940 lines
729 KiB
Text
940 lines
729 KiB
Text
{
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"cells": [
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{
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"cell_type": "markdown",
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"id": "039c499c",
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"metadata": {},
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"source": [
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"# Mapping Movements: Proximity\n",
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"\n",
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"This notebook is part of the pressure cooker for _Mapping movements: exploring the structure, vision and transformative potential of collections of movements for justice and sustainability_ of the Utrecht University Copernicus Institute, and Creative Coding Utrecht.\n",
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"\n",
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"This notebook documents an exploration to rethink \"distance\" for maps of social movements, or initiatives. In the maps researched by the project, distance is often presented as geographical distance, and rendered by the placement of entries on a skewed world map (often using Mercator projection, which preserves angle, not distance). The experiment here however is interested in finding new links between entries by deploying an of-the-shelf text embedding model known as _doc2vec_. Possibly revealing new categorisations and clusters.\n",
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"\n",
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"Many thanks to the exploration of Doc2Vec done by [Marton Trencseni](https://bytepawn.com/similar-posts-recommendation-with-doc2vec.html), on which many of these aproaches are based."
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]
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},
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{
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"cell_type": "markdown",
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"id": "af8da066",
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"metadata": {},
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"source": [
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"Contents: \n",
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"\n",
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"- [Embedding the text](#embedding)\n",
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"- [Similar initiatives](#similar)\n",
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"- [Find Clusters](#clusters)\n",
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"- [Alternative Maps: Rendering Embedding Space](#rendering)\n",
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"- [A situated map](#map)\n"
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]
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},
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{
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"cell_type": "markdown",
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"id": "aaac4f97",
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"metadata": {},
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"source": [
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"## 1. Embedding the text <a id=\"embedding\"></a>\n",
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"\n",
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"In this first step, the descriptions of the initiatives are embedded using Doc2Vec. That is to say, in a series of steps the text of the descriptions is transformed into a vector, a point in a (latent) multidimensional space: an embedding."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"id": "45d0504f-8bd2-46e0-83d1-2a3b0753ed98",
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"metadata": {},
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"outputs": [],
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"source": [
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"# some requirements to load for this project\n",
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"\n",
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"import csv\n",
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"from gensim.models.doc2vec import Doc2Vec, TaggedDocument\n",
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"import nltk\n",
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"from nltk.tokenize import word_tokenize\n",
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"import numpy as np\n",
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"\n",
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"import pandas as pd\n",
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"import networkx as nx\n",
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"import matplotlib.pyplot as plt\n",
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"\n",
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"from scipy.cluster.vq import kmeans,vq\n",
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"from collections import defaultdict\n",
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"\n",
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"from sklearn.decomposition import PCA\n",
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"from sklearn.manifold import TSNE"
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]
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},
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{
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"cell_type": "markdown",
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"id": "50b9a342-d32b-4595-97df-b63b427397d1",
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"metadata": {},
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"source": [
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"Then read the entries from CSV, this is an export of the spreadsheet prepred by other participants to the pressure cooker."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"id": "bf608f39-7984-4154-b2c0-bd2dc614cbab",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Fields: ['Title', 'Organisation', 'Location', 'Location - geographic', '', 'Category', 'Year', 'Website', 'Text', 'Population size']\n",
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"41 initiatives\n"
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]
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}
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],
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"source": [
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"with open('initiatives.csv') as fp:\n",
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" initiatives = csv.DictReader(fp)\n",
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" print(\"Fields:\", initiatives.fieldnames)\n",
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" initiatives = [i for i in initiatives]\n",
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"print(f\"{len(initiatives)} initiatives\")"
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]
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},
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{
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"cell_type": "markdown",
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"id": "3509fe59-bda2-4d3b-96dc-2b9a98b108f7",
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"metadata": {},
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"source": [
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"Then nltk's (a toolkit for natural language processing) \"punkt\" is used to parse inititatives into tokenized dict. Tokenization basically cuts the text into separate words and characters, a preparatory step before embedding."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"id": "31e2fe51-b6f2-4d93-81af-413f7ba8cc7c",
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"metadata": {},
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"[nltk_data] Downloading package punkt to /home/ruben/nltk_data...\n",
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"[nltk_data] Package punkt is already up-to-date!\n"
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]
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},
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{
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"data": {
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"text/plain": [
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"True"
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]
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},
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"execution_count": 4,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"# Punkt is required:\n",
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"nltk.download('punkt')"
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]
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},
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{
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"cell_type": "markdown",
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"id": "0628801e",
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"metadata": {},
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"source": [
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"Make `tagged_initiatives` a dict indexed by the document's ID (row in the csv), which contains a \"TaggedDocument\" of the initiatives' descriptions"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"id": "9a6dd962-c17d-4cbb-9b11-d3e8ff2e8103",
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"metadata": {},
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"outputs": [],
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"source": [
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"tagged_initiatives = {idx : TaggedDocument(word_tokenize(f\"{initiative['Title']} {initiative['Text']}\"), [idx]) for idx, initiative in enumerate(initiatives)}"
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]
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},
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{
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"cell_type": "markdown",
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"id": "20573321-cea2-4004-b5c2-8337f5b04532",
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"metadata": {},
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"source": [
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"This is then used to create the _doc2vec_ model, using a vector_size of 20 dimensions (we only have a small set of text, thus a small dimensionality should still give plenty of variety)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 6,
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"id": "8e86ebe5-3290-447c-836f-565f8ed53654",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Created a Doc2Vec model with 41 entries, and a total of 17278 words.\n"
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]
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}
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],
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"source": [
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"model = Doc2Vec(tagged_initiatives.values(), vector_size=20, alpha=0.025, min_count=1, workers=16, epochs=100)\n",
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"\n",
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"print(f\"Created a Doc2Vec model with {model.corpus_count} entries, and a total of {model.corpus_total_words} words.\")"
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]
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},
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{
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"cell_type": "markdown",
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"id": "2e6b9b9d",
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"metadata": {},
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"source": [
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"## 2. Similar initiatives <a id=\"similar\"></a>\n",
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"\n",
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"Now that we have a Doc2Vec model, we can use it to calculate some sort of similarity score between the initiative in our little dataset which is based on a mathematical similarity of words ocuring in their descriptions. "
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]
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},
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{
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"cell_type": "code",
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"execution_count": 7,
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"id": "6e5531dd-b238-4f99-857d-75117556b59c",
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"metadata": {},
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"outputs": [],
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"source": [
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"def similar_initiatives(which: int, n: int = 3) -> [tuple[int, str, float]]:\n",
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" \"\"\"Based on the given index, return the `n` most similar inititives.\n",
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" Returns a list of tuples: (idx, title, similarity)\n",
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" \"\"\"\n",
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" if n == 'all':\n",
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" return model.dv.most_similar(positive=[model.infer_vector(tagged_initiatives[which][0])], topn=None)\n",
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" results = model.dv.most_similar(positive=[model.infer_vector(tagged_initiatives[which][0])], topn=n+1)\n",
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" results = [(idx, initiatives[idx]['Title'], score) for idx, score in results if idx != tagged_initiatives[which][1][0]]\n",
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" return results[:n]"
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]
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},
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{
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"cell_type": "markdown",
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"id": "48c7cd7d",
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"metadata": {},
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"source": [
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"For example, we can now find similar initiatives to the first entry of our spreadsheet:"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 8,
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"id": "eef6cd37-d421-4c98-a638-f409d6c3403c",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Initiatives similar to 'Keep water in public hands!'.\n",
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"- 'Observatorio del Agua de Terrassa ensures a democratic governance of water' (#24), has a similarity score of 0.6032922267913818\n",
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"- '‘Our Water Our Right’ campaign mobilization against water privatisation' (#16), has a similarity score of 0.5597176551818848\n",
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"- 'Million Wells Bengaluru' (#11), has a similarity score of 0.5510990023612976\n",
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"- 'Citizen participation and solidarity tariffs in remunicipalized water utility' (#35), has a similarity score of 0.5340170860290527\n",
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"- 'Agua Para Todos tackles water privatization and the impact of climate change' (#12), has a similarity score of 0.47813647985458374\n"
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]
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}
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],
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"source": [
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"idx = 0\n",
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"print(f\"Initiatives similar to '{initiatives[idx]['Title']}'.\")\n",
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"for idx, title, score in similar_initiatives(idx, 5):\n",
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" print(f\"- '{title}' (#{idx}), has a similarity score of {score}\")"
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]
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},
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{
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"cell_type": "markdown",
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"id": "7c42f659",
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"metadata": {},
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"source": [
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"These seem to make sense, as they're all about water. But it will be hard to digest for all 41 initiatives. "
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]
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},
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{
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"cell_type": "markdown",
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"id": "2f7d6725-a245-45fe-8f14-2d8ff7ef3cda",
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"metadata": {},
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"source": [
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"### Similarity matrix\n",
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"\n",
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"A similarity matrix visualises all similarities in a 2D matrix. I.e. a dark red means a score of 1, that is, completely similar. A white square means total dissimilarity.\n",
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"\n",
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"As the matrix plots entries against itself, the diagonal is 1."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 9,
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"id": "989e5e0e-8230-4881-bf4a-25fc7f6e3de4",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"import matplotlib.pyplot as plt\n",
|
||
"\n",
|
||
"def plot_matrix(m):\n",
|
||
" plt.imshow(m, cmap='YlOrRd', interpolation='nearest')\n",
|
||
" plt.colorbar()\n",
|
||
" plt.show()\n",
|
||
" \n",
|
||
"similarity_matrix = [similar_initiatives(idx, n='all') for idx in tagged_initiatives]\n",
|
||
"plot_matrix(similarity_matrix)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "b6f1d9b7",
|
||
"metadata": {},
|
||
"source": [
|
||
"While this plot renders all data, it is a bit hard to process. So, how can we understand these similarities, and how can we use it to find new aliances?"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "562d4340-e4b0-4366-a917-ba91056c8ced",
|
||
"metadata": {},
|
||
"source": [
|
||
"## 3. Find clusters <a id=\"clusters\"></a>"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "6f68a1c0",
|
||
"metadata": {},
|
||
"source": [
|
||
"### k-means\n",
|
||
"\n",
|
||
"A common aproach to clustering entries is the kmeans algorithm. This algorithm starts by picking `k` random points, and iteratively moving these as to find `k` number of distinct clusters."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 10,
|
||
"id": "65e0b155-08c6-4f73-a031-d300a0e9ce6f",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"number_of_clusters = 7"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 11,
|
||
"id": "9f109275-7aae-40b2-8c91-c469e26b07dd",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n",
|
||
"Cluster: 0\n",
|
||
"- Million Wells Bengaluru\n",
|
||
"- CaSanAT is a micro-utopia serving as a space for exchange, learning and resistance\n",
|
||
"- Women Workers Association builds tens of thousands of homes\n",
|
||
"- Maison d’Éducation à l’Alimentation Durable supplies the community with organic food and educates future generations\n",
|
||
"- The Cloughjordan Ecovillage models the transition to a low-carbon society\n",
|
||
"- Bronx Cooperative Development Initiative\n",
|
||
"- Barcelona en Comú\n",
|
||
"- Earthworker Cooperative\n",
|
||
"- Transforming a century-old, oil company town\n",
|
||
"\n",
|
||
"Cluster: 1\n",
|
||
"- 100% renewable energy for Gaza\n",
|
||
"- No Bicycle, No Planet\n",
|
||
"- The municipality of Burgas pioneers energy efficient housing in Bulgaria\n",
|
||
"- Barcelona Energia\n",
|
||
"- Energy transition built on democracy, renewables and jobs\n",
|
||
"- EnergÉtica Cooperative challenges energy poverty by supplying clean energy\n",
|
||
"- PENGON empowers Palestinian women as sustainable energy leaders\n",
|
||
"- Power Shift supports farmers with clean energy\n",
|
||
"\n",
|
||
"Cluster: 2\n",
|
||
"- Penca de Sábila Corporation improves the lives of rural farmers and connects them with urban communities\n",
|
||
"- The Jackson Just Transition Plan is transforming Jackson into a city of equity, solidarity and mutual aid\n",
|
||
"- Citizen's Initiative Referendum against forced demolitions of social housing\n",
|
||
"- People power drives social and ecological transition\n",
|
||
"\n",
|
||
"Cluster: 3\n",
|
||
"- Keep water in public hands!\n",
|
||
"- Rainwater harvesting in Mexico City’s marginalized neighborhoods\n",
|
||
"- Agua Para Todos tackles water privatization and the impact of climate change\n",
|
||
"- ‘Our Water Our Right’ campaign mobilization against water privatisation\n",
|
||
"- Observatorio del Agua de Terrassa ensures a democratic governance of water\n",
|
||
"- Eau de Paris delivers cheaper, cleaner water\n",
|
||
"- Citizen participation and solidarity tariffs in remunicipalized water utility\n",
|
||
"- Refusing to Give Up: Civil Society’s Movement against Water Privatization in Jakarta\n",
|
||
"\n",
|
||
"Cluster: 4\n",
|
||
"- Entrepatios Madrid\n",
|
||
"- Social, cultural, and economic empowerment in Bukit Duri Urban Kampung reconstruction\n",
|
||
"- Relocation of road construction project affected slum dwellers\n",
|
||
"- Integrated social reconstruction homes in Isthmus of Tehuantepec\n",
|
||
"- Community-led response to water pollution crisis\n",
|
||
"\n",
|
||
"Cluster: 5\n",
|
||
"- Linking urban consumers to rural producers\n",
|
||
"\n",
|
||
"Cluster: 6\n",
|
||
"- Valencia walks towards the future: the cycling revolution in Valencia\n",
|
||
"- Building the movement for agroecological urban gardening to ensure food sovereignty\n",
|
||
"- Women for Food Sovereignty in Cochabamba\n",
|
||
"- Waste management innovation for food security and climate change mitigation\n",
|
||
"- Cargonomia Community Cargobike and Local Food Distribution Center\n",
|
||
"- Dispossessed community finances and builds affordable homes\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"vectors = [model.dv[i] for i in range(41)]\n",
|
||
"centroids, _ = kmeans(vectors, number_of_clusters)\n",
|
||
"\n",
|
||
"# computes cluster Id for document vectors\n",
|
||
"doc_ids,_ = vq(vectors,centroids)\n",
|
||
"\n",
|
||
"clusters = defaultdict(list)\n",
|
||
"for initiative, cluster_id in zip(initiatives, doc_ids):\n",
|
||
" clusters[cluster_id].append(initiative)\n",
|
||
"\n",
|
||
"cluster_ids = sorted(list(clusters.keys()))\n",
|
||
"\n",
|
||
"for cluster_id in cluster_ids:\n",
|
||
" print('\\nCluster:', cluster_id)\n",
|
||
" for i in clusters[cluster_id]:\n",
|
||
" print(f\"- {i['Title']}\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "f2014a13",
|
||
"metadata": {},
|
||
"source": [
|
||
"While this is certainly a good first stab at clustering (i.e. the first cluster contains some water projects but also other entries and cluster 3 has projects on Palestinia & Gaza), it's major disadvantage is that one needs to specify a specific `k` number of clusters. Thus, it doesn't start from the data."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "6558ed13-6d43-4229-845e-ac515fafb1d8",
|
||
"metadata": {},
|
||
"source": [
|
||
"### Truncated similiarity "
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "c48d8d18",
|
||
"metadata": {},
|
||
"source": [
|
||
"Another way to find aliances would be not to directly use the embeddings to calculate clusters, but to start from the calculated similarities.\n",
|
||
"\n",
|
||
"A first step in that could be to treshhold the similarity matrix and link up those that are above the given threshold. This limits the number of matches between entries. A disadvantage of this approach becomes apparent in the network graph: the clusters that emerge are very uneven. In our case most items are in a single cluster, while some entries have _no_ matches. Increasing the threshold creates even more singular items, decreasing it merges everything into one web, which pretty much beats the purpose."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 12,
|
||
"id": "19348a01",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"threshold = .55"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 13,
|
||
"id": "443ae02f-60d6-4716-b8d6-5f9253660b1e",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"similarity_matrix_truncated = [[y if y > threshold else 0 for y in x] for x in similarity_matrix]\n",
|
||
"for i in range(len(similarity_matrix_truncated)):\n",
|
||
" similarity_matrix_truncated[i][i] = 0\n",
|
||
"plot_matrix(similarity_matrix_truncated)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 14,
|
||
"id": "6a175908-e8c1-4b3b-b10d-cc1889a1e69d",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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73esaNxA0gL/+BtjBmpubs3fv3oyNjWVgYCBtbW2NHgkAYEe666678u/+3b/L2NhY3vGOd6S7uzt/8Rd/kR//8R9PtVpNvV7P0aNHc9999zV6VNhUpfolnDo7Ozub3t7ezMzMpKenZzPmAmCD1Gq1HDt2LM3NzTly5EhKpVKjRwIAALa5S21FttoB7HDlcjn79+/P/Px8ZmdnGz0OAACwiwhPALtAd3d3uru7MzY2llqt1uhxAACAXcIZTwA73NLSUv7BP/gH+fa3v51yuZx9+/bl3nvvzfXXX5+/83f+TpaXl5Mka2tr+fa3v53HHnssr33taxs8NQAAsBNY8QSwC9x55535zne+ky9/+ct505velPe9731Jkq9//et59NFH8+ijj+af/bN/lh/4gR8QnQAAgA0jPAHscG1tbbnllltSKpWyZ8+evO51r8uTTz75vPfde++960EKAABgIwhPALtIU1NT/o//4//Ij/7oj2Zubm799RMnTuTLX/5yfvqnf7qB0wEAADuNM54AdpG77747zzzzTH7/938/ExMT6erqSpJ86lOfyjvf+c4MDQ01eEIAAGAnEZ4Adol77rknDzzwQL7whS+ks7MzTU1NSZJ6vZ5PfvKT+Z3f+Z0GTwgAAOw0whPALvCRj3wkn/70p/OFL3whfX19F33ti1/8YtbW1vK2t72tMcMBAAA7lvAEsMONjo7ml37pl3L06NG89a1vTZK0trbm61//epJnDxX/mZ/5mZTLjv0DAAA2Vqler9df7k2zs7Pp7e3NzMxMenp6NmMuAAAAALaoS21F/nobAAAAgEIITwAAAAAUQngCAAAAoBDCEwAAAACFEJ4AAAAAKITwBAAAAEAhhCd4ER/4wAdy5MiRlEqlPProo0mSpaWl3Hrrrbnhhhty44035m1ve1uOHTvW2EEBAABgixKe4EXcdttt+epXv5rDhw9f9Pqdd96Zxx9/PI899lje9a535f3vf3+DJgQAAICtTXiCF/GWt7wlIyMjF73W1taWW265JaVSKUly88035/jx4w2YDgAAALY+4Qmuwkc/+tG8613vavQYAAAAsCVVGj0AbFd33313jh07lr/8y79s9CgAAACwJQlPcAXuueeePPDAA/nCF76Qjo6ORo8DAAAAW5LwBJfpIx/5SD796U/nC1/4Qvr6+ho9DgAAAGxZpXq9Xn+5N83Ozqa3tzczMzPp6enZjLmg4e666678u3/37zI2NpbBwcF0d3fnS1/6Ug4ePJijR4+mu7s7SdLa2pqvf/3rDZ4WAAAANs+ltiIrnuBF/O7v/u4Lvn4JrRYAAACIp9oBAAAAUBDhCQAAAIBCCE8AAAAAFEJ4AgAAAKAQwhMAAAAAhRCeAAAAACiE8AQAAABAIYQnAAAAAAohPAEAAABQCOEJAAAAgEIITwAAAAAUQngCAAAAoBDCEwAAAACFEJ4AAAAAKITwBAAAAEAhhCcAAAAACiE8AQAAAFAI4QkAAACAQghPAAAAABRCeAIAAACgEMITAAAAAIUQngAAAAAohPAEAAAAQCGEJwAAAAAKITwBAAAAUAjhCQAAAIBCCE8AAAAAFEJ4AgAAAKAQwhMAAAAAhRCeAAAAACiE8AQAAABAIYQnAAAAAAohPAEAAABQCOEJAAAAgEIITwAAAAAUQngCAAAAoBDCEwAAAACFEJ4AAAAAKITwBAAAAEAhhCcAAAAACiE8AQAAAFAI4QkAAACAQghPAAAAABRCeAIAAACgEMITAAAAAIUQngAAAAAohPAEAAAAQCGEJwAAAAAKITwBAAAAUAjhCQAAAIBCCE8AAAAAFEJ4AgAAAKAQwhMAAAAAhRCeAAAAACiE8AQAAABAIYQnAAAAAAohPAEAAABQCOEJAAAAgEIITwAAAAAUQngCAAAAoBDCEwAAAACFEJ4AAAAAKITwBAAAAEAhhCcAAAAACiE8AQAAAFAI4QkAAACAQghPAAAAABRCeAIAAACgEMITAAAAAIUQngAAAAAohPAEAAAAQCGEJwAAAAAKITwBAAAAUAjhCQAAAIBCCE8AAAAAFEJ4AgAAAKAQwhMAAAAAhRCeAAAAACiE8AQAAABAIYQnAAAAAAohPAEAAABQCOEJAAAAgEIITwAAAAAUQngCAAAAoBDCEwAAAACFEJ4AAAAAKITwBAAAAEAhhCcAAAAACiE8AQAAAFAI4QkAAACAQghPAAAAABRCeAIAAACgEMITAAAAAIUQngAAAAAohPAEAAAAQCGEJwAAAAAKITwBAAAAUAjhCQAAAIBCCE8AAAAAFEJ4AgAAAKAQwhMAAAAAhRCeAAAAACiE8AQAAABAIYQnAAAAAAohPAEAAABQCOEJAAAAgEIITwAAAAAUQngCAAAAoBDCEwAAAACFEJ4AAAAAKITwBAAAAEAhhCcAAAAACiE8AQAAAFAI4QkAAACAQghPAAAAABRCeAIAAACgEMITAAAAAIUQngAAAAAohPAEAAAAQCGEJwAAAAAKITwBAAAAUAjhCQAAAIBCCE8AAAAAFEJ4AgAAAKAQwhMAAAAAhRCeAAAAACiE8AQAAABAIYQnAAAAAAohPAEAAABQCOEJAAAAgEIITwAAAAAUQngCAAAAoBDCEwAAAACFEJ4AAAAAKITwBAAAAEAhhCcAAAAACiE8AQAAAFAI4QkAAACAQghPAAAAABRCeAIAAACgEMITAAAAAIUQngAAAAAohPAEAAAAQCGEJwAAAAAKITwBAAAAUAjhCQAAAIBCCE8AAAAAFEJ4AgAAAKAQwhMAAAAAhRCeAAAAACiE8AQAAABAIYQnAAAAAAohPAEAAABQCOEJAAAAgEIITwAAAAAUQngCAAAAoBDCEwAAAACFEJ4AAAAAKITwBAAAAEAhhCcAAAAACiE8AQAAAFAI4QkAAACAQghPAAAAABRCeAIAAACgEMITAAAAAIUQngAAAAAohPAEAAAAQCEqjR4ArtbExET+3t/7e+s/XlhYyJNPPpmzZ89mYGCggZMBAADA7iY8se0NDg7m0UcfXf/xPffcky9/+cuiEwAAADSYrXbsOPfee2/e9773NXoMAAAA2PWEJ3aUr33ta5mamso73/nORo8CAAAAu57wxI5y77335vbbb0+lYhcpAAAANJo/nbNjzM3N5f777883v/nNRo8CAAAAxIondpDPfOYzufHGG/OqV72q0aMAAAAAEZ7YQRwqDgAAAFuLrXbsGF/72tcaPQIAAADwHFY8AQAAAFAI4QkAAACAQghPAAAAABRCeAIAAACgEMITAAAAAIUQngAAAAAohPAEAAAAQCGEJwAAAAAKITwBAAAAUAjhCQAAAIBCCE8AAAAAFEJ4AgDY5T7wgQ/kyJEjKZVKefTRR1/2dQCASyU8AQDscrfddlu++tWv5vDhw5f0OgDApao0egAAABrrLW95y2W9DgBwqax4AgAAAKAQwhMAAM8zNTWVp556KvV6vdGjAADbmPAEAMDznD9/PvPz85mfn2/0KADANiY8AQDwPLVaLaVSKTMzM40eBQDYxoQnAIBd7q677srIyEhGR0fzjne8I9dff32q1Wp+7dd+LW94wxsueh0A4HKU6pewcX92dja9vb2ZmZlJT0/PZswFAEADPf744+ns7Mz09HQOHz6c7u7uRo8EAGwhl9qKrHgCAOAi9Xo9a2traWtrS0tLi+12AMAVE54AALhIrVZLvV5Pc3Nzent7Mzs7m1qt1uixAIBtSHgCAOAiq6urSZJKpZLe3t7UarXMzc01eCoAYDsSngAAuMja2lqSZ8NTW1tbWltbbbcDAK6I8AQAwEWeG56SpLe3N+fPn7fdDgC4bMITAAAXWVtbS7lcTlNTU5Ksb7c7f/58gycDALYb4QkAgIusra2tr3ZKktbW1rS1tdluBwBcNuEJAICLrK6uXhSekv+y3a5arTZoKgBgOxKeAAC4yPeueEqeDU/1et12OwDgsghPAABcZG1tLc3NzRe91tLSkvb2dtvtAIDLIjwBAHCRF1rxlDy76mlubs52OwDgkglPAACsq9VqqVarLxqe6vV6ZmdnGzAZALAdCU8AAKxbW1tLkhcMT83Nzeno6LDdDgC4ZMITAADrXio8Jf9lu92F9wEAvBThCQCAdReC0vceLn5BT09PkthuBwBcEuEJAIB1F8JTU1PTC369ubk5nZ2dttsBAJdEeAIAYN3q6moqlUpKpdKLvqe3tzfz8/O22wEAL0t4AgBg3dra2oue73TBhe12Vj0BAC9HeAIAYN2lhKdKpZKuri7hCQB4WcITAADr1tbWXvRg8efq7e3NwsJCVldXN2EqAGC7Ep4AAFh3KSuekme325VKJU+3AwBekvAEAECSpF6vX3J4ampqst0OAHhZwhMAAEmSarWaer1+SeEpeXbV08LCQlZWVgqeDADYroQnAACSPLvNLsklnfGU2G4HALw84QkAgCT/JTxd6oon2+0AgJcjPAEAkOTyw1Py7NPtFhcXbbcDAF6Q8AQAQJJnw1O5XE65fOm3iBe221n1BAC8EOEJAIAkyerq6mWtdkqScrmc7u5u4QkAeEHCEwAASZ5d8XS54Sl5drvd0tJSlpeXC5gKANjOhCcAAJI8G54u9Yl2z9Xd3Z1yuWzVEwDwPMITAABJrnzFk+12AMCLEZ4AAEhyZWc8XdDb25vl5eUsLS1t8FQAwHYmPAEAkFqtllqtdsXhqaury3Y7AOB5hCcAALK2tpYkV3TGU/Lsdruenp7MzMykXq9v5GgAwDYmPAEAsB6ernTFU/LsdruVlRXb7QCAdcITAAAbEp66urrS1NRkux0AsE54AgAgq6urSZKmpqYr/oxSqWS7HQBwEeEJAICsra2lUqmkVCpd1ef09vZmdXU1i4uLGzQZALCdCU8AAGRtbe2KDxZ/rs7OTtvtAIB1whMAAOsrnq5WqVRKb29vZmdnbbcDAIQnAAA2LjwlttsBAP+F8AQAQFZXVzcsPHV0dKRSqdhuBwAITwAAu129Xt/QFU8Xttt5uh0AIDwBAOxy1Wo1Sa76cPEPfOADOXLkSEqlUo4fP561tbUsLCxkeXk5v/iLv5hXvOIVec1rXpOf/umf3oixAYBtYGP+WgsAgG3piSeeyHve856MjY1lcHAw9913X1796ldf0Wfddttt+eVf/uW86U1vSltbW5qbmzMzM5Pf+I3fSKlUyne+852USqWMjY1t8HcBAGxVwhMAwC5211135Y477sib3vSm/M3f/E3uuOOOfPOb37yiz3rLW96y/v9f2G538uTJ3HvvvRkdHU2pVEqS7Nu3b0NmBwC2PlvtAAB2qbNnz+Y//sf/mB//8R9Pkrz73e/OiRMncuzYsQ35/N7e3hw/fjz9/f25++6784M/+IN585vfnL/8y7/ckM8HALY+K54AAHapEydOZP/+/UmScrmcer2egwcP5rvf/W4OHTqUer2+/k+Si378Uq/VarVMT09nbm4uSfLMM8/k+7//+/Prv/7r+da3vpW3ve1t+fa3v53h4eEGfNcAwGYSngAAdrlSqZR6vZ7/9//9f7O0tJTR0dF85zvfueLPq1armZiYyNmzZ7N3796Uy+X81E/9VJLkda97Xa699tr89V//tfAEALuA8AQAsEsdPHgwp0+fXl+tdODAgZw9ezZveMMb1p9Od+GfJJf84+bm5lx33XV59atfnRMnTuRHfuRH8u///b/PLbfckqeeeipPPfVUvu/7vq9h3zcAsHmc8QQAsEvt3bs3r3/96/PQQw8lSR5++OEcPHgwN910U7q6utLZ2ZmOjo60t7envb09bW1taW1tTUtLS1paWtLc3JxKpZKmpqY0NTXl537u53Lw4MGMjo7mHe94R66//vrUarXcfffd+Y3f+I285jWvya233prf/d3fzYEDBxr7zQMAm6JUv7AZ/yXMzs6mt7c3MzMz6enp2Yy5AADYBI8//njuuOOOnD59Or29vfnDP/zDvOY1r9mwz3/yySfT3NycgwcPbthnAgCNd6mtyFY7AIBd7JWvfGX+z//z/8wzzzyTtbW1HD16dEM/v1arpampaUM/EwDYPmy1AwAgHR0dWVxcTK1W29DPrdVqKZfdcgLAbuUuAACAdHZ2pl6vZ3FxcUM/t1qtCk8AsIu5CwAAIG1tbSmXy1lYWNjQz7XVDgB2N+EJAICUSqV0dHRsaHiq1Wqp1+tWPAHALuYuAACAJM+e8zQ/P59LeOjxJblwXpQVTwCwewlPAAAkeTY81Wq1LC8vb8jnXQhPVjwBwO7lLgAAgCTPhqdSqZT5+fkN+bxqtZpEeAKA3cxdAAAASZ4NRG1tbRt2zpOtdgCA8AQAwLrOzs4NO+fJVjsAwF0AAADrOjo6sra2ltXV1av+LFvtAAB3AQAArOvo6EiSDTnnyYonAMBdAAAA6yqVSlpbWzfknKdarZZyuZxSqbQBkwEA25HwBADARTo7OzckPFWrVQeLA8AuJzwBAHCRjo6OLC8vZ21t7ao+58KKJwBg93InAADARS6c83S1q56q1arwBAC7nDsBAAAu0tLSkubm5qs+YLxWq9lqBwC7nPAEAMDzdHR0XPWKJ1vtAAB3AgAAPE9nZ2cWFxdTrVav+DNstQMA3AkAAPA8F855WlxcvOLPsNUOABCeAAB4ntbW1jQ1NV3VOU9WPAEA7gQAAHieUql01ec8WfEEAAhPAAC8oM7OziwsLKRer1/2z63X6w4XBwCEJwAAXlhHR0fq9foVnfNUq9WSRHgCgF3OnQAAAC+ovb09pVLpirbbXQhPttoBwO4mPAEA8IIunPN0JQeMW/EEACTCEwAAL+HCAeOXe85TtVpNIjwBwG7nTgAAgBfV2dmZarWa5eXly/p5ttoBAInwBADAS2hvb0+Syz7nyVY7ACARngAAeAlNTU1pb2+/7HOebLUDABLhCQCAl3HhnKfLUavVUiqVhCcA2OXcCQAA8JI6OzuzurqalZWVS/451WpVdAIAhCcAAF5aR0dHkss756lWqzlYHAAQngAAeGmVSiUtLS2XHZ6seAIA3A0AAPCyOjs7L+uAcVvtAIBEeAIA4BJ0dHRkeXl5/Wl1L8dWOwAgEZ4AALgEnZ2dSXLJq56seAIAEuEJAIBL0NzcnEqlcsnnPFnxBAAkwhMAAJegVCpd1jlPDhcHABLhCQCAS9TR0ZGlpaXUarWXfa+tdgBAIjwBAHCJOjo6Uq/Xs7i4+LLvtdUOAEiEJwAALlFbW1vK5fLLbrer1Wqp1+tWPAEAwhMAAJemVCqlo6PjZQ8Yv7AVz4onAEB4AgDgknV2dmZhYSH1ev1F33MhPFnxBAC4GwAA4JJ1dHSkVqtlaWnpRd8jPAEAF7gbAADgkrW3t6dUKr3kOU/VajWJrXYAgPAEAMBlKJfLaW9vf8lznqx4AgAucDcAAMBl6ezszPz8/Iue83RhxZPwBAC4GwAA4LJ0dHSkWq1mZWXlBb9uxRMAcIG7AQAALktHR0eSvOh2u1qtlnK5nFKptJljAQBbkPAEAMBlaWpqSltb24seMF6tVq12AgCSCE8AAFyBjo6Ol1zx5Il2AEAiPAEAcAU6OzuzsrKS1dXV533NiicA4AJ3BAAAXLaXOufJiicA4ALhCQCAy9bc3JyWlpYXPOfpwuHiAADuCAAAuCIvds6TrXYAwAXuCAAAuCIdHR1ZWlpKtVq96HVb7QCAC4QnAACuSGdnZ5Lnn/Nkqx0AcIE7AgAArkhLS0uampqeF56q1aoVTwBAEuEJAIArVCqV0tnZedEB4/V63YonAGCdOwIAAK5YR0dHFhcXU6vVkmT9/wpPAEAiPAEAcBU6OztTr9ezuLiY5L+EJ1vtAIBEeAIA4Cq0tbWlXC6vn/NkxRMA8FzuCAAAuGKlUikdHR3r5zxVq9UkwhMA8Cx3BAAAXJWOjo4sLCysHyye2GoHADxLeAIA4Kp0dHSkVqtleXnZVjsA4CKVRg8AAMD21tHRkVKplPn5+fXgJDwBAIkVTwAAXKVyuZy2trYsLCykVqulVCoJTwBAEuEJAIAN0NnZmfn5+VSrVdEJAFjnrgAAgKvW0dGRtbW1rK6uOlgcAFgnPAEAcNU6OjqSJCsrK1Y8AQDr3BUAAHBFlpaWcuutt+aGG27IG97whtx11105duzYReHpi1/8YpqamvJbv/VbjRsUAGgY4QkAgCt255135vHHH89jjz2WW265Jf/T//Q/rW+1m5mZyT/9p/80t9xyS4OnBAAaRXgCAOCKtLW15ZZbbkmpVEqS/MiP/EhOnjy5/uNf/MVfzP/8P//PGRwcbOSYAEADCU8AAGyI3//9389b3/rW1Gq1/PEf/3HK5XL+/t//+40eCwBooEqjBwAAYPtaW1vL/Px8/vf//X/Pt7/97XziE5/IqVOn8uEPfzhf+tKXGj0eANBgwhMAAJesVqtlYWEhc3NzmZuby9LSUj71qU/lz//8z3P//fenVqvlm9/8Zk6dOpWbbropSTI+Pp7PfvazOXfuXP63/+1/a+w3AABsKuEJAIAXVa/Xs7S0tB6aFhYWUq/XU6lU0tnZmT/6oz/KF7/4xfzVX/1V2tvbc+zYsfw3/81/kx/90R/Nddddl7a2ttxxxx256aab8sEPfrDR3w4AsMmEJwAALrKysrIemubn51OtVlMqldLZ2Znh4eF0dXWltbU1J0+ezP/yv/wvOXr0aN761reuv+8//sf/mKeffjonTpzIdddd1+hvBwBoIOEJAGCXu3BO04XYtLq6miRpb2/PwMBAurq60t7ennL54ufSjIyMpF6vr//47NmzmZiYSEtLSw4ePJjvfve7GRsby6c+9anN/HYAgC1EeAIA2GWee07T/Px8FhcXkyQtLS3p7u5OV1dXOjs709TUdFmfu7y8nNbW1iRJW1tb9u3bl9OnT6erqys9PT0b/n0AAFuf8AQAsMO92DlNTU1N6erqysDAQDo7O9PS0nJV11leXk57e/v6jwcGBjI3N5eTJ0+mvb09zc3NV/utAADbjPAEALADXeo5TaVSaUOuV6/Xs7y8nL6+vvXXSqVSDhw4kGPHjmV0dDRHjhzZsOsBANuD8AQAsAM895ym+fn5rKysJHn5c5o2yurqaur1+vpWuwsqlUpGRkZy/PjxjI+PZ8+ePYVcHwDYmoQnAIBt6KXOaerq6rric5qu1IXQ9ULb9bq6ujI0NJQzZ86sBzAAYHcQngAAtoHNOqfpSi0vL6dUKr3o9YeHhzM/P58TJ07kuuuu27QgBgA0lvAEALBFbfY5TVdjeXk5LS0tLzpLqVTKyMhIvvvd7+b06dMZGRnZ5AkBgEYQngAAtohGn9N0NZaXl593vtP3am1tzf79+3Py5Ml0dXVddBA5ALAzCU8AAFfo7W9/e8bGxlIul9Pd3Z2Pfexjed3rXpcjR46ktbV1/SyjX/mVX8lP/uRPPu/nb7Vzmq7G8vJy+vv7X/Z9fX19mZuby6lTp9LR0dGwrYEAwOYQngAArtD999+/vmrnwQcfzB133JHHHnssSfKZz3wmN91000Xv3+rnNF2parWatbW1l13xlDy75e6aa67JsWPHcuLEiRw9enRLbBUEAIohPAEAXKHnbhWbmZl5wYCync5pulLLy8tJcknhKUmamppy8ODBPPnkkzl79myGh4eLHA8AaCDhCQDgKtx+++155JFHkiSf+9znsra2llqtln/4D/9harVaXv3qV+eDH/xgDhw4sOXPabpSF8LT5azU6ujoyN69e3P27Nn1LYUAwM5Tqtfr9Zd70+zsbHp7ezMzM5Oenp7NmAsAYFv51Kc+lT/8wz/Mb/3Wb+X06dM5fPhwWltb85u/+Zt5/PHH82d/9meNHrEwZ86cydTUVF71qldd1s+r1+t56qmnsrq6muuvv35bnGUFADzrUluR8AQAsAEmJiZy4MCBPPbYY7n22mvXV/+cPn06N9xwQ86fP9/gCYvzzDPPpFqt5tprr73sn7uyspJjx46lq6srBw8e3NZbDgFgN7nUVrRz1ngDAGyi6enpnDp1KkmytraWf/Nv/k36+/szMjKShYWF9fd9+tOfzute97pGjbkplpeXL/l8p+/V0tKSAwcOZHZ2NlNTUxs8GQDQaM54AgC4AjMzM3n3u9+dxcXF1Gq19PT05LOf/WzOnDmTH//xH0+1Wk29Xs/Ro0dz3333NXrcwtTr9aysrGRgYOCKP6O3tzdzc3M5ffp0Ojs7rzhiAQBbj/AEAHAFDh8+nG984xtZXl7OE088keHh4ezZsydJ8q1vfavB022elZWV1Ov1q45F+/fvz8LCQk6cOJGjR4/uqMPXAWA38zs6AMBVGBsbS3NzcwYHBxs9SkNceKLd1YancrmckZGRLC8v58yZMxsxGgCwBQhPAABX6Pz58zl//nz27du3a1foLC8vp1wup1K5+oX07e3tGR4ezsTExI4+jB0AdpPdeYcEAHCV6vV6xsbG0tHRsauf+nvhYPGNehrd4OBgurq6Mjo6mrW1tQ35TACgcYQnAIArMDk5meXl5ezfv3/Dost2tLKykpaWlg37vFKplJGRkSTJ6Oho6vX6hn02ALD5hCcAgMtUrVZz9uzZ9PX1pb29vdHjNEy9Xl9f8bSRKpVKRkZGMjc3l4mJiQ39bABgcwlPAACX6ezZs6nX6xkeHm70KA1VrVZTrVY3PDwlSXd3dwYHB3PmzJksLi5u+OcDAJtDeAIAuAzLy8uZmJjI0NBQmpubGz1OQ23UE+1ezPDwcFpbWzM6OpparVbINQCAYglPAACXYWxsLM3NzRkaGmr0KA13ITxt5BlPz1Uul3Pw4MGsrKzk9OnThVwDACiW8AQAcInm5uZy/vz57Nu3L+Wy26jl5eW0tLQU+u+itbU1+/fvz9TUVGZmZgq7DgBQDHdMAACXoF6v5/Tp0+no6EhPT0+jx9kSijhY/IX09/enp6cnp06dysrKSuHXAwA2jvAEAHAJpqamsry8nP3796dUKjV6nC1hs8JTqVTKNddck1KplNHR0dTr9cKvCQBsDOEJAOBlVKvVnDlzJn19fWlvb2/0OFtCrVbL6upqYec7fa9KpZKDBw9mYWEh586d25RrAgBXT3gCAHgZ586dS61Wy/DwcKNH2TIubHnbjBVPF3R2dmbPnj05e/ZsFhYWNu26AMCVE54AAF7C8vJyJiYmsmfPnjQ3Nzd6nC3jwhPtNjM8JcnevXvT3t6eEydOpFqtbuq1AYDLJzwBALyEsbGxVCqVDA0NNXqULWV5eTlNTU2pVCqbet1SqZSDBw+mWq3m1KlTznsCgC1OeAIAeBFzc3M5f/58hoeHUy67bXquzTpY/IW0tLTkmmuuyczMTKanpxsyAwBwadxBAQC8gHq9nrGxsbS3t6e3t7fR42w5jQxPSdLX15e+vr6cPn16fdsfALD1CE8AAC9gamoqS0tL2b9/f0qlUqPH2VLq9XrDw1OS7N+/P5VKJaOjo7bcAcAWJTwBAHyParWaM2fOpLe3Nx0dHY0eZ8tZXV1NvV5veHhqamrKyMhIFhcXc+bMmYbOAgC8MOEJAOB7nDt3LrVaLfv27Wv0KFvSyspKkmfPWmq0jo6ODA8PZ3x8PHNzc40eBwD4HsITAMBzLC8vZ2JiInv27Elzc3Ojx9mSlpeXUyqVtkR4SpKhoaF0dnZmdHQ0a2trjR4HAHgO4QkA4DnOnDmTpqamDA0NNXqULWt5eTktLS1b5uyrUqmUkZGR1Ov1nDx50nlPALCFCE8AAP+/ubm5zM7OZt++fSmX3Sa9mK1wsPj3am5uzoEDB3L+/PlMTk42ehwA4P/njgoAIM8+qW1sbCzt7e3p7e1t9Dhb2lYMT0nS09OTgYGBjI2NZWlpqdHjAAARngAAkiRTU1NZWlrK/v37t8wWsq2oWq1mbW1tS4anJNm3b19aWlpy4sSJ1Gq1Ro8DALue8AQA7HrVajVnz55Nb29vOjo6Gj3Olra8vJwkWzY8lcvlHDx4MCsrKxkbG2v0OACw6wlPAMCud+7cuVSr1QwPDzd6lC3vQnjaKk+0eyFtbW3Zt29fJicnMzs72+hxAGBXE54AgF1tZWUlExMTGRoa2tIxZatYWVlJpVJJU1NTo0d5SQMDA+nu7s7Jkyezurra6HEAYNcSngCAXW1sbCxNTU3Zs2dPo0fZFrbqweLfq1Qq5cCBAymVShkdHU29Xm/0SACwKwlPAMCuNT8/n9nZ2QwPD6dcdlt0KbZLeEqSSqWSkZGRzM/PZ3x8vNHjAMCu5A4LANiV6vV6Tp8+nfb29vT19TV6nG2hXq9nZWVl24SnJOnq6srQ0FDOnDmTxcXFRo8DALuO8AQA7ErT09NZWlrK/v37UyqVGj3OtrCyspJ6vb6twlOS7N27N+3t7Tlx4kSq1WqjxwGAXUV4AgB2nWq1mjNnzqS3tzcdHR2NHmfbuPBEu+0WnsrlckZGRrK2tpbTp083ehwA2FWEJwBg1xkfH0+1Ws3w8HCjR9lWlpeXUy6XU6lUGj3KZWttbc3+/fszPT2dmZmZRo8DALvG9rtrAAC4CisrKxkfH8/Q0FBaWloaPc62cuFg8e26NbGvry9zc3M5efJk2tvb/foDUIi3v/3tGRsbS7lcTnd3dz72sY/l0KFD+Xt/7++tv2dhYSFPPvlkzp49m4GBgQZOWzzhCQDYVc6cOZOmpqYMDQ01epRtZ2VlZVvHmlKplGuuuSbHjh3L6Ohorr322m0b0QDYuu6///71B5c8+OCDueOOO/LYY4/l0UcfXX/PPffcky9/+cs7PjolttoBALvI/Px8ZmZmMjw8nKampkaPs63U6/X1FU/bWVNTUw4ePJiFhYWcPXu20eMAsAM992m5MzMzL/iXHPfee2/e9773beJUjWPFEwCwK9Tr9YyNjaWtre2iG0IuTbVaTbVa3fbhKUk6Ojqyd+/enD17Nl1dXens7Gz0SADsMLfffnseeeSRJMnnPve5i772ta99LVNTU3nnO9/ZiNE2nRVPAMCuMD09ncXFxezfv9/2qiuwXZ9o92L27NmTjo6OjI6OplqtNnocAHaY++67LydOnMiHP/zhfOhDH7roa/fee29uv/32bfmwjishPAEAO161Ws2ZM2fS09NjdcsVuhCetvMZT89VKpUyMjKSarWakydPpl6vN3okAHag9773vXnkkUcyMTGRJJmbm8v999+fn/3Zn23wZJtHeAIAdrzx8fFUq9Xs27ev0aNsW8vLy2lpaUm5vHNuH1taWnLgwIHMzs5menq60eMAsANMT0/n1KlT6z9+6KGHMjg4uH6I+Gc+85nceOONedWrXtWoETfd7ljXBQDsWisrKxkfH8/g4OCOWa3TCDvhYPEX0tvbm7m5uZw6dSodHR078nsEYPPMzMzk3e9+dxYXF1Mul7Nnz548/PDD69v877333vzjf/yPGzzl5hKeAIAd7cyZM2lqasqePXsaPcq2try8nN7e3kaPUYj9+/dnfn4+J06cyNGjR3fUqi4ANtfhw4fzjW9840W//rWvfW0Tp9ka/K4KAOxYCwsLmZmZyfDwcJqamho9zrZVq9Wyurq6Y1eMlcvlHDx4MMvLyzlz5kyjxwGAHUV4AgB2pHq9ntOnT6etrS19fX2NHmdbW1lZSbJznmj3Qtrb2zM8PJyJiYmcP3++0eMAwI4hPAEAO9LMzEwWFxezf//+9XMVuDIXnmi3k8NTkgwODqarqysnT57M2tpao8cBgB1BeAIAdpxarZaxsbH09PSks7Oz0eNsG0tLS7n11ltzww035MYbb8zb3va2HDt2LMvLy5mens473/nOvOIVr8gP/MAP5Ctf+Uqjx91wpVIpBw4cSL1ez+joaOr1eqNHAoBtT3gCAHacc+fOpVqtZt++fY0eZdu588478/jjj+exxx7Lu971rrz//e/P8vJyPvrRj+bmm2/OE088kU9+8pP5R//oH2V1dbXR42645ubmjIyMZG5uLpOTk40eBwC2PeEJANhRVldXMz4+nsHBwR17GHZR2tracsstt6xvTbz55ptz/PjxLC8v53Of+1z+u//uv0uS/NAP/VCuueaafPnLX27kuIXp7u7O4OBgxsbGsrS01OhxAGBbE54AgB1lbGws5XI5e/bsafQo295HP/rR/P2///dz5syZrK2tXbSC7MiRI3nmmWcaOF2xhoeH09ramhMnTqRWqzV6HADYtoQnAGDHWFhYyMzMTIaHh9PU1NTocba1u+++O8eOHcv/+r/+r7vyrKNyuZyRkZGsrKzk9OnTjR4HALYt4QkA2BHq9XpOnz6dtra29Pf3N3qcbe2ee+7JAw88kD/7sz9LpVJJX19fKpVKxsbG1t9z/PjxHDp0qIFTFq+trS379+/P1NRUZmdnGz0OAGxLwhMAsCPMzMxkcXEx+/btWz+jiMv3kY98JJ/+9Kfz+c9/Pn19fVlaWkq5XM673/3u/Mt/+S+TJN/85jdz8uTJ/OiP/miDpy1ef39/enp6cvLkyR15mDoAFK1Uv4S107Ozs+nt7c3MzEx6eno2Yy4AgEtWq9XyxBNPpL29fcevwinS6OhoDh48mKNHj6a7uztJUiqV8id/8ifp7OzMe97znjz11FNpaWnJb//2b+etb31rgyfeHGtrazl27FhaW1tz5MgRYRMAcumtqLKJMwEAFGJ8fDxra2sZHh5u9Cjb2sjIyPPOc/rOd76T9vb2DA8P5y/+4i8aNFljVSqVjIyM5Pjx4zl37lz27t3b6JEAYNuw1Q4A2NZWV1dz7ty5DA4OprW1tdHj7Ci1Wi0rKytpa2tr9CgN19XVlT179uTs2bNZWFho9DgAsG0ITwDAtnbmzJmUy+Xs2bOn0aPsOEtLS0kiPP3/9u7dm/b29pw4cSLVarXR4wDAtiA8AQDb1sLCQqanpzM8PJympqZGj7PjXAhPVpI9q1Qq5eDBg6lWqzl16lSjxwGAbUF4AgC2rKWlpdx666254YYbcuONN+Ztb3tbjh07liT5+te/nje+8Y35iZ/4ibzxjW/MP//n/7zB0+48S0tLaW1tTbnslvGClpaWXHPNNZmZmcn09HSjxwGALc9dBACwpd155515/PHH89hjj+Vd73pX3v/+9ydJ3v/+9+dnf/Zn841vfCP/4T/8h9xzzz3527/92wZPu7MsLi6mvb290WNsOX19fenr68upU6eyvLzc6HEAYEsTngCALautrS233HLL+uPrb7755hw/fjy1Wi3VajWrq6vp6urK/Px8WlpaMjAw0OCJd456vZ6lpSXnO72I/fv3p6mpKaOjo897EuBu9YEPfCBHjhxJqVTKo48+uv765z73ubz+9a/PTTfdlB/4gR/IH/zBHzRuSAA2nfAEAGwbH/3oR/Oud70r4+Pj+bVf+7X81m/9Vg4dOpQbbrghd999d/bt29foEXeMlZWV1Ot14elFNDU15eDBg1lcXMzZs2cbPc6WcNttt+WrX/1qDh8+vP5avV7PT//0T+dTn/pUHn300Tz88MO56667cv78+QZOCsBmqjR6AACAS3H33Xfn2LFj+fznP5/Tp0/nvvvuy6//+q/nH/2jf5Qnn3wyP/qjP5of/MEfzPd///c3etQdwRPtXl5HR0eGh4dz5syZdHZ2pqurq9EjNdRb3vKWF3y9VCqtn4c1OzubwcFBB9YD7CLCEwCw5d1zzz154IEH8oUvfCEtLS0ZGxvLn//5n+dP//RPkyRHjx7NzTffnP/wH/6D8LRBFhcXU6lUUqm4XXwpP/VTP5VnnnkmpVIpg4OD+fjHP57v+77vyz/4B/8gf/u3f5v29vbs3bs3v/M7v5Prr7++0eNuulKplM985jP5b//b/zadnZ2ZmprKAw88kJaWlkaPBsAmsdUOANjSPvKRj+TTn/50Pv/5z6evry+VSiU9PT3p6OjIF7/4xSTJ+Ph4vv71r+cHfuAHGjztzrG0tORg8Utw//3356//+q/zwAMP5D3veU/uuOOOJC9+KP5usrKykomJiXz4wx/OAw88kKeffjp/+Zd/mfe85z0ZHx9v9HgAbBLhCQDYskZHR/NLv/RLmZ6ezlvf+tbcdNNN+eEf/uG0tLTkE5/4RP7JP/knufHGG/OWt7wlH/zgB/PDP/zDjR55x3Cw+KXp6+tLc3NzDhw4kHPnzqVWq73oofi7yfj4eJ544ol86UtfyqlTp9a34f3QD/1QRkZG8q1vfavBEwKwWaydBgC2rJGRkRd8YtgTTzyRN77xjfm//+//uwFT7Xxra2tZW1sTni7R7bffnkceeSTVajX/4l/8iywuLl60WuzCofg7Xa1Wy+TkZFZXVzMzM5PXvva1GRgYyOnTp/P//D//T77v+74vx44dy3e/+9288pWvbPS4AGwS4QkA2HYqlUpWV1cbPcaO5WDxy3PfffclST75yU/mox/9aF7xilektbU1HR0d+Zf/8l/miSeeyF/+5V82eMri1Ov1zM7O5q677sojjzySiYmJ/PzP/3y6u7tz7Nix/N7v/V5+4id+IuVyObVaLb/927+dQ4cONXpsADZJqf5Cf434PWZnZ9Pb25uZmZn09PRsxlwAAC/qxIkTWV1dzdGjRxs9yo40Pj6es2fP5vu+7/vWt4txadrb2/P5z38+Bw8ezO/8zu/k3/7bf5tPfOIT6e/vT0dHx/o/7e3tKZe3/6kXCwsLGRsby8LCQrq6urJv3z7BEmCXuNRWZMUTALDtNDc3Z3FxsdFj7FiLi4tpbW0VnV7G9PR0FhYWcs011yRJHnrooQwODmZwcDD/6l/9q3z+85/Pl7/85bS2tmZhYSELCwvr50CVSqW0tbVdFKOam5sb/B1duuXl5Zw5cyazs7Npa2vLkSNH0tXV1eixANiChCcAYNupVCpZW1tr9Bg71tLSUjo7Oxs9xpY3MzOTd7/73VlcXEy5XM6ePXvy8MMPZ3l5Ob/6q7+ao0eP5r/+r//rJElra2u+/vWvp16vZ2lpaT1Ezc7OZmJiIsmzQfW5IaqtrW3Lxb+1tbWcO3cuk5OTaWpqyoEDB9LX17fl5gRg6xCeAIBtp1KppFarpVqtpqmpqdHj7Ci1Wi3Ly8sZHBxs9Chb3uHDh/ONb3zjea+vrq7mr//6r7Nv374MDQ1d9LVSqZT29va0t7ev/zteXV1dD1EXYlS9Xk+5XE57e/tF2/MqlSu/ff/kJz+Zn/3Zn82DDz6YW2+99bJ+7oWDw8+ePZsk2bNnT4aGhnbEdkEAiiU8AQDbzoU/fK+trQlPG2x5eTmJg8WvRnNzc3p7ezM5OZnBwcGXXQ104f29vb1Jno08i4uL6yFqcnIy586dS5L1Q8sv/NPS0nJJq42OHz+eT3ziE7n55psv63u5cHD42NhYVldXMzAwkL17915VAANgd/E7BgCw7Tw3PLW2tjZ4mp3FE+02xsDAQJ566qnMz89f9tlH5XI5nZ2d69sd6/V6VlZWsrCwsB6kpqamkiRNTU3rq6EuxKjvXYVUq9Xy/ve/Px//+MfzS7/0S5c8x/z8fMbGxrK4uJju7u4cPnzYfy4AuGzCEwCw7Vw4hNk5TxvvwsHitlBdnY6OjrS2tmZiYuKqD90ulUppbW1Na2tr+vv7kyTVavWiVVHj4+Op1WpJ8rxDyz/60Y/mjW98Y97whjdc0vUcHA7ARhKeAIBtp1wup1QqCU8FWFpasqplA5RKpQwODubUqVNZWVlJS0vLhn5+U1NTurq61oNQvV7P8vLyeoiam5vL5ORknnjiifzrf/2v88ADD7zsZ144OHxiYiLNzc0ZGRlJb2+vg8MBuCrCEwCw7ZRKpVQqlayurjZ6lB3lwhPXuru7Gz3KjtDb25uxsbFMTU1leHi40GuVSqW0tbWlra0tAwMDSZ4NSZ/73Ody8uTJvPnNb05zc3PGxsZy55135vTp0/m5n/u5JM9uxZuYmFg/R2p4eDiDg4NWvQGwIYQnAGBbqlQqVjxtsNXV1dRqNSueNkhTU1P6+voyOTmZPXv2bGrIqdVqGR8fzy233JLbbrstIyMjaWlpyd/9u383H/zgB3PrrbemXq9nZmYmZ86ccXA4AIXxuwoAsC0JTxvPweIbb2BgIJOTk5mdnU1fX9+mXHNpaSknTpzIyspKhoeHMzQ09Lztct97cPiRI0cc1A9AIYQnAGBbam5uzsLCQqPH2FEWFxfT1NRkxcsGamtrS2dnZyYnJwsPT/V6PePj4zl79mxaWlpy9OjRtLe3X/Sef//v/33Gxsby1FNPpb29Pddee+360/MAoAjuKgCAbcmKp423tLSU9vZ2h0lvsIGBgZw4cSKLi4vPC0EbZWVlJaOjo1lYWMjQ0FD27t170da+tbW1nD17NpOTkw4OB2BTCU8AwLZ0ITzV63V/eN4gS0tL6e3tbfQYO05PT08qlUomJydz4MCBDf3ser2eqampjI2Npamp6XkrmL734PB9+/ZlYGDAweEAbBrhCQDYli5sB1tbW0tzc3ODp9n+qtVqVldXne9UgFKplIGBgZw7dy779u1LU1PThnzu2tpaTp48mfPnz6evry/79+9f/+x6vZ7p6emcPXs2q6urGRwczJ49e2yjBGDT+Z0HANiWLsQm4WljOFi8WP39/Tl37lympqYyNDR01Z83OzubkydPJkkOHTqUnp6e9a/Nzc1lbGwsS0tL6enpcXA4AA0lPAEA29JzVzxx9RYXF1MqlQSKgjQ3N6enpyeTk5MZHBy84u2h1Wo1p0+fzvT0dLq7u3PgwIH1/y4sLS3lzJkzOX/+vIPDAdgyhCcAYFu68Ift1dXVBk+yMywtLaWtrc15WQUaGBjIU089lbm5uXR3d1/2z5+fn8/o6Giq1WoOHDiQvr6+lEql5x0cfvDgwfT09Pi1BGBLEJ4AgG2pVCqlqanJiqcNcuGJdhSno6Mjra2tmZycvKzwVKvVcvbs2YyPj6ejoyPXXnttWlpaUqvVcu7cuYyPj6dUKjk4HIAtSXgCALatC0+24+rUarUsLy+nv7+/0aPsaKVSKYODgzl16lRWVlbS0tLysj9ncXExo6OjWVlZyfDw8Pr5UFNTUzlz5kyq1WoGBgYcHA7AluV3JwBg22pubhaeNsDKykrq9bqDxTdBb29vxsbGMjk5mX379r3o++r1esbHx3P27Nm0trbmuuuuS1tb2/MODh8eHnYuFwBbmvAEAGxblUolKysrjR5j21tcXEziiXaboampKf39/ZmamsrevXtfcFvcyspKRkdHs7CwkKGhoezduzcrKys5fvx45ubm0tHRkaNHj6ajo6MB3wEAXB7hCQDYtiqVSubn5xs9xra3tLSU5ubmNDU1NXqUXWFgYCATExOZnZ1NX1/f+uv1ej1TU1MZGxtLU1PT+llOp0+fztTUVFpaWhwcDsC2IzwBANvWhTOe6vW6P4hfBQeLb67W1tZ0dnZmYmJiPTytra3l5MmTOX/+fPr7+7N3795MTU3l6aefTqlUyv79+9Pf3+/gcAC2HeEJANi2mpubU6/XU6vVrNa5QvV6PUtLSxkcHGz0KLvK4OBgnnnmmSwuLmZ1dTUnT55Mkhw8eDDVajXf/e53U61WMzg4mD179vjPNwDblvAEAGxbF57itba25g/mV2htbS3VatX5Tpusu7s7lUolJ06cyMrKSrq7u9Pb25uzZ89meXk5vb29GR4evqQn3wHAViY8AQDb1oXwtLq66sleV8jB4o0xPz+fWq2WtbW1DA0NZXFxMaOjow4OB2DHEZ4AgG3ruSueuDJLS0tpampKc3Nzo0fZFWq1Ws6cOZOJiYm0trZmeXk54+PjaWlpyaFDh9Ld3e28MgB2FOEJANi2yuVySqWS8HQVlpaW0tbWJnZsggurmpaXl9PZ2ZmFhYWUSqWUy+Vcf/31Dg4HYEfyuxsAsG2VSqU0Nzdvu/C0tLSUW2+9NTfccENuvPHGvO1tb8uxY8eSPHvY9z/7Z/8sN9xwQ17zmtfkrW99a+Gz2GZXrHq9nrNnz64fGN7U1JSFhYUMDg7m0KFDqVarmZ+fb/SYAFAIK54AgG2tUqlsu/CUJHfeeWd+7Md+LKVSKb/927+d97///fnSl76Uj33sY/nP//k/52/+5m/S0tKSsbGxwmaoVqtZWVkRngq0vLycEydOrG9pXFtbu+jg8Hq9nra2tkxOTqa7u7vR4wLAhhOeAIBtrVKpZHV1tdFjXJa2trbccsst6z+++eabc8899yRJfuM3fiNf/OIX159mtm/fvsLmWF5eXp+HK3fkyJG0tramvb09SfIrv/Ir+Ymf+IlMTU3l9OnT6+9ra2vLvn371t+XPLtqb2BgIKdOncrKyoqn2AGw4whPAMC2VqlU1gPKdvXRj34073rXuzI7O5szZ87kT//0T/PHf/zHSZL/4X/4H/KTP/mThVx3cXExpVLJEwE3wGc+85ncdNNNSZ59yuJTTz2VhYWFJElLS0v27dv3ogeH9/X1ZWxsLJOTk4WGRgBoBOEJANjWtutWuwvuvvvuHDt2LA8//HAWFhaytraWxcXFfP3rX8/x48fzIz/yI3nVq16VG2+8ccOvvbS0lNbWVodab6CpqamcOnUq9Xo95XI5+/btS39//0se3l4ul9Pf35+pqans3bvXrwcAO4rf1QCAba25uTnVajW1Wq3Ro1y2e+65Jw888ED+7M/+LNPT01laWkpXV1d++qd/OsmzW7je+MY35pvf/GYh13ew+MZ5z3vek1e+8pV53/vel4mJiQwODuaVr3xlBgYGLumJgQMDA6lWq5mZmdmEaQFg8whPAMC2Vqk8u4B7u616+shHPpJPf/rT+fznP5+2trYsLi6mv78///Af/sP8+Z//eZJkcnIy3/jGN/La1752w69fr9eFpw1Qr9fzb//tv80f/dEf5Y/+6I+yZ8+e3H333dm/f3+ampou+XNaW1vT2dmZycnJAqcFgM1Xqtfr9Zd70+zsbHp7ezMzM5Oenp7NmAsA4JIsLi7mu9/9bo4ePZqOjo5Gj3NJRkdHc/DgwRw9ejTd3d1ZXV1NU1NTHn300UxNTeVnfuZn8uSTTyZJfv7nfz4///M/v+EzLC8v54knnsiRI0fS1dW14Z+/09VqtUxPT2d8fDwrKyvp7OzM4OBg5ufnc8MNN+T8+fOX/Zmzs7N55plnct111110ADkAbEWX2oqc8QQAbGvbccXTyMhILvzdX61Wy+OPP56+vr6Uy+UMDg7ms5/9bOEzLC4uJvFEu8tVrVYzNTWV8fHxrK2tpVKpZHBwMPv370+S/P7v/35e97rXXdFnd3d3p7m5ORMTExkZGdnIsQGgYYQnAGBb247h6bnOnz+farWa/v7+Tb3u0tJSmpub1//98dLW1tYyOTmZiYmJVKvV9PX1ZWhoKKdOncott9ySarWaer2eo0eP5r777ruia5RKpfT39+fcuXPZt2+fXxsAdgS/mwEA21qpVNrWT7abmppKe3v7pq88cr7TpVldXc34+HimpqZSr9fT39+foaGhtLS0JEmOHj2ab33rWxt2vYGBgZw7dy7T09MZGhrasM8FgEYRngCAbW+7hqeVlZXMzc3lmmuu2fRrLy0tbfoqq+1keXk54+PjmZ6eTqlUyuDgYAYHBwtfhVSpVNLT05PJyckMDg5e0hPxAGArE54AgG2vUqlkdXW10WNctunp6ZTL5fT29m7qddfW1rK2tmbF0wtYXFzM+Ph4ZmZmUqlUsnfv3gwMDFzWE+qu1uDgYJ588snMzc2lu7t7064LAEUQngCAba9SqWR5ebnRY1yWer2eqamp9Pb2bmrUSBws/kLm5+czPj6e8+fPp7m5Ofv3709/f3/K5fKmz3Jh6+Xk5KTwBMC2JzwBANtec3Nz5ufnGz3GZZmfn8/q6mpDtrstLS2lXC6vn1O0W9Xr9czNzeXcuXNZWFhIa2trRkZG0tvb29AtbqVSKQMDAzl16lRWVlZ2/a8TANub8AQAbHsXzniq1+vb5kycycnJtLa2pr29fdOvfeFg8e3y72qj1ev1zM7O5ty5c1laWkp7e3sOHTqU7u7uLfPvpK+vL2NjY5mcnMy+ffsaPQ4AXDHhCQDY9iqVSur1eqrV6rZ4BP3a2lrOnz+f4eHhhoSOpaWldHZ2bvp1G61Wq2V6ejrj4+NZWVlJZ2dnjhw5ks7Ozi0TnC4ol8vp7+/P1NRU9u7d25AtfwCwEbb+nRkAwMu4EJvW1ta2RXianp5O8uyqls1Wq9WyvLycwcHBTb92o1Sr1UxNTWV8fDxra2vp6enJwYMHG7La7HIMDAxkYmIiMzMznkAIwLa19e/MAABexnPD01Z34VDx7u7uhkSypaWlJLvjYPG1tbVMTk5mYmIi1Wo1fX19GRoa2jbfe2tra7q6ujI5OSk8AbBtCU8AwLbX3NycZHuEp8XFxSwvLzfs3J7dEJ5WV1czPj6eqamp1Ov19Pf3Z2hoaFse0j0wMJBnnnkmi4uLW36FFgC8EOEJANj2yuVyyuXytghPU1NTaW5uTldXV0Ouv7S0lNbW1h15ZtDy8nLGx8czPT2dUqmUwcHBDA4Obovtly+mu7s7zc3NmZiYyMjISKPHAYDLtn1/FwYAeI5KpZLV1dVGj/GSqtVqZmZmMjg42LDDrC880W4nWVxczPj4eGZmZlKpVLJ3794MDAykqamp0aNdtVKplIGBgZw9ezb79u3b1hENgN3J71wAwI5QqVS2/Iqn2dnZ1Gq1hp3XU6/Xs7S0lO7u7oZcf6PNz8/n3LlzmZubS3Nzc/bv35/+/v4dt5qrv78/Z8+ezfT0dIaGhho9DgBcFuEJANgRmpubt3x4mpqaSldXV8POGlpZWUmtVtvWK57q9Xrm5uZy7ty5LCwspLW1NSMjI+nt7W3YKrKiVSqV9PT0ZGJioqGr5QDgSghPAMCOUKlU1g/O3oqWlpaysLCQgwcPNnSGJNvykOp6vZ7Z2dmcO3cuS0tLaW9vz6FDh9Ld3b0rQszg4GBmZmYyNze3Y1asAbA7CE8AwI6w1c94mpqaSlNTU0OjwdLSUiqVyrY6J6hWq2V6ejrj4+NZWVlJZ2dnjhw5ks7Ozl0RnC5ob29PW1tbJicnhScAtpXtc9cBAPASKpVKarVaarXaljvj50I86evra+hs2+lg8Wq1mqmpqYyPj2dtbS09PT0ZGRlJR0dHo0driAuHjJ86dSorKysN264JAJdLeAIAdoQLq3jW1ta23B/Kz58/n2q12rBDxS9YWlpKb29vQ2d4OWtra5mcnMzExESq1Wr6+voyNDS0bYJZkfr6+nLmzJlMTk5m3759jR4HAC6J8AQA7AjNzc1JtmZ4mpqaWt8q1Shra2tZXV3dsgFndXU14+PjmZqaSr1eT39/f4aGhrbcr2Ujlcvl9PX1ZWpqKnv37t1yK/sA4IUITwDAjvDcFU9bycrKSubm5nLNNdc0dI6terD48vJyxsfHMz09nVKplMHBwQwODm6rc6g208DAQCYmJjIzM9PwFXQAcCn8jg4A7AhNTU1JsuUOGJ+enk65XG74FrelpaWUSqUts4JocXEx4+PjmZmZSaVSyd69ezMwMLD+68gLa21tTVdXVyYnJ4UnALYF4QkA2BFKpVIqlcqWWvFUr9czNTWVnp6ehgeVCweLN/pJcPPz8zl37lzm5ubS3Nyc/fv3p7+/37axyzAwMJBnnnkmCwsLu/awdQC2D+EJANgxmpubt1R4mp+fz+rqagYGBho9SpaWlhq2za5er2dubi7nzp3LwsJCWltbMzIykt7e3oaHsO2ou7s7zc3NmZycFJ4A2PKEJwBgx9hqK56mpqbS2tra8HOVarValpeXN31rVr1ez+zsbM6dO7cevg4dOpTu7m7B6SqUSqUMDAzk7Nmz2bdvn/OwANjS/C4FAOwYlUoli4uLjR4jybOHnM/OzmZ4eLjhkWV5eTn1en3TAlitVsv09HTGx8ezsrKSzs7OHDlyJJ2dnQ3/d7FT9Pf35+zZs5mamsqePXsaPQ4AvCjhCQDYMbbSiqfp6ekkSV9fX0PnSP7LE+1aW1sLvU61Ws3U1FTGx8eztraWnp6ejIyM2A5WgEqlkt7e3kxOTmZoaEjQA2DLEp4AgB3jQniq1+sN/YP4hUPFu7u7t8Q2qKWlpbS0tBR2wPna2lomJyczMTGRarWavr6+DA0Npa2trZDr8ayBgYFMT09nbm4u3d3djR4HAF5Q4++EAAA2SHNzc5JnV940MvgsLi5meXk5+/bta9gMz3XhiXYbbXV1NePj45mamkq9Xk9/f3+GhobS0tKy4dfi+drb29PW1paJiQnhCYAtS3gCAHaMC7FpbW2toeFpamoqzc3N6erqatgMF9Tr9SwtLWVwcHDDPnN5eTnj4+OZnp5OqVTK4OBgBgcHt8Tqrt3kwr/7kydPZnl5ufCtlABwJdwdAAA7xoXwsbq62rBtXtVqNTMzMxkcHNwS5+6srq6mWq1uyL+PxcXFjI+PZ2ZmJk1NTdm7d28GBgYK28LHy+vt7c3Y2Fimpqa2zAo7AHgu4QkA2DGeu+KpUWZnZ1Or1dLf39+wGZ7rwsHiV/NEu/n5+Zw7dy5zc3Npbm7O/v3709/fn3K5vFFjcoXK5XL6+voyNTWVvXv3+jUBYMsRngCAHaNcLqepqamh4WlqaiqdnZ1b5pyjpaWlNDU1XfY2uHq9nrm5uZw7dy4LCwtpbW3NyMhIent7t8RKLv6LgYGBTExMZGZmZssETwC4QHgCAHaUC0+2a4SlpaUsLCzk4MGDDbn+C7lwsPilxqJ6vZ7Z2dmcO3cuS0tLaW9vz6FDh9Ld3S04bVGtra3p6urK5OSk8ATAliM8AQA7SqVSyerqakOuPTU1laampi31hLHFxcX09PS87PtqtVqmp6czPj6elZWVdHZ25siRI+ns7BSctoGBgYE888wzWVhYSEdHR6PHAYB1whMAsKM0KjxdCDd9fX1b5pydarX6sgetV6vVTE1NZXx8PGtra+np6cnIyIh4sc10d3enubk5k5OTfu0A2FK2xl0RAMAGadRWu/Pnz6darTZsq9MHPvCBHDlyJKVSKY8++miSZ7fZPf300/mxH/ux3HDDDfmhH/qhfPvb307y7AHsZ8+ezXe+852MjY2lq6sr119/fQ4dOiRcbEOlUikDAwOZmZlp6BlnAPC9hCcAYEdpbm5uyB+8p6am0t7e/pKri4p022235atf/WoOHz68/trS0lJ+9Vd/NXfeeWe+853v5EMf+lDe+9735vTp0/nOd76Tc+fOpbe3NzfccENGRkYaNjsb40L0nJqaavAkAPBf2GoHAOwolUoltVottVpt07a8raysZG5uLtdcc82mXO+FvOUtb3nea6Ojo/n2t7+d22+/PcvLy7n55ptz/PjxPProo3n961+fwcHBy37aHVtXpVJJb29vJicnMzQ05GwuALYEdxoAwI5yIaSsrq6mtbV1U645PT2dcrmc3t7eTbnepTp+/HiGh4dz+vTpzMzMpKmpKYcOHUqlUsnw8HCjx6MAAwMDmZ6ezvnz5y/pUHkAKJrwBADsKBfC09ra2qaEp3q9nqmpqfT09KSpqanw612q1dXVLC0tpVarZWFhIfv3709/f38qlcqWmpON1dHRkfb29kxOTgpPAGwJzngCAHaU5ubmJNm0c57m5+ezurqagYGBTbnepVhdXc1TTz2VgwcPZnx8PEePHs3g4GBKpVKeeeaZHDp0qNEjUqCBgYHMzc1leXm50aMAgPAEAOws5XI5pVJp08LT1NRUWltb097evinXezn1ej2jo6NJkje84Q15wxvekH/9r/91kuRP/uRPMjIykuuvv76RI1Kw3t7eNDU1ZXJystGjAIDwBADsLKVSKZVKJaurq4Vfa21tLbOzs+nv72/4Qc533XVXDhw4kJMnT+Yf/+N/nFtuuSWtra353d/93fzu7/5ubrjhhvz6r/96PvnJTzZ0TopXLpfT39+f6enp1Gq1Ro8DwC5Xqtfr9Zd70+zsbHp7ezMzM2OvOACw5X33u99Na2trRkZGCr3O+Ph4xsbG8qpXvarhT4ebmprKyZMn09XVlYMHDzrHaZdbWVnJd77znRw4cCD9/f2NHgeAHehSW5EVTwDAtra0tJRbb701N9xwQ2688ca87W1vy+joaNbW1vJ3/+7fzbXXXpubbropN910U37zN39zw6773EPFGxmd6vV6zp07l5MnT6avry+HDx8WnUhLS0u6uroyMTGRS/h7ZgAojPAEAGx7d955Zx5//PE89thjede73pVf+ZVfWT/j6Td/8zfz6KOP5tFHH81//9//9xt2zcXFxSwvLzd0NUm9Xs/p06dz5syZ7NmzJwcOHGj4lj+2jsHBwSwtLWVxcbHRowCwiwlPAMC21tbWlltuuWU9uNx8883rK56KNDU1lUqlkq6urkKv82JqtVpOnDiRycnJXHPNNRkeHhaduEhXV1eam5sdMg5AQwlPAMCO8tGPfjQ/9mM/th6e/uk//ad5zWtek5/8yZ/Mk08+uSHXqNVqmZmZadih4mtrazl+/HjOnz+fQ4cOZWBgYNNnYOv6wAc+kCNHjqRcLufkyZOZmZnJmTNn1rec3nTTTbnhhhtSqVREKQAK19hTMAEANtDdd9+dY8eO5cEHH8z4+HjuvffeXHfddanX6/kX/+Jf5J3vfGf+9m//9qqvMzMzk1qt1pBtdisrK3n66aeztraWa6+9Nh0dHZs+A1vbbbfdll/+5V/Om970pvXDXsvlch599NH199xzzz358pe/LFoCUDgrngCAHeGee+7JAw88kD/7sz9Lf39/mpqaUqvVsrq6mlKplF/8xV/Mk08+mYmJiau+1tTUVDo7O9PS0rIBk1+6xcXFPPnkk6nVajl69KjoxAt6y1vesv5Ex0qlkt7e3kxOTl50yPi9996b973vfY0aEYBdxIonAGDb+8hHPpJPf/rT+cIXvpC+vr7110+ePJm1tbWMjIzkL/7iLzI8PJzBwcGrutby8nIWFhZy8ODBq5z68szNzeWZZ55JS0tLjhw50tAn6bG9DAwMZHp6OufPn09PT0++9rWvZWpqKu985zsbPRoAu4A7FgBgWxsdHc0v/dIv5ejRo3nrW9+aJGltbc2DDz6Y2267bf2sp7179+ahhx666utNTU2lqakp3d3dV/1Zl2p6ejonT55MZ2dnDh48mKampk27NttfR0dH2tvbMz09nZ6entx77725/fbbxUsANoXfbQCAbW1kZOSiLUQX1Ov1PPjgg2lra0tHR0fOnDmT1tbWLC8vp7W19YquVavVMjU1lb6+vpTLxZ9YUK/XMz4+njNnzqSvry8HDhzw5DquSF9fX8bGxjI7O5v7778/3/zmNxs9EgC7hDOeAIAdqVQqZXBwMLOzs+np6cnRo0dTq9Xy3e9+N9PT01f0mefPn0+1Wt2UQ8Xr9XpOnz6dM2fOZM+ePaITV6WjoyP1ej1/+Id/mBtvvDGvetWrGj0SALuE8AQA7FgXDhmfmJhIe3t7rrvuuvT09GR0dDSjo6OpVquX9XlTU1Npb29PW1tbQRM/q1ar5cSJE5mcnMw111yT4eFh0YlLdtddd2VkZCSjo6N5xzvekeuvvz5tbW0pl8v55Cc/6VBxADZVqf5Ca9O/x+zsbHp7ezMzM7P+SFYAgO3gzJkzmZiYyCtf+cr1s5GmpqZy+vTpVCqVHDx4MO3t7S/7OSsrK/nOd76Ta665ptBH0K+treWZZ57J4uJiDh486N6LDfPUU0+lXC7n8OHDjR4FgB3gUluRFU8AwI42ODiYer2eycnJ9df6+/tz3XXXpVwu58knn8z4+PgLnhP1XNPT0ymVSunt7S1s1pWVlTz11FNZXl7OtddeKzqxoTo6OrKwsPCy/1kHgI0kPAEAO1qlUklfX18mJiZSq9XWX29tbc3Ro0czMDCQsbGxPP300+tPwPte9Xo9U1NT6e3tLeyJcktLS3nyySdTq9Vy9OjRdHR0FHIddq+Ojo5Uq9WsrKw0ehQAdhFPtQMAdrzBwcFMTU1lZmbmooPBy+Vy9u/fn66uroyOjubYsWP5hV/4hZw7dy7lcjnd3d352Mc+lle84hX5mZ/5mczOzqZSqay//rrXvW5D5pubm8szzzyTlpaWHD58OM3NzRvyufBcF2LmwsLCFT/ZEQAul/AEAOx4bW1t6e7uzvj4ePr6+p53UHd3d3euv/76jI6O5td+7ddy3XXXZe/evXnooYdyxx135OGHH87HP/7xvP71r0+pVMqDDz6YO+64I4899thVzzY9PZ2TJ0+mo6Mjhw4dKmxFFTQ1NaW1tTULCwub8mRGAEiEJwBglxgaGspTTz2Vubm5dHd3P+/rzc3NOXLkSDo7O3P27NnMzc1lYmIiybOHZx4+fHg9WM3MzFz1U+bq9XomJiYyNjaWvr6+XHPNNSmXnYJAsS6c8wQAm0V4AgB2hY6OjrS3t2d8fPwFw1OSlEql7N27Nx/84AfzyCOPJEnuu+++1Ov19PX15fbbb19//XOf+9wVz1Kv1zM2NpaJiYkMDQ1leHj4qkMWXIqOjo5MTU2lWq1aXQfApvDXagDArlAqlTI0NJT5+fksLi6+5Hv/zb/5NxkdHc0/+Sf/JL/6q7+a7u7uVCqV3HfffTlx4kQ+/OEP50Mf+tAVzVGr1XLixIlMTExk//792bdvn+jEprlwztPL/XcAADaK8AQA7Bo9PT1pbm7O+Pj4y763qakpv/ALv5BvfvObFz0NL0ne+9735pFHHlnfinepqtVqjh8/nvPnz+fQoUMZHBy8rJ8PV6ulpSVNTU222wGwaYQnAGDXKJVKGRwczMzMzAs+Un56ejqnTp1a//FnPvOZ9PX1paen56LXH3rooQwODmZgYOCSr72yspInn3wyy8vLOXLkSHp6eq7um4ErUCqVnPMEwKZyxhMAsKv09/fn7NmzmZyczL59+y762szMTN797ndncXEx5XI5XV1d+Vf/6l9lbm7uotf37NmThx9++JK3yC0tLeX48eMplUq59tpr09bWVsS3Bpfkwlln9XrdNk8ACic8AQC7SlNTUwYGBjI5OZk9e/ZcdMDy4cOH841vfCNJsrq6mscffzwHDhxIf3//+uuXa25uLs8880xaWlpy+PDhNDc3b8j3AVeqo6MjtVoty8vLIigAhbPVDgDYdQYHB1Ov1zM1NfWi7zl//nySvOgT8C7FzMxMnn766bS3t+faa68VndgS2tvbk8R2OwA2hfAEAOw6zc3N6e3tzcTEROr1+gu+Z3Z2Np2dnalUrmyB+Pj4eE6cOJGenp4cPnzYo+vZMpqamtLW1iY8AbAphCcAYFcaGhrK6upqZmZmnve1arWa+fn5KzoAvF6v5/Tp0xkbG8vQ0FBGRkZSLrvlYmtxwDgAm8VdEACwK7W1taWrq2v9kOXnOn/+fOr1+mVvs6vVahkdHc3ExET279+fffv2ObyZLamjoyMrKytZW1tr9CgA7HDCEwCwaw0NDWVpaSnz8/MXvT47O5u2tra0tLRc8mdVq9U8/fTTmZ2dzcGDBzM4OLjR48KG6ejoSOKcJwCKJzwBALtWZ2dn2traMj4+vv5arVbL3NzcZW2zW11dzZNPPpnFxcUcOXIkvb29RYwLG6a5uTmVSkV4AqBwwhMAsGuVSqUMDg5mbm4uS0tLSZK5ubnUarVLDk9LS0t58sknU6vVcvTo0XR2dhY5MmyIUqnknCcANoXwBADsar29valUKuurns6fP5+Wlpa0tra+7M+dn5/Pk08+mXK5nKNHj6atra3ocWHDdHR0ZHFx8UWf7AgAG0F4AgB2tXK5nMHBwczMzGRlZSWzs7Pp6el52UPBZ2Zmcvz48bS3t+fo0aNpbm7epIlhY3R0dKRer6+v9gOAIghPAMCuNzAwkFKplDNnzqRarb7sNruJiYmcOHEiPT09OXz4cJqamjZpUtg4bW1tKZVKttsBUCjhCQDY9ZqamtLf35/Z2dlUKpW0t7e/4Pvq9XrGxsZy+vTpDA4OZmRkJOWy2ym2p3K5nPb2duEJgEK5UwIAyLOrnur1elpaWl5wm12tVsvo6GjGx8ezb9++7N+//2W348FWJzwBUDThCQAgz4alJFleXn7eYcvVajVPP/10Zmdnc/DgwQwNDTViRNhwHR0dWV1dzerqaqNHAWCHEp4AAJLMzs6mXC6nWq1mdnZ2/fXV1dU89dRTWVxczJEjR9Lb29vAKWFjdXR0JIlVTwAURngCAMiz4am7uzudnZ0ZHx9ff9rXk08+mbW1tRw9ejSdnZ2NHhM2VHNzc5qbm4UnAApTafQAAACNtry8nOXl5ezduzflcjlPP/10Jicnc/bs2VQqlRw5ciTNzc2NHhMK0dHRITwBUBjhCQDY9c6fP59SqZTu7u6USqU0Nzfn9OnT6ejoyOHDh9PU1NToEaEwHR0dmZ2dTa1W85RGADac31kAgF1vdnY2XV1dKZfLmZycXD9oef/+/aITO15HR0fq9XoWFxcbPQoAO5DwBADsaqurq1lYWEh3d3fGxsZy+vTpDAwMpFKpZHJystHjQeHa2tpSLpdttwOgEMITALCrnT9/PkkyNzeX8fHx7Nu3L9dcc00GBgYyPT2dtbW1Bk8IxSqVSmlvbxeeACiE8ATw/7V378Gx1vd9xz/P3nel1Uqr1WV1WV3OgWCMj09c46HjQmtzi0km2I6p3YkDJHHMdOp60lyK3ek0zpiStGGc4nqm2A52ITQOTAJp6uC0hRwnwZk6NDng1DiGc3RZrfai1a60u5L2/jz9A0s+Bw4cXXb3WUnv14wHjrR6nu/BcPTos9/v9wfgWCsUCnI4HCqVSpqYmFAkEpEkhcNhSVIul7OzPKAjtheMW5ZldykAgCOG4AkAABxblUpFm5ubsixLU1NT6u/v3/mcy+XSwMCA8vm8TNO0r0igAwKBgJrNpmq1mt2lAACOGIInAABwLFWrVc3Pz0uSYrGYent7X/eawcFBNZtNra+vd7g6oLP8fr8kMW4HAGg5gicAAHDsbG1taW5uTpZlyev1KhgMXvJ1Xq9XfX19Wl1dZQQJR5rL5ZLX6+VkOwBAyxE8AQCAY6VYLGp+fl4ej0eSFAqF3vT1kUhEtVptZwk5cFSxYBwA0A4ETwAA4NjI5/OKx+MKBoOKRCIyTVN9fX1v+jWBQECBQECrq6sdqhKwRyAQUKVSUbPZtLsUAMARQvAEAACOPMuylMlklEwmFQ6HNTk5qVKpJI/HI6/Xe9mvj0Qi2traohsER1ogEJAkxu0AAC1F8AQAAI40y7K0vLysbDarkZERRaNRSVKpVFJfX58Mw7jsNYLBoDweD11PONK8Xq+cTicBKwCgpQieAADAkdVsNrW4uKhCoaCJiQkNDQ3JMAxtbW2p2Wxedsxum2EYikQiKhaLqlarba4asIdhGOx5AgC0HMETAAA4khqNhubn57W1taWpqSn19/fvfK5YLMrlcu0cIb8b/f39cjqdyuVybagW6A6BQEBbW1uc4ggAaBmCJwAAcORUq1WdP39ejUZDMzMz6u3t3fmcZVkqFou7HrPb5nA4FA6Htba2pkaj0Y6yAdsFAgGZpklnHwCgZQieAADAkbK1taW5uTk5HA7Nzs6+rqupUqmoXq/veszuQoODg5JePR0POIq2/3th3A4A0CoETwAA4MgoFouan5+X1+vVzMyMPB7PJV/jdDrV09Oz5+u7XC719/crn8/LNM1WlAx0FafTKZ/PR/AEAGgZgicAAHAk5PN5xeNxBYNBTU9Py+VyXfJ1xWJRwWBwT2N2F4pEImo0GioUCgcpF+ha23ueAABoBYInAABwqFmWpUwmo2QyqXA4rMnJSTkcl37EqVarqlarCgaD+76f1+tVMBjU6uoqC5hxJAUCAdVqNXaZAQBaguAJAAAcWpZlaXl5WdlsViMjI4pGo2/ayVQsFmUYxoGCJ+nVrqdqtaqNjY0DXQfoRoFAQJJULpdtrgQAcBQQPAEAgEOp2WxqcXFR6+vrGh8f19DQ0GXH54rFonp7e9+wI2q3AoGA/H6/VldXD3QdoBu53W65XC7G7QAALUHwBAAADp1Go6GFhQVtbW1penpaAwMDl/2aer2ucrm8r9PsXsswDEUiEW1ubtIVgiPHMAz2PAEAWobgCQAAHCrValVzc3Oq1+uamZlRb2/vrr6uVCpJ0oHH7Lb19fXJ7XbT9YQjaTt4Yo8ZAOCgCJ4AAMChsbW1pbm5OUnS7Oys/H7/rr+2WCyqp6fnDU+726vtrqdCoaBardaSawLdIhAIyLIsVSoVu0sBABxyBE8AAOBQKJVKmp+fl8fj0ezsrDwez66/ttlsanNzsyVjdhfq7++X0+lULpdr6XUBu/l8PhmGwbgdAODACJ4AAEDXy+fzWlxcVG9vr2ZmZvbctVQqlWRZVsvG7LY5nU6Fw2Gtra2p2Wy29NqAnRwOh3w+H8ETAODACJ4AAEDXsixLKysrSiaTCofDisVi+zqRrlgsyu/376lLarfC4bAsy1I+n2/5tQE7sWAcANAKBE8AAKArWZalZDKplZUVDQ8PKxqNyjCMPV/HNE1tbGy0vNtpm9vtVigUUi6Xk2mabbkHYIdAIKB6va56vW53KQCAQ4zgCQAAdB3TNBWPx7W2tqbx8XENDw/vK3SSpI2NDZmm2fL9TheKRCJqNBoqFAptuwfQaYFAQJLoegIAHAjBEwAA6CqNRkPz8/Pa3NzU1NSUBgYGDnS9YrEoj8cjn8/Xogpfz+fzqbe3V7lcjuPncWS43W653W6CJwDAgRA8AQCArlGtVjU3N6daraaZmZkDj8dZlqVSqdTWbqdtkUhElUpFm5ubbb8X0CnseQIAHBTBEwAA6Arlcllzc3OSpBMnTsjv9x/4mltbW2o2mx0Jnnp6euTz+bS6utr2ewGdEggEVKlU2F8GANg3gicAAGC7Uqmk+fl5eTwezc7Otuz0uWKxKJfL1ZIQ63IMw1AkEtHGxoYqlUrb7wd0QiAQkGVZ/DsNANg3gicAAGCrtbU1LS4uqqenRzMzM3K5XC25rmVZKhaL6uvr2/di8r0KhUJyu910PeHI8Pl8MgyDcTsAwL4RPAEAAFtYlqWVlRUtLy9rYGBAsVhMDkfrHk0qlYrq9XpHxuy2GYahwcFBFQoFjqDHkWAYBnueAAAHQvAEAAA6zrIsJZNJraysaHh4WGNjYy3vSioWi3I6nerp6WnpdS9nYGBAhmEol8t19L5Au2wHT5zYCADYD4InAABaqFKp6P3vf7+uvPJKvf3tb9fNN9+sc+fOSZJ+9md/dufj7373u/X888/bXK09TNNUPB7X2tqaxsfHNTw83JZRuGKxqGAw2LExu21Op1PhcFj5fF7NZrOj9wbaIRAIqNFo0MUHANgXgicAAFrs4x//uL7//e/rxRdf1O23366PfexjkqQPfOADeumll/Tiiy/q05/+tO644w6bK+28RqOh+fl5bWxsaGpqSgMDA225T7VaVbVa7eiY3YXC4bBM09Ta2pot9wdaaXs5P+N2AID9IHgCAKCFfD6fbrvttp0um+uuu04LCwuSpJ/8yZ/cWZx93XXXaXl5WY1Gw65SW+6WW27RqVOndPr0aV1//fU6e/aspFdDoE984hM6efKk3vrWt+oXf/EXNTMzo2Aw2LZaisWiDMNQb29v2+7xZjwej0KhkHK5HONJOPRcLpc8Hg/BEwBgX1pzbAwAALikBx98ULfffrssy5JlWTIMQ4Zh6MEHH9Rtt93WshPcusETTzyh/v5+SdJTTz2lu+++Wy+++KI+9alPqdls6n/8j/8hp9Mpr9erQCDQ1lqKxaJ6e3tbuqx8ryKRiM6fP69isahQKGRbHUArsGAcALBfR+dpFwCALnP//ffr3LlzevbZZ7WxsaHFxUVJ0te//nU99thj+t3f/V29/PLLMgxDDodDDodj5+8v9bFLfX43r+uU7dBJkgqFggzD0Obmph5++GE988wz8ng8mpqaanvYVq/XVS6XNT4+3tb7XI7f71dPT4+y2az6+vo6vmsKaKVAIKD19XU1m005nU67ywEAHCIETwAAtMEDDzygJ598Us8884wCgYDq9bomJib0h3/4h/rSl76kJ598UmNjY7IsS6Zp7vz1wv9d+LELX7fX0a3LhVetCLe2/3rXXXfpzJkzkqSnn35aZ8+eVTAY1Fe/+lU9//zz8vv9+sxnPqMbb7yxHf/YJUmlUkmS2jrKt1uRSESLi4va2trq+Ol6QCttdymWy2XbRlgBAIcTwRMAAC32uc99Tl/72tf0zDPP7HQBud1u/a//9b/0m7/5mzpz5oympqb2ff3XhlVvFFDt9mONRuNNP78X9957rz796U/rv//3/65/8S/+hT7xiU8omUzquuuu03/5L/9FZ8+e1c0336zvfve7GhkZ2fc/gzdTLBbV09PTFWOMvb298nq9Wl1dJXjCoeb1euVwOLS1tUXwBADYE8PaxRPl9m6CQqFg2+kwAAAcBolEQpOTk5qdnd3puPF6vfr2t78tt9ut0dFRDQ4O7rz+2WefvejX3Wa7w+pSodSbhVqNRkMzMzP61re+pXe9612q1Wo74znXXnutfuM3fkM33XRTy+ttNpv63ve+p2g02jX/XNfW1rS8vKyTJ0/K5/PZXQ6wb9sHJUxPT9taBwCgO+w2K7L/rUAAAI6QiYmJN+wSqtfrHa7m4LaXoUt6070u6+vrqlQqGhsbkyT9zu/8jvr7+3Xq1CndeOON+p//83/qtttu0/z8vObn5/WWt7ylLfVuj9l10xtloVBImUxGuVzO9r1TwEEEAoGdkxrZWQYA2C2CJwAAcGCFQkF33HGHyuWyJKmnp0ePP/643G63HnroIf38z/+87r33XjkcDn3xi19sWwBTLBbl9/vldrvbcv39cDgcGhwc1MrKikZGRrpiBBDYj0AgoJWVFVWrVbr3AAC7xpMPAAA4sKmpKf31X/+1LMvS+fPnJUknTpyQJM3Ozu4sHG8n0zRVKpU0PDzc9nvtVTgcVjabVS6Xa9tuK6Dd/H6/JGlra4vgCQCwaw67CwAAAEdHPp/fGblr5yjOLbfcolOnTun06dO6/vrrdfbsWW1sbGhhYUE/+ZM/qSuvvFLXXnutvvvd77athr1wOp0aGBhQPp+XaZp2lwPsi9PplM/n09bWlt2lAAAOEYInAADQEo1GQ5lMRgMDAztHr7fLE088oe985zt64YUX9Eu/9Eu6++67VSwWdd999+mee+7Ryy+/rHvvvVd33313W+vYi8HBQTWbTa2trdldCrBvgUBgZ6QWAIDdIHgCAAAtkclkJKkjo2T9/f07f18oFGQYhhYWFvT//t//00c/+lFJ0k/91E9paWlJ586da3s9u+HxeNTX17eznBk4jPx+v6rVqhqNht2lAAAOCXY8AQCAA9va2tLa2pqi0WjHlmffeeedO7uj/uAP/kALCwsX3d8wDMViMcXjcZ08ebIjNV1OJBLR3NzczvHDwGGz3c1YLpcVDAZtrgYAcBjQ8QQAAA7Esiwlk0n5fD6Fw+GO3ffRRx/V0tKSPvvZz+rTn/60HA6HGo2GUqmUCoWCarVax2rZrUAgoEAgoNXVVbtLAfbF4/HI6XSy5wkAsGsETwAA4EDW1tY6slD8jfz4j/+4/uqv/konT55UNptVPp/X0tKSvv/972t+fl5Op1PZbFYbGxtqNpsdr++1IpGIyuUyP7jjUDIMQ4FAgH9/AQC7RvAEAAD2bXuheH9/f9sXim9bX19XMpmUJJVKJf3e7/2ewuGwTp8+rX/wD/6Bnn/+eV111VU6e/asxsbGFIvFlM1mtbCwoO9973t65ZVXtLy8vHMCX6f3LQWDQXk8HrqecGhtLxhnVxkAYDfY8QQAAPYtk8nIsiyNjo527J6FQkF33HGHtra2VK/XNTQ0pD/5kz+RYRj64he/qLvvvlv333+/+vr69Nhjj2lmZkaWZalarWpra2un22j7dDmHwyG/369AILDz13buqTIMQ5FIRMlkUtVqVV6vt233AtohEAjINE1VKhX5/X67ywEAdDnD2sVbFdsLMAuFgvr6+jpRFwAA6HJbW1uam5tTNBrV4OBgR+/dbDY1Nzcny7J04sQJOZ3OfV2jXC7vBFHlcnnnpC63231REOXz+eRwtK5R3DRNff/731coFNLY2FjLrgt0gmma+t73vqfR0dGO/7cPAOgeu82K6HgCAAB7ZlmWUqlUxxeKb997eXlZ9Xpds7Oz+wqdJMnpdKq3t1e9vb07163X6xcFUcViUZZlyTAM+Xy+izqjPB7PvndaORwODQ4OKpvNanh4uGMnAQKt4HA45PP5tLW1RfAEALgsdjwBAIA9W1tbU7lcVjQa7fhC8Ww2q2KxqImJCfl8vpZd1zAMeTwehUIhRaNRzc7O6uqrr9aJEyc0Ojoqr9erjY0NJRIJvfLKK/r7v/97LSwsaGVlRaVSac+Ly//4j/9Y11xzjR577DFJ0srKin7sx35MV1xxha655hr9xV/8Rct+b0CrsWAcALBbvL0GAAD25MKF4j09PR29d7FY1MrKioaHhzsy/m8Yhvx+/0V7bBqNxkVdUblcbid08ng8rxvRu1Qwt7CwoK985St6xzveoVKpJNM09alPfUrXXXed/vRP/1TPP/+8PvCBD2h+fl5ut7vtv0/gciqVij7ykY/opZdekt/vVzgc1q/+6q9qdnZWv/Vbv6VHHnlEr7zyip588km9//3vt7tcAEAXIXgCAAB7srKy0vGF4pJUrVaVSCQUDAY1NDTU0XtfyOVyKRgMKhgMSnp1RK9Wq120uHx9fV3SD4OrC8Mop9Opj33sY/rP//k/61/9q38l0zS1vr6uJ554QufOnZMkXXvttRobG9Of//mf66abbrLrtwpc5OMf/7je9773yTAMPfjgg/q1X/s1vfvd79ZNN92kj3zkI/q5n/s5u0sEAHQhgicAALBr5XJZ+Xxe0Wi0o3uJms2mFhcX5Xa7NTEx0fHxvjdjGIa8Xq+8Xq8GBgYkvbp8+cLF5YVCQaurq5KkRx99VNdcc41isZgsy5Lf79crr7yier1+UZg3PT2teDxuy+8JeC2fz6fbbrtt59fvfve79R//43/U1taW3vWud9lYGQCg2xE8AQCAXbEsS8lksuMLxS3LUiKRUKPR2PcJdp3mcDjU09Nz0ShivV7X3/zN3+jP/uzP9Hu/93vKZrOqVCoql8uq1+s2Vgvs3YMPPqhbb71V5XLZ7lIAAF2O4AkAAOzK9kLxmZmZjnYcbS/vnpqaktfr7dh9W83tduvs2bNaXl7WLbfcIklKp9O677779MlPflJOp1OLi4uampqS9OoeqFgsZmfJwCXdf//9OnfunH7/939flmXZXQ4AoMtxqh0AALis7YXioVCoowvFi8WistmsRkZGdnYqHWb//J//c6VSKS0sLGhhYUHXXXedvvzlL+vf/Jt/ox/7sR/TAw88oGazqeeff17Ly8v6x//4H9tdMnCRBx54QE8++aS+8Y1vyOv1qlqt2l0SAKDL0fEEAAAuy46F4pVKRYlEQn19fYpEIh27rx2cTqf+03/6T/pn/+yf6eTJkwoEAnrsscc40Q5d5XOf+5y+9rWv6ZlnnlF/f7/i8bg8Ho/dZQEAupxh7aI/tlgsKhQKqVAodOToYgAA0D3K5bLOnz+v0dHRjgVAzWZT58+fl2EYmp2dPRR7nVphY2NDCwsLGhwcVDQatbscYEcikdDk5KRmZ2cvOtHxG9/4hr7yla/ooYceUjabVTAYlM/n09mzZ209fRIA0H67zYoIngAAwBuyLEtzc3MyTVMnT57syG4ny7K0uLiocrmsEydOHLuOilwup1QqpfHx8Z1T8oBuY1mWXnrpJY2MjBz5jkQAwKXtNitixxMAAHhD6+vrKpfLGhsb69hC8Uwmo42NDU1OTh670EmSwuGwBgYGlEwmtbW1ZXc5wCU1Gg1ZlnWoF/4DADqD4AkAAFxSs9lUOp3u6ELxQqGg1dVVjY6Oqre3tyP37DaGYSgajcrv9ysej6tWq9ldEvA620vFj2M4DADYG4InAABwSZlMpqMLxcvlshKJhEKhkAYHBztyz27lcDgUi8VkGIbi8bhM07S7JOAi24EowRMA4HIIngAAwOuUy2Xl83kNDw935GS1RqOheDwur9er8fHxjo31dTOXy6VYLKZqtapEIqFdrOUEOqZWq8nj8fDfKgDgsgieAADARSzLUiqVktfr7UjnkWVZWlpakmmaisVicjh4PNnm9/s1MTGhYrGobDZrdznAjmq1SrcTAGBXeLIDAAAXWV9f19bWlqLRaEe6GdLptDY3N4/tMvHLCYVCGh4e1srKiorFot3lAJJ+2PEEAMDlEDwBAIAdzWZTmUxGoVCoI8u919fXlcvlFI1Gj+0y8d0YGhpSX1+fEomEKpWK3eXgmLMsS7VajRPtAAC7QvAEAAB2rKysyDTNjiwUL5fLWl5eVn9/v8LhcNvvd5gZhqGJiQl5PB4tLi6q0WjYXRKOsXq9Lsuy6HgCAOzKsQmebrnlFp06dUqnT5/W9ddfr7Nnz0qSnn76ab3jHe/Q6dOndc011+iRRx6xuVIAAOxRqVSUy+U0NDTU9oXi28vEfT6fxsbGWFC8C9sn3ZmmqXg8zrJx2IYT7QAAe+Gyu4BOeeKJJ9Tf3y9Jeuqpp3T33XfrhRde0Ec/+lF985vf1KlTp7SwsKCrrrpKH/zgBxUMBu0tGACADrIsS8lksiMLxS3LUjweZ5n4Png8HsViMS0sLCiVSmlsbMzuknAMVatVSQRPAIDdOTZPetuhkyQVCoWdd1YNw9D6+rokqVgsanBwkHl1AMCxUygUdhaKtzsISqVS2traUiwWa3tn1VHU09OjaDSqfD6vXC5ndzk4hrYXi9OpCADYjWPT8SRJd955p86cOSPp1RE7wzD0+OOP64Mf/KB6enq0tramJ598kndvAADHSrPZVDqdVl9fX9sXfK+trSmfz2tsbEw9PT1tvddRFg6HVa1WlUql5PV6WcyOjuJEOwDAXhybjidJevTRR7W0tKT77rtP9957rxqNhu677z49+eSTWlxc1LPPPquf+Zmf0erqqt2lAgDQMSsrK2o2m21fKL61taVkMqmBgQENDAy09V7HwejoqHp6erS0tLSzcwfoBE60AwDsxbEKnrbdddddOnPmjP7mb/5GyWRSN9xwgyTp2muv1cTExM7icQAAjrrtheLDw8Nt7WCo1+s7y8Sj0SgjOi1gGIYmJyfldDq1uLioZrNpd0k4BizLouMJALAnxyJ4Wl9fVzKZ3Pn1H/3RH2lwcFDT09NKpVL63ve+J0k6d+6czp8/rx/5kR+xq1QAADrGsiylUil5PJ62LhQ3TVNLS0uSxDLxFnO5XIrFYqrX60okEpx0h7ar1+uyLIvgCQCwa8dix1OhUNAdd9yhcrksh8OhoaEhff3rX9fIyIi+9KUv6Z/+038qh8Mh0zT1hS98QbFYzO6SAQBou0KhoM3NTU1NTbU1DEqlUiqXy5qZmWGZeBv4fD5NTk5qcXFRKysrGhkZsbskHGHbJ9oxagcA2C3D2sVbY8ViUaFQSIVCQX19fZ2oCwAAtFGz2dQrr7yiQCDQ1jdc8vm8ksmkxsfH2evUZtlsVplMRhMTExed5gu0Ui6XUzqd1tVXX83ILAAcc7vNiuh1BwDgGMpms21fKL65ualUKqVwOEzo1AGRSEShUEjLy8sql8t2l4Mjqlarye12EzoBAHaN4AkAgGOmUqlodXVVQ0NDbdvTUq/XtbS0JL/fr2g02pZ74GKGYWh8fFw+n0+Li4uq1+t2l4QjqFqtMmYHANgTgicAAI6RCxeKRyKRttzDNE3F43FJry4TpzOicxwOx87oZDwel2maNleEo4YT7QAAe0XwBADAMVIsFrW5ualoNNqWheKWZSmZTKpSqWhqakou17E4x6SruN1uxWIxVSoVJZNJTrpDy1iWRfAEANgzgicAAI6JZrOpVCqlYDCoYDDYlnvk83mtr69rbGxMfr+/LffA5QUCAY2Pj2t9fV25XM7ucnBE1Go1SZxoBwDYG96GBADgmNheKN6unUsbGxtKpVIaHBxkmXgX6O/vV6VSUTqdltfrbVvYiONjO3ii4wkAsBd0PAEAcAxUq1Xlcrm2LRSv1WpaWlpST09PW0/Kw96MjIwoGAxqaWlJ1WrV7nJwyNVqNRmGIbfbbXcpAIBDhOAJAIAjbnvvksvlastC8e1l4g6HQ5OTkywT7yKGYWhiYkJut1uLi4tqNpt2l4RDrFqtyuPx8N84AGBPCJ4AADjitheKj42NtXyhuGVZWl5eVrVaVSwWY5l4F3I6nYrFYmo2m1paWmLZOPaNxeIAgP0geAIA4AgzTVPpdLptC8VzuZwKhYLGx8dZJt7FvF6vJicntbGxoXQ6bXc5OKQIngAA+0HwBADAEbaysqJGo9GWheLbIUYkElF/f3/Lr4/W6u3tVTQaVS6X09ramt3l4JCxLEu1Wo0T7QAAe0Y/PAAAR9T2QvFIJNLyLoXtZeK9vb0aGRlp6bXRPuFwWJVKRclkUl6vV4FAwO6ScEhwoh0AYL/oeAIA4AiyLEupVEoul0tDQ0Mtvfb2MnGn06mJiQkWDR8ihmEoGo3K7/crHo/vhAnA5RA8AQD2i+AJAIAjqFQqaWNjQ9FotKULxS3LUiKRUK1WY5n4IeVwOBSLxWQYhuLxuEzTtLskHALValWGYcjtdttdCgDgkCF4AgDgiDFNU6lUSr29vS1fKL66uqpisajx8XH5fL6WXhud43K5FIvFVK1WlUgkOOkOl7W9WJwORwDAXhE8AQBwxGSz2Z2F4q38IbFUKimTyWhoaEihUKhl14U9/H6/JiYmVCwWlc1m7S4HXY7F4gCA/SJ4AgDgCKlWq1pdXVUkEmnpD4nValVLS0sKBoMaHh5u2XVhr1AopOHhYa2srKhYLNpdDrpYtVplvxMAYF8IngAAOCLatVC82WwqHo/L5XKxTPwIGhoaUl9fnxKJhCqVit3loAuZpql6vU7wBADYF4InAACOiHYsFN9eJl6v1zU1NSWn09mS66J7GIahiYkJeTweLS4uqtFo2F0Suky9XpfEiXYAgP0heAIA4Aho10LxbDarUqmkiYkJ9rscYdsn3ZmmyUl3eJ1qtSpJ/BkAANgXgicAAI6AdiwULxaLWllZ0fDwsPr6+lpyTXQvj8ejWCymcrmsdDptdznoIrVaTYZhyOVy2V0KAOAQIngCAOCQa8dC8Wq1qkQioWAw2NJ9UehuPT09ikajyufzyuVydpeDLrF9oh373QAA+8HbFgAAHHLpdLqlC8WbzaYWFxfldrtZJn4MhcNhVatVpVIpeb1e9fb22l0SbMaJdgCAg6DjCQCAQ6xYLKpUKml0dLQlC8W3l4k3Gg3FYjGWiR9To6Oj6unp0dLSkmq1mt3lwGa1Wo3gCQCwbwRPAAAcUtsLxXt6eva9g+lP//RP9c53vlOnTp3SddddpzNnzqhUKmlycpJFwseYYRianJyU0+nU4uKims2m3SXBJqZpql6v8+cBAGDfCJ4AADikVldX1Wg0NDY2tq9xuLW1Nf30T/+0HnnkEX3nO9/Rr/3ar+mee+7RyMhIS0/Gw+HkcrkUi8VUr9eVSCRkWZbdJcEG2x1vdDwBAPaL4AkAgEOoVqspm81qcHBw350I58+f1+DgoN761reqUqloampK6XRa8Xi8xdXisPL5fJqcnFSpVNLKyord5cAGBE8AgIMieAIA4BBKpVJyOp0HWih+xRVXKJfL6S//8i8Vj8f1F3/xF9rY2NDi4mILK8VhFwwGNTIyomw2q/X1dbvLQYfVajU5HA65XJxJBADYH76DAABwyJRKpZ09TAdZ/h0KhfTEE0/oV3/1V1UqlXTDDTfo6quv5gdMvE4kElGlUtHy8rK8Xq/8fr/dJaFDtk+043RLAMB+8WQJAMAh0oqF4tsajYZmZmb08MMPa2ZmRk6nU6Ojo7r66qtbVC2OCsMwND4+rlqtpsXFRZ04cUJut9vustABnGgHADgoRu0AADhEVldXVavVFI1GD9SBUKvVND8/r0QioZmZGQUCAX32s5/Ve9/7Xp08ebKFFeOocDgcisVikqR4PC7TNG2uCJ1QrVY50Q4AcCAETwAAHBLbC8UjkYh8Pt++r1OpVDQ3NyfTNPVf/+t/1Tve8Q6dPHlSi4uLevjhh1tYMY4at9utWCymSqWiZDLJSXdHnGmaajQadDwBAA6EUTsAAA6JdDp94IXiW1tbWlxclMvl0vT0tL7yla+0sEIcB4FAQOPj40okEvL5fIpEInaXhDbhRDsAQCsQPAEAcAiUSiUVi0VNTEzse6F4qVRSPB6X3+/X1NTUgRaT43jr7+9XpVJROp2W1+tVMBi0uyS0QbValSRG7QAAB8KoHQAAXe7CheKhUGhf11hbW9Pi4qJ6e3s1PT1N6IQDGxkZUTAY1NLS0k5AgaOlVqvJ4XDw5wUA4EAIngAA6HK5XG7fC8Uty1I2m9Xy8rIGBgYUi8XkcPDtHwdnGIYmJibkdru1uLioZrNpd0lose0T7Q5ykAEAADx5AgDQxWq1mlZWVjQ4OLjnheKWZSmdTiuTyWhoaEhjY2P8AImWcjqdisViajabisfjLBs/YjjRDgDQCgRPAAB0se2F4sPDw3v6OtM0lUgklMvlFI1GNTIyQuiEtvB6vZqcnNTm5qbS6bTd5aCFtjueAAA4CIInAAC61MbGhorFokZHR/e0Y2W7+6RYLGpyclKDg4NtrBKQent7FY1GlcvltLa2Znc5aAHTNNVoNAieAAAHxql2AAB0IdM0lUwmFQgE9rRQvNFoaHFxUdVqVVNTU+rt7W1jlcAPhcNhVSoVJZNJeb1eBQIBu0vCAXCiHQCgVeh4AgCgC20vFN/LXqZaraa5uTnVajXNzMwQOqGjDMNQNBqV3+/X4uKiarWa3SXhALb//6PjCQBwUARPAAB0mXq9rmw2u6eF4pVKRXNzc7IsS7Ozs/L7/W2uEng9h8Oxc3JiPB6XaZp2l4R9qtVqcjgcexrzBQDgUgieAADoMqlUSg6HY9cLxTc3NzU3NyeXy6XZ2VlGY2Arl8ulWCymarWqRCLBSXeH1PaJdhxKAAA4KIInAAC6yPZC8ZGRkV11GhSLRS0sLMjv92tmZkZut7sDVQJvzu/3a2JiQsViUdls1u5ysA+caAcAaBWWiwMA0CVM01QqlVIgEFB/f/9lX5/P55VMJtXX16eJiQk5HLyfhO4RCoVUrVa1srIin8+nvr4+u0vCHtRqNfX09NhdBgDgCOAJFQCALpHP51WtVhWNRt90vMWyLK2srCiZTCocDmtycpLQCV1paGhIfX19SiQSqlQqkl4d4frEJz6hK664Qm9729v00Y9+1OYq8VrNZlONRoOxXQBAS9DxBABAF6jX61pZWVE4HH7TxeCWZSmVSimfz2t4eFhDQ0PsYEHXMgxDExMTmpub0+Liok6cOKFPfepTMgxDL7/8sgzDUDqdtrtMvAYn2gEAWongCQCALpBOp2UYhkZGRt7wNaZpKpFIqFgsamxsTOFwuIMVAvuzfdLd+fPn9fd///d6+OGHlUgkdgLT0dFRmyvEaxE8AQBaib58AABstrGxoUKhoNHR0TdcKN5sNrW4uKhSqaTJyUlCJxwqHo9HsVhML7/8skKhkO6//369853v1PXXX69nn33W7vLwGtVqVU6nUy4X71EDAA6O4AkAABttj875/f43XCjeaDQ0Pz+vcrms6elphUKhzhYJtEBPT48GBgaUSCQUi8X0f//v/9XnP/95ffjDH1Ymk7G7vGPrk5/8pKanp2UYhl544QVJr3Y8/cIv/IJOnTql06dP6/rrr9fZs2ftLRQAcGgRPAEAYKNcLqdqtaqxsbFL7mqq1Wqam5tTo9HQzMwMp0zhUHvb294mh8OhG2+8UYlEQm9729s0MzOjv/u7v7O7tGPrQx/6kJ577jlNTU3tfKxWq+mhhx7Sd77zHb3wwgv6pV/6Jd199932FQkAONTonwUAwCaXWyheLpe1uLgoh8Oh2dlZ9q3g0ItEIrrxxhv1wgsv6NSpU3rppZc0Nzenq666yu7Sjq0bbrjhdR+rVqsaHh7e+XWhUOAQAwDAvhE8AQBgkzdbKL6xsaF4PC6v16upqSl2reDIeOihh/TzP//zymazMk1T//bf/ltVKhVtbm7S0dcFms2mms2mPB6P7rzzTp05c0aS9PTTT9tcGQDgsOIpFgAAG2xubqpQKGh8fPx1C8ULhYISiYQCgYBisdgbLhwHDqPZ2dmdMEOStra2lEqlND8/r/7+fo2OjhK02sSyLOVyOTmdTnm9Xj366KOSpEceeUT33nsv4RMAYF/Y8QQAQIdZlqVkMnnJheL5fF5LS0vq6+vT1NQUoROOvEAgoNnZWY2NjalUKunll19WLpeTZVl2l3ZsWJYly7IUj8e1srKiwcHBi8Z/77rrLp05c0a5XM7GKgEAhxXBEwAAHXapheKWZSmTySiZTGpwcFATExNyOPg2jePBMAyFw2FdccUVCoVCSqVSOn/+vLa2tuwu7cjb3NzcOcDA5XLpxIkT8ng8SiaTO6/5oz/6Iw0ODiocDttYKQDgsKKPGQCADrrUQnHLspRKpZTP5zUyMqJIJMIiXxxLLpdL4+PjGhgYUCqV0tzcHON3bVKpVJTJZPQrv/Ir+su//Eutrq7q537u5xQMBvXss8/qjjvuULlclsPh0NDQkL7+9a/z5xIAYF8Maxd9zMViUaFQSIVCQX19fZ2oCwCAIymRSKhUKumKK66Qy+WSaZpKJBIqFos7P3ADeDWQXVtbUyaTkWVZGhkZUTgcJvw4oFqtppWVFa2vr8vj8WhkZER9fX38cwUA7NlusyLeOgIAoEM2Nze1vr6usbExuVwuNZtNLS4uqlwuKxaL8eYOcIHt8bu+vj5lMhmlUimtra1pbGxMgUDA7vIOnUajoWw2q3w+L4fDoWg0qoGBAUZ6AQBtR/AEAEAHbI/T+f1+DQwMqF6va3FxUbVaTdPT0xwjD7yBC8fvksmk5ubmNDAwoJGREcbvdsE0TeVyOWWzWUnS0NCQBgcHObgAANAxfLcGAKAD8vm8KpWKZmdnVavVtLCwIMuyNDs7K5/PZ3d5QNcLBAI6ceKE8vm8MpmMisWihoeHGb97A9ujiisrK2o2mwqHwxoaGiKsAwB0HN95AABos0ajoUwmo4GBARmGobm5OTmdTs3MzMjj8dhdHnBoGIahwcFBhUIhxu/egGVZKpVKSqfTqtVqCoVCGhkZ4c8aAIBtCJ4AAGizdDotwzDU29ur+fl5eb1eTU1N0XkA7BPjd5e2ubmpdDqtcrms3t5eTU5O7pyeCQCAXY7vd2YAANqgUqnoIx/5iF566SX5/X4NDg7qV37lV3Tq1CklEgn19PQoFoux0BdogUuN342MjOx0Fx4XlUpFmUxGpVJJPp9P09PT6u3ttbssAAAkSTz1AgDQYh//+Mf1/e9/Xy+88IKuv/56feYzn9H6+rpCoZCmpqYInYAW2h6/u/LKKxUMBnc6oLa2tuwure1qtZoSiYTOnTunarWqyclJnThxgtAJANBVePIFAKCFfD6fbrvtNhmGoXw+r6uvvlrLy8uKRCIaHx8/Vl0YQCe5XC5NTExodnZWlmVpbm5Oy8vLajQadpfWco1GQ6lUSq+88oo2NjYUjUZ1xRVXKBQK8WcMAKDrMGoHAEAb1Ot1pdNpPfbYY/rxH/9xjY6O2l0ScCwc5fE70zS1urqq1dVVSdLQ0JAGBwfldDptrgwAgDdG8AQAQIvVajWdP39eX/rSl5ROp/X444/bXRJwrFx4+l06nVYymdTa2pqi0eihPP3Osiytra1pZWVFzWZT4XBYQ0NDx3qROgDg8OC7FQAALVQoFJRIJPTVr35Vzz77rJ577rlD+YMucBRsj98NDAwolUodutPvLMtSsVhUJpNRrVZTKBTSyMiIPB6P3aUBALBr3f8dFwCAQ6DZbCqVSml9fV2PPPKIvvGNb+j3f//31d/fb3dpwLHX09Nz6MbvNjY2lMlkVC6X1dvbq8nJSfn9frvLAgBgzwzLsqzLvahYLCoUCqlQKKivr68TdQEAcGhsbW0pkUioXq8rk8noxhtv1OTkpILBoNxut7xer7797W/bXSYAvbqYO51Oa319XX6/X2NjY10V6JTLZWUyGW1sbMjv92tkZIRT6gAAXWm3WREdTwAA7JNlWcpms1pZWZHP55PX69XY2Jjq9brm5ubU19fHUnGgy1w4fpdMJnX+/HmFw2ENDw/bOn5Xq9WUyWRUKBTk8Xg0OTmpvr6+ru3IAgBgtwieAADYh1qtpkQioa2tLQ0NDanZbGptbU0zMzNyuVxqNptyOBx2lwngDfT09OjkyZPK5XJaWVlRoVCwZfyu0Wgom80qn8/L6XRqbGysq0cAAQDYK4InAAD2wLIsra+vK5VKyel0amZmRvV6XYlE4qITs0zT5IhzoMsZhqFIJKJQKKRMJrNz+l0nxu9M09Tq6qpWV1clSUNDQ4pEIgTWAIAjh+AJAIBdajabWl5eVrFYVH9/v6LRqOr1uhYWFtTf369wOCzp1R8oLcviB0jgkHC73R0bv7MsS/l8XtlsVs1mU+FwWENDQ4filD0AAPaD73AAAOzCxsaGEomETNPU5OSkQqGQms2m4vH4zm6n7dEY0zQliY4n4JC51Pjd6Oio+vv7Dzz6ZlmWisWiMpmMarWa+vv7NTw8LI/H06LqAQDoTgRPAAC8CdM0tbKyotXVVfX09Gh8fFwej0eWZSmRSKjZbGp6evqi7qZmsymJ4Ak4jC4cv0un01peXlY+nz/Q+N3GxoYymYzK5bKCwaBisZh8Pl+LKwcAoDsxAwAAwBuoVCqam5tTLpfTyMiIpqend7oTstmsSqWSJiYmXtexsB08MWoHHF5ut1uTk5OamZmRaZo6f/685ubmdPvtt+vKK6/U29/+dt188806d+6cJOn555/Xu9/9br397W/X6dOn9Wd/9mcql8taWFjQwsKCJGlmZkZTU1OETgCAY4UnYgAAXsOyLOVyOZ0/f16WZWl2dlZDQ0M7ozalUkkrKysaHh5WMBh83dczagccHdvjd6OjoyoUCnrf+96n//N//o9eeOEF3X777frYxz4my7L0gQ98QL/+67+uF198UY899ph+5md+Rt/97ndVq9UUi8U0Ozurnp4eu387AAB0HKN2AABcoNFoaHl5WaVSSeFwWKOjoxd1LtVqNSUSCQWDQQ0NDV3yGozaAUfLheN3kUhk5/S706dP64EHHlAul1M2m9U/+Sf/RMlkUoZhqLe3V9/97nd15513Hng/FAAAhxkdTwAA/ECxWNQrr7yira0tTU1NaWxs7KLQyTRNxeNxORwOTUxMvOEPk4zaAUfT9vjd9PS0TNPUf/gP/0E33XST+vr6NDIyos9//vNaX1/X8vKyFhYWlMvlCJ0AAMceHU8AgGPPNE2l02nl83kFg0GNj4+/7mhzy7KUTCZVrVZ14sSJN+1mMk1TDoeDHziBI6q3t1dPPPGE0um0PvOZz2h+fl6//du/rS984Qt69NFHdc011+gf/aN/9Lo/RwAAOI74bggAONbK5bISiYRqtZqi0ajC4fAlA6N8Pq/19XVNTExcdjFws9mk2wk4wh544AE99dRTeuaZZ9TT06NaraaZmRn91E/91M5r3vKWt+itb32rjVUCANAdeCoGABxLlmUpm81qbm5OhmHoxIkTGhwcvGTotLW1pXQ6rXA4rP7+/steu9lsst8JOKI+97nP6Wtf+5r+9//+3+rv75fb7VZPT49yudzOa7785S+rp6dH733ve22sFACA7kDHEwDg2KnValpeXtbm5qYikYiGh4ffsEOp0WgoHo/L7/drdHR0V9c3TZPgCTiCEomEfvmXf1mzs7N6z3veI0nyer369re/rS996Uv6b//tv8myLL3lLW/RU089xbgtAACSDMuyrMu9qFgsKhQKqVAoqK+vrxN1AQDQFoVCQcvLyzsLwnt7e9/wtZZlaX5+XrVaTSdOnJDb7d7VPRYXF2VZlqanp1tUNQAAANBddpsV0fEEADgWms2mUqmU1tfXFQqFNDY2dtmupHQ6ra2tLc3MzOw6dJJe7XhiqTAAAABA8AQAOAY2NzeVSCTUbDY1Pj6u/v7+y47AFAoF5XI5jY6OqqenZ0/3azab8nq9BykZAAAAOBIIngAAR5ZlWVpZWVE2m1UgENDMzIw8Hs9lv65SqWh5eVmhUEiDg4N7vi+n2gEAAACvIngCABxJ1WpViURC5XJZw8PDGhoa2tWi32azqXg8LrfbrfHx8X0tB2a5OAAAAPAqgicAwJFiWZbW1taUTqflcrk0OzurQCCw669NJBJqNBo6ceLEvrqWLMui4wkAAAD4AYInAMCR0Wg0lEwmVSwWNTAwoNHR0T11Hq2urqpUKikWi+17R5NpmpJExxMAAAAggicAwBGxsbGhRCIhy7I0OTmpUCi056/PZDIaGhp60+NgL4fgCQAAAPghgicAwKFmmqYymYxyuZx6eno0MTEht9u9p2vUajUtLS2pt7dXw8PDB6qn2WxKEqN2AAAAgAieAACHWKVS0dLSkmq1mkZHRzU4OLjnZeCmaSoej8vhcGhiYmJfy8Rfez2JjicAAABAIngCABxClmUpl8spk8nI4/HoxIkT8vl8+7pWKpVStVrV7OysXK6Df1vc7ngieAIAAAAIngAAh0y9Xtfy8rI2NjY0ODiokZGRfY+15fN5ra2taXx8XH6/vyX1MWoHAAAA/BDBEwDg0CgWi1peXpZhGJqamlIwGNz3tba2tpRKpRQOhzUwMNCyGrdH7QieAAAAAImnYgBAV3n66af1jne8Q6dPn9Y111yjRx55RM1mU8vLy4rH4woEAjp58uSBQqdGo6GlpSX5fD6Njo62sPpXO56cTueBd0UBAAAARwEdTwCArmFZlj760Y/qm9/8pk6dOqWFhQVdddVVetvb3iav16uxsTENDAwcKNSxLEtLS0syTVOxWKzlnUnNZpNuJwAAAOAHCJ4AAF3FMAytr6/LsizNz88rFArJ7/drdnZWXq/3wNfPZDLa3NzU9PS03G53Cyq+mGmaLBYHAAAAfoDgCQDQNQzD0OOPP64PfvCD8nq9KhQK+upXv6qrrrqqJaNrhUJBq6urGh0dVW9vbwsqfj06ngAAAIAfIngCAHSNRqOhz372s3rwwQf1zne+U5lMRh/+8If1nve8R5FI5EDXrlarWl5eVl9fnwYHB1tU8evR8QQAAAD8EG/JAgC6xgsvvKBEIqEf/dEf1YkTJ3TDDTdoYmJCZ8+ePdB1m82m4vG43G63xsfH27r4e3u5OAAAAACCJwBAF5mcnFQmk1EymZTL5dK5c+d0/vx5/ciP/Mi+r2lZlpaXl1Wv1xWLxdoeCjFqBwAAAPwQo3YAgK4xMjKiX//1X9e//Jf/Uh6PR6Zp6gtf+IJisdi+r5nL5VQsFjU5OdmS5eSXw6gdAAAA8EMETwCArlGv13XrrbfqF37hF9TX13fg621sbCidTisSiSgUCrWgwstj1A4AAAD4IWYBAABdo1wuS5J8Pt+Br1Wr1bS0tKSenh6NjIwc+Hq7YVmWTNNk1A4AAAD4AZ6MAQBdo1wuy+l0yu12H+g6pmlqaWlJDodDk5OTbV0m/tr7SqLjCQAAAPgBgicAQNcol8vy+/0HDopSqZQqlYomJyflcnVuqrzZbEoSHU8AAADAD/BkDADoCpZlqVKpyO/3H+g6a2trWltbUzQaVSAQaFF1u0PHEwAAAHAxgicAQFdoNBpqNBoHCp7K5bKSyaQGBgYUDodbWN3ubHc8ETwBAAAAryJ4AgB0he3F4vsNnhqNhuLxuHw+n6LRaCtL2zVG7QAAAICL8WQMAOgK5XJZLpdrXzuZLMtSIpGQaZqanJy0Lfhh1A4AAAC4GMETAKArHGSx+MrKijY2NjQ5OSmPx9OG6nan2WzKMIyOnaIHAAAAdDuCJwCA7SzLUrlcls/n2/PXFotFZbNZjYyMqLe3tw3V7V6z2ZTD4SB4AgAAAH6A4AkAYLt6va5ms7nn/U7ValWJRELBYFCRSKRN1e2eaZqM2QEAAAAXIHgCANhuP4vFTdNUPB6Xy+XSxMREV3QZbXc8AQAAAHgVT8cAANttLxZ3u927er1lWVpeXla9XlcsFuuaLiM6ngAAAICLETwBAGxXqVT21O2Uy+VUKBQ0Pj6+r71Q7dJsNgmeAAAAgAsQPAEAbLW9WHy3wdPm5qbS6bQGBwcVCoXaXN3eMGoHAAAAXIynYwCArfayWLxer2tpaUmBQECjo6MdqG5vGLUDAAAALkbwBACw1W4Xi5umqaWlJUlSLBbrimXir0XHEwAAAHAxno4BALYql8tyu91yuVxv+rp0Oq1yuaxYLHbZ19qFHU8AAADAxQieAAC2KpfLl10Qvr6+rnw+r9HRUQUCgQ5VtjeWZcmyLIInAAAA4AIETwAA2+xmsXi5XNby8rL6+/sVDoc7WN3eNJtNSWLUDgAAALgAT8cAANvUajWZpvmGwVOz2VQ8HpfX69XY2FhX7nXaZpqmJNHxBAAAAFyA4AkAYJtKpSLp0ovFLcvS0tKSTNNULBbr+k6i7Y4ngicAAADgh7r7KR4AcKS92WLxbDarjY0NTUxMyOPx2FDd3jBqBwAAALweT8cAANu80X6nUqmklZUVDQ8PKxgM2lDZ3jFqBwDA8VGpVPT+979fV155pd7+9rfr5ptv1rlz5yRJP/uzP6tTp07p9OnTuvbaa/Xss8/aXC1gr+48jxoAcORtLxYfGhq66OPValVLS0sKBoOv+1w3o+MJAIDj5eMf/7je9773yTAMfeELX9DHPvYxffOb39Rv//Zvq7+/X5J09uxZ3XjjjVpdXeUZAccW/+YDAGxxqcXipmlqaWlJLpdLExMTXbtM/JOf/KSmp6dlGIZeeOEFSa8GT9/61rf0rne9S6dOndJ1112nF1980d5CAQBAW/h8Pt122207zyrXXXedFhYWJGkndJKkQqFgQ3VAdyF4AgDYolwuS3r1wU16tQNqeXlZ1WpVsVisq0fWPvShD+m5557T1NTUzsfy+bzuvfdePfLII/rOd76j3/qt39JP//RP21glAADolAcffFC33377zq8/9alP6cSJE/rgBz+oP/zDP6TbCcca//YDAGzx2sXi+XxehUJB4+PjO2FUt7rhhhs0MTFx0cfm5uY0MDCgt771rZKk66+/XvF4XH/7t39rR4kAAKBD7r//fp07d06/8Ru/sfOx3/zN39T58+f1xBNP6F//63+tWq1mY4WAvQieAAC2uHCx+NbWllKplAYHBy9qTz9MYrGY1tfX9Vd/9VeSpD/+4z9WqVTaabsHAABHzwMPPKAnn3xS3/jGNxQIBF73+ZtuukmlUkl/93d/Z0N1QHdguTgAoOMsy1KlUtHQ0JDq9bri8bgCgYBGR0ftLm3fBgYG9NBDD+nTn/60NjY29A//4T/U1VdfvdPRBQAAjpbPfe5z+trXvqZnnnlm542zer2uxcVFnTx5UpL013/911pZWdHs7KyNlQL24mkYANBWt9xyi9LptBwOh4LBoD7/+c/r6quv1r//9/9ezz33nOLxuJ588kn9xE/8RNcuE9+NaDSqD3/4w/rwhz8s6dXT+UZHR3X11VfbXBkAAGi1RCKhX/7lX9bs7Kze8573SJK8Xq/OnDmju+66S4VCQS6XSz09PfqDP/gDDQwM2FwxYB+CJwBAWz3xxBM77wI+9dRTuvvuu/Xnf/7nuvnmm/WLv/iLev/736/R0VG53W57C22BVCqlaDQqSfrsZz+r9773vTvveAIAgKNjYmJClmVd8nPf+ta3OlwN0N3Y8QQAaKvXHilsGIbK5bKuu+46+f1+OZ3OnV1Ph8U999yjiYkJJRIJ3XrrrTvh0r/7d/9OV111lU6ePKnFxUU9/PDDNlcKAAAA2IuOJwBA29155506c+aMJOnpp5/W5uamGo2GQqHQoTxe+Itf/OIlP/7lL3+5w5UAAAAA3e3wPe0DAA6dRx99VEtLS7rvvvt2jhR2Op0aHx+3uzQAAAAAbUTwBADomLvuukvf/OY3tba2punp6UPZ7QQAAABg93jiBwC0zfr6upLJ5M6vH3/8cfX19enKK688dHudAAAAAOwdO54AAG1TKBR0xx13qFwuy+FwqKenR7/zO7+jSCSie+65R3/yJ3+idDqtW2+9VcFgUOfOnbO7ZAAAAAAtZFhvdAbkBYrFokKhkAqFgvr6+jpRFwDgiMlkMspmszp58qR8Pp/d5QAAAAA4gN1mRYzaAQDarlKpaHV1VUNDQ4ROAAAAwDFC8AQAaCvLsrS8vCyPx6OhoSG7ywEAAADQQQRPAIC2yuVyKpfLGh8f5xQ7AAAA4JjhJwAAQNvUajVlMhkNDg4qEAjYXQ4AAACADiN4AgC0xfaIncvl0vDwsN3lAAAAALABwRMAoC3W1ta0ubmpsbExOZ1Ou8sBAAAAYAOCJwBAy9XrdaXTafX39ysYDNpdDgAAAACbEDwBAFrKsiwlk0k5HA6Njo7aXQ4AAAAAGxE8AQBaqlgsqlQqKRqNyuVy2V0OAAAAABsRPAEAWqbRaCiZTKqvr0+hUMjucgAAAADYjOAJANAy6XRalmUpGo3aXQoAAACALkDwBABoiVKppPX1dUWjUbndbrvLAQAAANAFCJ4AAAfWbDaVTCbV09Oj/v5+u8sBAAAA0CUIngAAB5bJZNRoNDQ+Pi7DMOwuBwAAAECXIHgCABzI5uam8vm8RkZG5PF47C4HAAAAQBcheAIA7Jtpmkomk/L7/RocHLS7HAAAAABdhuAJALBv2WxWtVqNETsAAAAAl0TwBADYl3K5rGw2q6GhIfl8PrvLAQAAANCFCJ4AAHtmWZaWl5fl9XoViUTsLgcAAABAlyJ4AgDs2erqqiqVisbHx+Vw8K0EAAAAwKXx0wIAYE+q1apWVlY0ODioQCBgdzkAAAAAuhjBEwBg17ZH7Fwul0ZGRuwuBwAAAECXI3gCAOza2tqatra2GLEDAAAAsCv81AAA2JVaraZ0Oq2BgQH19vbaXQ4AAACAQ4DgCQBwWZZlKZVKyeFwaHR01O5yAAAAABwSBE8AgMsqFAoqlUoaGxuT0+m0uxwAAAAAhwTBEwDgTTUaDaVSKYVCIfX19dldDgAAAIBDhOAJAPCmUqmUJCkajdpcCQAAAIDDhuAJAPCGisWiCoWCotGoXC6X3eUAAAAAOGQIngAAl9RsNpVMJtXb26tQKGR3OQAAAAAOIYInAMAlZTIZmaapsbExGYZhdzkAAAAADiGCJwDA62xubiqfz2tkZEQej8fucgAAAAAcUgRPAICLmKap5eVlBQIBhcNhu8sBAAAAcIgRPAEALrKysqJ6va7x8XFG7AAAAAAcCMETAGBHuVzW6uqqhoeH5fV67S4HAAAAwCFH8AQAkCRZlqXl5WX5fD5FIhG7ywEAAABwBBA8AQAkSdlsVpVKhRE7AAAAAC1D8AQAUKVSUTabVSQSkd/vt7scAAAAAEcEwRMAHHPbI3Zut1vDw8N2lwMAAADgCCF4AoBjLp/Pq1wua3x8XA4H3xYAAAAAtA4/YQDAMVar1ZTJZBQOh9XT02N3OQAAAACOGIInADimLMtSMpmU0+nUyMiI3eUAAAAAOIIIngDgmFpfX9fGxobGxsbkdDrtLgcAAADAEUTwBADHUKPRUDqdVigUUjAYtLscAAAAAEcUwRMAHEPJZFKSFI1Gba4EAAAAwFFG8AQAx0yxWFSxWFQ0GpXL5bK7HAAAAABHGMETABwjzWZTyWRSwWBQoVDI7nIAAAAAHHEETwBwjKTTaZmmqbGxMRmGYXc5AAAAAI44gicAOCY2Nja0tram0dFRud1uu8sBAAAAcAwQPAHAEfXJT35S09PTMgxDf/u3f6vl5WX19PRoYGDA7tIAAAAAHBMETwBwRH3oQx/Sc889p6mpKeVyOTUaDUbsAAAAAHQUxxkBwBF1ww03SJIsy1KhUNCP/uiPyuv12lwVAAAAgOOEjicAOMJM01Sz2ZTX69Xg4KDd5QAAAAA4ZgieAOAI29rakmVZGh4eZsQOAAAAQMcRPAHAEdbb2yu3282IHQAAAABbEDwBAAAAAACgLQieAOCIuueeezQxMaFEIqFbb71VJ0+etLskAAAAAMcMp9oBwBH1xS9+0e4SAAAAABxzdDwBAAAAAACgLQieAAAAAAAA0BYETwAAAAAAAGgLgicAAAAAAAC0BcETAAAAAAAA2oLgCQAAAAAAAG1B8AQAAAAAAIC2IHgCAAAAAABAWxA8AQAAAAAAoC0IngAAAAAAANAWBE8AAAAAAABoC4InAAAAAAAAtAXBEwAAAAAAANqC4AkAAAAAAABtQfAEAAAAAACAtiB4AgAAAAAAQFsQPAEAAAAAAKAtCJ4AAAAAAADQFgRPAAAAAAAAaAuCJwAAAAAAALQFwRMAAAAAAADaguAJAAAAAAAAbUHwBAAAAAAAgLYgeAIAAAAAAEBbEDwBAAAAAACgLQieAAAAAAAA0BYETwAAAAAAAGgLgicAAAAAAAC0BcETAAAAAAAA2oLgCQAAAAAAAG1B8AQAAAAAAIC2IHgCAAAAAABAWxA8AQAAAAAAoC0IngAAAAAAANAWBE8AAAAAAABoC4InAAAAAAAAtAXBEwAAAAAAANqC4AkAAAAAAABtQfAEAAAAAACAtiB4AgAAAAAAQFsQPAEAAAAAAKAtCJ4AAAAAAADQFgRPAAAAAAAAaAuCJwAAAAAAALQFwRMAAAAAAADaguAJAAAAAAAAbUHwBAAAAAAAgLYgeAIAAAAAAEBbEDwBAAAAAACgLQieAAAAAAAA0BYETwAAAAAAAGgLgicAAAAAAAC0BcETAAAAAAAA2oLgCQAAAAAAAG1B8AQAAAAAAIC2IHgCAAAAAABAWxA8AQAAAAA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|
||
"text/plain": [
|
||
"<Figure size 1500x1500 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"def plot_graph(m):\n",
|
||
" labels = list(range(len(m)))\n",
|
||
" df = pd.DataFrame(m, index=labels, columns=labels)\n",
|
||
" G = nx.from_pandas_adjacency(df)\n",
|
||
" plt.figure(figsize=(15, 15))\n",
|
||
" nx.draw_networkx(G, nx.spring_layout(G), node_size=0, arrows=False, edge_color='lightgray', font_size=8)\n",
|
||
" plt.show()\n",
|
||
"\n",
|
||
"plot_graph(similarity_matrix_truncated)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "8d7a0663",
|
||
"metadata": {},
|
||
"source": [
|
||
"### Similarity top-n\n",
|
||
"\n",
|
||
"Another approach, suggested by Trensceni in his blog-post, is to no simply truncate the similarity matrix, but to build a web by finding the `n` most similar entries for each initiative and using these as links. Then the linked-up entries act as clusters.\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 15,
|
||
"id": "3fbeb2e7",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# another approach, to avoid singletons:\n",
|
||
"# for each initiative, get the top n=3 most similar\n",
|
||
"def similarity_matrix_top_n(n=3):\n",
|
||
" m = np.zeros((len(initiatives), len(initiatives)))\n",
|
||
" for idx, initiative in enumerate(initiatives):\n",
|
||
" sp = similar_initiatives(idx, n)\n",
|
||
" idxs = [p[0] for p in sp]\n",
|
||
" # idxs = [tagged_initiatives[p[0]][1][0] for p in sp]\n",
|
||
" for k, j in enumerate(idxs):\n",
|
||
" m[idx][j] = 1 #sp[k][2]\n",
|
||
" return m"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "59e23d03",
|
||
"metadata": {},
|
||
"source": [
|
||
"\n",
|
||
"The question then is, which `n` should be used. In our case, when starting with $n=3$ all initiatives still merge into one giant cluster, the same happens with $n=2$. With $n=1$ however, clusters emerge. Some only of 2 items (each having the other as most similar entry). Yet some linking more items together."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 16,
|
||
"id": "ad7deef9-0b81-4b44-ab10-044756782982",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1500x1500 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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|
||
"text/plain": [
|
||
"<Figure size 640x480 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
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||
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VZLPZZJqmfu/3fk/RaJTiEwAwciieAAAA7lCv19PBwYGKxaIikYgWFxfZ54RLVS6X9YY3vEHlcll2u13Ly8v6gz/4AxaMAwBGDsUTAADAHWi328pkMmo0GlpeXmbCBJZYX1/Xl770JW1vbw9+DgDAKKJ4AgAAOKfT01Pt7OxIkpLJpHw+n8WJMO0Mw1C327U6BgAAN8VMOAAAwBk/9mM/pkQiIcMw9NRTT0l69gpi+Xxe6XRaLpdL9913H6UTRkJ/xxMAAKOK4gkAAOCM7/3e79Wf/dmfDY4u9Xo97e3t6eDgQLOzs0omk3I4GBrHaLDZbOr1elbHAADgpnjUBAAAcMbLX/7ywdvtdltbW1tqNBpaWVnR7OyshcmA56J4AgCMOiaeAAAAbsA0Te3s7KjT6SiVSlE6YSQZhsFROwDASGPiCQAA4DqVSkWdTkcul0tXrlzhaB1GFhNPAIBRx8QTAADAGaZpKpvNymazaWVlhdIJI43iCQAw6iieAAAAzmg2m2o2m7LZbDIMw+o4wC31j9px3A4AMKoongAAAM74F//iX+gVr3iF9vb29OpXv1r33Xef1ZGAm7LZnn04T/EEABhVFE8AAABnvPOd79QXvvAFdTodZbNZXb161epIwE31iyeO2wEARhXFEwAAwBm1Wk0+n8/qGMC5UDwBAEYdxRMAAMA3dDodtVotiieMjf4eMoonAMCoongCAAD4hlqtJkkUTxgb7HgCAIw6iicAAIBvqNVqcjgccjqdVkcBzoWjdgCAUUfxBAAA8A39/U7940vAqKN4AgCMOoonAAAAPXtUqV6vc8wOY6VfknLUDgAwqiieAAAAJNXrdZmmSfGEscLEEwBg1FE8AQAA6NljdoZhyOPxWB0FODeuagcAGHUUTwAAAHq2ePJ6vYMJEmAcGIYhm81G8QQAGFk8sgIAAND/WywOjBvDMCieAAAji+IJAABMvVarpU6nQ/GEsWSz2VguDgAYWRRPAABg6tXrdUmieMJY4qgdAGCUUTwBAICpV6vV5HQ65XA4rI4C3DGO2gEARhnFEwAAmHrsd8I446gdAGCUUTwBAICp1uv1VK/XKZ4wtjhqBwAYZRRPAABgqrHfCeOO4gkAMMoongAAwFSr1Wqy2WzyeDxWRwHuCjueAACjjOIJAABMtVqtJq/XK8MwrI4C3BV2PAEARhnFEwAAmFqmabJYHGOPo3YAgFFG8QQAAKZWq9VSt9uleMJYo3gCAIwyiicAADC1arWaJBaLY7yx4wkAMMoongAAwNSq1Wpyu92y2+1WRwHuGjueAACjjOIJAABMLfY7YRL0j9pRPgEARhHFEwAAmErdblfNZpPiCWOvf0VGiicAwCiieAIAAFOJ/U6YFDbbsw/pKZ4AAKOI4gkAAEylWq0mu90ul8tldRTgnvSLJxaMAwBGEcUTAACYSv39Tv1jSsC4ongCAIwyiicAADB1TNNUvV7nmB0mAsUTAGCUUTwBAICp02g01Ov1KJ4wEVguDgAYZRRPAABg6vQXi3u9XouTAPeOiScAwCijeAIAAFOnVqvJ6/UOnrAD44ziCQAwyni0BQAApk5/sTgwCfpH7SieAACjiOIJAABMlU6no3a7TfGEidGfeGLHEwBgFFE8AQCAqcJ+J0wawzBkGAYTTwCAkUTxBAAApkqtVpPD4ZDL5bI6CnBhbDYbxRMAYCRRPAEAgKnCfidMIiaeAACjiuIJAABMjV6vp3q9TvGEiWOz2djxBAAYSRRPAABgajQaDZmmSfGEicNROwDAqKJ4AgAAU6NWq8kwDBaLY+JQPAEARhXFEwAAmBq1Wk1er1eGYVgdBbhQhmFw1A4AMJIongAAwFQwTZPF4phYTDwBAEYVxRMAAJgK7XZbnU6H4gkTieIJADCqKJ4AAMBUqNVqkkTxhIlkGAbFEwBgJFE8AQCAqVCr1eRyueRwOKyOAlw4m83GjicAwEiieAIAAFOB/U6YZBy1AwCMKoonAAAw8brdrhqNBsUTJhbFEwBgVFE8AQCAiVev1yWx3wmTix1PAIBRRfEEAAAmXq1Wk81mk9vttjoKMBTseAIAjCqKJwAAMPH6+50Mw7A6CjAU/eKJ8gkAMGoongAAwEQzTVP1ep1jdphoNtuzD+s5bgcAGDUUTwAAYKI1m011u12KJ0y0/jQfE08AgFFD8QQAACZarVaTJHm9XouTAMPDxBMAYFRRPAEAgIlWq9Xk8Xhkt9utjgIMDcUTAGBUUTwBAICJxn4nTAOKJwDAqKJ4AgAAE6vT6ajZbHLMDhOvv+OJ4gkAMGoongAAwMSq1+uSxMQTJl5/4onl4gCAUUPxBAAAJlatVpPdbpfL5bI6CjBUHLUDAIwqiicAADCxarWafD7f4BgSMKk4agcAGFUUTwAAYCKZpjkonoBJ1y+eOGoHABg1FE8AAGAiNRoNmaZJ8YSpYBiGbDYbE08AgJFD8QQAACZSrVaTYRhc0Q5Tg+IJADCKKJ4AAMBEqtVq8ng8g6XLwKQzDIPiCQAwcngkBgAAJhL7nTBtbDYbO54AACOH4gkAAEycdrutdrtN8YSpwlE7AMAoongCAAATp1arSRLFE6YKxRMAYBRRPAEAgIlTq9XkdDrldDqtjgJcGnY8AQBGEcUTAACYOOx3wjRixxMAYBRRPAEAgInS6/XUaDQonjB1OGoHABhFFE8AAGCi1Ot1maZJ8YSpQ/EEABhFFE8AAGCi1Go1GYYhj8djdRTgUhmGwVE7AMDIoXgCAAATpb/fyTAMq6MAl4qJJwDAKKJ4AgAAE8M0TRaLY2pRPAEARhHFEwAAmBitVkvdbpfiCVOJ4gkAMIoongAAwMSo1WqSJK/Xa3ES4PL1dzyx5wkAMEoongAAwMSo1+tyu91yOBxWRwEunc327EN7iicAwCiheAIAABOjVqsx7YSp1S+eOG4HABglFE8AAGAidLtdNRoN9jthavWv5EjxBAAYJRRPAABgItTrdUmieMLU4qgdAGAUUTwBAICJUKvVZLfb5Xa7rY4CWIKjdgCAUUTxBAAAJkJ/v1P/uBEwbSieAACjiOIJAACMPdM0VavVOGaHqcaOJwDAKKJ4AgAAY6/ZbKrX61E8Yaqx4wkAMIoongAAwNir1WqSJK/Xa3ESwDoctQMAjCKKJwAAMPZqtZo8Ho/sdrvVUQDLcNQOADCKKJ4AAMDYY78T8GzxZBgGR+0AACOF4gkAAIy1TqejVqtF8QTo2eN2TDwBAEYJxRMAABhr/f1OFE8AxRMAYPRQPAEAgLFWq9XkcDjkdDqtjgJYjuIJADBqKJ4AAMBY6+936i9WBqYZO54AAKOG4gkAAIwt0zRVr9c5Zgd8AxNPAIBRQ/EEAADGVr1el2maFE/AN1A8AQBGDcUTAAAYW7VaTYZhyOPxWB0FGAmGYVA8AQBGCsUTAAAYW7VaTV6vVzYbD2kA6dmJJ3Y8AQBGCY/SAADA2OovFgfwLI7aAQBGDcUTAAAYS61WS51Oh+IJ+IbPfOYz+u7v/m697nWv09/5O39HH/7wh62OBACAHFYHAAAAuBv1el2SKJ4APXuFxx/8wR/Uxz/+ca2srMjtdusFL3iBvud7vkeBQMDqeACAKcbEEwAAGEu1Wk1Op1MOB6+jAdKzi8Wr1apM01SlUlE0GpXb7bY6FgBgyvFIDQAAjCX2OwH/j2EY+uhHP6rv+77vk9vt1snJiT7xiU/I5XJZHQ0AMOUongAAwNjp9Xqq1+sKh8NWRwGGyjRNdbtddToddbvdm77dbDb17//9v9cv//Iv61u+5Vt0fHysN77xjfqbv/kbxWIxq/8aAIApRvEEAADGDvudMI5M07xhaXT2fde//2ZXqLPb7YP/HA6HnnnmGeVyOX33d3+3KpWKIpGIlpaW9OUvf1mvfOUrL/lvCgDA/0PxBAAAxk6tVpPNZpPH47E6CqZUr9e7ZYF0o7dvVSI5HI5BkeR2uwc/P/v+s28bhnHN7+HxeHR0dKR8Pq/nP//5+sIXvqCNjQ1FIhGZpvmcjwcA4LJQPAEAgLFTq9Xk9Xp5Mo0L0ev1blsaXf/2eUokh8Mhp9N5ywLpRiXS3VhYWNAHP/hBvfGNb5TNZlOv19N//I//UW63Wzs7O1pdXZXNxnWFAACXzzBN07zdB1UqFYVCIZXLZQWDwcvIBQAAcEOmaeqrX/2qIpGIFhYWrI6DEWKa5g0nkW72dv/HGz0cNgzjhkXRrd622WwjV4aWy2Xt7u7K4/EoHo/L6XRaHQkAMCHO2xUx8QQAAMZKq9VSt9tlv9OEO1sinWcXUv99tyqRrj/Odn2BdPbXR7FEuhuhUEgul0vb29va2NjQ+vq6vF6v1bEAAFOE4gkAAIyVWq0micXi46RfIp13F1L/7RsxDOM5k0b9Eulme5EMw5iIEulueb1eXblyRdvb29rc3NTa2hqnGAAAl4biCQAAjJVarTYoGnD5TNO8o11I/bdvxGazXVMUOZ1Oeb3eWx5rY0/R3XE6nUqlUtrd3VUmk9HCwoJisdhUF3IAgMtB8QQAAMZKrVZj2umC9Euk8+5C6v93Izab7ZqiyOVy3XYvEiXS5bLZbFpbW9PR0ZGy2ayazaaWl5f5/wAAGCqKJwAAMDa63a6azaZisZjVUUbO2aXa592LdKsrs93qKNuNjrUxOTMeDMPQwsKC3G639vb21Gq1FI/H5XDwtAAAMBzcwwAAgLExLfudbnRltttNJd2uROoXRG63+5YFEiXSdAiHw89ZOu7xeKyOBQCYQBRPAABgJL3qVa/S4eGhbDabAoGA3vve92p5eVnvfve79Wd/9mfa3t7Wl7/8Zb34xS+2OuotnV2qfd69SLcqkc4WRU6n85ZH2SiRcCs+n+85S8cDgYDVsQAAE4biCQAAjKTf+Z3fUTgcliQ98cQTestb3qLf+73f0z/+x/9Y7373u/UP/sE/uNQ8/SuznbdA6v9omuZzfi/DMJ5TFHm93psWSA6HQzabjRIJF87lcg2Wjm9vb2tpaUmRSISvNQDAhaF4AgAAI6lfOklSuVyWYRiq1+v6zu/8Ts3Nzd3T7322RDrPLqT++25VIp0tivo7kW52lI0SCaPEbrcrHo/r8PBQBwcHajabWlpa4msUAHAhKJ4AAMDIevOb36wnn3xSkvSJT3xCvV7vOfud+iXSeXch9d++EcMwnjNpdP1i7et/3TAMnqBj7BmGoaWlJbndbu3v76vZbCoej8tut1sdDQAw5iieAADAyPrIRz4iSfrwhz+st7/97XrssceUy+WUzWbV6XS0ubl506tx2Wy2awoip9Mpr9d706Ns/UkkYJpFIhG5XC7t7OwMlo673W6rYwEAxhjFEwAAGHmvf/3r9eijj6per8vv98vlcskwDIXDYS0vL9+wTKJEAu6O3+9XKpW6Zum43++3OhYAYExRPAEAgJFTKpVUq9W0vLysfD6v//bf/ptmZ2f10pe+dHD0x263KxKJKBKJWJwWmDxut1tXrlxRJpNROp3W8vIy32sAgLtC8QQAAEZOuVzWG97wBlWrVfV6Pc3Pz+szn/mM7Ha7Hn30UX3605/W4eGhXv3qVysQCOjq1atWRwYmjt1uVyKR0MHBwWDv0+LiIjvNAAB3xDBvdHmW61QqFYVCIZXLZQWDwcvIBQAApphpmtrf31exWNTi4qJisZjVkYCpZZqmCoWCDg4OFAgEtLq6ytJxAMC5uyKWHwAAgJHS6/WUyWRULBa1srJC6QRYzDAMRaNRra+v6/T0VJubm2q1WlbHAgCMCYonAAAwMjqdjtLptE5PT7W+vq7Z2VmrIwH4hkAgoFQqpV6vp42NDdVqNasjAQDGAMUTAAAYCa1WS1tbW2o2m0okEgoEAlZHAnAdj8ejK1euyO12a2trS6VSyepIAIARR/EEAAAs12g0tLm5qV6vp1QqJZ/PZ3UkADfhcDiUSCQUCoW0u7urbDarc6yNBQBMKa5qBwAALHV6eqpMJiOn06n19XU5nU6rIwG4DZvNppWVFbndbmWzWTWbTa2urspm43VtAMC1uGcAAACWqVQqSqfT8ng8SiaTlE7AGDEMQ3Nzc4rH46pWq9ra2lK73bY6FgBgxFA8AQAASxQKBWUyGQUCAa2vr3N5dmBMBYNBpVIptdttbWxsqF6vWx0JADBCKJ4AAMClMk1TR0dH2t/fVyQS0draGsdzgDHn9Xp15coVOZ1ObW5uqlKpWB0JADAieJQHAAAujWmaOjg40NHRkebn57W0tCTDMKyOBeACOJ1OJZNJBQIBZTIZHR8fs3QcAMBycQAAcDl6vZ52d3dVqVS0vLysSCRidSQAF8xms2ltbU1HR0eDpePLy8tMNQLAFKN4AgAAQ9ftdpXJZFSr1RSPxxUMBq2OBGBIDMPQwsKC3G639vb21Gq1FI/H5XDw1AMAphEvPQAAgKFqt9va2tpSo9FQIpGgdAKmRDgcVjKZVLPZ1MbGhhqNhtWRAAAWoHgCAABD02w2tbm5qU6no2QyqZmZGasjAbhEPp9PV65ckc1m0+bmpqrVqtWRAACXjOIJAAAMRa1W0+bmpmw2m1KplDwej9WRAFjA5XIplUppZmZG29vbyufzLB0HgClC8QQAAC5ctVrV1taW3G63ksmkXC6X1ZEAWMhutysejysajerg4EAHBweUTwAwJdjwBwAALlSxWNTe3p4CgYDW1ta4mhUASc8uHV9aWpLb7db+/r6azabi8bjsdrvV0QAAQ8QjQQAAcGFyuZz29vY0OzureDxO6QTgOSKRiBKJhBqNhjY2NtRsNq2OBAAYIh4NAgCAe2aapg4ODnR4eKi5uTktLy/LMAyrYwEYUX6/X6lUSpK0ubmpk5MTixMBAIaF4gkAANyTXq+n3d1d5fN5LS0taWFhgdIJwG253W5duXJFHo9H6XRahULB6kgAgCGgeAIAAHet2+0qk8moUqlobW1N0WjU6kgAxojdblcikVAkEtH+/j5LxwFgArFcHAAA3JVOp6Pt7W01m02tr6/L7/dbHQnAGDq7dPzg4ECtVkurq6ssHQeACcHEEwAAuGOtVkubm5tqt9tKJpOUTgDuiWEYikajWl9f1+npqTY3N9VqtayOBQC4ABRPAADgjtTrdW1ubkqSUqmUvF6vxYkATIpAIKBUKqVer6eNjQ3VajWrIwEA7hHFEwAAOLeTkxNtbW3J6XQqlUrJ5XJZHQnAhPF4PLpy5Yrcbre2trZUKpWsjgQAuAcUTwAA4FzK5bK2t7fl8/mUSCTkcLAqEsBwOBwOJRIJhUIh7e7uKpvNsnQcAMYUjxgBAMBt5fN5HRwcKBQKaWVlRTYbr10BGC6bzaaVlRW53W5ls1k1m02trq5y+wMAY4ZbbQAAcFOmaSqbzerg4ECxWIwnfQAulWEYmpubUzweV7Va1dbWltrtttWxAAB3gEeOAADghkzT1N7eno6Pj7W4uKjFxUUZhmF1LABTKBgMKpVKqd1ua2NjQ/V63epIAIBzongCAADP0ev1lMlkVCqVtLq6qlgsZnUkAFPO6/XqypUrcjqd2tzcVLlctjoSAOAcKJ4AAMA1Op2Otra2dHp6qvX1dYXDYasjAYAkyel0KplMKhAIaGdnR8fHxywdB4ARR/EEAAAGWq2Wtra21Gq1lEgkFAgErI4EANew2WxaW1vT3Nycstms9vb21Ov1rI4FALgJrmoHAAAkSY1GQ+l0WoZhKJVKye12Wx0JAG7IMAwtLCzI7XZrb29PrVZL8XhcDgdPbwBg1DDxBAAAdHp6qs3NTTkcDkonAGMjHA4rmUyq2WxqY2NDjUbD6kgAgOtQPAEAMOUqlYrS6bS8Xq+SyaScTqfVkQDg3Hw+n65cuSKbzabNzU1Vq1WrIwEAzqB4AgBgihUKBWUyGQUCAa2vr8tut1sdCQDumMvlUiqV0szMjLa3t5XL5Vg6DgAjgkPQAABMIdM0dXx8rKOjI0UiES0tLckwDKtjAcBds9vtisfjymazOjw8VKvV4rYNAEYAxRMAAFPGNE0dHByoUChofn5ec3NzPDEDMBEMw9Di4qJcLpf29/fVbDYVj8eZ5gQAC3HUDgCAKdLr9bSzs6NCoaCVlRXNz89TOgGYOJFIRIlEQo1GQxsbG2o2m1ZHAoCpRfEEAMCU6Ha7SqfTqlarisfjmp2dtToSAAyN3+9XKpWSJG1uburk5MTiRAAwnSieAACYAu12W5ubm2o2m0omkwoGg1ZHAoChc7vdunLlijwej9LptAqFgtWRAGDqUDwBADDhms2mNjc31e12lUwm5fP5rI4EAJfGbrcrkUgoEolof39fBwcHXPEOAC4Ry8UBAJhgtVpN29vbcjgcSiQScjqdVkcCgEtnGIaWl5fldrt1cHCgVqul1dVVlo4DwCVg4gkAgAlVrVa1tbUlt9utVCpF6QRg6kWjUa2vr+v09FSbm5tqtVpWRwKAiUfxBADABCoWi9re3pbf71cikeBVfQD4hkAgoFQqpV6vp42NDdVqNasjAcBEo3gCAGCCmKap4+Nj7e3taXZ2VvF4XDYbd/cAcJbH49GVK1fkdru1tbWlUqlkdSQAmFg8EgUAYEKYpqnDw0Nls1nNzc1peXlZhmFYHQsARlJ/910oFNLu7q6y2SxLxwFgCFguDgDABOj1etrb21O5XNbS0pKi0ajVkQBg5NlsNq2srMjtdiubzarZbGp1dZVJUQC4QNyiAgAw5rrdrra3t1WpVLS2tkbpBAB3wDAMzc3NKR6PDy7K0G63rY4FABOD4gkAgDHW6XS0tbWler2u9fV1hUIhqyMBwFgKBoNKpVJqt9va2NhQvV63OhIATASKJwAAxlSz2dTm5qY6nY6SyaT8fr/VkQBgrHm9Xl25ckVOp1Obm5sql8tWRwKAsUfxBADAGKrX69rc3JQkpVIpeb1eixMBwGRwOp1KJpMKBALa2dnR8fExS8cB4B5QPAEAMGZOTk60tbUll8ulVColl8tldSQAmCg2m01ra2uam5tTNpvV3t6eer2e1bEAYCxxVTsAAMZIqVTS3t6eZmZmtLa2JrvdbnUkAJhIhmFoYWFBbrdbe3t7arVaisfjcjh4CgUAd4KJJwAAxkQ+n9fu7q5CoZDW19cpnQDgEoTDYSWTSbVaLW1sbKjRaFgdCQDGCsUTAAAjzjRNHR4e6uDgQLFYTCsrKzIMw+pYADA1fD6fUqmU7Ha7Njc3Va1WrY4EAGOD4gkAgBFmmqb29vaUy+W0uLioxcVFSicAsIDL5VIymdTMzIy2t7eVy+VYOg4A50DxBADAiOr1etre3la5XNbq6qpisZjVkQBgqtntdsXjccViMR0eHmp/f5/yCQBug814AACMoE6no+3tbTWbTcXjcQUCAasjAQD07NLxxcVFuVwu7e/vD5aOs3cPAG6MiScAAEZMq9XS1taWWq2WkskkpRMAjKBIJKJkMqlGo6GNjQ01m02rIwHASKJ4AgBghDQaDW1ubqrX6ymVSsnr9VodCQBwEzMzM0qlUjIMQ5ubmzo5ObE6EgCMHIonAABGxOnpqTY3N+VwOJRKpeR2u62OBAC4DbfbrVQqJY/Ho3Q6rUKhYHUkABgpFE8AAIyASqWidDotr9erZDIpp9NpdSQAwDnZ7XYlEglFIhHt7+/r4OCApeMA8A0sFwcAwGKFQkH7+/sKBoNaXV2VzcbrQgAwbgzD0PLystxutw4ODtRqtbS6usrScQBTj0e2AABYxDRNHR0daX9/X5FIRGtra5ROADDmotGo1tfXB8enW62W1ZEAwFI8ugUAwAKmaWp/f19HR0daWFjQ0tKSDMOwOhYA4AIEAgGlUin1ej1tbGyoVqtZHQkALEPxBADAJev1etrZ2VGxWNTKyorm5uYonQBgwng8Hl25ckVut1tbW1sqlUpWRwIAS1A8AQBwibrdrtLptKrVquLxuGZnZ62OBAAYEofDoUQioVAopN3dXWWzWZaOA5g6LBcHAOCStNttpdNpdTodJZNJ+Xw+qyMBAIbMZrNpZWVFbrdb2WxWzWaTC0kAmCrc2gEAcAmazaY2NzfV6/UonQBgyhiGobm5OcXjcVWrVW1ubqrdblsdCwAuBcUTAABDVqvVtLm5KZvNplQqJY/HY3UkAIAFgsGgUqmUOp2ONjY2VK/XrY4EAENH8QQAwBBVq1VtbW3J7XYrlUrJ6XRaHQkAYCGv16srV67I6XRqc3NT5XLZ6kgAMFQUTwAADEmxWNT29rb8fr8SiYTsdrvVkQAAI8DpdCqZTCoQCGhnZ0dHR0csHQcwsVguDgDABTNNU7lcTtlsVrOzs1peXpZhGFbHAgCMEJvNprW1NR0dHeno6EitVkvLy8ssHQcwcSieAAC4QKZp6vDwUPl8XnNzc5qfn6d0AgDckGEYWlhYkNvt1t7enlqtluLxuBwOnqYBmBzU6QAAXJBer6fd3V3l83ktLy9rYWGB0gkAcFvhcFjJZFKtVksbGxtqNBpWRwKAC0PxBADABeh2u9re3lalUtHa2poikYjVkQAAY8Tn8ymVSslut2tzc1PVatXqSABwISieAAC4R51OR1tbW6rX60okEgqFQlZHAgCMIZfLpWQyqZmZGW1vbyuXy7F0HMDYo3gCAOAeNJtNbWxsqNPpKJVKaWZmxupIAIAxZrfbFY/HFYvFdHh4qP39fconAGONrXUAANyler2udDotu92uZDIpl8tldSQAwAQwDEOLi4tyu93a399Xq9XS2toaS8cBjCUmngAAuAsnJyfa2tqSy+VSKpWidAIAXLjZ2VklEgk1Gg1tbm6q2WxaHQkA7hjFEwAAd6hUKml7e1s+n0/JZJJXoAEAQzMzM6NUKiXDMLS5uamTkxOrIwHAHaF4AgDgDuRyOe3u7ioUCml9fV02G3elAIDhcrvdSqVS8ng8SqfTKhQKVkcCgHPj0TIAAOdgmqYODw91eHioWCymlZUVGYZhdSwAwJSw2+1KJBKKRCLa39/XwcEBS8cBjAXOBgAAcBumaWpvb0+lUkmLi4uKxWJWRwIATCHDMLS8vCy3262DgwM1m02tra3JbrdbHQ0AboqJJwAAbqHX62l7e1vlclmrq6uUTgAAy0WjUa2vr6tWq2lzc1OtVsvqSABwUxRPAADcRKfT0dbWlmq1mtbX1xUOh62OBACAJCkQCCiVSqnX62ljY0Onp6dWRwKAG6J4AgDgBlqt1uBV5GQyKb/fb3UkAACu4fF4dOXKFbndbqXTaZVKJasjAcBzUDwBAHCdRqOhzc1NmaapVColr9drdSQAAG7I4XAokUgoFAppd3dX2WyWpeMARgrLxQEAOOP09FTb29tyuVxKJBJyOLirBACMNpvNppWVFbndbmWzWTWbTa2urspmY84AgPW4JQIA4BvK5bLS6bS8Xq+SySSlEwBgbBiGobm5OcXjcZ2cnGhzc1PtdtvqWABA8QQAgCQVCgXt7OwoGAxqfX2dS1MDAMZSMBhUMplUt9vVxsaG6vW61ZEATDmKJwDAVDNNU9lsVvv7+4pGoxxNAACMPa/Xq1QqJafTqc3NTZXLZasjAZhiPLIGAEwt0zS1v7+v4+NjLSwsaHFxUYZhWB0LAIB75nQ6lUwmFQwGtbOzo6OjI5aOA7AEyysAAFOp1+tpZ2dH1WpVKysrmp2dtToSAAAXymazaXV1VS6XS0dHR2o2m1pZWWGyF8Cl4hYHADB1ut2u0um0Tk5OtL6+TukEAJhYhmFoYWFBq6urqlQqSqfT6nQ6kqRGo6HXv/71uv/++/WiF71Ir3zlK3X16lWLEwOYNBRPAICp0m63tbm5qWazqWQyqUAgYHUkAACGLhwOK5lMqtVqaWNjQ41GQ5L0tre9TV/72tf09NNP6+GHH9Zb3/pWi5MCmDQUTwCAqdFoNLS5ualer6dUKiWfz2d1JAAALo3P51MqlZLdbtfm5qba7bZe+9rXDvYbPvTQQ0qn09aGBDBxKJ4AAFOhVqtpa2tLNptNqVRKbrfb6kgAAFw6l8ulZDKpmZkZbW9vK5fLDZaOP/bYY3r44YctTghg0rBcHAAw8SqVinZ2duT1erW+vi673W51JAAALGO32xWPx5XNZnV4eKhGo6EPf/jDunr1qv74j//Y6ngAJgzFEwBgohWLRe3t7SkYDGp1dZUr+QAA8A1ut1sOh0OPPfaY/uf//J/6kz/5E46hA7hwFE8AgIlkmqZyuZyy2axmZ2e1vLw82GEBAMC06vV6KpVKOj4+Vrvd1kc/+lH94R/+oX71V39V1WpVoVCIF2kAXCjD7B/ovYVKpaJQKKRyuaxgMHgZuQAAuGumaerg4ECFQkHz8/Oam5ujdAIATLVer6dCoaBcLqdOp6NgMKhms6n7779fqVRKMzMzarVa8ng8+qu/+ivKJwC3dd6uiIknAMBE6fV62t3dVaVS0fLysiKRiNWRAACwTLfbVT6fVz6fV7fbVTgc1tzc3OAiG2fnEKrVqjKZjHZ2drS2tkb5BOBCUDwBACZGt9tVJpNRrVZTPB5nShcAMLU6nc6gcDJNU7Ozs4rFYnK5XDf9nEAgoHg8TvkE4EJRPAEAJkK73db29rZarZYSiYRmZmasjgQAwKVrt9vK5XIqFAoyDGNQODmdznN9PuUTgItG8QQAGHvNZlPpdFqmaSqVSsnj8VgdCQCAS9VsNpXL5VQqlWQYhmKxmKLRqByOO3/KR/kE4CJRPAEAxlq9Xlc6nZbdblcymbzlEQIAACZNo9HQ8fGxyuWy7Ha75ufnFYlEZLfb7+n3PVs+ZTIZxeNxyicAd4XiCQAwtqrVqnZ2duR2u7W+vn5Xr+oCADCO6vW6jo+PValU5HA4tLS0pNnZ2QsthwKBgNbX17W9vU35BOCu8QgdADCWSqWSdnd35ff7eSAMAJgap6enOj4+1snJiVwul5aXlxUOh4d2P+j3+ymfANwTiicAwNjJ5XI6PDxUOBzWysqKDMOwOhIAAENjmqZOTk50fHysWq0mt9ut1dVVhUKhS7kPpHwCcC8ongAAY8M0TWWzWeVyOcViMS0sLFA6AQAmlmmaqlarOjo6UqPRkNfrVTweVyAQuPT7v7Pl0/b2ttbX1ymfAJwLxRMAYCyYpqm9vT2VSiUtLi4qFotZHQkAgKEwTVPlclnHx8dqNpvy+XxKJBKamZmx9AUXv9+vRCKhdDpN+QTg3CieAAAjr9vtamdnR6enp1pdXVU4HLY6EgAAF67X66lUKun4+Fjtdlt+v1/Ly8uamZmxOtrAzMyMEokEk08Azo3iCQAw0jqdjra3t9VsNrW+vi6/3291JAAALlSv11OhUFAul1On01EwGFQ8HpfX67U62g3NzMxw7A7AuVE8AQBGVqvVUjqdVrfbVTKZHNkH4AAA3I1ut6t8Pq98Pq9ut6twOKxYLCaPx2N1tNuifAJwXhRPAICRVK/Xtb29LZvNplQqJbfbbXUkAAAuRKfTGRROpmlqdnZWsVhMLpfL6mh35Gz5lE6nlUgkKJ8APAfFEwBg5JycnCiTycjlcimRSMjh4O4KADD+2u22crmcCoWCJCkSiSgWi8npdFqc7O71dz6l02ml02mtr6/LbrdbHQvACOGRPABgpJTLZe3u7srn8ykej/PgFQAw9lqtlo6Pj1UqlWQYhmKxmKLR6MS8sNK/6t7Zq91x/w2gbzJu6QAAEyGfz+vg4EChUEgrKyuM6wMAxlqj0VAul1OpVJLdbtf8/LwikchEljKUTwBuhuIJAGA50zR1dHSk4+NjRaNRLS4uyjAMq2MBAHBX6vW6jo+PValU5HA4tLi4qEgkMvEvqFA+AbgRiicAgKVM09T+/r6KxaIWFhYUi8UonQAAY+n09FTHx8c6OTmR0+nU8vKywuHwxBdOZ50tn/oLxymfgOlG8QQAsEyv19POzo6q1apWVlY0OztrdSQAAO6IaZo6PT3V0dGRarWa3G63VldXFQqFpvaFFJ/Pp2Qyqa2tLconABRPAABrdDodZTIZ1et1ra+vKxAIWB0JAIBzM01T1WpVx8fHqtfr8ng8isfjCgQCU1s4neX1eimfAEiieAIAWKDVaml7e1udTkfJZFI+n8/qSAAAnItpmiqXyzo+Plaz2ZTP59P6+rr8fj+F03X65RPH7oDpRvEEALhUjUZD6XRahmEolUrJ7XZbHQkAgNvq9XoqlUrK5XJqtVry+/1aXl7WzMyM1dFGmtfrZecTMOUongAAl6ZWq2l7e1sOh0OJREJOp9PqSAAA3FKv11OxWNTx8bE6nY6CwaDW1tbk9XqtjjY2KJ+A6UbxBAC4FJVKRTs7O/J6vVxeGQAw8rrdrgqFgnK5nLrdrkKhkObm5uTxeKyONpbOlk9bW1tKJpM8FgCmBMUTAGDoisWi9vb2FAwGtbq6OlWXlQYAjJdOp6N8Pq98Pi/TNBUOhzU3NyeXy2V1tLF3ffmUSCTkcPCUFJh0PPIHANy1V73qVXrhC1+oF7/4xXrZy16mL3/5y5Kkz3zmM3rpS1+qF7/4xXrBC16g//pf/6sikYjW1tYonQAAI6ndbuvg4EBf//rXlcvlNDs7q/vvv18rKyuUTheov3C83W4rnU6r0+lYHQnAkBmmaZq3+6BKpaJQKKRyuaxgMHgZuQAAY6BUKikcDkuSnnjiCf38z/+8nnrqKUWjUT355JOam5vT3/zN3+jhhx/W0dER9yEAgJHTarWUy+VULBZlGIai0aii0SiTOEPWaDS0tbUlp9PJ5BMwps7bFfHdDQC4a/3SSZLK5fLgMtKGYejrX/+67Ha7fD6fotEoOzEAACOl2Wzq+PhYpVJJdrtdc3Nzikaj7B26JB6PR8lkUltbW4OF45RPwGTiOxsAcE/e/OY368knn5T07BG7Xq+nX/mVX9Hb3vY2BQIBlUolfeITn+CYAgBgJNTrdR0fH6tSqcjhcGhxcVGRSISj4BY4Wz71F45TPgGTh1tXAMA9+chHPqKdnR29853v1E/91E/pmWee0fve9z799m//tjKZjP74j/9YP/RDP6RcLmd1VADAFKvVakqn09rY2FC9Xtfy8rLuv/9+xWIxSicL9cunbrerra0tdj4BE4hbWADAhXjkkUf0uc99Tl/5yldULBb16le/WpL09/7e39Pq6upg8TgAAJfFNE2dnJxoa2tLm5ubarfbWllZ0f3338+U0wjxeDxKJBKUT8CE4pYWAHBXSqWS9vf3Bz//xCc+oVAopPvvv1+Hh4f6v//3/0qSrl69qo2NDT3/+c+3KioAYMqYpqlKpaLNzU2l02l1u12tra3pvvvu0+zs7GAnIUYHk0/A5OIALQDgrpTLZb3hDW9QvV6XzWZTOBzW+9//fr3gBS/QBz/4Qb3xjW+UzWZTr9fT+9//fsXjcasjAwAmnGmaKpfLOj4+VrPZlM/n0/r6uvx+P2XTGHC73ex8AiaQYZqmebsPOu8l8gAA08k0TX3961+Xz+fT2tqa1XEAAFOm1+sNCqdWqyW/36+5uTnNzMxYHQ13odlsamtrS3a7XYlEQk6n0+pIAG7gvF0R9TEA4J5VKhW1223FYjGrowAApkiv11OxWFQul1O73VYgENDq6qp8Pp/V0XAPzk4+pdNpyidgzFE8AQDuiWmaOj4+1szMjLxer9VxAABToNvtqlAoKJ/Pq9PpKBQKaW5uTh6Px+pouCA3OnZH+QSMJ4onAMA9qdVqajQaWl9ftzoKAGDCdTod5fN5FQoF9Xo9hcNhxWIxud1uq6NhCCifgMlA8QQAuCe5XE5ut1t+v9/qKACACdVutweFk2maikQiikajcrlcVkfDkPXLp3Q6TfkEjCmKJwDAXWs0GqpWq1pZWeFqQQCAC9dqtZTL5VQsFmUYhiKRiGKxGFc6mzJMPgHjjVtsAMBdy+fzcjgcCoVCVkcBAEyQZrOp4+NjlUol2e12zc3NKRqNym63Wx0NFnG5XNeUT4lEgok3YExQPAEA7kq73VapVNL8/LxsNpvVcQAAE6Ber+v4+FiVSkUOh0OLi4uanZ2lcIKk55ZPyWSS8gkYAxRPAIC7UigUBsceAAC4F7VaTcfHx6pWq3I6nVpeXlY4HOaFDTwH5RMwfiieAAB3rNfrqVAo8Co0AOCumaap09NTHR8f6/T0VG63WysrKwqHw+wNxC1RPgHjheIJAHDHisWiut2uotGo1VEAAGPGNE1Vq1UdHx+rXq/L4/FobW1NwWCQwgnnRvkEjA+KJwDAHTFNU7lcTqFQiAd4AIBzM01TlUpFx8fHajQa8vl8Wl9fl9/vp3DCXemXT+l0mvIJGGEUTwCAO1KpVNRutxWLxayOAgAYA6ZpqlQq6fj4WK1WSzMzM0okEpqZmaFwwj1j8gkYfRRPAIBz6087zczMyOv1Wh0HADDCer2eisWicrmc2u22AoGAVldX5fP5rI6GCeN0OimfgBFG8QQAOLdaraZ6va719XWrowAARlS32x0UTp1OR6FQSHNzc/J4PFZHwwS7vnxKJBJyu91WxwIgieuTAgDOLZfLye12y+/3Wx0FAGCBz372s/rmb/5mvfCFL9RDDz2kp59+evBr3W5XR0dH+vrXv67Dw0P5/X4973nP09raGqUTLkW/fDIMQ1tbW2o2m1ZHAiAmngAA59RsNlWtVrWyssJODgCYQsViUW9605v0p3/6p3rwwQf1+c9/Xm9605v01FNPKZfLqVAoyDRNzc7OKhaLcdQJlrjRsTsmnwBrMfEEADiXXC4nh8OhUChkdRQAgAU2NjYUjUb14IMPSpK+9Vu/Vdvb23riiSdUKBQUiUT0/Oc/X8vLy5ROsFS/fLLb7Uw+ASOA4gkAcFudTkelUknRaFQ2G3cdADCNnve85ymfz+tzn/ucdnd39cEPflAnJyc6OTnR85//fC0uLsrh4EAFRoPT6VQikaB8AkYAzx4AALeVz+dlGIYikYjVUQAAFgmFQvrQhz6kn/qpn9KrX/1qffnLX9YDDzygaDQqu91udTzgOZh8AkYDL0kAAG6p1+upUChodnaWJxYAMKVM01Q2m9V9992nT33qU5qfn1e73dbi4qIeeOABq+MBN+VwONj5BFiMiScAwC0Vi0V1u11Fo1GrowAALGCapvb29pTL5SRJi4uLstlsesc73qHv+q7v0n333WdxQuDW+uVTf/Kp0WhYHQmYKhRPAICbMk1TuVxOoVCIRbEAMIV6vZ4ymYxKpZJWV1f12GOP6QUveIHuu+8+bW9v60Mf+pDVEYFzOVs+pdNpyifgEnHUDgBwU5VKRe12W7FYzOooAIBL1u12tb29rXq9rvX1dQUCAf36r/+61bGAu9Yvn9Lp9ODYncfjsToWMPGYeAIA3FB/2snn88nr9VodBwBwidrt9uBIUjKZVCAQsDoScCEcDocSiYScTifH7oBLQvEEALihWq2mer2uubk5q6MAAC5Rs9nU5uamOp2OUqmUfD6f1ZGAC0X5BFwuiicAwA3lcjm53W75/X6rowAALkm9XtfW1pYMw1AqleIYEiYW5RNweSieAADP0Ww2Va1WFY1GZRiG1XEAAJfg9PRUW1tbcjgcSqVSXFQCE+/68qler1sdCZhIFE8AgOfI5XJyOBwKh8NWRwEAXIJKpaJ0Oi2v16tkMimHg2sQYTqcLZ/S6TTlEzAEFE8AgGt0Oh2VSiVFIhHZbNxNAMCkKxaLymQyCgQCWl9fl91utzoScKn6V7tzuVyUT8AQ8IwCAHCNfD4vSYpEIhYnAQAM2/Hxsfb29jQ7O6u1tTVecMDUstvtSiQSlE/AEHDPAgAY6PV6KhQKmp2d5ZgFAEww0zR1eHiobDarubk5LS8vs9MPU4/yCRgOiicAwECxWFS321UsFrM6CgBgSEzT1N7ennK5nBYXF7WwsEDpBHzD2fKJhePAxaB4AgBIevaJSD6fVzAY5EpGADCher2eMpmMSqWSVldXeaEBuIF++eR2u7W1taVarWZ1JGCsUTwBACRJ1WpVrVaLJyEAMKG63a7S6bROTk60vr7OlUuBWzhbPqXTacon4B5QPAEAJEm5XE4+n08+n8/qKACAC9Zut7W1taVGo6FkMqlAIGB1JGDk9csnj8dD+QTcA4onAIBqtZpqtRrTTgAwgZrNpjY3N9XpdJRKpXiBAbgDdrtd6+vrlE/APaB4AgAol8vJ5XLxCjgATJh6va6trS0ZhqFUKiWPx2N1JGDsUD4B94biCQCmXLPZVKVSUSwW46pGADBBTk9PtbW1JYfDoVQqxYUjgHtA+QTcPYonAJhy+XxedrudJbMAMEEqlYrS6bS8Xq+SyaQcDofVkYCxd335dHp6anUkYCxQPAHAFOt0OioWi4pGo7LZuEsAgElQLBaVyWQUCAS0vr4uu91udSRgYvQXjnu9Xm1vb1M+AefAswwAmGKFQkGSFIlELE4CALgIx8fH2tvb0+zsrNbW1nhRARgCm82m9fV1yifgnLgnAoAp1ev1lM/nNTs7yxEMABhzpmnq8PBQ2WxWc3NzWl5eZm8fMESUT8D5UTwBwJQqlUrqdruKRqNWRwEA3APTNLW3t6dcLqfFxUUtLCxQOgGX4Gz5lE6ndXJyYnUkYCRRPAHAFDJNU7lcTsFgUG632+o4AIC71Ov1lMlkVCqVtLq6qlgsZnUkYKr0yyefz6ft7W3KJ+AGKJ4AYApVq1W1Wi2eoADAGOt2u4Mpi/X1da5OClikXz7NzMxQPgE3QPEEAFMol8vJ5/PJ5/NZHQUAcBfa7ba2trbUaDSUSCQUCASsjgRMNZvNpng8TvkE3ADFEwBMmVqtplqtxrQTAIypVqulra0tdTodpVIpzczMWB0JgCifgJuheAKAKZPL5eRyuXh1HADGUKPR0ObmpiQplUrJ4/FYnAjAWdeXT9Vq1epIgOUongBgijSbTVUqFcViMa54dJcajYZe//rX6/7779eLXvQivfKVr9TVq1clPbu0/ed//ud1//3365u+6Zv0nd/5nRanBTBJTk9Ptbm5KYfDoVQqJZfLZXUkADfQL5/8fr8ymQzlE6YexRMATJF8Pi+73c4C2nv0tre9TV/72tf09NNP6+GHH9Zb3/pWSdJ73/te/fVf/7W+8pWv6G/+5m/0+OOPW5wUwKSoVCpKp9Pyer1KJpNyOBxWRwJwCzabTWtra5RPgCieAGBqdDodFYtFRaNR2Wzc/N8tj8ej1772tYOJsYceekjpdFqS9J//83/Wu9/97sEUwuLiolUxAUyQYrGoTCajQCCg9fV12e12qyMBOAfKJ+BZPPMAgClRKBQkSZFIxOIkk+Wxxx7Tww8/rEqlomw2q09+8pP61m/9Vn3rt36rPvrRj1odD8CYy+Vy2tvb0+zsrNbW1njhABgzlE+AxIwuAEyBXq+nfD6v2dlZjmdcoHe96126evWqfv/3f1/5fF6dTkf1el1//ud/rnQ6rW//9m/XC17wAr3oRS+yOiqAMWOaprLZrHK5nObm5jQ/P89uPmBM9cunnZ0dZTIZra2tKRgMWh0LuDS8ZAIAU6BUKqnb7SoajVodZWK85z3v0Sc+8Qk9/vjjOjw8VK1Wk8/n02te8xr1ej0lEgn9/b//9/V//s//sToqgDFjmqb29vaUy+W0uLiohYUFSidgzPUXjgcCAe3s7KhSqVgdCbg0FE8AMOFM01Qul1MwGJTb7bY6zkT4pV/6JT3++OP66Ec/qpOTE0UiET3vec/TP/kn/0Sf/OQn9fWvf10bGxv60pe+pBe+8IVWxwUwRnq9njKZjEqlklZWVhSLxayOBOCCGIahtbU1yidMHcM0TfN2H1SpVBQKhVQulxkJBIAxU6lUlMlklEql5PP5rI4z9nZ3d7W2tqZEIiG32y273S6/368///M/Vz6f1yOPPKJnnnlGvV5PP/ADP6Af//EfVzAYZFoBGBONRkPf//3fr7/927+V1+vV/Py8PvCBD+i+++7TD//wD+sv//IvZbPZ5HQ69e53v1uveMUrLuzP7na72t7eVr1eH0xGAJg8pmlqZ2dH1WqVY3cYa+ftiiieAGDCbW5uSpJSqZTFSSaDaZo6Pj7W0dHRLfeu1Ot1ZbNZnZycyOv1amFhQX6/34LEAO5Eo9HQ//pf/0uvec1rZBiG3v/+9+vjH/+4Pve5z6lUKikcDkuSvvzlL+sVr3iFcrnchSz87nQ6SqfTarVaWl9f18zMzD3/nrDOj/3Yj+lTn/qUtre39eUvf1kvfvGLJWnwooXX65Uk/czP/Iy+7/u+z8KksEq/fKpUKorH4zzPxlg6b1fEUTsAmGC1Wk21Wo2jGhekv+z36OhI8/Pzt9y74vV6lUgklEgkJEnpdFpbW1uq1+uXmBjAnfJ4PHrta187+N5+6KGHlE6nJWlQOklSuVy+sD+z1Wppc3NTnU5HqVSK0mkCfO/3fq/+7M/+TOvr68/5tY9+9KN66qmn9NRTT1E6TbH+sbtQKKRMJnOhtynAqOHSRgAwwXK5nFwuF8c1LoBpmjo8PFQ+n9fi4uK5yzy/36+ZmRlVq1Vls1ltbGwoGAxqYWGBnVvAGHjsscf08MMPD37+9re/XR/72MdULBb1u7/7u/c87dRoNJROp2Wz2ZRKpeRyue41MkbAy1/+cqsjYAwYhqHV1VVJ0s7OjiQpFApZGQkYCoonAJhQrVZLlUpFS0tL7Be6R6Zpan9/X8ViUUtLS3d8dUDDMBQMBhUIBFQqlZTNZvXMM89odnZW8/PzcjqdQ0oO4F68853v1Fe/+lU9/vjjeuaZZyRJP/IjP6K3vvWt+sIXvqB//a//tX77t39bLpfrhrezN7vt7b+/2+2q0WjIZrPJ7XZrf3//tp9/N3/Ord53L587rM8f17/jjT7ONE01Gg3V63XZ7XZJ0pvf/GaZpqlv+ZZv0bvf/W7Nzc3d8PfHdKB8wjSgeAKACZXL5WS32zU7O2t1lLHWv6x5/wpT9/LvaRiGZmdnFQqFVCgUdHx8rFKppGg0qrm5ucGTEgDW6fV6qlQq+k//6T/pk5/8pH7jN35DLpdLTqdTZ1ejvvKVr9Q73vEObW9vP+fqlTdaoXr9+9rtthqNhux2u3w+3zWlxa0+/+yvnefPudOPPe/nX9afc6uPHQedTke7u7vy+/3yeDz69Kc/rQcffFDtdls/+7M/q0ceeUSf+cxnrI4Ji1E+YdJRPAHABOp0OioWi4rFYhey9HZanV38ubq6es1+l3ths9kUi8U0OzurXC6nXC43+P8VjUb5fwZcMtM0VavVVCwWValU9Ju/+Zv6H//jf+j3f//3FY/H5XA41G63tb29rfvuu0+S9KUvfUmFQkEPPfTQHRfSxWJRe3t7CgaDWl1d5Xv+LlxWwXWvf47D4dDq6qquXLmig4ODwVJxp9Opf/Nv/o3uv//+G34epk+/fDIMg/IJE4fiCQAmUKFQkKQ7PhKG/6fX62lnZ0cnJydDu9qM3W7XwsKCIpGIjo+Plc1mlc/nNT8/r9nZWY5IAkPWbDZVKpVUKpXUbrfldDrVbDb1nve8R6lUSt/zPd8jSXK73XryySf1yCOPqFwuy+FwaGZmRh//+MfvuHTK5XI6PDzU7OyslpeX+T6/S3dyJM5KhmHI4/HI6/XK7XZre3tbKysrcrvdevzxx/WSl7zE6ogYIYZhaGVlRdKzk0+maV7Yi16AlSieAGDC9Ho9FQoFhcNhORzczN+NXq+nTCaj09NTxePxoS9ndzqdWl5eVjQa1dHRkfb395XL5bSwsKBgMDiST6aAcdXpdFQul1UqlVSv12Wz2RQKhRQOhwdH3m42vfKFL3zhrv/c/lUxc7mc5ubmND8/z/f2BHv00Uf16U9/WoeHh3r1q1+tQCCgz372s/qRH/kRGYYhu92uVCqlj3zkI1ZHxYg5Wz7t7u5KEuUTxp5hnuPQdKVSUSgUUrlcHsorvgCAi1MoFLS/v6/nPe95XDXtLnS7XWUyGdVqNa2vr8vv9196hnq9rmw2q5OTE3m9Xi0sLFiSA5gUvV5P1WpVpVJJ1WpVkhQIBBQOhxUIBIZ+1O3srrg7uSomJs/e3p5OTk50//33Uzzils7eblzkcX/gIp23K+KlcACYIKZpKp/PKxAIUDrdhW63q3Q6rWazqUQioZmZGUtyeL1eJRIJnZycKJvNKp1Oy+/3a2FhYbAfBMCtmaaper0+2NvU7Xbl9Xq1tLSkUCh0aROh/WO71Wr1ni9QgPEXDodVLBZVq9Usu4/BeLh+8sk0TW4/MLYongBggpycnKjZbGp5ednqKGOn0+konU6r3W4rkUjI5/NZHUl+v18zMzOqVCrKZrPa2NhQKBTS/Pw8xSJwE81mc3CUrtVqyel0anZ2VuFwWB6P51KzdLtdbW9vq16va319fejHdjH6fD6fnE6nSqUSxRNuq18+GYahvb09SaJ8wliieAKACZLL5eT1ekeiNBknnU5HW1tb6nQ6SiQSIzVVZBiGQqGQgsGgisWijo6O9MwzzygSiWhubk5Op9PqiIDlut3uoGyq1Wqy2WwKBoNaXl7WzMyMJUea+mV2q9WydIISo8UwDIXDYeXzeS0tLXFFQ9yWYRiDFxQpnzCuKJ4AYELU63Wdnp5qbW2NvRF3oN1ua2trS71eT8lk8tInIs7LMAxFIpHBE5ZcLqdisahYLKZYLCa73W51ROBS9Xo9nZycDPY2maYpv9+v1dVVBYNBS5/Qt1otpdNp9Xo9pVKpkb1dgTXC4bCOj49VqVTY24NzoXzCuKN4AoAJkcvl5HQ6uQjEHWi1Wtra2pIkJZPJsTi+ZrPZNDc3p0gkouPjY+VyORUKhcH7ePUck6y/t6lUKqlcLqvb7crj8WhhYUGhUGgkJgAbjYbS6bRsNptSqZRcLpfVkTBi3G63fD6fSqUSxRPOrV8+cewO44jiCQAmQKvVUrlc1tLSEtNO59RsNpVOpyU9WzqN25NDu92uxcVFRaNRHR0d6fDwULlcTgsLCwqHw3wdYKK0Wi2VSqXB3iaHw2HZ3qZbOT091fb2tlwulxKJxKUtMMf4CYfD2t/fV7vdHonCFOPBMAwtLS1JenbyyTRNRSIRi1MBt8e9IQBMgHw+L7vdzitf59SfSLDb7UokEmP9oN/pdGplZUWxWEzZbFZ7e3uDAioQCFBAYWx1u11VKhWVSiWdnp7KMAwFg0EtLS3J7/eP3Nd2pVLRzs6OfD6f4vE4x19xS6FQSAcHByqXy4rFYlbHwRg5Wz7t7+9LEuUTRh7FEwCMuW63q2KxqGg0yjGrc6jX60qn03I4HEomkxMzkeB2uxWPx1Wv13V4eKhMJiOv16uFhQX5/X6r4wHnYprmYG9TpVKRaZqamZnRysqKgsHgyJY5xWJRe3t7CgaDWl1d5bYYt2W32xUIBFQqlSiecMconzBuJuPRNgBMsUKhINM0FY1GrY4y8mq1mra3t+V0Oif2GIzX61UymdTJyYmy2azS6bT8fr8WFhZG6mp9QJ9pmmo0GoO9TZ1OR263W/Pz8wqHwyM/kZjL5XR4eKjZ2dnB/hXgPMLhsDKZjOr1OrfPuGP98skwDMonjLzJe8QNAFOk1+spn88rHA5PZIlykfq7Vzwej9bX10d2cuKi+P1+zczMqFKpKJvNamNjQ6FQSPPz82OxRB2Tr91uD/Y2NZtN2e12hcPhwd6mUS9wTNNUNptVLpdTLBbTwsLCyGfGaAkEArLb7SqVShRPuCuGYWhxcVHSs5NPvBCJUcWzFAAYY/3pAMb0b+3k5ETb29tTt3vFMAyFQiEFg0EVi0UdHR3pmWeeUSQS0dzc3MhPkmDy3Gxv0+Li4kjubboZ0zS1t7enUqmkxcVFboNxVwzDUDgcVrlc1uLi4th8/WO0nC2fDg4OJInyCSOH4gkAxpRpmsrlcgoEAkyw3EK1WlUmk9HMzIzi8fhU7l4xDEORSEThcFj5fF7Hx8cqFouKxWKKxWJTU8TBGqZp6vT0dLC3qdfryefzaXl5WaFQaOy+/nq9nnZ2dlStVrWyssJFHXBP+rfLJycnCgQCVsfBmKJ8wqijeAKAMXVycqJms6nl5WWro4ys/lWm/H6/1tbWprJ0Ostms2lubk6RSETHx8fK5XIqFAqD9037vw8uVn9vU6lUUqfTkcvlUiwWUzgclsvlsjreXel2u9re3la9Xtf6+jpFAe6Zx+OR2+1WqVTi6wn3pF8+GYZB+YSRQ/EEAGMql8vJ6/XK5/NZHWUklUol7e7uKhgMam1tjSMMZ9jtdi0uLioajero6EiHh4fK5/ODZc78W+FudTqdQdnUaDRkt9sVCoUUDofl9XrH+mur0+konU6r1WopkUhoZmbG6kiYAP3jdkdHR+p2u2M3AYjRYhiGFhYWJD07+WSaJkeBMRIongBgDNXrdZ2enlKo3ET/0ubhcFgrKyv8G92E0+nUysqKYrGYstms9vb2lMvltLCwoEAgwL8bzqXX6w32Np2cnMgwDAUCAc3Pz8vv90/EJF2r1VI6nVav11MqlZLH47E6EiZIOBxWNptVuVzmqmS4Z2fLp8PDQ0mifILlKJ4AYAzlcjk5nU4Fg0Gro4ycfD6vg4MDRSKRwWWGcWtut1vxeFy1Wk3ZbFaZTEZer1eLi4tMdeCGTNNUrVZTsVgc7G3yer1aXl5WMBicqKtsNhoNpdNp2Ww2pVKpsT0miNHldDrl9/tVKpUonnAhKJ8waibnUQEATIlWq6VyuUypcgO5XE6Hh4eKRqNcIegu+Hw+JZNJnZyc6PDwUFtbW/L7/VpYWOBS35AkNZvNwVG6drstp9OpaDSqcDg8kRc5OD091fb2tlwulxKJxEQVahgt4XBYu7u7ajabE/m9hMvXL58Mw6B8guW49wSAMZPP52W327mS0nWOjo50dHSkWCw2eKCFu+P3+3XlyhVVKhVls1ltbGwoFAppYWGBaY8p1Ol0VC6XVSqVVK/XZbPZBnubfD7fxH6v9S9O4PP5FI/H2b2DoQoGg7LZbCqXy5qfn7c6DiaEYRiDr6fDw0OZpqm5uTmLU2EaUTwBwBjpdrsqFouKRqMTsTflIpimqaOjIx0fH2t+fp4H7BfEMAyFQiEFg0EVi0UdHR3pmWee0ezsrObn55n8mHC9Xk/ValWlUknValWSFAgEtLa2pkAgMPG3P/09ccFgUKurqxP/94X1bDbb4PZ2bm5uYgtdXL6z5VM2m5UkyidcOh41AsAYKRQKMk2THRDfYJrm4Ipsi4uLjJAPgWEYikQiCofDyufzOj4+VqlUUjQaVSwWYwpkgpimqXq9Ptjb1O125fV6tbS0pFAoNDVlY//I7uzsrJaXlykAcGnC4bBKpZJqtRr79XChzu58onyCFabjEQQATIBer6d8Pq9wOCyn02l1HMuZpqmDgwMVCgUtLS0pGo1aHWmi2Ww2zc3NaXZ2VrlcTrlcToVCQXNzc4pEIkyEjLFmszk4StdqteR0OjU7O6twODxVV28zTVPZbFa5XI4ju7DEzMyMnE6nSqUSxROGon+7ls1mZZomU+K4NBRPADAmyuWyOp0OBYuefYK4t7enUqmklZUV9l1dIofDocXFRUWjUR0dHQ0mzubn5xUOh3miPia63e6gbKrVaoNjPsvLy5qZmZm6/4+maWp/f1/FYpHpSVjGMIzBdOnS0hKFPoaiXzYdHR1d83NgmLg1A4AxYJqmcrmcAoHAVE0g3Ihpmtrd3VWpVNLq6iqlk0WcTqdWVlb0vOc9T16vV3t7e7p69aoqlYpM07Q6Hm6g1+upUqkok8noq1/9qvb392Wz2bS6uqoXvOAFWl1dld/vn7rSqdfrKZPJqFgsamVlhdIJlgqHw4Mda8CwzM/P61d+5Vf0kpe8RIZh6Kmnnhr82mc/+1l98zd/s174whfqoYce0tNPP21dUEwMJp4AYAycnJyo2WxqeXnZ6iiW6vV62tnZ0cnJidbW1hQKhayONPXcbrfi8bhqtZqy2awymYx8Pp8WFhY4KjIC+nubSqWSyuWyut2uPB6PFhYWFAqFpv7Ybrfb1fb2tur1uuLxuILBoNWRMOXcbre8Xq9KpRL3cRiqN7/5zfpX/+pf6R/+w3+ofD4v6dkLK7zpTW/Sn/7pn+rBBx/U5z//eb3pTW/SV77yFYvTYtxRPAHAGMjlcvJ6vfL5fFZHsUx/KuH09FTxeFyBQMDqSDjD5/MpkUjo5ORE2WxWW1tbCgQCWlhYmPopPSu0Wi2VSqXB3iaHwzGVe5tupdPpKJ1Oq9VqKZFIUJRiZITDYR0cHKjT6UzNUn9cvpe//OWSJLvdrmKxOHjxKBqN6sEHH5QkvexlL1Mmk9Ff/dVf6aUvfamVcTHmOGoHACOuXq/r9PRUsVhs6o7A9PWnEk5PT7W+vk7pNKIMw1AgENCVK1e0tramZrOpq1evamdnR61Wy+p4E6/b7apYLGpra0tf//rXdXx8LK/Xq/X1dT3/+c/X4uIipdM3tFotbW5uqtPpKJVKUTphpIRCIRmGoVKpZHUUTAGbzaZIJKLj4+PBjrEvfvGLkqRPfepTqlarSqfT1obE2KNCB4ARl8vl5HQ6p/YISL90ajQaTCWMCcMwFAqFFAwGVSwWdXR0pGeeeUaRSERzc3O8gn+BTNPUycmJSqXSYL/WzMyMVlZWFAwGZbfbrY44chqNhtLptGw2m1KplFwul9WRgGs4HA4FAgGVSiV2juFSRCIRLSwsKJvN6iMf+Yh+5md+RicnJ/q2b/s2PfDAA9xv457xFQQAI6zVaqlcLmtxcXEqp506nY62t7fVbDaVSCSm+qjhODIMQ5FIZPAK6vHxsYrFoqLRqGKxGKXIXTJNU41GY7C3qdPpyO12D64sOO17m27l9PRU29vbcrlcSiQSPJnCyAqHw8pkMmo0Gkwq4lLMzc2pWq3qwQcf1J/8yZ9IkprNphYXF/XAAw9YnA7jjntbABhh+XxeNpttIq/c9qpXvUqHh4ey2WwKBAJ673vfq5e85CWD9xuGIZfLpbe//e167WtfK6/Xa3Vk3CWbzaa5uTnNzs4ql8spl8upUChobm5OkUiES4afU7vdHuxtajabstvtCofDg71N01hO34lKpaKdnR35fD7F43GKT4w0v98vu92uUqmkxcVFq+NgSjgcDh0cHCiRSEiS3vGOd+i7vuu7dN9991kbDGPPMM9xzeNKpaJQKKRyuTy1Rz0A4LJ1u1197WtfUyQSmcgHnaVSSeFwWJL0xBNP6Od//uf19NNPq1QqaWZmRul0Wp/97Gf167/+6/rrv/5ra8PiQrVarcH0k9PpHEzqUJw8V7fbVaVSUalU0unpqQzDUDAYVDgclt/v59/snIrFovb29hQMBrW6ukrZibGwv7+vSqWi5z//+Xyv48I9+uij+vSnP63Dw0NFo1EFAgE9+eST+smf/Ek99dRT6nQ6+rZv+za9733vGzxeA6533q6IiScAGFHFYlGmaSoajVodZSjOPogpl8uDB9U+n09bW1syTVMej4cniBPI5XJpZWVF0WhUR0dH2tvbUy6X08LCggKBwNQ/wTJNU6enp4O9Tb1eTz6fT8vLywqFQkzq3KFcLqfDw0PNzs5qeXl56r++MD5mZ2dVKBR0cnLCRTVw4X7t137tOe/b3d3Vu971LqVSKQsSYZJRPAHACOr1esrlcgqFQhO9r+XNb36znnzySUnSZz7zGTWbTaXTaf30T/+0/vIv/3Lwfkwmj8ejeDyuWq02uIyzz+fTwsLCVC6R7+9tKpVK6nQ6crlcisViCofDLMC+C6ZpKpvNKpfLKRaLaWFhgdIJY8Xj8cjtdqtUKlE84dKc40AUcMcongBgBPUXBk/y1WxM09Rv/dZvqdvt6sMf/rB+4id+Qo899phsNps+9rGPyel06sMf/rB++qd/mvJpwvl8PiUSCZ2cnCibzWpra0uBQEALCwsTv1S30+kMyqZGoyG73a5QKKRwOCyv10tRcpdM09T+/r6KxaIWFxcn+rYUk8swDIXDYR0dHanb7TLtiKHjPgfDwo4nABgxpmlqY2NDDodjsNxx1PR6PfV6PXW73Vv+eLuPOeubv/mb9Ud/9EcKh8Oy2WxyuVxyOp16wQteoKeffloLCwtyOp1yuVyy2+08OJpQpmmqXC7r6OhIrVZL4XBY8/PzEzXx0+v1BnubTk5OZBiGAoHAYG8Tx0vvTa/X087OjqrVqlZWViby4gyYHu12W1/72tf4Wsal2N/fV61WY5k4zo0dTwAwpk5PT9VoNIZSOpmmea7C6HY/3uo1C8MwZLPZZLfbr/nR5XINfl6tVtXr9bSysiK73a5Pf/rTikajSiaTqlQqisViarfb+oM/+AOFQiG1223t7Oxc82f0Syin0/mct51OJ8XUmOq/wh8MBlUsFnV8fKxyuaxIJKK5uTk5HOP50MU0TdVqNRWLxcHeJq/Xq+XlZQWDwbH9e42abrerTCajWq2meDzOC6YYe06nUzMzMyoWixRPAMYWj3IAYMTkcjl5PJ5rdtz0C6O7KYmuf/tWblQYORyOwZTRjX79+h/PM63RaDT0Az/wA6rX67LZbJqbm9OnP/1pdTodPfLII9e8/7Of/aweeOABdbtdtdtttdtttVqtwdv1el2VSuU5E1Q3KqTOvs1UyWiz2WyKRqOanZ1VLpdTLpdTsVhULBZTNBodmyMnzWZzcJSu3W7L6XQqGo0qHA7L7XZbHW+idDodpdNptVotJRKJqdwThsk0Ozur3d1dtVqtiZr+xOgxDIMdTxgKjtoBwJDdSWHUbrd1cnIil8slwzCu+fVb6Rc+5y2HzpZEZ98e5ymhXq93TSF1/dudTueaj3c4HLcsp8al2JgWnU5Hx8fHKhQKstlsmp+f1+zs7EgWiJ1OR+VyWaVSaVCi9vc2+Xy+sf4+G1WtVkvpdFq9Xk+JRGLid4NhuvR6PX31q19VLBbT/Py81XEwwQ4ODlStVnX//fdbHQVjgqN2AHCPrDiW1ul0ZBiGvF6v7Hb7uQsknsg+W755PJ6bPuHs9XrqdDo3LKcqlYra7fY1/6/O7pm6UTnFnqnL5XA4tLS0pGg0qqOjIx0cHCiXy2lhYUGhUMjy/xe9Xk/ValWlUknValWSFAgEtLa2pkAgMJIF2aRoNBpKp9Oy2WxKpVJMhGDi2Gw2BYNBlUolzc3NWX57h8nFxBOGheIJwMS5l2NpZ3+83R3vjUogh8Mht9t97gmks09G+wtEuQLTcPSLpJs9KTVNU51O54bTUqenpyqVStdMnvX3TN3qOB9PDi6ey+XS6uqqYrGYstmsdnd3BwWU3++/1H9z0zRVr9cHe5u63a68Xq+WlpYUCoXY23QJTk9Ptb29LZfLpUQiwb85JlY4HB5MUfp8PqvjYELxuAXDwr0zgJFhmuaFTRndyo1KIbvdfs3y69v9aBjGhd855/N52Ww2loda5GyRdKMH9aZp3vWeqZuVU0zB3D2Px6P19XXVajUdHh5qe3tbPp9Pi4uLQ39S1mw2B0fpWq2WnE6nZmdnFQ6HOeJ1iarVqjKZjLxer9bX1zkei4k2MzMjp9OpUqlE8YShYuIJw0DxBNyBRqOh7//+79ff/u3fyuv1an5+Xh/4wAd033336Tu+4zu0vb2tUCgkSXrkkUf0b//tv7U48eXpPym/l7LoPMfSbjQxdCeF0ageS+t2uyoUCopEIjx5GlGGYcjhcMjhcMjr9d7wY261Z+r09PQ5e6b6hSd7pu6ez+dTMpnUycmJstmsNjc3FQgEtLCwcKElULfbHZRNtVptcPRleXlZMzMzI3m7MsmKxaL29vYGxxkpcTHp+lf8zOfzWlxc5GseQ8F9GYaF4gm4Q29729v0mte8RoZh6P3vf7/e+ta36nOf+5wk6Zd/+Zf1+te/3tJ8d8rKY2n9J9bnPZI2yQ+yisWiTNNUNBq1Ogruwe32TJmmecOjfOyZujeGYSgQCMjv96tcLiubzerq1asKh8Oan5/Xv/t3/06f+tSntL29rS9/+ct68YtffM3n/+Zv/qb+2T/7Z3riiSeuuQ3v9Xo6OTkZ7G0yTVN+v1+rq6sKBoMTfZs0ynK5nA4PDzU7O6vl5WW+BzA1wuGwjo+PVa1WBy90AheJHU8YFoon4A54PB699rWvHfz8oYce0nve8x5LsvSPpd1qemiSj6VNEtM0lc/nFQqF5HQ6rY6DITIM49x7pm40McWeqVvrTwQEg0EVi0UdHR2pXC7rO7/zO/XjP/7j+o7v+I7nfE46ndav//qv66GHHpL0//Y2lUollctldbtdeTyewRJzvketY5qmstmscrmcYrGYFhYWpurrG3C73fJ6vSqVShRPGBqKJwwDxRNwDx577DE9/PDDg5+//e1v18/93M/pgQce0H/4D/9BqVTqhp93EcfSrt8lc70bHUvrL78+z3TRKB9LmzTlclntdpuF4rimSLqR/oTijSam2DP1/9hsNkWj0cGxFMMwVKvVnnPb2ev19Na3vlXve9/79OM//uMqlUp65pln1Gq15HA42Ns0QkzT1P7+vorFIhdgwFQLh8M6ODhQp9NhmT4uHI/7MSzcWgF36V3vepeuXr2qP/qjP9Lp6ane9773aWlpSZ1ORx/60If03d/93fqjP/ojjqXhlkzTVC6Xk9/v58ktbqtfKHu93qHsmbrZcb5xZbfbNT8/r0gkouPjY3W7XW1vbyuRSGh2dlbvec979NKXvlSRSES1Wk2VSmVwVbrLvkIebq7X62l3d1eVSkUrKytcgAFTLRQK6fDwUOVymeP5uHActcOwUDwBd+E973mPPvGJT+jTn/60Dg8PZZqmDMPQ0dGR7Ha73vjGN+oXf/EXlc/nFYvFbjtVxLG06XV6eqpGo6FEImF1FEyIe9kz1Wg0brhn6lZH+RwOx8jfZjkcDi0tLcnpdGpmZkYHBwf6whe+oP/+3/+7fuu3fku9Xk9ut1urq6taW1uzOi7O6Ha7ymQyqtVqisfjCgaDVkcCLOVwOBQIBFQsFimeMBQUTxgGiifgDv3SL/2SHn/8cX384x9XPp+Xw+HQwsKC6vW6FhcXJUm/+7u/q8XFRb3kJS+xOC1GXS6Xk8fj0czMjNVRMCXudc9Uu90e6z1TCwsLWllZ0Uc/+lHt7+/rda97naRnvxf/+T//5/ra176mRx99VF6vV263m+lRC3U6HaXTabVaLSUSCW4ngW8Ih8PKZDJqNBpMS+NC9e+v+y+qAxeF4gm4A7u7u/qJn/gJxeNxveY1r5HdbtfMzIyefPJJve51r1Oz2ZTNZlMsFtOnPvUpq+NixDUaDZ2cnGh1dZU7d4yMe9kz1Wg0xmLP1OnpqX7wB39Qv/iLv6hut6tGo6FXv/rV+uEf/mH9f//f/6f9/f3Bx/anx7xe7+DtcT5+OC5arZbS6bR6vZ5SqRRProEz/H6/7Ha7SqXS4EVP4CLweBTDQvEE3IFIJKKvfvWr6na7Wl5eVjgcHvzaX/zFX1gXDGMpl8vJ6XRyZRqMlfPumbrZcb5araZ2u33Nxw97z9Sjjz46OBr96le/Wm63W3/xF38hwzDkcDjk9/vldDoVi8X0vOc9T71eT41GQ/V6ffBjuVweHD9wuVyDIqr/I0t+L06j0VA6nZbNZlMqlbrpdB4wrWw2m0KhkEqlEld3xFAw8YSLxqMk4BxM09Tx8bGOjo7k9XqVTCZ5IIx70m63VS6XecCIiWSz2eR2u+V2u2/46/09Uzcqp4axZ+rXfu3XBm8XCgXt7+8/Z0H15z73uWv+PJ/PJ5/PN3hfr9dTs9m8ppCqVquDY4cOh+M5ZdSoHTMcB6enp9re3pbL5VIikaDQA24iHA6rUCjo9PRUfr/f6jiYENxnYVi4Nwduo91ua3d3V6enp5qbm9P8/Dw3yrhn/Uu8c3UmTKOze6ZutLdnmHumisWiAoHATY8S3ozNZhtMefW/b03THJRl9Xpd9XpdhUJhcNTQbrdfU0R5vV65XC7uQ26iWq0qk8nI6/VqfX2dI43ALfT30BWLRYonXJizO56Ai0TxBNxCuVzW/v6+DMNQMplksSkuRLfbVaFQUCQS4YkVcAO32zMlPft9dKd7pux2uxqNhoLBoAqFwj3vmTIMYzDZ1T8y2y/Nrj+ml8vlJF171cF+IcUS82cLwb29PQUCAa2trU39vwdwO4ZhKBwO6+joSN1ul8cTuFAUT7hoFE/ADfR6PR0cHKhYLCoYDGp5eZlxf1yYYrGoXq/HZZCBe3A3e6bK5bIkqV6vq1KpPOf3u9WeKZvNdq5JpbOlWTAYHLy/0+lcc0zv5OREhUJh8Dlut/s5R/WmpXzJ5XI6PDzU7OyslpeXmQgDzikUCimbzapSqTBBjQvB7S+GhWfSwHXq9bp2d3fVarW0vLys2dlZboRxYUzTVD6fVzgcvuOjPgDO7/o9U71eT/l8XrFYTIuLi5e+Z6q/xPzskZj+FfXOHtUrlUqDP9ftdj9nOmqSXgQxTVPZbFa5XE6xWIydd8Ad6h9XLpVKFE+4EBy1w7BMzqMX4B71C4FsNiu3260rV65w+WZcuHK5rHa7rVgsZnUUYKpUKhX1er3BkzMr90z12e12zczMXPPn95eY9yej+kcH+08CnE7nc/ZG3a70GkWmaWp/f1/FYlGLi4vcJgJ3KRwOa29vT61Wiwvf4MJQPOGiUTwBevYIxO7urk5OThSNRrWwsDA1RxxweUzTVC6Xk9/vp9QELlmhUNDMzMxNr7R3vWHtmbpVOWWz2a5ZYt7XX2J+dm9UPp+/Zon59cf0RnmJea/X0+7uriqVilZWVpjUAO5BMBjU/v6+SqWS5ufnrY6DMTeq9xsYfxRPmHrValV7e3syTVPr6+sKBAJWR8KEOj09VaPRUCKRsDoKMFWazaZqtZpWV1cv9Pe9mz1T/bdrtZra7fZzfr9b7ZkKhUIKh8OSNDgqeHZvVKlUes4S87OFlNvttvxJRbfbVSaTUa1WUzwev2YPFoA7Z7fbFQqFVCqVNDc3Z/n3OCYDE0+4aBRPmFq9Xk/ZbFb5fF5+v1+rq6sTtTsDoyeXy8nj8XB1ROCSFYtF2e32Sy85rt8zdb2L2jMVCAQUiUTkcDjU7XavmYyqVqvK5/OSrF9i3ul0lE6n1Wq1lEgkuC0ELkg4HFapVFK9XpfP57M6DsYYxSWGhWfZmErNZlM7OztqNptaXFxUNBrlhhZD1b+K1crKCl9rwCUyTVOlUknhcHjkjlCfZ8/UzY7z1Wo1tVqtm+6Z6u+CCgQCstvt6vV611xZr1gsDj6vv8T8bCF1p5dmf9WrXqXDw0PZbDYFAgG9973v1Ute8hI988wzeuSRR3R8fCyPx6N3vetdeuUrX8lxY+ACzczMyOFwqFQqUTzhnrBcHMNC8YSpYpqmisWiDg4O5HQ6lUqlbnpEArhIuVxODodDoVDI6ijAVKlWq+p0OmO5R8gwDDkcjltO43a73RtOTDWbTZ2cnKjT6Vzz8Q6HQy6XS8FgUDabbVBuNRoNlcvlwcc5nc7nTEbdaon57/zO7wyOAT7xxBN6y1veoqefflqPPvqofviHf1gve9nL9Id/+If6hV/4Bf2jf/SP7v0fB8CAYRgKh8ODZf2jVrJjfFA8YVgonjA1ut2u9vb2VKlUNDs7q6WlJe6YcSna7bbK5TJL6wELFAqFQXEyiex2u+x2+03/frfaM9X/7yybzSa73S7DMFSr1VStVgdPQPp/Tn+v1dkl5v3SSXr26p2GYejo6Eh/8Rd/oV/5lV+Rw+HQv/yX/1Lvete7dPXqVd13331D+zcBpkl/2rBfVP/yL/+yXv7yl+uzn/2sfvZnf1atVks+n0+/9mu/phe96EVWxwUwpSieMBVOT0+1u7urbrertbU1pk5wqfL5vAzDGMuJC2CctVotnZycaHl52eoolrmXPVPtdvuaK/N1u12dnp7q9PR08L7+8T6Px6Of/Mmf1Be+8AUZhqHPfOYz+upXv6poNCq/36/19XXZ7XbF43FlMhmKJ+CCnJ02/MAHPqBHH31UX/ziF/WmN71Jf/qnf6oHH3xQn//85/WmN71JX/nKV6wNi5HHxBOGheIJE800TR0dHen4+Fg+n0/JZFIul8vqWJgi3W5XhUJBs7Ozd7wzBcC9KZVKstlsvNhwC3e7Z6p/nK/T6Qx+/nM/93OSpE9+8pP60R/9Uf3oj/6oDMMYlE4ALt7ZacNutyvTNPW1r31N0WhUDz74oCTpZS97mTKZjP7qr/5KL33pSy1KinFC8YSLRvGEidVqtbSzs6N6va75+XkuMQtLlEol9Xo9RaNRq6MAU6W/0y8UClF63IM72TPVX1z+T//pP9U73vEO/eIv/qKOjo4GT4KDwaAymYzi8fgl/g2AyffmN79ZTz75pCTpscce08LCgvL5vL74xS/q27/92/WpT31K1WpV6XSa4gm3xHMlDAvLRjCRSqWSrl69qk6no1Qqpfn5eW5IcelM01Qul1MoFGLSDrhkp6enarfbHHG9BNVqVYVCQeFwWEtLS/rrv/5rhcNh3XfffXrJS16iz372s8rn8/rABz6gubk5hUIhtVotq2MDE+MjH/mIdnZ29M53vlPve9/71Ol09LGPfUw/8zM/o7/7d/+u/vAP/1APPPDALQtkQOKoHYaHWx9MlG63q4ODA5VKJYVCIS0vL/NKNyxTqVTUbrcVi8WsjgJMnUKhILfbzZVLL0G5XNYb3vAG1et12Ww2zc3N6f3vf7+8Xq9+4zd+Q295y1v0q7/6q5qZmdF/+S//RUdHR8pms/L5fAqFQgqFQjwhBu5Ru93Wa17zGj366KPK5/NaWlrS448/rmAwKIfDoaWlJT3wwANWx8SYoHjCReNeHhOjXq9rZ2dHnU5HKysrCofDTDnBMqZp6vj4WDMzMzzxBS5Zp9NRtVrVwsIC9wOXYH19XV/60pcGP280Grr6/7N350HS5HWd+N9Zd1ZWVR51d/fTzzw9J+I6Qwi7rIuIoqywKuOCIbqKIxjDsuuyKoqGoevoT9HdJVAIBBGQW5dRHIJFQBlOjw0dWXYkRAdmnqurq+vKrPvIysrM3x9tpd3P3c9T1VnH+xUxocz00/3p5+mnKvOdn8/n++STiEajuPvuu/F//s//OfLxtm2j2+2i1Wphf38f+/v7SCQSkGUZqVSKD4yIblCr1YKu64hEIuh0Ovj0pz8NVVVxzz334MKFC1434lve8hZ80zd9EwqFAlzX5esiXRV/NmheGDzR0puOM1WrVYiiiNOnT1/19B6ikzIYDDAajXD69Gm/SyFaO61WC8DRpbt0ckzTBADEYrEr/vdgMAhFUaAoCiaTCTqdDlqtFvb29lAul5FMJiHLMpLJJAIBboUgupTrumi32/i7v/s7/Of//J9hmiYikQjy+Tw+8YlPQFEU/MzP/Az+/M//HJZl4RnPeAYeeughnD9/HsFg0At5JUli0EBHcNSO5oXBEy01y7JQKpXQ7/eRyWSQy+V4kUoLodFoIBqNIpFI+F0K0VqZLhWfjpfQyTNNE8Fg8IY6l0KhEDRNg6ZpGI/HaLfbaLfb2N3dRSAQQCqVgizLSCQSvEGmtTeZTGAYBgzDwGQywalTp/CXf/mXSCaTl/39eMc73nHkf7uui+FwiHa7jU6nA8MwEAqFkEqlGELRZRg80azxioyWVqfTwd7eHgRBwG233cYbfFoYo9EI3W4Xm5ubvIgjOmHD4RCmaaJYLPpdytoyTRPRaPTYr3+RSATZbBbZbBamaaLVaqHdbqPVanldGoqiQBRFvrbSWhkOh9B1He12G8BBN2c6nb5qV+GVCIKAeDyOeDyOQqHAEIquiH/uNC8MnmjpOI6DSqUCwzCQTCaxubnJp9q0UHRdRygUgizLfpdCtHYMw0A4HIYkSX6XsrZM07zl3XbRaBT5fB65XA6j0cgLoaZ/vtMQ6jg33kTLxHVddDod6LqOwWCAUCiEXC4HVVVv+bqXIRRdDUftaF54t05LZTQaYXd3F+PxGMViEZqm8c2QFoplWWi1Whz7JPKBbdtot9vIZrN8b/CJ67owTXNm+7UEQYAoihBFEYVCAf1+H+12G81m0xtpnoZQkUhkJl+TyE+TyQTNZhOGYcCyLMTjcZw6dQqpVGour2s3GkLJsox4PM7X1jXB4IlmjcETLQXXdWEYBiqVCiKRCG6//XY+5aSFZBgGBEGApml+l0K0dtrtNlzXhaqqfpeytizLguu6cznkQxAEJBIJJBIJFItF9Ho9tNtt1Ot11Go1iKIIRVGQSqUQDodn/vWJ5mk0GkHXde9wBFmWkU6nT/RkXIZQxD9TmhcGT7TwJpMJ9vb20O12oWkaCoUCO0loITmOA8MwoKoqjwMn8kGz2UQymWTo4KPpiXbzPl12ung8lUrBcRx0Oh20221UKhXs7+9DkiQvhOLrMS0q13XR7Xah6zr6/T5CoRCy2Sw0TfN9jQRDqPXGjieaNQZPtNB6vR5KpRJc18X29jZSqZTfJRFdVbPZhG3bSKfTfpdCtHaGwyGGwyG2t7f9LmWtmaYJQRBONPwLBAJQFAWKomAymXgh1N7eHsrlMpLJJGRZRjKZ5IMrWgi2baPZbELXdViWBVEUsbW1hVQqtZA/o1cLoaZ71xhCrQ7ueKJ5YfBEC8lxHNRqNTQaDUiShK2tLT7BpoXmui4ajQZkWeaeESIfNJtNhEIhJJNJv0tZazd7ot2shEIhaJoGTdNgWZZ3c7y7u+t1ScmyjEQiwZtjOnGmaXrjdK7rIpVKIZ1OIx6P+13aDWMItfr4Z0bzwOCJFo5pmiiVShgOh8jn88hkMnwBpIXX6XRgWRYymYzfpRCtHcdx0Gq1eODEApgGT4sgHA4jk8kgk8nANE202220Wi20Wi0Eg0HIssybY5o713XR6/Wg6zp6vR6CwSDS6TQ0TVv6h6oMoVaTIAjseKKZY/BEC8N1XbRaLezv7yMUCuH2228/0YWKRDdr2u0kSRJ/Zol80Ol04DgOl4ovANM0kUgk/C7jMtFoFLlcDtlsFqPRyAuhDMNAOBz2QqhYLMabY5oJ27bRarWg6zrG4zFisRg2Nzchy/JCjtPdKoZQRHQtDJ5oIdi2jXK5jHa7DUVRUCwWuQyUlsZgMMBwOMTp06f9LoVoLRmGAUmSFqbTZl1NJhPYtr3Qfw6CIEAURYiiiHw+j8FggHa7jWaziUajgWg06oVQi/x90OIyTROGYaDZbMJxHKRSKWxubq5V2HKrIdRoNMLLXvYyfOUrX4Eoisjlcnjb296GO+64A//qX/0r7xCDyWSCv//7v8fjjz+Ob/iGb/DjW11J7HiieWDwRL4bDAbY3d2FbdvY2tqCoih+l0R0LNOblUV8yk+06kzTxGAwwNbWlt+lrL2TOtFuVgRBgCRJkCQJxWIRvV4PrVYLjUYDtVoNoih6IdSyj0TRfLmui36/D13X0e12EQwGvV1j67738dIQajAYeAcAXCuEevDBB/HCF74QgiDgLW95C37sx34Mn/vc5/DXf/3X3uf+oz/6I/zyL/8yQ6cZY/BE88DgiXzjui7q9bp3cXfmzJm1f3Om5WOaJrrdLjY3N9fmSSbRImk2mwgGgzz1dAFMg6dlfC8XBAHJZBLJZBKO46Db7aLVaqFaraJSqUCSJC+EYkc2TU33y+m6DtM0EYvFsLGxAUVRVnKc7lYdDnuvFkLJsoxUKuWFTgDw7Gc/G294wxsu+3zvete78MpXvvKkv421wOCJZo3BE/liPB6jVCphMBggm80il8vxpp2WUqPR8C6UiOhkTXcD8iZvMZimiUgksvR/FoFAwAuZbNtGp9NBq9VCuVzG/v4+EomEd3O87N8r3ZzxeAzDMGAYhjdOt7GxsVbjdLfqWiGUrutHQqg3velNePGLX3zk1+/u7uLzn/883v/+9/v0Hawu/gzTPDB4ohPXbrext7eHYDCIM2fOQJIkv0siuimTyQStVgu5XI43H0Q+6Ha7mEwmXCq+IEaj0dKM2d2oYDAIVVWhqiosy/L21JRKJQQCASSTSciyjEQiwfeBFTcdpzMMA51OB4FAgON0M3KtEOo3fuM38OUvfxkf+tCHMJlMEAod3L6+5z3vwXd913fxNOE5YccTzRqDJzoxjuNgf38fzWbTW7TIdnVaZrquQxAEaJrmdylEa8kwDIiiiFgs5ncphIOOp1Xe0xgOh5HJZJDJZGCaphdCtdttb9xTURR2vayY6TidYRheuMpxuvmxbRuu6yIUCuH9738/Pv3pT+N3f/d3YVkWHMcBcBCKvPvd78bb3vY2n6tdTXz9onlg8EQnYjgcYnd3F5ZlYWNjA6qq8kWNlprjODAMA6qqMkAl8sF4PEav18PGxobfpRAObhYnk8nKdTxdTTQaRS6XQzabhWmaaLVa3ul40xEhRVEQi8V4vbOkLMuCrutoNpuwbRvJZBKFQgGSJPHPdEYsy8JoNMJwOMRwOMRoNIJlWQCA973vffj4xz+OP/zDP0ShUEAsFvOW/H/mM5/BZDLBd3zHd/hZ/sricnGaBwZPNFeu60LXdVSrVUSjUdxxxx1rc1FKq216IZpOp/0uhWgttVotbxcP+W+6WHzdus8EQUAsFkOhUEA+n8dwOESr1fIWTkciES+E4vXP4nNdF4PBALque+N0qqpC0zT++d0C13WPhEzT/zuZTAAcjLTGYjHIsoxYLAZd1/E//+f/xM7ODn7gB34AwEHYOz3R7l3vehd+9Ed/lB1nc8TgiWaNwRPNzWQyQalUQq/XQzqdRj6f5xsErYRpoCrLMvc6EPnAdV1vbJsdh4thmU+0m5XDx8YXi0X0ej1vUXK9XkcsFoOiKEilUmv9+7SIHMfx/qxGoxEikQiKxSIUReFrzDG5rovxeHxZyGTbNoCDkEkURaiqilgsBlEUEQ6Hj3SRKYpyzeDj93//9+f+fawzdvTRPDB4ornodrsolUoQBAGnT59GMpn0uySimel0OhiPxzh16pTfpRCtpX6/D8uyuF9tgZimiXA4zJv0fyIIApLJJJLJJBzHQbfbRbvdRrVaRaVSQTwe90Ko6bJkOnmWZXmn09m2jUQigdOnTyORSPDm+wZMQ6bDo3LD4dDbxRQKhSCKItLptBcyhUIh/t4uOI7a0TzwnY5mynEcVKtV6LqORCKBra0tXlDRSnFdF41GA5IkQRRFv8shWkuGYSAajfLv4AIxTZOjSFcxHQmVZRm2bXundZXLZZTLZSQSCSiKgmQyyeDuhBwepxMEAYqiIJ1O82f4GlzXhWmaR0Km0WjkhUzhcBiiKCKTyUAURS9kouXE4Ilmja8GNDOj0QilUgmmaaJQKCCdTvOJBq2cwWCA4XCI06dP+10K0VqaTCbodrvI5/N8j1kgpmmyu/kGBINBqKoKVVUxmUy8U/GmXeKpVAqyLCORSHA9wYw5joNOpwNd1zEcDhEOh5HP53lIyBU4juOFTIdH5qZhRCQSgSiKSCaT3smiDJlWB99baR74CkG3bLprY39/H5FIBDs7O3wKTSur0WggGo0ikUj4XQrRWmq1WgAOdoDQYnAcB+PxmN0ixxQKhZBOp5FOpzEej70Q6uLFi0e6pHiK2q2ZTCbeON1kMoEkSdje3kYymeTvKw7+/l66j8k0TS9kmnaXyrLshUwM6lYbR+1oHhg80S2ZTCYol8vodDpQVRXFYpFP6GhlmaaJbreLjY0NXqwS+eDwUnE+XV8c4/EYABg83YJIJIJsNotsNovRaIR2u41Wq4Vms4lQKOSFUKIo8v3nBg2HQ+i6jna7DQDeON26nbx4mG3bVwyZpqZ7mFRV9UImXtevJwZPNGu8aqOb1u/3sbu7C9d1cerUKR5pTSuv0WggFAqx04LIJ9ObpGKx6HcpdMj0xpXB02zEYjHEYjHkcjkMh0OvE0rXdUQiES+EWucA5Wpc1/XG6QaDAcLhMHK5HFRVXbuw2rbty5Z+T0NiQRAQi8UgSRLS6TREUUQ0GmXIRAA4akfzsV6vwDQTruuiVquhXq8jHo/j1KlTCIfDfpdFNFeTyQStVgvZbJYXZkQ+MQwD4XAYkiT5XQodYpomgsHg2t3Yz5sgCIjH44jH4ygUCuj3+2i1WtB1HfV6HbFYzAuhIpGI3+X6ajKZoNlswjAMWJblXZ+mUqm1uImeTCaXhUyWZQE4WG4fi8WQSCS8pd/RaHQtfl/o5nDUjuaBVwh0LOPxGLu7uxgOh8jlcshms3zjorWg6zoA8Ph2Ip/Yto12u833nQXEE+3mTxAEJBIJJBIJOI6DXq+HVquFWq2GarWKeDzuhVDrFACORiPouu7tfpNl2evgWUWu63oh0zRgGg6HmEwmAA5CJlEUkUqlvJApEonwNZOOjcETzdr6vDPRLWu1WiiXywgGg9jZ2UE8Hve7JKIT4TgODMNYy1Z9okXRbrfhui5UVfW7FLqEaZore6O/iAKBAFKpFFKpFGzbRrfbRavVwv7+Pvb395FIJCDLMlKp1EougXZdF91uF7quo9/vIxQKIZvNQtO0lXqPdl0XlmVddrLcNGQKBoMQRRGKonj7mBgy0Syw44nmYXVenWlubNvG/v4+Wq0WZFnGxsbGSl7IEF1Nq9WCbdvIZDJ+l0K0tprNJpLJJEe7F4zrujBNk7vvfBIMBqEoChRFwWQyQafTQavVwt7eHsrlMpLJJGRZRjKZXPoxcdu20Ww2oev6yo3Tua6L8Xh8pItpNBrBtm0ABycgXrr0OxwOL/33TYuJwRPNA4MnuqbBYIBSqYTJZIKtrS1eWNLacV0XjUYDqVRq7XdoEPlleiO2vb3tdyl0Ccuy4LouR+0WQCgUgqZp0DQN4/HYC6F2d3e9LilZlpFIJJYqsBiNRjAMA81mE8DBOJ2maUvbeT8Nay/tZHIcBwAQDocRi8W8kcFpyER0khg80awxeKIrmt5sV6tViKKI06dP86KS1lK328V4PMbW1pbfpRCtremR8slk0u9S6BI80W4xRSIRZDIZZDIZmKaJVquFdruNVquFYDAIWZa9Ea1FDKFc10Wv10Oj0TgyTqeq6lKFMI7jwDTNyzqZpjf1kUgEsVgM2WzWC5lWaVyQltMivibQ8uMrG13GsiyUSiX0+31kMhnk83m+ANHaajQa3qlCRHTyHMdBq9WCpml8L1pApmkiEAgsVRiwbqLRKPL5PHK5HEajkRdCTU+JnIZQsVjM71Jh27Z3ct94PIYoitja2kIqlVr4UUHHcTAajY50MR0OmaLRqHcSYSwWgyiKXF1BC4mjdjQPDJ7oiE6ng729PQiCgNtuuw2JRMLvkoh8MxgMMBgMON5D5KNOpwPHcbhUfEGNRiMuNF4SgiB4J50VCgX0+3202200m000Gg1Eo1EvhDrp0XLTNL1xOsdxIMsytra2FrYjaxoyHe5iGo1G3n+PxWKIxWJeoBeLxRgy0VJh8ESzxuCJABy8gVYqFRiGgWQyic3NTbb60tqbXohzvIfIP4ZhQJIkjnItKNM0+WezhARBQCKRQCKRQLFYRK/XQ7vdRr1eR61W805LS6VSc+tmm47T6bqOXq+HYDCIdDoNTdMWqoPOtu3LQqbpiKkgCIhGoxBFEZqmeSHTondnEV3LIoa9tPyYLBBGoxF2d3cxHo+xsbEBVVX5gkNr4wUveAEqlQoCgQCSySTe/OY3Y3t7G9/2bd8G0zQRDodhmibOnj2LWq0GTdP8LplobZimicFgwB1rC2q6JJnh/HKbLh5PpVJwHAedTgftdhuVSgX7+/uQJMkLoWbRtTMdpzMMA6ZpIhaLYXNzE7Is+x7YTCaTy0Km8XgM4OBmPBaLQZIkb/F3NBr1vWaiWeOoHc0Dg6c15rouDMNApVJBJBLB7bffvhDz/UQn6eGHH/ZOa3zkkUfwwAMP4PHHH8cnPvEJtNtt3H333XjjG9+Iz3/+8wydiE5Ys9lEMBhEKpXyuxS6gslkAsdxeO2wQgKBABRFgaIomEwmXgi1t7eHcrmMRCIBRVGQTCaPHbiMx2Pouu6N06VSKWxsbCAej/vywNOyrCP7mIbDISzLAnDw+xCLxZBMJr19TNFolA9miYhuEoOnNTWZTLC3t4dut4t0Oo18Ps8nNrSWpqETALTbbQiCgMlkgmaziWw2i0AggHe961349V//df+KJFpDruui1WotRBcEXRlPtFttoVAImqZB0zRYloV2u412u43d3V2vS0qWZSQSiasGMq7rot/vQ9d1dLtdBINB73Oe1B4p13WvGDJNJhMAQDAYvGzpN/eW0TpjxxPNA4OnNdTr9VAqleC6Lk6fPs0WeVp7L3/5y/HZz34WAPDxj38chmEAADRNw1/91V+h2Wziu77ru/wskWjtdLtdTCYTdhousGnwdNKLqOnkhcNhZDIZZDIZmKaJdruNVquFVquFYDAIWZYhy7LXvTQ9jVLXdW8P2MbGBhRFmWuQPA2ZDo/KDYdD2LYN4CBkEkURqqp6IVM4HGbIRHQJBk80awye1ojjOKjVamg0GpAkCVtbWwu1vJHIL+973/sAAO9973vx2te+Fm9605sgyzJCoRDe9a534eUvfzmX7ROdsGazCVEUOca1wKaBAm/a10s0GkUul0M2m8VoNPJCKMMwEAqFvN2IjuMgmUyiWCxCkqSZ/5y4rovxeHxZyOQ4DoCDjq3p0u/paX6hUIg/r0TXwb8jNA+8k1oTpmlid3cXpmmiUCggnU7zRYXokMlkguc973l41ateBV3XkUgk0Ov18PDDD+Oxxx7zuzyitWJZFrrdLjY2Nvwuha6BJ9qtN0EQvHA4kUigVqthMBh4I2yRSGRmHUXTRfaHA6bRaOSFTOFwGKIoIpPJHAmZiOj4OGpH88BX5BU33ZGxv7+PUCiEnZ0diKLod1lEC6HVaqHX6yEajaJWq+HRRx+FoijY2dlBs9nEJz7xCdx777245557/C6VaK00m00EAgHIsux3KXQNpmlCVVW/yyCfOI6DdrsNXdcxGo0QiURQLBYhyzKGwyFarRYajQZqtRpEUfTG8a7Xbe84zhVDpumN8DTQSiaTXvDFkIlothg80azxVXqF2baNcrmMdrsNRVFQLBZncgwu0SpwXRelUgk/+IM/iOFwiEAggGw2i49//OPI5XJoNpt4xzvegf/0n/6T36USrRXXddFsNmd2dDvNh23bmEwm7HhaQ5ZlwTAMGIYB27aRSCRw+vTpI0vGk8kkkskkHMdBt9tFq9VCtVpFpVKBJEmQZRmpVAqBQOCypd+maXo3vdFo1AutpiETXxeI5otTMTQPDJ5WVL/fR6lUgm3bOHXqFJ8aEx0yGo2wv78PAPjQhz4E27ZRLBahaZr3ZqtpGt73vvfh7rvv9rNUorXT7/dhWRaXii84nmi3fgaDAXRdR7vdRiAQgKIoSKfT1/wZmHYuyrKM8XgMwzDQ6XRQLpdRLpePfGwsFkMsFoOqql7IxBMtiU4eR+1oHhg8rRjXdVGv11Gr1RCPx3HmzBmeNkP0TyaTCWq1GgzDQDgcRigUguu6uO2225BIJI58bDqdhq7raDabSKfTPlVMtH4Mw/C6HGhxMXhaD47joNPpQNd1DIdDRCIRFAoFqKp6zc4j27aPdDENh0OMx2MABze1sVgMgiBgMpnAsiwIgoBoNIpUKoVEIsHAichnDJ5o1hg8LYHRaISXvexl+MpXvgJRFJHL5fC2t70Nd9xxB/7mb/4Gr3nNa7xZ+Be/+MX44R/+Ye+0EbZKEh1cOBuGgVqtBgBQFAWdTgfhcBinT5++YjgbiUQgyzIajcaRTigimp/JZIJut4t8Ps+/cwvONE2Ew2EGBCtqMpl443STyQSSJGF7exvJZPKyv5uTyeSykMmyLAD/vIA8kUh4S78vPQnRNE20223vn2AwiFQqBVmW53IaHhFdG//O0TwweFoSDz74IF74whdCEAS85S1vwY/92I/hc5/7HB588EH8yq/8Cr7lW74Ff//3f4/v/u7vxvd93/chl8v5XTKR71zXRbfbRaVSwXg89p7QNhoNJJNJbG1tXfOJbSaTwVNPPeXtSSOi+Wq1WgDAv29LgCfaLYcXvOAFqFQqCAQCSCaTePOb34xnPOMZ3n9/97vfjVe84hV45JFHcP/992M4HHrjdACgqio0TUMsFoPrulcMmaan2AUCAYiiiFQq5Y3KXRoyXUk0GvUemJqmiVarhXa7jWaziVAoBFmWoSiK1yVFRPPFUTuaBwZPSyAWi+FFL3qR97+f/exn4w1veAOAgxeGs2fPYmdnx3vD39ra8qtUooUxGo1QqVTQ6/UgSRK2tra80blsNotcLnfdC9jpU9pGowFZlnnBSzRHh5eK84SqxWeaJpLJpN9l0HU8/PDDXpD7yCOP4IEHHsDjjz8OADh//jze8Y534NnPfjb6/T7Onj2LwWCAcDiMXC6HRCKB8XiMdruNSqWC0WjkhUzBYBCxWAyKonghUyQSuaX3yekIXqFQQD6f907Ga7Va0HXd60RWFIWhJ9EJcF2X1740M7yyW0JvetOb8OIXvxjD4RAPPfQQXv3qV+MNb3gDdF3H29/+dhQKBb9LJPLN4T1OkUgE29vbiEaj2N3dhWmax162n8lkcP78efR6Pd5kEc3R9DSrYrHodyl0HY7jYDwe8+Z/CRzuHmy3295NpOM4eOUrX4lf+ZVfwc///M+j0WjAtm0kk0nYto1Go4FqtQoACIVCly39DofDc70hFQQB8Xgc8XgcxWIRvV4P7XYbuq6jXq97oVcqleIuU6IZY9hE88Dgacm8/vWvx5NPPomPfOQjeOqpp/COd7wDv/7rv44f+ZEfwdmzZ/Et3/IteOYzn4mv+7qv87tUohPluq63x8l1XeTzeaTTaQyHQ5w9exaBQAA7OzvHXlgsSRJEUfTG84hoPqZL/yVJ8rsUuo7pkmgGT8vh5S9/OT772c8CAP7kT/4EnU4Hv/7rv4677roLhULBG6kxTROO4yAWiyGdTh8JmfwkCAKSySSSySQcx0G320W73Ua1WkWlUkE8HvdCKHZLEt26afDEjieaJb46L5E3vOEN+OM//mM8+uijCAQCaDab+NSnPoUPf/jDAICdnR08+9nPxl/+5V8yeKK1Mt3jZJomVFVFPp9HKBSCYRjY39+HKIrY3t6+qQtSQRCQyWSwu7uL4XDIk7aI5sC2bbTbbR6KsSR4ot1ysG0bo9EIv/mbv4nRaIQPfvCD+PEf/3H8zM/8DD7+8Y/j/e9/PxKJBCKRCHK5HO65556FD24CgQBkWYYsy7BtG51OB+12G+VyGeVyGYlEAoqiIJlMXnOHIxFdH/c80Swt9rsLed74xjfiD/7gD/Doo49CURS4rounP/3pEEURH/zgB/Hv/t2/gyAI+Ou//mv81E/9lN/lEp0I0zSxv7+PXq+HeDyO22+/HaIownVdlMtlGIYBTdNQLBZv6WZ22spfr9exvb09w++AiICDESDXdaGqqt+l0A0YjUYIBoMLH1KsC9d1YVmWt/R7+s/hk+Wi0Sh+8Ad/EL/0S7+Exx57DLVaDd/zPd8DAKhUKviv//W/otVq4dWvfrWf38qxBINBqKoKVVUxmUy8U/FKpRIEQfBOxkskEjx9kegY+ACI5kFwbyDK7HQ6kGUZ7XYbqVTqJOqiQ0qlEk6dOoWdnR1v1CcajeKv//qv8Wd/9mf46Z/+aZimCdu28YpXvAI///M/73PFRPNl2zZqtRp0XUc4HEahUEAqlYIgCJhMJtjd3UW/38fGxgY0TZvJ1zQMA+VyGXfeeSef8hPN2FNPPYVQKITTp0/7XQrdgIsXL2IymWBnZ8fvUtaO4zhHwqXpP47jAPjnpd+xWAzj8Ri2bePMmTMQBAEf+chH8OM//uPY3d09cmP5vOc9Dz/xEz+B+++/36fvaramC9Hb7TZGo9GRLilJknhTTXQdnU4HFy9eXIouSPLfjWZF/ElaAltbW1dtdXzBC16Av/u7v4NpmiiXy+j3+7hw4QKKxSKXLdLKudoep+mTzNFohAsXLsBxHJw5c2amu2IURUG1WoWu69jY2JjZ5yVad9Mj2dlNuDxM0+QurjlzXReTyeRIuDQcDr39WsDBQ8hYLIZkMumFTaFQyAtWLly4gJe97GUYDocIBALIZrP42Mc+tvLBSyQSQTabRTabxWg0QrvdRqvVQrPZRCgU8kIoURRX/veCiGhRMHhaEdFoFLfddhs6nQ729/fxta99DdlsFplMhu3FtBJ6vR729/dhmiYURUE+nz+y8LTT6aBUKiESieDMmTMzD14DgQDS6TTq9TpyuRyfABHNyPRmkMv7l4PruhiPxzPrJqV/PiXw0lE527YBHLz/xGIxJBIJL2CKxWLXvb47ffo0/uZv/ua6X/9zn/vcLL6NhTT9vcrlchgOh14nlK7riEQiXggVi8X8LpVoYRxeLk40K7xzWiGCIECWZSSTSdRqNdTrdTSbTWxsbPCCnpaWaZqoVCrodrtH9jhNua6Ler2OWq2GVCqFra2tuYWtmqah0WhA13Xk8/m5fA2ideI4DlqtFjRNY+fBkhiPx3BdlyPHN+nSLqbRaATTNL0bvHA47J0qNw1NwuEw/37cIkEQEI/HEY/HUSgU0O/30Wq1oOs66vU6YrGYF0JxYoDWHYMnmgcGTysoEAigUChAVVWUy2VcuHAByWSS43e0VKZ7nAzDQCgUwqlTp7w9Toc/Zm9vD51OB7lcbu4nYoVCIaiqCsMwkMlkeGIO0S3qdDpwHIdLxZcIT7S7MdPOsEtH5SaTCYCDG7tYLAZRFKGqqhcy8X1l/gRBQCKRQCKRgOM46PV6aLVaqNVqqFariMfjXgjF7mZaZwyeaJb4arrCOH5Hy8h1XTSbTVSrVbiue9Wf2fF4jIsXL2I8HmN7e/vEDj5Ip9PQdR3NZhOZTOZEvibRqmo2m5AkiSHGEjFNE4FAgDfkh9i2DdM0LxuVm960hUIhxGIxKIriBUzRaJRdTAsgEAgglUohlUrBtm10u120Wi3s7+9jf38fiUQCsiwjlUoxFKS1wdcmmgdeNay46fhdIpFAvV5HvV5Hq9VCsVjk+B0tnF6vh0qlgtFodMU9Toc/bnd3F4FAADs7Oye6myESiUBRFOi6jnQ6zTdnoptkmib6/T62trb8LoWOwTTNtQ1NXNeFZVmXjcpdaeH3dG/QdOE3Lb5gMAhFUaAoCiaTCTqdDlqtFvb29lAul5FMJr2VFnyAS6uMo3Y0D3wnXBPBYJDjd7SwDu9xEkUROzs7iMfjV/xYXdexv78PSZJw6tQpXy7oM5kMWq0W2u02FEU58a9PtAqazSaCweCJdSvSbEyDp1XnOA5M0zwyJjcajeA4DoCD66pLT5SLRqMMJFZEKBSCpmnQNA3j8dgLoaYPvVKplPdgdx1DWCKi42LwtGY4fkeLxLZt1Ot16LqOYDCIra0tyLJ8xYs4x3Gwv7+PZrOJdDqNQqHg28Xe9HSher1+1XqJ6Opc10Wr1YIsy3zvWSKu68I0zZULCyeTyWVjctNdVsBBp2ssFkMmk+HC7zUUiUSQyWSQyWRgmqb34KnVaiEYDEKWZSiKAlEU+TNBK4EdTzQPDJ7W0KXjd7VajeN3dKIO73FyHOe64edkMsHFixcxHA6xubm5EIuIs9kszp07h16vx783RMfU7XYxmUygaZrfpdAxTCYTOI6ztB1P0+Ds0lG56cLvQCCAaDQKSZK8U+Wi0Sh3+5AnGo0in88jl8thNBp5IZRhGAiHw14IdZIrAIhmjcETzQODpzU2Hb9TFAX7+/scv6MT0e/3sb+/j9FoBFmWkc/nr/nzNhwOcfHiRbiuizNnzlx1BO+kxeNxiKKIRqPB4InomJrNJkRR5M3ZklmmE+1s275sTM40Te9GKhwOIxaLHTlRLhKJsGOFboggCBBFEaIoolAooN/vo91uo9lsotFoIBqNeiHUpdc47373u/GKV7wCjzzyCO6//37UajW8/OUvx1NPPYVoNIq3vvWteO5zn+vTd0ZENB8MngixWIzjdzR34/EYlUoFnU7nunucptrtNkqlEqLRKLa3txcqEBUEAZlMBru7uxgMBgsTiBEtOsuy0O12sbGx4XcpdEymaUIQhIV6LXZdF+Px+LIuJsuyABy8Vk8Xfh8+VY4Lv2lWBEFAIpFAIpFAsVhEr9dDu932pgpEUYSiKEilUtjb28M73vEOPPvZz/Z+/c/93M/h2c9+Nj75yU/isccew/d+7/fi3LlzVzxchegksOOJ5oHvugSA43c0P8fZ4zTlui5qtZq3Q2lzc3MhQ9BUKoVIJIJGo4Ht7W2/yyFaCs1mE4FAALIs+10KHZNpmr52BTmOc1nAdKWF34dPlFvXE/jIH9PF46lUCo7joNPpoN1uo1KpYG9vD69+9avxa7/2a3jooYe8X/Pwww/jySefBAA861nPwsbGBj7/+c/j27/92336LogOMHiiWWLwREdcafwulUqhUCgs1BNOWnzT5cHVahW2bSOTySCbzV43QLJtG6VSCd1uF/l8HplMZmFvGqZdT+VyeW1OeiK6FdP9bqlUintzltBJvc65rovJZHJkTG40GmE8HnsfM+1iOnyqHDtEaJEEAgEoigJFUTCZTPD6178e3/iN34hsNovBYIBarYazZ8/CsiwUCgXv19122224ePGij5XTulvU625abgye6Io4fke3ot/vo1KpYDgc3tAepynTNHHx4kVYloXTp08vRbedoiio1WpoNBrY3Nz0uxyihdbv92FZFpeKLynTNGd+uIPjOFdc+G3bNoCDm/fpSaKxWAyiKCIajfJahJbKP/7jP+ITn/gEvvCFLwA4OCnPcRzUajW4rouzZ89643pEfuOoHc0Dgye6Ko7f0XGNx2NUq1W0223EYjGcOXMGkiTd0K/t9XrY3d1FMBjEzs7O0iwdDgQCSKfTqNVqyOVyfOJOdA2GYSAajUIURb9LoWOybRuTyeSWOp6mXUyH/7l04bcoit6JctMuJj59p2X353/+5zh//jzuvPNOAEClUsHXvvY1/OIv/iLC4TB0XcdoNEKtVsM//MM/4MUvfjF0XYckSRwXJd8weKJZYvBE18XxO7oex3FQr9fRaDQQDAaxubkJRVFu6ELJdV0YhoH9/X0kEgmcOnVq6UZwNE1DvV6HYRjI5/N+l0O0kCaTiTdCy5uo5XOcE+0OL/w+PCo3mUwAHDzYmnYvHT5Vbtle+4lu1Ktf/Wq8+tWv9v738573PPzET/wE7r//fnzxi1/En/zJn+CXfumX8Bd/8RdoNBp41rOehUqlAtd1EQqFkEgkIEkSEokEH3DR3PE9muaBwRPdsOn43XRJ4te+9jXkcjmk02m2vK8p13W9n4fpHqdMJnPDNw+O46BcLqPVaiGdTqNQKCzlm10wGISqqtB1/VjfP9E6abVaAA7GU2n5jEYjAJcHT7ZtX3Hh9/RJeSgU8k6UE0URsVjM1wXlRIvmv//3/44f/uEfxl133YVIJILf//3fx1133QXHcdDv99Hv99Hr9bzX0Gg06oVQkiTxmoNmjqN2NA8MnuhYBEGAoihIJpOo1WqoVqtoNpscv1tDg8EA+/v7GA6HN9UBZ1kWLl68iNFohM3NzZnvDTlp6XQauq6j2Wwik8n4XQ7RQjm8VJzH2C8n0zQRDofR6/W8cGk4HMKyLO9jpp1Lh0+V45830eU+97nPef9/Pp/Hn/3Zn132MYFAAMlk0ru+nkwmXgjV7XZhGAYAQBRFbz+UKIp8GEwzw+CJZolXA3RTgsEgisUiVFVFuVzm+N0asSwLlUrlpvY4TQ2HQ1y4cAEAcObMGcTj8XmUeqIikQgURUGj0YCmabzwIzpkOBzCNE0Ui0W/S6EbMF34fXhMbjAYAAAuXryIYDCIWCyGVCrlBUxc+E00X6FQCLIsQ5Zlb5x1GkQZhoF6vY5AIIB4PO4FUdwPRTeDPzM0Dwye6JZMgweO360+x3HQaDS8C5uNjQ2oqnrsN6dWq4W9vT3EYjFsb2+v1K6CTCaDVquFdru99B1cRLNkGAbC4fCxQ2qaP8uyrrjweyoSiSAWiyEQCCCRSKBYLCIUCvHGhMhHgiAgGo0iGo1C0zS4rovRaIRer4der4dqtYpKpYJgMOiFUJIk8eEw3RCO2tE8MHiiW3a18buNjQ0eC7sCpnucqtUqJpMJ0uk0stnssXcKuK6LarWKRqMBRVGwsbGxcuFkLBZDMpn0vkfemBEd7ABqt9vIZrP8O+Ej13VhmuaRMbnRaATbtgEcjPXEYjFIknTkVLlAIADHcfCVr3wFyWRypR4WEK0KQRAgiiJEUUQ2m4XjOBgMBuj1euj3+9jb2wNwECQfXlTO/VB0LQyeaJYYPNHMXDp+d/78eaRSKRSLRV6oLqnBYIBKpYLBYIBUKoV8Pn9TR2nbto3d3V30ej0UCgWk0+mVvQHNZDI4d+4cer0e954RAWi323Bdl12AJ8i27SNjctMupulNRDgcRiwWg6ZpXsB0rYXfxznRjoj8N+1QnD4Anu6HOjyaB/zzfihJkhCPx1fugSDdnFW9Rid/MXiimbvS+F02m+X43RKxLAvVahWtVss7zfBmu9dM08SFCxcwmUxw+vTplQ9j4vE4RFFEvV5f+e+V6EY0m012yszJdM/LpaNy04Xf03GcWCwGVVW9kOm4XQ4MnoiW2+H9UAAwHo+9bqjpfihBECBJktcNFYvFGECsMUEQ2PFEM8XgiebiSuN3rVYLxWKR43cLbLrHqdFoQBCEm97jNNXtdrG7u4twOIzbb799LW5aBEFANpvFxYsXMRgMVmJxOtHNGg6HGA6H2N7e9ruUpec4zpFwabqw3XEcAAc3lpeeKDerxcKmaSIUCnEsh2hFRCIRaJp2ZD/UtBtqet0eDAa9ECqRSHA/1Bpi8ESzxOCJ5orjd8vBdV10Oh1UKhVMJhNomoZcLnfTNxmu60LXdVQqFSSTSWxtba3VDUsymUQkEkGj0eANN621ZrOJUCjE7r9jcF33igu/x+Ox9zHTLqbDp8rN8z3VNM21eHBAtI4O74fKZDJwHAfD4dBbVF4ulwEcjOgeXlQeCvE2cpWx241mja8YdCI4fre4hsMh9vf3MRgMkEwmUSgUbukGw3Ec7O3tod1uI5PJIJ/Pr92blyAIyGQyKJfLvGGjteU4DlqtFjRNW7vXgBvlOM6Rhd/Tfy5d+J1MJo90MZ30+6ZpmjyRkGhNBAIBb+Qun8/Dtm2vG6rf76PZbAI4uLafBlHcD7V6OGpHs8bgiU4Mx+8Wy+E9TtFo9Jb2OB3+nBcvXsRoNMLW1hYURZlNsUtIURTUajU0Gg1sbm76XQ7Riet0OnAch0vF/8lkMrnsRLnp7iTgYPQlFosdOVEuHA77HtpN90hpmuZrHUTkj2AwiFQqhVQqBeDgWm/aDdVqtbz1DPF43OuGEkXR99cuunUMnmiWGDzRibvS+J0syygUChy/uwWvec1r8NGPfhQXLlzAl770Jdx3330YjUZ42ctehq985SsQRRG5XA6//du/DVVVvUWSxWJxJh0Jg8EAFy9eBADs7OxAFMVZfFtLKxAIIJ1Oo1arIZfL8Web1k6z2YQkSWvX8ee67hW7mCaTCYCDhzCxWAzxeByapkEURUSj0YUdRx6Px3Bdd+3+HInoysLhMFRVhaqq3uvdtBuqXq+jWq16p+pNd0Rd69RMWkz886JZY/BEvpmO37VaLW/8LpfLIZ1O88XuJrz0pS/F6173OjznOc858u8ffPBBvPCFLwQAvOENb8AP/dAP4fd+7/eQTqdvaY/TYc1mE+VyGaIo4tSpUwxZ/ommaajX69B1HYVCwe9yiE6MaZro9/vY2tryu5S5sm37soBpNBp5T4lDoRBEUTxyotyy3YDxRDsiupppkB6LxZDJZOC6LgaDgTeat7+/D+AgrDq8qJz7oZYDO55olvi3nnwlCAJUVUUqlUKtVkOlUkGz2eT43U147nOfe9m/i8VieNGLXoThcIhKpYLt7W2Uy2XceeedM7mJcF0XlUoFuq5DURRsbGxwxv+QYDAITdNgGAay2ezCdjQQzVqz2UQgEPBGM5bdpQu/p6NylmUBOHgvmy78Pnyq3CrcXJmmiUAgsBLfCxHNlyAI3n6oXC4H27YxGAyOjOYBB9en0yAqHo/z+mgBcccTzRqvImghTMfvFEXB/v4+x+9mZDKZoFqtotlsIhqN4pFHHsFLXvKSmYROtm1jd3cXvV5vZuN6qyidTkPXdTSbTWQyGb/LIZo713XRarWgKMpSBtGO41yxi8lxHAAH71eHT5QTRRGRSGQpv9cbMT0gga/vRHRcwWAQyWTSO9nUsiyvG6rdbkPXde9UvWk3FPdDLQb+GdCsMXiihSKKIsfvZmh3dxeDwQCqquLd7343Lly4gN/7vd+75c87Go1w8eJF2LY9k6XkqywcDkOWZTQaDWiatrI3p0RT3W4Xk8lk4ZdRu657ZOH39J9LF36LonjkVLlQKLRW70c8mZOIZiUcDkNRFCiK4h1cMO2GajQaqNVq3ql60x1RDL79wY4nmjUGT7RwDo/fVatVjt/dglQqBcuy8Ju/+Zv45Cc/iYcffhiO48B13Zt+E+90OiiVSgiHw9jZ2eENyQ3IZDJotVpot9s84YtWXrPZhCiKiMVifpfiuXTh93RUzrZtAAeHAUxHPw6fKrfuQfH0921VRiaJaHFMR5Sj0SjS6TRc18VwOPQWlVcqFbiui1AodGRROSchiJYTgydaWMFgEBsbG1BVleN3NymdTuO9730vPvOZz+DDH/4wAOD8+fMIhUJIpVJQFOWGW5pd10Wj0UC1WkUymcTW1hZn8m9QLBZDMplEo9GAoih8ckcry7IsdLtdbGxs+FbD1bqYpk9uw+EwYrEYNE3zRuXC4TD/Xl6BZVlwHIcPGIho7gRBQDweRzweB3Aw9tzv973RvOl+qGg06gVRkiTxWnRO2PFEsya4N/AT1el0IMsy2u02n3qRL6Y7Q6ZPPzh+d7lXvepV+JM/+RNUKhWk02kkk0l87nOfw6lTp7Czs+PN14fDYXz0ox9Fu93GZDLxRsGmC3Gv9HvqOA729vbQbreRzWaRy+X4e39M/X4f586dw/b2Nl9HaWXVajXU63Xcc889c78ZmI5pXBoyXbrwe9p9Nf2HNyk3rtvt4sKFCzM7kIKI6GZNJhMvhOr1et5rfTwe97qhRFFc+07VWXnyySchiiI2Nzf9LoUW3I1mRex4oqVwtfG7jY0NSJLkd3kL4e1vf/sV//3VsuVCoYDBYIB2u41ms4lGo4FIJAJZlqEoineTMR6PcfHiRZimiVOnTkGW5bl9D6tMkiTE43E0Gg0GT7SSXNdFs9mELMszD3ds275sVM40TW/hdygUuuxEOe4FuXWmaUIQBEQiEb9LIaI1FwqFvAel0wcP0yDKMAzU63UEAgHE43FvUTnfB24ef99o1hg80VI5PH5XLpdx7tw5jt/dpMNH3haLxSMnjNTrdW8EpdPpIBAIYGdnB6Io+l32UstkMrh48SIGg4HXSk60bF7zmtfgox/9KC5cuIAvfelLuO+++wAAhmHgoYcewmOPPQZRFHHvvffiAx/4wLE+t+u6sCzrsi6m8XjsfUw0GvVOlZt2M4VCvJyZB55oR0SL6PB+KE3T4LouRqOR1w01fUgdDAa9EEqSJIbox8BRO5o1XqnRUhJFETs7Ozz9bkYEQfCOu3UcB71eD7VaDc1mE8DBeN5gMEAoFGLAdwuSySSi0Sjq9TpOnz7tdzlEN+WlL30pXve61+E5z3nOkX//sz/7swiFQvjqV7+KQCCASqVyzc/jOM6RLqbpP4cXfl96olw0GuUYxQniiXZEtAwEQYAoihBFEdlsFo7jYDAYeIvK9/b2ABycVHo4iOLo9bUxeKJZYvBES4vjd/MhCAJ6vR5GoxEURYEkSeh0OqhUKtjf34ckSZBlGalUil0GxyQIAjKZDPb29nhDR0vruc997mX/rt1u43/9r/+FL3/5y14wVCgUvP9+eOH39EQ50zS9/x6JRBCLxY6cKMeF3/4zTZOnyRLR0gkEAl7ABPzzfqjDo3nAwYPsaQgVj8f5YOMQvv/SrPGukZYex+9mZzKZYHd3F/1+H8ViEel0GgCgqips20a73Ua73Ua5XEa5XEYymYQsy0gmk3xqdINkWUa1WkWj0eDCRloZ/+///T/Isoy3vvWt+MxnPoNIJIKf+qmfwrOe9SyMRiNMJhMABxeysVgM8XgcmqZBFEVEo1G+fiygyWQC27YZkBPR0ju8Hwo42F867Yaa7oc6vIIikUhc9cCddcFRO5o1Bk+0Mjh+d2tGoxEuXLgAx3Fw5syZy7rGgsEgNE2DpmmwLAudTgftdhulUskb1ZuGUHxidHWBQADpdBq1Wg25XI7hKC210WiESqWCer2OcrkMVVXx3ve+F//wD/+ABx98EJ/61Kdw6tQpr4spEonw9XhJTDvSGDwR0aqJRCLeNe10P9S0G6pWq6FarSIYDHohVCKRWMv9UAyeaJYYPNFKmY7fJZNJ1Go1jt/doE6ng1KphEgkgjNnzlz3zTUcDiOdTiOdTmM8HnudULu7uwgEAkilUpBlGYlEgjeZV6BpGur1OnRdPzKORLSophfmw+HQ+8eyLJRKJSQSCeTzeQQCAbzyla+EJEm455578D/+x/9Aq9XCM5/5TL/Lp5swDZ7W8WaLiNbH4f1QmUwGjuNgOBx6i8rL5TKAg2vfw/uhVn3dBK/fadZW+28Mra1QKHTZ+J2iKMjn8+wwOcR1XdTrddRqNaRSKWxtbR27WykSiSCbzSKbzcI0TS+EarVaCAaDXgglSRLfxP7JtHvMMAxks1mOGdFCcV0XpmkeCZlGo5H35DMSiRx5ChoOh/GsZz0Lz3/+8/HFL34RL3rRi3Du3DmcO3cOT3va0/z6NugWmaaJSCTCDlYiWiuBQMAbucvn87Bt2+uG6vf73sE7sVjMC6JWcT+UIAhwHMfvMmiFCO4N9NB1Oh3Isox2u41UKnUSdRHNjOu6aDabqFarcF0X+XwemqatfQjiOA5KpRI6nQ5yuRyy2ezMfk+m3RHTEMqyrCPz9aIorv3vv2VZ+OpXv+r93hP54XohUzQa9Z4Eh0IhdLtd/ORP/iT+/M//HI1GA6qqQpZlPPnkkzh79ixe+cpXotFoIBAI4L/9t/+Gl7zkJT5/h3Szzp8/D0EQeAInEdEhlmV53VD9fh+TyQSCICAej3vdUKtwnXvx4kXYto0zZ874XQotuBvNihg80dqYTCao1WowDAOxWAzFYnFtx+/G4zEuXryI8XiMra2tuf69dl0Xw+HQC6EmkwnC4TBkWYaiKIhGo0v/5nyz9vb20O12cdddd63ckzJaPK7rYjweHwmZhsPhkU6macgkiiJisRiCwSDG4zFqtRparRYCgQBc10UwGMTW1hZPPFthTzzxhHdQBxERXW768GYaQvX7fTiO452qN90RtYz7DXd3dzGZTBg80XXdaFbEUTtaG1cbvysUCis/p31Yv9/HxYsXEQgEsLOzg1gsNtevN30KFI/HUSgU0O/30W630Ww20Wg0EI1GvU6odVtim8lk0Gw20W63oaqq3+XQCrlSyDQajby2+WnIlEqlEIvFIIriZSOf4/HY25MXDAYRj8cxGAyQTCaxubm5Vq+b68a2bViWtXavyURExzE9qTUWiyGTycB1XQwGA280b39/H8DBSPrhReXL8P7JU+1o1hb/p55oxqan303H7zqdztqM3xmGgXK5DEmScOrUqRN/4xMEwXvTLRaL6Pf7aLVaaDQaqNVqiMViUBQFqVRqLRbaRqNRJJNJNBoNKIqy8j9/NB/TkOnS5d/TkCkcDkMURWSzWa+b6Vp7xcbjMer1OprNJkKhEDKZDLrdLobDIYrF4lq8Vq678XgMgCfaEREdhyAI3n6oXC4H27YxGAy80bxWqwXgYD/UNIiKx+MLu+uTwRPNEkftaK1NJhNUq1U0m82VHr9zHAf7+/toNpvQNA3FYnGhbhwdx0G320W73Ua324XruojH414n1DI8GbpZg8EAZ8+exfb2Nl9f6bpc14VlWZeNy10aMh0el7vRvz+XBk7pdBqBQACVSgWRSASnTp2ae4cknazRaISXvexl+MpXvgJRFJHL5fC2t70NmUwGDzzwgPfvE4kEfuu3fgvPetaz/C6ZiGhpWZbldUP1ej1vP9T0dTaRSCzMfqi9vT2MRiPcfvvtfpdCC447noiOYTgcolwuYzgcrtz43WQywcWLF490Kywy27bR6XTQbrfR6/UAAJIkeZ1Qi/pU6FacPXsWALCzs+NzJbRIpiHTpZ1Mtm0DOBgfPhwyTReAH9fhwCkYDCKbzUKWZezv76PT6UBVVRSLRe4hW0Gj0Qif+cxn8MIXvhCCIOAtb3kL/uiP/ggf+tCH8OEPfxgPPvggQqEQPvaxj+HHf/zHcf78eb9LJiJaCdNu5cOLyqf7oabdUJIk+bYLtVwuYzAY4I477jjxr03LhcET0TGt4ul3w+EQFy9ehOM42N7eXrpurslk4oVQ/X7fG9WTZRmpVGplboQ7nQ4uXryIM2fOLN2fEc2G67qYTCaXdTJdLWSKxWIIh8O39DWvFDhpmobhcIhSqQTbtrG5uQlZlmfxLdIS+Nu//Vu89KUvxRe+8IUjpxk1Gg0Ui0UMh8OVeShDRLRIpofxTEOowWAA13URCoWOLCq/1ff+G8XgiW4Ul4sTHZMgCNA0DalUCtVq1RtN29jYQDwe97u8Y2u32yiVSohGozhz5sxS7kwKhULQNA2apsGyLO9kvFKpBEEQkEqlIMsyEonEUodQyWQS0WgUjUaDwdOaODwuN+1omkwmAIBgMAhRFKFpmhc0zfJC89LAqVAoeCF7vV5HrVZDPB5f2tcNunlvetOb8OIXvximaR55LXrTm96EF73oRQydiIjm5PBhPMDBGorpSXmH90NFo1EviJIkaW6TAFwuTrPGKwiiS4RCIWxubkJVVezv7+Ps2bNLNX7nui5qtRrq9TpkWcbm5uZShzJT4XAYmUwGmUwG4/HYC6GmJ/QdDqGWrUtNEARkMhlvnp57dFbLlTqZLg2ZVFU9Mi43j5/hqwVOgUAAlmVhd3cXg8EA2WwWuVxu6f4e0a15/etfjyeffBKf+tSncP78eW8s+wMf+AAefvhhfOELX/C5QiKi9REIBJBMJpFMJgEcXEtMQ6hOpwNd1wEA8Xjc64YSRXFm1/wMnmjWFv8umsgn8Xh86U6/s20bpVIJ3W4X+XwemUxmYWu9FZFIBNlsFtlsFqPRyAuhWq0WgsGgt5Q8Ho8vzfcvyzKq1SoajQa2trb8Lodu0uGQadrJZFkWgIOQaXpy4+FOpnn/jF4rcAIOWqT39vYgCALHPdfUG97wBvzxH/8xHn30Ua+7LhKJ4EMf+hB++Zd/GZ/+9KeRz+d9rpKIaH2FQiHv+na6H2oaRBmGgXq9jkAggHg87i0qv9X9UAyeaJa444noBlx6+t0ijt+ZpomLFy/CsixsbW2t3d9V13WPhFCWZXlv0oqiIBaLLXwI1Wg0UK1Wcdddd53YDD/dPNu2L+tkmoZMgUDgssXfJxEyHXa1HU7TwMlxHFQqFRiGgWQyic3NzaXo6qTZeuMb34gPfvCDePTRR6GqKnq9Hs6fP4/HH38cDz30EB599FGcPn3a7zKJiOgqptfA00Xl0/1QwWDQC6EkSbrh8XnTNPHqV78an/nMZ5BMJnHvvffiAx/4wJy/C1pWXC5ONAeDwQDlchmj0Wihxu96vR52d3cRDAaxvb299qNarutiMBh4IZRt24hEIt6TokX9/bFtG0888QQ0TUOhUPC7HDpkGjIdPmFuPB4DOAiZYrHYkZApEon4FnReL3ACDk4z293dxXg8PrLjidZLqVTCqVOnsLOz441zBINBvPe978UznvEMFAoFpNNp7+M//elPH/nfRES0eBzHwWAw8BaVD4dDAAedrIeDqKvth/rJn/xJdDod/PRP/zSe9rSnoVKp8LqUrorBE9GcLNLpd67rwjAM7O/vQ5IkbG9vz23J4LJyXRf9fh+tVgudTgeO4yAajXqdUIu2PHnagXL33Xfzz9Intm0fCZgOh0yCIFzWyeRnyHTYjQRO09ev/f19RCIRnDp1amGDWPJHrVaDYRi45557/C6FiIhmYLofajqaN72mEUXRC6Hi8TgCgQD6/T6KxSK+9KUvwbIsvhfQdfFUO6I5WZTT7xzH8b52Op1GoVBYiJvfRSMIgvd0x3Ec9Ho9tNtt7/QuURS9TqhFGG9Lp9PQdR2GYSCbzfpdzspzHOdIwDQajWCaJoB/DpmmCztFUbzlfQnzcL0dTlOTyQTlchmdTsfrqluFgwdotsbj8UK8FhIR0Wwc3g8FHLzOT7uhpvuhBEGAJEk4f/48VFXFb/3Wb+Gzn/0sVFXFQw89hOc///k+fxe07Bg8Ed2kw6fflctlnD17FqqqIp/Pz338bnoC1XA49Gqg65uefpdKpeA4DrrdLlqtFqrVKiqVCuLxOBRFQSqV8m2EMhwOQ1EU6LqOdDrNYGCGHMe5rJPpcMgUi8UgSRIymczChkyH3WjgBAD9fh+lUgmO42B7e5vdy3RVlmUxeCIiWmGRSASapkHTNG8/1LQbql6v4+LFiygWi3j44Ydhmia+4zu+A3//93/PQyboljB4IrpF8Xgct99+OwzDOHL6naqqc7lpHQ6HuHDhAgDgzJkzC7fkfFkEAgHv6Y9t2+h0Omi32yiXyyiXy0gkEpBlGalU6sRH3jKZDJrNJlqtlnekOR3PpSHTaDTCaDQCcDRkSqfTEEVxKZbPTx0ncHJdF7VaDfV6HfF4HFtbWws3XkqLxbIsiKLodxlERHQCDq8QyGQy3sjdD/zAD6Df7+Prv/7rcebMGXz5y19m8ES3hMET0QwIgoB0Og1ZllGtVlEul2EYxszH71qtFvb29hCLxbC9vc2n0jMSDAahqipUVcVkMvGWku/t7aFcLiOZTEKWZSSTyRPpQIpGo0ilUmg0GnMLMFeJ4zgwTfOykbmp6eJvTdO8TqZl7CQ7TuA0/fhSqYTBYIBcLodsNsufJbom13XZ8UREtMZyuRye//zn48tf/jJ2dnbwla98BefOncPTnvY0v0ujJcfgiWiG5jV+57ouqtUqGo0GZFnG5ubmUt44L4NQKIR0Oo10Og3LsrwQand3F4FAwAuhEonEXP8MMpkMzp49i263y7GoQ6Yt4Zd2Mk3PyYjFYojFYlBV1etkWva/K9PAqdVqIRAIXDdwAuAFp8FgEGfOnIEkSSdYMS2ryWQC13UZPBERrbHf+Z3fwStf+UqUy2UEg0G8/e1vx+bmpt9l0ZLjqXZEczI9ca5arUIQhJsev7NtG6VSCd1u1zvaml0LJ880TS+EMk0TwWAQqVQKsixDkqS5/JmcPXsWrutiZ2dnLf/MXde9YifT9G0rGo0eOV1uFUKmwy4NnDKZzHX3fh0+dCCVSmFzc5OnI9INGwwGOHv2LG6//XaO2xERrblyuYxer4e77rrL71JogfFUOyKfHR6/q1QqKJfLaDabKBaLNzx+Z5omLl68CMuycPr0aSSTyTlXTVcTjUaRy+WQy+UwGo3QbrfRarXQbDYRCoWQSqWgKApEUZxZSJTNZnHhwgUMBoOV71i50ZBJlmUvaFqlkOmwSwOnXC53Q4vmR6MRdnd3MR6PsbGxwTFNOjbLsgCAe8CIiAiSJMEwDI5g00wweCKas1AohK2tLWiadmT87oEHHkC1WvXGt9785jfjGc94Bm677TZEo1FEo1GMx2P8x//4H/HqV78a0WjU72+F/sl0nCuXy2E4HHqdUIZhIBwOe0vLb3VhdSKRQDQaRaPRWKngyXVdjMfjIyHTcDj0QqZIJHIkZIrFYmvRtXOlwEnTtOt+79Puykqlgkgkgttvvx2xWOyEqqZVMh6PEQgEVjbUJSKiGze99uz3+1AUxd9iaOkxeCI6IZeefverv/qruPPOO6GqKj7ykY/ggQcewOOPPw7gYLY6m80ikUjg1KlTa3HTvYwEQUA8Hkc8HkehUMBgMEC73Uaz2USj0UAkEoEsy1AU5aaCQ0EQkMlksLe3h9FotJRhwpVCptFoBMdxAPxzyJRKpbwl4Ov2836zgRNwsJNnb28P3W4XmqahUCgwNKCbNn2qzU45IiIKhUKIRqMMnmgmGDwRnaCrjd/VajUIggDHcWDbNnRdx9Oe9jTk83neACwJQRAgSRIkSUKxWESv10O73Yau66jX64jFYl4n1HHGWKYnJTYaDWxtbc3xO7h105Dp8PLv4XDohUzhcBiiKCKbzXrjcusWMh12K4ETcPAEcnd3F67rYnt7mzsY6ZZxnIKIiA6TJAm9Xs/vMmgFMHgi8sF0/O51r3sdPvvZz8J1Xbz//e/H2bNn4TgOfumXfgmBQAD/8l/+S/zGb/wGstms3yXTMQiCgGQyiWQyCcdx0Ov10Gq1UKvVUK1WIYoiFEVBKpW67k3edKl0pVJBPp9fmJvC6bHrl3Yy2bYN4J9Dpkwm44VMt3Ky4yoZj8doNBpoNps3FTi5rotarYZ6vY54PI5Tp04tzM8FLTfLsm54ByEREa2+6Z6n8XjM/X90S3iqHZHPXNfFW9/6VnzoQx/CW9/6VnQ6HTzjGc9AKBTCL/zCL+DLX/4yPv7xj/tdJs2Abdvodrtot9vo9XpwXReSJEGWZaRSqasGM7Zt44knnoCqqigWiydc9T+HTJd2Mk1DplAodOR0OYZMV3Zp4JTJZI4VOE0/R6lUwmAwQC6XQzabZVckzcxXvvIVZLNZPuwgIiIAByP9//iP/4jNzU2oqup3ObSAbjQrYvBEtCBEUcT//b//F4IgYDKZIB6Pw7IsPPOZz0S32/W7PJqxyWSCTqeDdruNfr8PAEgmk5BlGclk8rIwolqtQtd13H333XMfT7u0k+laIVMsFmO3zXXMInACgHa7jb29PQSDQZw6dYqdKTRTtm3jH/7hH7C1tcVdHkRE5HnyyScRi8UWfuUD+eNGsyI+kibyQavVwmAwwMbGBgDgIx/5CNLpNLa3t71ThXRdxzvf+U7cfffdqNVqUFWVN/grJBQKQdM0aJoGy7K8EKpUKnmjetMQKhAIIJ1Oo9FowDAMrxvha1/7Gn7kR34EjUYDsizjPe95D57+9Kcfq44rdTJNJhMAQDAYhCiK0DTNC5r4M3jjbnWkbspxHOzv76PZbCKVSmFzc3Otd2PRfFiWBQAcpSAioiMkSUKn0/G7DFpyDJ6IfNBut/F93/d9GA6HCAQCyGaz+NjHPoZqtYqXvOQlsG0bruvitttuw1ve8hbU63XU63WkUimk02mIosjxmhUSDoeRTqeRTqcxHo/RbrfRbrexu7uLQCCAVCrlnY6n6zrS6TQCgQBe9apX4cEHH8QDDzyAP/qjP8IDDzyAxx577KpfZzKZXNbJdGnIpKrqkU4m/pwd36wCJwAYDocolUoYj8fY2NiAqqr8M6G5mAZPDJeJiOgwSZKg6zr3PNEt4agd0RKwbRvNZhO6rsOyLMRiMe90PB6dvrpM00S73Uar1fI64RzH8YKnO++8E4ZhIBQKwXVdFItF/MVf/AXuuOOOIyHTtKNpemMZCAQu28nEkOnWzWqkDjjYq2UYBiqVCqLRKLa2thCLxeZQNdEBXdexv7+Ppz/96XwtICIiD/c80bVw1I5ohQSDQWQyGaTTafR6Pei6jr29PVQqFaiqCk3T+ARiBUWjUW+B9Gg0Qrvdhq7r0HUd//iP/4hsNovxeAwAGI1G2NjYwGOPPQbbti8LmWRZ9jqZIpEIbyxnaJYdTsDBBd7e3h663S7S6TTy+TwDZpo7y7IYQBMR0WVCoRBisRj6/T6DJ7ppDJ6Ilsh0908ymYRpmjAMA4ZhoNFoIJVKQdM0SJLEG4cVIwiC15mUTCZx7tw5RKNROI6Ds2fPeh9nWRbG4zGi0Sg0TUMikUAsFuPPw5zMOnACgF6vh1KpBNd1sb29zS5jOjGWZfEBBhERXdF0z5PruryupJvC4IloSUWjURSLReRyObRaLRiGgfPnz3uhg6IoXEC8giRJgiRJyOfz0HUdmqbBMAyIoohKpYJcLoder4der4dqtYpwOIxoNIpIJHLk/7Kz4ebNI3ByXRe1Wg31eh2SJGFra4u7duhETUNrIiKiS033PPEhBd0sBk9ESy4YDCKdTkPTNPT7fRiGgf39fVSrVW8MjzcTqyWTyaDf7+Pee+/FJz/5SXzTN30TPv3pT+P06dP4zu/8Tti2DdM0YZomxuMxTNNEv99Hs9nEdK2fIAiXhVHT/xsMBhlKXcE8Aqfp593d3cVwOEQ+n0cmk+HvP504y7KQSCT8LoOIiBaQJEkADjqzNU3zuRpaRgyeiFaEIAhIJBJIJBIYj8cwDMNbSJ5IJJBOp5FIJHhDuwISiQSi0Sgeeugh/MIv/AJ+7dd+DaIo4gMf+AAEQUAoFEIoFPIuEqZc14VlWUcCqekC8+lOKOAgzLxaKLWOu4bmFTgBBydc7u3tIRgMYmdnB/F4fAYVEx2P4ziYTCbssiMioisKBoPenicGT3QzGDwRraBIJIJCoYBcLuctpL5w4QLC4TDS6TRUVeUY3hITBAHZbBamaeKzn/0sAoEAvvrVr2JjY+O6vy4SiVyxRdpxHC+MOvx/u90ubNv2Pi4UCiEajV4WSq3iwnLLslCv1+cSODmOg3K5jFarBVmWsbGxwb+T5JvJZAIAHJ8gIqKrSiQSaLVa3PNEN4XBE9EKCwQCUFUViqJgOBxC13VUq1VUq1UoioJ0Os0j2peULMuoVqtoNBrY2tpCMpmEYRhQVfWmLgYCgQBisdgVfx4mk8llodRgMDgyugfgql1SoVBoqS5Q5hk4AcBwOMTu7i4sy8Lm5iYURVmq3x9aPdPTMdnxREREVyNJEhqNBncC0k1h8ES0BgRBQDweRzweh2VZaDab3ihePB5HOp1GKpXize8SEQQB6XTaWyiuaRouXLiA4XA483Gt6ejepZ/XdV1MJpPLRve63S50Xfc+LhAIXHOf1KKYd+Dkuq4X/kajUdxxxx28cKOFMB21ZfBERERXM70O7Pf7vH6hY2PwRLRmwuEwcrkcstksOp0OdF3H7u4uQqEQNE2DpmkIhfjSsAxUVUW9Xoeu6ygUCgiHwzAM48T2BAmCgHA4fMWbVcdxrrhPqt/ve2M9wMHOgKuN7t3KPqnXvOY1+OhHP4oLFy7gS1/6Eu67776r/vt5B07AQddYqVRCr9dDOp1GPp9fy31ZtJgsy0IwGOTPJBERXVUwGIQoitzzRDeFd5dEa0oQBMiyDFmWMRwOYRgG6vU66vU6ZFmGpmlcdLzggsEgNE2DruvIZrPQNA21Wg2FQsH38DAQCHiB0qVs275sdG80GqHdbsNxHO/jwuHwFUOpcDh83e68l770pXjd616H5zznOVf995ZloVwuzzVwAg5OgCmVSnBdF6dPn0YymZzp5ye6VePxmPudiIjouiRJ4p4nuikMnogIoihic3MT+XzeG8NrtVoQRRGapkGWZT4JX1DpdBqNRgOGYXjBU6vVQiaT8bu0q5o+MRNF8ci/d10Xtm173VHTUKrX62E8Hnv7pKZL0g8HUtP/PxgMQhAEPPe5z73i137uc58Ly7Jg2zYuXryIRCKBbDaLdDo988DJdV1vD5ckSdja2uIoEy0ky7L4s0lERNfFPU90sxg8EZEnFAohm80ik8l4e3r29vZQqVS8MTzenCyWUCgEVVWh6zoymQxSqRQMw0A6nV66J1GCIHj7pCRJOvLfXNe94uheu9329tMAB6HW4VDKcRyMRiM4jgPbtr2ROsdxoKoq7rrrrrnsmRqPx9jd3cVwOEQ+n0cmk1m6Pw9aH5Zl8aAJIiK6Lu55opvF4ImILiMIAlKpFFKpFEzThK7r0HUd9XodqVQK6XQa8XicN9ILIp1Oe11qmqbh3Llz6Pf7SCQSfpc2M9MupyuNAzmOc9no3ng8RrfbhW3bKJVKSCQSiEQisG0b2WwW4XB4LmN1ANBqtVAulxEMBrGzs8ORVVpo01CXo3ZERHQ90671Xq/HPU90LAyeiOiaotEoNjY2kM/n0Wq1oOs6zp07h2g0inQ6DUVROIbns2g0ilQqhUaj4Z2UZhjGSgVP1xIIBBCLxa7YsREOh7G5uYnNzU3vZL55naRn2zb29/fRarUgyzI2NjYW6tQ+oiuZTCZwXZfdrEREdEMkSUKz2eSeJzoWBk9EdEOCwSDS6TQ0TUO/34eu6yiXy6hUKlBVFZqmseXWR9lsFk899RS63S40TcP+/j73tvwTURShqupcv8ZwOMTu7i4mkwk2Nzfn/vWIZmU6qsrXCiIiuhGJRAKNRgOmaXJMm24Y2xSI6FgEQUAikcDp06dx1113QdM0tFotfO1rX8OFCxfQ7Xa9JdB0ckRRhCRJ3qmEgiCg2Wz6XZZvXvWqV2FrawulUgn/9t/+W9xxxx3X/Pc3y3VdNBoNnD17FoFAALfffjtDJ1oqDJ6IiOg4pus2+v2+36XQEhHcG7hD7HQ6kGUZ7XYbqVTqJOoioiXiOA7a7TZ0XcdoNEIkEoGmaVBVlaNGJ6jb7eLChQu47bbb0G630e12cffdd7MNek4mkwlKpRJ6vR7S6TTy+TzHTmnpNBoN1Go1PO1pT+NrBRER3ZCzZ88iFAphe3vb71LIZzeaFXHUjohuWSAQgKqqUBQFg8EAhmGgUqmgVqtBURRomsZW3BOQSCQQi8XQaDSQz+fRbDbR7Xb5wGAOut0u9vb24LouTp8+jWQy6XdJRDdlPB4jHA4zdCIiohsmSRIMw+CeJ7phDJ6IaGYEQYAkSZAkCYVCAYZhoNlswjAMSJKEdDqNZDLJN6g5EQQBmUwGpVIJ+XweoijCMAwGTzPkOA5qtRoajQYSiQS2trYQCvGtlJYXd8EREdFxTdc7cM8T3SheLRPRXITDYeTzeWSzWXQ6Hei6josXL3rH2Kuqyhv2OZBlGdVqFY1GA5qmYW9vD+PxmEelz4BpmiiVShiNRigUCkin0wxRaelZloV4PO53GUREtEQO73li8EQ3gnd9RDRXgUAAiqJAURQMh0Pouo5arYZarQZZlpFOpyGKot9lroxp19P+/j6y2SwCgQAMw0ChUPC7tKXWbDaxv7+PUCiEnZ0d/szSymDHExERHVcgEIAoit6eS6LrYfBERCdGFEVsbW2hUCh4I3itVguiKCKdTiOVSnE58wyoqoparYZmswlVVdFsNpHL5fh7exNs20a5XEa73YaiKCgWi1yYTyvDtm3Yts3giYiIjo17nug4eBdCRCcuFAohm83irrvuwvb2NgKBAEqlEr761a+iWq16x3vTzQkEAtA0DYZhQJZl2LaNTqfjd1lLZzAY4KmnnkK328XW1ha2trYYOtFKmb7WMngiIqLjkiQJtm1jNBr5XQotAXY8EZFvBEFAKpVCKpXCaDSCYRjQdR31eh2yLEPTNG+GnI4nnU6j0Wig1+t5T6QURfG7rKXgui4ajQaq1SpEUcTp06cRjUb9Loto5qbBE3fAERHRcR3e88QVBHQ9DJ6IaCHEYjFsbGwgn8+j1WpB13WcO3cOsVgMmqZBURSOih1DKBSCqqrQdR2FQgF7e3sYjUZcAHkdlmWhVCqh3+8jk8lwRJFW2ng8BgAe9EBERMcWCAQQj8e9ayaia+GVBhEtlGAwiHQ6DU3T0Ov1YBgGyuUyqtUqVFWFpml8On+DMpkMDMOA4zgIhUIwDAMbGxt+l7Wwut0uSqUSBEHAbbfdhkQi4XdJRHM1XSzOrlIiIroZkiSh0WhwzxNdF4MnIlpIgiAgmUwimUzCNE0YhgHDMNBoNJBMJpFOpyFJEt/kriESiUCWZTQaDSiKAsMwkM/nuafoEo7joFqtQtd1JBIJbG1tsQOE1gJPtCMiolshSRJqtRpGoxHH7eiaeGVNRAsvGo2iWCweGcM7f/48IpEI0uk0FEVhmHIVmUwGTz31FMLhMBzHQbvdhqZpfpe1MEzTxO7uLkzTRKFQQDqdZphJa8OyLHaQEhHRTRNFkXue6IYweCKipTE9rU1VVQwGA+i6jv39fVSrVSiKgnQ6zSXQlxBFEZIkodlsIpFIwDAMqKq69uGK67potVrY399HKBTCzs4OL5ho7YzHY0iS5HcZRES0pLjniW4UgyciWjqCIECSJEiSBMuyvDE8wzAgSRLS6TSSyeTahytT2WwW58+fRy6XQ61Ww3A4RDwe97ss39i2jXK5jHa7DUVRUCwW2TFHa8d1XUwmE47aERHRLeGeJ7oRDJ6IaKmFw2Hk83lks1l0Oh3ouo6LFy8iHA573VHrvq9HkiTEYjH0+32Ew2EYhrG2wdNgMMDu7i5s28bW1hYURfG7JCJfWJYFAAyeiIjoliQSCT7YpOta77sxIloZgUAAiqJAURQMBgMYhoFarYZarQZFUaBp2tqOUgmCgEwmg1KpBE3T0Gw2USgU1iqQc10XjUYD1WoVoijizJkz3G1Da208HgMA/x4QEdEticVi3p4nBk90Netz10FEayMejyMej6NQKHgjeM1mE/F4HOl0GqlUau1agWVZRrVaxWQyAQC0Wq21mcW3LAulUsnbP5DP59fuz5/oUux4IiKiWQgEApAkCf1+H9ls1u9yaEExeCKilRUKhZDL5bwxPMMwsLu7i1Ao5I3hrctN17TraX9/H8lkEoZhrMUJbt1uF6VSCYIg4LbbbkMikfC7JKKFYFkWgsEgAoGA36UQEdGSkyQJ9Xqde57oqhg8EdHKEwQBsixDlmWMRiPouo56vY56vY5UKoV0Ou0dB7vKVFVFrVaDIAgYj8fo9/srG8Q4joNqtQpd15FMJrG5ublWo4VE12NZFsfsiIhoJiRJQrVa5Z4nuipehRPRWonFYtjc3EShUECz2YRhGDh79ixisRjS6TRkWV7ZDoBAIIB0Oo16vY5IJALDMFYyeDJNE7u7uzBNE8ViEZqmrXyoSHRc4/F4bTo+iYhovkRRRCAQ4J4nuqrVvLsiIrqOYDCITCaDO++8E6dPn0YoFMLe3h6eeOIJVCoVb/HuqtE0DcDBQuFOp+PteVkFruui2WziySefhOu62NnZWYtxQqKbYVkWgyciIpoJQRAQj8fR7/f9LoUWFDueiGitCYKAZDKJZDIJ0zS9ZeSNRgPJZBLpdBqSJK1MeBEKhaCqKtrtNgRBQLPZRC6X87usW2bbNsrlMtrtNlRVRbFYXNnONaJb5bougyciIpopSZJQq9XgOA6vwegyDJ6IiP5JNBpFsVhELpdDu92Grus4f/48otEoNE2DoigIBoN+l3nLMpkMDMOAKIowDAPZbHapg7XBYIDd3V3Yto1Tp05BlmW/SyJaaLZtw3Vd7ngiIqKZkSQJrutiOBxCkiS/y6EFw+CJiOgSwWDQO/Wu3+/DMAzs7++jWq1CVVVomoZoNOp3mTctEolAlmX0+31MJhN0u12kUim/yzo213VRr9dRq9UgiiLOnDnDG2miGzAdJWbHExERzcrhPU8MnuhSDJ6IiK5CEAQkEgkkEgmMx2MYhoFmswld15FIJJBOp5FIJJayWyiTyaDdbiMcDkPX9aULnizLQqlUQr/fRzabRS6XW8o/ByI/THe7MXgiIqJZEQQBkiRxzxNdEYMnIqIbEIlEUCgUjozhXbhwAeFwGOl0GqqqLtUYniiKSCQSME0T/X4fpmkuTRdXp9PB3t4eBEHAbbfdtpIn8xHNk2VZCAQCS/WaRUREi0+SJFSrVe55ossweCIiOoZAIABVVaEoCobDIXRdR7VaRbVahaIoSKfTiMVifpd5QzKZDM6fP49AIADDMFAsFv0u6Zocx0GlUoFhGEgmk9jc3EQoxLcxouOaLhZnlyAREc0S9zzR1fCKnYjoJkyPjY3H45hMJt5peM1mE/F4HOl0GqlUaqFv7CRJQiwWg23baLVayOfzC/t0ajQaoVQqwTRNFItFaJq20L+3RItsPB5zzI6IiGYuFotxzxNdEYMnIqJbFAqFkMvlkM1m0el0oOs6dnd3EQqFoGkaNE1byM4cQRCQzWaxu7sLAGi321BV1eeqjnJdF81mE/v7+4hEIrj99tuXpqOMaFFZlgVRFP0ug4iIVgz3PNHVLN6dEBHRkhIEAbIsQ5ZlDIdDGIaBer2Oer2OVCqFdDqNeDzud5lHpFIphMNhOI4DwzAWKniybRt7e3vodDpQVRXFYnFhO7KIlollWZBl2e8yiIhoBXHPE10JgyciojkQRRGbm5vI5/NotVrQdR3tdhuiKELTNMiyvBBvxoIgIJPJYH9/H8PhEMPhcCE6Ifr9PkqlEmzbxqlTp3iTTDQjtm3Dtm2O2hER0VxM9zwNBgMeAEMe/+96iIhWWCgUQiaTwV133YXt7W0Eg0Hs7e3hiSeeQLVa9Y4199P0RD5BEGAYhq+1uK6LWq2Gc+fOIRwO44477mDoRDRD09ccBk9ERDQPsVgMwWCQ43Z0BDueiIhOgCAISKVSSKVSME0Tuq5D1/XLxvD8WJgdCASQTqdRq9XQarVQKBR8OWbdsizs7u5iMBggm80il8txgTjRjDF4IiKieeKeJ7oSdjwREZ2waDSKjY0N3H333SgWizBNE+fOncOTTz4JwzDgOM6J1zQ9Jc51XbRarRP/+p1OB08++STG4zHOnDmDfD7P0IloDhg8ERHRvEmShOFw6Ms1LS0mdjwREfkkGAwinU5D0zT0+33ouo5yuYxKpQJVVaFpGqLR6InUMj2Bb9qJNQ2i5s1xHFQqFRiGgVQqhY2NjYU8AZBoVYzHY4TDYQa7REQ0N9zzRJfi1T0Rkc8EQUAikUAikcB4PIZhGGg2m9B1HYlEAul0GolEYu43iul0GrquYzweYzAYQJKkuX690WiE3d1djMdjbGxsQFVV3gwTzZllWex2IiKiuYpGo96eJwZPBDB4IiJaKJFIBIVCAblcDu12G7qu48KFC4hEItA0zVsEPq+vLcuy93XnFTy5rotms4n9/X1EIhHcfvvtiMVic/laRHQUgyciIpo37nmiSzF4IiJaQIFAAKqqQlEUDIdD6LqOSqWCWq0GRVGgadpcwppMJoN2u41Op4PJZDLzsbfJZIJyuYxOpwNN01AoFBAIcN0g0UkZj8dz72YkIiKSJAmVSgWO4/Bajxg8EREtMkEQEI/HEY/HUSgU0Gw2YRgGDMOAJElIp9NIJpMzG1ETRdF7QmUYBnK53Ew+LwD0+33s7u7CdV1sb28jlUrN7HMT0fW5rovJZMKOJyIimrvpnqd+v49kMul3OeQzBk9EREsiHA4jl8shk8mg0+nAMAxcvHgR4XDYG8ObRYdSNpv1lp1ns9lbDrVc10WtVkO9Xkc8HsfW1hYikcgt10lEx8MT7YiI6KQc3vPE4IkYPBERLZlAIABFUY6M4dVqNdRqNciyjHQ6DVEUb/rzS5KEaDQK0zTR6/Vu6WJhPB6jVCphMBggl8vNJMgiopszDZ4Y/BIR0bxxzxMdxuCJiGiJiaKIra2tI2N4rVYLoiginU4jlUode65eEARks1mUSiXU6/WbDp7a7Tb29vYQDAZx5swZ7pUh8tl4PAbAjiciIjoZiUQC5XIZtm3P7XAcWg4MnoiIVkAoFEI2m0Umk0G324Wu6yiVSgiFQlBVFZqmHetmU5Zl7O/vYzAYYDweH6tDwnEc7O/vo9lsIpVKYXNzkxcbRAvAsiwEg0EueSUiohMxfeg4GAw4brfmGDwREa0QQRCQSqWQSqUwGo1gGAZ0XUe9XkcqlUI6nUY8Hr/uuNu066lSqaDRaGBjY+OGvv5oNMLu7i7G4zE2NjagqipH64gWhGVZ7HYiIqITE4lEEAqFuOeJwEdeREQrKhaLYWNjA3fffTeKxSJGoxHOnTuHp556CoZhwHGca/56TdMgCAKazSZc173mx7quC13X8dRTTwEAbr/9du/XE9FiOG73IhER0a3gnieaYscTEdGKCwaDSKfT0DQNvV4PhmGgXC6jWq16Y3hXuhkNBAJQVRWGYaDZbELTtCt+/slkgr29PXS7XWiahkKhwFEeogVkWRZisZjfZRAR0RqRJAntdpt7ntYc7wyIiNaEIAhIJpM4ffo07rrrLqiqimazia9+9au4cOECer2e19k0Go1w//3343nPex5e8pKX4Lu/+7vx5JNPHvl8n/nMZxAMBvGLv/iLGAwG2N7exsbGBkMnogXkui5H7YiI6MQd3vNE64t3B0REaygSiaBQKODuu+/GxsYGLMvC+fPn8bWvfQ26rsO2bTz44IN44okn8Kd/+qf4lm/5FrziFa/wfn2r1cJrX/tafPM3fzNCoRDuuOMOpFIpH78jIroW27bhui5H7YiI6ERN9zz1ej2/SyEfMXgiIlpjgUAAmqbh9ttvx5kzZxCLxbC/v48LFy7gvvvuw3g8RrFYxL333ouzZ88CONgT86M/+qN4xStegUKhcOwT84jo5FmWBQD8u0pERCeKe54I4I4nIiLCP18USJIEy7JgGIb3jyRJ+OAHP4jnPe95aDabeM973gPXdfHKV74SX/ziF7lAnGgJjMdjAAyeiIjo5HHPEzF4IiKiI8LhMPL5PLLZLDqdDv6//+//w4ULF/DOd74Tjz/+ON75znfiC1/4AuLxuN+lEtENsiwLgiDwgp+IiE5cIpEAAPT7fa5mWFMMnoiI6IoCgQDe+c534vOf/zw++clPotVq4bHHHkOj0cA3fuM3AgAajQY++tGPol6v49d+7dd8rpiIrsayLEQiEXYoEhHRiQuHwwiHwwye1hiDJyIiuqI3vvGN+IM/+AM8+uijUFUV0WgUz33uc/FXf/VX2NnZgSAIeOCBB3DffffhJ37iJ/wul4iuYTwec8yOiIh8wT1PxOXiRER0mVKphNe+9rVotVr41m/9Vtx333144QtfiEAggOFwCF3X/S6RiI7BsiwGT0RE5BtJkjAajTCZTPwuhXzAjiciIrrM1tYWXNe97N9XKhXouo5qtYpEIoH3vOc9J18cER2bZVkcbyAiIt9IkgQAGAwGfD9aQ+x4IiKiG6aqKlzXRTAYxO7uLhzH8bskIroOx3Fg2zYikYjfpRAR0ZqKRCLenidaPwyeiIjohkWjUcTjcYRCIYzHY1SrVb9LIqLrGI/HAMBROyIi8pUkSej1en6XQT5g8ERERMeiaRpGoxHS6TR0XecFBNGCsywLAIMnIiLylyRJME2Te57WEIMnIiI6llQqhWAwCNd1IUkSSqUSLyCIFhiDJyIiWgTTPU8ct1s/DJ6IiOhYAoEAFEVBq9XCxsYGXNdFuVy+4jJyIvLfeDxGOByGIAh+l0JERGssEokgEokweFpDDJ6IiOjYVFWFbdsYjUbY2NhAp9NBq9XyuywiugLLstjtREREC0GSJAZPa4jBExERHVssFoMoijAMA7IsQ1EU7O/vwzRNv0sjoksweCIiokXBPU/ricETERHdFE3T0O/3MR6PUSwWEQwGUSqVOHJHtGAsy0IkEvG7DCIiIu55WlMMnoiI6KbIsoxAIIBms4lgMIhTp05hOByiXq/7XRoR/RPXddnxRERECyMcDnPP0xpi8ERERDdlumS82WzCdV3E43Fks1nUajUMBgO/yyMi8EQ7IiJaPNzztH4YPBER0U1TVRWTyQTdbhcAkMvlIIoiSqUSbNv2uToiYvBERESLZrrnafoeRauPwRMREd00URQRi8XQbDYBAIIgYGtrC5PJBJVKxefqiGh6Uc8dT0REtCi452n9MHgiIqJbomkaut2ud4MbjUZRKBTQbDbR6XR8ro5ovY3HYwSDQQQCvOQjIqLFEA6HEY1GGTytEV6FEBHRLTm8ZHxKVVUkk0ns7e2xjZrIR1wsTkREi4h7ntYLgyciIrolwWAQsix7S8aBg5G7zc1NCIKAvb09798T0cmyLItjdkREtHAkScJ4POYDyjXB4ImIiG6ZqqqwLAu9Xs/7d6FQCJubm+j1ejAMw8fqiNYXO56IiGgRcc/TemHwREREt0wURUSj0SPjdgCQTCaRTqdRqVQwGo18qo5oPbmui/F4zOCJiIgWTigU4p6nNcLgiYiIbpkgCNA0DZ1O57KW6Xw+j0gkglKpBMdxfKqQaP3Ytg3XdRk8ERHRQuKep/XB4ImIiGZCURQIgoBWq3Xk3wcCAWxtbcE0TVSrVX+KI1pD0xCYO56IiGgRTfc8jcdjv0uhOWPwREREM3GlJeNToigin89D1/Uje6CIaH6mF/LseCIiokXEPU/rg8ETERHNjKqqGI/HV7yASKfTkCQJpVIJk8nEh+qI1otlWRAEAcFg0O9SiIiILhMKhRCLxRg8rQEGT0RENDPxePyKS8aBgz1QW1tbcF0X5XL5sq4oIpqt6Yl2giD4XQoREdEVcc/TemDwREREMyMIAlRVRafTuWJXUzgcxsbGBjqdzmW7oIhotizL4n4nIiJaaJIkwbIs7nlacQyeiIhophRFAYCrBkuyLENRFOzv7/Mig2iOxuMx9zsREdFC456n9cDgiYiIZioUCiGVSl1xyfhUsVhEMBhEqVTiyB3RnExH7YiIiBZVMBjknqc1wOCJiIhmTlVVmKaJwWBwxf8eDAaxtbWFwWCAer1+wtURrT7HcWDbNoMnIiJaeNM9T3wYuboYPBER0cxJkoRwOHzFJeOHPyabzaJWq101oCKimzMdY+WOJyIiWnTc87T6GDwREdHMCYIATdPQbrdh2/ZVPy6Xy0EURZRKpWt+HBEdj2VZAMCOJyIiWnjc87T6GDwREdFcKIoC13WveXqdIAjY2tqCZVmoVConVxzRimPwREREy4J7nlYfgyciIpqLcDh83SXjABCNRlEsFtFsNtHpdE6wQqLV8IIXvADf8A3fgPvuuw/f/M3fjC996UuwLAuu6+K//Jf/gjvvvBP/4l/8C/zQD/2Q36USERFdUSKR4J6nFRbyuwAiIlpdqqriwoULGA6HiMfj1/y4breLvb09iKLILg2iY3j44YehKAoA4JFHHsEDDzyAj33sY/jN3/xNSJKEr371qxAEgV2FRES0sCRJQqPRwHg8RjQa9bscmjEGT0RENDeJRMJbMn6t4EkQBGxubuLJJ5/E3t4eTp8+DUEQTrBSouU1DZ0AoN1uQxAEtNtt/OEf/iH29va8v0uFQsGnComIiK5tep3Y7/cZPK0gjtoREdHcCIIAVVWvu2QcAEKhEDY3N9Hr9WAYxglVSLQaXv7yl+PUqVP4xV/8Rbz//e/H2bNnoSgKXv/61+OZz3wmvvmbvxmf/vSn/S6TiIjoioLBIERR5J6nFcXgiYiI5kpVVTiOg3a7fd2PTSaT0DQNlUoFo9HoBKojWg3ve9/7sLu7i1/91V/F6173OkwmE5RKJXzd130d/vZv/xZvfvOb8f3f//2oVqt+l0pERHRFkiRxz9OKYvBERERzFQ6HkUwm0Ww2b+jjC4UCIpEISqUSHMeZc3VEq+VHfuRH8LnPfQ7pdBqBQAD/4T/8BwDAM57xDJw5cwZf/vKXfa6QiIjoyiRJwmQywXg89rsUmjEGT0RENHeqqmI4HGI4HF73YwOBALa2tmCaJmq12glUR7S8Wq0WyuWy978//OEPQ5Zl3HnnnXj+85+PP/3TPwUAnDt3DufOncPTnvY0v0olIiK6pumep16v53MlNGtcLk5ERHOXTCYRCoXQbDYhiuJ1P14UReRyOVSrVSQSCSQSiROokmj5tNttfN/3fR+GwyECgQBSqRR++7d/G7lcDr/zO7+DV77ylfjZn/1ZBAIBvP3tb8fm5qbfJRMREV3R4T1P6XTa73Johhg8ERHR3E2XjOu6jkKhgEDg+g23mUwGvV4PpVIJd955J4LB4AlUSrRcTp8+jb/5m78BAIxGIzz55JMoFAoIhULY2dnBZz/7WZ8rJCIiunGSJKHZbMJ1XZ5wvEI4akdERCfiOEvGgYOwanNzE47jYG9vj4smia6jWq0iHA5D0zS/SyEiIropiUQCtm3DNE2/S6EZYvBEREQnIhKJeE+xjvNrNjc30el00Gq15lcc0ZLr9XrodrvI5/M31FFIRES0iOLxOARBQL/f97sUmiFemRAR0YnRNA2DwQCj0eiGf40sy1AUBfv7+zzlhOgKXNdFpVKBKIqQZdnvcoiIiG5aIBDw9jzR6mDwREREJyaZTCIYDB6r6wkAisUigsEgSqUSR+6ILtFutzEajVAoFLgPg4iIlp4kSej3+7zmWyEMnoiI6MQEAgGoqopWqwXHcW741wWDQWxtbWEwGKBer8+xQqLl4jgOqtUqUqkUJEnyuxwiIqJbJkkS9zytGAZPRER0olRVhW3b6HQ6x/p1kiQhm82iVqthMBjMqTqi5aLrOizLQj6f97sUIiKimeCep9XD4ImIiE5UNBpFPB4/9rgdAORyOYiiiFKpdKyOKaJVNJlMUK/XoWkaotGo3+UQERHNxHTPU6/X87sUmhEGT0REdOI0TUO/3z92C7UgCNja2oJlWdjf359TdUTLoVarATgIZImIiFaJJEkYDAbc87QiGDwREdGJS6VSN7VkHDjomCoWi2g2m8ce1yNaFaZpwjAMZLNZhEIhv8shIiKaqemep+OchEyLi8ETERGduEAgAEVR0Gw2b2pkTlVVJJNJ7O3twbKsOVRItNgqlQrC4TDS6bTfpRAREc0c9zytFgZPRETki+mS8W63e+xfKwgCNjc3IQgC9vb22IZNa6Xf76Pb7SKfzyMQ4KUcERGtnkAggHg8zuBpRfBqhYiIfBGLxSCK4k2N2wFAKBTC5uYmer0eDMOYcXVEi8l1XVQqFYiiCFmW/S6HiIhobiRJQr/f5wPGFcDgiYiIfKNpGnq9Hsbj8U39+mQyCU3TUKlUuAOA1kK73cZwOEShUIAgCH6XQ0RENDeSJMFxHF7jrQAGT0RE5BtZlhEIBG666wkACoUCIpEISqXSTe2LIloWjuOgWq0imUxCkiS/yyEiIporURS552lFMHgiIiLfHF4yfrNt1IFAAFtbWzBN0ztenmgV6boOy7JQKBT8LoWIiGjuuOdpdTB4IiIiX6mqislkclNLxqdEUUQul0Oj0UCv15thdUSLYTKZoF6vQ9M0RKNRv8shIiI6EdzztBoYPBERka9EUUQsFrulcTsAyGQyiMfjKJVKsG17RtURLYZ6vQ4AyOVyPldCRER0chKJBBzHwXA49LsUugUMnoiIyHeapqHb7cKyrJv+HIIgYGtrC47joFwu88kYrQzTNKHrOrLZLEKhkN/lEBERnRjueVoNDJ6IiMh3sixDEIRb7nqKRCLY2NhAu91Gu92eUXVE/qpWqwiHw0in036XQkREdKIEQfDG7Wh5MXgiIiLfBYPBW14yPqUoCmRZRrlcxng8nlGFRP7o9/vodDrI5/MIBHjZRkRE60eSJAwGA3azLzFewRAR0UJQVRWWZc1kOfjGxgaCwSBKpRIvUmhpua6LSqWCWCwGWZb9LoeIiOhEjEYj3H///bjrrrtw77334vu///tx/vx5DIdDPPbYY/g3/+bf4N5778V9992Hz3zmM36XSzeAwRMRES0EURQRjUZvedwOOOig2trawmAwQKPRmEF1RCev0+lgOByiUChAEAS/yyEiIjoxDz74IJ544gk8/vjj+N7v/V489NBD6PV6+N7v/V788i//Mh5//HE8/PDDeOCBB7h4fAkweCIiooUgCAI0TUOn08FkMrnlzydJEjKZDKrVKi9IaOk4joNKpYJkMolEIuF3OURERCcmFovhRS96kffQ5V//63+NcrmM3d1d1Ot1fPu3fzsA4K677oKiKPjEJz7hZ7l0Axg8ERHRwlAUZSZLxqdyuRxisRh2d3fhOM5MPifRSTAMA5ZlIZ/P+10KERGRr970pjfhRS96EWKxGIrFIh5++GEAwGOPPYYnnngC58+f97dAui4GT0REtDCCwSBkWZ7JknEACAQCOHXqFCzLQqVSmUGFRPM3mUxQq9WgaRpisZjf5RAREfnm9a9/PZ588kn86q/+KgDg4Ycfxu/93u/hGc94Bt70pjfhOc95DkKhkM9V0vXwT4iIiBaKqqpotVro9/szGTGKRqMoFosol8tIJBJIpVIzqJJofur1OoCDjj0iIqJ19YY3vAF//Md/jEcffRTAwaEb9913Hz75yU96H/O0pz0NT3/60/0qkW4QO56IiGihxOPxmS0Zn1JVFclkEnt7ezPZH0U0L6ZpwjAMZDIZPsElIqK19cY3vhF/8Ad/gE996lNQFAWtVgvxeBy6rnsf8453vAOSJOHbvu3bfKyUbgSDJyIiWiiCIEBV1ZktGZ9+zs3NTQBAqVSayRgf0TxUq1UEg0FkMhm/SyEiIvJFqVTCa1/7WrRaLXzrt34r7r33XnzP93wPFEXB7/7u7+Kuu+7CnXfeif/9v/83HnnkEZ78ugQE9wauvjudDmRZRrvd5ogCERHN3WQywRNPPIF8Pj/TG/But4sLFy6gWCwinU7P7PMSzcJgMMDZs2exubkJVVX9LoeIiGgh1Go11Ot13HPPPQgGg36XQ4fcaFbEjiciIlo4oVAIqVRqZkvGp5LJJDRNQ6VSgWmaM/u8RLfKdV3s7+8jFotBURS/yyEiIloIruui1WpBlmWGTkuMwRMRES0kVVVhmiYGg8FMP2+hUEA4HMbu7i4cx5np5ya6WZ1OB8PhEIVCgSMDRERE/2QwGGA8HrMTeMkxeCIiooUkSRLC4fBMl4wDQCAQwKlTpzAajVCr1Wb6uYluhuM4qFQqSCQSMznJkYiIaFU0m02Ew2HE43G/S6FbwOCJiIgWkiAI0DQN7XYbtm3P9HOLooh8Po9Go4F+vz/Tz010XIZhwLIsFAoFv0shIiJaGLZto91uQ1VVdgMvOQZPRES0sBRF8Wb7Zy2TySAej6NUKs082CK6UbZto16vQ1VVxGIxv8shIiJaGJ1OB67rcvfhCmDwRERECyscDs9lyThw0FG1tbUF27ZRLpdn+rmJblStVoPrusjlcn6XQkREtFCazSYkSUIkEvG7FLpFDJ6IiGihqaqK0WiE4XA4888diUSwsbGBdrs9l64qomsZj8cwDAOZTAbhcNjvcoiIiBbG9IAZLhVfDQyeiIhooSUSibksGZ9SFAWyLKNcLmM8Hs/laxBdSbVaRTAYRCaT8bsUIiKihdJsNhEIBJBKpfwuhWaAwRMRES00QRCgqupcloxPbWxsIBgMolQqzXykj+hKBoMB2u028vk8AgFejhEREU1N93sqisL3yBXBP0UiIlp4iqLAcRy02+25fP5gMIitrS0MBgM0Go25fA2iKdd1UalUEIvFuDCViIjoEr1eD5PJhGN2K4TBExERLbxIJIJkMjm3cTsAkCQJmUwG1Wp1LvukiKY6nQ4GgwEKhQKPhyYiIrpEs9lENBrlaa8rhMETEREtBVVVMRwO5xoK5XI5xGIx7O7uwnGcuX0dWl+O46BarSKRSCCRSPhdDhER0UKZTCbodrtQVZUPZ1YIgyciIloKyWQSoVBorl1PgUAAp06dgmVZqFQqc/s6tL6azSbG4zEKhYLfpRARES2cdrsN13U5ir5iGDwREdFSmC4Zb7Vac+1GikajKBQKMAwD3W53bl+H1o9t26jValBVleMDREREV9BsNr2HjbQ6GDwREdHSUFV1rkvGpzRNQyKRQKlUwmQymevXovVRr9fhOA5yuZzfpRARES2c4XCI0WjEpeIriMETEREtjUgkAkmS5jpuBxx0V21tbQEA9vb24LruXL8erb7xeAxd15HJZBAOh/0uh4iIaOG0Wi2EQiEkk0m/S6EZY/BERERLRdM0DAYDjEajuX6dUCiEzc1NdLvduQddtPqq1SqCwSAymYzfpRARES0cx3HQarWgKAqXiq8gBk9ERLRUkskkgsHgiYRBqVQKmqZhf38fpmnO/evRahoMBmi328jlcggGg36XQ0REtHC63S5s2+ZS8RXF4ImIiJZKIBA4kSXjU4VCAeFwGLu7uyfy9Wi1uK6LSqWCaDTKnRVERERX0Ww2IYoiD99YUQyeiIho6aiqCtu20el05v61AoEATp06hdFohFqtNvevR6ul2+1iMBigUChwdICIiOgKLMtCr9fjA5oVxuCJiIiWTjQaRTweP7HdS6IoIp/Po9FooN/vn8jXpOU37XaSJAmJRMLvcoiIiBZSq9WCIAiQZdnvUmhOGDwREdFS0jQN/X7/xHYvZTIZxONxlEol2LZ9Il+TlpthGBiPx+x2IiIiugrXddFsNpFKpbgHcYUxeCIioqU0vUA5qa4nQRCwtbUF27ZRLpdP5GvS8rJtG7VaDYqiQBRFv8shIiJaSMPhEOPxmGN2K47BExERLZXRaIT7778f99xzD1760pfi3//7f4+vfvWrAIBarYbv/M7vxJ133omv//qvxxe+8IWZfu1IJIKNjQ202220Wq2Zfm5aLfV6HY7jIJ/P+10KERHRwmo2mwiHw5Akye9SaI4YPBER0dJ58MEH8cQTT+CLX/winve85+EVr3gFAODnfu7n8OxnPxtf+9rX8O53vxs/+IM/CMuyZvq1ZVmGLMsol8sYj8cz/dy0Gsb/f3v/HiNZft/1/69z6n6/nbp0d/Vlei67lqJ4iRTLgtiAZGywotiKbIiQABMvMeGPlZIIEP8BCk5AlpHlSBE4EDnfPwwxWSIR2yhgxYkiEBi0toIwO9PdM9PXqjp1v3RVdVfV+f2x6frNeGdme2a6+lR1Px/SSHZPT9Wre+dS/er35/05OVGtVpNlWfL5fG7HAQBgLk0mE7VaLSWTSY6kX3EUTwCAhRIMBvXxj39chmEoGAzqAx/4gB48eCBJ+u3f/m393b/7dyVJP/7jP67l5WX94R/+4YU+v2EYWl5elsfj0f7+vhzHudDHx+Irl8vyeDyyLMvtKAAAzK1Wq6XJZMIxu2uA4gkAsNC+9rWv6S/8hb+go6MjnZ6eqlAoTH9uY2NDu7u7F/6cHo9HKysrOj4+VrVavfDHx+Lq9/tqtVrK5XIsSQUA4BkajYYikYj8fr/bUTBjFE8AgIX1+c9/Xru7u/qFX/gF1ev1S33uaDQqy7JUqVTU7/cv9bkxnxzHUalUUiAQ4Lu3AAA8w8nJiY6Pj/n38pqgeAIALKQvfOELevPNN/Wtb31LGxsb8ng88ng8euutt9RqtTQej/XgwQOtra3NLEMul1MgEND+/r4mk8nMngeLodPpqNfrqVAosKsCAIBnaDQaMk1T8Xjc7Si4BBRPAICF88UvflFf+9rX9F/+y39RMplUOp3W8vKyfvInf1L/9t/+W+3t7enrX/+6dnd39eqrr6rX682kGDJNU8ViUScnJyqVShf++FgcZ9NOkUhE0WjU7TgAAMwtx3HUbDaVSCRkmlQS14HhnGMrarvdViKRUKvVopEEALhqf39fq6ur2tzcVCwWkyQFAgH9j//xP1Qul/U3/sbf0M7Ojrxer/7JP/kn+tEf/VGNx2OZpjktBSKRiAKBwIVNpdRqNR0dHWl9fX2aCdfL2e+BmzdvKhQKuR0HAIC51e129eDBA21ubiocDrsdBy/hvF2R9xIzAQDw0orF4lNvksvn8/r93//9x97mOI4Gg4G63a663a5KpZIcx5HX61U0Gp3+8Hpf/J/EdDqtTqejg4MD3bp166UeC4tnPB6rUqkomUxSOgEA8B4ajYYCgQD/Zl4jvDIGAFxphmEoFAopFAopm81qMpmo1+tNi6hmsylJCgaD0xIqHA4/1+i3YRhaWVnR1taWDg4OtLa2xo6fa6RarWoymSifz7sdBQCAuTYej9Vut5XL5XitdI1QPAEArhXTNBWLxaZH4k5PT9XtdtXr9dRsNlWtVmUYxmPH8oLB4Hu+OPL5fFpZWdHu7q4ajYbS6fRlfDhw2cnJiarVqizLks/nczsOAABzrdlsynEcJZNJt6PgElE8AQCuNZ/Pp1QqpVQqJcdxNBwOp9NQ5XJZjuPI4/E8dizvaQVDPB5XKpXS0dHRdI8UrrZKpSLTNGVZlttRAACYe81mU7FYjG/WXDMUTwAA/CnDMBQMBhUMBmVZliaTiY6Pj6dFVKvVkvTOMvOzEioSiTx2LG9paUm9Xk/7+/va3NxkjPwK6/f7ajabWlpaksfjcTsOAABzbTAYqN/va21tze0ouGQUTwAAPIVpmtOCSZJGo5F6vZ46nY7a7bZqtZoMw1A4HJ4ezQuFQioWi9rZ2VGlUmHvzxXlOI5KpZICgQDHKgEAOIdGozGdIsf1QvEEAMA5eb1eJRIJJRIJOY6jk5OT6TRUtVpVpVKRx+NRJBJRLBaTbdvTqShcLWd7wVgkDwDAe3McR81mU8lk8rkucMHVQPEEAMALMAxDgUBAgUBAmUxGjuM8diyv3+9Lku7fv69kMql4PK5IJMKRrCvgbNrprGAEAADP1ul0NB6PlUql3I4CF1A8AQBwAc5uwotEIsrn8xqPx2o2mzo6OlK73Vaz2ZSk6bG8WCymUCjEtMwCajQaGg6HKhaL/PcDAOAcGo3GdI8mrh+KJwAAZsDj8SiTycg0TR0cHGhpaUmGYajb7apWq8m2bZmmOd0NFY1G5ff7KTLm3Hg8VqVSUSKRUCgUcjsOAABz7/T0VJ1OR0tLS25HgUsongAAmKFkMqlOp6Nyuaxbt24pnU7LcRz1+/3psbyjoyNJks/ne+y2PK+Xf6bnTbVa1Xg8Zmk8AADn1Gq1ZBiGksmk21HgEl7RAgAwQ4ZhaGVlRffu3dPBwYE2NjamN+GFw2HlcjmNx2P1ej31ej11u101Gg1JUigUmpZQ4XCYZZwuOz09VbVaVSaTkd/vdzsOAABzz3EcNRoNxeNx9lxeYxRPAADMmMfjUbFY1IMHD1Sr1WRZ1rt+Ph6PKx6PS3qn4DibhqrX67Jte7pD6mwiKhAIcCzvkpXLZZmmqWw263YUAAAWQr/f13A4VKFQcDsKXETxBADAJYhGo7IsS+VyWZFI5Jn7gXw+n1KplFKplBzH0WAwmBZR5XJZpVJJXq93WkJFo1GO5c1Yv99Xs9nU0tIS37EFAOCcGo3G9DULri9epQIAcElyuZy63a729/d18+bNcx2dMwxDoVBIoVBI2WxWk8nksWN5Z7flBYPB6bG8SCTCsbwL5DiOSqWS/H6/0um023EAAFgIk8lErVZLmUyGKe1rjuIJAIBLYpqmisWitre3VSqVtLy8/EKPEYvFFIvFJEmj0Wg6DdVsNlWtVqc7pM6moYLBIC/4XkK321Wv19Pa2hqfRwAAzqndbmsymbBUHBRPAABcpmAwqEKhoKOjo8cKpBfl9XqVTCaVTCblOI6Gw+G0iKpUKiqXy/J4PI8dy/P5fBf00Vx9Z9NO4XD4pf9bAQBwnTQaDYXDYQUCAbejwGUUTwAAXLJ0Oq1Op6ODgwPdunXrwvYzGYahYDCoYDAoy7I0mUx0fHw8ndg5ODiQJAUCgceO5bGz6OkajYaGw6E2NzeZdgIA4JxOTk7U6/W0srLidhTMAYonAAAumWEYWllZ0dbWlg4ODmZ2hMs0zemUk/TOsbyz3VDtdlu1Wm26Q+rs/UKhEAXLnxqPx6pUKkokEgqHw27HAQBgYTSbTZmmqUQi4XYUzAGKJwAAXODz+bSysqLd3V01Go1LWVrt9XqVSCSUSCTkOI5OTk6mx/Kq1aoqlYo8Ho8ikci0iPL7/TPPNa+q1arG47Hy+bzbUQAAWBiO46jRaCgej3PZCSRRPAEA4Jp4PK5UKqWjoyNFIpFL3YFgGIYCgYACgYAymYwcx3nsWN7h4aEkye/3T0uo63Qs7/T0VNVqVZlM5lqXbwAAPK9er6fT01OlUim3o2BOUDwBAOCiQqGgXq+n/f19V/cIGYYx3fkkvXPM7OxYXrfbVb1el6THjuWFw+EreyyvUqnINE1ls1m3owAAsFAajYb8fj/H1DFF8QQAgIs8Ho+KxaJ2dnZUqVTm5liXx+NRPB5XPB6XpMeO5dXrddm2LdM033Us7yoUUYPBQI1GQ0tLS9dmwgsAgIswHo/VbreVy+WuxGsCXAyKJwAAXBYOh5XL5VSpVKZH2uaN3+9XOp1WOp2W4zjq9/vTY3mlUkmO48jn8z12LO+ibuu7bKVSSX6/nyMCAAA8p1arJcdxlEwm3Y6CObKYrwgBALhistmsut2u9vf3devWrbmetDEMQ+FweDpCPx6Pp/uhut2uGo2GJCkYDD52LG8RFox2Oh11u12trq4uRF4AAOZJo9FQNBqVz+dzOwrmCMUTAABzwDAMFYtFbW1t6ejoSMVi0e1I5+bxeBSLxRSLxSS9s5j70RKqWq1Od0idFVGBQGDuRvAdx1G5XFY4HJ4eMQQAAOczGAzU7/e1urrqdhTMGYonAADmhN/v19LSkg4ODhSLxZRIJNyO9EJ8Pp9SqZRSqZQcx9FgMFCv11On01G5XFapVJLX650eyZuX74w2m00NBgNXl7wDALComs3m9JtRwKMongAAmCPJZFKdTkeHh4cKh8NzUci8DMMwFAqFFAqFZFmWJpPJY8fyms2mJCkQCDy2H+qyj7lNJhOVy2UlEglu4QEA4Dk5jqNms6lEIsFRdbwLxRMAAHPEMAwtLy9ra2tL+/v72tjYuFLTN6ZpTgsmSRqNRtMSqtVqqVarTXdInb1fMBic+eegWq1qPB7Pza2CAAAskk6no9FoxMUceCKKBxr+VwAAO1xJREFUJwAA5ozX61WxWNSDBw9Uq9VkWZbbkWbG6/UqmUwqmUzKcRwNh8PpbXm2batcLsvj8Tw2DeX3+y80w+npqarVqtLp9IU/NgAA10Gz2VQwGFQoFHI7CuYQxRMAAHMoGo0qk8moXC4rEolcixdyhmEoGAwqGAxOj+X1+/3pRNTBwYGkd3ZhPVpEvewNgJVKRYZhKJfLXcSHAQDAtTIajdRut7W0tOR2FMwpDl8CADCn8vm8AoGA9vf3NZlM3I5z6UzTVCQSUT6f182bN/Xqq69qdXVVkUhEnU5Hu7u7+sEPfqCdnR1VKhUdHx/LcZx3Pc4bb7wxPbL4ve99b/r2e/fu6YMf/KD+3J/7c/rrf/2v6//9v/93iR8dAABXQ7PZlGEYC3spCmaPiScAAOaUaZoqFova3t5WuVy+9t9J9Hq9SiQSSiQSchxHJycn02N51WpVlUrlsR1SkUhEgUBAn/rUp/QP/sE/0E/8xE889nif+9zn9KlPfUo/9VM/pe9973v6zGc+o+9+97sufXQAACwex3HUaDQUi8Xk9VIv4MmYeAIAYI4Fg0EVCgXVajV1Oh2348wNwzAUCASUyWS0tram973vfdrc3JRlWRqNRjo8PNS9e/f09ttv6+bNm++62rlSqeh//a//pY985CPK5/P69Kc/rb29PW1tbbn0EQEAsHgGg4GGwyFLxfFMVJIAAMy5dDqtTqejg4MD3bp1i+8oPsHZTXjhcFi5XE7j8Vi9Xm+6H6rRaOj09FR7e3taWlrS3bt3ZVmWYrGY4vG4DMPQ2tqadnd3devWLbc/HAAAFkKj0ZDX653eVgs8Ca9cAQCYc4ZhaGVlRVtbWzo4ONDa2poMw3A71lzzeDyKx+OKx+OSpJOTE3k8Hvl8PtXrdR0eHspxHOVyOT6XAAC8gMlkomazqXQ6zb+leCaO2gEAsAB8Pp9WVlbU6XTUaDTcjrNw/H6/TNNUoVDQq6++qg984AOybXv6uXQcR7u7u1pbW3M5KQAAi6HT6WgymXDMDu+J4gkAgAURj8eVSqVUKpU0HA7djrOwDMPQjRs39P73v1+/9Vu/pcFgoN/5nd9RsVjkmB0AAOfUaDQUDocVCATcjoI5R/EEAMACKRQK8nq92t/fl+M4bsdZCJ/73OdULBa1v7+vj33sY9Ny6Td+4zf0H/7Df9D73vc+/eqv/qp+8zd/0+WkAAAshrObZZPJpNtRsAAM5xyvWtvtthKJhFqt1nRXAgAAcMfx8bF2dnaUzWaVz+fdjrPQWq2W9vb2tL6+/q6b7wAAwJNVKhXZtq1XX31VHo/H7ThwyXm7IiaeAABYMGc3t9m2rePjY7fjLLR4PK5wOKxSqcQEGQAA5+A4jprNphKJBKUTzoXiCQCABZTNZhUKhbS3t6fxeOx2nIVlGIaWlpY0HA5Vr9fdjgMAwNw7Pj7WyckJS8VxbhRPAAAsIMMwtLq6qvF4rKOjI7fjLLRQKKRUKqVKpaLRaOR2HAAA5lqj0ZDP51M4HHY7ChYExRMAAAvK7/draWlJzWZTrVbL7TgLLZfLyXEc2bbtdhQAAObWeDxWu91WKpWSYRhux8GCoHgCAGCBJZNJxeNxHR4e6vT01O04C8vn8ymbzapWq2k4HLodBwCAudRutzWZTLjNDs+F4gkAgAVmGIaWl5dlGIb29/dZkP0SMpmMfD6fSqWS21EAAJhLjUZDkUhEfr/f7ShYIBRPAAAsOK/Xq2KxqF6vp1qt5nachWWapgqFgjqdjjqdjttxAACYK8PhUMfHxywVx3OjeAIA4AqIRqPKZDIql8saDAZux1lY8Xhc4XBYpVKJ6TEAAB7RaDRkmqbi8bjbUbBgKJ4AALgi8vm8/H6/9vb2NJlM3I6zkAzD0NLSkobDoer1uttxAACYC47jqNlsKplMyjSpEfB8+B0DAMAVYZqmVldXdXJyonK57HachRUKhZRMJlWpVDQej92OAwCA67rdrkajEcfs8EIongAAuEKCwaDy+bxqtZq63a7bcRZWPp+X4ziqVCpuRwEAwHWNRkOBQEDBYNDtKFhAFE8AAFwxmUxGkUhE+/v7Go1GbsdZSD6fT9lsVrVaTcPh0O04AAC4ZjQaqdPpKJVKyTAMt+NgAVE8AQBwxRiGoWKxKMdxdHh4yJLsF5TJZOTz+VQqldyOAgCAa1qtlhzHUTKZdDsKFhTFEwAAV5DP59Py8rLa7baazabbcRaSaZoqFArqdDrqdDpuxwEAwBWNRkOxWExer9ftKFhQFE8AAFxRiURCyWRSR0dHHBd7QfF4XOFwWKVSickxAMC10+/3NRgMWCqOl0LxBADAFba0tCSv16v9/X2KkxdgGIaWlpY0HA5Vr9fdjgMAwKVqNpvyer2KxWJuR8ECo3gCAOAK83g8KhaL6vf7sm3b7TgLKRQKKZlMqlKpaDweux0HAIBLMZlM1Gw2lUwmWSqOl0LxBADAFRcOh5XNZlWpVHR8fOx2nIWUz+flOI4qlYrbUQAAuBSdTkfj8Zil4nhpFE8AAFwDuVxOoVBI+/v7TO28AJ/PJ8uyVKvV2JcFALgWms2mQqGQgsGg21Gw4CieAAC4BgzDULFY1Gg00tHRkdtxFpJlWfL5fCqVSm5HAQBgpk5PT9XpdFgqjgtB8QQAwDURCAS0tLSkZrOpVqvldpyFY5qmCoWCOp2Out2u23EAAJiZZrMpwzCUSCTcjoIrgOIJAIBrJJlMKh6P6/DwUKenp27HWTjxeFzhcFhHR0fcEggAuJIcx1Gj0VA8HpfH43E7Dq4AiicAAK4RwzD02c9+Vp/85Cf1/ve/Xx/60If01ltvaTAY6JOf/KTu3Lmj97///fpLf+kvaWtry+24c8cwDC0tLWk4HKrRaLgdBwCAC9fv93VycsIxO1wYiicAAK6Zr3/96/rf//t/67d/+7f1+uuv6zOf+Ywk6ed+7uf09ttv6/vf/74+8YlP6PXXX3c36JwKhUJKJpMql8ssagcAXDmNRkM+n0+RSMTtKLgiKJ4AALhmksmkotGoMpmM9vf3JUnBYFAf//jHZRiGJOmDH/ygHjx44GLK+ZbP5zWZTFSpVNyOAgDAhZlMJmq1Wkomk9PXBMDL8rodAAAAXL6/+Tf/pv7gD/5Ao9FIX/nKVzSZTGSa///vR33pS1/SJz7xCRcTzjefz6dsNivbtpVOpxUIBNyOBADAS2u1WppMJhyzw4WieAIA4Br6rd/6LUnSb/zGb+hf/It/oddee03Ly8syTVOf//zntbW1pW9/+9sup5xvlmWp0WioVCppfX3d7TgAALy0ZrOpSCQiv9/vdhRcIRy1AwDgGnv99df13e9+Vw8ePNDbb7+tf/yP/7HefPNNfetb31I4HHY73lwzTVP5fF6dTkfdbtftOAAAvJSTkxP1ej2mnXDhKJ4AALhGms2mDg8Pp///d3/3d5XJZJTJZPTVr35VX//61/XlL39Zw+FQo9HIxaSLIZFIKBQK6ejoSI7juB0HAIAX1mg0ZJqm4vG421FwxXDUDgCAa6TVaunTn/60+v2+TNNUNpvV7/3e72k8Huuf//N/ro2NDb3++usaj8fy+/36/d//fWUyGfl8PrejzyXDMLS0tKSdnR01Gg2l02m3IwEA8Nwcx1Gz2VQikXhs5yNwESieAAC4RtbX1/U//+f/fNfbHcfR3bt35fP5tLGxodFopGq1qnq9rlqtplQqJcuy2PnwBOFwWMlkUuVyWYlEQh6Px+1IAAA8l16vp9PTU47ZYSaoMgEAgAzDUC6XU7fbVa/Xk9frVaFQ0CuvvKJsNqtWq6V79+7p4OBAw+HQ7bhzJ5/PazKZyLZtt6MAAPDcGo2GAoGAQqGQ21FwBVE8AQAASVI8HlcwGFS5XJ7uK/J4PMrlcrpz545yuZw6nY7u3bunvb09DQYDlxPPD5/Pp2w2q1qtRjEHAFgo4/FY7XZbyWRShmG4HQdXEMUTAACQ9M7UUz6f1/HxsTqdzmM/5/F4lM1mdefOHS0tLanX62lra0u7u7vq9/suJZ4vlmXJ6/WqVCq5HQUAgHNrNptyHEfJZNLtKLiiKJ4AAMBUNBpVJBJRpVJ54i1tpmkqk8nozp07Wl5e1mAw0Pb2th48eKDj42MXEs8P0zSVz+fV6XTU7XbdjgMAwLk0m03FYjEuEsHMUDwBAICps6mnwWCgVqv11PczTVPpdFq3b99WsVjU6empdnZ2dP/+fXW73SeWVtdBIpFQKBRSqVS6tp8DAMDiGAwG6vf7LBXHTFE8AQCAx4TDYcVisadOPT3KMAwlk0ndunVLq6urGo/HevDggXZ2dtTpdK5d+WIYhpaWljQYDNRoNNyOAwDAMzUaDXk8HkWjUbej4AqjeAIAAO+Sz+d1cnJy7vLEMAwlEgndvHlT6+vrkqSHDx9qe3tbrVbrWhVQ4XBYiURC5XJZ4/HY7TgAADyR4zhqNptKJpMyTaoBzA6/uwAAwLsEg0ElEglVKhVNJpNz/zrDMBSLxbS5uamNjQ15PB7t7e1pa2trurz0OigUCppMJrJt2+0oAAA8UafT0Xg85pgdZo7iCQAAPFE+n9doNFKtVnvuX2sYhqLRqG7cuKHNzU35/X7t7+/r7t27qtfrz1VmLSKfz6dsNqtarabhcOh2HAAA3qXRaCgYDCoYDLodBVccxRMAAHgiv9+vdDqtarX6UkfGwuGw1tfXdfPmTYVCIR0eHuru3buq1WpXuoCyLEsej0flctntKAAAPGY0GqnT6TDthEtB8QQAAJ4qm81qMpmoWq2+9GOFQiGtra3p1q1bikajOjo60t27d2Xb9pXchWSapgqFgtrttrrdrttxAACYajab0/2MwKxRPAEAgKfy+XzKZDKq1WoajUYX8pjBYFDFYlG3b9+e3p539+5dVSqVK1dAJRIJhUIhlUqla7PfCgAw3xzHUaPRUDwel9frdTsOrgGKJwAA8EzZbFaSVKlULvRxA4GAVlZWdPv2bSUSCdm2rbffflulUunCSi63GYahpaUlDQaDc98QCADALPX7fQ2HQyWTSbej4JqgeAIAAM/k8XhkWZYajYZOTk4u/PH9fr+Wl5f1yiuvKJ1Oq16v6+2339bR0ZFOT08v/PkuWzgcViKRULlcvnITXQCAxdNsNuX1ehWNRt2OgmuC4gkAALyns0XZFz319Civ16tCoaA7d+5Mi667d+/q4OBgJoXXZcrn85pMJrJt2+0oAIBrbDKZqNlsKpVKyTAMt+PgmqB4AgAA78k0TWWzWTWbTQ0Gg5k+l9frVT6f1yuvvKJcLqd2u627d+9qf39fw+Fwps89K36/X5ZlqVarLXyJBgCYf2+88YY2NjZkGIa+973vTd/+kY98RJ/85Cf10Y9+VB/60If01ltvuRcS1wbFEwAAOJdUKiWfzzfTqadHeTweZbNZvfLKKyoUCup2u7p37552d3fV7/cvJcNFymaz8ng8KpVKbkcBAFxxn/rUp/THf/zHWl9ff+zt//Jf/kv95//8n/X9739fv/iLv6jPfOYz7gTEtULxBAAAzsU0zekE0vHx8aU+r2VZunPnjpaXl9Xv97W9va2HDx9eao6XZZqmCoWC2u22er2e23EAAFfYhz/8YRWLxcfednJyIo/Ho1QqJUlqtVoct8Ol4O5EAABwbslkUtVqVeVyWTdu3LjU5zZNU+l0WqlUSs1mU7Zta2dnR5FIRLlcTpFI5FLzvIhEIqFaraajoyPdvHmTF/wAgEvTbDZlmqbeeOMNfec735EkffOb33Q3FK4FJp4AAMC5GYahfD6vXq+nbrfrWoZUKqXbt29rdXVV4/FY9+/f187OjjqdjhzHcSXXeRiGoaWlJQ0GAzWbTbfjAACuieFwqGazqXg8rv/v//v/tLe3p1/+5V/WP/yH/9DtaLgGKJ4AAMBzicViCoVCKpfLrpY8hmEokUjo5s2bWltbk+M4evjwoba3t9Vut+e2gAqHw0okEiqXyxqPx27HAQBccZVKRffu3ZPH41GhUJi+/W/9rb+lP/iDP1CtVnMxHa4DiicAAPBczqae+v2+Op2O23FkGIbi8bg2Nze1sbEhj8ej3d1dbW1tqdlszmUBlc/nNR6PZdu221EAAFfQeDxWuVzW6emput2u8vm8UqnUYxeE/O7v/q4ymYzS6bSLSXEdsOMJAAA8t2g0qkgkonK5rFgsNhe7igzDUDQaVTQaVa/Xk23b2t/fV6VSUTabVTKZnIuckuT3+2VZlqrVqtLptPx+v9uRAABXwGQyUb1e19/7e39Pf/RHf6Rqtaqf//mfVywW07e//W19+tOfVr/fl2maymaz+r3f+725+bcRV5fhnOPbgO12W4lEQq1WS/F4/DJyAQCAOXd8fKydnR2trKxMb8iZN/1+X7Ztq91uy+fzybIspVIpmab7Q9+TyUR3795VOBzW2tqa23EAAAvMcRw1m02Vy2WNRiOlUinlcjn5fD63o+EKO29XxMQTAAB4IeFwWPF4XJVKRYlEYi7KnB8WCoW0tramwWAg27Z1dHQk27ZlWZbS6bSrmU3TVD6f18HBgXq93kLcygcAmC+O46jT6ahcLms4HCoejyufzysQCLgdDZiav1eIAABgYeRyOZ2enqrRaLgd5ZmCwaBWV1d1+/ZtRaNRlUolvf3226pUKq4u+E4mkwqFQjo6OprLXVQAgPnV6/W0s7Oj3d1deb1ebW5uam1tjdIJc4eJJwAA8MKCwaCSyaRs256bI2zPEggEVCwWlcvlVK1WZdu2qtWqMpmMMpmMvN7LfWlkGIaWlpa0s7OjZrM5t0cWAQDzYzAYqFQqqdvtKhgMamNjQ9Fo1O1YwFNRPAEAgJeSy+XUarVUrVaVy+XcjnMufr9fy8vLymazqlarqtVq00XflmVd6k6McDisRCKhcrmseDwuj8dzac8NAFgcJycnKpfLarVa8vv9Wl1dVTweZzk45h7FEwAAeCl+v1+pVGpa3Fz21NDL8Pl8WlpaUjabVa1WU61WU71eVyqVkmVZl3bbXD6f171791StVpXP5y/lOQEAi2E0GqlSqajRaMjj8Wh5eVmpVIrCCQtjcV4ZAgCAuZXL5dRsNlWtVlUoFNyO89y8Xq/y+bwsy3qsgEomk8pmszPfl+H3+2VZlqrVqlKp1KUVXgCA+TUej6dTuZKUzWZlWdbcH2sHfhjFEwAAeGler1eZTGa6L2lRr2/2eDzK5XLKZDJqNBqqVqtqNptKJBLKZrMKBoMze27LstRoNFQqlbS2tjaz5wEAzLfJZKJGo6FKpaLJZKJ0Oq1sNrtQE8XAo/idCwAALoRlWarX67JtW8vLy27HeSkej0eWZSmdTk8LqK2tLcViMeVyOYVCoZk8Zz6f18HBgXq9niKRyIU/BwBgfjmOo1arpXK5rNPTUyWTSeVyOaZgsfAongAAwIU4K2vK5bIymcyVuM7ZNE1lMhml02k1m03Ztq3t7W1Fo1Fls9kLL4eSyaRqtZqOjo508+ZN9ncAwDXgOI663a7K5bIGg4FisZjW19dnOmULXCYOhwIAgAuTyWTk9XpVqVTcjnKhDMNQKpXS7du3VSwWdXp6qvv372tnZ0fdbleO41zY8ywtLWkwGKjZbF7IYwIA5tfx8bHu37+vhw8fyjRNbW5uUjrhymHiCQAAXBjTNJXL5XR4eDjznUhuMAxDyWRSiURCnU5Htm3rwYMHCoVCymazisViLz2lFIlElEgkVC6XFY/H5fF4Lig9AGBeDAYDlctldTodBYNBra+vKxqNMumKK4mJJwAAcKHObmUrl8tuR5kZwzAUj8en35k2DEO7u7va3t5Wq9V66QmofD4/vc0IAHB1nJycaH9/X1tbWxoMBioWi7p58+aFfOMCmFdMPAEAgAtlGIZyuZz29/d1fHyscDjsdqSZMQxDsVhMsVhMvV5PlUpFe3t78vv9ymazSiaTL/SFhN/vl2VZqlar0yIPALC4RqORbNtWvV6XaZpaWlpSKpWSaTILgquP3+UAAODCJRIJBYNBlcvlC9t/NO8ikYhu3Lihzc1NBQIBHRwc6O7du6rX65pMJs/9eJZlyePxXOnJMQC46iaTiSqViu7evatGo6FsNqs7d+4ok8lQOuHaYOIJAABcuLOpp93dXXW7XcViMbcjXZpwOKz19XX1+33Ztq3Dw0NVKhVZlqV0On3uLzQ8Ho/y+bwODg6UTqcv/AY9AMDsOI6jer0u27Y1Ho+VTqeVzWbl9fIlOK4fftcDAICZiMViCofDKpfL13JhaigU0tramobDoWzbVqlUkm3b0wLqPEvDk8mkarWaSqWSNjc3r93nEAAWjeM4arfbKpfLOjk5USKRUD6f58g0rjVm+wAAwEwYhqF8Pq/BYKB2u+12HNcEAgEVi0XduXNHiURClUpFb7/9tsrlskaj0TN/rWEYWlpaUr/fV7PZvJzAAIAX0u12tb29Pd31d+vWLa2urlI64dpj4gkAAMxMJBJRNBpVuVxWPB6/1hM7fr9fy8vLymazqlarqlarqtVqSqfTsizrqccvIpGI4vH49HN4nkkpAMDl6ff7KpVK6vV6CoVCunHjBsejgUcw8QQAAGYqn8/r5OSEiZ0/5fP5tLS0pFdeeUXpdFr1el1vv/22Dg8PdXJy8sRfUygUNB6PVa1WLzktAOBphsOhdnd3tb29rdFopLW1NW1ublI6AT+EiScAADBToVBI8XhclUpFiUSCW3z+lNfrVaFQUDabVa1WU61WU6PRUDKZlGVZCgQC0/f1+/3KZDKqVqtKpVIc2wAAF52enqpSqajRaMjn82llZUXJZPJaT/UCz0LxBAAAZi6fz+vevXuq1+uyLMvtOHPF4/Eol8spk8moXq+rWq2q0WgokUgom80qGAxKkrLZrJrNpsrlslZXV11ODQDXz3g8lm3bqtVqMk1ThULhuW4rBa4riicAADBzgUBAqVRKtm0rlUqxp+gJPB6PstmsMpmMGo2GbNtWq9VSPB5XNptVKBRSPp/XwcGBMpmMwuGw25EB4FqYTCaq1WqqVquaTCayLEuWZfFvGXBOFE8AAOBSnE3s1Go15XI5t+PMLdM0lclklEql1Gw2Va1Wtb29rVgsJsuyFAwGdXR0pM3NTY51AMAMOY6jRqOhSqWi0WikdDqtbDYrn8/ndjRgoVA8AQCAS+H3+5VOp1WtVpVOp596ixveYZqm0um0UqmUWq2WbNvW/fv3FQwG1e/31Ww2lUql3I4JAFeO4zhqt9uqVCoaDodKJBLK5XKP7d4DcH684gMAAJcmm81Oj5EtLS25HWchGIahZDKpRCKhdrst27YlSQcHBzJNU/F4nMknALgg3W5X5XJZ/X5fkUhExWJRoVDI7VjAQqN4AgAAl8br9U5vZ7Msi+MKz8EwDCUSCcXjcTUaDR0eHmpvb0/BYFDZbJYCCgBeQr/fV7lcVrfbVSgU0sbGhqLRqNuxgCuB4gkAAFwqy7JUr9dVqVS0srLidpyFYxiG0um0hsOharWaDMPQ3t6eAoGAstmsEokEBRQAnNPJyYnK5bJarZb8fr9WV1cp8oELRvEEAAAu1dntbaVSSZZlsTPjBeVyuekXSktLS7JtW/v7+6pUKrIsS8lkkiu+AeApRqORKpWKGo2GPB6PlpeXlUqlKJyAGaB4AgAAl+5syXilUtHq6qrbcRaSx+NRLpfT4eGhMpmM1tfX1e/3Zdu2Dg8PZdu2LMtSKpWigAKAPzUej1WtVlWr1SS9U+JnMhn+ngRmiOIJAABcOtM0p6WJZVksbn1BqVRK9XpdR0dH2tzcVCgU0tramgaDgWzb1tHRkWzbViaTUTqdlsfjcTsyALhiMpmoXq/Ltm1NJhNlMhlZlsUNq8AloNYFAACuSKVS8vv9KpfLbkdZWIZhqFAoqN/vq9VqTd8eDAa1urqq27dvKxaLqVKp6O7du6pUKhqPxy4mBoDL5TiOGo2G7t27p1KppHg8rjt37qhQKFA6AZeEP2kAAMAVhmEon89rb29PvV5PkUjE7UgLKRqNKh6Pq1Qq6bXXXlMgEJhOkP2jf/SP9Nf+2l9TNptVtVqVbduqVqtKp9N8px/AleY4jjqdjsrlsobDoeLxuNbX1xUMBt2OBlw7vNoAAACuicfjCgaDKpfLunHjBktdX1A+n9fW1pYmk4n+/b//93rttdce+3m/36/l5WXlcjlVq1XV63XVarVpAeXz+dwJDgAz0Ov1VC6XdXx8rEgkopWVFYXDYbdjAdcWxRMAAHDN2dTTw4cP1e12FYvF3I60kAKBgDKZjMbjsU5PT5/6fl6vV4VCQZZlqVarqVarqV6vK5VKybIs+f3+S0wNABdrMBioXC6r0+koGAxqfX1d0WiUb2oALjMcx3He653a7bYSiYRarZbi8fhl5AIAANeE4zi6f/++JpOJbt68yRcIL2g8HmttbU3xeFxer1cf+MAH9Ku/+qvKZrPP/DX1el3ValXj8VjJZFLZbFaBQOASkwPAyzk5OVGlUlGz2ZTP51M+n1cikeDfE2DGztsVUTwBAADX9Xo93b9/X8ViUclk0u04C+v73/++PB6PisWifuVXfkV/8id/om9+85vv+evObnuqVqsajUZKJBLKZrPsQgEw10ajkWzbVr1en96WmkqlZJrcoQVcBoonAACwUB4+fKjhcKjbt2/zXeoX0O12dXh4qNPTU3m9XkUiEb3vfe9Tp9M592NMJhM1m03Ztq3T01PFYjFls1l2owCYK+PxWLVaTdVqVZJkWZYymYw8Ho/LyYDr5bxdETueAADAXMjlctre3laj0VA6nXY7zsI4PT1VqVTS0dGR/H6/Njc3tb+/r3/1r/6V/syf+TPP9VimaSqdTiuVSk0LqJ2dHUUiEeVyOW4eBOAqx3FUr9dl27bG47HS6bSy2Sw3dAJzjj+hAABgLoRCISUSCVUqFSWTSY5KvIezL8DK5bIMw5DP59Pf/tt/W+PxWOPxWLlcTl/60pde6LENw1AqlVIymVS73ZZt27p//77C4bCy2SzLegFcKsdx1Gq1VKlUdHJyomQyqVwux4UIwIKgeAIAAHMjl8vp3r17qtfrsizL7Thz6/j4WIeHhxoMBkqlUsrn8/J6vXrrrbem73N4eKhGo6F+v69QKPRCz2MYhhKJhOLxuDqdjmzb1sOHDxUKhZTNZhWLxSigAMyM4zjqdrsql8saDAaKxWJaW1tj/xywYCieAADA3AgEAkqlUrJtW6lUin0dP2Q8HqtcLqterysYDGpzc/Op+5cKhYKOj4+1u7urW7duvdTn0jAMxeNxxWIx9Xo9VSoV7e7uKhAIKJvNcnsUgAt3fHyscrmsXq+ncDisGzducNwXWFAUTwAAYK7kcjk1m01Vq1Xl83m348wFx3HUbDZVKpXkOI6WlpaUTqefWfaYpqnV1VVtb2/r4OBAq6urL10OGYahaDSqaDSqXq8n27a1v7+vSqWibDarZDJJAQXgpQyHQ5XLZbXbbQUCAa2trTFdCSw4iicAADBXfD6fMpmMarWaMpnMtV8aOxgMdHh4qOPjYyUSCRUKBfl8vnP92kAgoJWVFe3t7aleryuTyVxYrkgkokgkon6/r0qlooODA1UqFVmWxXXmAJ7b6empKpWKGo2GfD6fVlZWKLOBK+J6v5IDAABzybKs6c1FS0tLbsdxxXg8lm3bqlar8vv92tjYUDQafe7HSSQS6vV6KpVKCofDL7zv6WlCoZDW19c1GAxk27aOjo5k27Ysy1I6naaAAvBMZ3/X1Wo1maapQqHA3x3AFUPxBAAA5o7X65VlWbJtW5lM5lrdXOQ4jjqdjo6OjjQajZTL5WRZ1kt9EVYoFNTv9y9k39PTBINBra6uKpfLybZtlUql6X+/TCbDvi4Aj5lMJqrVarJtW47jyLIsWZbF3xXAFWQ4juO81zu1220lEgm1Wi3F4/HLyAUAAK658Xisu3fvKhaLqVgsuh3nUpycnOjo6EidTkfRaFTLy8sXVrqdnJxoa2tL0Wj0QvY9nef5qtWqGo2GDMOYFlDX/egkcN05jqNGo6FKpaLRaKR0Oq1sNnvuI8QA5sd5uyL+5QcAAHPJ4/Eol8vp6OhIlmVd6euzJ5OJqtWqbNuW1+udyTJdv9+vYrGo3d3dC9/39LTnW15eVjabVbVaVbVaVa1WUzqdViaT4YtM4JpxHEftdlvlclknJydKJBLK5XIKBAJuRwMwYxRPAABgbqVSKVWrVVUqFa2trbkdZya63a4ODw91cnIiy7KUzWZndtQkHo8rk8moVCopFAopHA7P5Hke5fP5tLS0pGw2q1qtNv2RSqVkWda1OkYJXFfdblflcln9fn86dXnR++YAzC+KJwAAMLdM01Qul9PBwYH6/f6V+kLl9PRUpVJJrVZL4XBYa2trlzLVlc/ndXx8rL29vZnte3oSr9erfD4vy7Km5VO9XlcymVQ2m2XqAbiC+v2+yuWyut2uQqHQC1+SAGCxseMJAADMNcdxtLW1Ja/Xqxs3brgd56U5jqN6va5yuSzDMFQoFC79yvCzfU+RSERra2uuXFc+Ho/VaDRUrVY1Go2USCSUzWav9JFK4LoYDoeqVCpqtVry+/3K5/OKx+Ou/F0DYHbY8QQAAK4EwzCUy+W0t7enbre70N8tPz4+1uHhoQaDgdLptPL5vCs3OD2676lWq8myrEvP4PF4ZFmW0un0tIDa2tpSPB5XNpu9UtNtwHVxenoq27ZVr9fl9Xq1vLysVCpF4QRccxRPAABg7sXjcYVCIZXLZUUikYX7ImY0GqlcLqvRaCgYDGpzc/NS9is9y6P7nsLhsGt5TNNUJpNRKpVSq9WSbdva3t5WNBpVNptVJBJxJReA8xuPx9NLBAzDUD6fVyaTkWmabkcDMAcongAAwNw7+0LmwYMH6nQ6C3P033EcNZtNlUolOY6jpaUlpdPpuSnOHt33dPPmTXm97r00NE1TqVRKyWRyWkDdv39fkUhkWkDNy+cNwDsmk4nq9bps29ZkMlEmk5npBQkAFhMVNAAAWAiRSESRSETlclnnWFHpusFgoPv37+vg4EDRaFS3b99WJpOZq/LENE2trq5qMpno4OBgLj6vhmEomUzq1q1bWltb03g81oMHD7Szs6N2uy3HcfTGG29oY2NDhmHoe9/7niSpVqvptddem/64c+eOvF6v6vW6ux8QcAU5jqNGo6F79+6pVCopHo/rzp07KhQKlE4A3oWJJwAAsBDOpp52dnbUarWUTCbdjvRE4/FYlUpFtVpNgUBg7m9x8vv9WllZcXXf05MYhqF4PK5YLKZutyvbtrW7u6tgMKi//Jf/sv7+3//7+tCHPjR9/0wmMy2hJOkLX/iC/vAP/1DpdNqF9MDV5DiOOp2OyuWyhsOh4vG4NjY2uJUSwDNRPAEAgIURDocVi8VULpcVj8fnan+I4zhqt9s6OjrSeDxeqB0n8XhclmW5vu/pSQzDUCwWUzQa1fHxsSqVitbW1jQYDDSZTJ46pfVv/s2/0a/8yq9cclrg6ur1eiqXyzo+PlYkEtHKyspc/V0BYH7N/yshAACAR+TzeZ2enqrRaLgdZWo4HOrhw4fa29tTKBTS7du3lc1mF6J0OpPP5xUKhbS3t6fRaOR2nHcxDEORSEQ3btzQ5uam/H6/xuOxHj58qHq9rslkMn3f//bf/psajYZ+8id/0sXEwNUwGAz08OFD3b9/X5PJROvr69rY2KB0AnBuTDwBAICFEgwGlUwmZdu2UqmUq+XOZDJRtVqVbdvyer1aW1tbmMXnP8wwDK2urmp7e1sHBwdaW1ubq31UjwqHw1pfX5fX61UgENDh4aGazaYmk4k8Ho++9KUv6ad/+qdVq9Xk8XimP7xe72P/f14/PmAenJycqFKpqNlsyu/3q1gsKpFI8OcGwHOjeAIAAAsnl8up1WqpVqspm826kqHT6ejo6Einp6fKZDLK5XILNeH0JGdfXD58+FDVatW1z+15GYahpaUl3b59W71eT4PBQO12W9/4xjf0O7/zO2o2mxqPx49NQz3KNM0nFlJPK6oorHAdjEYj2bater0uj8ejpaUl10t+AIuN4gkAACwcv9+vVCol27aVTqcv9Ral09NTHR0dqd1uKxKJaG1tTcFg8NKef9ZisZgsy1K5XFYkElmI4zSBQGC63Phb3/qWXnvtNX3sYx+b/vxkMtF4PH7ij9Fo9Nj/Hg6H07c9bX/UeUuqR99mmiaFFebaeDxWrVZTtVqVJGWzWWUyGW6pA/DSKJ4AAMBCymazajQasm1bhUJh5s/nOI5qtZoqlYpM07zSx07y+byOj4+1u7urW7duyeudr5eMn/vc5/SNb3xDpVJJH/vYxxSLxbS1tSXpnaXif+fv/J3H3t80TZmmKZ/P91zP82hh9WhB9cPF1enpqQaDwfRtzyqsnne6isIKszaZTNRoNFSpVDSZTJROp5XNZufuzz2AxWU4T/uX8RHtdluJREKtVmth9xYAAICrp1QqqVar6c6dO89dKjyPXq+no6MjDQYDpdNp5fP5Kz8FcHp6qq2tLYVCIa2vr1N+nJPjOHIc54lF1bPKq/F4/MTHMwzjhSesgGdxHEetVkvlclmnp6dKJpPK5XLy+/1uRwOwIM7bFVFjAwCAhZXNZlWv12XbtpaXly/88UejkUqlkprNpkKhkG7evKlQKHThzzOPfD7fQu17mheGYcgwjOf+4t1xnPecsDp723A41PHx8fTtT8txnoLqSRNWuNocx1G321W5XNZgMFAsFtP6+vqVOjIMYL5QPAEAgIXl8XiUzWZVqVRkWdaFfafecRw1Gg2Vy2U5jqPl5WWlUqlrN/Xz6L6ncDisSCTidqQr69HJpufhOM659leNx2Odnp5O3/ZeC9efZ7qKheuL4/j4WKVSScfHxwqHw7px4wZ/rgHMHMUTAABYaJlMZrp7qVgsvvTj9ft9HR4eqt/vK5lMqlAoXOtdJ2f7nvb29uZy39N1ZxiGvF7vc/93+eHC6lkTVicnJ9O3vcgNgU97G/urLs9gMFClUlG73VYgEND6+rqi0SiffwCXglcOAABgoZmmqWw2q6OjI1mW9cLHRcbjsSqVimq1mgKBAJMAf8owDK2urmpra0v7+/vse7oiXrSwetoNgT9cXL3oDYHnWb5OYXV+Jycnsm1bjUZDPp9PKysrSiaTfP4AXCqKJwAAsPBSqZSq1arK5bLW19ef69c6jqN2u62joyONx2Pl83llMhl23TyCfU84M6sbAp80XXWRNwR6vd7p/q1FMxgM9DM/8zP6v//3/yoUCimXy+nXf/3XdevWLX3+85/XV7/6Vd27d09vvvmmPvnJT0p6Zz9dtVpVrVaTaZoqFApKp9P8vQbAFRRPAABg4ZmmqVwup4ODg+nukvMYDoc6PDxUr9dTPB5XoVDgRqeniMViymaz7HvCC3mRwuqHF64/q7g6OTl57O1P8qQbAs9zNHAeypqf+7mf01/5K39FhmHo137t1/T666/rO9/5jj7ykY/oZ37mZ/SzP/uzkt4p+Gq1mmzbliRZliXLsq78LZwA5hvFEwAAuBKSyeR06mljY+OZkw2TyUS2batarcrr9Wptbe2Z1wDjHblcTr1ej31PuBQvs3D9vBNWg8Hgsbc/K8fz7q+6qMIqGAzq4x//+PT/f/CDH9QXvvAFSdIHPvCB6ds7nY7u3r2r8XisVCqlXC7Hn1EAc4G/iQAAwJVgGIby+bx2d3fV6/UUjUb1m7/5m/rZn/1Z/cf/+B+nR1A6nY4ODw81Go1kWZay2excTDQsAvY9YRFc9A2BTyquXuSGwPMeDXyvP1Nf+tKX9IlPfGKaud1uq9/vq16vKxKJKJ/PM7kJYK5QPAEAgCsjFospFAqpXC7Ltm195Stf0Qc/+EFJ7yzZLZVKarfbikQi2tjYUCAQcDnx4nl035Nt28rlcm5HAi7ERdwQ+KSS6uztZwvXX+aGwC9/+ct6++239Z/+039Ss9lUrVZTv9+XYRgqFApaXV29iE8FAFwoiicAAHBlnE097ezs6I033tCXv/xl/dIv/ZLa7ba2trZkmqaKxaISiQSTOi/hbN9TpVJRJBJh3xOutUcLq+cps8+7v2o0GmkwGOgrX/mKvvGNb+grX/mKbNue7rK7ceOGgsEgRTqAuUXxBAAArpRoNKp/9+/+nX7kR35Er7zyivr9vhqNxnTnCUt2L0Yul9Px8TH7noAX9DwL17/4xS/q29/+tv74j/9YiURiuo/q7LY+AJhnLDQAAABXyv/5P/9H3/72t/XZz35WDx48kCQVCgUtLS1ROl0gwzBULBblOI729vaeeu09gJezv7+vX/qlX1Kz2dRf/It/UT/2Yz+mn/iJn5DP59M/+2f/TMViUf/9v/93vf766yoWi9Mb7QBgXhjOOV4ltNttJRIJtVotbnwBAABz7dd//df1T//pP5Xf79doNFK1WlU0GtUv/MIv6Od//ucVi8VYvHuBut2uHjx4oFwux74nAACukfN2RRRPAADgynIcR3/+z/95ffazn9WHPvQhHR8fS5L8fr9isZii0agikQi32r2ks2XuGxsbikajbscBAACX4LxdEYfxAQDAlWUYhkzTVCKR0Obmpsbjsbrdrrrdrlqtlmq1mgzDUDQaVTQaZRrqBZ3te9rf32ffEwAAeAwTTwAA4FpyHEfD4VCdTkfdble9Xk8S01Av6vT0VNvb2woEAtrY2GDhMQAAVxwTTwAAAM9gGIaCwaCCwaCy2azG47F6vZ46nY7a7fZ0GioSiUyLKK4rfzqfz6disagHDx7Itm32PQEAAEkUTwAAAJIkj8ejeDyueDw+nYbqdrvqdDoqlUpyHEd+v396JI9pqHeLRqPK5XKqVCoKh8PsewIAABRPAAAAP+zRaSjLsh6bhup0OqrX60xDPUU2m1Wv19P+/r5u3rwpn8/ndiQAAOAiiicAAID3wDTU+RmGodXVVW1tbWl/f599TwAAXHMUTwAAAM/hadNQZ0XUo9NQj96Ud53KF6/XO933VKlUlM/n3Y4EAABcQvEEAADwEn54Gurk5GR6JK9cLqtUKsnn8ykWi12raahH9z2dlXAAAOD6oXgCAAC4IIZhKBAIKBAIyLIsTSYTdbvdazsNdbbvaW9vT7du3WLfEwAA1xDFEwAAwIyYpvnEaahut/uuaahoNKpoNHqlpqEe3fe0t7enGzduXNmSDQAAPBnFEwAAwCV40jTUk27KC4fDj92Ut+hFjdfr1erqqu7fv8++JwAAriGKJwAAABeYpjnd+3SeaahIJCKPx+N27BcSiUSm+57OijUAAHA9UDwBAAC47FnTUN1u90pMQ2WzWR0fH2t/f599TwAAXCMUTwAAAHPm0WkoSRoOh9MF5Y9OQ50tKF+EaSjDMFQsFtn3BADANUPxBAAAMOfOpqEymcy7pqEajcbCTEOx7wkAgOuH4gkAAGCBLPo0VCQ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|
||
"text/plain": [
|
||
"<Figure size 1500x1500 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1500x1500 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"similarity_matrix_truncated = similarity_matrix_top_n(n=3)\n",
|
||
"plot_matrix(similarity_matrix_truncated)\n",
|
||
"plot_graph(similarity_matrix_truncated)\n",
|
||
"\n",
|
||
"\n",
|
||
"similarity_matrix_truncated = similarity_matrix_top_n(n=2)\n",
|
||
"plot_matrix(similarity_matrix_truncated)\n",
|
||
"plot_graph(similarity_matrix_truncated)\n",
|
||
"\n",
|
||
"\n",
|
||
"similarity_matrix_truncated = similarity_matrix_top_n(n=1)\n",
|
||
"plot_matrix(similarity_matrix_truncated)\n",
|
||
"plot_graph(similarity_matrix_truncated)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "8152479b",
|
||
"metadata": {},
|
||
"source": [
|
||
"Instead of a linked plot, this can be rendered as a list of clusters:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 17,
|
||
"id": "235496c5",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def matrix2clusters(m):\n",
|
||
" connected_subgraphs = set([frozenset([i]) for i in list(range(len(m)))])\n",
|
||
" def update_subgraphs(i, j):\n",
|
||
" join_targets = [g for g in connected_subgraphs if i in g or j in g]\n",
|
||
" new_subgraph = frozenset({i for g in join_targets for i in g})\n",
|
||
" for g in join_targets:\n",
|
||
" connected_subgraphs.remove(g)\n",
|
||
" connected_subgraphs.add(new_subgraph)\n",
|
||
" for i in range(len(m)):\n",
|
||
" for j in range(len(m)):\n",
|
||
" if m[i][j] > 0:\n",
|
||
" update_subgraphs(i, j)\n",
|
||
" return connected_subgraphs\n",
|
||
"\n",
|
||
"def print_clusters(connected_subgraphs):\n",
|
||
" for g in connected_subgraphs:\n",
|
||
" if len(g) == 1:\n",
|
||
" for i in g:\n",
|
||
" print(f'Singleton: {idx_lookup[i]}')\n",
|
||
" for idx, g in enumerate(connected_subgraphs):\n",
|
||
" if len(g) > 1:\n",
|
||
" print(f'\\nCluster {idx}:')\n",
|
||
" for i in g:\n",
|
||
" print(f\"- {initiatives[i]['Title']} (#{i})\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 18,
|
||
"id": "cd12ab56-df85-41e4-b7d0-4ccfb0916b4b",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n",
|
||
"Cluster 0:\n",
|
||
"- The municipality of Burgas pioneers energy efficient housing in Bulgaria (#13)\n",
|
||
"- Energy transition built on democracy, renewables and jobs (#21)\n",
|
||
"\n",
|
||
"Cluster 1:\n",
|
||
"- Maison d’Éducation à l’Alimentation Durable supplies the community with organic food and educates future generations (#23)\n",
|
||
"- Penca de Sábila Corporation improves the lives of rural farmers and connects them with urban communities (#15)\n",
|
||
"\n",
|
||
"Cluster 2:\n",
|
||
"- The Jackson Just Transition Plan is transforming Jackson into a city of equity, solidarity and mutual aid (#27)\n",
|
||
"- People power drives social and ecological transition (#39)\n",
|
||
"\n",
|
||
"Cluster 3:\n",
|
||
"- Keep water in public hands! (#0)\n",
|
||
"- Citizen's Initiative Referendum against forced demolitions of social housing (#34)\n",
|
||
"- Citizen participation and solidarity tariffs in remunicipalized water utility (#35)\n",
|
||
"- Refusing to Give Up: Civil Society’s Movement against Water Privatization in Jakarta (#37)\n",
|
||
"- Transforming a century-old, oil company town (#38)\n",
|
||
"- Million Wells Bengaluru (#11)\n",
|
||
"- Agua Para Todos tackles water privatization and the impact of climate change (#12)\n",
|
||
"- CaSanAT is a micro-utopia serving as a space for exchange, learning and resistance (#14)\n",
|
||
"- ‘Our Water Our Right’ campaign mobilization against water privatisation (#16)\n",
|
||
"- Community-led response to water pollution crisis (#20)\n",
|
||
"- Observatorio del Agua de Terrassa ensures a democratic governance of water (#24)\n",
|
||
"- EnergÉtica Cooperative challenges energy poverty by supplying clean energy (#25)\n",
|
||
"- Eau de Paris delivers cheaper, cleaner water (#28)\n",
|
||
"\n",
|
||
"Cluster 4:\n",
|
||
"- Integrated social reconstruction homes in Isthmus of Tehuantepec (#18)\n",
|
||
"- Entrepatios Madrid (#4)\n",
|
||
"- Social, cultural, and economic empowerment in Bukit Duri Urban Kampung reconstruction (#5)\n",
|
||
"- Dispossessed community finances and builds affordable homes (#36)\n",
|
||
"- Women Workers Association builds tens of thousands of homes (#22)\n",
|
||
"- Relocation of road construction project affected slum dwellers (#10)\n",
|
||
"\n",
|
||
"Cluster 5:\n",
|
||
"- Barcelona en Comú (#32)\n",
|
||
"- Barcelona Energia (#17)\n",
|
||
"\n",
|
||
"Cluster 6:\n",
|
||
"- Valencia walks towards the future: the cycling revolution in Valencia (#1)\n",
|
||
"- Building the movement for agroecological urban gardening to ensure food sovereignty (#2)\n",
|
||
"- Rainwater harvesting in Mexico City’s marginalized neighborhoods (#3)\n",
|
||
"- Earthworker Cooperative (#33)\n",
|
||
"- No Bicycle, No Planet (#7)\n",
|
||
"- Women for Food Sovereignty in Cochabamba (#8)\n",
|
||
"- Linking urban consumers to rural producers (#9)\n",
|
||
"- Waste management innovation for food security and climate change mitigation (#19)\n",
|
||
"- The Cloughjordan Ecovillage models the transition to a low-carbon society (#26)\n",
|
||
"- Bronx Cooperative Development Initiative (#30)\n",
|
||
"- Cargonomia Community Cargobike and Local Food Distribution Center (#31)\n",
|
||
"\n",
|
||
"Cluster 7:\n",
|
||
"- Power Shift supports farmers with clean energy (#40)\n",
|
||
"- PENGON empowers Palestinian women as sustainable energy leaders (#29)\n",
|
||
"- 100% renewable energy for Gaza (#6)\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"similarity_clusters = matrix2clusters(similarity_matrix_truncated)\n",
|
||
"print_clusters(similarity_clusters)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "9940e93e",
|
||
"metadata": {},
|
||
"source": [
|
||
"What emerges is a variety of clusters -- which capture a heterogenity of characteristics. For example, cluster 8 contains two Barcelona related initiatives, whereas the last cluster, number 12, seems to capture housing/urban related project."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 19,
|
||
"id": "05e6d518-9de5-463b-a9a2-244aa7168228",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"\"\"\"Prepare a list of colors for each initiative based on their cluster. This can be used in the next step.\"\"\"\n",
|
||
"colors = np.zeros(len(initiatives))\n",
|
||
"for cluster, entries in enumerate(similarity_clusters):\n",
|
||
" for entry in entries:\n",
|
||
" colors[entry-1] = cluster"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "fa10d87a-4435-4e8c-bde1-96861d4401ad",
|
||
"metadata": {},
|
||
"source": [
|
||
"## 4. Rendering embedding space: alternative maps of movement <a id=\"rendering\"></a>"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "065ed897-aa53-409f-b3ac-f2fc357c9a45",
|
||
"metadata": {},
|
||
"source": [
|
||
"It can be hard to make sense of the mathematical projections of the initiatives. The matrix rendering above is basically illegible, or at least hard to navigate. The network renderings are much more intuitive, but really only start from the calculated similarities. They are 'force' graphs, that discard any sense of the configuration of the embedding space. This becomes even more apparent when rendering it into a 2D. \n",
|
||
"\n",
|
||
"One way to do this is to reduce the 20 dimensions into only 2 using PCA. If we run a PCA on the 41 embedded initiatives and plot the first 2 dimensions, it is clear that the clusters that emerged in the previous step (as indicated with the color of the point) is really different from their placement in this kind of visualisation."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 20,
|
||
"id": "ecd004a4-3c05-4b5d-b4f8-5bf426d4d561",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"pca = PCA(n_components=2)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 21,
|
||
"id": "bf77c5ce-8cc3-4ba5-adb0-847a5d3052ee",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"projected = pca.fit_transform(vectors)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 22,
|
||
"id": "1a0fdb3f-24ba-4408-884b-d2ae5e41e41a",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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|
||
"text/plain": [
|
||
"<Figure size 1400x1400 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"f = plt.figure(figsize=(14, 14))\n",
|
||
"ax = plt.subplot(aspect='equal')\n",
|
||
"ax.scatter(projected[:,0],projected[:,1], c=colors)\n",
|
||
"\n",
|
||
"\n",
|
||
"for idx, ini in enumerate(initiatives):\n",
|
||
" x, y = projected[idx]\n",
|
||
" # add label to a point\n",
|
||
" ax.text(x, y, ini['Title'][:18]+'...', fontsize=8, alpha=.5)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "3efa87f4",
|
||
"metadata": {},
|
||
"source": [
|
||
"Another algorithm that can be used to transform the space is t-SNE, which unlike PCA is not deterministic. I.e. it tends to produce different output on each run. This algorithm is optimised to find render similar items close together and increase the distance between less similar items; thus providing _some_ similar clusters. Loooking at the output here however, it seems not very successful at that with the small dataset used here. Nevertheless, when looking at the image below, some clusters we saw earlier reappear. For example, the top of the image contains water related projects, and some Citizen participatory initiatives appear together in the center of the mapping."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 23,
|
||
"id": "f2b139e7-2781-4a03-acba-01e51f151276",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# Random state.\n",
|
||
"RS = 20150101\n",
|
||
"tsne_projected = TSNE(random_state=RS, perplexity=30).fit_transform(np.vstack(vectors))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 24,
|
||
"id": "fcedc397",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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|
||
"text/plain": [
|
||
"<Figure size 1400x1400 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"f = plt.figure(figsize=(14,14))\n",
|
||
"ax = plt.subplot(aspect='equal')\n",
|
||
"ax.scatter(tsne_projected[:,0], tsne_projected[:,1], c=colors)\n",
|
||
"ax.axis('off')\n",
|
||
"ax.axis('tight')\n",
|
||
"\n",
|
||
"for idx, ini in enumerate(initiatives):\n",
|
||
" x, y = tsne_projected[idx]\n",
|
||
" # add label to a point\n",
|
||
" ax.text(x, y, ini['Title'][:15]+'...', fontsize=8, alpha=.5)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "70b3afe8",
|
||
"metadata": {},
|
||
"source": [
|
||
"## 5. A situated map <a id=\"map\"></a>"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "c56057b4",
|
||
"metadata": {},
|
||
"source": [
|
||
"What if we rethink a single rendition of distance and reframe it instead as a situated similarity for each project? What if we draw a 'map' the projects based on that? Such a map is open for any possible coalition for each initiative."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 25,
|
||
"id": "fbe09619",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"sim = np.clip(similarity_matrix, 0, 1)\n",
|
||
"\n",
|
||
"import json\n",
|
||
"\n",
|
||
"data = {\n",
|
||
" \"initiatives\": initiatives,\n",
|
||
" 'similarities': sim.tolist()\n",
|
||
"}\n",
|
||
"\n",
|
||
"with open(\"./similarities.json\", \"w\") as fp:\n",
|
||
" json.dump(data, fp)"
|
||
]
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": "Python 3 (ipykernel)",
|
||
"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": "3.10.13"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 5
|
||
}
|