosWvKc1H62LKtudI0iD1QyVY93HAfbtodUvJTpl6rCqfMaXeT+ldh2W4u33hrLmmvWt4F0d6cZPz4J/O+yvf810dNT9Syo+11npLdewEsv2ZSn38jJv2rhwTtdTrzoCopGA3dfG2PuS1ty/S82oOXmAhuM7A2lsmGOKRR4e14bN93ewSV/lJvvay902GX7LOMmhIDI8+j/qI+jD+9gW+dvjDMXsqFYSqvRx/GVU3nlqG3wMfhjfn8O+anDHj+waGvT6FqcDkF3UJN8BgGMHlVHIKi4+bIS+eff4WvW/aSEzzY8gu8Z/PqEcbxW2I539e+QEEUOTt2ATZlL8iczJZXmiWd7MQzY42vdaK0tsHQpwpSVPs22JXgdMaK6Xuw20+SfL61N8LqOgfwe3mrYlhPPTuB5JRwnCEcEmlzztw6uv2Q3npvVwJGFcwCpjkraFX7fdjzd81r53sCN3M73+IezNT9I/JHJzmu8+JMuKr7NraV9ufA4hw02DB3XQz8GPv4EkU7J8xqLA0KuU6FfjKwOhbJgz5MgOJ+Xm4FSUcqCK3Kdzi3I8233Zp547Uh2326pdBUvqfyfwWhulp4MYWqbN8+gY50kcUKyJ5uV5wc44ZQUjWNqctpEAs74bZqBAY266R6fI6JSVqCqMlBtC47j1LUvDA41mjMKZhVwVRNyoKZ2UK/rum61Sqmk0Qr8RqW1q0iFVfFZIYrFoZi4VEJYNlpqJSd/eN7yMXFfr8wL/wom1nWZI4IAyuVhMLGQG2nDkLnGtoZg4s8d2aw8vtZW2ZpRKsn1SZEahQIinoCmRvmZWlrkMaqpNW2taINMU6KS+uEwsYro7w3DqE4AqIu2NpkPu7pkcS0er8fEixZJTAy1se4RTFz1cshkZO6uVKQHgggkfo3FpMK2UpZEQiIuz3NDo3zPwZi4SY4c3nbHgNXXmcjIMTqaDadd10K2p4FWcxliiV/1ZNC+ZHPYL4KJo2HbdpXcUXlYYeLoZIYoJg6CoKoq+3dj4q9CfFmNHCYwBZgBjAGenjlz5rRZs2b1Rx80c+bMQ4FDAWbNmkVbW9uX9PbLOSjTpK2tDX/ZsuUmF2MljyGwbfwlSxCWhdbSgt/VLW8swFx99dDp28dsbwek1CsolaRTdTQcB725uQo6n36kxD2XfkhsySe4sTSN0yZyzGkJkkGA0dGBaZq0jB2L//EnkEoiggC9sRFj8mT0QSClrQ0mP7EVt1x2N395uwurIcV3jh7NOusOX8X1HKdGorTK/jZ/yRL+dr3J4cWfo+kwzZ7NNHu2PPTA4re3PMA+p06hw7t+2NccGcxj9oBNW1sTAMViEcdxaAklsEEQUKlUaGuL8/e/FNi88tiwV+H4pc9z3d4BWxfu4cnk2swduRUnnp2ioz2UMA8MIFIp9HbJUIsgQDMMjEEs9M+v0vnVab+j66mFnNh9Cd9J/IVTMhehabIP+ZLsCYzTP+SEgV/z3IPbctW8H3HK8UWCpiZEdxeaZaNnMlijRmKWyxCPY6QzEI+ht7VVHd6DRYtqMl9g9+0rPGj/iAuu357WZW9Rshpxp6zLeVdMoqNj2K/uMyOfz1cTZqVSqS4yatRMoVDANM26ueFBENQlUVURKxQKVTmWSoLKGVgIUXWgVY61QLWPV/WAqWNRY8kGM7QqVIJVidc0zWGdxvfdF447bjPeecdkzTU/QdNg3rwO5szZkmuuaaj6BKn7elV88fj/mYvV+RKuK3PioOtEOA5GQ4Psq0fi0R+fWWHm9+U1svo6Dne+3cmbL5bRzRibb+Gw7jUej/4jSUOyLPtyPQ9j3Fj0xkae+UOWhsUf0tQ0A9OEOU++zpNuM8eeWjOaam4RPPZ3jUvP3Zn4369hh8r9AEzQPsZ2ylw76ldcf12ctSdX0FJN8jN0duJ5vpT/6pIIMcaNxVxO5euaO+GeP2V4/tIyR/T+FEvzsPBYTbzPJ9YETk5fgIXLWEOSZlPMOZQ+iHPT3BPY8DuTaGpqRO/oqAFwx8FoaalJasPxhp4H1sJHeUvfmFljzmL9rr+xYfcDvPf2Jmy2pVxnfN8nn88jRMAhJ43gl107kP3br2nW+gH4W9Ph/O7hsVx4bC9PPvw1NjWe48rGo7ij9D3mueNpLQ6wdKM9+NtZLu2Jdrl/j8cRtg3dPWgtzejNzfK4HAdtxAj0yD0uhCAolxGlMiLcEATlMr7j8ds/j+HVF3wmxeYiggSbFh5kbXM29z1X5OPZrXiVJl7Or8eN581h5BodGOkUjaUyWns7mq5z5pU+u+yf4dv7JvF7ehARxV9zmLMGr/P/yuVeqVTqiFiVS33fJ5VKkUqlcByHdDpdPXdKkqzynmmadHZ20t0tR2oqwGma5pA2hZaWFgYGBqr5WhEO0TysKmyappFMJpcLmqPtE2rd+KJgd1Ue/tfjP4uJh9/QfS5MvHjx8Jh4jTVWHhO7bh0mBggKBUSpXO3jF76PFsXEY8bgf/LpZ2Lizxue49QpIxQmNtLpanuE8Dx006zlu/DzLS+KxWLdPbk8TKzaF6DWejrsKNeODrzRo/EXLkQXQpIBDQ3Q349IpyUm1nWJiU0TY9Dx+ZqOqJQJumTuCVxHtrVUHPSmRoJyCb9cQZTL8rm6ht7QSNDYiOjpHoqJEwmMdIaWdWqYOHBdOvwlYNcwMY6D1tAgp2t8SfFlYWLXdSkWi18YE9u2XZ3qoH4fj8eXSySvLCZe2fhP5uKVIREWAmMj/x4T/i4aC4AXZ82a5QKfzJw58wMkqfBy9EGzZs26Frg2/KdQC+i/K9ra2uju7kb09tbmqg6K4SpIw4UQAhYtkjdsIGQPkoZk7j76SCa7IABdk5UiNxzFMvgiChUNmm3z7GMe7519NyeXL61WSpY81slJc67m55dpvPMG9Pc3Mjo9nwmTdNnTpAxk5s1bbs/X944AUBdUL8v7mkVvb31FMJeDUoniogHS+tAeU1tz8RYtoLGxgXcat+LrfXcOecwzid3YZP0KPZ8uA99H6Drx9naWLl1avfHUOJVkq84CfTxjhlxO0FVp5MjCWbQYfVB5nMLH13P2yb/n59fFsZRbt2HU+nFBVrfCxCkqFfk9aRqH7L+QNzbJ8M9z/sGM2FPVhzfr/ZzdeA4XZU9C02BL4ynmvbcar7+/KVNG5CX7HItDexstDQ0MqFnHqnLf0yO/x76+GgsfiU03KrHpTuPI5cYTi4lQldy93PPxWRHt5VJAMwomlbQrmjBt2657XjqdZmBgAMdxqq9p2za+79f19apeMCWzi8rAlMQuGq7rVhOpSsTq+FQ/r6qSqYrbcEnztNPgqafW5fHH10YIwUYbmRx6qEOh0F39etV9/e+KUaNG/dte+/9K/P/MxdU87HlyzJ89TE40zbqWhu13he5u6Suy3nT5uw23AMjTtzQL+S623SxLdml/eJ/r8MkniI5Oet/pYdve2/nbn9dh5HiDDfsfYM6r29DbO3SRPfzcdn5+9I/Y9rm/ktHluK1rG8/i5KszJOI99OaBXI72tdai+6M5skKTStVknouXAAxr6gew5S5QMbbk2ZO3Y0ftQQDMdIxdT9qYU0+9iIvTJ1Rzv6l7nFf4Oadf1crqTYsYGBCIWAyBNHxSJrOD1XPPPAHvLm6ibf+L+cXxCV548gfcc+4HJK9ZypSJyIoa4Nt2tb++762FCKFxTuO1bFh4gq17buehe9alfZLOvg9P5spj29HmXsfeyTvY0HqNCxqu4NprU3g9PSxxHHTT5O0XBRNbFtMcL8u1MLrGFotora2S4FHtDT294ZoYwo5SCbq6+f62vTjFKSRf/YD9/Gvl96HBKZUTWLRkFFc1nsfPf/I+qYkNZBMJmltaGAhnz7vCJLPkZZ65Yzxb7tAmpdSD11zHkeaUX5L5le/71X5ZtQFQQFP1NkedvaP5TuXF5uZmlixZgu/7VYWB53nEYrG6fK3ypyIpFImg+n4HbzLUY9SosqoMOjy2crmMZVlVsBsEAfF4vK6lYmXj352H4b8/F3+lMXEQSExsGEMx8Zw5NW8DQ05hkJi4v179ADVMHLlvxdKlQ9sNXA88j7bOTnrnzJH3+Upi4pWNIZg4m5UqiIqDCPvlNU2aSGor0QcvhJCtTkJIfOj7CMMg3tZWxcRKhl9SCoIw1L1Zfc/I751KhaBYRLNtTMDs769h4v7+yHfmyjXDMOowMXPm1FowiiX5OefPD81yw/aIfAGyA5JxLRZkHm9pkSMhPwsTq+kRg8nMcF34suLLwsTZbLYOE8disWpuBqreFcvDxMONQu/u7v5SMPHKxH8SE6/MqvoyMGXmzJkTkeTB3sDgyQt/BfYBfj9z5sw2ZHvDx1/kYP8tkUxK2VM0eXmeZO9WIoTqNao44IVtDbomE2QllLG7njT1UlWpFSXi8GJ7/Op5nFG5tG4kY6e+hPXn3MZx++/FjOKVTCq/xTOJLbhl/A4cd2GSVDp8cLG44jm3KxOxmARY5bL8z5WO0pV4I77QMbR6yZUQ4CZkRbht+2m8dPfWbCL+Uf37vGAcc9f8GjPTS6Aie878SgVv2TKCRKIquVQ309Y7Blx49WFs2vNcXa7JBykGRKMkEMJI6UW2WXorLzx/MJtvWML0PGneEw1NA9dFdHfLRc0Nz83SZTx1j81h9m1DvgJL84hpLoHQ0DXB7sHt/P6R7ZlyUF4mz9VWgyBAHzECrbd3+O9RJebBEQSyTS4cJabWui+KZS3LolKp1CUjNQ4I5MZfMd5KkqVkWkqGpUx94vE4juNgGEZVhqUWNCWxLRQKNDc3Vz0UVL/v4FCVOTVHFyCRSOC6bvU/tVAqt3HlSDy4YqZpMGOGz4wZIG+MVS0M/y2hmSZisHs/SACyEhWkqlS9r0/eSCGBePXt41jwXomWWI6SliX/SR9vidV54YSF5P0UN9p3s/SjNL/8+a6kk/J6GjPJ5Jsz5bVnLl6AqXn82vo5Ozl/ZqP8Y3z00SFMW6c2KzsoFGDRwmpvbFVNYYSmfsszCQPefLCbQ3mSmxLHY4sSC5clePvyJcTHtfFq13TGm/MA+MBfk3LDCP56Q554qplDDuuVqgch0DUNW9cxhpHBlvIBx944kWkbyH9vvp3BpLUmc8/vK9DfA5asqvj5Ar5lsWRZjLkf61yx/i0ceXGGV56cwhO/fRv3zzlOvNyiWPRp7Xufpf4Ibkz/jAOCi1nPfJ1sdnNSjQ3Q00NQcZj1O1h3msW+369v7QIgCBC5nCSmNU16VnQtk+tuPClbwyxLVrE8l0P3X8arG2zKlTe0c7R/PiCVYpd1XM7Zp3eRWGcypKUTudnZiRYCpucegS167uJ5sQdOuYVha1yaNtSo7V8IBQpV/o0qA+TbaVVllgKmIDf4Cmgq4kGth2qagzJWVK+l63q1ShkPx9upYxi86fB9v64/WOVky7KqpmMgQbJyG1drxb9SBVsVX8FIJmX+NAdj4pXDlNUiWUjQDYuJHVdiYhWGUYd1q6FpVbws8nmZT7u65DGm0zVsZehQLOLPnVuT3qdSNbLhy8TEpZLcNLseruvgJlOyZRUwDQNb04b9KINDCCFVFKqNr4qJuwgS8epmdLjRgyoXKIyn7tFyuSyfE45sdMJpFqbrD8XEAI4j/S8CIVsgBgakX4Jtye/LtmRLWVubNFtMJ+UITE2Tj1PGxbGYfMykSZ+NiRXJPtzvv8QYDhOrVgT4YphY5dzhMHGxWKSpqakOE0enaKj4MjHx//X4zO3MrFmzvJkzZx4FPIz0O7hx1qxZb8+cOfPnwCuzZs26N/zbzjNnznwHifpPmjVrVs+/88A/T2jJpEx6ERMZEsmV8kMQvl+74ZIJ0JLSjGQgB4nQmCSZlASFMl9EVqZEJiONoBR5USjK1xECt2eA9LKhPIsQ8Hp+HS409pcO2Tas679F94d3cdXpV/HTi2y5Of4ClYMhkUjAO+/IxGFoBL6Pa9vMmDmav16wH98Nbq57+BPGN5i+p5TQHnhyilviP+e2+5bR5cXRGkw8o4H9vlZCGBU0XScQAicIiBsGVrmMHrJ7frGIbRiYsRjjdxrP0dddxY9i1zDR+pRXKhvx++KBHJO+bMjhruu9zBNzfsz0bUxMy6p9r2pzkStIJlSxo7mc/Nk0CEwbneUlMBH5SZN9YKNHyzFknif7kFf0fdu2vLaGjCSKIXyfUneRa39RpvTuXOJOlnzLOKbvM46v7TUU8rrhmCFFuESrV6pPTvVnqf9HJXCWZVXJAZX8yuUyiUSiuiBBDehqmkYul6sCSwU6VW+vUhioiI4mA+oMadRiqNh3FYrFVZ9Pve8qU7D/wWhtrTNWJDRWXKnoH5BKgExaVlgSCRjIcsCun3BF12jWn/M3thcP8kftB/SLJq42vo9pesS1CkfGr6D83HUsCTq4uuUCtt3ahlgLCxdA9pM+zh97C4f/zOThu6ZSefpl5txVZNpUTebZfJ5gYAACZK7p7ZPHoOkQ+EM30JEQAua/OcCFHdex17mTKRcFz50yl2T3PMYHHzIj9QS/zJ6Ih8Hh6d+x7sATVD7oZLNvamA0omtadU2pVCokRowYAl532l0f9J6CpgaPfWYuA0sCT9fz8HUNs1Lho3djbHtwJ9/YzyMW5NluZ5O1N12fa34p8Lw8Lz0dw+8Z4PpNbuKHZya5+cLfYzz7DP94SGPXPTVob6c84NDe/ypz3xtbT6BUKpJw1/Van67jyO/JjslcaZrycePHA5oEsL5PR6tDk+ilJOJ84k9iTeNdmhtdEhNHguugGQ2UShpbTCsyTXubZjuHqDgcqz1De98yLvuOge47vJWdwmqbNXHGGdnwoDQwTdkrXA77sdPpFeb0aO+yquxH1VfxeFyOgwuJAfUY9VylHIBaq4Jy8Y7FYnU90Uo14HkefX19Vb+EqLGiIhKi1a7BbQgKmEad3z3Pq7ZeDDZwVGTIYAC8Kv77Y/mY+LP9EOoxcTL0mQkxcTIuC2qJhMRnyrOKEBOnUrLCPQwmFgMD8vHhZptSqb7YV3GgWCTIhP8uh337DQ3/Nkzsex5uLIbe3l79HL7n4cbjrCztJrJZhGEMwsT6sJiYWAyh63V9+QorKeKxSjqkUoh4HL1UwkMbHhPnI5g4lZL+DbYtH9fYKL/j9naYPFmO0NWQ5E8sJs1sm5tqpHkyKTGx76NZ1ooxsWXJ8xN9TOgjJny/qsogmfxMn4TPwsTxeLyKU78sTJzNZquqrS+KiaN5eHmYWHkwKILoq4iJV6omOmvWrAeABwb97szIzwI4Pvzv/2RojY1yUx8a363wBohGoSAdTkGOVQxnhaNRY2DRJFCyLPj4Y0SmEdpa0DIZaYiVz8vn2TF5Uy1ZglEo4lgpGDRt5DV3A7aIPVcdsaWizegh8/Eb9L47kZaR0lxRLFsmE4AQ8j2UqkDX5XElEnKUzjAXpRACFiyQbRgN0oXVFQKtUGCj1ZZy+67f4fLHJvGNwk2Y+DyY+QH6Tttz6LcUcBE0T06RmG4xc7NXMQyBEPDGa1P4dF4HP9hrQMrdhCBu23iFguxd6+1FOA6BpuFUNBbf382lmeN5tLwjLxc3YS3rHf7Q/EPOy53B9Nirdcf8vjGNzqlxSrrsw9IHstiJeKgSqUBLk0ycQsD8BZJNDQKIxdhhxwr3v7Une1CvRvCFjoONrsmF9K/W99n1BxlIu+FsuRJz5se5/vylDPQV2XavBjbaRNSTrOm0TMbhtVUd2ZlMIBYv5YJj4YiPf0ynsTS8puCeX+/Hfe5hfGPfWgJVPVJR19hSqVRnsKMSHVAdOaMSj23bVcAINaWCMoZRfV4qFMBUoDYKMqNVtug1o4xo1Hsqh/BoUtU0jUqlMuwc86g78VctWa6Kfz00y4LOzup4x5WVmAshpOGTaYbmfTZU5D2azGicfNg87ntpf/50zyQO0K7iHXcq52VP42cNFxLXKuia4HVzS/6x5pGcc0yB5AgNBgZ46a4cnVuvxlGnBBi64KCD+nlj7anceFccuhfKfBqLSYlvzKrd25/OlSDLk9IiYdsSmFcqcs1wHHBdFvWloKODk68ySTdJnf4aD0zixEPghX+OYmm+kxPTl2DjcF72dD5iTa77RQ/peB4tm5UEha7JXJROEzB0LrO6R1W1xXVdRKWC63k4QhCzLNxw02gaBtvMkOZYQd8AfqhyGGH0c8KZSXTd4v03TSb/ZAbf2FduMI+9JMGDs7bnlRcMNthKvuc/Ho2xXf+dPBd8k3c/2piGhI9uGMT7+2jutMAwefn1JJrvs/HUrByBmUhIw7WODkkwgDRa1Fshk+Gh+zzWdG7lvLZrmbxZI39/8lW0pUupiCnEHPn4RELw4DNJzvhBJ1u89Uc2F0+CBqvzLif0/IQb4yey/W6r8/3DByQ3rIiM/n654bBMeW5yecSI9mEVMKodYTD5CdQRCYp0jcViVcJBCFE12/r4Y5dEwqS11a8CYFVtGtw+oEbsJhKJuqk56nnRPA+1ntuoIdjgKpy6JhzHGQJSoxW5/xUDsFVRH18YE+fzNUzc0ChJVZ2qErQOExsGfPQRoqkZWlvQGhoQliULPL29NUy8eLHEUGo6RDot/97dI4kORTZOnIieTsFiT+Ltvj75WqmkxMRdXbJaLoT8vevKHG6a4VSH5HJHSw6Hib0QE9PfL8lSAbpp4A9TgBxMxiklQeA4lIMAyzSl94DCxMXiEEysAX48jmfbdR4JavOrfq6GruOGuI94HD2bi2BiR+ZXhYnVZwuCcDylL1t2fV/+vlCQk4c8T353CxbKz9zRWU9OrIziI5MZHhPHYrBkaW1qRE8vIh5Di/iJRWNlMLEiFuDLw8SqbSGap4fb4K8IE0fXiqg5Y/Q11OPVz19FTPxlGSt+JWJ5Y11WGL5fe45lyrE1xaIEsRMmyBukVKqODyORlE7Svd1ydGMyKZnZlpY6eY+Wz6FPHE/2jQwNeq76+7neeNaz/znsoUyovMPiZVNoGW3U5uH298ueplI4CsvQQTflyMlisZYoBofjyCQTdUp3vXCcZIq9j03S88NtefKB7Qi8gD2+l6GjQyYxKbt0efhh2GWX12ufSYMNNvqQxx9pJZ/Xacho2MqlVDfkd6Rp6LEYCdvmiSd1duv7JTHL4RuJOo6KSeYc5ntjGGsukIcrLB4ZcSA/3VyCLS0WI7BtSvkCCdOUSVDXa/LZQjFcPAzwfNYdu4wH1/wOL7/9CdONFwDZNvGr3LHsk7wDIeDvYmf619mS1ZqXQVFWza7/TYD56C18r3w9Ma3CI//4NudO+xGn/q65qgTUdF26pReL8ntNJCTr293Nq6/H2PzTa2sEQhjfcv/Eubd/ja/vs3r1slCgrvZ9alXn2MH9VlCT1SqzLMdxqjKs6OKj63qd8Us02bmuzkMPZXj77TS6DlttlWfddYvVxBgFn4ZhVBNj1Cnctu0hx6cqXAqkqsqXet9VLuL/2/G5+9OFqO/hbW6W97dTlgCyvZ21ExYv3F3BFSbNeh/jjU9xRW0hf9fckIOOM0iOaqr+7tu7hi7iRjMgqzvrr7WEy097H2KtMp/n8ohyWVa8enqgtwcQEow1Ncqc2T8gK3vdPeHkgRzEE4xKuVz6Gx+KLiI9As00aWwUXHq9xnkntvPNVy6hU5e+Cnum/8J9a5+Jq8UQMUcqDjJpCYBte4gCQVWnor3yEN57tk3CtvE0DV8I7LCaoqtRaLkc2DYxwwABrlNB9A9gdHZw1OkBmibXBAVsttvd4PY/2Vyz5wusFXsPyyuxvvEaY/NzefjkmSAE9+V2ZdOdx3HcKQ5ks/z9foGGxsYtS+RmQ0MSP6WyPAbHkfJbEcDSpTz57Fi8DQ7i53vOxUjF+WjDSZx+0Rieecpnh+1rbVSNjXDG9a1cesb5tN73Q1a3PgTgmvipbPGb3VlvfU8qANV1EgSynaJShoGKfO9EQq6dw5iiRUGdCkUALM8oS5GoCvQ6jsPNN8dIpeDQQ8t1uVABT7XpD4KgmvtTqVRVCqtaIZSpV1S9FY/Hq7lfERyDq3TquWpNGdwLrP6+vM+0Kv774wth4iCoPce2JNZUioKJE+TfymWJ97p7ZBtSxYHeHkkmpEI1bxQTq5yUDvNdIiFfR202Mxn5c28vWnu7fFxXj6yaW0Liy9YWiXf7++WGuFSWrxnFxIUCwvPQlouJK0MwsabwXEND1c9ssJ+EIm9VKMxmGAZ6PI7pebi+j2EYNUys6bK1IMTEccvCcV38bBajuXlYnxJlAhidDFOtesdiBLEY5UKRuGFIM3ldr+JuCiVJpIaYWKllIVxbJ02Sx7NwoTxfhbwkaj76CEZ2hkoya6X6cTVdR3R0DMXEXV3yWPr7Q78MA1wHP5nG0+zqNONSST7lP4GJo+SDUgqo0Y7RfPl5MbH6HEot9t+Cif+nSIQvFPF4zQymXK7Jvxoaa8mmVArHpCATJkB3OHqso0MyqvF4LWnqOtg2PzrS48LTr2fmkotY33iNXJBmdmwzhIix2jCWEnMS67H5JAvammvJd958CcJMUwJXNJmk8/lQrlRGNPigG0NblDTkZwn/YOoajpAJWYvHaeuE7x4oMAwL25YEggItH34Yp7Pzg2G/stVW/4gXX12Lr22flWoEz5NguKcHEfYi+b5PPguN9A/7Ggmzwk36kRgD/fRrLXTbY5i+RUY6xobzyTXTxE8lCTwXXSX9eDw8H2XZlmDG5HlpaeGk0yvc8/g5PPbsAJZTpJJuhZLD7xavRa4vYGS8B3thkb//RWO7b7i8+kac5gf/LNs6wjz29eAuJr8+mz9dcQ0HHFeTMSt5GRGGWpRKvPQwHCAeGbYXcGTfbPr61qClRXkmDC9lUhsFtShFIypzU8ehpFuKAIiOpEkmkwwMDOD7PrmcxrnnpllvvZfZZptufF/jlVem8NJLozniiByZTIYgCIZ1CFagORaLLdcQSC2qqvKmPoMCwKtiVaxsaLoux+CCBB+5PPjh7OsQeD5yl8smzquc3Xw9rROSLHx2Pr2imUvSv6bdnc+3CzfwyB0bs/8RUjYKSJCUK4DClKWSBKxW2C/qefz2mgZOPSEvc31Li3yMIobV6/gevP+BJI0LeQlunXB0Vjol83MuVyV0GxoErVoPE/mI01tvQfM9Du89jUzQz6h2h7KrI3yfwIxz3EntXHFFHyKon3mtNoTqdypPJJNJaaQVj2M6jhyVBlKGmkhIUBkCJ0PXqThSCmwhcMNNsKqCBUGAbduk03D9XXluuWQK3qMfsp//ezQN2rVuvl2+icuaL+bgowx22klufL1YChZ9RCA0fE9gWKYE+C1N8rtobIBRo6RPhu/D4sVceNZixowS0BWDXI7JQQ83XRXIcYx+feVL0yDozzLB/JRn9e0Z533EOqXnyQ58SxJUkZFxon9AnpPoPPdiUa7Zw5AIg1VZKjzPq/bfDgf4olUz0OjrqzAwoFXBpnpMKpWqKhhU1UyZdqnzqPK1mh2vQOlwZG20/zdadVOkUiwWqx6XysvKIPer2IO7Kv7DsTxM3NhQj4nLFUBW/wHo6pa4tLNTkrFRTGwYYVtoOL3B8+Qmu7FRKgsMQ+ZTx5UqtnRabvgJJOZqj3gBzJsftk/ZNUycTkcwcQnR2DhUeRHBwipMXaMiBLpuyNwJdfczUPUziY4ajI5mJZ1G6+nBCu9dEQQyFw7CxMqkz0okKJdKVMJ7Puq1oswCfc9DKxZxi0X0WAwrVAZopomfiBO4zvCYOJkIR6Ej1yLLgtbWqtmhKFfkmpbJyHWrq0c+z/ek35vnfeY0ChXLw8Rkc/La0TTpN9SX5eLzU/QucvjZH8fQtSTgyiPms/E3W9nr8OEVq5+FiZXxrTqOlcXEiiRQeba3t7fu/TOZTJXUHRwrwsRKOaZazv6bMPEqEuEzQksk5IXf0wOlChjhBRWPwZIlkEzJG9SpQEurvDHyeSCozWE1QxlssShvqPDmatZynPOrJA89fCaPvVQg3hznBwemufG8yewy7766CQkL/DE44ybTlCzXTGdKJZg7V97wTkX2GaczknFMJHFcjesu0cm++xZ2OUupZTTT9x4re/FtWybWgYGqm7VhGBi6jp9Jy0QH1dnTKhQYMQxBEAzPYAeBjmFqGAr4t7VBLkcgBBpgGwblSoXNttF5+M49mOxcMuQ1/tmxG+UgznHiOEYZSxACXvzLFvz2g5M48YIsXmNDVT7qa1pN4huOuiERl+y041ZHL+pOmT1+3IB2RBMAYs7H3HSjzcezP2Ur8RLb+U/S2DvA/bO+w22FvVkwX+c4/9YhBMAa+nv85dl5iGMmy6Sq68NXVgsFmtrSdAdtpPR5Q/6ctVpJJGqM9mDgqhx7lbRK+RZETbCi7QFQS7jqu4H6RU8lMIA//CHBjBmPkcmozYhg440/4OWXdT7+eDwbbuhXDWSibt5Rg0zVXjEcC6tkuOr5tm0vdwzkqlgVnxnNzbBsmZTPGnq1VYmBASgWefr5cZQ3OJkzf9jFEi/BMc9P5bj8lfz8iIWMGD+e3/3mFwy8GGP/fXtgRHs1D5PNhiaNugSqmlbd7PcXY9x7X5I9di8wco1A5vD+AQmw+vpkuQRNmi4WCjAQ9vsnEvLYiiVZ9bEjrRDItPHiaynY8vecfoYBCxdy5WW/4cU3m3G9RcQElNNpnn0xzuLFJZYt0xg1qr7Xc7DcMmryp+s6WlOTNCorl7ENg0o8Dg0NiFxOkgOxGJ4nj0nXdSm3DUFqpVKpVmoUoEq6OQ48KM9N9m68deeTrGu9BcAf4sfx7d+szZw3XO77i8yHc+en2DT3AL7QufaxQxjbXoCYTawpzk6bdkEiUcuZvg+Ox5ixJmDIc2sa4EDMyTFiopyJKyITFoIASh8u4sqG85l4wBa8+GaR1Z6/iQ/u6mKbHQYb7iLPm2WF7SfhRsepyDFog/KuyltRUKeqWZZl1U1SiD4mWjX78EOL1tYFlMsxFi5sYNy4WnUyOgs+OotcnVs1GszzPJLJZNVzQRl1qfMf9aKBGohVYFiRBurvCjTb4ZSOrypoXRX/2Vg+Jo5HMHFZ+hQokiCfl/fhijBxMikVDQL5WNeRm351nabT0otBhA7VvX1ygxuLyXUhmZSv9+knssgXxcT5gsSEKqIKYxXKqDGbrcPEJqwUJq77jsLqshlOHRKtrZDLYQG+YUgfoDAPa7pexcS6Ltc1OxbDCckIdY8rlVHMMPC7u3GFwBCCWKWC1t+P39hYvfeXj4n1OkxMpVKvVM7l5HnUNLlH0JD5slCQ56G5Wa6Vy/ExqhYNl4eJi0WZ310vVIjo/OayBnZ/6xTGiY85//t/IF1exq/zR/PEXbtzt3kkex5W7z+wMph4cMuAIsQ/CxMrIhZku1omk8F1XSzLqraafRFMHIvF/msx8SoSYWWiuVmyZ1oIbgqhRMcIZVfFonxMVQLlgtBkItJ0+Zhy6PaaSjGQ1bnzKoO+uRqB7rHu1j4nHNOHNm4sGC7HXpTi12f+kXFzn2Ri6Z+8k9qC/OQNOProrEx0QQCfzkU0NuHoBkEuBxpY2RymHzKwopmLfuryw3d/wli1gc3D3369L38rH8bX97NxmpoIymX0fAFTCAzbwl5tNWhoqF780eSoHGMBJk3yWbp0HDBUjTBnzprsu6+J3ToSTdNIZTLki0XMhgZZGQMQgs4RLoV1t+D1VzZmA16pPv9v5t4MWO38Yun3SBuSSNE02Ex7jvw71/L03w9lkx1yGMmkdKROpTAKhRrzmkpJQicRlwnTDf0qLAs8DxEmuBtvSLD4L6+wX+wOAnRuKhzACH0p+6Tu4JJntsDrGIupDT8dwCznZG9XKAUTtg3hjNzIF8Zu0+dx7cOH81PvZ3XPzwVpKpOmYvYuouw6cu58Jk0QMpSaptUZu0AtwQ3HvkZDucxCTeI6nHlWT0+R9dcvD/n9Bht8wMMPr8aGG8rPrsaWRatwQJ0cTL2nAtiqghkFyavifyvkdL8v77xrti2NuRynJictFmW+MwxOPaWftScWePrFTh54NM1PT+pnakcXRc9i9Eg459oMN1+r149JKZdDsKTJyTueJ/NHeH89dp/G+dbx3P/ABfxoYl6SAh0jauZfPT2gaXi+j+c4CN9Hzxew/QCtXJYAVhEeEQPGfF7jsNPj7PItaZTqexmOPq6LaU+65Hs9msdlSIwbxzM36eyxx9M8+uh2HHywvB/VvagAlKqKm6Y51Ck6lcLIZDBjMYxQRm+k08TLZTTTrDlb+z5aPF4d36rURAqoCc9Dyw5gJ5P0vF9gLfMdbrKOZqL3NjOKf+Wfz80g2+3z4V2fclBwGVMImGJ+CBqMfmYuPgY3aMew/jdTspJl27L9Q3lcRDG4QG4eEgno7JCbhyAkcEKTtddeM5ldmcolN+qMS3fBjh6PP7oPT/6unRMLBfSoQZxpysqprteUgKkkZBrkFAlNI+jtxc3nZa6Kx9FCFZZqY1DqDKiB0ijRIATst187hjHAqFFZQLD11h/jeTrXXrshmqYxb14zmUyKG28cqL+uQxAbbV/QdZ10Oj2EpCiXy9U8q867AqMqNyvJs7pOlEGjkuOuysWr4l+OFWHiZEJuOpeHiYlgYseR+VZI/ynSKZmDXU/e8+l07T1tG9pa0eJxSSA0N8nnRzFxQwOOYRLkcmgamLl8DROjNr7asJL8IAhwFSYuFGuYeMoUCPPBcJhYTT1RuEzJ1aN5WLMsRFMTZiKBpWkk02mJiRsb6zAxAJ6H2dqKEW44o+MKXddF9PZiWhZxXZLemqZRKRYJdB0jkVg+Jm5tk8XPFWBiDKOmyChVpCokCJXOijiITJyJhsjn5TWhMHGoNKnLN54n10x1XHaciVMSvPf+hqzlvsW5S/dGJ0BD8LaxIdOniCo5uzxM7Puy2LUiTByLxarnaUWYWK19qjgXBAGJRGLI9BqVg5XiRGFiNWnhfwkTryIRViZ8P3Q3TYYTGJBVbuEDoYyrt0/eoOomNHWZYFPJ2u8qFbqWCH5zbBdH9Z3MyLDC/vzH23DR6ydw8kn9aE0NtKRdzviVwYLyPhQqx7CW/y5tHRqUQkY3X4AgoGxoELPQKlL14NgWQeBj5/LMXtDO2h/eUSMQwvimeyvnzdqZ7fYYj2FZaGPHEjgOFSCRyVQT5OAbUvVoKlAVBA677prgscc2ZeutX8G2fXxf46WX1mGjjVI0NdVuEsMwJNtm24iBAbR8QQJINA7/RQOzbrqI+59cQKzYR6VpJBvtOYJRv3+vTokB4AqTZYVGfnvJJBpusujP2/i+hmlqNDV5dLb77Dgjx57fbcTK9cnEZ5pAKOFVbr9BwFMvN9H6yK0clJ5Vff01rfe5q/gdXq5szNbOnfyt88w6X4bocbhNI+pHhgaBZHtDVleEvXVNnXE2+FYTl/z1XL7vXMEIfRkvi835y+iTOPYoB9cP0E0TDQh6e9Hb2jDCcZgffJDk3ntj+H4FTbPZfXfYcENRlzCj50klRbXwKNA7WH6nQhs0wlOFYQS4rl/tB1NyMHkr+NWkmcvlqgun4zh11S3VTza4R1eN1AHq5pWviv++ePivAe+9XOYX1w9ftfhCEQShwZWQ1SdVEfJ91t7UhkUeLzzuke6bzxabGLCsSHNTIyTimDGDAw9zoTuslgikpL2trSpjnV9o5/V7CxAT/PPdBLm5/expv8qD7/Rw7/2tECRBCNackGP1MXkoV/AMg0o8wetvZth48hKCVFKaPwkbTbnwC1E3xaCpSZBKCR64s8yMrwv0lhZEQwPMt7j04RixmLwvcrl+Ojqy3HOPw8KFViiVhT33NJgwoeY0HY/HqxWyu+9O8Z3vFOo2mFDbrMZiMenh0tOD5nkEfoCWTFRNzRQIqpOFlssEmka26NL3cY6zm2/ga0dn+PSdGbz+wGx6nshy6u9beHeHqdx6zpkcs+QnVbPaZqOfy9t/xY9ObWPq6hVY2isrhP0DkmBpa5OkQT7swdU0mauLZZg3D+KJcGLOmOr3t846Hrc+amBme+Q8KNtih6/DZtt1ow1UpFmXynnZbOihUaqN4/V8udkxDOjpoZLLoYUVfxwHensxOzqqOVWNCau/FGv5U9Pgllt6ueIKi2JxgI03nl1VRu+88/M8//z6bLddMwcf3I1pDpXCqjyqALPqw1W5W+VM1Q+scnI8Hq8SSrZtVwG1UiAoIkFdH1ElSxR8R+eYr4pV8ZkRxcRVlYHCxEivmL4BiDEMJk7Ufhca0FKpyPyYjNwbmQap9mpokDeYADo60Jub5etblswTISYWvk/JNNBiNlqlIjGxZSJEgJXLS6WCI9UNw93LlUpFTuIaN+4LYWIlmVdKTNWeoEjBaOuQalHCthH9/WiFolyT0KRKwDCkCCBsYVIbYE3TwPOoaJr0uTFNSuWyVB5UKgRhxduwLNxYjFggDSJpDA0wB2PicrmKiUU6LQny9z8IvQ90KDq1iRkffFAduzl4Ay48TyoUolV1z5M5PmwtE5WKfO9MRp5vIcB32WMvhytLP+SN+99ifeM1AO7Qfsjkg6ez4RrdaF4NEytCNBpK9fFZmNgOzSrV74fHxFrVsHZwrlWKsCgmVu+t6zqmaZLNZv/nMPEqEiEMEc41HXYhVX2UIJOQOsnKiyAel8lRBHKDnwzZ0+amGuOZiMPYMfzhhAKn9h9OyigC8mW30J4mN7uJFz84gs12DSsots1YTaO1OaD7bQ+QM7VJJCAex7MsOd4lFquOU9ETCfxEAiybFx/T2cO9Xw7lHBTjel+lu3s1OjtDt9eQlVvevGjV4xWdrRoEAZttVmDMmAx//vMuuK6HYdh897s6G2zgLxeQaI2NiIYGjGJRsp+axvd+DOKw8WjaBCzLolwu88/fRxxThcFF2ZN4vLIjH3sT8bChq/515861eBN4/MkU1/3RY4dtmjj54E8wLU0mrFxOjqcZkFWiZ2+rcAqzGBx7JP7KJbkT2SzxIluvvYDfLTyLMwpHVadlCAFXJs5hj0NTSPQahjITUsc8UOCRZzp4+zHZ8zble+ty74LfMtArWOfrozh3q37cnmXo/V5VVq3HYgTZLGYmw0MPmTz11Hy22OINDEPg+xoPPbQ2c+aMYd99I99nuDFQQFKdL1W1UklpOMmUbacIAg1dr18QPv20g7XX9qrAVIFRZQym2PfBLHm0V2y4ubfR+bhA9fhWGXv9d8ab93cR9PYB41b6OSI0UFyuU7hSDwgB0cs2zNF+UyssW8iU7JvMWbAzq7WH4LShgSefsChmdXb7zuia4Z6on2edSGk89GiaHZdcz/e0N2jS+8GAI+cfTvdv25gbTOC25hNY79IMdCRAAzfwmTcvwbk3TOCvv+pHcyqIdAYvZmN1jJBVoHR6SE58ZlYPbslh+29KkkUzTaZvBk88FdDa+k9WX71GAH/rWw8iBLz66to0NExgyhQfTbOrKqFyuRzK65Ncc02ajTfWWHPNYPl5OJySYXkepXIZI1KZU/3ydZJ+y0IT8M67CSqdjZx+cQm0POtO9fh05604/9QGhCgydV3BzidM5J+nbMIO4UCnN7RN+OYR7UydUoKeXkm+ZiPV+IEsTF4Nli4NJ1tUpHLA90ATBNksbjwBsThmTCq+4vHwWqk4dWRuKhmAr0vVQiYj/RYUgWOYYIWfJ5y6QRDg9PWhlStoInQtT6XQPY/AcYiH521w2xgM7dVNJCx+8pMyd945hrffzrHOOnMBePXV1dl000522qm0Qg8CpSZRlTBFUkTBc9T/BqBQKFRzqhCiatalFGvR3Bs1yS2Xa2aPiiCOOp6vilWx0pjYdSOYWMgcHYvVY+LUMJg4mYCxYyR+7e+va/cCpHm51Vyb2DDcvRPBxL5tQzwuRwaGY2T1RAIvkcBqtuXjmpqkMeKgUPdQ1XzvC2Ji5Y1gmmbVS2pw29ng0JqaEI2N6BFMHH2eal2q5mJNtgp7vk8iJA2E54FtY4aVbggnEUT9CNKOVIxohJg4JG1DTEw2K/0qxo+D7m651+nrla0pySSiXMbvH8BvbUNPLka0RdrG8oUaoa9C1yVxS3j+lDrFC2rGmb7PB+9qDDz3DtP0N6pP/bp/J+fftiMbTc/QFGJi1Uow3LkY3NY3HCZWhPuKMLEKwzCq37laY6N+BlGTW0Xylkqlqvnu/xIm/p8nEYTrSuPD8OIUKtEM6qkRmbQ04NIN+VglT1UJMZ1CC28qoaRZ+Ry4Ln15m1t/n6I451PmvlPmrmBPvpe8o26M447iPn519/5s9s2GWgUF5M+mWW/6kkwS9PXJZJnJQNkBpExTtLUiGhpoHNtAj2ijhb4hn7nfbCeVqt84Rt29PyvUSEDP81hzTY2f/1wH7JB19Rk6hKw+NE0jlkxWqy1A9aZW/WXB2HGUuuJ84k7gpIFfMttdG5/PvrE8T+ODDyw+/riF556Pc8nJHzJ1dDjiR9ckkAQst8Cwa6MWYODxdOpbHDNtMatvPI5LbryJWPdidN+hOHIKux+cYs3VCiDCqpkQkg0vFBCGgaPFOPfICrvPuZATdTkJ4pkPtmP2Gj/h1It1zDEmwXvduKVQii1EjXGPxXCcgIceKrDzzrXJF4Yh2HTT2TzySDPf/W6mTo2nZMzKrEXJpdQmf3nJ8oADDK6+eit22OEZDEOe+4GBBO+8szEXXVQGjGFNxtSs3KjjrVo8o4+PJlp1PIOTveu6dWB3Vfx3RKUC1vw5jCm8wwcfbMVyJjjVhQi9DRBCeqk0NkrpajQyGfkYTasaw15yRRulrgLJ2ADFssVO2bsY5X7CeRd/lzXGGwSOxwInwwi7B1347HbwWGnUqGkRIOxBLkub63HlRT6nnP8jembfySHpGwBo1vt5JvZ1Ptnoe1z9swDbCht3bQsRGDz2cIz9zN/z9qLNWWdsF3pTE0FTk1xLhhkp5rqgzf2UhFeiXG4jHpf3XzotOOecMvfcsz7PPdfBFlu8LL8bAQ8/vD3f/W6czTdX64ZRVzVJJBI88ojF17/+PH/727qssYZgwQKDESMChsHBAOimSTyRGNKnaRhGvWFrLIYwdDaYVmTDXxeIFQqU8nm0VIrVR+W56S8GWj5PUCzy0h0Whwb/4FdNv0RHcGD/edxw/8Fsup4r1020esDpuHITMXaszIOmKR9XruD5Po6uyxaDSplKTy/lzk55TJom129dq58wNNAvzdPK5ZqpV0NGKgWLkrynqVlKpYtFRE8PmjJ/K5WqVVERrk2WZdURKlFPhGio3tfFiwUTJizho4/GYJo+EyYsYsGC1VZqk+77ft2IMZU/VSVycJRKpbq8qypnUffywWt7dJqD+r/Kz1/1/txV8a9HPSbWEIn4Z2BivYaJE/HavZhJ1wz7BmFi1V+vKWJL00GEBZVcTt6HAlkRb2tbOUzcOwgTa3odJtZaW+tep+4zDyMvXxEmHvz7KCaO9rkrJcJnyddXhIkH4ybpZZZFGDoil8PISyNfzbLkdxsEkM2ieZ5s/2tokMRJMilJ11LYemIadZgYkJ4W06ZJLDp3LowfD4sXI4JATqPXNDTbxMtlyfb21vBe4Mv3tobHxMRi8neGASPaQjW1D7EY19zYyJn9h6NrAVfZP2Okv4DvcDPf7zqPP171S37ys5r/i9qcq5yl/AsGY9QVYWLlCfNZoZQliVAFAQxtFwyjOlo5QmgMh4mB/zpM/D9NIgghJONmmjUm1XHqZOkqtEwGYZrSRKarK5RehcDDdaUkUz1W06TMK5Wkp0fj0h/N4bglR9Fm9EACPvYmcF72NM5sOBdbCxd0wopYVxeio6P+AmpuhvnzJSMYk8nAGDUKd/FijIEBmTRSKel2jTS++dreMa687WhOyf2k7nOUgjgD49clnQ7BXPg9KNZMSdWHY06DAGbPjuE4MG2ag2nKComSTEYrJ4qxU4yeqnwAVaZuOMCibrq9T27k6P1v5Z9LR7IoGDPkcZ8Vnqfx5tspDjxlKpee+C5bts+W7rLKmKuhGWexVf3+o9/PR9pUdv+mjp1xGdlQ5sTTAhrW3py+YpmUGy6ES7tCc8oM5LIS/MalP8YdN2scMOckJhsfVl93a+3vJN4r8sAjv+Cb+4V9yNHv2LIgm0OMSvPOO3E6O98f9nNNmvQRTz21PjvvXDPZUt/54Lm0qgd2eTF1asARRzRz001fp1TKAiYjRiQ4/3wH29bwfaNKRETH4LiuW03kil1VjxucMAcbwQ0XdSz7qvjKxtnHg//pfBrjZYqOzbd7b2IMn3LZgTuTSVVwfINPgtW4+jYxpCVVKOAY/UNvL2LEiDqDpuo41WxO3m++xwFHwOVn23zrvYtYV5NyyFnOXrTOf5P9+3/DFZ2/4cCzEzx6xkIsv0y5MoFEIlzIE0koFen7NMvivnDDKSDp51jqd9Qd4wuN3+DE42LYA0twPB3XTkGynXJ3NwPv93CQfhtXPbI9E08YQ5BKYTsCK5WpisFuudqj1Curvou7LLbvuYt4kOfikzdh7Gj5ezNlsudBDt/+dpEXX5Tkg+9rGIYgmYyx5ZYevl8DpAMDBh9/LIkW27Z54AGfHXaYy2OPTeG55yyuuspk440F3/uex5gxsnqmnKOjhMFw99+QNaC1lWBgADtsIzEaG/ESCXTXhXnzEHYMoeu8N1vnotE3csT5jQh0Lj71erre1hGxOFp2gTRVa2yIvhGUSjXQblkSKKfTuK6HHpJF+D46EngFpRLawIDccAwoaXVKzkL3A2hrlcC1rw8IQW0oHwak1Na2ob8fPRbHVyDfMMDzEeWyVPkhc1giIb0r1Ox3Ve0fLE/1PI+FCwVLl27ABhu0Ui7DO+8sw3U/m1yX57qm4otWRtXaqqTNqkKmlAdq3rnqvY2uBYOlu1HyV4UyHlsV/9shhJBTFKwIJq5UvlRMPOyGOpOW7WmlsjRLNIzayPGVwcSpFMaokbhLltQwcToNI0dKTBxOrFleqOs/ildWhImH2+Cpzaq6FwdjYtVuNhgTKwXS8jCxqnRXjQATCek92dWFVi5jxWJ4DQ1ynezpRQQ+Ipy8QrjHEc3Nsp3BMuU5Kpfl993RUSN9VJTLMp/GwiJpQwO+pkEg0EJll1Zx0IMAp1IhVipJUqB7GEysPON8v6YctExJ6gL4PqddHueiw6+npe8DNv/ROBYuWI+r721n0YTN+OkBCxFWZ/WzR0fpqlY7Nbp28FjF5WHilc1zgwti0XOh/GjU+XMcp867IYqJ67wxIjl9Rdj8q+SZ8D9NIkTl59XQdTkWsan+JAoh5IiXRALR0iL7f5TDa0uLrJ4tWSKTrevKBNbWxs0XCU5a+mOajJp8c5L5KXsn7+C+0tf5TvKvADwjtmPj3RpBFOVxqXEyvi+JjmRSDU4FNAw/wBwxAj+dRq9UEI5DUCwSGzECmpvJaILpP9mAS39zET/I/pJ2o5s3/Q24Y9SpHHPxKIIgX73g1UipVCpVTW5R52lN03jhhTh//rPD6NHvYhgud945kfXXT3LggXpV7hPdUEZnXw82dCqXy8RcV158IUMavUkNw6C7J+ANZ32WBP+arGfBohgn/HIqvz9yHlNTxSp43X1mwPUXnsgR3gWRcwyXVE5hzyMsttqgG7ywD0/XMJNxjJ6uGtve2iblX/PnyQ1NW6tcCAsFFr2cqyMQVGxsvMiFTw3wzb0aoLERy3FxKxX00Lk98Dyspib0pStOHlKCKjcCiolVDOvga/az+qvWXDPgggugVFIjy2oVL7UoKkMY1cIQrVgqOZfq402HRkiD595Gk+fg+Koky1Wx4jj2TI3Ljkux5TuXs1nwdHXPdPaivfg4mMwN4y7m9F8vZ8x0sTgUzJimlEA21sb7CSGk83NzEzQ3IXI52otFzr7c4KbrL2Dhw9ezq3Mnc7xJNOl9HG/cyIar6dx5bYVvdN9JSmQ58/DNGTtKbtrthhSH7l9g8RKTn/68nb21P9Bi9LO7mM9T+pa84azLNcXD2TM+i/ZPX+CNF3dju+2beeivcX59WQN7Nf8NTRPs5jxOSi+y5kf3cseRE8iJRu4v7cYf7vZYbTVZWeoYCU/c9jFH508jqRVp1LNgwJRXvkH55ThXJM9h7QMmoes6b75p0db2IU8/vTHF4hg6Ot4jCAYol1swTdUKp5HPC84/P87aa79PW9sAa61VRNdhww1f4LnnmpkyxeauuzZg002LNDVV6ja8QRBQzOVIeOHGNZOuI2wsy6pKNBVgshIJjPZ2sCxsANfF9zzEwADGyJEU8immbWtz5E9KmF4WhOCca5Nc8ZskvQMVWu2YrIQF6XoJtFKc6LJ6iGVJB3hVbdQlEaCkyEFXN0YiLke79ffLNfOjOTK/NzbK5/T2yrVZKRv8QPLmmibHmmkaIgiwmpvwwmKC+l1gWcQjSgNVBVOVrej1qHpjgyBg4UJ4771WLrvMYOJEmUvfe6+VE05oJpvN09i4YrWfWkMH50QFftVGRFW+FGhW/1eAOnp8w4Hp4YiEVbEqKJUYPI1Kjmz8nJi4tbWGiZWqIcTEwymzNNOUEww+jOCmhozEvJ63EpgYDCEkJs5k0MtliYlLJYmJVUvEcsK2bYrF4ufCxIOr4lHjxeVhYoWZvggmVq8JUo2RSKelmgOIBQGu5xGUS2iBwEqlay1qlgWLFkt8qs6fMqzMF2qEru/X52FNk7lT00KSNXpN6OjxOKJrOZg4l4fWFvk+hULNQFMRGGoDnUjQ2pnkpN+2suSTDZncsghvnRyvT5zO/lN6MXCxBqlglGI5HTXdhGpb1spi4nCIROT59ZYOKyKKVMtfpVKpO9dRTKzIBPV+w2Hi5cVXKTf/b5MIQX0/bC1EFbyIXE7KciISW1y3ZtAUC80Uly2TzFu5LMFKWQKIyns5mvSBIe+wjvU2D5R2A+A9f00eX+NYzpzhAHposBIeYv9Aff+ZaVYNqWKZDJ5p4geBTCS6jhHRDe/4bZv1ttyev1y7CdllFaZMz3DOTBPbFgiRrOvHSaVSdRd3lPmcP9/gb3/rZdddn6u+9tprz+e119bgwQcnsu22tUSq5DlRoFIul2vsWxBg9PbiCoGZSODlC5SXLkVrb8cIQZrnwRlnjGTJki+nL2jB4hgn3rgl95zzGGZSmtesubZJ90+24MTf/pF1+p4AIXjZ2wx7bBtTxy1C+AGaoUMgqnI6rVSuGf8kE6HTrQOaUdvoGAa6Pww5FYbhuzJT5fKYHSPQ83m8cCScnUhgJhKss47LjTdOYt11Pxny/E8+mcIPfygrUCopqSiVSnWS2cHgMRqlksa99xrMny9Ybz3YemuDIPCGAOR0Ol0nsVWvrRZKxeoqN3H1fDXSRoVaXKP9vgoQf9WMZFbF8NHUJDjzxhb+dNV5dN/6W77h3g7AO8E63LvNlZxzcQLLWrmWKUDmPFXJ8TyZX0NDRJGIS1DiOAzkTc48o4E9DjDpucfgk2A8Sa3IlvazPNu/Ld/5x+Gk9AKW5tFs9HPe7O0pvpXkisYL2eLYddFSSdba2ubWuwtcdta3mfj+ZSwptjHPG88b+gbs3zSLP7WeSmPvB8x5x2e7HXV2/47DpMl93HH+JI7uP4URhjRp2T24g5eDzblv9VO55wqHlpba593p2ybTNluXy4++joM/PYFGsgD0ay1cPe43/OD8RsaNE5imyT33mCxZsjpHH+2x7rpl/v731bn6asFDD+l897uxaiWmpSXgj390uOqqcVQqHzN69HwA2tryDAxkePHF1Vh//WWss45VVxkDJLjL5fDjcQxNo9LXi5tMyik64TgqFVUJpuvWrZm2kq+GTt/tbT7HHB/OyHYFeD5mAo47XkpbSSSgpzusdsUk0dTYIHtuSyV5vh1HqkwqFTkxI0CC21hMTg4qFtH08BgUid/fHzqQt9bIKNOUSgU1qzxU7NW1yBgGpFIkYjHc/iyCAD3TQHzEiCFALjrCsXaJahSLxWpu7OwU3HzzXFKpOAperb66w733dpNMLqenJBKDXd2B6uZDSXRVi5plWdUKmFpr1WNVO4RhGHXAVX4tZpVoUISFruvDzj5fFf9jEW0RqP/DymFikPeprkt1Qk+PvI8jmFgEAVqEGK6Gbct7eTBm0bTPxsR9/WAaNUycStUw8SAFxXChaRrJsJ1AkYIrwsTycOWOUxVXFJ4plUp1fgZRTKzy6OfFxMMdbxDJE4auY9h2rZ3AGrS1c53a91Wp1NQG5XJNPZKIy58tS55fpyJ/TiTRclkCNKnm8AIYvQJMXCnLVpIIJqZSqU3RUMeZSlXVIc2dFs1WDswO9FyOjTeqgJnGCDFxNJanJPg8mDiX0/jpTwXNzQZXXw333qtz220Bxx6rs+mmtRG8g8d3DoeJ1esPxsSGYZBKpb4QJl5FInxVIpGQ7OkwFTBN1+XIkr4+yc46jkyClQ9h5KiaHKdYlPIv04CuHrBDGZjrwOIl0s17OTEnNo0Lx97EmE1GcNoPfMmKOV6VcQXqb34VGtWkahoGpjr+YUxH2tsDDjnZBgewQQvPuGJDoeZmWmU5B0kb//SnoNqbG40NNnifxx6bwOabO9Xe3LrDjBAJVWlQNif71IKAUrks+26F7If2wpvzl79s5d1340Pe71+Jt+c2c/Gf1uTUH82RgFRPURE2mzqPs7H1FDoBByRuotSX4NzLrubks/qItzVJuZdl4fT0YDgVmSRVUgkCmaydemAZG9VK/5LGIeTRQm8ULdM6ZH+xZUp5biaDncnIRbixCZBr4te+luLppzdis81exzQDfF/j5ZfXZvr0NPG4Q6nk180FB6ry1ng8XnVhHy4ZvfqqzvXXF1l//deYNGmAt94ayV/+si6nn67T1FQ/GjIqtVOhnIhVdUwIQTwer840X16YpkmhUKi7JlbWh2NVfDVC02DsGjGMymJypCmKJO0soa1dDMGGdWHb9aa1IOWsDQ2hxLZL5uFSWVaygaefz6CNaGPpUp0PXy3yq5dcvm5luEf7LjOTt9KpL2U3/z7ucb/LIqeDj7zJ/Kl1P5Ywmhsn/5qjLx9JR0eAKMWhr5+GjMnplxqcfuiRrPfh7RyY+j3r2m9x2vh7uP2Bkbz6eIXHH7dQap111nGZdH7A+af/kvOzPwTAFzp3jD+LX/7OQs8McrAWgo6mIrsf3swnJ6/GpHA87kIxjp0OHcVtt5kcdVSRhgaf6dMDZsxwSCQEQQA77RSw/vo6b79NtcqhCDhN0/jpTx1OOmk1hHivulw88cQ6HHjgY3R1NXHWWeuiaQYLFvhMntzAWWf2Q6GAZlm4nkfJcfEDH72/n7JlYYatSVHg849/mGy8UZZsPi8Jz3Dt0QxDrqGD11FdBz2QVcPeXrmuJZPyXA8MSJAZT9SqU4VCbeRjIY+m6RgxG8+00Ee0Q1sbQbGIcFz0YdY6kgmZk6PH0dcniWDVk9vTg2htrREJDQ3y2CwLq62lSlqRWv66HY2o5BnA911MUyOXyxGLxarfn6xQffbraZp0B1eVS4g4uUOdD4Myua29t1+dZz6cGVz0eVGfBaUSW5WLVwXx+PCY2LI+AxOPhoawMqwwsa7VjFSjmDgWkx4Fw7TUiOFaDny/HhM7w2BiXRseEy9nwyk8r1p6VuqrqEJA5bzlYeLa12LVTT9Rz1GTU4YzAlT4p5o3FCYWoh4TZ7N4qVR1gxklExzHIe96xD0Pw7KwwntaUz4SdR82bOXK5+Uexffk/iWdlh4IsZg870bY6rBsmTz/8bgsWDoV2TLh+2gtLdJ80TSXj4ltW67dg8/h0qXyb0ph6DjVlpcoJjYaGmQLoONI75pBMZTcheeft9looxKxWIz33zdIpXza26m23kYxse9rnHQSzJjxKLlcir322pGOjnnsu+8b3HbbViSTLUybVvu+o74Ly8PEqiD7v4iJ/6dJBE3XEQ2N0ila12vKBNXLNTAgmVTPl0lT16C7B0TYY9nYIG+2ckkalph67WYyDPA8khPb6F7UKv0QIvFqMJ1vnjSeb2y1hLJX4K5bksx/Rc5PHbN1wJ4Hy3u7DlSriMchX+CVFw0eviVHLLsMJ9bA1B1HsMcR9flV9PaGxy4/n0gkZCIIQ8nQVS8l1BMMAPm8SyJR7x0gHwdQGVYeqcBN1OwJkJUlTcP3AzQhn6MR9m2VKxSFwd+fGIvvf7lMnOfrPPbuapwUX4rV3gTFIs//aSGnBzfV3QVJrcS+2V/z99m/YLeDkgTZHFouT2LUSFyAJUvlnHMrBLuBgLZ2KBer0q99vr6ESz+8lJ/ljiapy6pcf9DIb0f+ip8dkQSkuoF8XjK0Sl4bcc/edReXMWNGc+edI6lUSui6ze67CzbcsDZLXFWtlEtwPB6vGzWkGFk151wIQT5f4YYbSuy222PV62T11RcwfvwSfvObr3HxxZ+dEqIzdhXjrjYz6liGGxk2nBmZMiNaUaJdFV+teOHuHrbXHS5Z4w7SbTbTXrqertcXA6st/0mNjZIocD2ZZ30fkikJLkqhq7/nSpmkBhQKPPdIHC3Zh0Dn58lLOaV4KZ9aa3KmdRoJXVZaD0v8jpv9g+nyWpnVOhNT8+nyRzDje02MaPcAXfaY5nKQL1AmQVv/B2wRf4EbG06lKXshI/repVhZg4njXH50WOSYdZ2BcpzVyq+xKBjJffZ+HOBeTmtlAVpyrbqPJxxHriVC8MxtggP8lzi39ToC0+LIpSdww1+6ebe3lfvvN9hjjwLbbSePv1LR+eSTRjbYQBLCM2ZIAFkoFKqbPyl3tdH1PP39Kf76182ZMeNNVl99AdlskpEj++jsfIrnnluP7bdv44c/zIZz26UEV6hRgroB+QJGTw++bhAk4vghWPJ9wdlnN/G73zmMacvgFPIUhMDWdSzDJDZ6NHqhKAEq1PwHCgVYuDAc99Uv1832dkikIJ2UwHXR4tADISVNFvOFqlTZDokH3zShqxvdNEh1NtH/6dwQZDbJ9zMM2ZOthdeOYci/Ow60hEBU02oERkgiaPG4dBnP5WpmyZlMXZUQJFZQfgSD58SrPKuUHmrCAlAlW9WmQVWqisXicmebL8+jYrjHqU1PVCqtFAtqMzRYPaGObbDyINoesSr+N0MzDDlqNpsdHhP39w/FxF09Uo0pRtQwcaUsjRSNoZi4ap4bBBL/mGZtYkJTk8wHZmjG53pysk30ujSGwcS2Ld8vGkIM2zv3WZhYmcpGMbGqEEfD931yuVwd1lXtTsORctGe+TpCQmFi10NHhGRAAMuWITINuIYuc1tE+RAEAaRTePk85VweDJ24rmM2NmIjZN4NAlnx10NCYMFCucaqfYxlSuPEIJAeE/mi9Jloa5PfTV+fzM/pNFpbGzEh8JqaJCbO5iQmFmIoJlaeNOVy7fvv62dZchIv/S3ON/bwwDR58G7BBjtVGDkxxIQKE5fL8v3b2uowMYEcZR8lPYNA4+yz4+j6fN56q4OtttK56aYCjmNz7LEGo0bFqpj40UcTjB2rs/HG4cTL3gzjxnWz665/xrJ8HMegUknR1lY7b1GTzBVFFNf+r2Hir8ZR/htDS6cQyUQtqaj5yo4Dn3wCvoCBPmkGpZyee0LlQTwmE10sJoFPNGcIAbEE3/9hmYs+vpojFh3HGHMhALP9dbl3rbM4Y0YfJcfmvONdDlhwLPuYsjL1wftrcM7D53PGJRqNEzpkQm+IGlEZPPZiG4t/dx8/c39bncf9wk3bcNXiMznqPKmSEIrti94EjoMoFKqjX1TCVEkQqEueIEdXlcsm8Xg9uygECBHDNJ1qVUTN21U3TbRibRgGQtcRvo9h6PhugB4EaD09YEuG72/3tfLp3M+WfX6R+GRBgj8/0sHeX1sE+Tzxnvywj5umv8nD/3SJ5XLSQTaVlMx2Y2NoVNMVLqqaVCoEgQTEhSJ4Lu2TMxx55Uh+e/ltBPMWgaZhrTaaE45PkMnUmG0ymbrZ8YBk+nM5EIJp7RrTTs5AKkWlUgm/X61arYLaaCIhBKVSqToeRv1ekTgqgd1/v8fqq781hMiPxTw0bRk9PZ20tq7YeMY0zSphATUzzHK5XO0BBIjH43XSruEmPajj+6okzFWx4vA8ePLVNkbuewHnHJtA0+D5R0/liZMq/HCRxqhRw19bmq5DR4ecJe15EIvVgOOyLliyWBJ25TL3vTaRN99op/DxEoSuMy7Tw3r664xqLWJ2jOeyD07glOT5ALzjrcWj8e/yS+1Azm25ngCdI7pP5uZ7lrLDZiaisQkqZbySi6Fp/P0ej2K/yx3bXMtxxwZcf+kVlJ59g/tu6mLHzcN+YQUmg4CHn2nFKBW4ZcNr+PaBNj+/YDqpxR/yydz1mTQpUoXq6QHTRAh4/S2T/Bo38JOzDMxRHfzmuFt4/SWTzfaZzVtvTeG7361VtN57T+ecc5I8+GAx/H69OlNTkOD05ZcNentd3n9/BtdeW+HoozcnFlvC669PZIcdZvPUUxuy884ZdtnFp1iULtlBEGCokYIItGwWrVCQoBEB/f34gNnayssv68yY8QYPPDCBgw4yMFtasBxHGnw1NlIulkgqh2618fD80EUd+W8jHO3o+1Kx19sL6LB4kQS5yQQkU1JWqy4m28ZWc8rTcs3SdR3aWyUQNk2wY7JSqVoLKxX5XxDAhIlDiXjfl5JqZZpl27INIhIiCOTxhX22wrLQW1qwbbvaewtUNxZqI69Ied/3q+ue8pVQlUcFJCuVyhAzsM8TmlYzfFQbFvX+6j0UGJVEkD8s4a9CVcG+SlLaVfHlh5ZOyyllajNXh4k/rU2TUmamGhIT61oNE9v2UEwcBBALPQzCVio06TslTENi3L7Q/K9UkqTA6FHgutJbwfMgEASdw2Biw5Q9+I4rn6/w6+D7ulCQueFzYuLhCL+66TXhPaMUCMpdX2GjKCZWuaHaIqZJHxaJiT1030fr7a1i4sDzCJZ1yZaviKrX8zy8TAYj6RO4LkE6jWea6AMDmJ4nv2fXqykFfE/uWwQQOOD4tfaxrm4o5OVa29MjcWksLkfiugEIgWGaGLmcfF2FiZuagH55/ltbAQ1GjZS5P52uYuJlxmguO6PCxv1/5ZaefTFNDfOu27nyrh056qY1GTlSrBQmRtcR6TTxEBNfe22c0aNfZfLkxbzzzkRuvXUkO+/8HL5v8Itf7MYvf7kIy7J46KEGPvhgAU8/3Ug+30Q2C/fdtyE/+tHj2LZcpx96aAZnnWUzcuSKlQCvvmqy3npe2C2nMW+extpryxaE/0VM/NU4yn9zaLpeIwgIWa+eHrBsCML+Hg35u2xWzrr1XCnNGtEuqyauC/2BTGI6YdXDpLEtxqm/Mbnz1uvofrubQDNZbYtmTt+hCzPewq1/NDh4wQlMMj+uvv/qxvscNO9k7vrDhRx1fFYCIzUC0DQRbW288Oc5nO5dVWeCs5l4mtlPP8bixd9l5MhAJuLBFQ3DkL8PP69yl46CHCXZURf43nvDVVdtyPbbv1T3UrNnr8Y228hNpapOG4ZBoVCovrZpmjQ0NNDX1yerZg0NWAMDuEiDHK8vi4FWTRxPPd+G7/97euRd3+Cx51rZe+uPwPdxzRQMo4rt9ZtJt1iQ669PaI6jmBNJKrU0S0OgSkUuirYt5bmFPJ2az4nnm8A4+dwggM9oORWViry+oox3NocTBIiwT0pJqnzfr4JHxXaqKpQKXderPWEgF8KFC12amoYnT1KpLH19oz6TRADq5FxqY6PmJCszr3K5XCU71PsPTpgrY/64Kr4a4ThwzEEGV9wKkyfXLvZv7pNm4jSHWOyzZXqaImXDELkciAAMk9se7KBS8CmV4fWPWjhBvwqhaTzRvT1/Mvdn+9LtzOmayC7J+3nB25xPrKnsZd5EqbfCdRtcyYkXpjB0wWU/v5ZX30jiUsZatBCSSa65Osma6+l8tFhn0yPWZcfteyHTyHE/6efxtdbgvddL7LhdXN6f6bS8R5NJXn0vzW4n788B35Cg7ew7x/CbM0bw+L0ek44Nq9lh1R8gm9PZ7XsmO+wS5/rbkgRxgT2lHe+TgM7ObpYt6+Cyy1ohrEgtXmwxdeoc5s4dw/jxfh2BoO59Xdd5/32db34zwV57gabFWWMNQVPTJzzzzFr09qYYOXIZvt9eM97Tdcx0GjMIKPk+WhCgFYuIZAp0HdfxKTkZxCIHC3joIZNNN/2QJ58cRS6nZpHbxGI+MYBcFi8ex1TrqBBSgWCakhxQVU0nnE9u27I1BSHlt6FxIvPmwZTJNWMvkD/n89VNgwjC/uqYLRWAoVmbCAL5OMuChkb59/6hfkRo2nL6viPR3S3/r3KxEPhLl+K1tFRzlmmadT3Q8mFSbRCtLqleWaUKUM7tqv86nU7/S0RC9L2U43t0BG+pVKrKraMGcIM3RVGCY1X8b4cWeoWoqGJi25b3sB5i4t5eSQw2t4SYeLGcgpVMygXB82SLrhFeV7asbJPN1cvufR8+nSuJANOsrQFz58qCjedJ3wMN2WpkGFIVkcnIx49oR7MsSXSoCvhwI1UHTwCCYTGxbdvV0blKmRvFxIpwsyyr3t9AiOoGUGFiXdcphqNlh8XEjY31mDibq8PEum6gWxpBNlv1klD3sGmaUslhWWiGgV4oSOIw6jmhvNpiMfkZDQNyujyPhWJVDVI1xYzF5Hlsb6+Z1Kp8nM3VWrlBnuMgkAT/8jBxIsGVv6hwZPeBjDIW8+i9BXxMvhbcxdbdD3H5qXfwi98P3z4mymUYyNZfKxFMvP/+Jc46awNGjOhjrbU+Ya21PkEIeOKJzfnRjwbC82Lyt79Z7Lff22gaPPzw+rS0FMhkjCqBADB9+utcddVWnHuuGLJtUnHbbTovv7yAWbNG8bOfCU47TWAYvXzve61sueX/JiZeRSIMF2qz2NwMy5bKGyQIJBvW0Bj2V2qyetLXDxMnSEOYJUvkzep6tcpIIknaqHDgAXnQE/I5Xhm6pFx18etddQSCitXMOfz57SyipMvXsmPQ0oJm23w6B1Zf9vSwh75j7jaeuvfr7H3Y55v3PJykRsXEiT7bbdfMQw9tz/jxH2BZLp98shqrrZZkl108bDteB6KSyWRdL5ly74+FGwRhmjJpliv4no+fyWDqOkHg09375ZgpLi+WDcQlI2tZNKzWxPy3xjLWmF/3mJsTxzJzX03OQM7nwbTwXLfGvhum3Nh0d8vRQ4M3PhpygbMGLZKRyQWKmVQjgYAaAI5EBYGfy2EoN/EwESkzFwVIgaq5V3QOrToPnueRz+dZay2de+8dS1vbu0O+m76+TsaO9Yb8/rNCfZ6oXE+NkUsma4uDSqwrGsOzKr668ezfoTj7U5qbxw/5W2fnFxwfVyzK/JdKkomVmf1khSPFBXzPrtBi9AGwpvk+ZeJckTuKD7R16EhUaN5lOmtMrnDO9ZsxKujjlCtHY3kl8Dx+dobPfY/F6M+atPsOWBZ97yzllSUZTv6lDT0DEOjVXL7DDoLv7FFgoFSuVra09nYArri+FJrpStBtGwY/vWTQshpW2wAaGwL23b8si/F2wJKBRWy66RtMnSowDMG2275EEOgsW9bEq69uhmkW2Xjjt/nrX8dwzDG1l1QVcZWn99knSyaU4QeBoLu7TH//ZL7+9RQffTQD2/6QZ54x+Pa3qY1sbW+H/gEMx8GpVKiYJkY6jS4ECxYlOfK0NdloozmkG3poahrAsnzWXHM21147Gt/XeOaZ1Tn++D6+sUtp+N5jPwAtkOqCXF5WtfRQ3qymceiGBJrVjb2Qf4vJ9Q6QYLS/v7oB8IslCYCFgGQccnmEbqClkvXVSRQJFTGL8/2q8/ngzXa17cDzZFEgUq0UQKVcQfe8quu5qvgrDwOVhwerC9RYMJWLVSvDwMBANVcnEomVks2uKNRYOtXOpipaahSaWh+UH4LK1UC1DWNVrIphoxLeb81NsmdeYeJsFjKNcpMngHhSjhJcbZLEz0uXyvvW82uYOJ6obWD1EEcrgjEajiv/EyIsroQ+BaVSWLjzqphY+D4im63d3yvwBFmZGEzOQc17avDjlPJTPSY6kUzFymJip1TG92uYWIgA0zCIJ1OgaXjh/Ttcm5JhGFK1MXgDatmS7GlsrLaSYFvy+1bjNENMTCJRa4Po75eYVfnU+L7cAxXyYJgSE/f31/6+Akx80i81Ljz4Mk5cfCg7eX8FYCBo4PKxV3Pyb1L4vjc8Ji4Uhng8RDFxJgMzZwruv38ttt1WjndetqyRRKKRtdfuxrJkzjv22CK33LI1u+zyD7bY4k1uuGF7DjnkcRzH4IEHtmH69H8yenQPc+Z8zFNPTWb77Yfi4NmzTV54YQk77fQKS5Y0ceyxm/O1rz1BKlXhmmt2YZ117Or0HYWJ1dryeTBxEAR1RMP/9Vi1akRiYEDjrmuK9L7bDYbB1/ZpZZ1ORybMfF4mrrZWKav0fCkTCitSmmUhOjpqvZWWJQGNcqg1jDDphkxemF80sXxwrSHkewsh+8DKZYSmEcv2U9KHr6KXiRNLhkkklZIkR9Sp1fXkQhBGVBY75P21mhP/DjuUmTFD55VX1qNSgf32K5NM+sTjyTrX7+HGqqgQQkhG2bIQbW2IZBJN13BLZVzHIRWPMZD714DUZ0VfLjTY8jx+dHiZC8/9BesvuZfteIjeoIU7M0eyzvfXZqS/QI7EqZSlI3F3d834LZUM5WG+TMoRxh5ASybl6c3na9dCeztaKGtSPVJQb4Y43Pc1mKnUNE0uMqG8LpVKYRhG1W1bnQelJlFgOZvN4jgOY8ZAb+9I+vrm0txcrL7uxx+PZo01GojFvthmT80rV8etQh2nUqmonxXbGp34sCq+2vHSX3o4UzuJB2//I/sf+SXex2F/5DdmZll/LZerbvgFP86eTQuSRMiLNL/LH8Zhqas5wLmbHa7ZnanjsuCYTNm8gVN/muafcxJslFwgK2Kaxjc2zYGZBB8WLIkzrvsZlhQn47qrYSm1UcWR8k9CtZoCkSHYEb29UK7w6yubOfYnA2i5PCKsiEVDM00p141sZg1dcMyPsrw8dwx/+EMbO+30OIbh8+yza/LYY9OYNm0JjY1Zpkz5mIaGMu+8M5fjjstQKhm89toY/vSnbsaO1ao5QgHeUqnEG2+YfPRRCxddFLD66lJ6//DDk7n88kaECOX5nlf19RHKlXvZMiqei2kYTF1DcP8tn3L+ZU2MHPk2kybJVryxY5eRShV49tktufzyJUydCk7FpVwqkdB1LE3DzOcxlUy2WJRqPQg9L1y5BjWNlkoEP4BUWgLa3l65sVjWBWuuUTMDGxiQG5KiJGyCYjHceCCPW9flXPLhzBDb2+XzVQtCKiVVCyEZCzXTtFJJGnPp8oTXvYyjxi5GcpuSqUZHP6q1UOU41UamcmO5XKZQKOD7fpVY6Ovro1Qq0d7evlJeCCuKwW7iKv+qDZDKzep4VYvD8mbUr4pVURcNDXJjPywmDiBug5WSKoAVYeJwpGq1OJfJ1N1bgNzYqnsuENWRwVUCw5StSwJq5ua6Dj29iHiszuegGiuBiaNtDNGIYuUoAWeaZh2uicfjXwgTB62tci+ha7gVp4qJE4kEuqZBIoEZtkooFaoiLxRR6RSLEq8GAUa5jF1x5B4jl5MEgZpkM5CVudf1wLRB+PI42lqlx0U+L9e/9nYYPVqeg8VL5Xkql0GPYOJ4ooaJPU/m6UG5uKEjweSt23jnzxuypXgCgPeNdZmweTuplEulUo+Jq2vaoGuiionDPPnWWyZ//nOenXZ6LYT1Oh0dA/T0vMOtt07hgAOKBEHAuHEurtuI50n1wU47/ZNZs7YgCJKcdFKeP/xhfT7+eCnp9AimT+8Dho4hXWstj6amDhYsaGfMmC723PNBAN5+ezJbbx2jsbEeOw+HidXxrwgTJ4ZT0PwfjlUkQhjz5mpce8i7/LjrZ4w2F1ERNn+e/UPe3P2b7Ld3Qt54y7qk3CqeqM1cjTjFqpm5KoQf3photQoMSJOwwIeBLC1rtrHw41GMNhfVHc8CbzQtqzdL0GsYkoktV2DBAkZmbOa2b0qwUKv6Iai4r/lQfvxtC5AzfIXnVcfxoGlyFvggQyXbtqtVFGBIzxZQnYm6ySa1GeWxWLwKxKLJtVgskopsrH3fJ8jmqBQWA2AaJq6hY7W0YLa1kejuAdNAaNqXbqg4OLwgPAdNzcR6eznrJ128+e5m3Db7GzS06hyyl0GTuRCKBSmdy2bBdXBzBekKP3VN2SsGoXmXC6mh76Mlk7XROZGIEghQ650KgkA6hudy9S0oQVDvTAxDTHtisRhBEJDP5zEMo9q+EAQByWSSXC5HsVistqwcckiW22/fjGy2TDpdolxuZt110xx00BcjECzLGmIipGR7SrKrjieRSFRZ+a9SolwVQ+PvD8ML9w5gGaGL/EfvMMn8hGvvXcgl7zcBUAksfnR6Kx2dX/BNkkm5Ec1kIBZjzMZxdl1c5JPbV2Ms8wD4wFuDrgmb8UHuFb7R+RKrrz0dzZTv39QBv70bRF8vdMfAdfGFzinnjmaEWIwuYEnO4aTy7cx1JnP+sSeR0TUq2FgjWjjpsAVgGDKX2zFJJAwMyBaF/ixZs5kn7vXYYac4667jyHUiVCnURVubJJND0IdpQlsbm3QEPPxwrWKz9dbvsXDhKOJxk623foZ4XD5+s83eYP78dt57bzPuvruLlhaXIKhJb9UGVtd1pk4NuOOOXly3hOfJ6QC77OKw+eZdBH4KZ+FCUH3zukGQSRNPp+VaUakQhBMXmpIOF59f4ahTNmHChL9Ul69//GMrzj+/RCwmKJdDV2rLwnddRG8vQTwOuoHZ1irXLGXQlcnAyM7aqK++Pun0Xa6ERo+aJAtSSbnRCIT0S2hoCHt2C5DN4goglYDVJte7gg8Tmq7L1xwUagMf7WnWNDnGLR6PI/RBuUkIOVZyULU+mvdUNUm1KihTriAIsMJpF7lcjnK5XFUIqFztui7lcrlu3fy8MayRcXiMSn0QNU9ubGxclYNXxcpFLAaEWLS9TbYo9fZCtz4UE7tu9b4cFhO7niTploOJSSXlfaZMAU2zrm0XQ6/HxPmcPD7VemqZUK4gHKdm2BjGymBipUoaDhNHe9gVJo4qDOLxL4aJDd2QmLi1FbO9nURYeBSaJj96EFSVrIq0UASC2pg6joOIxYgViziFIrbrUrYt4pqGtsYaMHeeLGD6PkwYL7/7dFoaI6LJSQh9fUDYmtDULFUk/f1VAhdNyEKo5+Jm81AqwNSpNUxsmnJPNIhEuPPaEu33XsuW4gnyQQqBxib6M/Teczm3xg5l5uH17V/VsbWJhDzPalqG+i7C8zV/vkZray+aBo8+ujXlchMzZjxKa2sfH3xghdjT4Pzzm5kx4wls22fp0kbGj+/Csjxeemkqy5a5HHroXGbPHsEmmyyjUkmTSCSGKLN0HU48MeCoo6az114PVH//z39O449/rDee/zyYOJlMkkgkvrKYeBWJEMZNZyzmjN4fYZvyYohpDvv613L1fa0s3nVLRo5OwZgxVXMPoOrmrC1PBlguy2pKU6O8EYJAAqGKI/s++/rZe7fF/OLVS/nJsmPpNJYCsNjv5LdtF3Pqnjm0xrFSPlYsSsCVzUKpzJ4/iHPBFZdxWPYc2oweSiLO7bHDmfz9javmfYCsuqTTVcfq4S5SJXX0PK9qKBOtdsdiMQzDIJlM1rnVRtkzFQosRSsifqUi++bCanvF8/ArFXStDy+ZlMdXyKMLgfFvviJNE7mA9fRI4x9DY731PdabEfbYDvRCywi5EPX1yQWrr4De3CTPX7Ekn9vaKhe2MLEPF8L3ZQL2QkZ9BY8tFgX33NPIB7MtYkbAXl8vMnlcWVY1hwGWUYZTLVqZTKY6Pz4ej1dNXFSlTc051vUKP/jBXILARNcbGT9eJ5GozRr/vP1YUZ8G9RoqiQ42iPE8j1wuVzembpWM9qsZ07fUePbPAVu++iu29h+p/v7C3r0Rz8FtiSPI7bQna07VJDb5AqFlMgjPlwSepkNDI8+/38jB4g2OLv4OXficFT+d18dl8XY4jtcvLfDC07DV9oNeqFKRcs7+foyKwwHfXcrtVzkcnT+NDmMZGDCCLqZ/8h3eE2tzy+izOeLAsHrtebUxhkuWyqpV2Of72F9czjZP4u93n8266+hDR1upz2EYMGKEzAnq38jlpLe3yKJF7bz11iakUsvYZJO3aWiYziOPbM3uu8uqjeMYvPXWVlx5pYuuWwhhVgGtpmlVAyeAeFzmf8tK1pl/JZMBoreXN99JsM6aGrouzVjjnktF0whikiTRwnY+u60NLZ4gFsvheQbPPrsx6603m9bWboJgFLqerQJaPR6HxUsIHBfNtHBjJmZTU9hHm5VgVI33UqZfTc0hMZCTa2UqKVsfmpvk410HWlqlGswN+6t1AyOTkrm7UJAbj6amod4/g0IUwtY0ANtGREay1T1OAb+WFlktVQUC38dvbMQYtDmPvoZSmSUSiarSoFKpkEqlME2TfD5f51/j+z6FQkGqH0JDRLW+qtf+vKAykUhQLBarr6NaV6JeGuq6GRgYqBvzvLxq6apYFZqmIdpaqxNmiMVh7FgYN24oJo7FqvltSJRKEmcNxsSOC5NXkyqB7IC8p9NpGDtaYq5kUraX6tLIlaVLh2BiymVpdA1SlaByzuDP8m/ExEqF9FmY2CuXpXoqVJA5nodfctD7QkycqmHiWDKF1tRYNYJV50ORlArzGYaB1dgoP/Onc/ERmIaO39SEmUjApIlSldXeLkkCTat5QWQHZL4rFGXhsrFB5ueYLQmezg7ZVlDFxHn05mbZwrASmNg0NTxs+oNGLu68Dk2HExcdiqeZmObwOScIAsxUSvoiVKQPh+b5dZh4t91cyuXx/OlP4zn5ZIPVV4ef/nRHEgk466wSppmhUnFIJgWFQoLFizvp71+P117rYccdnwNMEokcvu8ybdpSHMeoTqtTxocKE+fzGqecIth118fD45Nr6Hbb/Z3TTtuG888PqsvQymBidZ0oNfJXFRN/dY70C4ZwHHkBxmJDWEkVpZJGZv7b2NrQMYZ7lq/j3od24kc/S0mA0T8gRzqCZF+bGoc8pxq6LhNsPC7/U31lqs9oRDvpVp+fXSa4bdZt9P9zIYiApjVHcOoPPdIpHz0Wlwl2xAiZJHt7QNNZq8Wn/ZxO7rz/JgoLB9CbGtntyA6mrjW0IqNp9RUUEbpnR3vslSEU1KTwUOvtURd1NDkqk6ao26i6CVR1TAiBViyiR/qjNF3H9T30bBY9lUKzLbCbqVQqNDT5hAXGf0s0N3qSSS9XJFEQC529jVBuXCxKBrwnHMlZLsvqZTYL+SwsQyZODejoGKLqiH431Xm76jvr65PXwSBSoKtL5xe/gA03fJrpW/ZSqZjc8NdprLXmKPb9vl/Xv6pGikXPT3TRGs7Qy7btag+e+k8mMo3GRp9KpYTv18Z8mqZJJpNZLlE0ONR147pu9dybplnd2KiF1zCM6kIaHYs2nMnXqvi/H+m04PRrm/nzjWdwwy0bc3DuF4C8jc5tuZ5dz1ibTbbWw3bJ0OgVpNT1cxBVWnMToiEDQUCgGbzxdo7L17qZbbZMMmPrApefeyMfvZPgxOvirLdNkqULfOpLV9R67pubIQhYx+zlZ7+yufRX17LP+z9lii4n4zxhfoP3djmec05PYpTyUOkAx0FraYVFC5mXb+OFx0ODxZLOSy8H7GG+xgPvLmLWzeNB6JCusNZ0m2kbDgVHUXAthOCN1w3efz/N2mtvymWXlXj//QxXXbUB+bzO+PE9ZLNxPvhgIhtu+C7xeAFdt8OPM/SeifaUqsp6PB6v5oRKuYzlulxyzQgO/0EvW2ycx9ANSuUyRqmEnkpBOo0Qgnw43eDDNz3y+SJ///uuHH+8zh//2IHvz+PeuwP226uMMM1aD25DBt008U1D+gYocG5ZMu9ZVjhiLKwkJhM1A7amxtqkI1XN1DT59/5wclK5AoU8gedK8mDRQnk+7Rh0jFju9SNyudCTIVwDHQetUCRobRmygVD/1mwbMXKkzP9CYMXjBGElP5oXoy0ArutW86Qyno06qSt3dpX71N9d1yWTyeC6blUxpoBnIpGQyojw/VZkfqg2Oap1QZETqqIabbGIrttRB/mvUi/uqvhisTKYeLjQbBtGjpSVfMI2rS8NE+tVTIzvSzJzhLynRSolN7fxBCAkJna9IZgYP5w20NkpfzaX77W0Ikys7oXlYWK14RsOEwN195Z6jGVZ1dcQQqCXSuiR717TdRzPxRgGE2umgRliKcuy6vK+8H1EoYCt63jqOBIJaGkm0HU5IlkPH2/bkvxpyITTMQrSp8aW7YISE1uyTVu1iQlRI2MUJi6VwHPxswORCRsrxsR7HBTnTu8gzv3rdznzcgtdh58f80c22gK+va8L1F+H0aq81toaquQcNNvCDolYdR6/9a0Su+9ukU7Lz3/ppR6e52CailSPcc45LhdcsDmjRpkceWSeN9+0+fWvd+GQQz5m1CiNcrlewVUqlapkgsLE3d1NQI5UqsLs2asxe/b6bLXV03R09PLiiy6lkkk6LUlodXzRdrfhMLFaG6LeYArvf1XMFf9rSQQhBP6yZXIMlKFL8yXbkhUGVRkBsG1cswU7KA37OgmtVM2PmqaFvVNNK3cQgxdkPxx9FY/XAJZhkMm4HHpqHM1YfchL6K2tcqQgyGSdaaiajbTbOQ4/JJyP3dGGpq1Yji5KJfnZfV/2TaXTlELAKR2+Le6+28b3HXQ9xs47a2y1eRm/XMZIJocAf8/zqgwoUJWCyo8lX9dTvaTRz6Qkl5HXU2Ox2to+v7Hf54kRLRW5uDTGpEFMlDUVIpTOyf4z8nnJwi5bhtbaKmW1hlEDuS0tdaPC6iKfH+oCbtuYpRJeIlFNEEIIrr46xs47P0IsJj97LOax1dav8+STFjt1ddLRoVela/F4vG4RGc7dFairaCmzy+hoMmUcpNyF1UZDVdNKpVLVb0GRCMMxpIpFNU2z+h7KcVwx8Or9KpVK9fVUqCS6ikT46sYeP7S5+K7xkANXmFiah9XRwiZby+syKJVkBV9JxAeyiJZmCVL6+6W/jKFDOiPN8YYJpQTo79HZ9YcZ9j9UD2+tFGffDrdcI+jv1xkzJmDMmGE2WcmkzJuK1BOCVMxjwlSL5Lt58qSwNQfhemy0YxrTFHXjpsy2NigUaPR9XnzSZ/P5f2FT7Vl20vNoOhzXdwJ9NzfzsZjM7R2nsPnX4lA336wWQsoPoFKhvDjJhadoTN0khusHrL66zgUXVDj5ZBvTrPDGGzuw224Bt98+FkSBpQsNOkYbQ15PjYBVkny1WY3OphZC0N1rMG7cIp54roktNs5jmgblgo8ZyVMqpwsheOopm0mTWjjmmArJZIwzT/e5//ZGHnxC5/tbL0FUKrhNTehtbXIEWS6Hblv1OSkel+e4XKY67lFFKiVbHRoHbTxUD7WqOpbK0ri4UoYJEwArlM66kowIqzzDbrDz+foeaF3H0jW8UqnOwd33/bpNtKbWASQ+jsfj1U26yofR73a491ebEhWKZFUbFDUdSRGs6rtX76Nk0ApgRif0DG5ZUOBTKSHUuLlMJlOnVFFV0WhbnCKov6qS2lXx2bFCTDyQrREBtg3NzcsleqPK28+NiRMJWQ1XEWJR4ok6TEwQIHwfzTAkeRHZcOutrdC1TOI1hYmLBTAsSUgODMi8nfyMcVgMj4nLEUysIjpxxYDlYmLVljQcJlaFoOVh4iAIqr3+6rmKkFDHUqlUaqbauRzkcuiFAm4uJ30Txo6VedOy0P1AeiMojx7HlQRCEITFsvC9hJDmi2lzeExshZg4FpO5tLcvgokz8lrS9c/ExHvu47Hn7kDY/vjLG+Rj3GEwsSo6qdDCKRQgN61KuQVDMbGm+VUCQYVhwGmnyfaxUkkwdarLr3/dz8CAB9Ryq8LE0bG5ChOnUiX237+ZK6/clS22gGuu6eeiizbj5Zd9zj3XqCMQFCZWhbzoFJ5ozl0eJnZdd4ix5//V+K8lEcjnEbZdAw/K9GPhQnmTqUTo+2S8ZXS3rwNzh77MQ/ZebLdnmuUBQhVCmSa6ofleJiOrGW1tEii7LtVeo0EO0lXPhGFC9q3q8qbXtVpi7OuVxlK9vTBu3Gcu/MLz5GNtu/peQTZLEIthptM8+aTFo4/2s/XWr2GaAUEAzz+3Oh++3slBe/VKB9l0Gi0E1QqIJBKJKngRQspjGxoaqsdjGKH79uLFdQuBaRh4hkG5UKgCl0QiwYwZOZ5+OoPnfflAxjJ8dtykS5oAGYasYLmeTIKBkN9vc3O1X5nubvm3mI0+amTIwHry/A0MyM8ECMOQY8aihmqeX5PY+n5ojmlgGQa6bVfZRyEMSqVclUCIxkYb/ZM77xzJT36iLzehKJA63KIENcOdeDxOMpmsVqbi8XhVoaBcxqOzjIvFIrquk0wmq8SBcv2OAueoRE8ZJapKmALD0cUhemzq+JcXK1N9WxX/+XjtZZ11ux7kt6mzWDBmKzb5+GZSC94jnx9DKhUQ9PbWb+IMaiP0YrHa3/r7Ebq2XHUPQGtrwPcPq8+Vmgbf/7GGTIhI+aPqeQ17ZbVMRmbwXK72pOZmFr3Zy3xzNa6bfCJursz3F53N/bN62WyroX30xGM0Jvu55Be93HH3XjzwyAQOcy4CIK0XeNz+NvO3O5Ar/h975x0vR129//eU7bu3t/RO7yQk9ABBquIPIYIF/YpfuyiiFKV3FLFgAdsXu0ZRQenNIL1L7wTSy23bd2Zn5vfHZ87s7N69yQ1N1Hter7ySbJ2yc+b5POc5zzknQyTi4brq0h8xfGRgIDDTWrCbAkLldcPBxIdo1COXi7DXXlN573uzxDSN7XuGOOObE7npaosPvz+r8o2fXyqVSrDIlFwgREIsFg/8IF1P5083p9hux0d57KGdsKsauBqe41FwPLx8PgC6cs1/8pPF4HM9z4PBQQ5baHHYDq9S9VTuM9eswXYc9N5eZZZbrRKJRv3KoOcrv8qwanWNSLKrNTOuTt87QXqfXU895rgqh3Z0wArfM6irG7O9TZG7Mq5s7Vp1f3UcvEwGra0tONSe59XMuTyvtmgxDBKmieWDd1FtbIzMlOOyOVLTxhYxwzBoaWmhXC5TKpWCCqVIX+XchdVf2WyWlpaWYDEihmqNKoigctewnWFlirw/bJoc3r/RSISwy/h4/JvGZmBi1q+vtQa8zvBcV5ETVXsjmBi1gA2PDQR1jW4MExuGP+FFh4h/vxgYULmjWh07JpaJW00wcfj7JP9pQ0N4MtKxCSZ2HGdMmNiLRIJ7gMRomLhx3y3LIqrr/qSEAma5gq3rRKtVys8/jzZjBmQyGIND6J6nyAXbVkR6a4tSyFYdpUBQxjo1TDw4NDom7ulRxxggGkGfOFG1GVarirTZJCauNsfEphlgYjk+m5rYFUy2aBKjYeLw8RdMLB5lY8XEs2YNc9llKVpbDUDj5JMLaFqSVKpmnLgxTCymmP9JmPg/l0SoVJS5XTg0vz+zp6f+sWqVAz/Rxw/PO51PlC7E8Cv6T3vb88JOx3L0DpsgEES6LonP9UeddHQos7zu7hrTtGGDel5+AI4DqeTGfxCtfv+YRLlcc1q1qtDfj9fevlHwreSc9RemaxhohQJeKs3f/lbl4IMfCp7Tddh5l+e57ZZ2CnaaaEoZqliA5o+0AgIjP7lIwgBU/h9NJnHTGfRCHtCo2paSwabTaP4FIQzue94zzC9+0cWLL775LNyMKWXefZSNp+lo/f7Im+yw2tn2dkVyZDJ+P66tbm7ROJhRnOFhlfRaWmD1GkUylEpKjue6sH493pSpaOLyG4/BQKHmgaEOBrS2BFUn1UriYBgj22gAkslK0MY7WkQikSD5ym/Idd0AYMr4oWw2G1TBgAC4itlLmB0PJ7awp4FUqzYFouXmKZ8bBqCNIx3D2xoOqaxKwmwcmzYe75y4/qosw13H8cnLJrHF1vD36z/JNWdv4Na/2Bzxfq+56V2+UDPCkohG1OJ/Y3lsE+EVigqgyliooj8Hu7tbgb1MRoHbjg76Xxzm78/PZMZxp3HWhx2qlRhXXnE5d96WZOH9OnPn12+3lkjgFQpojs0x7y9wweM74L1aS+VPtu7L104sg5kGNK77g8Pql20+cVqtuu3J1ILG37Lnqcf9qvR3v7uWWExTjw8OkswYXHbOGjRdqdicNWtxu7uCypbMJZceTNM0iUQiDAwYvOc9rWy99UpaWsokEmX22CPHtjs8xRnfnA2YPPTofA47LM9HP7q+rj2qUdrueR6aZSsjs4iJCTiWhxWJ4mRzVFMpkp2dJGIxlRsNMyC97VgMr6cbY+VKVRnLZFS+rVRUa4JpqmpiKg3trbUWCBkFGYtCIgZulWo2B4m46sWNx9R7h4bVvXRDP157G0yapGana5oCtMVS/T1U12DOHHQfcEpbAbBRImG0kPteGEDKcZTPi0ajFAoFLMsimUwG7V+RSIREIhEY44bbIsJTFUQCK3l4xLlpgiEkl4sJnGyr67oj1AzN/HAcx6kzmGumghiPf5PYLEzsNDUmHGtsFiZev75mcghqsZkcAyYeGqoRhOKp0t6uFsH9/bXvGi1yuRF52DUMtGIxqMYLBvI8Dy+XQ7MsPF0nEo+r/XqdmDiWSjGcSo8JE4eJhOCY5Atqke+35cYNnYK/rrCHhoj09ZGYNhWzWq0dTz8/Oa2t6Pk8huOo45NS4yNphonFsLJQUJ9jRiChVH3OsH/8MxmFiTs7R2LiadOUhwWofD4woO7xli07VIeJJRdLq9jryTNvNSaORKqoSog6TNFolU0tpQX7NmLi8DZL/Lth4n/9FrxV0ezH541CBmgaC/ZySV52GJd8fx7R/lXY0QxT9pnCKZ8bQ49g0R+VF74BRyIqOftJLPgxdnUpwGNbgT+C5vehUiwpQJVI1EvG4nG8adPg5VdUpSYaUUnO8/yROv53bQx8e+6IY2LoSob08ssRurpeafq2Lbd+gTvu2Zkj3jWE5VSxBwaoptPBBSbsnfyY3SYLBtM0cZMJyobPfOspzGgUp1JBC11MCvx6LFyY55VXom/qpAZNc0nlV/PTDz9KLtbFtPndfPALCbTWFnX+XFcx756nGNtqVZ0n14F8znf09QGtGMhUKrWbkF1Vr4tG0VJJteAolWrmmq5LNqvx+NMpIlOq7LCj51f6wXEalSkqnnpqJvvua1MqVepuRK7rBnIvYatlZrxIsgS4Su+09NzG43FKpRLZbDZImrZtY5rmiEqVSG7D0rLw+ZXXi/RL1/U6wxggMHcUh/LwvPTwfoRDRvw0ygn/nfrE/pti3iEZ9ntXOujeWnioybbzJvLcEw5oDlqjPwGo8V2NDvgweo4ea+Sy9XOlDQPsKl6lEswO13Qd4nHcNoPvXZlj9swqmCaRzg4+f6HJjrd6fP5jUW67a4hEW8NCq6sLz7Io9xdIrFvGo8zjd61fYr/sEmYP3c/LLx3FzKQacfXkTevx8gVgVv3+NdnHoMULdV2lUhEqlQqmTwropkksGgVcypUK1XIZeziC65MI0Wg0uO7D8siuLpebbhriggvS9PS8wBZbLAdg4qQBOrse4fbbd+fEEwfYa68cMkNNjP/CRn81kz/PHwumVEau5xGLRYmlUmBG8HQdR9MwfbWdSEE1TbXxVTs6Mf3txbbVxKNe37TLshTZnUorp3f//hjIbzOtkMvhFYuqutnVBS2tQX83uqmqrJWK6t/t80eCpFKwalWtjbCqznd1OIudSob2rV4uHA6Z5y3HIqyykjwsPkBCEDdW1KTVwDRNX1ZbolKpBP3X0osdDiGE5DPjviFko/O3VMrkcZHShqtv4YWNGLLJ6xv9HeSxsDFn+LFx74R/w9gsTExtpO3ric3FxMPZGibOZEKYuBi48Y/AxDNmjMTErqsIx0hEVcY39jsNExd+GLpe95hcJ9VqFUolPF0nappouo5TrWJV7QATW5YVkLljxcQlXUNznFExcbnscvHFGTo64IQTcjzySJQf/zjDmSe5bN3uK2UBy3ExTBNTMyCRwIvFsKtVIj5pJN5n0hph+aqCRCym7ofr1iszyvY2pVYoFNSx7OlRxymRUHlzcEj9vxkmNvR6gtyuQjaLZ0ZqmLhQUPnZx8TiY1EsFNB9jwA5ZuEWktop8+qwbvgYh3Pe5mLicrn8ujDxaGqHRkwM/Mdi4v9cEiGTqbFdEq4L6ZHzP8XoZcd5Ojte1Qds5jwyy27uDt0kCdd6yEJfb9tqhJWuqQSWyylZZqhSp0WjeFOmwGuv+f2l/jQBYfkcZ/T+fFBJwJ+Pa9kaL7wUI5Ww6ZnkUioV8bzmC3bPAx0Py7ZxPQ9HZF2aFhgySv/OaD9+cYvWFG2HZVnYft9YNBoNqtu2bVMqlfj859dy770JnnqqeX/064k55gv8OXIQZtmBMjx68zx+VD2TT35ZVzefXF7JbU3T32nNl0QDEycSAaxIFrJ56OyqawtRoanKW7FQG2+TTKpe3YrFT3+SpvDQs8wbvIL+SB8X9h7Ne0+fwnY7exx+uM5tt+3Cnns+Ety/1q/P8OCD23DUUVaQvLLZbFBhFB8BqQqFx+Ko81br55K55EL6yAxece72PI9isVhXYQp7FVSr1UA+GwaPIt0S6bT04aZSqbrEFk50YSZ2NBfaZj4Psqj5d+kT+2+KQ94zEoh2d7t0768R3GLCgM3zmk4cCXozX2fUSdfDIeCm4bfTMzlCz+T6tgVvcIjB5xw+rf+epX85loMPGcJrHNnY18edtwzz8nCF7oO/xCUfKnLzvR/lnz9fy/qrXT63RZmykSTy2ku0VVazZs0c+vp8bxDDqBkRhkLzPCxNo+pXow3DIJVKEfU8XxWlFqO2f09zQte5XE+2bZNIJAIXaFnAZjIeF13kcuqpO9PXt4GWFtX7fPPNu3PiidDSMkQ0mgikktKfWyqVgvGxhmFQqVSIJZKAkrRWXf+cin+BWTOKkus6XFUHMDrasctlIq6HVirBxAm1e2c0Ch3tqt+5WPANu1D7n81CTxck4pjxGJX+QdU+OG2auhc2huvi2baS0zqOIhQKRUWmp1KK0CgW0DP1TuKSZxpbBQQ4gvKMkFa+8OJejLKEEJDzI0CxXC4HxEwmkwmOdywWC/JiqVQKvlvOheRuMeYS5/hwCMkh94JyuRwY5Ib3LZxv5Z4rjzcC4ka1g3xG0NoyHv9ekU6PHRPDiHy5WWFZY8fEuv7GMPGrr9YwcTwWwsTumDFxEK4LZoRCoQAo7BKNRkkmkxiWHSza8XxMDDhezbC0VCoFuVgIv2Y+UvI63ff6aYaJDcPk7LNb2HXXuygUUpx++jxMcwMf+MAd/OCqffj8kUm26K3gaR6O66DLYl+vmWeLekmwYdBWFY3idndjlcvE0BRWTfv3ZL/1hOEsd/9pkN0WVIkYLoO5CK89BDvO8uox8XAWurrr2kIkXl0Z58kbShz+CYWJ/3BtBwsPsOg2Cur1qRRVx4FiES3U5t3Mo0VaQ8KqVlETSP4cCyYWA1vJq7FYjGq1OgITSy4eDRNXq9URRpfS5t2IidPp9JgwsbRTNMY7GRP/x5IIWjSq5P3DQyox6Dq0tqkkMDBQM8jz+3k2xy18RMSiyvCp8eSPQWrieZ6qmoQTmW3Dq6/idXXh+iZMgAJW8bhiCUEBbtluTWvONPuhJRJ45Qq/+LXBo8+6dPetoFyKMzg8mY9/3KO/fxLwzIj3vfDslrz/c6qPuFIoUIzH8YpF1q2L8vLLcaZOtZk2TV2k0WiUdKiXLNwfFO4tkmQmbJ+4VL/4YpI//SmC51lMmtTPypVRhobe+E+01cjy/dbPYmq1G9jOPMid9z9ONrczLamq+p10d6tjn8+pm+DaNb6ZookmhjQ93SrhGkb9gkVDMbn1Rx2SSZb8Ic0OSy9kN+4KTGgPWfsXzj39Cqb+dlv23rtKJNLNkiWHMTSUxTRt2tqKHH30LVx55Q7suWcnBxyQD5KbJFE5tnJTkuQTZjcFkArzmc1mA4NF6dULm73ITQcIKpwCdqG+X6tSqQTnT6R8Uo3bWLweCda4fPbfN/SeHlUVkiprLKYMoAYHFaiNmLUxqK3NVTljCU3Tmi7QcdyNAmLXVV/vlUowXOKpuy1Oif2Ci297N/svsKH/ZUqOgePZGLEIlMqUCh6fOT3KNnOGQYty0Ls9br9vKx66p8A3vzjMsGVz1OAv6fJW861P7UV3h4Xj6qzVJvKNKzrR+zfgyw5wqlXsZIq4XykOV5NVfq/99h1XgaK8ZSnDSgjGCYYN+sI9uCAmXVUymRIPPLANM2YsZ8qU1axc2Udra03NIMdRjPjkcyORiAKlmTRGW4dvbOYqX4bWVnXufGIoXN0O7l2Fgj9xQUdLJnDTSQzPHdnqks2p15mm/5uxYc1qfxybao/QUmmVfwOzrRCJ4DgqPzeGYYz4bXmeN0IjI+A0HAII1W/FDRbXQq7Ia8QIUcCpKBGEjDEMIyDey+Vy4DuTzWYDskFyo3xGY96VRXxY4SCtDlLhkgk+zSpljfvaTDa7qRgnEP49Q4vFxo6JW1reGCaOxpQKs/Fe/1Zg4kSipnwww5iYMWFiZcpogOthuQ5aRwfJhkWsaZp4qaTvTaYHOaBcLFKKxZQ6iprkXEi+0Qovjf32grvCmNhxaoqE6dPX0N5+Ky0tJSVmA+U14/XjWY4iUZIJtT7w8184f8gi1LOs4Fhp0RieX+jCHxMehOvy659qVG65gVtmLuKzJxT59tkuE4afJ7t4BnvPz9cwcW9P/YQzP15dHef/Ll7FDsV/8Hv34wxvcJhyzY/59i1HceJ3u+hq833AxKdmEyGEZ7jaL4R3GBML4R02kxVMLP8Wotd1XXK5XICJy+UymUwmyMNhYh02jYlFjdKIiTeFX/+dMfF/LIkAqFEpfX0j+gW93t6aTKqjo04m9bpCnPz9ubN4vrlLZ6f6Pl8KhWnW+RZ4w8MKXK1br4iIlhYlARoeVqTEmjVqbIvnqdEsrqvYwnJJPVbye0I9D1pbN/mjuvbODtYUnmLRwS8Fj7nu01xxxf4cdliU229fwF57PUg06uC6Go88vBXbz4rTlhikUCxTMgwKVowrvttBNLqe3t71PPxwD+VyJyefbJNIjHQNl0q4VKQKhUIAvoTJM02T++4zuemmIvvt9w8MQ12c7e3bcd11u5HPv/7z09lu8UXnEraOPjfiuV0Hb+Sp5/Zg963Xg64cgclm1c1LwJVuQCaN3tGhFiKOo0CzZfk9dRF1/Nvb1HMtrbUviEWhWuXFv6/j/dxV992aBh8bOJ+//vjHfOB4i9221rgm1sX7339XsP8A++33ADfeuA/z50M6Xe/0HWa+w5UkSa7NKksCiOV8lEqlwOwlk8kEpkCS+II58CEJrUhai/7NqHHGeDP53uaE3FTD29/onD4e/z6h6boa09R40+3qwqtUlPN+MqUWiG/0xpjJKHJCrl/HgWhEVa0kZ/oLTTEmvOfvHid/Nsb72m8iQpX57sPomsduL/yCK4/fCcsx+HNuWy47dw27HdYKw0MccXQEygkYthR5ODTIFz5v8v2zSxz29HlspT0l3QFcvPIIVr42iR9M+haf+rqOEdPxJvSpbfE8qrouL62rQkg1q24+u2VRrlZxUikMn5wVY0W5z4k3QhiYZLMeg4MVrrvuQI44osJdd00EVnHbbRHmzMkGuVgWoVJdl4pQmHg0OtrQE3G0fA4H1Kgyn7SQipyE53losu2GAZ4D/UVl8BaPqxwaJt9LRdVz29+vkmTE8F3BC+o4p9MYnZ01f4NkSn2GmDjGoorMcN2aqVcqpe6zYU8g10VPJmsyVdsG/94UzWQC0qlxwSx5SRbzYRIh3Pcq75UxYUKuSm6U0bbyf5EaCyHQ6t/Py+VyAFolx8r7pDJWKpWCnC9yatnW0bwSxhLNKmJyft8pAHY8Ni/eNkycTCin/0ZM3NWlvm9TmHjtWpUfWloUgTCcrWFi2e5orDkmjkV8QnrTmFhrb8PLpKGsxtWGq/VhqbzruuiZjL/dZXTXwSmXKem6yiu+mlPIQMm/jQUVwcT5fD7AYPl8PriuhABUhTWHk09ez1ln7cOhh95Ea6sijW+5ZU8+/GGNKbOrlL2ZGMPDaLZvXplK1fle1FXJC0W0XLaWB3PqmGoTJuA1tBY+/jD03/JPTtC+z7KXruOyk7/KaZWTaNFznLTkJ+ywoI2WjtYaJm5vV8e+UFBkr+fxgx91c/LQ5+k0BrjxlxUmuoPsxS1sue4xrrzsSr52vr+NgBfOt+K/4LfACcHQ+JuVc9WIiUX5HM5TjZhY/pZ2u9eLicPndWOY+I0Sr2GyROKdgon/o0kEiRF9K4Yx0tRrM8KT2ba+bEbTNCV5HR6uGSdmMsqcpjikmE7TVBLL4WHVZ5TPK/CTz6v3RUyVxE3fXMypKiDsOGo8WltrbfRKR4eS3/f3K1a5t1fJ5iORjZor3nlnhf32e6nuMV33mD//AVau3IePfayN3//+Xdh2FV2P8p73mMyfZ4HbSzWbRa9U+OElHSxYcBeZjGIut9xyNfl8jEsvXci555ZHGPEJMyhVLTkXcd+IRvpBr78+xrve9WAdIbn//k9SKiV55pkteeWV+GZNbDANl222LPKRo1fTcuVg09esj01mq5aq6q9Np1USFPbbMBRARcmJ9WhUnRdduc4Sj6sbXaGoTL4A4on6EXXt7bBhA7HchqbfP8VcwfqXCrg2DA/GiEVW1xEIEttu+yS33z6X97ynVJe45OYmQF/Y8UZJsbCiAoAFrIpaQYCrSL+i0WiQmJuZvMg5kxuUVNYSicSIRcTrCVnMNEqCx8dA/ntHM0CnxWKvWzbrOY4i8yKRAPRqySSeaSpTr3xefXZrq8rZ/QO16lQuh9fSAskke261hl/+0OWn50/nEwNnMM14FYBF7rXMtJ/kpx1nc+3lq+hI9cNL/dClyOGg33ZwCPr7mdhZ5dzvtnPFDy9l3dLvsI9zIwBPswN/2eNbnHlpzTdC07RaxbxcbuYaUTtGMp/dttEqFZxiEd2/BgX4iHyz0ZhPYunSGK6b4IILKlQqebbdtso997Tzm990EI8XglYyAb5CIACBPF6mtei6DqkkTiKO4VflwiAnPI7QsCwc39MBVAVNi0Qw83lFsheLgUeBkoP4ktxSGSL+PrS2KNLAn3ijGYZ6bUcHWm8PXktGjX/UdaXOc92AwAfUPPsWMSf2gnt3tKNDLd59cO0aava7mcvjVR209ra6ypfsk+TMsBpAwH+YhAkrxwTUmqYZyGTlc6T/N3z8KpUKLS0tdTlbzrHkRSF3BCyH77FCKr+Rxb4oFYRAkn15JwDX8Xhj8ZZgYoAQ0dUUE9tVZX4bxsTZrFKBhjFxNqfwWLGoXpfLK38qIQ6aYuKcyvG5YfV5ponXQFI0PRamCek0nusqNVqz/RMCvL0dr8VBc12q2SxGpaLMChsIO1HXSj5oxMSSZyVXi9GpLGrl+559NkNLy0Dd9K45c17kxht3Zscdq2g6VNva6hVUfk4Jt6dGo1GKudV10xJcwyBarSpipK1Nke++GmX72Vlum7uAhx+az676/VxkfwJ0uIZjWLC/QWssjx7trmHijo4RmPi0Cxy+cdIVnLz64xxsLQFgrdPDT2Z8i9NPLoPtBsc0Kq1VPuHs6Toxw4A1a/B6etD8hXt4skH4/hTs02ZiYiEi5HWvFxOXfSVHGBOLd0xYyfB6IxqNUqlU3pGY+L+CRNhYBOYt5bICl+n0qI60nm2rhbvr4QuK6h1gSyXFnEqCXu+PUhEZpagKhofVd0o/ViIJVlklTstSzKquByQF0Yh6rSRMXVe9YqkkxDtrnz84qIiEUVhk122eILu7c9x/v8vs2VVOO80NGUs5gOrZisbjvLpcJx5fFxAIEul0hWRyNa+80sF229VfLAJApWIS/uGLGmFwUCceH2yqaNpnn8eZPbuLQiHN7bcneOWVCNXq6BdkJOIxY4bNAQs28IVPrUTTPS66+igO6v8bulZboDuezqMTjuC923qQnKpmJ2et8MGCqVPUecrlcSsVlSz7ems3pb4+5bYubHu5jOePuCGegNYWtJ4eKq0D3Nh/EI/ZO2FiE9Vsjk7+Accz6JoWJxHzWFeNEY/nmu5TImFRLKqbT6M0LhKJUC6XAzApTHc4uYQXBq2trViWxcDAgC+ZcwLgKgnUMAwKhUIdaysVLgG9UvUKS8rCn/VGQoCq3BDGK1//HeFVqwoIuq4iUNPpUc97ULHSVE++F4+rRaWmqRyqG7WFZLUKL76k5J/yeYahFpWuC7k8M3uqnHUpfO3EC/lG/oPB9/yg/UIuunCI7qmtDA0ZqiLW2lLfx69p6rO7uzF0nW130TFuKVLS41Q9k4SbZfrW0VE9vsJ978H+NSHjtEgE3fOI+NXtRjIv3EvfGAcfXGbfffMkkykGB4tomsaCBcPsuWcJTYsEbWZAAHobW5sCAkG2J0RchBfJ4Yi6LnYkEng46L4xGeJ83d2tgHvFUqStqBPCI5V1HbbcElasgIqFZ9lKDeY7ymuJBMyYoX4/8vqBASXdjUR88+KUkiP7FTvNNNFQZLYzMIAbixHVa5MUKBXxMmk034NG8pxIZaUaBfVtDeGKV9j7JWy+KGPg2tra6O/vD/pxBfiHiQLpzZXjLZ9lmmad6aHk/rDhYzOfg80N2U/5zH+1idd4vPUxAhNnMvWj+sKvfcsxcVa1vAWY2K/uRvyJLGFMrOk+Jk7UY+JoNFCdbSw2RrrV5T2jholtf6EZnswgaiRZuDZeM2FMLN4lYSK4tqB1uPLKNB/5yN/xPLj11gXstNNTzJixlrVrX+WWW2byrndVgnwRj8cD89cwCaxOikfMNLEB12/jippqwg6VCloqpdRhhQJ4Htr0aXz0C4Nc8L+fYdfK/cHH3Jj+IN9930oolTeJidv6DHq3K7BszRx25GEAnonsylYLO0lMMwIvHU3TiAJGuaxUJpEIEcF88tvo7AxyqJA1QsKMhomFoBGyvdEPphET9/f3ByoSwbxhk9yNYeKwiaLcA4SE+E/HxP/1JAIDA/WOouvXq3GJzfoqpW/MqH/MmzBBJUBNqxlN5XKKgbUsPxGna89XKjz9qMO1v0piZvuxohl2WtDGIbutQFu5Evp6FWsrfUouKjkODtbmqxaKqpUhmVD/tioKLJfLyu02nW7S09a84pfNxmlr0wKGrdmP0zAM1q1rpa/vpSafAD09a3nttQnssMNI52i5iKT6ArU+TtU3quM4zcFJtWoQj2t89rMDnHgi/PnPaW69Nc6GDRGGhgwcR8M0oaPDo6fHYdGiMkcdVcLcsFr1xwEfODXJueddyYeGvsFs4wWedbbm112nctwlM9Db1Pd4He3KC6FY8mcPRxQ729oKs5JEJ02CoaERNyNNVxMuvPUbYOUKJeUCRfyUy3h9vaz1eknoJU7JXIKmwbDbwndyJ5DtnMkZH9LRNJepkywG+ntp5kvx/POz+ehHIZVK1aR1fgKUKpHcSMIsrVTGxGymUCgE/xYDF02rzSKWhCl90JKExZ1YvBPkHIpkK/w+YUzfDJZ0HLT+94RnWSpfmqbKkYWCcsPu7h6Rj7xSSeW88I3ZtlXObWlR1RFRFJXLauG/Zo16TXd3bXqDrqvvKVcgFsHTNXrdFeTcNL/3PsKx2v/RU3kNrZpQqgdQ+bZYrEl/KxbgT3TxPBjO8sC1Oodpg1ww5ddEMnEOeu4SXr1nDXx2atN9F+ASlmeOBjx0vTZiLxKJ1OUAuZ6lNQFqhIKu165ZaXcAMM2at4r08IskU6oo8r7GCrRMEwiTF43gRotGiYaMIYMI5QYtkQgmC3nJhLrH9Q+o46rr6pyK8VdXF5HOTrTwuEb5HNNU5+nZ55TTu26qlpJ8Hq+nV6nEGgoEmudh+sC14UAHuEAW40KypnzvB1noC5gUky8B8gJ2JQ/ruh54JAgRIOotMXCT6TlhMBomeIvFIplMpk65AIpAksqakMiicIj4QP31hgDm8fgvif5+hSXlGl2/Hq+trTkm7u8fHRMLyduIiW17JCa2LF8K79/vMynIodp7V61SffeZTM1Xx0MpQJth4lSyholtW+Gw7m4l9d8InhCSL0zONRuFKiHKLLmWRZEgkxnCLQ1hTBzOC4KdwsShKHcNw+XYY7PceeeuFAopPvQhk9/+dk8mTHgWx5nFokW1Yl5YvSAL7LprVtO46o/taIbOx47J0z9gcPZl7Zz2yQ1M3M5XjhmGyrXA0JDGpSdXOLP0OdCh7MWIaxVOyX6e8y/7Dqd/fxbR6RvHxP935jp2uu077Kg9zKDbRgSbhdzAX3/XwZ9T/8uRx9crRNxylevu6Oa9B+fQNHjy2SiaBttuURtNK/c7UX6JQqAZJg63fQlBtDFMLL41G8PEUqwbKyaWVrb/ZEz8X31n8CxLgcCwgUs0qpJdQ8L0HEclq2YnsFKpn9AwOKiSpmEClt+v5QausffcZfLIZQ9wknUJEa2K58GdVy/ihy8cx2eOddT2mCbkCzjZLETNGpMrYDafV8Bn5UqwqlAp+UxtPOgh9Xq6a5Iw12WbGR0sX97NlCnr6zb/vvvmcsoptfFRzcI0TaZOtVm6tIc5c9aMeH7dum4OPTQS9HZCzT006c/8lYWrVGiEtW1v16hWO3BdLQC7Eo89tjWf+lQR21aJ4pBDchxyCHUTAISFretRymTUJIWIwTbbOZz80wlc+6fL+csKg+nbJfjaByJ1EzG1eBxv9mxYvVqx6tGIMmSLqpnmWiw2IllKcnEtC2/ZK3iRCNgW1aqLWS4T9zyefa2VPdcvYd/YncH7WvUsX225iNM7fkdri1ToYN/dNB55aCt23vXZ4HSvWNGFaU5k0qQSnqcHyS0sm5PkKMynzB4P98amUilisRiJRIJisUhbW1vgdBt29RbmNCxpDhuJiSttWE0i7wubKkrSlPc3q1KOx3gEMTxcv5AzDJXrSqWRRnnhtqPw68tldd27rvp/paJmiZv+6L+qrYjgrs5ASksqBY4NRLjrvhQtQ69x6bQfc8xRw1z8qyuYsOYh7ntkFw5JbVCVLt/9mkpFtZxVyr70PgIvvkTVhqVP7Erbgi9z9pctjJTB73//Ne74eSuffnmQtkQ5MCEUp3EBLZIXpfrbDLgKWBWSQK5FueY9zyPpH69SqRSAG1l0AnXSzPpDaIwAt/LaWCwW9PFLzpAWJrnmwxLOIFIpf8pNaDqHbSv5a5PQNE15ZURjMDhQU3pYNnR2oEUiTZWCQTVw+XLcQgEiJk5ZVfBjlkUkFsPTUIujRKJWWZUK5ogPdIPfY5DnQ3JWya/hcxTOb5IzZVpGuErY09MTtPOlfbWN5GCpTMpjQu7I64UsaHxe7q9SEQ0bNMo0Hvn+N0oqjMd/bniWVTO7lYhENo6Jmy2MKhVFAMhzAwO+L4rpL+zrMTHgX4v+71LTFJFQKigT3kgkaGtwUjnlfSLRiImXr1DfXSkrxa5g4lwer7dH4WG/4i7FIlHvSu6V60iUQc1CFqTFYpxYTBayBpVKkmSyRjKE/U5EnSB5NIyJA38Wn4zVdZ099iiQSKSZNCnOnDk2W29d5g9/2IJPf3oYx9GxbTdYNIfxV+P4vx/9yGS4sgw8+NaPtuCFZS77HnAr5/1gL844J8akSfW4e2jAI15YT1rLc435QW5uP46PrT+LrXgca7CEFevbJCaOVIfI6W2sqfby7d7vgGVx2uDnyGktdEYsvIKrvIk0jWoVvnZxG6nWF3jiWzN5z7tK/N/VDp6n8fFjEuzYI6faqcOjuj42TCzEzsYwcWtrK+VyeaOYWFTajZg4rNoLY+Jwrv1PxcT//nvwRqJSqTGfEpYF2RxeIlFfzR/1puszqYk4DJRUz61dVUk4mVBGUYahql0ZF89xue0XOc6wLwhMtzUN9uVWXnhqO1ZFFzAxM6wSYMREkx5RUH97nkqaxRI8/VTtMUmI09prErJVq2rJV9f52PuzXHL5TixbNsSsWS9SLMZ54YVtOOqoFJMmbdwMzzRNtthCp1SaTLH4LMlkTfpfKkUolaYRi9n87W9R2tpgwQIL17UCt1MBYOJeKoBULsrjjrP58Y/3ZeHC+8hkyjiOxiOPbMW0aZ10dGTJ5WrssMiVwsxh46gTLZ3GM4wAwCY74xzzpcxGwZOm6zBpkurv80fCjdbaAgQ9Sno+j111qJQr6IZONBLF9jzs117jpj8k+WT1NzQ2PZuaQ1fuZar2NpgR9eSRBw7T+s8Z3HjbDFy3iOuabLllnFNPraDrRlOQLgBTjoEktzDIl+MiI79yuVxdP1i4zzeZTAYMq4DaRpY83LogclupeklFTdM0CoVCcGMT5na8n3Y8mob0xUu4rspjpTLepIkbvQ7DoWma8kSAejO9SCQYQ0ihqOSumqbyZEsLlErceXeKGQcv5OzDXkNrzXDOfJ2ffX937nggySH7D/iksActGSCj8nChoCrfy5dDayvVwRIXfQy23d7mY5/fk5//YoBj3l9g7lwLr2rU9jGfV/4AoT7ksQIKURJI1UOuYwGfkh/D8k/p2ZTeXdu26xQQUo2BWltEODdID2nYW0WeW7HCYfJkI6j8hHuDNV3H6+lRsmQx/+rq2uT51FoydW7oJBKjVhEdx1H7q+t4hSLlqo1TLhONxdDQyGezxAcGic6ejR6LouXyeMlk4HkQfI8cfzHjlLGavgogvJgQg9rw/aRmiOYGlUH5d/j4AmQymcCIrXEyhiz6JY9K/gzLrUUdEHYslyk9UvmSBVGlUgnONxC0T7wT+mnH4x0Wo2Li/EhMDKPgYh8Tx2Mw6LfQVl1lkppMKAIhhIkDv4REQo0wF3VCoaAW/xMmKGNVq6IwMdR8dEQB5mNi54mn+eHNO3LMolfpShV5enUXj6/r5ZiP+Jh4xQpFTMq17nlKadHXV3dtjWVqiWmaPPGEyXe+Y7HFFl184QslLroowcqVNieeCNtso9cpDdShHB0TyzUueE7+PX++RTodVWkpqvH+95d8c0Yr2GbJ+VJMa8TEjz7qsXDhKtLpCq+8UuSAg/qJx6t0T1jHE0/MGEEiTJ8JR393Vz7/uT+x3wc6+N5xGt8+9Sx++1yJ0345hXS6+XohjImPOLyf39nv5rKnjuYrXx2kZMGZ5/2Igw53WXRAHrI6DGfxurv4zW+TtHc/wvbbv8ry5UP88poZHHjQA3iexsXffw+/3Vvdt8KeCOr0NcfEQv5sLiaWczUWTCyf+9+Oif+7SYRoVBm2yI9yaAjKlpJAFosK6HV3q+qHrqueIdetT5wagZmMF42oz9M0BYpdV7Go5bJKxJbF2kon0wbuaLo5h1SWcPtdB/Khj/nTHmwbLZ1WCVbGOkpyBZUAdUMRFZatDBYtG6K+XGx4WM3H9kPX4bTPDbK60MY9j+7L9Onwmc9UiUbH5qav6zqnn+5x/vkHkkq9Sk/PWtav7yWXm0Zrq8H3vreOGTNeZtmyBFdfvRVHHmmw3XZmUImBGiBLJpMBgLUsizlz4KST4M9/PoBsVk2HOOwwmDvXplSqSbOEvQv3/tf1EpfLijUXUqWzc7NHFTWavXmeh1so4A0NQyKO5oN4AfKe52F7LrquKXMey0YfGsRavQqrMh0Nr/kXGXrNsVzXobOTRYcYLDoEqtWEn4Dqx5c51SquaQZGZQI6pUdakqMA2kqlEiRBeb1UtSThSb+rEDoiwQvPCQ8DWFEpyOIk3HvbCKAl4QsRETa3GY/xCCK8oLGr/jQCV0072dCPl0igySzxdBrWr6+XpjtOrT+2tbUmydV1tXjt6lK5slwCfALUb5XwJk2CDRs466xh9IgB61OQzqC3ZPj4SSXcwhBGR4f6nEZwKYtPTQM84lqZHSau4r5ntyay8hWWvdLO9J4KMydauKna+FtMU+Xx12FmpmlanVdBmFyVRWMYaIWND5PJZJAn5G+RgwoxKzkgnU7XtVmEzamk91TXdT75yV5+9at+2ttrsk7PdX2PHz9/ZTJo7e2bt59NzN68ahV3cBAvlwvkycEIRs+jqmu4loVumjiuQ6RYwli3lpK/DaSSkMkQK+TRkwlVTWttVYSzjIlLJAJZrxy/Rr8KLAvL84j7rQ2gclyxWAxyq5A08Xg8yNHiLyDETCKRCBYPcqyTyWSd50K4D1iqavJ4NBoNlCOaptVVTgVci6w6vEiyLCuo4I3HeATRFBNXVEW/WFQK1+4uhYkNozkm1jWFoQCvUFB5QFRArguTJytMbCtMTFubKvp4nsKwhQKgqXxt2zWiVzBxMtkUEztVj4t/tz2Hrrqcb738SQ5eOMTdt3vMrf6K/7M+yv98WVPYsLe3fp81f99C1/JYYvlynSuvzHPkkbezbNkkjj9+Hvvueze77baByy9fxIUXRkilrBG52DSbY2JpgRAMJe2/yWSSWCxGqVQa4UED9Zi4sZgGChN/49QCp164kIUH3s6MGWsBePzxrdl++5kcfLBDs9h6O/j2zRODW96J34pRrUIk4o4JE1uey5Hv7cc7wiOqGSRKg5z1wYfRZ83GWtsCbe0YsSjRoSE+8IEIp522I+vWDTNlynqmTFmP68Ktt+7FqafVxlSOCMfBsW3cSAQ9lC/lGMpxhHpMnPDHKQN4nsZrr6Xo61N5eNUqg1TKJp32RmBiwdFy3Mcx8X85iaDFYngRUwFQx1UEAh6kM36fl6EW4v5YGjo6ah4Knj+yqqurdnPu6lJVsFUrVRJOplQS7OxURlITJ2Ku17G15ixnFRMzZoDhBTIvva1NfVY+X3thuaKcaju6lALC9E1KDF1JdjemntB1JnRWOOqozWe/lBzH4vTTbV5+uYMVKyayzz4ed97pEYncw+TJtSkEW265gj/9aR9mzozXgTAxQpGkGB4f1tcX4wtfUHN2aw7WkQAcyYI3LPuC2qgTr1SC9Rt8UqWqFiHr1uPNmf26Zx57jgPr1+O2tytAXCzixaJ44fFBqRSOaWKIh0WhQLVUhEyGfQ6yuPbZY1js/bzucx1PpzJlDpHeTjYVnm8u45VKOK6Lm8uh+TdWqTgK4y1MqyROx3HI5/NB4ioUCnWtB+Exm+HFSDjpAXXMvFTHpCdXKmLC4Mo5aqx0CTHx75wwx+MtipYWlVsjEcgO+9Uwv3LlgzwvnQrk7F5rq2/C6MvkU0lFuOLn9d5eGBj0xz3G1KI9kwgWkfJaUD353oQJ6IWC+jxdr5EFyYRabGYyKueXy7We3lJJ9eZGo9DVDfGoen/E5K4/RTgv+hX++pcf84mP2lx770RWbojx2Y8O1/bZfX1jn6TyLi0K0jcfdo2W3CQ5MxqNUi6Xg9wprRNiKiUVJCES4vE45XI5kHeKDLORYFy2LMLMma9yww3tHHtspaZ+WL9e3bNKJbWfa9bgTZqE1rnpfDdaeLkcZLO4stDI5vC6u2rKB03DSaXxslk0cVq3HZxyBW/KZDAN9HIFYnEq0QiJYikgi7V0ukZCbWwb/BYZz3VxPA83kUDr7saBIJeK4aXruqRSqYCAFS8EUHm4XC4HiwkB3/JHSBqppElVTGaQy7mVRYW0OojiBFS+rfg95I2SbPm88baG8QiHFovhmX4rmeP4mBh1bYj3QSMm7u9XOVEwcXgySlcXnuFjYsOfeCXjzx0HbcKE2ms1Tfl5pVJKEeGPXgwIZsHE7e0q/4YxcanM0y+lSK9+np3NR9iifCJ/vOFDnKz/GA2PL995FNlPJqlRg6HQdUVcb2b09LjEYkkGB9PMnLmSmTNXArB2bRutrTFaWx1kzRnum5dcHcbEgtkaMbGQuuF8IVXtsNF1IyaWe4FXLEL/AJW1Fo4VxzBqBcNIpMLQ0Mb3McyZa751zMYwcZBnUimcSGQkJm5pxYvHVBEsl8Ux23FKJYwuj2OO0fjNb7akp0cZOeZyCXS9ix12sEdsl+d5Kg+XywoT5/NNMbHc0xoxcbFY9MkGOPHEHGvW9LNoUYZZs6p8//tVdD3NOedYmGZN6SHn5PVgYiEf/hMx8TvLoeFfEV1dShJVKivvgbbW+t4vq/YD1nQdratLMZm9vWh9fXWutcrVtgQTJ6qkG42o5Nrfr0z6gO5ul5V9u+F6I2/ef01/jEUHBVlHjRZsb1cVmVSqlug8T5EGXZ0KbPufDfgVuUzA8I6IqqOA+SZCKv0CJCuVSp30dc4cj4ULi8yYUeHFF8t1BAKohLP77g9zzTVJ0j44k0QnyS6ZTJJIJEilUmQymYBNFSDlum6dw6r06ELN8ET6jgzDUIuKnO+4HjHU8a+UVVvH643h4cDNW2VREywLvVJTCGjRKFpPL24moxKs52AlMty3fnteXd/Kc3Pezd3uvoi3Ts5Nc1HL5bz/qxNG+dKGZFMoqJnEnseDT6Q567tdfPVck6t+bFMqESwipO8r3L8rVTqpJAqwlOQmlaywMaNUyOLxOPF4POjbg5oTebg6Fv6/nOdmJMI4aB2P0UKLx1Uu1jSV56Ix6OyoEaERUy1I5fXptFJZ9fYod+hwby2oylJHuwKeibgCiv39gR/BiO83TbTWVqV26OlReV98A6pVdY1Lhbrq1J7zFOnwj5dncu53pvLNX87imz+ejLH8VSYYa1j74Eq+eXGca36cZ+kfC/zziVCVqNHXYZRwHIdKpRIQB7Kwh5rLtFS/5XqX8bmlUil4bzwer1uASg99JBIJcnEikSAT8mqQa1gWo2EDqUgkwvXXRzjggEd4+mmVj2OxmFq853JQ8GXLEVOh0eUragaVmxme46jPFONfw8/vg4N1OcXo7MBtacWNxqBSwdV13IkT1e9L8nepCI5Dk1tw05BFvQBXy/MoOQ6uaVKqVrHWrAnuUyKlFX+KsDFXeMJBowRWPC3C1S3DMII8LOqEsIll+H4o50XaKeT81Qw0/31B6ni8zdHdXY+J29vqMbHdgIm7uzeOiUslmDSphokrlTpMHA5N09CSSbT2dkU4JhI13Ou6G8XE288aZsb/244/6h8hpRf5iPEjNDwui5zHh77WRUusXO/BEOxPdcyY2LbtABNDhbPPLnHTTfvWve6WW/bhzDOL6LobqH7K5XKQi8PmrGFM1IiJ0+l0gIklb4Ql8pIDwm1KIzBxNgfZYb7y7SksOvwfRKMOzzw1lXw+xtZbv8zq1c/x5z9vZlvT0NBITFyxgrHDIJi4BzetMLHmuTiZDF53N4aYj1er6D4Z+8QTBr/4xSALF96P60KhEKW1tcSWW97D+efXFBdB5PM4lQplz6OqaZSB4uAQlWw2OF6jYeKwX8QVV6To6LiXQw+9i0cfXcVPfmJx+OF/Z+HC2znrrFTd1KGNYWJRHoyGieV1/4mY+B1xZxka0ohGIZl8fZWZNxKapvpiPVmENvYJ6qOc4GaV7ZLviZBOq1FVBX9iQyxa8zUAjjx1Mpd8+dt8JnsGrXqWqmfwF/PDtL1vH7pm6Yp99eXtejwO+bySXMbjqgKTTqnvyOf978mrkTimCX0TAjNADEO54Qrosn1TqTH0e4VJAyCodNT1u/qyoUAe3BAdHQWeeabmKC5GX5qm1XkihFnZMIASCahUxQRsiexLFsDBRSiVQU1T4N6ylMJkOIs36XVerLY98lybJlqlgp5M1lxhOzvIGjrR9nYeedDgNze2ssWWL5HKDJPvncwvi6fzd/3jRLwK0RlT+diX2jfqQyELfMuycAoFKo7Dj37Ri62tYre9HsIwPFatauerX53P2We7pNMEZkDStxWeTdwYIqMK99omk8k6tlYMKxtH1chNS8C1nF+R5WmaRiqVqpN+AXU3vPEYj8bQolFlqmfb9f4I4Bt4jXK7anZdF/3pDd2+uaxdhfYENI6+avZxkQheX6/Kr44DqRRGTw9s2KAkvPKcrquqWjzGbi0WDz2YYPZTN/Fub0nwWWdkP4X3JPzQ/jz39hxIT09Ufabrqm3bRIjqQKpNQLDwb9wPyaNS3QiTggJeBVRJVVwMCcNGrI0tEmGzqVdeSfK1r7Wz3Xbr/bwxyPbbV2hvX84550wEyrz4fIYP7p/h/x1o185dxQLX4ZUny8zccfNkw0DtnjjyABExDCo+iWLGYugT+qiWyyQyaRzDoDo0TMJ1Armrf7DGpDyQY+C6Lk6phG1ZVP0eV9P/PLtcxqlUiPly1mq1WjfZRqqFjTLjcOWqWCzWnS8xXJT3CqEQNmALGzvKZ4VNGWVR0qg6eKeNCBuPd1YEmNhvExiJiUepPY4VE0d9TDyGXnCto0ORknL9p9PosRjkcvWYOKPafmdvU+WGm7eE0BTy9YnpTJljQqePidevV58lmDiZfF2Y2LJsvvWtdvbe+4G61+2++0N8//u7cOKJingNE4xhg8VNYeKwqR/UMLF4pjTDxLFYrH60a6kIHrxrwTDPPDkTz9WYGmvhrptns+veD7JmzUxOOGFs7cxBSJtgOCImmmWhh7Y93tlJ1jCIdrTjFoq4nos5OEjErM/DXjpNcTVEoxaeB7feug/Vagdz5/6dSKRCsVibOhFg4mIRyydlY3Iv1HWKQ0Mk/XYVIX3kWITbDOSx972vwje+sROTJq1j/vx/+u+D++/fkfe+N4euGwFmHSsmlm0NY2Jd1/9jMfG/lERYekOVpT9+jd71j1M20mSnbc9Hz+tjytS3n0wgmVSjwML5slqt68n0HKfWawuqdaGzs+ZQ6oUcqE1TmXdVq7X2B/+57XfV6fjVHvz8O3/EWt2Pm0iz/0d7mLeH/0Wj9CpKr77X3q6kvxqK+EgkVFWur682n1e2WaSfVQdaW8eULKXy1Si5ElfqkdH8ZrBmTStTpnh1faKJRCKQXArgkjE5YcdwGZMiC+NkiAkPTw6oC7uqlAN4yognkVD/rvjzhn0WulTS+N73dFavzgMOpplijz0irF3roWkGhYKL57ocuk+OLVP9YJp44X5mV82xF8dtkbF2dnfT31/ldzdXefd77wx+ClOm9LNqRQel3M589osmZiSCmttJsI9h9lQSUeAUHInw1HNJys5adlvwfLAZEycO0tZ2Oz/4wSJOPLEQjKBRx1WnXHZoaYn6m1ybOy7JVUgYqZDJc42yZwGwjSEJVG6SArblRiYV0fBNcxy4jscmQwjSsPkV1FWLvFxOvcZ11YjVhhaFIDRN5XbXVTmw4SY+WmiG0bxqhW/A6vfMe6kUDA4Sc3OceMIwd9z/Pr79+134Yv7U4PWfs39C18Ea79r2ac77zj50dVVxMMkX0nz726VRMTmoqkmYnJOxikLgha8n+bfkbqlKhX1QhDRIpVJBa5N8j+M4wfjAMKkrY7Nc12XbbeH00/P86lcmCxf+g3RaAeUdd3wGx3mWO+9cwPuOjPPeWS/BIL7PgDJZsy2PD57Sx+13DJFIjb365RWKqi1laAiSSXX/q+01umkSD+WalpYWqskktq4TKRbROtqJ+uOPsSw1x76rK/CVgZpBV3hsoxA1cgxcAMMkGq0ncAzDwHZktnttHrmoQuQ+GlY0yPcIYSPje4Hg3Nm2PaLqGI/HmxoiihRatie83eHfRHjfxmM8NhqplPJH2BxMHI2CKAVgdExsj5SojxbhEbAjngth4mWPDPOnbz/DV0tfwwOedrZjW/NJzhj+JOd96Rec9YcOknEPr6/vTcHEL7zgsX79EAsWrGft2jZuu20PDjroTmbOXMWf/7wV69ZFaWkp1SmCxL+kERPLpCzBxDJ9bGOYOJVKBcTyqJjYcWB4mGPmDvHH27vQEyZH7v4c79sjxUXX78uFF2q0t49tveU5jsLR/aNgYn8bwpi4q6eHSrmMW6kQN5V3gl4sBi2BTiJBrKODBT0ultXD979/BKecUmXOnBznnLMnmqZxwQU28iMUXGn5KgizIRfq1DyAxEBWMLHgWSmUua5Lb6/LRz7Szp/+tB17761IhBUruujs7GWffQqvCxOL8kHUev/pmPhfSiK8eMGfOKPyzeD/laeinPeJn3HaH7cgnX57iQRN09RIxKGhWvW5EZiuWaNAUS6vPAn8ubVeS4siCkABlZTf9zUw4K8VXVi3ToEX/wc8aZLLF77eCowEqp7jjHQrb9hWOjtVX7Dnqcr4KD9Ezd+PzYnGkSVAMD88Go3WGXWZpsnOOxs8//wUtthiefB619W4//5dOfdcC12PBwCoVCoFC1e5KIWlDYNXqCWMsRhAeeWyIlUqFfXHdWDYUr13vimPl0rhaiYnnwy77XYrW29d8LcVrr12Hpal09ZWZPfdX8A0HX5zzRwMawZnfPhlvP4NyugnGqkzcQv3qAJcf73Bgj1vG1EcnTh5gFtu8XwCoXacZUEQXgCImQv4kuJ0mhtuN9l5/oMj9juZtBgaKgSvXb8+zlVXpbDtHIbh4DgpDj/cZtddK0HFKzwiTpKeOg7uiB5aSZrhvuhwhEcUCfsq7208NuMxHmMJLZNRVqT+aFqiUUXWiuyzVIL1/VDMq9fE48rwq6szmBm+9HaTfffzx+5mc74awYL2djzDGLPJn7cJsKslk8q1vKcKmsZ+O5ncf10e8lB0EyT1EsmeCrvtrcbiHnbEDQwMpLj33n34whcqGyUQgBHXo7R6hQ0Ood4DQRamnucFC0shaqWvXlQJUrEOh7w3nIPC0tC99oLttzc58cSDee97rwn24aab9uekk9LMbFkDy8x6TwSnyl3LtmSXec9z+3VtHLZ4bKZ+Xi4HOd+lXVfmh15/v7o/O45S1vkL5nClPxaLQSqFNziEW8grJUY0BukUWkvLCEdsIbblOMv9qW7iTyyGboTG0KkDDqZJxDeoDN/TZHyYLCJEUSJ5uFQq1XnRhP9uvAfLubAsKwCejQRSIpEIAKrkZXnNv7sD+Hi8/aHpOl53lyrMbC4mTqdrxbNGTOy4CqtFInidnWNaxI8FE7fPaqfUNol8Mc2PW85A33tPnr79KuaWbiPZmyYa9YL9ejMw8RZbaOy7r8YNN+xBNNrKZZflOf/8vfG8LB/8oElnZ4VKxQ3ytWVZxOPxoH1U8ku5XA5wdbjlVxacbwwTawEmPmqXIZWLzU7SXQkuOHEVZHoYyzLQc11Yu075r/nkUj0mdkfFxLFYDC+ZhP5+7HKZqj85TevsJOIvrgH22cdljz1qmPj88yv+sXeJROoxsZlOUx0cbDBktjF94l9IG8G3cu+SHC0KkJdfjvKLX6znoIMeDz5mypQNrFz5GjfeOJGDD668IUws94H/ZEz8L92b/yl/k/Dou5hm8fF1p/Onn/yc47749t/0NNOsGcY0hFepKNO+QmjmdbGoTA7nzK5JI6tVvx+0oJKurkFnt/qx9/fXjZJp+j2DQ0qC5Idjjl4x0N6iH6NUvMIJU8aJyWPhEWMf/CBceeV23HzzdCZMeI1iMcm6dRP50IeyaJpHNNoVyOeh/kKShatUzcKyT7lQhaUNV+lHRC6nyIJpU+GZZ9XxNn3JWlu7Sn7FIrfd186MGQ/T3l4I3qrrsO22r7F2bRt77fVc8PhuC57mlVf6+d3SLfjUkQV1A+zpUWaao2zHqlUeu+6ab/qcpll4XjLAoMJoNh57AYrBsW9poepVMM3msjNNU1Wr4WGP73ynlUMPvZlIRJQHcP3180gm02yzjRWw3Y0LB4nGG6Vt24E3hhAP0p8bbJ+/sBmP8XizQstkRgd6q1bB0LDKsaahFGSDQ7BuLWyxBY4D51zYxf/1vMy06Z5fTVMSXVIpVY3O5erGKzaGZ9uqFcy/TKqui6frdf2+wbZqWjBK8snHdbZYdzvfS53L2ll70fvo35jU/zLDw520tpZYsaKLFSv24lvfqhKPj01G2ni/kH570zQDEkBGAooqKJ/PB/JbUEZ+yWQyWKAKSA33dcr7RF0kgDUs4RVg1NISob3dQtfh5Zd7mTZtHYlEhb4OA0pVmDoVnn0WNB2iBugmdzzbyYEH3sndd+7PYYsJvte2bbxqFQMw4vGg7cDzPH/2u59rOtqVwWyhAEYE2lrqpig0PXbtbeitLSQcR8mz9drsdInGMWxyzMOgXh4ze3qw1q6tmUmZJk5ra13FXwy4pI0kDDTDfbKykGgWjRMh5DhJJVLuk+Hqo8h9x2M83qzQIpHRMXG5DOvWQ7FQj4lffa2GiTVtJCY2DOV38yZj4rY2j6/8Yhrn/O+f+NBXMuwyX+Oa2R/m13cfzVe/1zoa/zC246BpI65VwzBYtKjC1lu3MW1aAU1zOPvsImvXtrDFFi62rcjEUqkUjAUsFJRitLu7u27aQCMmFsJRFr1hL7AxY+JsVuXHqVPUGOJGTGzo6ny1tAT4u1qtgl9kMsLtV/m8WsuIss9DtYAPDvqYuHNUTAz+76ivj0i1SsTzFInQQITK/jXDxKKcDY59aysUS1SLFfDAjICXTlPV4rQmVftzsVgM/CEkxzdOqbn77iizZj2Hpnncccd88vkWDj74dubMeYl//GMqBx9cGcfEm4h/KYnQLG9MN5bxx6cHgdFN5/4lIXOuPa/GflUs9Vi+UD9ezLJUBS0eV1U02VEP9VxDb6SEVyiqEWRhY5pKGc+20TZz/MwbCbnQRHEg/xbQEmbkQFVHPv5xm+FhjUcemUgsVmLixFfxPA/LSlEsFgPwGg4hFsImfyKFkiq9XPjxeDxwnG3K5DmOOi8tLTBlcq1vK5WqqQd0nXvucdl11xUj3v7UU1N4z3seHvH4jBlrWXrrdhi9yp1Y6+nZ6LGbNUtn1ao2Jk4cavKs315BrWrYmERHu5nuuW+CZ5+dxBZbrKx7XBVq05hmleuuy7DnnncHBIL6PNhvv4f4y18OYuedle9BoVBoavICNbZVwGpYZifP5fP5wGBmPMbj7QzPdVV1u1KuLS5NA9b1Q3sHWBb3P5zhM+a3uOmWD/CJT5egvVXlXPm967r6jI1Vo3zJpoRmmqqXNjQyt1lcf1WOVR2L+dy3+5i9Jfzk+8dw84+WM/POIeYeuJJIxGLOHG8s7cAAgdt/eHa1pmnB2C+ozxnhcYEiwRQAJmAMRhp6hSeqSAVbXlsqlQJSQbwTVq4E1x3ippv2Y7fd2rjppgoTJjzLLTdvwRELddB17hvclq9eOolddliBpkFL9zpM0yXVtoIvf7kPz/N4+OE+TvvCavbZeQDLzzHxtjZllOm6tVYWUOevowPdN7fUUiGzt42Epqvt0SBw7NabkAljOh+JBN7EidjlMp6moRsG0dACQAiecG4Vd/Cw+iuVSgUjyMJjv6DmWSALCDFmE5WJOhRG4KMwWovDeIzHWxrZrMJZdZi4oiaEvWmYuODn+hAmLpfwRrn+29s9LvtjjVg84rgYRxzX/LM3J+T6bsTE8XicHXc00bSaGW1XF1QqNVxbLpeDVjJZOBeLxREtvPL5YW8bIYpfNyY2TXX8J08GJ4SJZSqdf95KpRJOuYyRzYIHJc8lHoth9Paqe1+1Wl/1TyXV2GPDUMaaY4yg8Onfc6B+VOJomLgp2drSzVcvUK8997wyDz8c5ac/NTjuOIMDD4wECgT5vHDulHvn//5vlZ/+dC5XXz2bD35QZ/ZsjQsvXEQyGeHcc5WKb2OYWNR9/82Y+B03naHkxjEz79D5xbZPGpTLtR5bqFNTACqpJhIqMW5Ov0uxMEKupRlGnSv52xHCdgp4sSwrAI9GEwZRWhs8r8jOO9tMnlysM5LJ5/PkcrnAmDFc2ZJqV1hCK0kXamYyBX8msD2avDic4MTEJxqt3ZxcFxIJDKOKZY1MuLruoevNq0Ka5n/nGKjs973P4dFHd8Nx6s/7Cy9MYocdzGCEjxy3xuQoANLzPDyfGa5UKuy3X5lly3ZhYKBGJjmOxq237sUxx1RJJBKsWePS1TVSBaHrHtVqMUiiQtgI0y1/xFXctu3gphduVRCwKz29jaTQmx3hxc14jAeggE8spqpaxSLYVSwL1gzEWVNsZc1Kjzv+XOY9xh9Z9/Qga9ZHWJNvYU1/jEJxbLc7T+aZN4brquc2EgsOS3PJXxSBALBsNex1/BpWDG3PvfceQrGY4qmnmhvRjtgOXzEkVQ8BL2FD2UbAFTbzk3wrOduyLAYHB4Nqj0h0RZUgf4c/K5/PByOopDe0XC5z3XVRNmyYxBlnZPjwh22+9S0dz9ue625JKWkrsGB3h4s//zylSpy5ez/GLnOfBmDHXZ5l3rx7yOd1TjtxOXO3W0vZ89AiERxdp5rN4RYK2I6D1eT611xPGbNtRoiEVTwm5L4GNYPYxpDj67kurj92TaS2yUyGZCoVgEaZYBRWA4TvcXLcwsSBPCf3T/kTBrmyaJDtk9+DnCvxuHirI1wVHY/xCKIpJtZGGpK/bkxcHGHsqJmmKra9jTEaJpZR2Y25WLBvqVRS48d9glRwlGBiIR2btfeOFROPisPCeDXjY+JIFGL+QtcndQqFgvJo2LCBsutS1TWMWAwbYMMGhUE9j6rV5L71OuQdshCXXPh6MfFXv2qw2/ylzNttKV/+coabbhrkgx+8jqVLV3D77V7QShbOq3IPq1RUm0K1WuWUUwzOO09nn32gt7fKeec5nHNOkUik5mUwGiYO+4n9t2Lif6kS4XlvK7bQnq177HfxT3HYJzoQ47l3TIgKwR/5h4ti81oy9UnOdf1Z4zAwoPPgAxFSGY0F88uYGvWDVxtD0+orL29yeJalmOJYbNQ+NGHbEolE3RgqSYDSSxQ2BTFNMzDmkkpW2NxEXuO6LolEIrjgJHmIcZdlWVSrVYaHhwPSQpKzjLYZVa7Z2qrkx6apKoyOo25spqmOaXc3tuNwyCE2V1+9DXvu+Xjd2w3DIZuN09JSrnu8WtUxjbg6dpuQzgIkEh5f+lKcyy8/hLa210gkcqxZM5XZszMce0wFzXGwy2WMVCoww5LjKSDNHR6GYgnbtvB0Hb21DeIxzj67wM9/vojHHsvjeVWi0RTHH+8wbVqBatUgEkmp7W3S9uB5ERynBpzDUxjU/tfYYPlbticsaxbG+62ebyu/BYn/FBOa8XiDofvTa8oV8Fzwiixf18onv72I9yauoS2SZU93GVHN5og13+bWExZguya/zh/DaWcUOGD/Sp2nyajRLA2PITXvc0DtRdUq3HNPiiOOmM/Pf+Og6x5XXTWP++5LMrR6Pa0titjURqmIFwpq3nUymQwq6OJDIyMcRdIaroTncjmAAJAK4JDrVXJzKpUKXKZFmimTG2zbplAoBCoGkc1Ln+7hh1t8/OMW8bjKI7EYnHmmw6pVnlJ++ZWr3fYy2WrKa5z0w3157/tvDvbt5psP4IwzCrS5Q6ArIF2xbWKRCBXHRR8cROvsxEumqA4PEU0mlYlWVY1j0zbzPil5L1DROQ52sYiuaZi+u7bcq8AHrq5LddUqPNvGsqvoyQRae3twrCKRSEDshNUfjdLWcNVRvl/kylItCwNd2YawA7ucQ1l0hA3eGtsu3swI9w+Ht2tc+TAegQohjIlNE1oz9e79IUxcZ7QIoPnmiKPFaJj4TcLJbyYmlvZewbvSTtaIicNjVz3PGxMmzmazmKb5JmFiow4T27aN6bqgadzyjzZKZTjykDyVis4FP2zj01+s0NGdxMrlqDoOsXgcTY7dGDBx3fH2lVVB/nBdGAsmHhyCcrmGidvamDAhysBAG7NmreTww/9KJOLiOBrDw2309FhUq/UTceQ8ynGXnG1ZFp2dDtGoKl5Ho/VjcQ3DCDxzJNeOY+Ja/EtJhD/u+m22ePx3HGT9kZyX5urMZ+g7dh+22PKdRSB4nqd+7JlMYBIFmnoslaqNqvFdpL22Nq74dgzn/nvZJ/8XsnoHF3R8iANP3pI9J2zkhKdSqrc3ND/cs+36Gb2vd/v7+9Xsc0NXpijRSJ1ZmUS4Jyl8AYpMNiyrvfFGl6VLdaCCaSY44giXKVPyQVKTios4lAqgTSQSFAqFwDFcKm3CvgpjODw8HCRuuUBHlaDKOLdcTp2Xvr5goSAg3SmV2Gorj672bu67Zxt2nfcckYjDq692sm5dKzfcsDNHHXUfhiFVH1h6xzz+9wM2xsTJaIODYzrec+a4fPe7Oi+8MJ0NGxy22qpKwhmAtQrcO46D196O29oaJLKgraNQVCMd8XBcl1jEn4Xe000iYfCpT+X9BBsBLJ9Z9cjlchx8cISbbtqa3XZ7qm57Vq/uYNo06m46ct6bJTzpz4vFYnU9vuqYeMF5fD1y4LGEJPswUJWe4PGe3//yKBbVinXCBKVG8Fxmtbpc/Z3H+O4Vu7DLqz9kD/4OwPbeI6Qrg/yk+3x+csEKpm8dARtIJJtPcvBDM008o8lv29A3y4fGtuGb3yyx88613tePHlNgwewNuMMOaI4aP9vRPmKqzoMP6lxzTYrTTy/W9cuGgZBcf2L8JMAm3LKUTCYDKbw4eItvQrgyJlUbUR6I0iEajQZmrJI3DMOgp6eKadauRVkbTJzo4nmdqoe2UoF4nPQuc8h0VnFdjaeems422ywjlSqSybiQrRGXrl/xdx0HM5oATUNLJfEiJnahoEiEVAqjs1OB482IYNHtOMrbxrYx0HCGsxg9yrMoXOXXNQ13/QYs06BiWUQjEbRqFQYHMTo6AlInXIGUSlQ+n69zVxdViFQxhVz3vNp4r2btFZpWM6oN3yfCqoS32qRLSIzwton573j894bneepaaoaJ0+naNAWZrNLRDp4B69apxa1uKCw6it9CEMmk8r9pxMRvsL33rcDE4mUg14aqYie54IIM++4bZbfdCjzwQJSbb27jkks8otEahkokEuTzeWKxWNC6EMbEkksaMXFjK1RdNGDiK2+YQbw1ykeOc1i/weTcEw2+8pUCnZ0mVqXCLUvbeeLlLJGoza//1MvjT8fYebcHOO+CBZx1tkdbby9uLocDmJEoxsSJY8bEEnUYXiYsMQZMXCxS8dwaJh4Y5AufNTnla3Pp6hqgtVUpU269dXc+8YkI06blyeVKpNPpADMKpjRNM/BLkALopjCxkMbjmHhk/EtJhK9d2c5TT3yGX119HMkWg2M/nKS7+51FIAC1/vqeHkUYDA+rxBmPwYwZCj2VSqodobeHP/w2xtx/XMA87gb//O6VXco3LrqUOTvvS0/PKAZ5iYRKkPmQ6V8qheYzlw/dr3H7VevRykXa5nRx1KdTYxvPks+rfZBErPvzzfP5MbnUioQm/GP9yU9iZLPPs+eeL6JpYNsGv/nNXA45pI0ddhgK3MOFLQtXVORiEJfTYrFYVyEP9+DL35ZljajwqFNTG5GoaRqRlpaNAivDMPifj5d49r44NyzdF7vqUS5H6OmsEIlW+NnPFtHZmaetzcF12zl6sc42842Nmsao0Tc5dSONRJSDsa4zY0aVSZMs9GoVhnJBX59mGFSLJexqFb21ta6ymCyX0aIRvIqFhkbVn+FeHR7GSadxHYeIL6FzHCdIhtVqlWnTNtDe3sedd8bZddcniUarPPHELLLZWZxyynAAWsOGPs1CQK6MbWxMYCKTfqvGhDUa2cg2bWq7x+O/ICoVaG+HaEzls1IJYjFaW1s5/VcTOOXDp7L7K38Pil0/6Tqfs37WRtQpK/C6kcp/XXR11Y8uc91NA96GSCSoIxA8z4OhIbbaSvKToSZXDQ6OMBe74QaP/v7yiMJdeLKKRHhag/w/lUoFigIhZROJRF1fruR1IQxyuRylUqmOMBDZrrxP3iP9uqDIkuOPT/OjH20IZPp6JEIsnUbTNB572CQSfZkbbjiYI46Ic801W9Ha+iqPPDKFXbYpYJTLwSLe8zxM16sjzrVoVI1TDk2tGS0CXyFQ898bF7sCev0cpusG5TVroLc3qBgWCgWirktE0/D8Y2VXq+ixGF6pRNWvMGqaRtz/fJHISjWxUqmQ8itrwWxz/x4q5EMYuDYLOU9CJogEV35L8juomwv/Joacj2bAeDwX/5dHtQqGWcPEQ8OKSYzHYNYs9e9SSRki9vbUPA1iPYpo6OoaEyGrJZMKExdqxop6JoP2Rlt43gRMHB4XCDUiVHJxtapzwQVt7LLLUu65Zyuee66HdeuG2GuvezjrrP055ZQi8bgWVOfDXmQyAlKuc/lsyeWbi4mvuCJG2f4nA6sifPfy7XjmmRILF97BhRfuy1e/GiWTsbj+jhbe/f8eJh63eerJCrvvs462tiJTp73ILbdsxeLFLkZLC66mocVirwsTy7HTbFuRCP7xa8TEpVKEr30tzjHH5Nh9VpnrlrZz/yMxTvnMKkyjimEa3HmrTSSyKiAQAObN+yc//vHenHqqBdQUHJlMJsjvlUqlro3s9WBiKX6OY+J/MYkAsO32HttuL6ziO5BAgJqkyjAUgJXxYJalgIpp4um6So6GwQt/X8ti7h7xMf+TvYirr9iFT505OouqtbSo8Tj+3FW9vR02bOD/vl4g/adfcGL1l5iaw+p/9vGtv1/E8T/aVjmQbywqlRF9ZRiGerwhYQoz18zoSWLDBoNXX93AwoUvBo9FIg77738/v/vdu9h11xSWNRiMsBoeHg56N6U/NFxNicViQdITkBoe0SIAWPqTJESKJEywOiU1Z+zGELCdy6WJdMT4zEfWEjVsUtEIjmayqtxJLGkRiZhAjNZWWThvJFlWq4pd9+fWUi6rMWQ+KAVUxdRPLiJ7czwPvVwJJnzKMbZtm6gRC35yrutRqVZxKxZePk+1XMbWNJK9vdj+WCDZt3g8zoc+lGdgoJ3rr38Xw8M2Bxxgs8MOecDAdbW6MWSjhShHZLEgYDfsiSGJNNzb+582umY83oEhF0Yqqf5I6DpaLEZH6XkKXoofx07hqPJPmFH4J8PZ/enujIFljWpQ++KLBrNn127ImmlCb2/ggWD29aFtZvV7RFSro7RJeD6gjQT/HRws0de3nOeem8lWW9mhl3ojwIQ8LiHXbyqVIp/PUyjU5l0nk8lAkSSmjZIXJQ9LtTvc4xmW4yeTyTqw9I9/mGSzw6xZowe+k9J7mkgkuPZanUhkBpdd5pBI2CxcqHPBBTO56SaT3Xdvpeq4uJUypqaTMAzKsThVTcP1ieexLpK9wSFFIEgeGhzCq1bRfABZtSx0y1btFihiSDNMPNdFr1QgkQj2sVouE9FHViRty0Jbv56qb2ropFLEe3sDHwrPU6OMhSyQscbhe6hUFuUcjBZCNEjFU8zUBMjKY2G5bfi58RiPtywCTGyOxMTx+AhMPPJ9Y2+H0Vpb8TKZGiYWmf4bCZ+4rItRMLHgskZMvCm8k8+blEpF2tsL7LffQ7z4Yh8HHLAGz9MoFvMMDGik03awsG2GiSXeKCb+5z+jLFq0ilTK4uWXcxx44AZisSqdnet4+uk+Fi5McM65BS68YG8OOuxOtt1uGQAvvDAFw5jDe94zjGXpY8J5XrWqxkFGmmNiz/MUJvYJhEZMnNM1zjjD5IADbuYvf9mFezPdVLQ1bL3Tcs7/7m6cccJKzBj87FctfOC4G3EcjRv+tjtbb/cqs2atZNKk57jxxpkcdthAYD4p975sNhvkYcGym4OJ5f4gCrFxTPwOIBH+HUIzTbxIpL6fy/MgEqmxqaHerVipucSny+gntzoPbFyKJW7SEitWGFSvvZGjnKsCE8cJxhq+NvAJvnHWHzn95xt3DB+1r6zJRSNusGHXWJFOSdx6q8nWWz874r2aBpnMaj796UkcfrjHvvuqCzMej5PL5SgWi0FFRcwV5UITICtsoczNjUajwYxzMcSS9wgzGA5hDJtdvIODcS65xCYSWUsmk2P9+j5mzczwuc+4WE6VjkIheJ/nValUPNra2jZ+bLPZGoGgNkD9ncuhtbYSi8WwfEMYfOlbNBKhVC6PcDXVNA0vYoLrYvoA33MVo1+1LdxojEgigVOtUli9Bq+tFdvvywrf6Hp7y3zhC1Gy2by/GKgdm1gsRj6f32hyk3NWqVQolUpBZVNkudI3La+FjZM3mxtCNDVKt/4bEvJ4bCJSKSVHDy++LAu6u3ninzrOqjVcMvNXfPqsJL/94c6k7r+Nm/7i8aGP1aaiNEapBB89KsbtDxRHWNa8qWN0N9Lf+93vJVi+ssqjjyaZO7fIhAkvM2PGcr7zndlMnKiug8HBJBdeqOO69XmvEQDJHPGwEWP42hVDrng8TrFYDBRhsviVHCufK+C2paUlqH7Ia6LRKHfcUeW97/0H1123L8cfX/F3tWZo9aUv2bS21vY7Htc4+2yHDRt8I8KuTvA84tEoGAb28DCEZK9CRmwM5HmOo6qe4d9FxFQyZZG0ui5Vz4WQEsDzGKFM8TwPLR7HGxpGixkYuo5l26rEUShg+5M+YskkpWIRd/lyqu3tAfkiC//wPa3xnppIJAJVwcZCKmaiOBMjR8nRjuME0zuAQJW2qeM1lggrVsKfNRqRNR7/PaEwsTkSE0ejTTFxXbwOO4NGTPyGYzMwsVSqN4aJwyGPd3W5nHpqkssu249DDrmd2bPXAHDDDXvyuc9F6O7OUyx6o2JiybXNMLG0SzVi4kayQ7bnwgtLnHnmgRxwwE3MnKm249FHt2Xu3Knsv38Jx/FoaY8SScSxbYNYTJHHhUKCyZPdIJ+PqZUpm60RCGoD1N8+Jo7H49jZbHA8DcOow8QDAzqaViKRqHDggfey/LUupk7bgGUZ5AoepbJGys5z0nEv8LO/7QmexvGLB7j+tuncubIDTevlAx9Yg+sqTCz3N2k9aTyPm4OJxSB3HBPXYkxbsHjx4oOB76BKsj9ZsmTJxaO87n3AH4F5S5YseehN28p3QnR1KSlkxe+FiUVr7Cso7erQMADlVDcMj/yIVc4EOqZvnhEJwHVX5Ti69KMRszSimk3qtWcol6SxDA8AAPkvSURBVPs2PjIsDLz9aonmONDZ2fTlwt6FR2FVq9WgIqKukeYAJRqtEo8PsXSpxrRpbcyZUwg+KxKJBBeW9H1ZlhX0eEGtd1Uq62LoFSYGxGthcxxKHQfOPrvKgQfeHBinwAssWzaBn141jw99yA760UQu1mic0ixcq8ovr27hyedd0G1MLcExR5TZcbsai9xvtfHKYyWmTtOYOtl3ofXqJbuSJGLtaha6VnUwNQ3LreLaFp4/OcE0TEzDxNI0SgMDeF1dQb+W53kBox2WJAsI1DRtxE1ntH0TRUh4ZI3Im5vJXOWG9mYkNcMw6mb7yvH5V/d+jce/PrR4HK+1DXLZWpWrrR0tGuW+26r0HL03x3/GRi8XOekcnVtvOIhbb0uAPQAdHU0/c+lNHu93f8pdtx/L/ge/hdseBt74i1WASIRjPuDyhS+YmGaWXXe9nWRS5cn3ve86isUof//73hxzTJXW1giVSi03i2Ig2eCbI9e6gByoSdBFdiny+3D1KgxWJXfI1BYhbu+8M8Vdd8VIJBw8z6FcztLVlee++ypccIFaxBcKJh/4gMUuu1BHIEgYhkFvr4Hr1jwBgCBvhT0HxlRZ35i82XHUTHNdR08kMDwPw/9Mz3WxfdJAtkNUF1p7GwwPY+o6+MfT1g0M0yQS8dVZ8TiVQoFSPk/MlxaHW80SiUTgLyO5TKqE4Z7qje2jkOXh3CptgY090eGWkzcjFwtwDlfr5J48Hv/lMRZMPNwAhF0XYhtv43lbIp2G/gGlShIcadvKQ6BJjIaJw+N3pTUsfD2uW6cRj9dPkkgkSqxZk6C72wkIR6jHxMlQLtkYJm70HxstymUdz3MCvy+ASKTC8DBBbjr1VIPdd7+VdLrCihVddHUNs9NOz/PAAyY33TSBgw6yxoSJqVZHkjHSLhI6/np/P5FEIjhegomn9Tr87//G+fnP9+TAA+9m6jSlOrnhrwv52mfWk0rYOMUq02frfPoDw5imwZSJHtMnr+HO+5PM3X8dplmPiYFAQReeeiH3SZnUsClMLOoyic3FxP/4h86vf61zySUOqZTHWWfpbLUVfPjDG1fhv5Mx8SbvMosXLzaA7wMHAiuABxcvXnztkiVLnm54XQb4AnD/W7Gh/+rQdB06O4MT2JgENU3D61Z9tDsd1M6tP383i9y/Bs+7nsZP28/i859IsrlUrFX2iNG8amF6FVxX2+hnavE4Xksrlf4NuNWqMrXJpIkaBsYoMp5GoydRC9i2zYEHVrnssq3p7b2v7j2eB+vXt3D00ffxxz/O529/i/OVr1TqvA1KpVLg9i09nmpcTYoNG6J0dWVJpWqjxsKASC4YSeBhx1uJdet0qlWTGTNUzvrb3wyefBKKRZ1p0x4JEQgqpk9fza23FqhWPSIRcwRQ21hiBjj3O+30TXmYhQeqROe6Gr+6ZlfylRZ23N3ikktMLCtHd/dqbrivnUq+l69+JktLVwIrkUD3amN9otEoumHgdnZCpULMB6mFlavQGs5TJKKqi7ZZG70mfXVQ64uTEURAnQM71MaHNZPUyuJCjnc4ZIHR7D1vlku4jLELJ/vxGA9AzQdPJUf81j5xkg7EgTie50CxxKIDLBa9y4KW9lFVBY/+bT0nRb/Ht/58IPsfvHm+B5sdXV0469dj5Xzfm1gEo6uL7liVGTN0Fi68nxtvnMuRR94DwMBAiocfPoDzz/fo6FBqing8HoxnFLPEZmZgAnjldQJ2RUoPCkBKBUz8E1paWqhWq8F4snBlRdd19t7b4ZFHPJLJ59luu5eC7zz88FvxPLj33p2ZPn0iW21lo2kbhxjNcotU3sKxqTxMkxwm4WkaZV+VQWsrVn8/mmUTj0YUuG1vxwm1G0h+dDUNolH0SoV0IkGpWkVfuRI9WjNX03WdRCJBNeTxI8deJLDy/zCZk8vlxqwekJaS8O89rPRoVnl8s0gETdNI+G0e8tnjMR4wRkws3jK+EpNYbFQy9+0MRUY3wcS6PiomLpcN/vrXKIsXq+vxnnsi9PVFmD69ErQxhfPW6tU6P/1pniOOuBfX1Xjgga2YN+9Z9tvvYa6+el86O2PMmEFg7CemjdJSJpJ5wW3hQpuYqoYnAwgmDk9uAZU3vva1KEcccQORiMNTT81k+vSVbLfdizzwQIzrr5/NoYc6bLedxqpVfaxfX6VU2oVHHy2x//53sH59HzvsYBKLaWPCxBjGyBHJrgs+YWLbNkYkgptKUc4XiJoGpmFgJGqY+OWXdVpbs3UfkcyUWF/qYsqOeoCJZ0x1AIVTo9Eo+8wvYEfaRsXEQryEMXE0Gg2O7ZuNiYVc0DSNu+7Sufbadey33yOcdtqBpFIGW299J6+91ssvf7nlJomEdyomHstdZjfgxSVLlrwMsHjx4t8BRwBPN7zuPOAS4Ctv6ha+w2KjRkiRCPT1cfgnHX5tncgl1x/E3A1/ZTjSzT/7Dufos6aPzQixIfY7Os31t72fo6pX1T3ueTDUuzXJ5KY/s2IaeD09asoOKnEVh4YC4LKpsU1i/uI4Dm1tMGtWJ/ffr5KiroNlGdx8847svPMyNA26u3MUCqptI1wxC093UH4JGpdf3oGu58hmqwwPdzB1aoTTT8/julZQCRttioAAqeefj/Czn0EqtY5IpMrq1ZMoFDT23PNBdtppLRs2ZFi6dBvi8TKzZ6+t+5xEYohcrsMH6bUQIDja8XjiCQ8vspwpU2v9ebruse9+D3H1DQdxy906c+bcSWdn3n92BeXys5z1/QP4+jcs8KtJcoMQwO55HppfWfQ8DzOdwh4YwPDBq+u5RDQdy1dOCIsq1SxhW4PZuv6x9zyPVCrF0NAQUOv1a+w5ls8M99bJKBmRstaN6Qn2XX9TE9s7KVGOxzsvNpqL29rwWluVdL3hd3rXUoOzv+hxUO+9aMDWxUeIaFXmPHs1lx68Ey4aN69bwHmXa+y+55trXOQBViaD3tLCbbfFuPse0HUXcKlUhpg0aZB161Jce+2uuK6GZZlMm2bQ0VGrtIcXqqMtGGUx3qjWCisM5D1S5XJdl2KxGIyOjMViwfixSqUSKJ40TeOrX61w3XVbsHRpF/vuq+oGngd/+9siPvpRgx13LDU1Dgz7LDSrvktuabYwHi2EUME0iVSrNbKoWoVUEtuXsmqaBoaB0dODY1nkHQcjEgG/iijgURYDweLIn+QRrVapNIBzDQ3NMDDicUrlct3nhBUGUkESBUFra2tdjzMwwmlbgHC47SFMAo92XMKExZsV4+TBeIwWY8HE0s45JlPbtyk2BxMXixqnnAK9vU/wjW9sx847w223rSSbzfDJT5rMmVNbXMrx6OtzmTIlxbJlvTzzzFYsXGhy/fU97Ljj0/T0ZOjrW4XnRevGupqhopDkCmnpFb8yacUabYqAKMzCKtRFizSefXYWth1l5sxZLF26NfPm3cm6ddOYP98CDHbayePrX9+BvfZyOfXUKqedFuUPfziU888vMX262r+N5ZZAHRWLYQwOUrQStLR44HmUCh5aOoVXreFGPZPBS6XUxJpoFE3X8VyXJ57Q+PvfBzj44CewLIOHHtqWBQseZ9GB9/CD/zuIb+8YwUwlqQ4NYUTUtgSY2CfYGzGxEAeNmFhUfEKqbwwTCynRiInlvIdHBEuEMexrr0F7ez+plMXChbdQLkfo6ChQKER54QX1miVLdLJZj49/vPmaLvx52axGMukFFkADA9qINczbEWO5oicBy0P/X+E/FsTixYt3AaYsWbLkujdx2/5tQzMMPvTFFF+4Zh4dP7mI7X5xIuf8ZQbb7zJ6sn31VYO7746ydu3IU7Ldjh4v7XIsT3g7B49VPYPvpc7lkBMmb3J75ILRNA1C8puw02vY2AUI+l5LpVLwd1jK9dGPlvG8LfjDH3bn2mt35aabdmLevBeZNWut/52gaWrmq4yuCYNVYSR/8IMe2tuXkc3qzJv3EkcccS+muYxPfKIVw4gGbGyzkCpQLhfnyittFi26mT33fJTddnsC2x7k6KNvZtq0tQGp8b733c8jj8ygWq3/vFIpTVsLOKFjIEZYzRK14ziUSiVuvFFj++1fGPG8poHnDpPNDoYIBBXxuE1v38s88ki9jLURcIuszfM8kl1dEIvhWhU8xyECOBo4ySTRaJSWlhbi8TixWKwuwcv2J5PJ4PlmxzJ83mXBIO8NVyHltyKkR5iR3hjhMh7j8a8ITdOaOkjvta/Dxd+vkqOV/1l3FkeUrgLg/xV/xkfWnUNOa+PSK6pvOoEABD2aaBq77GpRKHh0dz/BggU3sv/+96Bp8KlP3cK73/0w6bSNpunB1AT5I4tKuZZFzdW47wLWZBEr0xqk6iWVFdkmubbD8nsBs6lUagSpd8ghNpal+mMty0DToKXFYNddvUDG37jvZX+hLTm0cbt134zNDVXfRSbcLATYeZ6Hm8lQ0jScgQFlduubp4Urc57nUSqVyBWL5EslLNsO+oylZSB83OReJVW+eG8vTqWsDBs9jwgadkKNo0yn0ySTSWKx2AhSXu5V8nwjEA97T0iEJxaFHdnlfm6aZtCvHTZlC5/78RiPd0JohvGOIhDGiold1+Piiw3OOSfCllveR1/fBh5+eJC//30Ze+31EIsW3clllyWDtoMw4adpcOaZLsXiXI4/3mD//Qt87GM2q1fvwAknbCAejwZ4OpxnwnkokUgEbcBSRQ9X0htDlENSXY9GoyQSCY47zmXWrC3ZaacZfPjDNmeeWeGJJ/bjnHNs4vEyd97p8Nvf9vPe997MSy95nHGGwezZ97DN1i/x5JPquwQTN8stdfncNPnlTb189vQ0f7/BIrs8y5cv6uTkUwzK5XqMWygWGS4WqVhWUJjaZhuPdLqL117r4eabD+TAA2dyyy378vzz09hppwitrS6p7m6IRkdiYn/fw5hYqvcwEhOLUW2z30f43zLRoRkmDpMUG8PEH/iAS2/vNjz33AySSYuOjgKrV7fxwAMzWbvW4sorIzz33AsMDj7JD3+48Wtl5UqNk06qctppOtUqfPvbFU48scLSpW//NfaG9W6LFy/WgcuAj47htZ8APgGwZMkSujZzZNbmhmmab/l3bCqmTNn48xs2wIX/8zxTX7ye6dmH+Wv7QnI7LuL0n0wjkajtw9d/28X/fevH3HTTy5iVHE7vFD546lS232XTCzfP88jn80GCLBQKwSJQJDLybzHWEhdTSajlcpmOjo46YHjSSS7nneex//4PN3wfLFvWx5e+ZNHV1RUwqHLBibz2pZfSZDJrWLOmnSOPfCB4/777PsPs2Wv41a/25ytfUexquWxz770mQ0Mec+dWmTTJDBjBK6902WuvO9B1deEPDydoby8QiTQCa9hll1d46qnJ7Ljja4CSC0/tbWWSUcDGoGrb0NJCtKWlrlIW/i0Vi0UymQzt7S6WZZJIjOzHzWfjzJyzoun5mDhxLStXbsOee9qkUikcxyHtj0OTXloB7JKIuubOpZjN4pZKeJEIFdcl5QPsMOOaSCSIx+OBC7skUdd1g/PeEZIThr8b1IIkmUwGoLYcqq5lMpmApQ8rU4BRmfG3It4J1/W/e7ydufideL4Ofg/svm8PJx3ycy5a/Z7g8W9M/SXfuWHLEVO+3qx9KJVKAUBJpSp8+9sOv/zlXO6/v5f58x8BlPLzppsO5rOf7eSJJwr84AdRVq7MMX26F8hcW1pq3jqSo8OGV5VKhcHBQRKJBEV/koAAIFE/CVAW41pxsBbPFLnOO0Oz08NqsrvvdunpeYy//30vdL2PZPIFdD1HIrFFXWu0bKPcgxofT/kTM9xSCXdgAE/XqToOVc/D7Owk2rAgl3MhxEhd65tlo6XTJP1j4VWrlA0DvaUlMIqVyQnRaJRMJhP0uco+y3EUgiJcveqcNQt7yhSs4WGlqohEiPutIAI2hXAQICvVRdnPYrE4Ig+LMiQ8hz6fzwcA17bt4B5qmmbd/HPxtJBF0KZGR75Z8U68rv/d4r8RE7/ReDP2YWOYWJSvjuNy1lnQ3v4P1q7dkqVL9yYeX82iRY9z991bUqkY3HbbAVx6aZyODnXdOo4TmB7K93z1q0NUKlE8L8KWWxbYbjsXw0gHarKwSjc8KjASiVAqlYKWs0QiQSaTCZRnkmfEA0tyerOiFMDnPqf+LpVK3HNPkrVrSzzxRBuHHKJx+eUWO++8gra2IgsW3IpVidLdo8Z2PvPoZD50VHyjmLhQKJDxb5pXX+2xcuWTHPPBZ7j5znn85u+zWXTQLdi2wbnnvosrrjADwkEW2S2h0ezJZJJvftPlW9/an8svj9PT4zBxosG993bx6U/rm4WJAVKpFLFYbMyYWCYbvRFMLIrgMCauVmHZsjwzZtSM91taijiOwZ57LqW/v5Odd15OqRTh5pt3pquruX9esQjnnDPAoYfezOBgmuOPP5DttnuQo49+kb/8ZS9mzpzJzju/fWTCWFD/SiC8FJ7sPyaRAbYD/r548WKAPuDaxYsXv6fRXHHJkiU/An7k/9fb8EbHtGwiurq6eCu/w3PdwNzr9d60z3j/Gk5+8QOk9QJEYc/CPay+62ec9T//x8nf66jbhyM+AnxkWujdw2OedBMeq1gulwMZbPgCkAurWCyOMGqRRNvaqmYSqqRnM3VqB488Mpudd34RTVMVqWuv3Y0ddzSYNWuQ/n6Ltra2wJwJYHh4GE3TeOSRGAMDMQ444MkR2ztp0iDXXjvI8LDOP/+Z5KqrSsyY8SypVIkbb5xOJtPBCScUSSRivPqqwR57lPA8eOmlXl5+uYeWltKIzwRoayvy1FNT6Osb4tVXp2MVJnL2F1YzkA9ddCtXUgrLYqn9lqSSpWkaBxyg88Mfbsu++9Z7iDqORjIWZXCgAUn7sWZNJ7vvnmVwsBw4upb9cWYyqiscAnJ1XccG7GKRcrkcyHgFFAuojkQiwaJekp98R1tbW9DOIAuLMHsujLdUC6WqJX8Xi8UR2weM+vhbEW/1dT1x4sS37LPfKfF25uK3+nyBP1ZqFOXBq68aTJs2UlVQrUK7tRzLi3CzdgQHeX+ho/IapVInjcb5b9Y+iNRSxnoBHHaYx7nnKsm862pomkcmYzBt2ip6e8tMn66Ry2ls2FDxX6NytABOuVZTqVRIfquISMuyghxjWRbd3d0BCAovqoHAuKlYLAYASBRp0togvjaVSoVf/aqNgYHZfP7zRbbYYgMPPtjLd78b5xe/GOKDH6yO2O9mbQqyL3gerFlT723gulAqoTX0UMu5EPWc3Fe0SgWyWVzDoFyq5f9qpUKpWAzaQEDlQtu2A5Cey+UCtZyA9kY3bM/zGB4eJh6P4+k6pUoF25+aIOdUxnyJi7e0Rsi0DFALjWQyydDQUHDvFVltGEcUi8VggSAEgahFNtmX/DbE23Fd/6fn4nFMvPnxZu1DGBMLGRnGxOvXa7z4Irz3vWuZPHktDz00h112eRFd99A0jxdf7CWd1kmn+xkYIPCVEaVXTc3gBrnG8zyy2WwdJnZdN/BIkRZdIQts2w6M/AqFAoVCIfAUk1wd9kyRaQPSBtxMNfCPf9hcc80gxx77ALffvhO//OU0Dj30Dh54YBbRaJWttloJlFi/vpWXn92N808ZoLTKpuQ4dffXZpjY8zymTze59s897LDTs+y5z4PB6598fBZbzSmwerXCimETcCHHPc8LsORnP5tA0/KsXl1m2jSYNk35eMLomFjMZsOYWDwlNgcTh3G4YOKw2e9YMHFjXHRRhEmT7qSnZ4jly7vJ5zNsvfXLHHHEQ1x99XyOO+5OLMvgttsO5JJLqqP+xj0PpkwxWL26i6lT13L00X8EIJ+PYVlttLcPsmHDm9vWsLE8PBa64kFgzuLFi2csXrw4ChwDXCtPLlmyZHjJkiVdS5Ysmb5kyZLpwH3ACALhPy28wSFYu1bNQ12zBi9f2OzPeOIxjV2W/V4RCKGYoK8h+eQDDAy8eUlYLlBJmrL4bKwwSUIKty6EpZJyMcki9iMfGWaHHaZyxx3v4q9/PYBbbjmEL36xlc9/vhhIZuW1QF2Va+LEKrlcgkxm5MIZIBqtUChE+MUvchx66C1ss81ypk3bwH77PURPzyNcdVXcB286K1e28rvf7UGxGGObbVbw8su9TT/zxRens8ceE4hG9+YDH5jCuSesxow0ALJIRM2xbRJhYN7eXmTatA7uv3froEVicDDFjdct5Iv/WyRmdJDN1o/DsW2DZctmssUWg3W9a+Hz0Ow7BUjKjS/cCiGVxXCSa5TGAiO8JUR5Eg4ZVRM2ipE+vPEYj3daeLaNt2aNn4vX4m3YoICsH2vW6Hz62Oa/3fv+Ab1rHuWcyb8jfeEpnD3xd3SveYyHH3jrWPywBF3k6Q8/nGDChNe444753Hjj4TzxxGwsa4hyWSmTpk+3mTTJDojfcD4Q7xLHcRgeHmZgYIBcLhfkCFnASm4XkCX9m5KLZSKCEAbQfHSk5KpEIsHChTbnnz/I5MlqwbzLLiUuu2yAvr5iQFSMJTzPwx4cxK469WPXdJ0RbE4ohICQBXupUMDVtBFzg0z/OITvZaKOk1Y9229rENAd/reEKMOAutwtx0YMKuVYC2EiC4XwcQybKOq6PoJAkOMiYFZUauJNMR7j8U6LEZi48PYVFl5PCAkbVsiGMXFnp8PnPx/jllv2RtNg3rwXMAyPm2/egTlzVrPttquYNOlxvvOdSJA7hUAcHBxkeHg4uH4Fa4UJSsHEYfM/wdyyMBV1hKgPBOtJmKYZjHqV/FCpVLBtm+Hh4cDjJowHJ03yyOVasW2DPfZ4jCOPvJbOziwDA2nS6Rr5Go1a5ItQqSgvmbFg4kqlQl9fgePem+f2W+cGr9mwIc3Q+q3432MKQR4V0gNUPg1v6+vFxHL+wpg47APUGJuHiV2++900t94aw7IsXn7Z5ItfjFAojA0bf+xjDo89No8XX5zAunV70NW1HQ89tAXXX78LCxc+5e8XQG0se/PjDV/7msPSpXvhOOq7C4UY11+/HxdcoJFOv72+CJtES0uWLKkCnwNuAp5RDy15avHixecuXrz4PRt/979nFIsa3z45y0WHPsY3DryHc49ZyQN31gCRl8tBpQymqUbEmCYMD+FtbMxUk3jpSZttKw80fW5O/kFWrHjz5OGappH0e+jT6XTAlArACQPHMNiS98pjItmR12qaxn772Zx+ep7zzstx0UVDbLWVAqjiowAEMn15j+d57LhjlkIhw8qVbU232TCS/OEPUebPf4DGNezUqRt46aUqw8PDHHxwkeuvn8fixfeyww6vMXnyIFOm9PP003XWHWzY0EK1OpWjj85x5JFFpk4t4XgOlp/4aZJkGkPAtxyTD3+4xAF7pHnw7v247879GVq1BxecXGHGhBKnnuLyyCMLuffeHXj11S4efngLbrppfz7xiQHlm+Afy02ZYMkxKxQKWJYVJNx8Ph+w3OIy29bWRjqdDlja8PggucmJJLZZ+4FIxaTCKX1w4yTCeLzTwvM8WL9BAZxoVJF/rlsrVwA3/qbEAdafeemlkRWZm6522LDoWM5eMpn9DnQ56w9TWL/P0dzwe+st3W4xyhJ56g03xHnxxa057rgWvvnNIjvssA0vvtjBnXfGmy7kZd9l4SuLdemjlcWxLHIFWIZJwfBYqrA3QjabxfO8gHiQvlEBrgL+HMdh3rwBTFPl91KpRKFQoKNDY+5cBUTD4DWYeODfb+S7pYrlOA6O6/fVhkeBbSQly/4JWaLH45SLJSKNec3PdbFYjFQqFRAnYbdzAZqN03kaQwBzsVgM8m4+nw/krQLgW1tbyWQyQV9u2Fgx7DEkv4dm+VW2R7ZP8vZYyZnxGI+3K7xcDqxKPSYeGtxsTPx2hpB3o2HiaDRKKgWuW3/vGB5O88QTO9LfnwY8HKeGiaF23cqiXp4TTBwu5DVi4rAyoVAoBO1QQkCEfa2EqCyVSnVqhOHh4cDnJuzrIjF1qs4Xv+hx4417AWAYHn/9667svfezTJ48wOrVHbz80kRaW0vM3+tOvnpxh2/01TwZh79L13UKBZP/u7qdPfZ6PHhNV1cez1jD0odbiUQipFKpQGHRqPaqVCp1bV3NohkmLhQKdZhYVHYdHR11mNj2f5Obg4lNM8Kll2bo6nqEhx7awG9+08YPfuAwb96NnHKKNyYiobfX5dxzo5jmfM4802HKFI2XXuplwYLn6e7O8uyz04hEHA488BZOOmlj+w4f/aiJ4/SzfHkXGzZkuOaauVhWnvPO0+omab4dMaZV6pIlS64Hrm947MxRXrvwjW/Wvy4cB87/yFq+8NLH6DHWA+ANwo+/dhreeYczf6GpmlIaZUKRCOTzjGgG3UhM3ybKc7FdmOO+WPe47Znc6Lybjq+/ym3fjzB9r3YOP8bc2BSrMYdcJMLSQa3CJBemVLjDyU28E8JjFQV4SbIEJbmCmgu4ADwJSZIKyMHChXluvHFnPvKRpQEgBbj33jnsumuUl192mTu3OQOq6+o7BwY0Fix4vm4G7t57P8u9987hqqv2Z/LkIrYdY+LEGF/60hCaFq256MbjaJaFB9h2lUg0onTOvoTWq1SgWMKNRvH8Cl4sFgsAvOd57DTfYP62a1VSNAywqxCLkmyLcPbZRZYv7+OZZyay7bY5ttpqEMfxgpuC9MuGz0+4igU1c7Gw4Y+cM2GuDcOo8zaAmllXWEos7xN1QWO1Tdj4sGql0TBmtCiX4ZVXTNrbXfr6/vVy2/H4D49ymRGrTE2DSgXPddF0nVUPruZT3vf4/S/349Nnp+teesrFqrdcIhaDU7+TJp/f+MjcNyMEaJqmyX77mey/v00ioUiAww932X77Ki++qBQC4b5/UQGE+3dt2w5IXpFeQk02H67syHUsJITkQcnJ8j6pcMlz4TwRVqKJ0ZZ8R3jCQOP/Rfop94Y6x+xkCmeogJk0sWybhGEotBRT7/VcV1XCqg5uOh0QCLL/ruuimSZmKoXuOLUxY46L19kR7Jfcv4Dgu8V8LJw75f4Yfky+U/a7cXSjnAMhXhpDALIcC3l9uVyu87MIh6j55HjKdozHeLyjolhUyqFwRCKQL0B7279kk8Yao2HiwUGDr3+9zLvfvRTPg6efnsLWWy/n6KPv4a9/3ZulS/dl5kyXL33JwrL0UTFxPp8PMFwjJg4TueFpOfF4PMBfyWSyzmMhnJNEhSUKqLCqInzPEPyo8rnBlVfqLFhwf/A5e+zxPNddtyv77fcUK17ehc5Wi+eeNVj+2iSO/X/5jWJix3HqMPG118aZtcUzpFIVnnx8Fstfm8y7DrmT+Xs8xs9//W5226MU3GOktVo8IAQTh0fXjoaJhZgVTBx+n7SGhL0N5FiIEm9zMLHjxFi1ymPu3A1MnbqOZ5/dwMEHr0TXPQxjkGXLuth2202Tuz09Lp/7nMrfu+7qcvXVLaRSZW6//UDmzYvx0EMZEokye+01+mdceqnJjjvezxZbrObaa3dlw4Z2PvKR2xkYSHP11bvz2GMJ5s5985iETdVW3x4ntH+juONGj0Nf+WZAIIDCpf9buojzr5jL/IWTRXNSHxth6kaLHXd2+eOUYznglWtJ6Er2ZHkRzhw+hw+lrmSX55TR1mMP7sI5N5zHmVd18WZObmpk3YRAsCyLdDodGHJJP5EQCVA/KkyYyKg/Bzbs+C2gq1KpEI1GKRaLQcXMMAxefdXkPe95gD//eTfa2wskkxVWr26ju3uY/n6d6dMN1q5tpbd3eMT2u26MSKTC8uUGfX2DI57fffcXiMfhkENmse22VTTNBRJBryoAra0wMIBmWbiovmpaWtFME29gAMoViJi4+bxywcxkwE94dbLSVEol2moVL5Wiomk4frUqkxli3jyRF6sqpBA1jYBQAKnczHRdJxZT8ik5N5I45TyExy+GE6a8ThKwLDJEPidz4cMRHrHWmHxHC8+DK67Qee65LN3dKykUMlQqEzjpJJ2JE9/+kTPj8V8SnjciF//5L0l+/SPYvecR0GDu0O2060NElt7KpYdPxnENbt8wl+/9mmAsV2O83XLA97zHpvFWPHWqQXd3CYjV5VipTCUSicC3RiorjRUV27YpFosBqALqAKdt20HfrOQi6eEX0yt5bXjWdlj6L3lJpKlhs6ywhFTa4MKLZXnMMAxuvSPJs09M4fMfWAGOg6fraNEotLeraub69WqRYhh4GzYowt4H1+GqlRuNqt+EP5mhGoth+0ZbIreV/ZHe4jBAl2gkKKA2fk1IlVKpFORVOR7JZHJUpYAsGGSxEc6zYdAc3gaoH6/Y7HXjMR7/8hgNE7/FZOybHWFM3Nrq0tWVYP36Np59dg6zZvVw001TmT//MSKRFBdfXCSdjhCJxPE8t66VNDyKcWOYOBaLUSgU6jCx+JOFSQHJO2HFsGA5ybvi4RJeTEsOCee266+HlpZX6O7OsWxZH//85zYceuhSDjnkYX7960X89dosxtAgP/v1DI5eVGa3bQvQ2hbCxGWIREbFxP/zPw5f//oO3HJLLzts1cniw8p844f74bgmZ56ZxbZtCoVCXQvCW4GJw8dP4vVi4njc4vTTdb7+9QM47LBb2GorZZp+113zeN/7OsdEIDRGe7vHhRfqXHDBu7jgAoeODps//Wkm2azHRz86OlF88MEu3/veFsyZs5ojjqiZ2j/wwGx22+3NJxAuvdTgW98a/TXjJEJDPHrzMCfx9xGPaxrE1y7D8yarklWpVK9GsKsQcsweS2ganPCDyVz8+d+x/Wt/YWbxMX7jHs/xqe+xdeS54HU7GY+QePZL/OHHP+GDn31z5z83RniudSaTCcBhePSV/B12lxUGz/OS/OxnGVasKKBpHslkF5/8pE4iocCnzB2XpKhpFbq78xx99H1ks3EqlQgLFryArnvcf/8sPvaxKl/5ylwOP/z2YPoCwHPPTWLLLZWUd6utbO6+ewLd3bkR+zMw0MOMGU7dPU6+W9d1dRI6OxUB4LqQyaikbVkBgQBqRBGRCGY+j9XaOgLYRaNRNB8gW5UK+GxnNpsNXhNWdDSTKEuE+7JkW8OsKxCMyJRqngDyxjnjkhgFtMbjcUolj7/+1eCVV3QyGZ3Fi2HmTDfYlkZCIlxtaxZXXaVj2w+zaFHNb9WylBPv975nYI5nmfF4KyIeh8Ghuof+3xEF4prBU78t87nhrxLXVDXo+PxFrBqeyA8mfYvvXuUwZ86/YHs3I0RxYNt2sDANG+sJ4SuVHFnIAoFcP5VK4XnKhTyVSgUu1evXrw8q5uF+fanKhytY8n+poufz+TqFgfSLisdAuLc/nDeELAiHkBAAd9/tUi470NsLlgWJhCIRAK+/v95wMRJBs2wwLfUbaDhuRiIB/n3G9s0MRfYqpEszF/XGxXnjODNRDYSlwVLRAkina47r4cV+Y0uY9A/L60Td1vj9ApAbq5Bv1xSc8RiPMUczTGzZm42J30lhGHDBBQ7nnLMvhx9us2BBmccfT/Pb3+7PRReVSaXiQX6Qarn04ENtzK6MXMzlcgEBnEqlAkJWpgYI1gOCvCu5XdqxBOsVCoU6A+xoNBq0Uslrw5gtTFYeeGCZ556bydKlMTKZyZx6qsUll+yHadpcdlkJw9Sgq4uPfbYKbrwJJvZJYh8TG7kcdltbkKc0DU46qcBzz/Wy664Aab5yso1pumQylTpMLPvaiC/HgomFPBdiRjCxHCchBBoxseTVMCYW7zZR4DVui2pF8dD1+rVEJFIdzSpiTNHe7nHppbWWnyOP3LTKbPvtXd773g7uuWcb5s9/GoCXXppAb+9Mzjqr5i9X9jvu5XZRKGikUptH6j3xhMnKlauA5h5zME4ijIh4xiTvpclo+RHPOdGEEhy0tKhFZ7msqiOeB6kU2ib6eJpFT4/Lub+fwHPPfY7lL7tkfvIKW7/23IjXbWk8x1/uXgmfnfG69mtzYrTeIIloNIpt2wGbCjKG0ePcczPssccdbL21MoaxLIOLLtqXT34yxoQJBvF4HNu2A/kR1C7YlpYyoC6CYjFKKmUQiRT4n/+x+fnPD6CnZwXJZIGVK6cwZUqcD34wh6ZF2XrrIn/60yyKxWUkkzWAt3ZtG52dLaRS6iKVip4APam6eZ6H5bdoIP1YxRKYI/uoDY9AyiqgsPF4iUojl8vVsciO4zAwMBA46IadgJuFAFQBnWFnbmFSxYRHEmmYxZYqo8zw1XWd/n6T009PMHfuw+y+ez/lcoQrr9yBHXaYxAc/6AbVznAFbjSXX1C8y2OPFTnwwJV1j0ejDtts8xg33jifww9/m5u0xuO/IjRdx+tor/NAQNc55KMd7HDwPlz8Pz/g7KHjAXA8na9P/wWX/CbTuO58x4Ys4kcLucbDvbZCMEi1XVrPgLpxrEJSyChfub6lxSHcF6xpamqMjC+U7xaTP+krDk9LCJPPzUIAsG3b5PMW5bJFMpnlteVd9PR4UK0Sk+2yqwGZG4RpEHNdKv53yfEKA0DJ0WLYJS0g0iM8MDBAV1dXsDhv1oIAtTYE6WEOA1UxTpN7gjwXnisuZppyDsJSY1l4yNjg8L0grP6Q7xg3VRyPd2QIJq5Uaqrc9OvDxO+kMAw499wqoAFxdtsNdtvNA+r3S/JkuI0hPDpdcnJYvSt5txETS+En7BsjWE8WvuFRgoIFpaAEBBhR8ky9x4DHCSdUuO++ScyfX6JatTnhBIdyWWfOnAqweZjYRMNtwMTRaMQnEFT09SkVxoYN+Y1iYsHlm4uJhRiWYxyeTtSIieVYyvvlfickRDwer7vvqvOa4BvfcDjyyFsA+Oc/Z7PNNi8zf/6j3HRTjIkTe9lxx7fHq2bZMp2//jXHu971bPDYzJmreeWVNTz8cCe77uowNKRx6qku6bTBRRe5XHONzp//XOXjHzfZb7+xt8PtsEOVbbaZsNHXjJMIDfHuj7fw89u+QGJoFQNuJx4aU83X2D92G+ZWswBfZtjZqcaKVauqMjLKImusseWWDltuCY/8fPQFl+69MwyVBNwq45lUwLD+7W9Jdtzxftrba6680ajDu961lN///gBOPlklkHQ6HYDM7bd3eeGFScyZU78Ive++XfjMZ9RCdsaMEuecU+aVV7oZHu7h8MP76eysoOtG0C920kk5vv/9/TGM9bS2DtLfP4Hu7g5OOKEA6HX9qJKoJWnbth1IzUQtkDYMIq4bMOue52FbNtVyCW1QJ6JreMkkrr9IF2lVuPdYkrskV/EaKBQKwf9t2yaX03jllQRdXW4wii5shiNGZ8I0y/elUqnge+S7ZbSNJE2gzijx0kurHHzw7cRi6ncWj9vsvffD3HFHhEWLeujtdTe5eAlHoaARi2WbPjdt2hoef9zj8MPH+MMaj/HYzNASCbx4XFWvNS2oXmcyHt32CkpunHvZl/20m+g11hGPZ/7FW/zmhlS64vF4MO4rrBqTirtUWqSSLSRDOp0Ocp8AqPD1L3lN8gwQANZCoVCnSEgkEoFfguQ6eb8oFaRCdPHFGYpFVQXK5w222OIxOjqGufjiPrq6orguDA9H+OY3c6Q16iYuONUq5WIRT9PRbRsjGsX2yRT5vrCiSmS+UrmS7RdZrRC50ubWCGDDo8gkr4qMWNr0pL9X3isLBDnO4ceFQJGRjzIZo1QqjSCVN0Xoj8d4vBPircDE/04xGiYO5yHJg+GWMsFtad/nRRQNQjyKmkFIUCnuhMnhWCxGsVgM+v8FE4cJTsl9tQk7sGBBOcDEkyaBada8BcRb51+FiYERhOnGMLHcaxoxseT6RkwsLR+g8ruoECKRSF1elkilYNttoyxbNpEVKyYzb95Ebr55Jrvtdi/QzZZbvn1rs9/8RmfHHR/DNF3uvnsu5XKC/fb7B/PmPcwvf3kQO+0EX/kKHHjgLRQKcY4//gBmznyBY499kr/9bQGZTA9z546dSDj00I2rF8bvTg3R3u7xlLcDp8f/j0nmKgCetrbii/aPufyMdsI9XlpYK/ImRcu2E1nzfC99xtq6x9c4vbRu+86bmSyGfpZl8cwzDnvu2T/iNdGoQ7lcCRKiSG1N0+TIIwv8+Mfbcccdk5k9+0XK5SgvvLAVhx2WZPLkCpWKE/SVzZxZ8cGwSkpSuVHJKs9ppznkcm309/cyeXKF7m4Hz4tRKpUCB1tJspLQc7lcMCJGkn6lUkGLxWj1zdnwK33V4WE0z4VYjGK1ijc4hNnagufLjUVZIEARCJK9SFrFREsxpgbf+16U1auH6Ot7mlyulXx+CiedZNLbawXMtiRhGeUjUuZIJEKlUglMeETiJWoL2Ufp/S2XHUql4YBACMcuu/yTP/7xXXz2s5t3/pNJj0ol1fS5detamTy5NkN9fMrDeLwVoWmaktOG4uarLaYOPcoFc37PHsf2ce4V76d1xXOsXj2HCRP+84zpJK9JLhOAJC0RAk4FeEl1Sxy/RYHQ2LomBlhh5ZMAYHltMpkMRgiL27U8L21YorySkYxHHVXmyivb2XrrB5g4cSDYjyOPvJGhoSRLl+7Bhz7UT7GoqmDRinJ+d6pVioUi9PejdXXhWBaFbJaoaeJ2dAQ5M6yeCm9Hre3OqwP2AnLz+XwgJQ5Pbwjvt7ze8zxaWlrq8nNYxSHVQiEGxM9CIvzdsm2WZW3Smfz1RFhmHQbT4zEeb2a8FZj43y3CmFjyjFz/spgNtz4JLkqn05imSaFQCHKtLKRFhSBkpmBiqbzLZ4QxcbFYJJFIBNV3wYqx2OvDxHo8TssITDykCF7BxENDmC3NMbHkn41hYsm5YePe8CjzzcXEonaT4puQsmKmK8dUVMmyTTIiUvCqpsFXvuJw+eVzefe7PfbZx2aPPeL84AeLuPhim9de00mlPCZN8vA8uPNOk332qdIId0WFIkXU14OJTzmlyhln7ME//znI+97XTm8vXHHFIjQtwde/7qDrMG2azvr1HUybtoajjvoLuu5RqZgUi21Mmzb271q9WuOCC8pcc83orxm/kzTEL7+R4zzrMwGBALBN9FlOjpzLXTe89eNqjj0hxXf7LmfQbQseG3Da+e6Eyzn2hOaLtbczwnJVCalCaZrBaMbRnleT2EKt/zYWi/LpTxf57GfjtLfPZcstd+aCCzQOOqjmchueiS4ysFio8jQ0NBQwn9HoINOnD5LJ1MzIREomlSGR5cpcdangSXuG4zgUikWcjg4wDNyKhVv1E0JbG/jbtT6vMbC6gONLrARAS7VP5sFLYgoDd4Cf/CRGJvMgBxxwD9tu+xoLFjzBvvveyAUXWNh2TaIbPtZyvMMJPvwakcrKPpfL5WCMkG1rRCLNf8OpVIVsc0HBRsMwYNKkDBs21Fd4PQ8efngXDjusHLDEcmMaj/F4q+P2G3VWv+8Ezv1dH4cdCV/4/XYsm7QvN/7hnTtybHOjMQ9Li4KARgEpUomR9wiQhVqPaHiMY2Nfryw4JQ9LnpS8JtWkbDYbmPGWSiWy2Wxd/gYCFcSkSR5nnTVAf/98nnlmerAPq1a18cADe/LlL29g1qyCGoeo68q8y3WpViroVkU5hZsmjudhuy5F28YdGg4W70KUiFxYADvUALm0LwjQF78D+YzGfBUGewLehQQIm1eGFw7yuOd55HK5uipi2Egs3LP8ZoeMmZN7d3hG/XiMx397/POfOmefbeI4CrdcfLHBvfeOXUWxMUws+UEWuILVJB81w8TS/iBFIcknUJuUtTFMXKlU6jBxNpsNpqaNholFedCIieUzHMchl8/jtLc3YGJNmZP7mLjkuljZbFNMLIRAmDyRPBkmTqVdQRb+si0SjZhYPluO+2iYWI5fGBMDgXJNImw0HA5NgxNOcNhnH/X45MkuF15o88ILOpdfPsz551dYvlzn/PMNrr/+ZS691CAMd+W+KMTF68XEhgHnnedy0kkdHHCAy3bbuVx88SS+/nVIJDw0Db72NYdHH92DSsUMvORuumlfzjwzSnf32O8xY+E3/rspwyZReGY5XcbIavpOxqPcfPta+PCkt/T7W1s9Tv71dH55yR8oPbdcLUZnT+Dkk1tpafnXLsBkgS0Xvsg4JZnttVeExx6bzg47LKt73/Bwgt7eBLGYHSRc6X8S6VJnJxx8sEp0clEbhsHQ0FCQcBqrQa7r1o3MEpAnTqthCW4YvFWr1cAgTJJxuHomY9HypRLReBwvFiOSTOINDaMBjz8d45d/aiUaz6IBdjXJsR/wmDkzy8DAQHBMhF0NV/FqkxR0XnihyEEHra87VpGIyzbb/JPbb5/HAQfkRyREYUulsifHU6qCApDD5jEiR4vFKth2a9Nz+/TTM1m0aOTj4fFiozGmX/yiy9lnL+TFF19jxoxXyGbTPP/8Nhx3nEEqVRunJudgXJ47Hm91XHilSXt7jXRtb/f49h9SDA//+zmGN0a47xbqvRFkgS8LV5HyS6UlbNAVzqXieSBEgqiHpIpumibZbDYAw5JTJD/JvQHqe/nL5TKxWKxu4VobwwVbbjnMiy+62LZOtWoQi1X/P3vnHWZVeX3/z+11CsNQh6E3adJ779ijhtijSTQm+kuxF8SOYteYaPSbxMQSxRhbLEhHQHpRpPfOADPMzO3lnN8fwz7z3sudYcBBQM96Hh/hzj3nnnOGu9/1rr332jRoUE4yWUYs5jaMGy1eL87sbKIuF36brWIWM5CQSQgWCxZdM2LU4cOHDUEAICsryzChBIxxYvL85JmJ6CGbAomp8mdpY5D7D4fDBjFWxQH1dyNEXM4BGEKHZNHExLiqCgFVmDiezFV66bMcL9UpJkz8mLFqlZW//e0wnTt/w733Dsbjgfr1F/Dee62B+vTrV32ZenWcWDaIskkXTiixRzL/wuGkUkFtuxKOWxUnFm4o3FUt+T8eThyLxSgtLU2p2hJOLIKIrusEIpE0TlxRiaDrOvFkEgsVmWlLMonV6SQSidSYE6scUSoXhPdqmobP5zPWM5UTqzH9eDmxVCmI0a06PaiqWKxyYrDwyCMWrrxyDsmklUcfHUqXLt/Srdt+Fi+O8ckn7Q1PMNUkV/39nggnttmgVavKf5vNm1s4eLCS17z3npUmTTakVB3367eEp58eymOPpfoUV4eGDXUmTKjeRMpcRdJg0U99qWudOjq/ezwb6Eh+fj4HDx7kVBNf+fKpXwL5Ukh2KxKBFSuaYbMl6NBhFxYL7NlTh08+6cHNN9uAeIq5ifSgqmRPAqIQYgkcalAQZVfK9iXgyFgdCQw5OTkpRFq9dnlNCK4og5K1E6IobQGxZJJYIs7+A15ef9/K6HGzkdNpGrz++kAuvzxGYWHSKBmDin61rKwsw4FblOVw2InXe7RYBVBYWMTq1RpjxlT2z8k1qUouVIoKUpol74NUR3RZ4EaMSPDll10YOPBrQ2U8eNBPcXEHevWqDEry3ComaIhZjjNjsHM6YdIknc2bm7FoUXOaNbPwq1+V43CkLsASzL8LeVXd5E2YqAp16hwdLy0WyM09swUEEWzVWCaviUGXaqYqsTUrKwuPx0N2draRhRERQL5TkrEXQixVClDx3VU34hJX1OkLkhESEgxQVlaGz+fD7/cbWTMhewALFrhp06acTz4Zht2u067dWnbvthtkWhUkJPZHkkmSiQQ2IeC6jvNIia20JIixlogmAHXq1DFiot1uJxQKpVQjqJkiIZ+BQICsrCyjek1In5TLyjoh5FvcvaVSQ/wOJPZB5QSkcDhsPL/S0lLj95MOWc8EKvE+FqqKlaoocSJQs69mi5qJMxWffmqlQ4e1NGpUgs02h0TCRuPGh3A643zySQP69av62GNxYvluRKNRo3WgvLycnJwc6tata1RtfRdOrFZCqQaDmThxIpEgOzs7ZQ1Rq6dEIFXHJsrxVXPiBK4jlRMpIucRYTYQCBgi9rE4sRgBiz+NrCci3qZ7SmTixHLM8XBi1UsoEokQiUTIzc09Kq6pnFg9/rrrrMyd253+/Zdz3nkzgYpW3nC4LWPHJlKOTz/nyeDEiQS8957O5ZevJhq189lnw+nW7WuaNduH07mVuXNbMWJEzSvRCgqq59umiJAGd7umlGzPpY71cMrrq5NdaDWk/qm5qNMA6cESMNoJJODNnWvl6qvnsGZNIR9+2BOLBerVK+Oaa2Yza9YYRo1KVbTUUiZRFdMzLdJflh4MXC6X0asrgVOOlSAqwQQqx41JYJVMvjreRd4HldUQhgGO00nC4eCt//oZNmIu6qOwWmH48EV8+GF/fvvbA0b5qJBtt9ttjD4TAm21JgmF/Bmf9b59dWjaNJkywkYMYkQMUSsRoHKsm9ynupjJRqC8vJx+/azoehZTpw7Hao2g6w4KC308+qiWUrqkVngIZJGpijS2aqXRqsJ7lEjk6PdUl2k7FtTsazAYNDKc6rWsWWPltdeSxGIBwEp2tp/f/c5Cfr4pOpj4YUA2oirkey9kFSAcDhuZJF3XUyqv0nvu1QoCyRhB6mxx8TWQGAqkxCKJ5WpWTo3ZQkDlXBXTfGIsW1YHj6cLd99dhMWi8d57zVi5siHFxbtp0ABjUy7ns9vtWJxO4kVF2Ox27FYr4WSSeDJJMi+PZDh8hLza+ec/87nhhj2GaZamacYm3WKxkJOTY6wd8Xg8pcpAnp1MWpDrFrIuz0E1rRVBQm0jkTVSNgFCGqXvWUp9hQinx1a5tnTRSAwtj4VM7XDfFZJ9DQQChhBiVjWYOBNx550JHnigPzbbPBo1qkjqHDiQzfr1Q5g0qfqNVk04sZj2yc+i0SihUMioYMq0Ua0NTixGrVVxYhEBJY5Fj0xgkCpXwNjIy+a8Kk7sSCSw2u1YqdikR91uOFKFJvFNOLGsGZk4sQi0Iq7Itam+PJUeBVVzYomLNeXEwmlVESVTzKyKE48ebeP995sTDn+Dx1PB2Rcv7sZdd6Xag2TizSeDE9vtFu6918JLLw1D01w89piTv/61D5s376J16ybHJSDUBGbkT8PVd2Tz5Nd/5fd7b6a+raLUfHOiFW+3m8T9V5jjldIRCoUMogpRrFbo1GknnTrtTHmfrsdIH4ujfqnkz6rBlJQZSXCUL6+8R3wH5MsjpahC4MLhsGEKI5kXdeyWvC4lVtFolOzsbPx+/1HX5fF4cOblEYolMxoTut1x4vFKRVFK0NQeOCkprihn02nSxEJRUTb161eaEWgaLFvWmYkTD3LoUOXINFFYXS6XMWNYnoMYZUm2T0i+Wr0hmUm32023bmG6dw8cCcJJHI4kLleu8rvSjYUiHTVVTVU3djmnmtk8HqjVJIBB9CX7CrBxo5WXXy5h5MgvDYEnErEzYcIonn7aftzzcU2YOJMg5aoSO2V8lWyeJcuVqRc+ExEGjM2xOspXYjGQQmAdDgeBQMD4mWx+vUcMtiTDLxn9iu+tnbvu2k+HDuXougWLxc5PfxqgU6c1eDx+srOdRjuFauboy8qivG7dinFyRyoqLD4fsSMkNJFI8NVXjVi7tqLPOZmMG5UXQvyFKItoIu0IIrQIobVYKseFqQKJ3W4nNzf3qAyYEGQx+JJYCpVVG6oHjyrKqvcpyCQsyLXUBHJNahZMzWAeL9Tsq1RrSJw3zRpNnGk4kjRH19XvgoUjhU0nBJUTR6NRY4Mur4n/QCYuVVucWN5TU07sdDoNLn08nNhRpw56OIwWjeKw2bC4XOgeD5FIJCVOQCUnlpirGuDKxl2mpcnzkXVEqixkOoXEXLn278KJpWJB7kvaLVRUxYl1HR5+2MrZZ8/H44kTj1txODTGjJnL5MkjufdeN02aVMT/2ubEakViOifu1EnjlluyyMmB/HyNe++FpUsL6dWr9r1wTBEhDXXq6Nz5Vgv+/dw7lK3ZjWa107hPYyb+xk0Np979ICHlUWqQk/FWNpvtiOrpIJGwYrenZn7DYQdeb+rDO3DAyqxZXmy2OMOHJ/B4dOOLKn1b8n+pHJBAs3VrNh98UFGilZWVxbhxUerUCaZkvERFFUInBFfUy1gsZpT/ilqak5ODz+dLKUdVg7zdbsdid6HrRy8wug7JpNUgh3KslLpKSZlaSnXTTVEee2wg69btoUWLnRw+7Gfz5pZcfnkAXY8Y43aEfGqaRllZWUrfrRB8ybCJgi3PTTVFi8fjhiswVBL9k+EGrpYhq+r6iRDX9H93UEm45dyvvaYxfPj8lAoRtztB797zefvtYfzyl6fHeFQTJr4L1CyIQGKmECMpnxdSofabZsqwyAZQJUnyXqlokKya6lot8Vauy+12c/jwYeOcUuIv4qU6KrKiqsFCjx4J4nG7QRgTiQRt21rIyqo0iJR4pcZOl9eLPTsbLRbDeWQjmwiFjGtdv95Knz7fsnRpXbp3DxrHq+13Uh0AGCW8oVDFeGKJ1bIJ0HXdmL4AGFk+Gasmz0o8dcRPQuK/EGqJzWp7hlo2fDI24rLOqe0UJ0Jcoers68laR0yYOJmYPNlGgwYLaNz4IAcO5JBI2GjUqJhkcg4PPDCEhx+umjdILMnEia1WqyGcShyUPwvnzBSLZSOvigMSr+SYZDJJeXl5Cif2er3GOTweD+Xl5SlTsTRNZ/fuJPn5UTweD8GgGygzOLFs3mWaj3Di3NxcvF5vlZzY4XDgPtLu5VVaicXzRWKd2rIAVMmJRcAoKSlJ8W+QSgWpKlM5sTpOE2rOieVa/X6/8VqlQXvNN3v79um0aVNKUVEO8+YNp2HD7fTvvxyfr5S9e900aVLxvtrmxOlI58StWmnKzzgpAgKYIkJG5OTo3Hi/D2h7qi/ltIEQQLVPSxQ9qPiinn9+gI8+6sbIkcuM43Qd5szpw+23W4y/P/uslX379tG69UZiMTsTJ57F0KF+zjsvbmSCJOC63W6CwSClpaU4HA5mzmzAunW76N37GxwOjWDQxauv9mL8+HzatSs3ApPMPJeyUa/Xa6i0FovF6O8VUizKZbqyJ2RLVOABA1ysWdOMjh23pzyf1aub0bNn5dxdCVoyckdeU+F0WrjrriCbN3tZubIDdesGufDCndjtVsLhVEIv16aWfYmBjvTySoWFKLFSbSEbACG8AskiqWYyUFkqlqmHK9MmpirI9XwfiEZDR4lXAPXrl7FwYRxzEI2JHwKkD1O++1DZagCVviVSPiql90I+q+qRl95UtZ1LSnKFiFosFsrLK2Ks3+/HZrMZVWCSFZGMlWR4Dh8+bJTAlpWVGSWsqq+Cy+UyJhe43W6jDUBih9yzkEzJLEmsdTgczJrlYe1aN4lEnERCw2oN0q7dTv797w58+205DocDr9fLz36WIC9PSxFMBLI+qM7k6lqibqAlSyej3ITUJZPJlFYrIYpqdg3A7/cbz1LWvEzZfPldqnFY1t7j/TdzsnAiJNiEidMBo0fr/POf7XE44mzcOBiXy0IyuYBNm1px0UXVVy86nc4Uc9R0Tux2uwkEAoaA5/P5DA4n1QnpEM6rmiuq1VFSjRoMBikrqxABpC1LvofRaNQwB68QQOHFF+uwe7fG+PERsrMj/P3vefj9dbjzzmKDE1eMAa+eEwNHcWKoqL6QY1SBVOIXVFa2VceJ5V6lkkvWOXlucg0qJxahQq5Jfi6CQ1WcOBaLVcmJVVFGrisTJ7ZY4Mkn4c47R+H1WnjllTjTpzfhn/9szI03WunVK3W9PdmcWJ7ntm1WHn3UxgMPJCgo0Pnzn63E4/D736e2LdcGTBHBRI0gQUY1NBGFUb7MHTpoFBXB//43mDp1StA0K+XlefzqV1k0bhwFHLz7rhWrdTmDB+8yzt28+QHmzOlJ584NKSysVG91XScYDBpZn0DAyrJlAUaPXmUc6/NFGTNmHu++O4p7760c6yjOq6I8er1eYzYsVKiBXq8Xv99vlBVJkJD3SGZMvpgul4vRo+OsXn0W8+fncvbZ69B1CytXtsPlymXIkINYrV7jmci4HpWMq0FIKiQaNowxdGjE6GdWg69KKqWXS0qTZYGRDFm6Z4GqVqrlXcFg0Lhfn893VFZKNhJyH0J0hch/38hEmFNMfABdz0yqNc2CxWIKCCZ+OJCsi5BXyXpBZZyWv0NlSbx4C8DRbv+qQJwec6R3PxgMGr34EmtESIDKEWWSuRdiKZVhYpSYk5NjEE75zLy8POPzhJCrTudqGatKxOLxOJFIhMJCjfff99G37zLy88txuRJYrTqXXfYFyaSVRYs6YrV68HhCxGJ6yqZanoFUA6ju5ULoZTa7PDvVyExdA6V9RPUsUE0I5X25ubmG2Zr8TtNNFeV3JBk5ie1qJdr3jUwViaofhAkTZxK6d9ewWOrw3/8O5dFHE1it8Pjj/bnoIp2BA6v3UsrEiVV/LuGAEosl/lksFaN4RTiUmCdxT3ib8EARKYU/BgIBo9JWqpiE/0FlxZWYI/7f/2XTqNFa+vffyxdf9CYUyuaii2ZTUuLj2WcHMWlSxXEnyomhsi0sGAwa3gly/SKiyvMQ0VlEF13X+ewzGx98YOGJJ5yEw0EefrgubdsGGTMmaDwLqdKoihOL2KqudSfKidM3+tVxYrsdnntOx2rVsdlg7FiNYcPA5cr87+cvf7GxebPOY49plJZaueMOC1dcoTNqlMamTVYWL7ZwxRVJdB3+/ncbY8dqFBSkii1VcWKbzcaOHTYmTw4zZsxsHn54GIWFPtzu5dhsSZ55pge33lq7VbmmiPAdUFJi4dAhGwUFCdKSuT9YqMqkmJ1IptvpdNK3bxl9+8YoKnLgctlp2VKjXj0ne/ceQtd1FizwMHLkrqPO27fvSv7971HcemvSILXSOwYVX5r587M466zVRx1rsUBOzj727cuhbt1yI6irxjWSlZOyWenHqji+cjOqlgMJSRZlVRTPG26Is22bl2nTBuB0Orn88iD165ej607DFVZVkOXc0vYhfb5q+WplQLKnlNyqQU96eSVASnBUhQnVhEbtVRVl12azpYwTSyd/8swlaAt5zmQC9H0hPfsqvcnqtbdo4WX//mwaNChLOfabb1ozbpwNMNsZTPxwoGbqAeP7IfFYYpts+vx+v9E3KiPCJC4IUVRbn1SIIJDe7iDtVpUeB5VCgjr/WrJzEu8kUy+EW8glkBIPDSNFJZMuXg9qhZWu6xQWJnnqKZ3nnutBWdlmOnbccuQ8OtOnD+DCC3X69Ss98hk2g2DLZlxMxaSqQzX28vl8hi+C3JPT6cTtdqcIGrJuyf8FIrKoGb30CjD1Gcgzl82HtKkAKS0VpwIi/KgVcelz1k2YOJPQrZtGt26V39d77jk+rqByYtUkUKoNhK9JOX92djZut5u9e/emeBnIRlwVdlVTRjmnamwrHFNESzEWlAqoWCxG//4BpkxpRfPmexk9ejEABw5ksWpVW4YNixCP66xfb6NVq/gJceLdu3WeeiqX3//+ILm5Uf7znxzCYTeXXZYwRFDhxEBK1YTNZuOjj5IsXryHESO+5e67R2GxZNO371x27GjM1KkN+clPyoxKBHWyjzz7TJw4fa2Sa87Eie12+3fmxOmablWdXS+9ZCUUWkXnzge5/fYRRKNRzjtvOjNnduXAgQLmzQtQWLidV17pSHm5jq6v5JFH2jFhgitFSKiOE2/bBrm5h3C744wZM4OiolwKCg5RWurhq69q3xvMFBFOAGVlFv582wGyNyymcWQT72f1ImtAJ26YmMUpXN9rBMmSQKWL9IluDtOzXmI2pes6OTmVylggEDA8CCyWeMZzuVwJotHKTJiU66eSSutRYwMFdnucRMKSUlom/VaiqqotAFarlVAohMfjOYoApZcsJRIJgsGgUX5qt9tp0ULnssv2kZWVdSR4uw1yKPctyqgaeEUdVcuPVeMtyWw5nU68Xq+hpAqhzs7ONgK83KeQYTVwispd+XzsBulVx7apJXXSgqEeJ0HzVGW+BGr21ePxGCVyghtuSHLXXUMoKfmatm23k0zaWLmyPdnZrejf3xQQTJxekHik9ql/l82haqqoVl6JQCCETzIuEhelxF6NA2rbFJAyUlbEUcm4S8yRmClxVyXCUh4r7wOMjFJV5b3q5AO1eiISiVBSUmKYl0nlQyQSITvbyc03h3n88YaGiKDrFvLznfToUYLV6j6qPFg1GJQRl5LFE2ImpcFqn7K4i6uZsXThWp6dKtDI56jigxBa9TipilDJtlQknMzWhGNBzb6qDusmTJyp+L44MWTmxIARh9Wsv3BHdUSsOqlFRFmLxWJwxvQYAtCyZYgBAxwsWtSefv3WsW1bPgsXtqG8PI9bbilm0qQcysoO079/FmPGlNeIE8fjcQKBAJs3h/nTn/yMHDmN558fTJMmXpzOzTgcCd56qx3XX185ZlhtzVI5cXGxA58viM8XY/jwL4jHbWRnRzh0KEQ4XOHdIPcn58jEieWZqMKM6lmRzm2ldUSMHeHkc+JQCNzuGPn5Afr0mYrbHcfpTOJyRfj4YyvnnbeAnJww69cncThitGy5m7y8Ev7ylxE8+mjq3qkqTjxkiEYw2IQlSxL06PE1BQWHCIcdLFgwkqeeOlpECAQs/Pe/Nq6+OoHFAjNmWGncGM46q2ZTzUwR4QTw5A37+OPGayrHQB5+k2//dzav8DQ3PpB1Sq+tOki/pgQeIZzfpRRR1DkhPEIIVdUx1cjJTSZjwrIyN35/BbmU2dpqNkvTNPr3D/Paa61p2HAZ6Th4sDFNm4YIhSoJmGST5PokEKl9a2o2TcbuCOmTvlbVCEV6sBwOB9nZ2Ua5ViKRIHTE2EsCk1o+LNckQUkCgAQwMYORz5ag27BhQ+N5yrXJ9aujd+R3Ic89k5+BzOpVx0+ml6Vmglr6fCqhKvbpcDrhqad05s7tyuzZXXA4LPz0pxY6dTIFBBOnHySTLhtr1XH7RCFVAOnlnrIBFbKRnu1XHbzl2lTDK3VcpGoYKxAzLomx8rlCziVm+nw+oLJvU0QANeMGGLO4PR6P0ceqlsCq16qSS6fTycyZblq1WsasWT04fDifXr2WU14ew2azG9ch9y4CrVSGybMLBoPGtcg9iVgsm3h5FqofhMR0WXfUc6iw2+1GObPEtHQBKd2wTZ5XVZ4W3zfkfk/1mmDCxHfByeLE8t2oGSeu7MVXW14lLko8EU6sVjupAqbEMEmkyf937XIyZ46N887bQDjsYPbsjvz853MoK/Pwhz8MZfTopTRpcoAvvuhDy5ZZtGsXMowWhY+nc+KtWy2EQho7drioV+8Afn+UceNmsnt3Pi1a7CcQcDF9eiei0cPH5MQXXRTg9debs359lHbttuPxxNm1qy4lJZ24/vp9aBpHcWL5PaVzYlVAkN9FVZxYBJ/vkxPfcovGgw/2xu2eQ8OGJQAsXNgWh6M1r76a4Be/GMHFF0+jXbutABQX+/j66yE8/njm5GtVnHjTJgtZWaXG3+32JJFInF//2smIEVZ+/vMkU6bY+Ogj8HqTtGy5kkmTzqZrV1iwYAelpTncdFN2jYQEU0Q4TqxcbqXntn9XCghH0NGyik/nf0s43Pe0bW1QiSFUfjFlU3uikL5YXdfZvNnJu+/mEItF0HUHw4ZB//4+Pv1Ux+vVGDAgypIlHejde41xvK7Dl1/25Le/PUwiUTnP1ufzGb2wuq6TlRUkO7su69YV0r59xQhJTbPw1Vdd6N07QigUMPqZhMza7XZ8Pp9BvlSV0eVyGcY3Mn5G+lzFjVaemyw2sumPx+NkZ2cbm3/pm/V4PMZnBINBIwgJUZXnLtUIUqrq9XpTiLdUDJSXlxveCmrLgsfjMdRsWaBycnKMe0tvc6h4VpWkNxPUTGE6zgSyaLXC0KFJhg4FMEc6mjg9IVlwdTOvloh+F4h/gVqdlEk8lXgFlRl0aVtQjfyE+Ml5ZSMuWSB16kI4HCYUChntCtJrKvcphC0UCqVksOUzAoGAkXETR20RP4TQaprG11/rNGkSTmlFEOPDqVMtaFpnrrkmTJcuEf7xj15s2mTj22+TtGpVisfjSakAkOo0ESukDFh+JvcphF6qCFTIPckao2by1CoNFWKQVhUyxdv0igYTJkx8N5wsTiwZc7VEXjVLFP4msU2uxeFwGKJsIBAAKtcHmfyituRKe0PdunWNCgbxTAgEAlgsFqZPb0L37kux2zUWLOhCIuHi22+b0KnTLn7xi88A2LcvF5erHp07h4lENIPXSlxUOfGWLTZefDGB0xlj7NgE+/cXMHdujMGD19GixX4iETuzZg1jwoSSGnHiaNTC+vV2+vQ5aDy/OnXKWbHCSiTixueLp3DiQCCQkRO7XF6Ki4PY7dEj1Wl2GjWqTOpWxYlVrp+O2ubEBw9a2bcvQufO5cZrrVrt4b33WvDggz6gmEOH/Pj9FddTUpJHmzZW3O6aJ8P++187JSVr6NFjO6WlHrZsaUr79lsIBgNccskiNm1qwe9/35m6ddcRDufRtetG2rffx5o1Gh9/XMB5560gFrPx5JPn8/e/myJCrWPNwjCDo3MyPrnW5UvYvXsArVufntnPTI7UtZHdkI3+ggU2pk4tZ8iQpTgcSTQN3nxzEJ99dpguXTZy8KCLdevakZ9fyGef1aNBgz3E404OHWrEpZdGqFcvabiCiyqolnIB/Pa3EWbP7szs2R2BCOBm3LgoLVsWEQ5XmBMKYQZS/pyJgEmmDlJnr4oiKfPXPR4P4XA4pW9WSpLVIC8lt/KanE88IyQghUKhlDm6Us4rVQ5SPSG9uDJ2JhaLEYvFKCkpSSlVlhK5nJwc4/rLysoMJVY2ENWVYEl5cXoJsZlxMmGi9pApyyyvfxdIRYFKSiV2SYmttFzJWiD/lzYsNctvt9sNDxe1hFRET5/PZ8Ro1UwsFosZVV0iTkgclqxa+v2rPbZyTqgs/5VxaUVFHiZMaMCbbwbRdc3Y8Ms9d+6sc8EF5Xi9FmKxBD//eYKuXZ0EAtYUwi6xTtrH5Dxi3iVtEiIIyPORkmN51uFw2BA75HiZ5S5CSTKZJBQKHWU2pppfpkP6ddU1S/VwMGHCxHdHJk4sWf7vAmmHkrgoVQJutzulnUxt2VXFynQDbom/knRSN7fisQCkcE/5+09/upFXXz2blSvDDBumceGFUe6+uyedOlV6k82Z049nn41it1tS1qdMnPjRR3387GczsNk0vviiNxbLIXJyKmOZzaajaUnicQceT/yYnPiZZ3Lo1m0+eXlBNm8uIBJx07HjZoYNm8lTT43ikUcOHJMTh8MxJk92UFLi5ZZbopSUuHjlFR89esAf/lA5yUFakuV+RCSpCrXNie+5x8aYMTNwuRIsX94Bv7+Etm33cu65S/nwwx6MGrWeZs0q/Avsdo1WrXayZo2D117ryLXX1iwxNnp0khkz2rJ79wFWrx7IsGE2Fi3yEQ670TQLnTtvoFmzHaxY0YI2bYr45JNeWK1LWLmykEaNSli0qBUHDrSudrypClNEOE40auVim7UNBew56md73G0Ynn96lBtmQlXE9bsorkIgnU4Xn31mYdSo2UarwoIF7ejffx0tWhww3t+69T4+/7wvN9xgp6ioDS5XkE6dQkdUWKdBVGWzLsRTLdsaNqyYMWOcRwSGCrPD0lLNuEfV8CkajRq9m6IMy3OoyNLpOBxWo5xN0zQjq6Tr8PXXPubNc1O3roshQ+zk54cN4qkSUKnGkHPIqDIh0UI0peRKxAOoLMlVS6/Sf2+yuEjmTEi2iBmiGovPQzwex+v1GllJIaDVBT4hyuroNLkHEyZM1A4km5/+XfyuQp0InmoMlcw6VPouiCArP5cqKLUPXzWwko2zxEghkxJP5TzymSLMyiZdiKPb7cbv9xstAmqsU12vAYNgS5uD3Nunnzrp2nUDGzc6ad48SCQSwe/3G4T0qqsgEkkSCFQaknXs6D2Swaq8JqlyE5IoRDHdH0LIuGSxACP7J9N/5JmJO7vqtyNjxtRWimON+ZLqEVlbpYxYhA4TJkzUDk5GxY9Umol3iMR6NdGklthLzBQfrEAgkDKWUERVlRN/9pmPuXP93HlnEQATJjjo1i3Bz35WEffknBXvt/Cb3+xi1y4XzZsnefnlbK64Yl7KNY8dO5v77x/Ogw+GjevLxIkBfvMbjXfe6c+YMfOoV28/Pp+Ts8/eTiDgYuvWxnTuvJVx42by4INjefTR4mNy4uuvDzF5cm9at96AxdKJ/HydFSvs7NlTwE03RTJ6wKRz4qefzqZDhyXk5ZXz3HNDcbsj/OxnU1m3rjmvvNKeX/1KM6ZPqJz4WGJAbXPiW29N8uKLA8nLO0SXLs1ZscLCypUrWbOmCWefvZ2SEh+HDvlYsmQEuq4xaNA0yspy6NzZQk2ra/1+ncmTLTz33FCeeCKBx5PA621C9+4Wpk4dxcUXf0Ig4KakxM9FFy2hS5cdfPRRTy69dCFud5x//WswhYU+GjeOHfvDMEWE48bgkXDf8zfSt+hLbJZKwaBEy6W8XS9yc4+/jDoWg7lf6BTvTdBjuItWrU6OEKFm+aGyN/W7OCsLydmzx0ZW1t4Ur4OiohwGDlx/1DEDB67g/vtH0LHjTsJhN++/n8d115XStGlq1kUyaZLBV0fLCHETkpnuGi3Kr/SvxuNxI6OWTGr8859u1q2LYrXaSSadtGzp5rLLSo1goWl2HnsshwYNNtKjxzYiEQevv96Rxo2zuPDCA4bTuRB2dfSZkG+Z1yvXoyrc8sylJE2OE6FBzdrJfYm7bCQSMdohRMSQBUOOl9+xGoCr6u+CyvJmKbWreAZHG4WZMGHiu0GtfEotx6y6vP1YUHs01Z5QiR2ycfX5fEbWSmKktGsJeVSduCWmQOV8cNkMy3mlOkrEXonXck6Xy4XD4TAqreTvqumg/Ew24kL01LUqEomwc6ebAQNWM21aP665ptiIVSJsiOGinEfEkIp2uCwjTqr3qs49V2O6OpdcFRrkeQUCAYOsizCi9jRL+4VsHuRcckxVv0cRoyV2y3M1JyCYMFG7ULP8ULucGFKnrqjc1ev1GgKB8DzJzquVAGrLm4iLM2fmsn37Qc49dxHPPDMEq9XK0KGz2batgHfeacFFF5UY9ybxHzQKCyMkElkcOAADBhSzb18us2YNo3v35bRtux2L5TB79mRRWOhMERCEE0tcbNMmhN1ej0OHsmjTZi8ffNCL1q33MW3aQPr1C7NokReHI0H//oGU9QVSObHcW926ce64Q2fGjLO49toKgfa99wo599wEjRuHiEar58TRaJQWLWD79gY0alTCRRdNN/YhO3c24sILQyQSzqM4saxRVUHWA5UTS3LyRDlx+/YaN9+cxZYtWZxzjkYwaGPmzEIuvHAxPl+MxYtbMWXKIG6+GQYNsnDHHWM57zydceOOb0/o9+tMmFDpozB2rMaUKTaaN98GQOPGh8nODrFiRXO6ddvGVVd9CcDCha1o33439etv5Mkne3HHHWY7Q63DZoOfP9WS+29/k3H7XqaZtollriEsb30Ztz2Zz/H2Yi/5Msn/HlnPOQdeoZW+h3mvncc7nc7jtj/lUdsmzEIsVfKWXloqYwzl/TWpUqggTQDpBlKZv6B+f5T69ffTr983AMRiNl54YQT331+C3+80sjbyf7lWIYpqq4NaSioBS62uEKVRyKPb7ebpp6243QsZPbrIuKYdO+rz8ssduPzyw9hsNt5800f37guoV6/cuObhw5fz5Zed2b07h9zcyooHMbORbJEsAlLeChglXLIxF6KtjpypLM0KGwZobrc7JSMnJFzOKSVZEvTlmakluLIhqO53me5AC5WmYqfSDdyEiR8aLJaKOeGy8ZZqAfX7KYRRvr+ZWgBOBOJjIJB4L7FKKgzEJ0BiAGAYfwnUjJXdbjd6VaWkX60sUCutpL9WzeaoRmDSJgAwbVoD/v3vRnTvXlF627z5ZrzeGJp2iBdeyCOZtLNsWVOeeGID7dvrxsZfnXojMVJEV3mu6nXJuiFmWyKMSIWDVHypgol8jvT5ingj8Vaeoeq8rpYaZ4I6I14gMd2MwyZM1C5OLieuutJM1oAlS3Tat9ew2XQOH46wbp2TTp0SRnwRfxmVE4dCGg5HHK83xtixs0kmLfh8MZzOBNGopVpO7HJp3HZbjGefHUVenoN//jPGyy935b332vHrX3vo3DlBIGA3nkcoFDLivoiyr7ySRfPmq6lXr5xIxM4FFyzh88+7kZ1dTuvWcfz+OiSTdsaMKcFmc6XE9nROLMJAgwY6116bMGLsBRcIz/cckxMnk0nOPTfIq682Ytu2QzRvXlH5/NVXZzFggItu3aIkEtaMnLi6NVUVgwSyfn2XWNy+vUb79vDttzaWLdvPT3+6kFDIyfTpfRk6dDG9e2/m7bdH07evi7/8pXZa4/futfL55+VcfPG3RCIOZszoR8+eK/j4455067bNeN/ixR259NIvCYX8Nd5/mrVxJ4B2HeChj1qSmDSZeTf8mxYv/YGH/t2A7OzjExDKyy189sDX3H/oOnrbvqK5fTtXxf7M5ct+yysPlR/7BCcAIZFidqJ+iYQ8CoQwVQdROxs1SlJe3gDVgyQez0yWDh3yk5VV6cbtdCbp3n0FU6f6jC93dna2QUjVsY0SxIW8phtYiQusOv1AoOs6hw9b2Lv3IM2aFaVcU9OmRZSVhdC0XPx+P/v3Jw0BQUWfPmuYOtVPKBQCKisJ1EoAuXbVIdblcpGVlYXf7zeCqBBZUWqFKPr9/pSSKY/Hg8/nMxRRydzJ56l9vuqkCHUhE+JbFTKZx6glvCZMmKg9SEwQvwKVmIqJq3xfxbSwuu+iWjkgULNqQs7C4bAhqkqpra7rBINJJk6sZ7QoCLxerzEuUq5F4qqImapRocQcEUUkVkt7Q1VQ/RPEXMzv9/Ozn8W55Za9xONOBg1aQtu2FYa6/fuv5uyz15FIePjTnzbQrFk4xSwSMMwd1cyR1WolOzub7OxsIxMo9yX/F2NJ6TWW+xRjM5/Pl1Llpnr3iHgiHhDhcNhYQyWeSgtEJlTll2HChImTg5PFiVWoiS0RST/91Mo775QwYYKT4mKdhx/288EHZXzxhc+oOpV4oHLiiy4K4fUWsG5dU9zuOD5fjO3b65NIdObaa8NVcuJNm7L4xz/yadpU59FHdXJydNavt3LzzUmeecZFv35JQ7AWMVRa0Px+v9GKe/iwDb8/SEmJj08+GcmcOT25+OJF1KlTyp49DjZscDN0aDGapjF1qpcvv/TUmBOLiCrCa0058caNXg4ditG0aWXrdPfuG5kxw055udfwpakNTlxb6NAhScOGDVizphmzZo3iF79oyNSpI1ixoj3DhrmpU6f2uHejRhpDh2axZElHpk8fya9/ncd//zuIK6+saGsJhSrW92uvncZHHw0kGu3OH/5Qs+oHU0Q4QdhsMHSMhct/4+Lsbif2y/7oXxGuKnmc9H+XzS1bKV+6ke/o7VIjSPlkMBg0JhXIl0etBKgK6ob2kktg2rT+RKMVgaJFi/0sXdoy5f2aBjNmdKJ3740przdteoDNm51GxshutxvkVQKQuISr88NFmZT/p5f8B4NBg1harVa++cZB48ZbMt5L06Y7WL/ef2Sjnsj4HqczSTxeWTasGjeKuqzOaBeSKdk/IePSuiBqqhDsUChkGDjGYjGDGEtPnKqgilGiTLJwuVyGZ4LMTpfPOVZ5XiaCL+XKJkyYOPkQQ76ysjKj7x4qW7dELKwK6uhBNasuIoRqCqgSqXg8zrx5brZtS6JpPiOeSgZeNtJ+vx+fz2dUPgnRlAyelOjKGK94PG6MvQ2FQkZfbaZYo2YAhSzKf/36hbjllgRTpw403q9pFubO7ce99x6goCBhCBZqz7G0bqjZf/GvERIrz0rEYHlfIpEw1g7xPpB4rbaIyHOXZy/PS7KIsmFQ/SPEHC0T0sdnqs/HhAkTJx+1yYnVFlUx0I7FYuzaBR99FGLkyMX06zeLO++006fPl4wcuZRZs2IcOJBlxNN0TpxMutm0yU3jxpUb5nr1DrN1a4LSUltGTrx6tYP337eSnf0NTzzh4sUXHeTlLeGll8pZs8ZKXl7l/UiVrFTMijmvtDPcdlspa9b0ZtGiITzwwCF+8pM4//rXOJo1y+Wrrzw0bbqcZ55pyCef1GHjxiKWLg2wcGGusW7UhBOrrWyZOLH8J+vcm2/WZejQJVgsMG1aLxYvPguXK0H37st57TU3kUik1jhxbbWVWSxw991J6tXrxmOPWenSJcGdd3ro0KEt115b+5u/a65J0rt3ax591EGjRskj62aSFSvOYvbs81m/vgVOZwKnU+O66yr+PXz1lZWPPqpeODF3CKcQe7fEaG7dlvFn/kgRVUwdqVVIZgoqlUvpt4fM81ClL1RMXiRADh6sU1iYz+uvjyMcjqBpNrxeBzNmtCQ/fyvRqIeVKxtz7rlL8PlS1dzSUg95eZaUL7dkuyRYSLARYicqqxDY9NnrgNG7mpubi8ViITdXJxTKAvYd9SyCQT8NGzrR9TjgQ9c5SuDZuzeXZs0q/QIkyyWbepXEZmdnIy6yqlggz1btq5XAKc9aNTWToKsqzKqzrCwy4qsgPhKSaZR561ItoZZ0yfU7nU6jhFgqIzLNLzdhwkTtQ8RP2eBK3Eg3uMp0nIgCEgfU3lvAmIMuEOM/iUWhUIglSxycc85XTJ/enfPPTxgVYHKcxGE1HlmtVoOUqaTQYrFQWlqaYl4oQoYIrZkgGUERP0RIkXhYp06YUMjJ2rUt6NZtPbm5IaxWjWRSNyYhqKKBrAMej8eYsy7jfCVeezyelKkNUiWgekTINUgZq0yeEL8HERFcLhder9d45mrFhqxham+tZNoAYx0VcUbeLxsWn8/3nf+NmTBh4tiQOKX6ppwoJ073vZFW04ICnbPO8rFhQ1Patt3Bz342FYBNmwooLHTRoEEAi8VhTGxQOfHzz+fRu/dssrPDrFvXlETCRadOGxk6dBaPPjqSp5/mKE48c2Y+vXt/Rb165djtGlarRpMmB3E647z99hAeeqhybRGBVbL+EvflmTidNu69t4zc3FwOHNDo0CHJs8/u4z//yaJ16w0UFhbj8Sxgz56G9O69iWjUzpQphQwfHjPiWFWcWKpoVU78xhvZfPONiwcfDKJpNh54wE///hqXX54wROB77y3h8ceH4nQGuOQSO3v25DJ9uh+LpR53312C3e4wROOacmKZ1KM+AxFCagsWC1x3XWXCsnlzjebNa+30R+HccyvF6wkT3Nx99/mcf77OffdFeeGFLrzyShdGjlzCww9354ILbHz++X6ysgJAoyrPaYoIpxDtentZMbsn3S1Lj/rZ4axmKK2rJwVCYCSjL3+WL5aQWTVYSsZGXhMzKY/Hg67rNGsWZ+JEK/G4hWQyjsWSwO/PY/58CzZbGJtNw+U6Osv/1VddueWW2FFfUCFiKgELBoNGBYBch2TrJTOvGnup/UudOsX5619bo2kbUT9K02DPnlacfXaCZNLOBRfE+eyzHgwZssx4TzRqZ9GiXtx772GjrFXt+5WsH1SqmKqwAZUqt8fjMV6XY6RMToitZPrEd0EyYLJYCdmUPmJxHZeyWnVDIr9bGS0pv2fxWJDfocwWFnFGetHMElsTJk4e1NGKKoEV41Qhpypkky3ZsVgsZmTBVV8WNf5Iq8SMGQ5WrJBeWxexWIDCwkP8+9921q/3G1n2yy5L0KJFZZmrXIf4t4i/gXptssmGyrFlEo/Ulod0pMcq+Qyn08ncubl4PJv58svhXHqpkzffLMRuL+PQIT8tW1b6wojYrBocqgZhqhgrrulSGSDPXd4r49jUc0CFoCLPXj2HVB3I79Ln8xlrpTw7iefqOiqCkfjqiMeOnEcEHRkDbMKEiZMDlROLD8B35cQSf9N77H/+8wA339yZtm13GK8tXNiZhx7aSyikkUg4DT6n4ve/j/LQQ/1p1mwzOTkdyM6GZcvs7NnTmFtvjaW0TQgnvv32wzz+eH969pxP06YVrbxFRTls2DCYSZOO5uPSoiXxR2JUVlaWUWVltVqMWKVpGm3bwtSpnfF6Y7RsuZf8/AoBYdq0kTz5ZCV/Px5O/NZbPhKJLZx33m4mTRoGwAUXTGXDhmb85z9tufjiMpLJJD5fjNtuK6GkpGJqT9eucZo08dGmTRFut/e4ObGsaT9kTty0qcabb1b+vV07C0VFG+nQYQ9NmpQwZ04bhg79Gl23AP2rPI8pIpxCjL3YxsR/3UGH/VfjtlSWHcyzjqTtOc2PyoKfTEjQVMsspQxL/bJIZknKiSyWChfqUCiUMoJKJYtWa4K2bUMkEgl+8Ysozz03EJ9vK+3bbyMQ8LBiRUdGjnSRkxPCbvenBN5M1yHZuXSoTuLqnHFZACruE377Wwd/+tMoevRYTMOGpezbl8PSpT355S+ThMMVM2i7d7eSTNblk0/GYLWWoetOHA4vd98dwePRsdsdRlASUi3Xpl5P+sIhRFWIpEp+K3+msXixl3nzKohnhw4WLrooafgdCLkVoxu1tFhItNr+IM9A/qwGUPmdqsY56cFRVeFNmDBR+1C/l5IBUUmWpmkphoiyyZRqAPl+h8PhlE19epwUp+1OnaLMnu2hQ4cVNGu23/j5FVd8hq7DkiUdycpqSUFBHOl6zHQd6T3Ecm0CET5VEl1VSwNUCLHhcDjlnux2O/Pnexg8uB333hshJ8dJhw4BJk6sx4wZCZo3DxixCyo9GjKtWypEfBFSKXFVbffIBBFGVJdvWW/E9EttXZCKEnVdS38G8nzUOK3GXBGKa8tg04QJE9UjEyfO5M6fiROHw+FqOXEwmOCBB7ycc87sI+e1YLPpnHfeXJ55ZhB33HEQj8djJHnU2JGfr3HffRbmzm3PlVdW8N13323GFVfoFBZWXqtUTFTEIfB6NeJxp3LdLnJyKlqz0yExLhKJGPckIrDNZiMnJwev12u0Dc+ZY+HLL8McPGijTp0cWrbcC1Qk3hwOJ7m5mnFNx+LE6iQGv9/Kvn0uPJ44Y8fOAKSl2IXPZ0mZ+JOVZaF+/RgWS8Vmv3dvC5GIwxC+j4cTiyD/Y+LEY8Yk2Ly5NevWhWjffit9+36NplmYOnUYN95Y9XGmiHAK4XDAza8054nb36HxzgXUj+9gbe5gCkafxVU3Zi75rE2kZ7Zk8ynESsrlVciGXDaegJEZV98vgVfeKwHUbteYMKGMb77JZ+HCxtSpo3P77cEjJiKVTt9SzinXpV5HVSRKCJsQcNlUqyICQIcOGk8/7eY//xnKsmU6zZtbeOYZDYslRDLpMkSKQYM0BgzQgDo0bJhPUdEeIpE4NpvPqHKIxWJ4PJ6jnpM6R1z6ZVWoPXayIYjH40QiUV55pRG5uVvp128bVqvOjh353HlnT+6+uxS/32JUDshzlUoFWfA0TTP8ESQISruD/B5UM8dkMklWVpaR9VQhQdaECRMnD6qQKGZRkUjEKHGXMn2BEDGpXhLSJWNxVb8CVVyVWJidHeWhh8r41786s3hxPXr3Xn3k5xY++2wIl1ziZORInWTSlTJuUb0OdROuQh23qN6bvL+6nlLVq0CehcVi4bnnSvF4wOVyH/FoSPDEEwFCIT2l9zg3NzflfBLrZDpOJkduiZ9SPitjw2KxGF6vl1AoZKxB6khLmTChjk2WzF80GjXIrfyepM1MNcBUY798rmT30h3A0wmvCRMmahfp5rTpnDh9ig5k5sQSR6rixCUlSSKRGDk5ITZtKmDRop707Lmc1q13kUhECQYd1KlT6fuVzokbNbJx5ZWV13DeefGj4oJU4UYiEf70p2yaN19Bo0bFHDiQhdWqU1BQRDy+iGee6cOttx7t0SJxSPiwWs3mcDjwer0cPnwYgLffzqVjx1U4HGX06rWeaNTOoUN+Gjc+TPfuM7n77uE88USFyFJSkqBOHfuRdQHCYQseT6WQLjw2kUgwblyA119vyMaNAdq02Q3AunVNyc9vyrhx5QSDMaNlTBVr0jmxiLLHw4nLyupQr14Yt9tFIgEHDtho1Cj5g+bEZ5+t8/HH+cBWoMIcP5msvpXOFBFOMQoKdO5/qxH79/+U0lIrY5slqKnApWlQVmbB69VrNI5DCCVgkDMZx6USQylZygTpDVWzZPJ3KQtSTa4kEyWzry0WC4FAgKZNk7Rp4zoyFtGXotJK+WdVyDTbVyWfajmUZG6ExImq6PXqXHNNauAMhfSjFogKISJMNBo0SKb0xlZVESEkUxakaDSasphIK4KUdQWDQeMelizxk5u7hS5dthnna9r0INnZc3njjcH89rcB417Ua1QXjEQiYWw+1HI4eZ9kylRlVhbJcDhs9PXKtZq+CCZM1C5k4yubWum1lzgg7VvuKnraJPOlZrSlJF5igPTqy/mj0aixoa6odghzwQVlPPtsjnplZGV5GDCgUpyoai1Ij7+AIWCKZ4xck6w1iUSCSCSSUaAWqM9F4PFUvB4Oh43sU0X1gBW7vbIaQjU81HXd8HmxWCzGmiHVExLbZJMv55eWg3g8TjAYTOnPlQycZOrUyQvymSJWiLAhsTm9n1aOl8+T1yRGy+ZB/TdjCggmTNQeMnFiGYt4vJxYjYdVcWJpncrNjfPrX4d5/vnRtGmjMXnyNv75z1a8804Hbr01QsuWnuPmxKqYKRwTKoTNs88Os3hxIU5nnG++6YumWejefT7btjXjgguqn1CQiROHw2ECgYARF2+/vYxnnmmH3V5GOOzg/fd7o+sWevbciqY5ad68whPn229dvPCCh969da67LsbkyX727k1w9906rVvbjQo04cQlJXY2brRx7rmV1XLNmu3l88/bMGZMknr1KkelZ+LEqqB7PJx48WIvH30Up1GjLG6+uZQnnsijvDzI9ddXjOD8IXLiFSssvPfeAYYNW0IyaWH//hwaNz7M4MHTgaurPM4UEU4TNGig0aBBzR0533jDypIlITyew0QiXvLycrntNh2vN7NCJn1bu3bZePNNO+FwCHDSr5+bCy6wkUxWlGNmKt1RYbfbDUEAKueZS7+TZJvkC+x0OvF4PBw+fNgga1ar1SCyqnFYet+vaqBotVoNvwMJFurPZOOrls5CahAUlVH6mSRYqQqkZPnV+eFCvKUUWJ6lZOWEUMo9yCgZuT4hhrIoSH+s/CcLS2lpKV991YSRI7cd9dxzc0MsWxZL6ZUWpLu2C4GVPj3VgFF6vkTgketR2yBEqZXrM+eTmzBRe1AnL6THSdl4qlNfMkElrAK1NF9ijfTRq6avUiaraRqrVnkoKNjJ7Nk9KCtrRJs2q4nFAiQSlZVwch51OoysEx6PJ+VnYjYrcVPcwUXYlVgnFWISW6LRqOEnIM9GHRMpgoC0egjpEx8BKbWVGCeVEOo4NiGJcp1CzGU9k2xVKBSipKTEMESUCgKJ5/IM1PNlEgLkdyQChawrNpsNv99vCAjqOibPRz5P1i4RZUwRwYSJ2oFMshKeI4ko4Zmq30lNOLHaflsdJ3a7K6qpWrU6zJNPhrBYKkzIL798HxaLj7p1PVit9u/MiUWATiaTjBqVwOnMZcGCftx1Vwk2m53Jkwdx7rkaPXsG0fXj58QyBQwgPz+M39+A9u238s47/bn44kV8800H9uzpSevWGpdfXsKmTXb+8Y8Ql132JWvWtOCGG7owdOgCevYsZvLkUTz5pI7NlsqJX3ihLiNHzsPtTrBsWVtsNp2uXTcyZMhCXnhhKI8/HjaqzNQpGmqshuo5sbRRyBq1bZuDTz/VuPDCuezaVY/f/74Po0d/SX5+KS+9NJIHH7TSpMkPjxPXq2chHPYTj9uYMWMIDRrkUla2Ar8/UO1xpohwBuJf/7Jy4MAqRo3abrxWVubh3ntH8swzR08UEBK4caODV16JMGzYLNzuCtFg06YCHn20BxMn1kxZkzKmQCBgfOmkl1Ttw00vW5VAK6psVlaWscGOxWIGkVZ7ksRBXHpd1Y27ZOAkUybHCfGU6gN1cw8YrzudTsrKyoxKCdXsyu12G4uCKK0yRUEd7+N2u4+qspD3p6u3IpZIFiwajRrvkRE2FfegU5XIqesVRLS8vNx4jlJWqy444gwu5FudYa6+VwQCVVBIL1c2e3BNmKg9yIZSzWTI91M2zDVBRTWVN2U6gzoeUGJiej+vx+OhtLTUEHNnzcohEPBxww0x2rY9xNSp7Zk718GCBTbGjKmIdcFg0NgEC7mTDXe6sCD3ZbfbjRJTEQCkPFber5b+b94cY/9+Jx06RIznpBrkyn3KxlritsQ3EQMAY70IBoMZ+1aFEMvzkuqJRCJBaWmpcV2yzsj5JWYmk0ncbjdlZWXGc6xsE8k2yKuu68Y1qZULqvgs64k8P4GICOrfzXG7JkzUDoQTSwJLEI1G8Xq9BvepCdI5scSH6jhx5fc/gqbphrAIHDcnFrHiWJx47FgLw4eH0LSK2HbffWVH4mMlJy4tLTVi3PFw4qefrkevXvNp0KCMvLwgPl+UAQOWM3u2nVatvCSTSerXtwJ+AgE3HTtu5ayztmK1wr59ueTnO3G5wlgsDkMADofD/PKXO3jllb40bFhEw4ZedN3Oxx/nsGFDY554opxYLMkzz2Tj80W54opS7HY75eXlR8a0Ww0uXh0nlucn8b1FC/B4sjlwIJfCwgNcddX/ANixoz5Nm7opKPhhVoQ1aaJxzz0e7rvvAu65J0nbtjFeeqkzBw9Wf9wPrybjB45kEpYvD9Ku3faU17Ozw+Tnr2P58qOJhhDLf/3Lypgxcw0BAaB1691o2ibWrKn57FOXy0V2dnaKQplewpmeNZHSWjXDLSRNNq+qmhoIVKhfUkoqqnAsFkuZeS4eCHKP6vklwIVCIaOMVhRKERhUwy81Uy9Kq0xckKAt2TJ1UoJk8OV6hfyJ0i2fmW5CplYxiBla06Yxdu3KO+qZx+M23G6PIVjI9cp1SVZNFTOkeiIWixnlYfJZUiqtCj3yZ/lZJtM0EyZMnDgymQqqlVPHA4vFQnZ2tjGuSh0tJpn+9JJ4ETLlta5dY0ycWELbthUZ+0sv1XjxRQtut24QxWg0alRWpVdjSexV47Rcmyo4QEXslFYvEZRFhP3f/7x8+KEjpQdYNtjiSaAae0l8E4FBNgTyHEV0UIUGievpYo3ETKgUGEQEkHUg/XzyGmBktUSMVUdtyvukekL+L8KEjIVUPSygsp9ZspamgGDCRO2hungrrbDHgwpjvywjtkoMUXvyq+LEqvh7IpxYqri+KyeWOF8VJ1an8aRzYrdbIxJxsWNHfZYuHcxnnw0hkbASibiPGDrG8fl07rmnnP/9byiAkSybPXsYjz6qYbMdzYnr1tX45S930qaNg8GDd9O8eYhk0sHNN3/KX/9q4+GHsygoWIzdvpE33qh71GhNEZGlBaMmnNjlsnH33QGmTUudSDBv3gAmTgSr9YfLiQsLNV57LU7bthXfgd/8RmPChOq/D6aIcIZh/34rfv+BjD9r1WoHCxdmbmeIx3USiTKs1qN/3qXLej766Piuw+Fw4PF48Pl8hqigbj5VFVeCAlRm3UTtlNIoCYpqP5lamquKCCrpE0IuG3cpsVXLTaVETYKjfJ6QYFlQJIAJYRVyLu0X6pgyyajJz+RcIjBIoJIFQQisQPWLkKBns9kYNaqEhQu7UFZWWU4cj1v5/PMBXHllxHh+Pp8vxaRLHW2pPifVt0GyZtK+ICRfFoxMC50JEyZOPtS2hOOBxDuv12vEY5/PZ2w+Ve8BVTCUmHfeeWVH3K4rYmIkEqF+/SCDByeMVgCJxZJxVzfmamZN2tXkXmSTrHrSSIZIXhMBYPfuKJpWTixWuZmXclP5Twh2OBw24pfEOyG7qkhhs9mM2Cxri4gBKmkXqLFSqiwgdRqDVFBIJZmsdxJ/5f2qR4OIOfKfkHUh4fK6rB1yX2YbmQkTJwfV9bSfKP+RljThxDk5OacdJxZBQNYGOY/ENFkDVE4sFRES71ROLJzyxhuL2LGjE3v3dmPChGKuvTbK22+fy2WXWWndOnSkKivGiy96GTgwdaR9ly6r+NvfbFVy4vx8nW7ditA0OzNn5tGgQRkuV4JzzplF585zaNLkEDk5AUpLXUZiU9d1Pv7Yx8yZFWJuebmVp5+uSzhsOyYnjkaTTJrkY9SoBSnXOXDgfB5+2MYJLtU/WJjy9hmG7GydSMSf8WeHD/tp0ODoAJheslVbkOy3OsZLoAZM+WILoRLIl101t3I4HKxe7eCDD5wkk3Gysx387GdR6taNpfSfCtSqAiG1ovAmk0nWr7fz3ntu4vEwum6jXj0nP/95GW53pamV9A1LL6+YHkrWTvqm1OsWp1cRE9QqACG76nPy+/0pZbJqlk6U4opArfHHPxbx73/3oLy8Qq31eLz8+tchGjaMEg4nDIIrwV+dPiFZOsAgq6q6K+RcSrnUYC2vmzBh4uRAHfknkL7+7wLpgZWeT8lqq+Ww0gJRXFxstCfIBleyZiq5ElIlGXf5HIn16Z4NQkTlODVDr/roAGzbZicUsmG1auzf78HrPUTDhgd499029OolLQR22rWLGaRazCGFRAOGv004HDauSTJo4XA4JcsHGLO+1RFdLpfLuD6pKpN4KNUOLpfLIOKA4c8gPcKqSaI8a/m/6ssgvwNpA5GWOPV3kV6ObMKEidpFJp4jXOm7fO+q4sTpoqBwYuFv8h7haemcWM6t9vmL6HAsTiyxWEQO4dzp7xcBIxMnFkE2nRPLZzscdv7wh7Ij64NG8+YWRo6M8qc/5fDMM0GiUQt//GN9LJYQgwcfZN++XObM6cs558zmrLO28J//tOGnP3Xi8SSMKodKTmxH1x08+2xjmjffwpo1HbDZNHr3Xkt+foCSEh9ff92X++47TCxW8dw/+CCbkpJthEIeSksbMnu2Rp8+C3n00T7cemsRPp9eJSc+dMhNJBKgXr3D7NzZgHnz+jJixByaNCli2bIwhw65yc8//mqVHypMEeEMg9+v43TWJRx24PGkGup9801Xnnoqc5mWz+fC4XAi82hVrFx5Vsq4mOOFECGVXKYHYinvVB265e9qQHvzTRsbN+6kd+9vsds1AgEXTz/dhyuusNOjx9FiiNqWIJkyGZP17bdW3nwzwciRXxj3XFLi5dFHB/PQQ6VGgFTNurKzsw2iJ+VbUhalmp/JZ0k/rcDpdBIMBlN6soRsStCXzKAEY9nESw+zrpfz29+W4fP5jpRnxYlGNSyWSoMxKStzOp2EQiHKy8tTDNREoFFHu6kZMlkMTJgw8f1BiItkmFSTp+8KqZ6SDFQmUdBmsxmbWGklgEryK3+WTa6cRx3TCxjmjAJp3VLFhUgkklL6KvEP4H//8/HVVxp9+24AdHr23IHTGWf1ahezZ1tZt64Ql6sOTzxxAI/HQygUMgQBaQGQ65SYq/YKCzGUKRdqeWu6yCvPROKjkONQKITFYsHn86W0jolfQzQaJRAIGO+ByrJjtTJMNWmDygkWsrYcjxeGCRMmagculysl0SKiXm1ADGVVYbAqTqy2PKlVpQJ10ph6vSrvVaG2JYjoqyarJAGmJphkco3KiaXSICsry6hmEEH3WJz400/z+fhjjaFDF/Gb3/TCbtdo124j+/bV4e9/H07Llh6efjrO/fcPx24v5YYbXNSpowHulAowqFhb/vMfF61bb+Sss3ayenUTGjYsMu7X54sQDEbZsiVAQUFFVcHcuT4uv3wDDofGihVtGDlyBz5flPr1d7J0aR6DB5dXyYnPOguuuKIOb7wxjIKCbF57Lck99wymtDTI739vCgjpMFeuMxC33w733Tea5s2/oVWr3Rw65GfFiu5cfrkPjyfzP3CbzcaNN1p55plhDBkyD58vhq7D+vXN8Hha0q7d8ffkpp+/OjdxwMi+q0RPVUVLS62sWnWYESO+MY7x+6OMGzeXKVNGM2iQ0+jFVUtrBfK6qKpvveVk1KgFKS0cdeqEaN/+a+bM6ciwYZUTE4SAqlUTFovFyEpJhk3uQ0bq2Gy2lMDqdDrJzs4GOGrxSFeA5T1+v984hzwfNYOomjlKhk0MbsQsTQ2GYgIGGBlG+bOZ3TJh4tRC9Yap7e+kKgZU9x513K3qDZNuhitTdNSsmYw7kwooiZNyH5KR13WdsrIyI9MvZosWi4Vbb40wY0aCjz8uZPjw+bjdFcJHx47bmTmzFyNHOrjkkmIsFruRyZeMvyp8iK+L3LMY1IoLutrile6DkP5MRISNx+NGBk/OJZCRkfI8VL8HEXFU3wsRUVTfIKlIM2HCxKmDKqhC9S0OJ4KaCIMidFbFieU1uUa1Alb6+NM5sSqQqpxYkn1ShaWaM4rgIHFKYqb4sqhCaE048aefehg6dDFt2+7D653Hrl116dt3E7GYjZdfPp8HHwxgs8GDD0Y5cCCPjh0rr9lqtXLwYBaalqBhw4pKsI4dncyceTb/+199evbcTNOmh9i9O5etWxsycOA6zjtvDi+8MJoHH9xCMpnk7rtLeOmlofTps4ScnFJ8viirV7ciEGjB0KEl+HxZQNWcePBgjVatsmncOInFAo89prFvn48XX4QPP7QxYUKSVausTJ5s5e67Nbp0+fEKC6aIcAaiTh2dF16wMGdOd5Ys6UbjxhaeeCKJz1f9P+TWrTUmTvTz2mtjKS2NoOt2Bg92MG7ciQkIqotrTUowRUSQHjDVvAXg88/tdOz47VHHWa2QlXWQ/fub0KABRhZHHaklJa6hUMgwStG0cEYPiFat9vDllx0ZPLjieFFgpU1ByLL0wEpGT3rJoHKUJGAQRwn+QpQl6EqgVcuFAcOsRjb6Upor6rSY5ci5hRirCrfVajXcZaFCZAiFQsb7BOlk2IQJE6cOtS0eSHUDZK5ASIfT6TQ2vupYSTUTL+RW4qyUlorQoMZh1chRKqAkDkmMkp5bqYAaMCBBbq7ORx+1Z9CgrwHYurUh3bplc+mlCex2pyE+SBWC/Flt2VDHBctny3rg9XoNV3ExFxPTMoFazivrkRrn1ZGSEtNFHEg/p2wKpA1ETCLlmco9mGKuCROnB2pTPKhtTiznUo1m5ecinIqIqo7HrYoTS4JJbamTz1WFYJvNhs/nIxq1K5xYJ5Fw4XJVz4ktFguvvFLMtdf2xuv9kiZNSmjSpIRYzMZbb43i//4vjMWioWmQnW2lfv3UMcXr1iX585+TgIXbb/fx/vtW9u/fTjDYDK/XyrJlLbHZNJYubUksVh9wEAp5GD/+EOGwi6+/9tGnj5NQyM2sWZ2oUydENGpn5cpCWrbcymOPNWPChAAeD9Vy4oKCyn2R3Q4vvADt288lEnHyxz8OQNcPcvnlX/K3vw3mhhtyU4SQMwX/+IeVtm1hwACNgwet/PnPNu66K87xFCmbIsIZCqsVhg1LMGzY8R3XsKHGXXcBSLbqxAUEycqI0inkqqqgKZkktdRKlNeK0ik/Llfm67HbE8TjlQFO/lOnFch1gbQ5ZP7nnUhYsdsribwEfDmHeA3INeq6jt/vN0bayD3Lxl7Kh+U1IYnigislrVK+BhVjHcvKyowFQVRgKdMFDDEimUxSXl5uqMlq0FbdvNVxQirRlfs8VqUIQHGxhXjcQv36GibPNWHi9IdaCQUYzv9VZcLEqEuNfRL/JPaJp4zEs0zVDZKpks11MBg04r9kq6S9TDUR83g8BjFdtMhBhw6rWL68HYGAj379VrJ4cRcslmTKpBv5LPF+KC0tNQi6VBGoLSKyJoh4Ki1g8neJm4lEgpKSkpQRlrFYLKW9ATCE2nA4bJg2yghL4KgqDqhsAxEPG1n31L5mEyZMnN7QdThwwEr9+hUxrKTEgs+nkx4ST5QTJ5Mab7zh4bzzdLKyNHbtcrF6tY3RowMpZoNQ6QGTDhFXhROrbQ4S66TCSmJRPB4nKysrZdqDGs927PDw/PMeOne2cf31EV580cfGjRZuuSVKy5bJajlxWVkCj0dj1666NGlSAkB5uZto1IXbfYBwuGpO/NBDjbjyyk8AeOqpwbRrt4XCwgirVtkZN24poZCTWbM6Mn78QnbuzOfDD3tQt66V1q0P8/zzDahTp4jXX6+Hrge45poluFwJZs7sSNeum+jUaRc7dhTxt7/155ZbgjXixOq/A4CmTYvIyfmc7Owwug4nMMzjtMBLL1kJBFbz7bf1OXSoEZ9+GqF797ncddcgHn9cr7GQYLqomTghCCFT1Ux5PRPUrLs6AUHUUYfDwejROuvWtct4fGlpQwoKKoxfQqEQxcXFBAIBQ1WNRCJGcJTesdxcD8Hg0d+EFSvO4pxzEkbWSgKw3+9PmbIgoodkkaR8TKY2AIZjrfxns9kIh8PGnFspmZONfyQSIRwOGyQYMLJc6S7iqiosGUG5XnVShGTCZNMg16YKC+rrmbBhg5VbbtGYPHkfL7ywkz/+McbMmWZ4MGHidEZVzt3qlIR0hMNhIzaoY8Ykfkn1gJxPsvQqhHiWlZVRUlJixEoZHSYbZTXDpQoJYmi1caODhQu707FjQy64wMunn45g504rYCMUChmfLbFPrdoS53NVSJA4LKJCOBwmGAwa5oher9cou43FYpSWlhrkWWK9lPwCxrMViJiiTqZQRXG1z1Y1WZPfi1rxYcKEidMbug5PPGHjrrtCLFxoZedOK3feGeOuu6wofqnAiXLiOE8+6aG09FseftjD2rUe/vQnnbVrt/Pf/2YZLWfC86SVK/1z0zmx8Nh0Tlx5X5UVE8lkhSAgG3pd1ykpcfPXv9q49NKpOJ2ruPHGPLKzV3PppV/w5z9b2b+fozix8E+73c4tt9SlZctNRgvDoUM+6tYNcu65c7nppropnPijj6yMGJHPunUVfPnyy8v48svu2Gw655wzh1atdlJW5kHTHOi6hc8+G8ycOV2ZM+csQKd58wOcd94snn7ayahRcxg8eBV2e5B27fYxZUp/kkkLw4d/S6dOuygt9bBiRV9uvDFUZXVuaamFRx5xII/6o48sTJ1q5bHHNJYuHUoo5CQnJ4zFArNm9eOXvzzzqhAiEZg/P0nbtlsZMmQhK1asY+TIaTRufBirdQ8rV9ZcXDErEUycEFTjLUG6YZUKlXQJJPMlQbJRoyTZ2fXZuLGANm12H/kcCwsWdOO88zzE42EjU6aWs4rJl6ZpeL1egsEgiUSCSy/dw3PPDaJXr+UUFhaTTFpYsaIdWVnN6dkziq5np2SuRODw+/1EIpEUIy3pkU2/frlvufeKebg+g5iKeKKaK6qlzPJ/mZSgloTB0VnDipm8biMLJouLkGm16kEWCBFsqiKuhw5Zee65IGPHzkxp//jiix7k5jahe/fv5pdhwoSJk4Oq4q2QwfTvvLQ8qK+rLQzqMVJBIK0SXq/XqDwQMisZeHWigfTrxuNxIxZL3606LSGRsBIMZjFpkkZeXgKw0b59kkcfzWLLFmjZ0pNSXZVu3itQKwYktspkBjVGh0IhIw7bbDYjrqueMfJ3qUZQn4e4l1utVsN7QT5bFQhUQzDJHMpzV6sXTJgwcXrjz3+24XYv4yc/2cW77/YjHPYzbtwMSku9TJgwgieeqORGJ8KJv/3WxaFDRYwevZ1mzfbx1lvdGDt2ETabzjvvFHLeeVZ8vrghCosooE6ZUStngRROrOt6Cidevlxn8WI/11xTisvl4i9/sXD++RVxV+JdxfkrKr7Kyry0br2Lli13Y7XqFBdXjA/2+UJHcWJVQBk5MsG8ebnEYjbefHMk4bCHCy6YQ3FxFmedVWk+O316FpMm5bN/v4Pf/74NL764hQEDInzxRUPKyjxkZ1dUduzb15ShQ7P5298uZP/+XMrKHHz4YV8KCw8zbtxScnLCXHLJbABWrWrDiBFWgsHm7N7tZP/+OjRuXAzAunUtOf98yM11ZOTEpaUW7rpLo2vX2dx110D69rWybt0WEgkbW7Y0x+E4hMdTqR61abOZDz+sz9lnc0ZV7rrdcP/9Np57bhhjxsykR4+1ACxf3pG+fZvQp0/NOb+5mpmoNVRXppkpK5bpvTfeWEZ+fkdmzBjJzJmD+fLLsVxwQT1GjaokkJL5kaAlZFc27FLe6/XGuPXW3UBn5s4dyVdfjWT06ObcdFPY+Hw1e6T2sEr5qjqKS0i2EGcx5ZHgLqWrAnlNziHlbun90PJnyc6pIoJMn5AeNSm3FRNIr9drOIOrAoIQXDELqy7z9frrMGBAqgElQP/+y5kyJVHFUSZMmDjVqOp7fbyeC5nEBtVZXOKj2ncLlXFdnTohooHqOi5ihFRUVTiA6/z1r8Xk51eOmfT5LDz7bIxWraJGxYEID7L5l+y+/Of1egGMWCwbdjXLJBUNEotljZB2OvU5iKCi3pdUJ0jFg4zslfe4XC6ys7NTRBKp7JBWNWnHMGHCxJmBkSN1Nm5sg65bGDbsK845ZxoOh8aGDW0ZOfLYxx+LE3fpEqdTp3y+/ro1Pl+UUaMWYrPpzJ3bk6uuspKdraVMvZGNr1QVCGdNb+NK58SxWIzVqx189JGDOnXW83//14A//SmfvLwVvPpqhLVrK8XWihbbJI89luDzz4cDGNzw88+Hcd99Zbhcle22mTjxlVdG6Ncvj7/97TyefDLBO+8EmDZtEJFIB37724NomnZEQGjI/v0VcXrrVg8339ySp57Ko1WrVWRnh0kmLUd+D/OZPj1BUVEuO3eKia6dkpIcZs7snvJc169vz+WXW3E6oVu3lTRuXEwkYieZtNCnz7fMn3+A+fMzV4N98omNwsK1FBSU0L37TLZsWUPPnt/Qrdtq3n4bRo78El2HmTP7UlSUS9OmRcBaPvjgzMvH16kDiYQLXa98DqGQj0aNMlcwVoUz785NnBaQETAqKZJMTCbIZl394qrmhZVO1zoXXBDmvPO0I4RRjLtsVQZkERWEJKplWR6PzpgxBwxRIDs7G6fTlTK7W7JHapWDOm1C0zSys7ONaQhyzVBpjCP3KARSslmqs668X0QB1ZxRrlttSZAZ5arrrhBo8VGoEEu81TqyS2uGruuEQqGj+ncPHozTunU4w+9MJ5kMAb4qz23ChIlTB7UaSa1eUoVIFdX1gIrwKEKBmtkS8qp6xajxXOKtQI53u91GFk2qqtSyVyGgcm0iwqrXLuMV5TqysrIIhULGMVKWKsJH+thgEXnTX5NrUKsz5L2yXqikXY3DFovFEC9UX4jqRsRJmbGmaQSDQWKx2DEnaZgwYeLUoX17jZ/8JJeZMzvSr99qALZurU+9es0ZPTq1n+FEOfHgwUleeKGQLl02GT87eLAhXbtWtiPIuSQhlD6FQYXEWuHEUCFofv55Hr17f0W9euXYbElstiRNmhzC5Yrx3nuDueeegHIvTp5/3kXv3ktTzt2790r+9a+zuemmMDk5OQZHzcSJL7gAfv7zILoOyST86U9hLJZirFYbM2Zk8+STlQKCYOtWD/v2NeJ3v1tKcbGPL74YRkFBEWed9S1LlzagtDT1WR444CAW87JiRTPOOmsPbnecMWOmM2HCCBo1spKbG6G01MP8+SOBMGPGzMDjCVNSkiQcjhzFiS+/PMEzz3Rm8+YYrVrtIi9vI7GYjWnTRnLrrTBnTh9iMRfXXpvL22/XZ//+rwmH23PBBWdWsi0ahbvuSjJ27DRsNp0tWxrSrNl+BgxYzLvv9ic7O7/GEydMWdzECUEdqyXBTDIvmSDvFf8CKYeVoCjkUYKjen6BBGfZiANGr6vdbjf6rNT+VsDIjMlnyXvT/Q3UHleBXIuaBVPvUc4nPg9yrLyuXqeu60bVgGTY1AqGrKws47xqj7JMfFCNxNRnUlXPnXrvaqmZzBFWPysezxwKdN0kuSZMnM6QEnkhnOpmPB3Spy9xIRKJEI1GjVgrgqrEYemnTY85atuVbKAlTvl8PsObQK3GAlLGM0qFl9frNWJ3egWACjHtUmOuel0Sg6WNQRUKhHjL/0WYkDgLGOtFVlaW8TwsFkvKGiHHpJuWVVe2LJA58PLcJEtowsQPCcXFVj56s3JT9cV7MXbvPjO3Gjt3WvnPfwL07LnGeK158yJ27tzHwoWp93QinHjPHhvPPhtnzJjZABw8WMEBx4yZxgMPuIhEKoVN8cZScTyc+KabdrNoUR8OHfLTrFkRTZoc4sCBHNauHcgDD2gpnHjfPjcbNx6mVavdFBf7eOedsZSU+Gjdehfr1wfZv99VLSeeP9/JvffGeOklD/G4zv33u5k40cLevR5mzMjiiSeaHCUgCMJhB3/60zm8914v6tVz0L17Yx55ZDylpZ6M7y8t9fP660N47bWfsH59M9zuOLFYgptu0jl8uA8LFoziqafg9tu9TJlyPp06NWPUqFBGTmyxQIsWOmVl2cb5YzE7DoeT0aMTXHppfW64IZfu3TUmTdIoLOzGo49qHIc/42kBpxOaNLFz4EAdli3rhK7344svhhEKuYjHcyksrHk1glmJYOKEIUSuJlD7UFVDQMnGSClUuhmgHCtTDETplT8LKRNiJxtmqSQQEiwzco81K9zj8RAKhYyMkZw7EAgYPgnq9anGizIrVzb18nd5n5iUSVmrlH5JqWt6H7M6uUHF8bh7Z/KikHJeWfAuucTKO+90pm/fVSnv27q1AR06WA2DSDNrZsLE6QdVhK0JVA8AicUSl0VkkFiaHuvUqi2pnopGo0aFgRwvm2MZLSYiqmT4RRCQ60iH/EyMGlXfGa/Xm+IzI+dLr2iQyjFVdJCqA9VYUsi5iBqqACHnl2kVcg1qtq8mUMezCcQzR72PTJBWDDnebIswcbqiuNjKk9dso8+B//La3hvw51pJ/P0NXsoezG/+1p6CgjPLgO7tt2106rQKh0NjwYLuBAJZjBw5l549V/Dmm2Po2zf1fo6XE7vdVjTNRjJpZd68bkBj8vLWUli4G4fDis/nIZHQMgoRVXFi+ZlwYplg5nRayMrSiUYreVwk4iQ314LNlhrvmjZNcuGFuUyf3gdNq8+TT4Z46KHBOByHGDvWRt26wSo58bffWvjPfw5y8cUL2LChKTfe2I2RI2dTt24Z9957Afv25VFUVP248VDIzbp1LbjpplImTcolHK7+/cGgmz177GzZ0oNVqzrz2GNJcnN17r23svWuRQudN9/kSEtxZk48a5abFSu206fPGqJROwcPZlNQUEyvXjO4887hTJ4cRtM0wuGKNeWqq6q9rNMWFgvcf3+Sxx7rR8eOcOmlcTZu9PPss+fw6KMJ6tQxRQQTpxmklDWd7KaTKLfbnZIpVwmy9MiKuZWYd2XKzIuxjLxXxITqJhSoEEFDiKiQz2g0alQFSM+vZONisVhKhYHD4SAYDBoqslrym172KueSe5aMl7jqSvYqmUweRZ6ru6f0Ml45v1qJ0LlzkhUrmjFrlpdOnVbjdCZYs6YNTmchv/pVNMUYzBQSTJg4syGCgUp2JT7L91tKUmVjLnFGjnG73Ubbg/iyqJMM7Ha7QTDVLL20QlQ39ky9JvF+EVFXBFppXROBQsiztB44nU48Hk9KdUYwGDSEDrUFTY1pMnVCBAOprlCn4zgcDkKhUEpmMJP4rSKT6ZocVx1kXVCrPiKRSJWj3kyYOJV48b4Qv959K83sO5j53wAhWw6XxN9gZNF7PHHnf3jijTOrNfLWW+NMnNiP1auLueiiPJo103nuueHY7Z4UU8UTga7r5OZGue8+J/fddy5XXhln8OAQ//pXa5YsOYvJkzVcLrDbvxsnlrGPr73WmBYtVtC4cTEHD2ZhtWoUFh4gmVzKs8/25pZbUu/n3HOTFBQ0pH37BJqm89hjCdavz6NNm3KSSarkxI0aJdH1OpSWemjbdgdt2+4AYMeOBuzalUdxcc04eCDg4JZbcikpqdk2df9+O2vXZvHRRzvx+TJXLchzz5RA1HWd1q3hww/zCYcdzJgxgoICN+HwUpJJGy1aVK4ZUDl1o6Z7itMNFgvcc0+lCNamjcZf/nL8Ip8pIpj4XlAdiVLHgakBMNN8csl0qVA32Q6HA4/Hk1KGK6Y0VfUJq1BNtcRIS1RKSG0fEGMuuS7peZUSNnU0o5BM6QNWnW3T3XXVzxY1Weary7mknPhY48IyzSXP1Kd3zTUaxcX1+Pjj4Rw+nOSqq2K0aBFNOU/6mDcTJkyceaiJi7gYusrPJEOvIj3rJptsEQpUoiskU/UwOBZUI105b/q0GhEW1GsTMqu2Hcg1yD3J9aQ7jEvWTm1tk5gugkUymcTn86X0JR+rUkuqINKf+7HWpPR1QTUyq2nG04SJ7wu3PuHh0Wv+xC1br2M4H0McyjU/zxT8lbte8APHZ9p2qmG1wkMPJdmyJY/WrSv4z333+ahTR8fr/W73Ilyzfv0kf/1ryHj9yisjeDwWg3PVFifu3j3JggWFuN1xvv22YvRh165z2b69GRdckPleunZNEo8n0HULLpdOu3ZBdL16Tuz12njggRh/+MNQLrvsM6BiVOb8+QP5wx+KefLJPMrLa7bxrqmAANC6dZRXXtmH231sTpwO4cStWmncequPyZPP45FHktSvn+CFF7pjtyc5fBgeesjFvfdG2bXLxoMP+vj1ryMMGVLjS/xBwlyFTHwvqKr8UjbpQtYk8KkmXtWRJSGKEsQkA5U+BUFMaY6FdIKtZvwFIgJkahNQibgck4lcqu9LJ4pyLvmM9GzZ8ZTSOp1OwuFwSiVDVc80L0/j5z8/2jMh/X5MmDBx5qI6c1rInP2ORqNGK0JVUMfKSlbM5XKlbPJVn4JjQcTPdNNGVdxQhQsVsiZI3KyqYis9Dst5BfIZci3pwomsF8cSpyXmqhMhqjNdqw418V8wYeJUwOfTOWtYHl/v7suw5KcAbLR0oKB3A/Lyzkz+YLViCAhArbVknCgnVk2/M6EqTjxqVBinsz5z5zbmwQcjJBIakyYN44ILYNCgqu8pnfcdixMnEvDYYy6GDftSOQY6dVrKF1+05De/mc9LL51fYyGhJmjTJs6//lVM06bHPuexOHGrVhqvvFL5PH73O41JkyA3dxkNGsS4994BRCIhxo//mA8/7I3XW59evX688bhGIsL48ePHAs8DNuD/pkyZ8njaz28BfgUkgAPAL6ZMmbK9lq/VxBkMqQhQCZ9qWiiZdxWSgT8W4VSzXgKPx2Nk00SprQlxVTNGqhmXmpmS4FNVRi/9ntOh6/pRpcTVnScdNSGtAvFekOkMHo/HKP2tClKKnL5QmX24Jkyc+cjkIi6VW6pJokCIVvpUl3Rk2mRLO4N4AmQyB6sK6aPLAKOdQK7ZZrNlNJZNF1mlOiGT2HAsHG9Wqyqok4ikDLkm4kM60tcPEyZOF3zwWhjf268xLPkpQc1LEhvdrYsp/vRpXvf9gatv8Z7qSzxtoE65OR5OrFbAVnfuTJx4+PAYQ4fGj1SXOXniieo3v2++aSU/38nAgUHKyx08/3wO/+//leLzUSUnXrvWQSJxgAYNStm8uT6zZ3fk0ksX0rHjdpYvb05+foAePfazfXt9tm797u2xbdrEeeONYpo0qZlIdSKcOBq14HQmaNSoGI9nBn5/BLtdw+FIED56sNmPCsdcAcePH28D/gyMAzoAl48fP75D2ttWAD2nTJnSBfgP8ERtX6iJMx/iGCuZJZmvDVWbBZ5o9luEA5fLlTI6UT2vOj5HIIqkVC4IqZaxkZI9kpFjKmQBUKG2M6jvSSe4UrYmZDvTuU4U6rOoCfmUtgu1H1rG+BwL4h9hZspMmDg9oU5vkLgkM7+rQrqPyvFASnDdbnfG9quqxpWpZrMi7koWTrxhpFUt/drSPQokOyefIzFWFTTkPOKlo15TbfkPyLOviScEVKwfqpGjtDEcS7yQ+6gcnWzCxMnFR2/EKC+3ksRGuebnNudrTG7+BoeSeSQtdmwO899hOoSTaZrOs8+6mDrVg8vlYssWK7fc4iEQyCwingiOlxP/4x9Wtm9fy+zZe/nf//zcf7+N1q2/5OGHfZSVJVM4sc1WyYk7dUowcGBdPvlkADt29KFBA/j00+68915fhg//hrlzB/PQQzH+8Y+9tG793abTNGqU4I03ivn4Y53Jk63U9NEcLye+/35Yt64/JSU+cnND2O0aCxd2YfjwRgweXD3X/aFz4prI2b2BTVOmTNkCMH78+LeBCwFj5smUKVNmKe9fCJyhnpUmTiYy9W6pP1Nnk8PxTSFIh8yvlXPISC9INTGEVCdbaR0Q0qqOf7TZbCnkz+l0GmomVJJltcTVbrcb2TLJ9mUK3uroM6gcASk/V5+TQEiiXN+JGLyohmcqJLjK70TU8aog96BWZ1Q3as6ECROnDscqia3qmOOFmB6qFQUSQ9WYAZWGslL5ZbVaDR8YMVGU+KKSP5kGoXrPiHGtuoakt1tkmoqgaZqRARQDSnX0bvrUBnktFoultDwc77NSvYHSTdHEOE3u9VjnzjQ6UjwgTJg4GXjjhTD+t15hXc45FJx7Hb/41/lcztvsaPdrnrS+QacBHq7+f2YVggpdB1234HA4mTzZRl7eQpYvb0hRUUtWrSpn4MD53HffUB5+OEFWln7kmO+HE4OV6dM9/PSnm7HbNVauLGfEiG14vTFyc/ewdm0h7dtXrCHbtnl56CG4+GIrF13k5PHHbWzdCr/8ZRZFRRorVhQzevRqyso85OcH2Lr1MDt2NGDAgCh///s+fvGLhmzadPwVCQ0bltCgQSlPP+2noGAFfn+YRx7pxe23V5QG1CYn3rHDSiQSIju70ruiWbNdzJnTnJEj9YwjHjNx4kyeFmc6aiIiFAA7lb/vAvpU8/5fAp9l+sH48eNvAG4AmDJlCvn5+TW8zBOD3W4/6Z9xsvFjuQdd1wmFQkZplCicPp+v2qyLZI1EoJDRZOlGYOIiLp+jmhrKCEPJxnm9XiNrJaVm0ldW1bXLuVQ/AYfDcdQUhnRomkYwGKROnTqGWikE3+v1GuPTJPDLOMhIJJJS1ibHHatvWX4Xct8ApaXw1lsWdu9O4Pc7uPZaH23aVHuaoxCJRPB6vSkLXDKZTBFDags/hO/Eqcb3GYt/CL+vH8I9QM3uIxaLZZwIU10sk/7d9JaFYDB41CZcYmwwGDRihhCuRCKB11ux2ZDPlAw8VBLDTHFOFVvD4bBxjAgXx4pDoVDI+GxZUywWC36/3zinaqQoBr5ynNyHjKE8Vt+y/B7C4XAKgZcM2YlA13UCgQDZ2dlHve7z1a4z/g/lO3Eq8UPgxEVFsObd2TyafIsxh97j5U8m8jfv42Rby3lidjdu+/BSzjqr9j7vh/Dvzmaz85e/+PjmmxjPP5/Dli3FdOx4kGbN9rNx4yHGjNmNzabj8ZRy6FABzZpZvndO/PjjVh57bCRjxkyja9cNAHzzTXu6dz+Lyy5z4XQ62bPHzUsv7ebyy2ewalUnfv/7DnTsOI/27Yv4xz/OwWo9zAUXrCIWs7FmTVsGDFjB4MGLefPN0Qwa1Jg+feDlly2MH69TXFxzccTpjHPVVV/SsuV+9u6tQ5MmxZSVeVi71kpeXh5wYpw4EokYgq4ca7Vaue66ABde+D9sNp0lS7pTULCDxo0PUla2nH//ewh/+MPRYsWPhRNbjlUaM378+EuBsVOmTPnVkb9fDfSZMmXKzRneexVwMzBkypQp1TeZgL5nz54Tu+oaIj8/n4MHD57UzzjZ+DHdg5BFca3NlCkSd27JGMlrUoYlrtmZjks39xLiKqKFmr1Kn0ZQv359AoFAlddeMTs2fNRc9WMpj5JBAwyxIH3euhr4pZ0iU3+vpmnH7LPNz8/nwIEDhrHMtm02nnsuSd++i8jPLycScbB48dn07t2YSy+tefmVGFmmQ7KGtYmT/Z1o3LgxwI9pftpJjcU/phh2uqOm96GOU0wfBymQSigp15SeWIl7MgYyPU4JkZLYC5XTIMQAUaqg1LYqQUFBASUlJVVeuxDB9Ik0x4qNoVDI8OER/wepUku/D7VqIH29kfWjurgnvwfVxFJ9PjUts02HVCGcyNpwvPg+vhM/slh8xnLiae/H2fPMf7gm8pzx2gfOa0hc+0t+en31iZTjxQ8hFr/6qo9gcD4FBfuZOXMUkYhGNFrOZZctwGqt4KcLFvQkJ6cJdnuCm26KEo1aefBBDzfcoNG+faqBt1RC1SYnPnzYwqRJPsaO/QKHoyIGL1zYlb59GzJ8eIz69euzY0eIe+6JM3LkNNzuBNGoHZcrwcGDflatGobPp5Gfv4K1aztx+eV23n47QuvWm7Hbz+YPf9DYudPG1VfnsXHj8VcMZGWFuPvu96lbN0gkYmfatDE89lgsZWrGiXBi9flARVXwsmU2Xn/9EG53hBEjGjN3roWsrOXs3NmVJ54Aj+foffSPhRPXxBVoN1Co/L3JkddSMH78+JHAvcAFNRAQTJg4ClIK6nK5MvbO6rpOOBwmGo0SiUQoLy+npKTECHoyCzzTKMJMX+aqRhaKN4G0N4iZTWq5VyoykWUhpFX1Q4nyGQgEKC8vN0rNpPqgqnOqLRQ1vaeq3vPXv1oZN24G+fnlALjdcQYPXsq8ecWUln437mb24powcWZCNsFVbWbj8TiRSIRoNEp5eTllZWWUlpYCGOaB4eNwnMpEcm02m0Hs1P+qO6+Q50zxPh6Pp/jTqMfEYjEikQhlZWVGa5ncY6a4rwommUxxa9r/mt7CJ/dtjtM1cSah51AnX3sHpry2zDOc/udUnwX+saJ+fSvBoB+PJ87o0VPp1+8r7PYk6ghMTYuxfv1BnM7lPP20lwkTnHTrNo0XXyxn3brKzX84HE6JX7XBiTUNHnjAz4gRM3A4kmzd2oBEwkrfviuZPfsQy5ZVtPJmZ8d45BEHn302AgCXK4Guw8yZI3nooQj33BMBunPXXdC3b4zf/96Bz9eRm2+OsX275YQFBIDyci9/+tM4Dh3y4XAksVjCFBVlHt94LFT1fKQqoUePJD//eR7nnNOIUaM0HnwwSX5+zyoFhKrwQ+TENRERlgBtxo8f32L8+PFO4DLgI/UN48eP7wb8lQoBoaj2L9OECYwKBMkUiZIqvV5QSeDSv6yS1VIJmur4rRK5TJt3IcZVIVNwiMfjKQFeMmTyGbFYLMV4UUrQpDKiqoBT3XSG4+l7LSmx4nAcxGY7+nM6dfqGTz6pufO4zWY7KlhLVtGECRM/HEisSt+Qa5pmbMAlzmaKCZLhr8qsUW3RyoSqjBiru95oNGoI0Gr7gGTepPpNXV9Ux/SqkOke0idDfJ/IFP9V93QTJmobgYCFJ67ZwcSD1wGwO9EYgHsP/5qXfrmeoiLz3106fvlLF1lZZ7FlSyN0HaZO7cYllyzCaoVVq1oTi9kYOPBr3O4AEKdu3fn07TudOnWCtGixhXnzKp5pOicGvhMnFui6RosWOvv25bNqVVsCge58/vkwgkEn5eV5tGghk3ESvPqqhW7dvjGOtVigdeuN/O9/TqxWCzfeGKFRo4oYWlAQ5mc/O8yWLdp3EhAEe/fmMXnyTzh82Mu4cbN48MHUqt/ajMXdumkMHlzxDK1W+MUv4tUKCJk4cbqZ7w8Bx3y6U6ZMSVDRojAVWFvx0pRvx48f/9D48eMvOPK2JwE/8O748eNXjh8//qMqTmfCxAlD2h1UQiT/Vzf4YgIoZFN6eqUsVxyvxcMg09iwYxGudCdbmeggSCaTxGKxFMNGId9Ayux0yfTJhAbJAmYSEqRUOL3MVx0NdCwI0YxELDidsSN/drBgQVumTj2bDRsa4nbHKC8/5qkMiGGkPHMxkTTHQpow8cNDpiy8tICpPaVqTJCfSSmntI9JD6+0g6nibk1EUTVOqiKsQLwaJB5ZrVaj/Fc1GpPMnXqMy+WqNoalx2n5c03NszIRzWON0qwOUior65NqRGnCxMmAzQYWp4OEbucD5zW8OuAd/uX+A0ndhmZ3YU4jPRo7duisXRuksLAIpzNJkyaH2LChER991IsmTTozbdpIDhzIYvv2pvh8EZo0OUhOTpjNmwtxOLryq1+lTs5SRdmacGLhvOmcuNIIV+O222JEIl1p3LgVv/lNObfeamfmzHHcd59Ofn7F569c6WD//j00b76Hgwf9fPDBCCIRO927f8snnyQpLa2Mw9L2tm+fi+uvb8zmzbUTk0pLvUyefDGff96LkSMr71nu8Xg4sYrvKr5m4sTHWk/ORNTo6z1lypRPgU/TXpuo/HlkLV+XCRNHQZ0bLtkstWpANSUUJ+9Mm2un02kQNb/fTywWIxQKGcYzMkM2vU9VNvvpTrbicutwOIxqAnFlTSaTBjmWqgNIddmVn8m1yoQHeb9kyeS9ch1y/3JPNe2hFVJZv36UsrJ81q4tYM2aAgYMWE9ubpANGxozZcpAHnnk+H4/MvpSPsOECRM/PKRXQjkcDqMXVy3lV9vShOiqMVV8b8TgS6qzxPfF5XIZoqtArWSQKgJVQHC73bhcLsLhsLGhF4+ASCSS4rWjTmpQr0fWB9VI0m63Z5x4YLFYjOkJqglvTeOfjLFUBWHxhDhRqKaPcl8mTJwseDw69/yzEQ9e9296j/bw4PVOvvjvpdzzj7Hc/1pd8vJ+mKPtvgvuuSfCkCFzcDiSLFlyNvXrR9i3L5cGDYrZsKEJEyc6ee65kTRrlsDtruSadnuC8vKKyQ4WCynCgXDf2uDEBw4k2b07yk03VcS0DRtyaN06zPPPV8apZDJJr146K1c2Yv78TgSDzbjnnhiPPz6C7OwSfv5zF3XqaCmceOdOG//v/xWyZUvtTigoLfUwfXoHgsFDnH9+krfespOTY+W662D3bguPPGLngQeSNGiQ+d+icGLVGP1YvjY1wY+BE5saoYkzBpLVF+LndrsJBoMGqVVVVeAo0iqQ2dlC1CSrnz4aTN4nJofRaNTwOFDPKyPBJGCImqt+vlQmqIqwqJxqOZk681yECXVKhPq5UpFwIrDZbPh8XgYNsvL++y244op5xs+6dNlBy5b7+e9/R9Oly/Gd94caKE2YMFEJh8Nh9N2Kj43EQYnDEq+BKuNUPB43fiYCqhgLCvlViZ1s2sPhsGFcpZqDRSIRPB6PIUqI4aNaQiqeCunjaOWe1HOqJofpcVqthvsuY7vUaobqWtWOF2YsNvF9we/XefLdOsbfR1/sYPTFdQBTQMiEZ57x8NvfDic7+wBDhzamuBgCgW0UF7dk8uQEfr9OJKIxYMB0srPDbNvWGL+/jGbN9rJp0zL+8pce3HRTRYVtJk4MnDAnLimxMnmyFYhx880Ovv3Wxbx5B8jLq8sdd4SAVE58/fUxpk4tZNCgKE4nTJyos2VLDv37R7HbUznxH//Yki1bam606XQmiMVqxnFDISdr1rj45S9tjBixjL173Tz7bCfWrw8xbNgXPPDAUB54wFWlkCAT0aoae36i+KHH4R9WXYWJHzRk3JYETZvNRk5ODn6/H7/fj8vlwuPxHLMUtCozK7WsVEY6yn+iSB7LL0EN3Cri8XiKa7amaUeV2QqBFKIsEKJ+MsqgQiELI0Z8fdTrfn+Uw4dLSUu+mTBhwgROpxO/328InF6vl5ycHLKzsw1DxmNlcTK1a0n8VLNBHo8Ht9uN2+02Rm5JeahK0NQRi0DKlBs5n5TUJhIJo6JBJuSI2CCZOik/lVguxr9y3tqECBc/dMJpwoQJqF8fHnnEwYUXNuacczSuukpj1KgWTJ5swe+viFXnnQerV3dgw4ZmxGK9+Prr4ezfn82GDe0599xKUTWdE+fm5pKVlXXCnHjCBDcjRsxg3LhZvPxyhPXrNzNmzFfk5i7ntdeyMnLiESPiiI6an6/Ru7eekRP/9rf7adAgnvEa0tGqVZSHHtpLXl7N3p+bG6Bt28O4XDqNGhXRpctG7PYFjBkzHZ8vSk7OQTZsgE8/tXLVVTZ27LASicB115UzebINWYqqElpMZIZZiWDijILVaiU7O9soRZVs1fGQr0xjueTc6e87EVInvVQyGkytXhBC6nQ62bRJ5803XUSjIcBJ06Y+brxRI30cu3gpqH3GtYX9+6FNm2DGn7ndIUKhHJzOH56jrAkTJr4bXC4XDofDIIu1JXRmMlvMdN5MsTmTyaFkzES4FWFBjpdKAKiosKiOdKvjLGvab2vChAkT6cjP18jPr/z78OGp5oajRiWBAjZvLuDGG5PEYvDQQyO4444kzZtXJrxqmxNfeWWcTz/txpAhixk7dg5Q4Zm1fv3ZPProiRkVCncdOzYC7GHSpEYUFVVdvdW6dZR//KOIFi2sDB1afEwTxtzcAKNHr6ROnfb8/vdx7rprJKNGfU6LFvsBWLasC4MGNSES0Zk/fxeXXrqSxx4bgc3moXfvzyktzeXpp3tw221m5czxwpRbTJxxUEdBnkhWyOFwVOlUeyxIFkyFmB2q1yckU3p0RbmVALx5s42//CVB796fM3z4bIYPn0GdOjO54w4L6hAITdMIhUKGAZhMeqgt9O4NmzYVZvxZKFSHnBxTQDBhwkRmiAfAiZioShxX46lUFxwrFlcV89VWBLk+wKhkcDqduN3ulPOLuCuxuioBQWKveBiEw2FzFKMJEyZOGkaN0rjxxor46HTCI4/EUwQEQW1y4v794/h8jdi7N9f4+aJFXbjuOhd16x792TXlxPI5556boEOHUtzuzGWubdrEefPNw7RsWSGEFBYmef31Ytq0yVyRkJsb4LLL5jNixBqSyU38979WdD2B1VrJXV2uEEVFOlYraJoFu11jzJgZDBr0OXl5QTStYuKCieOH+dhM/OggJiqSmUokElXOQ0+H9KCpLrfp1QGS6VJ7q0SkEMX3n/+0MGbMXByOyuBbt26AVq2W8vnnlSRWWiAkCMtnVzdu8ngwZEiS7ds7EQymlh6vWdOS/v09mIk2EyZMnCw4nc4jo8LihqeCO70UKwPUGK5Of0hvoZBeYMmyiaggpFnMHI8lgEjMFYFBzpVutmjChAkTZxrUePrOO1as1o00bnzY+PnAgcv517/K2bTp6Dh5vJz4H//w0L37Eq69dhY+X2pCzOuN88YbxTRpkirOViUk5OYG6Nx5P9u3tyMWs9GmzSbeeAPGjJmO3a7x9detCQZddOq0ic2bN5NIWBkwoAlLl3bEbtfw+WLs35/LoUO9+eMfT98qhK1brTz5pB3Ral55xcaKFafH9v30uAoTJr5nqFMNrFar0S5wLAjJVbNamXp/JbMlZmE+n88wCYtGo0QiQWy2oz+vZcu9LF6cOroxU9tFbWXALBaYNMnC6tWjmTFjEPPn92DatFE0bdqJyy47fYOqCRMmznxIe4A6vaamAqlMIZBKCK/Xe1QVgcRraV/wer3G50QiEWPSjvgiVAVpYUhHpvnrJkyYMHGmQeLu8uVOWrTYTiTi4MMPxzFnTl+sVp3Cwu0sWnR0DDxeTvyznyXYuLEzbdvu5eqr55CbGwAgOzvMgw/uoV69kHGMrsO331bE9MLCJM88U0zz5hXCrd+foGnTcq67zsnEiRY+/3wkixeP4MorddasacPChV1p1aoTs2ePZP/+bEpKWtCjR5Lp0zVattxmfEbdumUcOBBg587Tczu8dauVJ54I4fUu4MEHbTz/vI1AYCWvvVZyWggJpieCiR8dZC45kDIuLBaL1XikS03MV6TUVz6ztLRUmdDgzXiMplmwWi1A1eO5xHOhtpCdrfPwwxCJ5BAK1SE3V8NqNQUEEyZMnFxIJl8dUxaLxWpcklvT1gcxRJRWhPLycuN1MWuMRqN4vZnjsozTTb8m0xPBhAkTZzpUTvzggxEmThxKOJzkwQc1Nm+uz//932gGDPBw5ZVVC6015cT5+Vauv97Om2+ezfDhSwB4//0+9OsX5eKLkySTUvVl5+mnbWzfvp+uXRswZozOq6+Gadkyhs3WgNtuK6Zbtxj16lW0+k6a5MDv13G7dd55pw1ZWRbOOSfBuHFWnnxyJJMnx3npJTutW39JXl6QzZubcOhQXXr3XsWoUTOZOPECXnvt9OO9b7xhpWvX5RQUFGO3zycWc9Oq1S7q1TvA66+Pplu3U3vNpohg4keHUChkEMJ4PG5UC6hZpdokh5LpUkcy5uS4CQad+Hyp5bDffNOGc86xAhXB2uFwEI1GUzJsuq6njCyrLbjd4HaffkHUhAkTPzwkEglCoVAK8ZSKAXELr82Rh4DhaSD+NGJaK+aKMko3HXa7nVgsljIRQvp+TSHBhAkTZyp0XU/hxBBn4sQYFosLr1dj4EA7HTs6ycurnerXjRut/O1vZYwZsxRdh65dt9Ot23ZWrWrD66+35uqr4yQSCd59100s9g1jxmxm9erWPPJIc8aMmYWuw3//ew6jR4dT7qFuXZvRfvuzn+lIIq4iSVbBs2+6KcGdd/alpGQdHk9HBg2CWbNclJb6mTDh9PS3ueeeBPfeOxCbbS4FBQcBKC31sGTJCCZPrp225u+CU18LYcLE9wghgqKaSmtAPB4nGo0SCoUIh8OGmWFtINNYyGuvLWf69KHs25cDVFQgfPNNKyyW9vTqVfm5Ypajji5zuVwmcTVhwsQZC6n8UuOwtJWJuBCJRAiHw7XmOyD9ujIKUhCJRIxxu9XB4/EYnjYyU10qzUyYMGHiTEQ8HjfEU/nPZkvidMYMTlwxqSszJ/78cytvvVXBb6NRuP9+B0VFVW8tV62CRo12Y7XqzJ7dm/feG0cw6KSwcA+rVlW2VZx7bpJdu9oTCFR4Gpx33nQcjiTLl3fhssv0E+LEXq/O5MkW2rfvxK23Jhk1Kslll7Xlj3/007r1yUugHTpk5frrHXzzTcVz+fe/rUycaKUmWwybDRo2tBAO+4zXIhE3OTlWalg4fVJhiggmflTQNM2YBS6wWq1GRkzaG6xWq5G1qi3YbDbDzNHrjXLffWXEYr2ZN280ixefw4ABnbjnHu0oM0MpufV6vYbPggkTJkycqVBNZ9UYK2W1YtYlbQS1ISSo5opS7SAxXj6jOj8G6f31er2GF4MJEyZMnMnQNC3FCBwqObGMi6yKE3/2mZW5c3exffs6/u//bNx1l4XCwplMnBirUki49FKNxo1b8c47Yxg3LpcHHwwwffowFi4cyF13lRCJRIjH42Rlafzud3bmzetpHFtS4iUSacF553HCnNjr1fnpTxMGzx4+3H5SBYTiYisTJsQZPfp/vPpqKZMnO9myZSOFhV8yYYKNnTstzJ9f+aw+/9xOMFi5CXj5ZSuatoIWLXZTWurh0KFsGjQooaBgAZMmnfotvNnOYOJHB/EqSCQSBrEU91gVQjQz9dzqum5kr9Se26o+T84TiUSMEY1OJ1x9tfT/arjdZnWBCRMmfviQagCn00ksFjMIbCKRwOfzpWSVjmUkK9UL8l5piUiHSjSdTifFxcUGIXa5XLjdbhKJBA6Hw6z0MmHCxI8GVXHi9LbZdE78wQcWhg9fjc8XY/36KN26HSQvL0irVmv48MOuXH995s+7+uoE55+vk52tEwjEuf32fdhsYLc7cLl82O12tmyJ8/zzcUaPXmgcV6dOiPz8r/n73zvyi1+cnu0H6ThwAByOAG53nJEj57BnT12aNDlEOOxg374kDz0UJy/vEOXljdm5E3bs2Mj//teCyZMt+Hw6XbrAe+8VUL/+QRYtGoHXa6FNm7ns2dOIHj1O9d2ZlQgmfmSQueTiFOvxeHA4HDUaKyaQHjK1P1ZGRWaCBOJoNEo8HjfcxGXMmJTImjBhwsSPAarfgWzgXS6XEY9rilgsRjweN86laZoh0qZDhOJEIkE0GsVut+NwOPB4PECluWNttbGZMGHCxOmOqjixxMXq8MQTGrNnjyIcdtCu3Xby8oJs2dKYZLILV1wRqJYTZ2VVjljPznbg8zlSOPGqVVYaNNiNw5Fk4cJuvPfe+QQCLpo128XSpWfGRJw//9nKf/8L115bh5kz+2O1QpMmh0gmLUybNhpddzJ69EwGDVrKggU7KClZQ58+33L22fN46qkKoaZ/f41LLqnHkiWjeeIJmDRJY/v2IfTo0ZwLLzz1+wZTRDDxo4JUDMhccTHZcjqdGVsXMpVJxeNxgwSr7xN323QIURa1V9oT7Ha7cQ1m5suECRM/JqheLxIDvV7vUZv46qbRpPvNSIVDVeRVhANpXZO2BDHZNcc1mjBhojbxt7/ZWLeuIkbt32/l6aftnE45o6o48a5dLn71Kx9r1lRsZv/yFxePPuoGKjmx263jclmJxyurcCMRD/Xqadhs1irjsHBiqXYQ0ULlxOPGxWnbtjVTpoymf/9Cnn8e5s4dybx5I3nyydM/Tr/4opVIZBXZ2Yt49lkbLlex8TOrVcflCnDVVUlmzhxGPG6ld++VdOiwiUDAxYoVA7nllspn17+/xvPPJ/B4dGw2ePjh5GkhIIApIpj4EcLpdOLxeIz/HA6HISKI+Zb0iVU1YrGq16uDzWbLOMtceoBNmDBh4scC2cSnx2LxrBFSC2T0H9B1PWPMrUlll8w1V6fxyDHHGhlpwoQJEzXBCy/YKClZxYsvljNnjp3774/hdH7FLbcEaywkfPihlUcesaJpEA5b+MMf7KxYUbtbt3ROvGePixde0Ljkko/5+99DPPCAF/iG5s0XMnGiHQm799xjpXv3mWRnh9m9O59g0EmHDpvZu3cz77/vPGYcttvteL3eo0Ri4cRXXJHk+eddnHOORna2ztNPW3nqKfD5Tn8RYedOyMs7TCKhk5OzmYED1xEOO5g5sxMAo0bN4bXXEhQW+ti7t65x3KZNzRkxwk5W1ul/j2CKCCZOEyQSCWMqQm0bGmaCarAFFeW1Xq/XaDUQVTQTxCAxHdXNyJXPUb0XhCi7XK4TIq6qIZjZDmHChInvCl3XiUQixpSaqqqrahPpYxwl/qrENpNoKzE8HTI5obrPEz8GieXiTl6TEt5MSCaThjGjWc1gwoSJ4mILy5eHadduG6NHz+bzz7cyevQ0WrTYT1HRXtatq94MsGLMYZJly7aRn/8VEyfauOMO6NnzC157raTWhQSVE5eVgcsVwW7XGD16Lm3bzqZt2x14PBECAd0QEbp2hZ07m7B5cwF79/Zl1qwRBAIudu9uTOfOyePixLEYTJjg5+mns3A6XSxZ4uKyy+zs2lUZ+z0enepCdHWcOBaD99+vFECWL7eycePJ2wI/8ojGN98MpU6dAOXlXnbsqMubbw6mbt22zJgxkDVr2pCd7cBm+4amTQ8QjdpJJKx07bqeZct28MUXZ8b23JTcTZxyyJdeApiu64TD4SrJ48lETTbzdrvdMKARd3EpAasKYr6YSCQMx1upaKjuuKogzuJCwBOJhDlyzIQJEycMibvq5lxK/L/vuCLx8lhwOBxEo1Fj7dA0zXATr+4YKbOV+0omk7jd7hNab6SvVyZJAKdk7TJhwsTpg7w8nRtvdPPuu/0YNuwrBgxYBcCSJV248MJmdOhQWuWx8XiceDzOihVeWrbcQcOGh3E45uB2R8nJCdO06Q6WLq1Dt24n59o7d9a46qo83n67L0OHLqR+/TKiUTvz5o3k2Wc1JLxefbXG66+349AhuPPOEKWl8OCDY/ntb8O0bBnH4agZJ7ZYbDzyiI8ePWYTDHq5/fYB2Gz7ueKKBbzyyhB+9atsunTRj5pcpiKZTBKNRo1zq5w4FoO77rKSk7OWDRvaM3iwzrvvHiQadZGbW4d69Wrx4R1BSYmVUCiK3x/l4osXMXVqVwYOXE8k0p1rrslj7do8XC4NqzVMIOBi5sxR2GwxRo+ejtsdofhI90MsVjHmUQqYw2GqFVK+b5wZUoeJHzTEY0Ag5OtUGFwlEgljgkIsFqsyq+R2u412BynLPdaYGalygArCbrPZaiwg6LpOMpk01NV4PG6QZSH9ImyYMGHCxPFC4u3xTEY4WdB1nVgsZsTiqq5B/GVsNpuR0TpWTLVYLHg8npTxksczJkztHU4kEoYwrGbyhMyaMGHix4sWLaC8PCfltdLSOnTseOwqBKvVyr33Rli/fuCRsX6HyckJs2VLExyOrlx/vcbu3VZWrKiM19Om2amt0DNvnoXGjfcYf3c4EtjtpWzalLqTv/pqjT/8QcPtdpGfb+e550K0a8dRnLi42MJXX1Xy/DlzbMRiriM8Gux20DQbzZoVEYttY+dOB8XFPoJBB5Mn6zz9tA2VjmfixDKKUuXEuq7z6qsOmjRZQo8e6/F6l/LBB/sYNmwBo0bN4Y47grXzwNJwxx1WRo+ehtOZZPXqtvTsuYX27Xfhdq9k+XIrV15Z8dxisZ5MmTKGYDDO0KEepkw5n5UrW7Nggc7+/RZ+97uKtpFEAj74wMYvf6kzb97J2bqvWWPl1792UFJiQdfhySet/OMf1X+WKSKYOOXItFE/FeRVXLsFku2vCna73TBlrGnWSXXArelxsViMcDhMNBolEokQDoczPhtRX02YMGHieCGjvdLxfZfnS0WEGuOqm34jhrXH0xYmFWAej6fGAoJcl8Ri+X/6sea0HRMmTg0OH65w9RcsWmSjGgp3UlFebuG+++KMHTsNgJ0789F1GD58Lo8+uocdO6refknMjcUshEI6DkdlW5nLFeHQIdixw8ojj0R4/fWDzJ9v5aWXrMyZs4m77rJ+ZyFh6lQ7Bw9uom3bHRw+7OXLL7thscDo0XN45BE9o5+DVBZk4sTFxRbuvTfJf/+7h08/tfL221Y++2w7d96pE4k48HjcTJ4MixYN44svOtO27T6uumoeH3zQD1238dOffobDsYw//cl65LkczYkzrQ/CiX/1qzg7d/bi0CE/LVrsZtCgxei6hWnThvD4477v9rCqwHXX6Sxc2IOlSzvTtm171q4dwvbt9diypTM/+UmS/futWCzQooVOmzbb+NnPprJixW683gSXXfY5PXvO4NprYdiwL2jbdi6/+pWDFSu2cvnln/DeewdZubJ2t+9r11r5y1/KGD78E+65J8mDD9rxeBazf//aao8z2xlMnHJkKj0VY8PvE5LdFwgZPJUb82QyeZQDuVxTOnmtzsXchAkTJqqDTJhJjyvfd0ypqiJCylNPFURgVp+PtJSlPyOzlcGEie8Xhw9buPtuDZermJ/8pB4HDsDChbt5661GTJ6scxxTvGsFbreOz+egrMzLli0t8PlaM3PmPvr2XYbV6iM3t2qhUeLJxIke+vefRnZ2mK1bC/B6gxQUHCSRWMivfz2A66+fgcOR5OOPe1G37kH69t3Ktm37eOGFQdx++4n72QwfnmDatFZs2lTMpk3dueQSnQ8+8JCVFeDSSxPHPV1i4kQ7gwdPIysrwqJFZ2O3xxg4cC0HD27m0UdH8thjcZYsseH376du3cPs3VuHdu32ct11MwCw2XQOHMinf//qOXH6+lDZMgw/+YmFzz5rw4ABKwAoLvZTXFyHDh0sfPaZlb/+1crkyRr5+Rq7dlnZsgUGD9bYs8fKokVWRo1K4vPp7Nljo6Dg2AnOIUOSWK0NKS2F885LctFF8PzzA3n44QSPP27h8OEQf/yjF4/HwqZN+RQV9eInP1litIps2NCC+vVtFBfnUFh4gJ/85ANsNp1YzEY4nE3jxsf3OzgW1q6FBg324/PFGD58GqWlfho2LOHgwVC1x5kigolTDulrVWd9W63W75Uwiq9BOvk71Vmlin6x1GuS4CnPSUVNS3JNmDBhQoV4tRyP18vJQDKZ2ZDrVMZhKZ1Nj6/ir6AK3pqmmdN2TJj4nnHPPXaGDPkUvz/K55/3xO2OMHToavbvz2HSpOE89NDJN4lV4XDA5MkaEyYMZ8AAnQsvjLFwYT6vvTaOv/0tl3j8YDXHVnDiSy6J8dFHZ9O48R4sls7s3m0jkZjPt9925s47Nd59dwhjxsxi4MAlAJSVuVm3ri+TJ3+3xJfDAZMmJfnzn3vwyCNR3G4dtzubAweyGTUqjqYdH8+8++4kDz88mDFjZtCrV4U3RCTiYOHCgUyalETT4LnndK666it03cI//jGGvLxyunTZCcDq1c1o1aoF55wTJxpNHLU+qJ448jOp5rDZbCxaZOXDD4sYOnQFmmYhGrWTn19Oz55fMXbsABo0OMS4cYuYMGEUv/2ti5deCpGTc5A1a5ryyScxOnXawvTprcnJsXPwYCnXXJPFwIHHXo8GDap8j8MBt90WZ8IEO2edNYv8/FJefnkIdnuCa6+dz44ddfnkkx6cf/4yDhzIIhzuxGuvRfnVrwbRoMGHOJ0VwsXnnw/lgQec1K9fu+vhxRdrhEJtWL06QadOG/F4Sigt9fD118OqPc5MW5o45VA9BaSv1f09y8bpDuECMeo63eBwOIzZvkKuT9QYzIQJEybgxLxeahsnMv3m+0BVEyJEZJFYbLfbTRHBhInvGbfemmTu3IEkkxYGDFhKjx6riUbtLF3aj9/97vv3dQFwOuGJJ5JceGFFPOvbV+PllxPk5FR/nMTe/v01LrywDj5fF2691cKjj2oUFQ3ijju8DB2aoGHDXPbtyzWOW7OmDRdeaKuVEYhOp4Ubbwzjdlecq1u3BKNHJ06IExcUaHTu7GP79gbGa5s2NWXwYDd5eRVGjddcY+H994fwwQcjyM3VOeusSj+Gdu12sXhxkN27UwUCFQ6HI2XajsViMThxKAQuVxRdt/D550N55ZVzOHjQj9cbxWrdxbBh83E6E9hsEZ580sLw4bMYOHA569dvpn//bxgwYB1nnz2PrVsPcv75s3jzzVI2bz6x9eiCCzRWr+5ktIcMHz4fXYdly1rStetWAOrVKyeR2MHjj9tp0mSTISAA9OmzjOefh9oukNZ12LHDgt9fbrzmdCYIh6sX30wRwcRpAdUU61SVrMp8coEEy1MpIjgcjqMCpowwczqdeL1evF4vbrf7lJNsEyZMnPk4Ea+X2oSIyRL3pArgVG7MpWUhE3kV0dvj8Rhjgk2YMPH9olUrjQ4dcti2raHx2po1LRk92kN+/pnnUSKceMgQG7/5TcVrNhvcd1+C5s01Xn7Zitu9gsaNS4jFbGiahT59vmHq1P0sWHBsLlhebiEYrIzv+/ZlGpfr4J57XPzznxUxbeFCG7/5TTZFRcfH0d95x8qhQ+tp3XoP8biVZNJCp06bWbNmG599ZqWkxML//hcnKytEIJDNsGHzcDiSfPHF2Sxc2BWHI0n//vN4+mkbdrv9qDgs4q3L5crIiYcN0xg6tJC33rqA3/0uizfe0HjzzeEsXdqKn/50IRYLfPDBYLp1y+Hxx5PMmDGMeNzGiBHf0LnzTsrK3Mye3ZFLL13IgQO55OTk0KzZsf9NHTxY+UwDAQvhMPTurdG5cwPWrWtq/Gzp0lY0aVJMcXE9PvtsOMmkhR49VjJ9ukbPnl8Ti9n48MNR7NxZjwYNDmO1bmXu3NrdJ736qh2XaznNm+/j4MFs1q5ticcTZ/jwadUeZ7YzmDBxBHa73TBiUeeIn0pYrVYcDocxak0yhGamy4QJEz9ESAYpHo8b5akul+uUi6Qul4tIJIKmaYb/jMvlSpl3bsKEiVOD//zHysGDG+jZcy/JpAWLBbp128Dcubnk5TVkyJAzT0ioDgcPQt26AcrK3MydOwqbLcjo0bPIygpw4ED9ao8tKbFwzz1JLBYLjz1mZepUK59/Xs6wYX6uvrriOSUSMGGCky5dZrJ3b0Mefrgj4XARF100nYceGskLL+jUlIbu3w/Z2WVEIg6mTx+JxZJk9OgZZGeXsn9/kxTPhPnzk7z3Xj+aNj2A1xtm9+5OzJrlJBKpz+TJCYP/CicGalT9NXp0ktGjK/788cd2Gjcu4qKLlhhjIxs33sOsWVYKCrJp3tzHvn11KCysaDlZv74xbdrsxeVKMHPmIP72N41j5TpffdXKggUhLrvMR69eOvfck8But3LFFVZWrSpixIgdxnt79tzCW28NokePPG67TeOJJ0YAdu67z8p77w0mHvfy8MNOXn65P1u3bqewsCnDh9duKcLFF2tMmNAJvz/Ehg0D6NLFwqpVLsrLqzeeNEUEEyYUnOrKg0yQ1gUREUyyasKEiR8yJAt3OkFGQ0q12qkWNUyYMFGJzZuhfv0DRKN2pk0bhdUaY8yYmdSvf4BNmxoyZMipvsLaxT33aDz4YH+++Ubj6adh924/999/PpdcgtE+URVuu83C2LHT0DQLf/zjaJo338TFF3/LkiUd+fTTVpxzjkYyCZFIEo8nTufOmygqKqJevTJ03YLVGiMU4phtGYL/9/80nnmmO59+qvPUUxbCYQd3330OAwdaufbaJCNGJJk0aRCjR89gwIDl9OhhZ9u2fDZv7sZTTyXYurUR7dtr+P0VosF34cSBgIX/+78ov/rVAnQdpk3rzKBB6+jbdxPFxX5efLEOQ4eupLDwIJGIA5stSa9eW5gz5yy++aaQYcO+ZOLEwTz6aNVCwjvv2CgqWssll2xgzpzuTJnSkLFjpxGP23jooXFcdtnX6DrMnDkIqzXJ0KELGDZsNfv2DaZFC40JEzy43Rbq1k3QqFEudepA/foa998PCxY0Z8CA2jd7z8/XeOQRBy+/PJjHH4/jcMCUKW3Iz6/+OFNEMGHiO0JmhksZ7smAKR6YMGHCRNWQtgep1jpZMMUDEyZOP9xxh8Yjj/Rl+fIEjz9uo7TUwYMPnkO/fjZ++csfVhUCgNUKDzyQRNcr/ty2rc6bb0JNwtPAgbBxY3O6dNnIxRf/D4BIxM7+/U3p06fiPS4XPP64lVtuGcUFF3xC/fplAEyfPoj/9//+f3t3Hh5FlS5+/FtV3Ul3QiAkgbDvyLAosq+SsIRNFH861qijd67jqHhHva7DqgMYNpU7i6IO6gVn5jpaOhsKSFgCKCKyI4LsyE4SAgkk6fRS9fuj6UAgkAaSTqfzfp4nD3SlUn1Od/L2OW+dJY7WrRVyrrA25KVtYkWB554zMU3/TgsA8+aBpvnn+jdtanLzzbU4eLABbdsew+Hw4nbHkpLiIDHRQ2Li5c9xvW3iWrUs7rwzivXrb+LAgUS6dj3AP//Zkx499vLjj80ZONDEZvOQn+/ggw8GU6/eae65Zx0+n0ZWVh06dTrMhg15/PhjHVq3Lvv3qm9fi5Urm9Ohw1769t1UcvyHH9rw0EM+Nm1K5dy5Ap58MpaiInj//YEkJNQmPd2fHGjc2AL8r1O7dheeQ1GolARCQFKSyaRJF55P18v/u5FPQyGuU2DfcJfLhdvtprCwELfbXdXFEkKIGsXr9VJUVITb7aa4uJjCwsIy1y8QQkQmRYFJk3zMmaOQlGTSurXJu+8qPPFE5CUQAhSldNIg2Pzmww+bnDx5C/n5FxYwX768L2PHRpGYeOH12rFDoU6dUyjKhVjasOFxvv667M771drEiuJf0yHg4v8HpqK0bXsMr9e/ZsItt+xj27Yfyci4cOJf/qLyyCMqubkK+fkKjz2m8t57196NfeQRHzk5HWje/DRt255g9OgN56csmDz5pA+frxtffTWUKVNsKEosb789ip49W1GnTms++2wgDzxw5QQC+JMiTzwRy6pVPUuO5eTE4XJ14Oc/N5k50+Tll2O5+WaTnj1NXnqpNunpPsJsEHRQJIkgxHUKBEdN01BVFU3T8Hq9JfucCyGEqFyWZVFcXIyqqiVfiqJQXFxc1UUTQoSQovjvoAeEeHfakDp6VGHMGDvHj/s79O+/rzJnTnB35j/5RCMx8Qdq13aVHEtN/YbXXvOSl+e/RmGhwptveklN9W+7mJnZg4KCaDp12sP33x9l7drLk7RXahOXtz3vkSMQH38Gl8vGF18M44svhuDxqMTHn+HIEf/z/O1vKocO7WL48MVMmOBj3DiTwYO/4NSpHcybd21d2fff12jVagu9e/9AXp6T06frMGrUZrp2XcHEiRrPP+/jrbdMevf2MWuWk0WLfNx3n8lvf+tjwoTafPONxunT/tdp0yaVDz8s/fy5uSpvv+2mf/+NJceSks5iWQdYskTDbvfvWBHQpEn1TCCAJBGEuG6BobMXCyzMKIQQovJ5PJ7LphgE9gyX0QhCiEhz9KjCK6+4GThwIVOnunn9dTunTu3A7d7K739ffrfu88+hU6cfcLls/Otfw9m2rS2xsW6Sk/eRmen/+ZgYi+HDbWzZ0p4lS1K5777GrF49hD17GhMT05hevS5PWFypTezxXH2bwP/+bxOXqzuLFo0gPd3OhAlO/vGP26ld+2Z++Ut/Z1vTwDRVnE4PaWkZDBqUQWysG59PueYO+IABFgcOtCI3N5aNG0dw+nRf9u1rzN69rRkwoPRnRqNGF9Y+8PlgzhyLmJivmDjRR2amjQ8+OM2PP+7kf//3QiEWLFBp2XIHDoeHzZs7sHChPynStet3GMa1lTXcSRJBiOt0pflYVzpuWZY0aoUQogJdaevFq5E4LISorvbsUUhIyCY21k1a2jKczjV06LCXhg1P8sMP5f/8q69aZGSksWxZGjNnRtGwYXs+//w2kpPbcdddF0bSPvigSceObXnqqTh69PAyY4aKw9GDKVN8ZU6duN42saLAiy/6mDvXIinJpGlTk3nzLMaMuVAWXTdp2LAdu3Y1Jzrai8PhYd++RsTFdeQ//uPapqy0bWvy1FO1+OSToYwc6WTcOC9ZWT3Yvbs1gwdf+bNh40YN0zxK8+bZDBy4lKVLDzBkyJd07LiHFSu8FBX56/mLX3iBzixa1I82bdowYUIMS5YMYfnyNF57LbI+e2RhRSGuU2Co1sV3wUzTJPqSMXSB4baBIV2aplXZHuxCCBFJylpE8UoL3brd7pItfAPb59rK26tLCFEjmSbs3KnRsaO/M3vokErt2hbx8VXbEUxNNcnPb8LGjR66dfuO5s2zcLlsrF6dxuuvl1+25GST6dOjUBSLunVNHn4YBgxIoHXry6fi3n33hQ567doWTzxx5ZG2V2oTOxyOUuddqU1ss12I15eG5bw8hU2bPKSkHC851qhRNsuXu8nNtZGQEHwiweeD+fNh9OhMVq9uzc6dzTl7Noc77/yWsWOHMGuWUrITxMV69fKxe3djtmwp4NZbf6Bv361YFixblsJvfqPhdPrLEEiK7NmTxE03+V/TKVOiiYqCunUja40OGYkgxHWy2+1omoZpmiVDZ8vaz7yoqKik0aqqKqZpynxdIYSoAIqiEB0dXRKHA0NqL90i0uv1ljRwAwmGixuyQggRYJowebLKO+9k8emnKj/8oDJjxjkmTPBx5kzwN4C2bFE5dcrfJvR6YdWqiklanjwJMTGFJY81zcSyPJw9G9zPJySY1K17oaNcVgLhWl2pTXxpMvd62sTTptno3XslsbFutm9vw3fftcPp9DBgQCaTJ1/bfIbCQoWcHA+JiWfp2XMjlrWWIUNWExfnAs5y8uSV39+OHeH06YSSx6ap4HLVomnT0kkHRaEkgQCQnGyVer0jhSQRhLhOgcar0+nE4XDgdDovu6sVWB/h4iAq83WFEKLiaJpGTEwMDoej5N9LG66X3iED/1SI8ubrCiFqnj/+0UZS0rcMG7aW77/fz9tv5zFiRCapqcv4zW+C67SuXq3ywQfZTJrkIStLZfx4lcWLD/D73xdjmjB7to1Dh/wxafdulTfe0AimWfj55xpHjuylfft9nDsXzbZtbbDbTdLSljF2bNWNcK3MNvG4cT7Wrk1hw4b2JCd3oEWLdnz7bSe+/HIAEydeWwIkLs5iyhQ7S5YMBqBVq+OoKqxc2Y9f/erKOy/s2qUyb94ZUlO/xjThyJFENM0iLS2D8eNNauK9QUkiCHGDFEWRvcOFEKKKBXZmKEtZDVSZUiaEuNi339rwev3rAWzf3oXiYhvdum0nLW0VimKxbl03Hn64/NFLBQUKf/qTl0GD1jJ48DImTCiifftV9O+/lS1b9vLrX0fhcKxl5swili+384c/nMM0N/Dqq+UnElJSTLKzW3HiRB2+/DKNVq068e23nfn++3aMGFFBL8QNqIw2cUKCybRpNrp3v4mHHza5/36TPn1aMXlyNMnJ1z6aLCcHoqNdpY7FxBRy/PgVfgBISgKPJ5biYjvLlqWQm5vCli0/IS+vFnXr2i6bglETSM9HRJyLh1JVtbLm6wZIA1YIEaksywqbOAxlL8BomuZVY7QQoub4y19UPv74MJMmqWiaxZkz0WRmdiz5/rFjdUlIaEifPuV3WmNjLe64w8bmzR1xODzcdddS6tfP4/DhZKKjW2JZOTRvfpKhQ5ezYsVehg3LpFWro+zeXUBW1tW7ZnFxFrNmKRw6NIhZsxTuu89Lr17N6dChNffff3nZIqVNnJBgMmrUhVEHI0aY15VAOHNG4Xe/K2bw4NVYFqxf3wGPR6NXr80sXpzDjh1llzEx0SQ93c4XX9zOr35VhwkT3LRocRM//ngb6enVd5vGGyFJBBExLMuiqKiIoqIiXC4XRUVFVb7dYmBurs/nK2lUl7X4ohBCRAqPx1MqDrtcripvwAbWSAg0pn0+H6qqysKKQgi2bNHYuPEEAwdupG3b1Tz+uInTeZyhQ7eVnNO48Wk8nt18+mlwXaef/tRk796bMM0LneP1628lPT2Ge+6py5o13bDZTPr0+Q5VtVi1qg+PPBITVMc4Ls5i6lRPyQKAt99ucs89pWNsOLaJ8/NV5s6Nw+32t4kXL9ZYt04NaZu4Th2Lm2+OZv/+JmRmptKrVzsyMgZz9GgiTmdSqbUMLpWUZPLee15uucX/Hj34oMkrr5g1MoEAkkQQESSwMIumaSULtrjd7ipvvNpsNmJiYrDZbERFReF0OuXulxAiIpmmicfjKYnBgREAVb32gKIoOJ1OoqKi0DQNh8Nx2arhQoiaqXNnH/HxDTl8uB7JyWdo3Xov7dodR1EsPvusD//+9wiKi220aHGQdevKv57PB+PHq6SmZqKqFh6Pv803cuQKnn76FPHxUFAQV+pnCgpq0aTJhcc7dqgcPervppkmrFhhD2rNhIBwaxPn5SmMG2eiqt8yc2Ycn3/uYPPmY/z73+dYv94esnIoCjz3nInd3o2nnmrKyJEeJk1ykJ09gOnTzaCmJeTkXOg+5+UpuN2VWOAwJkkEERECd/nLGg7l8934qrM3SlGUUtuJud1uiouLS7YbE0KISODxeC6Lw4qihEUcBkqSuZqm4fP5KC4uxu12yy4NQtRgigLPPGOybl13APr128WpU3G8884wHnqoHjNm2MnIGMq2bYOYNq38WOF2Q16ej7i4Ag4fTuazz0azeXNHoqI8+HwF/PGPRQwZsgrLgoMH6wMwbNhy0tOLyc1V2LRJ4513TpOe7uLwYZXJk1WWLt3D668Ht/hiOLaJP/xQ46abttCq1XFatfqKXbv207Pnd/Tvv46331ZC2iZWFPj1r3306OFP7jRubDJpkieoBMLvfqfx4otFrF2rceyYwosvehg3rmYmEiSJIEQIBYaXBaY3uN3usBjqK4QQNUkg9ga2hQyHob5CiKqRn68wYYLJiBHLAfD5FAYO/J7hwzfz2WcQH28ye7bGrFkml+weWyanE2bOVMnIGEZWVm/ef99N27at+eijUTzzTGPi46M5d87BqlV9cLv7s2ZNN/LyYqhVKwqn02LWLIu0tC8ZOnQZ6ennaNz4a/r1205e3h4yMqrnFKzHH/eSm9udo0eTaNAgl1tv3YnbrfHFF4OZOrWoUtvEZ84oPPqojaVL/d3eTz9VeeopjcLCcn7wEnPnaljWFu6+eyl//3sWU6cWM2LEUjp3zmTixJo3wliSCCIiBFaDLSvwhNPUAbfbjaIoJdnhQJnD5S6dEELcCLvdflkctiwrrOJwYHqFpmkl8VjTtCqfciGEqBrZ2QqKco6YGDfbtrXl73//fxw+XI/GjU+Rm+uluFihVi0L+zWMuk9IsHjrLXj5ZR+KAvfdZzJ/PvTtqzFrFnzzzTDuvrsezz3nZtCgJnz33WBmzLBwOuHhh2Ht2q7Y7SZ33LGCxo1zOH68Lj5fW4YMKT/ZGY5tYlWFrl0hK6teybFz5xzUqhVNUpJ5/pyKbxPn5SlMmOAjLW0Ry5cf47e/jWL79v307p3BmDH5FBUFf62UFIt9+1phWQqpqWsZNSoDu93H3r1t6NULZs+2l4xIWLZMZfnyyO5mR3btRI0SWJglcGfJNE2ioqLCaheEsoaXqaoqSQQhRERQVRW73V6yiGwg5tmvpfVdyXw+X5mfC5ZlyagwIWqg1q1NHn20Dh9/PJKGDdvzwQdusrL6sGjRcNLTbcTGXl9csNv9Q+cDAqMYYmIs/vhHL337+jvPaWk+Xn/dR2B9waFDTXJymuNyXRh1sHHjrYwZYwW9iF9FtIlPnlQJzPSyLDhxonS3cdUqlX37/NdzueCjj668bsPixQqbNx+gSxf/CIScnFokJBTQvv1XTJt2YWHFim4TFxWBZXmIivLSv/8GmjVbTvfu23E4PBQXe/B4gn892rUz+dnP4lm79paSY4cOJeFwtGLlSh/R0WsYO1bl889trFhxhGXLjrJ0afgk0CuaJBFExAgsnOVwOHA6nTidzrBbeftKDVchhIgUdru9VCx2OBxhlcxVFEXirhCilFtvNXn3XY2HHzZRFHj5ZZM33lCuaxvBG2FZ8NvfanTr9iUOhxe3298JHTZsFTNnujhyJLiu2422ibduVZk0qZCXX1bx+WDqVI1JkwpYv97//IsWqXzxxVFmzy5k506NceMU9u3bSnp62es2JCcr5OfXprjYRkZGGjt3DuHo0STOnq1N/foX19+q0M+LBg0sxo93kpEx8Hw58gD44os03ngjkdq1g/8sOHZM4cMPC+nRY3vJsaZNc9iy5SwNGuykRYssOndewYYNe+jbdxM9e27mgw/C57OvokkSQUScwCq04dRoDbDZbJct4GVZVsn2Y0IIEQkCw2nDMQ4HViu/OJFgmmbJ9AYhRM3kdF6ICYriX9sg1CwLTp0yiYs7x/HjdVm48E7Wru2KzWbicJzj1Klru971tIlPnlR5881C7rhjGc2areGhh2zUr/81o0cv5/33z7J7N/zlLz769dvIsGErePvtHLp2XUHnzvs5d+4gX355ebKia1eThx5K5PPPRzFlShQzZng5dqw3itKRMWOKL6q/VeEj1779FurXP1nqWGJiNuvXX9sUto8+0ujYcStRUT6+/bYzGRmpWJbC3Xev5ptvbubAgUYkJZ2je/fv8XhUliwZwowZkbtoryQRhAihwMrgQEkyITo6WhquQggRQg6HA1VVMU0Ty7Kw2Wwh3atcCCHKoqrw2muwZk0a+/cPYO5cD7fd1oT/+7870PUkOneu/E5pvXom9evHcvJkIo0aneKBB/5F06bZZGfHU6dOHK1awZgxGqtX90TTLIYOXUNCQgH79jWmXr0W3HZb2es2dOvmY948L8nJJqoKU6bAU0/561NZbeI9ezRWrMile/ftFBfbyMzsgder0r//Bt59N5vs7OC7ws884yU7uxeLF/ejR4/m/PrXtVm8eCBffZXGr35lkZNzYb2H4mI7UVHOkI9kCaXwGustRA1gs9nCbpqFEELUJIqiSNJACBGWYmMt/vAHUFUfqgrDh5sMHgx2e2imYakqTJ3q48EHb+PnP/9XyfHly1OYN8+HzQa9epn8+c8N8XhU7HZ/R3n37rY895yFosDGjSoNGvi3T/R6YckSGyNHerk0P1DZbeI2bXw0bZrIDz80Ze/eTjz6aDTvvRdP8+b76d8/gXr1zgV9LVWFyZN97NmTRLt2/nUbJk6sxfffw8qVR+jXbysej0pubhzJyXl07bqc8eMHMXt2ZCYSZCSCEEIIIYQQQoQJm83faQ0I5dq0lgXp6RoDBqwpdTwl5SumTlVxu2HcOIWUlGXY7SZ5ef55H0OHrmL27AI++cTGhx9mkZ7u4scfVSZMUFm3bhevvVb2egmVSVFg3DgftWt3Iz3dTrduXsaNc9KkSSdeeMFxzddTVUoSCABNmpi0aAH5+bVxuzUyMgZz8OAgDhxoTH5+HZKTI3ekcVCpH13XhwN/ADTgPcMwZl7y/Wjgz0A34BTwM8MwDlZsUYWoGoE9xIuLi7HZbGG1VZkQQtQEgW0Zi4qKcLvd2O12mQYmhIh4lgUrV9pITfXfxT96VOXsWYuf/KTyeuMnTqgcPnyOrl2zOXkynhUrBpCauoaGDU+xcWMeu3bF4PP5Rxzs29eE/ft7Eh19hH791gMWH37o45e//AavV2XGjAH07LmF+vXP8NVXdlaubMXAgeVvU1mRFAUee+zCczZvbtK8ecVdv107k6efjmPGjDt55RUfTZp4mD27G4oCL74YubuvlTsSQdd1DZgDjAA6APfrut7hktMeAU4bhtEG+B0wq6ILKkRVcLvduFyukq2/XC4X7sAmsEIIISqdZVkUFRXh8/lK9hAvKiqSHRaEEBHNsuDVVzWWLNnP1Kkahw+rpKcXMWdOPlu3Vt5g8oYNTR57LJaFC1PZtSuFefNMDh7sz+efp3DvvQ5atzZJTy9m3bpUiotv5fe/d3P77Q34+OM7efbZWjz+uMLatV2x201GjVpJ/fpnOHSoPk5nS1JTQ5tACJV27Uzmz/fQtKl/d48XXjB5/nnzsukbkSSYkQg9gb2GYewH0HX9I2A0sOOic0YDk8///1PgTV3XFcMw5BNeVFuWZeH1ekuNPNA0Da/XK3fBhBAiRNxuN4qilMTcwL8ej0d2thFCRKyFC20UFOyif/+dHDp0gmnTOjFs2Eo0zWT69NF89BGV1knt2dOkYcM6NGzoXwNh6lQve/ZE06KF/856dLTF668Xn18Q0UlKiklKiv9nW7aETz5pjsezFbvdf/62bZ2YONGK6E51TRNMGqsxcPiix0fOHyvzHMMwvEAekFgRBRSiqlztLpfcARNCiNAoa99wRVEu2y5XCCEiyfDhXoqK2pKVFU+zZlmMGrUCu93km2+68stfVl4CIaBpU38CAUBRLJo1K3sUQentcmH8eJV+/TKx230UFfkXcxg2bCXTp7s4elSW44sUIV0iXtf1x4DHAAzDICkpqVKfz2azVfpzVDapQ9UxTZOCggI0TUPTNBISEgD/GgmxsbGoavULhNX1vbhYJNShqoUyFkfC+xUJdYDqW4+ioiJM00RRlJJYbFkWqqrirIqN3G9QdX0fLhYJdahq0ia+djWxDhMnWkya1JXhw1cAUFRkJy+vLQ884AzpXf0rtYlN0yQmJqakTez1gseTj8Ph4vDhZL7/PpW6dffRo8cGoqM92GwNSEoKj/ZzTfx9qtDnDuKco0DTix43OX+srHOO6LpuA+rgX2CxFMMw5gJzzz+0cnJyrrnA1yIpKYnKfo7KJnWoWi6XC9M0SUpKIjc3F9M0UVWV4uLiqi7adanO70VAZdehUaNGlXbtcBHKWCy/c+GjutbD5/NRXFyMqqokJCSUxGKHw0FBQUFVF++aVdf34WKhqEOkx2JpE1+7mlaHI0dUpk0rYujQlQB4PBpOp4eOHTN5+uk+vPyyL6SJhMAaYYmJiSVxWNM0XC5XqfOmTVN48cWhJCcrvPFGAUuWNGLevNFMmGCRnJxLuLyFNe336XpcLQ4Hk0RYD7TVdb0l/mTBfcADl5yzAPgFsBb4KbBC1kMQkSA6OhqPx1OysKLNZsMeyn12hBCihtM0rSQWB6YwREdHV8vRYEIIEayTJyEm5iw2m8nXX3fl5Mnm9OuXSXx8Ptu3h76bFWybODbWYs4cf/kUBYYPNxk2rPKnX4jQKvcT+PwaB08CS4Cd/kPG97quT9V1/c7zp70PJOq6vhd4DhhXWQUWIpQURSEqKorY2FicTidRUVGyoKIQQoSYpmk4HA5q1aqFw+GQrXaFEBGvWzeT0aPr8+GHo0hJacqf/uRh584BrFmTxuuvh36RwmtpEytK6aSBNJ0jT1BrIhiGsQhYdMmxly/6vwu4t2KLJoQQQgghhBDhKzdXZdw4jaee8nHzzSYffaSycye8/LLJjeY7Bwww6d0boqL8uxzMmmVimpQseChEVZGxgEIIIYQQQghxjXJzFSZO9JKW9jlz5+bx2mtR7NmzlyZNvuKllzQqYhOZi3eyVVVJIIjwIEkEIYQQQgghhLhGWVkKdvtZHA4PaWmriI1dTZcuO6hb9yw5OV7c7qouoRCVQ5IIQgghhBBCCHGNfvITk1/8IoFVq/qiqtCsWQ6mqZCRkcbMmRoOR+WXweuF/PwLiw6cPq1gyfL2Fcrlgj//2V4ysmTtWpWtW8O3G/2Pf6j8539qZGerFBYqPPmkyltvVexaQuFbeyGEEEIIIYQIY7t3W9Spc6bksaJYREcXcOxY5T+31wsTJ6o8/7yXo0dVtmxRefZZN7Nna5JIqCAuF4wdq3Ds2CYmT1ZZtUrjH/84ybx5uWzaFH5d6X//W2Xr1gPcccdCXnrJw29+Y9Gnz1IKC7fxpz9VXHnDr+ZCCCGEEEIIEebWr7exfv0xunTZgctl55tvbgYgLW0Vs2Z5KSryjxB4912VOXP83a6cHJUxY+wcOHDj3bDJkzVuumk1I0cuIT3dxbx5p7nnniXYbBsr/M5zTfXXv9pp2nQLnTr9SKNGX7NkyWFSUtYxcOAa/ud/wq8rbVmBRJaXoUMzGDAggzp1igCrQhNL4VdzIYQQQgghhAhzt97qRdMacfhwEsuWpZGS0prly/vzww9tGDDAhtNp8c47GqdPb6e4eAuTJhUzaZKHgQMX8tprhRw8eGNdsb59LQ4caIndbnL77RmkpX2JZcH+/a3o31+GIlSEhx/2cOpUV06cqEuTJjn07bsJn09hyZJBTJlSAStnVrC77jJp06YN27e3JirKR0yMm8OH6+Hz3cqYMRVXXkkiCCGEEEIIIcQ1stth+nSTvLzbmD7dRlqal4ceSqRBgw48+qi/w7Zjh0WjRie46aZDOBzLGDJkKbGxburVO8mOHTf2/CNHmtSv35L9+xuWHNuwoQMjRiTSuXP4dXCrI02DYcNg//4WJcfy82OIiYmjZcvwe40LCxXWrfPRtOmF+TT165/m4EEX2dkynUGIUo4dU9m0yc7p00r5JwshhBBCCFEB7HYYN85DQoK/Q9mtm4//+I8LnctZs0zWrRtMQUE0TZpk43B42br1J3Ts2IqRI2+sE7pli8q+fTm0bHm85FiXLrtYsKCAo0elm1cRvv5aZeHCE/TtuxmfTyE/30ndugW0afMVr7wSfq/xzJk2OndeTZ06Reza1ZwtWzoQHe0lNXUFL71UcVNcZKdRUa3l5qpMn24SFXWEOnVyyM5uTHx8PcaONbHbq7p0QgghhBCiJissVPF4PNhsvpJjMTGFHD9+lR8K0vvvq/Tp8y2WBZmZ/YmJKaB378107ryR+fMHMHFi+N0pr25sNjBNtWQKQ1RUHJ06rcKyNLQwXHbiuee8TJjQj4YN95CQ0IHmzS3WrbORk5PMhAm+8i8QJEkiiGrLsmDyZB+33ZaB0+k5f/QQ2dl1eP31FMaPl8AphBBCCCGqzosvKowcuZToaC87d7ahYcNjtG17iG3bovjoo07cd5/3uq89Y4aPsWOHYFnneOyx2hw7lsDixU5iYpKYNs1T/gWqgZUrVbxeGDLExOOBN96w8/jjXmJjQ7PmQ8+eJj5ffd58czRTp5q0aOHl5Zdvw+kkLJM08fEW06drLF3agXvv9ScN4uJa0L49NGtWceWVJIKotjZv1khO3nFRAsGvXr08tm/P5dy5utSqJYvKCCGEEEKIqjF6tMWGDR2x27107NiZVavOcsstqzl8+CaeeOLG7gzXqmXx6qsKWVm1adnS5NZboWXLerRt68MWxr08txsUhZJRw4WFCjExl7fZly9Xycg4jqb5cLmakplp0aLF14wd24NZs5SQJRL69PHRp8+Fx9OmhV/y4GLx8VZJAgFg2LCKL2/4TeQQIkg7dig0anSizO/VrZvF0aNhOMZICCGEEELUGKNHm/Tq1ZxOnVrz+ONRzJplcfjwIKZP16hb98Y7wbGxVqkF/tq3D+8EQmGhwnPPKbzwgoLLBUuXajz6qI/PPru8Wzp/vkrv3hvp23cTGzfu5eabV9Ky5UkaN97OP/8p7fyqJEkEUW21bAnZ2Yllfi8vL4Hk5Iqb9yOEEEIIIcT1GDXK5O67/R19pxOmTPFUSAKhOnrxRYU+fZbRvftynnhCY8WKI9x//yLWrj1CZmbprumMGSYZGUPweFS6dfuepKR8Dh5sgGV15uc/v/5pIOLGSRJBVFt9+3o5eLADXm/pX+P8fCcORz3i42tmcBZCCCGEEOJGmCZ89pkN63xzetculR07bnwXtDZtFLKz61G3biF33bWAfv024vWqnDmTSOvWpc+tX98kKsqJyxVVciw7uz5dulgosiFblQrjwS5CXJ2iwLhxNmbNGk7jxrtJSMjl2LEmFBU1Z/Lkqi6dEEIIIYQQ1Y9pwksvaWjaD2ze3I577rF4++18VNWiVq14mjW7/ms/+6yPp5/uTv36WdSu7QJg6dJ+PPtsDM2alR5FPGGCSpcumcTFuTh5sjYJCefo0WMbq1fbcTobk5oa3msTRDJJIohqrVkzkzffVNm0qRNHjsCQIRZt2sg0BiGEEEIIIa7Hxx/biY3dyi237OfQodPMnduWoUO/AmDChHv461+v/9pLl2rExv5YkkAA6N17I2++OZhZs8DhuHBugwYKeXlxnDsXw4kTfdiwoYC0tOWcPRtHcvL1l0HcOJnOIKo9RYFu3byMHu2VBIIQQgghhBA34N57PZw+3YmsrDo0a3aStLSvUBTIzOzHSy/F3NC158+H3r034fWqLFw4iL17m1G3biFJSTtZsKD0/e3nn/fh9XajoKAnr7ziYeJEBwsW3Ml//Vdt2reXUQhVSZIIQgghhBBCCCEAsNngoYdg27YOJcfOnnVimvXp2/fGdkV45RWLJUsGkZExmPHja2FZXVi5sit2e0fuvbf0YomKAs8/bzJ2rImiQJMmJvPne+jQQRIIVU2SCEIIIYQQQghRyVwueOYZlenTNSwLVq9Wuf9+jR07wqtLtnOnwty5+QwatBbLgqIiO7VrF9Gu3deMG1d4Q9du1cpk/PhYJk500qyZybPP+rj33maMHeuTxRKrkfD6jRVCCCGEEEKICOPzwRNPnKVr1+XUrr2Op5+O4rPPTnL//Qt466189uwJn25ZXh44nUUoCqxY0Y/ly28nK6sOMTFFnDlz46MAmjY1adz4wnV69fJKAqGakYUVhRBCCCGEEKISKYp/moBparRocYLExEXUquXCNBUsS0PTwmdr8t69LYqLk5kzZzQvvGDRtauX8eNTsCx4991a5OW5yr+IiGiSRBBCCCGEEEKISqSq8NZbcej6IEaM+Iy4uMD2hgN49tlYWrUKr3n+KSkmAwZQMkLg1Vf95bPbq7BQImwollVlWa/wSbcJIURpNWlQncRiIUS4qimxWOKwECJclRmHq3LyjVLZX7qubwzF80gdpA7V5SsS6hGiOtQkkfB+SR1qSD2kDuHxFcI61BSR9J5JHaQO1eIrEupRlW3i8FnBQwghhBBCCCGEEGFNkghCCCGEEEIIIYQISqQnEeZWdQEqgNQhPERCHSAy6hEJdahJIuH9ioQ6QGTUQ+oQHiKhDjVNJLxnUofwEAl1gMioR5XVoSoXVhRCCCGEEEIIIUQ1EukjEYQQQgghhBBCCFFBbFVdgBul6/pw4A+ABrxnGMbMS74fDfwZ6AacAn5mGMbBUJezPEHU4zngV4AXyAZ+aRjGjyEv6FWUV4eLzrsH+BToYRjGhhAWsVzB1EHXdR2YjH9Lpq2GYTwQ0kKWI4jfpWbAB0D8+XPGGYaxKNTlvBpd1/8XGAVkGYbRqYzvK/jrOBIoBP7TMIxNoS2luFgkxGKJw+FDYnF4kFhcvURCHAaJxeFC4nB4CNc4XK1HIui6rgFzgBFAB+B+Xdc7XHLaI8BpwzDaAL8DZoW2lOULsh6bge6GYdyCP9i8GtpSXl2QdUDX9Tjgv4F1oS1h+YKpg67rbYHxQD/DMDoCz4S6nFcT5PswCTAMw+gC3Ae8FdpSBmU+MPwq3x8BtD3/9RjwdgjKJK4gEmKxxOHwIbE4rMxHYnG1EAlxGCQWhwuJw2FlPmEYh6t1EgHoCew1DGO/YRhu4CNg9CXnjMafYQJ/oBl8PmMTTsqth2EYmYZhFJ5/+A3QJMRlLE8w7wXAK/g/tFyhLFyQgqnDo8AcwzBOAxiGkRXiMpYnmDpYQO3z/68DHAth+YJiGMZqIPcqp4wG/mwYhmUYxjdAvK7rDUNTOlGGSIjFEofDh8TiMCGxuFqJhDgMEovDhcThMBGucbi6JxEaA4cvenzk/LEyzzEMwwvkAYkhKV3wgqnHxR4BFldqia5duXXQdb0r0NQwjIWhLNg1COZ9uAm4Sdf1Nbquf3N+mFQ4CaYOk4EHdV0/AiwCngpN0SrUtf7NiMoVCbFY4nD4kFhcfUgsDh+REIdBYnG4kDhcfVRJHK7uSYQaR9f1B4HuwGtVXZZroeu6CvwP8HxVl+UG2fAPF0oF7gfe1XU9vioLdB3uB+YbhtEE//ypv5x/f4QQQZA4HBYkFgtRw0ksrnISh2uw6v4iHQWaXvS4yfljZZ6j67oN/1CVUyEpXfCCqQe6rg8BJgJ3GoZRHKKyBau8OsQBnYCVuq4fBHoDC3Rd7x6yEpYvmPfhCLDAMAyPYRgHgN34A2i4CKYOjwAGgGEYawEHkBSS0lWcoP5mRMhEQiyWOBw+JBZXHxKLw0ckxGGQWBwuJA5XH1USh6v77gzrgba6rrfE/2LdB1y6KugC4BfAWuCnwArDMKyQlrJ85dZD1/UuwJ+A4WE45wjKqYNhGHlc9Eep6/pK4IUwW4k2mN+nf+HPWs7TdT0J/1Cu/aEsZDmCqcMhYDAwX9f19vgDZnZIS3njFgBP6rr+EdALyDMM43gVl6kmi4RYLHE4fEgsrj4kFoePSIjDILE4XEgcrj6qJA5X65EI5+dzPQksAXb6Dxnf67o+Vdf1O8+f9j6QqOv6XuA5YFzVlPbKgqzHa0At4BNd17four6giopbpiDrENaCrMMS4JSu6zuATOBFwzDCJosfZB2eBx7VdX0r8Df8W8GEVSNC1/W/4W/ktNN1/Yiu64/ouj5G1/Ux509ZhP+Dai/wLvBfVVRUQWTEYonD4UNicfiQWFx9REIcBonF4ULicPgI1zisWFZYvU5CCCGEEEIIIYQIU9V6JIIQQgghhBBCCCFCR5IIQgghhBBCCCGECIokEYQQQgghhBBCCBEUSSIIIYQQQgghhBAiKJJEEEIIIYQQQgghRFAkiSCEEEIIIYQQQoigSBJBCCGEEEIIIYQQQZEkghBCCCGEEEIIIYLy/wEmznDQFFNOpgAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(1, 3, figsize=(18, 6), sharex=True, sharey=True)\n", + "\n", + "axs[0].set_xlim(-0.1, 1.1)\n", + "axs[0].set_ylim(-0.1, 1.1)\n", + "\n", + "\n", + "# Scatter the data\n", + "axs[0].scatter(\n", + " moons_X[:, 0], moons_X[:, 1],\n", + " cmap=plt.cm.Set1, c=moons_y, alpha=0.1)\n", + "axs[1].scatter(\n", + " moons_X[:, 0], moons_X[:, 1],\n", + " cmap=plt.cm.Set1, c=moons_y, alpha=0.1)\n", + "axs[2].scatter(\n", + " moons_X[:, 0], moons_X[:, 1],\n", + " cmap=plt.cm.Set1, c=moons_y, alpha=0.1)\n", + "\n", + "# Mean\n", + "axs[0].set_title('Mean Point')\n", + "axs[0].scatter(\n", + " moons_normal_sample_mean[:, 0], moons_normal_sample_mean[:, 1],\n", + " marker='o', cmap=plt.cm.Set1, c=moons_normal_sample_mean_crisp,\n", + " edgecolors='b', s=50)\n", + "axs[0].scatter(\n", + " moons_mean_point[0], moons_mean_point[1],\n", + " marker='o', c='b', s=600, label='Mean Point')\n", + "\n", + "# Close\n", + "axs[1].set_title('Close Point')\n", + "axs[1].scatter(\n", + " moons_normal_sample_close[:, 0], moons_normal_sample_close[:, 1],\n", + " marker='*', cmap=plt.cm.Set1, c=moons_normal_sample_close_crisp,\n", + " edgecolors='b', s=100)\n", + "axs[1].scatter(\n", + " moons_boundary_point[0], moons_boundary_point[1],\n", + " marker='*', c='b', s=600, label='Boundary Point')\n", + "\n", + "# Far\n", + "axs[2].set_title('Far Point')\n", + "axs[2].scatter(\n", + " moons_normal_sample_far[:, 0], moons_normal_sample_far[:, 1],\n", + " marker='X', cmap=plt.cm.Set1, c=moons_normal_sample_far_crisp,\n", + " edgecolors='b', s=50)\n", + "axs[2].scatter(\n", + " moons_far_point[0], moons_far_point[1],\n", + " marker='X', c='b', s=600, label='Far Point')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "fvsQhYFbAecp" + }, + "source": [ + "#### Truncated Normal Sampling ####\n", + "*Truncated Normal Sampling* is accessible via the\n", + "[fatf.data.utils.augmentation.TruncatedNormalSampling](https://fat-forensics.org/generated/fatf.utils.data.augmentation.TruncatedNormalSampling.html)\n", + "class.\n", + "\n", + "This sampler is the same as `fatf.data.utils.augmentation.NormalSampling`,\n", + "except for the sampled values being truncated at the minimum and maximum of\n", + "each feature -- these cut off points are computed based on the data set used\n", + "to initialise this class.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "colab": {}, + "colab_type": "code", + "executionInfo": { + "elapsed": 641, + "status": "ok", + "timestamp": 1598718093504, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "BU0Kma45Ae5c" + }, + "outputs": [], + "source": [ + "moons_truncated_sampler = fatf_augmentation.TruncatedNormalSampling(\n", + " moons_X_test)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "F7mBwc-wBjtJ" + }, + "source": [ + "Let's see how it works for the *mean* instance." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "colab": {}, + "colab_type": "code", + "executionInfo": { + "elapsed": 698, + "status": "ok", + "timestamp": 1598724532388, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "P5tgKDoIAe3t" + }, + "outputs": [], + "source": [ + "moons_truncated_sample_mean = moons_truncated_sampler.sample(\n", + " moons_mean_point,\n", + " samples_number=moons_samples_number)\n", + "\n", + "moons_truncated_sample_mean_crisp = clf_moons_crisp.predict(\n", + " moons_truncated_sample_mean)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "GXi7OjeAD3EV" + }, + "source": [ + "Now, the *boundary* instance." + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "colab": {}, + "colab_type": "code", + "executionInfo": { + "elapsed": 890, + "status": "ok", + "timestamp": 1598724640045, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "TTtcsVkDBnhA" + }, + "outputs": [], + "source": [ + "moons_truncated_sample_close = moons_truncated_sampler.sample(\n", + " moons_boundary_point,\n", + " samples_number=moons_samples_number)\n", + "\n", + "moons_truncated_sample_close_crisp = clf_moons_crisp.predict(\n", + " moons_truncated_sample_close)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "r35TcLhbD9Y6" + }, + "source": [ + "And the *far* instance." + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "colab": {}, + "colab_type": "code", + "executionInfo": { + "elapsed": 649, + "status": "ok", + "timestamp": 1598724751867, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "nC19VIA1Aey5" + }, + "outputs": [], + "source": [ + "moons_truncated_sample_far = moons_truncated_sampler.sample(\n", + " moons_far_point,\n", + " samples_number=moons_samples_number)\n", + "\n", + "moons_truncated_sample_far_crisp = clf_moons_crisp.predict(\n", + " moons_truncated_sample_far)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now, let's visualise these three samples side by side." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(1, 3, figsize=(18, 6), sharex=True, sharey=True)\n", + "\n", + "axs[0].set_xlim(-0.1, 1.1)\n", + "axs[0].set_ylim(-0.1, 1.1)\n", + "\n", + "\n", + "# Scatter the data\n", + "axs[0].scatter(\n", + " moons_X[:, 0], moons_X[:, 1],\n", + " cmap=plt.cm.Set1, c=moons_y, alpha=0.1)\n", + "axs[1].scatter(\n", + " moons_X[:, 0], moons_X[:, 1],\n", + " cmap=plt.cm.Set1, c=moons_y, alpha=0.1)\n", + "axs[2].scatter(\n", + " moons_X[:, 0], moons_X[:, 1],\n", + " cmap=plt.cm.Set1, c=moons_y, alpha=0.1)\n", + "\n", + "# Mean\n", + "axs[0].set_title('Mean Point')\n", + "axs[0].scatter(\n", + " moons_truncated_sample_mean[:, 0], moons_truncated_sample_mean[:, 1],\n", + " marker='o', cmap=plt.cm.Set1, c=moons_truncated_sample_mean_crisp,\n", + " edgecolors='b', s=50)\n", + "axs[0].scatter(\n", + " moons_mean_point[0], moons_mean_point[1],\n", + " marker='o', c='b', s=600, label='Mean Point')\n", + "\n", + "# Close\n", + "axs[1].set_title('Close Point')\n", + "axs[1].scatter(\n", + " moons_truncated_sample_close[:, 0], moons_truncated_sample_close[:, 1],\n", + " marker='*', cmap=plt.cm.Set1, c=moons_truncated_sample_close_crisp,\n", + " edgecolors='b', s=100)\n", + "axs[1].scatter(\n", + " moons_boundary_point[0], moons_boundary_point[1],\n", + " marker='*', c='b', s=600, label='Boundary Point')\n", + "\n", + "# Far\n", + "axs[2].set_title('Far Point')\n", + "axs[2].scatter(\n", + " moons_truncated_sample_far[:, 0], moons_truncated_sample_far[:, 1],\n", + " marker='X', cmap=plt.cm.Set1, c=moons_truncated_sample_far_crisp,\n", + " edgecolors='b', s=50)\n", + "axs[2].scatter(\n", + " moons_far_point[0], moons_far_point[1],\n", + " marker='X', c='b', s=600, label='Far Point')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "LWswuzrPbPvG" + }, + "source": [ + "#### Mixup Sampling ####\n", + "*Mixup Sampling* is accessible via the\n", + "[fatf.data.utils.augmentation.Mixup](https://fat-forensics.org/generated/fatf.utils.data.augmentation.Mixup.html)\n", + "class.\n", + "\n", + "For a specific data point, this sampler first selects instances at random from\n", + "the data set that was used to initialise the sampler.\n", + "Then, it draws (*numeric*) samples from a Beta distribution and uses them to\n", + "compose new *data* samples according to the convex combination of these samples\n", + "and the instances randomly sampled from the data set.\n", + "Given points $x_i$, $x_j$ and their labels $y_i$, $y_j$ drawn at random from the\n", + "initialisation data set, and $\\lambda$ drawn from a Beta distribution,\n", + "a new data point is created as follows:\n", + "\n", + "\\begin{align}\n", + "\\tilde{x} &= \\lambda x_i + (1-\\lambda)x_j \\\\\n", + "\\tilde{y} &= \\lambda y_i + (1-\\lambda)y_j\n", + "\\end{align}" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "colab": {}, + "colab_type": "code", + "executionInfo": { + "elapsed": 1211, + "status": "ok", + "timestamp": 1598725672481, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "QB-OG5IWbXaC" + }, + "outputs": [], + "source": [ + "moons_mixup_sampler = fatf_augmentation.Mixup(\n", + " moons_X_test, moons_y_test)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "ZDDRtQLvekhi" + }, + "source": [ + "Let's see how it works for the *mean* instance." + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "colab": {}, + "colab_type": "code", + "executionInfo": { + "elapsed": 852, + "status": "ok", + "timestamp": 1598725782595, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "_FJcJjEBbXYC" + }, + "outputs": [], + "source": [ + "moons_mixup_sample_mean = moons_mixup_sampler.sample(\n", + " moons_mean_point,\n", + " samples_number=moons_samples_number)\n", + "\n", + "moons_mixup_sample_mean_crisp = clf_moons_crisp.predict(\n", + " moons_mixup_sample_mean)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "zmbX9DejfJSy" + }, + "source": [ + "Now, the *boundary* instance." + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "colab": {}, + "colab_type": "code", + "executionInfo": { + "elapsed": 753, + "status": "ok", + "timestamp": 1598727359913, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "duMu9-5HbXTW" + }, + "outputs": [], + "source": [ + "moons_mixup_sample_close = moons_mixup_sampler.sample(\n", + " moons_boundary_point,\n", + " samples_number=moons_samples_number)\n", + "\n", + "moons_mixup_sample_close_crisp = clf_moons_crisp.predict(\n", + " moons_mixup_sample_close)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "HeCplaj1lOeb" + }, + "source": [ + "And the *far* instance." + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "colab": {}, + "colab_type": "code", + "executionInfo": { + "elapsed": 608, + "status": "ok", + "timestamp": 1598727483769, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "TD_8dyH7k5Q6" + }, + "outputs": [], + "source": [ + "moons_mixup_sample_far = moons_mixup_sampler.sample(\n", + " moons_far_point,\n", + " samples_number=moons_samples_number)\n", + "\n", + "moons_mixup_sample_far_crisp = clf_moons_crisp.predict(\n", + " moons_mixup_sample_far)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now, let's visualise these three samples side by side." + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(1, 3, figsize=(18, 6), sharex=True, sharey=True)\n", + "\n", + "axs[0].set_xlim(-0.1, 1.1)\n", + "axs[0].set_ylim(-0.1, 1.1)\n", + "\n", + "\n", + "# Scatter the data\n", + "axs[0].scatter(\n", + " moons_X[:, 0], moons_X[:, 1],\n", + " cmap=plt.cm.Set1, c=moons_y, alpha=0.1)\n", + "axs[1].scatter(\n", + " moons_X[:, 0], moons_X[:, 1],\n", + " cmap=plt.cm.Set1, c=moons_y, alpha=0.1)\n", + "axs[2].scatter(\n", + " moons_X[:, 0], moons_X[:, 1],\n", + " cmap=plt.cm.Set1, c=moons_y, alpha=0.1)\n", + "\n", + "# Mean\n", + "axs[0].set_title('Mean Point')\n", + "axs[0].scatter(\n", + " moons_mixup_sample_mean[:, 0], moons_mixup_sample_mean[:, 1],\n", + " marker='o', cmap=plt.cm.Set1, c=moons_mixup_sample_mean_crisp,\n", + " edgecolors='b', s=50)\n", + "axs[0].scatter(\n", + " moons_mean_point[0], moons_mean_point[1],\n", + " marker='o', c='b', s=600, label='Mean Point')\n", + "\n", + "# Close\n", + "axs[1].set_title('Close Point')\n", + "axs[1].scatter(\n", + " moons_mixup_sample_close[:, 0], moons_mixup_sample_close[:, 1],\n", + " marker='*', cmap=plt.cm.Set1, c=moons_mixup_sample_close_crisp,\n", + " edgecolors='b', s=100)\n", + "axs[1].scatter(\n", + " moons_boundary_point[0], moons_boundary_point[1],\n", + " marker='*', c='b', s=600, label='Boundary Point')\n", + "\n", + "# Far\n", + "axs[2].set_title('Far Point')\n", + "axs[2].scatter(\n", + " moons_mixup_sample_far[:, 0], moons_mixup_sample_far[:, 1],\n", + " marker='X', cmap=plt.cm.Set1, c=moons_mixup_sample_far_crisp,\n", + " edgecolors='b', s=50)\n", + "axs[2].scatter(\n", + " moons_far_point[0], moons_far_point[1],\n", + " marker='X', c='b', s=600, label='Far Point')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "WntFcZsGmFvF" + }, + "source": [ + "#### Normal Class Discovery ####\n", + "Sampling with *Normal Class Discovery* is available via the\n", + "[fatf.data.utils.augmentation.NormalClassDiscovery](https://fat-forensics.org/generated/fatf.utils.data.augmentation.NormalClassDiscovery.html)\n", + "class.\n", + "\n", + "This sampler ensures that the generated sample has at least a predefined\n", + "proportion (`class_proportion_threshold` parameter) of every possible class.\n", + "For a specific data point, it samples with a normal distribution centred around\n", + "this point, incrementally increasing the standard deviation of the sample until\n", + "its class proportion (assigned by the predictive function) satisfies\n", + "the user-specified requirement.\n", + "Next, one of the data points found to be in another class is used as the centre\n", + "of the normal distribution sampling to discover another class.\n", + "These steps are repeated until all of the classes (in the predefined\n", + "proportion) are present in the sample." + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": { + "colab": {}, + "colab_type": "code", + "executionInfo": { + "elapsed": 506, + "status": "ok", + "timestamp": 1598728820990, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "3r5DWgMzoMZq" + }, + "outputs": [], + "source": [ + "moons_discovery_sampler = fatf_augmentation.NormalClassDiscovery(\n", + " moons_X_test,\n", + " clf_moons_crisp.predict,\n", + " classes_number=2,\n", + " class_proportion_threshold=0.05,\n", + " standard_deviation_init=0.1,\n", + " standard_deviation_increment=0.1)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "jScAjqQkqLs2" + }, + "source": [ + "Let's see how it works for the *mean* instance." + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": { + "colab": {}, + "colab_type": "code", + "executionInfo": { + "elapsed": 501, + "status": "ok", + "timestamp": 1598728859044, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "obmc6TdyoMiH" + }, + "outputs": [], + "source": [ + "moons_discovery_sample_mean = moons_discovery_sampler.sample(\n", + " moons_mean_point,\n", + " samples_number=moons_samples_number)\n", + "\n", + "moons_discovery_sample_mean_crisp = clf_moons_crisp.predict(\n", + " moons_discovery_sample_mean)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "5LB-D1MWq4o8" + }, + "source": [ + "Now, the *boundary* instance." + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": { + "colab": {}, + "colab_type": "code", + "executionInfo": { + "elapsed": 854, + "status": "ok", + "timestamp": 1598728950696, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "BHWj8J21oMU0" + }, + "outputs": [], + "source": [ + "moons_discovery_sample_close = moons_discovery_sampler.sample(\n", + " moons_boundary_point,\n", + " samples_number=moons_samples_number)\n", + "\n", + "moons_discovery_sample_close_crisp = clf_moons_crisp.predict(\n", + " moons_discovery_sample_close)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "q5b7kutOrKtg" + }, + "source": [ + "And the *far* instance." + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": { + "colab": {}, + "colab_type": "code", + "executionInfo": { + "elapsed": 654, + "status": "ok", + "timestamp": 1598729024095, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "7VzQ5yoFoMP5" + }, + "outputs": [], + "source": [ + "moons_discovery_sample_far = moons_discovery_sampler.sample(\n", + " moons_far_point,\n", + " samples_number=moons_samples_number)\n", + "\n", + "moons_discovery_sample_far_crisp = clf_moons_crisp.predict(\n", + " moons_discovery_sample_far)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now, let's visualise these three samples side by side." + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(1, 3, figsize=(18, 6), sharex=True, sharey=True)\n", + "\n", + "axs[0].set_xlim(-0.1, 1.1)\n", + "axs[0].set_ylim(-0.1, 1.1)\n", + "\n", + "\n", + "# Scatter the data\n", + "axs[0].scatter(\n", + " moons_X[:, 0], moons_X[:, 1],\n", + " cmap=plt.cm.Set1, c=moons_y, alpha=0.1)\n", + "axs[1].scatter(\n", + " moons_X[:, 0], moons_X[:, 1],\n", + " cmap=plt.cm.Set1, c=moons_y, alpha=0.1)\n", + "axs[2].scatter(\n", + " moons_X[:, 0], moons_X[:, 1],\n", + " cmap=plt.cm.Set1, c=moons_y, alpha=0.1)\n", + "\n", + "# Mean\n", + "axs[0].set_title('Mean Point')\n", + "axs[0].scatter(\n", + " moons_discovery_sample_mean[:, 0], moons_discovery_sample_mean[:, 1],\n", + " marker='o', cmap=plt.cm.Set1, c=moons_discovery_sample_mean_crisp,\n", + " edgecolors='b', s=50)\n", + "axs[0].scatter(\n", + " moons_mean_point[0], moons_mean_point[1],\n", + " marker='o', c='b', s=600, label='Mean Point')\n", + "\n", + "# Close\n", + "axs[1].set_title('Close Point')\n", + "axs[1].scatter(\n", + " moons_discovery_sample_close[:, 0], moons_discovery_sample_close[:, 1],\n", + " marker='*', cmap=plt.cm.Set1, c=moons_discovery_sample_close_crisp,\n", + " edgecolors='b', s=100)\n", + "axs[1].scatter(\n", + " moons_boundary_point[0], moons_boundary_point[1],\n", + " marker='*', c='b', s=600, label='Boundary Point')\n", + "\n", + "# Far\n", + "axs[2].set_title('Far Point')\n", + "axs[2].scatter(\n", + " moons_discovery_sample_far[:, 0], moons_discovery_sample_far[:, 1],\n", + " marker='X', cmap=plt.cm.Set1, c=moons_discovery_sample_far_crisp,\n", + " edgecolors='b', s=50)\n", + "axs[2].scatter(\n", + " moons_far_point[0], moons_far_point[1],\n", + " marker='X', c='b', s=600, label='Far Point')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "kL5Z0heOoQT0" + }, + "source": [ + "#### Samplers Comparison ####\n", + "To facilitate easier comparison of the samplers, let's plot all of our results\n", + "within a single figure." + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": { + "colab": {}, + "colab_type": "code", + "executionInfo": { + "elapsed": 878, + "status": "ok", + "timestamp": 1598729480310, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "ByR0A__W9vl8" + }, + "outputs": [], + "source": [ + "samplers_names = [\n", + " 'Normal',\n", + " 'Truncated',\n", + " 'Mixup',\n", + " 'Discovery'\n", + "]\n", + "\n", + "moons_samplers = [\n", + " [(moons_normal_sample_mean, moons_normal_sample_mean_crisp),\n", + " (moons_normal_sample_close, moons_normal_sample_close_crisp),\n", + " (moons_normal_sample_far, moons_normal_sample_far_crisp)],\n", + " [(moons_truncated_sample_mean, moons_truncated_sample_mean_crisp),\n", + " (moons_truncated_sample_close, moons_truncated_sample_close_crisp),\n", + " (moons_truncated_sample_far, moons_truncated_sample_far_crisp)],\n", + " [(moons_mixup_sample_mean, moons_mixup_sample_mean_crisp),\n", + " (moons_mixup_sample_close, moons_mixup_sample_close_crisp),\n", + " (moons_mixup_sample_far, moons_mixup_sample_far_crisp)],\n", + " [(moons_discovery_sample_mean, moons_discovery_sample_mean_crisp),\n", + " (moons_discovery_sample_close, moons_discovery_sample_close_crisp),\n", + " (moons_discovery_sample_far, moons_discovery_sample_far_crisp)]\n", + "]" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 717 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 4857, + "status": "ok", + "timestamp": 1598730000696, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "KHB1AWQqmFvV", + "outputId": "4a19956b-28cc-454d-ea0b-cdf2b1d80bbd" + }, + "outputs": [ + { + "data": { 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Plot the different samples for mean, close and far data point with the class\n", + "# predicted by the crisp black box.\n", + "\n", + "fig, axs = plt.subplots(3, 4, figsize=(16, 12), sharex=True, sharey=True)\n", + "\n", + "axs[0, 0].set_ylabel('Mean Point', fontsize=18)\n", + "axs[1, 0].set_ylabel('Close Point', fontsize=18)\n", + "axs[2, 0].set_ylabel('Far Point', fontsize=18)\n", + "\n", + "axs[0, 0].set_xlim(-0.1, 1.1)\n", + "axs[0, 0].set_ylim(-0.1, 1.1)\n", + "\n", + "for i, name in enumerate(samplers_names):\n", + " # Formatting the subplot\n", + " axs[0, i].set_title(name)\n", + "\n", + " # Scatter the data\n", + " axs[0, i].scatter(\n", + " moons_X[:, 0], moons_X[:, 1],\n", + " cmap=plt.cm.Set1, c=moons_y, alpha=0.1)\n", + " axs[1, i].scatter(\n", + " moons_X[:, 0], moons_X[:, 1],\n", + " cmap=plt.cm.Set1, c=moons_y, alpha=0.1)\n", + " axs[2, i].scatter(\n", + " moons_X[:, 0], moons_X[:, 1],\n", + " cmap=plt.cm.Set1, c=moons_y, alpha=0.1)\n", + " \n", + " # Mean\n", + " means_X, means_y = moons_samplers[i][0]\n", + " axs[0, i].scatter(\n", + " means_X[:, 0], means_X[:, 1],\n", + " marker='o', cmap=plt.cm.Set1, c=means_y,\n", + " edgecolors='b', s=50)\n", + "\n", + " axs[0, i].scatter(\n", + " moons_mean_point[0], moons_mean_point[1],\n", + " marker='o', c='b', s=600, label='Mean Point')\n", + " \n", + " # Close\n", + " close_X, close_y = moons_samplers[i][1]\n", + " axs[1, i].scatter(\n", + " close_X[:, 0], close_X[:, 1],\n", + " marker='*', cmap=plt.cm.Set1, c=close_y,\n", + " edgecolors='b', s=100)\n", + "\n", + " axs[1, i].scatter(\n", + " moons_boundary_point[0], moons_boundary_point[1],\n", + " marker='*', c='b', s=600, label='Boundary Point')\n", + " \n", + " # Far\n", + " far_X, far_y = moons_samplers[i][2]\n", + " axs[2, i].scatter(\n", + " far_X[:, 0], far_X[:, 1],\n", + " marker='X', cmap=plt.cm.Set1, c=far_y,\n", + " edgecolors='b', s=50)\n", + "\n", + " axs[2, i].scatter(\n", + " moons_far_point[0], moons_far_point[1],\n", + " marker='X', c='b', s=600, label='Far Point')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "eLHjBDSq87Ir" + }, + "source": [ + "### Measuring Sampling Quality ###\n", + "The final plot provides a comprehensive overview of our four sampling\n", + "approaches.\n", + "Diversity of our sample clearly depends on both:\n", + "* the location of the point around which we sample\n", + " (and its nearest black-box decision boundary); and\n", + "* the sampling algorithm itself.\n", + "\n", + "Nonetheless, with a high-quality sampling strategy, the location of the\n", + "instance plays a smaller role -- see the last two columns of the final plot.\n", + "*Mixup* and *Class Discovery* perform better than the *Normal* and\n", + "*Truncated Normal* samplers since they have a built-in advantage: they both work\n", + "with data labels (either ground truth or black-box predictions).\n", + "\n", + "When sampling data locally to build our surrogate explainer, we should **strive\n", + "for diversity of predictions**.\n", + "Having a mixture of different classes is a sign of a nearby decision boundary,\n", + "which ultimately our surrogate tries to approximate.\n", + "With a higher than two number of dimensions, however, we cannot visually\n", + "inspect the diversity of our sample.\n", + "Instead, we can reuse the strategy from building interpretable representations\n", + "(see the *Interpretable Representation* notebook):\n", + "* if the model is probabilistic, we can measure *Mean Squared Error* of the\n", + " black-box predictions for our sampled data to understand their diversity; and\n", + "* if the black box is *crisp*, we can do the same with *Gini Index*.\n", + "\n", + "In both cases we should strive for the highest possible number: 0.5 for Gini\n", + "Index when dealing with **two** classes, and 1.0 for MSE.\n", + "Since thus far we were using the crisp black box for our sampling experiments,\n", + "we will measure Gini Index of our samples." + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 353 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 586, + "status": "ok", + "timestamp": 1598732670128, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "tlmTcZF78-oj", + "outputId": "13817d77-47e1-401f-9a8c-350b77a5fcd1" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "**Normal** sampler:\n", + " -> mean instance <- : 0.480\n", + " -> close instance <- : 0.241\n", + " -> far instance <- : 0.113\n", + "\n", + "**Truncated** sampler:\n", + " -> mean instance <- : 0.491\n", + " -> close instance <- : 0.231\n", + " -> far instance <- : 0.077\n", + "\n", + "**Mixup** sampler:\n", + " -> mean instance <- : 0.489\n", + " -> close instance <- : 0.453\n", + " -> far instance <- : 0.403\n", + "\n", + "**Discovery** sampler:\n", + " -> mean instance <- : 0.500\n", + " -> close instance <- : 0.430\n", + " -> far instance <- : 0.461\n", + "\n" + ] + } + ], + "source": [ + "bullet_format = ' -> {} <- : {:.3f}'\n", + "for i, name in enumerate(samplers_names):\n", + " print('**{}** sampler:'.format(name))\n", + "\n", + " gini_mean = fatf_ecml.gini_index(moons_samplers[i][0][1])\n", + " print(bullet_format.format('mean instance ', gini_mean))\n", + "\n", + " gini_close = fatf_ecml.gini_index(moons_samplers[i][1][1])\n", + " print(bullet_format.format('close instance', gini_close))\n", + "\n", + " gini_far = fatf_ecml.gini_index(moons_samplers[i][2][1])\n", + " print(bullet_format.format('far instance ', gini_far))\n", + "\n", + " print('')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "7dXtaVgl5P2J" + }, + "source": [ + "These numbers confirm our visual findings.\n", + "Both *Mixup* and *Class Discovery* do a good job in finding a diverse\n", + "sample regardless of the sampling location." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "3tT_rgzMmFvX" + }, + "source": [ + "### Sampling from Interpretable Representations ###\n", + "The sampling procedure depends on the type of explained data.\n", + "For *images* and *text*, sampling **must** be performed in the\n", + "**binary interpretable representation** since doing it in the original\n", + "data domain is an ill-defined procedure (see the tutorial slides for more\n", + "details).\n", + "For *tabular data*, however, sampling can be done in **either** a binary\n", + "interpretable representation or the original data domain\n", + "(our experiments so far).\n", + "\n", + "While there are many benefits of sampling in the original domain of tabular\n", + "data (such as controlling for locality and ensuring sample diversity),\n", + "some surrogate explainers (e.g., LIME) choose to sample in an interpretable\n", + "representation regardless of the data type.\n", + "While this procedure would be quite convoluted with a tree-based\n", + "interpretable representation -- or even impossible given that the most\n", + "promising strategy is training the tree on a local sample --\n", + "it is just about feasible for the quartile-based interpretable representation.\n", + "\n", + "In the popular LIME algorithm, for example, sampling is performed in the\n", + "*discretised* space of the quartile-based interpretable representation\n", + "and then transformed into:\n", + "* the **binary representation** for fitting a local surrogate model; and\n", + "* the **original data domain** to predict the sample with a black box.\n", + "\n", + "While sampling directly in the binary domain is possible, doing so would add\n", + "*randomness* to the sample since going from the binary back into the\n", + "discrete domain requires choosing a hyper-rectangle at random\n", + "for any binary component that is 0\n", + "(see the *Interpretable Representation* notebook and the tutorial slides for reference).\n", + "Sampling from the *discrete* space instead does not fully\n", + "eradicate randomness since such a transformation is inherently **stochastic** --\n", + "there is one-to-many mapping between the discrete and the original data\n", + "domains.\n", + "As such, to perform this transformation one must randomly sample values\n", + "from each hyper-rectangle according to the distribution of training samples\n", + "located therein.\n", + "This step makes the explanation generator stochastic, which can be easily\n", + "avoided by sampling tabular data in their original domain.\n", + "\n", + "---\n", + "\n", + "Let's investigate the effect of sampling from a discretisation generated with\n", + "a quartile-based interpretable representation for our toy data set." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "fxzRWKNkF6gI" + }, + "source": [ + "We start by building the *Quartile Discretiser* for our data set." + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": { + "colab": {}, + "colab_type": "code", + "executionInfo": { + "elapsed": 845, + "status": "ok", + "timestamp": 1598738767345, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "l-vnGUcamFva" + }, + "outputs": [], + "source": [ + "moons_discretiser = fatf_discretisation.QuartileDiscretiser(\n", + " moons_X_test)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "_9xhjb2JLYMw" + }, + "source": [ + "Now, let's sample 150 data points in this discrete space\n", + "(its values are between 0 and 3)\n", + "and identify their unique hyper-rectangles according to our\n", + "quartile-based discretisation." + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": { + "colab": {}, + "colab_type": "code", + "executionInfo": { + "elapsed": 771, + "status": "ok", + "timestamp": 1598739375334, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "NEjuaWVxLekn" + }, + "outputs": [], + "source": [ + "moons_discrete_sample = np.random.randint(\n", + " 0, high=4,\n", + " size=(150, moons_discretiser.features_number),\n", + " dtype=np.int8)\n", + "\n", + "# Get hyper-rectangle assignment\n", + "moons_discrete_sample_qid = np.zeros(\n", + " moons_discrete_sample.shape[0], dtype=np.int8)\n", + "unique_rows = np.unique(moons_discrete_sample, axis=0)\n", + "for i, row in enumerate(unique_rows):\n", + " mask = (moons_discrete_sample == row).all(axis=1)\n", + " moons_discrete_sample_qid[mask] = i" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "gQkb_2qgGEAl" + }, + "source": [ + "To better understand the randomness caused by the *undiscretisation* step,\n", + "we will undiscretise our sample twice." + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": { + "colab": {}, + "colab_type": "code", + "executionInfo": { + "elapsed": 1033, + "status": "ok", + "timestamp": 1598739441086, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "s712E3zPGEVM" + }, + "outputs": [], + "source": [ + "undiscretised_dataset_1 = fatf_ecml.undiscretise_data(\n", + " moons_discrete_sample, moons_discretiser, moons_X_test)\n", + "\n", + "undiscretised_dataset_2 = fatf_ecml.undiscretise_data(\n", + " moons_discrete_sample, moons_discretiser, moons_X_test)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "Tc7wFfrrGH2l" + }, + "source": [ + "Next, let's visualise the results." + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 500 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 1862, + "status": "ok", + "timestamp": 1598739772440, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "3ehPQJh4mFvd", + "outputId": "ae59c863-cc52-4321-da92-4d412a71d72b" + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(1, 2, figsize=(16, 8), sharex=True, sharey=True)\n", + "\n", + "axs[0].set_xlim(-0.1, 1.1)\n", + "axs[0].set_ylim(-0.1, 1.1)\n", + "\n", + "axs[0].set_title('Undiscretisation 1')\n", + "axs[1].set_title('Undiscretisation 2')\n", + "\n", + "axs[0].scatter(\n", + " moons_X[:, 0], moons_X[:, 1],\n", + " cmap=plt.cm.Set1, c=moons_y, alpha=0.1)\n", + "axs[1].scatter(\n", + " moons_X[:, 0], moons_X[:, 1],\n", + " cmap=plt.cm.Set1, c=moons_y, alpha=0.1)\n", + "\n", + "axs[0].scatter(\n", + " undiscretised_dataset_1[:, 0],\n", + " undiscretised_dataset_1[:, 1],\n", + " cmap=plt.cm.tab20,\n", + " c=moons_discrete_sample_qid,\n", + " edgecolors='b', s=50)\n", + "\n", + "axs[1].scatter(\n", + " undiscretised_dataset_2[:, 0],\n", + " undiscretised_dataset_2[:, 1],\n", + " cmap=plt.cm.tab20,\n", + " c=moons_discrete_sample_qid,\n", + " edgecolors='b', s=50)\n", + "\n", + "# Draw quartile lines to show the hyper-rectangles\n", + "quartile_boundaries_x = moons_discretiser.feature_bin_boundaries.get(0)\n", + "for i in quartile_boundaries_x:\n", + " axs[0].plot([i, i], [-0.1, 1.1], linewidth=2, linestyle='--', c='blue')\n", + " axs[1].plot([i, i], [-0.1, 1.1], linewidth=2, linestyle='--', c='blue')\n", + "quartile_boundaries_y = moons_discretiser.feature_bin_boundaries.get(1)\n", + "for i in quartile_boundaries_y:\n", + " axs[0].plot([-0.1, 1.1], [i, i], linewidth=2, linestyle='--', c='blue')\n", + " axs[1].plot([-0.1, 1.1], [i, i], linewidth=2, linestyle='--', c='blue')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "hEhnUOqRUkLf" + }, + "source": [ + "Clearly, the randomness of the *undiscretisation* step can be detrimental to reproducibility of surrogate explanations.\n", + "Nonetheless, this procedure is worth understanding to appreciate the simplicity\n", + "and level of control (over the sample characteristics) brought by performing\n", + "this procedure in the original domain of tabular data.\n", + "\n", + "While in the case of the *Two Moons* data set the sampling results may not seem\n", + "too unreasonable, recall the overwhelming *number* of hyper-rectangles ($4^d$ where $d$\n", + "is the number of features) and their *sparsity* for real-life data --\n", + "see the *Interpretable Representation* notebook for more details.\n", + "All in all, sampling from the original data domain may provide a better\n", + "opportunity to capture the local decision boundary." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "Vv0oIkiFmFvf" + }, + "source": [ + "## Real-life Data -- Bikes Sharing ##\n", + "Now, let's repeat the same experiments for the bikes data set.\n", + "We will use *Normal*, *Truncated Normal*, *Mixup* and *Class Discovery*\n", + "samplers with three instances:\n", + "* the *mean* point of the data set;\n", + "* a point close to a black-box decision boundary, i.e., as close as\n", + " possible to 0.3 probability for all three classes; and\n", + "* a point far from a black-box decision boundary.\n", + "\n", + "We will then investigate the diversity of the resulting sample by\n", + "analysing the proportion of each class as well as measuring their\n", + "purity scores." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "_xnITZo8939K" + }, + "source": [ + "### Loading Data and Black Boxes ###\n", + "We start by loading the *Bikes Sharing* data set and\n", + "fitting two black boxes: one probabilistic and one crisp." + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 50 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 886, + "status": "ok", + "timestamp": 1598789086746, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "e6FclI0k-Dgn", + "outputId": "515dc50c-a8b2-4dcc-dca0-e83a392348d7" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "20-Sep-01 19:01:53 fatf INFO Seeding RNGs using the input parameter.\n", + "20-Sep-01 19:01:53 fatf INFO Seeding RNGs with 42.\n" + ] + } + ], + "source": [ + "(bikes_train_X,\n", + " bikes_test_X,\n", + " bikes_train_y,\n", + " bikes_test_y,\n", + " bikes_feature_names,\n", + " bikes_target_name) = fatf_ecml.generate_bikes(random_seed=42)\n", + "\n", + "bikes_target_classes = ['low', 'medium', 'high']" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 50 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 965, + "status": "ok", + "timestamp": 1598791773836, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "BXaeU2_3P3SC", + "outputId": "91f144bc-dd96-4f4c-f56b-6ae87389b9ea" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "20-Sep-01 19:01:55 fatf INFO Seeding RNGs using the input parameter.\n", + "20-Sep-01 19:01:55 fatf INFO Seeding RNGs with 42.\n" + ] + } + ], + "source": [ + "clf_bikes_proba = fatf_ecml.get_random_forest(\n", + " bikes_train_X, bikes_train_y, random_seed=42)" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 50 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 1010, + "status": "ok", + "timestamp": 1598789088412, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "jokRe7L0P3Z9", + "outputId": "d6e15050-f268-4db4-c461-5400db83925c" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "20-Sep-01 19:01:55 fatf INFO Seeding RNGs using the input parameter.\n", + "20-Sep-01 19:01:55 fatf INFO Seeding RNGs with 42.\n" + ] + } + ], + "source": [ + "clf_bikes_crisp = fatf_ecml.get_svc(\n", + " bikes_train_X, bikes_train_y, random_seed=42)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "9ucZZKQNQ7oc" + }, + "source": [ + "### Choosing Instances ###\n", + "Now, we choose three instances to sample around." + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 101 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 873, + "status": "ok", + "timestamp": 1598792455206, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "R7PdMeimmFvj", + "outputId": "89439232-f66f-4ec1-aa01-56000ff6183d" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mean Point Prediction: [0.02451389 0.12835648 0.84712963].\n", + "\n", + "Far Point Prediction: [1. 0. 0.].\n", + "\n", + "Close Point Prediction: [0.2 0.45097643 0.34902357].\n" + ] + } + ], + "source": [ + "bikes_test_pred_proba = clf_bikes_proba.predict_proba(bikes_test_X)\n", + "\n", + "# Mean Point\n", + "bikes_mean_point = np.mean(bikes_test_X, axis=0)\n", + "\n", + "bikes_mean_point_pred_proba = clf_bikes_proba.predict_proba(\n", + " [bikes_mean_point])[0, :]\n", + "print('Mean Point Prediction: {}.\\n'.format(bikes_mean_point_pred_proba))\n", + "\n", + "# Far Point\n", + "far_predict = bikes_test_pred_proba.max(axis=1)\n", + "far_index = np.argmax(far_predict)\n", + "\n", + "bikes_far_point = bikes_test_X[far_index, :]\n", + "\n", + "print('Far Point Prediction: {}.\\n'.format(bikes_test_pred_proba[far_index, :]))\n", + "\n", + "# Close Point\n", + "close_pred = np.square(bikes_test_pred_proba - (1 / 3)).sum(axis=1)\n", + "close_index = np.argmin(close_pred)\n", + "\n", + "bikes_close_point = bikes_test_X[close_index, :]\n", + "\n", + "print('Close Point Prediction: {}.'.format(\n", + " bikes_test_pred_proba[close_index, :]))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "LYl689Og-D9d" + }, + "source": [ + "### Testing Samplers ###\n", + "Instead of testing the samplers one by one, let's analyse all of them at once,\n", + "akin to the side-by-side comparison of the samplers for the *Two Moons*\n", + "data set.\n", + "\n", + "---\n", + "\n", + "We start by defining the samplers." + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": { + "colab": {}, + "colab_type": "code", + "executionInfo": { + "elapsed": 668, + "status": "ok", + "timestamp": 1598794312334, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "9vcHjzfAmFvf" + }, + "outputs": [], + "source": [ + "samplers_names = [\n", + " 'Normal',\n", + " 'Truncated',\n", + " 'Mixup',\n", + " 'Discovery'\n", + "]\n", + "\n", + "bikes_samplers = [\n", + " fatf_augmentation.NormalSampling(bikes_test_X),\n", + " fatf_augmentation.TruncatedNormalSampling(bikes_test_X),\n", + " fatf_augmentation.Mixup(\n", + " bikes_test_X,\n", + " bikes_test_y),\n", + " fatf_augmentation.NormalClassDiscovery(\n", + " bikes_test_X,\n", + " clf_bikes_crisp.predict,\n", + " classes_number=3,\n", + " class_proportion_threshold=0.1,\n", + " standard_deviation_init=0.5,\n", + " standard_deviation_increment=1.0)\n", + "]" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "U8DgzzUQeUTk" + }, + "source": [ + "Next, we generate 1500 samples around our three instances.\n", + "\n", + "> **Note:**    \n", + " The *Normal Class Discovery* algorithm is sensitive to parameterisation.\n", + " It may throw a `RuntimeError` if it fails to discover the user-defined\n", + " proportion of classes (the `class_proportion_threshold` parameter in the class above).\n", + " In this case, you should tune the `standard_deviation_init` and\n", + " `standard_deviation_increment` parameters to reflect the distribution of\n", + " features in your data.\n", + " Another approach is to increase the number of iterations when calling the\n", + " `sample` method using its `max_iter` parameter (see below)." + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 50 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 1464, + "status": "ok", + "timestamp": 1598794315001, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "LZ2c1DxxmFvl", + "outputId": "f287682b-f7c7-4280-f484-bb6c054218a0" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "20-Sep-01 19:01:58 fatf INFO Seeding RNGs using the input parameter.\n", + "20-Sep-01 19:01:58 fatf INFO Seeding RNGs with 42.\n" + ] + } + ], + "source": [ + "fatf.setup_random_seed(42)\n", + "\n", + "bikes_samples_number = 1500\n", + "\n", + "bikes_mean_sample = []\n", + "bikes_mean_sample_pred = []\n", + "bikes_close_sample = []\n", + "bikes_close_sample_pred = []\n", + "bikes_far_sample = []\n", + "bikes_far_sample_pred= []\n", + "\n", + "for sampler_name, sampler in zip(samplers_names, bikes_samplers):\n", + " if sampler_name == 'Discovery':\n", + " kwargs = {'max_iter': 2500}\n", + " else:\n", + " kwargs = dict()\n", + "\n", + " # Mean Point\n", + " sample = sampler.sample(\n", + " bikes_mean_point,\n", + " samples_number=bikes_samples_number,\n", + " **kwargs)\n", + " bikes_mean_sample.append(sample)\n", + "\n", + " sample_pred = clf_bikes_crisp.predict(sample)\n", + " bikes_mean_sample_pred.append(sample_pred)\n", + " \n", + " # Close Point\n", + " sample = sampler.sample(\n", + " bikes_close_point,\n", + " samples_number=bikes_samples_number,\n", + " **kwargs)\n", + " bikes_close_sample.append(sample)\n", + "\n", + " sample_pred = clf_bikes_crisp.predict(sample)\n", + " bikes_close_sample_pred.append(sample_pred)\n", + " \n", + " # Far Point\n", + " sample = sampler.sample(\n", + " bikes_far_point,\n", + " samples_number=bikes_samples_number,\n", + " **kwargs)\n", + " bikes_far_sample.append(sample)\n", + "\n", + " sample_pred = clf_bikes_crisp.predict(sample)\n", + " bikes_far_sample_pred.append(sample_pred)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "X_d2fVYOepn9" + }, + "source": [ + "Now, let's visualise the class counts and compute *Gini Impurity* of each\n", + "sample." + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 729 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 2317, + "status": "ok", + "timestamp": 1598794410820, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "vqt6MKOpmFvo", + "outputId": "8770e7d5-432a-4b56-e65b-34770249dd37" + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# The bins used for the bikes dataset\n", + "bins = [0, 4000, 6000, 9000]\n", + "bin_names = [\n", + " '{:.0f}<=y<{:.0f}\\nLow'.format(bins[0], bins[1]),\n", + " '{:.0f}<=y<{:.0f}\\nMedium'.format(bins[1], bins[2]),\n", + " '{:.0f}<=y<{:.0f}\\nHigh'.format(bins[2], bins[3])\n", + "]\n", + "\n", + "fig, axs = plt.subplots(3, 4, figsize=(16, 12), sharex=True, sharey=True)\n", + "\n", + "axs[0, 0].set_ylabel('Mean Point', fontsize=18)\n", + "axs[1, 0].set_ylabel('Close Point', fontsize=18)\n", + "axs[2, 0].set_ylabel('Far Point', fontsize=18)\n", + "\n", + "for i, name in enumerate(samplers_names):\n", + " # Formatting the subplot\n", + " axs[0, i].set_title(name)\n", + " \n", + " # Mean Point\n", + " mean_predictions = bikes_mean_sample_pred[i]\n", + " _, mean_counts = np.unique(mean_predictions, return_counts=True)\n", + " axs[0, i].bar(bin_names, mean_counts)\n", + " \n", + " # Close Point\n", + " close_predictions = bikes_close_sample_pred[i]\n", + " _, close_counts = np.unique(close_predictions, return_counts=True)\n", + " axs[1, i].bar(bin_names, close_counts)\n", + "\n", + " # Far Point\n", + " far_predictions = bikes_far_sample_pred[i]\n", + " _, far_counts = np.unique(far_predictions, return_counts=True)\n", + " axs[2, i].bar(bin_names, far_counts)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "vAz0njKRwFqc" + }, + "source": [ + "(With *three* classes, the maximum impurity is $\\frac{2}{3}$.)" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 353 + }, + "colab_type": "code", + "executionInfo": { + "elapsed": 937, + "status": "ok", + "timestamp": 1598797443530, + "user": { + "displayName": "Kacper Sokol", + "photoUrl": "", + "userId": "08424478775456813676" + }, + "user_tz": -60 + }, + "id": "ifiiUJwQf-_7", + "outputId": "beba68c6-83cc-40d4-94b3-28c3311b69d1" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "**Normal** sampler:\n", + " -> mean instance <- : 0.655\n", + " -> close instance <- : 0.646\n", + " -> far instance <- : 0.190\n", + "\n", + "**Truncated** sampler:\n", + " -> mean instance <- : 0.611\n", + " -> close instance <- : 0.643\n", + " -> far instance <- : 0.511\n", + "\n", + "**Mixup** sampler:\n", + " -> mean instance <- : 0.625\n", + " -> close instance <- : 0.601\n", + " -> far instance <- : 0.647\n", + "\n", + "**Discovery** sampler:\n", + " -> mean instance <- : 0.640\n", + " -> close instance <- : 0.641\n", + " -> far instance <- : 0.583\n", + "\n" + ] + } + ], + "source": [ + "bullet_format = ' -> {} <- : {:.3f}'\n", + "for i, name in enumerate(samplers_names):\n", + " print('**{}** sampler:'.format(name))\n", + "\n", + " gini_mean = fatf_ecml.gini_index(bikes_mean_sample_pred[i])\n", + " print(bullet_format.format('mean instance ', gini_mean))\n", + "\n", + " gini_close = fatf_ecml.gini_index(bikes_close_sample_pred[i])\n", + " print(bullet_format.format('close instance', gini_close))\n", + "\n", + " gini_far = fatf_ecml.gini_index(bikes_far_sample_pred[i])\n", + " print(bullet_format.format('far instance ', gini_far))\n", + "\n", + " print('')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "jTG5XKNhx5Oa" + }, + "source": [ + "These numbers reflect our findings from the frequency plots." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "AeT2XqQ6ik58" + }, + "source": [ + "## Summary ##\n", + "Throughout this notebook we relied on *Gini Impurity* and *crisp* classifiers.\n", + "Nonetheless, a similar strategy for finding a useful data sample can be taken\n", + "when dealing with *probabilistic* models -- we need to replacing *Gini Impurity*\n", + "with *Mean Squared Error*.\n", + "\n", + "---\n", + "\n", + "Now, let's move on to the *Explanation Generation* notebook and use our\n", + "knowledge of building faithful interpretable representations and sampling\n", + "diverse data points to build a surrogate explainer. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "atOl60RrimvA" + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "colab": { + "collapsed_sections": [ + "_xnITZo8939K", + "9ucZZKQNQ7oc" + ], + "name": "3-data_sampling.ipynb", + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.1" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/notebooks/4-explanation-generation.ipynb b/notebooks/4-explanation-generation.ipynb new file mode 100644 index 0000000..3cad621 --- /dev/null +++ b/notebooks/4-explanation-generation.ipynb @@ -0,0 +1,6122 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "v4HNzoSGrrjI" + }, + "source": [ + "ECML-PKDD 2020 Hands-on Tutorial\n", + "\n", + "*What and How of Machine Learning Transparency*: \n", + "Building Bespoke Explainability Tools with Interoperable Algorithmic Components\n", + "\n", + "\n", + "\n", + "Authors: Kacper Sokol and\n", + " Alex Hepburn \n", + "Licence: new BSD\n", + "\n", + "---\n", + "\n", + "---\n", + "\n", + "---\n", + "\n", + "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/fat-forensics/Surrogates-Tutorial/blob/master/notebooks/4-explanation-generation.ipynb)\n", + "[![Open in Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/fat-forensics/Surrogates-Tutorial/master?filepath=notebooks%2F4-explanation-generation.ipynb)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "ndCM0OMZ0sUi" + }, + "source": [ + "First, we need to set up the environment." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "c76KxiSa0yqm" + }, + "outputs": [], + "source": [ + "%load_ext autoreload\n", + "%autoreload 2" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 202 + }, + "colab_type": "code", + "id": "-7aYZ1OF9XZi", + "outputId": "61d6b9a1-fe4b-4201-9702-f33ab5b90318" + }, + "outputs": [], + "source": [ + "LIBRARY_URL = ('https://raw.githubusercontent.com/fat-forensics/'\n", + " 'Surrogates-Tutorial/master/notebooks/fatf_ecml.py')\n", + "\n", + "try:\n", + " import google.colab\n", + " !wget $LIBRARY_URL -O fatf_ecml.py\n", + "except ImportError:\n", + " pass\n", + "\n", + "import fatf_ecml\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "\n", + "from IPython.display import display\n", + "\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 306 + }, + "colab_type": "code", + "id": "DJH90Hjr1E9m", + "outputId": "d52469fc-9c62-43be-ea41-90550456cc8b" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Not in Colab; nothing to do.\n" + ] + } + ], + "source": [ + "fatf_ecml.initialise_colab()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 34 + }, + "colab_type": "code", + "id": "Lur5h5d81FMe", + "outputId": "52971901-1efa-478c-bbf1-4c13ebaaca36" + }, + "outputs": [], + "source": [ + "import fatf" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 54 + }, + "colab_type": "code", + "id": "ByR0A__W9vl8", + "outputId": "946461fc-d247-4034-93be-2ac53fdfe5c6" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "20-Sep-08 00:02:52 fatf.utils.array.tools INFO Using numpy's numpy.lib.recfunctions.structured_to_unstructured as fatf.utils.array.tools.structured_to_unstructured and fatf.utils.array.tools.structured_to_unstructured_row.\n" + ] + } + ], + "source": [ + "import fatf.utils.data.augmentation as fatf_augmentation\n", + "\n", + "import fatf.utils.data.discretisation as fatf_discretisation\n", + "import fatf.utils.data.transformation as fatf_transformation\n", + "\n", + "import fatf.utils.distances as fatf_distances\n", + "import fatf.utils.kernels as fatf_kernels\n", + "\n", + "import fatf.utils.data.feature_selection.sklearn as fatf_feature_selection_skl\n", + "\n", + "import sklearn.metrics.pairwise\n", + "import sklearn.tree" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "Fs0SFqoc0Q9X" + }, + "source": [ + "# Explanation Generation #\n", + "This notebook combines insights from the *Interpretable Representations* and\n", + "*Data Sampling* exercises with the *Explanation Generation* step to build\n", + "local surrogate models.\n", + "It shows how to *weight data* and *achieve explanation sparsity* when\n", + "composing explanations of black-box predictions.\n", + "In particular, we discuss:\n", + "* a range of distance functions;\n", + "* kernels for transforming distances into similarity scores;\n", + "* (interpretable) feature selection mechanisms to introduce explanation sparsity;\n", + "* choice of surrogate model types; and\n", + "* types of explanations that can be generated, their meaning and interpretation.\n", + "\n", + "We introduce these procedures for the *Two Moons* data set, which helps us\n", + "to convey the core concepts with visualisations.\n", + "Then, we move on to the more complicated example with the *Bikes Sharing* data\n", + "set." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "7Ov_k-vhR-rR" + }, + "source": [ + "## Toy Example -- Two Moons ##" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "irkpt149UZkj" + }, + "source": [ + "### Loading the Data ###\n", + "First, we load the data." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 50 + }, + "colab_type": "code", + "id": "xZej7VRrSqzf", + "outputId": "d7d9c3e6-8699-4c6f-80ba-b56fbee0d485" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "20-Sep-08 00:07:15 fatf INFO Seeding RNGs using the input parameter.\n", + "20-Sep-08 00:07:15 fatf INFO Seeding RNGs with 42.\n" + ] + } + ], + "source": [ + "moons_X, moons_X_test, moons_y, moons_y_test = fatf_ecml.generate_2d_moons(\n", + " random_seed=42)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 423 + }, + "colab_type": "code", + "id": "9GXLX60aSq93", + "outputId": "1c9923c3-6bae-406d-d321-2beae63c454d" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Plot data\n", + "plt.figure(figsize=(8, 8), dpi=60)\n", + "plt.scatter(moons_X[:, 0], moons_X[:, 1], cmap=plt.cm.Set1, c=moons_y)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "7XjPv2u4x9pe" + }, + "source": [ + "### Loading the Black-Box Models ###\n", + "Next, we load our *crisp* and *probabilistic* black boxes." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 50 + }, + "colab_type": "code", + "id": "KqYoTHcNyGpv", + "outputId": "e5195a6f-ca93-4eeb-f2d3-224b6b3bb961" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "20-Sep-08 00:07:28 fatf INFO Seeding RNGs using the input parameter.\n", + "20-Sep-08 00:07:28 fatf INFO Seeding RNGs with 42.\n" + ] + } + ], + "source": [ + "clf_moons_proba = fatf_ecml.get_random_forest(\n", + " moons_X, moons_y, random_seed=42)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 50 + }, + "colab_type": "code", + "id": "7y-Ra3woyse3", + "outputId": "6f22fb7a-e95d-4404-9eb3-6c5b4269a137" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "20-Sep-08 00:07:29 fatf INFO Seeding RNGs using the input parameter.\n", + "20-Sep-08 00:07:29 fatf INFO Seeding RNGs with 42.\n" + ] + } + ], + "source": [ + "clf_moons_crisp = fatf_ecml.get_svc(\n", + " moons_X, moons_y, random_seed=42)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "K3ebV1HUU674" + }, + "source": [ + "### Selecting an Instance to be Explained ###\n", + "For the Two Moons data set, we will generate explanations for a data point\n", + "close to a decision boundary." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "5bXSjodjxXFu" + }, + "outputs": [], + "source": [ + "moons_boundary_point = np.array([0.4, 0.6])" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 423 + }, + "colab_type": "code", + "id": "bvv8-Z8fmFvQ", + "outputId": "18f7d80d-31ec-43cf-ddd7-1cd7fae39312" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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/zsmRboupqcbvP+YYMRAVFd5j/fsZvlU7cCLqtFPhp5/FoPTrC9dfu8OGbmKyOzCNickOQ7lc8PyL8M88sNnhsEPRTsra3cPaNpb5ydKXlMCHs+DySw3frvXqibrqKvjkY6irF0Nyw/VBL69dPA110YXgcqHZzD9Dkz0f81tssuN47XV45x1vV8J161CdOqFNPGC3DmubCA0NPJbUdk8TbfLhMPnwDt9Cs1hEAt/EZC/A/CabAKDq61HPPIe66WbUjDdQ7i6DW8OChfr2tvX18MOPqDVrUJ99hiov33ED3tkceYT0lXcTHQ2ff4m69DLU/AW7b1wmJv9SzJ2JCUopuOY6kWAH8eVv2AD33rN1Fwo3SMVdvRouuhhqayElBXXRhWhHT9n+Qe9ktJNOQvXoCd9+C/MXSEpwTY28WFiEmvkmWmTk7h2kicm/CHNnYgLLlsHSpd6flYJ/5qOqqrbuOqeeAikp3p9TUyXW4K7wLimRAj3f3Us7qOZm1GszULffgXrn3a06d3vRRo2E666F5ib9C7m58NX/dtk4TEz2BMydiYlkFPlP0k5n4LF20EaORL30ImR/CGFhEBMNzzyrf1NFpfRW93UhtcWNN8Eff8r/f/sdrFoJ9967VePaLmw2CA8PPD5zJmrCBLTOQbK7TEz+Y5g7ExMYPlzSU30ZOBAtoe2AsxFalwy0a69Gu/RiOOIISE7WvyE9Da2DhkRt2AALfOITSsHcf1BlZVs9rqD3qKhA3XQL6vQzUVdciVquz+LSbDY47NDAQHlRMbz22g4bh4nJno65MzFBs1pRjz4Czz0PW0qha1e4cgf0V09KRF1wPnyQDZUVIrx44w0AqNIyUeFNT4dDDzFOj21ogOYW/bHmZvnXQVRePvz1F4wahZbZLfANt90Oc+d5fy4qRr31hq66XbvwQtQfs6WA0ZetdQOamOzFmMbEBAAtORnuvmvHX/e4Y1FHT5HMrqgoNE1D/f47PPwoFBfLiv/Tz1DPPo0WEqI/uX9/kY9f7qPY268vWufOHbq3eu11+OADca1FR6NOOB7t0ku8r1dWwbr1+pM2boTZs+Ggg1ANDfDNN+LmGj9OkglcLnmf3Q4jR23DJ2JisndiGhOTrUZ9NAu+/BIaGmHAALjpBjSjuoxWNKtVr7r79rtiSEAm5wULYObbOuFEkDoM9fBD8PSzsKUE0tLgmqs7NsbaWvj0MzEkIJlY772PmnoimjtJICw0MB4SFgbJyeJiu+kWMS4WC/TrJ1XuixeDpsG4sZB1YofGYmLyX8A0JiZbhVq8BF540Zsmu2ED2G2oSZNg5kyorZPq7yuvCHBdqQUL4fEnRH3Xn9dnoBYtggfuR/MxPFqnTvDAfVs/0JISKC3VH2tqgmeeg/sk5VkLC0NNnAgffSSvaRqM3AcGDYKbWw0JiMFbsQKGDUP74L2tH4sfyuGATz6F1Wtg+DCYfASapm33dU1MdiemMfkPoRYsFLdN585w8kloratyNX8BvP++xCj22w9OOzX45Pa//3kNiZuly+Dvv6GwSH5evFiuddut3nt//wPccy80Nhpft7kZ/p4DTzyJuniauLaGD0eLi922h+3aVXYZ/o2n/A3MlZfLhP7nbOjdC447VgyLkXDjlhLZ8dx7H6xdCxGRMGUK2klTUd99L9lmVgscdyzamDHBx3bLrfDLr5JQ8NVXsGgx3Hrztj2nicm/BNOY7EWouXPho4/B6aDp6KPhgP29r737Hkx/1Tu5/vGHpPEWFsoq3C1QOHee7BzuutP4JinJgcfq6ryGxM2XX6EKC+GG69G6dRPRxGCGxJd5/8BfZ0NZmRQ5nn0W2tStdydpNhtq5D4yafvi19BK0zT5nFo/K/Xmm/Dp51Dk9zx2O4wcCQ8+JEWdbgoLUTXV8M673s920WLUg/ej7bNPwLjUxo3yGSslBxwO+PNPVFUVWuw2Gk4Tk38BZmrwXoJasgRuvxN+/hl++526u+5G+are/u9r/Sp9yVKYehI88ZRe6VYp+P4HVJNfoZ6bU06BgQO8PyclySTrj9Mpk+Y550nAvaWDGVgVFWJIoLXI8QNpPOX7rIsWoyYfhZpwAOrIo1Bffml8rVtukViHe5fVPRMuOD/orVVenhiFvDyZ5EGMSNeucMIJsmtZv0F/UnU1fPa5/rOtqICPPw3yfJWya/OlsTG4XL2JyR6CuTPZW5j1MfhqX9XWwg8/gFu6pLEh8Jz8fL0hcdPcLFXxBitrLSJCdjSffCJpxCccD4mJsGaNZDv5U1MDH3wIY8bA4iXeSRrkvC4ZEo9oboHISNnl+FJaKkalq/RyV1VVcMWV3gm5sREefhQ1bBhaRoZ+rPFxqNemiyRKQyMcdSRaRETgGN38+ps3YO/GaoXXX/XsGlSMQfteo2sGcxMOGQy9esnn5aZ3rw5nqJmY/FsxjcneQnsB3P79YdPmwOP19XKu2+0CkuGUnhH4XvetwsJkh+KDeuE5OPc843s01MOZZ8h9fvwRSstkQr35RpF6v/8BMSZ1dTJ5+1bep6XJP0D9+is89oTxyv62O1AtzVRUVKIiwqFvX7jtVokLTemgFtjIfQINWmOjJA3cc7f8fMopYoRLtkiW17BhcOyx8NhjsksBMZInnmD82dlsqPvuhWefgy1b5NnMXiYmewGmMdlbyJoKc+Z6A8wxMbDffqgrrhS3TVy8uKOWLNEX/YWFya7h999l12CxyGRYWACpnTp8ey0mBnXrLXDdDd5J1c3gwRKbOPMM+eeDuv9BvYvI6fSmEaemwqWXyARcUQGPPu5NKfantXLdYxI3bRbD5DYCHXmGvn1RffuI+rEvS5einE40q1UaWw0cIGnHGelw2GEyvsgI0euyWuCEE9CGDQ1+n+6Z8MRjHR6XicmegGlM9hK0AQNQDz0I2dngcBB5wonUvfoqLGydGHPzICNDJvMPssX9ZLPBmDFojzyEevddeOElyWTKy4Obb0U99AAMHgwvviRur8hIOON0tGHDPPdVZWWgaWgJCWjDh6OeewYeeUyuERsD++4Ll0lDKdXUBN//ADYrHHwwmt1uHEsZPw4uuQSSk6RGBWSiDmZIgrF2Laq0FDbnwoD++p7twZgyJdCYWG26nZ+WkgIXXqB7i7b/BNh/wtaNz8RkL8I0JnsR2tAhMHQIAHZNg9tv078hLw+6dIEXnpc4wqBBcOBEeW3+An1P8rIyeD9b0l1nfex1g61di3r9NRFqvO12SQsG1NChcN89aP37w4xAzSpVWAjXXgdr18nE/M57qKeflF3RkqXQ0iqbYrFIfUd9HZrVZ2eU2U2C4S0+8ip2O+y3r6QUt/jJrgBUVcPpZ0BZOXTrhrrqSrTx4/TjamyUXUZdHZyUBZMOgw8/hBUrvfcYP04aWZmYmATlP21MVFOTBF2jo2Hf0XvVhKFFREB0DJT7BNgjIiCzG1q/voHCjr4xEzd//C5+I9/XCovgxZclD/DX37zHf/4Zpk+HSy9FFRfDWzOhsQmOPRpt8GB46WUxJO57rVoldSdJybDPCFi4SIyZywWrVsM996FmvOatdxk3Ttx0c+bIe2Ji4Nxz4dSTYdolekFIEBdXVZXXpbdpE7wyHTVurOeaqqICTj7F+xm98SY887T8e+11cRmOHClZXICqqYFHHhUXWlwcXHgB2qCBHfyNmJjs3fxnjYnKyRG5jPXrZfU5aBDq6Sc9hXx7OlpIiHQLnPmOuLTsdnFpDRhgfMKkw2RC941fNAVJ5/3yS+N2s+s3iiG55FJxLQH89hvqxhuMs8b+nB38AXJyoKAQ0iX4rmka6onH4JtvpWDwiCPEKALqsUfg7nvg9z+82llGEvqlpWKw3O6uu+/RG9vGRrjtdrSvvjCWbbn9Dv2YCwqkSdZe8p0xMdke/rPGhOdfFEMC4iJZuFBWphdP273j2oFo55yDGjNWXFXDhsD++wd/76RJKM0ihuKf+cZuIzcul3fS9iW1E7w502tIACorxY3Uvx/89XfHBx8TIzEX3zHabHDUkYFjj45Gde0Grt/8XvDLUkvtpO/tvjEn8L61NYHHQEQf3TsrN5s2wQ8/wpSj2noSE5P/BHuPX2drqTRYKRcUbvPl1KZNqKefQX2QHbzgbzeg9euLduXlaAcc0K7+k3bYofDE4xJX8SUsTIQNjfqbWDQICRFJkksuNq5naW6Ciy6EIye33RTLHWyPiBBZ+o420AIYOULG4UtiIqR1FgPSpw9cfpn+MzDapcXHG1/fZhNhSF80DWa8gbryKtSixR0fq4nJXsh/15hkZup/ttlkQtwG1LffSZ/zt9+Bxx6HSy4NqNreU9BsNqmRcPc31zRJ0X3sUamp0L1Zg9NOg5dfhJdfksn/6KPBVxbEZpNeIjYb2l13GlfLg9Rb3HsPnHYqPPMU2uWXbd3Ax4yROIYvDQ1iSJKTYdBAGDJE//rdd8p93QYmPBySklEXXoR67HGUTwq1ZrfDQQfqdzZKSQvf2X/BPfeKbtc2oBwO1PsfoO66G/XeeyIEaWKyh/HfdXNdc7VUO69c6YknuAOtW81HH3klQECyk2bNkon2X4ZyOsU1k5MDxxyDZlRLMmCA1EuATJg5OfDU03DNVVJot3atTLz77it1IO4dBaANG4q64Xr4/HOJuYweBeefJ5d66mn455/A+6WkwB23iZbVoYds24PV1ga63urqYGNrAWJ+vuw6pl3kHWtICOrTjyUVOHczvPmWiFSCxI9qanQ9XrRLL0UNGgS//g6//KIXvMzNha+/hqlTUStXwUez5DM87VTRJmuLO+4StQKlRPZm0RJ4+MFt+xxMTHYT/1ljooWHw2OPoOrqwGZrsx9Hu/hLgIAIKP7LUI2NcOZZkLNJJq63ZqIyMmDcGLjkEq9k/OefQ3WgMrDWqZPIk2zaJI2ukpIM76Mddqi0uvW996JFIrvuq0Flt8P48XDPXR2rAWkLm02uF4zWiVr17wcTJngy9zRNg31GoFauhLx8/TlLlqKU0rnGtAMOQE2YAEuX6o2JzSa7mjlz4M67vYuLv/5GPfE4Wu9exsMqKYF5PsKPSsE//6AKC02JFZM9iv+um6sVLTJy+wwJiD/el7g4cff8i1AtLXDaGRJ0dk9czc3Sj2TmO3Dv/d43+ynrAhAuk72maSJhP/1V1Lnno666pmPxgt9+DxQzTE5Ge+Sh7TcktC4Oxu4nk3owCgvh5lvhpltQ/qnQ0VGBkjQuF9xyG+rKq1EzZ3rO0SwWOPggfQxlyGA5//Y79bvUoiJ4553gY6qvD1RTbmw0XqCYmPyL+c/uTHYoN90ILiVChxERcOwxaP4GZnfz6Wew2UA3y82SxR7JEE47DX7/0ytGGB8vgo5u7rtfUnTd5OSg3pzRtoT6mDHw4Uf6iTM1ddueJRg33kjEsOHU/zkbEuKlmHGDn8pvS4v0hF+0CIYP9x6fPFmUfle0tggOCRFZmB9+kJ/nzpUiyNZqfm3aRaj+/UWGJiMDhg2FG24yToFuKyGjWzdpTbx4ifdY3z7Qs+dWP76Jye6kXWOSlZX1MDAWyAHOzc7Obmk9Hg5kAzGAAzg1Ozt7K/Uu9g60sDC4567dcm9VXi4yKGVl0Lc3nH9+QIdDQHz6bWGxelbmWnQ06uUX4d33JevtuOM8bhqllEcHy0N+Ptx4s+hiRUTA6aeijRihf8/IfeDII+Gnn6SYsEcPuPRi42eqqIB33xXxx4hwWLNWssDOPw+tNdOsvLycjRs34nQ6SU5Opnv37miaRtgpJ9Nw+CS5Tn29GLAZbwSKN27YqDMmmt0uUjAz3oTSLVBTC3/84T3H4ZCCyVZjAqD59kG57wFjQwLw9xzUw4/AFZcH1KRomoZ68EF48kkoKoZOKXD1VWbnRZM9jjaNSVZW1lAgPTs7e0JWVtatwImAu2/pEcCy7Ozsm7Oyss4AzgMe2KmjNdGhHA646hpJIgCZ/AqKjA3b0VPg62+k7sMfmw3G7KdTANCiouDCIL0/QgzcgvPne/9/7VrUa9O9vdZpdY/ddAPq3LMliN+3r6HRU3l5cOXVxruo5StQr79KvdXKggULaGzd5ZSWluJ0OunVSx+X0CIi4KwzUX/P0Qf+O6fCwQdLnOSd90Qf7JCD0Q49FK64TKRfztNrb8kF9V5hpZTs3iKjAtOSfamtlYD84iWoF54P6B6pJSfBA/cHOdnEZM+gvZ3JWOC71v//BjgHrzFZB0xs/f94wK8fqslO588/A3uILFxomJas9eqFumSauLtq68S9kpQkrpzhw0R1uANomoY6+CDZjbjvExqqd+UUFUH2h7pVvOf8lBRUXb2k0tbXwajRkDXVuxJ/483g7rhNm+DDj9gwepTHkAC4XC6Ki4sDjImHO26XDom5uRIPOv102UVcf6NXPHL2X6jvf4Tzz4WXp4vB88Vqhf3He35URUVw082yawoNgUGDRUXYP4jvy9q18PrrxtX1JiZ7OO0Zk3jAnZZUBfhWra0FBmRlZS0HNGC074lZWVlTgakAM2bMID5YMdhOxm6377Z772yaIiOp83OHaJpGVGEh1qiowOc+91z5t73ccD1Nw4bS8uOPWFI70/LzLzjdsYZWwhITiTD43F1l5VRffwOuTZvkwOy/CWtoIOLqq1AuF7XNzbRRe09YWBihBgkTlpxNRFht2I+eEvjc8fEw803dodpbb6fZV4W4sVH0xX75xTArzDpiODHXXecxerV33EXz8tZnbmmBv/8m9OKLUJVVqNJSWv6eo8/2aiWkro6onfB93Ju/521hPve/h/aMSSUSEwGIBXxa+XEW8Ed2dvZdWVlZJwK3Aze6X8zOzv4Q+BCgpaVFbfFf6e0i4uPjqQjmy97DUcOGSSaZ280FqOoqak49ndrERNShh6BdecXOufmoUfIPUNZWpV9306qePWicchRNBp+7euVl2WG4aWmhMftDGleuFOXitgr/unal8cCJpD/yKLkj96GhtUjR2tREp9mzqXv1NWhspH7iAe0OXxlV6oNkujX7aZJZLDgnTaLSx0Wo8vICTm3alIt2953ywzPPyu7Md8cWFkrzfvvtlO/j3vw9bwvzuXc94UG06NozJrOBa4C3gEnAnz6vaXhdW6WIsTHZhWg2G+rJx+GZ5yReUl0NdZJ+q4qL4ZNPxaAEE3fcUeM44wxUejr8/ItUv59zdoAUiqqra1UFNlAn3rIFfvo58HhUlGh61ddL3cthh8LrbxDx52xGrlnL+nFjcdrtpK5cRcYykcJv/vwL6IAxYcoU+PKrQDFIN3a7pAZHRorM/VFHSoxk3j9ivP3iHmiajNX94xWXo447Fh56GIpLJI34oIPQtrUosxXV0iLdKTt3Ni44NTHZTbRpTLKzsxdlZWUVZ2Vl/Q5sBh7Lysp6OTs7+yLgXeCD1l2JFQnAm+xitMRElN0W2N0QJIPpz9nGGlQ7ELVqlbh6broRzS3D4n5NKZFt//EnqK+DlE6BfUmCkZAAw0fA22+LQXnV2yclZssWhn/6WeBYjKT0jVi8OLghATEkD94PffqipafJdW+5VZSJm5pkbBkZUF4GoWFS6T/1RN0ltC5d4PnnOjaeDqAWLYIHH5ZdYGwsauIBcMvNZuaXyb+CdlODs7Ozr/c7dFHr8Srg8J0xqP8Kqq5OJDyKiqXgbtKkbZsYlq8wPh4ZKQKN/vdtbASnM2Di31pkgr0NZs+WyT4jA3XC8RKA79cPjjg8sLlWbm7bhYW+xMZIEy//YsdgREYSctRkgjiwvGOe+baMqS2cTvjrb7QDD5SfFyyQ3Z/bbVVeDkmJ8NSbEBkZVA1gh/LiS966mcpK+OYbOORgkbVpB5WbC7M+gU7Jkuq9AwpFTUx8MYsWdxPK4YDLr/B0KuTHH2H9Brj0kq2/WESE8fGjp+hcXMrlkqymuXPB4UT16wtDh0oNxQnHt110aMQvv8Kvv3p3GXl58Oxzsqq3WKSmJCoqsPGWwyFBcbfPt2tXiVMUFXnfk5AgGWbPtrOyt1gkdhMaCoceTNiJJ9JQUSFGo6pKZF98jdfL0+Gttzq2M/LNilu1Wpp9+bI5V3TOTjvV8HS1YQOsXgNjxwR8tuqnn+H772VXc8ZpaB0pUizxizs2NsGcue0aE/XjTyJAWtrqlf7ue0lRNvuwmOxATGOyu/jhB/2OorkZfvkVdfG0re/4eP+9cGKWLthrnTABl38K6gcfwOdfeAURS0pE5gTgq69QD9yP1tevA2NbLFkSOCm7r+1yiebUIUFiBBdPE3HFhESprp89G+57wBuAt9ulCrxL18BJ1JcJ49Eee1R3SG3YCPc/IMYtJgZ13LFop54iL875O3DMycnQqZMUY7oNX0wMHOXTp+SwQ+Gdd/Upw42N0kHy779Rzz8nel1Wqxjohx+F776TjK7UVNTFF6NNlo28+uQzePppbyHlggWoF55Dy8gI/pygVywGaQ1wQPAeNR6yP/QaEpCYywfZcPZZ7Z9rYtJBTGOyu6isClS5bWk2bp/bDlpqKuq5Z+H55yUA37cvMfffS6V/VtLSZcZNrUBW2TNmwEMPdfzGhx0qE5X/fdw0Nons+2+/62M6Gelw5GRR7V27Di69TNr4tvhIrxcXS0Gm0Xg1Ta5x+CQ4++zA1x95VAwdiDtqxhuo/SfIZG2xBr7/8Elw+WXwxhvSwMtmh6OORBs9ynvL5GSp03nvA2mq5htvWbQYsk6WnZXVCt27iyFzG4uiInjnbdThh8lC4btv9RX5hYXw7ntwg79H2YuqqwtMNY6MDJTVN6LOIEPONy3axGQH8J8XetxtHHWkuHd8GTBQJ+feUdQXX8DjT0jWUFIiXDLNOB7SXvbPX3NQxxyHuupqlK9YodE933kHHn+ybeOXkSGS8u+9I9IlnTuLS+q+e8WQVFbBnXeJkfM1JG5KSvQrajdnnAazPkK78EJpT+w7LocD8v3Sdisr4ftWja1DD/G27XWP8dRT0TQN7Zxz0F55Ge2F59AmHxFwW+2oo6RepZPB55ifLwamuVkKSf2FGsvKvanTTgMDafT8vsybJ5+H7pyWwOJKI/r10/8c67frMjHZAZg7k92EFhWFuu8eyVCqqoZePeGqK7f6OqqoGF54EUpbJ//CQrj3Ppj5VuCbzztPJu5lyyVu4U99vfwrKIB77oOnnzS+52efiXvHP4bgxmqVfzYbzPsH7cCJ8MpL+mvMeEN0s7a2/igiAg5rI1HBapV4S5HPyjs8XIQYQQx4aKg3HhIdBVEdT0TQLBYReCwo8B4MCQncnfkfS0/zxrYmjBdBSbdbMikpQIFA/fa7xFQiI+Css2W3ExOj3+HFxeobkQXj+uvE0K1cKZ/F0VPQBu7cDD+T/x6mMdlNqMZGmfgvvBCt73YoDH/9P68hcZOTI8F2P7TISNTLL4lgYW0dPPlU8Ml848aAXh4efvsjuCGxWGTicjqlqdajj6GGDUXzqdZVZWWBfvyOss8+bX9eTU0S9HenH4eHS4dEd5fId96RwLyblavgww/hjDM6PoY7b5frrl8vq/ywcKmc92XkSCgqlCSD9HTwqZ7n9NPE2Pw5W/6bNVXX70R9NAuee967u5k3H6a/LJlb37Rmt8XHSXOzDrRP0EJD4c47Ov58JibbgGlMdgNq/nzJqtq0GSIiUGP2gwfu3/rAO0DvPoF1GzGxQa+lWSwwZgzqn3+MRR/dxMYGX/3790IHyc6qrAyMcWzZAmechXr8UW9wf/mKtg1J9+5SS+EmI0PcZH16S0thWlN8v/4GPvlEdnYpKXD44dTNnw9z53nPjY6Ca672PotRPU5uYDV7W2jh4WJQWlGNjXDr7bB8mYhBjhju7dBYXQ3x8foGW5oGJ2XJPyO+9YupbN4Mb7+LdvNNqClHwfyFcOABaP5uUhOT3YhpTHYH018VQwKyyvz1N0kNPvRQmST/mQ8LF4qSbY8ebV9r3FjpFfLXX2JQEhMDiucMcbmCxztCQ8FiQV1xlUzkx0yB3r29Bur006U1sTuVt1MncRUFk3coLoYnn4aXXpCfhwwR94zvDsFNSAhcdolUmufkSJHjZZfodjYA3H4HfPe99xk2boRly2jxT3ct2SLilme27jx69pQ0X19ycozH3UG0sDB4/FFUZSVomj4NOCEh6HlBMXJBtsq/aIMGwaBB2zZQE5OdiGlMdiHqzbekLmH9ev0LDofEMg49FO65V97T2AgfZKNOPx3tnDZSODdskN71Rx4hPTomH4GWlmZ8/y+/FAmRFocoBcfF6XcI7h1OU5O3SRRIP/s+vVG33YrWty9a/36oF5+H994HBZx6Mtx9T9sPX1yEmjtX7h8aKv5+f2OiaSJdMmEC2v7GKa+qsRFuuFEaX/kbw7o6Asyjpkn6sRsj47xwEeqOO+GuO7dtd+i+VatW2HYzapS439wZYwYxld2BKiiAt2ZKIsGRk9FGj27/JJP/DKYx2YGolhZwOAyLwdRPP8Frr3szenyJiICDDkStXy+FgO7gcHU1fPkl6tSTA3zjyuWC226H2X+JS6R7d7j91uCGZO5ceOIpb3qpO3XWjb+MvC8ul6zmH3tCfPcgabbXX+e9/mGHSW+P+iD151artMx1u5mM+rX37gWPPtK2CsCLL0n6bjD83WxRUXD4Yd6fZ80yPu/b7ySucvxxwa/dAdT69TB9OlRWS8fEyy5Fa6s3vREXT5OeMfPnS7vkk7LQMjO3a1zbiyopgcuu8DZZ++NP1DVXox05ebeOy+Tfg2lMdgBKKanU/uVXaGpC9ekN996jFzv8+ddAQ2K1SrrspEPRhg1D/fBjoGpuVZV0/fMPtH73nQgrul0iGzfCiy/DC96KcdXcLJPnxhyJCxhIontoq7WsmyVLUBddDHfchpaerntJm3oias0acSn507OHuK/crj2QHZCm6XcXGzaKRMjkyZLi++ZbYqA6d4YLzkeLjMS5aRPLj5xMVVpnbM3NdJv7D2lu1eT4uEDpFU2TWpOUFGl6VR7EFedyiV7XdhgTVV8PN93idZvNnw9z5qDefWerdjyapklflfN3QLuAHcVbb+u7dVZXyy7TNCYmrZjGZEfw0096ufGSEimcu+du73v8VWZBWtk+9qhXJ2nMfhKj8JU379oVEg387kuXBfrWfWpDlFJw9TXeYHRHJjP/yd0fl0s0qh56BJ59OvD1bt0Cj9ls0KMnbFgf+Jo/Dgc8/Chq9L7w1FOyW3CzchXqpRdYNmwYeUlet1VtYiLRxcVE26xw5RVwr0HHQrdS8YaNeokUfxYsRLW0dHgnoTZvhoWLpEtlSgp89b/A+Mv6DSJHvw1p3577OJ3gcm39DmdHYrTYaAlSrGryn8QsWtwR/PVX4B/b7Nn69NxzzgbfToCpqXDuOTrBPS0yEq6+CgYNlNay++wDt92qc/uoxYtRDzxovFtJ6+z535Zff5OJzo3L1bbAotUqFdUdIS9IP/ljjwksxHQ4pF6inSJID/X1kJ0tvU18WboUliylKkO/I2qOjiZ35Ag49lg49FCsgwfrzxs0yCvVPnyYGOtgFBXBOR3bDahnn4Nzz4f77oczz0a9866kCxuxYIHxcd/rzZmDuvwK1FnnoO5/ANXYiFIK9eSTUl1/wlTULbeiOrKD3BmccJw+mcBu75DApMl/B3NnsiMwWpFX14jb6yBRndUSElCvvgIffSQ1HidlGSrNavtPgP0nGNZ4qI9mSYGi212VkCApufX1Elj2keNwlZQEalDFxsJBB8nk7p8WnJamd2PoBuW3Y4kP3CmpVavg7XclWFxeHuiuq66RgL/vfWNjA8ehaZId5j/2lhZYuQKryyXFez6EahqcdSaaphH98otU3ne/ZJB16QKXXOy9dEQE6rRT5XdQVS2xJn/X4/oNorA7f4EoC9fWtMajbkeLj5Nn3bJFXDzuBIKyMlEi/vADY3n9yiqUw2HY8x5a627ue8CbHbdiheygRu4DH87yXq+wEBobUVXVknKdlgbXXqOrUdlZaP36oW69RT6TpiYYNRLOPWen39dkz8E0JjuCrCxRo/VdNSoFixZ5jAm07jzO6qC43sYc1KuvQU01DBwIF5wvNRW+cY/ycrjkEjjyCHGz+BA6+QjqX3pJNLfc9O0DNqukDzc2SFaX3S6ppn37iJChEf37SdyloUEmsLP0BX4qN0/6qfuq/voTEiK1Gffc500hrqrSqweD1JMce4yud4mHp55mcFw8hQMHsGH8OFx2O7H5+WTWN3pkVSwxMWg33xRwqmpogBtugmVL5XczcCBYbbKr9MWdWffCi95x5eXD/feDW1By/Qb57H0pK4PnXxDRSN/qeBAjcN4FqCcfRzNKFf5oVuBnt2KlZMr5G6a587zfs8JCuP9+1IzXA6+5E3AvdExMjDCNyQ5ACw1FDR8Of/tkGUVEwMSJqJoaUcTt1atjMuOAqq2V9Fd3e9s5cyUOszEn8M01VQGGBESuhdtvh9dfl0mxazdISoD3s70ZT5GRcP99aOPGyur4p59lgvKnb1+49hrI2QQHTkSLjta//t57bRsSgKFDxC3nu2Nxy8S7sVjA6YCzzzV2izldxJSVEfPb73RZsoTCAQPoNu8frK2FjG3ywov638/cebLjsFj0GWA9usO6dYE1Mxt8iigHDxKD7D/Gb741rhEB2W28+BLcekvgawsWBh6z26BT4O81wJ26abN89ttSz2JisgMxYyY7ihuuhyGDxQWTngZZJ8rq9fQz4bY74PwLUffe17FrffqZvk+6UtLhz3+VarXCCcEnUm3YULRnnkab+Rba/fdK7YLvxFlXJ4V/SMdGHn1YXFH+fPkV/Pob2tFTAg2Je3xtse++sqqvrw+cbH3H43LB4iWiINzONSMqq+g5+y9sA/rrXFlBMejZzsaN3vvbbFLQePdd0Lu3fLa++LjWtMhIGDcu8Hru1sTBCBY3MireTEiQONvgQeL6C0ZsrPHvzMRkF2Makx2E1iUDXp0uCrnvviPupzff8ro8amvh+x9Qi731HaqwEPXMs6jXXpPdCK31I//M79hNk5MCUnTbxKiJVozXOGh9+8LLL4pLypeWFvjt9+AtcU8+yVhJV9NEYPHx1oy1sWNlwt6RHHRQx7oGBqm/8eBwyO9q4UKR1h810puwkJQYWDR49ZXQpZ3+I/40t6CuvAp1/Q0iZ0OrtI6Rkdl3tOwuX3lZdkFGREdLkeouaHKlSktRTzyJuu9+1LJlO/1+JnsepptrB6JpmmhE0VrA6O9Xb2iQWoahQ2Qyueseb1+J735AvfAcvPFWoB/fZpMmU3//7V1hWywwceLWDfCUk2HtWm+zqR49AhskLV1q3J+kpUVW8QYS+Vq3bqgH75eeHE1N0L+/7ELS0uCYoz3xDM1uRz3ykIgYllfIZ7VsmdfgtpeaHHBjTaRkOsIlF4ubcNky48JRkOM//Ih2yimop5+SvvUbNsgzpKbqbx0Vhbr7Lnj1dUkiKCuVFgC+hIV5s+jsdpGRd++Elq9A7Tvaq3bgS8+enh2nZrMZinYSGgovPr91zcy2EVVaCtMu8e6Wf/0NdcN1aIceutPvbbLnYBqTnYRmt6PS0/U9KOLjJZsKJNjt26BowwaY8Sb8809gFfeokXDDdWIIZrwhu5whQ+C8ttNYVWOj1F2sWiVpq0ccDi+/DB9mQ2QUnHJyoNsqWF+NQW33WtEGD4YHBwd93fO+Ll3gYW8DLrV5s+zg6hvA0QJ//Bk87uCPUnDmWaisqXDxNMNsKdXQAJ9+LjURjzwkCssvviS1QUY4RMJEs1ik90lbRESAcokxSE6R8bgNtaZ5jYSRcd6yRYQqfZtsgTTquvIKfcFrn94iH+NLjx67xJAAIqHi63atrJTP1DQmJj6YxmRncv118MCD0qwpNg6OOxbNXSfhX6kNohYbqC4FpWWy6+nTBx58oOP3f/QxqZR3k58P/fqhXX118HOOnCx9RjZs8B6LjQGbDTV3nq774I5A69oVbr8NNX+BKCk7HIFB8bZobJTJrqwc7tLLrKviYrjqaljXWjD5+Rfw2CPS5vi8Ir3+GMiua9+O6U0ppxPuulsvGtm7Fxx5pOxoNm8OfrIbf0MCkNElMGX81lvg2OP17zdSbvYdn8sl2mmLFsl376IL0JKT2x+TEUbf1baKP03+k5gxk52I1rsXvP4qvP8evPu2tw85SLDevyq9slLqH/zZ1j/cNWv1P9fWthqsNsYcHi4T7qTDRHAwIUHG9NX/4MabUNkfbttY2uOV6d7Vb0cNiS/ffy9yKb5Mf81rSECuf+XV0o/l8UcD4yhDh8IF56NWrAzoNOlwOPQxo3Xr9dcGyaw67LDAwk0jjGJMAG+9JVIyvvz8S6DhyS8IWsColILLr4SnnpZap88+gyuvlp3qtnDM0fogv9UqNTAmJj6YxmQno2kaWkJCoBTGtGkS1PUPihvFDHxdHh2k+dffjAO77QWiEVeUdt+90pfDN+5TWwtff93u+crhQG3evHXV2h2tkA9Gc7O0LvbFKEuqoEAaRd10S2A9yJYtcMaZUgV/2hmox5+kurqaP//8k59//pnffvuNXHdhZ3ycBMB9iY6S48ceEzzDKioKJk+WLpZGWVrNzfDDD/pjffoE7kRiYwLEMpVSYojufxDmztW/f+1aWRBsA9rgwXDdteJuHTIEzjoTLrpwm65lsvdiurl2E5rVCtdeI66Yn3/Rv+hbyBcTA0dP2aprqxdfova99wMDzUMGS+ZVe+crBU8/C59+GvhisA6L7nN//kViEvn5kJyMOvsstGOPaX/QaZ31fvmQEDlWUSHV824ja7fLbqmkJNDw+te6jBwBf/wRGINpbNLfy01pqfczKyuDzz9nQ2onKmIlLbipqYnVq1eTkpJCaEoKasJ4iXu0tMi4JuwvKdYH7I+KiYZPPpV7VbQqAiQnwxWXo7XK6qguXYzdYS+/gvrue1FJ2HdfMerjxkk8qalJtNpOOF4nHtn83feS2LBlS/C+MkZutQ6iTTpMdqsmJkEwjcnu5tRTpdrZHYzPyJBA8dx5MiEfeeRW9etWDodkCPkaEk2T1fL113VMLPC330VyxGhnMSR4kF05HPDEE97+6/n58NDDqIkHtN/r4/rr4a67pDAyKgoOOwzt0ovFsL0+A/78U7oYds2QYH1MjKy2ffGPNWRlyVj+93VgZl14uOws3DuNkJDATLX6eqKWLJGe7a00NjZStHEjXb/+FpqapfOj0ylteice4HmfNny4VPO3xeOPwqmnB9YP5eXLv5WrUC88h9a9O+rBB6R4dcUKOHySrtWAqq2l/qGH247TdO4MU45qezwmJtuBaUx2M9qwoaiXXoQPPpAU0tNOk1XzH3/IhJKbh3rwfn12TxBURYWk3PrvSJSCX3+VXUl7nRtBKvaNDMm+o0WIMhh5+V5D4sbphLPPQXXrBnHxMO0itM6pAadqXTJQr06XHUd0NFqr+0/TNMlaO+9c1Ff/g8ce91bRuw1AUxP06gmXX6a/pqbBlVegzjkbzjpbxtdKU7++rN5/Ap2+/oYwh5PoSYdh+fobCVi7iYqiYrC+q6HNaiX2uRdgTmt2VWgonHkG2oETg38uQdAyM1GzPoJrr5XdREOjvl1vaamoUd94gzzLfvvKP3/mzsXVliGJjoZnnoKwMNSMNyT13GaThYopIW+ygzCNyS5CNTXB08/IajomBs4/D61/fwDJ8Lr2GnlfbS3ceps3hlBUBFOOQR13LBx/nDSl8r+2yyUdGv+eA02NsoL3p7xC0orvbacjIkj/ESPmL4Czz0WddSbaEYcHvm4klQ+QXyD/ANasQb3xekCzL2id/IMFpkGSB3zlWJqbZTdw6qkweFBQIUUtJgZ1113wxptQUIDLYmFVt67kKUVu63NkZGQw9IrL4KGHpR4lPh4On0TKhAlUrV1LY2MjVquVzo1NxLoNCYgh+yAbdeBEtN69g489CFrnVClyBdSF06Ro0pfWGh1VXQ3vfyDJGFlZXiVkgO49Atsgh4aIXExKClx2mRiut2ZKy2j3TmjValRSorjS2kG99564YzUNDjwQrQPu0n8zTqeTFStWUFNTQ0hICH369CHGT0DUZOswjcmu4r774BufNN2cHNSbbwTuOL7+JjAYXVsrqrT/+1q62x3ml9//6WfiyvGNIRh1TvzrL9SaNWh9+rQ9Vp8qfR0Oh7QcfuUV1P4T0CIjKSgoYMOGDTQ3NxMZGck+UVFY/RWDfVm3TvqUbGUcCPD2JfElMhJt+LB2T9WGDkFldoMFC7DU1zMwJ4f4IYNZ2ur6qcnPl4nyzjslyy45CS02lm5Ap5QUKn74kZjqaiKMmmtVV8NlV6BuuQntgAOkYHX+AkhM2DoDc/gkaQbm3p1kZMDpp3m7HG5s1Qf7/gfUvXejDZPn1rpnYp90GM0ff+KND7U4xMA8/JDXyP49R+9Sq6mRoHwQY6Jy86QdwKbNIqPv/j6tXIWKikI76siOP9u/jMWLF1Pgk4BRW1vL+PHjsbXVpsGkTcxPbhegXC5Yulx/cHOu1D34pguDp4LekLIy+PBDkftwX7uySlabfsFoLTFRpNJ9J4+qajjrHFTWiUFrTVRtLSxa3PYD5eXD0mU0DR/GihUraGxNOa2vr2fRFZexz2NPeAv1/GtGNM2wir49lFIifGi1egPJiYlw4omG76+srGTVqlU0NTURHh7OwMxMIr7/wVMzYXM46LRyFWv3n0DC5s30++kXSc2OioKDD0K77Va5r8NB6E23kPrPP/JMiYmyW/AvRCwvh9vvRGVkQFUlbCmF8HDU6FHw4ANBd02+aMcfh0pMlBYB4eFw5ploycmohx72GhKQ3erb70qb4VYib7uV5p9/kQA8yGc+Zy5cNA318kty/xCDeFmosRSNmr8A7rhTX3TrpqFBUo73UGPicrmo8EtSqK2tJT8/n25G7SRMOoRpTHYFmhb4h2yxyMrRnwnjxQ3m7pXuj/+q/9FHxbfuh3XgABwhIYHpoA4HfPwJqrFJagUOOiiwsr09SZPEBOjVi7y8PI8h8Vy+qgo1ZDDaho3iKuqeKWrEboPSp49hZblyOiUbadFi6Xt+/PFohxzsfcMLL4oqr9uQREXCgAHw1Veo2BiprG/F5XKxePFialrl+mtqamiprWVMdTW+ybghDQ2EV1bR46+/CXf3VamthR9+QB17DNqgQfDFlyJj4x5/WynMDQ36pID6eklm+OxzOOH4Nj5QL9oB+8MB++sPGu30fGMrgKu01Li4cMlS2bUePUWSBVau8iYjpKfDmacbD+S994wNiZvQkOCv/cvRNA2LQedR++7sZLkXYNaZ7AI0TRMdLd84Qf/+hqmWmsUCr02XP3SjL3fv3iinU8Qhr7pGVp/+xMYSefNNcOYZxt0VG5vg40/gjrvgyqv0RXLugHZb9OiJlpRITEyM7o9SczoZ+PEnaP/Mlwlr/XqRtJ82DQ6YIN0Qn3rCo9Wl49nnRGJm2TKY9w888qj0lKd1V/Lrr/rdQG0d/P679AK5+FKd+GBZWZnHkLipaW6mcUB/3bGmjHSihg8jsslvl1FXL5MwiHHYliJKNy4XrF7d/vva4oAD9F0cLRYY0B+1br3nd2fJyJBmYEa0thLWxo+Hp56QIsSpJ4q2V7BzGtoocEztBKeftg0P8u9A0zRSUlJ0zefi4uJITQ1MDDHpOObOZFdx8TTplTH7L3HXnHVW8IBxZiZ8+rEEXb//QeoViopkpX/+eSKT8smnwSe5c87G2rUrWnQ0KjQ0uNaVwyET9zffwFGtaaPvvht8V+SmVVIlKSmJpKQktmzZglKKpKIiIv2zuTbmwH0Ho53jFZRULpdUvLt3IaefJllUvjuiigoxeDfdKC6Vwjb6pRQXiyFqlZoJDw/HZrPh8Hluu92O7aqr4JlnJOMsOYmwiy9m6LChqK5d9anDiQnepmZ9++pda/50SpE6mGDikXY7jO6YREswtEMPQRUVwY8/inZYeJi4wt57H7p0QV15hdS82O0GXTHjdSnBWv/+qFtulmSM+x9ERUbA2Wd5kkE8jNxH4iTuzzA0VNxqXTJE060jVf7/YgYMGEB0dDSlpaWEh4fTq1cvw92KSccxjckuQtM0OPxw+dfRc2JiRFn2vfckU6eqCi6/QoyIkSEJC4N9Rujl0junBsp++OJySedAN4XFwd8LIhXS6rLRNI1Ro0ZRVFREVVUVXfr2Rcv+SG+MoqIC2uzyzHPyTO5nWLNWCvr8iYlB/fKL9FlvTwrEp5gyKiqK5ORkClvlVSwWC6mpqYT06wsvPB947g3Xiy5YXp5Urp9wHFpqqgSgX3s9uCFJSYFXX4UF86XI022Q3DvQuFjYf384+KC2x94BtDNOhzNOlyLXs84WLTIQDbUXX6T+xx9F8dmXjAyJu3Tvrj/+zHPw/vve51q1GvX6q1Jw6ebss+QznzNHOlIeeshuzeByS9n4t7IO9l6lVJvGQdM0unbtStc93Cj+mzCNyb+dGW9KNo2bgkLjviSaJoVzjzykL0wcPkK6BLon7rAw/cQcF6cvZjv4QFn1+vrf+/ZtlQ+JgfPP1SkNa5pG586d6dy5MwBq/DjZTbW0iATIgQei+RuT+fP1xrCkRGTXfdNbe/SA006Fe+8L3CkZSdU3NaKuvoba5GTUOecwYsQI8vPzqaioICUlhZQ2Ehu03r1Qr02Xe0dFeXeM77wb2HkyOVl2I5FRcOopkqI7eTKqf38RyPzjT9lFKgUhoSJfbzABqpWrxKA6HNKTZPz4gPd43ltYBC/6tBEuK9e/obgEh9EkW18P77yDmjVLXKoWK/w1G5Yt1xvIggJJO770Eu9nommym754WtBx7QqUUixdupTS1rhgUlISgwcPDmpU1q5dS35+Pg6Hg9jYWIYNG2bGQnYRpjHZBSiHQ1xTS5bIBDPpML3oY1sYBV+jo8Ug+E7ISkmVeNbJqEmHoW68AXXf/ZIOGhYmAdNhw6SnydvvyG4kOgqOPRbNp5BRGzNGivy++05W+/37we23dawBFcBdd8pqfOECaYZl1G/EyL03oD9ccJ5kuMXEwBlnoMXGGmkoy/n+VePzpNlUM0gP9xmvkZGRQYZfXY76+RfIzkbV1uLq1RvrjdejhYXJ5ORfpW/kHuySgfbySwGHte7dUREReuOTmyu97B99RD+Gtevguuu9Ae45c6U/yKRJ8rpSoh4QHi6fxXXXS8qwG7td//zJyViSU3CtXKUfVHm5d7e0YYN8X4LtsoziWP8C1q5dy2afgszNmzcTFhZGH4P09tLSUtatW4ez9RkbGxtZunQpI0aM2GXj/S9jGpPtRCklEugLFkJkBJxzdmBtwbPPiv/fzaYcVLduaOPGtn+DcWOlIt29m7BapXthXCxkf6RfoSslrpp336Ouvk4ykdwGp74eYmM7JPOhnX1WYNOsIKilS6XOJTwczpJUVg4+qG3XzqTDZHJz7366Z8oqPyYGBvvJtUyZIvEUt5pyXJx8zu4iSAhMP163TjKYjj9OP9a8fHhEst80wLpqNUXFRdjvuZskfykWkNbLf/7pzZYLDYUJE4I/l1H2U6WB2KR/plR1qyrzpEmiVnzTLRL4DwuFrt30hgRkYRAXJ2nA3brB+ecR0aMH1Zs3iRyNEf7G15fMTDgpK/jru5FKd5ZdO8cACgoKPIbETW1bNU/bQG5uLiUlJdjtdnr37k14O10ulVJs2bKFuro60tPTCfmXGu0dgWlMtpfnnpcOg+5V7MqVqNdeRUvwqQZfvlJ/Tl29KMN2wJhoR0+RTne//CK1KY2NUvSXmCiGxWj13NCAY/ZfgXGVjvTY2ArU9z/I5Oz+4/7rL9RLL7bbN0M7+SRUaqr0/YiOEgMcpPpYO2B/lHYHfPWVGMujp8gzP/+CfB7JyRL89neFGaU3f/xxQBp1RM4mFq9YwYQJEwJcJ1qfPtJNMftDySSbMA7GjEFddbUYs6REuOgitGFD5YTRrZ0TfSfuXgZtiv0FKcH7u3r8Ca+kS12dKBf4u/ViYuDll8SY9O6NFhaGLT4e3noTLr08MHYSjPR0cY2ed07Qz393YzT5BpuQowwkh3bk5L1mzRrWrVuHq/V3VV5ezrhx44K60VwuF//88w+lpaW4XC42bNjAoEGD6NSWysMejGlMtpc5c/QTel4+fJCt9zVHGsQ44uM7fAvt3HNQkVHw+OPeSaUdyXYto4s+1gKQoO8lrpSClhZPqq5atx5++w3G7BeY3WPEp595DQnI5P7mWyJX3g7axAN0wohtvnf/CVKH8sYbcN8DMrn26S2JAJMnSw2Kb3abxQIfzUJ17ow2doxkjz3/glSOg67WxBlip76+noaGBiIMYlHa6FGe7DWlFJx/obgrQVJuyx5EzXxT5GGOnCw7rt9+F4MycABceYXueqq2NnD3YLHAgRPl/wv8YjRKyS7E/TlbLDBypLQR9m8lHB6OOvYY6azpvxPp3BlqqiWlGqQVwfPPoqWnBzyzEWpjjtTb7LdvYEB/J9K3b1+qq6upbl0sREdH0zdIh8lu3bpRXFxMeXk5SikiIiLo2dPAmG8jRUVFHkMCsuvJycmhdxCVg/z8fEp8dqANDQ2sX7/eNCb/ZVRjI9TWoSUlonJz4aWXJVgbrG2qfxHgaadKjMKtDNynt/SECHa/lhbxt6emegQPWbeu7WJCt6vHbofhw4h++kkqL5om9RJOp6yQL73Ye49vvpEq6ooKaS+cmSm7pZoaeGsmasoUtGvb6MgI0grXnwaDwrntRNXWiq5ZvleokdJSeTZ7iGRjxcXD229LjYzLJZ/Xc89JNtwr0yVO5HLpDElzWBi5w4YSGhpKqIFWWABbtnhqNjxs3Aj/zIdxY2Vnc8XlqMsulXsZxYZ++cVbpe7GaoXWeAkpyeAnlsCxx8hudssWGDQATg9SaAiSTJGdDWvXeb8PR08Rgc5580SuJyxMxCk7akheegk+nCW7v5gY1AnHo11ycfsn7gDCw8MZN24c+a2/+/T0dKxBFBSsViv77bcfRUVFNDQ0kJGR0aGdiVIKl8sV9Lq+7/PH1UYNUrVBin2zUQvnvQTTmLSB+vY7eKY15VPTUH37iO/eLVs+Zy707q0PiHbrGuB/1kaPFkXcDz+STCwLMOMN1PHHefL1VVWV7DZyc+GFlyT2kZyMmnoi2mmnwtgx0pgqWEFht25y386pMGYMlrg4ePEFqRWoq4exYzyTm6qshOdf9LpbSkqkWND9DHV18P13qLPOCGwh68uoURLsdu/MYmPhmA70Ltla5s7VGxI3tbXw9TdoJxyPGjIo8LMpKJT6lIULA1x+dYmJLDpmCg29etErMzNgIlG1tVK537ULDB0qhiIqSirv/VOfO6fS1NRES0sLkZGRUngaLC01IyPQbeV0ivxKVJTsZIqKvXESTZN4m80mMZQtJZDaOXhvkeUrZHfsft6WFli3TnZO48fLv61AVVXBF195n7m6Gv73P9Spp6LFGSg47ASsVmuHU3jd2YUdJTc3l40bN3q05QYPHmzoLgNITEzUFcNGRESQmZkZ9NppaWnk5ubq6p0iIyM7PLY9DdOYBEHl5ko8wHfiWOa/ZATq6+Dqq2HuHJkMzj0XzUAmRUvthDrvHLj4Um/v8W+/Q11/nfi4v/tedjtKeSu98/PhnXdRh08Sl9CJJ0gBX2OD5P7X14nbIrUTnHqyuLW+/RY+nEXLpZeg9eoJ+xi0V/31t0C/vb9bpLyiNS7QhjE5/zwZ77x/JBvomKPRhgwJ/v5tpXsPyWDzq2oHcDU3YQXo01fiSL7uv6RESE7SV4+3EnLA/mROmUJycnLArkTN/kuy7/LyZBW/72jUww+hRUSgDjlEFgUNDWCzocaNYWlNDSW//UZLSwsxMTEMHz48+KTRvXtgNprLJUa/eyZaejrqjdfh5lvhp5/kdd/vYEEhPPscatRIfVzOzV9/BUitUFyCUqpDNRoBFBUHulRLy6C4SJJA9mAaGxs9+m3un5csWcLYscaxzIEDB2K32ykvL8dut9OrV682d7Tx8fH07t3bY1Cio6MZ7J9gshdhGpNgfPJp+5XgIJP68ceiTT2h/fe+977XkIC4al57TVaSRrpKIK6NBQvQDj0UrroSNe0iaGxCi4tFbdoEK1fCfmOkDsEnY6x240bUq9PRkhIDr9m3b2C9iX9GVGY3SQtuA03T4MIL5N9OROueiTr4IHHR+Ow+XJrG5uRktJwcMjMzcR17NJbPvpCEhdROcMopaKGhqK5dxOC5J/DMTOznn09GchBD+cabYkhAPqM/Z4sLcNIktMsvQ43ZTwxyZiYFLid5ubmeFObKykqWL1/O6GBV79HRUkPjL7Hy6WeoQw9Bi4lBs1hkRxCM4mJJwjjl5MDXxo+ThBDfLKbUTttmSEDaEXTrJrEgN926SV3QHk5hYaHHkLipqalh2bJl2Gw2unfvrjMWmqYFjdf409LSwurVq2loaCA1NZWePXvu9fUupjEJRnqQXunh4V7pDKtVApIdVcH195WDVKe3pf2UmABDh3p+1MLCxBAAWrdu8ocNKD+lX5WfD9kfoI44ApKTdVL3Wr++KH9jYrPJqrmyApJTYNqFxhpa24FyuSTAn7MJjjrKY+icTifLly+nsrISq9VKt27dAupDtFtvQR11FE2ff0bNytXQ3ExFt66smXgAlmXL2LRpEy29epFwxWX0KdlC5JgxaH16oz75FD7/0mtIQkPhskvh229RP/4ETgeMGg2XXeKdcCv8igIdDumG2RrX0EaOROXlU/Ttd6wdPRLlt/NpCCKtopSC9z6QDAB/iZZVq+CpZ+CO2+Rno7bCbkJDg07mWv/+0vvmu+9kd5mZGdA0bGvQbDbUNVdJK+aSLRLTuXhah1SQ/+3ExsZisVh0cY+WlhZyWuNimzdvZtSoUcRvRbIMyO953rx5lLfW+BQXF1NfX7/X17vs+d+IncWUKbIS9u3tkZgoWlFz58rWf9iwDvVU93DUkVL/4DvZGBkSqwWcLsnimXoiWluy9G6MVj1ffAXvvg8JCaijj0I7/3wAVHNzYJFac7P44U89pePGcStQDgdcfY0Eqx0O+PAj1DVXoR18MMuXL9cVptXV1REdHU2sn7tQGzqEqtROzJs3T3fcBbRs3owzLIwuH2QTWlQsSQTDhorB9N31NTVJXdDatd7fw6rVkohw/bVo4eGQ0UWfcRUVCYf6yP67XKxatYqcQw/GaWBww1pXs6q2VrTOKirhuGPh9z9lJxqs5uPbb0WC/uijAl1Vbux2GLMfjBqpO+zMy0PV1KClpqJdcTnqzDOhdAt07677faqiYsnq6tlT10O+LbR990WNHi2fpbvAcy8gISGB1NRUiouLA+pTQILl69atY9SoUVt13fLy8gCJ+7KyMpqbm806k/8iWkgI6vnnxN21bLmkeR53rOwMOpjSGnDNQYNkRxBMFBAk4OpsNTDNzRBh7HtXK1dKw6ziEtlVJCdLHYn72mFh3pqKwkJ4Pxt12GES8LfbJRbiWzgXFQWjR+knnoICePRxOT8pES69pGMpw0Z88630tXcbz5ISXO+8h/XggwOK0Jqbm9m8ebOhfzkhIQG7ptHil1njtNno/823JLnToZuaJEXXyMhu2aL/HSgFX3wBf/yBuvIKuOUmuPMuydSKiobJh6MNGuh5u6uxkaL0NL0hUQpcLmKKi+n/9TeozEy49jrRHQNvTU1bxYPNzVILs8/wwIxAq1VUl8eOgQnjPRO6qq+HG2+iaoXUMqkhQ+DB+yU47hPTUC4X3HU3/PW3GKrevVH33YvWJbBzpxGaphnGnv5tKKU8k7ahjE3r63a7HYvFwvDhwykvLycvL49cd2KND/5usI6O4b+IaUzaQAsN3bqdRzuolhawtLOq8/0i1teLoq+Pb1wVFcGtt0vsxbe+JSwMjjwC6hsgOgbtp59oRibZsNpaCe7/ORu6dkXTNNQF58NTT4s7JSEBDjsMzccfrJSC2+/01lSsXy+CgF99Ydhyt13WrQvYhTUUFaHV1Rl2twsW2LTb7aS3OMixaLqMKXtzs7cniS/+k3dKisSM/DW3QLSvXp8BhxyM9sLzsrMICwt06YSG4vQfn6bR848/6fvLr5J+fNvtXkPivnZH0kKrq6VOafAgmfjdOJ1QVYm2v18F/nPPi2SOmz/+gOmvoi65WOpvFiwQCZ+MdEnycK/AV6yAJ5+CJx5rf0x7CHl5eaxfv97TEG3AgAEk+ohXVlRUsGzZMurr6wkNDaV79+5069aNxMREoqOjKSws1GVegSxetpbExERiY2N1i6S4uLi9elcCpjHZKSiHQxoirVsnzafcLgmrFWLjAoX63BgJGPpMQGrmTHjjLePEgMZGKNmC9sTj0hwqPIwtCfG4rFZii4oZ8fU32AsKUeddIPc5+EB4+y1Yvhy6dAl0pRUX6xs9gRike+9D3XC9CCL6uUnc0hEAycnJEgQuK5f02qOOpOXTz7D7uG+qExMoWbuWbt26UVtb68nBj42NpYePXpj+MRtxJCURt2QxlRkZYLFgbWoiLj+fxrg4blh8KY/E3xR4Yo/uYkROOVnch0uW6GXn3RQVQW6uKAavXw+HHIzq1EkMcUY6Wr9+WK1WYjp1otEnuyyytJRes//y1rFUVAZeu6nJ+Hfsz5+zYcSIwPf++BNq5tuiIAyoH38UWXp/Nm2SWqjW2hpAMgb9XTlb2mh+tYfhG/AG2d0uX77co2xQW1vLvHnzPN+xlpYW1qxZQ2pqKqGhoYSEhNCrVy/WrVuHw+FA0zQSEhLovw07cU3TGDlypCdTLCoqin792k5m2RswjckORikFV18rlfFKSd/2009Du+B8ydKZfLgYBHe2Tdeu4HKCrdUX/sOP+kB9q6tHNTRItlZbGWatK5/NmzeTl+ltP1raswfLjz2aYTPf8Rqn1aulJiElGU4wyESLijKe9H75VTKjUpJRF1zgWSk3NTUxb948qlqzkGIbGhn53vuElpRIEPiWmyk48gjifv0de1MTNcnJLD3qSBJaWkhPTyc6OprNmzd7Voy+u5XCwkKKi4sJCQmhtLSU6upq4p0uus2dR0tMDF2cLuynn87yZbV8/eMornA8S4bNpy4lJAQuvxxt/Djv7+nF5+Hsc3XuruawMOxJSWj3PSBGFqTgMSREDEFEhGRyPXA/w8eOZdmyZdRWVxNSUEDvTz7D5v5sw8PhxOPh9Tf0CgHB+sr4o5QYMv/Pv9Udp049RXYZjz4KNQbaU+npsHCRfifY0hJonFL2nkrs8vLygMQHt7JBfX09CxYsCCgYbGpqori42FPD0qtXL7p27Up1dTWxsbHblX0VFhbGMJ+2yv8FTGOyo5kzVyTW3X+09fVST3LO2bIyVIhQo9MphuS338XlYrPJTuaWm6WCubZO4jRXXC7X2bIl+I4GxCi0uuT8g38ArqpqvZvFrfEF8PW3qJtulJaxrWhRUdI0yl9ksKlJ/pWXw7PPovYdjRYayurVq3Xb+sqwUNYMGsjg/21uzVR6Gsf11/JH//7y2WiaZ/UHEBMTw6BBgwLGvWbFCtRbM0kuLKKkZ3eqWzNiKrpnUtE9k5CQEAbsvz9hYWH8MjOaipZo3hrwFLdUXCKfWXi4xBn8dNBc3bpRcfVV2N59l7DiEuoTElg+6VDCw8IZ8cKL3h2GUt505Pp6SQn+6WfshxzM8FbBTNXcLC4tu10KCw89BO2UU1Cx8fDZp6J+0FaqrxHuuJZ/S+aaWvk9fvNNoCHRNCkknXYRXH9D4DUzM8W41ddD715w9ZVbN6Z/MdHR0YSEhOgMhlvZYNmyZYaV5zabLSBTKyQkxFj006RdTGOyoyksDPTT19VKIP+zz731BSEh0mfELbHi7np4wES0Z54OvG56urRl9Z/cQSbMM89Ea10JBRTMuVz0/eGH4GMuLYUPPgjsPf7Uk3DOud4x+rNps6Q2DxwQ0AseoDHG2/eE/Hx69uxJc3OzxxWWkpIS4M5STU3w+x8SPN5nH+Ief4KkJUvRgPDKCgqGDEH57Fp8+3kvWiQ7s0XNw+Hdd8QF1LOHt4K9lS1btrB8+XJq7TY460wsLS24bDbQNGqdThwhIdiDxTccDnGR+fSn10JC4M47ZPxOpywenn0ejj4KbfLhqBdelM6GW8OQIXDWGXDhNH0Kd2Y30eAKdt6A/vL6iSeIpIrbldc9E156QXYr1dWS5bWXZGWBVKNnZGSQm5tLS0sLoaGhZLYqGxhlammaRkZGBtE+vXlMtg/TmOxoDj1EUk/dRW8gK8hHHtW/r7nZ2Gefs9HwsprVirrmapF3yc+XanC3G6OhAb78UqRXLBZ69uxJbW2tR5gube16Ioyk0H0xSEXVkpNQb8+U9NbKStlF+VZDJyd76nGio6N1onYoRXSxz89lZfD1twyYHLzTpFq7Dm6/Q1w8ISEwoD+x69Z7dglxBYXE5eZR0T3Tc05iYiIhISEUF1tYvVq+zmvW2NjSHE9Ka0dIf9asWaOTJnf5uDOcVitNUVHYjX43IIY7iLy+cjrhqqtlUeB0ikvq4oulfqc9rFY4aCJU1YgBvPQSKbi88w6JfVRUyGLiltZ40KTDYP4CvYSMUrJzuvQStIkTUekZMOtjERo94wyv/MleuPJuamoiIiKCQYMG4XK5SE5OJqy1HispKYkyn++tpmkMHDiwTSkUk63HNCY7GC0qCnXLTdIhsaJCXC3BXBz+ef4REbp6hoBr7zNCpDbefVcK3HzZUirui6gorFYrBx98MBs3bsThcJAw62PaXYMGCRBqcbHQKuqnOnWSTKOKCgliHz0FrbWhVN++fWloaPAUasWv30CfX3/zXsjhgA8/hDaMCS++JIYExNguWozVdxcC7JP9Ievuv5emyEhiYmI8qrAzZ0ZQVibptKWlVmbOjODaawPjCUopw12Um/DwcEIOOwxmzTJO4w0NlWJAI376Sepo3CvhigpJ9b3+OjmvrTTTsDC4/35vyq/Dgfrf12Lkn38WIiJ0r7F0mfE1i4tRd9wJWVPRBg2CmwzcXXsZeXl5rFq1isbGRqxWK506ddIVvfbs2ZPi4mKPrlanTp1MQ7ITaNeYZGVlPQyMBXKAc7Ozs1t8XjsZuBCRLrw5Ozv7r500zj0GpZRIhLcWOqkTpgY3JiOGi2987TqICIdJh6ONaKdxlaahDjwQ3pzpbeMKIh/i596Ki4uTwL1Rw6TQUFESbmiU2My117T7bNp556KOOFziQqNGoWV4VWctFgsjRoygpXUCtq1cFViQ2Z48jUGsR4uN1e2GrN27M9Cg98g//+jTLr/7ro4DD1zAoEGDdCmZmqYRHh4eEKwNDQ0lIiKCHj16EHrwwaioSOmS6E9lJbwyHTVhfGDK8IaNgUH22hpJ891nBMz+yz2IwOB6v75eY1FbC5ddIVI5LpcY8Afvl9qQDz+SpIAgDaKor5di27nzUPfdgzZypPH79gBcLhdFRUUopejcubNhT3elFBs2bPAsEJxOJ8XFxZSVlXliH/7xvJKSEsrKyjxpw83NzRQWFhIdHU18fPxe5f7blbRpTLKysoYC6dnZ2ROysrJuBU4E3mt9LQ04Bjg4Ozv7v1ml44NyOOChh6XjosUiWT/XXC2uCd+mVFarBN4H9IfrrpWdjMMBVmuHv8RaWppk9Hz6mUy0XbpItpLR+d9+Z9z6t29ftNemb/VzamlpUs0dBHcGjDp6inR69DUQQdJ9PXTtKurF3othufACWL6cFStCmLb4JiILY+CIwK9tbq6+yG/DhnguvXRfbDZbQAyppmYKF1/8M4mJ+YSEhJCenh6Yutm5c/A03sJC2XH6q9MePQU+/VSEEH2eWdM01GOPwkcftcaYBopY5Lp18p4uXeBanx4wr7/uzSYDSfV99jnRZXv5ZW/XybYoKxPZ+D3UmDQ2NuqyA9evX8+oUaMCOhu6ixB9cTqdLFy4kNjYWAYMGODZLbtxOBzk5eWRmJhIQUEBK1eupKGhAYvFQqdOnRgxYoRpULaB9nYmY4HWlB++Ac6h1ZgAhwNNwPdZWVmFwMXZ2dk7tkfmTkRt3iz9MMbsh+ZT2LTNvDJd+pe7J5/8fGlAdMtNcOfdEguJioYjJ0tbXB+2RedIO/ssVNZU0UvqkhFcAiU6KlAHymKRHhk7k+hoaZv752wxZj17wG23tH3O9ddCVaUkKYSGiWjhcceiHX8cA4EXl1m48UabJ9DeFvX1YWzeHNi3ftiwZl5+uYqBAwdTV9eD0NBQ4xTQIw6XhAl30ab+4vDIo6Ik7Lvr6dwZdfkV8GG2TPg9usNtt8prdjuccgoA6vvvxY1nsUgK9rFHo/XuhfrjT3GV+RYhuvnrb9kRtqXj5o+zg6nIu5iCggKd7PuQIUM88Q03a9as8RgSkN4gq1evDki3tVgsREZGBrgum5qaKCkpobGx0bAo1n1sw4YNnl2qy+WiuLiYkpKSvbaB1c6kvVksHnCXClcBvuWgnYAk4FDgYuAy4KEdPcCdgXr6GVk1V1VJz5Czz0LLmrp9F125Ur+KdTgk1//AA+GyS6SPRWRkUMOhamqkZWtevgRIL7+03eZFWkSEqPu2xcSJshJ2T4qaBpMOQ5tyVMefbStRTz8j8inl5RJ8vu1WtH0kpVdVVUFoqMjS+KFFRcFTT4qbx2YLeM+gQQ5mzSrlppvi+PrrMGprO6YtBRAV5WLy5EYefLCyVSdTC9q3AmTyV88/K0rPv/wquwj3Clgp+ONPkbM571z9eZMPbzMupFpa4NXXvbvV6mrRKaurExHItqR22jMkvsrPkZFtxt92F01NTaxYscIz+dfV1bFw4UIiIyNpbm4mPj6eHj16GMqYBJM2GTJkCIsXL6ampsbjZnVTXV0d0KsmKiqKXr16GV7T5XJRUVFhGpNtoD1jUgm4m0PHAuV+r/2cnZ2tsrKyfgRu8z0xKytrKjAVYMaMGVutvLmjsNvtuns7Cwqo/vprr8T3li1YZn1M7Nlno4Vuu9xBbVIS/smk2sqVcOZZqOpqrH16E/nww9gGGFfUVl91DY4///T8bC0qJObjWW2KLqqaWuqffhpXQSHWAf0Jn3aRx1j5Prd66w0aXn4FV0EB9nFjCTnuuJ22jXcsX071p595XWvr12N95RWip79C7dXX4FyxEsLCCDnoQCJuv814HO18V958E95+u4UHHtDIyWn/d9azp4vrr2+ke/c/mD+/ipCQEAYOHEh6RzoNXnM1XHM1VVkn4VywUPeSPT8f2wfZNH/zDaqlBdvIUUTefmubO01nziaq/HvJFBXDt9+3bUjaw2rFtv8EtNZaJvtRRxJmkM2mXC4annyKlnnz0ELDCDvtVEIO23VGZ/ny5QG7iPLyck+2VVFREU6nk06dOlHsl5KempoaMI/Y7XYyMjLIyMigpqaGb775JuD6vqnBaWlpjB8/3iPXExMTo4ufhYaGMmDAAGJjY3Vq1nFxcQwcOLDdboy7Cv957d9Ae8ZkNnAN8BYwCfjT57U/getb/38YsMH3xOzs7A+BDwFaWlrUFiP59V1AfHy8rohPzZ0bUPzn2rKFig3rpa/2NqLOPktWsD7xCeUzaThXrqL6vvvRnn828NzSUr2PHHCuWk3Fjz95pVj8z1FKahAWLQKg5fvvaVy1Cu3eewDvcyuHQ9KSlywBewjN3bpSHyx4uwNQX38TEKNxFhRQecutklrcStN779PUqxfaEW1kd7XBEUe4aGiYx1NPjWXjxuCryOHDm3j55QoKC+eSk+P9fVRXV+smlfZQqZ0BvTFpaWmm5bnnPXUgzWvW0myzol12afDrRISLPphv+1+bLVDqpD3Gj5Nd7/ffQ2MTYePG0HjmmR6JGwfQYJDQoJ57XnZUrTuY2pUrITYGrU+frbv/NmJtjQ36iiH6CyPm5eWx//77U15e7unnnpCQQJcuXQIKct3fc5fLRW5uLna7vc1sPZfLRX19PfX19bhcroBEjJiYGM/uZN68eR6DtmnTJoqLixm5FTGogoICCgsLsdls9OrVa4d2WfSf13Yl/nErN236CbKzsxcBxVlZWb8DA4FZWVlZL7e+tgTIzcrK+gU4FwicJf+NjBghsQxf0tLkD3w70Lp1a3dFTWkQgxoSEqhua7dLvCMYCxboDZBSsGChuIh8ebZV+Xj9BqlEn/4a6tdf2x7n9jB+nMQBfElJEfedLy0t0pN8G6msrCQsbAtRUcEnDoCkJEVamlPnfwfpOWKkEutPQ0MDS5cuZclRk6k8cKKkb8fFwUEHiZqB78SllKTstoFmt8MQPzVkhwNUEBdWSAiE+7kER+4Djz6CdvQUtGefQZv+MhFXX90xSfn5C/TusvJyqUXZRaSkpIhuWytGK32lFBaLhWHDhnHAAQcwceJEhg8fbpjNBRJQnz17NkuXLqWmpga73U5ycjIxMTEB7y0qKuLvv//G5XJRUFAQ0Ke9oaEBpRR1dXW62hQQGfmGhgZaWlqoqakJ2v/d4XCwbt06Fi9eTGFhIbm5ucyZM2ebFIj3JNqN/GZnZ1/vd+gin9faiaj++9Cio1EXXSCrs7Iy6ad91RUd7u3gj3I4xNe9do20022LiAjjMcXEoPYdLb1O3F/QYcNEmND/fosWSSA2ITHQh+5yeVa4yulE/fOPyL770tAAP/0CB2ybjH57aH37ok44XuQ+ysql8vryy3DNfIdVhx5CZUY6tqZmMv/+mxSf4sOtJSIiAmdLGPn5bRvwlStt1NVphkHYsLAwli9fTk1NDSEhIfTv31+36qqvr+fvv/+mvrUfSvEhBzP4jNNJTUlB69QJ9djjgTeM8q4+VUsLPPiQ7AptrUbEYoWVqwLPi08Q4+Rb+AlyzjHHiDpwebkkNuy//7Y3pzJSro1sY9Gyg9E0jVGjRpGfn091dTWdO3dmyZIlut7qiYmJHsNhtVpxOBzk5OQQGhpKampqgGt0w4YNutTflpYWlFIMGzaMBQsW6ApUAUpLS1m2bBkRBn+PbgPhcrkCjIXL5WL9+vUUFxfT1NREZGQkAwcO9KQgu1wuFi9eTFlZGU1NTbodV319PevXr2fAgAHb8KntGfwnixa1yZNRhx0mVeRxcdsXP7j1dm+vbtBnTvm3wq2tQ7lcxobr9tugX39Yvky6J55+WsC41IMPSQ1BQ4Os/uPi9BXpAweixcaiSkqoPvd8kRk3Wj0l7Dxfq1JKnru+Qf7rcEB5BSuOO4ZNFRWSAABUd8lg7CGHsK0b/7CwMJb9L4nycu/q025tJj2jgrz8RBwO+Wrn5dmYNSuC8eMzWLt2rUdiPDExkaKiIop8XJG1tbWMHz/eM5GtX7/eY0igtc9KfT2d3cHZc8+Rlb47xbdzZ5g8GfX4E/Jzfb0kerhxF2Qa0akT9O0jGWS+9OwpRaru+EF5Ocx8G3XYoduWhTjlKBmve0WemQlnnKZ7i3sS3Nq/C6fTSV5eHk1NTXTr1i2oC9EtZeJm5MiRrFmzhubmZmJiYnStcSsqKli0aBF1rQoNCQkJjB49Wrc4MOps6d49xMTEBBgTEEmdCRMmsHnzZt3vODY2Fk2T5Iy4uDhdWnFUVBR5eXme71BNTQ2rVq1i3LhxaJrGunXryM/PD7iXm2A7mb2F/6QxgdZ03O0MYKmiIvjnH/3B0FBR/w0JkYnfl5ISkVlpVSnVjcdigZMkZ0Hl5sGdd6HKy+W9V18lf/w//ewN0tbWyk7nkEMkldZmhYn7y0Tw7HM4ly41HnREBCxYgHrqabjs0oAVrnK5Wht0OcUtlpiI5l9P0Ravz5Ae6u5V2cYceOJJqq+4zGNIAJrCwthUUMCA1gr6jpKbm0tRURFWq5WVS7zjSrUXMmnMPMacWsR33w3m558HUVEhuku/vrKJM2c/Snp0NBuPOpLQrl1JT0/n999/1127urqaoqIi0lrdoP69LcDrc6+qqiIxMRH7q6/AR7OkUn3kPnDfA95eKe2pzoaEiLHv3RuuukJ2CBs3ys5F06SodMQIryCnmy1bJH34yMlb9dkBaEcdiUpLgy+/lAXJmWeguRM1lILHnxTFa5cLtc8IuPGGDnXebGlpYc6cOZ4dQm5uLkOHDu2QaGJkZKRHNNOftWvXegwJSLB+w4YN9PGJ8aSlpVFQUKALtCulWLx4cdAJ3GKxEBISwpAhQ1i/fj0tLS1ER0czcKA0QdM0jX322ceTeRYeHk5kZCSr3dp6rTQ2NuJyubBarQGuVF/CwsLo3hFZnT2Y/6wx2SE0NATKWTidcOEF8of69xx90Z7dBjfehHJ3Rxw+TPpp+0g7KIcDbrrZK+i4cJHsPk49NbDqubZW4jBu3/8DD8HqtYFKsyBCkRUVslpesVImLIcTrpPKd7VlC9x7n0z+oSESC9hSClFRqPHj4M47OuYK/OXXwEK/4mISVq/RaWoBbUp8OxwOcnNz0TSNLl26YLVa2bhxI6tWrcLpdNLcbGVZ43gAhtsX8EjcDdSMHsEWrReTJi1lwIB83n57f3JyUlidG0ND00rCtUb6lZTAjNdxEbjy1jRN58PPyMiguLjYY1Q0TcPlcvHHH3/Q3NxMWFgYffr0oetZZ8pneOvt+qZbbXVVBBHWPP10qX5v/WzVq9Ol8HX6dGkRcNPNgUYpLg6GDmn72m2gjRgu6gv+vPu+FFa6J+XcXOmweeGF7V5z/fr1OldTQ0MD69ev32oFXqUUhYWFVFVVkZGRYaj267uTAOmd06dPH/Lz83E6ncTGxlJVVdXmTsC9YEhKSgo6xtDQUJ2Rq66uZv369bpFRmhoqGcn618r4349Li6OHj167NAA/L8R05hsD5mZ0K+vvk98v74eRVZ12GGyAqyrkx1BY5NUQLv56WdYvwF12CGwdr0IJw4d7HWbuFm5SupJMjP1WUDJyTLhuGlpgd9/lxXyP/O9xzVN+tf7bsGVgsWLvD9fe73UyvhTXS29M8aNg46kkFoNDI7dTtTQIVjr6jyrx+jo6KD6SHV1dcybN8/jnti0aROjR4+msLDQc/68eT2pqY3g0GELeUm7nFC7k83h4VTYbDgcDrp0KeeWm77mq3tS+bFwLF/UH0VW5EeoNWtZ+c671PTpTVhYmM5FEhsbS4pPIkZycjKDBg0iNzcXpRSxsbHk5uZ6JpPGxkY2bNhARkaGTChNBskAYWH6IL2bmBg45WQ0v1RxTdNQa9aI+8xNc7PXfWq3i/HxcRPtMBYt0meVKSXfo/ZtiWEGlX/NR3sopZg3bx5btmxBKcXmzZsN4xpG7rOePXt6dNoAfv755zbvlZOTQ0REBF26dOnw+GJiYujatSv5+fmepld9+3plcPr27UtVVRVVVVWe78uoUaMMjczeiGlMtgNN01APPyTtT9eu8/aKuP9B1HXXoF13DerII2DuXNFt+t/XgRfZtAmm+2hA/fOPTBy+qyq7XYrQrr8OXn5FOuSldpbMqWef01+vsREuOB97VRUti5fIDmiffWS34V/NHRKKqqiQlN1VBkFhNw6HTDQdMSYHToRVq/WT0sQD6LL//oSWlFBQUODpahdsZ7J69Wqdn7umpoY1a9boApobN6Zwyim/c9JJDkL7vgMWC91sNiJLS9mwYYP45RMSmJx0BbPqJzCveRRZfITTYqGssYHq0lIsFgtpaWm4XC7CwsJ0E4ObjIwM0jfmwJdfUZCcxMZ++qSIpqYmzy6FCeMlOcI9sYaFSW+R994PlPGfeACaQY97IDBpAryfZ0sLLFyEen0G2rnnGJ+/rRi5szZtDjxmQGpqqs7Yg0y+dXV1rFu3DqfTSefOnenchsu0pKSE0tJSz++5paXFMB7iG6wPRlxcnM495i9F39LSQn5+/lYZE4ABAwbQs2dP6urqiI2N1e1kQ0JCGDduHFu2bMHlcpGSkhI0A21vxDQm24mWmIi66irp+1FeLv/WroPly1C9e0tfijPOEB2tr79pv2Xr5s1SNe7enVgssN++aBERqM6pIsoYOQpOPUV87l99JYbKTZ/eaJ06Ef3qdMrXr5cJ4smn4Xu/fiaRkRBih1NPFzdaW+MKCYHRozr2eZx1Fio2TnYzlRVwyimeavuUlBTdyj8YRiva5uZmUlNTPe6L00//g7CwMHr0GKOTNOndu7fObaFGj+KE8s84wfUJABVdulDdOqG5XC6cTiejRgV/NvXzL3D//VBVTVJ4OGHpaTT69cAoLS0lPT0d7ZhjUNU14uoD2H8C2mmnoj79LPDCBmmrHtpKCQdxrf72myQAtINSStLCnU75brQVVE81qNexWFBKtRuMT01NpVevXhQUFOByuYiLi6Nnz57MmTPHmw1XXExjY2PQ2IFRuq1R3KojO56hQ4dit9upqpIiVaWUvkUCwQPi1dXVuFwuTzDeH3fTLSM0TevQd3xvxDQmO4JZs6R3uC/r1su/776H1Wvgxuvhhx/EbeA7cdtseqVZpeDsM0XpNzdP3F4nnID66y+45z5vPOSnn6XZ0T13y27F3Wv9+us8l9ISElCLF0uTKF83RGwMnH02vDKdZmDF0VNoiIslrKqa/t99T1h9vRix0FAxOgcc0KFU4pKSEjZv3oxKTyPj9lvbXIUaUVNTw6ZNmwwnkISEBHr27InNZqO4uBir1doxP/Qdt0OfPrBiJQV2G4uHDtElAvivHF0uF2vWrKGmpobw8HD6fP019lZhxZCGBnr98isbDz6I+shIlFK0tLSwePFiysvLGTJkiPRnb+3R7qFHD717slW+H1oLViMj0XwLwa6+Cn7+xdg95qYD0qqqoUE6Li5eIjvdAQNQjz0iSsz+71VKdsn+dOoUmFX40880zHwbZ001dZmZ2K69hqTOnenduze9e/f2vG/FihW6+IbT6aSgoCCoMenSpQs5OTk6l1lUVBR1Pu5RkF1He1gsFl3nzsrKSqqqqjy1Hm5RR5D4zpo1a2hqaqKurs5TaxIbG8vIkSMN3VSFhYXktfYsysjI2Orv+t6IaUx2BElJwRVmnU74+29ZTT77jOwQvv4GUNKDu6xUOgu66d0LDj44MMvqvQ/0gfUNG+CNN9GuvgqeMKh3cLNkaeCkFBomfS8aGph/1hmU+8QuGuLjGDPjTbS+feDee6U6ugN/vKWlpSxatMgTMC0vL8flcnVMsgQxRIsXL/b8sdtsNux2OxaLheTkZE9Hxm7dutGtWzt6ZD5oViucdioAYWVl2Bcs8NwjNDQ04FoLFy6k0CeIXjVkMGN+/sXTD6bbgoUkpKcze/Qoj9FTSlFcXExzc7NO7t7D7bcCShYXUVEigBkWhrrgIjEyERGoQw/xVM5r8fHSFGvGG7LT7ZwqgX1fNeL6etQ//7QtMf/yK+J2c7NoETz7vLHg5i+/BrrXQkLgzDN0h9TGjTgeeJDw1sylyE2byW9spPqB+wOKBI06HPpXu/viljLZsGEDzc3NhIeH07t3byorKyksLMTlchEfH0///saSRG0RFxdHv3792LRpk6fnSffu3XE4HMydO9fQdVZZWcmKFSuIiIjwVMInJCSQnJzMkiVLPDskd/pwWwalqqqKiooKUlNT99oYimlMdgRTjoIvv9LLp/vS0gwtDrRIKxw+Sf61opqb4YUXZaJJiIdLLjYuSGuoDzzWESnygw+Ct9/WN3TKyIAJE6j/5Veq/CRkqjp3pjolhdikJLRugSnMwdi0aZMu86alpYWCgoIOG5ONGzfqKoQdDgcZGRkMHDhwh+mIJSYmMmrUKHJadwmZmZm6VW5zc3NA1XNVXByVvXsTv3atHIiPw3HQQTgq9VIWDoeDlpYWQ2OiRUXBw3oNVHXVNR4pHCorpXakRw+0yUfIOYccDIccLKnazz2vd2UC5OTguvlW6u++k+ix+v72HoxqHoK1YJ43zytk6SYtDe2gA/XHZn2MzScFVgOiN20iJyeHIUP0GWaZmZkUFRV5fq+apumq341IS0sjNTWVBQsWUFZWxty5cz07hGAyHu2hlGLRokWUlJR4UoATExPRNI3Nmze3GYMpLS3Vfa9ramooLS3VudpaWlrIy8sLakzclfAOh4O1a9fSp0+frVoQ7SmYxsQAVVEBL7wkO4HeveHC89usONZCQkRh9t33ZAU5f4H+D7lfP2/LVINzuerK9gc1ZKi4K9wrO5sN6upQ5eVoCQlBT9PS0lDnnicd/6oqxZDceAN0z8Q6cSIWl8J3/WhxOrFZrTDxwGCX3CkYrWJbWlp2uCBlXFxcgIy5G6NVs9I0XOecJbUeCrDZiPv4E2LG7Eu1z+QWFxZGxOdfoOrr4cQTAlxJauNGcU2OHIk2dAjk+gW23Uaj1Zh4yM2VQkaDtsqWykqqXnudlTYbhxxySOADde/ujd+4SU1FvfceFBSJ9L07A2rECInr+cYjOusXGsrl8jb48sFptxv+nqKjoxk+fDgbN27E6XSSmJjoUetti40bN+qKSSsqKli5ciUjRoxo91wjCgoKKCgo8Px+3cWG++67b5s7JcAwNdkoZhPse1pVVeUxJCAJGzk5OXTp0mWvC86bxsQP5XTC1dd4U27/+AMK8uG+e9s8T4uIgPPPk2vk5sLzz0NpOXRrLTrcXi6ZBs2tgdfiEomz/PIL5OSgXn6xTYNC1okw5UhoadFNcmHnnUvi//5HkVKeOEJCVRWRZ5yOdvTWSdR369aNsrIyzx+f3W4nPT0dp9OJy+Vqs6YExH3gW21ss9kMdzV5eXkeX3Xnzp0NV3hKKcrKyqiuriYtLa3DboXQ0FDi4+N1arWxsbEkjhuHduihqOuuh59+QgOGrVjOyhNPpKlPb6JbWhj8ynRv2veXX6EevB+tteGWmjED3n5X0qwjZqImHQaawUTS0ICqqUHzDfAvWNhmh0p3YHn16tWelbH6YzZ88ol8X/r0kd2IUtC/n2T0ffqpnPztt6grLkc76kjZwc6eLd/36hro1QuuuFx/s59/gYIC3SGXplE8epTHDemPu46jtraWFStW8PvvvxMeHs6AAQOCxrv89bLko9l2RWW3WKQv7rhM165dyc3N1WUPWiwWLBYLmqYZGg73uN3f9ZCQkKBZYVVVVQExwKamJhwOh7FLdA/GNCb+/PW3pLb6snARqq4OrYNFR1qXLvCQcWsXVVEhvT7CwiA21pOp1e41rVa49hrUuvVQ4FMYl5MDb80MurtRc+dJb/WSEkhJQV12qfSSLymBSy9n+ObNbNhvP2q6dSVq+DB6nXPONumUJSUlMXz4cAnAK0VaWhplZWWsXLnSkxkzYsQIQ40skBx9pRSlrSm7GRkZAVkxhYWFLFu2zPPHWVFRwaZNm7DZbMTGxtK/f3+UUixYsICSkhKcTifr16+nX79+HU4BHTFiBKtWraK6upqIiAj69+8vKeClpbp6ouiycka/8Sa8+gp8/qW+figvT5QAHnkY1dgor7snyPp6kd855RSJafhOcklJ4O/KGTtGaoT83G8AjZGRbGqNmVRWVtK5c2fUkiVwzz3eYtmwMDjvHEmguPZ6b4GrfIDw8Sdw1JGysr7jdlRxsRzv3Tuw8n3dugB1Y0dMDOkXX9xmIoRSioULF3oqxKurq2lqavLIkIC4CZVS2O12YmJiAmRJttXFBfLdzM3N1WVvuRcYdrvdI+fS0tJCXFwcXVsVKmbPnh1gTDRNY9CgQSKt09qTpmvXrkHdd6mpqaxZs0aXVBAZGdnu4mpPxDQm24FqbJTVWkI8jB6t2+qq8nKIiNA1eFI//wJPPKnP/MpIR119Ndr+Ezp202YD5dHaQBcItAoNPv6EBOtBDMpjj6NmvimSJzk5WIBes2fLqjQ3D+3AbXdvJScne/6oNm3a5DEscusSli9fztChQw3P1TTNE1itqakhJyeHpUuX6jK28vPzdas8p9PpWcWWl5fjdDrp06cPxcXFnomjqamJjRs3kv71t2h//AEoGDsOLrrA0DXR0NBAZWUldXV1NDU1kZubK8VwRu4QpeSfkaR/TetKt7JKmrD5UlUNfXpLTc5vv4kSQUwMHH10gDtV69QJddpprRmDhaCgIq0zDTExbN5nHyq7ipH0GN5ZH+tVFxobYd58GYeRSnK9/rujdeokOmFGHHWkKFD7GLaQQYMINcgO86W6ujpgt1FdXU1dXR2RkZEsWbLEU18SFxfH0KFDqayspLS01FPRvj0CiampqXTp0oXi4mJPzMQ30ysqKsrQhRYSEhKwI4qOjia29Xnbi/+4r9G3b19PUkFERASDBg3aK9sCm8bEnzH7SRW7b2X5sGEBuxK1chXceafIj9jtMGwo6sknJM5y1z2wKQcio1BHTEJzy1G8805gCnFevmTtdNSYjBgBy5Z7ixrj4oL3ZF+3Tp+SCpL+uXGjcV/47WnO5IeRa8FIcM+fiooK5s+f71nJlZSUMHLkSGJjY9v1MZeXl1NaWhpQP9BcWSkdtVrdEq6161hbUkzO6FHYbDaSkpIYMmQIFouFpUuXevpENDc3s27dOlJSUgiNjcU6eDAWXz2vgQOgXz/5zvz6qzeArWnyGkCnFNFX820XEBoKi5bAA/dLwejy5TD5CLRWV5FqbISXXpbfXUoKXHYpTD1BvltxcUQ4naxesYLq6mrCrFaSk5Pp2bOnyJnYDAoPrZYA95SHvn3lfk89I4uO+DiYNg3NQNFZS09HXXqx9JavroLM7nDHbQHv8yckJASbzaZb5dtsNmw2Gxs2bNC1AigqKiIkJITBgwfjdDpxOBxERUVt1+SraRqDBw+mb9++nlbBHblefHx8gN7WttSQZGRkUFtbS3l5OSEhIYap73sDpjHxQ7NaUU88Di++3BqA7yVaW/68/IoYEmjtzfGPFADabN6dQEUlvPs+ar/90IYMkZ+NKCnpUGEYABdPk/8uWChV7ccdizYwyKotNRUSEvQpxQkJMkEdcohMZO7ArsUiWmHtoBYulCDsAfuj+azu/OmoDIYvTqdT19IVvBpPI0aMoHv37h55byMsFgvdu3dnxYoVusBpZGUlms/PFoeD2NWrcYwYjsPhIC8vD5vNxsCBAwN0n9wChi6XC/tRk0kfPIjOa9dgj4sn9OJp4gI76khJuPj1V9llDB8mle8gn29yssjpuK/d1AQzZ8KPP0CLQ14LDZV6FIDbbodff/MOYslSURSOjIQzzyAsNZUxY8bQ0NCAFbBnf0jtJ5+iklPg+ONhzjxv1lZMjAhCbsyRXbQv3brCzTfBXXfDjz7K15s2od6YYdxaecoUmDLF8PMPRnh4OCkpKR7XlbuwLywsTKfn5SY3N5fi4mLi4+MZPnz4DlvFh4SEbFWcon///jQ0NFBRUYGmaSQkJOgEJjvK8uXLPRmEILuysWPHbpfr7t+IaUwM0BIS4Nab236TkY7V5s26gjhAJpMff5ZK+G7dvL2/fbHZ9C6y6mrpMd6nN5p/9ktBgfS4OOfsdmMtWnw8avIR4pqoqZFeGJOPkCD8/hNQl1wsWUotLTByBFxwfpvXU488KinQDQ2Q/SHq+OPQrrzC8L3uami3pIX7jzEYpaWlLF26VCeB4cad6RUfH8/o0aPZuHEjSikqKio8k7+maaSmpnr0ktypypGRkQxeuDjwmiEhdF6ylIylS0FB1b6j0AYNIjQ0NMC14TZuzc3NrElOYl2nFGw2G502bJBCRU1DnXyyqA2E2OGEE7zuqptvEcHPgA9TQb7PbuGtmahNm8TF5Kv1BiJd75avnzMX9dILaMnJhIeHo26/A779jhb3LnDFcnj0EXj/PTFUkyejjR8nLs+NOV79rUED4cEH5By/Lp+s3yBxnclbr0qslBKjGRGh+04PGzaMpKQkKioqSEhI8CRXGCVHKKVoamqiqKiIn3/+meTkZAYMGOCJMzQ0NHgWHTExMfTu3Xun1G5YrVZGjRpFU1MTmqbpDFF5eTkFBQXExcWJ+kEbBs8/3byhoYFNmzbRrzVBY2/BNCZbiWpshBtulGIywzf4+dZtNq/C6603w/HzvStUNz6ta9X330uKaEGhKPYeNBHt9tvltYcelqLH6mro0gV15eVoBxwgir+PPwGFRRLEHdCf2spK1JAh4iI54nDZTYwb600FBbSsqZA1tWPPvWWLrF7dE219PXz3Persswwrqp1OZ4Ak+ObNm8nMzDR0V61Zs8bQkFitVlJ9amFiY2M9qb11dXXMnj3b04iouLiY+vp6unXrRteuXT3S4Co1VTpTtmaB1cXHU5HWmUFff0NIq6FIyM9HDRhAzyFDWLFiBQ0NDdhsNpRSAWnLLpeL5uZm8vLySEpKIq22Fm66xXN9/vcN6uknZWGxwmDRYURjY6DUvBGbN0tjt2uuRlVWBSoqLFkCyoV299260zS7HR5+EFVWBi4XWqu/X7W0SOMuX2w2iNJLxnQENWeOpNSXlEBKMmraRWhjxsj9W9Wf/RMh+vTpQ2VlJZWVlYZpuo2NjeTm5lJfX8+YMWNQSjF//nzPjqaiosKz0t9ZcQj/HfWaNWtYv36953tRWFjIyJEj0TSNmpoaGhoaSExM9Oh2GX3f/y295HckpjHZWl6ZLhlfHcFmg4kTYaJIkWiJiajTT4M33/JK1/fvB+ecDbSu6t5625utVVsL3/+IOvpoWfV+/Y3XEOXmwuszUBMmwM23wmKf1fdvv9EMEoxdsBDtxusl1XN7KC4ODDRXV4lRNTAmlZWVAUqyDQ0NNDQ0GGb+GKnOhoaG0qtXr6CZWBs2bNC5vKqqqli4cCEDBgzQyclr3bujXpsO733Ali3FLOrXj0H/+9pjSABsjY3w3Q90njSJpKQkiouLiY6OZunSpYauGPCmIKe9977XkMjA4LUZMO1CY/HE7cVt0B0OcPr535ua4bkXUD17wLnnosXH6V72b6il2e2osWMkq8vtyx84AMYFKYQMgnI44ImnvC7e0lJ48mnUyJHUNTWxdu1aWlpaPLI47onfbrczduxYtmzZwsaNG9myxbi1dVVVFXV1dbhcroBgvjvO1q1btw4FxbcHl8vlkbp3U1xcTHl5OTk5OWzZssUT5xk6dCjx8fF07tyZ2traDilm78mYxmRr6UDfcA8JCXD7rbpUW+2C81GZmSKhkpQE55yF5l75OJ2BKaANDd5iRf8dTWmZrFT9JevdtErSq0um6WsXQFKDCwpgwACdUGJQ+vaVFrzrN3iPdesm/wyIi4sjLCxMZyTCwsKCuiMiIyN18QqbzcY+++zTpmvMyAAFq0fQEhLg0otJVoreOTmE+BfzgWfit9vtnk6AvXv3Zvny5QGxFDfx8fHezC1fqqtl8TBsGPjLoWuaZEYtXCRGKJgUT2qqNHBbs8abkhsfD8cfh1q8BD74ILBeRSmpZp83DxYuRL063TD2oeO6a6UR14IFcs+zzw5IC3bXszQ0NJCenh6Y2rphQ6ALd9MmWlavZt6WLZ5dZ0lJCU1NTZ4mVPJxSAwlPj6euXPnehIgfHHXflgsFqxWa0CSRVFREVu2bKFPnz46KfodjdPpNIzZrWhNiHDvrmpra1m9ejX77bcfvXr1IiIigqKiIux2O7179zZTg00wnjx79hTxxAUL9cfr62Q17xfb0A49BA41qFheuzbQYCQkSEGZ0wlvv6PfHXTuLAHWsDDDCmlAjFF9vcRLWlGPPAo//CjXysxE3Xg92j77BH1kaF3B3nQjPP+iSOB36gRXXRm0JiUkJITMzEyPcF9ERAS9evUKur0fNGgQixYtora21lPw6GtImpqaPGJ8bkXa2NhYXYEhtE7uQXC5XCxdulR82MccTXLXrgz85FPR3UpMgBOPDzinU6dOJCQkUFxcjMViYd26ddTU1HiywEJDQ8kfuQ9VsdF0Xrqc+MJCSWYoLET972t44D4493x9jC0tTZqVnXeuaGctXADfGLi4QkPggvNEKHTePAnSH3+cXP/mW6TjIoDNhqVLF1xbtuiz9Favgc+/aNeVqWkaHHec/Avyuc2dO5eysjKUUmxojRXpmkqlpsriyDdbMSmJTYoA92Ww3Yd7l+KuT/LNpEpISPAErN0tl/1xOp2sWrWK0NBQXVvgHYndbsfW2jPHF7c4pC++i520tDRPQ669FdOYbC3nnyer88WLJT134AB45GFZ1Z5+pl55tVs3mfA7gFIKHn5EbxRsVjj5JEnJrK+HU0+GL74SI9C1C1x7jSgDj9lPXGAGkiT07Cm1CmvXysSVnOQNooOkCb/4Erw6vd0xasOGwfSXO/Q8IEH4rl27UltbS0xMTNCCRZCdydixY2lqasJut+uMjnsyc08uRUVF1NfXM2jQIOrq6jwBzvj4eIYNG0Z1dTWO8nJaHn+SkLIyLOnpcOXlrCko0KWhbhoymIi4WHoUFYsEip+2lBvfnUrnzp09Ehn5+fkiCpmUCEljKBg0iAnTXyO0pkaMxwMPyuT6xuvwQbas/Jcslcyvl16W/vD33g3HHiNxsL/n6vvYbNoMt9wGt9yM5lZXWLQYbrjJa0hA3FMhISJd759+3YF07PbYtGkTpT4ZgfX19axbt05nTLSYGNSUo+DDj+T7GRMDU45ECzfICGsjtqFpmkeLa9OmTdTV1REdHa2TYRkxYgTz588PWEiA/B2tXr2aTp067bTVf1JSkkeFwU1ISEhAnNDhcFBZWdkhleO9AdOYbCVaWBg8+TiqsBCcLrQMr+SHuvYaePVVaXfbuTNcd03Hg4Jl5frsHpA007Aw1LSLZWKJjYUTT4SDDoROKd5r334bDBsqE1VCIqxZjbWyCmenFLj+Oun3/tnnMrGEhga2Gi7Z0vHU5K0kJCSEhIQE6uvrWbJkCY2NjURGRuqyc9xommboBisqKgrI93evbocPH66rnrZareTl5hJx3fXEu8UR58+HvDyqzjkr4NplI0fSc/ToDj+PpmlERESQn58f4GbLWLRYDImbpib46WdpYnXKyagtJXqtrPx8ePhRePF5tKefRi1dCnferXelNjbCU0/BEYfL6zffYtiW2eXXm1wGlAEnBO622kKVlkFeLvTv73G/GgkhGmlWaRdegDp8ksQU990XLbMb3VpFEN01Rm2JPbpcLhYtWuSpUYqLi2PEiBEBu9lNmzYF9CbxpaGhgS1btuy0nUCfPn0oKyvzuFTdig1NTU3k5+d7PpvGxkbmzZvH8OHDiY2NZfPmzZ5dtxmAN/GgGew4tDH7wZj9tm1ijo2RAkRfN1ZsjPRDcasRl5bCm2/AARN019csFjjmGPnnPjU+noqKCpEB+eYb7wrVqEYjNXWHGxKn0+n5w+ratSvz58/3GITy8nIaGxvZd999O3StYE2M3G4F3x2P0+kk/6+/GZGrXzmqFSuIKi/H38FSWVnpWU26K7Lb+0OvqqoyjNdYjZo2+e4WS8sCX1+9Gk4/E3X5ZWiHHIzq3y8wLldZhVq1GrI/NDQkgQOxSjOzi6cZZtoFQz3zDPzvG4nbdeuGuuoKtPHj6dy5c0DQOSrKuIGX1rWrFGm2YrfbGTVqFGvXrqW5uZnExMSgOl7r1q2jwKe4sri4mFWrVuniKyBKCO0JNLrTeB0OB+vXr6ehoYHk5GTS0tK267vuvu/w4cPJycnB6XTSqVMnjwRLY2OjroWB2z3b2Njoibtt2rSJ/fbbb6+Lm/wnjIlyuWT7vXixdJM791yRBXe/rpS4I+Lj2w9WdoBt+bJqdjvqxBNhxgz5Y46KgkMOhj9m699YXgHffQfndLBla16e7HqMsFqlKPPqDqgWB0GVlsH6dTBokEcloKWlhb///ttjPPzl5QFPo6L2ChnB29vEt4I6Pj7ecNJvaGig0enA5d/0ymKhe58+bFqzRmecmpubPVXv9fX1hIeH07NnT2MByV9/hV9+Iz45iajMbtT6Gbmc0aPosnwFYe60cYsFRgz3vmH8eFEO9jfoBQVSZ3LwQTDpMEn/9p0sXS6RUnF1oCMWiAEbNQptK/p+qPXr4dPPpR4JxF37yquoceM8FfZugxITE8PgYC2HDYiMjAyq1OyLkcCjkWpCsMWFLyUlJSQmJjJnzhxPQD8vL49169YxduxY7HY7SikKCwtpbGwkIyOj3YLGqqoqlixZQl1dnUfc0bcZWDBqa2t1O7mqqirWrl27XRIx/0b+E8aEhx8ReW33l3DxUtQrL0m1+8qV8ODDIgkeF486+mg0A3fIrkA7aSrqwAOkMn3YUAnsrzhb34MiLBQGBq88D6B/f8jsJp0b/YmPh+ee3arVqy/qpZdkAiorg4wM1EUXoB1+OOvWrdO5pYyyXywWC9rq1aiCAhg/Xmfcfdm4cSOrVq3yrIqtVitdunQJ+ocYEREBaWlUdOtKpzVrPce14cOJ6NWLsM2bAzKzioqKPAHV+vp61q9fT3p6um7Ho157Dd54CxobsQLjIyNZPfkINg7oj8ViEYHC5GTUfffKDqKuFgYP1qknaIcdisrZJDpb/nVK5eXgdKLtvz+qZ099hl73TBgzRhYY8+Z6lRSCZYGBJ+CvKiokDtdOYR1z//EaEjelpeJmCw+nT58+9O7d21O7szMwcnEaLTYSExMNDY8vdrudoqKigMywmpoafvrpJzIzMykrK/MoVbv7seiSCvxYvny553vtcDjYsGEDnTp10jUF69y5syc9GOT7arPZAtyCRjvbPZ293piopiYJPPuuZlasEGHDCRPg8Se9mTa1dfDOO1IouBOa1yil4I03RO4iJASOPxZt4kTde7SUFDjxBO85p5wCz78gBiU8HCaMh1FtdNfzQwsNlR71Tz4V2Ja1shIeeAh12ilBg89Bn6WwED7+1CsqmJcHb7yFOuQQwz8UXQaMUoyY9TH2FSsl0ywjA3XdtWgGtQ3+7hWn00lISEhQnS6LxULfvn1Zc87ZVH/zLbHlFYT06U3cNVcb6naFhIQE/KHX19dTU1Ojzwz7Qd/62FpXR//PPqdH9+6EnnC8fjxt/H60C89HTT4czjlP79JMT/dWzT/zFDzyqOi2JSbCtAslfjFyJOqOO+Czz2T3sWZt8GZXLhfq7nvhr79k3F26oK65SnTmjIzK+LHw2mt6UcpOnSRT0D12n9qdnUHfvn2pqqryFDDGxsYaVokPGDAAq9VKTk6Ooc6Vu46jIIgeWUtLCxs2bNB9r4ySCnxRShlK7RQXF+uMSVpaGg6Hw9M/JTU1lbq6Op2cim/L4LZwpyGHh4fvEcKQe70xwenU91h3H2tolOpfH/8mIH9Mv/wGZ+nble4QXp8Br73ubUC0ahUqKRlt0MCgp2hHHI7ab1+pPu/dWxorbSXauLGo0aMk28xdVAbyufz0k9Qj3HEb2vjxHb/okiV6dVqQlWxlFSkpKZ42q27S0tIIDQ2lrq6OtDVriV+8xPs55OXBjDdoGT2K4uJioqKiCAkJITQ01NCl0Z5QXmpqKikpKdTvtx/h4eFYrVYqKipYuHBhwC7JYrEQHh6uq08JDw8PjAkY7K6KMzNZ5XSg/fYbKSkpHrl6I+rq6sjLyyMmJobU9HQpVP3kU29m3o3Xo955V4yWwwEj94GHHwpIvdbGj4Px4wBQU08y/gDCwyE2zmt0AFatgmmXwPBhqEcfCag70rp0QZ14gqSfNzWJi87l8uxMQIpE8/PzPe1zBw0atEMbPPmmBrtcLpKTkw0/T7d0TkFBgee7YLPZSEhIIDIy0lPHkZ6ezooVKwwbrwVrxhYMd3KI70LJarWS6FcECiJJ39UnbuR0OmlpaaGiogKLxUJqamq7HUg3btxITk4OTU1NREREMGDAgDZ3Tf8G9npjokVESPqu7wquRw+pSrfZJDfeNzMkIgL22baObu0yZ46+k11FhUwobRiT/7f33uGN7Xed//uoV6vYlnu3x23G0z393oQ0AgTCkihACCWwBFhKCISFDSyBLGxgKWFDCyzcJVtgdQMLv13Y9OS2uXfKnfF43Ksky5YtybLV+zm/P47Pd3R0jmR5bI+nfF/Pc5/njuo5kvz9nO+nvN8Ar7FVvFsphotE+Jx7T0/F4UNGrQb3G7/OWwRPTIpTGoKvxV6CyfnzvIBhcYtqYwNgt6FFoUA8Hhf5dg8PD5OrWu6VV8WfA4BcIIBXX3lFpLWl1+sleWw53/ZihDz45uYmTCYTEokElEol4vG4bLotnU6TRSuZTEKpVJKgJ2rpHB4Gior6WZ0O4+/5duRMfDtuIpGAwWCQnWz2er2YmZlBNpsl3Uznv+97gfe/j2+MsFr5oP65v3jQsj03xy/iciKjAnmZxa+7C3jve/k6VumCybK8C+gffVbeBz6bfRA0WZbfwf/JnwK/+AvEgEtYhGOxGBQKhUjKvRSWZbG0tIRYLAar1YrOzk4wDEMm2eXUgBmGqWrRXFhYEO0UhKCyvr6OlZUVmEwmnDp1CsePH8f9+/clFyUKhQIcx4kK+eWaCgTa2toQj8eRz+ehUqnQ3NxccahWQKlU4vTp01U35mQyGSwsLJDfazQaxdTUFK5du/ZY71Ce+mACAPiNT/LpgqVl3nvkJ3+SLLzcj34Y+KP/zE/vWq3A299ecaewL0o1kAB+MO0h4f7iL4B/+j/8jqCjg3fN27lqlYMZGAD3R58BfvXf80X8YvYoi83Y7eB+6EM7HUab/CDev/k3YBQKrK+vIxaLwWw2yxsHveudfKtyUUCLWSyixUFIKwgSHNlsFjqdTuRvIsf169eJEGQxlWZcdDodjh07hlu3biGbzWJ7exs3b97EqVOnHkiO/+oneKmSV14B8nnMX7vKB5Ki4w2FQrLBxO12k1Qax3EIBoNYX1/nnRF3UmncN74ptgBgWd6UjeP4xf/6df62s2eAX/o4/9iojHd5WxuY7/tecC9+AWD+r3xNZd0vvQ2Qr6vtBNC1tTXJ1Xxpu3YpxbMgq6ur2NraQj6fRzgcBsuysFqtOHfunOSCIZVKYX5+Hvl8Hk1NTcRBMpvNYnZ2Ful0WrZmUtwuLHyHb33rW9HY2IiJiQkEg0Fks1lotVoYjUZEIhGRxEmlpoK1tTXMzc2RoGUwGCRdZrtRbSAIBoOSC590Oo1MJnMogpYHxTMRTBidjv8DlLvvuWvgzp/jp9c7O8Dssv3cF+/5Dr4VVPhDaG0FPvRw6TTOt8r7Sgh59+Vl4HN/AY4BEI2B+1fiaWYunwc+/Tv8eWYzfM1GqBXodHz9aI8wH/gAuO/6Ln530tQERqWC3+/HvXv3yB/d5uYmzp49K0oHMAMD4D70QeCf/x8fUDo6MPP2t8m+Ry6XQzgcBsMw0Gq1smkFgVQqVbZtNJ/PQ6FQSK5QVSoVmpqaMDs7K6qdZLNZeDweEkwYrRb43U+DGxsDXC8i0yuV7JDrBuI4TpI+4TgO0WiULJIA+OJ6KUYD4PoCL5siBHuPh1f+/b7vlaolAA9sEb77vbwI5Csv8+rBxRQJZ4polfnt7/jAyxXCKwXoWCwmGnQE+Fbf4oAUDocxPT1NDNMEr/etrS3yHW5sbCCdTqOzsxM3b94sq5MmRzKZxNjYGNmhTExMIBqNQqvVIhaLSWpxlRBSTgLRaBQej6dsm/N+sNlsku7FvcrnHwXPRDDZDUav37Ow3UO9z7u/FVx9HT/5rNcDP/ghME1l/rDLwH39m8DLL/HtvqV/WAsLvDVroYDt//o34P7Db4IRWhc/9zl+NyCgUACdnfxE/PPPgXn/+x7unHQ6oEiI0efziWoawqJcGgSYH/kRcD/wA0AiCcZqAXP9enklZjwQVVxYWEB/f7/sYzKZTFmvE4DPyVutVnJVq9Vq0dLSgvX1dcnCB/BpGo7jsLq6ilgshpaWFtScOgWcOoW+aBTRN98kUiFms1nW64JhGJjNZlFNRpNIoNXr5fXOBH7kh/kUlFCobWgAvv/7gL9zSXeNS8v8bsVgkPrDN/MBilGpeJXgxUXgtz/NX2zk88DQEFDGNgA/8RHefvj+ff7fw0O86jSAnp4eBINB8tnpdDp0VTCKyuVyksAtV/8SPpdCoYB79+5JWoGFeSVhJ7FXVldXYbPZRN+x3BBmKpVCMpkUFdMBfrcjfP+llNNr2y9Go5F402ezWej1evT29h5ofeowoMHkEcOcO8d35SwvA+sb4BoaiKgeNzvL583DW3xR9uO/KCqUcn/117zdrlAEFIqkAkWLDre0BPy7TwAvuvgbpmfEB8KyQE83n5N/8Qv8wNoHPyhRld0rcruCcgNmjFoNWPm25GqNgir9AdfU1ECpVJa9yhSkWt72tge7oFQqhbm5OcljFQoFHA4Hbt68SabtvV4vBgYG0NHRgZqaGly9ehVerxcKhQLt7e1lO51O2O0Yf+MG4lYLNKkUOm7ehiGdBve2t5ECO9PQAO6//AW/C0mmgA84wTQ1gfvil+RPNh7fqeN4H6S7HA6JJw3T0wP81V+CW10D8nkwHe0yL7bzWIMB+NM/5n+bBf73IaRmNBoNLl++DLfbjdy9e2j/wj/A4PeDa2sFfvUTYErSezabDTU1NaIAoNVqJZ1+wvceCoXKOnEKtY3dBhXLsbS0VLG4DvALeGn6tLQtvRi1Wl1WzfogGBwcRGdnJ6LRKOx2+xMx4EiDyQHC5fPA3/4tMD3Lu9j90A9KhiC5fJ6XjL91iw8Kvb3gfutTfOrh3/86f9UJ8IZFkQjwR5958OSvfFXUngqW5a9Os1k+VVX6x7jiA+fx8G3OZvEVFwAgnQH+zc88mKp+6RVwf/JZMOXSIFXQ0tKCra0t8ser0WgqFswFql0oKqW5BBOjSghS4X6/HyqVCjabTXah6erqgk6nE+1YcrkcPB4POR+1Wl2VQq3u/gRG/9t/F99ot/PfV9GVMGOxAILFs8C//jHg/oS8MrROC3zly8D16zAkEkhevSqxlyav3SKVFuHicUCnk/rOd3XJvoZKpUKPTgd87i8fdPKFw8Cnfxf48z8VvwbD4OzZs5ienkY6nYZer8fAwAAmJiZEcinCvJBOpyt7IVBXVweHwwGLxSIKTqXdVeXIZDKyKTnBr8ZgMKCvr09yMVDalg7w37nRaERbWxvxgj8s9Hr9E+XGSIOJDNz113nPke3tHWvTX5H4Qsjyyd/g5U+EhXFiEvjsH4kf8/f/m7d3FR4zO8v7QLzj7Q8CicDcPLh4/MFAX6k8PcCLDP7H3wbuTwKf/rT4vkKBt3/9wQ/x6rPFnvDHjvG1k+L0jtfLn/e//aXdz7UMguvc6uoqGIZBe3t7Vd05dXV18Pv9FYOKwWCoeDWoUql2TQWk02lMCPI04K+IS1uDhfmG+fl5yfHkcjlylSwo1zY2NlZ+30uXeFXiYiWCxkaRknM5mPp6cC/8FfAXf8H70yR3jlOrBa5d5Xc2V69CZ7MhJSPdLgfn8QAf+0X+91RbC+47vh3MjqfOrnzlK9KW8FUfuEJBIltvMBhwtkSNenR0FMlkknRzCVgsFtTW1ko0t4QgxDAMzp8/j5mZGWQyGZjNZvT392N+fh4L5SwYirDb7SKZE4ZhkM/noVQqicxKKXJpudbW1j0X3p8VaDApgYtG+Yl5YeBpaYlvlyzeIcg9b2tL6no3NgZubg5McS59flbaYXPzJj84WZq20mqB4u2t0SitkxiNgHcF+Md/lE5EGwwPBug8Xr5OU1MD2Kx8h9vv/b70RF5+hdfz4gC88x1g3vkO8XnuvH6lHcDDyG0LbZcbGxtgWZakRIQrT51OhzNnzojeN5fLIZvNwlBkEbub1Ebp/YVCAXq9nlzlCj39gjOgx+MR1WHMZjOy2axIxbimpgbnz58vexXJNDaA++D38+3Xm2G+8eKnf6rq7h5GpwN+9mfBnT/PN13kcsDVy2A+UGbOpAJcIAD84A8/KN4nEsDffB7cxQvVya+MnOR3wcU7AptdEkgEstksGewTruQNZeymm5qaJMGkUCggn89DrVZDp9NJZFkuXrwIlUqFUCgEhUKB7e1tyRCqWq3GmTNn4Ha7sbm5iWAwSHYchUIBPp8PiUQCuVwOZrOZDEWWTtprtVp0dnYil8thYmICsVgMGo0Gvb29j/0MyKOABpNSvvSlB4FEYHEJXCbzwMRKjlxOMjuBfB5IlWzDT57iu5iKi6r5vPRqT60Gnrsmfs8f/BDfkVUcMFqagf/8Wenwpc0GvP1tYAYHwcViwGf+6MF5RaPA7/4ucPoMcPeuOIAFAg/mbt58E1wuB+bbeS9w7oW/Ab78JSCdBtc/APz6r/HNCwcAwzAYGhrC4M6CJsx9LO0MWXZ3d4sWoenpaaytrSGXy8FoNOLkyZOIxWKSgUbB9pdlWaTTaVnjJa1WK7mCFtpT9Xo92XUInVnXr18XeXREo1HMzs5W1J9iPvQhcN/zPbyidGtL2cW3EsylS/wuZ49kMhliRdz34hdQV1p3SiSAL30Z3MAArxbx+uvA5UvA6Kg04J05zatWv/Qy/7zmJuBDPyD7vmtra5ieniYWyI2NjRU/I6PRKNtxFwgEygo0MgyD3t5eIlH/2muvSYJJbW0tGIZBV1cXKcYXIwQ8gE+DZjIZnDt3DkNDQ1AoFNja2oJKpUJnZyeMRiNu3bolkr9PJpO4du0aVCoVKfTbbLZdveGfNmgwKaWlhV/IiwODXg/8/T/wV+Xv/S7ZvDTjcIAbHOQHEwX6jwEnSoa6vuPbecHJ668TPSYRPT3A0CBwYRR45zvF9333e/m02PXX+d1S/zFg9ALw1a+LH2cywfTCXyEhtDm/9JI0QM4vAIGgOJCUEo/z8yjf/m3g3rjBS8EIC5FvFdDrgF//9+Wf/xAU//EZDAbZobitrS14PB4SOCKRCCYnJ2Vl0XU6HU6cOIFgMEgCU+n7FU8rA/yO58aNGyLZ9NKdUimVusjIexkMfNr0ESJ4pgsaVHkZYyoOQMhqRf1vfgrcV74KJpMB/uEfgPe8R9JSzzAM8Buf5FWMF+aB554DUyOtx3EcR9R6ARCJkfb29rKDfna7HQ6HAxsbG2QHnM1mcffuXbjdbly4cKFiOzLAS7LcuHFDlJ7c3NxENpuFRqNBTU0NzGazbHeWwPb2NhlMHCzarUUiEVFDhkAymYTP50MsFsPKygo4joPX60UwGMTp06dLX/6phQaTUi5dAs6d44MCy/K9/rEYr20FAP/0T+B+//fAyOXuP/3b/ON8q3zL7c/+jFQOg2GAX/0EP7n+G7/J2/cWc/ECmI/Kq/gyDAP8yi+DSySAbBaMzQZuYZGfUSguvtfVQX3s2AOjra5uPuVVfEWayfB+Grsh/E1+7evSuYZF6eK8X1iWRTabRT6fh8/ng8lkklzhFQszCsRiMdlg0tHRgbm5ObjdbskVr1qtxvDwsGSo0u12izqLOI7btdBb2lIKANyXvsyLdprNwId/mNddOyTyPh+4yUng5EnRbjYej4tmM8LtbXDMzkH4VXIAcjotTP/tv4GLxkA+5XQG3Ne/AfzYj/KWxyUwA/3AgHyLNsB/ZqUBlmVZbAaDsFkssjuzWCwGnU6H5uZmhMNhUR1ra2sLCwsLRKuL4zjZYr3cPEw6nUYsFkNtbS0UCgWGh4cxOzuLVCoFpVIpcYJUKBSSHUWhUMDdu3dlO84YhoFKpRIFQcHmOJlMlk3rPW3QYFICwzDg/uD3gH/+Z/7qfW1NvOAvu4G/+EvgU78pfa7JxBtVVQMH3r9byD8rFMDICd7JcbdjNBr5WgkAprcH3Le8BfjK1/ipaJsN+O738hP+O38kzPAQuGtXeM2xTAaoMfPT3LthMgHfurM7apWpgcgsoPthbW0N8/PzpEAr/GH6fD5cuHCB/IHX1dURLwkBOWVWnU6HtrY2vPLKK6JAolAocOLECbS2tpLXDIVC8Hg8VbegCkrBDMOgtrZWMvvC/c3neaO09M6C+uUvg/uf/31fnXJycBwH/MdPI/aNbz6wYf74L4IZPQ+AT/MVp46WL12CfjuK+oUFqLJZpMwm1ASC0KSlOysuEgETDvOdZ3tEoVDAYDCIgrAmm0Xzp/4Dr4t3+TLwsY+Sz9/n82Fqaop8h+XsBQDeD0RQFbBYLBgcHIR5p5lBaPEtXvQNBoOo86qurg51dXXke75+/boo/VlXVyd5/42NjbKty3a7HVarVXKBk8vliLbWswANJjIwKhUxmuI+LtPZtIv8dVX8yr8Dbt9+8O/mZuBP/4SfvdgjzK/9Grjv/E5g7B7wtreJ3B8Jn9pRkL03DrztbcAnP8kHy1JaW4DePgAc8K53gREm0z/wAeDV13g3R5blj/cHH14MM5PJIBwOw263Q6vVolAoYHZ2VnKVCPAL/erqKrHOraurQ1NTE9bW1sCyLNRqNQYHBzE7Oyv6gxfSKaV/5CzLiq4+w+GwSARSzj+ltOPL4XCQFIbsfMnXv/4gkAD87vYnfgr4x3/Yy8e0O3fuAl/8Ejjh2NxuvvNrJ5gYDAbU1dU9qBMwDJa/57sxtbPLHPn//g9s6/LKw8nGBpj2MeEt6GIlEgloYjE0vfYaJk+fQtJqgzaZQN/f/wPqdjTnPB6P6GKgdNchaJql02nMzc2R7yoQCCCfz+PyZX7oWKFQYGBggOw8dDodent7ZdNjwvc/OjqK+fl5pFIp2O12WUkcrVYrqecolUr09vaiu7sbCoUCZrNZtAusqal5Zix7ARpMdufUaX4RFRYkhQKoIG5XDVwgwAv5FbO2xgeDPcjLF8OcPAnsyFLI3s8wwOXL/H8AuB/7Md773evlBS+tVr6w+nM/K5k7APiOIu7P/pSfddnY4GtHD/mHsrCwALfbjXQ6DZ1Oh87OTtjtdtlAIlAcJBiGQTabJX/YwvzH2bNn4Xa7EYvFUFNTg87OTty5c0cSTEwmExqLdgilHVv5fB42mw1arZb8f09PDxEtFDzJK7YDyw1XbmyA863KB/uH5cZNsaYXwNfCijhz5gwWFxfJsQvn4na7kW5uBjd2D8VJnZxaje3WFmx+8IMY3MfUdU1NDa5cuYJsNgvlRz+GG4MDCHd1AgDiANLJJJ4rFKBUKssqQTMMA7VajdbWVrS0tEhkTQBekVmocQjpNYPBAKPRiP7+frJrKYdard7VqMput8Nut5O5I6HWVmyOdfr0aUxOTpIgVklF+mmEBpPd+P7vBQLrvK81y/H1lA/Luxxy+Tzwhb8HFheBCxeAt32L/I9Jp+P/K97h6HS8Te8jgvmWt4K7cpm/km1ulkiSyz5HpQLe/a37et9cLkcCCcDns5eWltDU1FR2CE2r1YrmSyKRiET+RCgwP/fccyRlcePGDUmxVKfT4eTJk7v6cqhUKpw7Jw7scnIpZRkalgon5vPA5z8P7pc+Lhuw9wq3tsZL1b/4orhm1iy2lFYoFBJHQKEDinv+eWB7G9ydu0Amg5jDgbvf86+g6uuVnL/ovXfkbWKxGLEXKIdGo0G61o54vbh9NmEwYGNjA83NzaipqZEtinMcB5ZlSUrSarVKhhs1Gg35Pufm5rC4uEguNGKxGK5cuUJ0rTiOw+zsLDY3N4lywW5y8ADInMvy8jLi8Tjq6uokzzMajRgdHd31tZ5WaDDZBYZhgJ//eeDnKz+O4zjgF38JeO01/oZ/+X+858fHHjyRY1kwCgWYmhpwly4C//efH3RzOeqBv/tf4C5eBN7x9kdyRcNotWJ9qEdAMpmUBIxsNot4PI729naySxCKmoJOkSB1sby8jIWFBVndp9u3byOVSsHhcIDjONkcdzqdhtfrFRlfdXR0EEVZgA8kQkrtYeBefQ2Yn5N3QvzHf+K7BT/+iw//+pubvIrC/Dw/i9TYCCad5medOtpFv7ndYNRqcJ/5QzCTU8D2FriBAYwoFLDZbGV/g0KHWCAQAMuyWFxcxNDQUMXZItUP/zBUN95AcVVLqKsAwMiOOVs0GiUS9QL5fB6rq6uoqamBzWYjXiYcx5GWXeFYhWMSEIyphAuB2dlZ0ZBjNBqFwWAQG6GVQUhrUeShweSguHuXr0kIZLPA//5HcN/7vbxw3v/4n8DWFri2NuBXfhn4d7/CayvdG+dbhd0e/r8vfon3kSjT0VUOLpcD/r//w7/Gd3wbcPHiAZ/gwSB4WJQWucPhMAYHB9HW1oZwOIza2lqJ3HY+n5f1kxdIJBIYHx/HpUuXYDAYoFarRXUOgVAohEKhQHLgdrsdp0+fhtfrBcuyaGlp2fPQpQCXzwN//Cf87lT2ARyfztwPv/8H/O8N4HckW1vQfeLfIXXmDNAiP49RCYZhiKeOtYrHb2xsiDqXhN1lxWDS042mZALLbjfYneNzOBykpiB4fgDAq6++Kqo9KBQKSTux8N75fB6bm5tE4kaueaI4uGyWqEgIKdJEIoFsNluVFzxFHhpMDor/8tfSmY10Gvj1XwfW1wGhyLm+DvzWb4H58z8Dvvu94JqbxN4iuRzw0svgfuonK5pdFcMVCsDP/hyvOstxwL/8C9I//1F+puUxQ6lUQqfTSRZ5Yeeh1+vLph0SicSuSq3pdBpra2vo6+tDZ2cnpqamJPl4YQZCGHo0m804deoUGVzkOA5ra2vwer3IZrPEHa+qq1Lf6u4t1zLfa6FQwPT0NGLRKNSRKPqTSZje9c4HUjrFrJUMqLIsCtPTYL7zPbsf3wEg2OoWI9eWXcrgiROoa2zExsYGLBaL7O6PZVlJ8d1isRArgFQqJZmSD4VCSKVS0Ov1qK+vRywWI8dnMBjQVaQ1JpfeDAaD8Pl435a5uTnY7Xb09fVVtVuhPODx1jR+kignj72w+CCQCHi84IRFcWtLOjmfyUhvq8RXvgLcHXuQUolGkfnCF6p//iOmo6ND1F1jt9urSiuZTKaKxlgASF4d4O1Tr169KrnSNBqNWFpaIu6LoVAI93dk1/P5PF5++WXcuXMHoVAI0WgU29vbmJ+fJwtORRobeAfKYooXMKNRUnfiOA63b9/m5T7CYawX8nhzexuFD/8ouPFx6XuUvj4A5QGmK4W6VvHuo5jW1laJiu1u34tAfX09jh8/jra2NtkdlMfjkdROGIYhj81kMpKLg3w+TzrvBgYG0N/fj/r6ejQ1NeHs2bOiek57e7vk91DafBEIBHDr1q2yHvIUeejO5KAoZ/lpNvOF1+I6gaWGz3UDwFveAnR18X4TAseOlVV/lcXrk0zSczH5nvijJJvN4s6dO4hGo6SVsrW1FZ2dnVV5NSiVSvT19WFycrKspDjHcZicnERXVxc6OjpgMplw7do1TE9PI5vNwmw2k+JxMYJZ0vj4uGwhuFAoYGNjY9egx+h04D7gBD7/eb6rqtYOfNu3AxzLz4G8611gLl4QfSa3bt2SyLzEHfVYM9eg7a/+Gvijz5Baj8FgQPPP/DSYjXVgbp5XZzh3Frof+CDSZeYg9kIwGMT9+/eRTCbJDM3o6Kjo+zGZTDh27Bi8Xi+RsxFqHsUIFspbW1toaGiQ6FexLAu3201k1tva2mQ7+oTv2uPxYHFxURLghKl2QCqvUoqQihsbG6uo45bNZrGysvLQ6c6DQOhMU6vVuzaMPA7QYHIAcPn8g2nzYgwG4Lu+kxeLfGlnYNBuB777XwEsy2tmWSzAb36SH4QMbwEdHcDHf2FvB/De7wT+6Z9EXvbKgX7szYh373B+P8AowDQ2VPX4iYkJiaS7ID0O8INra2trYBgGra2tYifCHVpbW7GysiIJBsXE43FMT0/DZDKhtrYWer0eZ86cAcuyWFlZkb3iTCaT+NKXvlRxYLFaTwnmA05w73wHcOcOcOJExcl3wVlQAstCnc0A2zmsr69jYmKCNC6s1NZi9K//CoqpaaCmBkxnx0PNJ8lR7K0uWBF7vV7J7EVXVxc6OzvBsiz5/rLZLHIeDwx/8meA34+IVoPFK1cRaWkir1EsT1Js6+vz+bC1tYW2tjaJwZrZbEYul8PCwoIoPapQKNDc3Ixjx47tqU5UWuAvx27ui4dJPB7H2NgYEokEaY3eUzfhEUCDyUHw9/+b18wqpqEB+K1PgTl5kl+gbt7kJenf9S7gm98Evv8H+NRYWxvwa58A8wcyCr5Vwjgc4H7hY8Df/h3fbtzdDePvfBqRPfq6VwuXSgH/9leAiQmAYcCNjAD/8bck3i2llF51CotVS0sLfD4fJiYmyCISDoehUqmk/vGobBcrIMixCP4nHMfh1q1bklbhYiotMEajcU+dPIzNxg+H7oJcgwAAWNf8cMzOAd/2biwtLYk64DY3N7Hi86FzpLxn+cNCah8ch/6vfR2OuXloVEp+Yv3jvwhGqUQqlYJ7x8qgu7sbSqUSk5OT8K+t4cyffQ6GlRUAgAXAyOYmXv3xf40CAL/fj2PHjkGpVCIajcra+tbX16Onpwdra2vI5/OwWCw4ceIEYrGY7GdVSTiyHHa7vaKJGvBgSPKomJiYIE0IuVwOS0tLaGhoOHQPlf1Ag8lBIOenYLPyg4TY6Za5cAG4cIH3khC8UgC+ZvI7vwv82Z9KX2MPMN/yVn7ocAeF2SxVIj4o/uRPxZ1rr77K76x+9mcqPk1uFkHwtBAWD4FcLoeVlRXZP+ju7m5EIhGywMp1hwFiT/ZQKFRxN1MJtVotmlWQY3t7G263GxzHoaOjo6yYYSlyUhvWQACjX/0qFM9dA37xF5B7803JY8pJe+wGF9rkW9ZPnZTV3DIajYjFYmi//Sa63rgBpbDg/u9/BKxWRL7ve/Hmm2+S3Yvf70dfXx88Hg+04TCMJcVxcyAIu8eLze4uZLNZRCIRYkhWupgLaVCFQoG2tjYcP36c7DjMZrNEhQDgv+Nqiv/F2O12NDU1EY03wTOF4zj4fD6wLIv6+vojbQMubTTJ5/Pw+/00mDz1XLwA/Mu/8O3AAuVy61/9mtSTxLdKZlCeCFZkCtEe765P6+/vRyqVQiwWg1KphN1uJ502e0lT1NbW4tKlS1heXiYaWSsrK6I/QJPJJHJBTKVSVaU25CgXrATC4TDu3LlDglsoFMKpU6equrIdHBxEMpnE9vY2GIbh25Tf+U4of+AHSDdfqcqtSqWqatCuFO6F/wq4XuQN0RwOcN//fWA++P2ix4yMjIBlWTi83geBBOA7FScmRWkwgF/0hLmfnE6HvE4LTVFBO6fVIrmj4abc2sL2b/wGMmBg/8iPo6amRuQX8uCtWHg8HlitVjKsqlarYbfbsVrUKceyLO7cuSOrLF0JhmFw6tQpRCIRRKNRNDQ0kAuFch1m29vbj9T5UKvVij5nufboxw0aTA6Cb3krf7X30stAKslrW5VIdxNOyZgL1dqfnEACADK1jNKpazksFguuXr2KQCAArVYrGoxrbW1FOBwmxVbBiKgcRqMRx48fx/j4uKy0vMFggEqlwv3797G1tUUGIR/GR1wQS0wmk9BoNJI02/LysigNlclk4PF4qgomarUaFy9eRCKRgEKhkF2sBA8OlmVJwNlr2yoXifBOjUJqKRAAXvwCuBJLBY1Gg9HRURS++jU+LVtMjVk2NSQ4XOZ1OqwPDqD99h2o8nlwKiUiw8PINzVCFwrhwuf/O0w7SgXp8fs48Qsfw2JjI/l+SllfXxcpH8g1aVSSkt8Ni8WCRCKBN998E/l8HlarFcPDw6L32draIk0ZGo0GDQ0NGBkZOfShYqHRJJFIQKVSoaGh4UjTbtVAg8kBwE/JfxTcT/4EkM6AsVbYip45A7ztW/jAE4/vCCb+4KM72IPgp3+K7z6bmuL/feIE8JM/UdVTlUqlbGG9qakJKpUKXq8XDMMQva5KJBKJsu260WgUExMT8Hp33zFVQmg1fuONN3jBQo1GUgyVC1B7DVrlWmsLhYJIPp/jOESjUeLPUTUrK7ymWjGBAG+qJpPOUZR6z7e3Ax/+EdQpFAgGg+T8hJTU9vY2NjY2MP3OdyIxfBzHQiFoz59D/Tvegbq7d2H/x38igQQAdPE4Ui9+Aef+5gVsbW3hNUE5ovgYSoKHnMZW6WDrXohGo5icnCSBTHDOPHHiQS1qZmaGBKxsNovV1VU0NjaioaG6ppOHxeFwwG63IxgMwmg0ylocPG7sGkycTufvALgMwA3gwy6XK1dy/y8DeJ/L5Xo4hcKnCEbQ3Kr0GIYBPvnr4Obn+RmUa1flB9MeYxiTCdyf/ykKc3MIhsNQ9/Wh9gC2//X19Xu6+hofHy+bulIqlfJdUjuoVKqy4oIA30IqWLd6PB6y0OTzeSwtLaGxsZH8gbe0tCAUCpHXKxcwH4ZUKiWpE6TTaUSj0b1Zxfb28gGhOLi2tvK37ZDP5zE5OYl4PA6tVou+//wZ1Hzlq3z69nv+FRizGV07bpPC4GBjYyPZQSaTSaRSKdhsNlEgMJvNUMlYHnDpFPL5fNmgGIlE8Prrr6OhoQHd3d3o7OxEMBjE5uYmWJYlw6aTk5MIhUJgGAYNDQ1Vd3d5vV7Jjqj0N1P62bMsi1AodOjBBOB/owf1O3oUVAwmTqfzJIAWl8t1zel0fgLA+wD8bdH9ZgAH31LyDMD09QEl4ntPEuFwGONra3x6ZmsLtbW1OHPmDJLJJPR6/aFLUuRyubJFaKFltLRbqJiOjg7kcjnk83lks1nRY1UqFY4fPw6NRgOO4zAzMyN6bj6fx/r6OgkmTU1NKBQKWF1dBcdxaG5u3pe2VzEGgwEGg0F0rnq9fs+FWEanA/eRHwf++gV+R9LYAPz4vxapLNy9e1dkRxuPx3HtA04olUpwHIft7W0olUr09/dL/FuKj7WUnp4eTF++BMfcHKmnFBQKRI71waZQQKlUSiT/AT44CfUkpVKJjo4OjI6OYmtrC7lcDvX19fD5fFgumtGKx+PQ6/US98xSotGobHdY6TyHwWCQ1C4eRSB5EtltZ3IZgKD18UUAP4KiYALg5wD8MYDPHvyhUR5n5ufnSasvy7IIBoP4xje+gWw2C51Oh/b29j31xedyOdy7dw/RaBQqlQodHR1Eb0kOxc4iVIrD4UBHRwcaGhpgMBhkfeEBvvuKZVmkUinZieqlpSUMDAyAYRiJmrFSqZTsClpbW6sOIIVCAR6PB+l0Gh0dHRWnxxUKBY4dO4a5uTkSqLu7u6uaeSkUCkTltra2Fq3veDtf3wttAnW1IuXifD4v0sMC+IXZ7/fDaDRiYmKCDJva7XacO3eu6kE6pVKJ4z/2o1iMx2B59TqYQgFbfT1Q/PAPQ6FQEE+SSuexsbGBjo4OUjMSKJVWEX6LlYLJvXv34Pf7kc/nRXU0tVotqtEAwNDQEO7du0dqJk1NTXvbET5D7BZMbAAEIaAIAPItOp1OC4ATLpfrPzidTskTnU7n+wG8HwBeeOGFI9O5UavVz6TGzmGft1whVmjRTKfT8Hg8GB4eJq2/xaytrWFmZgb5fB6NjY04ceIEXn755QcGTuA1kjo6OiqeQ0dHB2ZnZ0mqSzAjEv7T6/VoaGjAN77xDclV725twplMhrz3mTNncPv2bUSjUWi1WrS3t4s6xfZCLpfDV77yFfL+a2trGB0dLRs4uWwW1q4uDAwMIB6Pw2g0ys7ZlH7fHMfha1/7Gvx+/s93dXUV6XQaZ7u7kfqzP0dh1QeFowH6X/4lqDo6UCgUoFarJWkfwflSWHALhQKCwSDW1tZkp94B/rMNhUJobW0VBcqzn/wk1tbWEAqFcKyzExaLBSsrK5ient61xiQ0bMjdXorRaCz7uwmFQiSQCJ+TTqdDa2srent7JWlWm82G9vZ2RKNR6HS6ilL7j5LHcV3bLZhsAxAqPxYA4aL7PooKOxKXy/UigBcBIJfLcZWGxQ4Tm81WMXf+tHLY573bH1Umk8Hi4qLoCjGXy2Fqagqrq6skAGxsbCAQCEi6cjKZDCYnJzE8PCz7+h6PBx6PByzLQqVSgWEYRKNRRKNRzM3NESdFg8GA7u5urK+vk7pHNahUKvL5GQwGXLlyBZubmzAajTAYDNja2kI+n8fW1hZMJlPVLaPz8/OiQJZOpzExMSEpsHIcB/zhZ3hjtkwGGBgAPvUbiJWpEZV+35ubm6KUFcdx/BT6H/whVLf5uZUCgJxvBfivL4BRKFBXV4dEIiFa2MsZlgWDQdnf1/j4OJkZunfvHnp7e0VCiwaDAe3t7WBZFl6vt6I0joCw2Mu93/DwMPFaB/iW8I6OjrK/fa/XKyv8KbgxVvqbEdJujwNHua6V+63vFkyuA/gYgM8DeBeA4paLXgCXdnYlfU6n8xMul+u39n+olCeBEydOIJ/PIx6P822hO7UHAY1GI0oHsCyLGzduSFIpAN8CKpfqMRqNiEQikhpMLpfD4uIi+cOWS5EUmyMtLy9XLYUC8ENtpTUBpVIJm82GsbExMhtRKBRIV1VLS0vZwFeMXJ5eNsXzL/+PN1oTFtpAAPj9PwR+7RNVnUMul5M0JxRyObA7k+uEuXm+BXjkBIaHh5HL5USzHOWQq9lEo1HR8KnQIt3R0SEqyOfzedy+fRtbW1tlp9DNZjNMJhMymQz6+/uJkkEpdrsdV65cgdvthkKhQGdnZ8XvurGxEfPz86LfqtBGTtkfFT9Bl8s15nQ6N5xO5ysAvAB+z+l0fs7lcn3E5XIRA3Cn03mbBhIxnH8d+Oxngc1Nvmvm5z/6xHVtVUKr1eLixYvI5/NQ7LSLTk9PkwJoW1ubqBi7uroqG0gA/spQrVaLahNmsxnLy8uYmJgg99lsNvT29iKVSu3pCjGbzcpOSZeT1LDZbLKLy71790RX+8Wvv7Kygnw+T+YVurq6ZOci2tra4Pf7RVfjpQszy7Jgbt6UKke7l1EtBoNBcn41JhM0pdmkIofPYnXecqhUKjgcDtFuQyAajUoCYyaTQS6XE+1k5+bmyjZHKBQKOBwOqNVqko66e/cu+vv7JfUMAa1WK9sQIIdOpxNNzTMMQ2sgB8Su4djlcpVO331E5jHPfFtwMVyhAPzSvwWELqA7d3kF2c/+0dEe2CEgLLqCKqwQTEq7uXaTvDAajTh9+jRWVlZgMBiwvLxMUiy5XA65XA6xWAyhUAjnzp2TldbYC1qtFs8//zxeeeUVyeuUW1ArSZjk83ms7GhS+f1+RCIRnDlzRvI4m82GgYEBrKysoFAowGKxkAnueDyO+/fvI5FIoLdQgKSKYq0uR85xHMbGxiTWtmdGR4FLF4H/90VeZZphgPPnwRTVa3abZ1AoFOjp6ZENlA6HQ9KsYDQaRZa5CwsL5HMqRmiDFXYx169fJ4FJMN8SrHsFBPmVWCyGtra2qmoIgUBAlLrjOA4bGxtVByNKeeje7jC4c5e3VC1mdgZcaBNMnfx2/WlAqVSWbVkVLHnldhQ6nQ5dXV0wGAzo7+9HLpeTtOMKJJNJ3L59G1arFRzHIZ1OQ6/XI5PJ7EkuJZPJYGpqCi0tLSJZ81IzpWL20u68ublZdrBQr9fDbDZDq9Wip6eHdEWNj48TL/ups2dQMzcP68oKmHyetyn4iR+v6r23trYkMiUsyyKXy0H9a78KjIzw7p/HjgHv+x7R4zo7OxEOh0VulMVBKZvNYnl5WVZgUaPRYGBgAEtLS8hkMjAYDCJ9rYWFBczNzckW24XOKqvVCo/HI9nhZLNZ5HI58nlms1m8/vrrpNa2vr6OoaGhXTvqotGo5P1zuRw4jnskVtlPMzSYHAYGA6BWiT1GVGpAczAy4U8iarUap0+fxvz8PHK5HFQqFZRKJZRKJbq6ukRBSKVSQafTlbXnFXzkOzs70dTUhGQyibuCjW0RFosFfX19GBsbk61L+Hw+HDt2DENDQwgGg1CpVOjt7ZVtLvD7/RLv+kqwLCsb3BYXFzE3N0cW6GAwiMuXL4PjONEVM6tW4/qHPohz+QIatBrgW75FosrMvf4G8N//BxCPIX78OLif+WkwO2mc0qFMYZaDUSiA734v/5/wOhwHj8eDcDgMnU6HhoYGOBwOmM1mzM7OVpzXKaW1tRUtLS0oFApQKpWiBbp4cl6OYDCIQqFA6hrFn7derxfVQpaWlkRNG9lsFl6vd9dg0tLSArfbLfptCVbSlP1Bg8lhMDQInDwJ3LjJ/1uhAEbPg3kCJBEOE5vNhtHR0V0fxzAM+vv7eRvbMtpLLMsiEAhgaGhItj6g0Whw5coVKBQKXL58Ga+88orsQhaJRHD+/PmyuxGAT7NMTk6WDSZmsxkKhULULWa1WmWlPlZXV0XHGYlEiNdHaWuuUqWC5soVWXVfLhQCfvu3iYtndmoaiMWB3/wkTCYT6uvrSVswwzBwOBxld1b379+XlZ2xWq1oaWkRFcp300wT3k+u5rSbAVo2m0U+n4dWq0Vvby9Z9I1GI4aHhyUprlKqSXsaDAYMDg5ieXkZ2WwWJpMJJ3fUvSn7gwaTQ4BhGHC/9594tz3PCjA8BHxAOotDKY/D4UBdXR2i0SjW19exuroqWSyE4CAXJHK5HF5++WWYTCaMjIygp6cHS0tLkt1CMpmEz+dDS0uL5OpUKP4WC1CWolQqyeInyHMYDAYMDQ3JPl6u4C+IUHZ0dJBOI6VSiYaGhvL6ZF/4e6kdtKCVBn42xuv1IhKJwG63l1UZFuZG5Nje3kZNTQ2OHz8Ov98PhUKBjo4OYotcDZlMBuFwGFqtlghVCt9XqfBmoVDA5OQkzpw5g87OTrS3t5PUVul3097eLgnM6XQaKysrZQv1AnsZMKVUDw0mhwSj0wE/Xl2OmyKPQqEgA4jd3d149dVXRTUXoV00mUxKFmmO4xCPxxGPx8GyLEZHR1FXV4e7d++Krv5jsRjGxsbg8/lw4cIF0aI1OTkp270F8Gm7QqGAQqGAUCiEZDKJS5cu7TpvYrPZROkstVqNcDiMN954A01NTbh69SrW1tZgtVpRU1NDdmc2m01c+K6v5wvoxYG0aCckBKfdKJeOE1hZWUFdXR1GR0eRzWYRj8eRz+eraqVdWFjA8vKyrGKzxWKByWSStCH7/X584xvfgF6vx+DgYNkanNVqhcViITUmgP/Op6amEI/H0d/fX5UVNOXgoMGE8kSg0Whw9uxZUnOxWq2kA0dYmMp1W8ViMbAsi7q6OrztbW+D3+/HzMyMaKezubkJv98v8vwu93oMw0CpVIp2K8lkEsvLy+jo6MDU1BTZoQwPD4tqMCdOnIBSqUQkEgHLsojH42RB3NrawvHjx9Hb24t8Po/XXnuNpPkCgQDcbjdGR0f5BfY93wH88z/zyr4AYDIh9ZbnMf3mm8hvbaHe7UanzQ7uPd+B+aUlRCIRaLVaDAwMiNJvarUaVqu1bNAUtMlisRh8Ph9SqRQMBgOOHTtW8eo+l8vB4/GQwF26e+Q4TnboTqgdJRIJ3Lt3D9euXQPLsmQItRiDwSAKJsL7Li4uIpVKyXbTUQ4PGkwoTwwWiwXnzkm70JVKJYaGhoh+VWk+XZiQB/jdTktLC2ZLbJY5jpPUZ8rVGIo7yYpJpVK4fv06WUC3t7eRyWRw6dIl0bEKWluCR4lAoVCA3++H3W7H7du3ZVUBZmZm+B2URgPujz/LWzWvr0P5be/G6+EwUjt1klBtLXKvvoZEKIS1lgcBMhqN4urVq6Kr9tOnT2Nqaoq4DJaSTCbhdrtJ8BQMsRoaGrCxsUH8NooX+0QiUbGGwXFcRT0u4VhfeeUVZDIZ6HQ69PT0iIJ9Z2cnQqGQbC1LUCh41MOIkUgE6+vrqK+vf+zNrA4aGkwoTxzZbBbpdBomk4ksig6HAw6HAzU1Nfjyl79MOpBUKpVkPgHg25GLU2ZarVaSaz927JhsvcRoNEKv1yMSiZArbqVSSQrexQjqtEL6i2VZ3Lx5s6y0C8uyooBUirDLUigUYAwG4Ec/DACYX1xEqihlxKnVCPT1Il3iASLUoIoXZZVKhZGREXR1deH111+XDcaln0EqlcIrr7yCZDIJhmFIc4WweJvNZhiNRlk5FsFfPRwOV5w/EiRygAeBtL6+Hul0GlqtFlarFdeuXcOtW7fKDsQ+SmZmZuB2u4lQaGtrq8gb5WmHBhPKY0M4HMbi4iLy+TxsNhv6+/slQWB2dhYrKyvIZDIwmUwYHh4WTTArlUqMjo5iZWUF8Xgczc3NkmE2n88nWuRUKhUGBgYk8uk1NTUwGo2ihUqYpdBqtVCpVCRolROOFNqfBYSBRjmKX68c6XQar776Kk6ePIl8Po9QKITGxsayra05vbSjbHNzEwqFArOzs0ilUlCr1Th79iysVive8Y53kF2K0MLd1NSEYDAo2QEIwZjjOITDYczNzZHGA0Gqfn5+HqlUChqNBlqtFmq1GrW1teju7sbm5iZxE9RqtdBoNCRYCtP4xemxZDKJl19+GZlMBmq1Gs3Nzbh69SouX76MV199VTRbY7fbH+muRJChEXZbwi6zt7f3kVn9HjU0mFAeC1KplMhHfXNzE/l8XuTvHYvFROmWWCyG27dvo7a2FhaLhSj5Cl1H5RCKwgKFQkF24QkEApKFn8xrMAx6enrQ09ODYDBYtiPKbrdjaWkJgUAALMuWdQYUrIGrIRqN4tatW8jlckRmXli0hNSSMptF09Q0EnV1YEu0qmKxGFZWVkhKK5/P4/r163jLW95C6jxdXV3Y2NiA3W6HxWLB8vIylpeXkUqlYDQaJXMxAC++aTKZiLhnc3MzGhsbkU6nodPpROeXSCSwvLxMBhWHhoZgsVgQCAQQCoVgs9kwMzMj2j0yDEPOL5PJwOv1wu/3IxwOi46l2nZfoQ7FsiyRiHnYeRM5yZ5sNotEIkGDCYXyKHG73ZIr39JOnZWVFUm6JZ/PY2NjAxsbG9jc3MS73/3uXd+r9DU4jkMkEpG42gmT0aWPLb3NZrNBq9XKpqaSyST8fj95TjweL+vyuFsNoZjizyqfz8Pn8+HMmTNwz88jPzWNhrk5tOVyCJtMCJS8bmnRGuDTa9PT0xgeHoZOp5MoAXR1daGtrQ3JZBJGoxFjY2OSYFIoFLCwsIDm5maoVCpiXCXMc4yMjECv14PjONy9e1e047t//z6uXr2KhoYGYj6VSqWwuLiIbDZLgn3xZ1QoFODz+TA3Nyeq9QhdfJWkYba3t3Hv3j3ynYXDYXAc99DWAgaDASaTSXTxYTKZDlwmXvhM1Go1Ghoa9tSmfdjQYEJ5LJAzWhKuElOpFN58802JREgpW1tbCAQCu8qemEwm0RWvRqORnU1oamrCwsKCqKvLYrFIdjEqlQrDw8MYGxuTFLBjsZgk+JhMJkSjUdFjdTodlErlrudYjnQ6DY1Gg9Ojo8DOYGgkEkF+chKK7W1wHCeRRinF7/cjFAqhrq4Op0+fluyUVCoVWaArqRMEAgHYbDaRvHwqlcKtW7fw3HPPIZFISM5TsA8obgXu6elBY2Mj2SFNT0+L0omCNbNc08DCwkLFbq7iTjOAD6YbGxsPHUwYhsGJEycwNTWFVCpFxCerNRCrhkQigRs3bpDfrtfrxcmTJ+FwOA7sPfYDDSaUx4Kuri6sra2RhbvYR31ycrKqAivLsmX1sIoZGRnBvXv3EI/HoVarRW6HPp8Pq6urSCaTRGvMYDAgl8uRGo0czc3NyGazmJiYEN0uN1ApFOQF0ymdTofu7m6YzWaMjY1J9MtqampgsVgQDAbJVX4ulxN1SwnHWfxZjI2NiTrCVCpVxWAC8Lsxv98Pi8WC3t7eso+pJHp57949aLVayQ4wGo3C7XajsbERSqVSFAQUCoXs92Y0GtHd3Q0AGBwcxPj4OKLRKDQaDRoaGrC2tiZ7DKUmV6XIpRT3K6litVqJNM5hyLMU2y4AfEB3u900mFAoxajValy4cAELCwvI5XJobGwkHUfVqgPrdDo0NzfvenWv0+lw4cIF0SQ2wIsFlpo1RaNRWK1WnDp1Cl6vFwsLC+ju7hYtfIVCAbOzs4jH4yJ5cwCyV82ZTEZ0VWy320mN561vfSs8Hg+8Xi9SqRR0Oh1GR0eh0+lIXt5oNCIYDGJubg6ZTAZ6vR4XL14EwzBEkiQej8u2FisUiqoEMSsZiSmVSsl5FlMoFMpaBHg8HnR2dkoW20KhgNXVVXR3d5etHVmtVly9epW4Hgqpz1I0Gs2uE+7d3d0IBALkt6VSqcqqBOyVw9L5krsQ2O3i4FFCgwnlsUGv18u2UgptuMXI1R2ERbRaSv/oV1dXZWVTtre38dJLL5Hg4/f7MTo6SnYzt2/fFhXg9Xo9GIap2nNF8KNXKBRIpVKYn58nwSaXy2FiYgLnzp2DRqMhQUxohRaugq1WK1566SUEAgEUCgUYjUbZwFGtsrK5pKW4mHKzOtUgNA3IMTMzg0AggIsXL5YNKIIqAsBfZJR2fAG8b/tuC7rRaMTo6CgWFxfBsixaWlpIreZxpaWlBYFAgPxGhRbrxwWqN0B57BFkNQQBQaHFtJR8Po/5Eul/lmUli836+jru3LmD8fFxURG50gJUamW7sLAAgK8RlE5yZ7PZPXfwCO8ttD0XU2mnJTxvcXGRPDefzyMSiVQtmS9MwSsUCiiVShgMBlL7KEdfX99D1QPsdjsUCkXZrrZwOCwrOgnw3Vc3btzAa6+9hsnJSWg0GkmRXa1WV1xgOY7D2toa8Z0/deoUzpw589gHEoC/gBgcHERtbS3q6+vR19f30DWew4DuTCiPPUajEVevXkUsFsP4+HjF+onRaEQqlcLs7CyCwSBpx21tbUVPTw88Hg+mp6fJriYUChFNLWH2oVxxuRjh+XI1EY7jdvU1L8ZisWB9fR0Oh0PWvriaeQm5hV+pVOLkyZOYn5+vuEuy2Ww4f/48tra2cO/ePSQSCdKF1t/fT2oWxexW0NdqtTh+/Dju3btHPqva2lqcPHkSDMOgq6sLs7OzstPrcoOOgryK8N0IhfezZ8/i1q1bSCaT0Ol06OzslLUQEI751q1bRAp/ZWUFfX19FRWjHzfa29vR3t5+pB7w5aDBhLIvhIG1VCqFxsbGQxsUYxhmV3dFq9WK9vZ2fPnLXxalu3K5HObn52G320WDZQC/s1haWsLw8DCsVitGR0extLSE7e1t2UUNAFH0BfjgZbVaRcOGxZPb5aivr4dCoUAikcDGxgb8fj9MJhNOnDiB2tpa0rWkVqvJ3EY58vm87PsJC+zx48dx584d0XlrtVoyGKjVapFOpyXnXCgUsLKyIhtMAL42US5otrW1oampCU1NTaSdOp1Ok51UW1sbHA4Hbty4ITp2tVot21lX2n0F8LuY5557DjqdjtSXKu2WgsEgQqEQuQAQPFDkajiUvUODCeWhYVkWt2/fxubmJsnTj4yMEDXfg0apVEKlUokWFYVCQXSQOjs7MT8/L1s3yefzWFtbk91JxGIx3LzJe880NTXh9OnT2NzcxO3btyWLpVqtRk9Pj6jAe+7cOczMzCCRSCCfz+96xShMh0ciEdy/f5/cHo/HMT8/jwsXLmBlZQXb29vI5/MIBoNYXV0Fy7Ik4BQH7bt378oOTXIcB6/Xi7Nnz+L48ePw+XzgOA4OhwMGgwH3798n/vXhcFjWCz0ej+P27ds4ffq0aKEWvNPlAq5KpYJerycGWaurq1hYWCCumP39/WhsbIRWq8Xly5cxPj6OSCRCAqfcfIhcWlM4HoVCIbujK0WYri+GuiweHDSYUB6alZUVUXolkUhgfn7+0IKJUPhdWloiV9n19fU4d+4cWQwqDf4ZDAao1Wps78xdCBTvKjY3N4kPSOnCo1Qq8da3vlVSi1Aqlairq4PZbEYqlZINJsWF4rq6OlitVtlOJKHjymazYWFhQbITi0QiKBQKRPAyl8uVlXIBHqThWltb0dDQAK/XC61WC4/HI+rGSiQSMBqNEg93juOwvr6Oubk5DA4Oil77+PHj0Ov1CIfD2NraIoE3n8/j/v37WFhYgMPhQDAYJGm2WCyGmZkZOBwOKBQKqFQqtLW1kQW9XFDo6uqC3+8nu5iH6b5qbW3F8vKy6PyK9d0o+4MGE8pDI5daqabe8LD4fD5sbm6SdEZnZ6dExHFgYECyYBQ//9KlS2AYBhsbG5LBQYBP7ZTbWRQKBUxPT4ukOgqFAm7cuEGmystd4dpsNpjNZlgsFpLGcTgc8Pl8orqDsJgKMupyCAKTDMNgbm6ubABVq9Vkwd3a2sKdO3ceyK3IpIMCgQC0Wq1sF1g0GsXc3BwSiQRqa2vR1tYGhmHQ29uLRCKBl19+WfJ6qVQKHo9HcrtQ3DcajZienhZdkKyvr+PMmTNobGwUPUeQyPH7/aT1d6/zFVqtFkNDQ0ROR5jKpxwMNJhQHprGxsayi+FBI4gClnqIlC7eJpMJp0+fxtLSEkKhkMQi1+PxoK+vD/l8/qGUZuPxOKLRKDY3N8nQXKnsixxKpRLd3d2iz6ehoQEdHR1YX19HPp+H2WwmWmTl7IoBfjcSDAZRX18vm95SKBSw2+3Q6XSkCUHwWBEoVzgXdkalRKNR8l5ra2uIRCKkjVun00Gr1ZYt8pdaKnMch9u3b8u29bIsi/HxcVEwyeVyuHHjBvm+TCZT2SJ7JQRByUuXLtHdyCFAgwnloamvryfph9LF8KARVGyLKZfeqa2tRW1tLV566SXJopxKpbC+vl524VOr1RW9NgTPEqENudoW4GAwiFdeeQV2ux1nz54lO4OhoSH09/cT73OBckEJ4NNIb775Jjo6OmQHBxmGIfUWAGVbbcvBsiwMBgPZxZRKyXMch0AggHQ6DZ/PB4BPIbndbtnjqa2tRSQSkRhllTtHQSBRCLwLCwuiwB+PxzE3N4fz589XdT4cx+HevXvY2NhALpeD2WzGyZMnHytdq6cBGkwo+2JgYAB9fX1gWVa2SHpQyKVldru6tFqtomCiVqsRDAbhdrvJ84vTOWazGcPDw0ilUlheXpZN4xWnz7LZrKxUejny+TwCgQAWFhaIS6RwbqXnZzAYKu5OCoUCPB7PgUxFlx6/Wq3G6OgoWfwzmQzu3LkjeY/XX3+dBBmTyYQzZ84gEAiQYK1UKmG323Hu3DnigLi0tFTVMU1MTODChQsA5BUQKvmglLK+vo7V1VVyjrFYDNPT0yLTMsr+ocGEsm/kFsNiOI7D8vIyAoEAFAoF2tvbJTnx3RCk3oXFS6PR7OpxLuySIpEIVCoVWJYVXeEK3VEmkwkOhwPt7e1gWRbz8/Nk2ny3RatQKKCtrY1cqVdDNVP6XV1dxKmx0nsfBII8SjKZJCZhwucivI/ZbBYFN4ZhRLuVeDwOn8+HU6dOob+/n9RfbDYbaT/eizpBOBxGJBKBxWJBXV2dSHkZ2Fs6dXNzUxLsD7O296xCgwnl0FleXsbMzAzZBWxvb0Oj0ezJ1lSv1+Py5ctYWFhAoVBAe3u7JE2RSqXgdrtRKBTQ0dEBlUolKpa//vrrktctFAo4e/Ysqb3cv39ftssK4IcLc7mcKEVmMBhw4sQJkhobGxvD9vY2CoUC2TmVpueERboSdXV1uHjxIm7cuFF1kKoEwzBkyLB0R2a1WnH+/HlEIhEYjUZJPUKpVOLMmTOYnZ1FJpOB0WhEOp2WLMhC4C0W6SxmL8GvUCggnU7DYrGgubkZ09PTos+xWr02gG90WFlZEb3/s+Ix8iihwYRyKLjdbnI1mU6nRYuXMCy2V49srVZbVrU3FAphbGyMLLyrq6u4ePEiNBoNfD4ffD6f7JWxUENpamoCy7KydZja2lo4HA50dnYiEAgQ7Sy9Xo/m5mZ4vV40NzdDo9FgdHQULMsinU7jjTfekNRmHA5HWTXeUsxmM9RqtSSYqNVq2Gw2xGKxqhdVhmFw/PhxmM1mKJVKEhgMBgOOHz9OUlKVjkVoRwb4NFSpK6RKpcLt27eJrS7HcUSZubW1FVarVfbzFVqCi78fs9mMeDxOpuRLA3IsFqs61VVfX4/29nb4/X5SMyn3O6I8PDSYUA4cQfuo0pXobvWOQqGAaDQKg8FQVefO0tKSaNGNRqNYWFiA3W6XdIGVsrm5KXslLdDW1kaGFJuamtDY2IhcLoc7d+6QHdfi4iJGRkZQV1cHjuNw/fp12R3FbinBUkprJwqFAqdOnUJDQwMCgQDm5uaQTCYlC2vp7oNlWRQKBbKbKw4MpYRCISwvL6NQKKC2tha9vb2Srjm5cwsGg2U/50QigdHRUWI1LFxgaLVaNDY2oqenB5OTkyTV1tTUhKmpqbKNECqVSvQ5FgoFrK+vQ6fTwW63i46XYRgMDw+jr6+PdKVtbm7CYDDQrq4DhAYTyoHj9/slgaS4yCvoYJVjY2MD09PTiMfjJIc/MDBQ8T3lFrHV1VV4vd6Kg4wMw5AhS4VCgbq6OlH3U01NjSTQMAxDjKQEkskk5ufnUVdXB4/HUzY1JQz3VduscPz4cWSzWcRiMajVajQ2NpL5CkE5GOA/s6WlJXAch8bGRqyvr4talgV5/t1IJBK4e/cuSWFtbm6CZVlRw0AymZRtSa4UsAUFAqGdOJlMYm5uDgBI7ctgMECv16OrqwsLCwtlvzeFQoGGhgYSTLa3tzE2NoZ4PA6FQoHa2lqcP39eEihCoRAmJyfJua2uruLChQsHamD1LEODCeXAkbvas1gsMBqNxDu9XN2A4zjMzc2RlEcmk8Hi4iLS6TROnDhB5keEoUVhMbVYLJJhw2qKrDU1NaJmgBMnTkCv12Nra6uiW55cp5ewO9hNen4v0h16vR5XrlxBPB7HzMwMNjY2EAqF0NLSIkqXDQwMEL0wlmWRy+WQSCRIm2+pB0s5hIE+AY7jEAwGRcFEqFuVsptXilA0j0QiuH37NknRBQIBMAxD3nd9fV1WxddgMJCUY/F3JnjJCOcudOyVXrC43W7RuYXDYXg8nooXNpTqocGEcuD09PQQ8UeAvyoeGBiQ1X4qJZ/PS+oAHMfB5/MRIUJhhxONRnHhwgWYzWYMDQ2BZVlEIhHZ4nA5VCqVJCXS19e36/OamprKDmy2trbC5/PJXlnr9fqHEsNcXFzE+vo6+ff8/DxqamokU+DFyrjC+djt9qqlR6pxIJQ7L5VKJRG8LA4udrsdtbW1SKVSWFpaEn3HpSm6VCqFdDoNu91Odlc6nQ7Dw8OyQUbuuw6Hw6QO09raKuv8COwe+CnVQ4MJ5cCpqanBxYsXSdqls7NTVrxPDkEkUK64WlpAT6fTcLvdOHHiBBQKBUZGRoj3eOlchFqthlqtliweDyvwV1dXh56eHqyurpLWWUGaw2q1or+/H16vVzIrksvliBHWXijdCRUKBfj9fhJMFhcXMTc3h1wuJ3osx3HY2NjAwMBA2XTO8vIyEZIU7H+Fz0mpVErSYw0NDVhfXxftQoRaSCnt7e0wm81YW1vDa6+9BoVCUdW5syyLixcvwufzIZVKoaOjo6wHislkknw+6+vrJPguLy9jaGhI0t4sNAZQDgYaTCgPTTAYxMbGBux2O5qamkQLs9FolHVN3A2GYTAwMIB79+5V1RIrt0AKBkylHuMWiwWFQoFcye62mHAch0wmA41GI7sAHjt2DL29veA4TnIcXV1d0Ol0ePPNN0W3J5NJXL9+HQAfkPr7+2UDGsdxSCQS0Gg0UKlUsrsZob11dXUVExMTZWsW+XyeKPiWEggEMD09TT6raDSK9vZ2cByHQqEgsk8Wjmt9fb2qIU2WZeH1ekXWAcJOrriGJjf0abFYyEyScA7RaBSrq6vED0VozBDqSnLzJAB/0bG8vEysmqPRKBGYpFPwBwcNJpSHYmpqCm63GyzLwuPxEIG+g6C+vh5vectb8Oqrr1YcdFMqlbJOc0tLS5LcfSaTgd/vJ+28ACqKBQYCAczMzBCfjN7eXtlUUaWrbEEfqzgoFg9Obm9vQ6FQ4NixY+R+QfpjbW0NLMuCYRiR1LpwXjabDc3NzZicnMT6+nrF4nehUEA2myWKyWq1GiaTCRzH4f79+5LPKh6P4/Lly2U/l42NjaqCiYBc+7LZbAbDMCgUCmhpaQHDMMT3nuM4eDwesCyLgYEBjI+PIxAIiNJZfr8f58+fh81mg0ajwdmzZ/H1r3+97OeQzWahUqlw9uzZqo+bsjdoMKHsmXw+D7/fTxYhQaspFotV9A7fCyqVCpcvX8bc3BzS6TRSqZTEB76c4F+l7q1UKoXm5maJnHox4XAYd+/eJQtTLpfD7OwsGhoayA4hlUqRQnRra6tsPUir1aKzsxMejwepVEoieAjwHUbFwWRmZoboXQGQ6ISZTCb09PTAbDbj5s2bVeX8C4UC2blEo1Eime9wOGQX+ko1HTlp/oehUCggmUySetjJkydFkieCz4pCoZAdIhWskwUFZpVKBaPRWFa887AESCkPoMGEsmdyuZzkClAonB9UMAF4yRRBEsXtdssGEzk6OzuxsbFRtgifyWQQi8VgMpkkKaaFhQXMz89LFv1kMont7W3U1dUhlUrhjTfeIHIi6+vrOH78uGzKrLe3Fx0dHUgmk/B4PBLRxdKdTXE7rxwMw6CtrQ137tzZU/G4WPgxn89jfX297Oej1+vL1nVaWlrKCjpWwmw2I5FIQKFQQKPRiKRYEokEpqamJGnNbDYr24IsUBxkGYbB0NAQJicnyfsIumnF9SzK4UGDCWXP6HQ6mM1mUSuuyWQ6NFMsgJ9FiEQiCAaDKBQKsFgsZaeYa2pqMDIyArfbjXA4LAkMq6urWFtbg8ViwZkzZ0jtQbhKlmt71Wq1JFAuLS2JFsN8Po+VlZWy9Re1Wg2LxYLa2lpJMCleEP1+/64BQtiJ7VWXSy4tJRTDS3cawpyMnCqv0WjEsWPH4PF4kEwmqzoOlUqFK1eukN2ZUDMqJh6Pw2g0ii4YBG2vcruN0ol9u92Oq1evIpVKEV8WwauecvjQYELZMwzD4NSpU5iYmCB/uOXmMQ7yPU+ePIlcLodCoVC2s0egoaEBDQ0NuHHjhuTqVvAk39rawtTUFMmjsywrmyJTKpVob2+vuJAXCgXMzs4iFosRa9rSdJHcrkN4renpaSwvL1dMIQme8Tdu3IDdbpf4tZTCMAxUKhXMZrPsgtzQ0ACz2Qy/3y/ZpYRCIWxvb8sWqDs7O9HR0YFcLoc33nhD1EklF5yE28xms2xwFxgYGMD09DSZgu/o6EBHRwe2trZkj1+uQ5BhGBgMBtG/KY8GGkwoD4XRaCQS4Y8SocW3WnaTYimuGSiVSphMJlG6Ra1W4+LFi7BYLOS29vZ2rK+vi1I9uVwO8/Pz5N/RaBQXL14ULWZyi59GoyEdUnKB5OzZs1Cr1UR3LJVKIZVKIZvNoquri7TjKhQKSbAymUwYHR1FoVDASy+9JHltk8mE7u5udHZ24rXXXhOlLou73uRgGAYajQaXLl0i9sK1tbVoaWmRNE5YLBZoNBqMj4/D5/PJnmc+nyceJclkEhaLhQTjwcFBiUinSqWqut2c8migwYTyVNPf349IJFLWG6R0h3Pq1Cncv3+ftOX29PSIAgnAz5GMjIwQPxGr1SoqmgO8bEo0GkUsFoPP5wPHcXA4HKirqyMtrAaDgbQWl9uRRCIRNDQ0SOoJkUgEyWQSKpUKDocD/f39+OpXvyp6nZqaGuj1euTzeajValHw02q15LxMJhNqampEIoxms7mqIVO1Wi1pZihVGD5+/DgSiUTZgFn8mQlBz2g04uTJk6ipqZEtwGu12qom+imPDhpMKE81er0eV69exerqKgC+tXVzcxOFQgE1NTWSuotOp6vKwa+xsZFIeqTTacmCx7IsAoEAFhcXSepse3sbg4OD6O7uRjKZREtLC9llGY3Gsi20Op0OarVa0vQgNEJ4vV6SuhNQqVTk3Kanp0WBRCjiF+/aTp8+jYmJCZJi2i1tmclkoFQqZTu/ampqcP78eWSzWaytrSEajZL25N0QPqtIJIKpqSlcvHhRtt5DJeQfP2gwoTzWRCIRzMzMIJvNwmAwYHh4eNd6STGJRAKbm5twOBzQ6XRob29HKpUiUuQcx2FqagrRaBQajQb9/f17biPV6XQwGAySbjOPxyOqwRQKBfh8Ply9elX0OJZlZVNK9fX1aG5uBsMwaGhoELXOFsNxnMQ8SmjfbmlpQSAQED1eeL3Sczh79iyCwSACgQBJNZXWHBKJBG7evIlUKkWGPuXarNfW1kiHltCKXDy8WA1CM0JHRweCwaDIL2Wv5mqUw4cGE8pjC8uyuHv3Lsm/RyIRZLPZqu1Wp6amsLKyglwuB61Wi97eXnR1dUGv15Mr27t372JtbY08JxaL4erVq7s6R+ZyOTAMg/n5eSQSiartc7e3t3Hz5k2cO3eOdBkFg0FJGk6lUuHUqVNkMT958iTq6+tJJ1lpo4BcoTmbzaJQKEiOg2VZsjBHo1FsbGygtrYWfr8fXq+XWAJvbGzg9OnT5JxnZ2exuLhIglYmk8HS0hLq6upQX18veo9iS4BCoYBAIIDe3l4sLS2JjketVpPPujSVJ1w02O12nDx5kuzAGhoadnXZpDx6aDChPLYEg0HJBHw0GkUmk9m1sJ5MJuHz+UhqKJPJwO12o729nSxehUJBojQci8UwOTmJ/v5+2ffY3t4m6SC5hboYwZGwdJEUDLYEJV6VSiXpgipeZAE+WKyvr0t2P4KplcFggMfjIbfr9Xp0dHRAo9GgpqZGpJtlNptRX1+Pubk5LC8vI5fLkbkM4XwETa94PA6TyYTp6WlZ/3aheaA0mJSmtIQ03LVr1zA1NUXMxYaHh0nt4/79+9jY2EAul4PJZBINcwrdeZTHFxpMKI8tWq1WMjVeaopUDjknvkwmQ9wFAZChtlK8Xi8CgQC6u7tF8uQcx2FiYqLs3EMxer0efX198Pl8slpWi4uLsNlscDgcsNvtsNlsogJ4XV2dqB6Ry+UkgQ/g22k7OzthsViI7pRarUZPTw9ZpM+cOUMCoEajwcDAAFiWFQXbch1WyWQSJpNJ1iFRoLRBAeADaenMzOrqKpLJJM6ePYtEIoFUKgWNRkO+z1OnTiGRSCCZTMJut1OfkScMGkwojy1WqxV1dXXY2NgA8CDXX42Eu91ul+ToBfMlATkzLAFBkbi9vZ28X6n/eykKhQI6nY7I2Lvd7rIT3CzLYnl5GQ6HAwzDYHR0FAsLC0gmk7DZbJI0TmmBXfg8BI0rpVJZdspbo9FIdNPk3BnlCAQCcDgcZQf/NBoNkTQpZmRkBGNjY4hEIiQlJ7Q1CwZh+XweJpMJJ0+ehM1mA8AHISp98mRCgwnlsebs2bPwer2IRqOoq6uraK9bjFqtRn9/PxYXF0lKZWhoSLITOXHiBIxGIzY2NiRzGsJchzD5rlKpoNFoyi7CLMuSYDM5ObmrGGJx3UOpVIoMqErRaDSw2WwiTxNhqv5h0Ov1kolzuYFDYTfU2tqKWCxGjplhGFgsFpw/f152d6fX63Hp0iWMjY1J2qaLA7zg837x4sWqj10wUNve3obRaERnZ2dZaR3Ko4MGE8pjjUKhQGdn50M9t7W1Fc3NzWS+QW6aW3B+7OjowMsvvyzaeZReJSsUCnR3dxPxSZVKBZ1OB71eT5oDBIQ6RCXk0kOVOH36NJmyFwzHHnbCm2EYjIyMEN914Tz8fr/occI5dHR0QK/XY3V1FWq1Gr29vVV11RVPo5ejGquBYiYmJkh9KBgMIhQK4cqVK3saZqUcPDSYUJ5aCoUCbt68iXA4DI7jsLCwgNOnT8su4iqVCgMDA5ifn0c6nSaSKKUBob29HQ0NDdjY2IDVaiVT2G+88YbEHEqn05VNi1ksFgwNDe3pfJRKJYaGhuDz+RAIBDA3N4eenh5sbm5icXERdXV1ewpQFosFly9fBsdxYBiGeM0LTQ8Mw4h2PsWe89XS3d2NYDBIdjgajQa5XE60a6sm4BRT+jnH43F4vV5ZO4JycBwHr9eLra0tmEwmdHV10RrNPqHBhPLUsri4KCocx+NxItkhR3NzMxobG5HNZqHVaste9Wu1WmLaJNDa2ipS5jUYDBgdHYXf7xcNLgrYbLaHEiCcn58XebAXC1Oq1Wr09fVJPM1XV1fhdruRy+VQU1ODEydOiK7ihfPUaDQYHR3Fa6+9hkwmQxZck8lU0UQsFArB5/NBpVKhp6dHVJdSqVS4dOkSfD4f0uk0Ojo6sLi4CL/fj3w+D7PZvGcTNbnvZa+f5fj4uGjQdHNz80jkgZ4maDChPLXI7QrK6U0J/vFCumevtLa2QqPRYHV1FQqFAj09PTCZTOjr60MsFhPNsqjVatmidTWsr6+LutuK/z+Xy2FlZQVdXV1kwRXk3YXzjsfj4DiurElUqehjNpuFx+MpG0y8Xi+mpqZIsAyFQrh06ZKorbrYMREAhoaGcOzYMeRyuYf6rB0OBxKJBNndmM1mSXCvRC6XkzRGhMPhssKWlOqgwYTy1FJXVyeZGpcr1G5tbWF8fByxWAxqtRqNjY0YGRnZcz2iXBpoZGREZBfb3t6+53qJwG7GVKU7IK/XKwmgpX7pxcjVLyqZjfl8PtH98XgcS0tLFc3HAJS1Iq6GwcFB6PV6hEIhmM1mdHR07ClFJTcfVCgUKrpVUnZn12/T6XT+DoDLANwAPuxyuXI7t78HwK8CyAF40+Vy/dwhHieFsmdaWloQiUSwsbEBlmVltbgA3t1QmEDP5XJYXV1FY2PjgQ3JHaRdbG1tbVnRSuCBHa6AXJttpUW8ra0Nq6uromaCSoFPLrgd9qIseMB3dXXBZrPJzt9UQqfTSYQta2pqDtWP51mgYqLR6XSeBNDicrmuAZgB8L6iu+8BuOJyua4CcDidznOHd5gUyt5hGAbDw8N4/vnn8fzzz2N0dFS246f0apxlWUmR93FheHgYvb29qK2tRUNDA/r7+2Gz2VBTU4PGxkacPHlS9PjW1laRiZRara6YEqqpqcHQ0BBsNhvMZjNaW1sr1jRKF2DBqvhx5+zZs2hubobVakVjYyPOnDlDTbT2yW47k8sAvrzz/18E8CMA/hYAXC5X8aRXFsD+jaEplENAqVRWTIPo9XqRc6JSqdxz19JuFAoFpNNpGAyGsumzfD6PRCIBo9FYdvfAMAwGBgZEt/X19ZW9QlcoFLh48SK8Xi8SiQTa2tp29QFpbW2tWHAvpre3F5FIBIlEAgaDAV1dXU+Ez4jcIOdeicfjCAaDcDgcdNASuwcTGwCh8TwCwF76AKfTeR6Aw+Vy3TngY6NQHglDQ0O4d+8eYrEYNBoNmpqaqvLyqJalpSVihWs0GjE0NCR5fY/Hg8XFRSSTSeJz0tbWRiThH7a+AOxvVqcSqVQKN2/eJGk3pVJJBjyrheM4uN1uhEIh0o12EAtzJpOpWnrnYZiZmYHH4yGmaB0dHRWHTp8FdvuFbgMQLjMsAEQjwk6nsxXAZwB8d+kTnU7n+wG8HwBeeOEFIpfwqFGr1Uf23kcJPe/qsdlsaG9vRzQahU6n21VEshSWZYknem9vr+j5yWQSy8vLZOo7Go1ifn4evb29ZIeSy+WwvLxMus+SySTm5+fh9XoRj8eh1+vR29uL48ePi963UCgQgca9nvfi4iIxsLJYLLh06dKeO6ump6dF9Zt4PA632y2S2F9fX8e9e/eQSqVgMplw/vx5UQ3mzp07mJqaIk0S0WgU7373u6s2vio972g0itdffx2RSAQajQbd3d1lZWYelnQ6jdXVVVIbEnxbTp8+veffzsPyOP597xZMrgP4GIDPA3gXgNeEO5xOpxnA3wH4iMvlCpQ+0eVyvQjgRQDI5XJcOY2iw+ZhCnRPA/S8H45kMllRfwvgF3GhS6qtrQ337t0jUizj4+M4fvw4SRN5vV6Jh0csFsPGxgZZeLa3tyXqyIKOlfD4yclJWK1WGI1GJBIJjI+PI5FIQK1Wo7OzE6dOnar6vJPJJG7fvk2K7PF4HC+//DJGR0erer5A6TEDfCuycByFQgHXr18nKcRYLIaXX34ZV65cIYF0ZWVF1G0XjUYxNjaGvr6+qo6h9PsuHh7NZDKYnJxETU3NQ3fPybG9vS35TpPJJNbX1x9Ziu8o/77LXXRUrDi5XK4xABtOp/MVAMMA/t7pdH5u5+6PAugC8MdOp/ObTqfz+QM7WgrlMSWXy+H69euYnJzEwsICvvnNb4o0vfL5PO7du0cMqWprayVX2aWWsyaTadcp8Gw2S17z/v372NzcRDqdRiwWw+zsrOzCXo6VlRWJvthenp/L5eB2u2WbGYrrQZubm6JalPA+xQ0P5cy+HpbSC4F8Pi+a8TkIzGazpMXcZDI98/pguyZiXS7Xx0tu+sjO7Z8C8KnDOCgK5XFlcXFRJI5YbjEUFIGNRiPa2trIAi7UQ4oXXZVKhe7ubiwtLSGZTJIrv+KrX5VKhdraWrAsK1n4s9ks3G43WlpaqjoHoX24+NjVajWRZcnn87BYLBgcHJR0OIXDYYyNjZXdvUWjUeTzeahUKhgMBqhUKtEcikajEQWh+vp6UapMEG58WLRarejYGIYRdbMdBIKszezsLNLpNHQ6naz0zrMGHVqkUPZAtaKExQvo4OAgOjs7EYvFYLfbZYvpnZ2daG1tJWZUoVAI09PTSCQS0Gg0aGlpQU1NDTiOg0ajER2HUqnc04xEU1MTVlZWEAqFyOs1NzdjbGyMBLBwOIxCoSCpN8zPz1dMA6ZSKcTjcVitVphMJjQ2NmJtbQ0sy0KlUqG5uVl0/oODg9BoNAiHw1CpVOjr66u6XiJHX18f8W5RqVQPpSdWDQ6HA/X19SRwPqzg5tMEDSYUyh5obm4u68VeTGmOvtgquBwKhQI+nw9bW1tQKpVEmddkMpHnMgyD7u5uTE9PI5PJkDbmxsZGkWkXx3EIhUIIBoNoaGgQBRvBP8Xv9yMWi6G1tRUrKyuSOoBcTn43DxS9Xi9K95w8eRLNzc0IhUJoamqSFI0ZhkFvb2/F19wLDocDzz33HDY2NmAymQ60VlKK0PhA4aHBhELZAw6Hg6SkigOKoOlUKBRgt9v3rAgM8J71breb/Dsej+PixYuSINTa2or6+nqsrq7CYrHAbrdLrownJiaICKTH40F7e7to+p9hGDQ3N4veqxS5q22TySRK8wkLqpDC6+7uFu08GIY5tN1BOVQqVdUpP8rBQYMJhbJHBgcHYbPZ4Ha7kc/nYbVaMTQ0tO+ceelOQBBZlJtA12q1EnVggXQ6Db/fT/SnCoUC/H5/2RRSPp+XeMsDfG3l9ddfRzabJeq+J06cII9XKpVoampCb28vSc/tZx6G8mRDv3kK5SFobGxEY2Pjgb6m3IDdw9QPUqmUJB2VzWaRyWRkXy8ej0tSXACvACyIRMZiMRQKBZw/fx7nz58XzbgAoGq7lMqtwRQK5dHR3t4uWuxramrK7j4qYbFYJJPocu2sAnKtyWq1WlZtWEjtKZXKPRWdw+EwpqamsLGxsa/WX8rjC92ZUCiPCa2trTCZTPB6vSSN9TAFXoVCgZGREUxPTxPXyKGhobKLv2BqVSznUldXJxkofFhpkunpabjdbhQKBbjdbjQ3N+PUqVMP9VqUxxcaTCiUxwihpVahUOyrBmOz2XD58uWqH9/R0YGWlhYiNKlUKpFIJIhMu0qlQmtr655bYIWhQaF+w7IsNjY2yPtQnh5oMKFQHhMymQzGxsYQi8WgVCrR3Nz8SMUDVSqVqJX2woUL8Hg8CAQCSKVS8Hq92NzcxMjISNU6XtlsVuJvksvlkEwmaTB5yqA1EwrlMeH+/fsIBoNIp9NIJBJYWlqS2Ms+SpLJJOLxOLa2thCPx5FMJhEMBjE2Nlb1a5TOnQB8jeagp9IpRw/dmVAojwGJREJiyCW09NbX1z/y41lbW8PExITskGI8HieT37vBMAxOnjyJyclJJJNJ6HQ6HDt27NCk4SlHBw0mFMoRk8/ncevWLVmvdUFCJRQKIRQKoaGh4ZFc1Xs8nrLT7mq1ek/1HLPZjIsXLx7UoVEeU2gwoVCOGJ/PJzuBXldXh/b2dty/fx+rq6ukG6qjo+OhJuz3glxgA/idBsMw2N7epqkqighaM6FQjhi5DimdTofR0VFkMhnJNPva2tquGln7pXQIUThGjuMQi8Vw584dkdovhUJ3JhTKEdPa2gqPx4NoNEpua2xshEKhQCqVknRDZbNZZLPZXafjOY7D7Ows8UFxOBzo7++vqr13aGgIHMdha2sLLMsilUqJZk7S6TSWl5cP3MWQ8uRCgwmFcsQolUqcP38e8/PzyGazsNlsZPJdmDspToOZzeaq2mrdbjcWFxdJEIjFYtBqtejq6qrqmEZGRuD1ejE5OQmWZSWPobLrlGJoMKFQHgP0er3sVb4wzT4zM1PVNHsxwWBQtJvgOA7BYLCqYCIg1GpK0el0DyX1Qnl6ocGEQnnMsdvte5pmF5Br3T0IVV+9Xo9z587RoUOKCFqApzzTZLNZzMzMYHJyUuJX/qTT19cnEnAULIP3QkNDg2gmRKvV4ty5cwduOkXFH5986M6E8sySSqVw48YNUo/w+/04deoU6urqjvjIDgaz2YwrV65geXkZANDV1QWtVrun1+ju7oZSqcTGxgYYhkFXV9eBBhKWZXH//n2Ew2EwDIOGhgYMDAzQeswTCA0mlGeWhYUFUWE7nU5jaWnpsQ4mqVQKarW66nSVVqvFwMDAvt6zo6MDHR0d+3qNcszMzGBlZYX8WxCAbG9vP5T3oxweNJhQnllKW24ByBabHwdSqRTu3LmDeDwOlUqFxsbGqgvxjwPRaBRut5t42Av1llKHR6FJgAaTJw8aTCjPLE1NTdjY2BAFkNra2iM8ovJMTEwQW99cLgePx4O6ujo0NDQc8ZHtTigUwtjYGNLpNAAgEAiQuoucX8teU3GUxwNagKc8szQ1NWFgYAA2mw0WiwU9PT3o6+s76sOSJZlMiv7NsiwZRnzcWV5eJoEE4HdZS0tLAPgmgeKusJqamsf2O6BUhu5MKM80XV1de5q7OCq0Wq1EvuRJ8V2X69QSdoMWiwVXr16F1+uFUqlEW1sbVRR+QqHBhEJ5Aujv70c6nSY1k/r6erS2th71YVWFw+FAKBQiU/SC8ZeAWq1GT0/PUR0e5YCgwYRCeQKw2Wy4du0aQqEQ9Ho9ampqjvqQqqazsxOFQoG0Fzc3N4uCCeXpgAYTCuUJQalUPhEFdzl6enro7uMphxbgKRQKhbJvaDChUCgUyr6haS4K5RnA7/fD5/OB4zg0NTWhra3tqA+J8pRBgwmF8pQTDAYxPj5OJv43NzcBgAYUyoFC01wUylPOysqKSDpGsP6lUA4SGkwolKccOf0uhYL+6VMOFvqLolCecjo7O0V6V2q1uqqBR47jqM8IpWpozYRCecqx2Ww4d+4clpeXwXEc2tvbUV9fX/E5s7Oz8Pv9YFkWNpsNIyMjVOaEUhEaTCiUZwCbzQabzVbVY9fW1rC4uEjkT5LJJFQqFU6cOHGYh0h5wqFpLgqFIiIQCJBAIhCNRo/oaChPCjSYUCgUEXJ+InK+IxRKMTSYUCgUEb29vSJ5e4PBQD1GKLtCayYUyiHAcRwWFxexvb0NnU6HY8eOQaPRHPVhVYVarcbly5fh8/mQzWbR3t7+xBw75eigwYRCOQTGx8exsrJC/r29vY0rV648MZ7tCoWC+rBT9gRNc1EoB0yhUEAoFBLdFolEsLGxcURHRKEcPnRnQqEcMHLDfhzHSTqkniQKhQLm5+cRj8dhMBhw7NgxqFR0+aA8gP4aKJQDRqVSwWazwe/3k9tqamrQ2Nh4hEe1P+7cuSPaWUWjUVy4cOGJSdtRDh8aTCiUQ+DUqVPQ6XSIxWLQarUYGBh4YvWw0uk0wuGw6LZwOIxYLPZE2QdTDhcaTCiUQ0CpVGJ4ePioD+NAKKfP9SSn7SgHz5N5qUShUB4Zer1eNHcCABaLBRaL5WgOiPJYQncmFAplV86ePYvp6WkkEgno9XoMDg7SeglFBA0mFAplV6jQI2U3aJqLQqFQKPuGBhMKhUKh7BsaTCgUCoWyb3atmTidzt8BcBmAG8CHXS5Xbud2JYC/BNAH4E2Xy/XRwztMCoUiB8dxWF5exvb2NliWRXd3N+x2+1EfFuUZpOLOxOl0ngTQ4nK5rgGYAfC+oru/A8Dazn1Gp9N56fAOk0KhyLGwsICZmRmsra1hfX0dd+7cQSKROOrDojyD7Jbmugzgyzv//0UAV6q8j0KhPAJKXRHT6TSWlpaO8Igozyq7pblsAASBoQgAe8l90TL3wel0vh/A+wHghRdeqNp/+qBRq9VH9t5HCT3vZwM5sUW9Xv/MfAbP2vct8Die927BZBuAIL5jARCu8j64XK4XAbwIALlcjgsGg/s81IfDZrNha2vrSN77KKHn/WzgcDgQDodRKBQA8K6Izc3Nz8xn8Kx93wJHed56vV729t2CyXUAHwPweQDvAvBayX1vB/Dyzn0v7PsoKRTKnujq6oJarUY4HAbLsujp6YHBYDjqw6I8g1SsmbhcrjEAG06n8xUAwwD+3ul0fm7n7v8LoH3nvrTL5Xr9UI+UQqHI0traiueffx6nTp2C2Ww+6sOhPKPs2hrscrk+XnLTR3ZuzwP44UM4JgqFQqE8YdChRQqFQqHsGxpMKBQKhbJvaDChUCgUyr6hwYRCoVAo+4YGEwqFQqHsGxpMKBQKhbJvaDChUCgUyr6hwYRCoVAo+4YGEwqFQqHsGxpMKBQKhbJvaDChUCgUyr6hwYRCoVAo+4YGEwqFQqHsGxpMKBQKhbJvaDChUCgUyr6hwYRCoVAo+4YGEwqFQqHsGxpMKBQKhbJvaDChUCgUyr6hwYRCoVAo+4YGEwqFQqHsGxpMKBQKhbJvaDChUCgUyr6hwYRCoVAo+4YGEwqFQqHsG4bjuEfxPlEAvkfxRqUkEgmz0WiMHcV7HyX0vJ8t6Hk/WxzxebcCqJHcynHcU/3f+9//ftdRHwM9b3re9LzpeT/t503TXBQKhULZN89CMHnxqA/giKDn/WxBz/vZ4rE770dVM6FQKBTKU8yzsDOhUCgUyiGjOuoDOEicCYOiOwAAAzRJREFUTufvALgMwA3gwy6XK7dzuxLAXwLoA/Cmy+X66FEd42FQ4bzfA+BXAeTAn/fPHdlBHgLlzrvo/l8G8D6Xy3XuCA7v0Kh03k6n83sB/Dj4C8Vfcblcrx/JQR4CFX7negAu8B1GeQDf73K5No7qOA8Sp9NpAfAVAEMALrpcromi+x6rde2p2Zk4nc6TAFpcLtc1ADMA3ld093cAWNu5z+h0Oi8dxTEeBruc9z0AV1wu11UADqfT+dQsqrucN5xOpxnAiaM4tsOk0nk7nc5mAN8F4G0ul+stT1kgqfR9vxvAhMvleh7AfwXwo4/+CA+NJIBvB/AFmfseq3XtqQkm4K9Yvrzz/18EcKXK+550yp6by+Xyulyu/M4/swDYR3xsh8lu3+nPAfjjR3pEj4ZK5/2tADIAvuJ0Ov+b0+k0PeqDO0QqnfcCAOPO/9sAhB7hcR0qLpcr53K5gmXufqzWtacpmNjAD0cCQASAvcr7nnR2PTen03kegMPlct15lAd2yJQ9753UwImn6cq8iErfdwOAOgDvAPA6gJ9+tId2qFQ673kAQ06ncxLATwD4n4/42I6Kx2pde5qCyTYeTGVaAISrvO9JZxsVzs3pdLYC+AyAH3qkR3X4bKP8eX8UwGcf8fE8KrZR+Xf+DZfLxQH4GoDhR3pkh8s2yp/3DwF41eVyDQP49wB+7dEe2pGxjcdoXXuagsl1AG/f+f93AXityvuedMqe207d4O8AfMTlcgWO4NgOk0rfaS+AX3U6nV8E0Od0Oj/xqA/uEKl03q8BOLXz/6cALD2yozp8Kp03gweprRD4hfVZ4LFa156qOROn0/mfAFwE4AXwIwA+63K5PuJ0OlUA/guAHgB3XS7Xzx7hYR44Fc7718Bv++d3HvrrLpfrpSM6zAOn3HmXPOb2U9jNVfa8nU7nb4PPpWcAfNDlcj019YMKv3MLgP8FQAdACeBHXS7X3NEd6cHidDr/BfzFgQfA5wBcehzXtacqmFAoFArlaHia0lwUCoVCOSJoMKFQKBTKvqHBhEKhUCj7hgYTCoVCoewbGkwoFAqFsm9oMKFQKBTKvqHBhEKhUCj75v8HPRzHK8XKUSQAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Plot the points we are going to sample around\n", + "plt.figure(figsize=(8, 8), dpi=60)\n", + "\n", + "plt.scatter(\n", + " moons_X[:, 0], moons_X[:, 1],\n", + " cmap=plt.cm.Set1, c=moons_y)\n", + "\n", + "plt.scatter(\n", + " moons_boundary_point[0], moons_boundary_point[1],\n", + " marker='*', c='b', s=600, label='Boundary Point')\n", + "\n", + "plt.xlim(-0.1, 1.1)\n", + "plt.ylim(-0.1, 1.1)\n", + "plt.legend()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "TzIGK3FRBRtw" + }, + "source": [ + "### Sampling Data ###\n", + "Having seen how different samplers perform on this particular data set\n", + "(cf. `3-data-sampling.ipynb`), we opt for *Mixup* and we sample 250 data\n", + "points.\n", + "Also, we sample in the original data domain to avoid randomness entailed by\n", + "the \"reverse sampling\" step." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "OFKhyAI12zEY" + }, + "outputs": [], + "source": [ + "moons_mixup_sampler = fatf_augmentation.Mixup(\n", + " moons_X_test, moons_y_test)\n", + "\n", + "moons_samples_number = 250" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "RZPZSPpcOKx3" + }, + "outputs": [], + "source": [ + "moons_mixup_sample_close = moons_mixup_sampler.sample(\n", + " moons_boundary_point,\n", + " samples_number=moons_samples_number)\n", + "\n", + "moons_mixup_sample_close_crisp = clf_moons_crisp.predict(\n", + " moons_mixup_sample_close)\n", + "\n", + "moons_mixup_sample_close_proba = clf_moons_proba.predict_proba(\n", + " moons_mixup_sample_close)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "T3Be0YemQb5L" + }, + "source": [ + "Let's measure the diversity of our sample." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 34 + }, + "colab_type": "code", + "id": "Q-1MHbk0QhG1", + "outputId": "b3f6cbbe-d700-4ce9-c289-a3fdd4deeb1c" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "0.456192" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fatf_ecml.gini_index(moons_mixup_sample_close_crisp)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 423 + }, + "colab_type": "code", + "id": "X1gfl08AOqyo", + "outputId": "124c1166-81bc-462f-dd9b-477265c58cd0" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(-0.1, 1.1)" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(8, 8), dpi=60)\n", + "\n", + "plt.scatter(\n", + " moons_X[:, 0], moons_X[:, 1],\n", + " cmap=plt.cm.Set1, c=moons_y, alpha=0.1)\n", + "\n", + "plt.scatter(\n", + " moons_boundary_point[0], moons_boundary_point[1],\n", + " marker='*', c='b', s=600, label='Boundary Point')\n", + "\n", + "plt.scatter(\n", + " moons_mixup_sample_close[:, 0], moons_mixup_sample_close[:, 1],\n", + " marker='*', cmap=plt.cm.Set1, c=moons_mixup_sample_close_crisp,\n", + " edgecolors='b', s=100)\n", + "\n", + "plt.xlim(-0.1, 1.1)\n", + "plt.ylim(-0.1, 1.1)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "jchWAZ3JAYHU" + }, + "source": [ + "### Building Interpretable Representation ###\n", + "Next, we compose two types of binary interpretable representations:\n", + "* binarised, quartile-based discretisation\n", + " (it worked well for this particular data set); and\n", + "* one-hot encoded tree-based discretisation." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "M67xFuWXQQVX" + }, + "source": [ + "#### Quartile-based Interpretable Representation ####" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "J2Y7KSBQQQiu" + }, + "outputs": [], + "source": [ + "q_discretiser_moons = fatf_discretisation.QuartileDiscretiser(moons_X_test)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "RGORk1rbRYbS" + }, + "source": [ + "Let's discretise the sample and the explained instance." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "coECyD5jQyQm" + }, + "outputs": [], + "source": [ + "moons_mixup_sample_close_q_discrete = q_discretiser_moons.discretise(\n", + " moons_mixup_sample_close)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "baEXNDeBQyUV" + }, + "outputs": [], + "source": [ + "moons_boundary_point_q_discrete = q_discretiser_moons.discretise(\n", + " moons_boundary_point)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "66KNAY4AR5ic" + }, + "source": [ + "Now, we will binarise it.\n", + "(Recall that the binary representation of the explained instance is\n", + "an all-$1$ vector.)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "-6_BZyTLR5ui" + }, + "outputs": [], + "source": [ + "moons_mixup_sample_close_q_binary = fatf_transformation.dataset_row_masking(\n", + " moons_mixup_sample_close_q_discrete, moons_boundary_point_q_discrete)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "0OKbuw_dReSx" + }, + "outputs": [], + "source": [ + "moons_boundary_point_q_binary = np.ones_like(\n", + " moons_boundary_point_q_discrete, dtype=np.int8)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "tVkzgSJcSl3f" + }, + "source": [ + "Let's visualise these two steps." + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 550 + }, + "colab_type": "code", + "id": "Zw-cXJMYSqmV", + "outputId": "356c33be-6213-4b44-f97d-3df43ba1d2da" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(8, 8), dpi=80)\n", + "\n", + "plt.xlim(-0.1, 1.1)\n", + "plt.ylim(-0.1, 1.1)\n", + "\n", + "plt.scatter(\n", + " moons_X[:, 0], moons_X[:, 1],\n", + " cmap=plt.cm.Set1, c=moons_y, alpha=0.1)\n", + "\n", + "# Plot data using a unique marker for each binary encoding\n", + "moons_unique_binary = np.unique(moons_mixup_sample_close_q_binary, axis=0)\n", + "for rep in moons_unique_binary:\n", + " indices = fatf_ecml.get_hyperrectangle_indices(\n", + " moons_mixup_sample_close_q_binary, rep)\n", + "\n", + " if np.array_equal(rep, [1, 1]):\n", + " marker = '*'\n", + " elif np.array_equal(rep, [1, 0]):\n", + " marker = 'x'\n", + " elif np.array_equal(rep, [0, 1]):\n", + " marker = 'v'\n", + " else:\n", + " marker = 'o'\n", + "\n", + " plt.scatter(moons_mixup_sample_close[indices, 0],\n", + " moons_mixup_sample_close[indices, 1],\n", + " c=moons_mixup_sample_close_crisp[indices],\n", + " cmap=plt.cm.Set1,\n", + " marker=marker,\n", + " edgecolors='b',\n", + " s=100)\n", + "\n", + "# Plot explained instance\n", + "plt.scatter(\n", + " moons_boundary_point[0], moons_boundary_point[1],\n", + " marker='*', c='green', s=600, label='Boundary Point')\n", + "\n", + "# Plot x-axis quartiles\n", + "x_quartiles_m = q_discretiser_moons.feature_bin_boundaries.get(0)\n", + "for i in x_quartiles_m:\n", + " plt.plot([i, i], [-0.1, 1.1], linewidth=2, linestyle='--', c='blue')\n", + "\n", + "# Plot y-axis quartiles\n", + "y_quartiles_m = q_discretiser_moons.feature_bin_boundaries.get(1)\n", + "for i in y_quartiles_m:\n", + " plt.plot([-0.1, 1.1], [i, i], linewidth=2, linestyle='--', c='blue')\n", + "\n", + "# Plot binarisation of the x-axis\n", + "hyper_rectangle_m_x = moons_boundary_point_q_discrete[0]\n", + "if 0 < hyper_rectangle_m_x < 3:\n", + " hyper_rectangle_m_x_min = x_quartiles_m[hyper_rectangle_m_x - 1]\n", + " hyper_rectangle_m_x_max = x_quartiles_m[hyper_rectangle_m_x]\n", + "elif hyper_rectangle_m_x == 0:\n", + " hyper_rectangle_m_x_min = -0.1\n", + " hyper_rectangle_m_x_max = x_quartiles_m[hyper_rectangle_m_x]\n", + "elif hyper_rectangle_m_x == 3:\n", + " hyper_rectangle_m_x_min = x_quartiles_m[hyper_rectangle_m_x - 1]\n", + " hyper_rectangle_m_x_max = 1.1\n", + "plt.axvspan(hyper_rectangle_m_x_min, hyper_rectangle_m_x_max,\n", + " facecolor='blue', alpha=0.2)\n", + "\n", + "# Plot binarisation of the y-axis\n", + "hyper_rectangle_m_y = moons_boundary_point_q_discrete[1]\n", + "if 0 < hyper_rectangle_m_y < 3:\n", + " hyper_rectangle_m_y_min = y_quartiles_m[hyper_rectangle_m_y - 1]\n", + " hyper_rectangle_m_y_max = y_quartiles_m[hyper_rectangle_m_y]\n", + "elif hyper_rectangle_m_y == 0:\n", + " hyper_rectangle_m_y_min = -0.1\n", + " hyper_rectangle_m_y_max = y_quartiles_m[hyper_rectangle_m_y]\n", + "elif hyper_rectangle_m_y == 3:\n", + " hyper_rectangle_m_y_min = y_quartiles_m[hyper_rectangle_m_y - 1]\n", + " hyper_rectangle_m_y_max = 1.1\n", + "plt.axhspan(hyper_rectangle_m_y_min, hyper_rectangle_m_y_max,\n", + " facecolor='yellow', alpha=0.2)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "HNwHAj8OU7O3" + }, + "source": [ + "In the plot above:\n", + "* colour encodes the class (red or grey) predicted by our crisp\n", + " black-box model;\n", + "* blue dashed lines show quartile boundaries; and\n", + "* each marker shape encodes a unique binary representation:\n", + " - $\\star$ -- $(1,1)$,\n", + " - $\\times$ -- $(1, 0)$,\n", + " - $\\nabla$ -- $(0, 1)$, and\n", + " - $\\bullet$ -- $(0, 0)$.\n", + "\n", + "Finally, let's measure purity of our discrete and binary representations." + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 34 + }, + "colab_type": "code", + "id": "bsDT1wMNX2bk", + "outputId": "3224c365-b3ac-4816-fb9c-04fddcd3966d" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "0.1621015873015873" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fatf_ecml.weighted_purity(\n", + " moons_mixup_sample_close_q_discrete,\n", + " moons_mixup_sample_close_crisp,\n", + " 'gini')" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 34 + }, + "colab_type": "code", + "id": "66QD_X6HX2Yp", + "outputId": "06d5fb52-747e-4555-f7f3-03d87028c83b" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "0.4146381516237152" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fatf_ecml.weighted_purity(\n", + " moons_mixup_sample_close_q_binary,\n", + " moons_mixup_sample_close_crisp,\n", + " 'gini')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "THqXob_VQQtN" + }, + "source": [ + "#### Tree-based Interpretable Representation ####\n", + "Let's move on to a tree-based interpretable representation." + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 118 + }, + "colab_type": "code", + "id": "48mpRpRO2zKN", + "outputId": "71bdb201-eeb7-492a-f697-6d5f1bd76d81" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "DecisionTreeClassifier(max_leaf_nodes=4, min_impurity_decrease=0.05,\n", + " random_state=42)" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tree_binariser_moons = sklearn.tree.DecisionTreeClassifier(\n", + " random_state=42, max_leaf_nodes=4, min_impurity_decrease=0.05)\n", + "tree_binariser_moons.fit(moons_mixup_sample_close,\n", + " moons_mixup_sample_close_crisp)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "ynqFtGi8bmRV" + }, + "source": [ + "First, we get the discrete..." + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "91y4bD7OWbLA" + }, + "outputs": [], + "source": [ + "moons_mixup_sample_close_tree_discrete = tree_binariser_moons.apply(\n", + " moons_mixup_sample_close)\n", + "moons_boundary_point_tree_discrete = tree_binariser_moons.apply(\n", + " [moons_boundary_point])[0] # scikit-learn only accepts 2-D data" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "s4siyD3kboqF" + }, + "source": [ + "...then binary (one-hot encoded) representation." + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "LzE3D6gSWbIj" + }, + "outputs": [], + "source": [ + "moons_mixup_sample_close_tree_binary = fatf_ecml.one_hot_encode(\n", + " moons_mixup_sample_close_tree_discrete)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The `fatf_ecml.one_hot_encode` function is incapable of handling a\n", + "single instance, therefore we have to process it manually.\n", + "To this end, we get all the unique IDs of our tree-based discretisation,\n", + "sort them, and get the index of the element that the discretisation\n", + "of the explained instance matches." + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "-08iF1pBdOss" + }, + "outputs": [], + "source": [ + "unique = np.sort(np.unique(moons_mixup_sample_close_tree_discrete))\n", + "mask = (unique == moons_boundary_point_tree_discrete)\n", + "\n", + "moons_boundary_point_tree_binary = np.zeros(\n", + " unique.shape[0], dtype=np.int8)\n", + "moons_boundary_point_tree_binary[mask] = 1" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "GEBmJqZrbs4I" + }, + "source": [ + "Let's visualise our tree-based partition." + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 533 + }, + "colab_type": "code", + "id": "cFoz6q-HWbGF", + "outputId": "9e7dad04-2f93-44d2-9c45-7b53f056559e" + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(8, 8), dpi=80)\n", + "\n", + "plt.xlim(-0.1, 1.1)\n", + "plt.ylim(-0.1, 1.1)\n", + "\n", + "# Compute the decision boundary of the tree\n", + "x_y_step = 0.005\n", + "x_min, x_max = -0.1, 1.1\n", + "y_min, y_max = -0.1, 1.1\n", + "xx, yy = np.meshgrid(np.arange(x_min, x_max, x_y_step),\n", + " np.arange(y_min, y_max, x_y_step))\n", + "\n", + "Z = tree_binariser_moons.apply(np.c_[xx.ravel(), yy.ravel()])\n", + "\n", + "Z = Z.reshape(xx.shape)\n", + "Z_norm = np.zeros_like(Z)\n", + "for i, v in enumerate(np.unique(Z)):\n", + " mask = (Z == v)\n", + " Z_norm[mask] = i\n", + "\n", + "# Plot the boundary\n", + "plt.contourf(xx, yy, Z_norm, cmap=plt.cm.tab20, alpha=0.5)\n", + "\n", + "# Plot data\n", + "plt.scatter(\n", + " moons_X[:, 0], moons_X[:, 1],\n", + " cmap=plt.cm.Set1, c=moons_y, alpha=0.1)\n", + "\n", + "# Plot explained instance\n", + "plt.scatter(\n", + " moons_boundary_point[0], moons_boundary_point[1],\n", + " marker='*', c='green', s=600, label='Boundary Point')\n", + "\n", + "# Plot data using a unique marker for each encoding\n", + "moons_unique_binary = np.unique(moons_mixup_sample_close_tree_discrete, axis=0)\n", + "markers = ['x', 'v', 'o']\n", + "for rep in moons_unique_binary:\n", + " indices = fatf_ecml.get_hyperrectangle_indices(\n", + " moons_mixup_sample_close_tree_discrete, rep)\n", + "\n", + " if np.array_equal(rep, moons_boundary_point_tree_discrete):\n", + " marker = '*'\n", + " else:\n", + " marker = markers.pop()\n", + "\n", + " plt.scatter(moons_mixup_sample_close[indices, 0],\n", + " moons_mixup_sample_close[indices, 1],\n", + " c=moons_mixup_sample_close_crisp[indices],\n", + " cmap=plt.cm.Set1,\n", + " marker=marker,\n", + " edgecolors='b',\n", + " s=100)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "xLSJoBIPbxRH" + }, + "source": [ + "And, finally, compute its purity." + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 34 + }, + "colab_type": "code", + "id": "_jfI0koHbxi3", + "outputId": "a31b44c2-2f89-4852-d80f-178633306897" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "0.2207166591827571" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fatf_ecml.weighted_purity(\n", + " moons_mixup_sample_close_tree_discrete,\n", + " moons_mixup_sample_close_crisp,\n", + " 'gini')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "k02QvV6RBqQL" + }, + "source": [ + "### Explanation Generation ###\n", + "Now, we are ready to explain some black-box predictions.\n", + "In addition to *training a local surrogate model*, this procedure\n", + "may involve **weighting** the data sample and **reducing** the number\n", + "of interpretable features." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "c9yETkVGBuoI" + }, + "source": [ + "#### Data Weighting ####\n", + "To enforce the locality of an explanation even further (this has already\n", + "been achieved with a local data sample), we can weight the sampled data.\n", + "To this end, we need to compute the distance between the sample and the\n", + "explained instance, and kernelise these measures to transform them into\n", + "*similarity* scores.\n", + "\n", + "We will compute and visualise three different distance metrics:\n", + "* Manhattan;\n", + "* Euclidean; and\n", + "* cosine.\n", + "\n", + "We will investigate the effect of computing them in different representations:\n", + "* the original data domain;\n", + "* discrete representation; and\n", + "* binary representation.\n", + "\n", + "Then, we will experiment with different parameterisations of the exponential\n", + "kernel:\n", + "\n", + "$$\\mathcal{K}(\\mathbf{d}) = \\sqrt{exp\\left(-\\frac{\\mathbf{d}^2}{w^2}\\right)}$$\n", + "\n", + "setting $\\mathbf{d}$ to:\n", + "* $1.00$,\n", + "* $0.10$ and\n", + "* $0.01$." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "3erJhwBY7M-8" + }, + "source": [ + "##### Original Data Domain #####\n", + "Let's start with the original data domain." + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "LBdnw8CU7WvY" + }, + "outputs": [], + "source": [ + "manhattan = sklearn.metrics.pairwise.manhattan_distances(\n", + " [moons_boundary_point], moons_mixup_sample_close)[0]\n", + "euclidean = sklearn.metrics.pairwise.euclidean_distances(\n", + " [moons_boundary_point], moons_mixup_sample_close)[0]\n", + "cosine = sklearn.metrics.pairwise.cosine_distances(\n", + " [moons_boundary_point], moons_mixup_sample_close)[0]" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 391 + }, + "colab_type": "code", + "id": "pWeXHD9_7WsR", + "outputId": "043289df-8727-4aa3-ec7e-35c07a02b76f" + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(1, 3, figsize=(18, 6), sharex=True, sharey=True)\n", + "\n", + "axs[0].set_xlim(-0.1, 1.1)\n", + "axs[0].set_ylim(-0.1, 1.1)\n", + "\n", + "for a in range(3):\n", + " axs[a].scatter(\n", + " moons_X[:, 0], moons_X[:, 1],\n", + " cmap=plt.cm.Set1, c=moons_y, alpha=0.1)\n", + "\n", + "axs[0].set_title('Manhattan')\n", + "axs[1].set_title('Euclidean')\n", + "axs[2].set_title('Cosine')\n", + "\n", + "# Plot explained instance\n", + "for a in range(3):\n", + " axs[a].scatter(\n", + " moons_boundary_point[0], moons_boundary_point[1],\n", + " marker='*', c='green', s=600, label='Boundary Point')\n", + "\n", + "# Plot x-axis quartiles\n", + "x_quartiles_m = q_discretiser_moons.feature_bin_boundaries.get(0)\n", + "for i in x_quartiles_m:\n", + " for a in range(3):\n", + " axs[a].plot([i, i], [-0.1, 1.1], linewidth=2, linestyle='--', c='blue')\n", + "\n", + "# Plot y-axis quartiles\n", + "y_quartiles_m = q_discretiser_moons.feature_bin_boundaries.get(1)\n", + "for i in y_quartiles_m:\n", + " for a in range(3):\n", + " axs[a].plot([-0.1, 1.1], [i, i], linewidth=2, linestyle='--', c='blue')\n", + "\n", + "# Plot binarisation of the x-axis\n", + "hyper_rectangle_m_x = moons_boundary_point_q_discrete[0]\n", + "if 0 < hyper_rectangle_m_x < 3:\n", + " hyper_rectangle_m_x_min = x_quartiles_m[hyper_rectangle_m_x - 1]\n", + " hyper_rectangle_m_x_max = x_quartiles_m[hyper_rectangle_m_x]\n", + "elif hyper_rectangle_m_x == 0:\n", + " hyper_rectangle_m_x_min = -0.1\n", + " hyper_rectangle_m_x_max = x_quartiles_m[hyper_rectangle_m_x]\n", + "elif hyper_rectangle_m_x == 3:\n", + " hyper_rectangle_m_x_min = x_quartiles_m[hyper_rectangle_m_x - 1]\n", + " hyper_rectangle_m_x_max = 1.1\n", + "for a in range(3):\n", + " axs[a].axvspan(\n", + " hyper_rectangle_m_x_min,\n", + " hyper_rectangle_m_x_max,\n", + " facecolor='blue',\n", + " alpha=0.2)\n", + "\n", + "# Plot binarisation of the y-axis\n", + "hyper_rectangle_m_y = moons_boundary_point_q_discrete[1]\n", + "if 0 < hyper_rectangle_m_y < 3:\n", + " hyper_rectangle_m_y_min = y_quartiles_m[hyper_rectangle_m_y - 1]\n", + " hyper_rectangle_m_y_max = y_quartiles_m[hyper_rectangle_m_y]\n", + "elif hyper_rectangle_m_y == 0:\n", + " hyper_rectangle_m_y_min = -0.1\n", + " hyper_rectangle_m_y_max = y_quartiles_m[hyper_rectangle_m_y]\n", + "elif hyper_rectangle_m_y == 3:\n", + " hyper_rectangle_m_y_min = y_quartiles_m[hyper_rectangle_m_y - 1]\n", + " hyper_rectangle_m_y_max = 1.1\n", + "for a in range(3):\n", + " axs[a].axhspan(\n", + " hyper_rectangle_m_y_min,\n", + " hyper_rectangle_m_y_max,\n", + " facecolor='yellow',\n", + " alpha=0.2)\n", + "\n", + "# Plot data using a unique marker for each binary encoding\n", + "moons_unique_binary = np.unique(moons_mixup_sample_close_q_binary, axis=0)\n", + "for rep in moons_unique_binary:\n", + " indices = fatf_ecml.get_hyperrectangle_indices(\n", + " moons_mixup_sample_close_q_binary, rep)\n", + "\n", + " if np.array_equal(rep, [1, 1]):\n", + " marker = '*'\n", + " elif np.array_equal(rep, [1, 0]):\n", + " marker = 'x'\n", + " elif np.array_equal(rep, [0, 1]):\n", + " marker = 'v'\n", + " else:\n", + " marker = 'o'\n", + "\n", + " dist = manhattan[indices]\n", + " axs[0].scatter(moons_mixup_sample_close[indices, 0],\n", + " moons_mixup_sample_close[indices, 1],\n", + " c=moons_mixup_sample_close_crisp[indices],\n", + " cmap=plt.cm.Set1,\n", + " marker=marker,\n", + " edgecolors='b',\n", + " s=200 * dist)\n", + "\n", + " dist = euclidean[indices]\n", + " axs[1].scatter(moons_mixup_sample_close[indices, 0],\n", + " moons_mixup_sample_close[indices, 1],\n", + " c=moons_mixup_sample_close_crisp[indices],\n", + " cmap=plt.cm.Set1,\n", + " marker=marker,\n", + " edgecolors='b',\n", + " s=200 * dist)\n", + "\n", + " dist = cosine[indices]\n", + " axs[2].scatter(moons_mixup_sample_close[indices, 0],\n", + " moons_mixup_sample_close[indices, 1],\n", + " c=moons_mixup_sample_close_crisp[indices],\n", + " cmap=plt.cm.Set1,\n", + " marker=marker,\n", + " edgecolors='b',\n", + " s=200 * dist)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "3mC1Psn2AkF2" + }, + "source": [ + "Let's kernelise them using the exponential kernel." + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "7LSpqoLp78Jp" + }, + "outputs": [], + "source": [ + "manhattan_k_100 = fatf_kernels.exponential_kernel(\n", + " manhattan, width=1)\n", + "manhattan_k_010 = fatf_kernels.exponential_kernel(\n", + " manhattan, width=0.1)\n", + "manhattan_k_001 = fatf_kernels.exponential_kernel(\n", + " manhattan, width=0.01)\n", + "manhattan_k = {\n", + " '1': manhattan_k_100,\n", + " '0.1': manhattan_k_010,\n", + " '0.01': manhattan_k_001\n", + "}\n", + "\n", + "euclidean_k_100 = fatf_kernels.exponential_kernel(\n", + " euclidean, width=1)\n", + "euclidean_k_010 = fatf_kernels.exponential_kernel(\n", + " euclidean, width=0.1)\n", + "euclidean_k_001 = fatf_kernels.exponential_kernel(\n", + " euclidean, width=.01)\n", + "euclidean_k = {\n", + " '1': euclidean_k_100,\n", + " '0.1': euclidean_k_010,\n", + " '0.01': euclidean_k_001\n", + "}\n", + "\n", + "cosine_k_100 = fatf_kernels.exponential_kernel(\n", + " cosine, width=1)\n", + "cosine_k_010 = fatf_kernels.exponential_kernel(\n", + " cosine, width=0.1)\n", + "cosine_k_001 = fatf_kernels.exponential_kernel(\n", + " cosine, width=.01)\n", + "cosine_k = {\n", + " '1': cosine_k_100,\n", + " '0.1': cosine_k_010,\n", + " '0.01': cosine_k_001\n", + "}\n", + "\n", + "names_k = ['1', '0.1', '0.01']" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "colab_type": "code", + "id": "I8VAAnka78OO", + "outputId": "a1a0c934-fed0-449d-e9ee-347d559bbb00" + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(3, 3, figsize=(18, 18), sharex=True, sharey=True)\n", + "\n", + "axs[0, 0].set_xlim(-0.1, 1.1)\n", + "axs[0, 0].set_ylim(-0.1, 1.1)\n", + "\n", + "for ax in range(3):\n", + " for ay in range(3):\n", + " axs[ax, ay].scatter(\n", + " moons_X[:, 0], moons_X[:, 1],\n", + " cmap=plt.cm.Set1, c=moons_y, alpha=0.1)\n", + "\n", + "axs[0, 0].set_title('Manhattan')\n", + "axs[0, 1].set_title('Euclidean')\n", + "axs[0, 2].set_title('Cosine')\n", + "\n", + "for ax, name in enumerate(names_k):\n", + " axs[ax, 0].set_ylabel('k={}'.format(name), fontsize=18)\n", + "\n", + "# Plot x-axis quartiles\n", + "x_quartiles_m = q_discretiser_moons.feature_bin_boundaries.get(0)\n", + "for i in x_quartiles_m:\n", + " for ax in range(3):\n", + " for ay in range(3):\n", + " axs[ax, ay].plot(\n", + " [i, i], [-0.1, 1.1], linewidth=2, linestyle='--', c='blue')\n", + "\n", + "# Plot y-axis quartiles\n", + "y_quartiles_m = q_discretiser_moons.feature_bin_boundaries.get(1)\n", + "for i in y_quartiles_m:\n", + " for ax in range(3):\n", + " for ay in range(3):\n", + " axs[ax, ay].plot(\n", + " [-0.1, 1.1], [i, i], linewidth=2, linestyle='--', c='blue')\n", + "\n", + "# Plot binarisation of the x-axis\n", + "hyper_rectangle_m_x = moons_boundary_point_q_discrete[0]\n", + "if 0 < hyper_rectangle_m_x < 3:\n", + " hyper_rectangle_m_x_min = x_quartiles_m[hyper_rectangle_m_x - 1]\n", + " hyper_rectangle_m_x_max = x_quartiles_m[hyper_rectangle_m_x]\n", + "elif hyper_rectangle_m_x == 0:\n", + " hyper_rectangle_m_x_min = -0.1\n", + " hyper_rectangle_m_x_max = x_quartiles_m[hyper_rectangle_m_x]\n", + "elif hyper_rectangle_m_x == 3:\n", + " hyper_rectangle_m_x_min = x_quartiles_m[hyper_rectangle_m_x - 1]\n", + " hyper_rectangle_m_x_max = 1.1\n", + "for ax in range(3):\n", + " for ay in range(3):\n", + " axs[ax, ay].axvspan(\n", + " hyper_rectangle_m_x_min,\n", + " hyper_rectangle_m_x_max,\n", + " facecolor='blue',\n", + " alpha=0.2)\n", + "\n", + "# Plot binarisation of the y-axis\n", + "hyper_rectangle_m_y = moons_boundary_point_q_discrete[1]\n", + "if 0 < hyper_rectangle_m_y < 3:\n", + " hyper_rectangle_m_y_min = y_quartiles_m[hyper_rectangle_m_y - 1]\n", + " hyper_rectangle_m_y_max = y_quartiles_m[hyper_rectangle_m_y]\n", + "elif hyper_rectangle_m_y == 0:\n", + " hyper_rectangle_m_y_min = -0.1\n", + " hyper_rectangle_m_y_max = y_quartiles_m[hyper_rectangle_m_y]\n", + "elif hyper_rectangle_m_y == 3:\n", + " hyper_rectangle_m_y_min = y_quartiles_m[hyper_rectangle_m_y - 1]\n", + " hyper_rectangle_m_y_max = 1.1\n", + "for ax in range(3):\n", + " for ay in range(3):\n", + " axs[ax, ay].axhspan(\n", + " hyper_rectangle_m_y_min,\n", + " hyper_rectangle_m_y_max,\n", + " facecolor='yellow',\n", + " alpha=0.2)\n", + "\n", + "# Plot data using a unique marker for each binary encoding\n", + "moons_unique_binary = np.unique(moons_mixup_sample_close_q_binary, axis=0)\n", + "for rep in moons_unique_binary:\n", + " indices = fatf_ecml.get_hyperrectangle_indices(\n", + " moons_mixup_sample_close_q_binary, rep)\n", + "\n", + " if np.array_equal(rep, [1, 1]):\n", + " marker = '*'\n", + " elif np.array_equal(rep, [1, 0]):\n", + " marker = 'x'\n", + " elif np.array_equal(rep, [0, 1]):\n", + " marker = 'v'\n", + " else:\n", + " marker = 'o'\n", + "\n", + " for ax, k in enumerate(names_k):\n", + " sim = manhattan_k[k][indices]\n", + " axs[ax, 0].scatter(\n", + " moons_mixup_sample_close[indices, 0],\n", + " moons_mixup_sample_close[indices, 1],\n", + " c=moons_mixup_sample_close_crisp[indices],\n", + " cmap=plt.cm.Set1,\n", + " marker=marker,\n", + " edgecolors='b',\n", + " s=200 * sim)\n", + "\n", + " for ax, k in enumerate(names_k):\n", + " sim = euclidean_k[k][indices]\n", + " axs[ax, 1].scatter(\n", + " moons_mixup_sample_close[indices, 0],\n", + " moons_mixup_sample_close[indices, 1],\n", + " c=moons_mixup_sample_close_crisp[indices],\n", + " cmap=plt.cm.Set1,\n", + " marker=marker,\n", + " edgecolors='b',\n", + " s=200 * sim)\n", + "\n", + " for ax, k in enumerate(names_k):\n", + " sim = cosine_k[k][indices]\n", + " axs[ax, 2].scatter(\n", + " moons_mixup_sample_close[indices, 0],\n", + " moons_mixup_sample_close[indices, 1],\n", + " c=moons_mixup_sample_close_crisp[indices],\n", + " cmap=plt.cm.Set1,\n", + " marker=marker,\n", + " edgecolors='b',\n", + " s=200 * sim)\n", + "\n", + "# Plot explained instance\n", + "for ax in range(3):\n", + " for ay in range(3):\n", + " axs[ax, ay].scatter(\n", + " moons_boundary_point[0], moons_boundary_point[1],\n", + " marker='*', c='green', s=600, label='Boundary Point')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "KzIaxmFxCqtB" + }, + "source": [ + "As you can see, the **distance type** and **kernel parameterisation**\n", + "have quite strong influence on importance of the instances when fitting\n", + "a local surrogate model.\n", + "Keep in mind that these weights could have been used to discretise the data\n", + "in the first place -- we will see such an effect for tree-learnt interpretable\n", + "representation.\n", + "\n", + "---\n", + "\n", + "Now, let's investigate how these weights influence the discretisation produced\n", + "by a tree.\n", + "Note that this can only be done for weights computed in the original data\n", + "domain.\n", + "\n", + "This behaviour is introduced by the `sample_weight` parameter to the\n", + "`DecisionTreeClassifier`'s `fit` method, e.g.:\n", + "``` Python\n", + "tree = sklearn.tree.DecisionTreeClassifier()\n", + "tree.fit(data, labels, sample_weight=weights)\n", + "```" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "colab_type": "code", + "id": "78wF3-VHKN7g", + "outputId": "92bb3984-a427-49da-a0c2-a690c1395911" + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Compute the decision boundary of the tree\n", + "x_y_step = 0.005\n", + "x_min, x_max = -0.1, 1.1\n", + "y_min, y_max = -0.1, 1.1\n", + "xx, yy = np.meshgrid(np.arange(x_min, x_max, x_y_step),\n", + " np.arange(y_min, y_max, x_y_step))\n", + "\n", + "fig, axs = plt.subplots(3, 3, figsize=(18, 18), sharex=True, sharey=True)\n", + "\n", + "axs[0, 0].set_xlim(-0.1, 1.1)\n", + "axs[0, 0].set_ylim(-0.1, 1.1)\n", + "\n", + "for ax in range(3):\n", + " for ay in range(3):\n", + " axs[ax, ay].scatter(\n", + " moons_X[:, 0], moons_X[:, 1],\n", + " cmap=plt.cm.Set1, c=moons_y, alpha=0.1)\n", + "\n", + "axs[0, 0].set_title('Manhattan')\n", + "axs[0, 1].set_title('Euclidean')\n", + "axs[0, 2].set_title('Cosine')\n", + "\n", + "for ax, name in enumerate(names_k):\n", + " axs[ax, 0].set_ylabel('k={}'.format(name), fontsize=18)\n", + "\n", + "# Plot data using a unique marker for each binary encoding\n", + "for ay, w in enumerate([manhattan_k, euclidean_k, cosine_k]):\n", + " for ax, k in enumerate(names_k):\n", + " tree_binariser_ = sklearn.tree.DecisionTreeClassifier(\n", + " random_state=42, max_leaf_nodes=4, min_impurity_decrease=0.05)\n", + " tree_binariser_.fit(moons_mixup_sample_close,\n", + " moons_mixup_sample_close_crisp,\n", + " sample_weight=w[k])\n", + " discretised_sample = tree_binariser_.apply(moons_mixup_sample_close)\n", + " discretised_explained = tree_binariser_.apply(\n", + " [moons_boundary_point])[0]\n", + "\n", + " # Plot the boundary\n", + " Z = tree_binariser_.apply(np.c_[xx.ravel(), yy.ravel()])\n", + " \n", + " Z = Z.reshape(xx.shape)\n", + " Z_norm = np.zeros_like(Z)\n", + " for i, v in enumerate(np.unique(Z)):\n", + " mask = (Z == v)\n", + " Z_norm[mask] = i\n", + " \n", + " axs[ax, ay].contourf(xx, yy, Z_norm, cmap=plt.cm.tab20, alpha=0.5)\n", + "\n", + " # Plot data using a unique marker for each encoding\n", + " moons_unique_binary = np.unique(discretised_sample, axis=0)\n", + " markers = ['x', 'v', 'o']\n", + " for rep in moons_unique_binary:\n", + " indices = fatf_ecml.get_hyperrectangle_indices(\n", + " discretised_sample, rep)\n", + " \n", + " if np.array_equal(rep, discretised_explained):\n", + " marker = '*'\n", + " else:\n", + " marker = markers.pop()\n", + " \n", + " sim = w[k][indices]\n", + " axs[ax, ay].scatter(\n", + " moons_mixup_sample_close[indices, 0],\n", + " moons_mixup_sample_close[indices, 1],\n", + " c=moons_mixup_sample_close_crisp[indices],\n", + " cmap=plt.cm.Set1,\n", + " marker=marker,\n", + " edgecolors='b',\n", + " s=200 * sim)\n", + "\n", + "# Plot explained instance\n", + "for ax in range(3):\n", + " for ay in range(3):\n", + " axs[ax, ay].scatter(\n", + " moons_boundary_point[0], moons_boundary_point[1],\n", + " marker='*', c='green', s=600, label='Boundary Point')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "zj0rn2_lXeSf" + }, + "source": [ + "The green shading indicates trees with no splits, i.e.,\n", + "they predict the majority class according to the weighted\n", + "data sample.\n", + "Again, the effect is quite pronounced." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "ao8V_IMdCyu9" + }, + "source": [ + "##### Discretised Data Domain #####\n", + "Now, let's repeat the procedure for distances and weights computed in the discrete\n", + "domain based on quartiles." + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "j1j0i5H9Y3Lc" + }, + "outputs": [], + "source": [ + "manhattan = sklearn.metrics.pairwise.manhattan_distances(\n", + " [moons_boundary_point_q_discrete], moons_mixup_sample_close_q_discrete)[0]\n", + "euclidean = sklearn.metrics.pairwise.euclidean_distances(\n", + " [moons_boundary_point_q_discrete], moons_mixup_sample_close_q_discrete)[0]\n", + "cosine = sklearn.metrics.pairwise.cosine_distances(\n", + " [moons_boundary_point_q_discrete], moons_mixup_sample_close_q_discrete)[0]" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 391 + }, + "colab_type": "code", + "id": "pMQ1BfuaY3Lg", + "outputId": "7e959e58-30e8-4b76-c27f-21c5321b24ca" + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(1, 3, figsize=(18, 6), sharex=True, sharey=True)\n", + "\n", + "axs[0].set_xlim(-0.1, 1.1)\n", + "axs[0].set_ylim(-0.1, 1.1)\n", + "\n", + "for ax in range(3):\n", + " axs[ax].scatter(\n", + " moons_X[:, 0], moons_X[:, 1],\n", + " cmap=plt.cm.Set1, c=moons_y, alpha=0.1)\n", + "\n", + "axs[0].set_title('Manhattan')\n", + "axs[1].set_title('Euclidean')\n", + "axs[2].set_title('Cosine')\n", + "\n", + "# Plot explained instance\n", + "for ax in range(3):\n", + " axs[ax].scatter(\n", + " moons_boundary_point[0], moons_boundary_point[1],\n", + " marker='*', c='green', s=600, label='Boundary Point')\n", + "\n", + "# Plot x-axis quartiles\n", + "x_quartiles_m = q_discretiser_moons.feature_bin_boundaries.get(0)\n", + "for i in x_quartiles_m:\n", + " for ax in range(3):\n", + " axs[ax].plot([i, i], [-0.1, 1.1], linewidth=2, linestyle='--', c='blue')\n", + "\n", + "# Plot y-axis quartiles\n", + "y_quartiles_m = q_discretiser_moons.feature_bin_boundaries.get(1)\n", + "for i in y_quartiles_m:\n", + " for ax in range(3):\n", + " axs[ax].plot([-0.1, 1.1], [i, i], linewidth=2, linestyle='--', c='blue')\n", + "\n", + "# Plot binarisation of the x-axis\n", + "hyper_rectangle_m_x = moons_boundary_point_q_discrete[0]\n", + "if 0 < hyper_rectangle_m_x < 3:\n", + " hyper_rectangle_m_x_min = x_quartiles_m[hyper_rectangle_m_x - 1]\n", + " hyper_rectangle_m_x_max = x_quartiles_m[hyper_rectangle_m_x]\n", + "elif hyper_rectangle_m_x == 0:\n", + " hyper_rectangle_m_x_min = -0.1\n", + " hyper_rectangle_m_x_max = x_quartiles_m[hyper_rectangle_m_x]\n", + "elif hyper_rectangle_m_x == 3:\n", + " hyper_rectangle_m_x_min = x_quartiles_m[hyper_rectangle_m_x - 1]\n", + " hyper_rectangle_m_x_max = 1.1\n", + "for ax in range(3):\n", + " axs[ax].axvspan(\n", + " hyper_rectangle_m_x_min,\n", + " hyper_rectangle_m_x_max,\n", + " facecolor='blue',\n", + " alpha=0.2)\n", + "\n", + "# Plot binarisation of the y-axis\n", + "hyper_rectangle_m_y = moons_boundary_point_q_discrete[1]\n", + "if 0 < hyper_rectangle_m_y < 3:\n", + " hyper_rectangle_m_y_min = y_quartiles_m[hyper_rectangle_m_y - 1]\n", + " hyper_rectangle_m_y_max = y_quartiles_m[hyper_rectangle_m_y]\n", + "elif hyper_rectangle_m_y == 0:\n", + " hyper_rectangle_m_y_min = -0.1\n", + " hyper_rectangle_m_y_max = y_quartiles_m[hyper_rectangle_m_y]\n", + "elif hyper_rectangle_m_y == 3:\n", + " hyper_rectangle_m_y_min = y_quartiles_m[hyper_rectangle_m_y - 1]\n", + " hyper_rectangle_m_y_max = 1.1\n", + "for ax in range(3):\n", + " axs[ax].axhspan(\n", + " hyper_rectangle_m_y_min,\n", + " hyper_rectangle_m_y_max,\n", + " facecolor='yellow',\n", + " alpha=0.2)\n", + "\n", + "# Plot data using a unique marker for each binary encoding\n", + "moons_unique_binary = np.unique(moons_mixup_sample_close_q_binary, axis=0)\n", + "for rep in moons_unique_binary:\n", + " indices = fatf_ecml.get_hyperrectangle_indices(\n", + " moons_mixup_sample_close_q_binary, rep)\n", + "\n", + " if np.array_equal(rep, [1, 1]):\n", + " marker = '*'\n", + " elif np.array_equal(rep, [1, 0]):\n", + " marker = 'x'\n", + " elif np.array_equal(rep, [0, 1]):\n", + " marker = 'v'\n", + " else:\n", + " marker = 'o'\n", + "\n", + " dist = manhattan[indices]\n", + " axs[0].scatter(moons_mixup_sample_close[indices, 0],\n", + " moons_mixup_sample_close[indices, 1],\n", + " c=moons_mixup_sample_close_crisp[indices],\n", + " cmap=plt.cm.Set1,\n", + " marker=marker,\n", + " edgecolors='b',\n", + " s=100 * dist)\n", + "\n", + " dist = euclidean[indices]\n", + " axs[1].scatter(moons_mixup_sample_close[indices, 0],\n", + " moons_mixup_sample_close[indices, 1],\n", + " c=moons_mixup_sample_close_crisp[indices],\n", + " cmap=plt.cm.Set1,\n", + " marker=marker,\n", + " edgecolors='b',\n", + " s=100 * dist)\n", + "\n", + " dist = cosine[indices]\n", + " axs[2].scatter(moons_mixup_sample_close[indices, 0],\n", + " moons_mixup_sample_close[indices, 1],\n", + " c=moons_mixup_sample_close_crisp[indices],\n", + " cmap=plt.cm.Set1,\n", + " marker=marker,\n", + " edgecolors='b',\n", + " s=100 * dist)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "iXZ8Hb0oZOOY" + }, + "source": [ + "Since we are using the discrete space (hyper-rectangles) to compute distances,\n", + "all of the points within a single partition have the same distance from\n", + "the explained instance.\n", + "The ones in the explained hyper-rectangle have distance $0$, hence they are not\n", + "plotted.\n", + "Let's kernelise these distances." + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "V_29JyOvZo5H" + }, + "outputs": [], + "source": [ + "manhattan_k_100 = fatf_kernels.exponential_kernel(\n", + " manhattan, width=1)\n", + "manhattan_k_010 = fatf_kernels.exponential_kernel(\n", + " manhattan, width=0.1)\n", + "manhattan_k_001 = fatf_kernels.exponential_kernel(\n", + " manhattan, width=0.01)\n", + "manhattan_k = {\n", + " '1': manhattan_k_100,\n", + " '0.1': manhattan_k_010,\n", + " '0.01': manhattan_k_001\n", + "}\n", + "\n", + "euclidean_k_100 = fatf_kernels.exponential_kernel(\n", + " euclidean, width=1)\n", + "euclidean_k_010 = fatf_kernels.exponential_kernel(\n", + " euclidean, width=0.1)\n", + "euclidean_k_001 = fatf_kernels.exponential_kernel(\n", + " euclidean, width=.01)\n", + "euclidean_k = {\n", + " '1': euclidean_k_100,\n", + " '0.1': euclidean_k_010,\n", + " '0.01': euclidean_k_001\n", + "}\n", + "\n", + "cosine_k_100 = fatf_kernels.exponential_kernel(\n", + " cosine, width=1)\n", + "cosine_k_010 = fatf_kernels.exponential_kernel(\n", + " cosine, width=0.1)\n", + "cosine_k_001 = fatf_kernels.exponential_kernel(\n", + " cosine, width=.01)\n", + "cosine_k = {\n", + " '1': cosine_k_100,\n", + " '0.1': cosine_k_010,\n", + " '0.01': cosine_k_001\n", + "}\n", + "\n", + "names_k = ['1', '0.1', '0.01']" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "colab_type": "code", + "id": "ImY2LDziZo5N", + "outputId": "1fd97c33-9cc7-42e4-85a8-6302a6f6d165" + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(3, 3, figsize=(18, 18), sharex=True, sharey=True)\n", + "\n", + "axs[0, 0].set_xlim(-0.1, 1.1)\n", + "axs[0, 0].set_ylim(-0.1, 1.1)\n", + "\n", + "for ax in range(3):\n", + " for ay in range(3):\n", + " axs[ax, ay].scatter(\n", + " moons_X[:, 0], moons_X[:, 1],\n", + " cmap=plt.cm.Set1, c=moons_y, alpha=0.1)\n", + "\n", + "axs[0, 0].set_title('Manhattan')\n", + "axs[0, 1].set_title('Euclidean')\n", + "axs[0, 2].set_title('Cosine')\n", + "\n", + "for ax, name in enumerate(names_k):\n", + " axs[ax, 0].set_ylabel('k={}'.format(name), fontsize=18)\n", + "\n", + "# Plot x-axis quartiles\n", + "x_quartiles_m = q_discretiser_moons.feature_bin_boundaries.get(0)\n", + "for i in x_quartiles_m:\n", + " for ax in range(3):\n", + " for ay in range(3):\n", + " axs[ax, ay].plot(\n", + " [i, i], [-0.1, 1.1], linewidth=2, linestyle='--', c='blue')\n", + "\n", + "# Plot y-axis quartiles\n", + "y_quartiles_m = q_discretiser_moons.feature_bin_boundaries.get(1)\n", + "for i in y_quartiles_m:\n", + " for ax in range(3):\n", + " for ay in range(3):\n", + " axs[ax, ay].plot(\n", + " [-0.1, 1.1], [i, i], linewidth=2, linestyle='--', c='blue')\n", + "\n", + "# Plot binarisation of the x-axis\n", + "hyper_rectangle_m_x = moons_boundary_point_q_discrete[0]\n", + "if 0 < hyper_rectangle_m_x < 3:\n", + " hyper_rectangle_m_x_min = x_quartiles_m[hyper_rectangle_m_x - 1]\n", + " hyper_rectangle_m_x_max = x_quartiles_m[hyper_rectangle_m_x]\n", + "elif hyper_rectangle_m_x == 0:\n", + " hyper_rectangle_m_x_min = -0.1\n", + " hyper_rectangle_m_x_max = x_quartiles_m[hyper_rectangle_m_x]\n", + "elif hyper_rectangle_m_x == 3:\n", + " hyper_rectangle_m_x_min = x_quartiles_m[hyper_rectangle_m_x - 1]\n", + " hyper_rectangle_m_x_max = 1.1\n", + "for ax in range(3):\n", + " for ay in range(3):\n", + " axs[ax, ay].axvspan(\n", + " hyper_rectangle_m_x_min,\n", + " hyper_rectangle_m_x_max,\n", + " facecolor='blue',\n", + " alpha=0.2)\n", + "\n", + "# Plot binarisation of the y-axis\n", + "hyper_rectangle_m_y = moons_boundary_point_q_discrete[1]\n", + "if 0 < hyper_rectangle_m_y < 3:\n", + " hyper_rectangle_m_y_min = y_quartiles_m[hyper_rectangle_m_y - 1]\n", + " hyper_rectangle_m_y_max = y_quartiles_m[hyper_rectangle_m_y]\n", + "elif hyper_rectangle_m_y == 0:\n", + " hyper_rectangle_m_y_min = -0.1\n", + " hyper_rectangle_m_y_max = y_quartiles_m[hyper_rectangle_m_y]\n", + "elif hyper_rectangle_m_y == 3:\n", + " hyper_rectangle_m_y_min = y_quartiles_m[hyper_rectangle_m_y - 1]\n", + " hyper_rectangle_m_y_max = 1.1\n", + "for ax in range(3):\n", + " for ay in range(3):\n", + " axs[ax, ay].axhspan(\n", + " hyper_rectangle_m_y_min,\n", + " hyper_rectangle_m_y_max,\n", + " facecolor='yellow',\n", + " alpha=0.2)\n", + "\n", + "# Plot data using a unique marker for each binary encoding\n", + "moons_unique_binary = np.unique(moons_mixup_sample_close_q_binary, axis=0)\n", + "for rep in moons_unique_binary:\n", + " indices = fatf_ecml.get_hyperrectangle_indices(\n", + " moons_mixup_sample_close_q_binary, rep)\n", + "\n", + " if np.array_equal(rep, [1, 1]):\n", + " marker = '*'\n", + " elif np.array_equal(rep, [1, 0]):\n", + " marker = 'x'\n", + " elif np.array_equal(rep, [0, 1]):\n", + " marker = 'v'\n", + " else:\n", + " marker = 'o'\n", + "\n", + " for ax, k in enumerate(names_k):\n", + " sim = manhattan_k[k][indices]\n", + " axs[ax, 0].scatter(\n", + " moons_mixup_sample_close[indices, 0],\n", + " moons_mixup_sample_close[indices, 1],\n", + " c=moons_mixup_sample_close_crisp[indices],\n", + " cmap=plt.cm.Set1,\n", + " marker=marker,\n", + " edgecolors='b',\n", + " s=200 * sim)\n", + "\n", + " for ax, k in enumerate(names_k):\n", + " sim = euclidean_k[k][indices]\n", + " axs[ax, 1].scatter(\n", + " moons_mixup_sample_close[indices, 0],\n", + " moons_mixup_sample_close[indices, 1],\n", + " c=moons_mixup_sample_close_crisp[indices],\n", + " cmap=plt.cm.Set1,\n", + " marker=marker,\n", + " edgecolors='b',\n", + " s=200 * sim)\n", + "\n", + " for ax, k in enumerate(names_k):\n", + " sim = cosine_k[k][indices]\n", + " axs[ax, 2].scatter(\n", + " moons_mixup_sample_close[indices, 0],\n", + " moons_mixup_sample_close[indices, 1],\n", + " c=moons_mixup_sample_close_crisp[indices],\n", + " cmap=plt.cm.Set1,\n", + " marker=marker,\n", + " edgecolors='b',\n", + " s=200 * sim)\n", + "\n", + "# Plot explained instance\n", + "for ax in range(3):\n", + " for ay in range(3):\n", + " axs[ax, ay].scatter(\n", + " moons_boundary_point[0], moons_boundary_point[1],\n", + " marker='*', c='green', s=600, label='Boundary Point')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "kkQLCywNZ5gF" + }, + "source": [ + "Weighting in the discrete domain shows quite a peculiar behaviour which may,\n", + "or may not, be desired." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "nPoHszf-aDwk" + }, + "source": [ + "##### Binarised Data Domain #####\n", + "Finally, let's do the same for distances and weights computed in the binary\n", + "domain based on quartiles." + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "dnOMZAFHacKV" + }, + "outputs": [], + "source": [ + "manhattan = sklearn.metrics.pairwise.manhattan_distances(\n", + " [moons_boundary_point_q_binary], moons_mixup_sample_close_q_binary)[0]\n", + "euclidean = sklearn.metrics.pairwise.euclidean_distances(\n", + " [moons_boundary_point_q_binary], moons_mixup_sample_close_q_binary)[0]\n", + "cosine = sklearn.metrics.pairwise.cosine_distances(\n", + " [moons_boundary_point_q_binary], moons_mixup_sample_close_q_binary)[0]" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 391 + }, + "colab_type": "code", + "id": "im04BRYPacKa", + "outputId": "952afa04-f1f0-4544-d1d6-c6048be494b3" + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(1, 3, figsize=(18, 6), sharex=True, sharey=True)\n", + "\n", + "axs[0].set_xlim(-0.1, 1.1)\n", + "axs[0].set_ylim(-0.1, 1.1)\n", + "\n", + "for ax in range(3):\n", + " axs[ax].scatter(\n", + " moons_X[:, 0], moons_X[:, 1],\n", + " cmap=plt.cm.Set1, c=moons_y, alpha=0.1)\n", + "\n", + "axs[0].set_title('Manhattan')\n", + "axs[1].set_title('Euclidean')\n", + "axs[2].set_title('Cosine')\n", + "\n", + "# Plot explained instance\n", + "for ax in range(3):\n", + " axs[ax].scatter(\n", + " moons_boundary_point[0], moons_boundary_point[1],\n", + " marker='*', c='green', s=600, label='Boundary Point')\n", + "\n", + "# Plot x-axis quartiles\n", + "x_quartiles_m = q_discretiser_moons.feature_bin_boundaries.get(0)\n", + "for i in x_quartiles_m:\n", + " for ax in range(3):\n", + " axs[ax].plot([i, i], [-0.1, 1.1], linewidth=2, linestyle='--', c='blue')\n", + "\n", + "# Plot y-axis quartiles\n", + "y_quartiles_m = q_discretiser_moons.feature_bin_boundaries.get(1)\n", + "for i in y_quartiles_m:\n", + " for ax in range(3):\n", + " axs[ax].plot([-0.1, 1.1], [i, i], linewidth=2, linestyle='--', c='blue')\n", + "\n", + "# Plot binarisation of the x-axis\n", + "hyper_rectangle_m_x = moons_boundary_point_q_discrete[0]\n", + "if 0 < hyper_rectangle_m_x < 3:\n", + " hyper_rectangle_m_x_min = x_quartiles_m[hyper_rectangle_m_x - 1]\n", + " hyper_rectangle_m_x_max = x_quartiles_m[hyper_rectangle_m_x]\n", + "elif hyper_rectangle_m_x == 0:\n", + " hyper_rectangle_m_x_min = -0.1\n", + " hyper_rectangle_m_x_max = x_quartiles_m[hyper_rectangle_m_x]\n", + "elif hyper_rectangle_m_x == 3:\n", + " hyper_rectangle_m_x_min = x_quartiles_m[hyper_rectangle_m_x - 1]\n", + " hyper_rectangle_m_x_max = 1.1\n", + "for ax in range(3):\n", + " axs[ax].axvspan(\n", + " hyper_rectangle_m_x_min,\n", + " hyper_rectangle_m_x_max,\n", + " facecolor='blue',\n", + " alpha=0.2)\n", + "\n", + "# Plot binarisation of the y-axis\n", + "hyper_rectangle_m_y = moons_boundary_point_q_discrete[1]\n", + "if 0 < hyper_rectangle_m_y < 3:\n", + " hyper_rectangle_m_y_min = y_quartiles_m[hyper_rectangle_m_y - 1]\n", + " hyper_rectangle_m_y_max = y_quartiles_m[hyper_rectangle_m_y]\n", + "elif hyper_rectangle_m_y == 0:\n", + " hyper_rectangle_m_y_min = -0.1\n", + " hyper_rectangle_m_y_max = y_quartiles_m[hyper_rectangle_m_y]\n", + "elif hyper_rectangle_m_y == 3:\n", + " hyper_rectangle_m_y_min = y_quartiles_m[hyper_rectangle_m_y - 1]\n", + " hyper_rectangle_m_y_max = 1.1\n", + "for ax in range(3):\n", + " axs[ax].axhspan(\n", + " hyper_rectangle_m_y_min,\n", + " hyper_rectangle_m_y_max,\n", + " facecolor='yellow',\n", + " alpha=0.2)\n", + "\n", + "# Plot data using a unique marker for each binary encoding\n", + "moons_unique_binary = np.unique(moons_mixup_sample_close_q_binary, axis=0)\n", + "for rep in moons_unique_binary:\n", + " indices = fatf_ecml.get_hyperrectangle_indices(\n", + " moons_mixup_sample_close_q_binary, rep)\n", + "\n", + " if np.array_equal(rep, [1, 1]):\n", + " marker = '*'\n", + " elif np.array_equal(rep, [1, 0]):\n", + " marker = 'x'\n", + " elif np.array_equal(rep, [0, 1]):\n", + " marker = 'v'\n", + " else:\n", + " marker = 'o'\n", + "\n", + " dist = manhattan[indices]\n", + " axs[0].scatter(moons_mixup_sample_close[indices, 0],\n", + " moons_mixup_sample_close[indices, 1],\n", + " c=moons_mixup_sample_close_crisp[indices],\n", + " cmap=plt.cm.Set1,\n", + " marker=marker,\n", + " edgecolors='b',\n", + " s=100 * dist)\n", + "\n", + " dist = euclidean[indices]\n", + " axs[1].scatter(moons_mixup_sample_close[indices, 0],\n", + " moons_mixup_sample_close[indices, 1],\n", + " c=moons_mixup_sample_close_crisp[indices],\n", + " cmap=plt.cm.Set1,\n", + " marker=marker,\n", + " edgecolors='b',\n", + " s=100 * dist)\n", + "\n", + " dist = cosine[indices]\n", + " axs[2].scatter(moons_mixup_sample_close[indices, 0],\n", + " moons_mixup_sample_close[indices, 1],\n", + " c=moons_mixup_sample_close_crisp[indices],\n", + " cmap=plt.cm.Set1,\n", + " marker=marker,\n", + " edgecolors='b',\n", + " s=100 * dist)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "C8zjtnCYacKd" + }, + "source": [ + "Since we are using the binary space (unique background shadings) to compute\n", + "distances, all of the points within a region shaded in a given colour\n", + "have the same distance from the explained instance.\n", + "Importantly, the samples in the blue-yellow region (hyper-rectangle with the green star)\n", + "have the same binary encoding as the explained instance -- their distance\n", + "is 0 -- therefore none of the sampled points in that region is visible.\n", + "Let's kernelise these distances." + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "4kym22bvacKe" + }, + "outputs": [], + "source": [ + "manhattan_k_100 = fatf_kernels.exponential_kernel(\n", + " manhattan, width=1)\n", + "manhattan_k_010 = fatf_kernels.exponential_kernel(\n", + " manhattan, width=0.1)\n", + "manhattan_k_001 = fatf_kernels.exponential_kernel(\n", + " manhattan, width=0.01)\n", + "manhattan_k = {\n", + " '1': manhattan_k_100,\n", + " '0.1': manhattan_k_010,\n", + " '0.01': manhattan_k_001\n", + "}\n", + "\n", + "euclidean_k_100 = fatf_kernels.exponential_kernel(\n", + " euclidean, width=1)\n", + "euclidean_k_010 = fatf_kernels.exponential_kernel(\n", + " euclidean, width=0.1)\n", + "euclidean_k_001 = fatf_kernels.exponential_kernel(\n", + " euclidean, width=.01)\n", + "euclidean_k = {\n", + " '1': euclidean_k_100,\n", + " '0.1': euclidean_k_010,\n", + " '0.01': euclidean_k_001\n", + "}\n", + "\n", + "cosine_k_100 = fatf_kernels.exponential_kernel(\n", + " cosine, width=1)\n", + "cosine_k_010 = fatf_kernels.exponential_kernel(\n", + " cosine, width=0.1)\n", + "cosine_k_001 = fatf_kernels.exponential_kernel(\n", + " cosine, width=.01)\n", + "cosine_k = {\n", + " '1': cosine_k_100,\n", + " '0.1': cosine_k_010,\n", + " '0.01': cosine_k_001\n", + "}\n", + "\n", + "names_k = ['1', '0.1', '0.01']" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "colab_type": "code", + "id": "iAB3g_fxacKi", + "outputId": "cb6b3974-cb86-4f60-a919-cdfa3e2f6b21" + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(3, 3, figsize=(18, 18), sharex=True, sharey=True)\n", + "\n", + "axs[0, 0].set_xlim(-0.1, 1.1)\n", + "axs[0, 0].set_ylim(-0.1, 1.1)\n", + "\n", + "for ax in range(3):\n", + " for ay in range(3):\n", + " axs[ax, ay].scatter(\n", + " moons_X[:, 0], moons_X[:, 1],\n", + " cmap=plt.cm.Set1, c=moons_y, alpha=0.1)\n", + "\n", + "axs[0, 0].set_title('Manhattan')\n", + "axs[0, 1].set_title('Euclidean')\n", + "axs[0, 2].set_title('Cosine')\n", + "\n", + "for ax, name in enumerate(names_k):\n", + " axs[ax, 0].set_ylabel('k={}'.format(name), fontsize=18)\n", + "\n", + "# Plot x-axis quartiles\n", + "x_quartiles_m = q_discretiser_moons.feature_bin_boundaries.get(0)\n", + "for i in x_quartiles_m:\n", + " for ax in range(3):\n", + " for ay in range(3):\n", + " axs[ax, ay].plot(\n", + " [i, i], [-0.1, 1.1], linewidth=2, linestyle='--', c='blue')\n", + "\n", + "# Plot y-axis quartiles\n", + "y_quartiles_m = q_discretiser_moons.feature_bin_boundaries.get(1)\n", + "for i in y_quartiles_m:\n", + " for ax in range(3):\n", + " for ay in range(3):\n", + " axs[ax, ay].plot(\n", + " [-0.1, 1.1], [i, i], linewidth=2, linestyle='--', c='blue')\n", + "\n", + "# Plot binarisation of the x-axis\n", + "hyper_rectangle_m_x = moons_boundary_point_q_discrete[0]\n", + "if 0 < hyper_rectangle_m_x < 3:\n", + " hyper_rectangle_m_x_min = x_quartiles_m[hyper_rectangle_m_x - 1]\n", + " hyper_rectangle_m_x_max = x_quartiles_m[hyper_rectangle_m_x]\n", + "elif hyper_rectangle_m_x == 0:\n", + " hyper_rectangle_m_x_min = -0.1\n", + " hyper_rectangle_m_x_max = x_quartiles_m[hyper_rectangle_m_x]\n", + "elif hyper_rectangle_m_x == 3:\n", + " hyper_rectangle_m_x_min = x_quartiles_m[hyper_rectangle_m_x - 1]\n", + " hyper_rectangle_m_x_max = 1.1\n", + "for ax in range(3):\n", + " for ay in range(3):\n", + " axs[ax, ay].axvspan(\n", + " hyper_rectangle_m_x_min,\n", + " hyper_rectangle_m_x_max,\n", + " facecolor='blue',\n", + " alpha=0.2)\n", + "\n", + "# Plot binarisation of the y-axis\n", + "hyper_rectangle_m_y = moons_boundary_point_q_discrete[1]\n", + "if 0 < hyper_rectangle_m_y < 3:\n", + " hyper_rectangle_m_y_min = y_quartiles_m[hyper_rectangle_m_y - 1]\n", + " hyper_rectangle_m_y_max = y_quartiles_m[hyper_rectangle_m_y]\n", + "elif hyper_rectangle_m_y == 0:\n", + " hyper_rectangle_m_y_min = -0.1\n", + " hyper_rectangle_m_y_max = y_quartiles_m[hyper_rectangle_m_y]\n", + "elif hyper_rectangle_m_y == 3:\n", + " hyper_rectangle_m_y_min = y_quartiles_m[hyper_rectangle_m_y - 1]\n", + " hyper_rectangle_m_y_max = 1.1\n", + "for ax in range(3):\n", + " for ay in range(3):\n", + " axs[ax, ay].axhspan(\n", + " hyper_rectangle_m_y_min,\n", + " hyper_rectangle_m_y_max,\n", + " facecolor='yellow',\n", + " alpha=0.2)\n", + "\n", + "# Plot data using a unique marker for each binary encoding\n", + "moons_unique_binary = np.unique(moons_mixup_sample_close_q_binary, axis=0)\n", + "for rep in moons_unique_binary:\n", + " indices = fatf_ecml.get_hyperrectangle_indices(\n", + " moons_mixup_sample_close_q_binary, rep)\n", + "\n", + " if np.array_equal(rep, [1, 1]):\n", + " marker = '*'\n", + " elif np.array_equal(rep, [1, 0]):\n", + " marker = 'x'\n", + " elif np.array_equal(rep, [0, 1]):\n", + " marker = 'v'\n", + " else:\n", + " marker = 'o'\n", + "\n", + " for ax, k in enumerate(names_k):\n", + " sim = manhattan_k[k][indices]\n", + " axs[ax, 0].scatter(\n", + " moons_mixup_sample_close[indices, 0],\n", + " moons_mixup_sample_close[indices, 1],\n", + " c=moons_mixup_sample_close_crisp[indices],\n", + " cmap=plt.cm.Set1,\n", + " marker=marker,\n", + " edgecolors='b',\n", + " s=200 * sim)\n", + "\n", + " for ax, k in enumerate(names_k):\n", + " sim = euclidean_k[k][indices]\n", + " axs[ax, 1].scatter(\n", + " moons_mixup_sample_close[indices, 0],\n", + " moons_mixup_sample_close[indices, 1],\n", + " c=moons_mixup_sample_close_crisp[indices],\n", + " cmap=plt.cm.Set1,\n", + " marker=marker,\n", + " edgecolors='b',\n", + " s=200 * sim)\n", + "\n", + " for ax, k in enumerate(names_k):\n", + " sim = cosine_k[k][indices]\n", + " axs[ax, 2].scatter(\n", + " moons_mixup_sample_close[indices, 0],\n", + " moons_mixup_sample_close[indices, 1],\n", + " c=moons_mixup_sample_close_crisp[indices],\n", + " cmap=plt.cm.Set1,\n", + " marker=marker,\n", + " edgecolors='b',\n", + " s=200 * sim)\n", + "\n", + "# Plot explained instance\n", + "for ax in range(3):\n", + " for ay in range(3):\n", + " axs[ax, ay].scatter(\n", + " moons_boundary_point[0], moons_boundary_point[1],\n", + " marker='*', c='green', s=600, label='Boundary Point')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "zWDRrN4jb058" + }, + "source": [ + "While computing the distances in each representation may have its advantages\n", + "and a clear motivation based on a particular use case, the most intuitive\n", + "behaviour comes from applying this procedure to the original data domain." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "kxpWt6pXB13f" + }, + "source": [ + "#### Explanation Sparsity ####\n", + "After deciding on the weighting strategy for the sampled instances,\n", + "the next step is to reduce the number of interpretable features\n", + "used to convey the explanation.\n", + "This may be required when the data set has a large number of\n", + "features.\n", + "We will discuss usefulness of this procedure in the next section\n", + "when talking about fitting a local linear surrogate model to\n", + "binary interpretable representations.\n", + "Contrarily, tree-based interpretable representations\n", + "(not modelled with a linear surrogate) do not require\n", + "\"complexity\" reduction in post-processing since they have built-in\n", + "pruning mechanisms that help to improve sparsity of their\n", + "explanations.\n", + "\n", + "---\n", + "\n", + "Let's first select one (out of two) binary interpretable features from the\n", + "binarisation of the quartile-based discretisation.\n", + "Next, we will select one (out of three) one-hot encoded features generated with\n", + "the tree-based discretisation (since we will later model this representation\n", + "with a linear surrogate)." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "pOJ0162Ge71W" + }, + "source": [ + "As an exercise, let's select one feature with three different methods:\n", + "* [lasso path](https://fat-forensics.org/generated/fatf.utils.data.feature_selection.sklearn.lasso_path.html);\n", + "* [forward selection](https://fat-forensics.org/generated/fatf.utils.data.feature_selection.sklearn.forward_selection.html); and\n", + "* [highest weights](https://fat-forensics.org/generated/fatf.utils.data.feature_selection.sklearn.highest_weights.html).\n", + "\n", + "By following the links you can read more about each approach in the\n", + "API documentation of FAT Forensics.\n", + "\n", + "> Since we want to reduce the number of interpretable features, we will\n", + " apply these functions to the binary representation created with\n", + " quartile discretisation." + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "b8phspBfB6mU" + }, + "outputs": [], + "source": [ + "selection_lasso = fatf_feature_selection_skl.lasso_path(\n", + " moons_mixup_sample_close_q_binary,\n", + " moons_mixup_sample_close_crisp,\n", + " features_number=1)\n", + "selection_forward = fatf_feature_selection_skl.forward_selection(\n", + " moons_mixup_sample_close_q_binary,\n", + " moons_mixup_sample_close_crisp,\n", + " features_number=1)\n", + "selection_highest = fatf_feature_selection_skl.highest_weights(\n", + " moons_mixup_sample_close_q_binary,\n", + " moons_mixup_sample_close_crisp,\n", + " features_number=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 67 + }, + "colab_type": "code", + "id": "Zp7-aReCgvSm", + "outputId": "55cb2d11-1a6a-4bbd-ebe4-79a2ecbc724f" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "*Lasso Path* feature chosen for quartiles: [1]\n", + "*Forward Selection* feature chosen for quartiles: [1]\n", + "*Highest Weights* feature chosen for quartiles: [1]\n" + ] + } + ], + "source": [ + "print('*Lasso Path* feature chosen for quartiles: {}'.format(\n", + " selection_lasso))\n", + "print('*Forward Selection* feature chosen for quartiles: {}'.format(\n", + " selection_forward))\n", + "print('*Highest Weights* feature chosen for quartiles: {}'.format(\n", + " selection_highest))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "Un0nS1pRon9f" + }, + "source": [ + "This means that all of the methods chose the **second** binary interpretable\n", + "feature (based on quartiles) as the most important, namely:\n", + "$0.54 < x_2 \\leq 0.67$.\n", + "(**Index 0 corresponds to the first feature, and index 1 to the second.**)\n", + "\n", + "Let's re-plot the quartile partition and binarisation to better understand\n", + "these results.\n", + "Intuitively, $0.54 < x_2 \\leq 0.67$ was selected over $0.31 < x_1 \\leq 0.47$\n", + "as moving outside of the *blue&yellow* region into the *blue* ($x_2$) region\n", + "is \"more likely\" to change the prediction of our explained instance than\n", + "doing the same for the *yellow* ($x_1$) region." + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 550 + }, + "colab_type": "code", + "id": "7NCxck1OsENJ", + "outputId": "c6c54669-dcc3-4182-ab30-d2b7532eb8e1" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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WNWiMcWEwrF4YI8NgqENrLWWT2q8troGxsSowOsnTau9Aaao5Gsvf0BjPW6EbwxgToCwLurqkJNX331S3WGNcGAyrJyZcYjDUUyiI7kT90/sqojI5URXJmPLW5RU6icZlPkbj60AMbOoS5sq2UZGIMRgMhjUI48kwrJboSkX6ZLiuxOnTaVlo3yr5/Jhyy1TC47jDl7BkIEI86qLzRckTiMXGlGyuKLTnweOPT1hFUl91wv/+BwceAG9VkCuVlCZovkc8bnHgR/qZlsyRUlnorYCl0LEYdHSs0cZDKqU57rhs9e8Gg0FQq4hyXgYYWrhw4Sqt5NfT08PixYtX9jDeEbyVudSVCvQugYhTq1woV6AljZqspHKyfQ8OSu7AaOPB83jiyagcz7YkiuBryLSgppKXsBzQpRIUi6i6KpKOjg76+/sbt8vnQfuo1OQ5D1M6ru9DIS9zXCyy1cbZxhJSz4NIBNXZOf5OVgPM73v5YeZy+bA6zKNSihkzZgC0AmPEb0y4xLD6MTTUaGCAKElms2/dSE2nm+s3FAqSgxBWWdi2jGF4uNq8662gtUZ73uTjn6pBsxwNH2VZqFQa1d4u8zxao8K2oVQybd4NBsMYTLjEsPpRrsgC3ww3KLd8kyjHQbe1w+CgVEHIq7XeGaOxLanAeJPiUFprqWQpluR4SqETCdSo/elyGa78Dlg2+rRTUOP0E9f5PFz2LejsRH/2pOXftdSrM4LyeVHz9IMk0LY2UQA1GAyGAOPJMKx+WOPE/rUeX/hpGVCppOQ+dHRARweLrZnssN/WfPrk9ekfGL1oqylXWTRleAgqZTGaHEe8Ark8ujCqr0dQysmTT8J3vttUDKtqYLz0MkyfPjbk8xbp77f49GkbscOHNmXxK0UYzsoxHBvQ0o9kBbV6X9VZvNhi++172H77HhYvNrdVgyHE/BoMqx/J5FhxJ63BiSy3FuBKKVQ8jorH8X3Fot4off0RfH+UEeN5bzo0oT0PSuVGkSsQgyPf2ABMWRYcfRS8f/emhkaDgfHR/eHgg6aciKkrFfTgILpvKXpgYFw1T8+DvoEIi3qjeNkiROzaG4mkzMPg0JTP/52E58GiRTaLFtljLk2DYU3GGBmG1Q6VyUjVRLksjbLKFXHZd70NiYf15ZyuJxUmb9awmcjz4o3NbxjP0HhLBkapBAMDol8RGjuDg2M9KWM+6Mvce74Yfa1Bwu1k/UgMBsMahcnJMKyWqPZ2dEuLGBqRCOot5GEsE/EY6IIYBy3pamWJ1lq8D2H78kgUUqmJcyImCmeM09dDWRb66KPkH/f+neEzz5LciNderxoYuC46l5PHa8eBdAplj/NTz2bH5rBEIpDPQmICD017O0xvYshM1o/EYDCsURgjw7DaohxnbAvxFU0ihepo0pxreEj6cYRGRaUCgwPo9o5xtTSUZYnGRLncKPhVqUzY3bRqaBTyuA89LC/uvbcYGOWShCwiETFiPA/6+tHt7WMMMa21vN9sfJ6P9tyqcaK9UV1Yo1HwR5X6mu6oBoNhFMbIMKxRaN+XEthiIKgVj0Mm85ZEtbTrSm5F/SJuWRJayecnbgTW0gLZ0AOiJam1JTO59kaxKPLnIW/MF+MkmxXDK5cT40Vr+bcGerobdqGUQqtxzlspCN7TuSzk8lCsq2iJRECV5RhhaCaReMs6JQaD4Z2FMTIMawxaa+jtlUUx9IAUi6LxEHT21K4rmhi2LYvmJLkNVaOlVJK8hmgg2FUoBkqZw7LNOKETFYRddDoFWk/J2KnmYLz8ColDDqawZAnc+3e48ir49GGy8Pt+o3ekvx/d2TE2fyQWleqW+uRT35cQlGXJfOTyY7uw5nKwQUdte9te/uWy4fma5mgGw2qLMTIMaw75fHUBrWLb4uYvFCQJslAIvBC+JEB2dQFjvQra92F4GJYulUW4XIZ0SsSqLFu8GJYNjiUehv5+dEfHuAuxUmpK5bejkzwTRx5Boa9P3rz373Dd9XDIwWMrXmxbDIM6tVBAPClDQzWPhK+luiX0SDSRWQfktWy2Km+ufR8ddGxdXvkx2vMkKbUk1S46FoW2tuVWQWQwGFY85tdqWKXQriviVK4rXoGWloan+9ELD/GYLDxTeYouFpsLdTmOGAuRSO39cH99fbS1zeCaa/p57TWblpag6mNoSHQilIJMCwwMioGiFOSGoLMzyFHI1PIWcjl0Oi2eAw1Eo8sUphmvimR0Mii//jUcemjtXDxP5qlJ5YdSCtraJOei4kqH1GAR11qLgSQbkk57nHnKAtZZq0x7qwdajCI9PAwjWRET06BtCzo7UZGIlMMOBfkqloJkckohFemGu0TmLhqch+/DkiXonp63rWfMVGlv11xzTX/17waDQTBGhuFtoWo8eB4kk03ls3WhAP39suhblizauZyEMhxHvAdLloixkM/LvpQSj8P660/uTrcdcItN+5JQLkOiLqEzPEahSEJr9tt7Gk8+I2qWsiBXwK1L2My0SD7E0BCgJXySTtcWesuShThU9kQ20y1pVKJJIunouSmVJixTrRoargv/vB9u+iUcdmhw3rY0OpvAEFO2I/MTHm8kK/NfKcm4UyniqRS77pRlq80KUjaczMh3NpKtGQIgeSB9fej2djHeotGaQmsuh/b9pg3eGsjlxpb4ht6eXE48MKsQiYRm//0nKfs1GNZAjJFhWOHokREJLUQigVEwhN/bi9a60TAYGmqU7nZdWVDyBfTas2XhDv5NxKkZC8PDYnx0NyY2jqElDbnsWHlwz4dkXVXE0JAssPm8hEIKBVk0+9aF9jbRx1BKvBEhjiOhiHxe9tfe3ug18Twpce3qajz28DA6Ghm3xFS7rpyf78MGG8Bmm42rg6EsC33csTJvXZ2iX+FEZK4qFchMrfJD57KSTxJx5E+Yp4KSkFDFhXgMFYuhlyxpNDAgCLsEBuHoLrCOA/k8uqVlYu9TqdQ8TBP0SVnVjAyDwdAcY2QYVijV3IX6hT3ioCsuFAvVxUK7rize4cIzMCCLSSQiC/eSJeIFKBTH9i1JJMQDMomRoWwb3dEhfUl00G/DsqCzQxbRMGGyUJBjVaRHiptupXdphKULPdoZxm4LqkUituQwhAu+knAA5crYBXIk27y803HEaGqyaOr+fljcK3NiKXj3jtDWOjaps/4cLQt94vEwNCyGjdaSH5LJTD1XIl8MpMIDWjIQK+MN5xgotbJgrQ56umNy8/C85mNRSr6/8VrNj/e5kPB7H71N4Alb1XBd6O0Vo7e723/bK6sNhlUV81MwrFjCRMpRKMeR9+oXV1X3mdDAACmljEaDKo4iOKMW60B0Svv+pLF6lUig43ExIIIqE6UUOhIRQyabC56Wi7KYJ5P0DsZ59+HvA+DG7zxPV5uSscUTEgJSSj5TqcgC2NUlehX5oMLE8+UcMk1KWcNS11HoYhGW9jUKYtm2hGRicWlGNt452g50dATdYfX4QlxNkE6qgYvG9cTzE+RyDIzEOeKc9QF4+OFFzJzp15RXR8+77zeGnxoOoifvq5JOy7mOMTL8iUuCVxK9vRY77jgdqJsbg8FgjAzDCmaKZYfKcdC2IwtQoVAzMHwfEsHTcGsr9A2M9Qj4wcIz1WMpNSZkomwb3d0thkKpKONobZVFtFB/LA0E742MyGuFghg6mQx0dEjCY1aJNySVFs9LuSL5CV1djaWgridhnICqcugbC2BkGKIxMVxsuxaiyWXFKCqVcItF9PAI2Arijd1b30xJqbIstKXkfIYGxdMSPpY3a8qRycDixbV8CRCjJJGQuRsabvQ8heWxkzzqK8tCT5sG/QPgBsmntgPd01a5pE+DwTA+xsgwrFjicam8GIUOnvobE0IT8vTqurJgeUFYIPR2OI50R81l6wwKJUZHMvWWdRSUZaFnzqx5Jprtz7LAsuVYmYxIm4/St9C+LyGQerd+3JZk0pFsrYzU90SGuz6kECqHWhYQlNIODYnnwrJkTvqC5NjhEbTnizHS1iZluJ731gWxkilYtKjR2+C5kBi736pxNjwsHg2AdBoVhsE8r67yRIvxODovZRxUJAI93YFH5s0ZTQaDYeVijAzDCkVZFrqtVfIgwqqRSgUVi0pIYdGimgR2LidP+T09ombZnmlcgF0X1p4thsjwsOzT9yW0ks+jLYUapQOxrEJOyralKqJSkcXdcaBSt9gm4o1VHc30LSqVWuinntZWOUc/cKXH4w3GkfbqlEOjUTFAlJL/F/LiFRkZlvLYQrHWGl4pmZNMBopF9GQ9Uyabg0RC5M6LxcDgs6TLqm4e/lCOhGeavpfJSNluUAn0ZjQujHFhMKy+GCPDsMJRqZQsWtmcdO9sacHq6oL5bzQaEY4ji1HwBEshCFuAPCWHyYvt7eIJCV35VR2KPNqyUC0to/Q0tIQXmvXv8P2aYmWw2KtUCr322mLEDA9DW114JpEExEjQOihV9VyIRFFhCMayauNumIhAJ6JznG6xpXKtwVgyKQZJoSihENcL8ltsKZcdHKrlK1iWeD/CY7hurS9JoNy5zKSC1u31BlR+2XcDQfdYE+IwGNZIjJFheFtQjiOVEQG6VGr+tG/bUCigpk+XbfJ5Weg6apLY2vNqYl31RJya4NWSJfK5+vLK3iXo6T3irdBajJBisarHoNPpaqhB2bZ4DDo7UbGxC6T23KBKhUC7oYB2bBEGi0REkCoknw+8Ah6kU+hKpXmlh22L/WIFf582TTwUYUfVzs4gadKu9hWpG5H8rxKMS1k1caxUApUaP1lShxUoUEsSTaWlYqd+nM0MJ4PBYJgAY2QYVhIThC9Cj0Is1rwE0vfHLnhay2I+kpVwRaUytizUDgSx2lplAa1UGhfRbA6tVDWfoLbrJovr4JAs5FZwHmGVSBi2yLRKfsVIFkqVIDEzSOIcGGjaFVX6nlATobJtCbEkk2K8RKPovqApWjwO2Sw6m5UETWVJsmWxAO0djR6IXAHtOKhYE3n0fAH6+ySHRIFOJqGnRxJxWzNyPp4f7G9s2EKHJb9BsqcabfgZDIY1GmNkLGe054mLvVKRhSeTMTfeJqh4rFHMKmQqOgi2TYORorUYDW7Qar1UruU+jO7VsXQJulKGoZGxJaWBJ6Sq3TEyIotsrwPMqB3Oc2thnYaTsqRHSaksYSGUjK0lJY3IwqqSSET2297e+HGl0O1tYsCEMtwaaa4WXkMtGfFURBwoFfE9T7ZtyUglRywyNkckEmhxjDIydLkMC95o9PjkC/Dqq6KgGotDLC7niwJGhZpKJamYCcMh2Rw6KomdppmZwWAAY2QsV3SlAr1LRMgobLK1ZAm6rR2VWvUEhFYmSilRzxwYaEgIJRKZVM1RWZZ0Lc3lawuo68qCnmkJkkEl7EIqFbQ+z8PggBgwrisJlJWShCDqF0QvyLfI5cQLEXHong7//sPTPPtshPaIA8THGkihoRO2dncicpxSScZgjfICuE3KQQnCFZ2dsrD7uqrjUX0/GkV3dopIVzqN3dVVE62qVAJ1UG/s8ZpocTAwIOdRL7wVGC9ks9XvIQyhdHT43HhjH5tuWmHaNA+W9jeErPKew+9+ZfHG68PE2+PsdmCSTTdtfp7vNLq7fR5+eFH17waDQTBGxvJkaEhu0vUKkNEoDA+hk5O3DQ8pleCuuT6P3t2HUy7gOjE23aOTjx8RIZl858TFVTIZJIRmxTBoaUGN7h463mdbW9FhRUo2W0uIjMVkwR8eFsMlXxAp7JHhWjmsZcnC6vsNiylQS6YcGanqOzgOzOypsLTPgXIBSNQSNEEW94GBmidhYCCoHElUZbTHeFQmyYOUXiLjvWejYxFIxLHTLaMan2kou1IyG+L7EGniTSsWxqqngmybz48x9iRNxGfmTD/w1si16Hnwvcts+v/zKvsPX8cH1IvkdZLf3/EJrpv+QY77Rhcbbzbx+a7uOA5GgMtgaIIxMpYnpfLYPg4gT8eBKuVkPP4I3PCV1/nE4JV8TN1ftVcev3ZbvvarMzjgrPXZ7UPvnEx9FeYdvJnPtrRASwvacWQhrTfuurqgr0+EnEZG5P2urtp3kEjKE3uxWFtMy2WpXNG6ptExhkCMK52ulbgODwNKwhvpFvlcuSTiUY4ji349rifVG2+FIPFTh83YQg2KSDQI1YTD1XLuTSXNI3L+zaS7mxkl9QQGhu/D+V9y+PjTZ7Ot9Z/qHaWDAY51r6D8+tWcd+IPOeqazdlks3eOgWwwGKbGO2e1WhWwxvFUjPf6KF54TjH39Ce4fGgOO1n3N3jxt3Ee41vZw/jnhffzn/td9NKl6AUL0YsWoYeGmicnrim0tNRKOLWuiXm1tcH668P06VKpUZ8b05qR0Invixqn50mJazIpHqc6T0WhoLjrj63c9680xZIFyhKPS1dnneZFTMYRLth2EHZoaRGvSaUi46q4EI+j3mr/jWQSikX8JUulNDifl1wN25JjlsuBoWNBR3tzrYlp02Rc9ddOeD6ZljHXVLEI990X5c474xQ8yam5+84Yuz59tRgYTYiqChfkj+eHX1n81s53FadQUNx5Z1zmpmDyUQyGEOPJWJ4kEmOfDLUG25mSCNFPLx7knPzJ2Kq521Up+HLxy5x16S1sd51Tc3UXCrJYTFFJ8Z2GisXQqRQsXiRP9X5QkjmtuyZYNTQ89oPxuJSoNlPIbGmpSmIPDDuc+OV1AbjxBy6JQPNB2U5NaMpxAN3Y5E0jHpGZM+S70oBlLR9Z7LBnSMIBpWultJ4WYyMe5I24bvMEW4L8jhkzYOmSWmfZ0EjpH5C81SAMpSIRRkYsLr5YvE4PP7yIRKaFf942zCXqngmHGlUVtu29i8cePY5tt3vrORo6FErzPDEcW1relMjX8mRgQHHiiSJI9vDDi0gk1mCj32Cow3gylietrbXqhjDr3/Oky+ck9PVZpOf9j4QqTridrXzWW/IAL79WV9oZtL/Wrjv+B1dDtOehK5WgadckRBx5uk+npUR15kx5ra9PFvW2tlqXVRCjzHHGTTJVqZT0FHFd2TakLsyhczkJlQwMyMLuepLv4bpB0zAFqSQqHkcFhuZy67tRLkMyhdXZIZoWmYycix9oiDiBEWrZMDQ4rqdLtbbCuuvB2mvD7NnQ2haEXUKhMyUlt97YaytvZWgffgVLTb6g7uf+ij//KguIkaCHh9H5/DJ74HShIL1SfF/mulyGxb1SKWMwGFY5jCdjOaKUgmnT5IYXdhGNxaaU8Pnssw7bDP1pdJVgU95d+BNPPvph1l+n7sXA0Hgn9JjWYaVGsUhYBqqjQdVJLNZ8oR4Zkaf30Ymj5bL080gl0bGoJIq6roh7TZJkqlpaAk9F/fcnCle6HJTJBk/SFIu1iqLW1moOyAqTxNYaFCjLrmmJhDkioxuZ+UjopIlOBgR5MYmEnJPWY3M0bFuqc2jM0ygUFGlGpjTctMpSyPropUvlOrVtOdbQELqra+pt6IeGGrVTLAuilhh53d1T24fBYHjbWP1XpFUQFY2OVaOcBK3B0lPLTg+WucYX/fESFVcvtNYw71XIjtTErjxfpLuTSUil0C0tY0Mc4yZqUpMNd5yGJFPtiedhIiNQKdXcqMnlajoZqZT8vVAIyk4j0JpZsd1CI5GaVyYk7BAbrVuECwXpe1IqisGUTo8fWqiUm+cPhd6ZUWQyPkucmVMa7uvebKZP98UrNPq30dcneTOToN3AM9jse66IlLrR5zAYVi1MuGQVYaONXJ5off+Utn0svhubbFH3QqAQOdXyz1WaxYuDUuCI5AcsWSpPqbGYhJ+iURjJitu8nvEWziZP5jqXRy9aJMdasBA9MLDsibOjdSeiUTFg2tukidoK7tWhbDvoYlsXyrEDgywZXAfZnBgYGvHw+D70Nw99AGIc+U3mQWsxQAb6ay+VSiJQuv565PzJk1hvTp3IAbvMh6V9oiVTKtXe9HzJs5j0pJs0o2t42xgYBsOqhjEyVhF6enz619qWsp7Ybaw1PNu9B5usE8hnl8uyMEyb9jaNdMWhi0Wp9AgrO0ql2pN1oVBb2KOBYmY9mZZaq/EQzxO1zPo27IWCiHLZdtDtNCLH6etbtsE6TvNeHlo3155YAah0GqvaNt6HtnaZBxVInJeCcFMkUuvW6tgiMtZsf7FYoDI66ryGhuT/9QJfAwPoYpE5p7VxTeysCcc5z1uX4oZb0N3jy9zYooxKOTQs9JT6oijbbj7vnieaJAaDYZXDGBmrEId+uZ1vJi6f8H57dew8DjitRyoWpk2TPhPTe1Z6dn0ztOehy+WpJ6QWCiK/HT6RhtoXji0GRL1HYlSoQCUS0m7cC0pSXQmvqLa2xmOMjIx119clzup8Xv6MzmsYTTotiZ4N5Z8eRCO1JmNTZLIEV601nufhed4Yj4uKx1Ht7ajOTkni7OqURbwUJLmGpbXVDygJPY1HW3stPBKW3UajjSEYkNeGhtl8S58NT3o/34leQFGP7TPzX28bvjvre5xxYWDshONXFsx/HXp7JXF2Ksm9IAqtnidj8zz5ri3rTWutGAyGFcuqtzKtwWyxDQxd8G6+fMHPOXr4YjZznq6+97K7Htenz+S9J2/OLh8MbMOpJsutBPTAgBgNwaKiYzFJtpwojBAmAyaTovsQtodXQR+QcLH0/aZJjCqRkDLiiXC95p6GUgneeEPmVAXJpkFXVtuG6dM9KpWanaNsB93RLh6VctAALRZvLnpVPy+uK4ZOxQV0TcAtmBcdizXkm3ieS7lcCyUopYhEHOxxDBllO9Dahk4F0uZNvSoThBxs6SSrwyZ0vg8LF0E2i1WO0dleIRLR2Jau5mkc+OkIj236Eb7x3Z1IvPosa5VfIG+18HLrDmyyeweXfGKIWMKBaEbCX74OmrpRC5s88wy6vR2mTZPKnonGN2OGeL2C/A7VrIne20x4jYR/NxgMgppqLHrOnDkbAT8FuoAh4Ki5c+c+NWobC7gc2BtwgT7guLlz5744ye4zwNDChQtXaVGpnp4eFi9e8aJCw8OK3/y4zEv39RKp5HGdOLN26OYTJyXo7Fz1pYv18HCtn0ZIoCWhAi2P0XP59NM2T/27DEPDbLGjzSYz+0USfHBQ8grWX1+8B74vf7q731Tlhu7tHRvX932Y/wbMmtk45nJZKkSCReyJJ96aUac9F/oGagv/cNAIrT4h1fdErCuVxvd9SqUS1ijDzPd94vE4Sik6Ojro7++nGbqvb2weg+tK8mdYTRK2kbcsKbetM95kvP3iaYjFqh6QrXaOyTx5HmpUwubwsKJ3EcSdCjNnB4devLjmPfI8eP11OW/fE6MwNCoqHnS0Q0u6uXbJCubt+n2vCZi5XD6sDvOolGLGjBkArcAYQaJl8WRcC/xw7ty5N8yZM+dg4AZgx1HbfBR4H7D13LlzK3PmzDkHuBiY8ybGvsaSyWiOOT0Cp88a9c6qb2AAsnCNDt/YEvLQvt/gzXjgbz63XbWUTRb9mR0KfwXg/pv24PrO3fj4MV3stHObhEu0lgUqFpPOtm/2cbGlRfIB6kMm2azE9EfvMxIRr8MUnpS150kvENeV0EJgBDSQy9fyTXy/ZmBU3FpzOMuGQhFSaSqVClaTag/LUriuS2QyT1Zba2NHV4B4QgyMUqkuwTY478EhdKIs4lZKiRiZ40jIxfVExVQHYl+trWL01c+B1rR4A7Sk8mJd9GqZZ9up6VrYNsQTEAs8JQ1zG7S4z2algsgkchoMqz1TMjLmzJnTDewAfCh46Rbge3PmzNlwlJdCAzEgPmfOHBfxUMxfjuM1rA40qVAoVxT/+U+aEeXQNcNm773hD7d6PHX5n/lm+Vx54g3W/a38J9G9V3HlFReR/fIH2euA5ed/VokEuq1dGqaFeQCO0zzMoZokQTZBVyowMCghE8sWIyuXQ7ePkvOuVKphkYb9WkqMk9BoaJi/Jl4X38O3mTRcVu3oGpZ+RiI1Ay+brX1eazGA8nmYPx9aMuhEXI6dTkk/luxITbo9X4DuHukdU8/wsOiF1Btwvi/nZ1kSGlFKequ0tooBN2bQiC1dPx8Gg2G1ZaqejNnAwrlz57oAc+fO1XPmzHkNWBuoNzLuBD4ALAJGgDeA3ZvtcM6cOacDpwMkk0l1ww030L2Ki+lYlkVPT8/KHsYqj+t5IhKFrDnf+nqRBf9+jXcvvYV2r5dXYutzTNfHmL/Q4gb7vLDXVwNKwRdKX+NrV63DfnN2Y3T+5vJAh4mllQreosWib1L/vutiZVoY9jNcdJGitxeOOUaPEQn1lvSiguoe7YmMt7YUluNgtbfLIu+6eKUi2tdYgffA9xEvjeuiWjNYQXKl9j3sjg7KxSLloSEsrdG2LUmtfkVSUiyNo1Q1ZLJM5601fqWCcmQR94ZHIBrBy2t0JIqdSoJjo3N5LLsVu60FOjoZHva5/pcpujtczv1mivaOxi/OrVRQmbEJmLpcwp41q2q0+cPD6Fweb+nSqhEmYVKN092DrpSxZ8xYcUJm4/BWft+Dg3DRRWIQfu1reoVcr6sT5l65fHgnzOPyTvzcAdgCmIXEZi4FrgEOH73h3LlzrwCuCP6ZAYZ6e3tNTsY7AF0uQ38/BT/G2Z9TnDT/NDayn5erzQF4gIOW/pwHvJ24KH8u52UuaCp/oBQcNngJ/3fJ+hI+WpFjzo5IDkYY5gmrSxybhQtLXHWV5B585CN9TJtWC1tV8xZsC4ZHas3ZFOBEg1LNsrwXdn3NZKSKxnFgqChP+pGgJXylIs3bFi9G9w9Q1mIIqVweyiV0aytYFuVoFPI52pXF4GjNjqmc7+CQ1Jbl8rCkT/JDfK/WzE0p0cbw/ECky2Jpn8Ovb5cb3hGfXUS50hi+071LmnchDiqDwgoorYPEz+GhQCnVljno7ITexbLtMorZLQ/eyu97wQKreo0cfviiNb7tu7lXLh9Wh3msy8loylRLWF8HZsyZM8cBmDNnjkK8GK+N2u4I4K9z584dnDt3ro8kin5gmUdtWK1RiQR0dnL1JRaff/3zYmAELPa6+e7IyZw3dB5/LH2YPr+DC4bOwdfN4++b2s/wygNLVvyYOzslXyOsqEgkJLl0qnkBg4GWRCQSNGVzpPFYqSS5GrYlOQzptCSyFstQqkgvlExGFuJSSZIyY3EYGkJ5LtFCAZXL4RcK+LaNlc8TDcMIlo0uFd+cYR6NwNLAAKqUak32/CAvwq3UdFhC/ZFxjBntupKTMp7nQVkN7ymlJAF4gw2kDDudgvb2Wt7GMnpmDAbDqsuUPBlz587tnTNnzqOIR+IG4CBgfpOqkZeBfebMmXP53Llzy8B+wP+W43gNqwkFP0Hu6edY33m5+tpPckeyyJvO4clfMNuRVJ2KdrizsB+nD36bMzOX0mP3jtmXXSmNeW1FoEIjYEI0OputlV7GY+L1CFRXq4SLbj4QEQs9JPG4LKRtbfKZ7m55oi+Jt4DhYamAGRwUnY9olKjvQz4HTsvYypjQKHozoYVYVDwvxaApn2UFnoURMYrKLrhlybFQSs61/tCFQq0bqlLy/5IvJcgh5Yp0cW1irCnHgZkzxUAJJd5XkN6L9n2Z02LwvUUjMDpnxmAwLHeW5Rd9AnDDnDlzzkJCIUcDzJkz58fAHXPnzr0D+D6wKfDfOXPmVJDcjBOX75ANqwN/+wPsNfCzajLnTblP0qaGODrz04btIsrl48nf8sH4Xzl36AK+0XoOaStXfV9rqEQnl61+K+h8XpI1oVpSOa4HY2AIyiOyGIcLvGVJWEF51dLOqt5Hs6d/y5JF3NOSgFkJkhzzOaksyeUkkdTXkAo0QSIRyBWkM+yofb2phdKtBI3cPAmZxHIwkgPtAcF5peKitYESUbNKnXKq59WqdMLjO05tXkIjq70NlZz4+1O2vULFJbTWIvqlVK182Pehtxfd07PCJeANhjWZKRsZc+fOfQ7Yucnrx9b9vQQct3yGZljRaN+XRa5QCHQSUpMuCFNlYGGFDZTEEos6xtPuZny99dxxt2+1hjkxfS1z84fwmfQN1dcf9Xdkqw93LZcxNaMqGhaGIEZGIJtDJxMSJohE0H5dMmOxAFahsUQ3V5BchlhMFq9oVDwW/f3y2mi5c2UFEt261pG0UhGvRzUUEuR15Aqy0CcSNXnv0ACquFgtaTFMpnq+hYIYM/2DcoxkEro6YNCu5ZS4noRxHAe6usBzg34ndXkSIyPQNSr/QikZa0uLhMxWFcLGdZE6QybUD8lmJVy1DGitg8Zzwe+mpYXRHWoNBoNgTPg1FB08yZHP18oqBwdl0V0OtE2P0KfFOLirsC/7x++a9DObRp7lOXfjanWnpy1+kf4CH/3gUnSxKLH/SmW5JQdr15Xzry+VVAoWL4IlS+SJvFCQhl4h9cmhIcm4tFKPx2XBCRfYRFy2TSRr+Q25nIQdymXpMxKWqxaLjftNp8XLoLW4+B1HDIJkUowA35cwRGLqRqEuFKRviWWLEQHixQgbqHV1iiDZWrPEy9HdE5SjKkY3/a2GSOrxfUluHR4eVyJ9zJgm2U5rLTLvAwPobPbNffelkhiBowm0W5YFrTUsXSo5OH7QVXbxYnQuN/mHDYY1ECMrvqYSNhird1NHIpDPixDSW4yNv/9DcPl3j+C9uQd4urI5H0/cNqXPdVgDFLWoTl4cv5JPfbWTRx5VLH52CcmeFO/bpUJrxke3ZiaUn54S9aJh5bIYHAMDsuCGXUFtu7FiYrwupS0tsiBXyqLzEHGgZ7q8198v+yuVJQ+iWICuaahIREpTQYwM15WE0UhEQigdHbVFMJWSY0yb1jSUU326DvMr4nFIJBq3zedq4YJEIsihKImh0dYqxkzYNC4erwllKTU2nOE44JdrBmo+H8ilB8bHwkXottZxvyM9MiLz7/voQI9jtMqn9jwx9nwtRkKxCCMj6K4u1LJoaEQigeehKN+PbYsRZ1lN5eknJJcLNDyCeVRKvvfFTTQ/DAaDMTLWWIrF5nFw25Yb8mgxiHF46SWb33x3iMLCIbSG+PRW5pzaxoYbukS32phX/7mOLCJTHRYxvh37BsW1NybTHeXWby9m14G5bOy9wjAZrr7xk/jrb8jJXxqmfaPIWyt1tCwxAoZGagtwqSSLbSIuJZVAIuaz7x79DBXjRO0yY342XhBeGKVSqT1XQiDFIvR0N3YxLRbRqRSkkzDv1VoCpmWLfHciESR0OpKHYdnQmhnfwBgcrOVBgCz6pZJUbRB4DHzd6LtMp0XpNJeXkEFHRyAqZtXmxnWhRY4bi2l22aVEa6tPYloaSiMQteS4w8Ny7JhdEzYbHERHInJeYVgonRaDayQbdGQNxpvLoX2NaqsLTQ0MBHkUdTkfWkP/gMznVIlGxWsXqpu6rhgvyVT1O54y+fxYTxbyde279wjYDvH4qluGbzC83RgjY00lXERGozXYNi+/bPPEv6Xr5ybbOGy6aWMCo+vCxafm6XrsjxxbvJZOW/pnDLzcxq//cyK/2OrDnPbNFOce8UM2ev63PF7Zmu2ij086rKXdW3LeNUm+f7nDbg9cxE7qPrCRP8D7Cg+w5Ikuzj/1R5x/TY6ODd+CkZFMipehkBul76BlUS+VIBajvc3j2ktf4onetaC/VRY5x2rcTyLZaGDksrJ4l0qyqA4MBtslal6TfF7yIlKpWtdTP/CKxGIiT669aghm3ATFUklCKPUhgWAx1aWS9F5RiqaN0axA5juQQdedHfK0HnaDa2+veg0yGc3ZZw+z1VYVQKEr08S4CZNU45HG/Aal4JVXobWlcXEvlcYasY4D+Zx4qMJ5DJvH1RPod2jPm3rC6/CwlMoODQWeocAz4yy/hNP2No9rv7vorXvXDIZ3GMbIWFNJpWSxHHUT/+/jDjf9OM86C//Ee3K/Q6F5MLkb1/fsxQGf62SXveSm/I2T8xz479PZynqsagAAtFuDnFi5lKcevptvf/E7XHK1y5Vf35/r/74F20U/N+GQXnLXZ4sPT+Pvfy6yyxNXsZN1X9PtptlL+VrfMVzw+Rv4znUL5Mm7JYNKTS0/QWstC2k+LwvQSFa0GhwHtJIFPlXXCRbAdkSme9o0dDQmn1PI03Ei0bBoas+V7rHRqCyUti2LYz4vktqFYu2pvOLKn1Qa1l5bFuBSSRbk7u6pJeKWis1zDsJqj1hMDIh4HMpFQNWqYrRuCKso255yIqSKRGQ+xpNfz+fFSKq2rg3avS9eLB6NZuW4ntfUUzCGZcnNKEu3VqZNq1X+OI68vqzy5cmkfPejPxNqqxgMhgaMkbGGohIJdKosYQLLAt/nwQei/OU7z3Nx8YvYyq8mzG/nPo6e/12uOu88/nzXhxh4oR//xXncwke5nX05KHkLm0Weadj/5taTrPfErbz0yoGc9Y0S1353A+65+6PsY9/RdDx5P8HVnZdz4ckpvv6pfr6pftfwvqct/lzck7+V3k9MlVDA0PNLOGjftTjvSsVW7xpEo6f2JBmqcIZJmVrLk3tLC2ywnjydV+RpnaVBa/K1Z9fmrjWDbkmLwaCsqodBe570+OgfDJQ/kX3n87I4OY6og2YyEhKJx6HgVZ/iiUtjNeJx+fxUW5hbtuhZjPZ0+H5QghqQSkrexPCQJHIq5JzfqvhVMimJkKPbyufy0N7W+JpSUl3TdHEflfsRi8o5jDZG6tRDR6ODLr0N79d/vMFzocfuezJSqZpwWSQi43NdaGszpbAGQxOMkbEGo9pa0ekUFIsUSjY3f38hlxe/0PS++7o3m5d72znkb19ml+j9qCB0Puy3MDc/h7sK+3FGy+VYqvaEeZD3U668fh+2uByOP9nl++XPcdW9W3NY5f/osvsA8LXiPn8Pbu0+jS9eO51sFtYZerRhDEUd49yhC9gz/he+0XqOGEABz5bfxUXHn8+J3+ph151Gmjc6q0OXy5JzEXpwUklR4AxDCuET76uvyiKSTrG00MJnDp5FvuRw3oVZ2tp0sKDU6UZoXcshsC3IBXkIoWT20JAcI9TWQImBU66EO5BqkjBvY1n0L5IJWfjQsoCHk+e6ktAZksvLeU+bViceFjRHG62/0YTBQcUFF7SSTGp+8pN+urqC7yGRqLWMD8cceiTiTRIrk8maNkiI543VJ2lrk1yKsHtruKB3jS1p1p4n8x80YdOWBa2tUkqbSDTPQZrAWBkPpZR4b4pFmXNlQWeKvsEoR39SjLWGuTEY1nCMkbGGol23loyXSnHHrzSfGroS1WRdG/ZbuGLkC1zaeiZJq9DwXsYa4dj0ddxf2pn/y36Wz7d8v/pei5XF7xsA2lAKPn9GhZcPeh/X3bgL5UU5vFKBSqKVnQ/u4tsfU0QiPs8849DhNWr1Xzb8ZU5I/5AN6tRDQzaJPs/1kaM45syfsfVv42S6/YmfKPOFxtCC40gCYD4XLNTAol4JQXRJqKLsOzz6P1mEK8UhmlZ+h58NhbYKxUBR06uJaY2MyIIXjcr/VZCPMTwcyHmLRwnPqyZsTolyRaom+rOyz1hMDJhMRkI81FWfjPY2BGPX6QkEyAIqFcWzz4phUF/5qZRCd3XJ+YXzkExKrkexMHZxb83I+9kc1drYZEper0M5Dnr6dKmEKpdlHrvSzY2vJUtk7usTgfv60N3dUo5bLothY1u18tsmxspUUaHHKaBchkcfjVb/bjAYBGNkrIHogYGaPkbgNn/yjxZzrH833X5ufg4npa8ZY2DU877Yg/y1uAdDfoZWa7juYI3brb9Wga9c3sH0dTZu2vino8NniTMbgjzT19zZtFsDTQ2MkJgqc2bsfH56/VWcfOkk7m+7ScJrpkWqSQYGxAhJJ6EtWPAGhmBxDthM/r1oEbqtQxaZesLSSN+H4azoZhSLoqHhurLgTk9K+CIeq4U2IkGyZNiUzHGgrbVqHISIUViUHI9Q9CqZQBdLsrgnU3KMUlnCOBGnURBLa3j9dQlftLXJ8TwvkAynQZpcP/ccTJ+Oah3bUXU8lFJyHnX5HFprmZdyRQw735dxdHWholF0S0s1N2Q8A0dZ1qQ5IrpUai6tHo3C8LD0Senulu0KRTG0kslJjSqDwfDWMUbGGobOBdLVo0o/neLIuOHpF9wNOTZ93aT7PiR5M7fkP15V7CzqGH596+/ART9mga6jp8fnje7t8V9TWEpzc+EgDk/+YtJjbx55hu/9fQjKcfREbvBUSpQtRy9IodZFIiE5G1rLn9wIFOoWa8uGoSF0xGk0BGwHSoFWRLksiY1uBbJ5ULY8NYcS3FrLNmHCZBCiaVqeGvbcyOUhHwhpRSKy/2IBT+s6lVBLjCWASqWxAiOXh2t/CKkEzJlTy/eIRMRACZ7q9VNPwRVXwnrros8++y0txNXQQri4O7Ys7oGBpZrpb7wZKpWx+ShygFo3XZAqm6nmuRgMhuWCyVRag9CuKwl6TSoR3Ei8acK+q23SKjul/W8SeY7XvHWq/77L+gT7fipS6+SpkYZgk/CBT3fxW+tQAIb9VrrtqXVhVYN9nL3Py5z//sc5Z/f/cu7hS3nsX42lt8qyoKM9CDEE1QWhURAaJqmUuNZDYav6dTYek4U5O0rhMcxLUEryPDwPIlExXFJJeXp2XRGdamuDzg55Qu/sQLW1ja9/sbhXDJdcthZ28TwJS9g2enBwnMkIKkjCf7ak4aCPS+fVm34peSi2Jfse6IeBgZqB4TjwqUOX25O+isVQba2odHrFJEdGo9I7ZjT1BpjBYFgpGE/GGoB2XalqcCvQ1yex/3SqoePojh+M88CPd+d99t8bPqvQ6CnaovVGynx3Fg9tdBgH7dMCSPfQqSQy6lKJvXce4MqdD+WO+0tVh8JU1rukO8Q3hmv9+PLPJPjFKSfywJ5787mL22rnlEigZ8Zr+QPxOMqy0Lm8/DsWkwV4/mIxDEYqtYNYNihJ3qwm//mBQRGNBg3CkIW6vx8WLYLtdxBPQkdH1fuh7KAdPKAXLoIXXkDttmttHlxXPj88JCc/OCi6GW2t8vQftIXH98VgKhYlTGKLtwClxj7d7/JeMVr+9Ce46Vewz0fEg6EsePBBuPU2GfeXv4zaYP3JJ3wVQUWj6IjTmHgKYkSuZm3jtda13BYV9JaZqGGfwbCKYzwZawJLlsjTeDQqNy3bqiXTBXxk3xK/aT8FVzcaArbyyerUlGQJHq1sx4bO89xR2J/Tij/gvG8UUYsXQ6k0NQPDdaVk1Lb5wjka7zPH8R/9bh4rbzPpZ11t46hGr0XSKnCcvpK1//wjfvW9Rs+DUgqVTMqfcDFOB6JYhYIsWN3Tgh2NqljxAznukaxsVyxK9Ug2K0ZAe5tUcDz4L7j7d/DAA5KH0KSNvF64CC65FK6/Hl3fI2UoMC5KJRgZljGNjEi1Reih0Fq+l5EhqWAJ5ziochkz5wODsOnGsOcHJWR0z+/E+7JgAdx8q3z+lJNXmIGhtZb+I0uWoJculTDK8qKrK2hGF/SI8bWEoFZQ6/gVgXSLXVLLl1JKkoKXLl3ZQzMY3jTGyFhN0aWS3Kh7e9GDQ1LCN852Da6A8OnXtmXRAqi4RNuSHHP5bM5L/pCC35gzsW3kMf5T3m7SMf0kexRPlrekw+rnXRuUSLcFfT8GB8WAGO9cQgtmZKRBiOljHy/y+aMWc13+mEmPfVdhXz4U/2PT9/bTN/PoLW/g5cZPXAWkd0YiUAEF8Rz09EjjsNpgaxoY5aJ4GIqlICRUgcVLJLSRy8E++4ix8ee/wO9+N+Z4euEiuPgS8VacdCIqMGq054LnocslKuUyFcfBj0QkzFUuizETVKIox4FMmxg7rit/kkl5v/5YnivjsyzYYnPY9X1iaPzkpzD3N7Lvz50E06dPOtdvhuoCOjIi1182B6+9vtwa8inLQrW3o2bNhJkzUT3db01yfmWQz4t+yuh+QuXK8jXIDIa3kdXHzDdU0SMjNdVBpaRMsJBHd3ePfXp13cZYgx0kIWaztZyDtlZUMslW22pS123JJefOJfn6c2w/8mcUPvNbt+LWocP4gXN0Vd9iNLflD2Tn2IMclvolj7vbsNnurUDgKQnLN0eVZepKRRbpckWKUHJZKTcMWbyYvbd4hXs33o4fv3IMx6aaJ58+U96Y3xc/zPfbPj/unO02fAv/vPtEdvtweeKqiZa0zI9tV8MNmcV5zj3+ORYsjpBMetCSgaHhmnJn/WcXLwa0hC7KZcmDuO02+O0daK1RBx8s5/7qPPjWt2VeDjsMNtwI7bnVcIrn+ZSzOayE6Hh4iQRWPk/U9yWfor1DjIzWNOSV5IqEwlVKSU5JPaEWRj4nBtCmm8LCRfDiS/L+gQdI19UJXFaplOa447LMmOGRySxjf46REZmTUlk8M+E1+co8tGUtUyXLZKyM0EImozn33KHq398UhULzHJKII++ZpFXDaogxMlYztO/LE2g0KgtCWL4XiYiLfXQMOhSAqieUju7oQI3afoONNBdeE6dvwWY8+/KO+D4cvl6RY6M+F33xp2z18s18IvErEkoMlJfddbkpdyhrOW9wVOqneNrixpYv8/VP1C1yo7L8IRBP6l0iN9BQGCuHhHZ6emSBLpZAWVx60hN8944PcdJ9O3F09Fp2jDyCUrDAm84NuSPJ+yk+GPsrZw5fwt7x37NH/N4x87ap/1/++ZJit2wWnR5HayEca1hKGpBugeMPfo0nnopDrEvGVsg3r4yIBhUMhYKUxkajcPRRcMMNcPud0jBs++1rBsYRR8B228p3NDCI7uwEy6aifWyUeBgScVSpjJdI4Cmww8TRWAxVP6/1ORj2aMluX86ps1O8HI8/DvPm1d7//R/FyzWtG53JjPEC9PYq/nJrkeHeEdQil4fWSfOBD41N+9C+35jrUt9lFsRrE1674VwvWoROpZZ7aCP0kL0dRkc6rTnhhLfY7t2yxj4UQE0C3mBYDTFGxupGpSKu+mIRBodpEKJIxMcYGcpx0LFYTUYbaj0zxkuKy2TodPt5X6Y/qFKQLP1v39bJbTd/nqMuOICN3CexlUePtZiT0tfQafeT9VNcGv82h5/dSTJRlyxZqTR6KAB/aEhyQ+pvqJmM5AeEhlNYHeC5nHL0QgqH2px1+bn88LnFzFLz6bAGOCp1IzPthQAcrG/h/7InUdAJ9k00hifKOooTDZIhSyUJKTRBWZbMl+vCjT+DrbeGmbNk0U6lxLAIK0+iUdnf734PO2wvYZV4XOY6laqdWywGn/40/PwXkvtw862SQ3HEEbDtNpLjoQLNknIJ17KlImXhgqBzqmh72LaDN2M6tmVXk1VVGPaqX4Q8r1bKGhJPiPcrHpf//+Wvci4fO1CSgv/6N7j5FjjqSHjlFfQGG6Ach1IJbvhWjvQrT7JXcS7TrD42nfcMf3pkf8644nAOOXsWO+8u56lzOfFMhWMZHBSDpUUSf8nmZO5D8THbEqOsqzPIZ2lrfj02QZfLsh/Xleu6tbXayK3alTYvKqjadqC9TUpYV2XSaTGyR4d5AjVUg2F1xBgZqxtWoFjYtFdEDl0uj41Fd3TIQpTPy809GoHu8ZPilFLQ2Sl5FJUKOA4qEkEBB33S493vW4uffCOD/9wLdGdf4l69N8/E34O3zvp85sg862+eBwLvRJjxP2pR12GXz3psW3IYikWp1gBJxrRsKFfoXRpj5uJH+VLb+eOMGz7X8gPOGvwGu8Xuo8Wqld7emziAvXZTgfjY+E+22vel7PTJJ+GOO+HOu+DEE2CrLWs3eidY2G/8mYRWXn5FQlYHHwROVESzQl59DX7zG3nvE4fAd66W12fOgne9S8pHwzFFoyLeFbVRpTJM65ZqIEuB5UDUke6u3dNrWhPtbZJDEop5gXg4Uo1JpioWQzsOPPMM/OjHMtef/IQ0ZltnXTGEfvd7OadPHw4DA3gPPcJv/zyT/Zf8khnWwmoGV0S57MNt7N3/Wy49+3LUJbvwnp1dSTgNF/Kgmy/Dw+hEQubu5VdqomXhVz8yAtO6xni6JkIXCnLOYet234fFi9HTpokhsXRpIDRWF3pYsgTd0yOvZ4PrIp2eULPl7UZFo+hMRoynsHmdRjrhLqdusQbD240xMlYzVCQipZPWqIXSdWVxzGbHejOaqDFO6ViO07Qj5uzZPudek2bk1XWYN28DfCz2XKtEa8YHN8jwD0Wngg6l9S7rvj6L668p8crDeSzfxUuk2eOgBLvvXsIKXfqJhDyNL1osT7zA3BtaOdI7t6HrazMOS/2CWwsf58jUjQBUtMO87veywbolqOjm/TQAPTgUaF0gc/m5z8L3vs+C79/Ou189A4Abr36Zrs4gOS+fl4VzrVnwkX1qxlEsIbkPvb3ws58Fol558RSEzJ8Pf/0L7L577bVsDiIRrEiJyuAgdkuLhI4KeXB9fDQRxxHNi/A7Uhaqo0MSOwOvR7MFSXsuvPgi/Ph6kToPwxXTuuQ7fu/Osijffifc+HPYekuse//BfiRJWlLau9Tr5IiBnwHw754dmWkv4qvFM/jSxbfy7ptS4knwfVkki3WJirYt5xGNBXofQQivXJHvdt482GgjtOtOLWQyVBdykUmQfQ4MSqv6cnmsNyAahXmvBpolgfHRP4COx8aEDN8MCxZY7LijJM0+/PAiZs58c71LVEsLOpWqhZcCj5XBsLpirt7Vkbb2WjWB78tTbDRaqxxZjmjfRw8MoBcsRL+xQCpaXBft+6QZYYsZi9iq61VaS4tlgXYciERQPT2oQJq6/iZ50zUVvv+xf7H7zYdz4RtzOH/hoZz70scpXPZ9vnCEz4JFQTLr4sXBeQVJo4UiI/OHpyTMtXnkaV5ypQzT1TYXRr/LEadEZH+dnc2Fr4aHZTGPRuQpslwW78VxxzUKPZVLEt64/wFZrG1LDKGFC6G1TZJb4xEJddx4oyz8++0L99wj5/H5z8LVVwVVJ3+FP/251tq9WIChIaxsFmegH++119CFPKRb8NsyWG1tWPFkrRqnDmUH3qZmBkYuC6++Dj/8kXw/h35KDK2f3wQvvFjbcIcd4ID9xSNx7z9YYs8gQX7CubaU5n19N/Pg/UGibNjhNuLU/ixdKotmd5cYG7YTlGgS6HnYYogs7hUP1wTosGR4yVLR/FjUK0aH1lKZUSo1z1+oVMTwq0+sjDhQKK5ylRvKssaWVxsMqynmCl4dybRAR6d4JhIJefJvDwyPuqd07ftNF6RlYulSuXGHCZqBa5pCQVz5YTjEsmAkJ1UXWjc97i03VNA33MjXCiezvjOv+npEueyjfss3ln6Kb36pzNCrQ7LPaFTObYMNYOYMrMjUXcYKzT36Y3yp42YOvnRTNts5CTNmjB+Xz+drXptQp8C24V0bwbGfqW338jxZnB/5D2yzNZx0oixcN90knVtBPAY33SQL6McOkBLWbBY+8xnYeGPoH5Cqk2nT4B/3SdLlq/NkcV6wEPr6iBRLRIsF1CuvQt8AERSRSATl2MuUyKg9t9Zy/dBPwedOhJ3eIyGgWBTmzoXnng021qL9Afhd07jX2pupHGkv73bu/3PQ0r4yqgTTdcX4nT9fDIPQuxW2sk+nxfNm18qdJyQUKbNUYMQEwmQDA4AK2q+PuvY8L/hMk+sn4si4DQbDCsEYGash0oMhWuthEUpNB109dS6PXrRI1CYXLhIdjTdhbOhSaeyiEVZe9PYGzbXqlqGILd4AS41ZCCsVePgXr3Go98Nxj5e2cpza9wVuurGJIaAUZWdqyW+utnkhvi2JLxzPt29rZ5vdgqfCJotzmF/aVJYaJGyyyaa1f98UGBjbbisL9frry8JtO+Ip+P0f4PobJJb+iU/AH/8oBsacOTBrphgSniff3yEHSU7HI4/A/54WT0alIoteKoVt2UQjEaLFAnYujwoX7CmiBwfhV3Nr39E228Da64gHxnHgox8NDKRfidT4P/4hCaAzZzB82rnoyeJSATFVolSxg14sdfPoBtdOLifeh3SQDGsFPVva2yESkxBGSHliT0a1k229x862g0TciPw2HKf2fn8/vPCCeGwWLAjyQsbXbDEYDMsXY2SsrnR11cIjnifVA93dQdXJgNx4I5HAJZyf/AmxGaVSNR+iAcuShbClpbGvtdaySNZ3/wz44x2aD/dfP+kh13fmMe/f/WOjPrbNpru28oS39aT7+KO/L8eeVOIDe7lYgwOSzFlHf7/iBxeX+eo+r3LhBx7l/D0e5ysnKe65Oyb5h4lELRFRISqeo9lnb9GmAFm4P3eiLJD3/E7+f8Sn4Yn/SrnxYYfBxu+qKXg6thxjeBj2/AB0tsNjj8H8N2qJjFadPHilAtqT1u3LUiFxx51i9Pzq1xLiAdn3ggViAMxeCw44QAyiZ56V8M306fDlL9EyK0NfdMaUDvOitxHrbBqVUEgiWWsul06LZ833xSDNZMR74Wu5Tkdy0rCt3nCazEvjBlVRoRZIXXJy9bqbFuicLF0Kr70ur81eS3J8KmWY90ptf5XKMhluBoNh2TCJn6spSilZ5FtaGl7Xw8Njk94cEfPRo/IjtOvKk2EYZqnrkaB9X95bsjTIs5AywWpCZyQii6DjBCqOQUliR0dTI+OJ+wqcyj+ndG4z888zOPQeOtrrKg5cj48d6XDuPWdx2cihYyTEQ/J+gj9kPs2Vu4zAsC+LWKFQrQx55inFj05+hc8OnNnQPt4fUfz1u3tz5l2ncOF3FPF0Wgyz1lbI1hkp8Tj4FlzxHfjyGWLseS64o6wiJwKHHgrvnQdrrSWLYT2h6qoG9tlX8jpSKfEEWJbsMxqRp/zWVmhpbZqEOyGf+qR4nP79sBhLn/qkCIi5gfJnNie5IvVerg/tCZ6PbfnE1pvJ8JMtZNTIhIe5pfVznPrpCCrmoFtbAV3LiwjVU9NBGWtrq1yztiXXaf3163mgffKv9PLM8zFc32L2Rg4zN5TrSRcKtcqLtrYgHymYJ19XK1uUZUFXF7qvD6b3NOZhFApi6GWz8npLS7X0dWWjPU/OL6y8ymRWmbEZDG8W48l4p+FOUApYVyaoc3nJrSiXg1j8iJQBhnkcS5YE3hBHFgTflxwMP1CynD49uMEHeRPTusT9HYs1fdrWPkwpwA9Y+Oj6uLrvg6VIT4tz1OXr8rXUjxnw28Z8bpHXw9nJ6/jiuZ7kbxTytc8Dg4OKH50yj0uHD2swMEASGPe0f8eJL3+ey87SYkCtv74sij+uUxq9+OvwlS+LZ+Cyy8UIe30+/OAHEgI58KNiiFx/Pbz2GmyySe2pO5GQP+VK8G8x7Jg2DTbfVOavXBaDJJeT3I1SWb6bsPRzGVCRCJx6CmyxBTz0sIRFSiXwtCyyv/iFeFrquelX8PxzUMiz9+EpfhU/qV6JZQxP6O1IvnszWluDrUIvQqVSK6vNZBrLSS1L5mFwUK7BbBYKBfpeK3LJuREuOXohr551Hb1nfY9fffrvfOXjvTx894D0XkkkIJvl5cfz/PwnUX7y8wx//UcaV0XGLsgVt9HAaGkRIziekGs+SExeFdCVihia5XJNvG7xYrTJFzGs5hhPxjuNJm3cAbmpBk+XVbGieo+HE3SxHB6RBcHzxcBIp+XmF3ovhodh1ixUMimGQD5QOdSIMTJtWtPDb/qeOI/9c0fea9836SksTG1MW3tQ4qgCyeygHfrW20P7z7bgB5fdQvmZl1mv8CS+Dy/Gt6Z9ow7O/kyBrva6aoG68M2vrylxYv/ZRJzxY/Lr2y/R+tJ/mF/Zl7WmleHCi+D+x2ob2A5q003RXzwdvn0FXHZZTZHxi6ejNtkEvc3W8M3L4dofwTGfgQ03gJhb05CIxyRfplQUEa6KC60tUgq7YCEMZyEd5CmUS5LD0NsLLS2iVroMFQcqEkGffhpcdZV4NHwftttO+pUMDctG06bBwR+HQgl+Mxeu+wkcfyyzdt6ZHY/dlGuvO5NP5H/QsF9fW9yjD+T+rU7lwotrORXKstChLkulAtNniMpnPQMD4kVZe21ZVBctYsFQC5ddGOOs3GekgshC/ri/xX3N5gcXncnCQ7Zmo3UL/OTaVtYbeJgPVO4kpko8b23B164/jM33a+Pwk6O1iEssWuvnks/Lucfjcj10d69azdMGB+X3Fg4+LMsdGhpXOM5gWB1Qb7n6YPmQAYYWLlz41qshViA9PT0sXrx4ZQ9jQnQuyL+of3L0PCkr7ZRGX7pYrIkZ1eN5NXXBUqnaVwQnULn0POjqRM2eXTue51XduxO5dksluGDfZ/nG0JETjn++O4tbPvJzTrt48htroQALFtio/qXMmukSHVpSE4ECifuvux4qyKn46r6vcUnvIZPud7HXzS8/9EtOi10O9/yO0ns/wP8+9U1eejXOBhu4VdtM//HPooMBcNSRqA/uUd2HfullMUBcF75wGvRMh6FBWUhcT0ovY5HAuHNl0VVW8Fok0NyIgWOJwRcmSz70EOz8XtR22wLQ0dFBfxiSCI9dLsMPfwjvfR+sMzvQ7ojC9/4PHv9v48lO64I5h8i10NMj3oLvf188KKeditp6KxYvtvj9TTkGn1tKOe+RipZJr9XKnkd28KH9GytGdaUiXrCwOscN1FHDPjvlihgdXV1i5Pb3g+fxxdNaOL/vqAYBtdGckv8B8bjm6+pUompsguifrf15co8zOP0SqbDShQI8/HDNQFZKDKlEHN6945hy37fy+y6V4Mkn5frfcsvKMrcZ0W8saPzNhpTL0NOzahlEU2B1uFeuDqwO86iUYsaMGQCtwPDo91evK9cwKSqVRPuBqmGoGJhMNEo2j34SDhuVeZ4saGFXUc+tqYpGI+DbkM1Ko6/giUvZ9pTc+LEYbHrA+tz18zns589tuk1Rx7gyczlnfroITG5kJBKwwQYeenoUBguycOUC6epiUbww5ZKIbLWkieX6J90ngKsd+p5YiJf7J9YuuxK77CJ2iGiiyZoHRD//gih5hobV66817ENtsD76S2fANy+T/I3jjoV3bSg5Ef2D0NUOdkS8P/19Mt+ZjCz0g4Py9JoJGrHFAqtm0WIxEh59DH3qKaitthozdl2pwJXfgf89BbE4rLduELoowyfnNBoZ07rggx+U7zuVlkV41kwpy73mWrjqu+hTT6Fn66048gsJtJ5NuQzbbVcZ/yvvG2W8Oo6ci21L6Km/X6pMIAi9VXj8hVa27f/9hAaG1kCpxDcSZxBRzT1Re/p3svCvs/jX/cew0/t8ueh6eiSkVakACtoyoqSay01ZnE5XKuJRqAS5LOk0apTMdywGO+wwSWXMRKyEpm4Gw9uBycl4B6JaWiRnoqcHZs6QFtgNpaZ1i4Dvy8JgWfKnpUUWgQULxt74XLfm5XgTfPrkKG8c8HmuiFzEEq+r+rrW8KD3Pr6SuYnPXtZBV6YwpiJkwvNNpWqJgNFYNYmVTCao6CjCosXoScIM9xZ35yuDl3Bb4UC2ff1W/pDfi3P/dyzfvdAjnx81F8kEtGbgK1+CC86X3iSjuf9+8Vok4jV59ERCuqHajryezcLtd0kFSLkir3lBN9VsVvJYtC9/j8XgkDnyPV31XfQzzzQcTlcq8N2rxcB4947wnneLRodSEob55uWN45s1S3quWJbIqGezoqmxxRbw1a+IcXPPPXWNxmQItg3/fcziG5/Pcd5RA1x4Qpb7/2HhV1wxTEdjWVAqi6erXqnT9wHN3bfZfFz/YsLv5oHye/lg/K/jGhghh3g/4c5rAmOyWJRr4F0biYT7uzaC2bMlXBU2cZsEXS5Lbk0uF5TfWjA0hB4amvzDy0IiPlZaXWtwIqudF8NgqMdcve9QlFLjehiUUhI37+uv6lpQ8cQ13xI80ba3yY01kQCCbpnt7bUSyzfJiWfFmHfoR/jlD/dk6WMvYmmPcizDDnu3cNlHy8SiFags+1OdSiUhFahhLlrU2FDKsiCiKLd24w7bTStTfpo7AoXmktazsFQtZLfP4K08e+fGHH//D9nziHa22ELCJWqttdDfvKTamr0pu+0G9z8o3otcrjYWpRAXk4Y77oJXXoFtthLDMBoTr1GYS+A4svBXKpBMwVozpbHajTfCt6+gkmmBWWuJgXH198VTseMOcOgn4dofS6+SxYvguedgaEQqTDbYAG6+WbYtl+Gll2RM79s5yGOoyOL82c9CR1tVt6NchocftvnWF4b4wMjNnOr9hJSVp6Sj3P3YIZze+QlO/EqUjTef4ItqaZFkz2hUriVlUcm7JK2JF/2/FvfgK5lvTrgNQFyVUPPno3WbvBDKp49eqKfgOdClkgireVp+I8PD8h1kWiCbQ7e0VPNj3mq4hNZWKbkNpdZ9LQbmODlOBsPqgvFkrKGoeLxW3heLQXurhBvCm29rmywIXV1SPdLTLR4Czbi9PyajUoG7btbcePEA2d4cG2yX4vQLLS7+TpmPH1wiFg30FRznzcsp5/OyGBQKjaWZSrHnx6P8QX90zEceLu1AWUc5IvWzBgMjJGMN8bfn1ufss9sZGmoc10Qy2Gq99eCkE8QTce0PZaEHCR8US/Czn8Ozz8LWW0rvk4cfFsNiuvTAwHbEC1MJPEjxmLw2cwYc/RlQFsPnXYD+xU1iYDz2GOy8kzRis2w44nDoniaVJYPDIhu+805iLB5+GKy3Hjz9jHwxxx8HmVY5/tI+Of5as2RRLRTQI1leecXn61/v4K/PbsiH3VtIBT1NYqrMx/Uv+OaSg7j+nF5efmVUboHW1ZCPchy5rsJOu8kkylJU9MTPOx520zyMZkS9fE3vpFmKl+uOm0ypfR9dKEg+x9Kl8vmoI3lJkYhcX6USoBvKkvv6LA44YBoHHDCNvr5lv3aVZaG6u6UjbTIpRv706caLYVjtMUbGGoyybTEiUinGPHol4vJUDZKXobU89ba1vikD4M5fuZyzz8ukLjmHzz1yCDPu/xlPzn2Rz33a4dgjW1jwQlFu2p43fgv6CdBao5csCbwzRcll6F3SoO74gQ+UuG+zk3nW27Ths78tHMARQTO1yRgYCHREPBeu+SF897viUh+P3iUSMvG8mqHhOPDbO+CpZ2D77eAje8Nvb5cuqA88IO/3TBcBqbb2WkVEfW+ajTeCE46XJ9/f/0EMjF3eByccV5PPHhqqNdoCMWIWLpLvc948WPCGPKH7QUKp78kiOvpasKUc+Pe/nDhMFlUVLiiexHWXFmqu/zCZuL29up3KZMSQSiahq5MPHDGNe/wDJ9x3UuUZ9KdWblqMtuI4gTevo13myPOqOSBEo01bp/vZrMzPwICEC3t7g1yOOiJOo1dqOaNiMVQmg0oklkk+3mBYVTFGxppO+ERX/9QfupjXXaeW1xBUH4xOeJsKt//CZdFVt3Dp4KeYV5jF1dlTeE/s31ze9mV+ljmUC0aO49rjnuWSi5K4XW/y6W1oWBaSRFyeOsslSXbsWyrvex5WKs5F16W45b3f59vxS3jDnUneT5BQBWJqAkOhjn/9OVholSU5DI8/Ad+5qqmhoctlyXUAeSL2fPi/a+CrZ4oHY5f3iqfj93+UsMYO20tfEd8TldFooKLZPa0mpR2JyHuWBWvPbgwD2JaEb9raZB/33SclyWHiKIgx8fIr4kUB+OxJsPlm8J9HRe8DmobZ8nkf/7VFk85PXJWYtvgJ3ugPxLeSSbluRu1TOY4sppkMu+4b53ctn57Qm3FA4nZ+njts0uMP+G2kNuyuHSeREI9dMimJsNO6UE2a5GnXxevrk1BVJGiSF40G19EoQ8PzTK6EwTBFjJGxhqOUEjlyy5KnvHKQQT9tmiwMsZjcdG37TWXA5/OKh378PMe6V3B99ig6rT7Oa72QzSK1pMVZzgIuSJ7DR/71FS78bIGpVjG7Lvz+drj0C3ku/pLLzbckKPSO1MSshoakU+fAQFUlMhqFc76X4rC5e3Lr/r/k3HfdSSI2gYDZKIYXFcWL8dhjYig4Djz5P7j66gZDQ5fLcPXV8N8nYLdd4f271+S2yxUxBI46Er5/jeRG7PI+WfC7usSDNJKtddkNy3I7OsSbYdkSDvrZz2QBDI2Iv9+Hvu466cba2QX77S/GSaksyqEzZ0hvku9cBYD/2ZNw114H/7BDpQ/LOus0ViHV8dJrCTYsPDqlOdoteyv//od4pFQmM6nny7LgpG/P4JSR71HS0abbPOtuwr/L76bfa2/6fsi10TP55JGNDfqUbcs42lpRo9VwQ0ZGUJG69+Jx8fC0tIgnKhQXK5bE+OjqrG6qy2V06N1YzSgW4f77o/zhD1GeeCIy5d+ewTBVjCm+BqF9qVoY/RRXDZuM3n5gQBbqQkEWO6XQs2dL9coUue3GCgcPXk2/amehP4PPpG8Yd9tt7Md49r8/45GHTmLHnSZOLr3r1y7/uO519uq/kZP137CUzxOPbMPFvzqa9Xbp4ehPx1Dlkow9XxBDyvOqT/4zZviccmGc4eEE1+zXCVMrNiDpZ+Gfj8INN8jifvIpEuL4x31iaJx8smx49dXi5dhtVxHk8jyp+lgaeFayI3DpZfDiS2JgHHsMyrbFOMkXGjUT2ttrJZQo+NMf4amn4fX5RD/4Acqf+pSUyr7wItz7D0lDOPBAOP/8moHxpTNg0UK45kcA+OutT3nTTVGA67pYnZ1EEwlZdbLZRg+J76OtBI4/taqimCpTKfpi3HV2Tv4BYJsdNB27b85X/3oJGzgvs3vs70RUhefcjXmgtDPvjv6bK9tO59zh8/lKy7eY7cxv+HxZR/hB5Cy2OHpr1l+nUJNtnyqe12gMOUH1T6EkydDpdE2Nc9YsER3TOuhSXIZ8Xfdjz2PK8raj0FpXxd1WZLgkl1NccYXN/Pk5Zs9+mlisxH33tXH11euy224RDj/cXeWqautL5w2rD8bIWAPQuTyMBOEEFDrohzHRD1bn87XqE8eRG7bnwRNPotdbVxICW9Jj3OCjefbePj5lP8q1uRP4ZPLXk471AP8mLvnBJ9hxpzYAnnjc4i9zc+SzPtPXjXLgkTH+fneZgR/8hm+635F7eXAa73Ye4t3Fh/jznz7Cd/s+w6mfLUl+RiIpC14uh04mUXX5AZmMZmnXZvivqaZJn6N5b8/TcMPPxcPz+c+J8XLop+TNf9wHV1wpf3/q6ZqB4fuSmLl0qeQiLFokT8cvvgRbbF41MAAxiiJNfpaZTNDG3BdvRLkCG21I+rTTGBgcRJ91Jlx8SdXQ4N5/yOdsC845Wzw6P/lpdXfWs88SuetuvI/uHzzda8rlMrFEQnRWcoWgfFYScadvGOc/8Xc1kdoZy3PO1qw7IwcLB9GJBGqKipVnXRHjrE9sys6v/5zn3I0p6wjrOfO4tPVMqej1U+hZs7lxm1+Qe/p1thz8G1Fd4OXYlgzO3IKDjo2y3XYVqNCoblsoSK5JqHHRzJuRSEgvH6jlH1mW+HpjsUAevRUytYqSaoguFm00aPoHYPay5RVprWV/+VxVnVen08tk0E+VkRHFqada7LbbX9h223pZ+TeAp3jqqfW56KKt+drXKquEoeG6LuXAS6i1JhKJEIlEjMGxmmCMjHc4ulCQrqzRaKMSpudN/JQZtucONTV8X0SiKhVJiJsxA3JZdEeHxL2bHbtUwnLLKAWLvOlj+oU0I6GKWIsX8tzTbVz71SVs3fs7Pl3+JSkrx/x/rMX3bjmV3qE430t8Z9x97Kl+x/P/2Yzn7u9h4/e21eSao1GplIjFqguf1ppdPtHGPd/6GPtx66Tj63z4d5AMDIxZs2ReikUxJioVePBfsuHOO9UMjO9+L0jMfC8ceSQcd0Jth889L/kYW2wx6bEpl+GnPxMDIx6DF1+i9Je/wPbboxxHDI0LLpKkzpBvXCQlsNdcI/8+9WRKbW1Errse+447AfA+uj+g8H1fnsKTKTHMfF+ql22HHmBJxybQO/kwH8rsy8e2GpGmcQMD6FKpwbCD5k+l6bTmopu6+Napl9Hx4kMclLuW6fYilvjTuD1+JC/M/CBnXzWNWbM8yuWNePGJtSkPFXn/Wh6dHR5QCSpHpNFf6GmY/5rF3BsthhYUgAKztmhlzikttLfXGZXJZM24GByshbYCDx5dXWMN6tAAH43nol13SjkbulSS32IuJ2Ov17AZyaIt603lQU3E179u84EP/In29uYhns03f5nHHnO4887N+OhHJ9YlWdGEBoZV52VyXRff94m/ySo3w9uLMTLe6YyMjO3KattQLKI9b3xPhOs2JoNmg0ZNkYjEpcPEuIFBdDze/Kmit5dowmbYX7ansdJwieuP/x8XF0+ShMxgiBtGXmKt/kc5KPrQpPs4lB9z9V9+wNfeOywLR2hQRSJyQw+MjFKpxAf38/nWvZ+j45E+3svfx+yr7Nfd+F2vZmA88QT85a9w7DESu6+Py4dG2jU/rBkYYQ5GPb4HV3wHffppqC22kByKgUHRLCmVxUDo6gxampdFt2GX98GBB8A3LyN31dVwzNGo3XcXkagFbzQ66v/wJ3jwQfkuTzoB1lsfymXcE47HufaHNUNjn4+ghodrhmg0GniqareInfdLc++zE8/7b/kkO+2dQKmslNs6DvT2ShgoXCyzWfB8tG1J59+6p/XWVs3Xb8jwxhsf5o4bdqNvkUtLm81HPp3i+Hd5gFcd3mY7xNCDRcgXoawBVRNJAyqDOS77qiL99EMcWrqG6bbIM7/44oZ87y+n0P2RbTj+qzGUktwku6dHDLRQKbdQFGOurx+GhtHrr9doUI/r+FJMltygXVc8W54IkrG4V/Q36hu2RYIOx8vRyOjrs8jl+sc1MEK23vp57rlnYz46tuL7baVSqTQYGACWZYlBbMInqwXGyHin43rN3e8gT1DjGRmJhIgyhZ8tl8T1XnEhXe+50PIEP8qQ0YODMDTEgXMy3HLhEURUmWG/hYw1cdtwreG1gQ6uTx3WtOJjnrcun4neMOE+ANqsISq9Q/DGAujolA6yra3i+g4WAN/38X0f27b4yhUWN1xxHnf8bQFHDXyDTaxnKOoY11unkOqOMD8ymyfKW0rJZ3ubGBg/uUGe+kdGRGL8iSdhl11kAP/8J5x1FvQN1AyM7/0AHn9cciwqFanqeOjfsv0V30FfdD60ZCCXFa2PX8+V/3/xi1IV0d2NvuA8Sai0bfRZZ2J985v41/0Encuhb7kVVa6gLYXunoa1qBf+dq98byd/DtbfoOH7dY/5DM4NN4ihkc/hffjDYzxXuqNWibHrB3wqS16g8tcHSVTqSmOBvJ/g5xwPu+zC8fsNQ8WXEE/vEkDDSE7OJZeXao8w52Qki4YxYYFZs3xOOjsGhOW0zZNzVVsrujUj17JlVUMZWsMFJ1c49OmvsJn9v6qhCrCh8yLnFE7hD789gGv1FznxrOAYWsv1kUrJuDN1Y6pUYOlS9IwZNQ9FNFL1dMzsqTA/lGyvuM09HPWEKrthfxfHEf2NkRExWEO8Ny9814w777TZfPOnJt1OGuUuYdGibqZPX75jWBbk9zn2HqW1NkbGaoKpLnmnY4/zFU+gCAoEC3K8Vr6nda2SYZInK+0FeguZDJutO8yzM/Zit+jfuTl/0KTD/Ze3M9OtBeOWlFoTNh4fta12JaG1I1AqHRiQG3ngZvXqZJyVgqO/aHPObbOZd+6PeWirE4irEie0/YQjh78pN/7ttpWKg8uvqBkYxx0D9/yuluR53DHyZ7ddxcCY1gUHHywVHY8/LmWqhxwsXo6nnhbpb8+Xp2/HEW9FPC6KnPPfgK23lqfzSkUMt9bWqvdJdXXResklosr5y1+LgWFbVM4/D/f889HhIun58GItVBVxHEkCTiRwP/c5/LVnY93/IE59W3Gl5Em9XmejWGSPPV0+dtWO/GC7mzg7eR0XRr7DObFr+eaGv+TdX9ie4z82TxbNaV1iLEWcWm5DqSzXz+AgdYOp9sMJ8X2490+KH15a4keXlXjk39aEjgGllJTE1j3xPvSAxdbP3SQGxjh82L+d/t//h6VLR/1GCgVQCteTP1WcwLMQ0tYmv4lQu0Rrub5aMxPnO7muGPDhNpYl+S+2PVbufLzf75ukr0+TyUytfXw6nWVwcOUuERPNozEwVg+MJ+OdTkuLLK71ngbPg1hswqRNpRR6ow2lb0OxJIuDCmTH65/wUNWnX10qSZggl6uqOVIsctaZQ5x33pdxX36Nvdw/j6kMCMn7Cf7PO4PzI2dMeEpFHSOuJq90KCfaIFm3ndbiAp81q3aOo1avSATe/75B1FYfgOvnYf/+D7IIfOXLENtZFpp/Pyw3/6OPlN4gTzxZTfKsPkkf8xnZ4T/ug3POlRDBu3cUuW9lwWeOgutvqBkaD/1bKj+O/DRcdz28+jrstSe8d2eZz1hM5nRgEJ1OolJpOY5liVx4gLfvvjBzJgCViy7Eufp7WC++BHfdLRt8aC8s2yaiwC2WoK0N9/jjiIyMYI3Km8C2ZRENQwRBt90N1y/wlQs1997Ryr1/bMdxS/iex+LKNNw2Fye8rALvgrRYT4gXQynZT6jFAvJ+UA1y240VHrxpAbst/SUf8f6Nj8UDt3yIX03bnwNP62GXPae26N15TT/n6F9PWuTxyZGr+NX/bc/nz42hLIt8OcrNP43w1D890nkJr2STPWy2cysHHxslFakzTB0HPX26eGjC5mnd3eOXyYaMluW3LMmBKRWh/q1yRTRRliPt7YpsNk5r6+TlVLlcitbWlefFAIhGo5RKpQZvRujdMEbG6oExMt7hqGTQz2N4OLi5qbFdWcf7bCSCXn99eZotl2UfTpBE6fvyxNrRIYv14KC0Kw/d4H39cuNtb6c1UeTSb2e5ae56nHrzNZzoXMWesT83VHP8192an6S/ykazFR3PDYw7pr3jv+euwr4cnJw4SfNxdxs22zUDHa4s8CDu+1SqenNyHIdyuTzG7apzOSJPPSUGRCxGtuBw0/nDLJg1wN4vPk0yHhPD60fXyZNnWEWiFLpUFA9AJCKvLVggVSRtrdJSPVTj3GQTUfr83e/E0NhxB3j4Eemg2j8AH9oLdn8/VEoi/b39drLYRyOQy6MTSVCKodNOB9dFK/le7Tvvgo52/F12gVQK94zTcb7/A6wn/yeGxhabw4wZWJ5PNEja1V2dtc6o9QTGaEjejfL7u6PccU8LCx+az/4jP+U8dQ+O8vC0xb3f+zBnpI/imBNKbLmbW1P9zGREIG3cFV8aj91wZYnEr2/gm971smlwd1rbv45PLLqOK8+7iGL+g+z50clLU+2li6dkiK7nzKP36QFgOgsXwpkn+hzbew5HOE/UNhqC/921JWc9eCFnXtPGjLpqb2Xb0N5ONqv4xS+S4Loc+olh0h2R8fVBHGfsXLRmYAgxNMplMfDaWpd70ud++3lcdNHmzJr1zwm30xpyuW5mzFi5RobjOPi+j1sn4W5ZFrFlbg5jWFkYI2MNQKVSkEpJGGMZ6++VUrK4JRLoTEbcxYsWiQu+JQ2lsjxNZ3M1UahY0OSrUJTPxuPEp8f5zEkVjvhSG3ff/XXOufVLRPtfhYpLMdbKFlt5fOMjvdzzt05efnoDtrf+03Q874k+xNzBb7Nn/C+0Wc07YVa0ww2pL3PxvgMQ66otlKMWTYB4PE6pVKomkgHEHv8v9qXflLFf8g2G75vHhVeeAq/Bbu1xkpecLgbBLbfJ4vyJOWJQDQ+HkyZGWCoJn/usqHzOmtFYObB0Kdx9twhsDQ5KcqhtiYGxyy7ixcjlRInzzrtE+OvTh4tHSilxy99yi2iZODb6gvOpWBbRb1+B/dOfAeDvsgu+ZcOpJ0sJ7euvi3HpOOLSD5M64wleftpj3fX9mlJ26OGpS3TMD2t+/Evpq3J/90Gs47xefc9WPh9Uv2P33B8593v/R/xda7FRW1H0JcKn0GRCKjIikZoXw/MgleLVVx2W3PwXzvCub/qdKgVfKH2Nr165Lu/dc2OSyYnDZkovw+JYKuGVXb4853kuXHo4rc7YOt0tnCe5cOBIzjvtV1xxe3JMpHGoz+XCC8XrsN9755MuVdCZlqYlqMqy0C1pEVwLjXKtZa4DFdc33btnErq7fWKxToaGEhN6M558cn323NMGVm51CYg3I1L32zEejNULY2SsQUymaTEpnic3xra22iJRLMDSJfK0GuL74ERgSa88mc2YIa+n0kQySQ78FJxw2rtYvLgV3dsr+xoegQGHj+xT4Nt/O4LtK82NDKXgq5lLOXfoAj6X/j4bR15oeH+hN50r0pdxwumQjNXdIMNFM51u2N6yLBKJBH7gwlZKwUC/hHou/jqsvz48k20cRCqNOvBAyQ75y9+CSpJSY4KtbYvWhK3gsyfWdV8N6OqCgw6C39wsXo7BwGB610bwoT3F+/LQw/D730ui6If2FEPOKcrY5t4Mf/4z9uab4R19FHZPD26pRPmLp1cNDV9rrF13xY7F0KedCoVC80XPtvm/a1o55pgsm24YxOsdB9rbqjd0ncs29IGJqAo35j7NsJ8Zs79u/sf5n1uXnfeaUc1v2HALm733TooImWWJQRaLy/fRmuFX549wTOGKhgTNMeNU8InB7/Dbn1/NocdPfC2XUp3opZOL1A76rcQ6U9z72wJ7zv8/Wq3xhUBarWH2XnQNf/vD2ey5T+117fuSWMxseSESgSgwPCzl0k3CJyqTQTtBHxTPk890dLwtUuXnnONz2ml78cEP/pn29rH5Gc8/vza53NYcfPD4DeneStLlm/msMSxWX4yRYZg6w8Pi9q7/wYdx+7DGv1yG/n55vbNT3iuVRCWxmYsznZYFNtMCmRbSrktme5snH9iaLa3/Nh1Gt72E2V1Zfv2e68k9t5CZw09jK4+FsQ3o3LKHM05Q9LQXoRhUw4RdQDs7x31CrC+T04ceCu95jxgCDzwI37sB+HRt40svRX/1q2Jo7LmnLMjZ7Jh9EnGkRNXXYmyEhIqOH90fXSzBnXfW3ps/X0Isr79eMzCOOUq64gJ4Ltxyq4xrw/Vp+dIXGQxc77FYDG/GdCpfOoPIty4ncuPPUZEI7L57rftpE3p7FZt5j/DQA5ux6U4SCxgzT8UiI3WqlgDPVjbh2PSPyaixC/PhlZvgHvn74/72vNF5hiyonV1yDbmuRAzSEr7KvriILruv6fjq2db+D7f9rR+On7gF+ns+Po0Hrtid96mxJcn13Bz5DAcdE+Vn385yPndOuC3AntzNeT85jg9+ZJpc29msGN6FJp6VSER+M03UdEFCmeN1g12RtLVprroKLrvsQ/T1jbD++s8Ti5UYHGxj/vwN2HHHGF/4QnMhLtd1qVQq1eoOx3GIRqOTGgFnnRWlUChVvYVa+1iWQqmxv8f11nM4+eSV70ExLB+MkfEOR2stlR6hsFY6/eZdsWFy22jSLXKzDeWvQ9dmWXIyKJXglVfQPT3Q0lJ9WtOViowtn5Mn3hZRtTz5Kz7nffmbLHn223zA+lPDzS7vJ7g2diYbHP9+Djoqgu+vw+CCHryBIdo6wIl6tRbc66wDyuLQD2k2jr4A9E94eiPlGO/68GxOOCOK3mAD6Yp6yaWQriv9/NiBcMd1NUOjrU2e8sdNN7CgvUU8NZ4LKIhFoCUjqqphAzWQKpjhYalcKZXl38d8RhYi35eW8fkCPP8CrL8enHCC7K+vD93aiorFsG0He+ZM9NlniQLoI4+id9ut5pEol2XftgXxOMqyuP8PZT5UvoXbX50Oalbzp39PM+/1mpF45fAX8LC4Kfcpzmm9eMJ5/VPn0Vx4lAdWunb92LYYf/390N2N7U5NslwpsMuTJy1+5CD40g2ns1X/f2ixmhiASDn0KxvuxbEblnAKIzhq8h42jvKI5AfhlWytr4/rQrHJoqgm18tYWbS2ar7xDZdsNsmDD+7IyIjmPe+Bd7+7gmU1X+A9z6smYYbXk+/7lEqlSYWxUimPjTb6B9OmTVzC/r//rcc662z95k7KsEqyShkZCxda+H7zH2Vnp18Np5dKIiozETNn1mKy2axieHh8Szsaha6u2vb9/Ypicez2lQosWWKRSmlaW2vjXLzYwpvg/tTerkkkZHvXhd7eicfe3e1Xy+wLBVVtL94M24aentrYh4YUuVywoPg+LA2eDh0HvAoJp5f2jTqqLtylSy0m6lSeyWjSaV092IKFTRqlVQA7Ba+W6MQjllJQcSnpKH0vFIJjI4JJbj90dFDKllj6XD8zZyspl02nyS4tMRxtQ6XTfO5b8PubL+Dku0+lY+glUmQZjE4nutFsDjmljS230bXvyUqi22L0DmdlMY61QCJBekRupttuXeRTf/kqEVXBm6Bq+6b4yXzooPUBD/e+f9F70Q2Q2YjFX7wMjpdt+rfaQ/5y229pv+Qy7DO/DC1piv0FsqVRPyffk3JUL4Ztx2ifJheJUoqRJQWKV/4I5o3ArgdIvsIf/gS0ARC1KmQ+uj/Mng2ex+ASF9dzwEvCx44Xga5sjIodYWg4QbKUIzW7ZgQs1d1w0nmSM7LUBgLZatflD3+KM7CgRMQuoCIR+uZX2IUiswaf4LKvdhOLyCLjWlE+eniU9nZNl60aJBsOTf2CHruXbw+fznOVjWgJ9E9eqGzIa+461YX9NX9tipusy00/zYHTuBDZtsUeu43Q4vhUYjUvy2Kve9zvydUOZRWrCsmFv6eqwaosyYUpl/nMVxKc/vVf85nBb7CT8wBKQcGPs9Tv5D69B/fNOoIvfVGzYH6FrE6zwJuOjU+PXZM1HfIz5HSjtyFbibPgpTx0pkm0OLQnY1BnoCxeElwHngeJBKpSO5eG3xOwYMHE94K34763115yA+jvVyxaNP7+HadMS0vt/d5eG88jUN9s7Ikkzk1Vve8dcUSes8/eib32emDc/be05HnhhS348pfdt3Tfa0Y8runoqM37Mt33WHnfU6UCQ0PWlNankLd7fRoasqoR8aaEbq+V/CejtdYtLaGW79g/t9/eq9944w39xhtv6Ntv7x13u/BPuO0bb7yhzz13cMJtt9uu1LD9vvvmJ9z+uONGGrafPt2dcPtrrumrbvvwwwsnHfvDDy+sbn/NNX0Tbju9p9IwluOOG5lw+333HNDz//NodfvttitNuP255w5Wt53/8suTjv32q/6t5//1r3r+Qw/p26/696Tbz3/88eqfc784f8Jtt932zX1PTzyxUJ+w0e16urVgwu332GKenv/KK3r+L27S/57xnknHfmP74fqerT+j7/nl8/rM0ybed2enq3/3u179u9/16ntumacPnP6XCbffJXafvmedg/Q9l/9V33PTc3qTDSc+12M/tVDfc+eC6jEmG/v2s17R3+v8vL6n6yP6261fmHT7e257TX/rnMm/f9B6pjVf39W1b/XP+6L3Tfw9HTOkz//CPP2n7j31/JlrTfo9nXzEa3r+c89N+fd0/mef14dv+5A+5l336D1mPDrhttOtBXr+zLWqf45L/XDC7ffdc0DPf/xx/e9f3z+luan/Pb3xxhuTbr8q3feOPnpAv/TSS9U/06dXJty+/r73j39Mfu0cffTf9Q9+sHhq973p7rLd9/bN61deeUW/+OKL+oUXXtDbblt4x35Pb/f61NKiQzLN1vdVypMxEY7zEpHIYPD3NmDimGwkUitBs+11gdZxt1Uq37C9ZW0DNO/HIe8vJRKp6Ssr9X4mylhznFeJRBYH44oB0ycZ+zNEIqXgsz3A+M2WFCUc79+owF1pWZsA6XG3t+xhIvH/gVqAcmyU2gnJUmuObS8kEpkXDAxgvQnHbkdfIRJfAhUP28sAO064fSTxdO2zkY2BWeNuu/TVfq4/7bbqv+f998PAhuNuH35P06fDhodo/G9bMIFX/sMHLyCSfR6sp4hsH4G7Jhw66c9uR+aZP0P6cZKdGwPjm/OWVSGT+S9aa7j1RmKRfSfct9OlyWy8GP72dTj6aGynk4muyXhyEZnWxXXJvXtOuP8jP/8S81/Zg+wr7bT1L4LmebZVWrufY4MtFZN9/wAkNTts93DV4dXxeD8sHn9zy+nniJOf40evzGGL/NdQfXrC72nLbeYRifaiIikcXzHZ7+mATzzFzFMlxHLH3Wn+evr426qIJrJl7RHXetaDCRS4LXuYSOJpIj1T66PR8HsCYOaE269K9z3bXko0Wq8WOoOJnOH1971YbPJrR2ufj33sUSxrCvc9VRk19onve9CPbT+O46jg8x3A+N/Z6vw9rUrrE4AaLUa0ksgAQ08++Q98v7lfp7OzTCwmYy2VFH19EwvezJxZu0tlszbDw+P/GCIRzbRptRtLf3+EYnGsy6itrY3BwUFSKY/W1lrccvHi2ITuqLa2CsmkuLtcV9HbO/HYu7vLOI6caz5vMTgYQWukvNFpHJdtaXo686gu6c0xNOSQy8kFpZf2Q6Tx4orHPDrSOejoRDk2S5ZEqVTGd71lMi7pdO3kFiyIyVhGhiXnIqyo8HwYGqKzNU8s+O2WlmTpG0oGSZ2ZmnphuUJLa4aRQoGZ02vx9WzWYXjQok938tdv/o9Dyj9uGEtEVZgWW1r99zOFjfnrdmfz8aOaz2f99zQ4qLjulHl8svCDMdvldJLvuWew4bpZoo6cq6V8BoptAPSNpLj/hZ1RCs466+nqPjs6ytheERWLUSxaDA9Hxuw7xLI0XV1BJ8l58xh5ehGF7SVXQj/xJPzhjyJX/rED4ZlniP37H7ROA7bZBnbamYEBmwrxOoVJBWhSjkNuaIh0okhyrVaIJ1BK0dtbC53oSkUalVkWrlIoy6K1tUQ04nPz9XDQ4A8YLMu5Pmzvylqf3JmZMxsv6O7uEgMDEU49ZWsqfSMcut6NvC/1AGs5b7DI6+Gh8ns4IHEHAI9UtmdWbAHbRx8FoL/cTtGva4Wu4cctZ3PMqQqrLUO63aK11eXp/2ruvfoF9h76OTEafdmDfitz4ydw4GGKd23uk5zVhnJsKkuH6F3SJKG4VJLrsyVNd1ex9nsa9hlU01HO2N/3H2626P7nL9gndnv1taFKhpwnWhWP6R15feO9+eihStRcuzqIx3062sss6Ytx5Em7UvFsrrzqGTo7m/vim/2eJuLN3veeesrhpz+1iMfHv79blk8qVaa/P87nPueRTNpN73shsViZVKpQDYvIfS9MOm4cV1tbG7Cket8rFn0WLFDcdluCzs4naGtrzKuZN6+HrbZaiz32kN9WeN8bDwmX1O7x9fe90biuj+MU6eys3bOXLo1SLissyybSpO3C6O/p1VdtfN8bk+CqtSYajdHVtWLWp7a2NnK5gSmtTyFv9/o0PBxnyy13A7GUxmSBr1JGxtKlf0LryZOvVhYdHR3090+cPLii0K4H/X2NWgshlQpMmzb2BzA4WOsiWY/nV42SNz2epX2NksfZvAhHeZ7kWLiu6D/4Gjo7qlLeobJje0cHA71LGvcRvKfa2vjxpQU+/uRXabcGxx3DZSNn4NoxImpsolrJj7HAWZerb7Kr8cOffqfEh/99TkPMHeCX+U+yW+wfzLIXND3O91MXcOx31uP1199iCXAT9CP/gdvvkDk65GCRKreUVI888CB0tsMhh0gX0FhM8mxGhmVeCwWSsTj5fNDwLRS8yoistWw7EnSKLeGXS7iuh2oR7Yp8weaf173BHu4d/C4yhy0qj9Cj5/PgVp/nI3PGX/wWvVLiyV8+jzswwskt3wfgmuzxHJ76BWmVw9MW38qewVfSlzVNIv2X3hXvk5/ifXvHUU7jnM6fr/jdDVl49VVml57Fw2aeszGptVr56P552tMVmN5T7eqqw46po/H8QLrbEkNY66omx3gCV+3tHVz/nUX0PvgKHxyeywb2iwC85G7AX+Ifo3vzTg74eBmVaYFEXBRMQ0lwz5fjtLVNWmnRjKoUf9hiPpGoeiffDOUyXHqpxwc+MH4OBMi03Hvvbnzta3pKbd1d18N1K8FnNZZlNa0uaXavrFQqDAz4/OhHPrvt9siYMZxzjm6aV/5WqVQqeJ4/7vlNRdirWCw2/V593ycSieI4y//eACt3zZkqStl0de0F4xgZq0245J2ODkzN0N2tC8WaPLdlyU1tvBKG8QS2WlqkoyeyeOMF8s3tbVMbU3hjRo1ZDMbc2D23JiEdCnhFY2JoFIsQiYL2A2nyFlSmVQSpyiJVHRoYod7GAcckuePMoziy9J2mY1voTWeW/QaHJX/Z9P1f5+eQfNdaDT/+A46K85unj+bYwjerr2V1imE/UzUwtIYRakmIr3uzadtmNuVyY5PVkHh84hYwE9FgYBx2mBgJtiU9P7baUubrwYfg5lvgoI+ju6ehojF0plW2yWlUIi7erbAU0PNlhYnFan0wbFsSS8su4Mrr6TT/e0zRUlzMrd0n86HDEjz18Dq8/J9nGHwtR60x2Vh2/ZDNxttsxg8uyPNK/zqs57zK/om7uLOwP59K/gpb+eTTPfyHndiBfzWes4YHOz7GafukaFK9yFpraY47J0Vu4Sx635iBlc/ywfY8MYKOpU5SurvWfwEjWai/PrWWHjCdnXItFovy/3hi7HVch1LwsSOj5A/ZhL/deSZ//u8QeC5rrQOH75ojmSxA1zRUcI3qRELm0tcQi04uJz4O2vNE+l+pavXNX24t8cpLlckbrQEtnRE+eXzjdtEobLVVjDfe6GTWrPFLg196aS322MNCTaGyBsBxbGzbItS6WBaDKhKJMG2aZsYMh4GBZFWj4+WXZ7L77haWNbUxhA/GUz22bKcZff/UenIdlant2zARxshYiWjXg6FBucFoDdEoOpUWFcBQ3Cl80s8XZCH2/Manf8+veQlGoWwb3dEuN8JKRbaLRUFrtOtNeMMVIycrN1A02gpkjsObXsRp9JI4jghvoWqrrm2J0FQkKq9FnKpWhrIUqqODR//l85efD9ISd4MM/ZqXobfQw/dzJ1VLC5f4XZyUvoZOq587C/vzydSvmo49rxM8yTacekoc6hqqtbVpopttwOJ/d1e9Gb8sHsZ+8Zo+Qq/fzaXDX+XdMemOmlUZUg8/zF2PQF+5MW76UnFt9jy8jY03XXZvoF7aJ/oYnR1w9FGyuGgthoUbdMfdZhvZ+MGH4O//gP32hWhMvBQAmRbsRLJWshvOeSUwMsqV2rWiFD+/cwb77DVIJlDWePrFNGtv/z4O2hficYsP7Kt4bYst+dmPIyxZ4jJtmpyX1rqm7RF8393dmi99K8H1px7B54oXMctewKDXSlanmK/XZof3R7jviYPZfuBfDTfyh9RuvPuj7ZM+sSaTsG5rH3Q5iMETGD3lcnCdBYZgaEy5nhga+bwYHfGY/K5cV4xdrUWdtiU9qTGQTGr22b8MH9RgR4NzF88JxSI6lULZtpSCLw/Z71yuwcAA8LDZ8dnr2FI9NuFHh3Qrt2xxCc1u5fvs43LppRsza1Zzb4bW8Prr63PUUcvmPV5W42L0Zw8+2Od739ucXXd9GK3htdc25IgjJh+D53lUKi6gJ/SijMa2bSqVSpNQh3ghpjru8YwSezk3sXunYYyMlYR2PVEJHBmWBUVJ2SeFPPQV5CmsHicoQ3RsGmqvEglUevyEp/oboR7J1jpgao22HTEcbFtEofK5WvOmUknu9KEdojUMDqE7pVcJ6ZZAdMuSm2M8LloZLenaLzH0dmRaxBiqlKWJWt1NfuMtbf7lDnDC4gvHDt6iupZ42uK72ZPpUP0s9KZT0REyqnnN/Z2F/enYtIvu7rGLf703I6tTLO3egjeG/8ctIwdVO78mVJ4DEreTVOIJ6M+28+WnL2PET/OlTb5Fa2QYH0Vfxxd41yZvLtyoujrRB30c1lkH1dqKzgblt6NLuLfeWkIom27S+J6yQTdRZNQalFP7e0C5oiguHubJ/8XZ/f1teKkUn/iMTyplN+gerL0OfOlrlcDm0WLclkqgYGgkxrd+sAMtrRbf+tZTdHRU6NluOq/+cx3WsV6lOznArRzGYHotTvy4xQOzOvjPTe9hBx6qDufBjgM5bY8p3JQjEQl3jI6XW42GsVIK2tvl+h0clLF2dFS7u1IqiYHdGhiIg4Po9nYRKZuIYrFmLNdbRJYlv79EY+Jdf3+EL31pc4Dq3EyZemMwYI+9Knz/Hwezde7RCT96Z/wIDjgmBU26E0/mzXjppbXYZBOb66+f2jUsBoJHJvPWQuyZjGb69BQDA0n6+9um5MXQWlMulwPRPFVd9EulMvH4xOEOpRSRSJRKpdxgaDiO07SNfDPCRm1iaKjgp6VNo7YpYEywlUU2WxNnqnoDglbP2pe+H6PRWkIgnZ1yI+3qaioT3Qydy8kToOPIn0gE0DA0hC4UYHiIavv3fF7+lOqMmdDlWJKEJeXYwc08EsiI29J3ISFtyakE4ZP2dskL6O+TGPbwCPT14Qct5FMpTcd2s3ndmz3h+P9e2o33x/+OUnBH7AgWOWs13S70Ynz6lObenao3w+vmztinOeKsdu5v+xgplecTyV9zQvqHnJS+hrsKteqPoh/nzsUf5d4le1Dy5Ib2X7UjW++ReUvuVrXVVqhw8YvHg66ljTv0XZfK5ptRcZyGBp3EYzTN5vI8eQ9quQjAs8867OL/iSXziliOTTQep7U1guM4Y26S0Wjgpc8XwC0HYRybUiXCvf+YyZ13Tq8mnu17ZJq7UkfiaYvXOt/N0Fpbsv5OXditSd69e4V/tB1UtXX+pXZl+31bpxZ3t21Rg3UDcbVCsSa9HjS1a5jLeEzOt71d/u/5cq06jnw+nKtIpHnc6y1SLFrceef0hrmZMk2uIceBTXdJ84TeZtyPDfkZyhts2tSYDtlnH5fnn994zOuhF+M97/FZsqSfddb556R/XnnFm7RnzFQ5+GCf//1vc157bUN23XVyL4Z4IhrnVbTOfFx3CiJqjk08HsdxIjhOhFgs1tAPZTKUUsRiMWzbrno0IpHIMu1jTcV4MlYW4Y1vtKtNWeC7gQEyisCl+qYs50KxMXnADeS2fS1GwehW8JGIeDbqs8aVkpt++E/HbuxZAhB2fSWw+MNktlE/Rj0wwM0/g8VP9aNR3FT+NF9JNFeO9LTFfytbc1rsKhZ600lv1MkWyQhPP7Ipm0Weadh2Ii9GyAFHxbnhiZNIrNvDWmv57PDRLko/fYPbCwdwZOpGZjvzuavYSV4nqt6MenwUz7TuwqHbLL8nGOU46HhcnqAtC1yXiu+jI0E3T8/FjcXwymVxEds2OplCe3ULqEYSG22bhQst8v0xEeBC8eS/4BPWs7yW3Zin521NPF27FtZayxvdN06SRkulxlyHJiST0PPu2fz8L8ey+yc72GRLiFll3JFh7EiUrfdu5z+/eg/b64d4oP1APruri9ZTePqLRqW3SSolKrKuJ6E3z6smFevRSZZh8mSpHBgmBfGioWo5P9AYXhqPeFyMkdE5Eb4/psneWyaZDPrSNM71Hnu6fP9fn2KroccbXn/ZXY/fFz/MImtturM+114wvopmRTust0FmjDcjzMVYZx2PaFRCQbHY+PPy2mvd7LyzheMsn8T8TEYzc2aaDTbQU8rF8P3mialKWZTLJVzXwrIsHMdpaBHQuK16UwmakuwqYRrxikzdA2IwRsbKw1Ky8JbKjTcXpSSGPPoH5fnV8sQ3Rfjk57pBxYHkWlCpSM5EMiljikbBiUK5GBghfs1d7Pm1rpET0DDGQqF5ZqSv2XhLi/S99/Nh/7f8Wh/C6+5azHbmj9n0z8U92T7yCErBLypHEsvFcUqaXxYP46LIOdXtxsvFGE1bm2bt96/DTntGAJ9d9rT4zl0fIvP6Uwz6rbRZQ+wXv5u7CvsyJ3nzmM/XezGq+Qo0b0DneR6e51affmx7/BuUSibRsRgDpRQjSwv0dOexbBvPdfEdB+25qHIt8Q0F5UQC33WxLAVOrb34y4/nuP9vFntEHsLG5b0M4lgeu7q/54XfzKOsYZ6/Lq8lt+CYE0pEO2ON49d6wjmsdyTsd1iM783fhW13LMPgAL6vcV0Xmzzv3SHCD35/EOWhGDvs14pSLr7vT3iT1jrwmPk+LA3yKpLJIFdFEodxPdmmPh8pl5OBhb8n3xOZ9lSqMcwyFVdKIiH7d10xNHxf/p7JLPcOqSqRkDLj0MAMchSdrjY23VPxxM3bslVdbka33YtCc2HyLHht4n1f1XIxHzsjwRVX1HIztIb582u5GAcfDLfcsjE77PDUuPt56aV3cdZZy7fy76ijpt6fJFRob7QpPfL5PCALv1JSkhqLRZebh0EqU8LSVQmTVAIvrDE0poYJl6wskkm58SlqeRD1OQxtbRJyqLiBpyEiEtFvFifoFTEwIDfPYlGOWypD72IJl2RzosVhq9r6Ev7fk5DIMmfQj7NOaa3ZYp1+nm3fDVfb7Je4m7uKYwWqPG3xt9L7eaHyLhZ605nmLeQzb5zJEa+exbbOwzxbeVd12zsL+9OxycRejJCPH2FXpX0tC3bYr4N1kuLNAJjtzKfPF29GPaEXY/NtlOSXDA7Jk/bQEHpkRDwA4di98AlIVW9SruviTVC0rmybRx5Q/OuBCFZnJ24iiSd3NlShiDs4SGFgAKUCY873cXM5/JEsjIygSyW05/HenYocerTL06mdmKVeYz3rZQBS5NlKPcbSyCyS/8/eWcfLVZ3r/7tt/MyZ4yfu7oFA8GABAoRgwZ2WFkpLqd3euvfWuVVaeqlAS9NSIBBcgnsg7m4nx2V8y/r9sfYeOWfm5EBpC/3l+XxCyMyema1rvet5n/d5p4/lYx9PEPab8rMF+467v2X3s+CtYFDwma8KnK5OMo4gi2wQnkXgmBlmnBjmQf/lzD3BKSkaLEx9CCGktqInLlk0n09qFlIpef8bPnkPd3VB0wGEy0qITEYyDN4x6JrsBGw78r73GEPTGlBTMkVRZJlsNCpvEJ8fampRemkx3iso0ShU18iAKCpTooquc/JZGs/ELi7aNqIkOKCPYK/dv0HUejGFsSc0EonktRkgWYwTT1Rz13D4cAchasn0tsV3sWtXPYcfrg+k0OWfBsNL77oQQpaVgvTo0DQNVVWxbQvLsvqk094NhBAFAYaE/F/Ffa4PYSA4FGT8m6AEAnKwC0fkE5NyzYNildIoq7JS9qfwtBeu98G7RiQiB++uLhlYOLYMKJJJuTJMu9S4ruXV7qm0LDNtbZXbu94EA4FwHPmg+4z8wJ97U+C4JXsnXxDgKfUswkqSarWd3Vax1mJ5Zh71WhOo8KfkpZwbuo+wkiSsJDkr8DD3pc4FJIvxtj2TKz4RyP++ZRVPnP3g2FNUVtfMxxI6nY7USXhsRmHvitfE0cw4KSo9QRIJOXl5OhfPl8KFZVl9rpmiHHyA6tzZg9LZgWkKnERCMgyaBqqKUBQUy8JOpcG2EN3d0qYh9+FO15/EYcgQm4tu8LE0dG3R97/AyTScOoX5CyzUbEbuc1sb7N+PSKdleaKqyklbDOz8CdN08+agqgq6JgV6tuNwxMS9fPTjrug4J94Dkc7IKpuWVkRrKyKekMGvZeXZCN2Qk65h5INjTcsHDe3tMtDImnJ/KyokS2fZ7vMVcjsFuwF7OFTSf0JYNk5XN6K7W7IK3vXy+1EqK1EqIn2qsYQQiFQK0dmFSPRtmf5OoegaSjAof9O9b3QdJp1SxyoxK7ddlxOlfnoND1Vc3e/3PR69jPnnyn32tBkei3HMMcWB7gUXwOrVfbUbIFmM+fP/vf5FMhVi5KyqTTOL44g+1SWqqh40kB8onDJjR47BPIQB4VCQ8W+EEglDfZ1sgjV2NIwfh1JbmxvMFFWVA897Qc/quqtW8uW1GIYuB2JFdfUWlhyc4wlZBjlkMDTUu62qXb+BfiCyWUR7O2LvXhmYtLTmtSeFD2xPPGcwMXVKlg01J5RkM2yh8mT6FK4L38k5waVM0tcXVZRo2HTZlawzJ/Jg6mxqJ9dSV+cgurvlpNneITuUdncfdFDw2AzNgDvMj/Joaj5rzcmsNSezJHFhbru3rNl0tTu89ITFSy/72bVLw3GcnOEPloWw7YP+Xrn329oUqnt2MD75JlvW08uPRCAA3WfgZNKQTOU72qYzMjVgZqUOo6sLMhl0TVDpdp/d7owmjZ9R9kZ6OoUUHycT8npblvx3W5tkZWwbJRyS94vtyGvYT8DheMfsTY6ahmbL73QUm/p62drdl0ojEgm5vz3dMlgwdBkIpNPynilcMgcC+XunpyfPyNmO9P7Q3SoS73Wfz723VPmdwZAMjquroa62pBGXiCegvU0GF5YF7R3yHurv+jmOPFeJhDwvmYF1kX036M1mPBC8mgtvCBKdMbIsm+GxGB7x6FWaPPvs9CIWw0M5NuO9ZjG8IGGg2xVu64k3fT4fhuHD7/f10V/Iyo/3JgA4VDXy3uCQJuPfDEVVi0WX/yxYlswzW1ZehOkNpNks1NVJwy9PzR+JFHPihi6rQ0rQxcKyobODjRs07v61QoWZwjYT/T6k+yyNoUNsQtUBTj5f8NSvz+I08UCOzRim72F5Zh7JYBVhJYmu9LAg+EjRdzyfOY5zQ/fxp+SlZJUAn7klAPEeuao1LVlNI5D77QjJEvWDY09Refrxk4iFk7zwVojjfC9wbfh3tKRr+V8+CcBi7W5iT3XRJAbxUuAMRoxOYdm2zHoJB9uy0LNZ1AG6NW7aqLB8aZaaoOxaGk/qnJl9gQq1hz89ehwbgyqK6tCVCTFxNkyf1oOCknOw3JtoolKEIZ3KXxsvHZ1MsqU5xIjkapYalxCZOpyXtpkc1/039mxIwXTpBNrHddW2c4ZdSigkTaeEQDHLpwqEpqH0Gtv1bBbdMLBVDZ9RIMhLpuS91Xvm8jw+CnVAmgqBIDQ1yWCix2WPggH5eW/fKyrk+/GCKirhyJJwn88t4up7PwrLloGWYcj3FSXnUyMCWRSfTwYUyWQ+kAgG5T1W6G3xT/RKyLEZf5vFCLE1V1Gy8MoAd628mhuSfQXTj0cv48Zzi5mXBQssNm5s4JhjSi8WSmkz3isthucUWmjiVc7jwjTNIhZQ07SiKihP4GlZFo5jFwUajuOgqtp7opfwymV7a0GEEOj/ztzRBwyHztT/T9A0OeCaLh2t63mBXTBYPFCWqj3vRR8K24aeHnauTbHkbh9RtQuR9PHpwDdyVg2l4AiF28yPc2H7X1k++r8YPyHLU9UncHLrQ5wVXMYfElfw4fBveMqezyW3hHn6/85kvr206DtsofKWOZNbIrfxgO8yRkyLUVfnQIvr6+BVRijIVE9TEyLSl/IuhKrCV39g09IS4KHPt9PZEeO17BxO9j3FDSN+RacTY4ixlzX+I2gddjjXnZlE1Z0i5YKiKFhC4KOc02CxU+K48YID01W6XmvitOxf0bFz/OLVmdtwMgrL1dMIjJnC7FkWCB3HttF9Pkw7w/fX/Iwvj/gowd6mQuEIpFOsfMWiJ3AsC85XaBypYBtRnrjnIjatjJBMZwg5yN+z3fSCW9lSKJT0Jt9g0Oaii3YSiwnC4eKJR9N1zFCw2F/CkiW5WiRSvOIUDtiu0VUhvEaPrW1SmxAIyGuXTsu/VRVwQNXlPdzaIoMLVZWeLaGQqylSJZtjmvK+dj1IxJDBfSe1eDwvcC6ErkEyhTAM+Z1QYIyXlN9fnU8fhkMWN1y9ARyHkP+9ZzVOPkvjZ09eTFV6b84XIxIRks14YXCRJX5vFsODzwef+1x5NrKQzfD7rQIW4x8LMrwAo/C+93wvelt6ewFG4f3ipT4KxZyaprrOow62baNpklF0HEEgYLxnLITf7yOTyeI4Tp+g5xAGhkNn6j8EIp2WqzhvFRgKohQK3HQdUOSgnEpJXYbPdYWsieUHUMeRTEeplUDvtE1HJygwtDaFzzK5IfUVnleP4bXsHI70v152X1/OHsXR/pd5KHQVi8+TuoljzzF46v/O4jQkm3FX8nJqx0WZO6mZ22pP5qSmZTnnT5AsxvH+59nAFI49J8qZFyoy6HGc/Eq2cL9VFbo6ZZmopkFB3rvoPApBLGZijh7HorV38uvMR2lRVvP1iV9hszmWTlFJ08hjOe9yyLbGUdxHyHYUNMWRGgJ3wDMMA9M0i+hbWQJnFPwbjjtNY++USdzzp0+wsOcOoq79fxaDv/mvZeoJfsaMT6GpOjhyoFZCIVbuX4vpmKxNbuGIyqneAcjj06XPxIRZfiYdrmP4ZemzDpx+cYCxo9rIZAQhxZaCDr/fXf3nl23CtiUTkJTW2ZFQiJtvTDNucBfYNqLHgFBIul8qCnpFBaZhoKbdyiSfgQiF8PWuSFKUvit/25Hut5br85GI551qNVUaknkTUjwOiooTCrNlo46oqYVOr1JrMCKd4e57hhEhXvQTwVB7vmGYkLoN03QYM0nj9JM7sI2CCc8LEFMp+Xfh86Bp0ijMNHOsYGXU5Ouff0sGP5VVvNdDq8dmbFtbVSRsLsVmlGIxBopCNuO9YzFKa5McV7flpTgsyyKRSKKq8h7XtLxRnG3bRWyGoigEAgGy2WxOg6GqGuFw4D2t+pC/488FMJr2Li0E/j/GoSDjPwAilZb5bcPID96JJMIRUveBm6usiMgUiSc6tW0pqlNVqZMwDKiMyvd7uxBadlF1i8hk5IpU09E0weS5QVY+NZNjfC9xW/zjHOF7nVLPoiMUXsvO4cLQX9kysYGwLwU2TJ2Q5Bc1eTbjvxI/4Js3yvLBk053eOoPZ3KakGxGIYvx08pvc+MiV8OiaW61QYkfzqTlareqWu53T4/0WSiY8IUQZDIZQOHMqwLc++Vr6TDrGatvYY09ja2MY7KyCqu1E0WrkSmldBor6/DL39Zz882dksb3KkxdSrhwMC1Vwy+EoKHRZvDkAMmXgkQ1GWQ4qAQHxZg000akHRzLwh8OoQQl4/DygTVYwubN+DqOCI2X7EOh1bXtMH0OKP5eLpm6ztgjotBhQyqE0HQEcsWoOA5aMIiiKlKomZIlgqgqNDfLIK465FZ9ZCGVRlRXoeg6hmGgKCqW4QMEim7g69250gti/f5ib4iEyygEAvIeNE3JGCQS0Ngg90XXZHrHTVU4RpDf3NPIWerfe59QTrAUdCebuwc3mBMZrW/j1MCTRZsuVS9i9JgZoOuITFqma7y0YjRavgTb8zTpXSqpqnnr/fcY88/RsM4s3pfebEY5FmOg8NiMzZsHvycsBkjDrN5GWh68cuZs1mMLyD0jvUtFvWfIg2eQNZAGZ/8oVFX9pzRv+/8Bh07bfwISib6DneseWiSC0l2hp0Cu1AIBVyqNVOHruhzYvVWj5ZbP2rZkRgr1GKZFrsOVrnHS8QmWh85HVQSH+97gteyckrvqsRgPV17PGdeEIVop/1RXc/ypGZ7iTOJOhLnTO6nMNkN3N9OGtrChWopDoZjFGDuvsfjQKyJ9zZbiCTkBezl8rxqkq6vo/MhBTUFRoLbWJj1mEo2BFv6qX82Goz9M59zTWapfSqiniRefEWh+P1RE2LyvmkBPKwe6I3gBjqqqbNqY/3+vxM7rWeZBCEE2k8FJp2nZGKdWa2WZfiF/918j96m1G+GTFQ5qLAYhabZlORbNPS0AtFhdmJGIvLYVFfKaOk7e96QEFMOASAQRDGFmMlgZ2UHX0XWyto1j2/LaK2qBT4olvzfuMgSqK9osqKiR4jy/FOhVuUGcJ6i0XBfYaFTeS6GgDF49jwjdkNelozN/zTRVlgnHXWbDC1IiEfSaKMcfk6RR7OEE5cn8H/UpTvE9ybzAc5zgl3/SIsCJ/meKzkFG+NhZN5fxExyIJyQbmEzKfTJ8ss+OZ9DQG15qyatisB35TEQH5sD7bqAopZswL7wykKs0Kawoebe44AJ45ZUZ71lFSbkAA+SzIYRwtRTFLIGmaUVVIocYhA8mDgUZH3BIM6gyg4GQDdWEEIiODmhrlytBx23Clc7kqXVVzf8d75HtwGtrpYV5TU1fVb6h56sNwhE0bCYf6WelPYNjfC/xUvboPmOzx2IM0fZQfdhIIhGBYugohg7xBFPr97EhehT3+a7i7DO65f7u3QeaykkLdZ5Sz8QWKq+aRzLbWMETlZcxf1GvVXplpWQYbFseo23Licvv6ytaFRT1gfFWUh6mzbLZYo6lftEcvnn7WXz/9vmMO2MMm6xxPL1MoCjytze9kWKxfjerXzJzorCWFpU/36kXpfptG370XT/79ys884i8ZmYmg9LdTU9LlkxHij8FbmLCwkHMvaqev8VuRunqYtfO/DF6QdHatrWkNKkV6Eh3st7eIxkMT9fg9+VavveGbdtksxmymkYqGMSKxaRPQzQqg5nKqLRqtqy84s1xaG0Pcu6nr2Lmwis50FQQvJilS3IVRZHXo6ZG9g6pqkapqspVSynhsFumXSN9YYSb6lIV+SeThgPN8v42rXxXWW/icQTzz3J4vOLSkr/vYbU5lYnGhqJ0G8Bj2rmcdq4i0yyGaz/e1QWKguKJhEOhvkEryHtn0CB5zhWVA90xZp56ATPnzOfAgX/+yroQHpvxlHnKP8RieBg+3OG22xLvWUWJrut9Kj68Bmde2iRfsqsXlY56FSaHeoR8cHEoyPiAQylUuPeG1zRq9265EvS6unpNp7o66ZPTUBTIFqjAyzzccpWn5vuWVEY56bBmlgfPLctm5LQYkWs49+p8UzchBE5PD7quc8rJKarGVhMNuJO/mYVslmkzbDZUz+MZTidbUVOaxfDQ2ACVMUm7R6OSXPAHSthBi16r1OLjHDHK4evfamfkSJv9B0K0tAWp0nuIVToMVXbx3LM+tmwJQXsntWobHbtSbN0aYtMmP088COPFGrZvzX/ntk02g9NbWP73BNveTEgvj3gcNI1NWwLojdWcf53KkMEWlf4ezv+oj9CMkWxaDfG4yuq3dFa/pfH2mwrL1r6KcO2YbSwe2/gqK9cGWbklxo7WGEowVDbAKDQIEy6jZUfCmP4KXns9KM+DAk6vicFxFFo6IuxvqcC2Bz7gK1rexE10dkpPjNY2WTqKa0/vVssUpSYckXftDAbk/dbRIffPDaT8UR8j51Sz0ZlY9vefTp/Eyf6nil6TLMaRjG9ol/ev34/qBUTCkawGLuMTDhezMZYtAzLN9bWIVeIEQuzfH2T//kDJljL/bCy8MsAD4ev+YRbDQzD43vlA6LqW87iQ2gaZIvG590Rv9sILSmy3LFrTtEM9Qj7AOBRk/CcgEOzbLKuzUw7Qmipz2NmsHKwLJw7TlDRvbyiUpoh7o7oqb3SUSKBVhJh8YjUrnVl92IxCFqNy1ggiEXJaBcey0U0TzTCYUrOHi47dLPc1HnetpHVQVU46z89TwQuYeGSYJcaH+7AYud3XdZRad/VcUQENjZKaL4VeivXCFVfjcJVQwEIx82yH0BQ6my1U26b+iT8i/ng3pySWAHBq512IP96N/Ye7aV3bQsTpZM1LcvUtUknWPZ/gfOMeuvckGG2u4cCWZI4FOGx2igsvSeEzHDRdR5gWmiqYf67CqWfbgM2bzwn23/sqoXvvJJ3YUnQYPV2bUe69h6fuTZPsKW/2ZdulRXi27bBhjcrL3lxsGHJSF4KNm/3s3qlSlOtJpvIeKP6DL52FbcsmeV4PEU2VKZIut4za8AFKvjeObcvrH62U6TvDdbwdPAgaXG+ZqmpQFOYvUnm88oqSv/u2OYOR+rbSLMbCXve4aUrmQteLjlUyLrXyXqqIQm2NbMj2PkIkIrjtN9l/STX8O4EUdNpuW3WDQCBAIBBw9Tv5dGK+sym5AMQwDMLhyKEA4wOOQ8LP/wAokbCcHL2B0TJlkFBZScGTm0+RBF2zonK5UnVgBmCKqkIsJn+7XebuTzrd4WcvXMiMxFs5NuNI/+u8nJEsxrLotVx+RYBQKEg8LkdE1TBQHEeuUr2umaoiGRfXpRFg2jSTL39d5vAnzq0qzWIU7p+3evb5ZBmi7fSxly7s1+FRtTLQkAxRVzbID35cl9vmkftVTgk8hW06vGHOYXHwLwSQJYt1ait+Jcs95uUMCx5gsN3EmxtH88tvCbAFajxJXI8wxN7GDPtVlj44k9EjfRD0M2NGFsMQ6JpAAQxNR1EVl1GCykqdD31a49lHDuPl7S0kAsWliPFAlufHjOX6CwJUVvbfc6QwxvBy4oqisHVFkqOUN9m96ziGDguiKgp0drDydT8Bn87c2QXeH60tYKTlKn9QY/8XAlx3VK34x11fDGHZbgfVmAyGs1nJPEUdGYToWrEVuJu+8ETNAWDUcX42PjSRCeqGop99KnYpteYeKGgonBE+dtXPZeHgdhnM+vwQCUsb8UTc9VjJIPx+CASkKZ6qFvdJeR/i/SZMtG07J970rLhVVc0xGIXw+XykUqnc9l71yLtpaHYI7y+8z27LQ3i3kBoK14Y8EpE5bs9cyBt9dA2yBTX8lZVyZenlQJ13J15TPEWaEGgaTD6hMsdmPJM9EUcoPG2eJFmMmcOJROQkKGlUTQYYyYRcSXrBhW1LhsbNeXtag6CWIVgVYPrhAx98FFWVrEvAn59lK6O5SarwOPx+Pz6fD02TNsZ1Qyu4+MK8++NZ8T8wnRXMMt5mgX8ZD6bOKvqO+5PncJnvd5yrLpGtuFM2uw+EqerewRCxk7fMWRzne4EqpZMRB16m6eW9tDy/g5/8uJoXXwohkOl+I+jH5/O7++N3haNw4pk6LTObMHsdvqUJfIe/QSRSnsVY+ZbSJzvmDeKWJVDaO5nJq6x5KSPLBSsrydYPQ090ke4xcWKx/AdDIalxqauVxlW9Fa29YZqlZ0HFNeAKhd1rHpAprnBI3lOeSNeDZxYWiRR9zWnn6zxecVnRa6vFDKbOryM7ehLdIn9PP6Yu4rQzLclMRKOuJ4witUFd3bIKSVEkW9PaJiupDuEdQ9rMuyXXSj6gLWWr75W5+v2B3DPopUsO4YONQ0zGBxzCyxPrhsxtqyBUDRxTNjoDOSB3d7niTtcLwbKkA6ZuyDJFy5IrulCwZDfRgyIUlnS4YXDSqSY/e1ayGalIA/9rfQazZhAP6tdz5eUlOqR290haXNGkTsSDZcGwoTJA8AamaPRdlQgqqtpnYioHWa7m9tdwHMaMze/vFnUi9ciqjk4nxgh9NyY6G8VkJiuriRk9bGYSM3mTE/3LGaNv5aHMWWScAIf732CMvi33XfP8z5EQIR70X8EFp3SzI/YkX1zzImE96E7IpXUPPZlMyeXB9p4dfO3Vr6HQtwmZZ0Ph604wb8gJzI2dwa//18/o0F4M1cISCoenl/NE6lSCu7Zy/49kM63tHTWcLt4grtewt/2k/BcGg6CbeU1OsrQbbMFJLf26cNyyTw0RDkt3Vm/XVU2mKVRFMnBeL5xQuE/6y8gmGHV4JRufybMZT0cu4qYTU7QdHWXpF6/k8szPJYtRczgLh8fzxm1uR2Lb0GUKx++T3+/5eXR3I2pr35HwsKtLoa1tYGs4RYERI+z3HRNRiHy7c9wAXO/3fBSWbRfC693jVVsBucAjX96t5P7ubdhlWcVdjQ3DKNva/RDeHxjwaL148eJxwO+BWqALuHrJkiV9egMvXrx4GvBToMF96QtLliz5e+/tDuEfg7BtWernODkNhfD5pdgxGJDMgJcaMHTJbHR1yUBCVaGqKu8RUfGPl90puoaIVkI8jmbbTD42wl8fupjDz45yoK2OY2Y77NgwLMdi5I5DCFkaqapQVQmVFVJDoroDjc8vjbMG0DnznwHFK9N00SFqcv+/1pzCLN/b3BP5OBOOiXHP88dxhPUoz5qnMNN4EweV4dpuKusMMokIG9ITMTGYqG8EpA/Gn8M3s/ijAaJGisn2yVSHqnls39O0pdvL71SZMTVuxku/4SJEkBmcx+kj52DbFpdd57D8LwGO7/kzg9hPl4iyyrwE0QLTjDWkCNFoZJmgbySLj3sem5H7rk9/cySf/tA2Zh8tXF3JQVacoZAsRS005vJmCk8AGA5LC3Ov4qemRgagXgdW1RUaV1T0TeelU8xfqHP7G5cyIfFlVosZTDw2ip5J0FAXJDV0At1bKliunsFp5wjJrGQzkkmpDEEqhdXRIbUhlZW9BNGKm8IZuA7j1WcFm/68gvG+LQfd9jFxNt+5w/e+01N4yGQyRQGDbdvYtoPfX9oWvBw8l0/HyX+Xrsv7oaS4XCnu8eM5h3pl5kLIfZPM46G0yvsV72RJeDvw6yVLlvxu8eLFFwC/A4rKBxYvXhwCHgCuXLJkyQuLFy/WgOr3amc/CBCOI0vg/tnlVl1dciLWCi6hZUEiKTUaFVHpX6AqyFIBBxoa+6QI3ksoAT8E/AjL5qQL4Rtvn8UXLrTx+aTG4Yhjy42iiqTHe3ok0+KJ6jIZmRN/FwPIL75j4RxowbIOfh2ylXWcd42fsWPLpBoi+SBskrOKl5QT2eSbyb4eP81KI6ddXMWIEQ5TZtbzxx9fQLY9xSZjMnfFL+FjoZ8S69lNyO5EKFCldGCjkiZAmCSVwQyVsRAgr8tR0ROY0DCNO9feyZ74bqxy5cnvALqqEYwP4lNvx3mqcir6CTqapjFsmOCSW6I88pdrGbP1YdpSES4J/ZnXskfQrcRYHLiHEDINopPirOxf+D8uAeC68/Ywe1wHdLpOsghEMCTTdiWg+P2ISAFT4bgumrFYscFSgfYhx9IJBxIpGRDU5tutC8eRk78je7D4yDDqsEo2Lp/I05ELuenwZjgQh44OFp6gcO/2q0hUDWfhqBR0uq6wli0Zk3AEPRSUjIwj8iyg/KWBCaELcNICWPtYA6d2/6jf7bY5Yzjm1IX/sgDDYw28VISqqv2yAd52vU2wvOqPcvbaiqKQySh897sRqqula6rjCKSChgIWw0FVFRIJH3Pnqpx4Yu/UVN6G3DSzRfspd0nNMSOH8P7EgIKMxYsX1wOHA/Pdl+4FfrZ48eKxS5YsKQzVLwVeWbJkyQsAS5YsscHllv/DIVJpKW5zbECRK7JI+J8SbIhC/4dCeIr9SBglGED4fflB2O8f0GQt5PIg19Hy3Uzwiq6h6/C1H/Q/QTY1qTIL0hOSfL7lcw2X3AHdH4JwFaIH2ts1wuGBtR2vqXEYP0WhatUSZusr+t32TXM2rzXN5fZvz+Z7vzWKGyFZNsR7iDmC3/zoee75o87LFfOZsaCe0HqdwTGbugNtrHuljhEjfEQiEA1bWOkUayYupnFVC8vqP4KzZx/H6mt50jyZacYqfpX+GEGnh+n+1VR276Kjo5qqqvwkVh2o5pZZt3Dvlnt5q/mtgzIU/cEww4QPTGfqpsOo5k/UiE3c+9NRAGQsjZQRY+48P+lNBk32II7zPc9b5izs2gb+qt3Moo5fEVHjaDhkNYP5R7zCWfO7OGpmmwwGFSXvjplOI9x25aWQYypsWwbi/aS9hBCS+VAVmYbxvjMRl/e1JfvmSPfWOLS1QiTC/OPSfGX5jcw7LI3u9LgaoygNlR1kh47mtOPi+c6p9Lq3wxH5XcJr6OLtDAdtYhiLmdxxx1u5/9d1mHRyHav/PoNpysqyn3skehXXX+zjoEzQe4RsNlvUpMxjAwJeYCeKe+tIz4pSLIOCZfUfZEQiBtXVJrNnv47fX14rBPDiizOZPFl3uyLk0yge01FOmyF95wY2LhzCvwcDZTKGAfuXLFliASxZskQsXrx4FzAcKAwyJgOZxYsXPwQMBVYBn1qyZEmfQGPx4sW3ArcChEIh5Xe/+x1VVVXA+/eGUVWV6uq+xIyTziCyJkpNnkoXto2i6agH6fz5biBME8e289UTiHzPEstCiUTkikxRoKYWdQAlhgBONoto75DsiOsaqfj9qNHou9rPX/+gi+7mcoLAA7z2hsop2qOAXEz2GcddwVhLtoZX04dxfuT+g/7mluxoJl55DOdfEeTrT17GrPYVJe3NQcZRz6WP4/jIK8y+ch41NfnJUTgOTnMzRCupqlQ447Qkzz6rc9ENgwnWVPDwvR1cckMFTnoWzz4tqAgHSWU0dnX7ufIjg/n9/3Zyg++P3NN0Fc3WUO7NnodPzXKfuZj6apOW7hgPJc+k1uwgukLjtHP7poOuP/x6Vjev5ufP3Ekq0HbQY++NQLqWc9ZF2Ll/NjopCMJJmaXQDHsZzm/THyZmdLPq7n0EzEbGGptRgJnG27zdqmCrPv6SvYgOUcWnKn5Apd7N0XN6uOEWBXtfRFYh6TpKJIJqeJOBg+Y+I8Ky5Enulb/v6pLZin46x+NkMghbEAxoRML5CUZONpJZUOrqsLu7EZp0shVdnSjVUW64IsmEMWl0W0NtbJSdZHWDW69qR62pQSRcjYeqgmWiRKOosUpUw0dFKokarUT1+eRvWSZKRQVqiRbxhaiuhquuzEqLESUGwOKr4ZvLr2BaR+kgY5szhjEnjmHw4Hf3fL1TOI4gnU71WfhIiZaFrmtF9vd+vx/TtHLNzXp/RlWVXHDSG6qqUl9fx7XX2tx11wQOO6xPZj2HeNxPVVUNw4ebOI6dS3/oup7TY5Tbd7kvgtC/KZ36z0a5Oef9hf41Me+18FMHTgHmAvuAbwO/BC7oveGSJUt+BHhcYhTo6ujoQIh/g5PNAFFdXU17e99cuWhrKy1ssywws+9OSNkPhBBypNY1SSNn0uB1+xSOLNc03EChuVlaJB8k2BFCQGtrX3bEtXRW3kH5nkilIJkk3qQTfPMF2uwaDKXvSmaoXUtDYA/H+l+SL5S59L8NfoYTT1YY+uQWJqjr+/3tF8xv4bzYxIaXoSMbZIU1m8OM0mzGCnMW0/VVPBe7gE8cl6K9PR8QiZ4eyQK519XQ4SMfkVbrLz5psUi9hzcfO4tFFwuuuAzefM6HrRgsvDBIT8JmRHUn1ckOoulmJusrQIGEE2GctpmxyS0sDyygZuxhHH96Lds2mHR3d9PZqbB3r4Lfnx9Ie3rGcvKbJ7Jh0lK2xcBRs70Pow98qo9RsVFcMf4aHt0XoPbAK3Q5FTioqDi8os+jfcLRfP48m6eX+rBe6+CM4MOo7mp6vL6ZcfpmlmdPQNPqCNRVsMT5GAsSv6d9exud6ZDrFOveK4kCpsW2JRPl+bQU2NZ7rrFfuEkwKr6CtzvGMkLfU/oghMBGwfEFyQarWHS1wYypbofXREIyG6oqXWE1VTJhjoD9+xlZmyXT4ZDxyfQd3V1yVkzEASEj2lBQPidVVe5zlCBWodETDMoS8GRCpmfCIRSvq28ZCNOUVSleasvnk7oRTWP8vOqybMYj0au4fqFdckz5Z8CyrJLNykzTwratooDBCzZ8Ph/pdLpPOsVjGZLJZMnf8sbK2lqwrHxn11JYuXISV12VJJ22cRybVCpFMBhEVVUSiURuu3Q6LZ1o3fvUE2hrmkY6nS/pzotU5THouv6BTaeUm3PeT1AUjdra8u8PNMjYDQxavHixvmTJEmvx4sUKksXY1Wu7XcAzS5Ys2QuwePHiu4DH3vFef9DgiPLB3D+hBEtRFEQ4lG9Y5TkmZrLuIG+D4grsdF16EWQy0qWzHMoNom4PlIF6BAivx4Suc/YlCneun8jE1BucGXy4z7aOULgt/nGO8b1Ulm1odWrQJ43lnEs1fvX6FUzo+e+yv73OmUxaC/PRHR8HZCO1n6Y/xmy9L5shBDybOYFj/C+yr9nP048qnHpmL6Myd2BNJFSaWoLs3mtQXZlix8o4F2ibWdkeJ5WNogAr31Jp3dTBcdp9WAjmqwdAhQWBR9jvDAJgqzWWlBng7fCJzDp/MCdPklqGwUPkzr3yisLu3QrJAxZjEisYpu5CBY5X13Pq22G+dmSK9gFIaiJaNWdEPk7bfgVFz3K48QY77WG8kj2SQdp+1quTmTvdTzYLs4/38cCeOdwfr+e8zJ2571gqLmRbdgijZoY49xI/lgUP/O4m9m6xeW1FlNkjuvvaTrusBZ0d8txpBi+94ue5exNU+5tyPhmhdIiRqbXEVfhY6Geye20/uM33DaY2mtAhJHPv8+WD+nQKsgXCU58BoZgMtp2C66ko0kgrHJL3eqxK/kmn5TMjXE2R12XzIMxF7pAtGzo6sBQfzW3yM/XVSXSrE2prOGWhxk+fupRp3cVBxjZnDIOPHJzvCvsvQemHzGMxirZ0dRcAhuHDNLO54MSzzh+oh8UFF8B9943n8MPX9XkvHvcTiUSprpZBgteyvTc8e3HbtnL7J/fb6FN9kmdeZDqod6O1dwPbtnP7dbDKmkMoxoBqf5YsWdIMrAAud186H9jTS48BsASYs3jxYo//WwCUT0j+p0Atc8P1dj56LxEMSh8B1V3FKarbnyMgUyWF6OVgWBKOU96ca4A5T+E48rfd2ac6ZlM7uZYN1niyoq9zlqoIjvC9zmvmEWW/84HQtazdEOR3t2ymrVNnvVnePvqensWkkoK15iQANMVhmrGGVdb0Ptu+ac5mhr6SlzJHM6K6k+NO7r1zai5A/M736zn6tIVccv0ZPPjTdiZ2PIeKYG7qcZ751S6e/tUu4js6aNaG8HbwOEbqO6hVZXqjWu1glL6dteYU5vhe44Lg31EMnbET+t4XTU02hpHkw59S0GZNo903mKnqSgJk2FNhkfSl+3ymFDqSXaxfsoTOO+9n0sa/U622M9VYi1/J0OFUMTS5ib//HuLdgvp6waUfUvC5hmJJJO0cFAkOW1DFuVf58flkcchJ50e579WFnL1wHge6Y3l3TsiXRft8Rff9rJkmUbWLD3d/nQ93fIUPt3+Zz2c+zersFOb5n+HpzEm9d78IK52ZTJ4bRAu4PXZwvV+yWRlUZ91SbV2Tc6iuu2Z0yMDYc8K1ZJM/DANq61AiYfmnVvbmoa4WtUyvl36RlCZjza0BZp2wiFknLKK5PSStyTOZvDZDzCj62CPRq1hw8b+2nETTPK1D/rVCl81ykE3vAui6ga4bOcfOgcCybBobk5hmDZlM3zXtypWTOf98GQTYtk0mkyGdTpPJZIqao3kMjPfbmib3SSvoFC1FrcWpHWkVpGCW6a8zEGQyGbLZLLbtYNsOmUzGZVQOYSB4JwXGNwA3LF68eBPwX8A1AIsXL75j8eLFCwGWLFmyC5kieWnx4sWrgJOAj7y3u/w+RDjct0mU7YBvYGLLdwVHyPLOWEz6SFRGpecFyAHWNOWKLfegHmTw9PlLN1qznYGX7hU21HJx9sVyBflE+tSSHznK9zLPZ44tSfh4LMZx80xO6P4b/61+kSfSp5T8nvXmBEJKgptDP+XJgm3m+ZfzSOp0vtr1ZX4d/xC/jn+I2+Mf4uHUAlZZ08kIP4mUxu+/sIfbP7WX797UwZuvu+3SXV+Aj97Qlfu+461HmG6/AcAwdnCGuYRqu4nqUVH+69PtnH1thAf8Vxft2/3Jc9AqgqyoW8gq9XBGxN9mx/bi89TRoaDrcerrm1i3TuOMxT4qTpvLGxwNwPNDMqQH6K4sjBQrxiWoop2p2hoADCwOM1ZgqgE2M4FRQ5PUNcjgcc2bDpOTr/CEvogHhtzKg75LmcnrZHrMou/1VpEAWUPD9Pvy5liqKoUJilIUrAYDDvUzGtjpjMi9pihwrP9FukSMdeZkbFF+GFoeuYCTjnPt5RXpMEsw5NqO98j73nHktdK0fJBTUyPLXh1HphYt91j8/r4mbL26f74jeJ1le0NRc2PCKQs1nqrMN3Hb5oxhyNx/NYtBLv0B5PqICOGg6/pBvSZk2sE1zxvguSqc9Bctslm9enzR+5LFqKC6WjqDJpMpdzK3yWazpFKpXKBh2/kmap5ewxOoett4bEfpfZH3umXJQMY0zX4Fo14VTjqdxrZt1/o8H7RYlnnIKGyAGLAmY8mSJRuBo0q8fn2vf/8R+OM/vmsfHCiBgLzhEgl31a/IXPB74D/RGyKVyre8TialO6f30Hv+GMlC1sJdVQ4d2v8x6JpU/qfT+Vy77cjP9yOqEpYtKWuBXCU6xQ9ejs14dTyniifwKcUTl6oIrGAlr3AcR/F80XsPBK/igmuDBIOC21+4gtmtyxAobDDHM9HYVLTtfalzSdpBdtgjAXg4dRoLgo+hKQ5zfG/wSvYIrgv/tjQ17wDN8n9/Hv4aU6ZVoxgGoqIC4gmUghXVw/5LuT4nJYIntYXUnDCO06en0RWFpBlmqL0aB4X1YhqTlDUM0g9QedZJzJ7t8OqzC9j+7F42PGpxXzpIfb28Vum0xvjxe4lE0rzxRpZ166CrHUyOJG4ZbK14pOT5DxthEmaiz+u+4ft5dt9nqG/5fq4MdbM9jo4jTuX0yYL7/+oHTCzLYs1rJkbkLOaeG+Xk8SpNTRN5/O5GEuttQEY2lmXhOPnJRVVVHJ8PKxgsWtUKFHB68h4twJnnOdz59pXcmP5G7rXDjDe5Lf5xTnTZjFMDT/Y5hpXOTCYfX4lWWyL4DbsOoV5li+NIwbKuyWCnIsKyB3RWLLVoCJjuRe4Auor2LfdbiUn8/r6Sp7h/6LoM6HtDODl/ld6VJo9Er+L6i/51FSWFUFWVQMCfm2C9vjW9GQDHccqmBbxeJIqiomnlAzSvER/AiBEWplmszVi1agpXXmli27arqVBygZAXPGQymQGIOpXcsfSHTCbjdnxV3WO20HW9DytjWXYuPZR1PVscR2AYxdOlbTuHbM8HgEOOn+8RFLfMTrirun9K6WqnuyLTtHy3yvb2/ApS06RqXtfyA6lly3+b5kEZCaWiAmEY+SAm4Jf9PcqsckQ8kaOLAekcmsnkRacuzr7A4c51UZ5IndpHm9Hq1NA4PsQrLWcxt/v53MdanBr0CWOIxeRAPPLYRp76y0mcE3yAZemzmGjkJ/p15kSGabs5OvSyu2PwZOZkFgSlHGiefznPZ47hqfRJzA/2ncw87HBG0njEkPwK0zDk8XTnxZZeWqFbVBBVeoja7USrVRTAsm1WvQHjM+v5c8XNDDmslmefOZGztPtYs+kolMP8zJ2nMWriCF54UjD5CItVqyymTduIYeQn0iOOWIXjwMq3RuFvbWXriBF09pII6IrG4OAgFo9exJIdS9mb2ItdIJruzHbiT+8k4YTpVGJESDBU283azgxDR2jc/JmUlCIIQfXQACedYRAMyoG3sREuuqWSh+9TsCyBrksqW1GK6f18Xjw/GSm6Jk3hLCt3Dwb9NvXT69j5yghGqDvdzxazGSf5n+4TAC6PXMDHZh0As7KokR2WDRVBGcSXWk2aJmg6847sZNcT3Xw4/T9lrzlAm1ONb9Z38PtjJPrGa/3Dc7othJt6LNRAedqMcGf8PWUxvNV7YdnpQFDIXOSt5S03eFAwDF+fCVQIQSaTzQUYYLsZMl9JJkRO6Pl/L1pksWyZ1GbE434qKqLU1WXIZDzth55rlgaSschmTbdnnV6mykXkUibyHKh9stTe+fF8QTwoitrn/vXYF2+7PFtioapKr7TSISZjIDjkx/oeo1xr9H8Uwkt/FN7k0QqZIom7fT9MUzaZGjQo3/OhMiodDNMD67+gBAIoVVUoNTWyFBYQ6bT8U0AvCsuWAYanC1FV+f8+n8yTm66RUjZLdaNB7cwhJbUZSwNXsnBhiiOOg9c4Lv+67yrOuVRjxxaHJx9y8IdUeoKNbDbHMV7fxEYzT70+mT6Fi0JLGKNvY4y+jQ3WBI70v8p6cwIgtRnH+V/kdXNOv9T8soprOOtSl05OJGDHDlm5o+f3eUzqbZ7UF/LI8Jv5q+9axjlrWfeGI489GmX9Op3XR1zG+bfUcOJ8wXVfqea1UZezYWN+gm5oFJx/OcyZ47BoUYCVK2fQ3Z0vn7Uslddem86uzdU0Hj6C6AmvYap5dsqwIxxVO4ebx17H2PAwbp5+M0c1HkXEyBthJcwEbXXPs9Q8j4cqr+fhQR9lGxPJHuhGVfPttBVF4czzTIJBb2UrAwqfDxZdJFwX+vKDaaFAMIdKtx+I7bhmVypnXhFkWejKos0OM97kjexhJbUZK51ZTD4hhuZXpR+GB9fsDr8/34K9EG6aEtsiHHKonj6I3fawsvsP8EDoGs65th9L9AJYFrS3K7k/Hd067dTQ2ZG/rzrjPtqppr1dyWUrdR0mnVjLb9RbOeO0JCIelwuSfwCmaZLJZIp0DO+Wwpe6Cz/BYLBsYzJvVZ9PHUhxZTZbgslBBgmF+1PIZqxcOZlzzkm5gY1nQ16ejfDSNDKoyqd7DKPYddTvlut7tuZ5I7HSQZgXKHuwe10TRVFzrekL0yteC/pDODgOBRkfFHgMRSEURQ7oFRHZ46G6WordNE326YhE8itAIRCWjchkZIAwAIhEQpa1xuNyoG9tk6ZjIFmLUkY8PkMK7IIB160RSKc5e7ED0coibUarU4M2dhTVQ/wcNSvOS5EFCOGyGGOHE/MnObCph313Pceoe77Fh/kJ2+1RzAs8w2Np6Qu33pzAGH1bLg2z3RxBo36ABYFHeDw9P/db8/zLaberWJY+o+SxFrIYwrZld04oDuqAVYGjGHHWeM67Gk748FCWVV/Hjt1ut05FoXKoj7lnhHLeUYEAXPghP6eeq5XUz9bUCMaPV7Gs/KOoqgK/X+Oya1Ice7rDju4duffqfLXMD17KhcPPRnE7xe7c4efc0edy2fjLqAvkO8Y6Vduw9QDNnTrHnejQeewCtrXXsW+v0c9k1DdoOFjQ7DjCnegy+S6akQhKbQ1KXS1KLEaQJPUz6vtoM/x+QYfe0EebsbziQk6ab0FlTL6QycqAxTCgukquMA3DbfLnWpubplsp4hp02Q5nnefwULg4uClEm1ONOmE81dUDm5w3rFP54cdaefIzz+b//NeLPHdbvnLiuR+t4YlPP8/Xb0yyerXB/v0q+3Y7TBmX4PQLdXw+6VBKW9uAn8XeME3TZZeUXCmnEPlA4J+B3swEeNbfTsn7yZuEC99atMjipZemEQ5HqK3Nl5iqqoplFeskvJSNh+LmhXrJYEiKQ+V2um7g8/mKqk/6oi8zUviax3J4++UFRIcqTAaOQ+mSDwo8v4HeECLXml24EXsfOE7e5TCdhlQKobsDdEWkZGmrsGz5md4q8p5uhM8oX5qrKJBMS8V/QdlrdTBF7eQ6NryS12YsDVzFoovlqlSt93HE6Rqv/e1Y1gSP5PzLNNBgzlyHFx+exJjO36EqgvOU+3g6fRKj9B1sNMfzRPpUPhK5Pfc7f0pdysciP8OnmIzVt7LenMAkYyO77OE0ak28lDmGMwOP9KHml1Vcw/WXunnyrFsKXOJcLlgkGDbKxhI+qqpsFt/k5+lHddJpG7/fIZWxeeMNleHDiz83fUbx7zmOkxu4duyAKVOSrFo1gWzWz5QpGxAiw9ARCm3pVrrMLvyqj1GR4Vw96mJCesGq2zC4664wN97Yw/ia8Xxixsf5w/rfs7VzF3awi5h/Je3OsTz7ephLF3YyemoVttW3cVXvS9gbvVelkGc4ZP5azbEgtm3j9/vzFLRtQzbLmef7uXPVldyYktqMjPAhBg3hbWcYJ1q/z6WzVjozmXxsBE1znTcrKqCmpqSIWvHL3jayl0+HKwhNgmNBPE64rk6yGS8PY5i2u8/nHwhdw7nXBhko9T1lmkNto8Z5zXcW3UP7nEF8hf8CYKFzD1VWBxuyw9l523NstUFYctsns/PJxE00TXFvr3RRszdfQOX40trmIngBRtG5UOi1en/38GzDbdvONTMrdAG13eejkGEo1QzN7/e7/Urk8Y8YYVFZGeP881MF20EgECCdTpPNZovYsUgkUvTdhc0L+0NvlqF8usVB04yiz9kFz76iyBJe2cBNmgPqet9U0iGUx6Eg44OC3k3PPFgWVEmBac4/ozA4EEI2UquokKtBT5th2TLgcGzZ2MybXHVdBgfJRGmmQi3wzejoLG54BXJFKWzQe/lqaCpnn2dy59ooS1PnMM//DNrYkVTH3JWc7XDU0YLvP3oejSN1YpW2e0xwzFkhXrz7RI7jacbo23g0dTpXRn7Pd7s/z9G+l4pYjAblAI9nTuPC4N84NfAE349/ji8Y3+TByDVUBzs5Kf43Hk+fyhnBvH3LDmckjUcOKc6Tl6FCg34bVdfciVigqgqnLJB06/79OjU1bXR0xBBCKzlZy0tmuZOE9ODo7LR5882ZnH22QjBoct99U8lmE2zeHGSj/0UATh5yMqdWHYmmqDJYtB1UXWfLniBjx+7j/iXVNO3xMT26l0HOWahDn2fP0BU4I59i2IZhmGs17tmusyo+mBtuirt9JOQxFAZTngdCb/SuQHAcB1VVc8p7D55VdVH3TPencpUmL0ltxiPaBZxxRpoOqun6YwPPZ07gZPE0y4Pn8bE5rdBjSDZO1w9epdXTIwXP2Uy+/FgI2Lefs84eyh9WXsFHM98u+sg7ZTHk8cG8i2Ms//npnOz09X7xsCy9gKv9v2WE5VoJabDVHEWXHWD00udLfsZC4+/1n+T4U969e+V7EWQ4jpNjRArTCbJ/iJlLHwjhkMlYrpi0tI+OF2gU4iMfSfRZo8jSWEilUqiqZCq8SpjenVjfDTRNxbbzwZD8fdHnvvaCKe/+lhCu++g7awh3CBKHgowPCBRNQ0Sjsiuld5+ns+A3inwslHBY2iynkjI/rSqylE/XoKegckTXZJARCMCePbLtu6rKQCORyAtJe0NVpN24z4cIBiTt66muPZ+EMoxtdcymavoQ1q2vokMZw/kXuwdiO6CpqJrGoqs1GhuLKeQ5R1j8ZNkCjul4BlURnB58lKfTJ3Fp6E+M0zfntns4vYDLw3fzHfNrLBRL5SmqauSx1AKGnDiEjqZ6xq79LX9LX8x88URuJbqs4hquv6RA7e/3u+Ja2fWzvibJWw/+kU1bA2QtAcEghq7T2WmTTCp4E/Vrr/kYMqSJfftgw4YGamryxxGLCXy+/CrQG6y2bTOorlY599wUwaCObdtcfrnD8uUhtm5VUaeofGTqRxgUapQBnuPkTK8MTePNpwQTJ+5izZoKTprvsOFRH1eE/kBwR5p9rRW80ZhloX4Xu5Th3NtzPqNCu/jT7TUMH69zzoW2a+WeH/H7c0esr3f4+9+fY+QIk/paGxVwSua5e+k4NDVX5nnmeQ53rryS65L/w96GOSyaYSL0LD+6bz6higD/2/Zpps4LoBlulZRhQF196RuqEIkEe3er/OLXjYwI7iNh+mnubkARDmCTsBrZGRzGCD3PZvw+dTXNawRfvD7B0FE6VTVtZHppl0ZONDj+9OLzMXMO/KTmNOY1P5q7h+p9zbx1wkwAKoxumlP1jAgWexU+mj6D6yN34FdKPyCPaYs459owA2NVSk92hQLQdysKlRoLJRcke5OybVs5ZqP3bxZPyv1D0/Qc+5X/Dvl3MBjqU8XhOI7bJ+XdswdesOO1ipeMhFHyXi/cTojiktlDeOc4FGR8gKAEAgif20Sso0MOwJoG3d0IRZW5alXNdUMFN+3R3l7eUCsed8v/3IdNc91D02kZMPR+CG0HInLVokSjCH8mb/QVjcpum61l+mwocNUnfWzZGGTlc5VURztlZWEgIPe3o4MJNV2g+sAO5X5bsS2OOTfKi3cWsxmnBx7LsRjbzJE06gdYri3gtAtDPHrfeTiKzuU3qtx+x+V8+xKLnh4/P7/1cwybU8vT68/iVGdpSRZDUVVZvmrbkEqjYzK4sp3nWxpZvT7C1bMle7Nhg5+HH/YxZcpeVFXg85mEw1lGjNjLqlW4TIWPnTvr+chH0jQ2ij557WnTskyb5p5a20ZVNRzHZt48byI6W15Hd7L4+4Nhkkkrd1lMM4XPZ+PzdbOnuYr44OHctvcTfDr8AwbHYeEWnc3OOJ6tP50hsTiWYkA6wdbd9XR3W9TVWRiGr89kZNt9L72uC+7/Q4qxYgOKInAXgyVLQi1Hwxo6ilu+rLoMWwR6ugkGDOpnNPDrFz7OgvNUqKlGyWQ46wqNWK3Kw8vGctIZneDIyib8fpSBTC7pNIMHa9RGElzX9R0y+Pk/81pucFNpSRHi7sSl3FjxK0CyGFHRyQ3WrWABJdzq1ztTaRna1+anFJuhqzaDA/sB+FvqPM4MFLMcW+3RBNR02QDDEhob6k7i9JkDY1VK0f+FYsRCEajHTg3EQMvrDVMqFWPbNoFAoKCE1WMplD6MVv/7rmHbahHj4gk5fb6+jIWsGCnR0O5dwPP6eK+2O4SD41CQ8QGDoqqITEYOwN5A4DZGY99+yS5omiw99fnkBOC5yPRe/Xif6z1JFLIYLssg/1+Ww+Yas1l23o7c58t3OAuHZMVL4UPqmnrpusrEKYKjj6ujvd0VhpmmDIR0XbIiWROynTLF4w5cc6Z08ZPKMzimM89mPJo+jXOCDwLwSHoBl4fv4o/1X+VjJ6T46QtHoqqCc6dp/OhXJooCwaBg2sKhzF+o8MsvnsJJTQ/1ZTG8UxAMIgw3oLNkimnrdo2K9H6y2ZH4fHDUUTZDhqR55JFqJk1aT0VF2j0VNuPH72LPnnoymTo++9lUzmqkP8El5HPCilKYxhDuJdE45hiLpUth3LgNxGJ5Z9epU3cAOxg9Wue1pcPQscngw8CkQnRTEU0zfkYLO3c2ILQot97ajd8vcor+wkklm4Vf/Njgls8VVw2ITIbDZlmMe/FJDlNeK3McEsvU8xm5cFTB+QwgNBWSSc48x+TPqfGMOVw2WBOZDBMm2qAKrrnGAnzuHwbumGsYKJbFvNNh+V/mc7LyKPXaAfbZgxmh76JS6aZGa2O3NZRh+h7uTlzC5eE/EVZK994AeNhZxPCdJsuWwJmL3XvVssG2mDFb57ZebAZASgRotvuyGI+Er8AMqFC6EIOn9LM55bIYA9WGlCo71TQNwzDcAMNLdUBPj2TIDMM5aEVEZeXBfl/pwzS8m4IWjy3wUjGy22q5a91/+kfqR5zcM3II7y8cCjI+YBCeAVGRb4AlXQ0dIUVkjgOdnYiKCjlZhoKQcKtBvKZVlqvcb2+X1Sm9oSjSXTGdkWWciiIDG7dsQqRSMg+uu54YySQkU4jqKvmbjuOaggnX4rkfc7Ku7vzxRKMycMlkZNpm0CBIJFF8KsecZfDCXSdyvMtmPJI6nYzwsdcaTKPexHLldM64yABhce5lCorf6NPYbeFiAMGJF1dy5w8/0ofF8AYsSakq6OEQ6bTOww/Xs3V9GwsqHmPdypHMnCO3Hz5ccPXVcMcd0znyyNfRNPlde/fWoOsjuPxyK5c+kCyGkqvCtG3o7NSoqbFzq03pUWC4k0e+EZSnk2hsFFxzDSxdOpn29v2MHr03t+/NzTF27hzLmMAq1pmTeSh5FrXRTs4TfyHZpLJjey2h8BAWLOi/nHn9ajA6mjhwoIaqqmxObJfpNOlMD+LX3bfyo/A1hPXSVvWm0NlcdzynTMySyeRz8oobiIZicN2nCz4QCMr7p/dK2LJL35ulUFsLu/cyc1Kcn1SexLyuxzkruIw741dzU8UvATgruIw/JK5gceivbLdGo5do2udhrTmZmdaLzHhjNc8ZX0Q4Sr59rKKgCMG8s8Ms/51kM5J2kCdbTuHZ7Al8uOH2ou/a5oxh6PRKNMVi40sTmaBtKD7MMiyGsGyIx7EyaRxADYfRw+HchFtqte2VbnrbbN7s4//+T2X06C4AEgkvvdcXmzcPYtw4h2AQhFAYMwbOOCN/r8iyZ88jo2A/e4knB4re+68oXp+RUl4Y+e28lKN3rIXbec/PwYIN284HOJo28D4sh/DOcSjI+CCid1Sf8AyxnPz7hvTPEIEASjhM2tb54ueqGOff6m6jgtIFjgpaGsj3xejIhJl1SgWnXaxDRJeajgIIxy0RLAx0NE2yFYmkrFgJhxGhUK4FfbmViHAcKWT0qqkVtyolEJADuhcYaSp1jSa/0RbxUNspRNQEKRHgq11fwRYKYSVJwqpk5c/c41A0asIdKMNC3PRffQeQmYfD8mlzueIS8AZdIQTZbBYhBLt2Gjx8Vxa/mqI7GeKHv58JwFVH/5yHHk+w9W03reAojJgcJBTKommCnh4/gYBJLBanq0vkaObCWnyvD8OGDSFee03jmmuSuZUoyKDCE731xttva6xdK1BVwb59tUVBxvbt9WS7bHbFa1mvLqSmuoMpp7Rzz9NXEe/0MSjYzFtv+TjxRG/iKL1C3PxGggu0P7Hi+Q9x8kIFx5FVBp2dKl/5zpEAnHf8PE7TS7uQPq6dw0mXRlAUe0D5dEXX5L3i9b3xgmDDJ1OEtlvplDWlJigU6tsVOBiEuhqUZIp5CzSW33MaJ/MIdVoLO63hjNB3EVaSVKvt/Dr+Ya4K/557Ehfx4cgdJffpyfTJ3Bj5Jb8PfZrFVwWgu1Pe3wX3/IxpaW6rOoV5rY/Sacb40Er5XefX/B38ea3Qg8ErWHSsDvEk9755KROsLxf9VikWQ1g2oq2VbIG5n93ZiZXO4KuKlZ1EezNlEydmqa/3M3Pm+lwAXAqZjMbu3VVkMt1kMmCaOl1dOusKepql034aGwNcc01PQaDRVzz5buF5URR6VQghirww8m6cKo4j7ce9VJC3TTabzQlRpVOtkwvUZR8TM1dBIgObLLat/sPi0kMojUNBxgcMiqZJ/UUhPFdPXettdeemOHQCUT/jxyS4aMNPiSo99Ic7/J/hyFP66d1rmqWZTU2VDIS7+lTKiUeLDqhMaa73XkHZ3P59GqMTazgm8lz573Pnzz8nL2asvYLGU4aX3fSW/y7+YY89UBSF4SMsBg0H5+VVnNn9CD90tREaDh9Kfw92wUZlMm/Vn83gkSpbdnWwZcswhGigs9Nh9OjNNDdbOI7o017bMAxs22LdOjCMJI6jEwwObCU1bpzNqlUaitLE4MEOPT1+Vq4cydixTYwbt5d1KwbhnxCga4OKNijA9u2DqR1XT9fqLDu215JIOKRSCoGApJdV1WDDBr2I8lba2qlXW2nbnmbTplju9a4D+cH/lcgC5luP9Il3PRbj1ClyW1mB0rfLZ28okQjC75eBhiCv7/FKU70fMk3J0oUjKAUsh6IoiKoqCIWYeXSanzx+KvPaHivJZjybPoGZvlX8Pn1Nzrm1EGvNyYzXN9HuVBOYOppohQ2t2bzA2ftNTWXemSrL7zqdSbyVe31ZegFHh18CYKs1mkwqy8rb5L/t+EjW6pOYYkgRSFktRrwHUyDL0z0BpmGgZNKYmQxaGatt6ZeRDx4VBebPd1ixYiRTpmwve/5ffnkCkUiB4ZthARYFHdTJZAxWrYpiGL5cHxvDKO32+W5QaJwFoo/gsrcbZ6FJVqEgtTCQKOxvYllWQTlqcUWJ/O6BiUsL0zyeZ8chUWh5HAoyPoioiEjqVtNcilnIQKOysng7JfcfABZeX8GDX7yCyzK/KPvVB+x6/FPHEqs92K3x3jxUiqJIMavdq9GUI1eNiq4jVA3bcZg92+KVZWMZ33VHv+3B15qTOdL3KhsaTuf0w+Vry/7msOm5NoJGebMi4UgdxD6zgc9/z2bRlSqbDjuS3/6kuIOmAB4xFhOZM4GLT9d54gloaopx7LEKRx5pY9vw0EPj2bVL58CBFDU1vX5HgBAamUyWxsYm1q8fxezZA+t0Gw7DFVfY/PrXjYRCzaxZM4wjjtjChg1DpB2KXcH0cRrphEN7Z5DT5wqmTLGxz9P48Y+qmDt3M6+/PooTT7Rc/Qe8uTyNs303s9VXAThZ2wsKnNp5F6131yJQWO6cSs24qtx+TD0mzIpnj+AwirUZHosBXtOqgcsqcuZahUgkAEUKlD13TyGgpwcRHIVSUG6ruCyYEggw71JY/rPTOZmH+7AZC4KPsN9uZPRMP/esuYQPh35d9JN9WAxhlb3dZ8zIctsj8xmRyKdAxmmb2WqNzgmUPxH5AX5b3ndv+I9gqXIpU/gS0I8Ww7QQqSSK7fZA8Qfy++CmCkpN7p45V2GgMX26yWOPDcW2d5RkMzIZjb17q7jsshdLH6SL/fsrsawwQjjv+arfsyz32DUhFDc4V4v0J70/4wURXsDhIZFI5MpR8yyGSjqdcvUfxfCsww8WZJimWRSkyNRqpsgX5hCKcSjI+DdAWLYUFNq21Cq8wxtU8fsR1TXSy8K2IRyRLELhA+KZdBW81tjokBw5le4NfVdvHh6MXMviaw5iTuSTQsnOLo2sWVCGms3IwdBSUNTi4/H7RXlRWbRCem6YbqAh3LbznoajMgqtbYDgqDODPPvHkzhJL9+D5Mn0KUys2MG8i2O512YdrdP5yBYuzf6q/HEBXU6Uv0z6Ti7HPH6KYPqZ1fBofhsHlUT9KM48Qz4+VVUKF1yg8Je/+DjyyBSaBuec4zB6tMVLL/k4+2yblhaNF1+UVt6bNxsMGuRQX7+DxsYOnn9+DFu25L9/5EiFI44o7wSpKBCP+3CcBmbPfgufz2b69F1s3txAd3eYI45IEAxqDB0qCIehq0uWIFbXpGls7OCNN0YzZ07+0V90hc6Gt4ez4RmFMzN343drkOvVFvxKhodCV3LqORWEK1V+dqf8zBFzMvztrfOZ3f1anmToxWKAzNcbug/hNss6WKWIsGxQyPtiZE1XfGsV+7aYFrS1QUNDye+ZOT3NT6pOZl77o33YDICl/iu49JIubvvuFLqt/PPQm8WQ96zmGt2VuBaqyryLq/jhN7+Qe22e/xkeSp3NguDDDNH35ipKhIAXoucy+bAoG5+ZxBhlU3ktRlen9LXxGa7eKSk1UuLg0lCfz5fzYnH3kjPOUHjzzZFMntyXzVixYjQgSCZ9hELlg/C1ayfxqU9lsay8Qdd7hUJfDvm3rCoxzSyaFigYH/PXwas66W1tn3bpl7zjqEyD+nz+XPXMu1kkeQZlxb4wUr/yXnh5/KfiUJDxL4ZIZ6C7gIXoiUMigaiufmeBhq5JkSRuHrazU670VM2dpBWIVfX5XH9shmQxRh9UYa4oCqIiyg+/pDIz/Rwadl5inuN21dz/J5wAzSPmcuvXSk8wiipLGUXWNQszjFwFC8gVrl5fh93Zyew5Fj9/+DRO6OzbUAvkJDFW31zEYgAytTByOj0bI1Qo8bLHdn/gKs68OoC3EgfY9Fq+AuFJ3yIu4HeoHe3YdghNgzlzbB5/XCUc7qKjw09VlTwX2azCxo0aZ54pqK62MQydRKKT00/f4aYq5HbHHitbx7e1VbBjxzjGjHFyQlHIGwQV4uabU/zxjzaGYbNu3WgCgSxjxuwhmRyC3w/Tptn8+MdBotEeqqsT2DaMGHEAVYWhQ3exbJkM4HbsqGHECJXLLssydOwolv3qYs6z/pD7nQeCV7PopkqCQYfm5vzv6/VVzJqvsuJveTbjcXUh8xbmrZmFcNAtCzWecO8PgVA1iMX6BBsinXHLqV0GRNclq6EqMnjtnXZTFLnat+1cQPLkgzbxTve6pU1CdUF+tu/jjGQrTaKRPyQup1LtIu5EiI8cSkRv47KPBrjn+5fw4aBkM3qzGMJye/AEAnKiL9QhmSYEgswY1cr8c6v5+yvyZZ9iMlTfze8SV/GFaN4AbBWzmXZClGNPtLj99UuYkF5RmsXo7oJAEMWSgmBFNpCR56eiAuUgKQpP/GgYefv4mTMtHn10WB82I5PR6OoKcfrpq3jhhYnMn7+q5Hfu31/JxIk+/P40QvQ1YXsnuO8+nbVrTfz+QgtxtSTj1d4e4ZvfTKPrGpqm5dgNkELUbDbj9jCR18U0ZTAr3Upl7tRrbGZZVi690lvT4vVB6Q+2XZpt7OMLcwhFOBRk/AshXJq3aKDSPcFkQrobvgsoigJVVXIF5A7IpazCoX8248HItZIeLrFW+vtdDjtfbiZk5NXmtTbs6KqlguLv2WmP4JvRL+YGjb/4PsSF1xvkhKklIExTpkj8gb4TkBAoySSGaWFaFnMXhHnhnlM4QTze53tKsRgeFl5XwYNfurwsm9HlRMmMmkhtrRyohADTdMgcyOeqp180kiWPfZy6jvVs2jCMSVPkudq3z2Hy5O2sWDGJk0+Wr61f7zB+/D527apj5EiTM8/M8Oc/V/Pii36OOGIrgYCk/1VVsGnTSILBWq67zgZsslmLt982GDnSIRbL5vLTXvDR3KwDKVasmMUpp0BHh+DNNytxnDTxuEo4rHLrrXGWLfNh212ulCFMdXWCwYNbqKtrY82aiZx4osNRR0kaurMdRlnrMNHZ6Exmsrqaensv2WwlgUBxB0thOxw3t4f/fVyyGRY6W+qO5YxJJrapoQQCaA4oqVTx/e4GxKImH1TnVu5eybW3XUeHzA81t5QIMpBphIJbde2rWc7c+j3CSkErVXfeONKXT+tstUZD/WGgKowcYXJXdBrd2Qp2W8OKtRiiAzoKUjSOkM8qIt8f6EAzigJHTs/vX7NdxxmhRxmh7ypiMZ6JXMDN89Jousqo4xp5+43T+rIYjiODmnAIn2OT6elBKK7XiGUiBg3CZwx82HYcJ9dP5tRT4a23irUZK1aMZvbs7dTUxOnqCpZlMySLMbAmiwfD4Yc7bN/eyZw5a/rdLh73s2XLEQWV+jLtUSjalPqmPJtRGKhINkRxnUrdajHdj6apRcGKEJ4w9OB6jPJuqodSJeVwKMj4VyIrc459oKmyVPRdBhkeFF0DvbwlsXDNpc6+ROPBb1/BZdk8m3HAri+gh/viiHka6ae3cUl3cXkevXa52a7j0fTpuYc9IUJ0DJvFsGGlAwwp7Ot0q1AUcByp0aiszD/MnZ1gO2h+H6rP4PA5Fj97+FSO7XyyiM0ox2J4OBib8UDwas79cBRdN7FtC01T2bA2QJOI5baprrFZcG2Ae353JJsfg/0HpF2xrncSiyV55RXhKt/hwAGbWMzH88/78bo5WpbJqFHN7NtXxejRkhpwHIWOjlouvFD6Y2SzckB8802NtjaVU05xyGQymKYc/Ldt286KFcOBGDfeGCad7mDwYIuhQzXuuivI+vUmU6cm2L59OzNnBonHx/LYYxaJRCr3mytWTOO88zTq6/Pnb91LSWY7zdxT+XHGH1XJPc8dy+HxJ1jz2gROOMMothvPZtGCKrNOCrLi/iM4oA1j/gV+VN1EtSwUw0B0dva1plcUybRlMvneNol43x45niBYVWXpdDZDbiBXgKir3SjweDn/I2Fe+PIpXGQWayx64/bURzi8TuE3v6hA7eogZiX5c+IS0sKfZzHOt1xBdcH+2460OI9VyqB47z6pJdJ1MPMT8xPBC5mpfIlZxtu511Yxm2kLGtEb5UR2xkVw9OklykkLRSwVFfhDIex0BhvQNRUtFJLM3wDhrewVBWbMsHjiibw2I5PRaG+PcNRRshJm9OjWkmxGIYshd/Hdlax6GDbMQVFqyGR0/P7yZcSrVk3issuyqGr+twzDcJup5YWngUCe6ZPPiYXPZ7jOpZ7Gw8GyLCKRCKqq5vxoPAZjIP4aMjjpG0yUs+I/BIlDXVg/QBCOU9Ru/R19NpWSOex4D432bpJ1I+kWed+KByPXsvCq0v0HAIYOFXSPnEFchMtuA7A0tZBzgg/k/v2Q/zLOuq6MPwZIAauqyFWppsnJxrKlmRfuKtc0c5OJoij4dI3jF4Z4QT256KueTJ+CHjRKshgeFl5XwYP+y/vuhhMlO2YS9fUOuq7h9/sxDIOJUxw++400jY0pamtTuTmvbpiCP5JA09bh861l4kRZGjxz5io0bR2Os5lsVtDVFeLAgSyrVu1lzZr9jBy5laamKoYNa2X37mrefFMaVqXTGSyLXIqkp0ejoqKbpibHtTcWuYyUaZqMH7+DY49dRyCQr16JxRxuuinBhAlptm/fhmmapJJJ9u90qKnpRtMEnZ0yCPX7TWKx/ARn27B+W4i3x1/O+TeFGDe5jTM+Ws0bg89l3SrZIVMIi7q6NIMGpdFUh7SZZfSUNh4UF7A8fgz3/DTBl260+MaX/GzYoObbsveGoshrXPjj5bYzLWiod7sKh6XouapKBiqhYNGqcuhQh47hM0mI8oH2VnM0lqVgPfIsH276PDemv8WnxFfZZQ2jXj1Au1NNZ2wkUSPZ16ROk7b7wnGkt4um5hgWTVcYVBdnUH2cyPhG9tuNuY8JActjFzNvQX4iMwyore0b0CuaJlONud/U0MIhfKEgmt//jgIMeS/lV/depcmGDSMBWLVqAj6395DjQFfXILLZKpLJ4rTBmjWTWLAgjddi/b0oWb3gAli1amLZ9+NxP6FQBY2NWh/mQNPk8+n3+3MN2jwIgdvITMHvzwcPqqoSDAZz+62qKoZh4Pf7B2zg5aWhPLv2Qu+bQ0FGeRwKMv6V8PkoSavZTs4GvBSEaUqr7tZWaG1FdHZKBsB737YR3d2ItjZERweisO7MfT9nnBVPAIKzz07xoH4J4LIYk0ccVItx1rURHvT1naA9NNt1+JQslapskz4gFsOy+k4wmioNwECuENW+g8Bhh5usqDwt1x48z2KczMwSLIaHHJshiimYB4JXc851fZkkXXcYPDjD668/zl//+gw1NRlsO8OiRRmOPNLPxo3j8PnMXJ47ELBIJg02bBjM8cev58QT1zF16i6ammIMGdJOLJYgm9VZvXoE3d1BMpkQzz8/k9raLrZsUXOU79tvawwevA+fL057u5IbHDVNZ9Sokfj9NslkkpUrV/Zqj23x2GNdPPzwJJ56airLn57GC6/5GTv2AIMHt/PkEzN4+unJOE6SH//Yx6uveuV9gnMvhXOu8tPUtItdu3aRzbZx4Q0Gx8yX5z8WS3Lffc+zcuVyKuvTrNiykx0HdmEo3YyyN3A9/8vH1e+wsOUXLP38Kr75BR+2WeLaOw74CyYyXS+2vXdcpiOVksyB3w81NZL58CaEaCVKuJd/ixCcfVWAh/q5R/+WOp/Tg49xTnBpzpIe4FPRH9LuVPNg6myqm9excXO5lbrIt5P3+dz0CTTUJnl72V28fd+dXHZlDw+Gr859YhWzmXpSTGqXBoLKqAyuPA2A7cjfdDVY/wimTzdpbR1KOm3gOHU0NISIx/1s3TqUefPghhtMXnwxP/nv31/J5Mk+AgH5mPp8vgHZkx8MhWxGKaxaNYmLL1besUmWNPjSi/q25NvC/+OBgBfgyO9Sihq5HUJpvK/Cr/37/ThO6QexpiaL3y8H8kxGoa2t/ws7eHA+fxiPa3R3lz9UwxDU1eXpzvZ2g3S6b/yVTBp0dvoJh20qK/M034EDfux+xo9YzCQUkhGvGaygeWtWajFUVQ4gChCrQpFzM/X1WXRdHmuiW9C5IyPTIG67aDQFRAaqqtAUmwZfK66SkK5ug8RuG4I2Sliu6EQiBZkIZDMEOjNUV2VoDCdJ1o1i+44R/N13HWcda7BvX99AJxq1iETkwQ0dKthdO5fN254sacf858TFXFn5x9y/71OvZNjhDbz5pk1dnVPEPCeTBh2tAQYX/GQ8rtMddwcw00bJ+hFZFbodMDQMw6GuRl5XRYEZJ8Z44J4LmSue48/xi5kS2cqUUxrYt09+RbnrdORZQf64/kYWmXJfe5wKWobNLspWWZZCc7MPy3KwbblaamkxSCQS7N17gJqaGsaNC1NfH+DJJ0cyfvwOEgnJBL322lTGjNlHJuMjk/ERiWRJpSp5443JjBu3g5aWCubM2cqWLaM46SSNSMTmnnuGs3KlyogRID0Cshx5ZBLD2MPDD48lmzWwbY19+yq44IIEVVVBdu3aTUeHzYEDbUyc2EggkGXr1q1UVIRpbh7DpEl7CIWy1A+SxxAMmkybvsvVmih0dSnU1qZJJlW6u3Wqaw2amxUMYxSJxG7WreuhoSFEXWMM2eBDsiZNTVlef30XlhVk1/Iol6X/gM8wwQITH4OV/Xwm8n3Wdkzim/99Ix/7L5WM6V582wEtiGLlT3bIX0ml3Syfh3SaAzvlnIqiQYcFER8YITClUVesXiHsurR610kkU5BMoSDYUTGbLXtHE1Kklqbe14yu2mwzR9JuVjHKt4N96UF97l/NcshicL31S36z9HtMmKzI5ylZmDLxQzYM7bIxYCBjU12RygU/Le0BzFAAc9Rk3n5jOnVqC0tDV3L1aJt960yitSoVg/NMS6lnDvwIOwTpNDWVCfwhH4SCZE2NtuaBj3vJpEFLS1/R8KxZOn/84yl84hMWQ4emuPPOSWSzEc44Q5DJ6HR0DGLPnr0Egyavvjqbm27SaGvzEQ7bRemN/sa9ZNIAVEIhOWZ516kQxx2n8tBDs5g5cyMAsVgcTXOIx/34/dWYppp7lntD06ChIX+sXV06iYSGEH4yGc3VW8h7RFEUfD6LQYPyY3pLiw/TLLHgc1E47kHxdcpmTZeky98XDQ2CUMhL2bx381MyaZBI+AY0P3l4t/MTlL5OvVE4P8mxw09tP7ZKyvtEFRsFuqJRueAuhWXLXmHOnE4AXn89xplnzu33C5ub8zWHv/zlSL7ylfLU3GGHdfLII6/k/n3ddTN58MHGstvfcMMOvvGNfF38jBnz2L+/fKrhjjveYuHCA4C8WWfOPLHffX/77WdyN+ED90T50MePLrvtoPoEby+/P0ftfvk7s7j9d+WP9ezj1nPHV2S/j6b2AGdcfwH7ugeX3f5rX9vARz+6I/fv+vrT+933h448kzmxN0iIEJ9o/hkPvn1mv9sfWHtXrvT2V3dO4CvfnV1226mT2njqflfsaZpc97lTeGhZ+X3vc52mn8D+pmDZ7d/pdfrlL/9KV1ctmcwGNm0awd13Lyi7bSiU5qqrljFu3E6amyt55ZUZLF9ennKZNWsj1123NPfv733vcnbt6jsxejj//OWceupbuRr+G2/8VL/7Pv/U1zns8C5OPDHBhg01fPzjx/a7/TPPPIwQglQqxd//XsFvf3ta2W0Pq3yDh+fK6/5i9hi+2/m/vPbW0LLb33DdZr7+iZdk6qyzg5nX3Mr+1vIptt/86FkWLu5C8fkGdJ3eOmEmgwP7+WHPrTidKj9Y95my2zb697Ny3kz+4P8453x+JD+8/bD+n6fTdnHHd56QzJuABTdcwJurS5fVAnzts2/ykRt3orhmWgd7nv7Z497Spc/zi1/4mTXL5s47p7Ns2ZCy2/+zx71f//p/qKnp5qWXZjFkyFhuvXVm2W0HDUqzcuXy3L+/9KWJ3H77yLLbn3XWfv7v/1bm/n3GGXN5881Y2e3f6bh3333PcvTR0rn3/6f5aenSBj75yVl0ywVyJdDde/v3FZPRHyxrTE4lbVkHp+tMc3ru/227fx2BEKGi7R2nsp+twXFqi7YXov/9sawRmGaDu18Hz1CZ5iRMl2a2U/0ruoWjYe5rxAslHaum3+2dbASzcwwANcIGvX8K1rYHkc1WDLi81t6qY/p8/KrnI5yuL+NB+g8yTONIKez0+bDNfsJhoHNrhlsumcAnv64zeHwIQd8S3UJ410kIAS0tCKd/6vWdXqe1ayO8+eY4hg6NsGHDpH63zWZ1Eoka/vKXuUyapLF+fT86FSCZjLBvn7xO+/dX0dl5kHPTWc2uXSNQVZWpU6ccdN+PP6aeCROr6NqTpHvvwev7N21qQIgIv/udTltb+UANQCQVzNVyNTRHvM6u7v4FzU4qimnPgEQzpLoPep1sawTmvhaorSWbPPgQZm4wWOlMZ2PPBOb4Xj/IxmCu9qErKba1nYhzkLHGsSKYymF0peEnvxnE7gP9XyfbbsRsV1GM8oFIIf7Z455lzeDKKzPousZvf9v/uJfJVJJITMxZeL/X4157+1A6Ox3a249n3Lj+r6sQRq8xu/9xTIhYrzG7vG4H5LhnmgNPT2Wzo0mnhdsd9/+f+cmyygcvHt5XTMaKFQdwnNL7U1Pj4FVlZjLQ1tb/yRg8OJ/jjccVurvLT5I+H9TW5rdvb1dIp/tuX1dXR0tLC+FwsbHUgQNqv3RUVZUgGPToXWhu7n/fpfgQRCJJatUWOva6ZYBCSJGkqsqcbawSTVdpiKWguhp8Bl3dKomUJsWSVVX5jqltbdDURFDJUOWLgyJA12m1a8imHZg0qVhAZdvQ1UXUlyISdvPPVVXsb/axa5fKE594mmvNHwLQZDVy3+zvsX+nw23d52Kj84OeT/GF6Ldpc6qLjq3TjvHLkT/jx38bS0tLC4MHO7KrbE8P8S6HXU1BfvyFDJ/q/CRRtTgo9mHiVzJ8qfJ3fP5PI/D5BKmUwu7dGsOH970A3nUSXV2QSnGg3Y/t5I/xx18Fe+durrh9No2NdtnrtH+/YOFCySJ8+9t7qKlxEAJ27drML35xJGed1cR551WyY0cr69fv5oEH5mDbBp/5jElDQ5ZHHtF46ikfVVUmn/1sD1VVguZmlT/9qYIdO3x85SvdBAJ5vc4vfqFw5JEv5UoJm5sryWZncvTRcddC2SGR6KGuroGqqhjPPfccup7B75c+AIcffjhdXQFEOs2Xv+njrLPfoLm5EsMwqaxM8vBDR/Cdb7ThS3WBqpGxFFKpANg2voY6+Vom67YQsdi8eQt+fyfd3UF+9rMzADg6/DJfCn6NGq2tz3n3YVJb8Prnkj/k2tsnUxFyG/tVVcluwkJAcwvhqEKl2QJt7aAqHOgIYCdNGNxI7sFS1ZwbaJU/QTDeApEwlqPSvCUug2xPo2Hb/PibGpUrl3Nt5E7q1Ra+0vU1RunbmOt7hWqtvdRjB0jb+AatmbuUD3PEH2+gsdF2m4r1hRCCoEhSFcmwry3IEcdLEe9DDzVTH0vRvaeHbTv9zJyZ135EIzaRgInSKFei+/b1PxYcbNwTqZTUrgAEAgwekzf2G+i4l3I/39mp0dMjTbwOHNBZvz7EqaemyGZlk7xwWFBbq+M4DsFgkJYWXcpThCCdTufcNwEqKyvRtC4qK+UE19+4941vaMye/TT19d088cSxfOELVcRigo6O8vsu0yX5MburSyl7neSpEVRXC9dZNENzM7l0idcrqHD8i0YFkUh+jPeuUyqVKil6jcVMKip86Lr+ns5PdXV1dHW1DGh+8vCvmp8AUimFri6V2bMb4IPAZAwaVNxVrxz8/uKLdDBEIsU3zMFQXe25whWjoQEMo+/vFt7sB4OuD2zfRU8PdPcQrPYTzHaCz4GWVqmu9/ulOK46JAfh1lZIp6C6hsqKCJVRKRRTGnU8bwoxKAaRTsiqkBQyYPH5qfVrUBlDqc8fs3AcaGqCeh28vKPLBgwa1MjgwQ6PTJlBeGWSSrWb34b/m1s+b/OtLxosO3AmzU4DV4X/gF/JMlhrKjquwVoTs5qW0rLuYgYN6UDYVVLY5/dTUQt//1GCb3dfRZ3RWvbcfLXrOn7yhb/xtd9GAcGQIQc5nymZM2+oKy6Xu+mzKn+9dwKzZ/ftv114ndLpfD60vl7L5R9DodFcd90K/P5W1qwJkE6nCYWqOOwwwemnZxk/3iaTyXLppQo+n0pnp0plpY0QCjU1Jp/8ZA8vvxykpgZCIXn+43EIBOIkEkFefvkoDCPF3LkreOGFJIsWSeFnW1s7TU3bUJQW9u7NEg7n2S7btnnjjTeYM2cOy5e3UlsX5q23RpLNGKgiTKz2AOGKJD1NaWpqZM8Svw9CIQtNUdF9XShVVTiOhmlmEUIhHB7E+vWdRedHQzDW2EpQKRYZl0K91kJFTGVwgwJOFpRmlPp6V7yckQFz2oZwCLrjNFSlIWJBqEMGF4oCVTHwm/J+b2kHBLR3oIdDDK5JQ/d6qBwqBaKpFMfNVXnirUFElASbrHGM0Hdygv85nsmcyIcjvznoPq8LH8NFIzL4AtpBBNFBIIiSzA/MDQ0Ogxo1BvtSTJzYa3QXAvR8zvudjGO9xz3R0QGkIOquVK0UtGiIujoURRnwuBcIBMhkMlRWWgSDskHg8OEqc+emCiZV1xhMkSWk2WyWhgZ5zOl0uo9/RG2tSnOziRC6K74sf6yf+pTCL34xkVBoFbFYDYMGyefUm/gGgsrKfhyFC2CaJo7jUF+f12wIYaEodlFTNcuSfVt0XUfX9YKxQLjbF0/ytp3vFPtezk+l5pxy81M5/DPmJw/BoMjpOcrhUHXJ+xDCc/fzGXJ1VhHJdTOlq0sOutGobKWuaW5fA0Uaeu1vkuFor4YZiqJAvVsKOGQIDBsGdbWyNXxVr7RDPJ4f3PNfIP9OyNLSqz6u8TvfJ9lrDSYwYzw11TaB9r28kj2KZqeOMfq2ssd3gXUnf/5tWh5TS0susIzHFaz1W6jTygcYADG1C2PLetrb/zEDnJFDM3zmawMI+MoEvhUVOscdNxrIWxnPmzeWj3/cZvz4fO8OgAsuSHL99Qn8fh+qmrdOPvFEm1AoT2e+9JJOZ6dBR8csvvhFhxtuCPDMM7NpbjZYt052XK2pqaa6upru7h4ymQyapjFu3Ljcd9i2zauvvspjj1Wxc2cdw4d38OlPmnzxiybjxg1m//4qHni8GkcIBPn+D7qhSxdNIY23/P4AQgi2bet7LTOBSvZa5fP3hWjzD6Eq6gZ4qgqmKZ00vXss7d3HfjA0Wd6quGXNZlbqjbzlfNxtCd/RIUtadV0+Hz4D2jsQ8SSmozH/uE6oqeb3iau4O3E5l4fuYpyxhS3WGEzR/9pqpzWchkmVGB0tiJYWRLKvyPlgUFTXFj9bEMB6Rlu9+7O8CwjT7OtAquvy+939tW2bdDpNIpEgmUzmOgz32VdFIRAIEAwGqaioyJV1FrZSL3TJ9BqO5Q/L6TPpeoxBPB4nk8n0u3gcO9YGBvH000dx003vrkR/oPA0S6Zpkk6nSaUkU2OaZo6RyWTyQXs2m8092wB+vz9XueLBtu2iLrCHUIz3FZNxCC7sAptuv18aM/j9EKmA1hYZYKTTcmD1Ao7qajkgO0KW95UoM1PCYWnX3NMjf8Png5qKoiZTgDQNK1U7ruuSs41EGDU4ScfYI7htyzA+d7P0cPBl41wa+T8qla5+Dy+q9pDuynh+vDm307ffNjiq/T4YQIXcCR1LeO2lozn9rAGUBQaC+YmsEIL85NUP+hs8Ojs7iv594MABRsgSkYLPFvZKUNB1A03TSzZVam5WOPfcYK53SV2d4Mtf1vjZz3rYsMEiHN7OsGHDiMfzCmm/38+WLVvQdZ3Ro0exadNmhBBMm7aT+fM7mTt3MlG3/PGMMyxmTuukeWsPmqqiahqGrqMWnBtvn9LpNKtXryaTyTB+/Hiy2Vhum6Mu6OEvd1/IF4zv9nvuUiKAOnZk8apUkaZriq4jQmFpxqa5AUcs5qq/3fVPY6N83bbl9XMsee8XlrNqGq/sHsmDf1FQ22W/lZRaQTJQw1tts5hrvEJIlSmBa8K/46tdX+FrlV9FV/reO212NT+K/YhvXBsH3T3ejk6EZaG8wxJSJRpFGIYM2m1b3mvRaL4vSwkUTl79TlrJZF+jM5BBRyqFEwySTqdzxlOQb3vurdj77K8i7bfz9t3y9w/mBdF7P03TpLOzM5dmcRyHZDJJIBAo60lx442Cv/41xqBB5XunvFfIZrM5W/RCEy/pHmoX7aPsIiy7rnrdVoPBYO47pB+H/z0pj/1PxaEz836EqhazYdXVssdJOi1XR5rmem4gt6uplgOOZzecTknquQS81ES/0DRobpYrL12X7Ieuy4Ey6Ir+dJ2rb1F5bOkIaqpl5O9oPqYaaw96eLZQ3QHSLgpc0klB0I4PKMgIKknakwP0HYhWyHPiNdlyHFezMrB+MaXq4IUQtLW1sW3bNvx+P5MnT2bz5s3s2rULIBdo+Hw+d7AHL9BwHKdse+jLL5d0riSuVPc7ND76UR9bt1q0tnbS3t6G40h6NhKJ0NXVhaIoTJkyhaamfHpq9OgWAMLuvSAdR23qGgX1AQddDxSbOzkO+OXJT6fTrFq1KhdgNDQ00NKS33bQqK2sP3YcO94czkhjV9lz9yv7k5x3nR/cpmsI12fC+93KqLw2+/a7968C1bVQWSGDXS/I6O6RFRx+v7x27j0sBPz4thj1bzzIl/lDzsYboMOJ8W3fl9nFKLLCwKeYTDI2cEn4Hm7t/CHHBl5kUeB+fIpJhxPjXt/1bGk8mq/8d5LosIKAwmdATxwRibwjMywAJRjMPzMHgWVZuUZhgMsmlWme6AXoveE6hnoTfOFnvQmzXAdXDx6T4QUaXsqgsOV64USs6zqmaea+3+uAmkqlclqNYDCIbdtUVJQWkY8da/P5zw/wef4H4fUwKYSiKGQymZLPuncuvEDCCywOYWA4FGS8D6GoKiIUlJOvprlsRYVMbQwZIm2N29rk+70ZC8eBgzT66Q8im5XMQtod0C1Laj5iMTlBu6V3RKOMbDzADR/L/5ZobCS1JXDQPP1T4gxOPTcKtORXeMCwEYIXI7M43nr+oPu51TeNsWN0pH9D/9i7z6CtbSiVvgTDa3ukGLampi+DUwaFA7JHIRcGGNOnTycQCDB16lTWrFlTFGh4VLRHVUtDI8lk9IZtW5huukKmMHBZDw3DMBgzZgybN2+mu7sbRVEYNmwYO3fuzPVnWLlyZcE+KzkR9bp165kwYYK7elMABScSJtPVhU/XUXVd+leoQEW0ZIDRG8FgkKPP3cFv+CqXvPkDphrrit43hc6vnFuouWAukyb1YFkaeibr9ijxw4EDCL8fqqtRGhullXzctRdXFJkO0XUZ7Ho287FKudLft0/qk3Sdu/5UwYw3f8XJyiN99rFK7eT74Vv5nvgan6h/mNrUTnxOirQaYchRjeiHz+R/XrgGO2sTrlC4+pMN1EV2gy9GR5fGX/+gseM1KZAViorV6GfBDbUcM6+4R8Z7AcuycqkvD17KoSTzEA5Lxqc3M5A1oa4Wp0wDM68t+sEcO73AwjCMonSH99nCSdZjABxHikhN0+wT5KRSqZxbaDAYHFBw/89AqQZpXrqj0NSuEOX7lRzCQHAoyHi/IhaD9nY52Xs3eDAoV34g87oHDvT9nGn20WO8I3R0ykm/rt7tGeJO4l3dR1ztugAAy9BJREFUMHFCvipAVSXD0tWVs4U+56owf/3qtVzp9O3w6sERCo/FruLO06G9Azm5uS5Y40cluaNmHqLpfw86iL9Rfw6LZ5cPMISA+++2eemvrYxqeZk6aw/t+iC21BzN4efEWHzdu7v1A4EAXV37+gQYIAfbwkDDcRxGjRp10JWPlyfOZs1eq0+RWyF6Lotjx45l06ZNxONxduzYgWEYTJkyhbfffjv3faqqMHXoMBRdZ39PD80tLaxfv47x4yfgsSmKrkN1NVY2i09RIaSDu2reunVrvwEGwGGHHcaOHS9wzHk7WFpzGz98pI3DxYtUKN3sNCbQNXIap10b4MgjMyhZm0RbN2vfMkiIYezYF2LfhiSO5dA4vIsLbqmhvr4aEY3KALe7GxEMkSaAXxWoti2DksZGFE1DDBoEjoPV0sG657q4gr4BRiFu4ZvcmHoQbdRwrFSacSOynHdBG9HGIOedbEsmBagaGqKjQ7BupcJvv97OR3q+yjh9c+57slsMln72Ir4y6zq+8stQyYziu4VpmiVX17Ztl5zkFE1DxKrkM+rZn9s2VERQ/H7ZmK4E3kk1oafN8VgIr9tpqdRAICCFzx4bU6jf8L7L03GYpvlvc8k0DAOfz5dbLEijLl+u8VphAOKlSSzLIhgMDig4O4S+OBRkvE+hKArU1EgFvuPIzqoFN7ii64iqKujsIp9bUeTK8F3mB4UQYJly5WjoUhjqRffuACE6u+REoCADjWhUbq8ozDlD49nlF/HUMzs5WSzr8/22UPmW8SMuvSWM6mRlgFFXC4qCaGmBrMmJ5wZZcvu1XCT+r+x+PqhexJEX1pcNRISA796aZMYLt/E/4v78diaI/fDsr+bztdf/iy//MsxAxoxAQHDmmSm6ulQSiTZ2796cS5Eoiszn6rqeYxymTp3KqlWr2LNnD8lkgilTppb97kQizurVaxgyZAj19XW93pV6Dsex0TQ9N8APGzaM9evXA5JR2NfLFjHok31X/D4f49yGUk0HDrBp0yZGjhyJ3+/PDZiOYUhKvwDjx4+nu7uLmppizwe/X3DssRkqKx0qK30cddRRdHd3c+aZUcxvhdm4cQimqXNsNO725RCk0zq//WWAAy/2UN38FjvSwzkzuIxrAo+jKzY71w7nd89/jOyMw/nMD8Psa63knu9m6d7SStTcRloJkakdyikXhDnptE6U2hr5HAwbxrMrBnFSz7fgIJO9TzEZue85PtL5K2q0dtZvmMRtz3+E6il13PjhTpRIGFIprA2baOnQufPLKv+T/RC6bvf5ngu4izErNvDjz3+fT38vn5L07hHv/98pSrUfP9h7SjiECLot6IWAYDD37HsMRG9mxOtk2h88AWShoNPn8/UbGHgBhmFI5i2RSJBIJHKlod79Vhhs/DtQGLAXBm62beeeC68CxUtdeaLOdDpd1OvEYz4OBR79433lk7F///53FGn/q9HQ0MCBUuzBvxFCCJk2gdxKtPy28PLzCi88kCCThuETDRZd6cuVfkkqer/MQfdGNuv2arCLKdpsVgY27kQlBPzuxxk2PbKb+W13MoE1mMLgGf85rG2Yz6VfbGDmLIuGhgaa26SXgujulgOl+713/FyHZQ9zubidgFKg9BYG9yjX0X36hdz8jfIGT3/6lUn9b7/NyTxcdptXOI41F36LD3124LnVVasMbFv6RjQ2NhIMBsgHAqIoDZJMJnn77bexbZsRI0YwfPjwPt/nBRi2bTF27FhisVLmYgJV1XIDY1tbGxs2rEdRVDRNdTtNSqiKQkUwSFcySSwcZkxjI0GfD8fwsaVpH83NUqMxfPgwqqqqcyu5cnnycpg+vW/Jb2EZo1f2mM3Ctz7icP32T9NuxXg1cwSfqvhRyeBwkzOB79X8gqGJtdyc+io1BV4WltB4WCzirfFX8KUfqqg1MRS/n9/+MMPJd13OCL28JsTDvclzGadvYbpvde61F50TeHHyTXz2c3FoaaZq+Ai++gM/579yM0P1vf1+37dDt/HR+45yywkPDpFMSl2JbUvmoaKiqPdKKpUqeQ1s2yYUCr0ruj6bzWJZhek3mbrrf4wQuX0p3M4TjJaaUB3HyWkvenp6csFFZ2dnUXolHA7j8/nw+/1EenWc9sb9f0Vawguievc38YIox3Ho7u7OBWSFxyyEwDCMIu2Mx4YMtNHaO8H7cc7pDUVRGDRoEHwQfDIO4Z1DUZR8y+x+8NoLgnu+3cQxrX/lBnspASXNlpfG8r/33khgzlQ++Z0Quq4gAq4Oo3AwEUIGAF6gUQifT+aG3SBDUeCaW/2YN4/lyWXf5P7VGQy/wtzTQ1w93VvB6MVsS0GAAXD9lR28MWYu37pnLlpHK5V00q1Vk20cwVmXGRy9qHyAIQS8tbSZ7/UTYADM5Xnuf2of9qdG9Ut7e3lxOZDKVcyoUSPdd/MVI6qqkM2aBAKyz0koFGLOnDmsXr2anTt3AhQFGoUBxsSJk4hGo27fnuJB1nEEui5f8wIMVdWYNm0ae/fupbm5Ob+tEFRFIhi6Rmt3D1v272fSsGHowiESqcgFGbpu5FaVQG4FatsWlmXnBtd3O+B7n7vjO3DDjlsYp27ic6nv8v3Kz5Zln8arG1m8/7ukHT81oWKzLF2xWajcy5BNe/jFj7/Kx25pRTQ04AtoZMTAgsSM8GMoxcHRMeqzrF83nbUrpjNljA/bETSt7jhogAFwYffPuPe3s/nQZw5O+4tEEjo75LPipTa6uhGOg1IhnV+9iau3/kfT+nYhHSi8ZmbedR7IittjGfqkZ1wxaSl9iCcQzZVCu7qLzs7O3L3kTcKF9x3kny8vNeE1IHsvmrD1hhQ+yxSrPyccFn0EsiDPXbmAqjdDBLgeOe8uGPxPx6Eg411AmKbUIliWnByjUVm1UWpb96Z+tymM9wKvviB4/HMv8/3MraiKyFUHTtbXMzlxM6ufnsmXP/RjvvnbEEpVlRTVmZZ0F/X8OSorpUakFKy+9KdhwBmLFFjkDUoDpEi7uiGd5vA5GoeP78ZUA8STgwkPqsBXCdT0b8e9Zo3BrNa+qZpSOKb1r7zy0uc5eo70/ujNBBWu6ryByLbt8mI8ikVihmEwbdq0PoFG7wCjurrardvP5AZpOYgJVFVxDbiKA4x9+/bR3NxMfX0d6XSa7u4eVFVhR3MzI+vrAWjt7mHD7j3U11azffceNE1jxIgRbkDjuCswI1famEuhODbptFVWoOodJ8lkzpPB5/eT1jQUTcM0Ne69N8CLKyx2DvoiKREk61e4J3kJ52p/L2KnCnGK/0n+q+s7LAw9VPL9w9RXWfraTpLWMELd3Rx1Wh1P3n0e483/6f9CA2vMaVwY+luf1y/iTn689P+YclMbiZY4lVZfB9NSGKtt5u6NGWAA2oKe7r7BuaHnK1YKykO9FbK3Yv5HJ9vejMTBUMrzwvueciyzqqo5xkTTNMLhcC5tAnLC9kSfXoms95x4aRZv8vfEo5FIpIh1EULkfmMgKZ/e8LwwvMDBNM2cPqPUsZaDF5CX+ky59/5/x6Fk0juEyGbz5Z1eNNvainBNqgq3E01NctvmZkTTARmc/IvhOPCXb+zjv70AowSmqW9z/Oof8cj9srJFaaiXZbGhUE7932eQLMQ7bMfcB56DqeO47b3d7wuHMIY3UjW+Fl/Ej9JQf9Bg7UATDEltGtDPDrG20rKmTQZP7R2wv0naNLvweka0tWlccMFgPve5Orq65ABZTokO0jHVG5C9QCMcDrNz5042bNjQJ8CQ6n0Hv9+fc1OUv63g8/mLAozp06eRSqU4cOAAVVVVHHHEkUycOInKykocR+QCjUggSE20gs5kgk27dmMYOjU11UQiYVS1kB5WigZvEOzZsxfHsclmzaKJpbNT4ZOfjHH22bW0burE64pEOo2yZw/6zl007zX59KejpFIrueFTT3HWRzZy4Uff5tL/eovmy47iJt9vabOre58yAFRFUKHE+zXLWtj1G5Y9YIBpMnaszbZBx5M9SG+GXdYw6rRmDKWvULhCjWO3dkJXN0aqB8sZ2JAoUFC1/GTU2qpy9tm18ty0FtPrlLtXhJO3TUdWdIRCIYLBYC618K9eGXu+Fr3RX4VFYdDgeW1UVlZSUVFBVVUVFRUVhEIhAoFALuCAvLDSm/w9tsS2bTo6OkgkErl/J5NJTNPMBfleumMg8BgMjxXy9tELrnvDW1T0/v7+GCGvfPcQ+uJQkPFO0dGZEzrm4PNJRbx7EwrblmyApsklvWFImrS5WVp2/wvx3FMKJ7bfXTbA8HAqD/Hs3flVnOL3o0SjKO6KXfEcGXs/SNms9O74RxCNyjxHpsBLIZuV5mOqmvPoGMi5i1QodBv9N6ny0E2McLV7fQzXZ6S9w7W7JmfYY5oKb70VYONGP5al5JTovaFksygdHbLkt6UV0dWFcBX506ZNA6ClpQXTNJk4cRI1NTUu1QwgBz/DMAgGg2ialptk2tracgFGOByhtraWsWPHMmnSpNx2Y8eOpTIaRVNUfLrOjuZmTFNOqoZhMHLkKJqbW9i4cRO2XSwkzE8ggq1bt7Fv3z727dvvCvbyx2maChs2GKxY4SObcFm8tjYpPlZVNNPiq18OcsYZjzNuXFPRI6IoMHZiC/M/voPP+X6MI0pPWH4lgykMOpwYm82x7LUGF9lBjNM2sWtzXhd0zdfr+Frol2UDk3a7ih/23Mp14fJCYgUBjkBXLXrCxb9XDs+Lk5l9Sl5Tkc3CihU+eW4K/KTkeS0XKCjFacmiz/x74GkQek+wjuOUrZDyqqe8io3CShTPqMpLP3hsh8eMeM8YkHPa9AIOT4SZSCRyqRYvQPDeGwiy2WxZdqZQW1EI71i9Y/Ge90AgUDIw8bxvDqEvDgUZ7xRWmbJJu2BVEo/nc6+F0DT53r8Qz90XZ75YetDtVEUQbt1e9vAAWRrr98ta/GxWnotYrE91wjuFommu5XkYcPUfNTXSUCydhpYWaJcN3kRray4IKIVZs7K8XHPugH53eewijprby9NDU3PW6eUoYm/Ak4ONFI+JbBYjlZKThhe0WG5aDchmi1MECfc3SukwvN/2JvixY8cyc+ZMwuFI7r1BgwYVlQkGg0HGT5jApCmTmThBto3udlmZadOmEotVMmzYMDKZDOvXr6Orq8ulqk13cJQBRltbG7FYjGHDhvV/8gxdsk6WnTOBW/52HaMnbiISKd85OBLJMPLEFM9bx5V8f7M5hm90f5E74tfxSvZI7k+dw2c6/4c/Ji7HElKD4fc5OWvuiZNsLv3JFD5Xdy/3czEZIRm3TqeSX/dcz/d6PsOXo98gqvaU/D0hIBOMQWM92uBBHH6MwqvWUf0fO/BI+DJOO6Y1lw7tF2G3x5DjyOe/s9PVMQVKmnt5TFl/bNk/E16awptghRAHFYwWsjC2bWPbNrqu58SnnpcG5CdwL5Dw/vaC3UKzL0VRSgYTXopmoHingZv3THn6EM923Uuv9NaVeMHPO4FX7usxif+pOBR6vVOUu1lVJf+eaZa25dbc7qj/QthZB58ysN8MiCTZrIKul77hFUWBqipELCZtod9DNbXi+m4Ir7+Dpsm/OzsBVfqGGEau3wluF8ve8Puh5rDhbHt8NKO18v1T9tmN+CaMJBzqFbCoai5YNAyjqG9BIWTdvJ1LUaipVN+Ukiqvd7yrizXr16MoCmPGjGHfvn05jUZDQ/1Bz43nVdAfvMqBQCBAS0tL0Xvt7R3U19dRX1+PbVvs27ef7du3MXr0GHQ9iBDFAca4ceNyg72qlrnGQhSntoClz1dy0tlvHvR4ph25n/uXL+YE67mi13/RcwPTfav5SOT2PqmNlzNH8omOnzC3ejXHnFcJuo7o7IREkikN8MM74OW3P8z3HvwQdsYmafsYvPoRvqv/d7/78ro9l9knBuV19/s556IM//XG5xh64KayAtDfcAvHnVeB0dUKIiufB8qzeUplpUyz7tkjf0dV5b0RSCNsu+g58iaewmqLwrLJfwW8e+mdVnx4gVEkEiEcDpNIJHKmXh5DUrja90q+vb4hHrwg470qDZWdUfuKNftjZwo/Wwgv+PDEqt5xlHVmLYHCEuHCYOlffZ3/VTjEZLxThEJ9Uwau/XZusCiVVgA5aQ6gEuS9RO0wH3sG2Miq09c4oM6HiqK8pwFGEapdi/RsVuokBBAO5p1GFSlGFZnyq+UbvxLif4f9kl1237JRgP12I//TcAc3f6ZE8GVZuUoZb/AoXFEKIUtV5cpFdwVuOjh2yQA0kc2yeu1aLMtizJgxhMNhRowYQTAYZOfOnezdu6/kKkauZmVzsoPlerPZLNu2bcM0TVpaWti4cSM+nzTp8vv97Nixg5aWVizLoqGhkWHDhpHNmmzbtg3HEezYsaMowBBClKWYcygRLNvCRNMOfv/ouoMdKh7cX0rPxcTg5oqfl9ROHOV/lZsiP+dv8XOZdbSREwjjM8BnoPgMjj6shy99x+Rrd1byvd8H2T36JFrt8sZ0aeHn7sgtnDVnG2Sy2Nt34Nu5hW98uZVfjr+d2/XP0uHEABlTvW4dwef9d9B4yXGceXpCspc+H3R2HnwlajsweDDU1ck/9XXyPu/I977xKhe8fiPeRPtO9AdyX0UuWPlHdALvVDTqmXAVloR6K39VVclkMnR3d5NIJHLsRDgczv2GF6R4QYk34XrBRu9AZKBBiBfgeP4XQK5HybtJcXhBWDgcJhwOH5Tl6Q0vLeSdK1VVc1qs/0QcYjLeKSqjkgbPZOSKxBFysCh02QyHJeXu9hEA8n0GQqG+3/lPxPkfCvKnx2/kU9kv9Ltdq11DdOrQgzptHgxCCEkFJ5Py3PgMaQk9QNW1oqpQW+umRNxOnL13SlVlEFJmFRIMCr7z5yp+9Jk7cdZuYEHnb2lQDtDm1LAsdh3mhCl84/sVVKSain0/bNlLRSkIBGWNf/4x8ft9pSdSze2JUrCviXSa1Tt3YgvBuHFjCYXC7nf4GTNmDNu2bWXv3r0IIRg8eHCRkt7nM9i3bz979+4lmUzm9Be94VmAp1IpbNumqakJXdcZP34CgUCAMWPGsGXLFrZv387QoUOpq6uj1u1Vv3v37pxTaHV1FePHTyCbzWDbcqD3Vlwlq0xiMXDc66xrMvB7JyvPglPYZDdwW/bT3FVxcb8fmezbwOjURt5ecQwzByXzvXo8aBqkUohYDEVR+OLtlXztyt9z1f4vM0tfUbTpVms0P6/4Jp/4cDNBnwOqgRathKb9hGM63/pzDVu3LeaOn80nsbcboetMnW7x5QUJgn435el200VVIVneSl/YtnTO9fmKNRiKktchQZ8S1vxmA69c8DwrvM95TqJ+vx/btnMTrWdKNRBjrkJRZ7nf9P72BJVe3xJPEJlMJosqtEzTJBQK4fP5iMViJJNZnniigqee0lCUDIoiEMLP7NkKixY52HY8NyF7wUG5Cq/eyGazuQDGNE0URckJa/8d6N2EzYOXJvtPM/c6FGS8QyiKIidBy5ITnWH0mUAVVUXU1clVijeI+N1+Gf9iUdfgwQ6JKUey/c1RjFK3l9xGCPhZ+Otc+8kKBlxqWg4dHfkurhpy4m1uQQygMiS3P7Ytv6Nc1Yq3guwHoZDgiz+P0NU1h8fvn81bTSbROp2PLtJzBkqiol4aJLm20gSDUoRKcf1+JlO431Ig2QfhsDx2915IZjKs2b49F2BUVsbIZDIFuW6bsWPHsmXLFvbt24eqqjQ0NOT6RSiKwtChQ0mn0zQ1NbF+/fo+gUY2m+Wtt94ilUpRU1OTCzDGjBmDzye9MEKhEGPHjmHr1m3s2bMHVVWoqamlurqa3bt3575r9OgxMu2jauh6/n6W4jjp/1EIJRiE+pEyBWBaUBGhMmrQ0xOgoqL/3jXd3UG2dQzji+L7WLWDCU4cxLQ33sCw+8+x77cbaWQPX72um8uu8jN/oaAy2ku34FZzCNumKtPKd36h8fe/fZc/P9lFNL4HVYWu0BBGHVXDl85qocoISkbEslD8AZmGE7LKaexYlc/+pALRlJQBRVt3QUrUhmh5v5Y+OIgBljculBMoltNnpFIK996rsXKlvCeHD4fFi7WcwZ4nkky5+pzCrqzeyrlUoOHd/57lvffZwrRA79SOd38Xplls26arq4tIJFLklOlN/FVVVSSTKrfeGmbMmLc4++ydRXHYzp11fPazR/DFLxo0NKRznx9oa3WvPNZjhrxjsyzr3xZklMN/qi7jUJDxLqHoeulWy977mga1A6ty+Gfjs7dV8IVLf8niHV/jCO3lovGu06nkp6FvcNIXZjFixD8WYAjLknn6wodXcdmIzk6El2rqR18gOjrk6lhRpKiwrR0GNeTZBscBQy/rS9IblZWCC69SAW/7glbaqgqxSqRRXTG8plC9c8OWZVLKx1oxDERl1G3r7eAHQoEA9Y2NxGJV2LbtDqzSIlxRwLYdhg4dyp49e/l/7J13nB11uf/fU07f3nfTkw1JSEIPvQgIUqTrWrBwr4r1XhVFAQtNFDvq9aqoPxD1qouKKEWUIgrSQg0kIb3vJrvZfvqU3x9znjlz6u6mkATO5/XiRXZ3zpw5M3Pmeb7P83k+n+rqajRNzaxy1Mw2Cp2dnQAFiUYqlWLZspeIxeI0NzfT39+Pz+ejs7OTYDCYqUaIjLKfgw46iFdffZVNmzYDjjKjFy+//DIHHTQXTdOxLDMTeLKBzyGh5iUaug4zZ2InEhCP8553xPnpbxZz+unPlL0mjz9+KN/6vyZmzDiFUMjm5ZdNnnpsbUn33X6zkVvGPkm9MsgF4b/wfvWXbPtFO9+/6z/R58/lU1+yCImUt3Ae+vrB7yPkh0vfn+LSt9ukBuuwbIXgjGrQTNgaB9Xv3q9qTTUMZBYFqZSTOIIjfd/X7/AoxGI9FM5WJS27bBtU0TTsYtwW24ZAdkxV+vP5K1kJqvn4f/9P56mnxli0aBknn7wdRYGtW+u5/vpDmDGjhv/+7ziK4uw3FosRzquiKorKP/+p8Oc/axhGPPO7IOeea3LssaOk01m5fBk9FY0YSRS8x6ppGqOjo66ap5i+pVIpt5XibVnE43H8fj9f+EItxx33IE1NhaT4GTP6aGt7gK985Sx+8ANH2l72PZHKTrHzKUmb11n1tYR35Df/uF5vVQyoJBlvCIRC8PXueu78ydf4w739tIy8SpAEO4IzCcyfyaVX1DBnzq4x2V1Z83TaNUorQNqA/j6nF62qMDKCWcw+fXQ002fP/M3ng+ZGJ9GoqwUUCAagvpj89p6DjNbJyqe62uKaa3bS06MRDBqUMstQAkEIBLFNE01RWNza6rLHxZlS1zWX6CX7nzp1aubBbWd6x4bbniiWaMyd28nLL79CLBZn7ty5hMNhEokEzc3Nnnl9G8NIu06soVCQ+fPns27dOoaGhhgZGaG2tpaDDjrIdZRdufJVOjs78fl8GEYyR1DJtiESsfngB0dpbzepqspOxSjBIASDzDvSpPa+Ol59dRrz5m2mGF59dTpTprSxYEG2alFTozFo1hVNMvrNRm4c+SLX1V5PvTrk/r5R3cm2gb/y8CMpPv54Kx2zfDR11vKOT1TRblkOR8ajrkk8gT+YUa1NpbKcknyZfNN0Egafz+1wKpoGba3YDfWO7o2dSSosy9lPfT21Nnz5y8OZz1NkRdqQEbnTVOf9TNPZT0NWM8Q570ZOAColPvWTn+hs376S885bmfP7KVMGmTLlUVatmsrXvnYE11wTK6rrkkgofOELIZqbX+WUU1bj8wlXQWHp0tnceecCrr9+FL/fcgO110RMVD69kDZGKpUiGo263AO/349hGC4RVEZZbdtm5UofweCmogmGIBAwOOKIZ/nzn4/k7W9PZI7T5pFHdP70JwvLSpFMqqTTEc44w+aMM1I0Nho5VYxiAX1fwe/3u9L7UvmZCAn1QEXFu2QSOBB05MeDbcPIiEIqpVBXZxU4xTvbZCYHMiTIUnwK2zCcSQ8bp5ycSMDoGLS25HJRdvQ5D1d/wPVZaWhtZcDvc2WVAUe8rBihNJVyRlwzUtd723pZysv5fdNlyxz3xvEmPbwwTdOtGjgPXRvbziYyQnITgqloY+TLGtu2zZo1a+jt7XV/N2vWLGbNmsnOnQM5xDEJBCJzLFbWqqqycuVKRkdHaWioZ/78+WiaTjqdpqenh40bN+L3+5k5cyaJRIL6+noCAT+WZRMIBLBti1QqzaJFSbdHLwJiAsMw+da3dDZtGuaII16krc0JvD09dbzwwqHMnl3PFVcYObmobcP7DtvMHf63FZy/a4ev5ZNV36dByxIkNxgz+O7op7g4dBcnBf7lasBsNTr4ZeQK2i85mvd39We9dvr63DYW6TS0tjpvmkhA/04IBUFVqa+uoXfnKPf+s5mn/p4mNNIDQLyqlUPPbebi9/sIhWxHsC0Wc3g4VZHJtQHHxpxj8PuhqqpghNXbpsO20RIJ/KbpbBeJoITD9PerfPnLw5xzzqNl3+/RR4/g0ktbOeigJMlkMue+/dznwhx66D9obS2wmgBgcDDMP/5xOt/61hCqijvGapomwWCw6FipJNMANTU1jIyMoCgK0WjUdZMVro8kKf/zP9NYsuRBwuHypEfbhnvvPYdbbkkxNKTyhS8EmDVrJU1NfTz22MEEg2lmzNgBKKxePY2amlo+8IE0s2ZFXfMzb6JWzovltYBt2664WLHvu+BAiDkV75IKcqAoUOOLQjoGwziyxp5Sr51KOWJS4FQdRkexg0FH+TM/sO8ccLbJlMtRMonGyIirY0A6DakkKKrzpBCmeCrlyHMefHB2f5Zd2lHTshy/h1gMbAtb06G2Zrc1OoqhHMlNVSeb3DgBWsrFDrFLcdUGZWUnc/Yid1xs5TVjxoycJKO9vR3Lst3E3CHdpV0rbUkwnJK3ygsvvEgqlSIUCjF/fpbfYZqma+m+ceNGVq9enQkqAU+p3CKdNnJ6+kIMDYVC7vHqusZVV9kMDNTy61+fyiOPOCvkWbNUbrzRpKGhkHehKLDgTU08+cjRHBt42v39TrOBsBLPSTAGzHq+P/rf3Fx3NSEll/sxRd/GVcnP8vvfXcbvlXfytndn9FyUzMPbtp1kQ8mMmwcCcPAC2LQZTINBo5rPX+Wjq/cmblYfy+bJo/D8T47k83dfzzW3tdLWFirb8isFRdOy34tS28j4qGU5VRPIJt5DQ1jJFDfd1MpRRz0/7vsdffQy/u//Orj2Wtttcaiqyssv+wiHN5ZMMADq62PMmLGSxx+fwYkn5k63yDREfitC0zQSiUTOyCrgJrjJZJJ4PO7uq66ujnjcHDfBcM4LKEqKdBquvjrAGWc8yM6dVfzrXwdzySVP4fdnW72HH76BdFrjf//3JC69tIpDDx11R1ilVSKfYV9BEos3Al5/DaA3GOxoFHvHDuzeXuyh4XFVMW1RaHSW07BzwOFBkKlg7NzpUSnVnBVXOu1MjHj3YxiQTjlkx5HM3+zMNMn2vmxJOpVyeth+Xw6zXslohnhlvPH7slM4OVCcxCURd/gdYjQ1MOAkK3sYMoKXX2LeVVU/WfH7fD7C4TCBQAC/30cg4EdRQNNyKxbFkhyHg7Es53fLly9HVR2VUDlWTdPdY5Revq7rjI2NuYlOPB5n/fr1JBKJnBVpQ0ODu9Ksrq4mGAy5/hmGYZYsORcbk2xosPmv/zL49rctvv1ti098wijrWPrZq6J8PX0dK1Lz3N89mjyZM4J/y9nul7H3ckX1dwoSDC/eZt7Oc/fuJJ00s/e5YThVjbq67IaqihIKocw7CPugeVx1lcYXei/jeO2xnEqLosAR+rPcuONdfPUDfWUF62zLKvkdtG2IxZSi0+0FENE+TzXN0nx84foqNmwYpKWldIIgCIXSjI2lXElvaaX97ncaRx65fNzXH3LIWu65R3fvE2khijKt85lyr6lXKdPbBqiurnbbLYFAgJqamsw2EzgXHtx3n48FC14gGEzx6KMH8453PJGTYAh8PpPzzvsHt91mYxhBNymS7/DrtTWxP6KSZOwD2CMjTlLQ0+MoWE5CuS5nPwMDTvB1IpUThLdvL/2Qi8eddoV39M/vg1jMCdapVPEgnxkNzN2ZDYmkw7L37i8QgFDA6TU3NTl0d1UtaIPYluUQ67xiV7W1Dn/Dewxpwylny8SKF36/q6i5pyEOlpZlsXWrwpw5s7n44ukMDExu9SFiVk7ionnm9C103YeiqEC2Lwt2wQpHEoxYLMasWbM48cQTaWtrY2hoiBdeeNEVM1IUhWQySU9PT2ZsMWs/XVVVzezZs+js7CQUCtHT08OyZctcLYVUKsWKFSswDIOWlhYWLJjvngMHNv39GhdeOJU5c2bT05MrS+79t/w3GfiqAnzpOwo3pr7C9cNf4rnUYfSZzVQr2V69aav0mm0Tckk9c+A2/vZUm3MP+n1QVeW03OQeShvO7zJ45hk/R62/g2atv+Q+a9RRzu/9AX+/p/Czbd0CU6Z0MHXaVLa90I+9fYfrVbRuncZNn4jyhTev5Ptn/ZMbTnuez3cN8OB9Sukgm0gU3O/f+1ktbTNfpLo6XuJFhXAqAFmb93A4TDJpEgqNL9Cn6xaQJWp6eQMiSiXVMin7V1VVUVNT47bRAoGAKzIlqqAyoaKqKh0dFr295as7AKmUhq4HeeQRjfnzN7N06RxOOmklqlr6PlNVOOaY57jrLke5MxQKuWOz+5KT8UZDJcl4jWHv3OloaGias8K3LCcxmKRojjvJ4V1Za5rzVCklXR6NUkDCME2nv7xhg9MmKVUZyH8a6jokE+DTCrcLhpzRXZ/PSWpMC3q3O0mJvKdlOSVnb3XDlwkGQ0POsSSTDuEzHC4klJqmWykRWe9dTdZKQSoPk+Fg5EPaINKPlgeczPnLvL7jtqoRDIZyyrj5CcbUqVNdMmhbWxsDAwOsX++MJquqyvDwMCMjI6xfv94lfYJj9hYMhgiFQnR0dACOxsaaNatJp9OsWLGCRCLBjBkzmDlzBpaVFR0DGBoaLpk4eEciY7GY+9+kxIUiEY44LMk1/1PF4Kwj+Y1xGcvSi9hkZuXN+60mpmrFCaX5OIonWP5EHCUSgdmzHaKmYTj3TDoN4TCKZ9ri3p8M8Fbj/8bd75uUB/jXb3KdWu10Gl71mPKNjDgtwh19PPCHNL9+37/46BMXc+PwZSwZvIf0tn4CLzzJPZ96nHcv2cnj/1QLk428+z0eV3h1fZo5nT2ATSo1vhies8/cFXt5L5VCKIpCdXU1NTU1Rac0iolSqapKTU2NWxUT7w9Jcrxjru94R5ylSw8Z9zief34eXV0WEEdVndHW2bPH5ypMn97H889bOVLl8MaR9N4fUEkyXkPYhuGsULyJgaI4P4+MX/7MQTxeWrq8hBR2hsGV/VmIm8mkM56nOwZhBUmKZRUIXymK4hijeasfVsa/pabaeY719zuVhpZmJ3kYHXV+DobQ2hwOgHc1aff1QTSKXVefETdTHJ8UXc99j4EB57j7+2HLVlix0vl373anQlRCut3OtGcmm9DtLrKW3Yq7Aqyrq3MrG6IemnVGdeBNMKZPn05zcxPr1q1z9QjmzJlDR0cHo6OjrF+/PqPo2UpjYyPRaJQVK1a4ZWvhZsRiMdavX++WvEdGRlm2bBnJZJJZs2ZluBkiZe3cp5s3b2bVqlU5fBDI2oIL6dSrRyCiTBNNNBRVhdZWFh2pcssvFN5zy3zmXLSQ36vvz25TTJ9kIvv2+Rwn4cZGZzKptRWlLrt6/stv0mx+akdJC3ovNMXCF822F23bzsiFZwO3ZQODgyxf6eP5bz/GF5OfRsXis0PfImEHub72Wq6vvZ7v1n6a/8dFbPiv73HV+8Zyi4VVVU61JYM//62KgxevAOCII9bz7LOzxz3W1auncOKJVkE7q67Oz9jY+O2CVEojEAjljIpONCDruu56f/j9foLBoPs9kLFw27aprU1z0EFhXnjhoJL72rSpiWh0Lkcdlb2XNM2asHCgqmZ5TrZtE4/HXXKtJMYVB9W9hwrx87WEqITmQxQsJwNNy7Wbz99fMUQizhhdIBPIRkacAG4YjjmZqjqjdgODTvXA4+MhIlU5aG11tCzSKedYMox5dywwbWRbKc3NzvulUw6fwjAdMmnm+Ie3J7jzRzqrn4gSiPWAqpCobeOU803e8t7MajkeJ721j78/Ws2qNTVoGhx+RJgTTkiiJBJO0pPhlditrdkxQMNwpghMM6OlZWOHwyh7eRTWC68YkCAQCLrjpopSSETr69tBLBZj6tSptLW1MjQ0xNatWxkYGGDx4sXoukZn5xwSiQQDAwNEo2PU1dW7I7LRaJTVq1cxf/4CfD4fo6MjrFmzFrCZPXs2uq7z6quvAg6htaOjo+AYNm/ezIYNGwiFQjQ0ZM+XTBLouu7KROf3uaUPPlGCm6NbUgfAYW1w2Bnwg+tm8cyfjmKJbymN6k62mlMntK9/J4/j4OPydCGK9OF/f3ua0Z90M82c+L1goRCLxZwf4nH80SiGlf2M0XiM0USS3/44xVXJ67EUheuHr+XzNV+nVduRs6+gkuTd/l9xzCtP8JWP3cpNt2VM8EIh7GQKomOgaaxdr9J5yAAAc+Zs59//nsfChZupqSm+oEilNF544XD+8z/jJJNOC064OpddZvPDHx7CqaeW1zN57rn5vP3tzr0kY6teUvF4kIod5JqIeX0/TNPkfe8b5s4753PPPVM59NAXmDbN+ZwDAxGeeeZQamsbueGGKIoClhXIrGUm0+7w4ffnOr16Ddjk96IjIpMfXmXUSntl11FJMl5LaFoJYiOgqm65f0IjcaFQxjwsD6k0NDYU/h7nIWtXVTkPLl2HRMqpZVVVZZMVESASiexQCKqri7pFKoEAdmNDxnXWI81dV+dUWrxcjXDI4VYkk+DzoU2dgpJhz69drfCDy7dz+dCX+YCenfu3ogoP/+9ZfP4vH+fGr6f400+jLHtM4czkbbxfew7T1nhi6Zv4/O8u5i2XaJzeRcbbJDOCK+Xw/p3OSlPztIoSCezR0ZwR2n2BcoZI7e0d+Hx+ajMTCXV19UyfPp1NmzaxbNky5s6dS3V1NdOnTycYDJBIJFmzZjUjI6M0NTXh8/no6elh5cqVtLW1smbNWmzbpqWlhWAwyJo1a9z3siyb559/jsMPP8JNNLwJxoIF8xkayk4hCZnVea3lijMVI9Ttzsjxx74U5PInvkFs27WcEvwXbVovW4wp4/Iy/pi4hM8drlFOwXZ4WOHF25dzg/F9vqt+km1mGx1ab8ntAYatGpS2pmwyZprEbZtUIluG0BSVaFxH27KesBrnH4lTOD34YEGC4cUcbS1zVv6ZV15+LwsXOces1NViVzm8JX+1H8OQwAgXX/wUd955HKecspxZs3bkrOq3bq3nn/88nmuvTRMMOu0R73TF7Nkm4fAU1q/fxKxZxVsOPT31jIx0csQRUVKpFMlk0pUmFxGtyZCgZZpiZGTErWjIfREIBLjssiiGEeE3vzmFRx5xqm9NTTaf/Wya1tZ45lSbnHpqihUrptPWNsTmzY1Mm7az7Pv29NQxf74fy0q5VQvhhxQzTJOJqXwJ9FAoVJCAVzAxVJKM1xKBgPOE8HqagBMQLTvTegBbU8e1UFcUBbux0ZkGQXFX6FTnjqQWvE4eXGNRCAed1X9+oNN90Nw8oWRHqa3FjkQcXgc4s/ya5hiYGUbu51QUp9rhMRQaG1P4/ke3cPPoewnqueVqVbF5s3Y/czav4PLLfkSX2c1XuTNHtOk8/sBbR/7Aj37xORLB0zn3/LSTUGRWSrZhOMcRyFtN67rDUdnHSUY5mKZJTV4FqS3jPrtp0yZWrVrFEUccjm3b7Nw54K7SGhsbM06qzj527NjBiKcdNzAwwODgIKlUiqlTp9LR0cGzzz5LLBZ3E42tW7fmJBheqXEQvwrnoSvEQkk2ivXuS8HO6EGUutc0DX54d4T3nfhFbtu5lcX6S1w3fC0/qP9vQmrxVXx37O2E1Ti2XT6xufNnKd41/B3Q4R3h3/Hr6KVcWfPtsq/5nf5BLvmvaiDTkvP7sXWddCqas93OoQDTjJcA+HvizVxXe33Z/QJckvp/fP+H57HwR9l7UtF1qKritDM07rprDsce+zIAVVVJLr30Xzz9dCePPz6PUMiphCYSfoaHG7j99pgrLS7wJnvXXWdw/fXHsX59D0cd9RI1NU4gj0b9PPvsYixrKjfcMOZWL0KhUE5S4U1aJgoZhxYiqVdkzHFvtbj88myrU2TNZa7dNE3e/OYUV111GMce+ygPPXQIl176r5JtE9uGJ588im98I+2KX8l5SCaTOYmStIFkAss9/5l2YL7OSAUTRyXJeA2hKAp2U5OTGJiWkxhYGcXM2trcgDww4JT8y0mXBwLY7e3O6zO8iYm4oyq6DnW12ApOFcLRHnb+aDuGbxMVGHL3l99OyW/NCAwjWy0B/nh7mg8MXEdQK90Pt2yVhUP/4LzqO4u/vwIfs7/BNbfP401vbieip7Iyz5aV0y/PwWtM+BKRLKeXb7m5pnfsNB/FHqBtbW0YhsG2bdt48cWXmDlzJj6fz00yIpGIW5Zuampix47sCtoJDM7DtKWlhVmzZgFw1FFHsXTpUmKxOI8//jgA4XCI2bPnEIvFqanJTTK8vXmvxoc3yTBNs2SrxDYMR2fFdKaJbE1zEusiCXIwCN/8QwOfudBmZvLPHBZ4gc8MfYu3hX/PmwKPumJcW4wp3BF7L9O0LUSaArS1le+zb3xmwK2cdWi9hJUYf0+8mTOCDxbd/gn7JPqOOYd58zycn2AQS9dJe7hF9z1Qy5qXbKZFIxABn2IUdZbNR406itE/TDHb+COOMPnxj2dhWa+4ExV+v8mJJ77KiSe+imU5kyrbttWTSp1QkGBg29ixmGNiFwyiaSo33GCwYUMbt9/eztCQk6SEwzqXXpqks3MkM/KquGRNL8TV1Ht95f4ul3hMRh9CplKk/RcKhdC0FDffHOcLXziFqqod3H33UZx//tKCDrFtw0MPHcdFF0UIh8dQFOe5KCRsuV8lUfI6weZXOCSB3tsigK9XVJKM1xiKzwdtbQ45UWSJNbUwmvh8DoehoXjrw92fouySfbydSEAsDoNDDhM+mDEH01SHP7GbUAIB7OqqwlZKTU1OArP8b9t5r/ZS2X39LtbFR6t+PO57vnPse9z1m2/wng/4syqlul7Uz8wVZnoNINbp8qASG3Wnt626DPd8LwZ5wOYLgNm2TXt7O7qusWnTZl555RXAcVIdG4uyadMmVwtg1apVOWx+R7XTJBwO09fXR0NDA83Nzfj9fg4//HCWLl3qvs/MmbNYu3YtyWSCxYsPAUo7CMsKVUimQiwt5i9h27ZD3FUUp5qUSAGOMqw976Ci3IkZMyx+9LcGPn/Shfw8chmnBP7F3xNn8KXhG/ApBhYKTepOPhD5f1QpY3xzwfupqiqfRKpWbuD/WNWP+Fn0g9w4/EXeFv49C3xOArLOmMVPEh+l/cKj+dQXCvepNjdDz4D787yHf8rHfX/jmvRXy75/UZQIYooCH/6wys9+dgrnnPOPgqCqqjaDgxGeeeZEvvWtKN4JEisaRRkZRZWE38Zxqo2EmTnT5LrrABzybjotSrfZiaHxWiPSYpAEw7ZtRkdHC4KyVAXyfy/S6cUCuAh7ebcNh9N873sxnnmmgZ/+1Mf//m8bs2dv4+CDncmjzZunMjw8lfe8R+XEE02i0Wzi4Pf7XZdar9y61/itgj2LSpKxjyBB0E4kihM1lWzJf0/DIUL2O+2b1hanuhCPO6vKKdP32JetVCvFi0B0oMgrc5Gwgzm+FaVwiP4Sv382Dp9vzx6DqmaSnWiWI2LbDim1ZWLJVGOjxd1397F2rU5t7ThiZ0VWO5JEyOpPVk8OWTJXmVNem06nWbt2LdOmTWNkZJhQKJx5EONOoTQ1NWUMzxzU1zcwZcpUVq9ezbp161BVxZUwd8ZRVbe3Pm/ePF555WWX+NnQUF8wPbJy5Qosy2b69GkZ3QOTm2/ewfTpsYI81LYdZVOx3y57D8XjzjUYGMgY6HmS0PXrsQ86qCgHqLnZ5tjLZvP3357JGb6/cXbor5wd+mveccBXg9/hnZ+pA8a5VpEqEnbAnSpRFPhQ1c8Ysar5fewSfhd7BwCtai/pzoP59NdCbjDNUbr0+eiLNnJB20P8R/r7LPa/jKbYzNXX8Er6YCwU4nawrIAYOD4t4al1Jf9+1FEmplnLj3/8Vjo7V7Jo0Vo0zWZkJMizzx6CZbVzyy0mfr9zP6mqipVOw8gIgXCYpGliZoKq3t+Hz9+B6hHVkukgL/x+f8ZzJzdUyEg25JIpnRZFgL//3SAWs9E0nVNPVTj7bANdd4J5IpFwvydeXsZEIPLb6XSao45KcPTRqUwyPY0XX5wBwOmnWyxYYFKMjyNjt96qm1caf7JJUAXjo5Jk7GsEAs5qLv+happOdWFvYGQk1ylV1x1uQjpjX78H1fCKtlIyEIHRUu6bAnUSo4uqUhjglJoabF13qiqW5XzeSVjPBwJw1FHpsu7ypmlkkgnccqyw0mVlDxQEKC89RxxaAQYHB+nr62N4eJhUKkVNTQ2zZs1C01Qsy0bXyUyKZLF27Vra2tqYPXsWy5evcHUy/H4f8+cvQNd11q5dy/DwMOvWrWPhwkVuolFfX8/AwADhcIjp02ewatWrWJZNKBSiqak5E1Rg3rwkRxzhuNp6x1PzbcDLwsjcZxbg89z3mua0EcfGSt4zH/p8gG/0XUPvozN4O3fkjJ1uN1v4UeQ6Trn6MBYcPL7h31n/Uce9n307l9i/yvl9jTrKf1bd7v78nHEktec5o7SBQIBkMumugKUC9fefx/m+8p9ogez7Xhr5NdcMfZW3BP/K3fELeGf4d2WP57ehj/GO/66hHFn1mGNMliyBf/xjMQ88sAjDsKmvV/iv/7KZOVNeF3QFsvRoDDUYJJGpnqmZ62MoCtbAIKHWlnHPk9i5S3IrLQUJyKIEummTxte+5mPmzFUcffQafD4Ly4KVK6fz+98v5uMf1zn6aAgGg27iLVNXkwng+dUNgHnzTObNK37eRL1X3sNbZcvnWRRLggA3ea5g8qgkGfsYSjDoBECvG6RtO8Gwuqr8i3cV6XSJUVpljycZ5fDbW9MYUYN0rV62Z52yJ9bDTdk+x06+CJSwx5p7D8OZt09nkgfb7eEWm7bIf5jKA9t5qGWvSUtLC+l0OlORUBkZGWHTpk10dnZiWRYvv/wyIxk594aGegYGHO2GgYEBduzYkfOArK2ty+gTqHR2drJt2zZ6enrcROOll15iYGAAv9/HnDmdrFmzBsuyCYdDxGJxNm7cyNy5c1FVBVXV0PWsi2wpGfSy8PszlulFEmufr+w4t6LA578d4snHL+crP34bytYt6GaKVLCG+kM6+NAnq5k6dWIVwONOsvl026WcvvUv1KnFlWNTto87Gq7ha+/VkWsbDAZdjQxFUdiwQWd6z1/RlNzEJqQkuLH2S3x95ErWGJ0crj/HPP/qou+z1D6WsaNP9yQKpaGqcNppaU47rfQ2ErxtBVJFrpGqaZhGViq8GETnxOfzEQgEMAyDeDxOJBLJua8VRWHHDo2bblK54IL7c2S+VRUWLNjEvHmb+NnPTkVRgixcmMypFozXipH32FX4/f6CxFD0avKhqiqhUAjTNF07+ckmQRXkopJk7A9oanJEquIJJ8EI+KGlZVwSp+uWKu2IPBXDkvD5Cic/wFlFvkamPbYNz9/dy7uCv+be+LlcGL675LbzfK/yUnoRh/heLrvP+5VLOPOyeoqTMHYdySQsW+Zj7VqdOXOMglMkq7JkMpnzUPRWM5xjUjw8CzWzknMSEyeA5wbd9vZ2UqkUW7ZsQVVVBgcHWb16NZZluglGe3s7PT09hEIhmpub2bRpU8Hx9/X1oWka7e3thMNh5syZg6LA9u072L59u1tpSaXSrj/K9OnTaG1tY82aNezcuTMz+jiPdet8pNMKixenCQQmmVxkoASD2IEgjI5kE9rRKERHHbEsFOxQyFHrBPr7VQYHVWprLVpanEBx7AkWx55QB9Q53F731E2ixWgaXP3jOq593+18YufnmKvnJgDbzDa+W/cdPvqDaYTDufeUN2gve8bk8NEHeVY5AoBFvpcJKE6iVKVGubHuOtamZ3Ht8HUc4X+e/6y6zU1qdpjN/C70MWLHvInPfbN45VJaGVJNmNQoZSiEOTqG4st71KcN1JrqHD8SVVXdSpuXOySVA1HwzCf9KorCj37k5+yz/1bURwSc63Puuf/g5z8/h1tuyR6/CGLlk0Hl++QlXE52bNZ7jGIQJ/d6uf14P3MFu4/KWdwPoKiq83CdrDZUf7+TLMiXYWgIO5FAGYcsSk0NbN+em1BkfDNIp51wuJerGU8+abOk70+cFPgXXxy+kYN8r3Kwb2XRbVP4ucX+Ij+1312wWhSMWlU80v4+bjllz0+M7NypcsEFDgnhjjt20txcaJyW70gJuAJVspJSFNt1YjVNA03TsSwnwfD7AwWvNQyD+vp6LMti27ZtqKrCkEcbpa6uzk0wFi9eTCAQYGxsjIGBAUQR1O/3uxbx4kUSCASYPXsOkUgVq1evJhwOM3XqFFatcoJsVVUVbW3t2LZNZ2cn69evp7+/n2SyhquvPgyAZ57ppaNj/JZEPmzbhuERhx8zPOzcd4bp6Kg0NTkbVVfB0DC//1OIX/w2gGkm0HUDRVGprw9y/vkKF12UtYufrHyBHY87722YtCjwlR9q/OaO73Hb0jFaxlag2SY9gdk0HzODz11R5SY2JfcHjFjVfGDwNgCebl1SoLcxx7eeXzW9n1/E3sv1c/5ELU7lKTKtjnf8dw0zZhQPzl7VVEVRXN7EhA2+QiEUXcM2jGx70DRB17A9XATItoJkSkTMzLzkXWn/5R5jgIGBKFVV5RVTNc2mqqqXtWtbmDPHmdApJdgm5Ezv8YnSbTltmXLY186rb1RUkowDFHYs5niBJJNgpJ1RWL8P4gnHvt3vL6x0VFejBAIouu6M0g4OZUYIcQS6wmGXt2CrzpTJREZiJ4pt21S6/zfG4PoRtvXH+VByJUoArqu9nm+Ofpb740neGf4dU/RtTqUjfRh3xS8iwhjHfWwuX7zz//HZ0Sto1HLJopuMaXyn6ft8/tZmlBJJyN6EZRU6lIJwd0130sNxgTQzvWAhSBY++ITfIbbqrRn10q1bcwWohoaGCIdDLFhwMIFAgB07djAwMOCuSEdGhmlv72Du3LmsXr2aTZs2oSgKU6Z0oGk6ra2tpFIpqqqqWL9+nbvfaDRKf38/TU1N+P1+5s2bRzgcIhBoZ7cxnHHTDYVg7kEOKWfbNlA0J1uorcXWdN736VbS9iBnnfUUM2Y4gkt9fdU8/vg8/u//qlm6tI6bbkqX1EgoBdswHMKp3++2J6vrbS7/eJLG2QtYs7IeS/NT1x5A1xXGI48CLDhM58+h42Fw3E0ZqJ/H579XRXu7t+JYPMGQaoL3/vAmGhNZaSuKgq+tjcTOnWjShgqFHAG+vHFNbytIiKPFAnr+vb5mTYD29jUF2xXDnDnrefrpdjfJ8H5WL2+p2CiplzhdwYGDSpJxoKKvH4aHnErG6BhgZxxQQ7BxI/acOc4D3Fvp6N+JHYmg1NU6lYq2VscNdWgIdC3LCRFl0p07HefK3YBt25gDI3znywbq88/xrsQP6dB6eChxGmM45XCfYnBNzc30mG3cGXs7A5ZTiZmrr+Lq6pt5zDyF8KHv5tyLFvHTb9xJ7OWNTI+/gq1orAsfRvuxU7juihD19a99ggGOzoVppoow0nMf4M6KcPyxWW9VRNf1TB+8eBvsqKOOIpFIsGPHDl599dUMyXM+/f076e3tIZVKM2PGDDo757B27To2btyIpqm0t3dg2xbhcNgdgZ09exZ1dfW8/PIy1q9fj9/vp7m5GUVRmDFjJjtKC1ZOCLZtQ8xj0ufTHXVaI8MRytxrn7immdkHvcLRR+cSW5ubR7nwwqWsXdvCo48u5Kc/reVDH3KC1YTbNqOjhaPLmddqukrDzBqefFLnd9+xicejgIVt+5kxI8j73mexZo3KPffYmdW8ykknqbz1rQbrW46HbeXfOm3r9E07ivb2id2nog+RD2m5TbScr+s6wcZGtxJg2zaKbbuGZvmQdkEymXQrCrKfYslNMmmiqhP7TJpmU+xjeY+jlNaGVFHEJ6ewJVnB/ohKknEAwrYsGBt1kofhYaeCAQ6h0+dzqho7+sC2cs3Y/D6IjmFXRdzSqaKq2Ik8+3dwHrzpNLZp7l41o7+fb35J4/SlN7JEeULG7zna/zTfHf00pwYfdTdt13r57+ofFOzisdq3cfWRacJhm6u/V0UisZAdOw5B06C11cx8xH3npOjz6ZimgWlmH7SyCtyV8qx34kSEuzZs2AiQQ+gEWLnyVaZOncKWLVvcsnY8nqCvrw/LshkaGsK2bebMmcOCBQtYsWIFW7ZsYcuWrXR0dLBhwwYAWlqa6eiYgqIoLF58CMuWvcSrr76KZZnU1dVhGAbJZLakLSS6SaHYa8SNGAUsi75BP4OjI5xzwdrCbTOYM2cHW7Y08re/VfHud8fBMtAyo7lKkTHpHBTjImWOw0okueEGH4nEGk4+eTk+X7bCsGZNC5dddjQnnriCE09ci647kxOrVk3l8ssP4ZATG+GF0m9r2/DN4Dd415UT74mWE3+aqFFZOg333+/j2Wd1bDvIIYdYnHtumlCo/HdauBAS8BVFIZFIuGZnXkyZkqC/vwUYv5qxbVsLp56avQ8syypolRT7zsixpNNpt+1hWRbRaNStwAhJs4L9C5UG1YGIeByqqh3tBy9kTLOmGgYHchMMgaZl2yeCUg8sZx5zlw/TTiZZvVKl7vmHnQTDs9sX04eyPL2APrOp7D56zDaCi+bkEO+CQZg+3WTKFLPoR3yt4UxcOON9fr+fQMCPz6ePSzArhSxRFGKxGGvWrCWVShEOhwtIdzt27GD9+g0sXHgwM2fOJJ02WL3asW+fNm0a9fX1DA8Ps2HDenw+H+3t7aTTBoaRzkkwnNc6VYFwOMyiRYvRdZ1Vq1azbZtTETGMXMnnSVtkqyoFNuOq6lTfbIe9ectP6zjzLc+Pu6tjjllNKhVn6b9stIEB7FiM+OAgdk8P9uho6Rf6/cX1Z0yTb/3ITzj8LMcfvywnwRgaCvP44wv42Mfu56ijVqPrIosN8+dv4eKL7+OFFdnv1CZjWs6uXzXmcVXkF5z05eM45IhswBzv/MnoZT4sy5rQffWb32h87GMGr776LIce+hcOO+wvbNz4LJ/6lMntt5d/vchrh0KOC6tMXRR738ZGA8tqIJ0eP5xs2TKHo45KuO7AxcickkQIyVQqKqOjo6RSKXc8N5FIuJNc6XSaRCJRsvpTwb7DfvCIrmDSkAmUSNjhUrhCC7bTa51sYCu1vapOSl68AMkkd95u81Hjp246O2zVcMPwlzkl+Cjfr/9vvjLyBa6tuYEGrbCh3Wc2cXPrz7jxxgj7slJRDvKAs+1sm0OY+iK0NVmIRHgqlWDt2jWkUmlqaqoZGRnF5/PR0dHBli1bXKb84OAga9asZebMmTnTK6LmqSgwMDBIKrXCXflJ8HISDEda3Evo0zSNWbNmsW7dOrZu3ZoRMMpVb0yn08RiAX71K51Vq1KAhaL4OPNMlbPOMgoscRRFyfrmeCtnobCTOabSbO21OP7UMklCBsGgQSiUYPN6m2MO8TnWPZaFqWnow8POdEqxe7eqKqtLI9fGNEmaPp55foRzzimcznnoocVccsmTZScnTj/9SR56yLFf/8fZt3DPym3oRpK0L8SsE1u45oMB6upst9QPWY2NUjLb4gDq5SFIZWG8JOO223TWr1/DBRfkTmTNm7eVefO28vzz8/if/1nAJz5hFB0T9eq5eN/Ly5cQt9JUKkVXl83vfncsZ53175I8maefXsjZZ/uIRMZPRoSEGovFXDEsv9+PpmkuEVbOiVQ1fD5fUeGwCvYtKlfjQEQo5EyWyMrQtJwHdcDneKCYpsPUl/aJF3neIQDU1zkyzz5f1sAtnYa6yY675EHXSfbucNU6TVvl+uFr+VzNN2jTHPfHL9fcyLdHr6BZ6+fC0J9oVHfSZzXxp8iHGJi9hOu/V1fow7CfwDQN0mlnysHhXDjTIn6/zxXV2hU4KzmFV19dlZNg+P0+pk1zFFnFjVUSjYGBAYaGBrEsmylTptDTs41XXnmFxYsXc9BB81i+/BV37FWOt7W1lenTpwM2pmllWP4+VNXxPYlEIsyaNYtYLEYgEGB0NDfJ+MMfdB5+OMaSJc9x5plOkmhZCi+/PIM771zMl76kMGdO7kpcqanBVjJy4qZJPK3Tl2hErw7R2mqiBSaelNm2QihskUqn8WdW26Zto/t8TiJTV+safEmg8vl8qC0tDg8pmco4DQe579/NdHYuLXiPRELHNNVxJyfETwTg/Z/009ExPf9o3QTD2w6QhKNUoiEKl17pea8yrLt3x/8cNI1tPRZPPTXCW99aeuT78MNf5YEHGlm9upopU7K8lkDexEk+vC0c4WsEAgEWLYrT1xfm7rvfxMknP0NDQ7bKOjYW4IknDmfhwjYuuWRilQZJpCSxcEasU26SlW9YVipB2p8hSRow+dHkAwiVJONARCLhCBal08446uiIU9GItDjlYEV1koyhoYzoke4kDqYJ9fWOS6plOe6XmuZMorS2Okqg6bTTUmluRtldzYxQCMVTgXg4eRpnhf7qJhgAjdoAN9V9ia1GB/clzmHIqmWNbxEf/M6hHH10mr1ZwbAzD/hdrdYI+SwLBVVVSKeNnCTD610CuKuyclWO0dExkskkzc3N9PX14ff7mTFjBn6/3yX9zZs3z22NgGPXXldXx+zZs6mtrWXlyhUsW7aMadOmMTo65u7bsmwOOmgudXWOpkgymcpoMaQZG7OwLEeXIRgMEgoF8WWqDt7j/cc/fCxfvo0LLngu57hV1Wbhwg3MnbuZT33qLBYt8nPCCTZnnWW4BTOlupoNO2u59VaFgYExamt3YlkqQ0PNDAyEGBoKUVcXpxxsG0ZGqjh2yTYMy8Jn29iATyoUtuWOf3oloROJBIFAAL0pt023ejXMmNFX8D49PfXMnLmbjFeyAaXUxEQ507BSmg22bWNbFsrwsPNMyNxnv7yjg2OOmUjL6QV+/evTueoq091fIpFw2yL5CZEkat6kR/4eCoV485uTHHww/P73b+KppxQsK4FtazQ1hfjEJ2zmzp1cK0OSBa9oVzKZdFsp3uMSPtKBYmLm+MSkXb5LOp0uW9U6kFFJMg4w2LYNQ8OOroZhOCvCUMgZRQ34oa7OCe6KAvX12NUZ7oaquBUMu78/Yyuf5345nr7GJKEoClZDI8ntfgJKikcSp3Jj7ZeKbjtF38aHqn4GOG2S2393J0cfvXcUOu1UyhljNE1AwVYV5xyUsHLu6LDYunUbL72UrQo5/eKSflY5ssSplLMKzj6wbddDpNQDsampiUWLFrkP/Lq6OpcECrgr2oMPPpgXX3wRcOTDZ892Wh+NjY3Mn7+A5cuXs379+sz7K67UeG/vdqqqqlwZdEcQSSowZt4D0AkOdXUmv/jFKxx/fJD/+i8fF174HKXg95u8850P8/DDC1m+vI+7717AaacFeNe7TJ56SuOnPx3jjDMeIxLJrRBs317LL395Cu9//6Ou/XgxvPpqO7XVPqr8SSzUbBtB0xx5/NragvFPwHXfzA/afj+k04WkQctScqoUpVBfH+Xaa+/E5ztl4vohsZjDoUqlsKuqHPPAPDE9aU94NR5yhKoGB1FSKXS/o2dhmiZbtlksOnL8llNdXYy+vqy6qtyvkvR4xaskoRB9jvwEW6ogs2bBlVcmmTFjBtu3y2Ji13gS+cmEVKLkukp7TxL2A8VjRFqs3oRT2pyi1Pp6wuuzPvN6Rtqzutd1pz3S3ARtbY4BWZ4ts6LrzshqTY3Duu/ry8o3i1bAzp3uqn5P4+wPNXKv+nYA/EqqpJiWF81aP9GtxWWedxe2ZTmtJk1zPr/f55zHXTgHEyE+WpaZ4c7mVjyAAlGjfFRl7MOnTZtGdXUVwWDQLSGrqkoikWDFihXu9qlUmp07sxoiBSV1Gw466CAaGuoZGRlhzRrHYdVh+GdbPPKgE2EmGRGUZOnxxwPMnLluXI2K2to4iUSAuXM3c8EFf2XlyjV873s+fvzjBOef/1BBggHQ2jrMf/7nI/z+98eU3G8ioXPffUu48aYhLE3FTKdBUQj4fCiGCcFAWeXafNVKgJNPhtWr5xRs29w8wtatE0u+t21rZcGCCW3qjNIODTm8J/keDg5iR6PuMcbjcRKJBKlUyv23V1lWVRS0VArV58MwDRIZo7J8bm15ZL+PMh46MjLC0NAQpmkSDAbx+/2EQiFCoVCBkZgkqIlEgkQi4ZqlTRYrVmh8+cs6V1yh8JnPqNx5pw/T1AsSDdGcqaurc1f+mqa536UDwWOkmHAfZHlOrzdUKhkHGhSFkk+RcZ76djLpjBHm8zQmaCu/KzjuJJvPTL+M49c9mNM6GQ97bTESixWXiPT5nAd//cR4KELuFLnwLHJ9IgyjlFBX1nm1FHw+n7uSlR61ZTkrtbGxMdatW0c6nXbbI8uXL2fjxo2OLkIwyIoVyzMEPacFItLMM2fOwjQthoeH2bIFOjo6MolF9r11vVDjIxgMoOs+/v1vnVmztkzoPLW1DTE4WEVLywhLlrzCj340nYsvfrKsSmckkmTmzH4eeuhgTjttec69sH59E3/5y3F861sppk/3YxgtKMkkYcvCMBXueaKBB/+pY9sGlhVk0SKNt70tkWP7Xiw5POIIg5/9rBPLWpZzbDU1CWKxAOm0is9XPkHeunlWpsXnHHAyCX/9q4/1622CQTj55BAzZyac+yYaBb8fyzTR9cz30e937sFIxA3W3mAkfjgu58A03fWGqqqYhoGiqihoE6rAOFUsP+BURZLJZA5HwCEfO+Z8+UFRKgr5bRMp+08Uw8MKX/yiSji8iSOOeIVIJIVtw5o1U/joRxfz9rdXceqpUXcaR6opuQJ3llvZOxBQavx7f6/A7CoOjKtSgQvF58PWijyhTdNpm5RDKlXaVn4vZdCKAtf+vJZrL/sliWVrSNvlzdAAes1WqqbX7ZXjKW0OpxYfbQTGxhR+/eswPT0aZ52VcMdpHRvspJsEOA9BJaevKmXdwgdIrlhXKQQCgcwDVsydYPPmzWzfvp10Os1BB80lFHJGW+fPn8+qVatYu3Zt5r2zmhpTpkxh27ZtrFy5ktmzZzNz5kw2bNjA8LBTMWpvb898Dud9DcMkGHRK45qmZ24RH/feW8WaNQpnnDGxkq6i2DlT0JHIGK2t41epTjhhJXfffR5//vMcotE4lmWTToc44QSNX/96jHDYyvAcNYINDaxerXPTTRYLF77E6advdC/xpk3NXHnlYZx/vsZZZ2WN3fKvh6LAFVfU8p3vnMzZZ/8z5xY54YSV3HPPkVx44TMlk9/H/nUIASXAT29J884PONMdy5fHmDfvBVpaBkmlNG67bS6jo+189PIEc2sMUFV03YfP7wnKpomdGdEsxd9wA76mOW1Q+QyZVsEZJ8V5+eUZHHLIhrLneNWqqZx0kvPvdDrtjoaGM9VQkcAXU7T89ogkGpANnKIYOpFR0ngcrrhC5bTT/kZtbbY1pigwd+5WOju38sADx6Lrrbz5zYb7vl6MZ67m5UHtL0FcErj861tMM+T1gEqScSCisdEp+ds2qCpGwmQ0HSJYU0tZFoPfDyOjkN/zs+3C6sYeRG2tzbfurOWWrx7JPXeex0XBu8pu/7vwx3nnf1UxKbOriSIQcIzo8sXHTLOkS+vIiMINN9QCcNJJSTfJcPrQwUyp1vld/lSJEOgK3Vdt/P6Jff2coOIEmI0bN9LT0wOQ0cFoyJDhFHy+ANOmTWPVqlXueygKzJo1k5qaWoLBIOvWrWPt2rV0dnYyY8YMNm/ezODgILZt09bWllmF2ui6RjLprGLl2IeGNG67rQ6A2bOn0tq6osjR5mL79lqOP/5V9+dAYGItqUDAoLExzXe/CxD08F9MbDvoJk+qqrJ1q8rXvpbkwgv/VlBtmD69j2nT/s7f/nYMfn+Ek0823TZUPk48UWPHjnp+9rNzmD9/OQsWbERVbZqaRjGMALfd9mbOP/8pmpqyfIexsQD/fuxwZrTV8ctftXDX/bB83XZmdT7D+efnysC3tj5LOq1yyw9O58rL6ovb0SvquPW+nEpMdXVGkM/hJQQDAU5b0s8f7j+Ygw7aQjBY/HynUhovvngYH/xg3J0sksqaWLuLmJxrG58X0G3bJhwOu4FcKnjeqYly+OUvfRx55D9zEoycU6E4o8G/+905nH66ClguF0WSnFJJhpB+vdwoqYDsa8gzwTsFI//eH45vT+P194neAFB8Puy2Nla/lOa334+SWr+VxvRyYkoVw42dnPSuJs59m1KwYFcCAcdWPte20lnd74VWiRe6Dld8ET778sdZsvpppupbi2631D6W5NEnT9iue9IIhZyStPccyEO7RPAZD+WIWtKiyH/o+v2Tk0KW3nc0mp0SiUajBAJ+0ukUuu5jcHCA1atzVRenTp1KVVUVqVSKSCTijr6uWbOGefPm0dnZydq1a6murnaDl55R4FQUs6iHBMDGjbM5/vjyScbYWAC/38jRl7Dt8p85ndZ44YWZ9PTU0dPj49FHbU4+2cipIHjbUQA//KHKWWc9UrKdoShw5plPcddd53DqqYmybaoTTjA55hiVBx44jEceORTbtolEVK66yqax0eaOO07nqaeSYCXBVmiu9/HJy6IEg2N850fOPgKhtXR2Fr+/fT6LCy54iG/fdhY//doOFE9bCsNwnJTL9JKEL+P29SMRUBSs0VH8igqWTWRKOzfcpPKlL53Jm970GC0tIzn72LmzioceOI5rrhimtrbWbUOMjIzkTHRIKyRcxtnZ2yrxYrxxTNuGZ55JccEFO8tu5yTJq3j44YUcd1w0hwArCUcpB9f8+1YmU/aHUdFgMIhhGO45Fm7J6xH7VZLR06O67Pd8NDZarit0Muk4Y5aDl+E9NqYwMlL64eb3Q1NTdvuBAYVEonD7dBr6+lQiETtHu2H7drVUpR2A+nqbUMjZ3jBgx47yx97SYrnjfvG4wuBg4bHc+3ubpbdv4O3pn/OmwD9dQuXgxlr+9tVz+fRdH+Gz3wgVFC2CgRbq2emYqynQPxQgFWlD2VG8klFTY+f0s7dtK3/s412nj3+tjq9/7tcs3PQXzkz/gdm+DQAMmPXc4f8v+g45g49dEWRbER+IiV4nQanrZNttDgclmXQKEH4/1NbSkFSKXqft27OfYWAg+++GBss9v4kEjI6WOjcqmuajrs5ZVaqqytiYQjxe+tgDAZuaGu+xp4nFbMLh2RjGCCMjw2zYECca3UhzcxP19c6+ROZEUdqoqanBMMJs325i2yo+nwY0UF3tY2xsC7rutA06OmYwPKySTiuYZnZc1bJMhobS+P0+mprMnF7yokU6Dz98OIcfvqrg2DXNJBJJ8qc/Hc055zzH2FiAdNrZbyql0dtbm1PRCATShEIpHnlkIdu313LQQdtYsmQNprmOe++dyq23zuTCC3VOOMH5knm/TyMjClu3xliwQCeVKv44q6mJoWk2ra2bWLp0OtOmmQQChdcqnXaub2urxbnnGpx7rsMZiEadz20Y8O53W4APezQByQShUJxtvTrf/Wmtu5+p07YzOBgp2D9AKJQiGEzTMW0jz65opaM+mtWRD1aBVYMSU0innSDU1GQTCMh4qU00GnbbJtKSUJQqfL56NE2jo8051hkR+PKXDW7/+Uk8+NcUVTVRFMVmbLSKKa3w35cNEdYMbLvGbY0MDCik09nkV9oNoZBOVZWPSMSmri77WQYHg8RiyYKg7SQqPixLIRAwM/tR6evLPoyGhxUUZTDnPMl1kvskGnVInK2tfdx/P8yenT02TXOsbgzDwOfzMTKiEo0KD8ognc7VnQgGbVcMLRgM0t+vksoO1hRgTz/38tHRYbmjyWNjxZ/x4NyTw8PqHnnulcLuxqfhYZX2Mt6JyqSlgfcOaoDhmhpnkVkMd9/dx1FHOavBpUt9rvV2KWzdmo1SP/lJxC13F8MRR6T4y1/63Z8vv7yee+8tzW/40IfGuO667OrgyCNb6e0tnYX++McDnHeeI1yzbZvKkiVtZY/da6P9l78E+chHSlcZapRhLgj9mWnaJv4jcjvfGP0cP41+qOT2554b59ZbnfI4ts35F7Tw3HOl+4Bf/vIwH/5wVlhnypSOssc+2ev0gWOeRFEgMKURu7WN//3f6pLb7m/XyWv7/q9/+fnqV0vfY42NJr/6VXby49ZbI9x1V+kV4oknJvnCF5xjT6VSXHllI6tWlWbOX3bZIAsWPMfw8DCNjY185jOnlD32m27qYeFC58nz8ssqX/xi+et6zz09DAz4eN/7ysvAA3R0DDB9ej9vfvNLTJs2wE9+8maee252ye1PP/0lIpEk06f3s3jxZj7/+XczNFS6quS9To884uc97yl/TDff/Gvq66P09tby0ktn8Ic/lP4+tbWZPPtsVsfluutq+OlPSx/LjGkxTjp5GZ1zN3Ddde8oexwAb3vbE5xxxjISCR8vvXQuP/95eQPC7u4tHH64QxZ96aUIF13UWnZ773PvRz8K8ZWvlCYyH7ZwlL/8dRhVVUmlUnzkIw088EBNye3/4z+G+OIXB9zR6/G+Tz/4wXbe8hbnHu7t1Tn55Fllj12uE8Czz87i1lvPKLltW5vB449vcidgbryxvux1OvvsMf7nfxy9k2AwyHnnNe3T597rKT5deWUDI87b1QIj+dtPuJLR1dU1F/gF0AQMA5d1d3e/UmJbBXgIOKK7u7tuou9RweQRVmJ8re4aVqc7uXr4q0SU6PgvIkOg2g+IUDf8MauM+JOf7BsXVcH+6HvQ09PD5s2bse3Ty263efNmOjqGqa+vZ86c0gFd4Pf7EP2CiUwDOFyTid0vqZTGpZf+q6QMdz5GR0M0NIyxePHmCW3vxXjtFy/ySah7AqHwICed/GLJykUpBAJpotHxz08gECAczo6NTgbjbq/lkiEVpfz2TpUsK9g1HoTXMaFj2Q1MtO04Uc+XCvYsJlzJ6Orqehi4o7u7+/aurq63AZ/v7u5eUmLbK4AFwNsnmGTUAMPPPbd9v26XiPrivmiXrFql8cjn/sHlxjdyttWwaNWcDL3HbOO7o5/kU9XfA2CFcTCr3vtVLrw0m8UGgzYNDdlj31dlQzmXe+M6CUq3S5wHZf6Dr7o67XI/02mbgQE/Pp+Pvj6dt77VWXHecssgDQ3OMUy8XWIDJjU1zkrH5/MRi2kTapf09vZmVD2rmTmzE5DxVwvTNKiqquaFF14gEEgTCBgceeSROMZpkEymPKVvKzMS65BBp06NoGkmhmGwY8cw6XTE3bdAbLR13WmXrF49zCc/OReAP/5xCy0t2Zvesix27Ahxyy02p5zyONOnZ6s2Y2MB+vqqefzx4/jkJzWmT7f4v//TeOmlBHPmrGL58na6up4iGHTOz/BwCMsqPJcbN7bQ2HgEl12Wcr9PAwMKn/1snFNPfaJge4GU4Zcuncdxx81h0aLC6RJw7smBgT5aW7P3mNMuyW4rz8vt2zV+9KMBTj/9KaqqkgwORrjqqksBuPrqP5YkM0q7ZGAgwtatp/Ke99iuD4j06OU6+P1+mpvZ7edefGiIdF8/mq6h6jqqbWP5/ARa65g61VnNW5bFhg2jxGJZwqfopFRVVaHrOpGITU2NI9AVCoXo69OLPvds2yYUCqEogznPvb4+LdN+cRKU73xHZ/bsf1Bdncy5TpDbLvn734/nU58yCIUst4riiBIbmXMaKrhOwteQ73ggYFFXZ2aOS9kv2iWCcs+95uZmhof79vt2yRFHtMLuVDK6urpagKOAMzO/+gPwP11dXZ3d3d1r8rZdCFwI/Afw9onsX9DePr4zIThfugmr6gFVVbk3zHhwgnDh9q2tFCWXeR9K40HXJ3fsoZBzA9z65SE+a36JKq10paJd62WK1oNla0zVt1KjjPJcb5yOjtJlee/NOxFM5tjLXadi53JPXadSkOvkMM/NAh2BZDJNMuk8BAMBpyRrWSkUJVuGbWiw3BaJF8EgBINWgayxKH5mBbnsjO+Cj6qq8b9+bW1tWJbF2rVr6e9fzrx58/D5fNi2CvhYtWpZjjLmli1bmDlzJg0NSQzDct0uHYZ92mXlJ5NjqKrC4OAQGzasp6GhgalTp7rqidnkJE0goLJmzRpWrx4GnCSjpcWkvT0rRw0wZ47FQQep3Hrryfz5z3FqapxEY2SkgZkzQ/zP/1g0NTmB4corLZJJjXvvXcwrr8TcBAMoGaDr6tbz8MOL3Qeicz1sGhqqCIWSJScpsudmDmecIfoRE/t+19Y6D2zvtALAbbdVc/LJzxb1NAkE0m7ZvxSee24xn/hEmpYWy/XlAO9Ipo1pRtH1IKBl9ruLz72OGlIJP8boKLZpooTDqH4/gYBTwTIMg0QiQTgcd8+tTEBomkYgkCIQ8FY8HIO9Us89y7KoqoKBAa+IFrS3O1MqkYjzuk99yuTaa4/gggseLCCp+/0mfn+UNWumsGhRgIMPtkkk0ljWmKs6atuKK74l10lg23qGt+LcV46+Rsi9r/fVc68Yyj33it2Tu/rcmwh2JT6Fw+W3n2jtaBrQ093dbQB0d3fbXV1dm4DpgJtkdHV1+YCfAh9gnPnDTLXjCoBwOKzcfvvttLSU70/ua6iqSmtr+Z7o3oBhgL1xBVXq+K2Qt4e7+WPsEj5R/UPidoj6xgitrfvfed1X5xJwRYbyfRmiUYe97mXTS8n3mGNsolFobq4rGMSRkb3sKhR8PsfCOp1OkU6HClbO2dXe+KXe+vp6AoEAy5cvZ/Xq1SxZchSapvPUU08Ri8XQdZ03velNvPTSS2zfvp1AIMDixYuJxWLulIC4U4r8s6hG1tXVMzQ0xMDAAMFggIMOmpfD1rcsizVr1tDb20tLSwcLF1qEwzbNzbXU12fHSMPhcOaawi23OPfs9u1TWb8ennoqSSJhs2yZzoUX6nhFGT/6UXj44fI+JQJFAV1XaW3N7Xd/4QsWV199Guec87eSIl9PPnk4731vI+3tpfvwpe5JUbT0sv8HB+Mcdlj2+6hpJrNmbSeV0nnssfm8/e1PlXyfwcEIPt8U5s83XdJlLBZD0zRXZAqykxvlpjtkOxmJ1HW95JSCKHTmJpE2Y2Nj1NTUUFVV5d4votPhJLQ2EY+popMoRMq+TzQapampOFdG9tXaCldfXc/NN5/D8cfnTsGk0xrPPrsATVvAN7+poapOoi9Ez2IW8a9H7Mvn5J7Cnr5K1wJ/7O7uXtHV1TWz3Ibd3d3fAb6T+bEGGN6xY8eEKhn7Cq2trR49/tcOQ0MKtYniI3H5aFd76becL/cDvktYcpayT455POyrcwm4AkPeh6Q3EMdisYLt//jHsOtdMjBQuC8R1xJ5Y0kiimlkyN+j0bFx3VpldDUUCjF9+jQ2bdrME084ZNlUyvHgWLhwITt2bKe1tZVEIs6mTZuIx+PMmTPH/VyiFeC0amJuQqTrOrNmzSKVSrFtWw+JRJLZs2e7aqYbNmxgx44+6urqOPjgmSxZspNDDnFcTUdHTXckMBrNTYDXrtX49rdtQqEeFixYRSBg8Nxzdfz2twczb16ET33KcBMC05zY6F4yqQMGvb29Oee0vh4+8IEQP/zh2Rx99NNMn54dixwYiPDEE0dywgkNnHLKIOVuuVL3ZCwWK2itmWZuslJTk+Cqq+4G4Jln5nDffYdzxhkvFqxCt22r4/HHT+T663vYsCFGOBx2Ra9Ek8IbQC3LKptkmKZJIpHI0agQVcyJJLByfwAFiZTcy4qiZO7xbNVKfi6Furo6tm3blnPehKQ5NpYdw+7shK9/XecXvzidp55KoCgpQMXvD3DxxRbHHDOY832TpP/1KFpVDPvyOTlRKIpCe5nxkokmGZuB9q6uLr27u9vIEDunA5vytjsFmN7V1fWJzL5rurq6NgBLuru7Cy0OK5gQQiGbMbU0+9iLqB0hpMQxbI0XWt/Ke4/Yt2TK/REieiPlYMgaURUjQZZ6WIussmGkM4qUMTdA2LZNLBbb7YehEwCcB2tbWzuqqrFhwwb3uI4//jgGB4cySpAKM2bMZOPGDfT19WHbNp2dna5Gh3ieeIOHbVvYNkyfPp2NGzcyMDCAoiiuUFdfnyQYB+cEIJE59zrMynl69VWF73zH5oILHsbnyxY06+ujzJu3lXXr2rn66mO5+eY0igIHH+ynt7eWtrbySqDPPz+fCy9MY1lqwSp6yRKTH3xP4bc/P4z7/qyjqGmwVaa2aXzpI8O0H5KV+54sii18Wls1+vuraGoaK/jbkiVrWb++md///lhCoRR1dQl8Pp0dO1rp7FT46lcH8ftNdD3ijqOKTL34cEiSUS5RKKYHIa2Mcs6ucs1M0zHCsyyraFIiCaRt265qrdckrRwCAcewLZ1Ou4lPMBgsWv1obLS44goLpy3k8DXEp6VYBXB/0LmoYOKYUJLR3d29o6ur6zngPcDtwCXAlnw+Rnd390ny70wl44Xu7u6Ze+pg36gIBCDaMhtzvTquwdif4+dxWuBBrg/9kPdf38retEo/kBEIBFxHTsA1H8uHaZpFH6qmaXjkwhUsy7FfN00jTynRyMhyFz4sbRvXo6JYmVt0CrwP1cHBQfffiuI8jLPbOMnIzJmz2LBhPf39/UQiEaqqqjBNk2QySTAYdBMpR/fCCSLBYJCZM2ewceMmdu7cyc6dTjWgWILhPTdCoJXVrmmafP/7DVxwwf0lxbFmz+5hZOQl7rlnMeedZ/Ce95hcccVxXHTRX0u2O8bGAmzfPovDD4+iKMVHeavsUT54aaJQNt4wHA3rcdoOpSAVAm+r4dJLU3zjG4dy1lmPF33NrFl9zJrVx9KlnbS3H8oZZxi0tkZRFAtFCbrBHXATi/ygWureE4ifRz7Eir1UkpFIJNztfD4f8XicZDLpJgXezy0iUfkeJROBz+eblI+JF36/n3g87r6vHE+5dlAF+ycmkxJ+GPhwV1fXKuAqHGInXV1dP+vq6jp/bxxcBVm8+f2N/EXpKrtN0vbz99SZ/KblGt7+hWksnta319xVXw/Qdd11lxSnScC1uJbKxsiIj8svr+emm2pcFrgoLjpBIfdBb1nO6t1ZCWru6tKB7QasdMZRV6oe0egYyWTCbWXkB5Cenh6Gh4fRdT1DCLV58cWXSCaTBVMhU6ZMpaOjnaqqKnw+H6qquARDsZmW45L/B4NB5s+fn/Oe3gRjZEThpptquPzyegYGFHcVLa+3LIvly4M0N28a10zskEPWct99WXGtj388wN13v5mxscKg2ttby/33n8G115ZWbLRtG4wSvjSaBqld8+aRRC8ajZJMJonH46RSKZqa0rS2NrB69RTASYJ+8pM385OfZD/D4GCErVsX8YEPJJk923SsRjL3jGN2lz1HYlA2Njbm8nu2bw/yta8F+fCH03zkIzE+/OEkV1yhsXSp7h7beC2R0VGFf/3Lz4MP+lm9OitnLa+Tqp5cP6k2qKpKVVWVW2mRbU3TJB6P7/W2tveekmTKq0ZawYGD/UqMq6enp8LJKAHbhq/8V5zTn76W4+xHC/6etP18Kv4jTv+vWVxyccyRwLBtRz67tXW/+2Luz71Gr+Ojoig5AjUiwJVMJsi6bWaJpLZtuZULJ7g7ZWLTNDAM091n1ujKdkdNRV4YsqtISSBELyMcDjF79hxs22ZoaIitW7ei6zpTpkwhEokQCATcMrpDlPS5SZNpGhnPFD9VVVX4/X6Xf+IkC7gcDEF7eztz5sxBURT6+lTe975GAJ5+uof6+qhbThcr8h/+sJnFi/9RdOoiH/fffzLf+EYtkYjznd+8WePWWxV27BijtnYI01QYGmpk/nyN970vQW2tQn9/mI0bdfx+WLAghd+fctsNysgIPtNEy1/BGwbU1qJkKhmGAfffr/PggxaQxrY1Fi708clPNpBI5N6TUrb3jpeKiVggEOKr18PA8A7mzlvHTTddAsANN/yGjRum0b/zIL7+dZPqahnLTOXYfMvPUkWQZM7n8/HwwyHuvTfBySc/mTNtk0ppPPXUYhoaZnLllWkSiXhB0mXbNjt36vzwhyGGhkaYNm0tum6wc2cLO3e2c9ZZKc48M+WSOoXoCbhJhlQg4vHi+y/XNrFtm8bGRnbs2FHUjG4ikHaOfC+AnGT4jdIy2Z+fkwIPJ2P3xLgq2LdQFPjC90P89OYbuOfhjbxl4Dbm2K+SIMjfQu9gQ+vxfOazGp0HxXJfZNuOrfQu+nK8ETGRB5iqapmKhZLxD0lnetfODLkTNFTXaVXTdJfkKR4KgEsMlQexaRpuYmBZDsN/y5YtbNmyhXA4xPz58zP8jzSNjY34/X7Wr1/P1q1bmTlzpptkOMiuBp3kRiedNnJ69n6/P/MwzyYYNTU1zJkzh3Xr1rlmbHPmzCk4B/I+3r57LKYSCpURIPAgEEgSiylukjFtmsmNN0IyGaS/fwqaZtPUZKAoFv/+d5jf/EYhGNxBU1Mvpqnxs5/NoL4+zCc+odDUZEJ1Nclt2whqGqqU1OVcZKpUa9Zo3HijxcEHP8/pp29yx5g3b27gfe87mvPOC3LeedlKknfKwttOcwiICl+6Ada/XMMPf3yM+7dnn3oTl31QY8mSXM8Vn8/nlv8liZTgLu+haRqvvOLjgQdGeOtbHy/Qy/P7TU466QVefnmE225bzHvfq+fcQ7Zt09Ojcv31Ps4++/68ZG8rtv08Tz65iJ6eKbzjHYOuF4ock/dzlhKnc3Raig8PCpFUKj67akzmdS7OT1LKtYIq2P9QSTIOIKgqfPiaIMnPzOPBe2/m3pUJAhGNM88NMqd+h1O1yIeuO+owlSRjj8Jxq8z20cPhMIlEAr/f764QZbtycGwrlJyfhUhpGAb9/f1s2bKFUCjE3LkHZQirJpFIGNO0mDp1Kslkkm3btrFx40ZmzZpFMBhwH8JSYZH9gWMBL9oIfr8Py4L16x2yaE1NDZ2dcwgGgyxcuJBXXnnFTTRqa+e6xynHnE6nSafTGT6KSVOTwcBAFc3NJfwBPIjFItTUFN6zjs6AkakQWdx1V4ClS3s566ylOdomhx++ltHRINdccxrXXQcdHaC2tJAeHiagaTJLDC0tKIpCb6/KV76Syri15gbJadMGmDbtrzz88DGEw22cfrpZUFX1Xidvq2PWohBXXKPym4y58BevU+joKAzQiqIQCoVckSvnWqjU1dXl7PuXv/Rx+ulPlhXkXbRoHXfffRDvf78fv191kxdN0/jGN4K89a33EwoVtogUBY477mUeeijAsmUhDjkk7d6jMtrsrT6UqiwXq05Iy0cSF6+R2WSNycpVP94oVYzXCypX6wBEIADnXuwkHJd90kdnp+k8TIutLkxzr9q4v1HhrEQDmRK3s4qvrq4mGAxm/uYjEAgWfVjqupYTpORBbllOS0P2L62WcDjE4sWLqKmpIRCQUrGS2ZdOS0sL06ZNw+fzUVUVobq6hkgk4iYXUhKX7R2HVcVNNjZt2uwmGPPnzyMUCmcqLxoLFy6ktraWnp4eNmzY6B6zKCoKT0FGgs87b4znnls07vlLJnWqqqopVnGX9ott22zcGODf/x7h9NOfKRBPA6iuTnD++X/nppv8TsIWCGA1NUF7O7S1oTQ3o2SqGj/8ocpb3vJIQYLhxamnPsVvf2u6yV+pYDfRQGcYBvF4nFgsRiKRcNsloVCISCRSIM89PKxiGEMTkmSfM2clDz3kmGwFg0FCoRCrV4eor99UNMHw4sQTX+Suu6pcAqpMHnk5GKVaHaXkufO1ZwRCRJ0MJGkthgrx88BCJcl4vaCqqniSYVmVKsZegpSXA4GgWxJ2fg6U1b/QNN1NAJz/i8OpgqKobtlb1zUaGhpYuHAR3vFL4XSk02l3KqG+vp758+cRDkfcUUghtArRVJj5ElBAobd3O729vdTV1bFo0SJPEiPHmk00duzY4f5eSLHCA5HXzJ0bxudrYufO8vfcP/95JO99b/G/eUdsf/lLnZNOWlp2X8Fgmvb29bzwgs99naKqOZbp8Tj09Y1RXZ0ouy9Fgfb2dTzzjO4melZehbDUqHM+UqmUy6kRcu/g4KCblIkuhXf/27bpNDaWtz8XtLf3s3p17u/uvFPhiCOKWkrlIBAwSCRS7r0rCWP+NEcgEHBJ0F7yZakKnSQllmWRSqVcbkX+ORwP8l2Sdp/sY6L6HxXsP6gkGa8TKKrqeB+bFqRSjkewZUNzc87DtoL9A4FAAL/f56o86rqeo0ngBDFvTzq7ilcUXI0PCYQA6bRBKpXMKZ2HQiHC4TDhcNgdX/UaVzU1NTFjxoySY6qQTTSmTMkK7nhHLkOhkKsmCnD11XEeeeRUtm4tdAA1DJVHHlnC0Ue3ceihpfv6sq++vsSESKSHH76SP/1JL5kAbNyo09TUO+5+AGbN2szSTF4jo83eSYeJqE3K9JCcU6lmxGIxhoeHGR0dJRqNumOqDjHXRFVNTHOiVRK1oEg5NmaPW8UQ+P1JkknVHYOGLBlVEg1N0wiHw+4oazAYdKt1+ZDzZBgG0WjUTUykgjNZUr9MfPn9/kxFL1ypYhyAqHAyXkdQfD5oa8WWlWDlC7lfQ8igQtaU8VKfL9/x1HYJpODwNiQw2XZ2xA/Asmxs23DJcX6/H8Mw3KqHyFhrmuoSNltaWvJGcgthWRaNjVk572Qyyeho2jXPAmcSw5lGsPnGN9LccccJ/OlPBs3Nvfh8aQYH64EGLr1U4dhjS7cDHL5LCqeyM7EyeyBgkEyWTgCc9sfEgpyi2Dn0JjmPExkZFXiJi6ZpulM8XiXPeDyOoig0NDS4FY1586Cvbwrw8rjvsWrVHN7//tzPFA4rJBK+HC+YUkil/KhqFG8nQ6pSqZQzfSIto4kQNyUBSCaT1NbWutMgMmVVTiCsFCb63hXsv6hcvdchKsnFnkUkYvOhD43R36/mmHPtSUhpuph4mjN2mvtVlf55MBhidHQsRzBKRmPTaacc7nA1qlz5aEVRMlLUKoGAHzFuS6WS+P2F5WiproTDKueeO0xtbYJQyClfj4yMuImGtGIk2HziEwkMw2LLlg5M009bm0Vj4/hl8+xq1UbMwcaDYaj4/Tq6ruQkVXJM06cr9Pe3AuO3EjZv7uCUUwp/Xy7BkHtE/g1Zro2MiEoVSYiyAKOjo4RCIY8+hc2MGf6SaqIC01QYHp7KwQfnJmsXXmjy+9/P5/jjl5X9jKmURiRShaKM5fBPpG0iEuBebtB4kPahTJV4xbvE/yUcDueM61bw+kclyaiggnFQW2tz3XUjrnfJ3oTfH8iR6VYUXGdUQbZ94vxfgqllWWialNpzVSql1G1ZJum0Myabu0JUMj13s4BPIuJiwWCa972vn4MPjpNKZVsaXrGm/OCh6yrTpycIhWRbI4eE6m2zeD9fMBgkmUxSVRWc0Mp82bJOzj1XcUvzcg6FixIKhaitrSYe943bTti0aQ5LlowRj9vogK5pkFnVSzvAa0amKIp7jwhsO0ua9IpfCTlSWmOCZDLpVnD+4z8UrrrqFM4990EikcJWkWUp3Hvvm/joRwuF4ObPj7JjxwySyRUEAqWrQE8+uZiLL056+DkOxAfFmywKv2IiVQh5bTgcJhaLuZwM73RJMpl0FXcreP2j0qyvoIL9CFLRcOzmAwQChX4PTuneO15YyOOAwvFDJ9nQS5agFUXBMIq3MbykP6kOSNAVjkepsrYcRzKZzApnZcirIqueD5nAuOwyjSeeOLToNgLTVFi3bh7HHRfPtHFGXRKjyKmnUik+8IEUDzzwJiyrdEXiiScW8+Y3gx2PYfduJ9nbS7KnB3p6SI+OutLpkF2dF+MayHV0Ej8tx6NEKhpeIqMcp6qqNDQofPWrBg89dCaPP34o8bjP/ZzLls3mrrvO4fLLazj88EJCKsDnPpfm7rvf7L4uH88+O5/W1g6OOio32ZKkVJIC77UQorEQVktNi3jvVSFseknOcm688uUVvL5RqWRUUMF+ilLleQlgzoNeQVU1lzjqhUiJ50MmWgoNw3K5H9nttQJuhKzgxeJdyuTFYFkWo6Oj7ipZyJRe/Y5iCYphGHR2xpgypYWlS+dx1FGvFmyTTqv85S+n89//nSYaHXNFoLyJkIzETpmi87GPVfG9753N0Uc/w4wZWWXTgYEITz+9hEMPDXP+uTHoHwG/Dw0wLAtVUUj19Tk6HBkuiyRrpbgGQryVyookEtJGkETK+Ry5+2hqMvn+9+MsW9bOH/84nd5ehd5ehZoai5YWi6eeUpg716mg5GP6dJPrrtP43vfeQjo9xJw5a9F1k76+Jnp7Z3LaaTYXXpjAtnGvm1RWpOriJc+Kgqx8JsiOMOd/bq/ImCRj+fvMldnf/yDtNrlOlfbO7qEiKz4JHAgSrwcKDqRzuX27yjnnNJNOw/e/P0RDw2vzgMw35SqGhoYG+vv73VFJaaWIfHixh6MzTulYsyuKmmmxKO7KupjWgWmabNmS4Oqrp+Dz2dxxxwo6OlQikQiWZREKhdwg6n1PaVuIKZes2qVaI++V3/MXYqSoUXZ3qzz6qMbUqetpb+/HMFTWrp1DOt3I5ZenmDYtmuOrISRWv9/vVlsikQjV1dXEYird3RrPPpsG0oBGR0eAT3wijM+3HUZGIZV0fVBs28aybax0mrSuo9XUuMmLBNpotIZzznGIsffd10drq5U5b/DggzoPPGBhmmls2+LMM2MceWSccDjkSnPH4/ECzQyAHTtUrr3Wx4wZazj00NWuJ8zWrfU8++wRnHpqNe96VzYBFAv2rPpnmueeC5JKqcyZo7J4cRJwDPHk/HpbQGKi55UMlypGvuW8aZqEQiH3vbz3aXNzMxs3bnQF6vI1N2zbLvp59zUkIcy3qN8V1dI9gQPhOVmRFa+ggt2EaUJvr+b+e1cgUt5SLSjGRRDIpIkkGeBUH/K5GQIh5kmgUFUNv7/4/mXfAIZhYttOgPL59LKeEM7K28fgoLMa1fUgipImFotRVVWV04KRY5f3E/Kglx8iD/NSugepVIpt2/z88pd+tm1LoChpFMVgw4ZOdH0unZ1wxhlxmpsHMtULh88wMjLing+pFkjQSKVSxGIxAoEA//EfNpddBratZ4KjQU0NbN8OmEZRo7W0baORrTDJZ3FIptl7ZGQkSjCYYsWKMD/+sY95817ilFPWo2k26bTGM8/M5fe/7+Saa9JMm2a4SVq+4+7oqMIXv+jj3HP/TiSSWyWaMmWQKVMe4t//PoxgcAYXXeTcmIFAIMcmvaVF5Ywz4u61UVXNFYkLBBz+jzcZK6bMWUrGW1EUotFoThtE13WX5xEOh3POlWA8d9l9iWKCYpqmkUqlKlMuu4jKWauggr0M0zRIpdKoqtjCmyQSRsmqgdffIvtwtnPId8XIkhMRiJJ9C/HTsrKVw2KtkuxnMHPeU7gZEmgFQuYEJ7ES8p/P53NbBV5CppiNCblQ9nHvvT4eeCDGKaf8k6OPzhqEJRI+/v3vRWze3M7ZZycANUcdUkr1yWSK5cvrWLcuRDBYy+LFCZYscfgtXr6GQNMc4TPbtlGCQRgZcZVybdvGr2nE0wZaJJJzXrzJlCCdTvPqqz5uvTXFRRf9DU1z/rZ9ey3r1rVgWTYLFz7LDTccxk036Uyd6gR2b3IA8MtfBjnxxH8VJBheHH/8C9x9dxvnnaej61kui9dFuJxwltjMy7mT10qiKO2CYvvwSogL8rkaqqoyNDTkEmVF92JXArbse1dN18aDN6kv9beKENjkUSF+VlDBXkY6Lc6b8oByJL1Lkd+8YlRgYxhpEokEIyMjLrdBAvZkkZssKDkr13J98vwkw+/3EwgE8Pl8JeWfIZsMSSUjkUjkkAhFctprH/700zaPPDLE+ec/muNACs6Ey2mnPU8qtZo//rE6Z0xUKhj//nczN988ixdeGKW2dhl+/wvcf3+cT386zNKlvpxWjNcgTEZLrUAAW1GwZYpE09AVBX/Aj+nxpZHzpaoqY2PZcVNVVfl//y/I+ec/iqbZbN7cyK9+dRIvvjiDKVMGmDlzB8PDVaRSUb70pbAbNKX64rQvLJYvN+joGBr3mnZ2ruSvf80GbUlOi037AO518Ipwyf+lGhEOh13Zc8dF2CzYh2EYBYmtV0I8FosxMjJCIBBwP1sikdgls7RYLOYSeCVx3RuoJBF7HpVKRgUV7EXIqr3w4VWc/CZKmjKamEqlXTMzcMictm0RCAR3OdHYdRS+V7n3lwRGpglklS1qpV4RMm/g+b//8/HmNz9V9kgOP3w1d901mwsvzCqe2rbN3Xc3sGXLTt7+9idztp8yZRDLeoFf//pEhoeDnHhi7rl3JmsMtxKTam2FkVF8hnPcBEP46+rwZYKrbduuq6pXDA1gzZokweAYum6xbl0LS5fO4V3vesytaMjxHHvsah55ZCH/+79z+djHDI9WCgwMKFRV9Zc9B4K5czfzzDOH8da3kkMulXtOWhgC8SuRBES2yzdHE0ilyGu9Pp7Et2EYjIyMoCiKS8QVRdCxsTFqamom9NnkuLzKtrL/cvLmu4L8tp5ApqdeywTEMAxXOdUrjHYgolLJqKCCvYyJPBwc0p2s8lMkk85/jv9DMmdSRBIPoGwVofSxFE8Mypl+6bpGsXxCgm0pSLXDyzERXwppbXiTrf5+FUUZRNfHJ9fOnLmGJ58Mufvavj3Iyy+nOOmk4kJUqgrnnPMYv/2tSipVvDUkLYJgMEiwpRmtowOlrQ2r2vFi8ZqcAa5olfc6rFgRobNzA6ap8M9/LuBtb3syJ8Hw4tRTX2HZsu2sWZN7PJalFDWEKwZFcbhCMgUiVRmZtJH2kCB/RDW7n9IW7lKNEEv68SS+h4aGcqpfMq7sNWCbCLytQy8mu5+JQhInr4y8N/l7LSDXTJBf6TvQUEkyKqhgL8JZyUNhYLdzHvReNU6fz1l1ptMpd0zVtqUXnSUzKgrY9uQmXYppbDgTEr6C1ZtpGpimkXnQqhlOiQPRQBjPsEpVVXeqQ8zjxE9F2hTyfslkkjVrTJqa+kruz4uOjn7Wr8+2L/7whzpOOumFsq9RFDjyyJe4995Ikb8pRYOvaZpuJUk4BbLSLDYhYRgKmmbz4oszOOqoteMmC6ec8hy/+EXuOayvtxgbqy37OsHGjc3Mm5d2g9Po6ChDQ0Pu/4eHh4lGoznnWhIRaZtMxCVVyMciE16sVSY/SzvFu39JKCdr1V6OIL2nIW2rYDDoeqaU8mrZG8j3vAFyqoEHIipJRgUV7GXous8T2G135S4lbNMU8yjnQeYVtpJts9wBC7AzgcIZQZ0MZFUmFvUgP2fLzqbpBIdUKk006vTVHcOr7ENdVB0nUq6W9wyHw26QlvaErHBHRkYwDINAQMU0Jy4lHon43FV2f79JXV1s3NfNmdPL0qW5AUqIicWCibR6hOsgBEYprUv7QNDWFmXbtiZWr27n4IO3jHs8VVVJ+vpyuSeaBjNnhhgcLEyG8rF8+ULOOy9FNBp1y+te4z3hNHgt3KW64RVGE1fYiUJ4OZJw2rbtrvilheRVN02n0+5E0UThTUS98EqW7w1IK2Zvvkcx5HOfBOWqTPs7KpyMCioYB/X1Nj/+8QCbNmlUV09eI0MUHx1LdxtdVwqku/MfLI6QUxjDGCUcDrulb8hajYuc+GSRnUQpbHM4HIm0p1qiuIGqqsrks5/tZ/Zsm7o6i2TSCVreiZL8faXTabfkLdMxMhIo8tLSe1YUhalTLXp62oEV436ONWvm8OEPq25VZKLteUUBTcsmB97EYWTEGfP3kjqLnWdvguQ4lSb5xjfWY1k2Rx8d49FHp6MoY8UmYUsck0n+9fjgBy2uvPJELrro7yXbR6+8MovFi4MEg0niccVdBedPApmm6Qp+yc9ewq8kIPF4vOwocz6KXXsh9EYiEVe3QyobwWBwUvoYcq96W1Ry3fJ1OyrYP1FJMiqoYByEQjbnnZfYLe8SkfQulhOUqkZomkowGHBXhfKfpqkeItieLRlbVpbc510tOv9Pc+yxBnPmDJNO66hqIGdVnC+oJaqQsg/RZQDcVoMEOFkRb9tmsmFDDUND4bJVCdNUiEbb6ew0SCSSmXM0sRWyw3fwEQoVXgzR78jd3spJMrx+HD6fj7GxMXQ9zamn7sysgIOccYbCb38bwTDUCfFLbLvw3mppsbjySp2bb34LxxzzLDNn7kByh2g0wL//vYj6+iY+9KEhDMOXE4Sz+5V7Jnv8MjYsLQyp1Ih3ilQkdodUKSJloogqwl3izjoZSGLkVeH0anC8nlCqclNMXfVAQSXJqKCCfQwpxecS3OyMCFIgY56loesBl5vhPHBsksnJj/KVUxK1LDtDJCwMjEJGSyQSVFVVkUwm3UBimmaOPLgEsPzesgQMvz/I0JBOLJakpkZHUdKMjAS45ZZa3v3uB7nrrqN55zsfL2pmZlkK99xzKp/8pIptG24ic9BBOj09dbS3D5X9/MuXz+Sss1Sg0PujmBiT/E7UMb0lbV13RMxktS3J3znnRFm6tJ5nnpnDccetLns8AwMRZs0KAIW8iEWLFL7//TS//e0h3H23iqalsSyFSETjkktGmT9/EE0LuBMIPo+2h1fnQngUXoiHild+XT5nqUmTfIhaqFc3RWS4vXLiUvHYVXnuUtWy1xuktSgTNUI+3dOTNK8lDsyjrqCC1xCG4cg79/WpNDRYRasRuwshE0pv2wlkzsiqjP4pikowKNbsIM6p+XBW9ULWzA0ssqoUSBCSYCLiTPkuobFYDNOE4WGdmho/qpoiENDc8rzoI3i5JMVK7rGYxh13BFi+3KC6egBFsRgdraWuTiUa1TjnHEcb48ILn6a7+3hmz97O0UevIRAwME2Fl16azmOPLeZrX9NYtMjM4Ym8+91JrrpqCZdc8ndKxcZ0WmXlykVceWVhQJf2ULFrI8mFkBdlBBeEMOpneNjhmzQ1Gfh8CjfeGOXyyxdw5JHr8PtLGc/Bv/51DDfcULraEYkovP3tI1x6qd+VaZfraFnOMcj5l+RPzr93okdWwn6/3/WR8TrEelfLwgEoZ3on7yP8GnCqVX6/3+VrSAIi98JEkwyvf4g3UXkjQJIx0zRd8ulrzQ3Zk3hjXLUKKtgN7NihsmRJGwB33LGT5uY9710iD1KHa2GQSmVHSr2iSg7ZU15lo+sid26QThtuuVtWriIZLeS+fGKZBCwJLt6qiqxGpZ8ejVZxxRWdAPz1r6/Q3Jwsqisg+8kVFYOdO1WuucbPCSc8zoUXDuZsPzIS4re/PYHBwQi1tXHq62O8//2PsmFDM/fccySm6ZyLBQu2sHjxNgKBDve8CerqLN7zHh933nkKb3nLYwWBPRr1c//9p/OFL6hoWmHQl4ApXBJJxlRVzTjiBtwxTG/AU1WV7ds1Tj/9IAAee2wjra1pfD6dm26C669/C2ed9RBVVbmOs4ah8tBDx3LxxdW0t5cm9cn1zBfMyk1Ind9VV1eTSqUYGxtzCaChUIhQKOTeQ3L8opch5zDf9r0c5LVeSXFwql1C8AUnYMr9Md4kUva8ZP1DsmPbWTXYNwLkepZSBT6Q8Ma4YhVUMA5k1b4/9HkNI1fHQFY1Mlaq6z7EBM3b886fFnCSC1xGfzHmuqxmvYlC1uHVSV6SyVRRLQzvClbK7t5jzuUGwPXXBzj77L8VBFuAmpo4H/zgQ9xxx8l0dT1BOOwElZkz+5g5M3ekddu2Ue67bwp/+INNb68FqJimzvz5Pt71riRNTSFuu+1sTHOY5uZeQKW3dwp1dTXcdJPFlCmFAV0SqXg87lqyZ6d/TPccynn0whkLzlZGRKDL5/Mxa5bFzTfrfPe7ZzI0NEZHxxZU1aKvrxXLauDSS9Mcc0ya8Qb9vGOz0oaqqalxK1He8+/3+2loaBh3f17L+Xyxp3weRz68RMz882iapqul4SXQThTFWlZCRH6jJBmvJ1SuWAVvaIjzpDfJKOVeui/h9/tIpdKYpoWqWpnVtdM6cR74Ss7KMtv28BUoUhaDEwzEjE3L6YHrepJ0Ok0spuZs791nfr9d9Abk3L7wgp/m5nVFEwyBqtqcccZLPPzwQt761udLbvfKK1MZGBjhjDOWcsQRUff327bVcdVVS7j0UoVvfSvNyEgd69c3YtsGnZ0GdXXpokmkyGx7yZCiVCnBV0zdROtDeubyeu/EhOhtpFKOzklra5Brr40Tj+usWnUQhgEdHTEaG4cyGhwh1820GHw+n+tm6vWAkaArCUF+APZWZLwiaF7TskgkkuOZMhE1z3KQfQgmuwqv+Ie8/lBJMip4w0KCi1eEyRtw9tXDTNc10mkj7/2Ll0+zAkuF+/GW18shq9Mh2xpu0JKg66zOc/0xLMuiurq6ZM/YGe10VrN/+YvOkiWvjvvZp0wZ5I9/PBrLKmqEyrJl0zBNjXe849GCv3V0DHHJJX/nD384mfr6IHPmDDB7tu1OvcTjFDXnkiAshFpJoMTLRMSYZIXu7ZlnX5fdp8NRcf4t95Mz0mlz+OFJD5ch25pKJBIlRZ9EZVMqVT6fj9HRUTf5kZZVNBp1VTkVRcnhZsjxi0KpN9EQxVKv3Pt4yUGpNpkc795AJbk4MHFgN3sqqGA3IKV+78PL227YV9A03Q3iDrLkvfyHv6Jkj1kgbRUxIsuS5/Qc0SjLskgk4q5pmYyvShskHo9jWaYrBJY/2hkMBqmqqiobkKTEn0iYBALjq0oC1NbGWL58asHvbRteeGEmb3nLiyVfqyjwlrc8zh13OO0dqSgI+bCY30sqlcpUamLE4ymWLaviySebWLmyEdvWClbnzvsobkso39E1fztpLXjbHRKkhW8j+ykFIVLKsUQiEWpra90ESjxLEokEsViMRCJRIB8ury12rDLF4CVcloP4znhVRMsJmk0Ucl7zfX3kXFUSjQMPlUpGBW9YlPJwECfMfYFssMlaojsr2eLjf85qGBwSqE46ncI0Lbdvb5oGiuIQ9RyPD8cVVvQRRMbcEWiysO20K/TlTFFkJyhE7hzIkPucFXgxcSVZnWenD7Q80mpp+P0GL788nUWLctUyN25sZvr0/nH34fOZmOYg27dDS4sTBOV85E9NOIlWAstS+MEPNJ57rpYpUzZQXR0lGg3z61/PYv78AB/60Bg1NdnPaRiG2zJxWivFVSmTyaSbsArJ1ivw5SXcynFJxSJ/hFSSvXg87v7em7TIe+q67opq5SN/Csg0TdcXQ/6TNk+5ap5UQIRovCcnQKQd5TVk807zVHBgoZJkVPCGhaZp7kPfC1mRvdZwHvDJTDBW3H67HGsp+P0BUqksR8ApkWcf+t4A5giC6a7ltmGk3THQbHKV3/u2M/vM5Vw4ehpm0bK5aGqIvffixX7Wrm2ls3N72XOQSPhQVZt0OveaxOM+HnnkEM44ozRXw4u2tl42bpxBXd1oERJq9t/OBIafL32pivnzn+Cii3pz9nPUUavZtKmJL3zhBL77XQO/H9dJVPbjrLBDBfuXcyD8Fu85kokf72uKTf8Ua+94UaxaIf/Pt2KXBEKqGVLhkUqOGMMBbounVAIprRjBnhwxlQTGq8h6oE9YvJFRSTIqeMNCJjO8QVJWc+WcRfcWnIBd2L4RjYZSiYYzHhh0uRWBQPHevtP6yP3Kq6qGYaRy9i1Jh3cfThk9G1SSySTJpJ3D2/COKsrxSgvg3HNH+NjHDqGz8+9lz8Hjj8/jmGPW8NBDx3LPPWcBaRRFo7Y2xPHHa9j2xMrltq2iKJarFOnz+XKUJ2UawzRNbrutivnzlzJrVm/RfU2f3o+qPsa3vnUcn/503FX8lKBq2zaxWFad1DEFy4pUeRMKv9+fU4nwnl+pXnhRTBRLyJ+SPHnvXXm93+93iasCSSbC4XCOjLj3fWWKRtf1kjwRMYvzBn6p6uwOHyO/9bQ/ErArmDwqSUYFb1h4JyC8hk75D9aWFotnnullxQofDQ17r41SyhxJJkfGe+A6VQrHtbUYbFtInrjByatk6Q0aqqrkVC4sy6K+Hr73vdUsWmTT3Gy7RELZj5S2Y7GYe7xZ1ccUtbVB7r//MM4664WiLY+XX55KLBYgGExx3HEKV16pk31Embz6Kvz85zOYNm3neKeSbdumMGtWwr2ucpwSuCT5MQybZcvSBRWMfEydupOlS1MkkzbJZK6RmGma1NameOCB5aiqSmtrNlh69SkgV+Mi/1oXqwRIkuRNiIV4KufWG5S9CYckE5KoSrVCfGPkuLwtL/GZkffOF+TyipEVO85dTQqkvSbfQdu2icfjuy1vXsG+R6UGVcEbGlISFvvx/KAAoOvQ0WHR3Lx31D5zUay3P/FXa1q2xeKFBJlUKp2ZFDEz5Xw7w/fI8lAcb4iI265Jp43MqtmgpQXa280cg7H8cr20XbwBw7ZtPv3pQfr76/nVr07iuedmEY/7SCZ11qxp5be/PZ7t2+t461uf5emnD+ed74wXEBTnzTMZGZnCeHSZeNxHKBShsVFzV/JSUfByIGKxGM89pzN16voJnduZM1fz5JN+V7NC4HivaDQ1JZg6FSIRx3HWq3QpkApKOBx2jycUChXoVHiRSqUyJFzLbVUArg25jNV6eRai8Cnv4722qVTWsdXb+hARLC8/I58oW2qiJJeoPHlIZcUr7iXy5uORUCvYv1FJESuogMmPxzkBVhQhx/d4mAhktVpsVxNdzclopfAynGOVUrqKVDl03YdlpdwEwtHG8OWshh0+h5KRm/YRCoUwTQMwXNXI/IkTyJ0Q8BISOzoSHHpoCMPYjN+f5u9/PwTLUmhrG+Lii5/C7zd58slFHHVUNU1N8aIr4w98QOW2207i7LP/VfQ8GYbKvfeeytVXp92KRbHJBCG+jo7WUFU1NqFzW1MTZXAwq0OSL8kt5EfIqrTmVwKcdlbArWgI5FzmJyVyLfOFzuT3IuPt5XN4Ew4vgdT7OjlOqbZI20Te36sYm68Imz3XWd+YYgnVZFBK3CufqFvBgYfKlauggnEQjys8+GCATZs0lixJ4fM5Et4C207j9/sK+A6ThdeAK7tvG7+/9Co3H1lOhIFpZklzzmrQcW11Am9WQlyCXm4QNkil0u4xOKtcjeefr6GnJ8ypp8ZQ1XTJh79UiGSFKpyNj3wkyi9/OYOXXoKFC1cwc6ZDBF2zpoNVqxbwpjfpvO1tiZLVmyVLTGKxBm6//SwOP/x5Zs3ajqI4pmkrVkznlVcW8alPpWlpiWGadg55MZlMuqJXEtQaGhRisciEzu3YWIjZsw1XL0OCO0AqpfPUU41oms6pp8YIhbJOpvLZRZ68lKaIVAPk71K5KMYPkgRKCKXFHDp7e1WWLdMxDIuZM/20tWUnUXw+n+uDEolEMt40JoFAwK2qeG3hvddVURR3IkX+bpomNTU1EzqPk0GlinHgo5JkVFDBOBgcVPjIRxyZ5l/8oo/q6tyJFGe1Z+yRioaw9CdSJRHXUHFp9W7rtZWXICEtE0koJKHJ56A4+81+Ruf/Nr29Jt/8ZiMA//zneqZM0QskyeX13uAnZft0Ok0ymeSDH7SIxy3++tdDeeYZDds2OeIIm498JI3fb7n7KDaCCXDKKSZHH63zhz8cx4MPmiiKCeicfrrKZz5jYFkQj6vuyKes8oU34MiAO9yGww5LcvvtszjyyPJOqQDr1nXyoQ8lXE0JSQAURWFoSOVTn5oCON4lgUB6UmOXwg8SLQ3INWbzEiLlc5W6L1asUPnxjwH6mTp1I2Dz4INTiEZbuOCCEQ4/PA7gGu/puu4mYpIEjefAKi0xqeCIoNeuQgjEpRKwCg5cVJKMCiooAxktFDjBt1hPmoKRwV2FU9ou/9WUSoPTviCjEOpYw3tL+EIWlP/nP7AlCHuDoROQ80mJjsaGwBGHKtTDgKwBV37yIQZwjgy3zcUXJ7jgAqdt4YhIqUDYXWmXCy6hELznPQbveQ841DILsW5PpXJJkDJpIS0SrwS3rsPcuX42b25i2rT+ku/X01PHlCl+dD2Bzxd2K0DOsYSIeIohQowsVl0oB2m3eO8hy7KIRh3pdAnAIrJWVVXlimeBcy2fe87Hz342yrnnPorPl+VILFiwDctSuO++Yxkbq+X007NTJV4fk/zKlLRqRDvDq06aP93itSWfLMQAzjuSuzvy5hXsP6gQPyuooASE4e5doaVSyZLKjK+VgJejdyCVhqwugm1nVUydJCQF2G7lQgSOZB/Sm8/3i3A+R7Epl2zQl5WutCOkzC5Vgng8nlHQLCRwAoyNjRGPx4nH464mg6IobkCdbIDOPU61oMwuipnhcJhwOExVVZXbyvjYxxI8//yxbNnSWHR/PT11PP30yXzqU0mCwaAbiCWZyh/dDAaDZYOjtJ+8kxzl4J0Y8f4/mUy69vSKojA8nOB//sfk/PP/kZNgZM+LzZlnPsH999sMDDjHK8Fd0zSCwWBOlUYCvpBCvRUOr1iW93PtKqQaIudNJOkrXIwDH5UrWEEFJeBtLQgcvYV45uHnbRHYOf4V5SBBRlZ9k5ViFvnvfAhJzqlO5Hqf+P0+N7BJchAMBoBCyWzp9+e/R6kg4hUOy9ddAAq8YJLJpOuTIeOZci6k/eAlG04W8t75lRTbtnNaQ972xNe/PsbPf34Kd989yqxZq6mqihGNhlm7tpPp00N861sxAoF8SffSapjFpoQgVylUjqncmKZMV3i9RcQrJpFIEMmUUGzb5r77ghx++EuoaulgryhwwglL+eMfT+LjH3e0PbzVE7kmkLV+j8fjOdUJrwx6/nhuMWE7ryroeHbyIh4nEzXyu3LTNxXs36gkGRVUUALFtAycFbdjx+4VY3JWeeN/nbwjiA4vwiSRMPYIcVTaAfIeTinch5MMKa6OhVQxvMRB7+cUOXInUGZVP8d7xhfzggEKuBByXvMJhV7pb8MwdjnJ8OqfeK9hMdKlqHEGg/C1r1Wzfv0ITz65kIEBheZmnU98IoamRXNet6s+GuL4OxHBLXkfSUi8rSavMZt326ee0jj77G3jHkdr6wjPPmvlKKHKfeF42Fiu8VoxB19xhfW+t7Q2vBA/Fbm/JqJ9Idt4p1UkIS/F0alg/0YlyaiggklBcXkPzuqMojbbpeCUt539gI1pWpm+e5pIJOzqXDiMfUdYS9e1nAREVTVsO9e2XFaMPp+eEdJyHtDJZIpAwI9pZsvnsuJ0Ht62uxr2/t2RKk+5AWYiHINSXjBeDQWv0FOx9pJXZ2N3IG0cbxXAUSlNuoTMYmJYNTVBzjxTfuM4z8ZiKbfiIvvelYBXitjoTcK8SCaT+P1+Eoms+JckZ94xVPm9opjjJoIC2067rxNOjAR2eY9S1STv5JBUKEKhUMFnyx/JlQqXWNQXQzKZLEjgvCTTirz4gYdKklFBBSUg8s1QSEDcVUJa9kHp8Cq8glXJZApdt7BtK0dePJVKo+vZUUYnCfBlRkydoC1qjtLG8fISTNNyS9vOCtXhb4jhWanWS+FkRPnPOxEvGFnVigmbrJ5ltSry33vSDEsCl7eNUsrYzQsRp/KuqEOh0C5XWLzkWC9KCVnJvSHES+95LU6MnbgJnfPodypP0hLx3tPeRDSf4CmfpRxnQiojxT7veH8rN01VSTIOPFSSjAoqKAEhBoJJa6uB0w0wJ6VbUQqO46mdo3Coqqq70vYGEO/DXrbXNJ1AINuicaSms0RQn0/PJDFC5LMAlUDAjzdZKPfAz4emQWOjic9HUeXTiXjBCH9DArYEckVRqK6udj/reAnARCFJj/fzyUrd60bqhVftUq6DJHAyQZR/vjQN2tpM99/5+5LPXUxwK19sy3ucXhlxmSSRFoZXwt22bY44oorVq9s56KCesudkx44aZs3yIUmGHF++6JUkP4FAwJ3Okd9P1hAtW50zc3x4vFycctNEFb2MAxeVJKOCCsogEAgwY4bFU09t5eWX/aiqf7cSDKliFFuVSVDxrmolcVBVpaAdIatcscZ2RgANN2hI1cLhXThjqMUw0c/T0GDxq18NcMgh6aJ/Fy6EiDzJ70QASyABVcZJJbnw/lcqAZgsSvvBFLZkksmka3TmuLNqBYGvFCm1tdXi2WdzHWa9Y59e3ku+4FY+UVbg8/mIxWKeipTpbiu8CK8x3TnnxLnyykPo7OwtSf60bXj88SO5/vpkyXOWD7mu3oRpvHtGkmY5drkn5B4fGxtz5dAloZMJpXzeivd+ruDAQyXJqOANCwnoxVjxXkjg211iJjgBVhICL7FOglb+CtswcFfOxfQ5BJqmEY/HXQKh04ZIoSgqfr+GrheftphIwJgMhK8gwaXUvsWorNS593poCB9kV44zy50pJFV63zeVSuVUGSSZkAqEFxPhi0iCkU8YlWApJNlykxNSFZIKhmEY7hiu3Lu51zzFe96jceedJ3Peef9C13OP07LgwQeP5cwzVZqacjk6+efDe468LZT84xSuRDHiaiAQIJFI5Eiey/dNJorke6AoCqlUilAo5JKSveesopdx4KKSZFTwhoTYXgvkQba3V0veB6azYsvyKOSh66h35gZAZ/Sv9LGZppmjEJndV1bxUyoh3qAxEX6BJD7ZsnqhqFexzzmRc1EMEqAlsZBgml8RyT/GeDyeI4gmSVwqlcoZXfWSWQE3qMlUi5T05VjkfMprq6urx/1sYmgmn1OmWIR3Mt55F46KKKYKZ8IwDGKxGKlUirGxsYIR0kMOiRIOh/jtb89G1/uZPn0zimKzbVsHY2PtvPvdJocdNoZhaO69INLics8I6RNwWyVyvF4OjVQcZHw5n1ArVSyvOZuM3srfvVNEklSKONhEFgAV7P+oJBkVvOEg2gjFRgmLBbLhYYXvfrea/n6Vd787RlXV7vWHvaTKbK/ZdoOht8KSncYoX3GQ1aRTStdJJJIuuVLeUwKCBJeJJAKiLKqqCtGoSnd3DX/6k8EVV4zR2Lh7CZkcRz6HQ86DIEuATRUlhCaTScbGxtyAJDwFn88xddN1nWg06upLSPnfSzhNJpMMDQ3lcDgSiQSGYbjtHFl1S6VJjhUgGvXxgx/UA/Dxj+9EVXPbPbKdtBDGO/f5BFqpVMViMdcFVhIjSQKEVzFvXoqbbx5ly5YgK1cegqrqnHOOwaxZTnA3Td2tqIlfiZxXEfjyVpqkquAdXRUejbRrAoGAqzCbn0AJl8h7PxeD97xU2iOvH1SSjArecCgmNCUo5vgYjSr89KdVAFx0UXy3kwyBPJglEfCuAh2inAGorktqOXg/jxijCbxtEdM00PWJjV+apkE0GssEO41EQuXPf3ZW8R/4wHBBkpEvvDQemQ8cQSyRJRdyoKz6C4+9UDnUK24lUxDe7SToSVIgiYa3nSGBNN9VVKZl5HfChRAOgbcyNDRkuPfIe9/bR0ND7upbWiS7IyolUzLyn0zi+P1+t9oiLZ5gMMiUKTYdHWMF47ZS9fESPmOxmFt1yN9eRmy9nAwvr0Q+lyRg+UmGrus5WiBynbyE13zdjwpeP6gkGRW84VBqJVlqlHBvwis6BFlyn1Nid8r+ExndExtv72pReuGQLdk7RNLxIUFUAovTNsj+PX8qxTTNHHlwGRMtJ7wkxyXBTQKP8CO8yWCphMVr5S7HJfv1Ckl5A6OU/L3aE5ANptLWkFW+JCZeiH+HIP/v4nLqbcnkt23KQZISL0FUSJHyWaSl4BW5kqqBVFu8FRhJwIR7Ir+Tqp6IxJW6TrKdnBupzsh1q6qqKlqpkPMp19Pn87lcEvlsqqru0bHlCvYfVJKMCt5w8AZkL2RccF8h676aVdrMqomWX+XJg1y2F0lmr4xzPB7PbGe7UyfFyKymaWTaLyrpdLZ07RX0yoc3oEKu8NJ4jp6QDdKqqjI2Ngbkum8mk8kC0TDI9fModj298FaJ8reV82QYBtFoNCdJyV+dS7VA+BpONSB39S/3kSRMcl2EXzJesiGtLm+CKSJY3ipPMBh0pdxlzDYcDgNO4ldbW+smBZKAeMW95DxLElDuPvMmPF5xMmntyYRIMUg1SVovDQ0NOfdrhXfx+kUlyajgDQcpM3tJkN4y+b6CQ8QMuORDZRJqosLzkIDi8zlkUvl8DpHPziHS5Yt8CQwjOyrrFWLyBsV87QnhhORjMjocAglG3qqStCm875dMJl37eJlM8AY+aW8AbpAtdSxe0qKXlxOLxUin0zltDqmESKUAyCEROxUCI8eTRVoDWeG1ZFnVUC9vRNoyoivitbB3VF59VFdXu9UNaT2IZLzXmyQWixW9TtI2EXKp93vg9diRCpckQd77JJ1Ol9U3kZFr7zmv4PWPSpJRwRsOiqIQDofdUVLIjhLua+QHhclCHvp+fyBHc0MSGG/g9pbVCwOvU03x+XSSyVRm1ZmvdZEN+oqiMDam0N+vEQzatLZmJa4lafJyNcopRcoYrLR6pBLidZCV1btMgliWxejoqNsykGkbwOUfyPRNfhsBsqRG+Zu3BSAeHEKulACbn3R5z42imDmtCS/PxFslKZd8ead/pGIhLR35uxjPFWsn5bf+hHfibclB7ti03HfeaSJpZchxJxIJt8IjCYckRZXEoYJ8VJKMCt6QkIfi6xESQLxtFgksxSo1+cFO1zV3ogSyFRJv/HC2d5KM55/X+MUvIqRSI9TWDpFK+RkebubII1W6ukZRFCOn8iG9/2KJhne6IP/v3qqBtCuk8iDS2/KzjGTG43F3UkLgVU/1BuJIJJIjGuUl4gohUlpR+VLf3v3IvSWJRCnzs8lAPpdwSaS1J94m+fvzJgjCj5FjNAyDRCJRYFgXCoXcVo5URPIrWHIuTdMkFArl8CqE/FlBBV5UkowKKnidQQJD/kig10Mkf3svNE1HVYUPkH19serKnXdqPPbYdk455Rn8/tzpj/XrW7nqqqP55jcTBIPZIJhvkuWdCJFWQD7ZVUr5kOUAeFs0UikQLogkNcX4LDKeKlUCEfuqqqpieHi4gBBaLIBKxUM4BqWMxPLbSt5jmOyUibey4YWIXkn7QhIOSaKl8iHVBzm2sbExN6EQtU2pCEkCki+EJudcpM69x1bKAK6CNzYqSUYFFYyDYNDm3HPjDA+rBAIHhoeCrLSzOhtqkTHB0pblgUDALaM7+/MRiWiceGKS2lqLYNDmlVc0/vWvPs4888mixzBr1nbC4Uf52tdO4frr4znqkMLVSKfTbmUCcDUXinEyvC6o3sCZnwx4yaD5ED6EJCrSckkmk673ikxBZCdycnkxtm0TjUbdc6dpGuGwwllnjaJpek5CJXoU3vPsTZj2BKQK4R3B9VZP5PNIFUS2ld97uSzy+SWpyhdCk+snCZZX6nxfkqYr2H9RuSsqqGAcNDTY3HrrIC+9tO85GxOFlPslmItyo/wMhUS8fOR7d9TU2HzhCyOud8lXvwonn/x02eNobR3h+ecH2bpVo74+2+aQIOUdJRUkk0l3QsL7eQTi6SHjnPJZiq2u8xMoL9dAoKoqpmkSjUZziKOyvXcSRM6hCGIBGcKjxa23FnqdSHVF9Dbkukw0II8nz57/XlIVynXlJSeRk211XXeTSTEDzOeaSEUsX2SrmK/LZFtAFbwxUEkyKqhgH8M0jUzwy7Yldrfs7A1OEjQk6ciXa5YyuncVPN77J5MwNjZKMGiMeyyHHbaMP//5OP7zP7PS3OBoTZQiuBYTRfP+TVbOEky9WhBSJZBKhLeML22Z/PeVEcxiwdMrVe6d7shXVC11zmR777kfD0JulWOXhLBcciKkTDkeqUrkc08E+VUsb7vF+1kkCZPPUgx7ujpTwesHlSSjggr2IbyBwHneZx0pdyXREOEs71SJz5fVw5DStnd7IWI65XDTHYEtZwg3NKQSiYxN6JgaG0d59dVsoJOA6U0ysoJfTjCzLItwOFw0qMlIqYwiS0VBxkS9r5HVtyRRwkuZjOmZ17fECy85dTwRNxEXk/1IRaPY50ulUgwPD2Pbds6oqJyTUveFVHYkcfCO7HqFxiTZCYfDOXoXcp7yCdH53B5x/fX+frLW7xW8cVBh6VRQwTjo71c577wmPv3pOoaG9pwTpJS2c4OG47bq1V2YDLzCT7JSTaeNjER58e0VxVuOV9zX5GNoSOHTn67jvPOaiMUUUqnxzdUAkkkf1dWqSzCUqQ0pxTvbJHMmMUSBsljwzudqhEIhQqFQycRMTMYkKUin0y5RMn+7YpB9lqtA9PernH9+M+ed18T27c40RywWI5FI5EiYeytF8pkFUr0YGRlxZbylzSHVJlHZLHZOio3ECo+iurraJXbKiLCu6+5kjrSAirVyJNkROByUMMFgEL/f7+6jggqKoZJ6VlDBOEil4LnnnIdoOp0d3dxdlF79ljeSKgVZoeYHWmH+F6tMlJIsN80sXyI7OqqwcqUTbAIBm1SqPtPiKX9cL744l7e+NVlAnpT2jehcyGikSHDLdvlKn6WCfamJDSF2elshInIlq3YJuuWmWoCC9gtIgA+498jYWIra2mxyMjY2lqO8mn9scl6koiTtIEkuxBhOKjGlUOqekeSjuro6R2peWj75XA2v/4z8rljFpaKJUcFEUEkyKqhgHyF/zHR3Ua7fb1kTTVpsUql0hgCoukTAYivVM87QWb58OgsXbiq5N8NQ2b59OvPnDwJOsiDJkGhJjI6OulwCr9OpJEf51ugyseENcvK6Yp8/39FUrMQlifIqfUpbopRwmByHt8KQL57mvJeZ87O8l5cA6uVK5HNlvIJZcjzl7pViCZbXX0SqOONVHCShyBdCq6CCXUUlyaiggn0Ep3wulZFc19RdWSUKaa9YUBC9i2Kv8b5/KpV2fy/HkNVXyD2miy9O88lPHkZ1dYzp0/sL9m0YKnfffRqf/KTltikkKMsYpfArUqmUG4BldS2tJK/ZF+Qabnk/RyniYak2ghBsvXyDYDCYUxEodi4lSSm3jReq6ri+imJnfoXCe5wyEeJVSPX+vdRnlERQxmVFdh1wRcRkssYrwCX8GG8S5uWaVFDB7qJyJ1VQwT6Ezyd6FpYbfFRV3SVZ8eyEQ2HS4niZFMLR00i6wceynApGfhAtZrOuqnDTTWN873vH8dJLURYufJmWlmGSSZ2XX+5kcHAan/qUwaxZMQzDdPcp/ir57Rhnn6rbQvAG/3yTsskE+lKGeJLQFDuP42Eyq3ufz+cKX3n1QCTxkqTKK3Eu50haJCJxXo4M7B2XFbEzbztEURTGxsZylDpFDdTr11JBBXsSlSSjggr2IbI+Hc6qXFF2z6TNK8KVLfmXnhRxVsABLMt0eRtiruZFqX6/z6dw5ZVxxsY07rnnaF591SIQsLnoogSHH57IWMCnC0iZsVgsR/FTjlvIjaFQyA3Kpd57okGxmCGe10RsT6PY8Yqvh7RHhA/hFSgTK3dp4cjkTCQSyRHMKgfhnQivwwupjnhRSgdjVz6zmKeBc333ZCuwggMXlSSjggr2A5QbF50M8kW4JiJf7Uxz6KiqluFuTLzdIqOokYjKO9+ZcIONU5FwpleK6Tt4FSizxNSsnLgEShm53J1kQPgWXmv2vWmIJzwKgbRySrXAvARLaa1IAlSKMDqRY8iHl1DqRSkdjYlCqiGQJYPmK4VW8MZFJcmooILXGaTfP9FqhsCpavhIpw1PYLCxLBtd9/PMM9lgd/XVCYJBncMPD/Kud6kEAlndhJqaGjcwlgqsMsXgPeZ8zxKpPuwJcTKpGMl77U11ykAgQDCY/SySOBTz9sgX8fIe5+6g2BSMt23ixa5ygARSISn2Xl4hs93BeDyZCvZfVJKMCioYBzU1Nl/+8jA9PRqRyP4vnewE79wqRiqVxu8fv2IifzcML/HQz7e/7aehYTWnnRaioWGMk05aSTCYZvPmBj75yeP40pfCzJlTuBqWiYr84GrbtjtdIqV6mSgRAqtoX+wpDQavb4n8LDwGwzDcKZeJVA+8YmdOYuXcI+DcL5JcCLw8C6+AWCgU2ittBa8ImQRoSdby308mfXYVpYzRhF+zu0mGkIIF+dNGFezfqCQZFVQwDqqqbD784egB4V1SSpTJmS4wJ9SW0bTcqsctt2gsWPA0DQ1RAGbMyE6STJs2QFvbX7nhhrP54Q8VqqpykzBZUecbmWma5k5ySMCORCJFk5E9BUkw8rkh0s6QAByPxwmHw2U1N7yy7Y6Dq86HPxwt+d7SxpL3E44GMKm2gmiIeEdsS1UhhBzrbZvJWKuXCOslpO4KZHKl2LXbXS0NqQB591PO+baC/Q8Vxc8KKngdwbYnL9ZUDlu3qth2n5tgFIPPZ3LMMU/yu98Vt5H3kh6leuD1FwmHwzkjqoJS0x+7gmJCZZLcePkIUkmR8c/8fQjfRAiWsu1EOA1ezRGpoEhwn4jCq0OiTbhJg3AhvKO8+ZDP45UaD4VCrmJnKen2ycDrfOtFvlLoZCGE1Pz7QnRHKoZsBwYqSUYFFbyOoCilv9LlFqsSQOPxOPF43F2t33efwoIFq8d93+nT+3nmmeKS1xJYw+GwK0HtXTkL70KSEMiade0pVcliAcnrJZLf8y+2fbExXsjqYIyHcm2FiSQp4l7r5VZomjah985HPhdkdyCJpEzKCEcj/zpX8MZEJcmooIJxsG2bypQpHZx9djN9ffv3VyYbhHKDpBiDlUIqlQS8XAIn6RgdNYlEnCA2MhLiq1+9mA9/+HIGByMF+1CUwtX/ROH3+3PK9g55cvfK+LnHVmxiJutJki96VWz7UoqqiqK498iUKR1s21b8HimVTOSTJouhHFl1bxNZJwKvn0koFKKqqqoi6FUBUEkyKqjgdQenV624LQJnVekryccwTaPI6KqCosBrGbuEqyA+InsSMrbqDfLeMVkvSo3MlksSJlJx2Vtthf2pWpBPeN0dCOck/5x7VWEr2P8x4W9yV1fXXOAXQBMwDFzW3d39St42pwE3A1U4S6l7gau6u7t3fQi7ggregDBNk+3bt9Pe3l72YWoYBj09PbS1teWU0UUrQ34uB8uyS+hgKMyYAb29tbS1DY9zvAqaFsHr2bG/wTtxIaipqclR1hRDtGJJhlca3SvqNVEdD2krCN9D9jORtoJ36ia/6lLKs+X1AK9XjKAyXXJgYTIp50+AW7u7uw8Cvg7cXmSbQeCd3d3dBwNHAscD79vdg6yggjcatmzZwtq1a1mzZk3JUrhpGjzxxBOsWbOGgYGBgr9PRIgLHKGt4m9hc/rpKVatOmjcfbz44lwuuWT/D3Rebkg4HHatyoUEKSTUUhAfEElIROhrokE+v60w3vt5IWRZSYqEI1LKz+T1Arlm8l8lwTiwMKEko6urqwU4CvhV5ld/AKZ1dXV1erfr7u5+vru7e13m3wngBWDmnjrYCip4o2Dq1KnU1dXR29tbNNEwTYOXX36FgYEBOjo6aGho2OX3UlWtaCJjWTa1tTqHHhph+fLZJV+/bVsDO3cu5JRTSk85jAcxYUsmkznaDuNtn0gkSKVSk1asLDbiOxHHUakShcNhIpHILvNGdqWtIEmFJBi6rr9hFDUlYd5Tn1UE64ToXG5Cp4Ldw0TbJdOAnu7ubgOgu7vb7urq2gRMB9YUe0FXV1cb8DbgrSX+fgVwBUA4HFZuv/12WlpaJnn4ry1UVaW1tXVfH8brAgfSufROF9bV1bEb8XxSOPHEE3nqqafo7e0lEAhw6KGHusJRTzzxBCMjI8yZM4eFCxfu9sPXce1MYNu5ZXxd13nf++DOO+fx2GPtOa8ZHIzw/POHU1c3lTvuiLCrC0zbthkbGwNyJztKjVfatk0sFnNHUqVlEQwGc3r4kw1Ku3NPeu+R5uZm9vStnUql3PFZgWmak6qElIJof0hlxufz7XZ1pNy5nIzk/d6AZVlEo9Gc95c22f5WFTqQnpOlsFfov11dXTXAX4BvdHd3Ly22TXd393eA72R+rAGGd+zYsc9Z0uXQ2trK9u3b9/VhvC5wIJ1LZ6KkDYChoSF8vteOYjR37lzS6TQbN24kmUwye/YsXn75FUZGRujo6GDhwoUMDg7usfeTAK2qqutHAXD66TBvns6TTzo/P/74GcyYAZ/5jMWUKWMMDo4V3d9EAopX+8H7up07dxIKhQq2zxeTEnj9TwST6d/vzj3pvUc2bdpEOm0WuKDuKkQgrFjlY2BgoOg5MgyDdDrtTsSID0o+xGPEy+uQ5G13VECLnct8xVWg5HHtTRS738D53PtbZehAeE4qikJ7e3vJv080ydgMtHd1dend3d1GV1eXglPF2JS/YVdXVzXwV+DuTCJRQQUV7CI0TePggw9m+fLl9Pb20tvbC0BHRwezZ8/e4w/EciV87yLvy1+26Ogon2yJHLQcoyhr5h9zMcdQMRnLF9CC0noTQsr0TmqImJN3tS8iT96V++7qcXgXR04rxGnn7K5kd/6+i/0tP2BKZUIEw6C0Sma+9oYcv2hd7Mn7q5jiarHrs7dR7J4SFJs2qmD3MKGz2d3dvaOrq+s54D04hM9LgC3d3d05rZKurq4qnATjr93d3V/Zw8daQQX7BI2NFnff3cfatTq1ta/9oJSmacybN4+nnnrK/d3eSDDGQ22txXe+M8icOQaNjbnnQeSfIavVIcmAcCakD15dXb3Hj10Skvz9ineK11ZepL29qpm7WyavqorT3b0FRVFoaHC4E0IQLRfUJoJ8nxGZtBAOSf5nFhdXL0T6O7+yUurYRIJ8TwXcYoqr8hlSqdRrGthL3Xv7cxX9QMZkruyHgdu7urquAUaA/wDo6ur6GfDn7u7uPwOfBI4GIl1dXRdnXndnd3f3TXvwmCuo4DVFIABHHZXeZc7B7sI0DVasWJHzuzVr1tDZ2VniFXsHfj8sWGBwyCG5EtiJRMIN8FIhiMfjRCIR9/deZ9V8rw5N00qumosFQF3XC9olksSU4nAIhNeQr5rp9SPZFfj9NkceWVx5c1eTDCG3ynEJb0L2lUwmi+priDdMsf3l/61cwN1Teheyv3JiYq8lZBS5mCNupYqx5zHhM9rd3f0qcFyR33/Q8++bgEpCUUEFewgyRSIcjJkzZ7qtE2C3pkr2BGzbdgNfIpHISShGR0ddMqZA2iDeVbLf78/hBUhAKtWr9/l87hinED/l9/lBMz9YFmvNCCY7oeLFeKvjfGOzYm0jL2TSxmtsFo/H8fv97j7F78UwjJzgWG6/+X/z+Xxua8V7zHtSVEvet9RxvdYVObl/8hPV/Y30+XpBRfGzggrGQTIJS5f6WLFCZxdsInYZ+QnG7NmzXY6GjLe++OKLr9lKMJWCFSt0li71If5h8qBOpVI5gUTX9YKVOGRFpbw+IKqq5kySiGhVqVWl/F2SENGeCAQCJdUhva8thd0Jdqap8+yzfp57LuCeG291Jh6P5xibxWKxkl4oQpAUAzZ5jUz7yPSHiIblj18WU8mUKk9+4iD784qRwZ4PuHLdi12ffaF7ITolQgwOhUJ7zCenglxUakMVVDAOdu5UueCCZgDuuGMnzc17n5dRLMHwtheEDCpTJ52dnXt9RTg8rHLFFfUAPPNMLx0d2UpCfktA13WXxS8leu82xUrVkwk2UtqWZEaCsGEYbmIjRFNv8CjWapH97c7KfXjYjzO1D//853ra27NCXfF4vKBFIVyEYpMhxY4PshyP8c6TyJd7EzxN00omDmIJn9/a2tMIBAKk0+kcMrAkTvsCe7paU0FxVJKMCirYD7Fly9aiCYZAEo3Vq1fT29tLQ0MDjY2Nr/lxyoM6v5qiKAo1NTVEo9GcRMPv9+9RQqGXcApOEhEOh0tuL8FUWjxy3OVW7jKNIiZz44l2Of4rZs7KvZh2x2TaM5K05QfFUkmHJA7y+cYLppL47E1IIimVpf1pVLSCvYdKklFBBfshpk2bRjAYpKWlpeTDWNO0/9/e3cbIddV3HP/eO8/r57XXTyEmiIAIbakgoVQtVlXoC1Lq0AA6KiiKglCcFKmqnFcIKkDQoFJViURVNSa8MFaE0FETFEwEfQFFTagqJaQhKjKKAg0m8dPaG9vx7jzdmdsXs2d8ZzzrmfHOw71zfx/J0ux4bJ89vrP3P+f8z//P+973Pl566aWpBBhOsVhs3+zdjdvVP3DHE91WgTvSOYobTPTfdNY6qum4rRZ3vLRfpc9Go9GRa+Laql+rnkL3aoD780DH3Kyl183ejTN6ZNXll1xrWymON/I4jknGR0GGSAwNWukvk8lMvSKgW7Uol8sdiZWNRoMNGzZ0FMga1fK0W13odVSzXq/3LYI16EpKd1KkC6Kq1epA9S+iuSrR6pLVapVCoUAQBB31OtzroicgXHCWz+fJ5/PtI6xrNXITiRNdoSKybp7nMTc3187a714hSOLe91rbGW4VoR938qZQKLSPyLokTlfsKloqvF6vtwMHtwrk8iqi1UOVoChJoiBDREYmWmVynOJ0JHIt0XyIYrHYPnbrkk+763q4ZFAXnLnEVpEkS97HCxERrpwUiXJJpaMINNZafVmr6Fe36Bii/UNcjsq1SluPkjueqoqWMg0Kk0UkkfL5fLvKqDNMQ7RB/41olVC3hTJIPobLs+jOHel3umZUwUCrs261o9qm8jhk0nS1ifSxd2+T1147yYsvXl3COU0WFpr84AeLV5UVn6ZcLtc+qjmObRJ3ZDV6hLVXUqm7Rrq53Ar3513tDpe42r2a4fIv1sv1ZOk+6eKqiCqvQyZFQYaIJNq4twGGLRTWrVduhSuWFS2N7jrIjiJYclsu3X+XC3gUZMikKMgQkcRy7eShM+8h7ly9jkaj0Q42oi3oc7nculY0enWkdf+ucjNkkpT4KdLH5csehw9v4IknSqysxOPkwjSsrHg88USJw4c3cPny9OfBFeNyJ1rckc/aJBvMrHLXyDBzEz1B4h67kyXVanVd30e0NknUqLurivSjlQyRPi5d8vjyl7cAsH9/lbm5dH4SXF72ePTRjQAcOFBm48bpzcO1inEFQTDx1YzoNTLI3LjxB0FApVJpV+5034/LA7ne7RMXeEX7xbjy7oMkrYqMikJaEUkcd3Mul8tUKpWO/iXR0xRxVa1WCYKgXe/DFeaKrj6sd2vDnSRxvVpcw7a41BGRdNBKhogkShAE7VMS7lO621rolccw6pLm6+XqVkTH476X7lWY9QQELmE1CTkqMrsUZIhIotRqtY5P6K6EuWuW5rYYXI8QtxrgbrrTrhPRXWwrk8m0vw+XAOq+1qqDJF08QnsRkQFEt0Ly+Xz7Bu1Oabh28q5OhAtAXGJorVYbqsX6OHRvg0T7lFQqFZaXl6nX6+3vIe5bPyLXopUMEUmsfD5PLtcqktZoNNpbA/V6fc0jnNNIDI3KZrPUarWOAmKFQoFms0mpVGpXMgWG6vgqEkcKMkQkMdxRT7ed4J5zrdDdzbk75yH65693JSMIgvYKg9t6ud6iVsVisZ3o6bZHgiBoVwN134cb77gqmoqMm4IMkT7yeXjPe2qsrHjkculdus7lQt7xjjpzcyHTzCV0/USiN1+Xi+G41YLuQMOVBh+WK/oVbV9fqVQirdlb10hrfP3/Pt/3KZVKHf1F3JHTarXa3vZxFGRIUinIEOljx44mx46dS33vkq1bQx5++MLUe5e4apkuP6NX23cXDERvzi63IRqMDGKtmhyulkU2m21fI8NyJ02y2WzHkVbXFt6VHFeAIUmlxE8RSSS3grFW7kWxWGzfsNdTJ+JaN/n1JmW6ZFXobF3vckdciXEFGZJUWskQkZnkAo1R/D2T4LZxXC8Tz/PUml0STysZIn0sLXkcPLiNBx/czKVL6f1EeemSx4MPbubgwW0sLaVnHtyKSfeqRTS/w10jw86Nq/cR/bpYLFIsFtm0aZMCDEk8BRkifVQqHk89VeKZZwpUq7N1c20VrGqV5y6Xyx3Fq7pVqx7PPFPgqadKVCqzNQ/9FAqF9kmPaBEwl9/hrpFh5yabzeL7fnubxJ00cc9Pims9HwSB6nLISClMFkmpMAxXT2B4kRtaSK1WpVBQXYYot/XiTrSMshpnsVhs3+CnsUUSLdMOretC2zQyKrqKRFKqXq/j+x4QvVl6q5/UAzIZ/XjoNq7VBdfyfdKiR2ajarVax3FdkeulnyIiKRWGTToDjBbf92g2Q66zzlTsRDucep5HLpdL3af0aP+WKNfvpZvnedTrdTVXk3VL1ztNRCI8IKQ70AhDVlc4ki8MQ8rl8lUdW4MgSEWp7iAIOkqY+77fzi8B2oFXt/VURhWJUuKnSErlcjmaze4kv9bXvj8byxiuh0n0RuoSLWf9JuoCDNckzp2QqVar7dd0n25xrrcyqkg3BRkiKeX7Pvl8rl05091soj1Aks4V4eqWhk/qrZybzh/x0Wqi0FkZ1XGrHtfbl0UkSqGqSB8bNoTce+9lzp3zKZVm63hfJpMlk8m2l82vFVyUSiF33rnCjh1NNmyYrXlYL3eNuMdxsFal0mhQ4U7N1Ot1giAAWqsbqjIqo6IgQ6SPLVtCvvSlSzPdu2SQUxMbN4YcPLg89d4lw8jlcj1PTwAj/aTurpE4uVYp9OjvuY6ySvKUcdB2iYjMLPepPFpEq9lsdiQ/zir3fUe5bq+TLPQl6aaVDBGZafl8nlwu166qmZb6Dy5xs9fpEpFJUTgr0seZMz633rqLu+6aZ2kpvW+ZpSWfu+6a59Zbd3HmTLLmwfO8dsGrcQQY7hqJ29xks1nm5uaYm5ujVCq1O9OKTIpWMkT6aDTg9OlM+3FaNRpw/rzmoZe4XyMKLGRa4hNyi4iIyExRkCEiIiJjoe0SEZEhueJl7rSGiPSmIENEZAiNRoNqtdpRb6Je14kNkV4UZIiIDCgMQyqVylWrF65apoh0Uk6GiMiArtULRUSuppUMkT62bQt55JElTpzIsGnTbDfVupZNm5p87nMX2bevwbZt8ejPMWlrtUbfti3k618/TT6fT+3ciPSiIEOkj1Ip5MCBykz3LhlEsQj799cS1btk1LLZLEEQXBVoFItNDhyokM+nNwgV6UXbJSIiA/J9H9/3O3qChGFIGIbkcukOQkV6UZAh0kcQwMmTPouLfiyrOU5KowGLiz4nT/qkOc+xUCiQzWbbTdc8zyOXK3HqVGaguQnDkFqtxsrKCsvLy5TL5XZfFZFZo+0SkT7OnvV573t3A3D06HkWFtK5JL605HP33dsBePbZ0+zdm8556NUa/eTJK9dIv7mpVqs0m82OTqjVapVCoaCaGzJztJIhIjIhbvWju9W653nU6+nNdZHZpSBDRGRCorkcUZ7nrfl7IkmmIENEZEJ83ycMex9xVa0NmUUKMkREJsSdTukONJrNpk6nyExSkCEiMkHFYhFoVQ91v/L5PNms8vBl9uiqFpGJC8OwfcoCWkWucrlcKrYMPM+jVCq162t4npeK71vSSUGGiExUGIaUy2U8z2ufsgiCgGaz2f6UnwYKLiQNFGSI9LFzZ5Nnnz3N8eM55ufTewJgfr7J0aPnueWWOjt3Xv88uKOa0Rus7/s0Gg2CIEjktoG7RtxjEWlJ3rtZZMKyWdi7t8m5c+m+eWQysLDQXHcRrl51IoCrynUnibtGRKSTggwRmTiXi9DvuTQJw5B6vU6wWpfc930KhUKq50SST6dLRPoolz2OHSvy9NN5KpVpj2Z6KhV4+uk8x44VKZev/8aXz+d7rliEYZjIrRK4co2sZ26q1SpBEHQccy2Xy2vW1RBJgmS+o0Um6PXXPe6/fx5o9S4pFtO5LP7GGz5f/eoWoNWfo1S6vpuf+4RerVbxPK+9gpHkT+3Ra+R65sYdZY32LnFzUa/XO/qkiCSJggwRmbhsNksmk6HRaLRPmSQ1wBiFRqPRM0/F8zx1aJVE03aJiEyF53ntYCPNAQasXW487XkqknwKMkREpiyTyawZZKjcuCSZggwRkSnzPI9isUiz2aTRaLRbwruVHpGkUk6GiEgMZDIZ5ubmaDQahGGobSSZCQoyRERiRCsXMksUZIj0kcnA7t0N6vXW47TKZGD79ga5XLrnoRd3jbjHItKiIEOkj127mvzsZ2d48cV0J+DNzzd57LEl3vWu+rSHEjvuGhGRTkr8FBERkbFQkCEiIiJjoe0SkT4uXvR4+OFNnDvn88lPrrBxYzp7SVy+7PHtb8+xY0eTQ4feYMuW2ZiHMAxpNBqsrKxQqVTI5XJDJ1+6awSYqbkRWa+BgwxjzNuAbwE7gIvAPdbaX/R43aeBz9JaJfkx8BlrrTZxJbGWlz0efXQjAHfeWU5tkFEue3z3u3MAHDx4eSZupGEYUq1WaTabhGHY/jqbzQ7VLyR6jczK3IiMwjDbJYeBb1hr3w58DTjS/QJjzFuArwD7gZuBXcDB9Q9TRGT0XOEr1zfE9VGp1+s9O8WKyHAGCjKMMTuB24DHVp96HLjRGHNz10s/DnzPWnvaWhsCjwCfGNVgRURGqV6v92xM5vs+QRBMYUQis2XQ7ZIbgVPW2gDAWhsaY04A+4CXI6/bB/wm8vUrq89dxRjzAPAAwNzcnHfkyBF27tw53OgnzPd9du3aNe1hzIQkzWU9stm3detW5uenN5Zuvu8zP6EBRedhYWGBhPz3XdPy8nL7se/77NixA4Bms0k+n6dQKAz098zi3KxHkt7fcTYL8zi1xE9r7UPAQ6tfbgYunj17tmeToLjYtWsXZ87oLPwoJGkuFxd9YDcAFy5cIJeLzzL6/Pw8S0tLE/m3Llzwge0ALC4uxmoerlcQBNRqtXaAce7cOaAVZJRKpYHLekevkVmZm/VI0vs7zpIwj57nsWfPnjV/f9CcjN8Ce4wxWQBjjEdrheJE1+tOAG+OfH1Tj9eIiMRCNpvF9/12vxB30iSXy6lviMgIDBRkWGvPAs8Dd60+9THgVWvty10vfRy4wxizezUQuR/4zqgGKyIyasVikUKhQCaTIZPJUCqV1F5dZESG2S65DzhijPkccAn4FIAx5pu0kj2/Z639tTHmi8BPV//MT2idShFJrGIx5MMfLnPxok+hEN/tvHErFELe//4qW7Y0KRZnax6y2SylUmmoY6tR7hpxj0WkxYtJDsRm4OKpU6eUk5ESSZzLOPYumWROhjOrvUuSeE3GleZyNJIwj5GcjC20FiA6qKy4iIiIjIWCDBERERkLBRkifZw753PgwA4OHdrKhQvpPXFw4YLHoUNbOXBgB+fO6UdHlLtGNDcindQgTaSPWg2ef76VEFive0B884bGqV73+OUvW3kptdqUBxMz0WtEcyNyhUJuERERGQsFGSIiIjIWCjJERERkLBRkiIiIyFgoyBAREZGxUJAhIiIiY6EjrCJ9bN4c8oUvXOTUqQwbNqTz+CrAhg0h9957mT17GmzenN556MVdI+6xiLQoyBDpY+PGkPvuW45l75JJmpsL+ehHyzPbu2Q93DUiIp20XSIiIiJjoSBDRERExkJBhkgfJ0/63HDDXm6/fYHFxfS+ZRYXfW6/fYEbbtjLyZPpnYde3DWiuRHppHeDiIiIjIWCDBERERkLBRkiIiIyFgoyREREZCwUZIiIiMhYKMgQERGRsVCQISIiImOhsuIifWzf3uTJJxf51a+ybNnSnPZwpmbLliYPPfQ6b31rwPbt6Z2HXtw14h6LSIuCDJE+CgW47bY6+fy0RzJd+Tzcckug3iU9uGtERDppu0RERETGQkGGSB/VKjz3XI7jx7PUatMezfTUanD8eJbnnstRrU57NPHirhHNjUgnbZeI9HH+vM9HPrIAwNGj51lYSOee+8WLPg88sA2AZ589zd696ZyHXqLXiOZG5AqtZIiIiMhYKMgQERGRsVCQISIiImOhIENERETGQkGGiIiIjIWCDBERERmLWB1h9Txv2kPoKwljTIqkzKXve2za1Hqcy3lkMvEZt+8zsfHkclfmwfe9xPz/DeN6v6foNTKrczMszcFoxH0e+43PC8NwQkO5phuAV6c9CBEREbkubwJe634yLkGGB+wF3pj2QK7lnnvuOX7kyJFbpj2OWaC5HA3N4+hoLkdHczkaCZrHTcBJ4KqAIi7bJSE9IqC4WVlZCYFL0x7HLNBcjobmcXQ0l6OjuRyNBM3jmmNU4qeIiIiMhYKM4Tw07QHMEM3laGgeR0dzOTqay9FI/DzGJSdDREREZoxWMkRERGQsFGSIiIjIWCjIEBERkbGIyxHW2DDGvA34FrADuAjcY639RY/XfRr4LK1A7cfAZ6y19UmONc4GmUdjzAeAfwA20jrG/BTwWWttc8LDjbVBr8nV13rAj4D3WGu3TmyQCTHE+/v3gH8Gdq0+9Xlr7RMTG2jMDfj+9oF/Aj4EBMB54F5r7csTHm6sGWO+DtwBvBl4t7X2hTVel8h7jlYyrnYY+Ia19u3A14Aj3S8wxrwF+AqwH7iZ1g+igxMcYxL0nUfgdeCvrLXvBG4F/gi4e2IjTI5B5tI5BPxqEoNKqEHe33PAk8DfWWtvAX4XeHqSg0yAQa7JO4A/Bn7fWvsuWsHvVyc2wuT4N+D9wG/WekGS7zkKMiKMMTuB24DHVp96HLjRGHNz10s/DnzPWnvaWhsCjwCfmNxI423QebTW/o+19terjyvAC8BNkxtp/A1xTWKM+R3gL2mtDkmXIebyk8B/W2ufAbDWNqy1i5MbabwNMY8hUACKqytsm1H7iKtYa//TWttvXhJ7z1GQ0elG4JS1NgBY/c88Aezret0+OqPOV3q8Js0Gncc2Y8xuWm+k709khMkx0FwaY3LAo8B9QGPSg0yIQa/LdwJVY8z3jTEvGGOOGmMWJjzWOBt0Ho8BPwFOA6eADwJfmNwwZ0pi7zkKMmTqjDGbaf1A+kdr7XPTHk9CfRF4wlp7fNoDmQFZ4M9oBWzvptXy4F+nOqJkuo3WVtMNtHpT/YjWJ3BJEQUZnX4L7DHGZKGdRLePVpQedYJWko5zU4/XpNmg84gxZhPwQ+BJa23iq9uNwaBz+SfA3xhjXgGeATYbY17RJ/AOw7y//8Na+9rqp/THgD+c6EjjbdB5vBv4sbX2wmoy97eAP53oSGdHYu85CjIirLVngeeBu1af+hjwao9s6MeBO4wxu1ffYPcD35ncSONt0Hk0xmykFWD80Fr795MdZTIMOpfW2v3W2jdba2+ilUR2yVp7k3IJrhji/W2B966usAH8OfDzyYwy/oaYx18DHzDG5Fe//gvgfyczypmT2HuOgoyr3QfcZ4x5idZxoU8BGGO+aYy5A2A1WfGLwE+Bl4FFWtnWckXfeQT+FvgD4KOre98vGGM+P53hxtogcymDGeT9fYLWKYj/Msa8CHyA1g91uWKQa/JfgP8Dfr46jx8E/noag40zY8xhY8yrwJuAfzfGvLz6/Ezcc9S7RERERMZCKxkiIiIyFgoyREREZCwUZIiIiMhYKMgQERGRsVCQISIiImOhIENERETGQkGGiIiIjIWCDBERERmL/wcbbXRIedeViAAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(8, 8), dpi=80)\n", + "\n", + "plt.xlim(-0.1, 1.1)\n", + "plt.ylim(-0.1, 1.1)\n", + "\n", + "plt.scatter(\n", + " moons_X[:, 0], moons_X[:, 1],\n", + " cmap=plt.cm.Set1, c=moons_y, alpha=0.1)\n", + "\n", + "# Plot data using a unique marker for each binary encoding\n", + "moons_unique_binary = np.unique(moons_mixup_sample_close_q_binary, axis=0)\n", + "for rep in moons_unique_binary:\n", + " indices = fatf_ecml.get_hyperrectangle_indices(\n", + " moons_mixup_sample_close_q_binary, rep)\n", + "\n", + " if np.array_equal(rep, [1, 1]):\n", + " marker = '*'\n", + " elif np.array_equal(rep, [1, 0]):\n", + " marker = 'x'\n", + " elif np.array_equal(rep, [0, 1]):\n", + " marker = 'v'\n", + " else:\n", + " marker = 'o'\n", + "\n", + " plt.scatter(moons_mixup_sample_close[indices, 0],\n", + " moons_mixup_sample_close[indices, 1],\n", + " c=moons_mixup_sample_close_crisp[indices],\n", + " cmap=plt.cm.Set1,\n", + " marker=marker,\n", + " edgecolors='b',\n", + " s=100)\n", + "\n", + "# Plot explained instance\n", + "plt.scatter(\n", + " moons_boundary_point[0], moons_boundary_point[1],\n", + " marker='*', c='green', s=600, label='Boundary Point')\n", + "\n", + "# Plot x-axis quartiles\n", + "x_quartiles_m = q_discretiser_moons.feature_bin_boundaries.get(0)\n", + "for i in x_quartiles_m:\n", + " plt.plot([i, i], [-0.1, 1.1], linewidth=2, linestyle='--', c='blue')\n", + "\n", + "# Plot y-axis quartiles\n", + "y_quartiles_m = q_discretiser_moons.feature_bin_boundaries.get(1)\n", + "for i in y_quartiles_m:\n", + " plt.plot([-0.1, 1.1], [i, i], linewidth=2, linestyle='--', c='blue')\n", + "\n", + "# Plot binarisation of the x-axis\n", + "hyper_rectangle_m_x = moons_boundary_point_q_discrete[0]\n", + "if 0 < hyper_rectangle_m_x < 3:\n", + " hyper_rectangle_m_x_min = x_quartiles_m[hyper_rectangle_m_x - 1]\n", + " hyper_rectangle_m_x_max = x_quartiles_m[hyper_rectangle_m_x]\n", + "elif hyper_rectangle_m_x == 0:\n", + " hyper_rectangle_m_x_min = -0.1\n", + " hyper_rectangle_m_x_max = x_quartiles_m[hyper_rectangle_m_x]\n", + "elif hyper_rectangle_m_x == 3:\n", + " hyper_rectangle_m_x_min = x_quartiles_m[hyper_rectangle_m_x - 1]\n", + " hyper_rectangle_m_x_max = 1.1\n", + "plt.axvspan(hyper_rectangle_m_x_min, hyper_rectangle_m_x_max,\n", + " facecolor='blue', alpha=0.2)\n", + "\n", + "# Plot binarisation of the y-axis\n", + "hyper_rectangle_m_y = moons_boundary_point_q_discrete[1]\n", + "if 0 < hyper_rectangle_m_y < 3:\n", + " hyper_rectangle_m_y_min = y_quartiles_m[hyper_rectangle_m_y - 1]\n", + " hyper_rectangle_m_y_max = y_quartiles_m[hyper_rectangle_m_y]\n", + "elif hyper_rectangle_m_y == 0:\n", + " hyper_rectangle_m_y_min = -0.1\n", + " hyper_rectangle_m_y_max = y_quartiles_m[hyper_rectangle_m_y]\n", + "elif hyper_rectangle_m_y == 3:\n", + " hyper_rectangle_m_y_min = y_quartiles_m[hyper_rectangle_m_y - 1]\n", + " hyper_rectangle_m_y_max = 1.1\n", + "plt.axhspan(hyper_rectangle_m_y_min, hyper_rectangle_m_y_max,\n", + " facecolor='yellow', alpha=0.2)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "tyhGvI2XsLyC" + }, + "source": [ + "Let's move on to the tree." + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "h0m8LDhDoN1L" + }, + "outputs": [], + "source": [ + "selection_lasso = fatf_feature_selection_skl.lasso_path(\n", + " moons_mixup_sample_close_tree_binary,\n", + " moons_mixup_sample_close_crisp,\n", + " features_number=1)\n", + "selection_forward = fatf_feature_selection_skl.forward_selection(\n", + " moons_mixup_sample_close_tree_binary,\n", + " moons_mixup_sample_close_crisp,\n", + " features_number=1)\n", + "selection_highest = fatf_feature_selection_skl.highest_weights(\n", + " moons_mixup_sample_close_tree_binary,\n", + " moons_mixup_sample_close_crisp,\n", + " features_number=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 67 + }, + "colab_type": "code", + "id": "wKOdbdNIoRxk", + "outputId": "8681ab73-7756-4871-cbe2-60daf41b4b26" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "*Lasso Path* feature chosen for one-hot tree: [2]\n", + "*Forward Selection* feature chosen for one-hot tree: [2]\n", + "*Highest Weights* feature chosen for one-hot tree: [2]\n" + ] + } + ], + "source": [ + "print('*Lasso Path* feature chosen for one-hot tree: {}'.format(\n", + " selection_lasso))\n", + "print('*Forward Selection* feature chosen for one-hot tree: {}'.format(\n", + " selection_forward))\n", + "print('*Highest Weights* feature chosen for one-hot tree: {}'.format(\n", + " selection_highest))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "f0eosSoBqF0M" + }, + "source": [ + "These one-hot encoded indices need to be translated into tree node IDs\n", + "before becoming readable.\n", + "We execute a similar procedure to generating one-hot encoding of the\n", + "explained instance for tree discretisations, which we discussed above." + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 34 + }, + "colab_type": "code", + "id": "7ol2ywYJqNDu", + "outputId": "cbbf9b29-b12a-4d49-d131-7fc7ac3d6b4a" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([2, 3, 4])" + ] + }, + "execution_count": 48, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.sort(np.unique(moons_mixup_sample_close_tree_discrete))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "IxDdTPy6qngM" + }, + "source": [ + "Therefore, the most important partition of the feature space is encoded\n", + "by the tree node **#4** (item under the 2nd index in the array above)." + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 391 + }, + "colab_type": "code", + "id": "E1j9HFCYpW_D", + "outputId": "43468e87-28b9-4fa2-f473-9e33d5d4a578" + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(8, 8), dpi=60)\n", + "_ = sklearn.tree.plot_tree(\n", + " tree_binariser_moons,\n", + " node_ids=True,\n", + " class_names=['red', 'grey'],\n", + " rounded=True,\n", + " filled=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "NA-CCbNEpVpG" + }, + "source": [ + "This means that all of the methods chose partition:\n", + "$x_2 \\leq 0.55 \\;\\; \\land \\;\\; x_1 > 0.31$.\n", + "\n", + "This is reasonable since this partition cleanly separates the explained\n", + "instance from the grey class and\n", + "the upper partition is mostly populated by instances with identical class\n", + "predictions.\n", + "Let's re-plot the tree partition to better understand this result." + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 533 + }, + "colab_type": "code", + "id": "z1RYJMXDrl7z", + "outputId": "abd50414-8ad2-490e-9f50-61e7fb07004c" + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(8, 8), dpi=80)\n", + "\n", + "plt.xlim(-0.1, 1.1)\n", + "plt.ylim(-0.1, 1.1)\n", + "\n", + "# Compute the decision boundary of the tree\n", + "x_y_step = 0.005\n", + "x_min, x_max = -0.1, 1.1\n", + "y_min, y_max = -0.1, 1.1\n", + "xx, yy = np.meshgrid(np.arange(x_min, x_max, x_y_step),\n", + " np.arange(y_min, y_max, x_y_step))\n", + "\n", + "Z = tree_binariser_moons.apply(np.c_[xx.ravel(), yy.ravel()])\n", + "\n", + "Z = Z.reshape(xx.shape)\n", + "Z_norm = np.zeros_like(Z)\n", + "for i, v in enumerate(np.unique(Z)):\n", + " mask = (Z == v)\n", + " Z_norm[mask] = i\n", + "\n", + "# Plot the boundary\n", + "plt.contourf(xx, yy, Z_norm, cmap=plt.cm.tab20, alpha=0.5)\n", + "\n", + "# Plot data\n", + "plt.scatter(\n", + " moons_X[:, 0], moons_X[:, 1],\n", + " cmap=plt.cm.Set1, c=moons_y, alpha=0.1)\n", + "\n", + "# Plot explained instance\n", + "plt.scatter(\n", + " moons_boundary_point[0], moons_boundary_point[1],\n", + " marker='*', c='green', s=600, label='Boundary Point')\n", + "\n", + "# Plot data using a unique marker for each encoding\n", + "moons_unique_binary = np.unique(moons_mixup_sample_close_tree_discrete, axis=0)\n", + "markers = ['x', 'v', 'o']\n", + "for rep in moons_unique_binary:\n", + " indices = fatf_ecml.get_hyperrectangle_indices(\n", + " moons_mixup_sample_close_tree_discrete, rep)\n", + "\n", + " if np.array_equal(rep, moons_boundary_point_tree_discrete):\n", + " marker = '*'\n", + " else:\n", + " marker = markers.pop()\n", + "\n", + " plt.scatter(moons_mixup_sample_close[indices, 0],\n", + " moons_mixup_sample_close[indices, 1],\n", + " c=moons_mixup_sample_close_crisp[indices],\n", + " cmap=plt.cm.Set1,\n", + " marker=marker,\n", + " edgecolors='b',\n", + " s=100)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "vN4uJP74B7D8" + }, + "source": [ + "#### Surrogate Model Fitting ####\n", + "Last but not least, we can fit a local surrogate model and generate an\n", + "explanation.\n", + "For this toy data set, we will **skip** the *sample weighting* and\n", + "the *selection of explainable features* -- we will come back to them when\n", + "dealing with a larger data set, i.e., *Bikes Sharing*.\n", + "Here, we will look at three approaches:\n", + "* LIME-like explainer -- fitting a sparse linear model to a binary\n", + " representation generated from a quartile-based discretisation;\n", + "* RuleFit-like explainer -- fitting a sparse linear model to a binary\n", + " representation generated from a tree-based discretisation\n", + " (one-hot encoding); and\n", + "* tree-based explainer -- fitting a local decision tree directly to\n", + " the sampled data.\n", + "\n", + "> When dealing with surrogate linear models, in both cases we are fitting\n", + " them to data that are binary, i.e., in the {0, 1} set.\n", + " Since all of the features are within the same range, the coefficients of\n", + " the model -- the base of our explanations -- are directly comparable.\n", + " In case the original data representation is used with a linear model,\n", + " all of the features have to be normalised to the same range (not necessarily\n", + " [0, 1]) for the weights to be comparable." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "y-usDe5jJFcD" + }, + "source": [ + "##### LIME-like #####\n", + "The **only** explanation available from this explainer is the\n", + "**importance** of interpretable concepts composed by binarisation of\n", + "quartile-based discretisation.\n", + "In case of the data point that we chose to explain these concepts are\n", + "(see the *Interpretable Representation* notebook for more details):\n", + "* $0.31 < x_1 \\leq 0.47$ (x-axis); and\n", + "* $0.54 < x_2 \\leq 0.67$ (y-axis)\n", + "\n", + "since these are the feature partitions that enclose the explained instance.\n", + "\n", + "When a (sparse) linear model is fitted to this binary representation\n", + "using black-box predictions of these points as a target, it effectively learns\n", + "how important *being within a given range* is for predicting the class\n", + "assigned by the black box to our explained instance.\n", + "Let's compute these explanations for our data point.\n", + "\n", + "---\n", + "\n", + "Since we are using a *crisp* black box, we need to build a target vector\n", + "for our sampled data\n", + "that encodes $1$ for every prediction that is the same as the one of our\n", + "explained instance, and $0$ otherwise." + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "pIk1BxMBMP1d" + }, + "outputs": [], + "source": [ + "explanation_target_class = clf_moons_crisp.predict(\n", + " [moons_boundary_point])[0]\n", + "\n", + "explanation_targets = (\n", + " moons_mixup_sample_close_crisp == explanation_target_class)" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 67 + }, + "colab_type": "code", + "id": "Qf1xb_XKB7fO", + "outputId": "446e7de9-0546-4cc1-86b1-3d2428c4f58e" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "RidgeClassifier()" + ] + }, + "execution_count": 52, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "moons_lime_like = sklearn.linear_model.RidgeClassifier()\n", + "moons_lime_like.fit(\n", + " moons_mixup_sample_close_q_binary, explanation_targets)" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 34 + }, + "colab_type": "code", + "id": "Se8MWi6xK-y5", + "outputId": "c6d576ee-227b-46e3-d685-c75080c5dba9" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[-0.3849263 , 0.46096981]])" + ] + }, + "execution_count": 53, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "moons_lime_like.coef_" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "AMC8A5GEoUiw" + }, + "source": [ + "We can visualise this explanation as a bar plot." + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 321 + }, + "colab_type": "code", + "id": "nf7_wex2mgkl", + "outputId": "e6740870-6771-4a68-dd66-d764a7e80d00" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Red class explanation')" + ] + }, + "execution_count": 56, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "x_ = ['$0.31 < x_1 \\leq 0.47$', '$0.54 < x_2 \\leq 0.67$']\n", + "h_ = moons_lime_like.coef_[0].tolist()\n", + "c_ = ['g' if i > 0 else 'r' for i in h_]\n", + "\n", + "plt.figure(figsize=(10, 6), dpi=60)\n", + "\n", + "# Plot bars\n", + "plt.barh(x_, h_, color=c_, height=.9)\n", + "\n", + "for i, v in enumerate(h_):\n", + " if v > 0:\n", + " s = v+0.02\n", + " else:\n", + " s = .02\n", + " c = c_[i]\n", + " plt.text(s, i - .06, '{:.2f}'.format(v),\n", + " color=c, fontweight='bold', fontsize=18)\n", + "\n", + "left_, right_ = plt.xlim()\n", + "plt.xlim((left_, 1.2*right_))\n", + "\n", + "plt.tick_params(axis=\"x\", labelsize=18)\n", + "plt.tick_params(axis=\"y\", labelsize=24)\n", + "\n", + "plt.title('Red class explanation')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "WrylOzc3MxKe" + }, + "source": [ + "Therefore, for predicting the red class in our binary representation:\n", + "* $0.31 < x_1 \\leq 0.47$ has importance of $-0.38$; and\n", + "* $0.54 < x_2 \\leq 0.67$ has importance of $0.46$.\n", + "\n", + "The latter concept has high positive importance since going outside of the\n", + "$x_2$ range that it encodes -- from *yellow&blue* into *blue* -- is\n", + "likely to result in getting into a territory of the black box\n", + "where it predicts the grey class.\n", + "The $0.31 < x_1 \\leq 0.47$ concept, on the other hand, has negative\n", + "importance since going outside of the *yellow&blue* into the *yellow*\n", + "region is not very likely to change the black-box prediction from red to grey." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "D4UG-b6GJJ6m" + }, + "source": [ + "##### RuleFit-like #####\n", + "RuleFit generates a collection of diverse (and overlapping) rules by\n", + "fitting a random forest to the explained data and extracting all of\n", + "its root-to-leaf paths as separate decision rules.\n", + "The importance of each rule for predicting the class of the explained instance\n", + "can then be learnt with a sparse linear model (akin to LIME).\n", + "\n", + "---\n", + "\n", + "Let's compute importance of our one-hot encoded tree-based rules." + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 67 + }, + "colab_type": "code", + "id": "bUUhPr8LvTLp", + "outputId": "1207c5e1-c386-4f3d-b9a6-0435ff043b0e" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "RidgeClassifier()" + ] + }, + "execution_count": 57, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "moons_rulefit_like = sklearn.linear_model.RidgeClassifier()\n", + "moons_rulefit_like.fit(\n", + " moons_mixup_sample_close_tree_binary, explanation_targets)" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 34 + }, + "colab_type": "code", + "id": "dj6IBgkkYCBN", + "outputId": "6224e213-e636-42cf-e2a9-5b45857e14d3" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 0.41335198, 0.53755804, -0.95091002]])" + ] + }, + "execution_count": 58, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "moons_rulefit_like.coef_" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "6zwyR1Ufo_WL" + }, + "source": [ + "We can visulaise this explanation as a bar plot." + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 321 + }, + "colab_type": "code", + "id": "VS8D6daco_lU", + "outputId": "d7595926-bd2b-41c0-ff09-2f4f6975f3ae" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Red class explanation')" + ] + }, + "execution_count": 60, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "x_ = ['$x_2 > 0.55$',\n", + " '$x_2 \\\\leq 0.55$ \\n $x_1 \\\\leq 0.31$',\n", + " '$x_2 \\\\leq 0.55$ \\n $x_1 > 0.31$']\n", + "h_ = moons_rulefit_like.coef_[0].tolist()\n", + "c_ = ['g' if i > 0 else 'r' for i in h_]\n", + "\n", + "plt.figure(figsize=(10, 6), dpi=60)\n", + "\n", + "# Plot bars\n", + "plt.barh(x_, h_, color=c_, height=.9)\n", + "\n", + "for i, v in enumerate(h_):\n", + " if v > 0:\n", + " s = v+0.02\n", + " else:\n", + " s = .02\n", + " c = c_[i]\n", + " plt.text(s, i - .06, '{:.2f}'.format(v),\n", + " color=c, fontweight='bold', fontsize=18)\n", + "\n", + "left_, right_ = plt.xlim()\n", + "plt.xlim((left_, 1.2*right_))\n", + "\n", + "plt.tick_params(axis=\"x\", labelsize=18)\n", + "plt.tick_params(axis=\"y\", labelsize=24)\n", + "\n", + "plt.title('Red class explanation')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "92leUc-SYIwY" + }, + "source": [ + "In our case:\n", + "* the first rule has **0.41** importance and corresponds to tree node #2 --\n", + " $x_2 > 0.55$;\n", + "* the second rule has **0.54** importance and corresponds to tree node #3 --\n", + " $x_2 \\leq 0.55 \\;\\; \\land \\;\\; x_1 \\leq 0.31$; and\n", + "* the third rule has **-0.95** importance and corresponds to tree node #4 --\n", + " $x_2 \\leq 0.55 \\;\\; \\land \\;\\; x_1 > 0.31$.\n", + "\n", + "These explanations are easy to interpret and very appealing in our scenario.\n", + "The first rule has high positive importance because above the $x_2 > 0.55$\n", + "threshold most of the points are predicted red by our black box.\n", + "The second rule has also high positive importance because within the region\n", + "enclosed by $x_2 \\leq 0.55 \\;\\; \\land \\;\\; x_1 \\leq 0.31$ most of the sampled\n", + "instances are also predicted red.\n", + "Finally, the last rule has high negative importance because many points\n", + "enclosed by this region -- $x_2 \\leq 0.55 \\;\\; \\land \\;\\; x_1 > 0.31$ --\n", + "are predicted grey." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "LpoNx2GbJKfR" + }, + "source": [ + "##### Tree-based Explainer #####\n", + "Next, we move on to our tree-based surrogate -- we simply fit a tree to\n", + "our locally sampled data.\n", + "\n", + "Such a tree can provide numerous explanations:\n", + "* feature importance;\n", + "* logical rules extracted from root-to-leaf paths; and\n", + "* counterfactuals extracted by parsing the tree structure.\n", + "\n", + "Let's have a look at them." + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 118 + }, + "colab_type": "code", + "id": "mYglrt36bPP7", + "outputId": "1bbc2d1f-3249-479d-c206-fb2f8fcb60d5" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "DecisionTreeClassifier(max_leaf_nodes=4, min_impurity_decrease=0.05,\n", + " random_state=42)" + ] + }, + "execution_count": 61, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "moons_tree_based = sklearn.tree.DecisionTreeClassifier(\n", + " random_state=42, max_leaf_nodes=4, min_impurity_decrease=0.05)\n", + "moons_tree_based.fit(\n", + " moons_mixup_sample_close,\n", + " moons_mixup_sample_close_crisp)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "EEgBonLMBIpC" + }, + "source": [ + "Let's start with feature importance." + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 34 + }, + "colab_type": "code", + "id": "q2CWFu3svTIx", + "outputId": "efe879d3-9bdf-4780-fc49-a38400ef9920" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([0.28949132, 0.71050868])" + ] + }, + "execution_count": 62, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "moons_tree_based.feature_importances_" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 321 + }, + "colab_type": "code", + "id": "J1lR3lMiBNVy", + "outputId": "97b1268a-723d-4a04-b83b-1c027c301ed2" + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "x_ = ['$x_1$', '$x_2$']\n", + "h_ = moons_tree_based.feature_importances_.tolist()\n", + "c_ = ['g' if i > 0 else 'r' for i in h_]\n", + "\n", + "plt.figure(figsize=(8, 6), dpi=60)\n", + "\n", + "# Plot bars\n", + "plt.barh(x_, h_, color=c_, height=.9)\n", + "\n", + "for i, v in enumerate(h_):\n", + " if v > 0:\n", + " s = v+0.02\n", + " else:\n", + " s = .02\n", + " c = c_[i]\n", + " plt.text(s, i - .06, '{:.2f}'.format(v),\n", + " color=c, fontweight='bold', fontsize=18)\n", + "\n", + "left_, right_ = plt.xlim()\n", + "plt.xlim((left_, 1.2*right_))\n", + "\n", + "plt.tick_params(axis=\"x\", labelsize=18)\n", + "plt.tick_params(axis=\"y\", labelsize=24)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "Jqa_7uZXCINM" + }, + "source": [ + "Let's visualise the tree to *manually* extract the rules and counterfactuals." + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 391 + }, + "colab_type": "code", + "id": "LFZfYO4ZB7jd", + "outputId": "559febe0-cd0c-443c-ea1f-6a7ed646e501" + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(8, 8), dpi=60)\n", + "_ = sklearn.tree.plot_tree(\n", + " moons_tree_based,\n", + " node_ids=True,\n", + " class_names=['red', 'grey'],\n", + " rounded=True,\n", + " filled=True,\n", + " feature_names=['$x_1$', '$x_2$'])" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "wbbbbtMYC7mj" + }, + "source": [ + "The **feature importance** tells us that feature $x_2$ is more than twice as\n", + "important as feature $x_1$ when separating the classes of our local data\n", + "sample.\n", + "Inspecting the plot of our sample corroborates this insight -- no single\n", + "split on the x-axis (feature $x_1$) can give as clean separation of\n", + "the classes as a split on they y-axis (feature $x_2$).\n", + "\n", + "---\n", + "\n", + "Since our local surrogate tree is relatively small, we can inspect it visually.\n", + "However, in more complex cases it may not be possible or can prove relatively\n", + "difficult.\n", + "To mitigate this issue, we can extract root-to-leaf paths for a selected\n", + "class and present them to the explainee as **logical rules**.\n", + "For example, there are two rules for predicting the red class in the\n", + "*neighbourhood* of the explained instance:\n", + "$$\n", + "0.55 < x_2 \\;\\; \\Rightarrow \\;\\; \\texttt{red}\n", + "$$\n", + "and\n", + "$$\n", + "x_2 \\leq 0.55 \\;\\; \\land \\;\\; x_1 \\leq 0.36 \\;\\;\n", + "\\Rightarrow \\;\\; \\texttt{red} \\; \\text{.}\n", + "$$\n", + "However, the length of these rules will grow proportionally to the depth of\n", + "the surrogate tree, which may render them incomprehensible.\n", + "\n", + "---\n", + "\n", + "Class-contrastive counterfactual statements come to a rescue.\n", + "While it is possible to extract them algorithmically from the structure of\n", + "a decision tree, in this tutorial we will do it manually by visually\n", + "inspecting tree graphs.\n", + "Our explained instance $\\mathring{x} = (0.4, 0.6)$ is assigned to node #2 of\n", + "the tree, which predicts the `red` class.\n", + "The only leaf predicting the opposite class (`grey`) is #4, yielding the\n", + "following counterfactual:\n", + "\n", + "> Had the second feature of the explained data point $\\mathring{x}_2 = 0.6$\n", + " been **smaller or equal** to $0.55$, its prediction would have changed\n", + " from `red` to `grey`.\n", + "\n", + "It is a very appealing and succinct explanation that clearly conveys the local\n", + "(in the neighbourhood of the explained instance) behaviour of our black box." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "2QXIGwclg4PY" + }, + "source": [ + "Now, let's move on the the *Bikes* data set and see how our surrogate\n", + "explainers work for a more complex problem." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "jDCoLwUsvSaP" + }, + "source": [ + "## Bikes Data Set ##\n", + "When dealing with the Two Moons data set, we mostly made use of a crisp\n", + "black box.\n", + "For a change, let's explain a probabilistic classifier trained on the Bikes\n", + "data set.\n", + "Again, we will explain an instance with three different approaches:\n", + "* LIME-like explainer -- fitting a sparse linear **regression** to\n", + " a binary representation generated from a quartile-based discretisation and\n", + " probabilities predicted by the black box for the explained class;\n", + "* RuleFit-like explainer -- fitting a sparse linear **regression** to a binary\n", + " representation generated from a tree-based discretisation\n", + " (one-hot encoding) and probabilities predicted by the black box for the\n", + " explained class; and\n", + "* tree-based explainer -- fitting a local **regression** tree directly to\n", + " the sampled data in *two* variants:\n", + " - **classic** (single-output) regression tree fitted to the probabilities\n", + " predicted by the black box for the explained class, and\n", + " - **multi-output** regression tree fitted to the probabilities\n", + " predicted by the black box for **all** of the class, thus\n", + " modelling class interactions\n", + " (see [here](https://arxiv.org/abs/2005.01427) for more details)." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "_xnITZo8939K" + }, + "source": [ + "### Loading Data and Black Boxes ###\n", + "We start by loading the *Bikes Sharing* data set and\n", + "fitting two black boxes: one probabilistic and one crisp." + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 50 + }, + "colab_type": "code", + "id": "e6FclI0k-Dgn", + "outputId": "efe84d02-655b-47d8-892b-dbe0d5e7be97" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "20-Sep-08 01:14:17 fatf INFO Seeding RNGs using the input parameter.\n", + "20-Sep-08 01:14:17 fatf INFO Seeding RNGs with 42.\n" + ] + } + ], + "source": [ + "(bikes_train_X,\n", + " bikes_test_X,\n", + " bikes_train_y,\n", + " bikes_test_y,\n", + " bikes_feature_names,\n", + " bikes_target_name) = fatf_ecml.generate_bikes(random_seed=42)\n", + "\n", + "bikes_target_classes = ['low', 'medium', 'high']" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 50 + }, + "colab_type": "code", + "id": "BXaeU2_3P3SC", + "outputId": "aef49bd1-60ac-41fa-9850-f239c39a7168" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "20-Sep-08 01:14:19 fatf INFO Seeding RNGs using the input parameter.\n", + "20-Sep-08 01:14:19 fatf INFO Seeding RNGs with 42.\n" + ] + } + ], + "source": [ + "clf_bikes_proba = fatf_ecml.get_random_forest(\n", + " bikes_train_X, bikes_train_y, random_seed=42)" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 50 + }, + "colab_type": "code", + "id": "jokRe7L0P3Z9", + "outputId": "1aab4bdc-87db-4eb3-e1a6-6958edd284f7" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "20-Sep-08 01:14:21 fatf INFO Seeding RNGs using the input parameter.\n", + "20-Sep-08 01:14:21 fatf INFO Seeding RNGs with 42.\n" + ] + } + ], + "source": [ + "clf_bikes_crisp = fatf_ecml.get_svc(\n", + " bikes_train_X, bikes_train_y, random_seed=42)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "ed4u43nqiotN" + }, + "source": [ + "### Choosing an Instance ###\n", + "Now, we choose an instance to be explained.\n", + "We opt for a data point that our probabilistic black box model is relatively\n", + "uncertain about, which is likely to indicate its closeness to a decision\n", + "boundary." + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "gl3SqPvVk99b" + }, + "outputs": [], + "source": [ + "bikes_test_pred_proba = clf_bikes_proba.predict_proba(bikes_test_X)" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 34 + }, + "colab_type": "code", + "id": "5MVsBSEE2zHZ", + "outputId": "8868332e-4170-47e0-e585-931299050574" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Close Point Prediction: [0.2 0.45097643 0.34902357].\n" + ] + } + ], + "source": [ + "boundary_pred = np.square(bikes_test_pred_proba - (1 / 3)).sum(axis=1)\n", + "boundary_index = np.argmin(boundary_pred)\n", + "\n", + "bikes_boundary_point = bikes_test_X[boundary_index, :]\n", + "bikes_boundary_point_proba = bikes_test_pred_proba[boundary_index, :]\n", + "\n", + "print('Close Point Prediction: {}.'.format(bikes_boundary_point_proba))" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 35 + }, + "colab_type": "code", + "id": "Srjl1AmFlQXa", + "outputId": "56b9019f-7ab3-459d-b9e6-e8b85b012894" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "'medium'" + ] + }, + "execution_count": 70, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "bikes_boundary_point_class_index = np.argmax(bikes_boundary_point_proba)\n", + "bikes_boundary_point_class = (\n", + " bikes_target_classes[bikes_boundary_point_class_index])\n", + "\n", + "bikes_boundary_point_class" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "rBNW5MrisJja" + }, + "source": [ + "### Sampling Data ###\n", + "Having investigated how different samplers perform on this particular data set\n", + "(cf. `3-data-sampling.ipynb`), we opt for *Mixup* and we sample 1500 data\n", + "points in the original data domain.\n", + "\n", + "Since the bikes data set contains categorical features (albeit numerically\n", + "encoded), we will use the `categorical_indices` parameter of the Mixup sampler\n", + "to ensure that values generated for these features are from within the\n", + "expected set (already existing in the data set).\n", + "For example, if a data set has an attribute that can take the values\n", + "`{0, 1, 2}`, only these values will be present in the sampled data.\n", + "The following features in the Bikes data set are categorical:\n", + "`['season', 'yr', 'mnth', 'holiday', 'weekday', 'workingday', 'weathersit']`." + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 202 + }, + "colab_type": "code", + "id": "UfRFnT_62gz9", + "outputId": "7614bf99-e89a-4848-9598-b44553382142" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "['season',\n", + " 'yr',\n", + " 'mnth',\n", + " 'holiday',\n", + " 'weekday',\n", + " 'workingday',\n", + " 'weathersit',\n", + " 'temp',\n", + " 'atemp',\n", + " 'hum',\n", + " 'windspeed']" + ] + }, + "execution_count": 71, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + " bikes_feature_names" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "Kw_yOheu4Owd" + }, + "outputs": [], + "source": [ + "bikes_categorical_indices = list(range(0, 7))" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "wJdKOkAcsJwY" + }, + "outputs": [], + "source": [ + "bikes_samples_number = 1500\n", + "\n", + "bikes_mixup_sampler = fatf_augmentation.Mixup(\n", + " bikes_test_X,\n", + " bikes_test_y,\n", + " categorical_indices=bikes_categorical_indices)" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 50 + }, + "colab_type": "code", + "id": "h8ZepeRGysLL", + "outputId": "b53f311b-1d9f-4c03-ab9b-88b333ae8588" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "20-Sep-08 01:16:17 fatf INFO Seeding RNGs using the input parameter.\n", + "20-Sep-08 01:16:17 fatf INFO Seeding RNGs with 42.\n" + ] + } + ], + "source": [ + "fatf.setup_random_seed(42)\n", + "\n", + "bikes_mixup_sample_close = bikes_mixup_sampler.sample(\n", + " bikes_boundary_point,\n", + " samples_number=bikes_samples_number)" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "GxBwyRLm0ZiL" + }, + "outputs": [], + "source": [ + "bikes_mixup_sample_close_crisp = clf_bikes_crisp.predict(\n", + " bikes_mixup_sample_close)\n", + "\n", + "bikes_mixup_sample_close_proba = clf_bikes_proba.predict_proba(\n", + " bikes_mixup_sample_close)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "zeA7LeuHzG3-" + }, + "source": [ + "Let's investigate versatility of our sample for the explained class." + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "kgmrXwyTzOiX" + }, + "outputs": [], + "source": [ + "bikes_mixup_sample_close_proba_ex = (\n", + " bikes_mixup_sample_close_proba[:, bikes_boundary_point_class_index])\n", + "\n", + "v_min = np.min(bikes_mixup_sample_close_proba_ex)\n", + "v_max = np.max(bikes_mixup_sample_close_proba_ex)\n", + "v_mse = fatf_ecml.mse(bikes_mixup_sample_close_proba_ex)" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 84 + }, + "colab_type": "code", + "id": "ouhR81FhzOq0", + "outputId": "c4f8431e-2564-4045-83eb-e4c8db5b4c82" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Sample min: 0.024\n", + "Sample max: 0.964\n", + "\n", + "Sample mse: 0.055\n" + ] + } + ], + "source": [ + "print('Sample min: {:.3f}'.format(v_min))\n", + "print('Sample max: {:.3f}\\n'.format(v_max))\n", + "print('Sample mse: {:.3f}'.format(v_mse))" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 265 + }, + "colab_type": "code", + "id": "WvYIfyUC1kDu", + "outputId": "285403da-da3b-4234-d83b-8cfdf58a1df0" + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "_ = plt.hist(bikes_mixup_sample_close_proba_ex, bins=100)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "Nka6d3Xo1v61" + }, + "source": [ + "The sample seems fairly diverse, let's move on to building the explainers." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "y0r4nE7Jl3-j" + }, + "source": [ + "### LIME-like Explainer ###" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "gjBGupoN474x" + }, + "source": [ + "#### Interpretable Representation ####\n", + "Let's start with a binary representation based on quartile discretisation.\n", + "We will apply quartile discretisation to the entire data set.\n", + "The `categorical_indices` argument ensures that only numerical features are\n", + "discretised." + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "L97BKVXBh9uU" + }, + "outputs": [], + "source": [ + "bikes_q_discretiser = fatf_discretisation.QuartileDiscretiser(\n", + " bikes_test_X,\n", + " feature_names= bikes_feature_names,\n", + " categorical_indices=bikes_categorical_indices)" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "BTtW97LQ5HqS" + }, + "outputs": [], + "source": [ + "bikes_mixup_sample_close_discrete = bikes_q_discretiser.discretise(\n", + " bikes_mixup_sample_close)" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 34 + }, + "colab_type": "code", + "id": "IaxaoOVv5Hmj", + "outputId": "ac61b63e-fa26-4d75-ba80-e0ccd3a3bcaa" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "0.014577175118340472" + ] + }, + "execution_count": 81, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fatf_ecml.weighted_purity(\n", + " bikes_mixup_sample_close_discrete,\n", + " bikes_mixup_sample_close_proba_ex,\n", + " 'mse')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "f5R6RGEx6Jkx" + }, + "source": [ + "The purity has improved; let's have a look at binarisation." + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "WVrWwu788yt3" + }, + "outputs": [], + "source": [ + "bikes_boundary_point_discrete = bikes_q_discretiser.discretise(\n", + " bikes_boundary_point)" + ] + }, + { + "cell_type": "code", + "execution_count": 83, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "wXfViI8C6M2J" + }, + "outputs": [], + "source": [ + "bikes_mixup_sample_close_binary = fatf_transformation.dataset_row_masking(\n", + " bikes_mixup_sample_close_discrete, bikes_boundary_point_discrete)" + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "z-kd1R9n8p9K" + }, + "outputs": [], + "source": [ + "bikes_boundary_point_binary = np.ones_like(\n", + " bikes_boundary_point_discrete, dtype=np.int8)" + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 34 + }, + "colab_type": "code", + "id": "Lte_oa3-9hti", + "outputId": "b3d759c2-7043-4682-865d-7919f38c8914" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "0.0252348851455624" + ] + }, + "execution_count": 85, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fatf_ecml.weighted_purity(\n", + " bikes_mixup_sample_close_binary,\n", + " bikes_mixup_sample_close_proba_ex,\n", + " 'mse')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "0Tfocr0J92qN" + }, + "source": [ + "The purity of our binary interpretable representation has seen a drastic\n", + "deterioration -- the raw data sample had Mean Squared Error of 0.024,\n", + "our discretisation had 0.015, whereas the binarisation has 0.025,\n", + "which is larger than the one of the raw data.\n", + "This is not a good sign for the quality of our future explanations.\n", + "Regardless, let's move on to the explanation generation stage." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "OAgy_KIf6Rcm" + }, + "source": [ + "#### Explanation Generation ####\n", + "Since the Bikes data set has 11 features, we will apply both *weighting* of\n", + "sampled instances and *interpretable feature selection* steps.\n", + "Then, we will move on to fitting a sparse linear regression to the probabilities\n", + "of the explained class and generate an explanation." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "9VTOy1SN-rH1" + }, + "source": [ + "##### Instance Weighting #####\n", + "Given a large number of categorical features in the Bikes data set,\n", + "we will use *Manhattan distance* and the exponential kernel with\n", + "width given by $0.75 \\times \\sqrt{\\text{features number}}$\n", + "(formulation proposed by LIME).\n", + "We will compute the distance in the original feature space." + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "nFJCj6B8BQRO" + }, + "outputs": [], + "source": [ + "manhattan_dist = sklearn.metrics.pairwise.manhattan_distances(\n", + " [bikes_boundary_point], bikes_mixup_sample_close)[0]" + ] + }, + { + "cell_type": "code", + "execution_count": 87, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "uOhoVhq8-rmB" + }, + "outputs": [], + "source": [ + "features_number = bikes_mixup_sample_close.shape[1]\n", + "kernel_width = np.sqrt(features_number) * 0.75" + ] + }, + { + "cell_type": "code", + "execution_count": 88, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "Uwrb23utBM15" + }, + "outputs": [], + "source": [ + "manhattan_dist_kern = fatf_kernels.exponential_kernel(\n", + " manhattan_dist, width=kernel_width)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "LkC5igX_CM57" + }, + "source": [ + "Interpreting the distribution is not straight forward, but let's plot\n", + "it anyway." + ] + }, + { + "cell_type": "code", + "execution_count": 89, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 265 + }, + "colab_type": "code", + "id": "sYc5ZIS1CAId", + "outputId": "7f642356-0dfd-48ad-be59-9b0367098c6d" + }, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAAD4CAYAAAAXUaZHAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/d3fzzAAAACXBIWXMAAAsTAAALEwEAmpwYAAAQNUlEQVR4nO3db4xc11nH8e82W6WIhljxgJW1jVIpLhAi2hCTBMKLELcoCZEdRPu0gRanGK+qJqhVAtQFpFbwJqVSQ16EqJumxEYo6UMgxKKGUuWPqkJT2oS2QIPABIfYcexu6pqiqA1rDS/m2B2lu567szOznjPfjzTae889d+55Zte/uXv2zvVUu91GklSXV632ACRJg2e4S1KFDHdJqpDhLkkVMtwlqULTqz2Awkt2JKk/U4s1ninhzvPPP9/Xfq1Wi/n5+QGP5sxmzZPBmifDSmqemZlZcpvTMpJUIcNdkipkuEtShQx3SaqQ4S5JFTLcJalChrskVchwl6QKGe6SVKEz5hOqkjQpTuzc+t2Vh/5hKMfwzF2SKmS4S1KFDHdJqpDhLkkVMtwlqUKGuyRVyHCXpAoZ7pJUIcNdkipkuEtShQx3SapQo3vLRMQB4FvACWAhMzdHxHnAJ4ELgANAZOaxiJgC7gSuA14CbsrMpwY/dEnSUpZz5v5zmfnGzNxc1ncBj2TmJuCRsg5wLbCpPGaBuwc1WElSMyuZltkG7C7Lu4Ebutr3ZGY7M58A1kTE+Ss4jiRpmZre8rcN/F1EtIGPZeYcsC4zD5ftLwDryvJ64LmufQ+WtsNdbUTELJ0zezKTVqvVXwHT033vO66seTJYc72OdC0Pq+am4f6zmXkoIn4I+ExE/Fv3xsxsl+BvrLxBzJXV9vz8/HJ2P6XVatHvvuPKmieDNU+GhYWFvmuemZlZclujaZnMPFS+HgUeAi4Djpycbilfj5buh4CNXbtvKG2SpBHpGe4R8f0Rcc7JZeDngX8B9gLbS7ftwMNleS/wqxExFRFXAMe7pm8kSSPQ5Mx9HfC5iPgK8I/ApzLzb4HbgTdHxH8AbyrrAPuAZ4D9wD3AewY+aknSafWcc8/MZ4A3LNL+IrBlkfY2cPNARidJ6oufUJWkChnuklQhw12SKmS4S1KFDHdJqpDhLkkVMtwlqUKGuyRVyHCXpAoZ7pJUIcNdkipkuEtShQx3SaqQ4S5JFTLcJalChrskVchwl6QKGe6SVCHDXZIqZLhLUoUMd0mqkOEuSRUy3CWpQoa7JFXIcJekChnuklQhw12SKmS4S1KFDHdJqpDhLkkVmm7aMSLOAr4EHMrM6yPidcADwFrgSeCdmflyRJwN7AEuBV4E3paZBwY+cknSkpZz5v5e4Omu9Q8Dd2TmhcAxYEdp3wEcK+13lH6SpBFqFO4RsQH4BeDjZX0KuBp4sHTZDdxQlreVdcr2LaW/JGlEmk7L/BHw28A5ZX0t8M3MXCjrB4H1ZXk98BxAZi5ExPHSf777CSNiFpgt/Wi1Wv0VMD3d977jypongzXX60jX8rBq7hnuEXE9cDQzn4yIqwZ14MycA+bKant+fv503ZfUarXod99xZc2TwZonw8LCQt81z8zMLLmtybTMlcDWiDhA5w+oVwN3Amsi4uSbwwbgUFk+BGwEKNvPpfOHVUnSiPQM98z8QGZuyMwLgLcDj2bmrwCPAW8p3bYDD5flvWWdsv3RzGwPdNSSpNNayXXu7wdujYj9dObU7y3t9wJrS/utwK6VDVGStFyNr3MHyMzHgcfL8jPAZYv0+Tbw1gGMTZLUJz+hKkkVMtwlqUKGuyRVyHCXpAoZ7pJUIcNdkipkuEtShQx3SaqQ4S5JFTLcJalChrskVchwl6QKGe6SVCHDXZIqZLhLUoUMd0mqkOEuSRUy3CWpQoa7JFXIcJekChnuklQhw12SKmS4S1KFDHdJqpDhLkkVMtwlqUKGuyRVyHCXpAoZ7pJUoeleHSLiNcBngbNL/wcz84MR8TrgAWAt8CTwzsx8OSLOBvYAlwIvAm/LzANDGr8kaRFNzty/A1ydmW8A3ghcExFXAB8G7sjMC4FjwI7SfwdwrLTfUfpJkkaoZ7hnZjsz/7esvro82sDVwIOlfTdwQ1neVtYp27dExNSgBixJ6q3ntAxARJxFZ+rlQuAu4D+Bb2bmQulyEFhfltcDzwFk5kJEHKczdTP/iuecBWZLP1qtVn8FTE/3ve+4subJYM31OtK1PKyaG4V7Zp4A3hgRa4CHgB9d6YEzcw6YK6vt+fn503VfUqvVot99x5U1TwZrngwLCwt91zwzM7PktmVdLZOZ3wQeA34aWBMRJ98cNgCHyvIhYCNA2X4unT+sSpJGpGe4R8QPljN2IuL7gDcDT9MJ+beUbtuBh8vy3rJO2f5oZrYHOGZJUg9NztzPBx6LiK8CXwQ+k5l/DbwfuDUi9tOZU7+39L8XWFvabwV2DX7YkqTT6TnnnplfBS5ZpP0Z4LJF2r8NvHUgo5Mk9cVPqEpShQx3SaqQ4S5JFTLcJalChrskVchwl6QKGe6SVCHDXZIqZLhLUoUMd0mqkOEuSRUy3CWpQoa7JFWo0f/EJElamRM7t470eJ65S1KFDHdJqpDhLkkVMtwlqUKGuyRVyHCXpAoZ7pJUIcNdkipkuEtShQx3SaqQ4S5JFTLcJalChrskVchwl6QKGe6SVKGe93OPiI3AHmAd0AbmMvPOiDgP+CRwAXAAiMw8FhFTwJ3AdcBLwE2Z+dRwhi9JWkyTM/cF4LbMvAi4Arg5Ii4CdgGPZOYm4JGyDnAtsKk8ZoG7Bz5qSdJp9Qz3zDx88sw7M78FPA2sB7YBu0u33cANZXkbsCcz25n5BLAmIs4f9MAlSUtb1n+zFxEXAJcAXwDWZebhsukFOtM20An+57p2O1jaDne1ERGzdM7syUxardZyxw7A9PR03/uOK2ueDNZclyNLtA+r5sbhHhGvBf4CeF9m/k9EnNqWme2IaC/nwJk5B8yV1fb8/Pxydj+l1WrR777jypongzVPhoWFhb5rnpmZWXJbo6tlIuLVdIL9zzLzL0vzkZPTLeXr0dJ+CNjYtfuG0iZJGpEmV8tMAfcCT2fmR7s27QW2A7eXrw93td8SEQ8AlwPHu6ZvJEkj0GRa5krgncA/R8SXS9vv0An1jIgdwLPAyXmafXQug9xP51LIdw1ywJKk3nqGe2Z+DphaYvOWRfq3gZtXOC5J0gos62oZSVJzJ3ZuXbVje/sBSaqQ4S5JFTLcJalChrskVchwl6QKGe6SVCHDXZIqZLhLUoUMd0mqkOEuSRUy3CWpQoa7JFXIcJekChnuklQhw12SKmS4S1KFDHdJqpDhLkkVMtwlqUKGuyRVyHCXpAoZ7pJUIcNdkipkuEtShaZXewArdeQXf+bU8ln37F3FkUjSmWPsw12SzhQndm5d7SGc4rSMJFXIcJekCvWclomITwDXA0cz8+LSdh7wSeAC4AAQmXksIqaAO4HrgJeAmzLzqeEMXZK0lCZn7vcB17yibRfwSGZuAh4p6wDXApvKYxa4ezDDlCQtR89wz8zPAt94RfM2YHdZ3g3c0NW+JzPbmfkEsCYizh/QWCVJDfU7574uMw+X5ReAdWV5PfBcV7+DpU2SNEIrvhQyM9sR0V7ufhExS2fqhsyk1Wr1dfwjXcv9Pse4mZ6enphaT7LmyTDuNR/p3eV7DKvmfsP9SEScn5mHy7TL0dJ+CNjY1W9DafsemTkHzJXV9vz8fJ9D+a5BPMc4aLVaE1PrSdY8GSax5oWFhb5rnpmZWXJbv+G+F9gO3F6+PtzVfktEPABcDhzvmr6RJI1Ik0sh7weuAloRcRD4IJ1Qz4jYATwLROm+j85lkPvpXAr5riGMWZLUQ89wz8wbl9i0ZZG+beDmlQ5KkrQyfkJVkipkuEtShQx3SaqQ4S5JFTLcJalChrskVchwl6QKGe6SVCHDXZIqZLhLUoVWfMtfSZpkJ3ZuXe0hLMpwl6RlOlMDvZvTMpJUIcNdkipkuEtShQx3SaqQ4S5JFfJqGUlqYByukOnmmbskVchwl6QKGe6SVCHDXZIqZLhLUoW8WkaSljBuV8h088xdkipkuEtShaqalun+Feqse/b27HO6fpI0zqoKd0laqXGeZ+9muEuaeLUEejfn3CWpQkM5c4+Ia4A7gbOAj2fm7cM4jiQtR41n6EsZ+Jl7RJwF3AVcC1wE3BgRFw36OGeaEzu3nnpI0mobxpn7ZcD+zHwGICIeALYBXxvCsRo5XeA2ucJmJccb5dU4K3ljqe2qoaVei9rqHJTV+pkdFk+yhhPu64HnutYPApe/slNEzAKzAJnJzMxMf0f71JcG02elRnGMLou+XiMew6gt62ekktei738Xy3UGvV4DqfkMqqeJYXyfV+0Pqpk5l5mbM3MzMNXvIyKeXMn+4/iw5sl4WPNkPAZQ86KGEe6HgI1d6xtKmyRpRIYxLfNFYFNEvI5OqL8d+OUhHEeStISBn7ln5gJwC/Bp4OlOU/7roI/TZW6Iz32msubJYM2TYSg1T7Xb7WE8ryRpFfkJVUmqkOEuSRUamxuH9bqlQUScDewBLgVeBN6WmQdGPc5BalDzrcCvAwvA14Ffy8xnRz7QAWp664qI+CXgQeCnMnO8Lmp+hSY1R0QAHwLawFcyc6wvUmjws/3DwG5gTemzKzP3jXqcgxIRnwCuB45m5sWLbJ+i83pcB7wE3JSZT63kmGNx5t7wlgY7gGOZeSFwB/Dh0Y5ysBrW/E/A5sz8CTpB94ejHeVgNb11RUScA7wX+MJoRzh4TWqOiE3AB4ArM/PHgfeNepyD1PD7/Ht0Lsa4hM4Vd3882lEO3H3ANafZfi2wqTxmgbtXesCxCHe6bmmQmS8DJ29p0G0bnXd66ATdlvJuOK561pyZj2XmS2X1CTqfKRhnTb7PAH9A583726Mc3JA0qXkncFdmHgPIzKMjHuOgNam5DfxAWT4XeH6E4xu4zPws8I3TdNkG7MnMdmY+AayJiPNXcsxxCffFbmmwfqk+5XLM48DakYxuOJrU3G0H8DdDHdHw9aw5In4S2JiZnxrlwIaoyff59cDrI+LvI+KJMqUxzprU/CHgHRFxENgH/MZohrZqlvvvvadxCXedRkS8A9gMfGS1xzJMEfEq4KPAbas9lhGbpvPr+lXAjcA9EbFmNQc0AjcC92XmBjrz0H9avv9qaFxerCa3NDjVJyKm6fwq9+JIRjccjW7jEBFvAn4X2JqZ3xnR2IalV83nABcDj0fEAeAKYG9EbB7ZCAevyff5ILA3M/8vM/8L+Hc6YT+umtS8A0iAzPw88BqgNZLRrY6B37ZlXK6WaXJLg73AduDzwFuARzNznD+h1bPmiLgE+BhwTQXzsNCj5sw8Ttc/8Ih4HPjNMb9apsnP9l/ROZP9k4ho0ZmmeWaUgxywJjX/N7AFuC8ifoxOuH99pKMcrb3ALeUW6ZcDxzPz8EqecCzO3Je6pUFE/H5EnLxx873A2ojYD9wK7Fqd0Q5Gw5o/ArwW+POI+HJEjPWNuBvWXJWGNX8aeDEivgY8BvxWZo7tb6UNa74N2BkRXwHup3Np4NierEXE/XROPH8kIg5GxI6IeHdEvLt02UfnDXs/cA/wnpUe09sPSFKFxuLMXZK0PIa7JFXIcJekChnuklQhw12SKmS4S1KFDHdJqtD/A8az3FB3F1zQAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "_ = plt.hist(manhattan_dist_kern, bins=100)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "lJWhm-P1-r2u" + }, + "source": [ + "##### Interpretable Feature Selection #####\n", + "Since we are dealing with 11 features, let's select 4 of them to\n", + "introduce sparsity into our explanation." + ] + }, + { + "cell_type": "code", + "execution_count": 90, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "by5-3wbdDF8v" + }, + "outputs": [], + "source": [ + "selection_lasso = fatf_feature_selection_skl.lasso_path(\n", + " bikes_mixup_sample_close_binary,\n", + " bikes_mixup_sample_close_proba_ex,\n", + " features_number=4)\n", + "selection_forward = fatf_feature_selection_skl.forward_selection(\n", + " bikes_mixup_sample_close_binary,\n", + " bikes_mixup_sample_close_proba_ex,\n", + " features_number=4)\n", + "selection_highest = fatf_feature_selection_skl.highest_weights(\n", + " bikes_mixup_sample_close_binary,\n", + " bikes_mixup_sample_close_proba_ex,\n", + " features_number=4)" + ] + }, + { + "cell_type": "code", + "execution_count": 91, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 67 + }, + "colab_type": "code", + "id": "y6senII8DF82", + "outputId": "6ca63404-7e06-43d2-c35c-3ca540e62ec9" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "*Lasso Path* features chosen for quartiles: [ 1 7 9 10]\n", + "*Forward Selection* features chosen for quartiles: [ 1 7 9 10]\n", + "*Highest Weights* features chosen for quartiles: [ 1 7 9 10]\n" + ] + } + ], + "source": [ + "print('*Lasso Path* features chosen for quartiles: {}'.format(\n", + " selection_lasso))\n", + "print('*Forward Selection* features chosen for quartiles: {}'.format(\n", + " selection_forward))\n", + "print('*Highest Weights* features chosen for quartiles: {}'.format(\n", + " selection_highest))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "pUunyB-lD1pq" + }, + "source": [ + "All of the methods seem to agree -- we do not need to make a call here.\n", + "Finally, let's move on to explanation generation." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "NCwHYoi5-sVp" + }, + "source": [ + "##### Explanation Generation #####\n", + "We train Ridge regression on the selected subset of interpretable features\n", + "for the probabilities predicted by the black box on the sampled data\n", + "for our explained class,\n", + "using the kernelised Manhattan distances as sample weights." + ] + }, + { + "cell_type": "code", + "execution_count": 92, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 50 + }, + "colab_type": "code", + "id": "PdonCve8-sgt", + "outputId": "c59deee2-8273-42bb-a9fe-d38bcd57afae" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Ridge()" + ] + }, + "execution_count": 92, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "bikes_lime_like = sklearn.linear_model.Ridge()\n", + "bikes_lime_like.fit(\n", + " bikes_mixup_sample_close_binary[:, selection_lasso],\n", + " bikes_mixup_sample_close_proba_ex,\n", + " sample_weight=manhattan_dist_kern)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "01XrHkJWPUL8" + }, + "source": [ + "Let's generate the names of our interpretable features... \n", + "(we extract the names of binary interpretable features for\n", + "numerical attributes (numerical bins) from the\n", + "`feature_value_names` attribute of the quartile discretiser\n", + "object, and build names of interpretable features for the\n", + "categorical attributes manually)" + ] + }, + { + "cell_type": "code", + "execution_count": 93, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 34 + }, + "colab_type": "code", + "id": "0lt2K5UKMr6L", + "outputId": "e92063e4-670b-4a8f-db13-c7b50c59b2c6" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "['yr = 1', '0.50 < *temp* <= 0.66', '0.73 < *hum*', '0.23 < *windspeed*']" + ] + }, + "execution_count": 93, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "interpretable_feature_names = []\n", + "for feature_index in selection_lasso:\n", + " feature_index = feature_index.astype(int)\n", + " bin_id = bikes_boundary_point_discrete[feature_index].astype(int)\n", + "\n", + " # Generate interpretable representation names of categorical attributes\n", + " if feature_index in bikes_categorical_indices:\n", + " interpretable_feature_name = '{} = {}'.format(\n", + " bikes_feature_names[feature_index], bin_id)\n", + " # Generate interpretable representation names of numerical attributes\n", + " else:\n", + " interpretable_feature_name = (\n", + " bikes_q_discretiser.feature_value_names[feature_index][bin_id])\n", + "\n", + " interpretable_feature_names.append(interpretable_feature_name)\n", + "\n", + "interpretable_feature_names" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "H66B8yqDPhQT" + }, + "source": [ + "...and plot the explanations." + ] + }, + { + "cell_type": "code", + "execution_count": 94, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 353 + }, + "colab_type": "code", + "id": "rR0GAghg-sJL", + "outputId": "f1e8c02e-f16e-46d5-b656-99202d2e82d8" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, '*medium* class explanation')" + ] + }, + "execution_count": 94, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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jdmKfrwP8k3jSNpUY0D+ZnuDkb7838BbxhGckcD2xrw4lpvdsWbD9usDrxJOM14A/AeOJ+fyHFrbH3ee4++XEz2ub9DimAFsreBYRkWXV1HlTa953Ke9S875redea91PmTmnw/h789EHGzRgHwKHrHEq7Nu2W2Kby+0qqqquYPn86z3/1PIc/fjivT3y9Ea0vrlWNQAPrp68f17L+E+KI7Xo0PMgr5vj09cliK9PA6aL0x57EgGZz4AXg1sZUaGbrEwOvY4DcKdnrxADxPneflGFfPYELgJ8SA9gBwGAzex74VV4Q/Tzwa2JgnDvWnYgjoc8APzSztd39s3Td7nnlGmIz4Dbg5+noPWZ2PfEk43xiQJ1zFHBQesy7uvu8dPuLicFooY2JaTYPu/shBcdfRhyVLbQzcfQ7P7VlKDF4/auZPeHuM9LlQ4h59g8Bx7j73LwylxBH3U8lBr2YWQUxLWYOsLO7f5C3/cbpcf2NeMNqzp+JN8Ge6e5/ytv+IGIQvZj05OZMYgrHG+nx9yKm7PyqtlF0ERGRZVFCUvM+hNCgMi+Nf4n/eyn+N75h7w35zba/WWz9sQOPZZtVt2GDig2Yt2Ae17x5DXd9eBdV1VVc8+Y1PLD/AyVpe2sLoHNB0fRa1ueW92hsBWZ2GnF2j3eA22vZrC0xgMp3J3BKLvBrYF2rAj8iBs2D0sWjiUHtPe7+ecNbXrPPrsCHwNPEAHYvYkrE7sT87CfN7FR3vwd4FZjH4iPNuxNH3i8Gfpj+/FkalA4GPnH3rxrYnDnA2bngGcDdPzCz/wA7m1kXd5+Vrjoufb0wvw/dfaqZXUac0q2YuYUL0qsTxWZjmU48IcnfdpSZ/YN4snEIi4L6M4j9cHx+8JzK5ZEfQxpAAz8hfu9Oyw+e0zpGm9mtwJlmtmHaB6sR+/dz4mh7/vaPpGk0NXPzpP0/ipi+tCPxZtdN3H1XM/sRcVR/qLtfmVfmCOAIgGHDhlFRseQlrlIoLy9vtn2vaNSXIrKsKcXfpLWStWref8/3Nfv8cv6XNctX7bZqvXU9+/mzHPfMccxbOI/1e67Pk0c/Se8OvRfb5je7Lh5Q37TqTTz42YPMqZrDu9+9W7K/sa0tgG5WZnYo8bL7N8BhxW4WBEgDvJCmEfQl5q9eAYwys73dfVwDq3wV6E8M9q4C7nb3JqWApDnQW7v7FwBmllu+EPizmd1HDGxx93lm9iqwq5n1cvcpwG7ASHd/zcy+JQbQtxBHTnsA92Vozie5Ed0CuQC8AsgF0FsSpxF8pcj2I4os+4B4knNUOjvFI2nZUYXTD+Z5K031Kbb/nxLznO9IR3o3I94ceWauDwt8T5x9JCeXMrJZOkJdaL30NZdHvkX68yv5JxgFbaoJoNMc6H3yPtd+eevuNbPHiTnd5C2/n5imQlVVVTJ58uRix9FkFRUVVFY2aPZIqYf6UkSWNaX4m1RBBd3adWPG/Bl89N1HNft856t3arZZt+u6ddb14vgXOf7p45m3cB4Dew7k3n3vpXeH3ouVqU6qKQuLZycvrF5IzUB30rjj6dix4xLLWlsAnRthLnZ5Pn/5tKw7NrODgXuJN6Ht6u5j6yvj7gkwgRh0fURMBRgK7N/Aat8nBtAVxJHiqWY2PRckNVZd5dNZM/I9RwyadzWz54iBXW5+mOeBPdIThaz5z1D755DLLW+Tt6w7MLWWk5ZvChe4+0Iz2w34LTGH+Kp01UwzuwO4IG90O+fbWtqT23/u+1NBvCFxJZa80lCb3BRyJ9azXS75K1dXfW2qUc/nOotFJyMiIiLLjLJQxgEDDuAfH/6DT6Z9woOfPsiOfXfkltG3AFBeVs7+A2Lo1O/WOD50xLpHcP3g6wEY8dUITnjmBOYtnMcmvTfhnn3uoaLDkiPJz375LA9++iA/GfgTtuizBbPmz+KaN69hzoI5AGy98tYlO6bWFkDnZjFYr5b1uRkwasuRLiq91H03MWjZzd0/ydowd3/dzKYR0xwaWuZAMxvAotznq4Ar01Hhe4hT7DU497mWOoYDw+vYJJfPvAdxBLiMRUHy88Tc5M2IAXRCzPNuDtOBnmZWXiSIXqVYgfShOWcBZ6WzWexCnKrvNOJo+bEFRWqb4ya3/+kFr2+7+5ZFtq+t/QCbNfAqQm77+tpUVDrjSf8GtUxERKSFnTvoXJ776jm+mf0Nv3zhl4utO2vLs+jXpV8tJWHou0NrZt14/7v32fjOxedzvn+/+9m+7/Y10+XlpszL16ltJy78wYUlOJKotc3CkQve9kxzQmukub87ENMTGnybpZkdQwxWvwZ2aUzwnFd/N7LN3IG7j3X3y9x9A2ArYgrJAOJI9tdm9pSZDTGz2kbdm2okcRaL3Ykj0XOJI+mwKJDel9i37xUZwS6Vt4jfxx2LrBtcX2F3/9TdbyMG0bOINyQW2jL9nGrb/9vpvmYB/wM2Sm/IbIjcd26nOrda5O30dcd0ju7a2iQiItLq9enUh0cPfJRD1j6EivYVtG/TnoE9B3LNTtfU+RTCLAb1GcTZW57NFn22oFeHXrQNbVm508ocsvYhPHHIE2zcu3QPUmlVAXQ6G8TTxJG3wuc2Xgp0Js5RvNgc0Ga2QTo/LwXLfwr8HfiSOHNCnWkbZraJLfl0wtz8xUOJ/fmvBh9QAXd/093PJj5WfE/ikxK3I95A962Znd/YfddR50LgJeJUbUcQc3K/T9d9Trxp7Qzi9IANnX2jMXI3CV6e38dpAHtR4cZmtlY6el+ogpgLvMTNhcS0id8W7Gcr4uj/dOKMGznXEmcjud3MehSpv6JgWrphxJSVi83sB0W2L7P4+G0A3H08caaTtYgj5vnbHkRe/rOIiMjyoF+XfgzdbSijfzKasceP5dnDnuWoDY5abJvcUwNz6RsAD+z/wBJPFZxw4gTmnDeHCSdOYPu+2wOwUqeVOGfQOTx+0OO8d+x7fPGzL3jrmLcYuttQ1umxTkmPpbWlcACcQrz57gYz2x0YQ5wTd1di6savi5QZk77WzJFiZrsSZ9koI45sH1fkZrFp7n593s8npNv9B/iCGDD1JQa7qxBTTM5t/KFFaVD7DPCMmZ1MnGP6x8T5nJvDc8S87T4smeP8HPG4KbKulO4hznd9IDDazB4hzlF9OHGUvPDYNwMeNLORxM/3a2LO8kFpuatY0kvAz8xsG+L0fqumdZYRp9qrueHR3W83s0HE79tnFp/s+CVx2sK1iFPiDSN96qW7TzGzw4lB+OtpPvn/iGkvqxNPhHoRH8aScypxtP96M9uT+BCVdYizgTzGornFRUREZBnSqkagoWYUeitiXu82wDnE4OpPwLbpTBINsSaLjv944s1ihf/OLCiTm9VgTeL0c/9HDHI+S99v6e4TG3FYtXL3uR4dCJxcyn3nyQ+MC0eZc+sWEAPQZpHekHkEsd/LiKOyBxKD1GLTYIwiPlFwAXHawXOAfYA3gX3d/doiZT4nzp1cSQx8jZg6sq+7LzG7iLufSvx8XyPmiJ+dtqk78P+I6Tb52z8HbEp83Hz/tI4TiHNWP0/8zuRv/wnxoTX/JKbInEEMtg8GHizSfhEREVkGhCRJ6t9KpBXLf5S3uw9p2da0DE1j1zqoL0srdze/iDTehBMntHQTarW0/mb27dt3DLBh/rJWNwItIiIiItKSFECLiIiIiGSgAFpEREREJIPWOAuHSCbpo9VDfduJiIiINIRGoEVEREREMlAALSIiIiKSgQJoEREREZEMFECLiIiIiGSgAFpEREREJAMF0CIiIiIiGSiAFhERERHJQAG0iIiIiEgGCqBFRERERDJQAC0iIiIikoECaBERERGRDBRAi4iIiIhkoABaRERERCQDBdAiIiIiIhkogBYRERERyUABtIiIiIhIBm1bugEiIiLNYc55c6isrGzpZiwXKioq1Jclor5cPmgEWkREREQkAwXQIiIiIiIZKIAWEREREclAAbSIiIiISAYKoEVEREREMtAsHCIislzqdHWnlm6CLAMmnDihpZsgyyGNQIuIiIiIZKAAWkREREQkAwXQIiIiIiIZKIAWEREREclAAbSIiIiISAYKoEVEREREMlAALSIiIiKSgQJoEREREZEMFECLiIiIiGSgAFpEREREJAMF0CIiIiIiGSiAFhERERHJQAG0iIiIiEgGCqBFRERERDJQAC0iIiIikoECaBERERGRDBRAi4iIiIhkoABaRERERCQDBdAiIiIiIhkogBYRERERyaBtSzdAREREpDWYMGsCV468khHjRzC7ajYDug/ghI1O4KgNjqqz3JS5U7juresY+e1Ixkwdw8JkIQAjjxpJ3y59l9j+61lfc91b1/H8+OeZMncK3dp1Y6NeG3H+1uez+UqbN8ehSUYKoGWFZGbjANy9f8u2REREWoNJcyZx4KMH8s3sb2qWjZk6hnNfPpdJcydxxhZn1Fp24pyJDPtgWIPq+aTyEw57/DCmzJtSs2zKvCm8NOElDhhwgALoZYQC6FbEzFYDfgfsDfQCJgIPA5e6e2UD9zEYeKEBm67h7l+lZbql9Q4C1gZ6AjOAccDdwK3uPjvDoTQ7MxsCDHH3wS3clJIzs/7A5+4eWrotIiIrimvevKYmeL5h8A3s1G8njn/meN6e9DbXvXUdh697OP269Ctatnu77py0yUlstfJWPDruUR7/9PFa6zljxBlMmTeFHu17cOWOV7LLartQtbCKUd+OYqVOKzXLsUl2yoFuJcxsbeBN4DjgDeA6YCxwBvCamfVq4K7GAZfW8u/BdJvRueA51RM4CVgI/Au4Frgf6Jq24400yG5RZrZmHet6m1mnpdmeUjKz1c2saMBsZuVmturSbpOIyIqiOqnmsbGPAbBuj3U5bN3D6NOpDydtfBIAVdVVPD629qB49a6rc/G2F7PfWvvRo0OPWrcb+e1I3v3uXQAu2PoCDhhwAN3adaNXx17s1X8vtuyzZekOSppEI9Ctx01AH+B0d78xt9DMrgXOAi4HflHfTtx9HHBJsXVmdk/69taCVV8B3d29qkiZu4Bj0rqvrq/+rMysC7C2u79bz3ZdgZFm9hTwf3nL2wA/By4DTgPuKb6HZd7fgG5mdhpQc13PzH4I3AC8SAM+fxERyW7cjHHMmD8DgAHdB9QsH9Bj0fvRU0Y3uZ7XJ75e8/7jaR+zw307MHH2RPp3688pm53C4ese3uQ6pDQUQLcC6ejznsTR4z8XrL6YODp8rJmd09hUCjPrDRwCzAX+nr/O3RcSR5+LuZ8YQK/bmHpraUtb4vEeAxyc1jGkrjLuPtPMNgAuBN4F3gFWA0YB04B93P2NInV1Jp5QHAmsTDxZuBW42t2TvO0GE1NfLnX3S4rsZ1zajv55y4YAw4hXDSYAvwW2IPbx48BZ7j7NzLYgBvg7AOXA88QTpXF5VexH/JwfBf6b7v8BYDPgN8B9dfWPiIg03tR5U2vedynvUvO+a3nXmvdT5k6hqb6e9XXN+9tG31bz/qPKjzhjxBnMXzifozc4usn1SNMphaN12DV9fdrdq/NXuPtM4D9AJ2DbJtTxU6A9cL+7T8tQ7oD09b0m1A2AmW1nZkOJud3/Iga1rxDzrOvl7lPd/VziicCOxHztEe6+a7HgmRisPgUcBjxBHOXtCFxJDHZL5UDi8UwG/gp8QjwheMjMtiUeY1vgNuJneQDwuJnV/H66+wJ3v4kYgG+ULl4F2Mzd780P9kVEZOlIWPSnN4Sm35ayoHpBzfvNem/Guz9+l6cPfbomUP/jm39sch1SGhqBbh3WT18/rmX9J8QR2/WA5xpZx4np6821bZCODF+U/tgT2AnYnDgyW5j20SBmtj5xpPkYIHct7HXiTYv3ufukDPvqCVxAPBn4T7q/wWb2PPCrIkF0X+Jo9Q/dfW66j0uJ/XyWmf2hWNpKIxwI7O7uL6Z1lBED9z2AfwMnufs/8o7jNuB4YiD9SLqsLfEzuog4Ar0e8A3wrpldBLiCaBGR5tGzQ8+a97OqZhV9n79NY1V0qKh5f9i6h9G7Y296d+zNjv125IlxT/DNnG+YOm9qSeqSplEA3Tp0T1+n17I+t7xHY3ZuZrsQg/TR7v5qHZu2JaaM5LsTOMXd52Wob1XgR8SgeVC6eDTwa+Aed/+8ofvK22dX4EPgaWJaw17EUd7dibnBT5rZqe5emAN9ei54BnD3SWb2CPAT0j7J2pYi7skFz2kd1WZ2JzGAHp0fPKf+TgygNycNoIkj2N2JwfgU4BB3PzzNgb6ReJVisRxoMzsCOAJg2LBhVFRU0BzKy8ubbd8rGvWlSOmV4ndqix5b0L19d6Z/P50vZn1Rs89J3y4a4/nB6j9oUF2hbNFIdfce3anouqjMNmtsw5/fjZmanTp1qtlfeXl5zTYr91qZLu0WpZGsyFryb6YCaIGYWwtwS10bpUFySGeD6EsMAK8ARpnZ3gU5u3V5FegPVAJXAXe7e5NSQNIc6K3d/QsAM8stXwj82czuA+YUFJvu7p8W2V1uBpJS/VaOKrIsl+j2ZpF1E9LX1fKW/QwY7+5JOo0dAO7+jJltAvQu3Im730/MH6eqqiqZPHlyI5pev4qKCiorGzSLotRDfSlSeqX6ndp/rf35x4f/4MMpH3LbyNvYse+OXPv6tQCUl5Wz2yq7UVlZSb9b41R2R6x7BNcPvh6Is3hM+34aAPPmLxpv+nLSl3w/63s6tu1Ix7Yd2abnNnQt78rMqpnc+e6d/HDVH/LtnG95YVycfXbT3ptSNbuKytn6OwFL729mx44dl1imALp1yI0wd69lfW75tKw7TtMeDiPe2HZnQ8qkqQITgDvM7CPgNWAosH8Dq32fGEBXEEeKp5rZ9Fzw21h1lXf374osnlbL5rkktDZNaU+eYlcOFjRgXc2QQ8G0gotJ00wmNrp1IiJSr3MHnctzXz3HN7O/4Zcv/HKxdWdteVatc0BDfILhtvcueZvSHv/cA4CztzybcwadQ5d2Xbh424s59+Vzefe7d9nsrs1qti0vK+c32/ymREcjTaWbCFuHj9LX9WpZn5sBo7Yc6brkbh70jDcPQiz0OjEQHZyhzIHEG/x+S7xp7yrgczN7xcxONbM+WdtRpI7hJX6ISu7mzdpOOnuUsK46ufs4PURFRGTp6tOpD48e+CiHrH0IFe0raN+mPQN7DuSana6p8ymEWR21wVHcssctbL7S5nRo04Eu5V3Ypd8uPLD/A2zfd/uS1SNNoxHo1iH35MA9zawsfyaONPd3B2J6wuvFCtcjd/NgnekbtUnr7wbMzFLO3ccSp267zMwGEfOhf0Qcyf6TmT1HnLP5IXevLfd7acpdI1q9cIWZrUO8CjBtaTZIRESWrn5d+jF0t6F1bjPhxAlLLFu96+o1yxuSdrDfWvux31r7Nb6h0uw0At0KuPtnxJvj+gOnFqy+FOgM3Fk4B7SZbZDOjVyUme0EDKSemwfNbBMz61BkeTtiwFtGvMmtUdz9TXc/mxic7gncBWxHnEP5WzM7v7H7LqEPiY8vPyh/hNzMOhIfZCIiIiIrCI1Atx6nEG++u8HMdgfGANsQZ1/4mDiDRaEx6Wttl/sbdPMgcAJwnJn9B/iCONLalxjsrkJMMTm3QUdRh/SGv2eAZ8zsZOI0bj8mpnu0KHevMrM/ER9a8raZPUT8/fkh8YbAr+sqLyIiIssPBdCthLt/ZmZbEedH3hvYl3jj2J+IT8fLdBuqmVUAh9OwmwfvB7oQR4W3A7oSR2M/AP4I3OTuhTNcNEk6tZwDnj6Oe1lwMTFV5kTiycc3wL3EJxl+0HLNEhERkaUpJImevSCyvNM0dq2D+rK0ctOJyYqtWE5yS9Lveeksrb7s27fvGGDD/GXKgRYRERERyUABtIiIiIhIBgqgRUREREQyUAAtIiIiIpKBAmgRERERkQwUQIuIiIiIZKAAWkREREQkAwXQIiIiIiIZKIAWEREREclAAbSIiIiISAYKoEVEREREMlAALSIiIiKSgQJoEREREZEMFECLiIiIiGSgAFpEREREJAMF0CIiIiIiGSiAFhERERHJQAG0iIiIiEgGCqBFRERERDJo29INEBERaQ5zzptDZWVlSzdjuVBRUaG+FMmjEWgRERERkQwUQIuIiIiIZKAAWkREREQkAwXQIiIiIiIZKIAWEREREclAs3CIiKzg+vbr19JNaBZz58xp6SaIyHJKI9AiIiIiIhkogBYRERERyUABtIiIiIhIBgqgRUREREQyUAAtIiIiIpKBAmgRERERkQwUQIuIiIiIZKAAWkREREQkAwXQIiIiIiIZKIAWEREREclAAbSIiIiISAYKoEVEREREMlAALSIiIiKSgQJoEREREZEMFECLiIiIiGSgAFpEREREJAMF0CIiIiIiGSiAFhERERHJQAG0iIiIiEgGCqBFRERERDJQAC0iItIIYe5cul5xBX222YZV11qLPttsQ9crroC5cxu2g4UL6fyXv9Bnp51Yda21WHnLLel+wQWEysolt12wgM633cZKe+7JKmuvzSrrr89Ke+xB57/+tbQHJSIN0ralGyAiItLqJAk9jzuO9i+/XLOo7fjxdB06lPL33mPq3XdDCHXuovv559P5nntqfm7z7bd0/vvfaTdyJJMfeww6dowrqqupOPFEOj799GLly8aMocOTTzL7F78o3XGJSIM0KIA2s9WA3wF7A72AicDDwKXuXuRUudb9jAB2qWOTju4+r0i5DYFLgMFAN+AL4F7gSndv4Kn+0mFmg4Hh7t6/lvUjgF3cve6/rK2QmV0C9Hf3IS3clJIzszbA6cBxwLrAXOB14Pfu/moj9tcdOAc4GBgAVANfAv8BTnP3qiJl1gHOB/YAVgVmAZ8C97v7H7MflYg0VsdHHqkJnmcPGcKMc86h2x//SOfhw+nw0kt0ePRR5h10UK3ly0eNqgme5+6zD9OvvppOd99NtyuuoHzMGLrcdhuzTjsNgE533FETPM867jhmnXwySUUFbT/9lLZjxjTzkYpIMfWmcJjZ2sCbxMDhDeA6YCxwBvCamfVqRL2X1vJvQZH6twFGEgONZ4E/ATOA3wLPmFn7RtRfUma2Zh3rOjeyj1qFeo59dTNr9WlCZhaIJ2zXAu2AocBDwM7AS2ZW+/+Sxfe3AfA+8Gviyeifgb8BHwMGLPGdNrNDgdHAj4iB+7XAfcQg+tDGHJeINF7Hhx6qeT/zrLNIevZk5lln1SzrlLe+aPmHH655P+vUU6nu2ZNZJ59MdZcuS6zvctttAMzfaitm/P73VPfrR9KpE1WbbsrcI48swdGISFYNGYG+CegDnO7uN+YWmtm1wFnA5UCm60fufklDtktH/YYBnYCD3P3RdHkZ4MBhaRuuzFJ/A+tuB2zq7qPq2a4MeMLMxhFPKvLXHQn8kRhwlbyNLc3M1gLeM7PbgIvzlncAzgPOBfYFXilxvZsCY919Vin3W4cfAYcDrwK7566SmNlficd2q5k97+4z69uRmXUCHgW6Aju4++sF69sCCwuWbQzcDXwA7Ovu3xSsL2/sgYlI45SPHg1AdbduVPfuHd/37k11t26UzZhRs7427d5/v+b9ggED4ps2bVi4xhqUffABbT/+GL7/nrJp02j7+edx/z160Ouwwyh/7z2STp2Yt88+zLjoIpI06BaRpafOADodfd4TGEccJct3MXAScKyZnePus5uhfbsAA4GXcsEzgLtXm9l5xAD6F2Z2lbsnTa0sHWncGTiGGDC9R0wbqVXalq2IgfwrwH+Brmb2AtAdOMHdnzKz/sDneXXlt/dFdx+ct2414FfE4LMfcZTxP8Bl7j6yoM2XED+LXYmX9c8l9tk04qjpBe7+vZntRhy135IYoD0OnOnuUwr2Ny59uxnx5OgQYtrOWOCvwI25vnb3z81sIPHqwQfpNp2JI6XvAT9w9w/r6r+GMrM1gKOJn83GwFrEflkaTk5fL8pPMXL3kWZ2H3As8fsyrAH7+gUxBeTkwuA53ecSV2GAPxBHvo8pDJ7TMkuke4hI8yqbOhWgZsQ4p7pLF8pmzKBsypRixZYoD5B07bqofPo+LFxI2bRptPn665p1HZ59dtEO5syh85130vajj5jy4IP15luLSGnVNwK9a/r6tLtX569w95lm9h9igL0t8FxDK01HZtcC5gNjgOfd/fsim+6Wvj5ZuMLdx5rZx8B6xBzSzxpaf5H2bAL8GDgKWB1IiKONDbq92d3nAJeb2f3Ay0BPYAqwh7vnRhOnEQPNIcCa6fuccXlt2RJ4Ot3HU8CDQG9iCssrZnaIu/+7SDN+CexDzE0fQfxczgJ6mtkjxGD6X8AtwPbp8fZOyxRqR0yX6ZGWa0c8WfkTsD5wat6xjwdOSFMMHGgDnOHuNxTvrYYzs57EwPQYYCcgAOOJo/qTm7r/BrahA7G/5hA/20JPEAPo3WhYAH008ft1b3pStQ+xn78EnixyQtMN2A94193HmNkPgB2J/TyG+Ls5P/uRiUhzCEk6NtLYgDbJG1sJgbBg0Tl1UlbGlLvvpmrTTak4/XQ6PPss7d94g/Yvv8z3O+/chFaLSFb1BdDrp68f17L+E2Kgth4ZAmhiUJZvkpmd6u4PNKL+9dJ/mQLodETzKGJwtkm6+H1iyso97v5Fhn11As4kpnC8QQy4egEjzexX7v60u08DLklvMlyzWBpLevnegS7Aru7+Yt66vsRc8NvMrH+RE449gEHuPibdvj3wFjG4OwDYM7e/NO3kKWBvM9vc3d8p2NeqxNHkjXP1mNnFaf2nmNl97v5Sunw14g2e+wCvEUegzzCzXYAL3f2jhvZjur8OaXuPSffZDphKzBG+mzhav8TVBjM7GNg8Q1XT3P36Bmy3NjFYHVvL6PAn6et69e0oTbXYjBj8n0gcWc7/HZxtZqe7++15ywYR71UYZ2YOHFGw2y/N7PDCKxMiUhrtXn2V3kcs/mtXee21VPfsSZtvvqFs1uIXwsLseDG2umfPOvdb3bMnjB0by8ycSdK9O0DN/pI2baju3p3qioqaMlUbbsj8nXYCYPYxx9SMSLf94AMF0CJLWX0BdPf0dXot63PLezSwvkeAa4C3iSO0awI/Jc5GcJ+Z7efu+aPNJa3fzCpYNKK5M3FE83PgCuAf7v6/Bh5H/j7LgFHEUeQdiSkXm7j7rmb2I+B2Mxvq7g3Jgd6PGLBdkx88A7j712Z2NXA9sDtQOAp9Qy54Trf/Pk0vuBT4V/7+0rSTu4hB92bAO0XackF+kO7uU83sMuIo63HEm+fWIqZq3A5sSBzx7k9MUzifeAKxr7vXmQOd9uGuxM/lMOJMK3OIo+/3AE80IE3hYOJ3qaG+IPZlfUr5HexJ/J3rRfzO/Y7Yd3OJ7b8e+JuZjXP359MyfdLXA9K6jiZekelGvBLwf8C/zWygu3+XX5mZHUEacA8bNoyKvP+IS6m8vLzZ9r2iUV+WVin6sywvvSKnc+fOsMUW8MQTlM2YQUVVFfTpA5MmUTZjRtxoiy3qrLtsq61gVLzFpmLyZJL+/WHhQtp++SUAycCBVKyyCvTuTdKlC2HWLNq2aVOzz7LOnWv21bGignbN/L3Rd7N01Jel05J9uVTngXb36woWfQRcaGZfAzcSg4ol0jVK6EFiTvM8Yk733e7+WlN2mAaj++RGrM2sX966e83scYrMqlCL7dLXNdPc5kLrpq8DWTKALnazYy557s0i6yakr6sVWbeAmMJSaET6ugXU5EBvnHfspMvnAZea2e159dTlWGB4+v4F4Dbg4Sx59enUeUMaun0Lyc1I0ga42d1/l7futvRKxg3Ek4/ni5Q51d1zV28qgfPS+xQOJY5oX5FfmbvfD9wPUFVVlUye3DxZLxUVFVQWe/CDZNZSfdlxqde4dFRVVTW9PzfZBCYs+Wes44IFVDzxBADVl1xSM41dzvT992deWnevww+n/WuvsWC11Zj03/8CUL7PPqyUPgQlufLKmmnsOqYj0LMOOIBZafke++5LJ3fC++8z+7HHYgrHLbfU1DVt001Z0MzfG/2el476snSWVl927LjkX8n6Aujc6Fr3Wtbnlk9rXJNq/I04Pd7mZtY1bzaDUtf/P+LIcwdgL2CqmU3LH7ltjLrSPdKZIhp6s1tuurvCy/SFit1yXWyEdEED1hWbweG7vNztfLkb2Go+j3qO/ava1hWYQEzT6Alsnf5caWbPLAM3yJXyO5j/ORSb4+ohYgD9g7xluf0mxCs4xcocWlBGRJrZ3IMOotO999L+5ZfpPHw4nYcPr1k3b+edmXfggXWWr9pqK2YfdRSd77mHjk88Qcc0GAeoGjiQWSecUPPzjPPOo/2IEbSZNIneBdPWzT76aBYMHFiagxKRBqsvgM7lr9aW35kbEa0tR7lB3H2emc0EKog5tLkAuqT1u/tpZnY5i3Kffwv81szeIaYK3Jcl97mWOkYQ0xgaIxdg1UzZ10J6m1mbIkH0Kulr0XSGhk5PWKTcs2a2KjHn+cfENJsfA1PM7AHiZ/Ny4Y2s+ZoxB/oz4qwlA8ysbZE86AZ/B919jpl9RbxRdVqRTXKn0fmnurnfgXm1PDSoWBkRaW4hMHXYMLpcfz0dH36YNt9+y8KVV2buwQcz68wzG3QT4fSrrmLhgAF0uuce2owfT3VFBfP22osZ55236CmEQPWqq/LdI4/Q9cor6fDii4Q5c1iw5prMOfpoZv/sZ814kCJSm/oC6BfS1z3NrCw/gDGzrsAOxFzVJabjysLM1icGzzOB/DzO54kPm9ibgsvTZjaAGFh/QbzhrUHcfSLxIRTXpg+0OIaYV3oVcKWZvUoM2O5390mNPaY6LIQ4x3WRADXXjzsR5wpuKW2JN0IWzjoxOH19u9QVpjNJPAI8ks48cRjxszkR+DkwIc3pvqeWubkPphlyoNOTu1eJn8lOLPqdyMnNYvI8DfMsMYd8Y+KUh/k2Tl9rpjtMZ5sZSwzg13b3wptllygjIktH0rEjMy+4gJkXXFDndlMeKLw/PtWmDbNOOYVZp5xSb10L11iDaTfd1JhmikgzqDOAdvfPzOxp4kwbpxLzlHMuJY4W31yYq5oGpuTPAZzecDbd3acWbLsSi6b/urdghO9F4lRdO5vZgQUPUrkq3eavjZ0DOm3fb4DfmNl2xFFPIz745E9m9hd3/2Vj9l2H3DRla7Bk0PMIccTzVDN7odh0dWk7302nzmtOV5jZ7nmzcPQELkrXNWS6tkZz9xlpHcPS2Ud+RPxszgbONrNPge3dfXJemSE0Xw70X4jB8+/TPsk9SGVr4EjirBr/zC+Qjqh3Bya6e/6I/Z+Jgf6vzOzR3DGks49cnm5zT0H9Q4knfVeZ2Y9yvyPpDCi5R58VzmwjIiIizaQhNxGeQryh7AYz250Y0G5DnDXhY+IIcaFcTnH+NaxdgL+a2SvEEeOpxCByX2KgMYr49Loa7r7QzI4jju49kF7O/5I4C8VWxIeLFN6Y2CjpzYSvmdkZxPzoY4jzS5fac8Qc5wfN7N/EGRi+cPc73b0qnU/5KeBf6cjnO8RR/tWJ+cEDiNPMNWcAPZF44+NoM3uUmCd9eFrvTbkp7JYGd/+aRVcMBrLoikFnltJc0MTg9FBiH7xtZo8R89WPJN7cd2Ia9Oe7ghgoH8eiGyRx9zfNLPfo+lz/ziN+59Yl/q5dXbCvG4lXYQ4D3jGz54hPMjyYeOXm2sJZW0RERKT5lNW3QXrJeCtiELANccq5tYkP1di28MEPdXiTGIisTAwEziEGBe8DpxMfazytSP3/JQaOj7Do4SDdiVOA/bCWB7A0mrsvcPd/ufvRQN13gTTO34jBVXfiCcNlQM3dIu7+HnFquavSbY4jPglvEDF14lgWT3NpDvOJU9w9TRz9/Tkx7/kM4LRmrrtW7j7G3S9y9wHEE6mlVW9CzJs/m3jz5S+JAfVLwM7uXuzmvrr29zvi78BHxCD8RKCKOMK/m+c97TDdfgFxGrvziDcTnkQ8CfsAONrdz2n0wYmIiEhmIUkalf0gy6nco7zdvX/LtkRKSdPYtQ4t1Zd9+/Wrf6NWaO6cOfpuloh+z0tHfVk6S6sv+/btO4b4vIsa9Y5Ai4iIiIjIIgqgRUREREQyUAAtIiIiIpLBUn2Utyz7lPssIiIiUjeNQIuIiIiIZKAAWkREREQkAwXQIiIiIiIZKIAWEREREclAAbSIiIiISAYKoEVEREREMlAALSIiIiKSgQJoEREREZEMFECLiIiIiGSgAFpEREREJAMF0CIiIiIiGSiAFhERERHJQAG0iIiIiEgGCqBFRERERDJQAC0iIiIikkHblm6AiIi0rK8nTGjpJjSLipZugIgstzQCLSIiIiKSgQJoEREREZEMFECLiIiIiGSgAFpEREREJAMF0CIiIiIiGSiAFhERERHJQNPYiUgmffv1W2JZxxZox/JKfVk6c+fMaekmiMhySiPQIiIiIiIZKIAWEREREclAAbSIiIiISAYKoEVEREREMlAALSIiIiKSgQJoEREREZEMFECLiIiIiGSgAFpEREREJAMF0CIiIiIiGSiAFhERERHJQAG0iIiIiEgGCqBFRERERDJQAC0iIiIikoECaBERERGRDBRAi4iIiIhkoABaRERERCQDBdAiIiIiIhkogBYRERERyUABtIiIiIhIBgqgRUREREQyaNvSDRAREWmNwty5dLn+ejo+/DBtJk1iYZ8+zD34YGaeeSZ07Fhn2bYffEDnO++k3ciRtJk4EebPZ+GaazL3kEOY9bOfQfv2Ndu2f+klOt19N+1GjYrbAt/vuCNT7ruvOQ9PROqgAFpkGWZm5cApwObAFsCGQDlworv/rQWbJrJiSxJ6Hncc7V9+uWZR2/Hj6Tp0KOXvvcfUu++GEGot3uH55+n8978vtqxszBjKx4yh3WuvMfWuu2qWt3/2WTo+9ljpj0FEGk0pHCLLts7A9cAQYBXgm5ZsjIhEHR95pCZ4nj1kCBPff5/ZQ4YA0OGll+jw6KN17yAE5u67L5MffpivP/2U7/75T6q7dYvlX3iB8nfeqdm0arPNmHHhhXz34IPNcSgi0ggKoEWWbXOAfYG+7r4KcHsLt0dEgI4PPVTzfuZZZ5H07MnMs86qWdYpb30xs4cMofLWW6naemvo2JH5227LnMMOq1nfdty4mvdzDzuMWaeeyvxttindAYhIkyiFQ5Y7ZrYBMAYY4e671rLN+8AGwBruPtHMBgMvAJcC/wYuBrYDKoC13H3cUmj6Etx9PvBES9QtIrUrHz0agOpu3aju3Tu+792b6m7dKJsxo2Z9bZLOnZdYFr7/vub9wlVWKWFrRaTUNAItyx13/5AYDA82s/UK15vZ9sDGwCPuPrFg9XbAy0AH4mjvHcD85m2xiLQ2ZVOnAlDdpctiy3M/l02Zkml/bcaOrRnVXjBgAPN/8IMStFJEmotGoGV5dROwK3AScG7BupPS15uLlNsT+IW7F1tXlJn1J+YoZzG8pUa1RaT5hCRJ39R+A2GhNhMm0OuYYyibO5fqLl2Y+pe/QJnGt0SWZQqgZXn1MDARGGJmv3b37wHMrAdgwGfAs0XKvZMleE71J6Z8ZDECGJexTCZmdgRwBMCwYcOoqKhozupEljnl5eVN/t6XvfQS7ffee7Fl82++GXr1gokTaTN79mJ1lM2ZA0DSu3eD6g5ffUU7M8q+/JKkSxeqHnqIrjvsUG+5tiU4tixK0ZcSqS9LpyX7UgG0LJfcfYGZ3Qr8FjgMuDtddSzQEbjF3ZMiRd9oRF0jgIYPNy0l7n4/cD9AVVVVMnny5JLst+7ZbUWWHVVVVVRWVjZpH+1mzqR9wbLZs2fTcaON6DBxImH6dKZ/8gnVvXtT9t13dJw+HYD5G25Yb91txo+n1xFHUPbll1R368aUu+6iasMNoY5yud+/BSU4tiwqKiqWan3LM/Vl6SytvuxYZF53XSOS5dktwELg53nLTiLmNA+rpYymiRORGvO3356vJ0xY7N/cI49k7iGH1GzT9brrCFOn0vW662qWzclb3+vww+nbrx998mbRaDN+PL0OP5y2X35JdY8eTLnvPqoGDSrahjB3LmVTp9bkXQOwYMGiZdXVJTxiEWkIjUDLcsvdJ5jZo8Ah6cwcPYk3D97n7rUNxxYbla6TcqBFVjxzDzqITvfeS/uXX6bz8OF0Hj68Zt28nXdm3oEH1lm+03330farrwAomzaNlfbZZ7H1M88+m5nnnANAl5tuouu11y62vv3rr7PKJpsA8O3rr7Nw9dWbekgikoECaFne3QQcQhyFziVKZc1xrk9/lsEcaBFpRiEwddiwRY/y/vZbFq68MnMPPphZZ56Z6SZCEWl9FEDL8u454GPgp8Sp6T5y9xdKWcGymgMtIs0r6diRmRdcwMwLLqhzuykPPLDEspnnnFMzwlyfLNuKyNKhAFqWa+6emNlfgdz1z1tasj2NYWa/Ij70BWDz9PU4M9sxff+Ku/9tqTdMRERkBaUAWlYEw4FriDcP3tGyTWmUvYFdCpZtn/7LUQAtIiKylCiAlhXBZsQZZx5w96KPB1uW0zDcfXBLt0FEREQW0TR2siI4L30d2qKtEBERkeWCRqBluWRmmwD7A4OAfYDH3f2/LdsqERERWR4ogJbl1SDgD8AM4tP4TmnZ5oiIiMjyQgG0LJfcfTjx5kERERGRklIOtIiIiIhIBgqgRUREREQyUAAtIiIiIpKBAmgRERERkQwUQIuIiIiIZKAAWkREREQkAwXQIiIiIiIZKIAWEREREclAAbSIiIiISAYKoEVEREREMlAALSIiIiKSgQJoEREREZEMFECLiIiIiGSgAFpEREREJAMF0CIiIiIiGSiAFhERERHJoG1LN0BEWpevJ0xY7OeKigoqKytbqDXLF/VlaVW0dANEZLmlEWgRERERkQwUQIuIiIiIZKAAWkREREQkAwXQIiIiIiIZKIAWEREREclAAbSIiIiISAYKoEVEREREMlAALSIiIiKSgQJoEREREZEMFECLiIiIiGSgAFpEREREJIOQJElLt0FEmt8MYHxz7Hj27NldO3fuPLM59r2iUV+WlvqzdNSXpaO+LJ2l2JerAd3yFyiAFpEmMTN3d2vpdiwP1Jelpf4sHfVl6agvS6cl+1IpHCIiIiIiGSiAFpGmur+lG7AcUV+WlvqzdNSXpaO+LJ0W60ulcIiIiIiIZKARaBERERGRDBRAi4iIiIhk0LalGyAirY+ZnQicB6wO/A84z92fq6fMz4HDgU2BDsBo4FJ3f7qZm7tMa2RfbgWcBmwHrAv83d2HNHNTlxlmtiFwI/H4pwF/I36XFtZTrjtwPXAwcQDpceB0d5/SjM1dpjWmL82sHXA5sC2wFdDB3UPzt3bZ1si+3Bo4BdgJ6At8BdwNXOXu85q7zcuqRvblRsAfif/H9AK+BZ4GfuPuE0vdRo1Ai0gmZnYU8Ffg78A+xKDvcTPbuJ6ivwY+B3KB9KfAk2Z2YDM2d5nWhL7cAdgRGAl806yNXMaYWQXwLJAABwG/A84BLm1AcQcGAz8DhgBbAw83QzNbhSb0ZSdiH84BXm3ONrYWTejLI4G1gauAfYE/A2cD/2i2xi7jmtCX3Yn/x5wL7AVcDOwB/NvMSj5grBFoEcnqEuAOd78MwMxeBLYAfgX8uI5yW7r7d3k/P2Nm6wJnAY82U1uXdZfQuL680d3/lJYZ1dyNXMb8AugIHOruM4jfo27AJWZ2dbpsCWa2HbAnsIu7v5QumwD818z2cPdnl1L7lyWN6kt3n2ZmPd09MbPTgN2WYpuXVY3qS+DKgr+LI8xsHnCzma3p7l80c7uXRY39Xr7K4id0I8xsPHEUelPgrVI2UiPQItJgZjYAWI84kgeAu1cTpxLap66yBf9J5LxNvGy5wmliX1Y3b+uWafsATxX8J3ov8T/cXeop920ueAZw9zeII1Z19vdyrLF9ibtrCq/FNaov6/i7CCvo30aa8L0sIpee1a4UDcunAFpEstggff2wYPkYoKeZrZRxf9sBHze5Va1TqftyRbEBBX3m7l8S0wk2KFqilnKpMfWUW541ti9lSaXsy+2AauCz0jSt1WlSX5pZmZm1M7P1gSuJqW5vlLqRCqBFJIuK9HVawfLKgvX1MrPjiekK1za9Wa1SyfpyBVPBkn0Gsd/q6rPGllueqU9KpyR9aWarABcBd7r7pNI0rdVpal/+G/ieGIT3BPZvjqt2yoEWWcGlMxOsWt927l5s9K6xdQ4i3mH9J3d/oVT7bWkt0ZcisnxIZzdxYBbx3hBpnF8SA+d1iScjT5jZDqWe1UQBtIgcAdzagO0Ci0ZHu7P4CEFuVKCSeqS5v/8CniPeWb08Wap9uYKqJPZZoQrq7rNKoFhaTH3llmeN7UtZUpP60swCcTaejYAd3H1F7v8m9aW7f5K+/a+ZvUy8z+Fo4PaStRAF0CIrPHf/G3GOzYbIjZxuAOTfHb4BMNXdJ9dV2Mz6AE+lZX9U37y9rc3S7MsV2IcU5EGa2erEqdXqGtn/kDjXbqENWHGnsmtsX8qSmtqX1xOnbPuhrlCV7nvp7l+Y2VRgQOmaFykHWkQazN3HEm/6OyK3zMzK0p+fqKusmXUh5qZBzEmb01ztbA2a0pcruCeAvcysa96yI4G5wIv1lFvFzHbMLUgfSDOAFbe/G9uXsqRG96WZXUB8MNKP3f2V5mtiq1Gy72V6I2Ev4ih0SYUk0Uw0ItJw6cM/7iJOUv8f4KfEP25bu/vodJtdiCkau7v7i+myp4kPsRgCjM3fp7u/vpSav0xpQl+uxKLpnK4CviQ+gAF3f2BpHsPSlj5k4QPikyyvIgbA1wLXu/tFedt9Crzo7ifkLXuKmBd5LnGWg6uASe5ebGR6udfEvtwH6AzsDZzAohPBkSvi3MWN7UszO5r40JThwM0Fu/1sRbwS1YS+vAZYAPyXmBY3kPiU1wXAZu4+u5Tt1Ai0iGTi7vcQJ7ofAjxJnKB+/1zAlwpAm/Q154dAOfE/i9cK/q2QmtCXGxHni76f+J/L4Lyfl2tpbujuxD55jPh0suuIJyH52qbb5DuSOIJ1OzHf9E3gkOZs77KsiX35F+L3LRdU575/uzZXe5dlTejLPdPXISz5d3G/5mvxsqsJfTmKmKZ1G/E+m9OBfwLbljp4Bo1Ai4iIiIhkohFoEREREZEMFECLiIiIiGSgAFpEREREJAMF0CIiIiIiGSiAFhERERHJQAG0iIiIiEgGCqBFRERERDL4/4vUM9kXJocOAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "x_ = interpretable_feature_names\n", + "h_ = bikes_lime_like.coef_.tolist()\n", + "c_ = ['g' if i > 0 else 'r' for i in h_]\n", + "\n", + "plt.figure(figsize=(10, 6), dpi=60)\n", + "\n", + "# Plot bars\n", + "plt.barh(x_, h_, color=c_, height=.9)\n", + "\n", + "for i, v in enumerate(h_):\n", + " if v > 0:\n", + " s = v+0.02\n", + " else:\n", + " s = .02\n", + " c = c_[i]\n", + " plt.text(s, i - .06, '{:.2f}'.format(v),\n", + " color=c, fontweight='bold', fontsize=18)\n", + "\n", + "left_, right_ = plt.xlim()\n", + "plt.xlim((left_, 1.2*right_))\n", + "\n", + "plt.tick_params(axis=\"x\", labelsize=18)\n", + "plt.tick_params(axis=\"y\", labelsize=24)\n", + "\n", + "plt.title('*{}* class explanation'.format(bikes_boundary_point_class))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "xnBiFXehEG4a" + }, + "source": [ + "Therefore, **for this particular instance** the *windspeed* larger than 0.23\n", + "has significant positive influence on predicting the **medium** class.\n", + "*humidity* larger than 0.73 also has positive effect, whereas *temp*erature\n", + "between 0.5 and 0.66 and the year being of category 1 have negative effects.\n", + "By looking at the\n", + "[description](https://archive.ics.uci.edu/ml/datasets/bike+sharing+dataset)\n", + "of the Bikes data set, $yr = 1$ is 2012 and the temperature is between\n", + "15.5 and 23.02 degree Celsius." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "QRlNIn0yl8lu" + }, + "source": [ + "### RuleFit-like Explainer ###" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "fi_H0fA0XBee" + }, + "source": [ + "#### Tree-based Interpretable Representation ####\n", + "We start by creating a tree-based discretisation of the feature space." + ] + }, + { + "cell_type": "code", + "execution_count": 95, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 118 + }, + "colab_type": "code", + "id": "ehRxIeGHV-Sp", + "outputId": "2af2c9fe-cfd0-48a2-8446-06f5eae8044a" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "DecisionTreeRegressor(max_depth=3, random_state=42)" + ] + }, + "execution_count": 95, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tree_binariser_bikes = sklearn.tree.DecisionTreeRegressor(\n", + " random_state=42, max_depth=3)\n", + "tree_binariser_bikes.fit(bikes_mixup_sample_close,\n", + " bikes_mixup_sample_close_proba_ex)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "mST36C7xV-St" + }, + "source": [ + "First, we get the discrete..." + ] + }, + { + "cell_type": "code", + "execution_count": 96, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "fMZAZptyV-Su" + }, + "outputs": [], + "source": [ + "bikes_mixup_sample_close_tree_discrete = tree_binariser_bikes.apply(\n", + " bikes_mixup_sample_close)\n", + "bikes_boundary_point_tree_discrete = tree_binariser_bikes.apply(\n", + " [bikes_boundary_point])[0] # scikit-learn only accepts 2-D data" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "vvJLhM5pV-Sw" + }, + "source": [ + "...then binary (one-hot encoded) representation." + ] + }, + { + "cell_type": "code", + "execution_count": 97, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "ZCudZrg6V-Sw" + }, + "outputs": [], + "source": [ + "bikes_mixup_sample_close_tree_binary = fatf_ecml.one_hot_encode(\n", + " bikes_mixup_sample_close_tree_discrete)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "dehk938hW7E4" + }, + "source": [ + "Let's see purity of out discretisation." + ] + }, + { + "cell_type": "code", + "execution_count": 98, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 34 + }, + "colab_type": "code", + "id": "89VZIKtXh9qJ", + "outputId": "1eeafc0e-185e-46da-d711-82090d73d656" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "0.023009279041967014" + ] + }, + "execution_count": 98, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fatf_ecml.weighted_purity(\n", + " bikes_mixup_sample_close_tree_binary,\n", + " bikes_mixup_sample_close_proba_ex,\n", + " 'mse')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "FaPoWnHGcoHp" + }, + "source": [ + "We have not seen much of an improvement in the purity of our discretisation\n", + "because we limited the tree depth to 3.\n", + "This is because we need to visually inspect the tree to extract important\n", + "rules, however if this step is processed algorithmically, we can increase the\n", + "tree depth to get better quality discretisation." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "1LUOL0lQYHbw" + }, + "source": [ + "#### Explanation Generation ####" + ] + }, + { + "cell_type": "code", + "execution_count": 99, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 50 + }, + "colab_type": "code", + "id": "LTq6B4AWYag1", + "outputId": "3f7730da-9bae-4558-daec-d5422460ef27" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Ridge()" + ] + }, + "execution_count": 99, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "bikes_rulefit_like = sklearn.linear_model.Ridge()\n", + "bikes_rulefit_like.fit(\n", + " bikes_mixup_sample_close_tree_binary,\n", + " bikes_mixup_sample_close_proba_ex,\n", + " sample_weight=manhattan_dist_kern)" + ] + }, + { + "cell_type": "code", + "execution_count": 100, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 50 + }, + "colab_type": "code", + "id": "dZHX-okxYag-", + "outputId": "3f951640-8567-47e0-c6cb-e473269aa7f7" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([-0.12464442, 0.1292043 , 0.10902876, -0.33209851, -0.11180737,\n", + " 0.07220614, 0.20656718, 0.05154393])" + ] + }, + "execution_count": 100, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "bikes_rulefit_like.coef_" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "oYm47RpkZtmG" + }, + "source": [ + "Let's find the four most significant rules." + ] + }, + { + "cell_type": "code", + "execution_count": 101, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 34 + }, + "colab_type": "code", + "id": "HjkGHDRBZysl", + "outputId": "9b141ac5-9eaf-4959-e55c-764ec55af851" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([3, 6, 1, 0])" + ] + }, + "execution_count": 101, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "important_one_hot = np.argsort(np.abs(bikes_rulefit_like.coef_))[::-1]\n", + "important_one_hot = important_one_hot[:4]\n", + "important_one_hot" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "V9Y0itAracw5" + }, + "source": [ + "Let's figure out which tree nodes they correspond to --\n", + "we repeat the same procedure as with the Two Moons data set." + ] + }, + { + "cell_type": "code", + "execution_count": 102, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 34 + }, + "colab_type": "code", + "id": "os24otn_agIN", + "outputId": "d72d8eef-1203-4d13-db4d-85cc8c5bf165" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 7, 13, 4, 3])" + ] + }, + "execution_count": 102, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "leaf_id = np.sort(np.unique(bikes_mixup_sample_close_tree_discrete))\n", + "important_leaves = leaf_id[important_one_hot]\n", + "important_leaves" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "VJ0oYgXBbO23" + }, + "source": [ + "Next, we visualise the tree to find the rules.\n", + "The value predicted by the tree is probability of the *middle* class." + ] + }, + { + "cell_type": "code", + "execution_count": 103, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 516 + }, + "colab_type": "code", + "id": "0ExhdeyLbSq9", + "outputId": "7c71a513-8ce3-4aaf-df37-834138671976" + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(16, 8), dpi=80)\n", + "_ = sklearn.tree.plot_tree(\n", + " tree_binariser_bikes,\n", + " node_ids=True,\n", + " class_names=bikes_target_classes,\n", + " rounded=True,\n", + " filled=True,\n", + " feature_names=bikes_feature_names)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "duuX_8l2YahA" + }, + "source": [ + "We can visualise this explanation as a bar plot." + ] + }, + { + "cell_type": "code", + "execution_count": 105, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 412 + }, + "colab_type": "code", + "id": "g7lDCBtfYahB", + "outputId": "c87730e9-6028-483a-a513-3435f28de481" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, '*medium* class explanation')" + ] + }, + "execution_count": 105, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "x_ = ['windspeed $\\leq 0.214$ \\n temp $> 0.467$ \\n yr $=1$',\n", + " 'windspeed $> 0.214$ \\n hum $> 0.763$ \\n windspeed $\\leq 0.255$',\n", + " 'windspeed $\\leq 0.214$ \\n temp $\\leq 0.467$ \\n hum $> 0.786$',\n", + " 'windspeed $\\leq 0.214$ \\n temp $\\leq 0.467$ \\n hum $\\leq 0.786$']\n", + "h_ = bikes_rulefit_like.coef_[important_one_hot].tolist()\n", + "c_ = ['g' if i > 0 else 'r' for i in h_]\n", + "\n", + "plt.figure(figsize=(10, 8), dpi=60)\n", + "\n", + "# Plot bars\n", + "plt.barh(x_, h_, color=c_, height=.9)\n", + "\n", + "for i, v in enumerate(h_):\n", + " if v > 0:\n", + " s = v+0.02\n", + " else:\n", + " s = .02\n", + " c = c_[i]\n", + " plt.text(s, i - .06, '{:.2f}'.format(v),\n", + " color=c, fontweight='bold', fontsize=18)\n", + "\n", + "left_, right_ = plt.xlim()\n", + "plt.xlim((left_, 1.2*right_))\n", + "\n", + "plt.tick_params(axis=\"x\", labelsize=18)\n", + "plt.tick_params(axis=\"y\", labelsize=18)\n", + "\n", + "plt.title('*{}* class explanation'.format(bikes_boundary_point_class))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "pmM4gFWsfSPL" + }, + "source": [ + "The top two rules tell us that with *windspeed* $\\leq 0.214$ and *temperature*\n", + "$\\leq 0.467$, the humidity is a deciding factor for predicting the *medium*\n", + "class:\n", + "* *humidity* $> 0.786$ has positive effect on this class, and\n", + "* *humidity* $\\leq 0.786$ has negative effect.\n", + "\n", + "Similarly, for *windspeed* between $0.214$ and $0.255$, *humidity* higher than\n", + "$0.763$ has a positive effect on predicting the *medium* class.\n", + "\n", + "The last rule tells us that for low *windspeed* ($\\leq 0.214$) and high\n", + "*temperature* ($> 0.467$), the year is a deciding factor.\n", + "\n", + "While these explanations are a bit more intuitive, it is difficult to tell\n", + "whether the effect would push the prediction down to *low* or up to *high*.\n", + "Let's see whether decision tree-based surrogates can help us with that." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "PquQjb4XmA6Q" + }, + "source": [ + "### Tree-based Local Surrogate ###" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "HJ1u227wibzr" + }, + "source": [ + "#### Single-output Regression Surrogate ####\n", + "Let's start with a simple regression tree trained on the\n", + "sampled data." + ] + }, + { + "cell_type": "code", + "execution_count": 106, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 118 + }, + "colab_type": "code", + "id": "D9uXjdsbh9nA", + "outputId": "0a18821b-fb46-4aa7-c94d-b767985a5bba" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "DecisionTreeRegressor(max_depth=3, random_state=42)" + ] + }, + "execution_count": 106, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tree_based_surrogate_single = sklearn.tree.DecisionTreeRegressor(\n", + " random_state=42, max_depth=3)\n", + "tree_based_surrogate_single.fit(\n", + " bikes_mixup_sample_close,\n", + " bikes_mixup_sample_close_proba_ex,\n", + " sample_weight=manhattan_dist_kern)" + ] + }, + { + "cell_type": "code", + "execution_count": 107, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 34 + }, + "colab_type": "code", + "id": "B4MKnVZhjaeB", + "outputId": "6570d0de-5987-42e3-9c88-7ccc67bdf122" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "0.025292846388453673" + ] + }, + "execution_count": 107, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tree_discretisation = tree_based_surrogate_single.apply(\n", + " bikes_mixup_sample_close)\n", + "\n", + "fatf_ecml.weighted_purity(\n", + " tree_discretisation,\n", + " bikes_mixup_sample_close_proba_ex,\n", + " 'mse')" + ] + }, + { + "cell_type": "code", + "execution_count": 108, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 67 + }, + "colab_type": "code", + "id": "mIIxuvVwimUC", + "outputId": "577d7598-abd0-465b-8a00-b24540e37f9d" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([0. , 0. , 0. , 0. , 0. ,\n", + " 0. , 0. , 0.19107699, 0. , 0.22998904,\n", + " 0.57893397])" + ] + }, + "execution_count": 108, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tree_based_surrogate_single.feature_importances_" + ] + }, + { + "cell_type": "code", + "execution_count": 109, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 34 + }, + "colab_type": "code", + "id": "-8l4Je4WimQp", + "outputId": "8c9fd9e3-9777-419e-d648-723c5c74afac" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([10, 9, 7])" + ] + }, + "execution_count": 109, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "important_features = np.argsort(\n", + " tree_based_surrogate_single.feature_importances_)[::-1]\n", + "important_features = important_features[:3]\n", + "important_features" + ] + }, + { + "cell_type": "code", + "execution_count": 110, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 321 + }, + "colab_type": "code", + "id": "8UDBdT46imMh", + "outputId": "794cc357-9a20-4951-bcf1-446f8156996b" + }, + "outputs": [ + { + "data": { + "image/png": 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Z782sL0p16jBqa2s3PVNOl9XrPuI1S2vyy1bXrDuZrU/nPptc5+NvP865j5zLyrUr2WO7PbjzmDupW15H7fJaKisr88tf/vHLGbfvON5d/i4//d+fMmnGJJZ8uITx08Zz+zG3b043S6JxX1JnXzqmtvSle/fuG7R5TLxlFjXTvobi/Rsubmb9m5pWXqTtayu0W5/d6NM1G43PWzwv3z5v0brXw/sP3+g6Ggf40H5D+e0Jv2XHHjs2O3+nsk7s1HMnvjbqa/m21xe/3touSNoIQ7y46nLPTe3h2G4L1iEBWaCeWHUiAHMWzeHeufeyYPkCbplxCwDlnco5oeoEAAZPGszgSYO5ZNol+eWnvTUtH+D7bL8Pk4+fzPbdt99gOw+/8TC3/PUW5i6ay8o1K3lv+Xvc8OIN+em79tm13foobcvcnV5cDftIdmli2n5bshCpwbhR45j61lTmL5vPhY9duN60S0deyuBeg5tdduIrE/Nno//1/b8y/I71R+2Tj5/M8ZXH848P/sHVz1zN1c9cvcE6unXuxkUjLipCTyQVciReXM/lns8JIeS/IIUQdgH+b2lK0rZuQI8B3H/S/Zyy+ylUVlRS0bmCof2GMuHQCRu9W9vmGLXjKI77yHHs3GtnunXuRnmncnbutTOj9xjNlM9N8W5tUjtxJF5EMcZnQwh/Bg4Dngsh/AnYETgReJimR+hSuxvcazATj5y40Xmqz9/wzm33nHBPi9Y/csBIJh09qVW1SWo9R+LFdzLwM7Kzxi8ERgCXA1eUsihJ0tanrL7eK5C2ZjPfm1k/7OZhpS5DRdTUiLmUvPynY7IvHVNb+jJo0KBZwHp3TnIkLklSogxxSZISZYhLkpQoQ1ySpEQZ4pIkJcoQlyQpUYa4JEmJMsQlSUqUIS5JUqIMcUmSEmWIS5KUKENckqREGeKSJCXKEJckKVGGuCRJiTLEJUlKlCEuSVKiDHFJkhJliEuSlChDXJKkRBnikiQlyhCXJClRhrgkSYkyxCVJSpQhLklSogxxSZISZYhLkpQoQ1ySpEQZ4pIkJcoQlyQpUV1KXYDa117996L6/OpSl1EUlZWV1NbWlrqMotia+iKpdByJS5KUKENckqREGeKSJCXKEJckKVGGuCRJiTLEJUlKlCEuSVKivE58Kze7ZjbDJg0rdRmStJ6t5f4VpeZIXJKkRBnikiQlyhCXJClRhrgkSYkyxCVJSpQhLklSogxxSZISZYhLkpQoQ1ySpEQZ4pIkJcoQlyQpUYa4JEmJMsQlSUqUIS5JUqIMcUmSEmWIS5KUKENckqREGeKSJCXKEJckKVGGuCRJiTLEJUlKlCEuSVKiDHFJkhJliEuSlChDXJKkRBnikiQlyhCXJClRhrgkSYkyxCVJSpQhLklSogxxSZIS1aW9NxBCmAZ8KsZY1o7bOBx4DLg6xji+vbbTkYQQbgPOAj4SY3yjtNVIUvurXlrNtc9fy7S3p7Fs9TKq+lZx3rDzOGOvMza63NP/fJoxfxjT5LS9++3No6Mfzf9cs6KGm165iUfefIT5y+fTvUt3qvpWce6wczl595OL2p9iaPcQlySprRYsX8BJ95/E/GXz822zFs5i3BPjWLBiARePuLjN26irr+O0B09j1sJZ+bYVa1awcOVCXnj3BRatWsRZe5/V5u0U05bYnf6vwNAtsB1J0lZqwvQJ+QC/8fAbeenMlxgxYAQA1794PdVLq1u0nurzq9d7NB6Fz6yZmQ/wETuM4K9f/Cv3nnAvncs6AxBfjcXsUlG0e4jHGP8RY5zd3tuRJG2d6urreGDeAwAM2W4Io4eMZkCPAYwdPhaA1XWrmTJvSpu307lT5/zrQwcfSr9u/ThgpwPYoccOAKxcs7LN2yi2je5ODyH0AhYCz8cYD27U3h2oBSqAf40x3tFo2gXAzcB5McZbmzom3vgYNnAf8F3gYKAr8DzwzRjj003UsyNwDXAC0Af4O3A98GYz9VcB3wCOBAYDK4Bq4CngP2KMNbn5zgZ+AZwDvAf8B7Av8CEwNVfPnCbW3wO4GDgNGALUA38Fbowx/rqZmo7JLfMJoDfwNnAv8N0Y46Im5j8auAoYCawC/pzrkyRtE+bVzmPJh0sAqOpblW+v2m7d6xk1M1q0rn3v3JdFKxcxsOdAjtn1GL4+6uv0regLwF6VezFywEheXPAiT1Q/wfn7nM+rta+yYPkCAA7b+bBidaloNjoSjzEuBZ4DPhFC6N1o0sFkAQ5wVMFiDT9PbcH29wOeBroBPwOmAIcAU0MIezaeMYSwfW7ec4FXgRuAl4H/Bi4tXHEIYSeyLwTnAH8DbgTuAF4Hvgjs1EQ9p5J9qXgb+DHwF2A08EwT9WwHPEn2pWItcCtwO7ADcFcI4b+aqOkq4CHgAOAPuZrmAuOAp0IIfQrm/zzwcO7faTLwU6B/rq6PNFG/JG11albU5F/3Ku+Vf927vHeT82zM+yveZ039Gt5e+jY//9vPGT1lNKvWrgKgrKyMu469i4N2OoiX3nuJfe7Yh9FTRlNGGWfudSZX7HdFkXpUPC05se1PZKF9GFnwQBbUa4HHaRTiIYROwBHAvBhjk6PjAscD58QYb2u0ji+TBfPFwFcazXsNUAXcEGO8tNH8E8lCrdDngX7AJTHGHzeeEELoCdQ1scyJwIkxximN5r2Y7AvDzaz/heUGYARwRYzxB43m70b2ReDKEMI9McaXc+1HAONztR7XeNTdaE/A1eS+kOT2gvw0V+ehMcYXGs1/PXBJE/U3TB8DjAEYf9P45maTpJKprKxs8bydP1y3m7uioiK/bC21+fbyruXNrnP3ut257qjr+EzVZxjUaxAz35/JeX84j1cXvsqshbN49J1H+eI+X6Suvo4v3fsl/vLO+pGytn4tbyx9g+VdlrNTZVPjv5YrL2++ztZoyTHxhhF14wA7CphOtht45xDCR3PtHycLzpaMwgGeahzgObcCa8h2NwMQQigHzgQ+IAvCvFy4/Woj21hR2BBjXBZj3KAd+FPjAM+ZCLwGHBlC2DVXT3/gX4AXGgd4bt0rgSuAMuALjSZdlHs+v3C3ee7f4GWyPjY4mezf8q7GAZ4zHljcRP0N65scYwwxxtDcPJJUSrW1tS1+bFe+XX65mqU1+fbqmnUns/Xp3KfZ5XfstCOnV51OP/qxculKqrpVcfG+685mf/rNp6mtreXul+/mj6/9EYAxQ8Yw+6zZPD7mcQb2HMhTbz/FmHvGbFbdTT1Wr17d6mWb0pKR+F/IgvAogBBCX7Ljsz8gG6WTm/Yq2bFnGrVvSmE4EWNcHUJ4F2j8VWUvoAfwRIyxqfCaRnbNdGP3k43eb8odh36Y7Fj4zBhjfTP1PN5EPWtDCE8Cu5ONvN8E9gc6A/UhhPFNrKc899z4rPyDgNXAmNxIuVBXYIcQQv/csfqRG6lpcQjhZeBTzfRDkrYaVZVV9OnahyUfLmHe4nn59nmL1r0e3n94s8vX1dfRqWz9MWtZ2bpbl5SRvZ67aG6+7ZQ9TqF319707tqbAwceyH2v3cfs2tnUrKihf/f+be5TsWxyJB5j/JDs2O8+IYQdgMPJAmxqjHEW8A7rRulHkZ3c1dIQX9RM+5rcNhr0zT2/28z88wsbcrvzP0G2t+Bosl3TM4A3QwgXFc7fwvU31NHwDu5PdtJZ4ePK3PR1B2+yZcqbmf8qYO+CZTa7z5K0NepU1okTq04EYM6iOdw7914WLF/ALTNuAaC8UzknVJ0AwOBJgxk8aTCXTLskv/y4P4/jhhdvYN7ieaxau4r/fe9/uW76dfnp+++4PwADegzIt/1u7u/44MMPmLtoLs/MfwaALmVd6FHeo137urlaerOXPwGfJgvpTwIryUa1DdOODSFUAIcCf4sxLihynQ2j7x2bmT6wqcbcl4zTQghdyM42Pxq4EPhxCGFZjPHnBYtsav2LC56vjzF+bVPFN1qmU4yx32bM35KaJGmrN27UOKa+NZX5y+Zz4WMXrjft0pGXMrjX4GaXXbRqEXe/ejc/nP7DDaYdOPDA/BeE43Y7jgnTJ1C9tJrJcyYzec7k9eYNHw1079K9CL0pnpZeJ974uPiRwNO5Y78N0/oBFwA9afnx8M0xG1gOfDy3O7/Q4RtbOMa4JsY4Pcb4faDh/nyfa2LWDXZPhxA6k50xD/BS7vk5ciecbbLydZ4BKkMIw1o4/4sbqakv2fkHkrRNGNBjAPefdD+n7H4KlRWVVHSuYGi/oUw4dMIm79Y2dp+xnPbR06jqW0XP8p5UdK5gz8o9uWzUZdx13F3568N7de3FfSfexxl7nsGgnoPoUtaFbp27MbTfUL65/ze55pBrtkRXN0tLR+Ivko0MTyZ3CVWjaQ27zr9Z8HPR5I6T/wo4n+ykrsZnp+/H+ieENbSPAuY2cQy9YWS7vIlNHRlCOKHg5Lavkh0Pf6zhjPsY44JcPV8MIXwbuCbGuLZg+7sDdTHG13NN15OdjT8phPD5GOM/C+bvCewTY3wm1/R7smvxvxBC+EnByW3jWbe7XZK2CYN7DWbikRM3Ok/1+Rveue3AnQ7kwJ0ObNE2BvUaxITDJrSqvlJoUYjnTu6aRhbi0Gi0HWN8M4TwGlnQNVx21h6uJNsTcEkuuJ8ku9b7NOBB4KSC+b8IfDl3UtprZIG4O9llZKvILhEr9ADwuxDC78iu3/44cCzZDW++UjDvV8lu8PKfZGH+JNnx60FkJ7TtTzbqfx0gxjg1hPAN4HvAnBDCg7lpvYBdyUbcTwKfzc2/NIQwFrgbeCKEcDfZ+QeHAMPJbvrS8e48IEnaYjbntqsNwb2EDc8qb5g2vZmzx9ssxvg+2fXqvyA7W/0SspC9gGyUW+jXwG3AACDk5h8J/AbYL8bY1LXl9wKnALuQXaf+yVzbQYW3jo0xLiEL3guB98luCvM1suvkPyDbW/BowTLfZ9319gfnahpDdje5W4BvFcx/D1moT8/14d/IvlAcRO7LgSRp21VWX9/c1Vbbjsa3XW3iuvWkzXxvZv2wm1t6GF6Stoymdns3p7KystnrpFPTlr4MGjRoFuuuZAK2zP9iJkmS2oEhLklSogxxSZIS1dJLzLZquePgt5W4DEmSNosjcUmSEmWIS5KUKENckqREGeKSJCXKEJckKVGGuCRJiTLEJUlKlCEuSVKiDHFJkhJliEuSlChDXJKkRBnikiQlyhCXJClRhrgkSYkyxCVJSpQhLklSogxxSZISZYhLkpQoQ1ySpEQZ4pIkJcoQlyQpUYa4JEmJMsQlSUqUIS5JUqIMcUmSEtWl1AWofe3Vfy+qz68udRlFUVlZSW1tbanLKAr70jHZF6XGkbgkSYkyxCVJSpQhLklSogxxSZISZYhLkpQoQ1ySpEQZ4pIkJcoQlyQpUYa4JEmJMsQlSUqUIS5JUqLK6uvrS12D2tGaNWuWd+nS5Y1S11EMy5Yt692zZ88PSl1HMdiXjsm+dEz2JW9noM96LfX19T624seYMWNiqWuwL/YllYd96ZgP+9L8w93pkiQlyhDf+k0udQFFZF86JvvSMdmXjqmoffGYuCRJiXIkLklSogxxSZIS1aXUBah1Qgh7Az8BDgIWAT8Dro4xrt3Ecn2BG4DPkX2JmwJcFGOsacdyN6o1fQkhdAW+CxwI7Ad0izGWtX+1G9fKvuwPfAU4FBgEvAXcBXw/xriyvWveSF2t6csw4DrgY0B/4F3gEeDbMcZ32rvmjdTVqs9Lo+U7Ac8Bo4ATY4xT2qnUltTSmvdlN+D1JibdHWM8vR3KbJG2vC8hhFOBbwLDgeXA88DoGOOydit44/W05n0ZD1zVzOQrY4zf29R2DfEEhRAqgf8BZgInA7uT/eHsBHxrE4tH4KPAl4A64PvAfWQBssW1oS89yPrwHPA0cGT7VrppbejLabl5vw/MIQvA7+SeR7djyc1qQ1/6koXFL4F/Ah8h+yM1KoSwf4xxTXvW3ZQ2fl4afInsGt2SKkJfxgFPNfr5/WLX2FJt6UsI4UvAROAHwGVAJdnfgJJkWhv68jPgoYK2zwFXAH9sybY9sS1BIYRvApcDu8YYl+TaLgfGAwMb2ppY7iCywPtUjPHPubZPAM8Cn44x/s8WKL+wplb1JTdfWYyxPoTwVeAnpR6Jt+F92T7G+H5B21jgp8BuMcY327Xwpmtq9fvSxLo+TTYaHxVjfLEdyt3U9tvUl9wf6FeBb5D90S3ZSLwNv2O7kX25KulehMba8nkh68vXYoyTtlC5G1Xkz8sfgKoY49CWzO8x8TQdCzxc8IvxG6A78KlNLPduQ4ADxBifI/tAHNsehbZAa/tCjLGjfQNtVV8KAzznpdzzoOKVt1la/b40oeFQTddiFNYKbe3Ld8hGr1PbobbNVcz3pdRa25eQe769vQprhaK8LyGE/sCngV+3dBlDPE17AbMbN8QY/0F2XGivzVkuZ9YmlmtPre1LR1TMvhxEdrjjteKUttna1JcQQqcQQtcQwp7AtWTHK59rj0JboNV9CSF8DDiXbDd0R9DW37FfhBDWhhDeCSH8KITQvT2KbKHW9uUA4O/AeSGEt0MIq0MIz4YQPtl+pW5SsT77o4FyDPGtXiXZiROFanPTir1ce+qINbVWUfoSQhhIdhztjhjjguKUttna2pcHgVVkf9j6ASfEGOuKVt3maUtffgJMjDHOLXZRrdTavqwCbgLOA44iO1RzAdlosVRa25eBwJ5kn5ErgBOBZcBDIYQdi1xjSxXr79jpwIsxxjktXcAT26QOJHfWfQSWApeWuJy2uJAsvIeQ/bH9Ywjh4FKebb+5Qgink4XFiaWupa1yVwZ8tVHTtBDCu8DNIYR9Y4yvlKi01igDegFjYowPAYQQngbeJOvjt0tYW6uFEHYi2/V+xeYs50g8TbVkZwEXqsxNK/Zy7akj1tRabepLCKGM7KzuYcBxMcZS9r9NfYkxzokxPhtjvBM4BhgBfKG4JbbYZvclhFAO/JDsioFOIYTtWPe/R/UMIfRuhzpbopifl3tyz6PaVFHrteXvWD0wraEhdyx6OrB3EevbHMV4XwLZF5S7N2fDhniaZlNwnCWEsAvZZVdNHfNudrmc5o6Vbwmt7UtH1Na+3EB2ecrJMcZS971o70vu7PqFQFXRqts8relLT7JLyn5E9ke4FmgYrf6GdScebmnF/LzUFzxvaa3tyyyysCu8GqWM7DySUijG+3I68GSM8a3N2bAhnqY/AscUjAZOA1YAj29iuYEhhEMaGkII+5H9cW3RNYntoLV96Yha3ZfcJSpfBf4lxvhk+5XYYkV7X3Int/Wn6ZuNbAmt6ctS4IiCxxm5aVcCZ7ZPqZtUzM/L53PP04tRWCu0ti8Nl8gd0dCQu4nVKNZ90drS2vS+5C4BPJDNOKGtgdeJJyh33epMYAbZ7r4qshHDDTHGbzWaby7weIzxvEZtD5MdpxzHupu9LIgxlvJmL63ty7FkI6bPkp2wMyY36fkSXVvdqr6EEL4A/Aq4jeyEo8ZeizG+1/7Vr68NfZkArCG798AiYCjZ9bNrgH1LcTettvyOFaxnN0p8rXUb3pfxQG+yS+WWAIeR3STlwRhjKW8o1NrP/n1kZ6l/g+yGNZeT7Ur/aCkOQ7X1dyyE8A2ySxl3auaS02Y5Ek9Q7pf0KKAz8ABwNXA9G96+r0tunsZOI/tmeCvZ8dfpwCntWe/GtLEv/4/sv/Vr+EBMzj2OoATa0JfP5J7PBv5S8Di+/SpuXhv68gLZ3f9+DvwBuAj4LXBgqW6H2cbfsQ6lDX2ZTXbS1C/Irhz4Atkx/1Kdp9DW9+VfyO40+SOyY/urgSNLdR5JEX7HTgembm6AgyNxSZKS5UhckqREGeKSJCXKEJckKVGGuCRJiTLEJUlKlCEuSVKiDHFJkhL1/wE8l3dWnkLiwAAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "x_ = np.asarray(bikes_feature_names)[important_features]\n", + "h_ = tree_based_surrogate_single.feature_importances_[important_features].tolist()\n", + "c_ = ['g' if i > 0 else 'r' for i in h_]\n", + "\n", + "plt.figure(figsize=(8, 6), dpi=60)\n", + "\n", + "# Plot bars\n", + "plt.barh(x_, h_, color=c_, height=.9)\n", + "\n", + "for i, v in enumerate(h_):\n", + " if v > 0:\n", + " s = v+0.02\n", + " else:\n", + " s = .02\n", + " c = c_[i]\n", + " plt.text(s, i - .06, '{:.2f}'.format(v),\n", + " color=c, fontweight='bold', fontsize=18)\n", + "\n", + "left_, right_ = plt.xlim()\n", + "plt.xlim((left_, 1.2*right_))\n", + "\n", + "plt.tick_params(axis=\"x\", labelsize=18)\n", + "plt.tick_params(axis=\"y\", labelsize=24)" + ] + }, + { + "cell_type": "code", + "execution_count": 111, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 516 + }, + "colab_type": "code", + "id": "5ojd0AzhkSiG", + "outputId": "63b45f4e-2e82-4775-a0ce-fabe6e194a18" + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(16, 8), dpi=80)\n", + "_ = sklearn.tree.plot_tree(\n", + " tree_based_surrogate_single,\n", + " node_ids=True,\n", + " class_names=bikes_target_classes,\n", + " rounded=True,\n", + " filled=True,\n", + " feature_names=bikes_feature_names)" + ] + }, + { + "cell_type": "code", + "execution_count": 112, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 202 + }, + "colab_type": "code", + "id": "dsmQ_gbfmNmh", + "outputId": "b1f3e7f4-c565-41f4-be4e-26e37860da75" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "['season',\n", + " 'yr',\n", + " 'mnth',\n", + " 'holiday',\n", + " 'weekday',\n", + " 'workingday',\n", + " 'weathersit',\n", + " 'temp',\n", + " 'atemp',\n", + " 'hum',\n", + " 'windspeed']" + ] + }, + "execution_count": 112, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "bikes_feature_names" + ] + }, + { + "cell_type": "code", + "execution_count": 113, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 50 + }, + "colab_type": "code", + "id": "9z_hHevGmI7p", + "outputId": "283190ef-07db-4302-f978-42580f43ded6" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([3. , 1. , 9. , 0. , 6. , 0. ,\n", + " 2. , 0.659167, 0.611121, 0.799167, 0.281104], dtype=float32)" + ] + }, + "execution_count": 113, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "bikes_boundary_point" + ] + }, + { + "cell_type": "code", + "execution_count": 114, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 34 + }, + "colab_type": "code", + "id": "LvkOIW15lBDn", + "outputId": "42a53fe0-870c-48c6-ddf4-f271e754bc66" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "13" + ] + }, + "execution_count": 114, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tree_based_surrogate_single.apply(\n", + " [bikes_boundary_point])[0]" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "N8q5Jol6lLHS" + }, + "source": [ + "Similar to the Moons example, we can extract counterfactuals for our explained\n", + "instance.\n", + "Since it is assigned to the leaf #13, the closest leaf with low probability\n", + "of the *medium* class is #10, which gives the following counterfactual:\n", + "\n", + "> Had the *humidity* been $\\leq 0.763$ instead of 0.799, and *windspeed* been\n", + " $\\leq 0.271$ instead of 0.281, the prediction of the *middle* class would\n", + " drop from 0.556 to 0.373.\n", + "\n", + "and\n", + "\n", + "> Had the *humidity* been $> 0.823$ instead of 0.799, the prediction of the\n", + " *middle* class would raise from 0.556 to 0.733.\n", + "\n", + "However, we still don't know what happens to the other two classes.\n", + "Let's turn to multi-output regression trees and see how they can handle\n", + "this problem." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "BGphkWMTnpwJ" + }, + "source": [ + "#### Multi-output Regression Surrogate ####\n", + "Instead of just using the probabilities predicted by the black box for the\n", + "*middle* class, we use probabilities predicted for all the classes." + ] + }, + { + "cell_type": "code", + "execution_count": 115, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 118 + }, + "colab_type": "code", + "id": "e13wst9r0Q_k", + "outputId": "2b7b8436-9779-4b4a-9035-f70aa6d0e058" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "DecisionTreeRegressor(max_depth=3, random_state=42)" + ] + }, + "execution_count": 115, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tree_based_surrogate_multi = sklearn.tree.DecisionTreeRegressor(\n", + " random_state=42, max_depth=3)\n", + "tree_based_surrogate_multi.fit(\n", + " bikes_mixup_sample_close,\n", + " bikes_mixup_sample_close_proba,\n", + " sample_weight=manhattan_dist_kern)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's see purity of the *middle* class." + ] + }, + { + "cell_type": "code", + "execution_count": 116, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 34 + }, + "colab_type": "code", + "id": "LDgDP3oRnZ8J", + "outputId": "5608095a-bb37-4f62-99ed-37b9ec540710" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "0.02640628492253447" + ] + }, + "execution_count": 116, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tree_discretisation = tree_based_surrogate_multi.apply(\n", + " bikes_mixup_sample_close)\n", + "\n", + "# Purity of the *middle* class\n", + "fatf_ecml.weighted_purity(\n", + " tree_discretisation,\n", + " bikes_mixup_sample_close_proba_ex,\n", + " 'mse')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Also, let's have a look at purity of the *low* class..." + ] + }, + { + "cell_type": "code", + "execution_count": 117, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 34 + }, + "colab_type": "code", + "id": "Qb4v9G5RnaMy", + "outputId": "87e5a944-57b5-4b12-94c0-9fffac33f4b2" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "0.015252539380466468" + ] + }, + "execution_count": 117, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Purity of the *low* class\n", + "fatf_ecml.weighted_purity(\n", + " tree_discretisation,\n", + " bikes_mixup_sample_close_proba[:, 0],\n", + " 'mse')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "...and the *high* class." + ] + }, + { + "cell_type": "code", + "execution_count": 118, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 34 + }, + "colab_type": "code", + "id": "iajqPpTNoQd2", + "outputId": "7a408aa7-c9f5-4672-d0a1-ef630892e33b" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "0.03408769588399393" + ] + }, + "execution_count": 118, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Purity of the *high* class\n", + "fatf_ecml.weighted_purity(\n", + " tree_discretisation,\n", + " bikes_mixup_sample_close_proba[:, 2],\n", + " 'mse')" + ] + }, + { + "cell_type": "code", + "execution_count": 119, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 67 + }, + "colab_type": "code", + "id": "V2SnK5Ubot2c", + "outputId": "89988bb7-8004-4442-b523-3fb4c041be51" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([0. , 0. , 0. , 0. , 0. ,\n", + " 0. , 0. , 0.03564297, 0.4555767 , 0.23755485,\n", + " 0.27122548])" + ] + }, + "execution_count": 119, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tree_based_surrogate_multi.feature_importances_" + ] + }, + { + "cell_type": "code", + "execution_count": 120, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 34 + }, + "colab_type": "code", + "id": "DCvqTKUtot2k", + "outputId": "fb3c3c96-5aa1-4ecc-a0da-a35ff9178778" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 8, 10, 9, 7])" + ] + }, + "execution_count": 120, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "important_features = np.argsort(\n", + " tree_based_surrogate_multi.feature_importances_)[::-1]\n", + "important_features = important_features[:4]\n", + "important_features" + ] + }, + { + "cell_type": "code", + "execution_count": 121, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 321 + }, + "colab_type": "code", + "id": "wSqSRPRnot2q", + "outputId": "8f9b7400-291d-4610-e3e8-b66948365f7a" + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "x_ = np.asarray(bikes_feature_names)[important_features]\n", + "h_ = tree_based_surrogate_multi.feature_importances_[important_features].tolist()\n", + "c_ = ['g' if i > 0 else 'r' for i in h_]\n", + "\n", + "plt.figure(figsize=(8, 6), dpi=60)\n", + "\n", + "# Plot bars\n", + "plt.barh(x_, h_, color=c_, height=.9)\n", + "\n", + "for i, v in enumerate(h_):\n", + " if v > 0:\n", + " s = v+0.02\n", + " else:\n", + " s = .02\n", + " c = c_[i]\n", + " plt.text(s, i - .06, '{:.2f}'.format(v),\n", + " color=c, fontweight='bold', fontsize=18)\n", + "\n", + "left_, right_ = plt.xlim()\n", + "plt.xlim((left_, 1.2*right_))\n", + "\n", + "plt.tick_params(axis=\"x\", labelsize=18)\n", + "plt.tick_params(axis=\"y\", labelsize=24)" + ] + }, + { + "cell_type": "code", + "execution_count": 122, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 516 + }, + "colab_type": "code", + "id": "_WaB5Rl4naI7", + "outputId": "f8adfb74-401e-429b-a0d2-16376b90a7b6" + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(16, 8), dpi=80)\n", + "_ = sklearn.tree.plot_tree(\n", + " tree_based_surrogate_multi,\n", + " node_ids=True,\n", + " class_names=bikes_target_classes,\n", + " rounded=True,\n", + " filled=True,\n", + " feature_names=bikes_feature_names)" + ] + }, + { + "cell_type": "code", + "execution_count": 123, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 202 + }, + "colab_type": "code", + "id": "Vpfqo-uKpYXi", + "outputId": "765f2b28-66d3-420d-89a9-7cc851879ce0" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "['season',\n", + " 'yr',\n", + " 'mnth',\n", + " 'holiday',\n", + " 'weekday',\n", + " 'workingday',\n", + " 'weathersit',\n", + " 'temp',\n", + " 'atemp',\n", + " 'hum',\n", + " 'windspeed']" + ] + }, + "execution_count": 123, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "bikes_feature_names" + ] + }, + { + "cell_type": "code", + "execution_count": 124, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 50 + }, + "colab_type": "code", + "id": "QgFnBVUBpYXm", + "outputId": "c77ab7de-f42d-4962-88a6-2da6a093a41e" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([3. , 1. , 9. , 0. , 6. , 0. ,\n", + " 2. , 0.659167, 0.611121, 0.799167, 0.281104], dtype=float32)" + ] + }, + "execution_count": 124, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "bikes_boundary_point" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's see which tree node our instance is assigned to." + ] + }, + { + "cell_type": "code", + "execution_count": 125, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 34 + }, + "colab_type": "code", + "id": "dZ5NJt9EpYXo", + "outputId": "89affaa5-8561-4c1d-a35d-f0c16ed8b58e" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "14" + ] + }, + "execution_count": 125, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tree_based_surrogate_multi.apply(\n", + " [bikes_boundary_point])[0]" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "7FbTEkRoofYf" + }, + "source": [ + "Now, we can compose counterfactuals such as:\n", + "\n", + "> Had the *humidity* been $ \\leq 0.711$ instead of 0.799, the prediction would\n", + " have changed from: **medium** -- $p(\\text{medium})=0.568$, $p(\\text{high})=0.295$ -- to\n", + " **high** -- $p(\\text{medium})=0.434$, $p(\\text{high})=0.522$.\n", + "\n", + "or\n", + "\n", + "> Had *windspeed* been $\\leq 0.228$ instead of 0.281, and *humidity* been\n", + " $\\leq 0.774$ instead of 0.799, the prediction would have changed from\n", + " **medium** -- $p(\\text{medium})=0.568$, $p(\\text{high})=0.295$ -- to **high**\n", + " -- $p(\\text{medium})=0.138$, $p(\\text{high})=0.797$.\n", + "\n", + "or\n", + "\n", + "> Had *atemp* been $\\leq 0.39$ instead of 0.611, and *temp* been\n", + " $\\leq 0.339$ instead of 0.659, the prediction would have changed from\n", + " **medium** -- $p(\\text{medium})=0.568$, $p(\\text{low})=0.137$ -- to **low**\n", + " -- $p(\\text{medium})=0.381$, $p(\\text{low})=0.581$.\n", + " (This is tree node #2, which is not a leaf node, however by looking at the\n", + " predictions of both its children, we can safely make such a claim.)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "yObJZ8GUAdg7" + }, + "source": [ + "# Summary #\n", + "## Ready-made Explainers ##\n", + "Building bespoke surrogates is both fun and challenging.\n", + "To cater a non-technical audience, FAT Forensics implements pre-made surrogates\n", + "in addition to implementing their core building blocks.\n", + "At the moment, two such explainers are available. \n", + "\n", + "### TabularBlimeyLime ###\n", + "This is an implementation of the popular LIME algorithm inside of the\n", + "FAT Forensics package.\n", + "This algorithm involves discretising the data using\n", + "`fatf.utils.data.discretisation.QuartileDiscretiser` and\n", + "sampling around a query data point within the discrete representation\n", + "with `fatf.utils.data.augmentation.NormalSampling`.\n", + "The sampled data is then transformed into a binary interpretable representation\n", + "where the interpretable features for the sampled data are 1 if they lie in\n", + "the same quartile (or category for categorical attributes) as the query point, else 0.\n", + "A weighted ridge regressor is then fitted to the interpretable representation\n", + "with the aim of predicting the probabilities of a selected (explained)\n", + "class output by the black-box model for the local sample.\n", + "The coefficients of this regressor are then used as interpretable\n", + "feature importance (explanations).\n", + "\n", + "This implementation is limited to probabilistic black boxes.\n", + "For a more in depth description please see the documentation of this class\n", + "[here](https://fat-forensics.org/generated/fatf.transparency.predictions.surrogate_explainers.TabularBlimeyLime.html).\n", + "\n", + "### TabularBlimeyTree ###\n", + "This is a surrogate explainer based on a decision tree.\n", + "This explainer does not use an interpretable representation, instead the local\n", + "decision tree learns one.\n", + "In this case, data augmentation is done with\n", + "`fatf.utils.data.augmentation.Mixup` and the data are no discretised beforehand.\n", + "Data are augmented around a query point and a regression tree is fitted to the\n", + "probabilities of a selected (explained) class output by the black-box model\n", + "for the local sample.\n", + "\n", + "At the moment, the only two available explanations are tree-based feature\n", + "importance and tree structure visualisation; counterfactuals and rules are\n", + "coming soon.\n", + "For a more in depth description please see the documentation for this class\n", + "[here](https://fat-forensics.org/generated/fatf.transparency.predictions.surrogate_explainers.TabularBlimeyTree.html).\n", + "\n", + "## Final Remarks ##\n", + "We've covered quite a lot of ground.\n", + "While the steps required to extract visually appealing explanations from\n", + "local surrogates may have been complicated, we are currently developing\n", + "relevant algorithms within the FAT Forensics package to address this issue.\n", + "In particular, we are implementing more streamlined explanatory mechanisms\n", + "for scikit-learn decision trees.\n", + "\n", + "You may have hoped for a secret recipe for building surrogates -- we're sorry\n", + "to disappoint you.\n", + "There is no single magical combination -- a silver bullet -- and you simply\n", + "need to adapt the composition of your surrogate explainer to the problem at\n", + "hand.\n", + "However, there are some general rules.\n", + "For example, when sampling in the binary or discrete interpretable domains,\n", + "the augmented data will be **global** and not local.\n", + "In such a case, instance weighting based on kernelised distances is\n", + "**strongly recommend**, but then you need to choose the distance metric,\n", + "kernel and its parameterisation.\n", + "With an inherently local sample, the latter step is not required but may be\n", + "helpful.\n", + "Another example is tree-specific: it may be desirable to overfit the local\n", + "surrogate tree to the data sampled in the explained neighbourhood\n", + "(vicinity of the explained instance)\n", + "to achieve an arbitrarily good fidelity with respect to our sample.\n", + "All in all, you need to choose wisely.\n", + "\n", + "![Choose wisely!](http://blog.clinicalmonster.com/wp-content/uploads/sites/3/2017/04/choose-wisely.jpg)\n", + "\n", + "Now, if you choose to do so, it is time for you to build your own bespoke\n", + "surrogate explainer.\n", + "A more concise story of building custom surrogate explainers of tabular data\n", + "is available as a how-to guide on FAT Forensics' website\n", + "[here](https://fat-forensics.org/how_to/transparency/tabular-surrogates.html).\n", + "Most of the code from this guide has been ported into the\n", + "`0-environment-test.ipynb` notebook, which we used at the beginning to test\n", + "the environment.\n", + "\n", + "---\n", + "\n", + "Reach out via Slack with any questions or comments: \n", + "    \n", + "[![Chat via Slack](https://img.shields.io/badge/slack-FAT%20Forensics%20events-yellow.svg?logo=slack)](https://fatforensicsevents.slack.com/)\n", + "\n", + "---\n", + "\n", + "Thank you for attending the ECML-PKDD 2020 Hands-on Tutorial on\n", + "\n", + "> **What and How of Machine Learning Transparency**: \n", + " *Building Bespoke Explainability Tools with Interoperable Algorithmic\n", + " Components*\n", + "\n", + "See for more details.\n", + "\n", + "---\n", + "\n", + "Explain away!" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "xVp4I3bDAeos" + }, + "source": [ + "![Explain away!](https://media0.giphy.com/media/3owzW5c1tPq63MPmWk/200.gif)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "colab": { + "collapsed_sections": [], + "name": "4-explanation_generation.ipynb", + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.1" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/notebooks/README.md b/notebooks/README.md new file mode 100644 index 0000000..a72ada9 --- /dev/null +++ b/notebooks/README.md @@ -0,0 +1,105 @@ +# Hands-on Resources (ECML-PKDD 2020) # + +The Jupyter Notebooks included in this directory are *hands-on* materials +used for the [ECML-PKDD 2020](https://ecmlpkdd2020.net/) hands-on tutorial: + +> **What and How of Machine Learning Transparency:** + *Building Bespoke Explainability Tools with Interoperable Algorithmic + Components* + +These resources provide guidance on building bespoke surrogate explainers +of individual black-box predictions for tabular data. +See for more details. + +## Help with the Hands-on Exercises ## + +During *Part 3.2* of the tutorial you can reach out via the dedicated Slack +workspace to ask questions and get help with any issues or problems. +Registration for the workspace is limited to ECML-PKDD 2020 participants -- +the sign-up URL can be found in the Whova app and on the ECML-PKDD 2020 +website. + +[![Chat via Slack](https://img.shields.io/badge/slack-FAT%20Forensics%20events-yellow.svg?logo=slack)](https://fatforensicsevents.slack.com/) + +## Contents ## + +This directory holds five Jupyter Notebook, a Python library dedicated for this +tutorial and a file with Python packages required to execute the notebooks. + +* [`0-environment-test.ipynb`](0-environment-test.ipynb) -- a test notebook + used to *validate* environment setup. +* [`1-data-sets.ipynb`](1-data-sets.ipynb) -- a notebook discussing two + *data sets* that are used throughout the tutorial. +* [`2-interpretable-representations.ipynb`](2-interpretable-representations.ipynb) + -- a notebook introducing *interpretable representations*. +* [`3-data-sampling.ipynb`](3-data-sampling.ipynb) -- a notebook covering + various *data sampling* approaches. +* [`4-explanation-generation.ipynb`](4-explanation-generation.ipynb) -- a + notebook walking through *explanation generation* procedure. + +--- + +* [`fatf_ecml.py`](fatf_ecml.py) -- a Python library with helper functions used + throughout the notebooks. +* [`requirements.txt`](requirements.txt) -- a list of (two) Python packages + required to run the notebooks. (See below for more details.) + +## Executing the Notebooks ## + +There are three distinct ways in which you can run the Jupyter Notebooks. +First, you can install the required dependencies, download the notebooks and +run them on your own machine. +Alternatively, you can execute them online directly in your web browser +(no installation required) using either of the two Jupyter Lab services: +[My Binder](https://mybinder.org/) or +[Google Colab](https://colab.research.google.com/). + +### Local Installation ### + +First you need to install the required Python packages. +You can either do it manually with: +``` bash +$ pip install fat-forensics[all] +$ pip install jupyterlab +``` + +or use the [`requirements.txt`](requirements.txt) file: +``` bash +$ pip install -r requirements.txt +``` + +Then you should run the Jupyter Lab server in the directory that holds +the notebooks with: +``` bash +$ jupyter lab +``` + +To download the notebooks (content of this directory) you need to get a copy +of this GitHub repository. +You can download a ZIP archive by licking this +[link](https://github.com/fat-forensics/Surrogates-Tutorial/archive/master.zip). +Alternatively, you can clone it with `git` using the following command: +``` bash +$ git clone https://github.com/fat-forensics/Surrogates-Tutorial.git +``` + +### Google Colab ### + +To run the notebooks in your browser with Google Colab click the button below +and select the desired notebook from the list (a Google account is required). +**Beware that any changes you make will not be saved unless you click the +`Copy to Drive` button (visible at the top) and open your Google Drive +copy of the notebook in a new tab when prompted.** + +[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/fat-forensics/Surrogates-Tutorial/blob/master/) + +### My Binder ### + +To run the notebooks in your browser with My Binder click the button below. +Then, you need to navigate to the `notebooks/` +directory. +**Beware that any changes you make will not be saved unless you download +the notebook that you are working on (use the `File -> Download as -> Notebook` +menu option in Binder).** + +[![Open in Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/fat-forensics/Surrogates-Tutorial/master?filepath=notebooks) diff --git a/notebooks/fatf_ecml.py b/notebooks/fatf_ecml.py new file mode 100644 index 0000000..1e5f695 --- /dev/null +++ b/notebooks/fatf_ecml.py @@ -0,0 +1,731 @@ +""" +ECML-PKDD 2020 FAT Forensics Hands-on Tutorial +============================================== + +This library implements a collection of helper functions used by the Jupyter +Notebooks designated for the FAT Forensics hands-on tutorial organised +at ECML-PKDD 2020. +Please see for more details. +""" +# Author: Kacper Sokol +# Alex Hepburn +# License: new BSD + +import io +import os +import requests +import scipy +import scipy.stats +import sys +import zipfile + +import sklearn.datasets +import sklearn.ensemble +import sklearn.model_selection +import sklearn.preprocessing +import sklearn.svm + +import matplotlib.pyplot as plt +import numpy as np + +plt.style.use('ggplot') + +try: + import google.colab + IN_COLAB = True +except ImportError: + IN_COLAB = False + +try: + import fatf + FATF_INSTALLED = True +except ImportError: + FATF_INSTALLED = False + + +def initialise_colab(): + """ + Installs FAT Forensics with all its auxiliary dependencies when in Colab. + """ + global FATF_INSTALLED + if IN_COLAB: + if not FATF_INSTALLED: + print('Installing FAT Forensics.') + stream = os.popen( + '{} -m pip install fat-forensics[all]'.format(sys.executable)) + output = stream.read() + print(output) + FATF_INSTALLED = True + else: + print('FAT Forensics is already installed.') + else: + print('Not in Colab; nothing to do.') + + +def generate_2d_moons(random_seed=None): + """ + Generates a two-dimensional *Two Moons* data set. + + The data set has 1200 training instances and 300 test instances. + It is generated with 0.25 noise parameter and its features are scaled + to the [0, 1] range. + + For reproducibility of the data sampling and train/test split, + you may wish to set the ``random_seed`` parameter. + + Parameters + ---------- + random_seed : integer, optional (default=None) + A random seed used to initialise Python's and numpy's ``random`` + modules. If ``None``, the random seeds are not fixed. + + Returns + ------- + train_X : 2-dimensional numpy array + A numpy array holding the train data. + test_X : 2-dimensional numpy array + A numpy array holding the test data. + train_y : 1-dimensional numpy array + A numpy array holding labels of the train data. + test_y : 1-dimensional numpy array + A numpy array holding labels of the test data. + """ + assert random_seed is None or isinstance(random_seed, int), 'Incorrect seed.' + if random_seed is not None: + import fatf + fatf.setup_random_seed(random_seed) + + # Load Moons Dataset + moons_data, moons_target = sklearn.datasets.make_moons( + n_samples=1500, noise=0.25) + + # Scale it between 0 and 1 + scaler = sklearn.preprocessing.MinMaxScaler(feature_range=(0, 1)) + moons_data = scaler.fit_transform(moons_data) + + # Split into test and train data + train_X, test_X, train_y, test_y = sklearn.model_selection.train_test_split( + moons_data, moons_target, test_size=0.2) + + return train_X, test_X, train_y, test_y + + +def _download_bikes(): + """ + Downloads the UCI Bike Sharing data set and extracts a subset of its features. + + This function downloads the UCI Bike Sharing data set + + and removes the following two features: + + * record index, and + * date. + + Out of the three target variables (casual, registered and cnt), + it selects *cnt*, which represents the total number of bikes rented + during a given day. + + Returns + ------- + bikes_data : 2-dimensional numpy array + A numpy array holding the data. + bikes_target : 1-dimensional numpy array + A numpy array holding the target variable of the data (the number of + bikes rented on a given day). + bikes_feature_names : list of strings + A Python list holding the feature names. + bikes_target_name : string + A string with the name of the target variable. + """ + # Load Bikes + url=('https://archive.ics.uci.edu/ml/machine-learning-databases/00275/' + 'Bike-Sharing-Dataset.zip') + request = requests.get(url) + request_io_stream = io.BytesIO(request.content) + + with zipfile.ZipFile(request_io_stream) as file: + data = file.read('day.csv').decode('utf-8') + + # Do not read the first two columns (0: index, 1: date); and skip the two + # penultimate ones (13: casual users count, 14: registered users count) + # since the last one (15) is the total count. + column_ids = (2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 15) + _bikes_data = np.genfromtxt( + io.StringIO(data), + delimiter=',', + skip_header=1, + usecols=column_ids, + dtype=np.float32) + + # Separate data from target + ## Drop the target column + bikes_data = np.delete(_bikes_data, -1, axis=1) + ## Target is the total bike rental count + bikes_target = _bikes_data[:, -1] + + # Get the feature names from the csv header + _bikes_names = [] + for i, name in enumerate(data.split('\n')[0].split(',')): + if i in column_ids: + _bikes_names.append(name.strip()) + + # Separate data from target + bikes_feature_names = _bikes_names[:-1] + bikes_target_name = _bikes_names[-1] + + return bikes_data, bikes_target, bikes_feature_names, bikes_target_name + + +def _preprocess_bikes_target(bikes_target): + """ + Discretises the target variable of the UCI Bike Sharing data set. + + This function bins the regression target variable of the UCI Bike Sharing + data set (see :func:`_download_bikes`) into three classes, making it a + classification task: + + * ``0`` is *low*: 0 <= y < 4000; + * ``1`` is *medium*: 4000 <= y < 6000; and + * ``2`` is *high*: 6000 <= y < 9000. + + Parameters + ---------- + bikes_target : 1-dimensional numpy array + A numpy array holding the target variable of the UCI Bike Sharing data + set (the number of bikes rented on a given day). + + Returns + ------- + bikes_binned_target : 1-dimensional numpy array + A discretised version of the ``bikes_target`` array. + """ + bins = [0.0, 4000.0, 6000.0, 9000.0] + # Subtract 1 to start the count from 0 + bikes_binned_target = np.digitize(bikes_target, bins=bins) - 1 + + return bikes_binned_target + + +def generate_bikes(random_seed=None): + """ + Generates the UCI Bike Sharing data set. + + This function downloads the Bike Sharing data set from the UCI repository + and removes *record index* and *date* features + (see :func:`_download_bikes`). + It also discretises the target variable into three classes: *low* (0), + *medium* (1) and *high* (2) -- see :func:`_preprocess_bikes_target`. + + For reproducibility of the train/test split, you may wish to set the + ``random_seed`` parameter. + + Parameters + ---------- + random_seed : integer, optional (default=None) + A random seed used to initialise Python's and numpy's ``random`` + modules. If ``None``, the random seeds are not fixed. + + Returns + ------- + train_X : 2-dimensional numpy array + A numpy array holding the train data. + test_X : 2-dimensional numpy array + A numpy array holding the test data. + train_y : 1-dimensional numpy array + A numpy array holding labels of the train data. + test_y : 1-dimensional numpy array + A numpy array holding labels of the test data. + bikes_feature_names : list of strings + A Python list holding the feature names. + bikes_target_name : string + A string with the name of the target variable. + """ + assert random_seed is None or isinstance(random_seed, int), 'Incorrect seed.' + if random_seed is not None: + import fatf + fatf.setup_random_seed(random_seed) + + # Load Bikes + bikes_data, bikes_target, bikes_feature_names, bikes_target_name = ( + _download_bikes() + ) + + # Convert the regression target into classification + bikes_classification_target = _preprocess_bikes_target(bikes_target) + + # Split into test and train data + train_X, test_X, train_y, test_y = sklearn.model_selection.train_test_split( + bikes_data, bikes_classification_target, + test_size=0.2, + stratify=bikes_classification_target) + + return (train_X, test_X, train_y, test_y, + bikes_feature_names, bikes_target_name) + + +def get_boston(): + """ + Generates the Boston Housing data set. + + The target variable is discretised into two classes: *low* (0) and + *high* (1). + The discretisation threshold is fixed at 20. + + Returns + ------- + X : 2-dimensional numpy array + A numpy array holding the data. + y_class : 1-dimensional numpy array + A numpy array holding discretised labels of the data. + """ + X, y = sklearn.datasets.load_boston(return_X_y=True) + y_class = np.zeros_like(y, dtype=np.int8) + y_class[y >= 20] = 1 + + return X, y_class + + +def get_random_forest(data, target, random_seed=None): + """ + Fits a Random Forest classifier. + + This function fits a Random Forest classifier using the scikit-learn's + ``sklearn.ensemble.RandomForestClassifier`` class. + + For reproducibility of the model, you may wish to set the + ``random_seed`` parameter. + + Parameters + ---------- + data : 2-dimensional numpy array + Training data of the model. + target : 1-dimensional numpy array + Target variable (classification) for the training data of the model. + random_seed : integer, optional (default=None) + A random seed used to initialise Python's and numpy's ``random`` + modules as well as scikit-learn's ``random_state`` parameter. + If ``None``, the random seeds are not fixed. + + Returns + ------- + clf : sklearn.ensemble.RandomForestClassifier + A fitted Random Forest classifier. + """ + assert random_seed is None or isinstance(random_seed, int), 'Incorrect seed.' + if random_seed is not None: + import fatf + fatf.setup_random_seed(random_seed) + + clf = sklearn.ensemble.RandomForestClassifier( + n_estimators=5, max_depth=7, random_state=random_seed) + clf.fit(data, target) + + return clf + + +def get_svc(data, target, random_seed=None): + """ + Fits a Support Vector Machine classifier. + + This function fits a Support Vector Machine classifier using the + scikit-learn's ``sklearn.svm.SVC`` class. + + For reproducibility of the model, you may wish to set the + ``random_seed`` parameter. + + Parameters + ---------- + data : 2-dimensional numpy array + Training data of the model. + target : 1-dimensional numpy array + Target variable for the training data of the model. + random_seed : integer, optional (default=None) + A random seed used to initialise Python's and numpy's ``random`` + modules as well as scikit-learn's ``random_state`` parameter. + If ``None``, the random seeds are not fixed. + + Returns + ------- + clf : sklearn.ensemble.RandomForestClassifier + A fitted Support Vector Machine classifier. + """ + assert random_seed is None or isinstance(random_seed, int), 'Incorrect seed.' + if random_seed is not None: + import fatf + fatf.setup_random_seed(random_seed) + + clf = sklearn.svm.SVC(probability=False, random_state=random_seed) + clf.fit(data, target) + + return clf + + +def gini_index(x): + """ + Computes a Gini Index of a numpy array. + + Parameters + ---------- + x : 1-dimensional numpy array + An array with class predictions or labels. + + Returns + ------- + gini : float + Gini Index of the ``x`` array. + """ + x_ = np.asarray(x) + _, counts = np.unique(x_, return_counts=True) + frequencies = counts / x_.shape[0] + + gini_itemwise = frequencies * (1 - frequencies) + + gini = np.sum(gini_itemwise) + + assert 0 <= gini <= 1 + + return gini + + +def entropy(x, base=None): + """ + Computes entropy of a numpy array. + + Parameters + ---------- + x : 1-dimensional numpy array + An array with class predictions or labels. + base : integer, optional (default=None) + Base of the logarithm used for computing entropy. By default + (``None``), the natural logarithm is used. + + Returns + ------- + entropy_ : float + Entropy of the ``x`` array. + """ + assert base is None or isinstance(base, int), 'Wrong type.' + + _, counts = np.unique(x, return_counts=True) + entropy_ = scipy.stats.entropy(counts, base=base) + + return entropy_ + + +def mse(x): + """ + Computes Mean Squared Error of a numpy array. + + Parameters + ---------- + x : 1-dimensional numpy array + An array with regression or probabilistic predictions. + + Returns + ------- + mse_ : float + Mean Squared Error of the ``x`` array. + """ + # Error + err = x - np.mean(x) + # Squared error + err_sq = np.square(err) + # Mean Squared Error + mse_ = np.mean(err_sq) + + return mse_ + + +def get_hyperrectangle_indices(discretised_data, hyperrectangle): + """ + Extracts row indices of a data array that match the specified sample. + + This function returns row indices of the ``discretised_data`` array that + are identical to the ``hyperrectangle`` array. + The data set has to be discretised, i.e., all of its values have to be + between 0 and 3 inclusive. + + Parameters + ---------- + discretised_data : 2-dimensional numpy array + A 2-dimensional array with data. + hyperrectangle : 1-dimensional numpy array + A 1-dimensional array that will be matched against each row of the + ``discretised_data`` array. + + Returns + ------- + matching_indices : 1-dimensional numpy array + An array with indices of the matching rows. + """ + import fatf.utils.array.validation as fatf_v + hyperrectangle_ = np.asarray(hyperrectangle) + + assert np.all(0 <= discretised_data), 'Data probably not discretised.' + if not fatf_v.is_1d_array(discretised_data): + assert (discretised_data.shape[1] + == hyperrectangle_.shape[0]), 'Size mismatch.' + + matching_rows = (discretised_data == hyperrectangle) + if not fatf_v.is_1d_array(discretised_data): + matching_rows = matching_rows.all(axis=1) + matching_indices = np.where(matching_rows)[0] + + return matching_indices + + +def weighted_purity(discretised_data, labels, metric): + """ + Computes weighted purity metric of ``labels`` based on grouping given by + unique encodings in the ``discretised_data`` array. + + This function identifies unique rows in the ``discretised_data`` array and + computes user-selected purity metric for the corresponding labels + (extracted from the ``labels`` array). + The final result is computed as a weighted average of these individual + metrics, where the weights are proportions of instances used to compute + each individual metric. + (See the Jupyter Notebook for *Interpretable Representation* + [``1-interpretable-representations.ipynb``] + -- ECML-PKDD 2020 hands-on tutorial -- for more details.) + + The data set (``discretised_data``) has to be discretised, i.e., all of its + values have to be between 0 and 3 inclusive. + The labels (``labels``) are either: + + * *crisp* predictions of a classifier or *class* labels; or + * *numbers* representing regression values or *probabilistic* predictions + for a single class (in case of probabilistic classifiers). + + The ``metric`` has to be chosen appropriately to the type of ``labels``: + + * ``'mse'`` (Mean Squared Error) used for **numerical** ``labels``; and + * ``'gini'`` (Gini Index) used for **crisp** ``labels``. + + Parameters + ---------- + discretised_data : 2-dimensional numpy array + A 2-dimensional array with *discretised* data. + labels : 1-dimensional numpy array + A 1-dimensional array with labels either holding *numbers* (regression + values or probabilistic predictions of a single class) or *crisp* + labels (class predictions or ground truth labels). + metric : string + Either ``'mse'`` for Mean Squared Error or ``'gini'`` for Gini Index. + + Returns + ------- + weighted_purity_ : float + A weighted purity (``metric``) of the ``labels`` based on the partition + of the ``discretised_data`` array. + """ + import fatf.utils.array.validation as fatf_v + assert np.all(0 <= discretised_data), 'Data probably not discretised.' + # + assert (discretised_data.shape[0] == labels.shape[0]), 'Size mismatch.' + # + assert metric.lower() in ('mse', 'gini'), ( + 'Incorrect metric specifier. Should either be *mse* or *gini*.') + + items_count = discretised_data.shape[0] + unique_hr = np.unique(discretised_data, axis=0) + + metric_fn = mse if metric.lower() == 'mse' else gini_index + + individual_purity = [] + for encoding in unique_hr: + matching_rows = (discretised_data == encoding) + if not fatf_v.is_1d_array(discretised_data): + matching_rows = matching_rows.all(axis=1) + matching_indices = np.where(matching_rows)[0] + + hr_metric = metric_fn(labels[matching_indices]) + hr_items_count = matching_indices.shape[0] + + individual_purity.append(hr_metric * hr_items_count) + + weighted_purity_ = np.sum(individual_purity) / items_count + + return weighted_purity_ + + +def one_hot_encode(vector): + """ + One-hot-encode the ``vector``. + + The order of one-hot-encoding is based on sorted unique values of the + ``vector``. + + Parameters + ---------- + vector : 1-dimensional numpy array + A 1-dimensional array with *discrete* values. + + Returns + ------- + ohe : 2-dimensional numpy array + A binary 2-dimensional array with one-hot-encoded ``vector``. + """ + import fatf.utils.array.validation as fatf_v + + vector = np.asarray(vector) + assert fatf_v.is_1d_array(vector), 'vector has to be 1-D.' + + unique = np.sort(np.unique(vector)) + unique_count = unique.shape[0] + + ohe = np.zeros((vector.shape[0], unique_count), dtype=np.int8) + + for i, v in enumerate(unique): + indices = get_hyperrectangle_indices(vector, v) + ohe[indices, i] = 1 + + return ohe + + +def get_bin_sampling_values(dataset, discretiser): + """ + Captures the mean and standard deviation of the ``dataset`` for each + hyper-rectangle encoded by the ``discretiser``. + + Parameters + ---------- + dataset : 2-dimensional numpy array + A data set to be analysed. + discretiser : fat-forensics discretiser object + A (fitted) discretiser that is compatible with the ``dataset``. + + Returns + ------- + bin_sampling_values : dictionary of dictionaries holding 4-tuples + The outer dictionary indicates the feature in the original data + representation; the inner dictionary signifies a partition (quartile) + of this feature. Under these two keys, a four-tuple holds the: + minimum, maximum, mean and standard deviation (in this order) + values of data points within this partition. + """ + dataset_discretised = discretiser.discretise(dataset) + + bin_sampling_values = {} + for index in range(discretiser.features_number): + bin_sampling_values[index] = {} + + discretised_feature = dataset_discretised[:, index] + feature = dataset[:, index] + + # The bin IDs need to be sorted as they are retrieved from + # dictionary keys (hence may come in a random order), therefore + # interfering with the enumerate procedure. + bin_ids = sorted( + list(discretiser.feature_value_names[index].keys())) + bin_boundaries = discretiser.feature_bin_boundaries[index] + for bin_i, bin_id in enumerate(bin_ids): + bin_feature_indices = (discretised_feature == bin_id) + bin_feature_values = feature[bin_feature_indices] + + # If there is data in the bin, get its empirical mean and + # standard deviation, otherwise use numpy nan. + # If there are no data in a bin, the frequency of this bin + # will be 0, therefore data will never get sampled from this + # bin, i.e., there will be no attempt to undiscretised them. + if bin_feature_values.size: + mean_val = bin_feature_values.mean() + std_val = bin_feature_values.std() + else: + mean_val = np.nan + std_val = np.nan + + # Use the true bin boundaries (extracted from the discretiser). + # For the edge bins (with -inf and +inf edges) use the + # empirical minimum and maximum (if possible) to avoid problems + # with reverse sampling (see the _undiscretise_data method). + if bin_i == 0: + if bin_feature_values.size: + min_val = bin_feature_values.min() + else: + min_val = -np.inf # pragma: nocover + assert False, ( # pragma: nocover + 'Since the upper bin boundary is inclusive in ' + 'the quartile discretiser this can never happen.') + max_val = bin_boundaries[bin_i] + # This is bin id count (+1) and not bind boundary count. + elif bin_i == bin_boundaries.shape[0]: + min_val = bin_boundaries[bin_i - 1] + if bin_feature_values.size: + max_val = bin_feature_values.max() + else: + max_val = np.inf + else: + min_val = bin_boundaries[bin_i - 1] + max_val = bin_boundaries[bin_i] + + bin_sampling_values[index][bin_id] = (min_val, max_val, + mean_val, std_val) + + return bin_sampling_values + + +def undiscretise_data(discretised_data, discretiser, dataset): + """ + Transforms discretised data back into their original representation. + + This function uses truncated normal sampling fitted into each + hyper-rectangle. + + Parameters + ---------- + discretised_data : 2-dimensional numpy array + A discretised data set (in quartile representation) to be + undiscretised. + discretiser : fat-forensics discretiser object + A (fitted) discretiser that is compatible with the ``dataset`` + (used to extract boundaries of hyper-rectangles). + dataset : 2-dimensional numpy array + A data set used to extract mean and standard deviation of each + hyper-rectangle. + + Returns + ------- + bin_sampling_values : 2-dimensional numpy array + Undiscretised ``discretised_data``. + """ + bin_sampling_values = get_bin_sampling_values(dataset, discretiser) + dataset_dtype = dataset.dtype + + # Create a placeholder for undiscretised data. We copy the discretised + # array instead of creating an empty one to preserve the values of + # sampled categorical features, hence we do not need to copy them + # later on. We also need to change the type of the array to correspond + # to the original dataset. + undiscretised_data = discretised_data.copy().astype(dataset_dtype) + + for index in range(discretised_data.shape[1]): + discretised_column = discretised_data[:, index] + undiscretised_column = undiscretised_data[:, index] + + unique_column_values = np.unique(discretised_column) + for bin_id, bin_values in bin_sampling_values[index].items(): + if bin_id in unique_column_values: + # Since sampling values must have been found in this bin, + # there should be an empirical mean (2) and + # standard deviation (3). + + bin_indices = np.where(discretised_column == bin_id)[0] + samples_number = bin_indices.shape[0] + + min_, max_, mean_, std_ = bin_values + if std_: + lower_bound = (min_ - mean_) / std_ + upper_bound = (max_ - mean_) / std_ + + unsampled = scipy.stats.truncnorm.rvs( + lower_bound, + upper_bound, + loc=mean_, + scale=std_, + size=samples_number) + else: + unsampled = np.array(samples_number * [mean_]) + + undiscretised_column[bin_indices] = unsampled + return undiscretised_data diff --git a/notebooks/requirements.txt b/notebooks/requirements.txt new file mode 100644 index 0000000..396f3d9 --- /dev/null +++ b/notebooks/requirements.txt @@ -0,0 +1,2 @@ +fat-forensics[all] +jupyterlab diff --git a/slides/1.1-intro.pdf b/slides/1.1-intro.pdf new file mode 100644 index 0000000..a190dd7 Binary files /dev/null and b/slides/1.1-intro.pdf differ diff --git a/slides/1.2-surrogates.pdf b/slides/1.2-surrogates.pdf new file mode 100644 index 0000000..e87f595 Binary files /dev/null and b/slides/1.2-surrogates.pdf differ diff --git a/slides/2.1-software.pdf b/slides/2.1-software.pdf new file mode 100644 index 0000000..867eb20 Binary files /dev/null and b/slides/2.1-software.pdf differ diff --git a/slides/2.2-hands-on.pdf b/slides/2.2-hands-on.pdf new file mode 100644 index 0000000..66cc2c9 Binary files /dev/null and b/slides/2.2-hands-on.pdf differ diff --git a/slides/3.1-notebooks.pdf b/slides/3.1-notebooks.pdf new file mode 100644 index 0000000..2b7392f Binary files /dev/null and b/slides/3.1-notebooks.pdf differ diff --git a/slides/3.3-summary.pdf b/slides/3.3-summary.pdf new file mode 100644 index 0000000..22ad65c Binary files /dev/null and b/slides/3.3-summary.pdf differ diff --git a/slides/README.md b/slides/README.md new file mode 100644 index 0000000..6a737a6 --- /dev/null +++ b/slides/README.md @@ -0,0 +1,26 @@ +# Slides (ECML-PKDD 2020) # + +Slides for the ECML-PKDD 2020 hands-on tutorial. +More details are available on +. + +## Part 1 ## + +| Slides | Activities | +|:-------|:-----------| +| [`1.1-intro.pdf`](1.1-intro.pdf) | *Background and motivation* of research on modular explainers. | +| [`1.2-surrogates.pdf`](1.2-surrogates.pdf) | *What and how of modular interpretability*: a case study of bespoke surrogate explainers for tabular data. | + +## Part 2 ## + +| Slides | Activities | +|:-------|:-----------| +| [`2.1-software.pdf`](2.1-software.pdf) | *Introduction to open source interpretability tools* using the example of `FAT Forensics` – promises and perils of modular research software. | +| [`2.2-hands-on.pdf`](2.2-hands-on.pdf) | *Hands-on session preparation.* Setting up the package on a personal machine and experimenting with it online: My Binder and Google Colab. Overview of `FAT Forensics`' API documentation, online tutorials and how-to guides. | + +## Part 3 ## + +| Slides | Activities | +|:-------|:-----------| +| [`3.1-notebooks.pdf`](3.1-notebooks.pdf) | *Introduction to the hands-on resources* and overview of the Jupyter Notebooks. | +| [`3.3-summary.pdf`](3.3-summary.pdf) | *Summary and farewell.* |