{ "cells": [ { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%run ../../common_functions/import_all.py\n", "\n", "from scipy import optimize\n", "from scipy.integrate import quad, odeint\n", "from scipy.interpolate import interp1d\n", "from scipy.signal import detrend\n", "from scipy.spatial import distance\n", "from matplotlib.legend_handler import HandlerLine2D\n", "\n", "from nltk.book import * # will print a list of books (texts) imported from here\n", "from nltk.text import Text\n", "from nltk.probability import FreqDist, ConditionalFreqDist\n", "from nltk.tokenize import WordPunctTokenizer \n", "from nltk.corpus import brown, inaugural\n", "from nltk import (word_tokenize, wordpunct_tokenize, sent_tokenize, pos_tag, bigrams, \n", " UnigramTagger, NgramTagger, PunktSentenceTokenizer, TreebankWordTokenizer)\n", "from nltk.corpus import treebank, wordnet\n", "from nltk.tag import pos_tag, UnigramTagger\n", "from nltk.tag.sequential import NgramTagger\n", "from nltk.corpus import brown\n", "from nltk.stem import (PorterStemmer,\n", " LancasterStemmer,\n", " SnowballStemmer, \n", " WordNetLemmatizer)\n", "\n", "from common_functions.nltk_helpers import measure_lexical_diversity, compute_perc_word_usage, plot_freqdist_freq\n", "\n", "%matplotlib inline\n", "\n", "from common_functions.setup_notebook import set_css_style, setup_matplotlib, config_ipython\n", "config_ipython()\n", "setup_matplotlib()\n", "set_css_style()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Playing around with NLTK\n", "\n", "Some material has been taken/adapted from the [NLTK book](http://www.nltk.org/book/)\n", "\n", "* Exploring NLTK books (Text instance)\n", "* Exploring NLTK corpora\n", "* Exploring NLTK Treebank\n", "* Exploring the WordNet corpus\n", "\n", "For the linguistics concepts used here, refer to [the specific notebook](../nlp/concepts/linguistic-notions.ipynb)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Books and corpora" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "text1: Moby Dick by Herman Melville 1851\n", "text2: Sense and Sensibility by Jane Austen 1811\n", "text3: The Book of Genesis\n", "text4: Inaugural Address Corpus\n", "text5: Chat Corpus\n", "text6: Monty Python and the Holy Grail\n", "text7: Wall Street Journal\n", "text8: Personals Corpus\n", "text9: The Man Who Was Thursday by G . K . Chesterton 1908\n", "sent1: Call me Ishmael .\n", "sent2: The family of Dashwood had long been settled in Sussex .\n", "sent3: In the beginning God created the heaven and the earth .\n", "sent4: Fellow - Citizens of the Senate and of the House of Representatives :\n", "sent5: I have a problem with people PMing me to lol JOIN\n", "sent6: SCENE 1 : [ wind ] [ clop clop clop ] KING ARTHUR : Whoa there !\n", "sent7: Pierre Vinken , 61 years old , will join the board as a nonexecutive director Nov. 29 .\n", "sent8: 25 SEXY MALE , seeks attrac older single lady , for discreet encounters .\n", "sent9: THE suburb of Saffron Park lay on the sunset side of London , as red and ragged as a cloud of sunset .\n", "['[', 'Sense', 'and', 'Sensibility', 'by', 'Jane', 'Austen', '1811', ']', 'CHAPTER', '1', 'The', 'family', 'of', 'Dashwood', 'had', 'long', 'been', 'settled', 'in', 'Sussex', '.', 'Their', 'estate', 'was', 'large', ',', 'and', 'their', 'residence', 'was', 'at', 'Norland', 'Park', ',', 'in', 'the', 'centre', 'of', 'their', 'property', ',', 'where', ',', 'for', 'many', 'generations', ',', 'they', 'had', 'lived', 'in', 'so', 'respectable', 'a', 'manner', 'as', 'to', 'engage', 'the', 'general', 'good', 'opinion', 'of', 'their', 'surrounding', 'acquaintance', '.', 'The', 'late', 'owner', 'of', 'this', 'estate', 'was', 'a', 'single', 'man', ',', 'who', 'lived', 'to', 'a', 'very', 'advanced', 'age', ',', 'and', 'who', 'for', 'many', 'years', 'of', 'his', 'life', ',', 'had', 'a', 'constant', 'companion'] \n", "True\n" ] } ], "source": [ "## List of all the books and sents imported\n", "texts()\n", "sents()\n", "\n", "# Choose the book to play with and some wordsText\n", "book = text2\n", "word = 'love'\n", "word2 = 'him'\n", "words = ['love', 'kiss', 'marriage', 'sense', 'children', 'house', 'hate']\n", "\n", "# Print first 100 token in book (book is an instance of nltk.text.Text, which behaves like a list of tokens)\n", "# Note that punctuation is included as tokens\n", "print(book[0:100], type(book))\n", "print(list(book)[0:100] == book[0:100])" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Num of tokens 141576\n", "Num of counts for given word 77\n", "Lexical diversity 0.04826383002768831\n", "Fraction of use of word in book 0.0005438774933604566\n" ] } ], "source": [ "## Counts and lexical diversity\n", "print('Num of tokens', len(book))\n", "print('Num of counts for given word', book.count(word))\n", "print('Lexical diversity', measure_lexical_diversity(book))\n", "print('Fraction of use of word in book', compute_perc_word_usage(word, book))" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Concordance: \n", "Displaying 25 of 77 matches:\n", "priety of going , and her own tender love for all her three children determine\n", "es .\" \" I believe you are right , my love ; it will be better that there shoul\n", " . It implies everything amiable . I love him already .\" \" I think you will li\n", "sentiment of approbation inferior to love .\" \" You may esteem him .\" \" I have \n", "n what it was to separate esteem and love .\" Mrs . Dashwood now took pains to \n", "oner did she perceive any symptom of love in his behaviour to Elinor , than sh\n", " how shall we do without her ?\" \" My love , it will be scarcely a separation .\n", "ise . Edward is very amiable , and I love him tenderly . But yet -- he is not \n", "ll never see a man whom I can really love . I require so much ! He must have a\n", "ry possible charm .\" \" Remember , my love , that you are not seventeen . It is\n", "f I do not now . When you tell me to love him as a brother , I shall no more s\n", "hat Colonel Brandon was very much in love with Marianne Dashwood . She rather \n", "e were ever animated enough to be in love , must have long outlived every sens\n", "hirty - five anything near enough to love , to make him a desirable companion \n", "roach would have been spared .\" \" My love ,\" said her mother , \" you must not \n", "pect that the misery of disappointed love had already been known to him . This\n", " most melancholy order of disastrous love . CHAPTER 12 As Elinor and Marianne \n", "hen she considered what Marianne ' s love for him was , a quarrel seemed almos\n", "ctory way ;-- but you , Elinor , who love to doubt where you can -- it will no\n", " man whom we have all such reason to love , and no reason in the world to thin\n", "ded as he must be of your sister ' s love , should leave her , and leave her p\n", "cannot think that . He must and does love her I am sure .\" \" But with a strang\n", " I believe not ,\" cried Elinor . \" I love Willoughby , sincerely love him ; an\n", "or . \" I love Willoughby , sincerely love him ; and suspicion of his integrity\n", "deed a man could not very well be in love with either of her daughters , witho\n", "Words in similar context as chosen word:\n", "affection sister heart mother time see town life it dear elinor\n", "marianne me word family her him do regard head\n", "Common contexts of two chosen words:\n", "to_you of_in to_and in_by to_but\n" ] } ], "source": [ "## Concordance and context\n", "\n", "# Choose a book and a word\n", "book = text2\n", "word = 'love'\n", "\n", "# Concordance of chosen word in chosen book\n", "print('Concordance: ')\n", "book.concordance(word)\n", "\n", "# Words appearing in same contexts as chosen word in chosen book\n", "print('Words in similar context as chosen word:')\n", "# given word w, this finds all contexts w_1 w w_2 and finds all words w' which appear in same context, \n", "#i.e., w_1 w' w-2\n", "book.similar(word) \n", "\n", "# Choose two words and show the common contexts\n", "print('Common contexts of two chosen words:')\n", "book.common_contexts([word, word2])" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Collocations:\n" ] }, { "ename": "ValueError", "evalue": "too many values to unpack (expected 2)", "output_type": "error", "traceback": [ "\u001b[0;31m------------------------------------------------------------\u001b[0m", "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;31m## Collocations\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Collocations:'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0mbook\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcollocations\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[0;32m~/Desktop/Mallzee/repos/plantation/venv/lib/python3.7/site-packages/nltk/text.py\u001b[0m in \u001b[0;36mcollocations\u001b[0;34m(self, num, window_size)\u001b[0m\n\u001b[1;32m 442\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 443\u001b[0m collocation_strings = [\n\u001b[0;32m--> 444\u001b[0;31m \u001b[0mw1\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0;34m\" \"\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0mw2\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mw1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mw2\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcollocation_list\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnum\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mwindow_size\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 445\u001b[0m ]\n\u001b[1;32m 446\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtokenwrap\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcollocation_strings\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mseparator\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"; \"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/Desktop/Mallzee/repos/plantation/venv/lib/python3.7/site-packages/nltk/text.py\u001b[0m in \u001b[0;36m\u001b[0;34m(.0)\u001b[0m\n\u001b[1;32m 442\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 443\u001b[0m collocation_strings = [\n\u001b[0;32m--> 444\u001b[0;31m \u001b[0mw1\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0;34m\" \"\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0mw2\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mw1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mw2\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcollocation_list\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnum\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mwindow_size\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 445\u001b[0m ]\n\u001b[1;32m 446\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtokenwrap\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcollocation_strings\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mseparator\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"; \"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mValueError\u001b[0m: too many values to unpack (expected 2)" ] } ], "source": [ "## Collocations\n", "print('Collocations:')\n", "book.collocations()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# Dispersion plot of text given some words (how far from the start word appears in text)\n", "plt.grid()\n", "book.dispersion_plot(words)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "## FreqDist for token counts \n", "\n", "fdist = FreqDist(book) # FreqDist needs a tokens list, gives dict {token: counts}\n", "\n", "word = 'love'\n", "print('Num tokens for word %s: %f' %(word, fdist[word]))\n", "print('Num tokens: ', fdist.N())\n", "print('Num unique tokens', fdist.B())\n", "print('Token with the highest count is %s with count %d' %(fdist.max(), fdist[fdist.max()]))\n", "print('Hapaxes are (10 of them)', fdist.hapaxes()[:10])\n", "\n", "# Plot the 50 most frequent tokens and their token counts, normal and cumulative\n", "fdist.plot(50, title='Book token counts')\n", "fdist.plot(50, cumulative=True, title='Book token counts, cumulative')\n", "\n", "# Same distrib, normal but with frequency instead of counts\n", "plot_freqdist_freq(fdist, max_num=50, title='Book token frequencies')" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 378, "width": 626 } }, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "name": "stdout", "output_type": "stream", "text": [ " 3 2 1 4 5 6 7 8 9 10 11 12 13 14 15 17 16 \n", "28839 24826 23009 21352 11438 9507 8158 5676 3736 2596 1278 711 334 87 24 3 2 \n" ] } ], "source": [ "## FreqDist for word lenghts\n", "\n", "fdist_wl = FreqDist([len(word) for word in book])\n", "\n", "# Plot and show as table\n", "fdist_wl.plot()\n", "fdist_wl.tabulate()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "All genres in Brown corpus: ['adventure', 'belles_lettres', 'editorial', 'fiction', 'government', 'hobbies', 'humor', 'learned', 'lore', 'mystery', 'news', 'religion', 'reviews', 'romance', 'science_fiction']\n" ] }, { "data": { "text/plain": [ "nltk.probability.FreqDist" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "name": "stdout", "output_type": "stream", "text": [ " the love hate \n", "romance 2758 32 9 \n" ] }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 417, "width": 615 } }, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Conditional freq distrib on Brown corpus genres\n", "\n", "# ConditionalFreqDist is a collection of freq dist, one per condition\n", "# requires tuples (condition, event)\n", "\n", "# print genres in corpus\n", "print('All genres in Brown corpus: ', sorted(brown.categories()))\n", "\n", "# choosing some of the categories (genres) and get the words in each\n", "tuples = [(genre, word) for genre in ['romance', 'science_fiction'] for word in brown.words(categories=genre)]\n", "\n", "# Building the cfdist\n", "cfdist = ConditionalFreqDist(tuples)\n", "\n", "# Each cfdist[condition] will be a FreqDist\n", "type(cfdist['romance'])\n", "\n", "# Tabulate selecting the conditions and the specific samples (no selection will give all)\n", "cfdist.tabulate(conditions=['romance'], samples=['the', 'love', 'hate'])\n", "\n", "# Plotting any of the dists on the condition\n", "cfdist['romance'].plot(50, title='Counts tokens in genre romance')\n", "cfdist['science_fiction'].plot(50, title='Counts tokens in genre science_fiction')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Treebank\n", "\n", "* Parsed sentences" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['Pierre', 'Vinken', ',', '61', 'years', 'old', ',', ...]" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": [ "[Tree('S', [Tree('NP-SBJ', [Tree('NP', [Tree('NNP', ['Pierre']), Tree('NNP', ['Vinken'])]), Tree(',', [',']), Tree('ADJP', [Tree('NP', [Tree('CD', ['61']), Tree('NNS', ['years'])]), Tree('JJ', ['old'])]), Tree(',', [','])]), Tree('VP', [Tree('MD', ['will']), Tree('VP', [Tree('VB', ['join']), Tree('NP', [Tree('DT', ['the']), Tree('NN', ['board'])]), Tree('PP-CLR', [Tree('IN', ['as']), Tree('NP', [Tree('DT', ['a']), Tree('JJ', ['nonexecutive']), Tree('NN', ['director'])])]), Tree('NP-TMP', [Tree('NNP', ['Nov.']), Tree('CD', ['29'])])])]), Tree('.', ['.'])]), Tree('S', [Tree('NP-SBJ', [Tree('NNP', ['Mr.']), Tree('NNP', ['Vinken'])]), Tree('VP', [Tree('VBZ', ['is']), Tree('NP-PRD', [Tree('NP', [Tree('NN', ['chairman'])]), Tree('PP', [Tree('IN', ['of']), Tree('NP', [Tree('NP', [Tree('NNP', ['Elsevier']), Tree('NNP', ['N.V.'])]), Tree(',', [',']), Tree('NP', [Tree('DT', ['the']), Tree('NNP', ['Dutch']), Tree('VBG', ['publishing']), Tree('NN', ['group'])])])])])]), Tree('.', ['.'])]), ...]" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# The Treebank corpus in NLTK contains 10% of the original Penn Treebank corpus\n", "\n", "treebank.words()\n", "\n", "treebank.parsed_sents()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## WordNet\n", "\n", "* Hypernyms and Hyponyms " ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Synset('dog.n.01') a member of the genus Canis (probably descended from the common wolf) that has been domesticated by man since prehistoric times; occurs in many breeds\n", "[Synset('canine.n.02'), Synset('domestic_animal.n.01')] [Synset('basenji.n.01'), Synset('corgi.n.01'), Synset('cur.n.01'), Synset('dalmatian.n.02'), Synset('great_pyrenees.n.01'), Synset('griffon.n.02'), Synset('hunting_dog.n.01'), Synset('lapdog.n.01'), Synset('leonberg.n.01'), Synset('mexican_hairless.n.01'), Synset('newfoundland.n.01'), Synset('pooch.n.01'), Synset('poodle.n.01'), Synset('pug.n.01'), Synset('puppy.n.01'), Synset('spitz.n.01'), Synset('toy_dog.n.01'), Synset('working_dog.n.01')]\n" ] } ], "source": [ "wn = wordnet\n", "\n", "sss = wn.synsets('dog')\n", "\n", "s1 = sss[0]\n", "print(s1, s1.definition())\n", "\n", "print(s1.hypernyms(), s1.hyponyms())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Text manipulation\n", "\n", "* Tokenizing\n", "* POS tagging\n", "* Stemming/lemmatizing" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "# tagged sentences from Brown corpus\n", "brown_tagged_sents = brown.tagged_sents(categories='news')\n", "\n", "# Separate tagged sents into train and test\n", "train_sents = brown_tagged_sents[:int(len(brown_tagged_sents) * 0.8)]\n", "test_sents = brown_tagged_sents[int(len(brown_tagged_sents) * 0.8):]" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "* Docs of PunktSentenceTokenizer:\n", "\n", " A sentence tokenizer which uses an unsupervised algorithm to build\n", " a model for abbreviation words, collocations, and words that start\n", " sentences; and then uses that model to find sentence boundaries.\n", " This approach has been shown to work well for many European\n", " languages.\n", " \n", "* Text tokenized ['What will you do?', 'I go to the cinema this weekend.', \"That's a test.\", \"I can't do better!\"]\n", "* Docs of TreebankWordTokenizer:\n", "\n", " The Treebank tokenizer uses regular expressions to tokenize text as in Penn Treebank.\n", " This is the method that is invoked by ``word_tokenize()``. It assumes that the\n", " text has already been segmented into sentences, e.g. using ``sent_tokenize()``.\n", "\n", " This tokenizer performs the following steps:\n", "\n", " - split standard contractions, e.g. ``don't`` -> ``do n't`` and ``they'll`` -> ``they 'll``\n", " - treat most punctuation characters as separate tokens\n", " - split off commas and single quotes, when followed by whitespace\n", " - separate periods that appear at the end of line\n", "\n", " >>> from nltk.tokenize import TreebankWordTokenizer\n", " >>> s = '''Good muffins cost $3.88\\nin New York. Please buy me\\ntwo of them.\\nThanks.'''\n", " >>> TreebankWordTokenizer().tokenize(s)\n", " ['Good', 'muffins', 'cost', '$', '3.88', 'in', 'New', 'York.', 'Please', 'buy', 'me', 'two', 'of', 'them.', 'Thanks', '.']\n", " >>> s = \"They'll save and invest more.\"\n", " >>> TreebankWordTokenizer().tokenize(s)\n", " ['They', \"'ll\", 'save', 'and', 'invest', 'more', '.']\n", " >>> s = \"hi, my name can't hello,\"\n", " >>> TreebankWordTokenizer().tokenize(s)\n", " ['hi', ',', 'my', 'name', 'ca', \"n't\", 'hello', ',']\n", " \n", "* Sentence tokenized ['That', \"'s\", 'a', 'test', '.']\n", "\n", " Tokenize a text into a sequence of alphabetic and\n", " non-alphabetic characters, using the regexp ``\\w+|[^\\w\\s]+``.\n", "\n", " >>> from nltk.tokenize import WordPunctTokenizer\n", " >>> s = \"Good muffins cost $3.88\\nin New York. Please buy me\\ntwo of them.\\n\\nThanks.\"\n", " >>> WordPunctTokenizer().tokenize(s)\n", " ['Good', 'muffins', 'cost', '$', '3', '.', '88', 'in', 'New', 'York',\n", " '.', 'Please', 'buy', 'me', 'two', 'of', 'them', '.', 'Thanks', '.']\n", " \n", "* Sentence tokenized with a regexp tokenizer ['That', \"'\", 's', 'a', 'test', '.']\n" ] } ], "source": [ "# Tokenising\n", "# NOTE: obvs the easiest sentence tokenization (naive) is splitting on period with split('.'). \n", "# this won't understand \"Mr. Smith.\" though \n", "# similarly for tokenizing a sentence into tokens\n", "\n", "text = \"\"\"What will you do? I go to the cinema this weekend. That's a test. I can't do better!\"\"\"\n", "\n", "# Standard methods are wrappers around the recommended tokenizers, so equivalent to \n", "# so equivalent to tokenizer = TreebankWordTokenizer(); tokenizer.tokenize(sentence)\n", "\n", "# Tokenizing text into sentences\n", "\n", "# sent_tokenize calls the PunktSentenceTokenizer (recommended)\n", "print('* Docs of PunktSentenceTokenizer:')\n", "print(PunktSentenceTokenizer.__doc__)\n", "st = sent_tokenize(text)\n", "print('* Text tokenized', st)\n", "\n", "# To train tokenizer on a bespoke text:\n", "# import nltk.tokenize.punkt\n", "# tokenizer = PunktSentenceTokenizer()\n", "# text = open(\"someplain.txt\",\"r\").read()\n", "# tokenizer.train(text)\n", "\n", "# Tokenizing a sentence into tokens\n", "\n", "# word_tokenise calls the TreebankWordTokenizer (recommended)\n", "print('* Docs of TreebankWordTokenizer:')\n", "print(TreebankWordTokenizer.__doc__)\n", "tokens = word_tokenize(st[2])\n", "print('* Sentence tokenized', tokens)\n", "# wordpunct_tokenise calls WordPunctTokenizer, it will separate all punctuation as tokens (uses a regexp)\n", "print(WordPunctTokenizer.__doc__)\n", "tokens_punct = wordpunct_tokenize(st[2])\n", "print('* Sentence tokenized with a regexp tokenizer', tokens_punct)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "* Tagged tokens from above [('That', 'DT'), (\"'s\", 'VBZ'), ('a', 'DT'), ('test', 'NN'), ('.', '.')]\n", "* Evaluation Unigram tagger: 0.8026879907509996\n", "* Evaluation Ngram tagger with N=3: 0.05867334650031312\n", "* Evaluation combined tagger: 0.8053374440001927\n" ] } ], "source": [ "# POS tagging\n", "\n", "# pos_tag uses the PerceptronTagger\n", "print('* Tagged tokens from above', pos_tag(tokens))\n", "\n", "# Evaluate the performance of some taggers\n", "\n", "# The UnigramTagger will assign tag to token as the most probable for that token given a training set\n", "unigram_tagger = UnigramTagger(train_sents)\n", "print('* Evaluation Unigram tagger:', unigram_tagger.evaluate(test_sents))\n", "\n", "# Repeat with an NGramTagger (assign the most probable tag given word and N - 1 previous context words)\n", "threegram_tagger = NgramTagger(3, train_sents) # for n=2 there is already a BigramTagger\n", "print('* Evaluation Ngram tagger with N=3:', threegram_tagger.evaluate(test_sents)) # slow due to sparsity: trained tagger hasn't seen many word-context combinations\n", "\n", "# Combining taggers: start with the Ngram one, if it can't find a tag for token fallback to the unigram one\n", "t0 = UnigramTagger(train_sents)\n", "t1 = NgramTagger(3, train_sents, backoff=t0)\n", "print('* Evaluation combined tagger:', t1.evaluate(test_sents))" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "* Stemming with (in order) Porter, Lancaster, Snowball\n", "multiply: multipli multiply multipli\n", "mice: mice mic mice\n" ] } ], "source": [ "# Stemming\n", "# Stemming some words with Porter, Lancaster and Snowball stemmers\n", "\n", "porter_stemmer = PorterStemmer()\n", "lancaster_stemmer = LancasterStemmer()\n", "snowball_stemmer = SnowballStemmer('english')\n", "\n", "print('* Stemming with (in order) Porter, Lancaster, Snowball')\n", "print('multiply: ', \n", " porter_stemmer.stem('multiply'), \n", " lancaster_stemmer.stem('multiply'), \n", " snowball_stemmer.stem('multiply'))\n", "print('mice: ', \n", " porter_stemmer.stem('mice'), \n", " lancaster_stemmer.stem('mice'), \n", " snowball_stemmer.stem('mice'))" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "mice: mouse\n" ] } ], "source": [ "# Lemmatizing with the WordNet lemmatizer\n", "\n", "wordnet_lemmatizer = WordNetLemmatizer()\n", "\n", "print('mice: ', wordnet_lemmatizer.lemmatize('mice'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Playing with frequency distributions" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "# Setting some sentences\n", "\n", "sentences = ['I go to school', 'I will go to the cinema', 'I like strawberries', 'I read books']" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 392, "width": 612 } }, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# FreqDist on the word length on some chosen sentences and on the last letter of words\n", "\n", "split_sentences = [sentence.split() for sentence in sentences]\n", "all_words = []\n", "for sent in split_sentences:\n", " for word in sent:\n", " all_words.append(word)\n", " \n", "fdist = FreqDist([len(word) for word in all_words])\n", "fdist.plot(title='Counts word lengths')\n", "\n", "fdist = FreqDist([word[-1:] for word in all_words])\n", "fdist.plot(title='Counts last letter')" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 427, "width": 612 } }, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# ConditionalFreqDist on the words per last letter of words\n", "\n", "split_sentences = [sentence.split() for sentence in sentences]\n", "all_words = []\n", "for sent in split_sentences:\n", " for word in sent:\n", " all_words.append(word)\n", " \n", "tuples = [(word[-1:], word) for word in all_words]\n", "cfdist = ConditionalFreqDist(tuples)\n", "\n", "# Can plot both at same time\n", "cfdist.plot()\n", "\n", "cfdist" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 413, "width": 612 } }, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data = [('breakfast', 'cereal'),\n", " ('breakfast', 'water'),\n", " ('evening', 'meat'), \n", " ('evening', 'salad'), \n", " ('evening', 'wine'),\n", " ('lunch', 'sandwich'),\n", " ('lunch', 'fruit'),\n", " ('lunch', 'water'),\n", " ('lunch', 'chocolate'),\n", " ('breakfast', 'milk')\n", " ]\n", "\n", "# word counts per category\n", "cfdist = ConditionalFreqDist(data)\n", "cfdist.plot()" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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//v0aHx/X3r17bW2S4XBYX/va19Tf35+3qioSiSgcDuu9996TJE1PTyscDq8bVgWDQY2MjEhaC6zS9u7dm2lHLPZa6bZO62uVOhcsEoloampKX/7yl3X16tWcUyKzDQwM6J133tGTTz6pgwcP6tixY7YAb2pqSnv37tW+ffv0xS9+saS9T01NFfw+RSIRvf7665nbExMTZYWNsPM3ewO1tnnzZn3ve9+z3Z+eDVasFxgAXGm9ICyZlBIJqb29cfsBAACA45w6dUqHDx/Wd77zHR08eFDz8/OZGV2Dg4MaHR3NO7NrdHTU1i4YiUT0+OOPS1oNofbs2ZP3NQ8dOqSHH35Y4+PjeuSRR9Tf36+NGzdqZGQk7+/v+V5rYWEh72tlV7c9//zztrUWFhbyVqJlD8q3CgaDOnv2rMLhsF577TXt27dP0tq8s507d+rMmTPq7Oy0PffYsWN5Z4yl19i5c6feeOMNSatVcjt27LBdOz4+nnn/H3zwQdGKM9i5LggrJH364/79+/M+fvfuXV24cEF37tyRtDpAf//+/VSQAXCH9YIwSYovE4QBAABAAwMDOnXqVN7HYgUOWRoZGdGRI0fyhjKRSKRoWLNr167MvLBirK+V3lNHR4fttT766KOS1kzLXquYUChU8PuUvVa2U6dOaWRkpOD3KdvAwEAm6Mq3r1K+r8jPE0HYtWvX9P777+sb3/hGZlaY1ZtvvqmhoaHM7cuXL+vIkSM6ceJEwecAQMsoFoTFlqWeexqzFwAAALhOoVCmHmFNI1+r1srZ+3rvpxXeq1O5OgibmJjQ9evXde3aNR08eFCDg4N5r3v66adtYdf27dv1wx/+UJOTkxoeHm7EdgGgfkoJwgAAAADA5QzTIxOSx8bGNDc3p5dffrnkdsezZ8/qwoULevXVV9etCjt+/Hje+0+ePClptbqs1cXjcUlSIBBwzFpO3JMX1nLinrywVrXr3PfGX6nr/71a8PEb/93zWvlM+UdTu/F7xVru2ZMX1nLinrywlhP35NS1nLgnt68VCAQy840Mw6h6T+lfF1mrNffk1LWcuCcvrFXLPZXj9u3bmT/famX79u0VP9d1p0YWMjw8rOvXr+uFF14o+Tnp8Ov69ev12hYANISxsv5fPEaxijEAAAAAcAFXt0Zabd++XZcvX9aFCxe0e/fuzP3RaDRvlVj6vrm5uXXXTVd+FZLvVI1WMzs7K6k276VWazlxT15Yy4l78sJa1a6T9OX+q0+qo0u+2FLm9uaNQRkVrO3G7xVruWdPXljLiXvywlpO3JNT13Linty+1q1btzLVHqUM/C6mnOHhXl/LiXty6lpO3JMX1qrlnsrh9/v14IMPNvQ11+O6irDLly9rYmIi72N9fX2SpOnp6cx9Y2NjevbZZ/OGXdFoVJIYlg+g9VkqvlI9G3Jum8wIAwAAAOABrqsIO3PmjKLRqAYHB23D8RcXFyVJGzas/QKYrgbLvi8tHY6lAzQAaFmWICzZfY/8n9xcu4MgDAAAAIAHuC4I6+vrUygUyntC5IcffihJOY9t2bJFw8PDeVsjw+GwtmzZoq1bt9ZvwwDQCNaKsG5L+B9jRhgAAAAA93Nda+QzzzyT9/5r167p+vXrCoVCOacLPPPMM5qcnLRdf/nyZc3NzengwYN12ysANEyR1khlzQsDAAAAALdyXUXY9u3bdffuXY2NjWlwcFBbt27VjRs3dObMGe3evVtDQ0M51/f09Gj37t0aGxvTjh071NfXp0uXLunHP/6xTpw4QTUYAHewHFdMRRgAAAAAL3JdECZJu3fv1u7duzU9Pa1wOKzNmzfrxIkTBYfeb926VcPDw5nrBwcHdeDAgQbvGgDqw0wlpcTK2m0ZSnVb2sGpCAMAAADgAa4MwtLyDcyv5fUA0BIs1WBme7tSAcuRyXEqwgAAAAC4n+tmhAEALCwhl9kekNluCcI4NRIAAACABxCEAYDb2YKwdpntgdz7CMIAAAAAeABBGAC4nTUI8wdkWlsjCcIAAAAAeABBGAC4Xb7WyEBuRRhBGAAAAAAvIAgDALfLE4SlmBEGAAAAwIMIwgDA7fLNCKM1EgAAAIAHEYQBgNvlPTWS1kgAAAAA3kMQBgAuZ+adEWapCIsThAEAAABwP4IwAHC7vBVh7ZZr4jJTyQZuCgAAAAAajyAMANwuTxAmwyd1dK57HQAAAAC4DUEYALhdzBKE+T+tBrO2Ry7THgkAAADA3QjCAMDt4vGcm5lB+Z1dlusIwgAAAAC4G0EYALhdvtZIyV4RFqM1EgAAAIC7EYQBgNsVCsKsM8JiSw3aEAAAAAA0B0EYALjdijUI+3RGmC0IoyIMAAAAgLsRhAGAy5nWijA/FWEAAAAAvIkgDADczjYsf7UizLAEYSYVYQAAAABcjiAMANzOUhGWKjgjjFMjAQAAALgbQRgAuF3BUyMJwgAAAAB4C0EYALhdoSCskyAMAAAArc2UlDIl0zSbvRW0CH+zNwAAqDMqwgAAAOBCy4mUfhFNKWVKG1ZWtHlDuwzDaPa24HBUhAGA29mCsNVh+baKsDhBGAAAAFrH/HJCqU8Lwe7Gk4rEks3dEFoCQRgAuF2pFWHLBGEAAABoHYlkbjvkJ4sJJVK0SGJ9BGEA4HYFgjDDUhFmUhEGAACAFmLNvFKmqY8XV5qzGbQMgjAAcDEzkZCSWSXiPp/ka1v9mhlhAAAAaGGpPAPy78SSWlpxVovk1NSUHnroIe3YsUPhcLjZ2/E8gjAAcDNLNZgCHVJ6gGhHR+5jBGEAAABoIYW6IG9GE446RfKVV15RJBLRzMyMRkdHm70dzyMIAwA3yxeEpXV05T5GEAYAAIAWYZpm3oowSYonU4osO6cqbHBwMPN1KBRq4k4gSf5mbwAAUEfrBmFUhAEAAKA1FSv4+mQpoQ0dbfL7jMZsaB2nTp3KhGEHDhxo8m5AEAYAblZWRZjlWgAAAMChrNVghmHIyLo/ZZq6tbiiBzcEmrA7OwIw56A1EgDcrJyKME6NBAAAQIuwzgfz+6T7unNrfe46cHA+mo8gDADcbL0gzHpq5PKyo4aKAgAAAIVYgzCfYSjY0aaAPzfmcNrgfDQfQRgAuNlKPPd2VhBm+P2SP+tfzcyUlFhp0MYAAACAyllbI33GanvkA5aqMKcNzkfzEYQBgJvZKsIsMxLyVIUBAAAATpevIkySutrbdE9HW85jHy8llEimGrU1OBzD8gHAxUzLAHwjYJkL1tkpLd5dux1fltRb/40BAADAkSKRiGZnZ3XlyhVJUn9/v7Zt26ZgMFjS82dmZrSwsKDbt29rdnZW/f392rVrV876P/nJT/SP//iPuu+++2yPW01NTWl2dlYLCwvq7+/Xzp07FQwG81aEpd3f3a5oPJW5xjRN3VpM6ObP/llXrlzRwsKCent7tW3bNoVCoZLez8zMjObn523POXfuXOZ97tmzJ+e5CwsL+uUvf5l57szMjAYGBsoanB+JRPR3f/d3+vnPf575fpXz80ivMTs7q5/+9KeSpK1bt5a9hptQEQYAbrbejDCJijAAAABkjI+P6/nnn9fMzIy2bdumjRs36ty5c3rooYd07NgxLSwsrPv8Y8eOaceOHXr88ce1b98+HT9+XOfOnZO0GsaMjo7q9OnTkqRHH31UkvTcc8/poYce0tTUVM5a586d09DQkBYWFrRt2zY9/PDDeuuttzJ7KVQRJkl+n5EzOP/v/907emr3Lv3Ft76ljRs3aufOnVpYWNDo6KgeeughTUxM5H0/Q0NDmfdz8OBBHT9+PBMQhsNh7d27V/Pz83r44Yd17NgxPfTQQ5qZmck8/7333st57vj4eOb7UUwkEtHQ0JAeeeQRnT9/Xr29vdq4caOuXr2qgwcPanR0VJFIpOg62T/TUCikYDCY8zMtZQ23oSIMANysWBDWYQnCODkSAADAk4aGhnTgwAEdOnQoc18oFNKePXv0ta99TY8//rh+9KMf6a233tIXvvCFvGucOnVKhw8fVjgc1sGDB3MeO3jwoEZGRhQKhRT7tGvht37rt/TUU0/pkUce0b59+/Tuu+8qFAppfHxct2/f1tmzZ3PW2LVrl44dO6bJyUnFEikdHflm5rHsijBJCna06U4sqdGXX9SP/vYN/fm/elW/98ST6g8GZBiGQqGQDh06pNHRUR0/flxTU1N69dVXc9b4y7/8S42MjOjixYs6fvx45v5wOKxXX31Vb7zxhqTV0C4dKJ0/fz7zPfzSl76kjz76SDMzM3riiSdKDp2mpqa0b98+DQwM6P3331dn5+p/s3d8eur7oUOHMt/jM2fOFKzssv5MY7GYHn74YT3zzDOZn+m5c+f0zjvvaGBgoKS9uQFBGAC4WblBWIwgDAAAr3p68p+avQVPeXP/f9HsLWRMTExo165dBVsUQ6GQTp48qePHj+vrX/+63n///YJrDQwMaGBgQE8++aTOnz8vaTWQOXnyZN6wJRgMas+ePZqcnNSrr76qo0eP6vbt2xoZGcm7/uHDhzU5Oam//f7r+uOjz+ue3tWxHoaRm4QZhqF//c2X9KO/fUP/8uVv6bH/+gmtJFOaX07q3q61KGRkZEThcFjnz5/XZz/7Wb3wwgs5ewsGgxoYGNDExITC4bAkaXR0VGfOnMl5z2kPP/xw3u9J+j0Wkw7BgsGg3nnnHQWDwUxwmC39Mzl48GAmkMtWzs903759unTpUtG9uQWtkQDgZgRhAAAAKGJiYkLHjx/X0NBQwWsOHDig3t5ezc7OFmwlzLZx40ZJ0vT0tDZu3LhuxVF6ttb58+c1OjqqI0eOFLx2YGAgUwH1v/+7tzP3t1kqws6dO6c3Xp/U536lX1/+F3sz93+ylNCKZXB+umLq7NmzBds/+/v7M+umWwzTQqGQPvroI33wwQcFg6dS5nFFIhE999xzklar69Z7zsTEhHbs2KGLFy/mtGNmP17KzzQYDGpmZqakn6lbEIQBgJsVCcIMSxBmEoQBAAB4TrrS6fz58+u276WHxOcLXtZb+/Dhw+tec++99+a8RrHQKB1K3c0Kraytka+88ook6WtfO5AzP8w0TX28mMi5dteuXZnXTFexFXLx4sWCw+6rHT5/+vRpRSKRTJXcerJnjeX7eZT6Mx0cHCy4hlsRhAGAmxWtCLPcJggDAADwnP3792f+/3phTjqAKnfAerH5U729a6eWlzOraiEyn/k6uzVyamoqE+z8V7t26f7u3KlQd+NJLcaTOfel39vVq1fXfc1062c9jI+PS1LREExaq+YKhULatm2b7fF6/0xbGTPCAMDNigZhXbm3CcIAAPCsfDOr0rOJOqz/eFYBt69Vyz012qlTp3Tq1KmSr5+dnS352nJDo3yhTimyK8IuXryY+bq/v1+9HW1aiCUVS6y1RN5cTOhX2n2ZarHBwUGFw+Gi7y0dHNVa9qmZ6Sqt9ezZs2fdwKyeP9NWRxAGAC5mWoIwg4owAAAAFBGJRHTlyhVdvHhRkUhE8/OrlVfpdrtylBscZVeHlSO7/TF7n88//7wkKWVKiyu5VWAdbT61fzpcbHZ2djU0K/L6le6vmOxKtPR8tVqKRCL6yU9+ovfee0/RaDTzMy1WAedGBGEA4GbFKsICDMsHAADAqqmpKY2Pj+vixYvauXOnDhw4oJ07d2Za6/7sz/7MsZVD2RVh6ZBHWh2An3bjblwLsbUwzDAM9QcDam9bnRqV73RGq3qEVJJ0+/btzNe1DNuyf6aPPvqo9u3bp9/5nd/J/EyPHTvmqflgEkEYALhbsSCs0xKEWa8HAACA60UiET3//PM6f/68QqGQLl26VLc5WPWSXRGWHValh89L0v3d7bobTyllmpJWB+ffWkzoP7sn0NjNNkC+n+mDDz4oqTXbd2uJIAwA3Cwez71drCJseam++wEAAIDjPPHEE5qZmVEoFNK7777b7O1UJLsiLLuian5+PhOEtfkM3d/t183oSubx6KeD87sDbQ3baz7ZweNC1mmYlcr3My2l4s0LODUSANys6LB8KsIAAAC8LLs17vvf/35Fa1QyO6zWsnIw7dq1K/O1te2vt6NNHf7cKOTmYiJTJdYsO3fuzHx95cqVqtZyy8+0XgjCAMDNbEFYblFE4xYAACAASURBVNm3YQnCTCrCAAAAPGVyclKS9OSTT2YqpwrJnr2VbXR0VJFIpOZ7K8QaWfmM1XlfaU899VTm6+wTJKXV6x7oac+5byWZ0vxyQpL0+uuv13azJRoYGMhUhVn3XMzExETO7Vb8mTYSQRgAuJk1CLPOA6AiDAAAwLOyq35+8zd/s+j1P//5zyUVDk8axpKEZc8Hk6RgMKhDhw5JWguFsnX6fertyJ0UdXspqXNvv93UwfEvvviipNWfS6kVWefOncvZc7k/0/ThB03/mTYQQRgAuFmxGWHWIIxTIwEAADwje5ZW9qmF+YTD4Uxokm+GVbHKo1qyVoQZea4ZGRnRwMCAIpGIxsfHbY/f3+3PCdBM09T4+P+UCdCaYc+ePZkWydHR0ZKec/r0aR05ciRzu1V/po1EEAYALmWapr3Cq50gDAAAAKsGBgYUCoUkrVZOrdcK9/zzz2da8Mqpmiql0qj84fCrUdjdO6vP8+VLwrTa5jgwMKDR0VGdO3cu57H04Py04aE/0p/86TEFenqty1S4x1ylthmeOXNGoVBIFy9eLBqGHTt2TAcOHMgJrMr9maZniDWzEq7RCMIAwK0SCclMrd1u88tos5yGQxAGAADgad///vczlVN/+Id/aAtEpqamtHfvXp05c0YPP/ywHn30UUlrFUvj4+Pas2dP5vpIJKJwOKz33ntP0mrV0dTUVMFAJhKJ6LXXXsvcnpiYWPfaqakp/ePVq5Kkn17+P/UfPriaCcSsBgYG9M477+jJJ5/UwYMHc4bIS6uD86/8+0saHvojfflf7NV/uf1R3Y6ZOYPz0+9nenpa0morYjgcLjnYsn4/pqen131+MBjUu+++q/3792t8fFx79+7V1U/fb1o4HNbevXv1q7/6qzpw4IBtjXJ+pqFQyFaFZv2Zuo2/+CUAgJZU7MRIiSAMAADA44LBoC5duqSpqSlNTExo37596u3tVX9/vxYWFrRr1y6dOXNGwWBQsVhMr732mo4eParJyUlNTk7qxRdfzIQxx44dyzuTa9++fZJWT0Z84403JK3Opnrsscds146Pj2daGT/44INMtdPevXttQ+R/8R9/rj/Z+xVJ0qFDhzQyMpL3/Z09e1bhcFivvfZaZi/pFsJHHv2i/vxfvap7Pr2dSJmaX0rovu52DQ0N6fz58znrRSIRPf7445nb7777bqYCy+rEiRM6e/ZsweefOXOmYOB06tQpHT58WN/5znd05MgRzc/PZ4bpDw4O6uTJk5nb+d5zvp/p5z73OS0sLOixxx7L/Ewl6Y033tDQ0FDen6kbEYQBgFsRhAEAAKBEu3bt0q5du0q61hrupJ06dUojIyN5Z0tZK6D6+/tzgq5812c/dubMGUmrIU9kOaGb0ZXMY+bSHX3hc33r7jkUCunUqVN5H7sRXdHCp6dGStL8clL3dvl19uxZ2z6s72e9OVovvPCC/vRP/7Tg84vN4BoYGNCpU6cUi63+d32H9eCrIqw/0/XWKfQzdSOCMABwK1sQFrBf0x6QDENKl38nVmQmk/YWSgAAAKAEhcKdfPevFwRZH8u+nbRMy+8N5p/rVar7u/y6E0uuztiVlDJNJVKm2tuMst5POde5dRB9K2BGGAC4VQkVYYZhSAGqwgAAANA6TDM3Cas22GjzGQq05U7cT6SsZ1PCLQjCAMCtSmmNlKROSxAWJwgDAACAc1kzKqPAqZHl8PusQVj1a8KZCMIAwK1KDcKs9y8ThAEAAMC5UtaKsBokYfYgjIowtyIIAwC3KjUI6+iyPI8gDAAAAM5lzahqEWwQhHkHQRgAuJRpCcKMgkEYFWEAAABoHdaKsNq0RubeJghzL9eeGnn58mVdunRJGzZs0N27dyVJ+/fv1+bNm/Nef+3aNV24cEHd3d2SpMXFRe3fv189PT0N2zMA1FTJFWHMCAMAAEDrsFWE1WFGWJIgzLVcGYRNTEzonnvu0fDwcOa+s2fP6ujRozpx4oS2bt2ac/309LS++93v6sSJE5nga3p6Wi+88ELOfQDQUqxBmLXyK3O/9dTIWP7rAAAAAAewzQirwZpttEZ6hutaI6PRqMLhsJ5++umc+9O3z5w5Y3vOd7/7XVv11+DgoPr6+jQ5OVnfDQNAvZRYEWZYgjAztlSvHQEAAABVa8ypkaZMkzDMjVwXhIXDYV2/fl1jY2M596dbIq9fv55z//T0tObm5hQKhWxrPfLII7pw4UL9NgsA9WSt7Cq1NZKKMAAAADhYPVojfYZhW4f2SHdyXRC2ZcsW9fT06POf/3zex61tjpcvX857vyT19fVJWp0fBgAtp9IZYVSEAQAAwKFM016pVYMcTJLUZlirwmq0MBzFdTPCNm/erO9973u2+9NhlrXy68MPPyw4QD99fzgcts0VAwDHqzgIoyIMAAAAzlSPtsg0v09ayQq/mBPmTq6rCCsk3eK4f//+nPtv3LhR9Llzc3N12RMA1BWnRgIAAMBl7IPya5eEtVmWIghzJ08EYdeuXdP777+vb3zjG7bqr2g0WvT5d+/erdfWAKB+VuK5t9sD+a8LWIKwZYIwAAAAOFM95oOlOTEIS6ZMLSWlRPO34hqua43MNjExoevXr+vatWs6ePCgBgcH817X3d2d9/4NGzZIKi0sAwCnMS0VYQYVYQAAAGhx1oqwWrZGtvkMSWvrNzsIS5mmfh6JKZEyZUj6bFtKne2eqGeqK8P0yHmgY2Njmpub08svv5wzGP+rX/2qtmzZopMnT9qeMzc3p6NHj2r79u0aHh4uuPbx48fz3p9eMz2Qv5XF46uVJYFAgYqSJqzlxD15YS0n7skLa1Wyzv2Tp9V57Z8yt2/9t4cU+/xDtrU6/5//W/f/7b/JXLf0nw/qk68O1W1f9V7LiXvywlpO3JMX1nLinrywlhP35NS1nLgnt68VCAS0ceNGSZJRg4Qg/esia7Xmnpy6VjXrLCelm0trg7w62wxt6qzN+1tOmLq5vBaRdLQZ6uuqbN1afK8WE9LHy2vvtafd0H0dla9Xy89COW7fvp35861Wtm/fXvFzPRMlDg8P6/r163rhhRdy7u/p6dHi4uK6z01XhgFAKzEsrZFmgdZI01IpZn0eAAAA4BT1HJZvb42s3dqVsFakJT1RxlR/rm6NtNq+fbsuX76sCxcuaPfu3ZJqE3LlqybL1t/fX/VrNNvs7Kyk2ryXWq3lxD15YS0n7skLa1WyTtLyF/nmX+mX0d9vW8uM3VX23/GdRumv45bvFWvxfW/VtZy4Jy+s5cQ9OXUtJ+7J7WvdunVL0mrFR0dHgbEIZYh9epo0a7Xmnpy6VjXrLJsJKeu/Xn1G7T7vZiym7NbIpGkqEOioqIKqFt+r1EpcUnJtf6rufdbys1Aq0zTl9/v14IMPNuw1i3FdRdjly5c1MTGR97G+vj5J0vT0dM59hU6FTN+/devWGu8SABqg5FMjLffHmBEGAECranTLE9Bo9RyWb8heYdbMKixbRZgDhveXyzRNx/255Log7MyZM3rrrbdywq60dAtkdhXYI488UnCt9PUEYQBaUslBWFfubYIwAABalmEYSqWa3M8F1JFtWH6N1/dbQptmDsx3Q2tkKpUiCKu3vr4+ffnLX857QuSHH34oSTmPhUIhScobnE1PT2vz5s0EYQBaExVhAAB4Tnt7u5LJZPELgRZVz4owSWqzpCTNCsJM01Qiab/PGgQ6XTwer8lhIrXkuiDsmWeeyXv/tWvXdP36dYVCoZzTBTZv3qzt27frwoULOddHo1G9//772r9/f133CwB1U3FFWCz/dQAAwPECgUDNT2cDnMQaBPlqXG1kH5jfnOApaUqm7K/dau2RsViMIKzetm/frgcffFBjY2O6cOGCrl27psuXL+ub3/ymdu/erZdeesn2nOHhYUWj0cxssbm5OY2NjekrX/lKVUdyAkCzmKmUZP2P4AKnRtoqwuLLmaOVAQBAa2lvb9fKygp/l8O1bKdG1nh9pwRhiQJ9kK3UHplIJJRKpdTe3t7sreRw5amRu3fv1u7duzU9Pa1wOKzNmzfrxIkT2rx5c8HnvPTSS7p27ZrefPNN9fT0aGhoaN3rAcDRVlZyb7cHZPjy/9uH4WtbDclWPg3OTHM1RGvgaTIAAKA2fD6fEomEotGoOjoqO+0OcDJ7RVht1/f7DGWfHNm0IKzA66ZapCIsmUxqYWFB3d3djvtzyJVBWNrg4GDeWWGFbN26lXlgANyh1LbItI6OtSBMkuLLBGEAALSoVCqlWCymu3fvasOGDY77JRSoRt1nhFlPjWxS8LRS4HWTLVDtmUgktLCwoK6uLnV1dRV/QoO5OggDAM8qNwgLdEq6s3Z7eUm6J1jzbQEAgMZIJBIyTVOffPKJOjo61NHRoba2NhmGQTCGluaZ1shCQZjDDoU1TXN1iH8qpXg8rlgsplQqpe7ubkeGYBJBGAC4U9kVYZ3rPx8AALSc3t5eJZPJTHVYKpUqe3ZYIpGQJPn91f/q6Pa1nLgnp65VzTpL0ZWcMGwhbshn1O79maYUj629wIoh3Vzxlx0gV/u9iiwnFE/Y//c6H/MpEW2raM1afhaypQP2QCCgnp4etbe3OzpwJwgDADeyBWFFTmqxBmHLS7XdDwAAaIq2tjZ1d3eru7u7oufPzs5Kkh588MGq9+L2tZy4J6euVc06R/63/6ClxFpZ1MlHutTtN2r2/kzT1J//OKblrNd47fd/Tb2d5cUn1X6vvnn+un42b//H6f/m1zbq0G9vqmjNWn4WWpnrTo0EAIiKMAAAALhOyjRzQjBJ6qysOKogwzC0qTs39Lq1mKjti5Tg5uJK3vsXYo3fi9sQhAGAG1UbhMWoCAMAAICzLFtDML8hXx1a8KxB2McNDsIWV5KKxvMPA1uIJRu6FzciCAMAN1opLwgzLEGYGaMiDAAAAM6yuJIbDnW117gc7FP3d7fn3L5VoDqrXm7cLfx6kWWCsGoRhAGAC1mDLKPsirDlGu8IAAAAqI41COtur0+kcX+TK8JuRgu/HhVh1SMIAwA3qnZYPkEYAAAAHGapQUHYJktF2MdLDa4IixZ+vbvxpJKp8k5/RS6CMABwo3g89zYVYQAAAGhx9tbIxlSENXpY/s11grCUKUXjVIVVgyAMANyo3GH51scJwgAAAOAwi5YAqH4VYU1ujSwyk4z2yOoQhAGAG5UbhHV25d4mCAMAAIDDNG5GmKU1cnFFptm4dkRrRZj1XMwIQVhVCMIAwI2qrQiLE4QBAADAWRp1auSGgE+BtrX4aTlhKmp57Xq6YRmWv7k7NwqjIqw6BGEA4EblBmHWGWHLBGEAAABwFtuwfH99Ig3DMJrWHrmSTOn20tprGZI+15P7PheWCcKqQRAGAG5UZhBmdOS2RprW5wMAAABNtrjSmBlhUv72yEawDua/t8uvjR3WirDGzixzG4IwAHCjsivCrMPyl2q7HwAAAKBKjTo1UmreyZHW+WAP9LSrpz03CGNGWHUIwgDAhawVXUbRIMw6LJ+KMAAAADiLNQjrCdRnRpgkbWpSRdgNSxDW1+PXBksQdofWyKoQhAGAG1VdEcaMMAAAADiLbUaYRyrCNvipCKslgjAAcKNqh+UThAEAAMBhmtka2ahh+dYTIx/oadeG3OI0ZoRVyV/8EgBAyyEIAwAAgMvkrQir03+2Nqs10loR1tfTLsO0DMunNbIqVIQBgBsRhAEAAMBlGntqZHMqwvK2RjIsv6YIwgDAjcoNwvztki/rr4RkQmaiMf/qBQAAAJRiMWFtjazfsPzejjb5fWsBVHQlZQviai1lmrq1aA3C/Opsk7LHhMWTpmKW7wVKRxAGAG5kDcKsw/AtDMPIUxXGyZEAAABwBtM0ba2RXf76RRo+w7BVhX1S56qw20sJZedbPQGfutvbZBiGeqxVYbRHVowgDADcKB7Pvd0eKP6cAO2RAAAAcKZY0lTKXLsdaDPU3mYUfkIN3N/V2JMjb1oG5ff1rM0psw/MJwirFEEYALiMmUpK1rbGUoIwa0VYnCAMAAAAztDIEyPTGj0w/0ae+WBp1oowTo6sHEEYALiNtRos0LHa+liMtX2SijAAAAA4RCMH5ac1emB+vkH5adaB+VSEVY4gDADcptxB+WkdXbm3CcIAAADgENb5YM0IwurfGpkbhPX1rL3+Bj8zwmqFIAwA3KbiIIyKMAAAADiTvTWyfidGpjW6NZKKsMYgCAMAt6EiDAAAAC5jDcKa0hq51Nhh+Q90Z88Iy72WGWGVIwgDALepMAgzLBVhZixW4EoAAACgsWytkX53tUaapmkblp99auQ97bRG1gpBGAC4TcUVYZZTI2NLtdkPAAAAUCXrsPxGnBq5sdMvX1b+dCeWVCyRKvyEKkTjKS1lrR1oMxTsXGv/tJ4aeYfWyIoRhAGA29QsCKMiDAAAAM7QjNbINp+h+7pyq8I+qVN7pLUabFN3e87J79YZYRGCsIoRhAGA21QahAWoCAMAAIAz2U+NrP+wfEm63zIw/1adBubfXCx8YqTEsPxaIggDAJcxLUGYUWoQ1klFGAAAAJzJfmpkY+KMTdaB+XWaE7beiZGSZMnFdDeWVDJl1mUvbkcQBgBuY60I66AiDAAAAK2tGa2RUuMG5ttOjLQEYW0+QxsCa+/ZlHQ3TlVYJQjCAMBtmBEGAAAAl1myDMtvVBC2ydIa+XGdWiOtM8KsQZgk9XbktoMyJ6wyBGEA4DbWACsQKOlphiUIM+PLtdoRAAAAUJVmtUZaK8Ia1RrZlzcIy93LnWWCsEoQhAGA28TjubcrrggjCAMAAIAz2FsjGzUsv1GtkdaKML/tmt5Oa0VYffbidgRhAOA2NWuNJAgDAACAM9hPjXRPa2Q8mdJ8VnWXz7CfVinZWyM5ObIyBGEA4DYEYQAAAHCZZg3Lv7fLLyPr9vxyUivJVMHrK2EdlH9vl19+n2G7zhaE0RpZEYIwAHCbFUsQ1k4QBgAAgNbWrBlhfp+hjV25bYqfLNW2JbGU+WCSFLS1RhKEVYIgDABcxqQiDAAAAC6ykkwpkTIzt9sMKdBmr5iql011nhNWyomRkn1YPq2RlSEIAwC3sQzLN0oOwizXEYQBAADAAfK1RRpG44Kwep8cWWpFmL01kmH5lSAIAwC3sVWEBUp7njUwi8dkpmo7/wAAAAAol70tsjEnRqZZB9ffqvHA/FJOjJTsrZFUhFWGIAwA3KbC1kjD12YPzaxrAQAAAA3WrBMj0zZ1ObMijBlhlSEIAwC3sYZX1pbH9XR0WdaiPRIAAADN1awTI9PsrZG1rQi7YTk1clOJM8LuxJIyTTPvtSiMIAwA3KbSYfn5rl0mCAMAAEBzLa7kVj416sTItE221sjaVYQlU6YtWCtUEdbpN9TuW5uNFk+aWk4QhJWLIAwA3KaaIMx6ciQVYQAAAGgy51WE1S4I+2QpoWRWlnVPR5s6/fnfn2EY6rXNCWNgfrkIwgDAbWoZhMWYEQYAAIDmss8Ia+yw/PssQdjtpYQSqdpUYt2yzQfLPyg/zXZyJHPCykYQBgBuU9MgbKn6/QAAAABVsJ8a2dgoI9DmUzArgDK1GobVwg3biZH52yLTgtaB+csEYeUiCAMAFzETCSmZ9Zehzye1rf+vSjmoCAMAAIDDNLs1Uqpfe+RNy6D8YkGYdWA+FWHlIwgDADfJUw1mGEb+a/MwLEGYSUUYAAAAmmzJMiy/OUFYbkBVq5MjbRVh3UWCMGaEVY0gDADcpJq2SImKMAAAADhOs1sjJWmTpSKsVidH3rTNCCtWEWYJwmiNLBtBGAC4Sc2DME6NBAAAQHM5oTVyU6MqwsoMwiK0RpaNIAwA3KTaICxAEAYAAABnafapkZJ9RlgtKsJM09StxfJOjQxaWiPvEISVjSAMANyk2iCskyAMAAAAzuKE1sh6DMu/E09pOWFmbne0GbqnY/2Qzzosn1Mjy0cQBgBuQkUYAAAAXMatrZHW+WAP9LQXPejKPiyfIKxcBGEA4CYr8dzbgUB5z6ciDAAAAA7jjFMjcyuxPllKKJkyC1xdmnLng0l5huVzamTZCMIAwE1qXBFmEoQBAACgyZzQGtnh9+mewNrrJs3qB9WXe2KkJN0TaFN2zdjdeKrqQM5rCMIAwEXMWG4QZpQZhBkdluvjBGEAAABonmTKVCy5FvQYkjr9zYky7q9xe6S9NXL9QfmS1OYztCGQ+/4ZmF+e4t/lFnT58mVdunRJ0WhUd+/e1ec//3nt379fPT09tmsnJiYkSb/3e7+nzZs3S5Ki0ah++MMf6sEHH9Tu3bsbuncAqEq1FWEdXbm3qQgDAABAE1lPjOxq98lXZI5Wvdzf7dfP5tf+e/vWYkJfuL/y9fLNCCtFb6dfd+JrI1EisaQ2drky3qkL132n3nzzTUnS8PCwpNVQ6y/+4i905MgRvfTSS9q6dWvO9YuLi7pw4YLeeustSVJPT4+i0ahCoZAOHDjQ2M0DQLWqDsIs1xOEAQAAoImc0BaZVuuB+TeiufO9SmmNlFbnhH2UdXt1TliZ/93vYa5qjZybm9Pc3JyefvrpzH09PT16+eWXFY1G9e1vfzvv87Zs2ZL5euvWrRoeHtZLL71U9/0CQM3VvCIslv86AAAAoAEWHTAoP806MP/jxeoG1VdcEWYdmL9Ma2Q5XFUR9uabb+aEYGk9PT3avn27Ll++rGvXrtmqwl5++eW8bZMA0HJqXhG2VN1+AAAAgCpYWyOdFITdqiIIW06ktJA128tnSPeV2N5oPzmSIKwcrqoI+/DDD/XCCy9obm7O9lhfX58k6dq1a43eFgA0DhVhAAAAcBF7a2RbgSvrr5atkdZqsE3dfrX5Spt9FuzMDcyqPb3Sa1wVhG3YsEHRaDRvEAYAnlDrirD4skyT45gBAADQHNYgzEkVYdW0RlbaFilREVYtV7VGDg8Pa25uztb6KEnXr1+XtFYZlu3u3bu6cOGC7ty5I2l1gH6hUyYBwNGqDMIMf7vU1iYlP/3LNJmUEgmpvfS/mAEAAIBaWUo4Nwi7tZiQaZoyKjjF8qZlUH5VQdhydbPKvMZVQVhPT0/eECwajSocDmvLli0aHBy0Pf7mm29qaGgoc/vy5cs6cuSITpw4oc2bN9d1zwBQS6YlCDPKrQiTpI5OaTG6dju+TBAGAACAprAOy2/mqZHd7W3qbvdlqtQSKVMLsaStVbEUNywVYaWeGClJwU4qwqrhqtbIQiYnJyVJBw8etD329NNP54RgkrR9+3b19fVlngcALaPa1khJCnTm3l5ernw/AAAAQBWc1Bop1a49sprWyHtojayKYbp8+Mv09LS+9a1vaXh4WNu3by/5eWfPntWFCxf06quvFq0KO378eN77T548KWm1wqzVxeNxSVIgEHDMWk7ckxfWcuKevLBWqets+rffVsfsh5nbN7/+3ys+8IWy1uob/6baP16btTj33DeUeODBqvZVCj6jrb2WE/fkhbWcuCcvrOXEPTl1LSfuyQtrOXFPXljLiXty6lrlrPO/fBjX3/9iLWz6ypZ2/e7n1kKjRr+/74SX9U/za+Hc0EMBhe63V4QVW+vbV5Z1bWFtnUMPd+jX781/EIB1rU+WU/of/q+1f6zeGDD0zd/uyvvccvbUSsrJd6xcXREWjUb17W9/W/v37y/7m5QOv9KzxQCgFRgr8ZzbZnv5f8lZn2OscHIkAAAAmmM5mVu709lW/jyuWtrYkfv687HKaotuW553X0fp76unPffauysmB1yVwVUzwqzGxsb0la98RU8//XTBa6LRaN6h+On7SjmBMl35VUh/f3/RNZxudnZWUm3eS63WcuKevLCWE/fkhbVKXcdaFP3grwzI+Gzuc4qtlbznHumXWWvcu1FGgWtb+XvFWrVdy4l78sJaTtyTF9Zy4p6cupYT9+SFtZy4Jy+s5cQ9OXWtctbxzXwk6U7m9uc2b1J/f2/N91TqWgPzN3V57uPM7VRnr/r7HyhrrWTKVOS9f865b/DX+tXhz1+rlG+twI//WfFPQ8KEKT3wmc+puz1/RVkpe/IS11aEnT17VoODg7YQLBpdGwA9NjamZ599Nm/Ylb6OYfkAWoptRlgFZc8dlrLqGDPCAAAA0BxOmxG2qTt3ltfHiysFrizs48WEUlkFXMHOtoIhWCH2kyOZE1YqVwZhFy5cUHd3ty0Em5ub0/vvv5+5na4G27Bhg22NdDjW19dX380CQC1Zg7COSk6NzH2OSRAGAACAJlmynBrZ7CDs/q7qh+XbBuV3l39Cu/XkyAgD80vmuiBsenpav/zlL3XgwAHbY+FwOCfY2rJli06fPp23NTIcDmvLli3aunVrXfcLADUVz50RpvbygzCDijAAAAA4hLUirKvZQZjl1MhbFQRhN6o4MTLtno7cfdwhCCuZq2aEzc3N6dvf/rb6+vrynuR4/fp1fe9738vcfuaZZzQ5OamhoaGc6y5fvqy5uTmdOHGi7nsGgFoxTdNeEVbBsHxbFRlBGAAAAJrE3hq5/hysesvXGmmapgyj9GH31oqwvp7yo5mgpTUyslx+IOdVrgrCxsbGFI1G1z3pMbv6q6enR7t379bY2Jh27Nihvr4+Xbp0ST/+8Y914sQJqsEAtJZEQjKz/kOhzS/DX8Ef84HO3NsEYQAAAGiSJYfNCOsJ+NTRZij26aD6WNJUNJ7Sho7SA7qbi9VXhPVaWiMXqAgrmauCsGKnN+azdetWDQ8Pa3p6WuFwWIODg3nbKgHA8WyD8iuYDyZJndYgLJb/OgAAAKCOUqZpC8Ka3RppGIbu727XL+6sjSS5tbhSVhB2I5pbvdVXSRBmHZZPEFYyVwVh1RgcHNTg4GCztwEAlatVEGarCFuqbB0AAACgCsuJlLIOV1RHm6E2X+ktiPWyqdufE4R9vJjQr95b+vNtw/IrCMKClhlhBGGlc92wfADwLFsQVsF8zZ+e4wAAIABJREFUMMleEWZdFwAAAGgAp7VFplkH5n+8VPp8LtM0axKEWSvCIssEYaVyxqcIAFC9elWELVMRBgAAgMaznxjZ3EH5afdbBubfssz8Wk8kllQ8uVbn1un3aUOg/GjGPiOMYfmlIggDALeoURBmWCrCTCrCAAAA0AT2EyOdEWFsslaELZYeQuU7MbKcEyfTmBFWOWd8igAA1aMiDAAAAC7SKq2Rt6oIwippi5SkoDUIozWyZAzLBwC3qFUQ1sGMMABohIVYUj/4/+KKJU398ca4Pttb4WxHAHCpxZXccKfZJ0ambbK0Rn5cRmvkzRqcGClJPYE2GVLmMIHoSkqJlCm/Aw4TcDpnfIoAAFWztjAatQrCYssV7ggAsJ7xH/9SF/9TQv/+RlKj/8d/lGmaxZ8EAB7i1NZI27D8MirCbtSoIqzNZ+ge2iMr4oxPEQCgevWqCCMIA4C6CM9FM19/tBC3/XIEAF7n1NbI3o62nMqrxZWUrXqtkFq1Rqb3kW1hmYH5pXDGpwgAUD1rENZBEAYATmWapq3SYZ75LgCQw6mnRhqGUfHAfHtFWOUTqxiYXxmCMABwCyrCAKBlLCVSSlk6Ief5l3wAyOHU1kip8vbIW7ZTIyuvCAt2EoRVwjmfIgBAdWI1CsLaLcOaV+IyU/ylCgC1FI2nbPfNL/FnLQBkc2prpCTdbxmYf6uEgflLKyndyfrz3++T7u2qpiIs97kRKotL4pxPEQCgOjWqCDN8Pk6OBIA6s1Y5SNJtKsIAIIdTT42UVFFrpHU+2KbudvmMyk95tLZG3qEirCTO+RQBAKpTq9bIfM9dpj0SAGopGrf/sjK/RBAGANnc1hppnQ+2qYq2SEnqtbRGRmL8PVIK53yKAADVWYnn3ra2OJajsyv3dpwgDABqKV9FGDPCACCXvTXSGcPypcpaI60VYX1VDMqX7BVhtEaWhiAMANyCijAAaBn5KsJuMyMMAHI4uSLM2hp5q4LWyAeqrQijNbIizvkUAQCqYlqCMKOaIIyKMACoqygVYQBQlDUIc9KMMGtF2MclVYTl/jlfzYmRkhTstAzLJwgriXM+RQCA6tSzIsx6IiUAoCqL+U6NJAgDgBxLlmH5TqoIC3a0qS1rzv3deErLCfuf7dmsM8JqXRG2QBBWEud8igAA1allEGY9NTK2VPlaAACb6Ir9l5XlhGmbhwMAXmWapqNbI9t8hu7rKm9gvn1GWK1bIxMyTbOqNb3AOZ8iAEB1rEFYR+VBmGEJwkwqwgCgpqJ5KsIkqsIAIC2eNJXMynT8PkPtbc6KMMppj1xJmvrEcjqw9eTJcnX4ferIKktLpPIfxoJczvoUAQAqR0UYALSMxTwVYZI0v0QQBgBSvhMjnRdfWIOs9Qbmf7y4ouxarXs72xSoQbAX7KQ9slzO+yQBACpT1yCMijAAqKVCFWG3qQgDWlYyZWopYdKaViNObotMs54cuV5F2M3F2s4HS+vtyN0DQVhx1dXhAQCcg4owAGgZ+U6NlKTbS/wCA7Si/3QnrtGfLuvmsqmdv/iF/uWjn5FhGMWfiIKcfGJk2qYea2tk4X/MsJ4YWbsgLLciLMI/qBTlvE8SAKAyNT01koowAKinaLxAayS/wAAt6Uf/9IluLq9Wgl2cuaN/usk/IlbL2kLuxIqwclojrSdGVjsoP62X1siyOe+TBAAom5lKSfF47p3tgcoX7LQEYfHlytcCANgUGmZMEAa0pp9Hcv877KM78QJXolStMCNsUxnD8q0nRtarImxhmSCsGOd9kgAA5Vux/KXbHpDhq+KPeGtF2DJBGADUUqFh+bRGAq3JOt+v0BxAlM7eGtlW4MrmsVaErdcaaa0Ie6CnNpOqgpYZYREqwooiCAMAN6hlW6Qkw1IRZlIRBgA1k0iZWk7kH6ZNRRjQmqwnvt4t0P6M0rXCsPx7O/3yZY2Ci8SSiifzh6DWijBaI5vHeZ8kAED5ahyEUREGAPVTqC1Ssv8yDcD5VpKm7lgqwO4QRlStFVoj23yG7u3Mrcj6JE9VWMo0datBw/IX+AeVopz3SQIAlK/WQZj11EgqwgCgZgoNypek28tJmWb+ajEAzhSJ2YMHWiOrZ20hd+KpkVJp7ZGR5aRWUmt/tve0+9QTqE2rpy0II4QtypmfJABAeWxBWBWD8iV7EBYjCAOAWlmvIiyRMvkFGmgxt/NUctIaWb1WaI2UpPstA/Nv5RmYb58PVptqMInWyEo485MEAChPzSvCLM8nCAOAmlmvIkxiThjQaubzHHJBEFY9e2uk84blS9KmEirC7CdG1mZQviT1WoblE4QVRxAGAG6wUusgrCv3diyW/zoAQNmi61SESfbT5wA4W77w+i6VnVVbTFhPjXRmfGFtjbyVp0KwnhVhGwK+nIH9iysprRQY2I9VzvwkAQDKU/eKsKXq1gMAZCwWqRS5nae6BIBz5Quvi1V+orhWbY38OE9r5K06BmE+w9A9zAkrizM/SQCAspiWii2j1qdGxmIMbwaAGilWEUZrJNBa8p32ejfOwRfVWrIMy3dqEFZKa+QNy4mRfTUMwiQG5pfLmZ8kAEB5ajws3/D7JX/WX+pmSlqJV7UmAGDVoqVlyvof5Pl+qQbgXPPL9tAhaUrLCYKwalgrwlqmNbKkGWG1DcKCBGFlceYnCQBQnrglpKq2IkzKWxUGAKjeXUuVw/1dRs7t23l+qQbgXPlOjZQYmF8te2ukM4fl39eVG2rNLyWUSOWGoNYgrNYVYfdYBuZH+HtkXQRhAOAGtZ4RJkmdliAszsmRAFAL1oqwzV25/0lORRjQWgq1MxOEVcd+aqQz44v2NkMbO9dCOlO54Wg0nsxpiff7DAU7axvqWddbiPH3yHqc+UkCAJSnHkGYtSJsmSAMAGph0VIRttlSEcaMMKC1FDrggiCscitJU/HkWlWVz5A62ox1ntFc1oH5t7IG5tvbIv3yGbV9L8wIKw9BGAC4QT2CsA4qwgCgHqKWirC+7tz/JKc1EmgdsURKS4n8B2Dcja9/MAYKsw7K72r3yahxeFRL6w3Mv2kZlF/r+WBSniCMv0fWRRAGAG7QiCBsean6NQEAtlMj+ywVYZHlhJIphmwDrWC9Cs4oFWEVs84H63FoW2SadWB+dhB2o87zwSQqwsrV1E/TjRs3tLi42MwtAIA7NKQijGH5AFAL1l+Oe9uNnF/yUqZ0h1+ggZZQqC1SojWyGvYTI505KD+tvNbI2gdhwc7/n707j3PjPO8E/6vCffRFstE6KZGS7dhWt3M5ajnZzEwkJ5PDpDQ7G2dC7s7Hzoryxvp4IuaQMqacGSljS5OITBwnjqgkjjdqJU5i2dRuJondysxOYqkpx1eTpmVbZEu0JRF9sE/cQL37RxPdqKcANI6qQgH4ff+xgUYXXraq0agHz/N7RVg+C2F1+Xd+SGueffZZpFKprdsTExO48cYbt742NTW19fWxsTEcPXp06+tERNQkBwphWiiMyn4ElcvCuw3pRETdQ17ghf0ahiN+pArbOwCvZIoYDjv2Vp2IbFKvI2wjx9HIVnVLUH5ZvdHITnSErXM0si7HzqZUKoWpqSmcOXMG0WgU0WgUADAzM4OTJ08ilUrhwIEDOHbsGA4cOICHHnqI3WFERC1SohCm2dIRJo6RY0YYEVG7lFKWsPyIHxgRO36t8CKGqCss19nllR1hrZMfGHi9ECZHIxdNGWHmQpgsmtlhUPwNWeWukXU59jFTIpHAoUOHcODAAdP9U1NTAGD62vj4OPbv34+pqSncfffdTi2JiKh3OTIaGTHfZiGMiKht+ZJCZa62XwMCuobhiPkipt7FNRF5R92OMBbCWmb5wMDjhbA9YjRyKV0AEAQALKTN54hbGWFKKU9vMNBJjp1NZ86csRTB5ubmMD8/j1gsZvna/v37sb6+7tRyiIh6myOFMHaEERHZTQblR658LC3HIOtdXBORd9Tr3uSuka3rto6wXRHza/jlTBGGUigYyvTBhgZrnpgdgj4dYb85a1LuUEzbHDubyqOQlc6cOQMAuOmmm6p+D6uVREQtYkcYEVFXkEH5Ef/m+98RSyGMnSRE3YCjkc6wZoR5Oyw/5NcxUNGVtbnpicJKzrwD8K6IHwGfM3WPIct4JM+/WhwrhFUras3OzgLYHIUkIiIbsSOMiKgrWILyr1wQcTSSqDvV696UhW9qnHXXSG93hAHW7K/lvMLlrLkQ5sSOkWXW8Uj+HanF1bOp3BE2MTFh+Vo6nYZSynI/ERE1wIlCWDBsvs1CGBFR26wdYZv/K0cjlzkaSdQVljMcjXRCuthdo5EAsFuMR67kFC7nZCHMud2ALYUwdhbX5NjZpJTCyy+/vHX7mWeeAQCMjY3hxhtvtDx+amoKd911l1PLISLqbZZCWLD9Y4ZEIUw+BxERNU1mtmyNRooLqNU6F9dE5A1KqR3D8tns0ZqMCMvvikKYyP7aLISZX/Pd7Qjj35FaHCtH3nXXXXj/+9+Pd7zjHdjY2MDMzAyAzd0iK509exZTU1NIpVI4fPiwU8shIupt+bz5tg0dYVoojMq3biqbafuYRET9zjLuc+W6ZVhku7AjjMj7MkUD+dL2u6Vyrab8a26ozcd4Pd/Ki3phNHIlr7BRMBdCndgxsmxIdBYzI6w2R8PyH3nkESSTSczOziKRSOC+++7DrbfeCgCYmZnBe97zHjz88MO4cOECkskkjh8/7tRyiIh6ljJKQLFgvjPAjjAiIi+qFZY/FPajMmF3LVdC0WAnCZGXybHIgYCGqN+clc2d+1pj3TXS+8XE3bIQlnM3I2xAdIStsxBWk3MDqtgcgzx27FjVr01OTmJyctLJpyci6g9VusFs2YVXFsLYEUZE1LaU7HK4ctHs1zUMhHymUZbVbNEyakNE3iHHIgeDGnIlhdWKt2bruZKjxY9eZd010vsdYdVGI1fzLnaEiULYKjuLa/L+2URERPU5EZQPsCOMiMgBsiOsciJyRIy1rDDomMjTVsTurgNBa0fYBneObEkvjEYu5xSWRVj+HjfD8tkRVpOjHWH1TE9PQ9M0jI2NIZFIIJFIdGopRETdza1CGHeNJCJqm+XiruKieTjiwyur219bzvDTfCIvk1l+gwENEBPNvTQa+f+8eBmnvp7B1TEdv5ooYjDsXDnBOhrp/ULYLlEIkztGxoO6oyOeg2EWwhrl2Nn067/+63W/Ho/HEYvFcOnSJXz2s5/FiRMnnFoKEVFvYyGMiKhrpAsyI2z7/w9bOsJYCCPyMktGWND8Ow30TkfYy8tZ/NGX5rGQVZhdKuHpc5cdfb5u3DUyGvAhVmedTo/IDoXMJx8LYbU5VsK9dOlS3a/LfLBkMoknnngCd999t1NLIiLqTSyEERF1DdkdEvFtd4SNiCvolQwvYoi8zJIRFtAg69e9Ugj759dSptvfXHQuO7ZkKGSL5m6qsN/7hTBgMzA/tZqv+jUn88EA62jkKsfra3LsbGo2qHlsbAwbGxsOrYaIqIc5VQgLBIHK1/JiAarEP6hERO2oFZYPAMNirEWOXRGRt8iMsMGqGWG9MRp5bj5tur2QKtR4ZPsyRfk6qUO3YyMoF9Tb4MTpjrBYUIde8WPKFg3kS71x/tnNM2XVdDqNubm5Ti+DiKj7OFQI0zSNXWFERDaTYfmVTWCyI4wZYUTetiw6bjYLYebHyN/5blQyFL6xYO4AW8oUUTJUje9oTzfuGFm2W54AFZzuCNM0jYH5DWp7NHJ+fr5qASuVSuGFF16AUvV/OZLJJJLJJKanp3HHHXe0uxwiov7jVEcYsFkIy1a88cllgWjMvuMTEfUZS1i+r7IjzPzWfJUdYUSeJkcjBwIaooHe2zXylZWc5bXLUMBSuohE3P7iTjfuGFkmd46sNOrgjpFlQyG/acfhtWwJe+p0qfWrtv9LpFIpJJNJvPTSSzh9+rTpa4899ljDx0kkEjh06FC7yyEi6jtKFMI0Owth8ljsCCMiapmhlKXTIWwKy5ejkd1/AU3UqwylLMXqgSqjkes9MBr5dTEWWbaQKjhUCOu+oPyyTo5GAsBA2AdU7D7MjrDq2i6E7du3D/v27du6ffLkSTz77LMAgPHx8R2/P5FIYP/+/ewGIyJqlewIC9nZERYRz8VCGBFRq9IFA5WzEjL3xhqWz44wIq/ayBuojLKK+HWEfL05Gvn1+erB+POpAt7qwPN182hk/Y4w5wthQ5bAfP4dqcb23rwjR44AAGZmZnDs2DG7D9+QmZkZPPfcc0ilUtjY2MBNN92EQ4cOIRarPs5z4cIFTE9PIxqNAtjMK6v3eCIiT3F0NFIcK8tCGBFRq9KiMyQaNF/cDYR80LXNkSNgM1g/XzIQ9HXPRSBRv5CF6uHIZgEiYgnL7+5CmFLKEpRf5lRgvnU00lfjkd5TqyMs6NMsRSonMCOsMY4MqR48eBDPP/+8E4fe0alTpwAAR48eBbA5uvnQQw/h3nvvxYMPPoj9+/ebHj87O4snnngCjzzyyFbha3Z2Fg888IDpPiIiz8rJQljQvmOzI4yIyDYpMe4TFxd3uqZhKOw3heSvZEpIxFkII/IamQ82cmXOudd2jXx1LY/VGsWUhbQ7hbBu6girFZY/GgtsbkTlsMEwC2GNcOSMGhsbaynv66mnnmrrecvB+wcPHty6LxaL4UMf+hBSqRROnDhh+Z4nnnjC0v01MTGBRCKBqampttZDROSKfN5828mOMGaEERG1bKeOMAAYseSEcayFyIvkrq7DkXIhzPy4VL604wZyXnZuofpYJADMp5x5ferm0chYQEfYby14uTEWCbAjrFGOnVGtZH5NT0+39ZynTp0yFcHKYrEYJicnkUwmceHCha37Z2dnkUwmq2aZ3XbbbW2vh4jIFQ6ORmqhsOm2YiGMiKhlsiOs2sWd3DmSOWFE3rQiNrMob3bh1zWEKnaDNRSQKXZvV9jXk9XHIgEnRyPNP9tu2jVS07Sq45EJF3aMBIDBkNx9mIWwalz5r5FOp7GxsbH1/6u5dOkSUqlUW89z/vz5rZHGsbEx09cSiQSAzTyw8njkzMwMAFQdf6z2eCIiT5KFsICdHWHmQphlDJOIiBqWEh1hsaAPQPWukjJ5sU1E3lB9NHKzSz8e9CFXUcTeyBmIdlHOVaVaO0YCm4UwpZTtI3/dPBoJbI5HvrpmntgYrbObpJ2GRFfxeo4fplTjaCHs2WefxalTp5BMJp18mi3xeBxzc3NIJpOWQlg158+fr/m48v1nzpxhIYyIvK3gZFi+LITVbo8nIqL65MVdrMrFHUcjibpDrdFIYLMQtlRZCMuXkIA7hRA7zW8UsJDe/nf4dQ06FMo1/XxJYTVXsnSytstaCOuuImK1nSM7NRpZK9+t3zlWCJuZmcHJkye3bpd3ZKylVqdYM44ePYpkMlm1cDU3Nwdgu9MLAObn5xGPx+se060iHhFRq5Sju0ayI4yIyC4psXvcZkeY2YjsCONoJJEnLYtuzZGwH7hSv4mHzEXubt058tyC+Rr9jbvDWE5l8Xp6O/NsIVWwvRAmM8K6aTQSAHZHqo1GdigjjF3FVTlWCPvsZz+L22+/HYcPH96xCAZs7u743ve+t63njMViVYtgqVQKZ86cwb59+zAxMWG6f6dCWHmkk4jIs0RYvsaOMCIiT0o1MO4zJDPC2BFG5EmrWdkR5gOuJP3ERZG7awth8+b3fW9JRPGN13OWQtgbdkfkt7al20cj91TJA+tUR9h6vgRDKegu7FjZTRw7o+LxOI4cOdJQEQzYLGI1+thmlXd/vOeeeyxfq/Wc5QJZu7llRESOs3SEBe07NjvCiIhsIzvCql3cjUTEaGSmOy+giXqdZTSyoogtuz038t0Zli/zwd6aiGBEdLstOLBzZNcXwkQemK5t5oa5IeDTTT8vQ3Xv+eckx/5rNJLRJR09etT2dczOzmJ6ehpHjx5tKuur3AlWLUhfuv/++6ve/+ijjwIALl682PDzelX+SseJHf8Wu47lxTX1w7G8uKZ+OFa944yur6Gy9HVpeQWFOs/XzJoi6ynsqriduryE5Yrv67afFY/l3LG8uKZ+OJYX19QPx2r1OIur5g8TsmvLyOuG6ViZtPmCZXEj2/Dz9NLPisfiz93LxzKUsuzGt7bwGlRxcxdFlTN36393fgkXg2uOrsnuY63nFb5bEfiuAYhnlzDkN79Gnb90GRdjzU9R1VvTWtq8S/nq0jwuZmsXwzr9s7IcY8P8MxoKanj1u99xbV1Rn0K6YkPPb859B2NRvenjeN0111zT8vc6VlpVSu38IGF8fNzWNaRSKZw4cQKHDh3C5OSk5euxWGzHbLKdRieJiDpNK5jfbKmAfR1hSnSXaTKYn4iIGpYpmt8fh/3WUZXBgPm+tXzz76mJyFkbBaDyNzPqBwK6VnHb/HucLnbf7/H5NXOh77q4jrBfw4hI4Lics//fJmOtwt2VlY9rYhp2hbbPgVt2ufsPiIu/IxuF7jv/nOZYR9htt92GZ555BgcOHGj4ez7wgQ/gox/9qG1rOH78OO68804cPHiw6tftKnKVO79q2bt3ry3P00nlirEd/xa7juXFNfXDsby4pn44Vr3jlGD+43b1DTdAS9T+hKSZNam1RVR+phXx6abv67afFY/l3LG8uKZ+OJYX19QPx2r1OKVzLwPY7nTYd+1VCGYWTMdSSsH/wrdQNDZf2/MGMHr1dQ2FRffSz4rH4s/dy8eaW84CeHnr9q5oEHv37t06zrWjA8Ar25uu+cJx7N17laNrsvtYn5tPAtj+sPX7rhvC3r1jmFubA7D9weiG4W9pjfXWlJ/5FipLjTffcD0GQrWLSZ3+WVXzyO48pr54EQMBDf/H5D6E/O31IDWzrj3nv4OX17cjniLDe7D3+oGmj9PLHOsIGx8fRzQaxVNPPdXw99i5Q+PJkycxMTFhKYJVZn4lEomaz1m+v5lxSiKijnB118hs9ccREdGOLLk3QetbcU3TMCLaHxiYT+QtMh9M7vYaE7/b3RiWb80H28zWrux0AoDFVAF2UkpZXiu7bddIABiLB/FvbwriJ/YG2i6CNWtQbLqyluu+889pjnWEnT59GgMDA7hw4QLe+9734qabbkIikaiZuWVnEWx6ehrRaNRSBEsmkzhz5gzuuOMOAJtda2fOnKl6jPLIJAthROR5LIQREXUFGZYfC+ioti3TcMSPhfT2hfZypoirB2zcCIWI2rIiZvdGROHBumtkd4WVp/IlvLxifn/5ltHNnSEHghp8GlC60rC1njeQKRi2FauyRWWadQj6NPh17njYDLlz5JqcNSXnCmF/+Id/aMrfmp2ddeqpTGZnZ3Hp0iUcPnzY8rUzZ84gkUhs3S5nks3OzmJiYsJynLGxMRbCiMj7WAgjIuoKssshFvRVL4SJi2p2hBF5y4roCBsSu73KMT5ZBPe6FxcyMCqqUdcPBbe6jHRNw0hIw2J2+wELqQL2Dtvz/jNd2Hl3XapvSJx/qzn+DZEcK4SV87duu+22hh6fTCZx9uzZtp4zmUzixIkTSCQSVXdynJubwyc+8Ymt22NjY5icnMT09LSpEJZKpfD888/jnnvuaWs9REROU8UiUKp4w6DrgM/Gl/aQeFPDQhgRUUsKJQP50vaFo64BIV/1LocRcVG9nOmui2iiXrcsitOyI0yORq532WharbHIMlkIm7exEJaRI+QshDVtMMyOsJ04VgiLxWK48847cfvttzf8Pe9+97vbes7jx48jlUphbm6u7roqHT16FA8//DCefPJJHD58GMlkEidPnsSdd95ZdadJIiJPqdINpmk2to+HIubbOe4aSUTUilSVbrBar9fsCCPythVRnJYZYXI0sts6ws4tZEy3y2ORZbvCGrC6fXvBxpwwaz5Yl20Z6QGW0cguK8S6wbFCWCKRwNjYWFPfE41Gd35QHTvt3ljLgw8+iAsXLuDUqVOIxWI4cuRI02snIuoIJ8ciAWtHWD4LpZS9xTYioj6QFhlBsTpdDiyEEXmb7AgbFh04lkJYwYChFPQueP+UKxr49pIohImOMBmY72QhjB1hzRsSf0NWWQizcKwQdvTo0aa/p3Js0W379+9nHhgRdR+HC2Ga7gMCQaBwZftspYB83logIyKiulIi90aOTlXiaCSRt8nitCxe+3UNYb+GbHFzfNBQmyN/saD3u5u+vZRFsaIWlYgFMBoLmB6zK2R+/VpI2Ves52hk+2RH2Dozwiw8dVY9++yznV4CEVF3cbojDKiSE5ap/jgiIqoplZcXd7UviGXeEDvCiLxFhuXL0UgAlqLXRpeMR1rzwSKWx4yIjrB5WzvCzD8nu3aj7CeyELbKjDALz5xV6XQa09PTnV4GEVF3caUQJnPCGJhPRNSsZnZCGxYX1csZFsKIvKJQUlivKGzrmrXwAFTLCTMsj/GinYLygSsZYRU4Gukt0YAOf8WPLVdSyBW74/xzi2OjkS+//HJTj3/uueeQSlXbQJqIiGqyFMKC9j+HLK6xEEZE1DR5EVxvRMqaEVZiPiORR6yKMbOBkA8+3fq7GRfjz93QEVY0FL65WD8fDACGRUfY5UwRhZJCoMZOuM2wjkZ6f5zUazRNw0DIb/oQZS1XwqifRcUyRwphc3NzeOCBB5r+PrmjIxER7aCc3VXmSEdY2HybhTAioqbJLod6YfmRgG7KFyoaCqm8gXiVrhMicpfs0JSjzGWyI6wbCmEXLme3XneAzU0ArhkIWB4X0DWMRLYLLQrAUrqAqwba/0DWumskizetGAz5rIWwmPW/Zb9ypBBWWdCqtxNkOp3eekw8HmchjIioWa6MRopCmHxOIiLakbwIrheWD2x2hV3a2B43Ws4WWQgj8oAVsXmFHGUusxbCvD+aVm0sslYnaiJm7jhacKgQxtHI1gxZcsI4Yl/JkUJYIpEAADz44IO45ZZb6j52dnYW09PUG/meAAAgAElEQVTT+PEf//EdH0tERGYqZy5Kaa50hDEsn4ioWdaLu/pFLVkIW8kWcf0Qd+wl6rRly46R1X+XLaOROe93hJ1bkGOR1qD8stFYAN9c3J4SsGvnSO4aaY8BUQhb64Lzz02OZYQBaKiwNTExgYmJCUxNTSEej+PGG290cklERL3FhY4wLRSGqritcjkwpYaIqDkyLH+njrCRiPkiZjnDixgiL5C7uPbKaKShFM41EJRfNho1j9nZtXMkd420x1CYhbB6HDurjh071tTjDx06hM985jMOrYaIqEd1YjSSHWFERE2zhOU30BFWSV58E1FnrMiMsBqjkXJDDK+PRn5nNW9aYyyoY2+dLlSZN2XXzpEcjbTHUMh8Xq5mWQir5NhZNT4+3vT3KKV2fhAREW3rSCGMGWFERM1KyYu7HTvCzBcxMqCbiDpjWRQUGh6N9HhHmMwHe/OeSNXdMMsSMWc6wjJF7hppBzkauc6OMBNPlVe5JTQRUZM6UgjjrpFERM1KybD8pjvCeBFD5AWyI6zRsHz5GuA11YLy6xmNmf/di+wI8xQ5Grma44cplTxzVs3Pz2/tIklERA1yoxAmj8lCGBFR0+TF3Y67RoqMMHnxTUSd0XBGWKh7RiOVUjg3b46+eOtY/UJYIi5HI4swbJjwkq+VzAhrzaAMy+eHKSaOhOXPz89jenq64ccnk0mcOXMGd955pxPLISLqXW4UwsJixyAWwoiImia7QXbqcpAX13KnOiLqDLlxRa2OMFns9vJo5KWNAi5XFNuDPg37R8J1vmNzZDEW0LfGvguGwmq2VDMzrRFKKWQKzb1WUnWWQhhHI00cKYSlUimcOnWqqe/Zt28fDhw44MRyiIh6FzvCiIg8TylVZdyHo5FE3SZXNEwZVj7NmgVWNtBFu0bKscjv2RNBwLdzbNFoLIDUyvZ70flUoa1CWMFQqIwI8+tAoE5OGdU2KP6GsBBm5kghbGxsDACQSCTqhubHYjEMDAxg3759LYXrExH1OyUKYRozwoiIPCdbVDAqJoaCPm3Hi0w5GrmaLaJkqLrh1UTkLDkWORz2Q6+Rcy13jUzlDRhK1Xx8J8mxyLckIjUeaTYaC+DlikLYQqqAN+1p7HursY5F+pgj3iLZEbaeK6FkcHPCMkcKYdHo5jzxgw8+iEQi4cRTEBER4EpHmBaKoPLPpiy+ERFRfSkx6iMvkKsJ+nTEgjpSV3KFDAWs50uWTjEick+jY5EA4Nc1hP06sldanBQ2Cz0yRN8Lmg3KL0uIwPx2d47MMCjfNn5dM42uKnh/wwY3OXpmsQhGROQwV3aNlKORmeqPIyKiqtIiJDvW4MWdZTySgflEHSWz+kbC9YtacmzSi4WIpXQBlza2C1g+DQ13dY3GzIH57e4cyR0j7TVo2TnSe+dfpzh2Zn3qU59y6tBERFSWz5tvO1IIk2H57AgjImqGvPjdacfIMnmRzZwwos6Sxeh6HWEALN1fXtw5Uo5F3rw7jJC/sdcoWQibT7VXrE+L7tlIg+ug6hiYXxvPLCKibsaOMCIiz0s1GZRfJi+yl9kRRtRR1TLC6pEdYV4MzG91LBKwFsIW2BHmKYMhEZjPD1O2uBYyMD8/jzNnzuDChQsANgP1JycnOT5JRNQOSyEsaP9zsCOMiKgtrV7cjYiLbDmWRUTukhlhI5H6RW2ZB+jFQti5BfMHnM0UwhI2F8KsGWHey1PrJkOW0cgirnXgM/Nu5HghLJ1O4/HHH8fMzIzla1NTU5iYmMCRI0cwOjrq9FKIiHoPO8KIiDxPjkY2GpYtu01W+Wk+UUc13xFm3TnSS9ZzJbxSseujBuB7Rhvf9XEo7ENA11C4shthqmAglS81tCFINdZdI9kR1o6qo5EshAFweDQynU7j/vvv3yqCRaNRJBIJJBKJrZ0lZ2dn8cADD2BhYcHJpRAR9SZXMsLC5tvsCCMiaop1NLLBsHzRbcLRSKLOkoUw2bUpDYhCxLrHMprOLZjHIm8cCTW1q6WuaRgVO0e20xXG0Uh7WQph/DBli6MdYQ899BDGxsZw5MgRjI+PV33MzMwMPvOZz+A3f/M38bu/+7tOLoeIqKcopawdYQEHRiP9AUDXAePKm5NSEapYgOYP1P8+IiIC0E5YPkcjibxEjkbuFJYvf9e9Nhopg/Lf0sRYZNloLIDX1reLXwupIm4caW091tFIFsLawbD82hw7s6anp5FIJHDs2LGaRTAAmJycxKOPPorR0VH8wz/8g1PLISLqPcUioCreMPj80Pz2f76haRq7woiI2mDtcmgtLH81w4sYok5RSlUZjaz/u+z10UhLUH4TY5Fl1p0j2+kIE7tGshDWliE5Xs9C2BbHzqzTp0/jfe97X8OPv/vuu/H5z3/eqeUQEfUeN/LByiyFsKxzz0VE1GPS4uK30Y4weZHNjjCizskUDeRLaut20Kft2LEkC2Fe6gjLFAxcuGx+P9dqR1gljkZ6h3U0l39Dyhw7s5RSWzlgjRgbG9sc8yEiosa4WQgLshBGRNSqlOhyiDXYETYU9kOruL2WK6Fo8P0yUSdYxiLD/s2u+TriHh6N/OZiBhV1PVwzEMDIDqOe1cidI9vpCOOukfYaEoUwbriyzbFCWCwWa/p7BgYGHFgJEVGPshTCHMgHK5M7R+ZZCCMiapQch4o22BHm1zVLxssqu8KIOmJFbFYxEtm5SCN3T9zw0GikHItspRsMgKNh+RyNbM9gmBlhtTh2Zs3Pzzf9Pclk0oGVEBH1KFdHI0VmBDvCiIgaZu0Ia/wt+LDIeFnhJ/pEHWHNB9u5e8qaEead399zC+ag/Le2WAiTHWEL6daL9RyNtFfEr8Ovb3ct5ksKuRK7igEHC2G33HILXnjhhYYf/+yzz+KWW25xajlERL3H1UKYODYLYUREDbNmhDU+7jMsuk6WM+wII+oEmdHXWCHMm6ORhZKBby3KQljzQfkAsCsSMI1wL2eKKJRa63zLiA8NWAhrj6ZZu4pTBRbCAAcLYXfddRc+/vGPN1QMe+aZZzA1NYXDhw87tRwiot7DjjAioq6QaqPLYcTSEcZCGFEnyIywRkYjq+0aaXggF/ulpawp+H931G/p7GpUwKdhl8gWW2yxK4yjkfYbEuORGyyEAQCaT8NrUDQaxaFDh/DYY4/hqquuwq233op4PL6VHZZKpZBMJvH8888jlUrhvvvuaypcn4io77lYCNNCIVT+2VS5LOrHwxIREQCUDIVscfviTkNzF3fD4gJzJeONjhKiftPKaKRP1xDx68hceQ1Q2OwQjYc6GwL/9SpjkTsF/9czGgtgqaJbdT5VwNUDzWfXWkcjGZbfLtkRtt56hFtPcawQBgB33HEH4vE4Tpw4gVOnTtV83KFDhzA5OenkUoiIeo4ShTCNHWFERJ5TLfNGb+KCc1h8mi/Hs4jIHTIsXxapa4kHtwthwOZ4ZKcLYedkUP5oa2ORZYlYAC9WjFq2EphfNJSpS00DEPbzY9d2cTSyOkcLYQAwOTmJT3ziE3j66adx+vTprRD9aDSK2267DXfeeScSiYTTyyAi6j3MCCMi8jwZjh1rcMfIshFxsc2MMKLOWBYbVcix5VriIZ8pQL7TO0eWDIVvyI6wsfYms+TOkfMtFMIyVT40aKdLjTYNivOUo5GbHC+EAZtFr8OHDzMDjIjITrIQJotVdgqGzbdZCCMiaki7oz5y/GqVHWFEHSE7whrJCAOsm2N0OjD/lZWc6XVpMOTD9YPNjzFWGpU7R6aaf51Ki6B85oPZQ3aEbRRZCAMcDMsnIiKHudkRFpaFsFz1xxERkYm86G22I8w6GsmMMCK3GUphNdd8Rhhg3TlSdom67etiLPLNo5G2O6+shTB7OsKofUOyEMaOMAAshBERdS9ZjHKyEGbpCMtUfxwREZm02xEmRyNlVwoROW8jb6Ai5gsRv46Qv7FLablzZKdHI78+bw3Kb5fccbKVQph1x0gG5dvBmhHWoYV4TMujkWfOnMHU1FTd6vFHPvIRy33PPPMMzp8/j4mJCYyPjzMfjIioVewIIyLyPHlxF2uyy2Eg5IOuAcaVD/FTBQP5koGgj59nE7ml1bFIoFohrHMdYUopa1B+or2gfMDaEbaYLsBQqqmNQaptLELtGwyzI6yalgth4+PjuPPOO/H4448jnU6b7p+YmKi5C+SBAwcAbBbSPvvZzyKVSuGee+5BNNp+JZqIqK/IQligvXyHerRgGJV/NhU7woiIGtJuWL6uaRgK+00h+SuZEhJxXiQSuUXu1troWCRgHY3sZCHs1bU8VnPbzx/269g/Eq7zHY2JBHQMBHWsX+l2KxqbG3vsjgZ2+M5tLIQ5YzDEsPxq2grLn5ycxMTEBN7//vfj5ptvxn333ddwQWt8fBzj4+O4cOECHn74YRw9ehSjo6PtLIeIqL8U8ubbju4aKd4kySIcERFVlWpzNBIARsI+UyFsOVtEIt74BSYRtUd2hA1HmimEeacj7JzYLfLNoxH4dHt2ZhyNBbBe8f5wIdVcIUxmhDEs3x7MCKuu7bPr8ccfx1133YUPfvCDLXV17d+/H8eOHcPx48fbXQoRUX9xczRSFsK4ayQRUUPa7QgDmBNG1GkrYpOKkXDjBW3rrpGdywj7etL+scgyOR4532QYldw1kh1h9oiLQli6CJQUi2FtnV2nT5+GUmpr3LFVsVgMk5OTeOqpp9o6DhFRP1GiEKaxEEZE5DmWjLBg8x1hcgxLXpQTkbOW2+oI885opNwx0o6g/LJ2d47kaKQz/LpmOQfTDMxvrxA2NTWF973vfbYs5ODBg5iZmbHlWEREfYEdYUREnpfKt39xNyy6T2ReERE5a6WtjDCxa1+HCmGXswYW0tv/joCu4Q27288HK2t350g5GtnKGDlVx5wwq5YLYXNzc0gkEraG3N944404e/asbccjIuppLIQREXleqiBHI1vICONoJFFHLVtGI9vJCOvMaOT5NfPzvmF32NbdZ0dj5p9J86ORzAhzyiBzwixaPrvOnz+P/fv327kW3HzzzUgmk7Yek4ioZ8lCWIiFMCIir0nb0hFmvsBkRxiRu6xh+Y0XtL0yGnl+1fxaZOdYJMDRSC8bCrMQJrV8dqXTacTjcTvXAgBIpVK2H5OIqCe52REmj53PQRmdC3slIuoW1o6wFgph4qJ7JcOMMCI3yeJzM6ORsgs0nTdgdCCs/KVV8+vGW8fsLYTJ0cj5VBGqiX9nhmH5jhkQHWGpIgthLZ9d0WgU58+ft3MteOmllxCLxWw9JhFRz3KxEKbpOhAM1n9+IiKykB1hsRZyb+QYlswrIiLnlAyF9Zy5SCNz++rx6Roi/u3LbgXr64LT1vMKycx28UPXgDftsS8fDNgcvwv6tK3b2aJhyUish6ORzhmyjEZ2aCEe0vLZNTY2hrm5OTvXgpdffhljY2O2HpOIqGe52REGACGxxXae45FERPUopZCyYdxH7lAnd7AjIues5UowKhpoBoI6Ak1maw2EzI9fd3k88vya+fn2j4RtD6PXNM0yHtlMTph1NJJh+XYZ5GikRcuFsPHxcSSTSbz88su2LGRubg7JZBK33HKLLccjIup5bhfC5PGzLIQREdWTLykUK66g/bpm6phoVCygI6Bvf1+upCw7rBGRM2ThWRamGyHHI93OCZP5YG9JRGo8sj3t5IRZd41kR5hduGukVVtn16233ooTJ07YspATJ05gcnLSlmMREfU6ZRhAPm++MxCs/mC7hNkRRkTUDNnhEAvo0LTmC2GapllGsTgeSeQO+bvWTD5Ymdw5spmRQTtY8sFsDsovS7SxcyRHI50jd41MsRDWXiHs0KFDuHTpEn7nd36nrUUcP34cyWQShw4daus4RER9oyDeWASCmzleTmJHGBFRU1L59oPyyzgeSdQZK1nz77HM7GtEJ3eOTOVLeDVlLny8ZdSdjrDFdGOvU4ZSyBRFIczPQphduGukVfO/xRXGxsZw++2349lnn0UqlcKRI0cwOjra8PfPz8/jiSeewOzsLO644w4kEol2lkNE1D/cHosEgJAIVc1ngSA3OCEiqsWaD9Z65s2ILISxI4zIFdbRyOZ/jzs5GvniQgaVZY/rh4IYbKGY14jRaGsZYVlRBAv7Nfj05rtnqTrZEcaw/DYLYQBw5MgRnD9/HrOzs7j33nvxzne+E5OTk3Wzvs6ePYvnn38e09PTADbzxu6+++52l0JE1D+8UAjL5YC4809LRNStZEdYtJ2OMDkamXE3Y4ioXzkxGrnh4mjkuYWM6bZTY5EAkGgxI8w6FsmgfDtVywhTSrU0qt8rbCkFP/roo3j44Ydx9uxZfP7zn8fnP/95AJsdY7FYDPF4HBsbG0ilUkgmk6bvHR8fx7Fjx+xYBhFR/+hAIUwLhU2fKKpcpuZjiYioWkZY6xd38uKbGWFE7pBFZ9md2Qg5GimL5E76+nzadNvJQliru0Zad4zkWKSdwv7NjVrypc138kUFZIpGX+/MaVtP5IMPPohTp07hqaee2rpPFr2kQ4cO4cCBA3YtgYiof1gKYQ4H5QPVO8KIiKgmSyGsjY4wy2gkM8KIXCHHkGV3ZiOsHWHuFMLyJQPfXjJ/cOnUjpEAsDvqh64B5c1yV7Ml5IoGQjvkfXHHSGdpmoaBkA9LFZlt67kSC2F2OXjwIN75znfi6aefxunTpzE/P295TCKRwOTkJO666y5Eo85Vo4mIeponRiPZEUZEVI+82I21cXFn3TWSo5FEbrBkhNkwGrmec2c0cj5VQGX81u6IH3tEjpedfLqG3RE/FioKLgvpAq4brP8+lTtGOm9IFMJWsyWM9XHEie0pedFoFIcPH8bhw4eRTqexsbGBZDKJsbExxONxFr+IiOxQ8EIhjB1hRET1pEUOUDTYRlg+RyOJOmJV/K61NBopwsrdGo1cErs2JuLOFcHKRmMBUyFsMVVsoBAm8hRZCLOdDMxfy/X3hynObBdxRTQaRTQa5W6QRER2Y0cYEZHnpQo2doRxNJLIdYWSgfWKgrauWQsKjZAZYW6NRspC2O6oo5f/AK7khFUE9DeSE8bRSOfJnUL7vRDGM4yIqAsp0Y2luVEIC7IjjIioGbIjLNZGR5g1LL8EpVSNRxORHeQI8mDIB5/e/E57ndo1cjFtLkI5ORZZJgPzG9k5krtGOs/aEdbfH6awEEZE1I06EZYfloWwrPPPSUTUxVI2djlEAjrC/u0L8KKhkHLpYpqoX8kR5FbywQBrEbxTo5FudIQlWtg50rJr5A7h+tS8IVEIW+3znEmeYURE3SifN9/uQEeYYiGMiKguebHbzq6RgPUiXO5mR0T2WsmYf4fliHKj5Fh0qmCgZDjf0bkkOsLcGY00P0cjHWEcjXTeADPCTHr2DEulUrj//vvrPubJJ5/Ek08+iWQyafq+J598EtPT004vkYiodR3ICNNkR1iehTAionpkl0OszXEfGdLNnDAiZ8li80i4td9hn65Zijvy9cEJi6IjzI3RSNkRtpDa+XVKhuVz10j7DYVZCKvkfEm4A6anpzE1NbXj49LpNKanp/HMM88AAGKxGFKpFMbHx3H48GGnl0lE1LpOhOXLjLAsC2FERPXY3xFmvpCR+UVEZK+VjD2jkcBmYH5l8WsjX7J06ditE6ORe0QhbCldQMlQdbPVLB8atJGnSNUNhsz/7ft9NLKnCmEnT55EMpnExMQE4vE4NjY2dvyeffv2YW5uDgCwf/9+vPOd78Tk5KTTSyUiak9Hdo0Uz8GOMCKiuiy5N212hFkD89kRRuQk+TsmuzKbEQ/6MF/RHeX0zpH5kmHq+tEAjLRRyGtU2K9jMOTbeu6SAi5nipYQ/UocjXTeoPggZb3Pw/J7qhB25MiRrf//3HPPNVQI+9CHPoRYLObksoiI7NeRQljEfJu7RhIR1WQoVaUQ1t7FHUcjidy1LLpmZFdmM9zeOVJ2gw0FtZZ2vGzFaCxgKsItpAp1C2HWXSNZCLObJSy/z0cjeYYREXUjL3SE5TLOPycRUZfKFAxURmGH/XrbF6GyEMbRSCJnydHIdjrC5LjfhsOFCFkIGw65UwQDgIQIzN9p58h0nh1hTosHfag8A1J5A0UXNmzwKp5hRETdiB1hRESeZg3Kb/9ttww7lhfpRGQvORrZbkZYJadHIxfFjpHDQfcKYbL7a6edI2VYPgth9vPpGuIhOR7Zvx+m9NRoZCs2NjYwPT2N9fV1AJsB+ocOHeK4JBF5mhKFMK1THWFKAZp7b6yIiLqF3UH5gDXfR+5oR0T2Ws6I0cg2M8IqpVwejXSzI8xaCKv/WpUuytFIhuU7YTDkMxW/1nKltrocu1l//qsrnDp1ypQtNjMzg3vvvRePPPIIxsbGOrgyot7nW7kMPb0Odd110HR+8tOUDnSEaf4A4PMBpSt/QA0DKBUBv/NbcRMRdZuUzUH5QJXRSHaEETkmWzSQqSjQ+HVrV1czrBlhTo9Gio6wjhbCaneEKaUsYfkRP68LnDAU8uHVitur2SIAFz5M96C+PsMOHjxoKoIBwOTkJBKJBKampjq0KqLepwwDxqmnMPax30Dij38Lxsn/2ukldZ9OjEYCQChsuqnLdRAREQBr5o0dHWFyNHI1V0KpjzNeiJwkC81DIT/0Nrrg5WuA86ORoiPMxdHIhCiE1csIy5UUKl/Ggj4NAR+nDZwwwNHILX3dEVar4+umm27C9PQ0kslkQ11h999/f9X7H330UQDAxYsXW1+kR+TzeQD2/FvsOpYX19QPx2r3OFo+h5FTf4bIi1/dDmz80nN49atfQmnXaMfW5fVjyeMkNjZQ+Rbj0uVlFBp8jnbWdJUvgMo/oYV0CiV/0NM/Kx7LnWN5cU39cCwvrqkfjtXIcS7Oi26tQrbq45tdU8QPlK/PDQW8eOEiBq5c4Hbrz4rHsv9YXlxTtx1rbk3kVvmMHZ+r3pqy6+bXhIWVjbrHa/ff9/pK1nQ75iu59nPPF8wF+vmNPF555RVoFYXE8nG+/fJ3TI8N6arpdXbTedXJY/mK5g+w515fwPXaSlvr6qRrrrmm5e/t646wWsrFr7m5uQ6vhKi3+FaXseeTJxB58auWr/lXFjuwou6lFfOm2yrgzniiITrP9Hy+xiOJiPpbpmi+EIzY1OEwGDAfZ63AjjAiJ6zlzb9bg8H2jhfzm393U0Vnf3dXcuau1OE219+MqB+obIDLG0CtmLCs+DmE2Q3mmJj4+7FRfw+DntbXHWGpVKpqKH75vmQy2dBxyp1ftezdu7f5xXlMufJsx7/FrmN5cU39cKxWj6MufBPGnz4GrFX/1GE06Ifextq8+LOy81jyOCXD/Cnl1TfcCK3Bjrp21lSKxYGl7dfGIAxowaCnf1Y8ljvH8uKa+uFYXlxTPxyrkeME1xYBbH/IM7ZrEHv3Jtpe0+i3LiKZSW/djgyPYu/VsZaOVQ/P0e4+lhfX1G3H+np2GcD2e56rRwawd+/VLa8pF8sAZ1/Zul3UA3XX3s6/r1BSWC9803Tfnpi779fGzlzAd1a3PzANDo9h7+7tiI3ycYZHRgFs/1wGo82vs5vOq04e682FFXx7ZR6xADA2PIDvvS6OvdcPtL22btS3hbDjx49jZmYGv/d7v2cZf0ylUgBqj04SUXOMmf8B9cnfA4p1PnZYuezegnqB7MRyKyMsbM4I05gRRkRUlcwIiwbt2QVtWOSELTMwn8gRK2JX1uFwe5fO1l0jnctnWs4UUdlnNRAA/Lq7nVaj0YCpELaQLuDm3WHL49IyKJ87Rjrm9puG8YbAGgDsWNTtdX1bCCt3g8XjccvXyp1giYT1UzsiapwyDKjPPgn1t39t/WJ8ENhY2769uuzewnpBp8LygwzLJyJqRKpgvsiNBexJJBkRF+PLWRbCiJywnDH/Do9E2ivQWHeNNGo8sn3WHSPdT0RqdOdIWQiL2vRaSVRP355l+/btw8c+9rGqo5FnzpzBvn37sH///g6sjKg3qGwGxsc/UrUIpv3k/wrt3b9gfjw7whqmjJK1uy7gUvBDyFxw0wrMCCMiqiZl2TXSpo6wiLkQJne2IyJ7yI4wWYRulizwpAuGY7u+WnaMDLmfu9XozpEZWQjz922JglzUs2dZOp2u+/W77roLU1NTlvtnZmaQTCZxzz33OLU0op6nluZhPHo/8NXT5i/4A9B+4T7o/+bfQxvZY/7aKgthDasyFqm1sZ13M7RQxHybhTAioqqc6nKQo5ErWefGq4j6mRw7bnc00qdrls7QVMGZrrCljLnoNBJ0vxA2GjP/vGp3hJlfwyLsCCMX9NRo5KlTpzA7O4sLFy5s5Xy95z3vQSKRwPj4OA4fPrz12FgshjvuuAPHjx/HO97xDiQSCTz33HM4ffo0HnnkEXaDEbVIvXQOxh98BFhfNX9hcBj6L/5HaDd9z+btoV3mr7MjrHGdGosErB1hHI0kIqpK5v/EghyNJOomssgsuzFbEQv6TMWvVL6EwZD9mVhe7AjjaCR5SU8Vwg4ePIiDBw82/Pj9+/fj6NGjmJ2dxZkzZzAxMWEqlhFRc4znnoX6s98HiuJN+fX7oN97zLyr4fCI+TGrl6GUcq2zqat1tBAmOsJYCCMiqkpe3MVsCoAe4WgkkeOUUtbRyDYzwgAgHtQxn9q+veFQYP6SBwpheyyFsOqvVZbRSIblkwt6qhDWqomJCUxMTHR6GURdSxklqKf/b6i//4z1i99/G/T33gctJHYbDEdhBEPbYevFIpBa3wzRp/o81BHGsHwiouqc6gizZIRxNJLIdumCgXxpO78r6NMQsSG7Sgbmr+ecKoSJsPwOjEbuivjh04Dyj3EtV0K2aCDst2alVeJoJLmBZxkRtUVl0jB+/8NVi2Daz7wb+j33W4pgZaX4kPkO7hzZmE4WwsSukcwIIyKqTmb/2NXlMBTyofKSdi1XQtGhwG2ifmUZi30dBUkAACAASURBVAz7bZlaiIfc2TnSC6ORPl3D7ujO45EcjaRO4FlGRC1TC5dgPPJrwOwXzV8IBKEd+VXoBw9B02u/zBgDovuLOWGN6WQhLCwKYewIIyKyKJSUqZtE14Cw354LUZ+uWTKFVpkTRmQrOXJsx1gksDkaWUl2jtqhZChr0H8HCmEAkGggMD8jwvJZCCM3cDSSiFqivnUWxsc/Amysm78wtAv6+z8Ibd8bdjyG7AhTK5fBhLAGsCOMiMjT5C5osYBuawbmcMSP1YqRqpVsydJ5QUStk5tQtLtjZJkcjXQiI2wlW0Rlk+hgyIeA3pl32KOxAIDM1u35BjrCOBpJbmAhjIiaFv3KczD+9i+BkvgE+oabN4tgI7sbOk5pQI5GsiOsIR0shGnhMCoHcNgRRkRkZRn1Cdob/jwc9uGVituy+4OI2iOD8u0qhMUshTD7RyPlWOTuaOcu+UcbCMy3jkYyLJ+cx0IYETVMKYXBzz+NgZl/sHxNe/v/Au3ffwBaqPGijCELYRyNbIgSxSetgx1hOjvCiIgsZJdHzOYOh5GwDMxnIYzITssZ8++wU6ORTnSEyaD8PVE/gM7kCFoLYdVGI5kRRu5jIYyIGqa+MF29CHbw56H99LubHvuwjEayI6wxsgurieJj2+Tun+wIIyKycLwjTOwcyY4wIns51REmRyOdyAhbsnSEBQB05oPLRAOFMIblUyewEEZEjfvG18y3g0Ho770P2g/8cEuHs4xGsiOsMZ3MCGMhjIhoR2kx7mR7R5joTpE73BFRe2RxeSTiVEaYW6ORnSmEyY4wZoSRV/AsI6KGqaV50239vUdbLoIB1o4wrC63fKy+kpOFsKB7zy0LYRyNJCKySMmw/KC9b7lldwo7wojsJYvL9mWEdWI0snMbaYyKXSMvZ4ooViT5Fwxluu3TgKCPW2eR81gII6LGLS2Yb19/Y1uHq5YRplRnMgy6Sl4UnzrZEcZCGBGRRSrvbPizvChnRhiRvVYsHWH2/A4PyI6wnBujkZ0bAgv6dAyHt//NhjIX6uRLV9TmHXaJamEhjIgaoooF666OI6PtHTMYglEZvl4qAhvrbR2zL8hxxEDnCmE6RyOJiCyc7giTY1ocjSSyj6GUaxlhvb5rJGAdj1ys2DkyWzJ/AB7hjpHkEhbCiKgxy0tAZbfW0C5ogfZbrS05YQzM31mhgxlhgSBQ8UmdViwAhv1v4oiIupk1I8zujjCREcbRSCLbbOQNVNZnIn4dIb89l83RoI7KfqdM0UDJsG8awlAKlzPm0cjdkc6NRgL1c8JkDZ9B+eQWnmlE1JjLYixy1x5bDmvEB813MDB/Zx0My9d03fJ8mizMERH1uZTDu6ANhHzQK66mUwUDuSI/lCCyg1NjkQCgaxqiokPUzp0j17IlVL4UxIJ6x8Pn6+0cmS2ai4AshJFbeKYRUUNkUL62O2HLcWVHmGJH2I5UJ3eNrPJ8mswsIyLqc/LC1u7RSF3TmBNG5JBlh8Yiy5wcj5RjkXs63A0GWAPzzR1hcjSS5QlyB880ImqMDMrf3V4+WJllNJIdYTsThSfN7UJYOGJ+fuaEERGZpC0dYfbn3ljGI5kTRmQLuQvrcMTuQphzO0fKHSM7nQ8GWEcjFzgaSR7AM42IGiM6wmBTR5hlNJIdYTuzdIQF3X1+UXjTuXMkEZGJ0x1hQJXAfOaEEdliVVRnRsL2FrJjlo4w+wphXgvKB4DRqMwIqwjLt4xGMiyf3MFCGBE1RImMMG2XTaORcTEayY6wnXV6NFJ2hDEjjIjIRHaE2R2WD1jHteQ4FxG1xvmOMOdGI2VH2J5o50cjZUbYYroAdWUDLtkRxtFIcgvPNCJqjGOjkcPmO1aXbTluT5OFsFCnM8JYCCMiqtSRjjCORhLZQhaVR2zOCBtwsCNsyYMdYbGgjkjFrpv5ksJqbvPfLDPCOBpJbuGZRkQ7UoZRZddImwph3DWyeZ3uCAvJjDCORhIRlSmlquwa6UJGGEcjiWwhi8p2h+XLwri9o5HeywjTNK3mzpGykZWFMHILzzQi2tn6KlDc/sNqhCLQojFbDm3IsPzV5a12aaqhw4UwLcSOMCKiWnIlBaPiz1jQpyHg02x/Ho5GEjlDFpWHI/YWsuVoZMrJXSM9MBoJ1N45krtGUqfwTCOinYmg/NLQLtsOrYIhIBKtOHgR2Fi37fg9qeMdYWHTTYblU98oFQEW6mkHlrFIhy7srGH5HI0ksoNlNNLxjDB7fneVUp4cjQRq7xzJXSOpU7zxm0FEnqZEPlhxaMTeJxgaATLp7durS8DAYO3H9zuPFcIYlk/9wPibv8TVf/OXKA2OQB3+v6Dd8v2dXhJ5lGUsMujMLmiW0chsEYA3uj+IulXJUFgT1ZmhkN2FMGdGI9dzJRQq2lHDft0zhSVrIawIxLhrJHWON34ziMjbLouOsGH7OsIAALLDjDlhNaliEShVvGHSdcDn8mcashDG0UjqcerVi1CnpqAX8ggsJWF89CEY089wjJuqcqsjTO5kt5wp8pwkatNaroTK36KBoG77aHPMoV0jrWORfmia/WPZrWi0I4yjkeQWnmlEtDPREVYatLcQponCmuLOkbVV6QZz/U2OpSOMo5HU29RXnjePRCoD6lN/BPVnvw9VLNT+RupL6bw7HWGxgI6Avv36nysp5DgdSdSWZUs+mP0fNlozwuz5xfXqWCQAS1h+rYwwr3SwUe/jmUZEO1Jix0g7M8IAsCOsGZ0eiwTYEUZ9R81+sfr9//g5GCd+A2p9zeUVkZfJ0UinOsI0TcOICPFeL7AjjKgdKzIfzOYdI4Eqo5E2VbCtO0Z6Z1RahuVv7xrJQhh1Bs80ItqZCMsv2j0aKY/HQlhtXiiEBUVYfp4dYdS71OoyMPet2g/41lkYH/kVqFcvurco8jTLaGTQubfbQ+IifS3PQhhRO1bErJ7cndUO8ZAoYNs0Gik7wvZ4qCNsJOKHv+KlcCNvIFtUHI2kjuGZRkQ7k6ORdneEWUYjWQiryQOFMC3MsHzqH7IbrLhrFBi9yvyghUswHvnVmp1j1F/SMizfwfBnuZsdC2FE7bGORtr/+xsN6KgMtcgWDRSN9n93lzKyI8w7hTBd07BHdKgtZhUqa4AaNgP+idzAM42I6lLpFJBJbd/2+WHE4rY+hyZ3oWRHWG2yEBYIur+GIEcjqX/I4lb6lrdD/4+/Dbxp3PzAbAbGx34Txuc+w8DyPudmR5gc2+JoJFF7ll0YjdQ1zfK6YEdOmDUs3zujkYA1MP/1tPlDg0hAh+6RcH/qfSyEEVF9lnywEUCz+aVDjkayI6w2WXQKeSAjjGH51KNUIQ+c+6rpvuwbx6HFB6H/0n+C9qM/Ib5BQf3VJ6A++VGoAkP0+5XsCIs52BE2FDYfmx1hRO1ZcSEsH7AG5tuxc6SXw/IBayHstZS1EEbkFp5tRFSfGIss2j0WCVjD8ldXoAx78hJ6jiw6MSyfyDkvzpqKz6WBYRSuug4AoPkD0A7/IrSfu9vy4YD6wrMwjj8Itbbi6nLJG2RYvpPhz5bRSHaEEbXFmhHm0K6vlkJYex1hSikseTgsHwASIjBfFsIYlE9u4tlGRHWpy+agfNvzwQBooTAQiVU8SRFIrdv+PD3BAxlhshCmsyOMepT62gum25k33gJUjG1omgb99ndB/w+/YX4NA4CXzsH48K9AffdlF1ZKXtLR0Uh2hBG1RWaEyWKzXeTOke2ORqYKhmkHxqBPw4CDrz2tsI5GcsdI6hyebURU35LzhTAAAHPCGqJy5kKY5oFCGDvCqBcppaBm/9l0X/YN41Ufq731+6D/+m8BiavNX1iah/HI/VBfPe3UMsmD3ByNlEHea/xcgqgtKy5khAH2j0ZWG4vUPJa3lRCFsOWcuRAWcfC1kkhiIYyI6rPsGDlS44FtkjlhLIRV54mOMPNzanleeVEP+s4FYHlx+3YwhNy+N9Z8uHb1dZsh+m9+m/kLuQyMP/gwjL/9NEP0+4SbHWHDDMsnsk3BUKaClK4BAyFnijPWQlh7HWFeH4sErB1hEjvCyE0824ioLnXZhYwwAJoohCkG5lfnhUKY3DWykOMFPvUc9TXzbpF4y/cC/vpv4rXYAPQP/Aa0f/lT4mAK6ulPQv3J72wG8FNPs2aEOdgRVmU0kq/HRK3ZEIXkwZAPPt2Zrio5GrmRa68QZtkx0qGRznbs2SG8n4UwchPPNiKqz9IRxtHIjvJAIUzz+wH/9psZTSlriD9Rl5P5YNrE2xv6Ps3vh37ofdB+/n2ALkL0Z/47jN/+INTqsm3rJO9JiREnJzvCIgEdYf/28YsKEBFHRNQgueuqU/lggBsdYd4rhAV8et2fKXeNJDfxbCOimlShAFR2ZmkaSoPDzjyZHI1kR1h1HiiEAQBCEfPtHHPCqHeolSXglZdM9zVaCCvT/9VPQf+l/wxE4+YvXPgmjA//MgKXvtvuMsmDSoZCtrhdCNPg/MWd3NWOO0cStWZdfKY35FA+GADEQ/ZmhMmOMC+ORgLWnSMrsSOM3MSzjYhqWzZ3g2FoF+Bz6E3B0G7TTbXCjomqPFMIE8+by3RmHUQOkCH52PdGaC3kI2pvfttmbthV15q/cHkRe/70OMLf+Gobq6RmvbqWxz+9XsCldHsXnPVkxFhkJKBDdziwWnZYyK6WVizNL+L0zIu4+FJvFmxLhsJXFor45/kiSgYLh7RJFpFHws6NNctO0fY7wsRopAc7woD6OWEshJGbvPkbQkTeIMYisXvUsafShkZgevvBjrDqvFIIEzlh7AijXqJmzflgzXaDmb537Brov/5bMB7/LeDcV7bu1wt57PrrP4a69jpot3x/y8enxry6lscv/bc55EsKPq2A37k6h71D9r9+pgoiKN+FCzuZE9ZuIeyFuSU89o+vIuvbC7wOBP7py7j1R3rrHH38i0n8/Uub7T9z2dfxyz9yTYdXRF7QydFIuclGs7ohLB8ARuusy8k8RSKJZVciqkktzZtua7sTzj0Zd41sjFcKYSFRCMtnO7MOIpupfA4QnVra236orWNq0Tj0D3wI2u3vMt8PBWPq45vPSY76wsU15EubF7klBfyPC6uOPI/MB4sGnb+wG4mYn6PVnSOVUnj63BI+/Nw8sr7tvy3//fxKW+vzmkJJ4dmK//7/dHHNNM5K/UsWwmSR2U7WjLD2zsFe6AiL+FmaIPfwbCOi2i671xEGGcK/tgxl8I2pJC+YNa8UwrIcjaQe8Y1ZIF8RFLNrD3DdjW0fVvP5oP/c3dD+918EtIq3X4tJqL/7dNvHp/oWU+aLxO+uObPBR7d2hBVKBj468zo++ZUFKJhHOZOlYFvr85rX1vMoVoxDGgqYTxXqfAf1C1lElvl7drLsGtlGR1i6UDLtVuvXgUEH196OBEcjySN4thFRbXI0cpeDo5GhEBCJbd9RKgEba449X9fybEcYO1qoN6ivnTbd1iZ+CJqNGU/6j/5raP/qp8zP+befhpp/3bbnIKvLGXOh41WHCmFpF3eMLGs3I2wlW8Sx6e/gHy5U/5u76Iu2vDYvemXF+vdqkYUwgrujkTEbO8Iui26wXZGA49mErRplWD55BM82IqrJ1dFIgOORjfBIIUwThTDFjjDqAcowLEH52ttazwerRTv48yjFBrbvKBZg/MUTUIqh3U65nDF3W1zayDsSkp4SYfluZN7IrpVmRiPnlrP4lb99GS8u1n4NX/NHkcn1TqHoYpVCGDvCCADW5Wikg4WwaEA39V5mi4apU7EZcsdIr45FAkAiXmc0koUwchHPNiKqTY5G7nK5ELbKnSMt8qKLwSu7RrIjjHrBxfPmjTpCYeBN47Y/jRaNY/X2O813nvln4Gsv2P5ctOlyxnyhWDScKX7IwGs3OsLkaKS8mK9l5jvreOBzr2BBXERfk17AYH7DdN9Ccqm9RXrIxVXr36sFMTpL/ck6GulcQUnXNNvGI61B+d4thEUDvpqviwzLJzexEEZEVSnDAC4vmu90MiMMmztHmtaw0jtvvG3jkY4whCLm2zl2hFH3U18z7xaJt3wvtIAz+UiZiR9C7vqbTPcZf/EEFHdgtV3JUFjNWgsdrzkwHpnuQEdYs6ORSin89dklfOR/vops0fzYtw0Bj3z5Y7gube4IX1joncD8aqOR7AijXEkhW1GH8uvWHC+7WccjWy2EmV/fvLpjZFmtnSM5Gklu4tlGRNWtLQOlij+ssQFo4Ujtx9tBBuavcjTSwlII61CIsewI48U79QA1a+7Iane3yLo0DSs/+bOAXvFWbGke6u/+2rnn7FOruRKqTRy9um5/IawzHWHiYrqAmmOf+ZKBE8+9jj/72oLlaz/9xmE8OPAK4sUMRrPmjuyF5Q3L47tRtmgguWEtei2wENb3ZCflUNjveM6W3DlS7jrbqG4ajQRq7xzJ0UhyE882IqrOEpS/x/nn5GjkzjzbEZbtzDqIbKIuLwIXL2zfoWnQxn/Q0ecsjl0L7cd+xryOv/s01Pxrjj5vv5FB0mVOdITJjLCYCx1hAZ9u6lwxAKxX6SxZzhTxwc9fxP/3sjkUX9eA9719DEfefhV8r18EAEshbH6jNz7s+M5qDtVKhCyE0ZqLY5FlltHIXO+PRgJAokpgfsinwad7M+CfehMLYURUlQzKh9NB+YClI0wxLN/KqxlhLIRRl1OzYixy3xuhDQ47/rzau/4dUDkWXizC+HMG59tJ7hhZ5sTOkdbRSHfeasuL9hWRiXb+cha//Hcv41tL5tfqeFDHf/6x6/GTb9w8B9WrrwAARnPmUciFTOs72nlJtaB8YDNDrtWgcuoNsiNsJOx8Edu20chMl41GVukI41gkuY1nHBFVJzrCHN8xEoDGXSPrU8raEeZQftGO2BFGPUYWwrQJ+3eLrEaLxqD92/eY7zz7JeCrp115/n6wnKl+cdkro5GAdXe75Yqwo+curuGBz71iyRG6bjCI3/7XN2Liqtj2neVCmByNLPTGJcPF1er/zQ1l7aqh/iKz9ZzcMbJMjkZu9MloZKJKISzCoHxyWW/8VSMi+10WHWG7nA3KB8DRyJ2UioCqeJPk80Pzd+jNjuxEYyGMupjKZYFvfM10n6P5YIJ2678A3vhW030MzrdPrY6wpXQR2aK9nU6yI0x2fDhFdq+sZIpQSuEvzizi0X98DfmS+SL/+66O4dGfuAFXD2x/mKLWVoD1VQDAaFZ0hKkOdR/brFpQfhl3juxvcjRypAOjkbKQ3ohc0cB6xUilrrkz1tmOPewIIw/gGUdEVakOdIRB7BqJ1cubu1cSAEAriIu5To1FAtBCYdNtxUIYdbNvfBUoVvx+7U4A197g2tNrmgb9599nDs6/vAD13/7KtTX0ssuZ2gUOu3PCLB1hHRqNTKYK+O0vvIY/n120PPZdbxrBg//yOks3Cl67uPV/9+TMH0Rd9kV7YnSw1mgkwJ0j+51sEB2OOF/Elr+D1bL9diJf30Yifs9nbVXrCGMhjNzGM46IqrsswvJ3O98RpgVDQLRiRMMwgI1Vx5+3W2gFj+SDAYAohFlGNom6iPqaGIt82w9Bc3i3MEm79gZot7/LdJ/63NNQl151dR29aLlOIczunDAZlh91qSNMjnF96swi/umVddN9Pg14/61X4f/8wbGqF8rq1e1CWMgoYii//f2GpmNxw/5RUjdt5EqWLKVKDMzvbx3pCAu1Pxq5KEZ6vT4WCQBDYR8C4jWIO0aS23jGEZGFUgqQYflujEYClsB8rHA8ssxaCOtQPhhgLYRlM51ZB1GblGFY88He5k4+mLQZnF/xGlgswvjzkwzOb1PdjjCbc8LSeblrpDtvteVopGzeGgj58NDte/HjN9fZAOK1V0w3ZU7Y4qJ5XLLbXFyt/4ENC2H9TYblu5MR1v5opMz+83pQPgDomoZRsXMkO8LIbTzjiMgqnTIXNoJBYGDInee25IQxML/MWx1hIiyfHWHUrV55CViruMAPR4A33tKRpWiRKLT/TQTnn/sK8OXnO7KeXnE57U5HWL5koFBRgfLrQNDnTmdhvUyg64eC+O2fuAG3jEXrHqO8Y2TZHrFz5HyXF8JkPpjcFJCFsP5mCct3JSOs/V0jZVD+7i7oCAOsO0f2YiFMffk57PnkCYx8+k+guAGY5/TeGUdE7avSDebWmJAmOsL4h2ObXvRSIUyG5bMjjLqT+toL5jve+n3Q/J37RF37oR8F3jRuus/41B8xh69FJUNhJVv74tLOjjDZDRYN+Fz72zlSo3vlB66J4b/+xA24aqB+B7FSypQRBgC7NXNhaGEl3d4iO0x2hL15xFyEmGdYft9SSmFdjkZ2ICOsldFIudtpN4xGAtZCWC/tGqkMA8anPwnj448gdPE8oue+DGPq451eFgkshBGRlWXHSBeC8svYEVaTl8LyEY2bb6+tcmMD6kqWfLAJ93aLrGYzOP8ewFdxUbC8CPU3n+rcorrYSraIystbGY316lrettHTjYIIyg+69zZ7LB6AX/zj7nzzLnzwX1yHaCMXmMuLQKai0BWOYERcqM53eUaYDMp/yy7zz2UxXeAYcp9KFwxUxvsFfRoifud/f+VrRCsdYXI0ck8XjEYCwL4R83vYawa6Y907Udk0jD/4MNTffdr8hdkvQqU2OrMoqoqFMCKyUEvmXaY0F4Lyt8hCGDvCtnhpNFKLxszFsGKB/62o66ilBeC7c9t3aDq08R/s3ILKy7hmL7Q7DpjuU587BfX6dzu0ou4l88GuimiovPZMF4y6HWPNqNYR5pZY0IdDE3ugAYj5gQ9MXoX3fH+i8d3jXjV3g+HaG7ArbL5MWOjiCXilFF5ZNf8NvWlQN41H5ksKqzadC9RdlrPWnRfd6OaUHWGtZIR162jkj+0fwv7BzdeY8bEobts70OEVtU8tJmE8cj8gO80BwDCgzn7J/UVRTSyEEZGVpSPMvUKYNjRius3RyG2yEKZ1siMMAEavMt9evNSZdRC1SIbk46Y3QRsY7MxiBO1n3g0M796+o1SE8eePs2OlSbIQNhTSkIiYL3BfsyknTO4Y6WZHGAD8m7fuxmM/HMHDt0Zw+011QvGrUCIoX7tmr6UjbLHYvaNLK9kS1nPbRYagT8PusIaRkPlcWEgzJ6wfrWbMBahhGSDnkEhAN3WpZosKhVJzr/HW0cju6KyKBnz4DxMhPPaOCB6+/XpXPzhwgvr2ORgf/hVAZC2aVCuQUcewEEZEFkpmhO3u5Ggkd40s81JHGABoohCmFpIdWglRa9Ss+U1pp8ciK2nhKLSf/QXznd/4GvClL3RmQV1qWRbCghoSEfPb31dtyglLi24Ot3aMrBTQNQQa7QKrJC/err0Bw0PmcP0FhLu2ECuD8vcOhaBrGnaFzT+reQbm9yXZEeZGUD6wuXuifJ1opiusUDJnIGqonRfoRbqmIejTXMtSdIrxhWdhPHYMWF81f0FcP6mzX4YqMovQK1gIIyKrpQXTTVdHI4c4GlmLpRAmA+vdNjpmvr3wemfWQdQClc0AL86a7tPe9vYOraY67Qd/GHjz20z3GZ/64821U0MsHWFBDYmo+aLLrp0jZUdYN3U4KDEaqV2zF6HBIYSL2wWkvO7Haq47RwdlUP7e4c2/n7tCYvyThbC+JAvmbhaT4qHWd468nDGfr8MRvyUrkJyjjBKMv/oTqD/9XaBkPoe0H/hh6P/poyhVxohkUsBL51xeJdXCQhgRWXmpI2xtGcrozjfedvNUWD4A7BGjkewIo25y7qtA5Sezo1cBV1/fufVUoWka9H93D+CruChbWYL6fxmc36jLIj9nsFpHmF2FMNkR5vJoZKuUUQJe/475zmtvgDE0jNGcuSu7WwPzZUfYDcObu2juCsmOMHZr9COZE+jWaCTQ3s6R1qD87ukG63Yqk4bxsf8C9bnPWr6mvevnoB35VWjhKHI3v8X8fWKDHuqc7vgL3YJUKoX7779/x8dduHABJ0+exJNPPoknn3wSJ0+eRCqVcmGFRN6k8jlza6+um3NqHKYFguYQdsMA1tdce34v8/xoJDPCqItYxyLf7snxDO3q66C986DpPjV9CkoWLqiqaqORYzIjzK7RSJkR1i0dYQtJoPLvy8AQtMFhqFAYo3nz39+FpXWXF2cPuWPk3qHNv5+WjDB2hPWllQ6NRgKbG11UaqYjrFuD8rudWrgE4yO/Cpz5Z/MXAkFoR34N+oGfh6Zvllkybxg3f+/sC107Yt5rerIQNj09jXvvvRfz8/N1Hzc7O4sTJ07g0KFDOHz4MA4fPozJyUk88MADLIZR/7ps3jESw7uh+Vx+M2/JCeN4JFClEBYIdmYhZTIsf4GFMOoOyihBzZrfwGpv804+mKT99M8CI3u27yiVYDzF4PxGVBuNHBUdYZfW8yga7f8su7UjzJIPds3erf+720ibvjS/1H0fTBlK4aLYMfKG8mhkmIUw6vBopHidaKYQJoPyd3dJUH43U988C+PDv2ztoh3eBf3XPgL97T9iujt30/dA6RXXUfOvA5dedWGltJMu+QvdmJMnT+Lhhx9GKpVCPB7f8fFPPPEEDh06hFgstnXfxMQEEokEpqamnFwqkXd1cMfILWLnSOaEbdKK3uoIw8geKL3iz8j6KlQ2XfvxRF4x921z52skCrzhLbUf32FaOAL93SI4/8VZqC/+Y2cW1EVkIWwwqCHi1zBSMfpUUsD8RvsFEGtGWHe8zbbsGHntDVv/f7du/rksrnXfa/xCqoBscfu/TTyoY9eVQoccjWQhrD/JjjB3C2HmD5tT7YxGdlFQfjcy/uffwzjxILAhOmNvfAP0Dz4G7cY3WL5HhSLIiftlRzp1Rnf8hW7QkSNH8OCDD+LgwYOIRqN1Hzs7O4tkMonx8XHL12677TZMT087tUwiT1OdDMovP6foCFMshAHwXkaY5vOhJDc3WGROGHmf+v/Ze9M4VXX8AQAAIABJREFUN47z3Pepxjr7YAaYlRzukihS1G5Tu+1oS+z85Cy2f8d27onixL7nHGc5Tm6UxFdZbuI4ShwnuTk5duLceImck8hLIvvY1kLJFiVZCymJmyiKw22Gs3D2wQyAwdp1P4AYdFUBGCzd6Gqg/p+IZqNRwADdXW89z/NyLczJnhtA3JKvpN9wK3D1dcwm+tg/gSTiNg1IfjI6RZjL/un0ZgsfQ52sotaMnDDeGtnqdYg1kgvKx3BeEdbDCY+dmKE1vsz+bUe6fOs26A4vYcLFI0kdsZTKJW02ltdkyghT1kjZoJkM9H/9Eug//x2QYf8+5OY7oP1ffwpSIkYmvmsve7yjqhAmAw1VCKuEl19+GQAYNViOvr5sMPi5c+fqOiaFQgrsDMrPIVgjlwrv12TIlhEGAGmjXQtQgfkKR0CPcWG1knWLLETB4PzwIjoOft++QUnOcjwNo+Gxy+daL3oMc4UwM3LCBGukUxRhnDWSDOUVYQE/11WRjdpyBGNhPig/f+3UCBECxuccWOxTVI9Oqc0ZYeZZI4PKGmk6NBaB/rf/D+gz3xX+jzzwEZBf+S2QDe7H41dwwpszp0AjzrOZNxrOuEJbwNmzZ9Hf31/w/3Lbjx8/Xs8hKRRywCnCYIMiDLzKSCnCAIiKsI0uvPWAL4RRlROmkBw6P8NmIhENZO+N9g2oAsjAMMh9P8Nsa3/lR3DPTtk0IrnhbZFGu9NQh/WKMD4EW0ZoKgXMcHk1hoywQDt7nZnTnTfR5jtGjnSz7ynUxr4nZY9sLiKJDDKGinmrR4PPXb8pspldI5UizFzozFQ2FP/NN9j/8Pqg/Z+/A+19HyqryU6muxcwWM5BddATr5k8WkWlNG0hbKMgfQCYmVHKBkXzQRc5a2RP/RVhgjVSheUDkDAjDECmm1eEqUKYQm6E1uU7rwJp77RnMFVAfuoDTHYjoTq6n3hMBecXgC+E9RgKYbwibLJZFWEzE9nuzDl6giCtebdEe1cb3Hr+c4wQr+Osg3zHyC1dpQths6oQ1lQsx+2zRQJAR5XWyIxOscQp2XpUIcw0vOffhv6nvyUG2weC0B76M5Abb63oeEJDHv5eRFF3mvbXUk6gfiQSqdNoFI2EthoGSaeAkZGNd5YRwRqpFGGyIKc1ks1EoPOqEKaQGz6kVuZukYUgPj+0D/0y9C98dn2bb+wM6BPfArbsqOnYvtlZZFo7QDdtWm/97mQWY4UmidkihxUZYUJYvhMUYXw+mMEWCQC0sxu958OYacmf6+ejaYx0y//eACCtU0xwf9vNnCKsr423RqpCmBOglGIioiOSolj0RKs+zvklNmexnrZIoIA1MlFeIWwpnoax2W2XzwWvy/nnbRloO/w8up74BkA5dd62K6D9t0+D8E29yoDsuxn0+99Yf0zffB00nZI/n7SBadpCGICigfq5Alk0Wv1JVdGc6D/8Pgb/5YugINB/9heg/eTP2z2kiqB6BlheYDfK0DVSKcIAFCiE+ewvhGUC3PdDZYQpJIauxYC3TzDbnFYIAwBcvx/YewNw4vX1TfTbX0OtmrCcvpOeeDfIL/33Go9mP4I10p8vhA20e6ERrE8kl9bSiKUyaPVUV+DRKcWaE7tG8vlgw+wiXqYzgFD8DFMIm4kkBXuhrEyvJpE2VAsCLW50+ti/sbJGOo+MTvHZg5M4NJkrYl007dj17BgJVN81UtkirUF/8tvo/sG/CdvJ/neB/B+fBPF4CzyrDLZdAXR05TtWr8WA0ZPA7mtrGK2iFtQvpgA5JVihIP1CPPTQQwW3P/LIIwCA8fHxgv/vJJLJ7ATcjPdi1rFkG5MWi2Dg3/4RBAABRea7/4qJK68Haqj01/s9usJLGDB0Q8m0tmNyhlWI1WVM6RSGDQ9peAnjFy4AJRQKsn0fzD5WMpkEkmwhbHp+EWlS+XHNfH+ptg7mMZ2f2fBvZfW4ZPz7NcOxZBwTfyz/yTfQm8lPHtI9IcwkdaDM15HpPbrufB/63zoGkjE/2Ju+9ENM3vxusStsBcjwWV2c55Ld4ytIJrNFkamJi+j1E8yt5Yskr5++iJGO8s5d/JjW0pRRZ3i17GtUc6xaqPRYPWdOocXweMHXjrXLz00mk4DmQjDJhjqPnp9Ev166O3stYzLzWG/Msb+Pfp++/tzcsWiMbcgzsRiteKwyfN+dMCazjnV0Po1Dk7WrOAvhSq3VNLZK399KnC18hdeSwne00LFOcd/tVpIu+Zqy/Q2lHBOlGPj+N2EsTVIQrLznpxG59R5gunLXQ25cFycm0L19N9qOvrz+fysvPINwW/nqMhk/d7sZGhqq+rkOWKqyhra2NsRisZL7bGSdVCiMtBx7lZmQaKkk3A5TMrm48WaqkP6agtsDvSV/k00ohRZTVmWNU4TRalelTIT6WpBpyS8akEwartxql0IhGS2jbBOcNb6Tk4PI9PZh9bZ7LDu+e3basmPXi3CC1ch1edlQ4/4W9vHsWvkh1TzxDPtaLe6NA5RlwDPH/p3TfdykghD0grWOLa2yj2VmKsb+TQfbxKlPj4/9Wy0mVN6e7Lx4ybrOnru66zs95s8VsXR537/lJLtft88Z5xyZ0WIRuAzzDaq5sPjBX0HktnuBMkLxN4LvHukfPQGofE/baFpFmJlFrpzyqxgjTs2KMpCrGJvxXsw6lkxjopRC/9KrwvZBjwZSw/jq/R716fOMtcY7uEnYv15jygSCwFp+pWK4raXkZynT98GKY42Pj2ez5wwMbdsG0tFl25hyx8oEgnCt5a3kQ97qvveNeG5opmPJOCbjsTZvGoZ+7hTzf123/wS6K3gN2d4j/cgnsOT1wXf+NPzeGnNGZiaBxfn1hyGahOag61ch1k6cB5BXhV0xMghvbG79WDvmZnBiMa8GSng7MDJSXhwAPyZ9KQ7gwvr/d7Z4yh6vXZ8Vja9BN8YhEA0D19+03pE4d6wBPzsBXNPdFY3Vzu9C+MIEgPzEdu/mIEZGuplj7RveBBw+vb7PSpJicHgzPK7yJ74yfN+dMCYzjjUTSeLU0jlm297+VlTw5ypIKhHHNb0u/PT128rqBFiMSt8fpRTay2+vK0qTOta/f6WOpc/PAsgvYG/t68bISFDYr9pxlaJRv6P0zEkYS+dkaAR997zPtHHRvhD0f/8ykM4Wct1L89jsISBD9b1WmPm5O5mmLYT19fXh+PHjBf8v1y1y+/bt9RySwsmMvglcmhA207lLcNT6DBeUb0fHyHW6e4Apg2R3ebHmIGinI2NYPgCkA0F4p/I5M3TuEsiVzlXaKBqUc28DEYPFq7UN2LHbvvGYANE0RG65G5Fb7q75hlZ/8tug3/xKfgPfKcuBFOoauWYwAwx3sufQqZXqs6FiQj6YA8LkpznrZt/gehGM2dzCvpe5NevUOGYztsxeN0e6xPfncWkItLixdPl9UQDzsRQGO+xXXStEnj4TZhZtN7cTfOZu8woptRTBqoEQgjavC6uGkPxoMoPuDbLK5mPs+aq3VYWu1wrlrnukv3rbXSGIvwW4ah+b73n0UNmFMIW5NK018pZbbin6fznLpCqEKcqFPvdk4f+Yc1gHvYU59nFv8ZUlqyFcNg11mM3UdKgOjVOEQQJrJABkutnOkSowXyEjlGtVTvbeCOJu2vVAAf6Gn85M2TQSc0jrFCtxtvsaH4I9zHeOXOUyxSqAL4S1e+W/xaZcUD6GC0/GQp1+5vFcSv73BgCJtI5LEa5jZIFCGKA6RzqFtE5x4Owys+22AecXgPjzRSS5cedIPiw/qMLya4e/7g0MF96vBsg+tkEP38laUT+ccSWzgGuuyaoVjh07JvzfsWPH0N/frwphirKgkRXQ118s/H8OKwjQRZkUYVw+2XJzF8JImluB93hBqgikt4J0gCuYzjusAKxoCuhR7mZz3832DERW+jexjx2uCFuOpxnVSJffBbfGKj2G+ELYSgq0yrwWfuLqjI6RbFAyGdpScLfeHrYpyqLuQSojf67N5EqSaWDQ3+5BS5G/i+oc6QwOTUawZChw+1zAjSEHqC83gO8cuVpWIUwpwsyGV4Sh34pCGHfvcfZtUJWtawsOuEpXx0ZB+P39/di/fz8OHDjAbI9Go3jppZfwkY98xMrhKRoI+uNn173eAk4rCAiKMBsLYV2cyqjJFWGy2iIBsRBGnaaEVDQ8rqV51gamaSB7b7RvQDIS6gclhtvC5QXQ+Jp946mRxZhoi+QJ+F1oceffczytC3bKcnGiNZJOsYowUkQR5uvpRXcibyumhAiTcBkZW2YVfoVskTn6hEKYc+yfzcSTo6wa7KaQG36HNKYoBV8IiyZLN+7QKRUUYb1KEVY7M5w10gpFWG8I2LQtv4HqoMcPm/46io1pqELY448/jj/+4z/Ggw8+iJmZGUSjUTz44IN46KGH8Oijjwr7f+pTn0I0Gl3/v5mZGXz+85/H+9//fuzfv7/ew1c4EEop6PNFbJEAMHep6tXlekMpFTLC0FteaLAVkG7eGrlUZM/mQOZCWIZXhKlCmEIy/Ke5TNBde0DaVGdoI8TtQSbALUDMOtceuVQgH4yHEFJAFZYU9iuHKKfgaHOANZJXhGG4sCIMgV6EEuw1eNYBiqnxMFsI29Jd/LoZ5NQ0Tnh/zcZMJIkj01Fm222DjVH8qdQaGY5nYBRltns1+N0OOOdIDNUzANdFFyZnhOUg17KqMD66QVEfGuPscZkHHngADzzwQEXPefjhh3Hu3Dk8/vjjaGtrw8c//nH09/dbNEJFw3H6BGsfcblAiZbv7peIA6thoLPbnvFVQnQVSBpuGn1+oK2j+P5W06WskUakLoR1dAMuN5C5PPGMrICuxUBaWu0dmEJxGf/oCeaxYE1QAADSvX1wL+aVwXRmCmTEmU1KeGUXnw+WY7jTi7OL8fXHU6tJ7Btoq/j1eEVYm+SKMBpZYZXWbjcQGiy8cyCIUPwwRjvzhTInWAdFRVjxXE1RESb/+2s2nuJC8nf2+LG5vTGKP7wibKNCmArKt4D5Wcbhk2nrgKvVmgUzcu07QL/3WH7Dm2+AplIgHvV3rCeNcfaoke3bt+OBBx7A3XffrYpgioqgB1k1GLluP9J8rpZT1DG8LbInVPfOOQycIkwVwuQMygcAaJpoo513Vj6eonEh8TX4xkbZbde+o8jezY1w/XJwTlihjpGFGO4wSxHGFcJkV4RNcWqwgU3Fm0e0d6IvyWbYzIXlt82OL5evCAvxYfkOsH42E4VC8u/b5YBF5jJpEwphpa2RKijfArig/LSV8TBbdrIL/om1rLhCUVckv0orFPJCV1dAX/8xs43cdT/SnLWEOqUgIJEtEgDAdY3EynJWttykCIownzyKMABAiFtE4OXlCoVN+M++BaIbJhUDw6a3RG8UUr3c77gJCmG8NXKq2kJYyllh+bTMoHwgayENudjC0OxytMjechBLZTBnKBZoROwSaqSvXcwI0x0SbdEMvDqximVDSH6LW8MdWzptHJG5VGqNVPlg5kNnJpjHwsKQiRBNA7nmJvb1+YY+CsuR+yqtUEgM/fEzbEh+3yBw5TViBz2HFASk6hgJZOXB7QZrJtWBlebtqkLS8lojAYBwlhqndUxVNC7+UTYfjG9drsjDr4DTGecWwsrJCAPE4sjkanWFsJigCJPbGgkuKB9FgvJzBLka0txqovCOkjC+zP4dhzq88LiKT3taPS5GxZfWKVN4UdgLH5J/17bOoh1AnYgYlq+skXVHUIRZ6xITcsKOHXJMrnSj0DhnEIWijlBKRVvkHfeCaBoy3VzYsFMKAkLHSJsVYYCoCmvizpGCNVKyQpigCHNax1RFQ0IzGfhH32S28TefijyCFWRm0rE35uVmhA1x1siZSAqpTOXvmVeEtUk+SaeTfMfI4oowAOjjJtpz8dLWLbupJCg/h8oJk5NLq0kcuRRjtt23s3FskUChjDBljaw3lFNAW2qNBIDd1wFuwzlnYRbgzssKa5H7Kq1QyMrbx9luWi43yK0/AQBIB9gCEnVIQYAu8oUwexVhAMRC2HLzdo7krZFEskIYCQ4wj6lTsvEUjc3Zt6DFDROo1nZgx277xiM5ensXdOO5Jb4GrCwXf4LECNbIIhPFFo/GqMV0mu1OVyl8RlirxIowSqnYMXKotCIs1NXCPJ5Lu6S2DgpB+WUUwoTOkRFVCJOBp86w56BdvX5s7/HbNBpr4DMFI4mNrJFKEWY69cwIA0B8fmD3tcw2ZY+sL6p8rFBUgaAGu+EWkMudIYX28w5VhBEJFGGku4fpEETDC7Axvt9WxK6REoXlA0CILYQ5pkmEQjpoKoW2wwfhHTsDvaVl4yeUOhZ3Y0uuuRHEJW+BolIopXh5Jo23lzLwjdVuY4zFkui/6ufx06NPYHBtIbvx0qTYxVdy0jpF2GBrIwC6/cVveYc7vUzhbHI1iU1dlS02RPmukTKH5YcXgVgk/9jn33Dxq60ngNaJNcTc2d9kGhrC8UxRpZ3dCEH5Zfw9+/jAfKUIs51UhuLAOTYWo9HUYADQ4au0a6TKCDMTmogDS/P5x0QTo24sgOy7GfT44fzrHjsEvPeDlr+uIov61SgUFUJXlkFff4nZRu64d/3f6a4eUBCQXAlneQE0lQSRqctfIfiw/B77C2HC5KuJO0eKhTC5FGGCNXJhFlTPgGiNU3RQ1Af65LfQ/YNsW3HT9SYN1i3y6bNhfP107tywas5Be67FK9dtw98c+ku0p9dAZyZBrtxrzrHrBJ8P1ul3wa0VX0YZ6vDi+ExeOVhN58hY0kFh+QXUYEQrPV4S6EXozBLG2vPF6dloStpC2Fi4ckVYiLdGqs6RtvPqxCpT1G71aLhja+OE5OeoxBpJKVXWSLPhFs0ygV7AZf1nSvbdDPr1L+Q3nD8NurK8Lq5QWIvEV2mFQk7oS88CGWNI/hBw1b78Y7cHGeMJjFJgnisySQZNxIHISn6DywV09xR/Qr3gx9DUhTC5M8KIvxXo6MpvyGSApQX7BqRwLPTFZ6w5sMsFsucGa45tAzql+PZJa35jS75O/Mu2+7IPHBiYX25Qfg4+ML/SzpFpnSJhyBXTSLarnawI+WAb2CIBAIEgQnHWoiarYmo5nmaKJx6NYKB9Y+uYygiTjyc5W+RdWzvhl/i3VS2CNbKEImw1kUFKz59vWtwaWj1q0bEW+MYwVnaMNEJ6gsDIDsNAKKMQU1hL451JFAoLobou2iLvvA+EsCvNGV5OK3tOGJ8P1t0rhZKHcIUwGlYZYetIVggDAAQ5VZiyRyoqhEZXgXlr7OTkpz4I0tpmybHt4PhMDNOr1k3Unxzaj7Ptw4K91AkI+WAVFsIqVYQVUoPx9wVSIXSMLB2UDwAI9CKUYK/Bs5IWinhb5OYuL1wlFIE5eEXYbDRdZE9FPZheTeIoH5K/qzGVMi1uDcavaDJDkcoUVoUpW6QF8IWwOuYkC90jVU5Y3VC/HIWiEt4+DsxO5x+78yH5RtKBIHxjo+uP6dwlubOteFukDEH5QIGw/CZWhKXlL4SR0ADo+dPrj+ncJRCjWlKh2Iixs+zjvkGQ9/9CTYdcmJ9HKjSIoZveWdNxZOPJUVYpcd1gG+7Z0VVk7/L4yuFpzMWzSgNKNPzDFe/HZyf/A/Yvi1RGuR0jcwiKsNXKCmF8Ppjs6gzKWSPJcBmKsM4uhBJsVtPcStzMYZkG3zGyHFskoBRhssGH5F/R68e2QGOF5OcghKDd68KKISS/mD1ynrPsKlukCXAdI1N1LYS9A/S7/5rfcPKIMyJ1GgD1y1EoKoA+9wTzmFx/C0iHmFWQ7uYD8+VWxvAdI2UIygcgWiPDTVwIc4IiTAXmK2qEjp1hHpNde6DdfHtNx1wbH994J4exvJbGyxfZTLAP7OnF3v7Wmo4bWVrAF97MFxFGO7fg2UubcG86DeJ2zi3jYqwyRVhfmwduDUhfnncuxzOIJjNoK7PzI98xUuagfKrrwBSfEbaxIoxoLoRc7Oc6G14zc2imMb7MXi/LCcoHsllyHo2s285iKR2RZEbIb1JYTypD8cxZLiS/QdVgOdq9GlcIK2yP5PPBVMfI2uGVz+ne/iJ7WsDIjux8J7fYn4hnhRd7b6zfGJoUea/UCoVk0JUl0CMvM9vIXfcX3Je3RlLZCwJcx0gpgvIBoJMLy18Jg2ZKd9JpVBxZCLPI4qZoXPhCGLbstGcgkvPMuTAMkVToayHY01dbh00AuLrHhX297KT/n7fdj9Vpya9hHEvxygphLo1goL16VVgsxV6X2mQOyl+YBZIGxVRbR9ldQUN+Vts+H628qUA9GFuuThGmEYIQ1zlyXqnCbOGViVWEDUWhNo+GO7Y0Xki+Eb7wXqwQpqyR5kIpFa2RdcoIA7JqQLKPt0ceqtvrNzMSX6kVCrmgLz6bDQDPMTAMXFG4k5bQclf2goCk1kji8QDtHfkNVAdWl4s/oYGRPSwfAEiQLYRJXwBWyAdnjSRbVSGMR6dUsAzdNuA2LZPq57Z74NXzE61VTxu+fsJZatxKFWEAMFRDTphgjZRZQTTJ54ONlP3d6eOKhbOJIjvaCKVUsEZuKbMQBhTKCVOFMDvgrd93beuErwFD8o0InSMTha2RC4I1UinCamJ1GVgzZNH5/NA7aosZqBSyj+1oTY+9mi3QKSylsc8oCoVJUF0HfZ4Lyb9DDMnPIYTlz12S+oRGFyS1RgIqJ+wyvCKMSFgIQ0iF5Suqh0ZWmEUDqmnApq32DUhSjl2K4VIkPxFyE+Cd/eYpAnr8Gj6AC8y2Jxc9GF2Q0wZXCCEsvwzFxHBHDYWwpHMUYWLHyDKC8i/T1dUOt6FIGtM14b3bzXwsjZihMNni1irKUOILYXMqML/uTK0kcWyGC8nf2di2SADoKFMRJlojlSKsJrh8MPQPAfVudrJ7H+A1XIMW54GJC/UdQxMi75VaoZCJU8fYSb3bDXLLe4rurre0AX6DTSWZAFYkVjItcoqwOkqCN0TICWvOzpGOsEZ29wLGHKHoKmgsYt94FM5inFWDpUKDKiy2AE/wIflBF9o85t60P9CXxmAsv0BCQfD3h2aQ0eVd0DGyVGHXSKC2zpExJynC+HywcoLyL6P1BBGKs98/2QLl+Y6RI92+itSSfGC+UoTVH17xemWwBVsbNCTfCJ8tWK41UoXl1wafD0b6h+s+BuL1AbuvY7ap7pHWowphCkUZ6Ae5kPwbbisYkp/fgQBBZwSH00wGWOJUVhIpwginCKNNqgjTHFAII5oGBDlVmOy2YIU0UM4WmRosf4LeLCytpfHqBBuSf9ug+ZMg78Awfnn0cWbb6EIcB7jwahlJZSiTLUQAdPsrt0ZWkhHWLIow0hNEKMEuRslWKBoTbJGVFdNFRZhc76/RSWV0PHOOPc/c3+Ah+Tl4ayTfhAPIWn95a6QKy68RQRFW/0IYADEn7JjKCbMaea/UCoUk0PAScOQVZhu5676Nn9jH5SXNy1kIw/JCNnsrR2e3XCoMXhHWpIUwJ2SEAShQAFaFMEV50AtsUL4qhIk8c5YNyd/U6cWOTgtu5fqHcP3SaeyfO8Zs/ucjs1iJy20VW+bG1+V3waVtrAjiFWFTK0noZUYa8BlhsnaNpOm0OOmrQBGG7l6E4mwhTDbrIK8IqyQfDIAQlq8KYfXlpYsRpnNim0fDbSMdJZ7ROLT7NlaERZM6EoaLgNdF0C7p+cYpUC4oHwNyFMJw/nTTLv7XC/XLUSg2gL54gAvJ3wTs2rPh8/jgcGkLAnxQviwdI3MI1sjmvCiQNK8Ik6hYaYBwOWF0btqmkSgcB9cxMjmkCmFGdErx1FnWMnTfrm7TQvIZgv2Ay4VfOvNd+DL5c89qUsc/H50r8UT7EfLByrBFAkCXz8UouRIZKmTxFINXbrR5JLVGzkwBGcN76u4BaaugyBCQ3xopdIzsqqwQxlsjZXt/jQ5vi3zX9q6GD8nPIYTlFyiEzQtB+eY1SmlauEIY6R+yZRiku0folE2PH7ZlLM1Cc5xZFIoqyYbkP8VsI3cWD8lncEhwOB+UL5MtEgAI19a9WVdHHJERBgChQfaxrAVghVTQyApTlKeahlSfPTejsnJkOooZQ0i+RyN49zZrOlsRtxsIDiCYCOMDFw4w//f0mTDenpc3OL/aQhghpGp7ZCzFTlhbJVVo0CmuY2QFtkgAQFcAoQRbqJiNyNM6MqNTXAyzf7NKFWG9rR4YBYRL8QySmcLd+xTmMrmSxHEuJP/+JgjJz9EmFMLE750YlK9skbVA02lxfmaTNRIAyLVc90iVE2Ypcl6pFQpZeOsom3Hk9oDcWjwk3wivCKOSFsJ4RRjplSgoHxC7RjarIswh1khBESarJVghF3w+WGgIcKsbfCO8UuK2kQ50+CxUHl22h/z0xPMYjhmKlIDUwfmL3EQxUGYhDKi+c2TMKYowPh+sElskAOJyIehmi35zK/Gah2UWlyIppAzfyy6/C11l5MMZcWtE+M7MS2b/bFT4c9zuUAtGKixkOhne4lioI+vCmuoYaSoLs6zrpysA0tJq23DItZw98q0joEl5FhsaDVUIUyhKIITk33Rb+TYCLiMMshYEFjlFmEwdI4FsJ0IjqmtkFkkLYU5pEqGQC8rZIlPKFsmwuJbGKxNsB9b7LA6QznXO8tAMfnn0P5j/O7sYFyatsiB0jKxgolgoJ6wcopwiTNqMsEm+Y2SFijAAoRb2vc2VaR+tB0I+WIW2yByqc2T9SRYIyb+3idRggGiNXC3LGqkWjGpCkqD8dTZvBwLB/ONkEjh1rPj+ipqQ80qtUGxALJXB3x2P49dfiOGR5yeRtmBlmi4viiH5d5QRkp+jJwQQw09seVHKqj5vjSSSWSPRxd0IrSxnO102EVTPgGS4yYZMDQ2M8F0jF+ea7u+lqBy+EJYc3GzTSOTkwNllGC9zm7u82B1qsfZFDTkp1y6dwW1iG5LvAAAgAElEQVRpdsLw6NE5hCUMzq/WGgmInSPLVYTxGWGtsirCpqrvGJmjt8MPYmiws5QiSEliHeQ7RlarJgq1qpywevPyxQhWDSH57d7mCcnPIWaElWONVIqwWuCD8u3KB1t/fUJA9t3EbKNHVfdIq1CFMIUjeerMMk4t69Ap8OPxVfx4fHXjJ1UIffEAoBsuQoObgV1Xl/184vYAPUF2Ix9MLwOLcoflE7cHaO/Mb6AUWJFTiWAZSVENJms4KvG3AB2G3KJMRlQdKhQ8vDVSdYxcJ6NTPM2pr+7baVFIvgHCdc76z5M/hN+df81IUsfXjsj32+YLYRVZI6vMCHNC10iaSLAKXUKAocoLzt5ADwLJFWbbvCSqsFo7RuYQOkfGVCHMap4cZdX+797WPCH5OfhCWCFrJP9bU4WwGpGkY6QRISfs2CHQMjsYKyqjuc4wiobh1Bwb1Ht6wdzg3ppC8o3w6phZuWxilFKxSCFbRhigOkfySkJZbZE5+rjA/HkVmK8oDl1lg/LhcqugfANHL0Uxa8go8rqsC8ln4CwiwalRfGgvu7hz4GxYuB7bjWCNrKAQNshlhM1GUxuqnSiliHETVmP3SWm4dDG7kJQj2A/i81d+nAKdI2WxDtbaMTJHSHWOrCsT4QROzLLnkXsttn7LiN9N4DJMM5IZymTeAcCCskaaCp2ZYh6T/k02jcTAVfvY+/zlBWD8nH3jaWAkvFIrFBsztsyu0pab41E2J99gJ2YeL8gt7674MIQrCEgXHL4aZtVG/hagtc2+8RSD6xyJZusc6bBCGOEKwNI2ilDIAWeLxPCICso38MSoGJLfbmVIfo7ObsAYGpxYw/sGKTZxqqkvHrokVXB+LdZIv1tD0KCw0CkwHSldBElmKDKGt+/RCDwu+W6vKReUX00+GAAg0Iu+OKvekaFQlMrogoJvpLu6CAExI0wOxVujwucNXh1qqbqI6WQIIYIqjBdbKmukyQgZYfYvwhGPF7j6Omab6h5pDfJdqRWKDUikdVyKsDc75eZ4lIt+8EnmMbmxgpB8I7wiTLaCwIKoBpPRckc4RRhVhTB7xlEuIRWYrygfPh+MbNlp00jkYyGWwqHJ+obk5yCEAJwyzzM7hU/czF7Xzi8lhGKdXaQyFCuGnCECoLvCroGV5oRFeDWYhLZIAAAXlF9NPhgAkEAQwYR8irDJlSSToxdqdVed1RZqV4qwepHM6HiWC8mv1zlORtr4QliKGv6dQcxgw3ZrBJ31WBRpUGg8xjpMXC5x3mYTZB/bPZIeUzlhViDp1VqhKA5/swPk7AvmrEjT5QWAq7yTuyoIyTfCFQSobBYxoWOkXPlg63Q1eedIpxXCVOdIRQXQcTYfDKoQts6Bs2Hmerely4erghaH5Bvgc8LopUnsG2jDHVvYhaGvH53DsgTB+fwYuv0uuLTKFneGOyrrHBlLOSMon07xirAqc/gCvQhJqAgTbJFV5oMBYlj+fDQlleqxkfjx+CpWDaHwHV4NtzZZSL6Rdq6QvpbOf+8KqcE0CRevHQNni0RwAMQth8KOL4Rh7Ex2fqowFVUIUzgO/mYHyNoXeJVYtdAXuJD8oRFgx+6qjkX4gsDsdA0jMx/KhfcTGfPBAJUR5rBCGJG9AKyQiwu8ImyHTQORi0Ih+ffu6qqvapdvJX954vDgDX3wG4KsoykdX33D/uB8wRZZhW2ID8zfSBHGd4x0jCKsWmtkd4+QETa3gX20HoyH2b9TtUH5ANDi0dBh+DtmqFhkVZjDk5ya9N3bu+CV0FpcL0pZI4VCWAW2b4UI5W2REgTl5yBdAWDbFcw2pQozn+Y90ygcy3hYLIQB5uSEUT1jTkh+jj6uEDY/I1fnD4cowgiXEaaskXIXwpQ1UlEudDXMnodcbmB4q23jkYk3pqOYi7Eh+e+qR0i+EV4RdrnDVm+rBx/exwbnP3sujLdmY3UbWiEWuYlioEJbJFB558hYSv6gfBqLAEvz+Q0uV9VZOMTtQcjNfs6zq4Xvy+qJWUH5OfjAfBnsn43GxXACJ7lmG/fubF5bJFCgc6RBETavgvLNhesYSSTIBzMidI88qgphZiPf1Vqh2IBCijDApJywN4+wkzKPF2R/5SH567S2Ay2G8PlUUipbH68IQ6+chTClCHNYIawrwIadxyKg0Ujx/RXNixCUvwXEo27uAeBJTg12+5ZOYZJkNcLEwDBxeO+VAYx0sUWjvz88Y6uFzAxF2FBHbYqw1jr/jcpiilWDoX8YpIaGFLx1cCGuQ7d5kY9fJK1FEQYU6hypFGFmw5/j9vS1YHMThuQbafdVZo1U1ABvjeQV0DZDruXskW8dBUmZ3ByuyVGFMIXjGC9WCNtg1bYc9INPMI/JTbeDtLVXfTxCCBDighdl6hzpVGtkkynCKFcII5IXwoimiYGjMn3vFdJAx9h8MGWLzDIfS+EwH5Jvh1KCC8vH/AxoOqtKcGsEn7iZVX+eX0rgB6P2LfbU0jEyR6jNA48hV2wlkcFqIlN0/6gTFGFm2SIv09LdifZUXv2XpsDSmn2ForWUjhmDPVMjorKvUsTOkUoRZibJDMUP+ZD8JleDAYWskaoQZhW8NZJIVgjD8FbWqZNKwnf+bduG04jId7VWKEoQS2UYq4iRWq2R2soywPmvyV3313RMAEJwOJ2VqCCwOM8+llUR1sndHK2GQdNNtDrLK8J8chfCACh7pKIs+I6R2KqC8oECIfndPlwZ9Nd9HMTfAnQbmpXoOjCXz/zb29+Ku7Z2Ms/5+tF5LNtUFOELYYEqCmEujWCwgy2ClLJHxoSMMAkVYZNcUP5QlUH5lyEFAvPtLBRd5NRgA+1e+Ny1TXFERZgqhJnJ0YUMIsaQfJ8LtzRxSH6OUhlhyhppHpRSUREmUUYYkBVT8Kow/+njNo2mMVGFMIWjGF8ufjNaqyKs7chLbEj+8BZg+5U1HRMQg8NlUcbQ+BoQXc1vcLmBzkDxJ9gIcXuADkM2DqXAynLxJzQaTrNGokBg/pwKzFcUYIwPyleFsEIh+fft7K5vSL4RfnIwM8E8/MUb+tBiKDrEUjq+/AZnu68TZijCAGCogsD8KNc1UkpF2JS5ijAEgggl+M6R9i1OibbI2tRgABBqY787qhBmLi9Ms9+X92zrbOqQ/Bx8sw2lCLOI8CKQMOTT+VvERXcJIPvYnDD/6AmA6kX2VlSKOuMoHEWxoHwACMcziCSL2xdKoutofePHzKaaQvKNCMoYSQoCC3xQfjBraZOVLj4nTJ6sNctJ8IWw2m/yLUdmS7BCCrJB+cYAbzcwVOMEvQF4fSqKeSEkv7PEM6yFzwmj3Cp6T4sbH76WDc7/0fkVnAlXeT2uAd6e19NSnWJiuIKcsCh339EqWddISikweYHdOFybIgyBXrFzpI2FIiEov8Z8MEApwqxkOqrj3Ao7mb93l3xFCDvgFWFsRhinCGtTirCq4TtG9g/bt9hUiiuvAXwt6w9dkRV4pi/aOKDGQq6rtUKxAcWC8nNUG5jvO3sS7hVDYcXrBdn/rqqOxUO4ggCVpSCwyK3YS9oxcp1uTq0WXrBnHHaQ5L7XHgcownhLsLJGKnh4W+SmrSooH8CTZ9gi/x1bOu212/GKMH4CAeC9VwSEcPLHziTrHpxvRlg+ICrCSlojBUWYZNbI1WUgYlB/e71ihmOFkEBQsEbaWSjis2O3mBC4LmaEpeXq+u1gXrzE/k739rdiU6f89zX1oJg1MpHWsWqwkroI0OWT7FzjIPgFHenywS5DPB5gz3XMNv/pEzaNpvFQhTCFo+BvdngHQrU5YW2vvcA8JjfdAdJafUg+Q1DOrCS+Y6S0QfmXIZwijDZTYL4DrZEIDbKPJfneK+SBXuBtkSoofy6awmtTUWbbfTYrJfgJAp0RC2EujeATN7PFlekYxcHp+tnlUhmdCbXXapgo8kHrTlaEgQvKx+AIiFbjBFqyjLCxMPv3MUMR1ulzwevKK0TiaZ3JtFJURyKt49VZ9rygQvLztBexRvK2yJ4WN1yahAomp8Av6EiWD2ZEsEeqnDDTUOZihaMY46yRuwMuHFvI34RWowiji/Pwn3mT2UbuvK+6ARaiJwRoWj5/LLwEmkiA2B14zlsjZQ3Kz8F3jmwma2TKvEKYTinOhjNYTVEMDlN4XBbdSPGKg8U50HQaxO2sy45n8gJ8F89Cf6v2G/X25SVkOrpBBweV8glix0ioQhgOnF1mQvK3BXy4orf+IfkM/Ep5AUUYAOzpa8W7tnXiR+dX1rd9fyyFn74uXXVWVyUsrbEFqS5/9RNF3ho5vZqETim0AtYZ2RVhlAvKJzUG5QMAunsRTMhhjVxJZBhLrFsjGOyoPT6AEIK+Ng8mDPeVc9EUOhykwnHPTMJ76SJoZzsIfw9VAZRSvLmYwaWYju5IbWr8yZUkjMLNTp8Lt2w2aeG5AeDVv7n6Fx+U36uC8mtCWNDhIgBkglxzIygh2XxkAN6ZCdDFORDZnTwOwFkzEkVTsxxPIxzP3+i6CXA1VwgrZV8oBE2nQL/5ZRCj3H3TVlNC8nMQtztbDJs3ZIPNz9Se0VEri3whTG5FmJARphRhVfGdU4v48rHs8Y6vTuLTd22qZWRFIT4f0BXIFyx1HViaFzPzJEY/9Dz6/ulzAAAzDDG5dg/6+VNw/bffM+GIDkcIyt9l00DkIBuSH2a22RqSn6O3L5vflrk8I1sNg8YiBVXTD17fh1cnIuvFoXgGePTIHH7tlkFhX7MxKygfADr9bnR4tXUrUjJDMR9No69dnHxGha6RkinCuKB81BqUD4B4fQi52In5bCQFSmndv68XOafApk4v3CYpZYJcIWw2msL2HpsL02VCR0+i70uPgFAd+jOPQ/uTL4C0V541mEjr+JuXpvHieO5zniu5f6W8Z3sXPCokfx3BGpkqrAhTQfk1whXCiMyKsM7u7Lz07Kn1bfTYIZB3/ZSNo2oM1JlH4Rh4W+RAK8FgK3uzU4kijK6GoX/+YdBDzzPbyZ33m38jJ2HnSMEaKfnKAr+a2UzWSMqp94i/uhtxnVJ888385/bqRASXauy2WhJeFTY3bd1rmQzVddB//2drDn7k5WxQfBNDV5azhdEcbrf9iwM2c3gqggVDMcfnIrhzq30h+TmIywX0cYUsvu38Zbpb3PgIF5z/4vgK9DpkKy2usYWZnpbalDtC58gi58poirNGStY1UlCEmfQ762pvhTeT/0ziGSoUBesB7xQwwxaZo8/BnSPpcz8AyXWXi66CHn6x4mMsxFL43afH8eL46sY7V8m9yhbJ4HcTGJrwIk2zhXi+EBZUhbCqoekUK04AgD55FWEAQPbdzDymbx6xaSSNhVxXa4WiBHzHyME2DaEW9is8ddm+sBF0cgz6Z34TGD3J/kdP0LSQfCOEKwhQGQoCjrdGNkchjEYjwBnuezpSnYVsIpxkMnSAjRtQ1ALhcsKoLB1Ty+HUUWtzzXiVRrPB2yKHt4K4m9vq8dQoazW7Y6vNIflGhM6Rhe2RAPCTuwJMzk08TetSQOCtkdV2jMzB54QVyyAVFWGS/M2Q6xjJnWtM6sxKAr0IcfZIO3LCrAjKz+HkzpGUb0bCFUQ3YnRhDb/5xBjOLsZNHBXLXVs7hd9Zs0MIEc4ha2mqrJFmMjeTj6sBgO5eEH9L8f0lgOy5gd1w5qRq3mECqpyscAzjy+xN6FCrhnZPNlgyYrAvLMTSws2LEXr0EPQvfQ5IrDHb04EgvL/xRyAtreYPXggOt7cgQNMpsZAUkLwQ1sV1jWwSRRg98Rp7wR7cDFKlvfDN2ZiwbSycwDs3d1Q7vNKEeEWY/UrIctGfe5LdsHUXyBV7qj4ePXkEmLiQfzw5BnLlNVUfz+nQsVHmMdmy06aRyMFcNIXXp9mQ/PttDsk3QvqHWXtwkZwwIBucP9Llw8m5/DV2bDmB/nZrJ7xmWiMBYKiDD8wXFw10SrGWZgthLW6J1pgX59h7nZY2INBryqFJIIjQ8hImW/OxCnM2WAf5xZyRbvO+Z4U6RzoBuhYTVJt0qvxC2MELK/jbl6eRzLAT7YFWgv1bAkWeVT4rKysYaNXw/hucE5VQT9q9LiYKJpYGoxYGlCKsJhyUD7bO5q2AvwWIXz6fR1aASxPA4GZbh+V01K9I4RguLIuKMEIIhjq8OL2QX7GaXEkWLIRRSkGf+nfQb311PXAwR2LLLiz+/MewyaITCgn1M5MIandBYGmB/Qy6euQP7+7kbr5Ww44MX6+YY4eYh+TadxTZcWMKFsIsVITxHVOpBJbgcqDhJeDoK8w27QMPglyxt+pj6j/4FqihECaoNJoMFZTP8tQZNiR/e8CHnTJlEfH5KUWskTm2dLOFsPHlJN5hTRzhOrw1MlBjIUzoHLkqqoHirAgNLW5Nrk5uvApoeMS86IdAL0KX7FWEUUoFt8AWE62RjlWEjZ8T7nMxMbZhhptOKf7XsXk8dkIMxN/To+E/X+nDldtrz5MdH8/es/tkKhpLRKHOkQtKEWYavKJZ5nywHERzATt3AydeX99GT78JogphNaHOQApHQCkV5O+5fLBy2pzTVAr0y38D+s2vCDcH5M77Mf+RT0IvEPxrGkJGmM0WMSEoX3I1GC43HejoYjeuLBfeuUGg6XRWEWaAXHtzkb03OBalODm7Jmznf1dmIijX7C4Alwl94Wkgk5/hpoIDwK7q1WCAmMtTyep8Q8IVwsjW5lWEZXSKA2fZzLh7ZQjJN0C4zpG0hCIMEHOaLC24X2ZRsEaaqwibKqAIW0uz9xOyBeVTruBOTLJFAgACQQQTbPfmeheKFtfS644AIJuvVMoRUCm8IswphTDBFgkAsUjJSIl4WsefPz9VsAj2M7t78PGrfWhxy3NOamSEwPw0xbwKyzcPfiGH74wsKYS/Dz39pj0DaSDkumIrFEWYj6UZ+0GLW0PAl70g84G2fOdIurIE/S8/DfrSs+xBNQ3kP30c5KP/BXBZnOkRFAsCVK9/qGwOIShf9o6ROfjOkY2eE3b2LSCWt0tlWtur7mg6E0kJ0nogWzhOZSzKGShQCJM904DqOujzTzHbojfcVntRgu/UNjku/WdhFXRlSQzKH2reoPzDkxHG1ud3E9y1zf6QfAZ+xXx2quQ1jM9p4gPNrWCJmyj21DhRHOzwwvirn4umkeBskPwptc0jTz4YAIAvuJvYkIIEehGKs4tRc7H6WgfHw+z93uYuHzQTC8g9LW4YBX7hREb4DkhJoUIYUFSJPBdN4XeeGsNLF9lQfLdG8Gv7B/CLN/SZ+rkqSsNnhK2mwFglNVK74rWZoZcmmMdOUIQBYiGMjr7ZtPeRZqEKYQpHIGZA+NYnpqUUYfTieeif+S2m5SwAoKUN2q//AbT3vK8uq+6krR0wKs7SKSC8VPwJVsMH5fcEC+8nG3xgfoPnhNGjrzKPEzuvzsqjq6CQLRIAMlQsHptGVwDwGH6fa7HsqrTMnDwCGArF1OVGbF/1dtR1ekLQvQar21qULQY1Eyoon+HJM2wx4c6tnWiVraDS3gm0tuUfJxPAsqgcybGZU4RNriSQ1q29YTfbGulzawgZugZSANPcuVJ+RRjfMdJcRVgobq8iTAjKN9EWCWTz7nq579FcTH5VmGA9z20vEJj/9vwafuuJCzi/xH6WXT4X/uQnNuMndsiTVdgs8NbI6ShbfO32u+GWyYLtNARFmAMywgBg6y5Ql+F8tDTP3K8qKkeuK7ZCUQTxZic/uR7m7QuXb1TpGy9Df+Qh0QbYNwTt9/4C5OrrrRlsMWSyifEnTocowghXCKMNrgijR9l8sLVd1YerG/N6eKyyLRFCgKCzAvP1g08wj9euvh60pa3I3uVDCEGqj2ua0aQ5Ybxtp5ltkQtxHa9PsSH59+2sPYzabAghon2kRE5Yp8+FTm9+opbWLSy4A0hldKwaLHIayU7ka2Woky2s8O8hzqlpWz3y3FbTTAaYZpUPpiovAz1CIWw2Ut8ikbBIamLHyBxiTpjcgfnZoPwi1mVOIfij82F8+ulxLHNhd1u7ffjc/Vuxu8+C5lGKDeGtkZNcIUzZIquHxqJsrIrLDfT2F3+CRBCPB8lNW5ltVNkja0KeK7ZCUQLeVmG82RnkCmGzkRTi3/sm9P/5p0CCa/u8+1pov/c5kAGLU3sLQLiCgJ3B4ZQrDpIeZxTCmqlzJL00AczmJ5pUcyGx46qqj1dMEQZYmxPGF4BtbxRRArq8CHAqvOgNt5t2/DTXPbZZc8LoBc6208QdI1+6lGYaqezo8WFnr0Qh+QYqzQkbamUVC1aeZ/iOkd1+tymh9cMdbBGEzyDlrZGtXomUfLPTWfV5js5uED5nswaIvxW9WhoazU/S620dtDIoP4fjcsLGC6vBgHxmnE4pvvbGLP7qx9NIcUrNd25qx5/duwV97c2r0rUbvhDGK8JUx8ga4BdwQgMgVsfjmEhiM3e/dOakPQNpEFQhTOEISsnffW4NoVbOvvDUk8IxyLvfC+3X/zBrU7QDqRVh8oflA2gqaySvBkts3QXqa6nqWItraUwX6HiWg59MmImTAvPpiwcAY+7R4GYkN2837fipPk5+X8Cm0hTwQflN2jEyo1O8NMMqMWRUg60jdI4sXQgbbGNvMa0MzOcLYWbl5wxvoAgTrJESKcLEfDATbZGXcQV60JNgGz3UyzqoF2iixDdpMANeEVZv1VulFAzKzzE1jlgijT87OIlvnRTvn35+Ty9+585htMj0PW5CeGtkhCu4q46R1UNnOJWsQ/LBciS5+yWlCKsNdaZTSE9Gp7jIBaLyNzt8TthUq6Gwo2kgH/kv0D78CXur/pIUBKiuA4tcNpFjrZE25qxZDD36CvM4vmtv1cc6yanBWrifgaUd3WTrmFoEqmeEkHxy532AiRmCKV4R1oTWSBpeYrOl3J6mDco/sZjBSjJfSPG7NdyxtcPGEZWGcDkqfAt6nsFW9hbTyoI7XwirtWNkjo26UnONKoWQazsR8sGs+J0VCMyfr5N1cCaSQsJgTe3wuRDwm//588oo6RVhRfLBAGCWtOB3njiHVybYrE6PRvDfbx3EL1wXUqH4EsArwniUNbIGOEUYf12TneSm7aDEcG2dmcw2IFJUhSqEKaTnUiTFSLe7/C50+9mLwBBhLZBTrZfD31vbof3GH0F7109aPcwN4ZUx1K6CwGqYtUu0toG0OCQHoquXfdygijAaWQHOsA0e4ldUnw/G2yJv6nMz3dBmIinELbKzkKBDrJFvsiH58HhBbnmPqS+R5hVh0xdB9UzhnRsVXq2wqXmD8l+8xBYM7pIxJN8Iv3K+gTVysK1+1sgliwphQ3wGqWCNlFcRJhTaLVCEkUAQoQSXE1anQpHgFOjyWtL8iLehyR6Wz1vPdW924fitzi347Rt/DWMRPnjdhc/cM4J3bTPPNquojY0KYUGlCKse/rrFZ19KDvX6kBrczG4cVfbIapHniq1QFEG82WHVYPS1H2Pwxe8w2yZbQsDAJmif/hzI7mstH2NZyBIaztsiexxiiwTEjLAGDcunJ14DDLkrGN6CTHdv8SdswMlZNij/6oALQX9+wkABXLRKrRGS5Hu/AfpB1k5NbrrNdBu13taBjLF7bCoJzMmpkLMKvptZswblz0SSOLXETkjv2yV5d7YQV8hdmAVNFS8K8Iqw6dWUZflRizFrCmHBNje8rvy5cjWpYyWef601Pixfpq6RU/VShNnTOVLIjrXAFgk4KyOMxqJstigI4lddi2cHbsQfXPcJrHjZa9r2QDYU/8pgdbELCmvYqPusUoRVD59taUdmdK0kRpQ90iwkumIrFIUperNDKToO/gD6F/8MQ6vs5HoquA3a7/4FCK/AsJOeEGC0Zq4sg8aLd/KzCrrAddF0iC0SANDZzVrVVsOgabk7OFUFlw9G9t1c9aFWExnG+kgAbO/UhPwey9QafAF4cR40LddEgi4vAMfYkHxy532WvJagCmuynDAhv2akOfPBnjoTZkLyd/b4saNHzpD8HMTnYxdOKM0GshfB5yLo5QruEyvWdI4UrJEmTRQ1QoSGPJOGnLA4H5Yvi6IvnQJmuL/NsBWFsKBgjbRLEWZFx0hAzAibj6WR4QLmpeHiOeZhMjiAR/tux/+46kNIa+xv4pbNHfjsvVuE96ewn/YNOt6qsPzqoLrOFIoBAA6zRgJAcoRdQKSjqhBWLaoQppCeQkH5lFIE/uOr6HzuewCA4TW2uDPV1gfS2la3MZYDcblE9ZUd9shFVhFGHKQII243wHe9ajBvPE2nQN98ndlGrn1H1cd7ay7GTLi3dPvQ6iEY5Du6ha2ZoBKvj21yQHWA61pqN/SFp9mQ/KERYMduS15LyAlrts6RXCGMNGHHyLRO8cxZtnggvRosBz9pqDAnzKo8wnKskZRS6E98C8Evfx7tLzwJSssrZpTKCeOtkXzIdTnQxTkEvvn/ofdf/g70raMVP78QnvkZVlXc2wfiNz8CgdioCBtfZq9ZVnSMBLINmboMhQmdioVXWTDaIpOaG39+xYfwRHpA2O+De3vx23cMwe9W00AZ2cgaaZbitVr0V55D8Ct/ha7v/ytoypp7R0tYXgCShmtQa5s4p3AAQhOniQugsUjhnRUlUWdAhfTwN84jXT7QV36E1hOH17f1xpfh0fM3X6tJHSsJCbN3hOBwG2xiTlaEAaI9stFywkZPAmuGTK+OLmDbrqoPx9si9/RlLRD17OiGIN8oQh47YOGQ/PstyZoBgFQfWwhDEwXm0+VF9vfapEH5PzofxlI8f31qcWu4Y0unjSMqH8LlhG0UmD9Up5ywssLyjx0C/dZX4Zs4h64ffhf0pWfLOnapnDA+LL9SRRilFPo//AVa33oD/rNvQf+r34f+1L+XXaQrhptXPViQDwYgqwhLsEXdehTC0jrFxEp9FGFAgc6RstojDQsNX992P97wsoVrbxQzMZYAACAASURBVCaFT731v/DhPQEVii8xPhdBsRpll98Fj8u+6Tu9eB70n/4Kvotn0f7aC6Df/pptY6mYGV4NNmzZvZ6V6K3t7DmdUuDMW/YNyMGoQphCalIZXWhXPtLtBT38IrPN1d6OwTb2xpcPtZUBMTi8/gUByqlxSK9zFGEAAD4rq8E6R9KjnEVv300gWvV2Gz4o/+q+rCpgiO/oZmEhjHA5YXSuuJ2q7rz5BttF1eMFueVdlr1cmstZ4ju7NTR8N7PN27IqzyYikszga2+w5+C7tnWiRaKQ9ZLwwcKSdI7kC2GBQoqw19j7BnrgO2UVnARF2GpxRdhG2T4CF84AZw2NUSgF/caXQb/6/5bMX9sID3eOJVbYIgEg0Isgpwirh3Vwbo3CGM/W2+Le0E5WCyHu/lLWnLCc9XysrR/f23Qb8389iTD+5MgXcPvMG6I9TCEVhJCiqjC7bZH0h99jFPT0hadtiXmpBiEfzGFB+UbIrquZx1QF5leFQ+68FM3K5EoSxvupUKsbLS4idMjQPvkwhoMd3HMtVLhUixAcbkNBwMlh+QCI0WaHyyqTBoFSCnqMzwer3hYZT+s4u8h2VM0VwkIt7IrjwloaEatUlJwdUCZFmP7cE8xjctPtIK3mhuQb4a2RmJ2qacLrJPh8MLKl+fLB/uXoHMKG35mbAD+zu6fEM+SCnzjwEwueoTooT5MZHZFkfmKmEaCzQFFECBS+eB64MLrh8flC2FQJa2RrhQVNevCJwttffAb65x8GXQ1XdLwcnjmu0DFkkSKspQ1+jwudybwtpx7WwakY23TBqqD8HLwiTMZCWDYofxoUwJd2/Qx0kv8NBDNRPPLa32Ln6kR23yZSIjuVYoWwXhs7RtK1GOirB9mN8TXQQ8/bM6BK4RduHJgPts6uPcxDlRNWHaoQppAawRbZ7QOmLwJGL3RLG7BtF4Y72RuhqVX5blQInw9kR0FAWSPlZfoi21XR7Qauvq7qw709v8asmg91eNYtQ26NYLiD/c1YpdbgC8DUDktwAejiPHDsMLON3HW/ta/pbwF6gvkNmcyGqppGgY5zirAmywc7txjHD0ZZG9k9mz0Y4Kx3UiNkhJVWlvS1EBiaLmI+lkY0aW7Bnc8HC/jdcGms3YUuzomLQADoc4ULUUZ4a+T0ampd8RTn3spG2T7Ma8ei4qTSyJmT0D/zm6ATF8o+Zg73LK8Is6YQRgjJdo6ssz1yOsoWwqzKB8shdo6UMCPs8vn1YN/1ONnNZgj9snccvcmV/IZmy6Z0IG3FCmE25oPRV54DEnFxexnnURngrfy81d9JEK4QhgujoAkJBSCSowphCqnhA7y3dPvEVd2du0E0F4Y62BsVRyjC6lwQIPE1YC2a3+D2OC8osotTT4QbpxBGuW6RuGofiL/6tubFbJE5RrrZCZ5VOWG8JZgp9tkIffEAGyg9vAXYfqX1L8ypM5rGHnmheYPydUrxxUMzjMI56Ce4e5PDrKG9oex1I0dkBTS6WnR3t0YwxCmqzC64L8bKsEUWsY3QQ89nlTQl6PC5GIVZSqeYi6aQ0ilShtOHiwBeV/l5M/TV55jg5kx7p5gjujAL/c8eAj3yStnHJYk1uI3XRU0DrJzwBYJCYL7VGVrTMVaJN9JlbTHZCRlhdOwMoi4/vrrjvcz2qwMa3rGJdUw0zTXHwRRrvBG0SRFGKS2qYMXYGVA++kBGCmSEORUS6GWvF5kMcP5t+wbkUFQhTCE1hYLywck/yRXZqrigCFuR70ZFCA2fn8m2860TLr5o1BMC0Zx1GhCskY1UCDvG54NVb4sECgXl84WweinCxEJYrWHQtUL1DOgLXEj+XdaF5DOvw+f1TDW+TYUuL7BFa48XGNxs34DqzLPnwnh7nv09/twOb0WFExkgmgvgGz5sYI/kQ8z5bn+1shjngvILZejwC2g5komsymEDBHvkahLcy6LV6yr7/EEpBX3uSWZb9IbboP3e54Cr9rE7J9ag/88/hf6Db5V13nTzCw19QyAe6wpFpLv+nSN5RZjV1khRESbh/eXYWfzrtnuw7Ms33nAT4Od3eKHxikBljZSe4tZImxZPLpzJ2smLQA8+WfT/ZICmUsA8pwruc7A1EqIqTBCKKDbEWTNgRdPBT8xHuryCDzp3Iih0o2p1YGulkNY2oM2wMpdOZ9v51gk3XzRyWlA+ICrCGsQaSVdXgLPsag7Zd3PVx0tlqDDxznWMzLFFmKBaVAjr7Aa8hteKrwGR4iqSunD8dTYk3+sFeedd9XntZlSE8avFm7Y2TVB+JJHBV7mA/HduasfeHuvCvS2lws6RvG1tzGJFWKGOkaXyU+jBJzYsMPH2yMmVpBiUX0k+2PnTwER+UkkJQfT6W0HaO6H9+h+KFm1KQb/9VdAv/zVoqnQhkQ/Kh1VB+TkCQQQFa6R11sFkhmI+nv/sCYDNFnaMBAorwuxezOE5d2kZPxhmA/Lv3uxGqEUDhrhFh7lp0KSErgnFOsUUYXYVwng1WKaNUxm+8hxonHUhSMXcNOsA6AmC+Kw9b1jOFSonrFaauhD26KOP4tFHH8XMTD6nKRqN4tFHH8WBAwdsHJkCANZSOmYi+VU3jQDDySWm8KG7PcDlwOUOnwsdnH1hPibhql2QD8yvX04YrwgjTssHA4DuBi2EHT/MXqQ3baupo+eZxTUkDQFhvS1uYVWbX0UfCyctubknhIiqMJtzwnTupo7cfIelIfnMa/Gr882gCBOC8pvHFvno0TmsGALyvS6Cj93owHPvZUiFOWGC8tTkgvtGHSPp6ko2fzH3mBBQo3Jr4kK2MFUCoXPkShJrmeo7RvKTyvjOPdA7s/mXxO2G9tH/CvLhT2RtjcbnvfRD6H/5f4OuFO+W7OE6AhKrgvJzBOqrCLsUozB+8v3tHvjd1k5n2r0a/O78dyaZoVi1qrlMFejRVXwpeDt0kv8c+lrduGdT9ppPfH72GkwpMD1R72EqKqBYRpgd1shCeYbLP/mhrJ07R2KtdOah3fDKZQfbInPwnSNx7hRoWsJ5r8Q0dSEsFovhO9/5Dn71V38VH/zgB/Hggw/iwQcfxPnz53H33XfbPbym5yK3ajzQ7oX3HJvzkdy0DcSQVzJcYNVWNghnK6lncLgrzN08O6xjJICsusg4iYmsNMSJX7BFXlu9GgwobIvkbTv97R7GmrWayGCZT382C64ATG3MCaOLc8Dx15ht5E5rQ/IZBjex3+G5S6AFAmgbCSE/ZGtzFMLOLMTxBBeQ/4E9vehvd1BAPk//JubhRp0jrVae8mH5giLsDHvfkOrfhPhObiW9WPbNZfics8nVJPjGiG2e8hR+NBYVuqxFb7xd2E9793uh/fofAK1t7H+cPZUN0R8/V/D47rn6BOWvHz8QRCjOfsetzNCajtU3KB/ILuaIqjB5AvN/9MYFnOraxmz7lZv7Wev1EKsMbAolsoORyRrJ5xmiuxfxK69B9Lpb2P0OPgVZodyCDd8B2ZGEBlmXTDIpqu8VJWnqQhgAbNuWv3Bs374dn/rUp/Dwww/bOCJFDt4WuaXbK+SDJUd2MI/5m9WpVfkKYaIirJ6FMOdbI4nLJQb8h5cL7+wQaDoFvPkGs41cW1s+mBiUL4bua4QI+T2WBeYXyAmzC/rC04L6DtuuqNvrE68vewNjZOpi4Z0bBUERtqPIjo1DNiD/EqNeGezw4P1X9xR9jhMQOm1tYI3kC+7hRAbLfMBWDfCKML4QxuemJLfsFApP2dD8CIohRC8UsEa2lqkIo6/8KDthWR9wEIkdVxfcl1x9PbTf/ZyoXlich/7IQ6CvvyQ8h1eEWW+N7EVfAUWYVdZBIR/MYltkDllzwiLJDL4yzi5y3ZSZFQLyRSWyKoTJjNHhsr7Nq8FnsfqRp1CeIbnjHkBzIXb9beyi3tgZQf0tDTOcAtLBHSNzEEIEVRg9U7gxjKIwTV8I+/3f/3089thjeOyxx/Dwww9j//79dg9JcRkhKL9Ax8jECKsqKGRfkA4bCwJ8RpgjrZFAAXtk/XLWLOH0iWxuVo6uAFCDdSyjU7w1VzooP4edgfl2QDMZ0OefZraRO++rS0g+Azc5pQ08KckG5Rsmyh4vMGjx5FwCDpwNY3SBVfp9/KZ+eF0Ov/XirZGz0yWbvrg0gs1cVz8zVWEbFsK4BbTE5h3ZwlNPML8xmQR9+UdFX2Ow3QPNcIqYj6URTnKFsDIUYdlJJWfLvv1ewQLJ/P/AMLTf/Qvg6uvY/0gmoH/hs9C/99h60YmuhuEydvF0e8Siu9kEgmhPx+DP5P+mCQutg1Ox+gbl55C1c+S/HJtHmOa/895MCh/rL5DVJCjCGt+S72QKWa177egYyeUZgmggt98DAMh09wB7bmB2589vsiAqwpwdlL8OnxOmAvMrwuF3Y4pGhr9RHvGkmMkz1TSkNrFScN4aOSVhIYzYaBEr1DXSkfCB+bzl02HQo4eYx+Sam2rq5jm2nEAslZ8sdPhc2FSkvfyWbnZ7vRRhdL5+2XgMxw+zhVOvr34h+QaE1flGtqnwUv3N27LKzgZmJZHB146wAfn7N7fjhqH65NBZCWnvBNoNapNUEliaL/4EiKodM88zpayRNB4DOAthcmQHoGnZApQBevDJoiomj0sTFEHjEbYgU1ZG2Lm32d+6lp9UloK0tUP7tT8Aec/7hP+j//Eo6D/+ZTb8nM8bHNxk/W+tvQPE7UFQsEdaYx2cjrJ/o3pYIwGxECaDIuzcYhw/OM3e//zs+A8xuEO0wypFmLMoZI20xRbJ28avuRHEMHfQ7ryP3f/Vg6BrEobmN2BGGCB2jsSZkyUXphQsqhCmkJaxMFvE2rxwgXmcGhwB5VqCO0IRxreer1dBIJ2CK7KSf0wIEAgW319iCKcIo3yBz0FQSkGPmpsPJtgiQy3Qiiie+AmqZZ0jg3IownSuxTd5x53Zbq71Rugc2bir8/RC89kiHz0yxyhivC6Cj93QX+IZDoOfRGyQE2aV8jSR1hFJ5m/6NQJ0+g0TyDOnWBv04Gbol7udkdvvYZVYk2PZQlUR+M6RY6tcIayMrpGUO/9g380ggd4NnwdkYwG0//RxkI/+V4ArbtFXD0L/3KdBTx5hn2NxPhhwuRlKocB8C5oVRZIZLBuUeC4i/l2sIsQVIax4f5WgU4q/PzQDY3P0/rUFvP/iQWDzdvEJA8Ps92ZxHjQWtX6giqooVAird1B+oTxDjc9T3Xcz69JIxKULzafRVcA4/3F7HBkNU5ChEcDY6CkWVUXuCmj6QlgkEsHjjz++3kHyH/7hHxCNqguD3awkMswqr1sjGBw7zuzD2yIBYKDDA+N0fy6WRiItWWU80MvejKyG69Jy2LXC5Wh19YC47WnDXDO8IszJnSMnx4CF2fxjtwfYfV3x/cvgzQJB+cXgV9PHw0noVmS7BPvYLIml+bo3OaALc8CJ15ltdQ3JN74un9vTwDcuQmZIg3eMHF1Yw1Nn2PPtB/f2oq/dBluLRfBBw3SDnDA+MH9s2ZxFKl4NFvC7maI/b4s05qmQQG92EmeglK2HX2ibXeO7RpZWXtFYBPQwP6m8r8jexdHuuh/ab/wRO/kBgPOnQb//DXab1R0jcwSCCCXY77wViqmL3ELNcKcXHld9bO2yZYT98FwYp+bZa/3HRh+Hd3AQxCeq5IjbA/RxdrAm6FjsVNoLWiPre89eKM8Q17BWSOJyCapWevAJyzICq4JfqOkbBNEaQ5VONA3gc8KUPbJsmr4Q9vjjj+OBBx7ARz/6UXz0ox/Fvn378MlPfhIzMzbZdiSE6hl4J86h89nvgI7WJ4SPv9nZ1OmFa/QEs40PygcAr0sTJhvTkgXmE80F8Nlcc9Z/3/h8MEevhvAZYU5WhHFqMOy+NtvqvNrjUYqTcxsH5efoaXEzlp54WrfkBp94vEC3QflAKTA/W/wJFkBfeIpVh2zeZl/3wr4hwGW4qV1ezK5a1hlKKdxz0yBJa5SAlNICQfmNWwjL6BRffHWGCcgf6vDi/budHZAvwOerVKoIW06YMlES8sFaS+eDgbOR8OoGevgF0Gjh0Hy+EMbTuoEijL70I25SGQL2XF/yOcUgV+2D9unPAQObSu9ndVB+7nUKKMKsyNAaC4vZsfUi1C5P18hIIoOvvsFar98xfwI3LZ4CKXBvnINXCNqVTalFVqDZcL1zEnZbI4vlGRYqIJHb72UXOsfPARfkCc0XFmoaJR/sMoI9UhXCyqapC2EPPPAAPv7xjzPb9u/fj76+Pnz961+3aVRyof/4Wei/9YsIffnz6HjxqWwL3Tog3Oy0a2yuBiFIbC58sedl8pOSFcIA2GIT4/PBHBuUD4B0BZjH1MGKMHqMywfbV5stcnI1iXA8b8nyuzVsDxQvrBFCBLXGuElqDYEQZw2br589kmYy2W6RBsid99c/JD/32m632LWozvZImk5Df+Qh9H/xM+j/H38IOnHB/BdZXgSMalSvFxjcbP7rSMKBs2GcWeQC8m/uh8fpAfkcfOdIPoiYJ9jqZgpFa2kd87HaCwkl88FSyWzQswFhwrDnOjYrM1U8NJ/vSs3TViIsn1IqZO2QOwpPKsuF9A1lQ/T33lB8pzpYIwFkFWEFOkeaDW/d569dVhLwu2EUn60mMojb5Dh49OgcwkbrdSaFXzrz3eyDUos7fGHUBku+/vTjGPjrT2Pgrz8N/d/+ETRjTVMFp+N1Ebg19v6krtZIPs+QaCC33V1wV9IbAvbeyGwTssXshA/Kb4COkUYKdY6USpEnMQ71RZlDf3/hvI4dO3bgwIEDmJmZKbqPkYceeqjg9kceeQQAMD7uXOmxby2O4Gp4/XHq9Zcxc/tPsZX/CkleXhEt9bm8OcFOxHuX2La3yb4hJFxuIJkUjtNJ2OeeHJ/DZnC2wCrGVC7lHKurpR1GU8PS6ClEguKJ2cxxtS6yq4crbh9WqjhuvT+rQnjiSRjLeKm5GSnGVemxtOgqBs6dZuy8U8Eh6AX2LXdMP77ETgy3tgOTExdLHqvHzU5Yjo7NoF8vr7hYyWfV3dIOYxrX4um3EO3MT0LN+twLHcf/9jH0GgqmuseLS8PbQTd4LSu/C4HuIFoNN5qLJ44g6u8o+FwrxtVy4jB6zp4CALiiq4j//Z9j7mO/XbKDXaVj8r99DMYEpETfMOYnS6uHih2rWup1rEiK4iuvs1al64Iu9KYWMD4udra18vtu9bHcugbj3VF6cgyT3HP4Y/W3AOcNp5rDoxPY01NeIajYuM5OsecuTzq+vo937AxC6fz5MN3Vg5nomnCsjn3vROeP/nf+tZ75LmZ3XiPe5yRKFz0iy/MYR+HGLd6L5xAy2NAo0TC9bff6ub6mv+EDv4iuti60v/JDZrPu9WEysgZEq/9elDuuNmhCIWxyKbr+PDO+o5RSvDHBFplbUisYH68+WqLScXX7CBbi+Qnm0dFxDLZpVR2r2nGNr+p4YpT9HH5u/Bn0Xf78Z/3tSBb53P3eNuZ8HD93GvNljteM90eSCQx+66sglAKUgh74DtbOncbiz/4SaEvxCAerx2X2scw6TquLYsVw2kksz2E8VX2X9Iru137wLeZ+bW3XHixGYkCkyHdr9w3oPX54ff/MK89h8tZ7QX3FHQmVjmkjih2r59wojKNYdPsRs/Hez/RjES8GPV5oqcvz3/ASpo68hkwJwYOZY7KboaHqFX6NtURpErni1/nz5zfYs/FJbL0Cuju/AuFeWYJngywQM5iOsjecW5ZZ+XYhW2SOvhb25nVmTbKMMAAZLhzXtVy645YZuLnOimneXuggMh1dzGPNGILpIPyjJ0AMJqrkwCbonYESz9iYM2F2dXVn18YTzcFW9jfD//7MItPNNmdwbdBpzkzaXn+Beby296YNb9CsJsXltbjnSqtqzMZ3gVXLeC9NCJ9TrXim2ZusVAOrwb57IQmjyMmrAT+7vXFywYyke0KghhK+K7yU7R5ZgqFW9pbTjPNMOMmuenf58mPyjrPWnGSBXFEAiF63H5Tkx+aZm4Z34pywX5eXoFRjyJYSWVX87yp+xV7oHd3FD1YJmobwvT+Hpfd9GNSgMIvv3FPTomUlZDq6hYywpbi5ioSxVR1TsfwxCYCtnfXN+enxsZ/nYqK+qgudUnzjbJKxXg/G5vHAxWw4OSUaUv3F7bLCNWe2vtcc78Q5kAy7WOc/dwqhf/oc3AsqkoZnV3f++93jI+hvrc/vmcRjaHmTzVON3nB7yefEd+1BxnBO01JJtBoKY3biXmRjONK9DdS4BgBcLiQ3bWM2+cblsabKTFMrwqLRKNraxG5huW3l5oTllF/FGBmpT0aDVWT2XA8Ycoz6Z8ehvePWqo+Xqz4X+1wopZh5ZZTZduUsO2HrvGE/wl5vwePs9UTxjbN5BUw449nwb7DRmCqhnGPR+augH8g/bl+LoKvA/maOKxYJM497d16FYBXHrfdnVQiaGYZOSDZnCoArFoFXI4B747+1leOq9FiZ//0o89h30+1FX7PcMY29zl78bt01iJF+dqWVP9b1vhi+cTZfsJhPuct+75V8Vvquq0Cf+9764454DN2G55n1ufPHofMz0M++xezT8VM/h84yXsfK7wK9eh/0H353/f/bVxYLngesGlfm/2fvPAPjusr8/Tt3mro06sUaucl23OSe4jhOtQ0BsiGEhBASkoWEBZaWsGksZSGFNP4sy0JYlhAgoe8GQhbHcYrtuMR2HJc4rrKq1XuZPvf8P4xGuuecGWnKvaM7o/t802jKtTwz9573/N7nbRf9MAU7Xkbh1R8CyYt9kR7umAJckT93ycqo/o16+J6J5blO9biwt4P9e968vAR1tZEnAmr1fk/WcwWKSsYHfRBQVNvMILMif54Xu/qwu2NiQTJIMuFwRLeTG+m4/K1tACY2QuaUF8HhCL53A13spl32irXIdTjCPJcDgbp1wOF94/ctPXUY0vorhOOoOt6Ahv7wPr15jkpUhJlgSEdHIJ9gpzlmb7keOWp/9zkcoMtXYeQvv4WcmYW8W+5Gbm5e/M8Xw3FR2QOfZwgmOYDAWDFuxA+UVs5ChllS5d/34t52ABN/+zVV2Vg2P7HCeqzHNau1DWcGJ95vJLsADoc9rueK57hePTuAxmFWKfCPZ1+EVQ4Wl0hlNarnTRR8hXPOrCrIVuu4q87kHEF1QV5U3/dq/PvkQzsRrnRo6etC2S+fhnT3fSCLYxsWpMdzhVrP89WyAJ7Z3QCXn+L2dY6EnXjRHpf82t/YYUaFJSi9gm3lDvdc8uVbQF/63fjPBcf2o/D6WyZVUGj9/0dlGTK36Vq2fBXIFN+NenxfTfZc8rLVoA0TU48LezsmXeOpeUypzIxNhD399NO44447wha7QlMjo2mLnAmQunXMz/TIgQj3VIc+l58Zh55hIiipP8Leifd8KOCFtueHvfrrlRYcYdrvhPGOMMaLkmIQkwngLtxMI6klXqU+L8CPuq9LzA/WPepjBL5miaC2eGrxfjV3cdU65IVfVv8zQ4qnxxFG33p1vGgKAHDMA5ldm5TXnhTe33O+OWnfVXSoP7zg3DkK+j/PqfMa4UT50zWcQEMCMsUzB1hBflWeFR9ZlLqp26jgPStTeMIcgosw8QENvCzfPuYIo4EAMNb2G4IsiHzdIG1kpzfSg7vDSvN5B6mS7AiyfLrvDTYtV1QKLI5Pkj8VZM4C9H/0Dgx+4KYpF3qqYi+GCRRFHnbDTS1P2Ig3gF1NbPJ78/zE0tPxUCJMjkyeMH/YE8Bzh1nFxYWWIazqm9gonmoQCZFMQAXvCUueMF8YXqHEOQr5h9+G/MbLke8zw8i1mfDx+VbcvsiWtMEQlFLQXa8wt5EN10TlMySXXgMo0rVobRA8jUmnv4f9/s3OTe53Y5Lgz2+TftYMxpmxhbBQGiwnJ0f4Xag4VlqaujJxNRHk3Y1nNJWTNw+y7RXVtgAkWdHuVVopyNKVFGWZYVW0KIx6ZQx5dCbjLOEKYb1doLJ2x0hlOdi6oiSVp0YCQD67yJS4xJvuOXUM8Cg8H/mFwCQtv9FwvIt1pSwoyoA1Ckl3ns00voAEAL9MtZm2yr/vuzs1L/xQvx/0re3MbYRb9E4bRaWAVXFxOzoM8J9TrThzIuKv6O7XQM9G/n3U9PeKovwpptylItvODqCeF+SvKYNlkla5dICUccL8jtYI9wxSwy3kWga9CCRYcO9zRpDlt5wDPApfW24+UDaJIHnxSnaas88Luvd14W6TTY7MCjPlLezktQ2bgiPv04ncfMBkQolHG2H+joYheAMT7xW7jWBVpdjRoTWl2fzkSPUHAkTiN0e6MawU5JsI7uzfx94pio0GUskWwmiSCmHU5wPOcUURbqMdsgz6wjOQn/8JqH/6pnLOaOpPssVRSQoWuKKAFJYAy3hp/isR7p0k+A2/NJsYOc6cBewk8p5O0L7k6UdSlTQ7E0fPnDlz8B//8R9hWyOPHTuGOXPmYO7cudNwZPqD5NvhreRGLmvY983vEju83LTDSXZ1AUAiRJwcOaSvyZEkMwvIUexIBPxAv4aTDwf7QZSFtuxckIzp9SMlDOc4Mw2nViGMT1aS5WsSXhy938WKuheXRi+frclnPzNqpDUEcvMBmyKh5nEBWvvdjh4AlGlIWybIusu0fc0oIZIEcIsSJGmc/VS7hfILP018mhfvqKieG0xzphGDbj9+fYRNaax35GJFRfIX6UlHSIRN7g/NzzAjP2Pi/98nU3SMJFZI6HdzhbCssUQYPz6+dsmk7TlEkkA2bGJuoztfEQr1kQphtjAT3gAAZ08A7YphJSZTxMlrqQyRJKCgSBDmq1EoopTilbOsf+ziMjNM4f7eGiMmwpJTCDvT68IrZ9i/wU1Li1HSeIy5jUSzmcYnkRVDHDSl8QygaLfz59khfeEhkBtuF1x29M2/Q/7ht0FHUyvpnw4IF7Pb+wAAIABJREFU0x6XrwMpiNzizyNdtoV9vgO7QJ2jahxaXFDuvMRv4KQLxGoTCuFGKmxqZmwh7Prrr8fzzz8v3L5v3z50dnbi7rvvnoaj0i/uBcuYn6nCGaY2TXwhrJcbWjBJW2QI/mK1TYt0S6II6Zh27V6LmxiZ8mkwQEgFmlIoEUYpBT3Kfob4FuR44BNhS0qjL3bysfumQfULYYQQ8X3fpeH7HoDMXdSRCy8DyYhvOpUWkCp+dz45ixJ6+j3m55ELOR9SSwPojr8n9hpN9czPU7XtpCK/OtyNUWUrv5ngztUzI01OuJ11OkVrJADUqNge6fHLzN/eRILpVgCgZ95n7jvVBhqAYIFKWahtbwkWshREKoSFS4MBYRaVdetAUnhQzaTYi1DiZos1arQOnupxM9eFBMBF5dNTUJ+ORJhMxdbrylwrPuKwAD0KrYYkAdVzhMfziOec6dl88TrmgxACacsNkD7/IMAPrzl5FPLD94C2s1OvDbSDjo6AHtzN3CZdFmOCftkqwK4YjOT1gL79ZuIHFy98IozfwEkjhPOcUQibkhlbCMvOzsbVV1+Np59+Gvv27cO5c+fwm9/8Bs8//zwee+wxIw3G4apdyt5w4jCoV4PECIBmbgFe3cIu2Ejt4imfQ++JMED0JdFu7XxJtJedmILCNFiopXIirLURUEaWLVZgUV1CTzng9qNV8T6XCLCoJPpCGN+2pEkiDBD8eLRHOz8e7e4QPWzcbuW0U8l7wrRflFDnaPA9qGD40s0g6zay93vx+aBLLN7XaeQSYTWJtf7qjZPdLmyvZ793bl5WjOKs9JwUKcBPp+s4P2Wrs5oFd94PVpBphkQIqCwDZ9kFAIliA40UFAqtWnwhK5IjLJwfjI4Oh1lU6uz7R0WIvRjFHr4Qlnih6JWz7HfQ0kIT7LbpWb4UZ7Mzxvpdfk18mkpePTuIM71c6/XaMlha2Y0GVDqCqZCpEM45yXFT8oUwj+J8QFZcCOn+77PtyQDQ3QH50a+DvveO5sdnEMFnuCS24QVEMgmtlHTH1mlzNfMbNOmaCAPE8xy/IWQgMmMLYQAwd+5cfO1rX0NWVhaOHTuG5cuX40c/+pFRBAuDv6wK/jxFAsfrBU4cVf11ZErF1sghhXfEXgzwwu0wCMJ8HRbCUFLB/qxhQQC9bCKMpEEijC+EpZIjTEhUXlAHYktMhHqCa4ucY89AliX6XXNeZN00oM1nhpRwn18tC8C8JL9mPojOijGEa1OhyWhTqT/B/F18JRWQs3JAbrwDULZMu0ZB//TLuF4irCg/jRJhAZnipwfY9251vhUfTndBvhJ7UdD7FsI5AkwxtETNgnu/K4IfrL2VPY7MLGAWt/iPgNDWc3A3qKJ9O9tqQkGG+L2abQ1TCNv7OtMKhuIy4ILENjx0jV1sjUy0EDbiCeCtJvY9tb5i+gbeW00S8/8vU6DXqV0qbMjtx68PsxuZlzhysbIiO0ziNspzm70IyFS0bntcYteAylA5IKQrvdXs+YDMmg3poaeA+dxmt8sJ+d+/C3n7X/U3+CqNiOwzjD19KUjzzzcB505FfoCW8C37aZwIw7wL2DbjtmbQYY31IynOjC6EhVi+fDmuu+46LF++fLoPRb8QAvcCNhXGt3apQdeIDx6FEDWH+GH3TlwEkSk8HyEqU6IQlryCAPr4RFjqF8JIfuomwuhRzg+W4LRIADjeHX9bJABUc4WwjhEvPH45wr0TgG+N1GpyZCAAupuT5Mca8U8GVbwjrDmYaNEQ3p/kcQQXJKSgEOS6W9j77n1D9C1FQ38PoPxMWm1pJcrfemYADf1sEeeuNWXhPVFpCpEkoJQTD3dOLswXC+7qJcJChTDBizJ/cfSLuQvq2M02vy+YklAQLhWWzW06BBeV/OS1NJTkK7EXoVRlR9ibjYOMJL8ky4wL7NP7N0zm5MhfH+nGsKL912YiuHNVMDVFm/jEbXQbDYQQ8byjdRK5pRFwT2zWBbJy4A+zqU1y8yF97bsg669if0Fl0N//HPTXPwb1J29AwYyC9xlKkvj/ECWksBhYvoa5bTqk+dTrYYu84fQcaQTJyhbbo88aqbDJSOMzsoHauGs5T9jRA6rvzvBtEg5vH5hlRRRtkYCYCOsYSXw6ldoQ7stY29ZIPhGWhq2RWkvXVYIO9gvjpIXJrHHwPucHi0WUDwCZFgllORMX+DLVpoCcrPd9xulj7ATGDP1I8hnyC4EsxfRijxvgW5lVRnS1KFpUrviQIFOOS5zPpRVQPSdtRPnDXornOUH+ZTV5WF4+AwT5PDF6whwFor/TF4iv8BupEMZ7UaLRKYzfN5w0fwcrzQ/nCcviE2FnjgPKKZppKslXQuwlQmtkXwKtg5RSQRB/zfwCSFFshmpJsjxhjUMBvHqW3eC7aVnxRCGuMf7ELeEHYGnspqRnWMWJ1zFPEOSHIBYLyO1fArnxTjZVBIDu2gb5B980Ui4aEN5nGL0kn0fayKdrd4E6R+J+vrjoame7AgpLomsfTmHE9kjDEzYZRiHMIGo8s2vZiW8DfUBzfeQHxIHQFtnXyPwcjfAWAHKsJmY6lV9O7pjrqChOUjIGSEtZPrhEmJQiiTA+DYaa+QldbACA0xcQ0imLY/CDhVAzrRER/n3frU1LcPaht5ifyYUbdTkpNezuvIbtkdTrERZQoUQYABCTCdItn2MfdL4J9I2XY3sdvi1ydm1Mj9czf2n0YtSnFORL+PSqNPhOjQMSxhM2GVkWE0qyJlrbEim4h2uNpJQKCcZo/GDM/XlpfkcrU1zjE+dAmEQYn35YcaEw4CXtsBfBKvtRoEjxJ9I6eLLbheZB1nt59bz8hA8zUZIxOVKmFH+o9zGC/Ko8Kz4y1npNR4bYDRNJAmbNjv4FhHOOtomwSCnkSBBCIG36B0j//A22XR8ATh+H/Mg9SRssMxPQxGe4ZCXbfeL1gu59M7HnjBV+YyaN/WAhhEJYPIn+GYRRCDOIHrMFWMxKE9WeHtnMeYkcg4od1ZxcoKI66ueq4toX2vTWHmkvBMwK18XIsCYjhimlYsIkHRJhefnMbqHJNcr6WHQK/5lRY1rkyW4XlJvu1flW5GfE7lER/D0aTI5EUSm7EzzQC+pT97Np6u9BxrmTzG26k+QrEDxhWrapNJwGAooCQkk55LwC9ngWLAG5iJ0iSf/6AuhAX9QvI7TtOPTlZouXc4MBvN3JpuNuWV6MopkiyOcREmGTF8KAMML8OAvufU6uEJZlDro2B3onbrRYhZHyU0Hy7cCKC5nblIWtcIkwpSOMjgyBvrOH+X3Mk9dSkbFJccVce2RPnK2Dr5xl02Brq3J08TlLRiJsT4cfLSNsUvKuNWWwmMbOnfwmdGVNTEmXZJ5zKKUAJ+32TlEIC0GWrYH0wBNhlAqdkB/7urixaBAXgs+wqFRY78UKkUwgGzhp/q5Xkup5ox1sqz5JZz9YCD4B3XwO1O0Mf18DoxBmEBv8op0eUfckJLRGjipSUvOj84OFEDxhw/oqhBHJBBRxjgQthPnOUcbNAKsVyMlT/3WSDJFMALeAN00hap5uqNcDnOCmGKrhB+NE+YtLYmuLDOHIZz8zWiTCiMUSlPWGCFeoTZDsQ+zOJmbXgjh0PAQlzBQvrYg2LUM+9umgZDyEywn6519G9xqUCq2R6SDKD8gUf6jnNmvyrbh2YZonfSZBWFhMkQgDwhXc4zs3862R9gyz2AYydyGIOfbiCV+4ou/sGZfm85tsAJClmBpJ93CLypLyhKcCpwT5BYAkocTNFrDiKRSNeALY3cyez7fUFkS4d3LhJ0f2qFwIG3T78VIj+5zrHblYUTHRes1P5I15CEwllwhrb429/T1aOloBpboiIxO+GJI5pNIB6YEnAc5TDLcL8n98Dzl7t7PtbwYxoaXPkFx6TTCtGOJ8E1B/MvID1EZIhFWGv18aQfIK2IEAVAbqp2lQQQpgFMIMYoIsW8OmOZrrQft7Iz8gBvwyxfkhduFdPTpRGIq2LTKE7hNhQHKE+XyRobAkpoKirhE8YQMR7qgTTh4NTlwNYS8GqhMv0PB+sFhF+SHUnOg2KfzEVBXf99TvQ9aRfcxtupTkKyBcmwrVsE1FKBRE8CeRfDvIdZ9kH7vvTdDT74W9P0M4UX5F6u/E/v1MP86Psguuu9eWzyhBvgC/oO1uD06ImwS1WrAFR1iWWUiexNoWOc6iOjaF4vcFC1wAynKs4P/Ls63B1khKKeguflG5Ob0l+WMQyQTkF6LEk/jkyDcaWEl+abYZdTpx8ImJMHVl+b863A1l2DHDTHDnajbFz0+MjFaUH4Lk5rMbiX4f0N0e66FGhdCaNf8CtjgSBSQ3D9JXvyOeyylF/vYXUfDSb0D92g0tSGvOvC/6DC+9JvL9Y4AUFAHLuQAF7yLTED6hPCMSYTDaI2Mh/c/MBqpC8gqAOQuY29SKJrcNeaEcUlfoHUaufyLpEovwFhDbF/Q4OZJwviSqhSdMmBiZBm2RITjnit49YXyCkixfk3BR0uOXcbrXzdwWqyg/RFUeu8Drdvrh9Km/S0y4aVFqCvPpwd0wjSqSBJlZ+pTkK+F35ztaNbmop36/sBs72QYDufyDgndGfuGZqY+tkW+LnBvXCHY9MeDy4/kjPcxtG2fnYWlZfJ+1dIFk5wC5Cm+T3w9ww1l41GrBDusI4xOPMW6gjT9OkkA2cKmwsbYei4mgPIcthownwk4fZ1NxJnPck9dSEnsRShKcHEkpxdYwknyTTgrOvCOsx+lTrd3rVI8L2+vZ65iblxWjmG8JFRyMcSRuq5KURBaGV8T5mTRbQG79PMjNnxUk+tlH3gZ9+Q9xH+JMRpTkq+szFNK1B3eDjmovzaeUignlGeAIAwAs4IX5UWxgzlCMQphBzPAT7tTyhPG7wo4RRaTVlhlzckbvrZEARO+BBokwevQg8zNfhEhlCJ8I03EhjFIqFI3V8IOd6XUzU7lKsy3ChXq0WEwSKrkkJe/tUwXhfa9OSzB1u0D//BxzG7nwchDlkA8dQnLy2OEPfr82u/PN9YBX8T2bbxfTecrjMpkgfTJ2cT6fVkiHtshn3+2CUyHIz7JIuGNVGm0qJAK/uJjCE8YX3DtHfHD5Ypsc6fbLzMACEwFy3ENAl+K6wWQC5i6M6XmVkPVXASZFG1zH+WChC0A1l2oLTazkF5VkxYXBDcSZgr1IaI2MNRF2otuFVsXGpYkAV8/Tz98wx2piWmG9AYpBd+IbRgGZ4qf72WvA6nwrPryIvc4RRPkmU2yi/DEItwGjlSeMTyHHndLEmET/qg9D+vK3gEw2IUhffymonzCImrA+w40qJ+iXrGC9xD4v6L431H2NcIwMA8oplRbruMcw3RE+Yw1nVHfxpgtGIcwgZoTF+8mjoJ7ETz78rrCyLRLzF4GYYksUlHPtC71OP9z++Ma0awXhCgJU5Ql61OUE3b+Tfc1lq1V9jWkln2+N1PFI7eZzrMTZagMWLU/4adVqiwyRFGE+nwhTKQlJ//Y79m9sMoNc9WFVnltzhN159Rcl4RYkUyUSyfzFIJewiZagOD9ySzxtOsPekOKFsOOdTrzZwH63fGJ5MeyZsQ+kSEcIL8yfwhNmM0soz+EK7jF+z/BpMHumGdJZti0SjnkJFcFJXgGIIM0PFro+tNAO89hHZ3aBDUtKs0CHh0APsYtKslG/Qzq0gNiLhURYtzO2dOsrXBps3ayc8UKjXuA3m9QQ5m89M4Bz3PTnu9aUia3XfFtkhQPEInrrpoQX5mvQkk97u4A+RZLWbAFUmCBMlqyE9OATQHbuxI3OUWHyocHkJMNnGJTmb2Jfd8dW7aX5nawoH6UVM6JFHQBIUSk7sdPvAxrORH7ADGZmvCMM1KWqRqju8wLweBASYQpRfjw7SBYTEVwOuvOECY4wdVMg9O03Ac9E21wgtwBYtkbV15hWClKnNVJITi5eEd/FK8dxrhAWb1tkCLUmuk0GKVXfEUbbmkG3/5V9nU3XpYwTQvCEadCmQjl/Eh+fjwS54XZ2993tAv3jsxFeJJwoP3UnRvplimcOsBsUlVkE1y6YuYJ8Af4zxguKw1BTwCdPY/ueEfxgKrZFMs/BFbLooT2gw0NYXp6Nh1Zn4AtLbXh8cw1MEgHd81owzRmitAJYuCzhY0gp7EUo8YiJsGgXvUNhJPmb5usnDRailBPmdzsTK4QNuP14/gjbUry6xITlYbxotJFd0MbVFgkxEaZFa6TgJpq7MDgwRwVI+SyQ9Vezr5dE/1SqE95nqI4kn4esv5r1wrW3AGdPqP46Sih/HkqRa0G14HVCgh/WAIBRCDOIA0KI2B6pgieM3xGuSbAQBqSAJ4xvU+zrVm1yT7hJMKMrL445WadnSH4R87NpRMeFML4tcnni0yIDMsXJHnZi5JIEC2E1+UkQ5heLLcGJ7A5SSiG/8Ayg+Oz48+wg194U93MmHY1356ksh3G1ROddJHkFINffyj7f/p2gJ48K9zUN9bMTwmwZKX0B+n+n+4VpxjfOt+rGV6QHCNcayQuKwyEU3GNMhPU5xUSYmi1Y4yxcFixohfD7Qfe+BgAozpSwyG6CzSwFz7c7uUXlZTNDks9gL0a234VM/8QGnDdAMRJlneiNc4PwKVr9y3IszLREvcA7u+IZCKDkuXe7mVZfmwm4fk74ghFt5kX5cW408IWwrjb126fiPOdEC580Qv1JzVo80w7BZ2jSzGdICgqBuiRL87lkMn+eSnsET5hRCAvHDDtDG6gF3x5Jjx4ILrTixOOX0TE8cSFBqIxZodZIswWYE1+UWu+eMJKRxYqGA4HgxDU1aDwDtDaM/0gJgXPFJeo8t15IEUeYNDwgym1VKISd63fD7Z9YNBRkmFCZm9hua6IL1KjIyQUyFC2cXg8wHP/ET3pgF3DqGHPb4KaP6t4NpoRUaiwubmsCnKMTP2dlA/xrTgLZuAVwsJ7GcOJ8Sxt33NWpK8rvc/nxAifIX1dqwvz81Pz3aIaQCJu6EJZowV1IhFko205MCDA/8UV3UJrPtfXs3CYW7k8d4/xkZpCLr0z49VMNYi8CAYT2yD7P1NeHlFJsO8ueBzbNK4CkwynXak6OPNHlxOvn2GuXDzosyLdFWKIJidv4ro9JZhbb3SHLolw8QYTitAopTeb5yqvgmc0N8OIK0gbhEQpRKy4EydMu6SxdxqVrD+4GHR2OcO/EETZkZlghjNQuZW84e1K1oEU6YRTCDOJjwdKgwD7EYL/oLYiBlkEvlJeVZe4+ZMhjhbE5tXG3kFVx4m/dtUYCmgnz6Q72JOeevwQBFSfB6ALu36PXRFgGP7FlzgJVpvKEa4tMdApleY4FFkXaZdAdwIBb3QmGhJAwqbD4/HjU7QT9wy+Y29xzF8G9aEW8hzc9VFazP3e1qyr+Fdoia5fElFYhkgnSLZw4v70F9LWXmJus7WwhLJXbIn95qAsuPyvIv25O4u3MaUdxOTvFra8H1OOOfH+IBfdYC2HCxMjRvmBbbohKR3CipQqQSzhpfud5ofAupMFWXTyzJPkhxmTUfHtkn3vqxO/7XaIk/6p5+ZM8YvrgHWHxJsICMsUzB9lznyPfio2V4Z1odDicKD/6DQ0BDYX5dKifLaxJEjB3kWrPH2J01Xr2dfe+oYq3OJ0J5zPkC1Wqs3gF2wXj94HufV271xMSYZUR7pimlFexQQuPiwlHGAQxCmEGcUEsFmDJSuY2ejT+6ZF8WyTrB1vK3z1qdN8aCYBwBQHak7gwnzpHgykZBU7uYiEtyMtnFmCSy6nLySgZp9lCmBppMCC4cFCSqCgfAEwSQXV+Yv6eqCjlB0XE58ejL/0OGOybuMFkxuCWG4OJkBSC2DLYojiVgfbWyA+IFd6fFEeLCpm3SHSyvPRbUIUM2dLRwj4oTn/NdPNepxM7GllB/ifripFnTa33VTIgFgtQzE3Q7Jr881yZa2Uk4P3uAIZiKLjzibCCPvZ9p2byhOQVgKy6mLlNWfiiw4Ogh/ayj7lM5clrqUK+HSAkTCJs6kLY1rO8JD9XtwMpSnPUKYT9/Uw/GjhB/t1ryyO3XnPJclTGKcofg/BDWtRsyec3XxzzQDISv0bhcS2qQyBLUfR2jYK+85bqr5NO0L2cz7CkXJXhTZMRNl274xV2A0MlqBwQncsprGiIB0IIwHvCeGefgVEIM4gfUsd5wngZeAyIovyJYlAiF7R8Iaxt2Kv9pJJY0UCYT9/eEWw3C2Evhnu+upF0PUAkE5DP7boP9oe/8zRBfF5kNJxib+Mnr8aBTGmYiZGJ+cFCCGkNDdoj+QJwPIkwer5JFORvvh7+orIIj9A5Gu3OU0pV8yeRG24PtlWG8LhB//Rs6IWE1kiSghMjg4J8Npk7x27DB2rTLFGrJrwnbIoWq7AF98HoNzH4Qpi9jSsQJLCBFg6+sEUP7YU01tZD97wGBJSS/MqZJ8kfg5gtQF6BUAjrn6IQNuT2Yw8nyd9Sq99EnRpTIwdcfjzPtV5vnJ2HpWWRz+OUVywkOoFRwyEtfApZ7bbIcUxmOOsuYl/baI+MDKWgO7cxNyXLZ0jWXx1MMYboaIWVd96pQW83W+jLyQNRThidIfDXeUYhTMQohBnEDVm2hk1dtDSA9nVHfsAk8ImT8UQYkYB5C+M9RBRmmpFhnjhGp0/GgFtnPdIl/AS9xBJhQWkv2xZJLr2GndiSTuSznjAM9IW/3zRhazgFohxPXVgMzJqd8PO2DHox7J1o28q2SHBw3p14Ef09GqTshAJwbC3B44J8pZuwsATkgzeqcHDTg2a7893tbIHYagMc8bUsktx8kOs/xdxGD+wCPXEEpsF+mFwKD5ktA0jBdoSXT/ULRZm715YZgvxJEKazRiPMz49/Qq3QGtnCbTaoLOUOSvMV7+WAH1lH3gaoHF6Sn2KJVFUpECdHTpUIe6NhCH6FJL88x4Ll5eps7GhBQYaJSTSOemW4/LFtsv7y3S44FYL8TLOET68qneQRYiEs3u/xEKKbUsXWSD4Jr/ZnUgHfHon6k6CtjZq9XipjbTrDfj+bzMH27yRA8u1A3YXMbdmHdqv/Qvz5Z4alwUIIG55nj+svDDLNpOnK2CAZkNx8YC5bpIp3eiQv5K4OFcIcc4NC+TghhKBS554wwhUEaKKOsHOnAOUFAJGChbB0hRPmM21yOiDjNOuSIcvXqbJI4tNgF5RkqrZQF4T5GrRGii3BMRbC9u8EuAtt6abPpJQgX0BIhKmzOy/sAs5bBGKOv+WIXLYZ4JJe8gvPwNp6jr2jI/VE+b1OH144yqY0rpqbjwtK9Lso1wV8wTOOyZGxJE8FWb4ygVRaEZxSpiKEECEVlv3ubtgaTrNtoObkLSp1i71YTIS5I8vyKaV4hZfkz9enJD+ERAiKs9jv0KlSb0qOdznxRgPben1LXTEKp2oFFUT5CSZuK2axfr/eLlC3M/L9o4Q6R9jrUECV4RWRCBSWABfUsceg9VTCFCWbaxslKy9Kqs9Q2sh+j2aeeBeSc0TV1+ATyTPODxaiejY7mGpkGGhviXj3mYhRCDNICMJV9umR2AthI94AehWj0E1yAJXO4EJEjfHnep8cKUjDE3SECZHw5WtACosTek49Q7hEGB3QT2sklWVBlM+3FMcLL8pXqy0SAGrCLFBV30Uqjb81krqcoH9kBflYugpYeVH4B6QImiXCBD9YYt+rRDJB+uTn2ERwRyvyt/8ve78UbIt89lAX3ApBfrZVwm0rS6bxiFIDfjQ97WyLcM8J4p0c6fbLTJLGDBm5vonvQzWuG8JBLrkKUBSQzX3dKPi/37H3WXUJSG6eJq+fKhB7EUrc0SfC3utyMv5WEwkWn/UOPzkyGg8aMCbIP8Ce72oKbLh2weSt13R4EFB2XZjMCafLicUKlHFdCW0qLJTrT7Lup6oakBxtPxcS3768701Dms8hjQ4j8+QR5rak+wwX1TE+VBLwI+vo2+q+Bn/+KZul7vOnCEQyCQVooz2SxSiEGSSEsKg/eRTU7Qp/5wi0cBe/la5uWGiwfVENp4DuhfkFhYBZcUE1OhzcTYsD6hwBPchK8qWNGk+CmW746YuDvdNzHOForodpRLHra8tQxR1DKcVxTpS/WMVCWHGWGZnmidOD0yejx6nu5EgUlrA70QO9QJSDDuhfX2Bb/cxmSJ+4K/XbkcqrWH9GXw+oczTy/aOEnuVcLSq0qJA5C4SkqWmYm9qaYhMjj3aMYlcT6ym6ta4EBRn6FHbrCn40fcf5KSXIjgL23NwUZcGdb4ss8DvBfPK1KoTl5oGsZKX55n42PThjJflK7MUo8A7DLE/8Pzn9gDtC6+ArZ9ii2UXVuSjQqSRfCe8J65sk9abk5dP9Qso6qtZrvi2yyhEcVJEoXHukGm5KfrGtZVvkOCsuZKfkuZzC9fBMJ+vI2yCyQg9TWpF0n2E4aX7WoT2qbrbSTiMRFkL47PFDLGY4RiHMIDEqqtlJZ34f8P7hmJ6Cb4tUToxUI0rNt0bqrRBGJIkdKQzE7Qmj+94EvIp/X2GJMN0z7eBbYHTkCBMSkotXJDThKUTniI9pDbKaCOYVqtcSSAgR25ZUbo8kZkvQl6bAHMX/HW1tAH39b+xzbbkBpDT1L3SI2cJ6iACgLbH2SNrXw/rXTGZgTvzeRSXk+tuASQS0pCZBkXMS8QXElMZcuw2b5+tX2K0r7EVB91wI1+iU7S4l2RZkKAruo15ZaHkMRx9XlC90sd8bmkm5AZDJNpbKq4AF6kr6UxJ7ESRQFHOesHCtg4NuP/a2sO+TzTqW5CvhE2HRtEb2ufx4gRPkXzEnL6pEN1W7LTL0PJwwP9FzDgBhOItWxWklxGwRpxrvMNojQ1BZRva7rI8rWZJ8HrL+KmbTz9LbKSTXE8JwhI3Dnw/p6fcMT5gCoxBmkBCEEJDl3PTIo7FNj4woyq+oVqU15cEIAAAgAElEQVTFINzkSN1RwrdHxu4JC0ryOWnvhmtSztETK7wLhupoaiQ9wsa91ZgWCYhtkQuLM2ExqZuGqgmT1lAdrgBsGuiJcMcglFLIz3OC/KJSkC0fU//Ypgm+PZIm2B4pLEhmzwexqTNUgeTmgXz0U+F/actMKVH+S6f60MptknxuXbkhyI8SQojw/23unXxDRyIEDm5yZDQ+wl5+YqRbkUQsKBI3ltRkwdKIiyqyYYZL8scg9uAGB+8JC9c6+Pq5QUGSv2ySqYl6oiSbTa1F0xr5y0NdcClar7MsEj69cnJBfgjayCXCVCuEqZsIox4PwB2rVu3KPHzSCA2nQVsakvLauufUMZiVrbXT6DMkeXaQFfykT3WKlsTrAfoU15JEEoeSzSRqatmuo4HehBU86YRRCDNIGH5xT48eBJWji4gDQBM3ncsxGvyAqrWryxfCOoa9zIWXHiDFKgjz60+yE3+kNJfkh+ATYf36aI2kPZ2A8gKMkOCkVRXg2yKXlGZGuGf8JDLRLVpIKXtxwrcZ8dB9bwJcm59082dVK+zwnOl14dFDLnxttxM/P9gJXyAJ3xv87nyiwnyhLVLdBQm59Bpgdpjkl2POtOw0x0OP04ffH2Pfe1fPy8fCYvU/V+kMKWc9LOberikfE48wX5gY6Z1oPye1izUtRhFCQDaEaX80m0EuuVKz100p7EUAgGLeE8a1DlJKsY2T5G/WuSRfCd8a2e+e/PzwXqcTOxpZQf4n64qjbwNt5opLarWe85MjE02ENZwCAorPaEk5yNh7QmtIaQWweAVzm+DNnaEIG+UrLw4OPZsm+HQtPbQHVIXrd5Oy2AcAxaXqtBCnKMRiEQfbGe2R46TGVaqBvqldDGQqdvCGB4GG01E9lFIqLLDHE2EqLdiyLCbYMyZSUQEKdI34VHlu1eATYXEUwkRJ/jqQguRcfEwrnCwf7S2Q//xcTMVYtaFtzZCf/lf2xjkLVJvM8363dqL8EIIwX4NCGJ/cmKwQRp0joiB/2RpApZQdz67GITz4ajPaRil8MvDSqX5887VmDLpVdqVx8OPsE96d510tKreNEckE6RZOnI/Uaov8xTtdjL8oxyrhthWGID9mhETY1IUw/numaWDqxDbfPmn3KIoLGrZFhiAXX8lI8wGArFqvuQw8ZRgrepR4JhfmH+t0om144lrMLAFXztO/JD+E4AibJBHmlymeOcBe182x2/CB2skF+SHo0ACbcjGZgarZUR/rpJRWsImRwX7Q4aHI958CfpGdrDRYCEGa//aboB53Uo9Bb9ChAdB39zG3TbvPcOEyTq3jh/z9+0BbE0vwWfjzTgol07VCuO7jOwVmMEYhzCBhiNkCsmQVcxs9Gt30yEF3AMOeCXGjNeBF6ZjvQ82Tp96F+YQrhMWaCKOjI6AH2ZHI/MVA2pKbzwpSAdCtf4b8n4+oMgY8Vuixg5Af/bpQzCRrL1Xl+ftcfrQrFg8mAk2SK/wCtWXQi4DaSUrufW+arBD2198Gi+whzJZgGkzl9IBMKV442o0nd7fByyXA3u924d6tTWjs1/CiWpgcGf/uPB0ZYh9PCDDvgrifLxJkTq2QkiHcrrxeOdw+it3NoiA/3xDkxw4nzJ+qNRIQk6fRFNyFQph34v8vGYtukpsHsnYDe9sVH9D8dVMFYrECOXlTtka+cjaMJD+FPnfFWRZmSMOQl0bsNnj5VD+aue6Hu9dEIcgPwfnBUFWjWsqFmExABTdVL5HzDr/ITkJxmqHuQkC56ehygu7fmdxj0Bl092tsSq+sKumSfB4iSSCXf5C9sbcL8mP3gR7eF/5BUcCfd/iJxjMRXphvJMImMAphBurATY+kR6LzhPHeoWpnF0ygQHEZCCfSToRKvXvCBEdYbP3bdN8b7MS9olJgSWosRBOFSBKk274IauIuoI/sD55Qk9QLTymFvO1FyD/6HsBNTvXMXgBy+bWqvM77nB9sflEGbGb1v8rzM8zIVyQpfTJFh8pJSlLMvu/NA+Fj8bSlAfT1l9nHfuAGobUyUdx+GY/vasPvj0WO53eN+nDftmbsbx2OeJ+EKCkDlAMVhgeDaYB44NoiMWs2SFZ2/Mc2CeTj/wjn0jUI5BaAbPoHYOmqqR80zfgCFD87yH4/zC/MwCZDkB8X/IIjnkRY86AH8hQiX6E1MpQIy84NDvBJAuSmz8I9fzH8eXaQG+8AUWGwT1phL0IpVwhTyuQH3H7sa2G/Q1NtMIXFRGBXtDVShBfm9zp9eOEou8lz5dx8XBBDkps2adQWGXo+ldyU1O8PajqUz52MiZHK1zObRWn+rm1JPQY9QWUZdBfXFnnZJl34DMmVH4J77iL2Ro8b8n8+Cvnvf4pL6m7u4847M1iUP87cRYBSVdF5HtJI/KnPdMIohBmoAlm6OigkDHG+CTSKi+BIony1d3X1nggT5L69XaCBQPj7coSX5G9Ke0m+ErLiQnTf/hUE+NaU802QH7lX890P6vOBPvejYOseZVsyR1degp5bPg9iVmenmxfla9EWGaImjrRGTJSGSYRxFz5UliG/8FP271pcBrLlBlUPpcfpwwPbmrCXW5yZCDArm71gdPtlPLLjPP7neK/q03eIZBIX83G2R4ptkdpNtCM2G/qv/zQ6vvI9SDfeqYuL7Kn468k+5lxAAHxuXQwpDQMWbsFh7u8B5MnPYwUZJuTaJs5V3gBF5xQFdz4RNu4Iq12cNC8dyc5B7yc+j84vfxfSpuuT8pophb1YSIQpHVqv1w9C4YxHZW7qSPKVRNMe+ctD3XAr/rHZFgm3r4yt9ZqfGInZ6ojyx+E9YfG25DfXA17FdUJ+4bSIysNK85vPJf04dMHJo0yHAjWZQS6eHkk+DzGb0XvzP2FkNZuwBaWg//Mr0F/8P1BfbOs1fgPGSIQBJCNTGK5h5ZyDMxWjEGagCiQnD5jPVvWjSYXxfrDqcT+YujtIlbl8IUwD31ECEFsGG+WWZYAXPkai/gQbY5ckYTdsJuCrmo3uO78OOOayvxgehPzUNyDvfk2T16XDg5Cf/lfQ3dvZXxAJ5KbPYODaTwR9HirBi/IXl2i3eOBF1qpPjszKATInEkqS3yfsUtF9bwBnTzC3STffBWJVT5B/qseFe//eiHP97L8vz2bCPy+z4d4VGUJagQJ47nA3fri3Hb6Auj46fpw9jbNNZbpdLXqme1QU5G+aX4DaIkOQHy8kMwvIn3AeETkA00Df5I8hBDXc5MipCu59Tr41MvidkezkiUFkiL0IRZ5B5rZBL4UvQCFTim31bMp10/yClCie8/CTI/lE2NGOUexs4gX5JbG3gAqJMHULYcI5J84hLXxbpNbDKyJBSsqBxSuZ29SaSphqyNy/27WoDiRXRz5DkwmDH7wJ5JbPsaklBK//5Ccfin4aPKViEtkohAEQz4+25voI95xZGIUwA9UQpkcemdoTxk+IGk+EqZxcqMpjF83nh3UmywfiFubTHZwkv24dCD9JcYYQyLdD+pfHgFWXcL/wg/7yh5D/+AvQKRIKsUBbGyE/fI/YgpaZDelL34R09UcEiXgijPoos0gkAC4o0W7hrrUwnxASbAVUYB6YKE5Q5wjon37JPqhuHQjXip0IOxoG8dCrzeh3s++LmnwbntxSg3n5Jpgkgn9aV4bPrikFHxZ6o2EID21vwYBLRYk+7wmLY3eeup3B3Xklter7wVKVXxzqgkfhgMu1SrjVEOQnjiDMj8ITFkPB3eWT4VKka8yyH7m+YEqW1GqXeDSIEXsxLDTADDKgCLYJHut0Mp5Ls0Rw1dzUkeQrKeUTYYrUmy9A8cwB9v0/127DltrYWkDpUD/Qz4ny+QRXoghuyqa40s58CjnpfjAF0kZemr8DlNNWpDt0sB84/DZz2+hqdXy1aiNd8UFIX/42wOsbzp2C/Mg9USX6pNFhSB7F/7HVJk6Wn6HwG6FGIiyIUQgzUA2ynJvedvrYpLLy4MRINvLqGO0MJqNUdv+U5VhgUixg+11+OH3qFUTUQBDm90xdCKOjw2Ek+Vsi3HtmQGwZkO7+F5AP3Sz8jm57EfJ/PAzqSlyiT8ccZOB3n0orID3wBIgGjqRzQwEoL01n223IsWnXAsuLrPkEpyoU8+2RE34u+uLzrCDfYoV002dUeVmZUvz6cDee3tMOHyc4XluVg8c2O1CWM5FUIYTgQwsL8c0rqpFtYU+dp3pcuHdrIxpUkugLkyPjSYTVnwomS0OUV4HkRTehLN15t30UezhB/m0rS5Gn4WdpphCPJywWYT7vB7N7h4LCcluGmAY2mD5CkyO59siuUR9eOcOmwS6uzkFeCknylfCtkf2eie/cl071oZXTcNy9tjz21mu+LXLWbNVE+eMUlgA2xaaacxToj+zKDAeVZWFTcFpTyMvXMQlVuF2gB3ZN3/FMA3TPa4BCs+IrKoPXoXJbrYqQxSsgPfiU6PXq6wlOlDy0Z9LHC36wssqktcvrHi4RZulsA5mGgWJ6w3h3GKhHeRVbwPL7geOHI969e9TPeBOy/C4UeQZBapeoHqU2S4RZ1AJA25DOUmHFfCJs6p10uvcNwK/4dxSXASkyrU1LiCRBuu4WkLu+zorHAWBsqmOskzlDUEohb/0z5B8/DHi43cVFyyE9+CQIP4FJJeoH2Ra8xRqmwQDAUSAOmVC9DZArAJvHdr5pUz3om39n7/uBjwn3jweXT8ZjO8/jT8fFC/0bFhfigcuqkGUJXxRZWZGNx7fUoDKXXYh0O/24f1uTIICOC65NBedj350XW1SMtkgA8AVk/OwA+9mvLcrA1fNSM5GiO7hCmCWKRJiYPI3shBEmRnrGPm/zFgWn3xnoAmIPDjsq8bCFsDO9blGSH2NCSk9ESoT1OMXW66vn5WNRHOdsrUX5wFg6mz/vxCrMb2sKFtBCZOUAlY7I99eYsNL8HTOnPTIoyWeHBIyuWq9ql4IWkLJKSA88IbS2wuuB/JPHIP/t9xGvhww/WGRIdi6T/CSgsLbMUG+eAqMQZqAahBAhFTaZJyxcWyQBNItSV+WxFyx684TxLWK0u33Su0eW5Bsf6xDS2g2Q/uVRMRrd3hKMWp96L6bnoz4f6LP/D/TPzwlSd7JxC6Qvfzt4stGI+iG2CKWlKB8AsiwmlGRN7NTLVINBE2EKYWEF+SXlIFs+mvDLdY34cP+2JrzdOsK+rkTwlYsrcNvK0il37Gfl2fDE5tmoK2f//m4/xaM7z+OP7/UkJtG3FwOZiud2u4C+nsj3D4Mwwt4ohAEAXjzRhzZFWxYBcPfaMkg6XxykCoQX5kfhuuQTYa1DHvgC4T8/kUT5RqFXZ0RIhP3lRB+U/7VVeVYs1fg8piWRZPm/eKcLbv/EPzTHKuG2OFuvBVG+yn6wEMLkyBg9YcJQoiQOr4gE2bCJLfw0nRX/nunKiSOsYsVsgYvv3NEpJCsH0pe+CXLVh4Xf0b88D/rzp0C94hpOSCAbEyMZ+POkrclojzRWzAaqwrt76LGDEZ1MfJuVYzS4c6zVBS3vCWsb1tfkSMJP1pkqEXbmfaC9ZeJnk2lGSvKngsyuDUat+YvHkWHIP/hXyFwxMRJ0qB/yUw8FU3hKJAnklrsh3areZMhweAIUzSNcIiwJCwjB36O2J4wrAJsGeoJx/nOnmNulT9wNwqf7YuREtxP3vtKIRu7fkJ9hwsNXO3BFDJ6aHJsJ37yiGtcuENMMvznSg6f3tMPjjy89RwgRd9Jj2J2nPh9w7jT7nNPoatELXSM+/OE9NgW4udYQ5KtKHI6wHJsJRZkT350BCrRHOD8LrZFjDirj/a0zCkKFMLYNctDDXg9uTlFJfghelj/goTjcPordXOv1rXUlyI+3/bNRW1H+OPw5J1Y3JT+lWAfFaVJcBiyZmdJ8XpJPVl8COStnmo4mdojJBOnmz4J86vMAl/al+3dCfuJB0AH2fC6cb7jz0YxHEOYbhTCjEGagLvMXM1PgMDIkLMhC8B4Qx2hHUJLIx7NVQpwcqa9CGJ8IwxSOMOFkXnchSL7hAAoHsRdB+vqjIGu5Ec2BAOivfwz5d/8FGojsjKMtDZAfvheoP8n+Iisb0pe/BemKazU4apaGIRlKlVVlrgX2TO29KkLb0qDKnxuuJdjS0xFM3ClZcRHIstUJvczr5wbxje0tGOSk+HPsNjy1ZXZcLStmieCuteX43NoyQaK/s3EID21vFhIs0SLuzsewKGk8w7ZMFxaDFJXGdRzpxH8f6oRXEUfJs5lwa50hyFeV4nJm8pdpeDAqQXW0BXehNdI7BJjNwJwFcRysgVaQjEwgKxslnoGI9zFLBFfM0dH0ujjIspiQbZ14v/sp8O972TT/vMIMbJofX/snHeoHlIt9s1mza2ThnBODm5JSGnZipB6QNvDS/J2T+ovTATrQB3AdOSRF/cHSZVsgfeU7AN9t0XgG8sP3Mq3DYmukNpqSVIUvTlvam0E9OuuOSjJGIcxAVYjZLEjC6dHw7ZH8ZCjHaAcwfzGIpI3noypP9B3pijw767NyjoJEkLrTkSHQd1hpJD8hx4CF2Gwgn70X5LpbhN/R116C/KN/A1X6LUK/e3cf5O/fB/AtPmVVkB54EoT3GGhE/RBbwElGGgxIgjC/sIRZOEsuZ7CAHsJqhXTTP8b99AGZ4rl3u/DDve3wc1L8i6pz8Og1NUJ7S6x8YIEd37myGjlW9pR6pteNe7c2or4vDok+PxUshjYVeppt+dXDzvx0c7wvgH0tbDvs7StLkGsI8lWFmM2i77KzbcrHiQX3CIUwZ5jWyNkLEk6LGmiAvVhojVRyiSM3ZSX5SnhPWK+iWEsAfG5tWeyC/BB8G1/VbBCzyqL88efmCmztzdFP2e5uBwYV/9dWG+BQ32UWF8vXAvkKPYbHBbp/5/QdTxKgu7czknxUVAtpoFSCjPl3UVHN/mKgF/Lj94MefAs0EBh3zI5jJMIYiL2I0ZEQWQbOnZzkEemPUQgzUJ863hN2QLhLgFK0csmS6tFOTXeQKvP4RJgvMY+PyhBJCsruFZj7w/tVBEl+STmwqE7Lw0sLCCGQPnQzpM/dH7xQU3L83aBEP7RooxTyy3+A/J+PAB6ukLF4RXAyZBL9A7woX2s/WIhoF6jxQszmYDEs0u8/+PFge0McOH0BPLrzPP7n/T7hdx9fWoT7NlQh06LOaXB5eTae3DIbs7jvmd4xif6e5qEIjwwP4RYlNJbWSN4PNsPbxnwyxZ/q2fPNwuIMXBlDK6xBDHDfi7Tz/JQPceSzn5uIiTA3VwjzDOkmeWLAYS+atBC2Jc6UlN6YbCPlmvn5WFAcf+s1TVZbJADkFgA5ioSe1wv0TN3aDACUa4vEvEWaqiJigZjNIJfy0vzolBipSDhJPrlsU0q3IAMAKa2AdP/jwFKuO8DrhfzM46DP/wREWbjNKwDJyoYBC78xKlwvzjCMQphBVDj90ReMyNLVTMIDbc3ChL4eF4VPkc4o8A4j3zeqaXLBnmFCpnniuNx+Oe62Jc0QxOHiVLugJJ/r/Tck+TFBVl8C6b7HglJyJR2tkB+5F7Yzx2F/8VegL/5GfOyVH4L0pW+BZCfPteALUDQO84Ww5HiNqvKsTNtf54gPLp+6kyP59/04pRUgm66P6yl73DLuf6UZB86zKSCLRHDP+kp8sq5EdUF6Ra4V399cg5UV7MWXN0Dx/V1t+HtTDMV3rk0FbS1R7c7TQEBo4Z3pibDXWv3ocU/83SUC3L223BDkawThd+E7oiiExZkIs3uHDD+YTiH2YmQFPMj2icn2WXlWLE7SOUxrIhXCcq0SPpVg6zU/MRIaTIwMEZwcGWcSWYd+MCWCNL+5XvzbpgvvvwsoWwTNFpCLr5y+41ERkpUN6Z+/AXLNdcLv+OKfkQaLwAK+EPZ+hDvODPRRrjfQNb1OHx55x42Lykz4XDWdcvFAsnOCrjBFew49eoCZ/tHuZBfSjtGOYEJH45N8ZZ6VaVM6P+RFUZZGMfM4ICXlUC6TTQNhJsWdPs4uLEwmkPVXaX5sakMpRcNQAINeitJKGRnm5BbyiGMepAefDCa+GhQeO+cIin/3E/EBJhPIJ+6GtDF6z0L3qA97OvzwBSjsLjGVFC19Tj+UtaeiLLPQjqEVNrOE8hwr00rcMuhJaJebhxSXYcichXeKFmHUnDFx+8YPgJwbnuSR4enu9WF7iw8jXJ3bnmHCgxtnqXrsPDlWE/718ll49t0uvHSSTUP8X7MP7U4ZD1TJsE3xfie5+UBuPjA8GLzB7wO6OqaegtTaEJwyOX5AeUD5zPVkdI54sa3Fx9y2pbYA8wozIjzCIGH492gUrZHV+TYQYPz81zHsg8cvfk76nOz/ZaF3FJh3QQIHa6AZIWG+ZwCjFjbBvCkBSb619RxM/b2gpcUgGdM/cbI0O/xS6lMrShNv/eRaI8lsDRNhAEilA/TUsfGf6fkmkJUXTfk4epZdTOutOE2KSoElq4D33hm/je7YCnLbF6fxqLSBHwBF1lyq6TTzZEMkE8jH/xFyRTXo8z8FAuEDDWQGX/dMBqldwqwzce4kqN+nXcu1zjEKYQaT4vHLeHjHeQx6KV5p8WNo13l85ZLKKYsWpG4t46mhR/YDikJY2yibiqge7QDmLtT8g1jFFcLahr1YXq6j6KzQGikWwih/kltxEUheaknyvQEZP367A282BHf93+puwcNXV8NiSnIxrKAQ0tcfAX3uR6Bv74h8x6wcSP90P8ii5VE/d+ugB/dta8KId6yCda5r8gfEwJKSrKTG3GsK2EJYs8qFsKGiKty3+ovoyOQSem0A2tT5u80rtOHBjbNQnITCt0ki+MzqMjjybfjp/g4o/Ox4tyeAB15txkMbq6YuwlfVACePTvzc1jRlIUxoUaldnPItEfEy6Pbjqd1tTBE532bCJ5cbgnwtIWVVzIU2bTgF6hydtE0lwyyhLMeCjpFgoYsCaBn0Yn7RRMHS7adwKz5MZtmPnIoykMzpL4YYhMEemhzZj8aciXSGRSJxtSVTvx/09z9HyZv/BwCQd7wM6QsPgWi4gRoN4RJhtUUZuHpeYq3X0siQKMrnJzuqjZBEnjoRRvt6AGXXh0mfwyukjZshKwth+3eC3nhnWn1/0IHeMJL89PQHSxs2gZZVQv7JY6xXNoSRCAtPSXnQmTc4tjnv9QYL7vMWTe9xTRNGL5XBpPzn/g6mcLS3ZQT3b2tC96hvkkcBZDnrCcPp44yIXEyEdSYlSl2l88mRhGsRM3GFMDo8BHpoN/uYGBJKeqDf5cc3tjfjzYaJE9epHhf+cjKyS0RLiMUK8o9fA7n+U+HvUD4L0kNPxlQEo5TiJwc6J4pgKpPslpJoJ7rFy/OYIxbBVGS9IxePXlOTlCKYkk3zC/BvVzkEIXt9nxv3bG3Cmd7Jp+mJkyOjWJTwk7t0tjOfLBr73bh3axNO9bB+v9tXliDHEORrSxlXrO3uCPoXuyZPhk3lIxzyshtohZ4hSDP0/Z0KkDH1QCnnCVvvyI15SAUdHYb8798BHSuCAQD6eyA/fp8wOCjZ8OlsAuDuRAT5Y1jaue97LUX5YwhuyiimFQuOodnzQXgHqx5YtnY8pQgA8Lgn3wBNQehb2wFZcd1ZUQ3MT9/ELFmwNCjRD1MgJvx5yABAsDuKvy6cyZ4woxBmMClb5hcgn7tgaej34N6tjTjVE3kRR8qr2IvhgB/0+LvjP7aPiq2RyViw8cL8Np0VwgRH2ADrCKN7XwP8fvb+C5cl48hU4Vyfe+y9I07R+8OxnikLrFpBCIH0wRshff5BwKZomVq6KijFL41tZ2lX0zDe69RmPHe+zYT1NckdOV/DTY5sVrEQdrrHhVcHtGtT+8SyYtx7aeWUrYhasbQsC09urhFk4P0uPx58tRm7GieR6PMXd1MsSiilAOd7ILVLYzredGB/6zDu29aMLu77ZGlpJq4wBPmaQwoKxURIR2tw1P2JIxEfN9WE2kGuEGb3DunORWSgYKwQdlnnofGbbCaC6xcXRnpEWGh70N2JcO8drxfyTx+D/NLvpm340Vx7BioVm6wfXmRHbVHim1VWLo2ldVskAPGc03ke1D/FdZnO2yJDEJMJ5NJrmNvozq26GpqVCFQOgL71KnMb2bgl7RPhpKQ8KNFfvnbixpw84AJjgFhEeGE+30kwgzBaIw0m5YLSLDy5ZTa+tf0c08444A7goVeb8cWLynH5nPALC1K3DnTb/07ccHQ/sPZS+GSKbpeM4L5ZkGp3LzBnoVb/jHGq+MmRwzorhBWxrZGmwb7xEchBST4/CWZzykjy9zYP4wd72uAJhL/o8AQo/vudLtx/2fTt4pCVF0H65g8xsPVFBOxFKPrgDSCm2Haunb4AfnGIbeeblU1QV5XYAnx4eATZFuDDdQ7kJTnRIiTCBtX53ARkimcOdDJtVEWSDxfNT6x1bXh4BCYJuHJRhS5an8vHJPrf216P430TmwDeAMWTu9vQPOjBJ5YXC/5FUlXDtphN1abS0cq2CGRkAtWzE/8HpAiUUvzv+3341eFu8N8yC/Il3H/ZLEOQnySkLzwE9w++Bev5xokbnSOQf/htkJvvgnT5B4THCMJ8rhA25GR/tnuHgNqL1TpkA7UZa42sHW7FY+/8CEeKF2H13Z/BbHv0Gx/0vUOQf/YE4Bqd/H5/fQFobwE+/aWkp5FMEsFjmxz44ztNKLAS3LCqVJXnFRJhWk6MHINk5QQLmKFuhEAg6PjjWyYV8ItoPRenyaXXgL78B4COnYdbGoDGs8Cc2uk9MDU4fpiV5FusIBddMX3Hk0RIZhakLzyInq1/gbmvGwWbrwOxGR7QSJAFS+ArLIHHMR85K9fp+jOrNUYhzGBKSnMs+FpdBp475cWx3ompZT6Z4gd72tE84MGtK8QJbKRuLVMIo8feAQ0E0OmkkBVFsBJ3H7Kqq0Fs2l+8VHKtkX9c6SAAACAASURBVJ0jPvgiFGamA2KzMb3bhNJgMQxzgsMHlGPoTWaQS/QvyaeU4o/He/H8EdF3VpxBmGlue1uGcahtBKsqkzeRkYeUVmD48msBAMUxFsEA4HdHe9CvmEZqJsAdF9iwZmGEyYhR0twcvCjmi7nJoCLXCrNE4B+b9Nrv8mPIE0i4IPdq/QDO9rHpwJsX52BTnTp/K4cOimAhsiwm3LXYhr82+PDaeVbu+of3etEy6MVXLqlg/Yvhdud9PhBL+PYYYVdv/gUg0sxoA/SNeQffaBATdpeWm/GxeZaY27EM4ofk29F925dhf+kFZL13YOIXgQDo8z+B3NYMctNnmI0GvjWyiWuNHOnuAzCRJio00+BQCQN9kpkF2DIBjwsLhluwYLgFku12AFOnpSiloK+9BPqHX0wULcbwVM+Fa9EKFLz+l/GNQgCgB3aBdrVD+uJDIMoWuCSQn2HGpurg97JaCRxrRwvzM0lCIQwAUOWYKIRhTJgfoRBGR4ZYjxghuh5eQYpKgKWrgGMHx2+jO7eCpEEhTOanya9Zn9Tp5tMNkUxwLV0DALBHmkRuACC4ydr5hW8BAPIcGnsHdU5qREkMph2bieAzF1jxsSXixcWf3+/DYzvPw+kLsL+YdwGQpfgSHh0G6k+G94PNX6zFYQtkWiQUZU7Uf2UanCqmK0rCC/PpDu4kt/IikLyCpB1WPHj8Mp7e3R62CPahhXY8tDoDNbns19B/HeyEL6CNW0trGvvdeOkU60O5apYZpZmp/VVrlghmcQW4lgTbI4fcfvz6cDdz28piExbZ07dYIRGCf5hrxZcuKgffqbm3ZRgPcP5FkpkFFCrScbIMdLZGfoEU2plXkwGXHw9tbxGKYBIB7lpThptqrQn7egziwGxB/z/cFta/SN94GfIPvw06OjJ+W2WuFSbFf1Ov048R78R1xUg/O0G2MH/mLPJSEULIeCpsnP7e8HdWQP0+0F//GPT3PxeKYOSSq9Bz6z9j9KIrIX31u0AONw2v6Szkh+8BbTiT6OFPK9LwIEyhicEAYLZoL8ofg1RyRa/J3JRcWySq50w6FEMP8JO/6f6djMM4FaH9vcDRA8xt5LLU8gcbGEwHqb06M0gqEiH41IoSfPWSCli4RcXbrSO4f1szukYUiziTCWTZauZ+9Oj+afODheA9YXprjxSE+QM9oMODoIf2svfT+SSYXqcPD21vxs4mdnFqIsDn15Xjs2vKYJYIPj7PAuW7qW3YhxdP9CX3YFWA0mCbn6wIGJZkTewSpzpie2RihbBfHe5mhglkmAmun5sef6upuGpeAb53lUPwL54L51+MUphPKRVF+TOgENbQ7w7rrMy2SvjWFdW4dmFqTdRNOyL5FwHgxBHIj9wL2hEs7lpMREi8KgvuQ072XG0vS27qxyAOhEKYuCmmhI4MQf7Bt0B3sRoIEAJy4x0gn/5SsCgEgCxcCunBp4JCcCUDfZCfeADygV2JHv20YeXbImfNBjEnqYmHF+a3RXZTplJb5DhLV7PSfK8HdH9qS/Pp7ldZSX5VzYydAmhgEAtGIcwgZi6fk4+Hr3GgIINdxDUNBBdxJ7oUkvA6dnokPXIA7cOseNMx2pnUqSaCJ0xvwvxiTpjf3wu653UgoGinKq0EYphimGzO9rrx9a1NONPLtr3lWiV8+8pqbK6dSLI5ck3Mz0CwVUx3Sb0p2NE4hPe72cX4Z9aUwWpKjySKmsL8Uz0uvFo/yNx209Ji2G0z55R0QWkWnthSI7SDhfyLbzYE/z4kWmF+bxe7yDRbgNmp3+4xGftahoNTjJ1sq2llrhVPbJ6NFRX6TibMJMjKiyDd93024QgAXW3BiZLvB4fpRCy4+30YDLDXHEWzuQKIge4ITY4MQSdJhNG25qAU//R77C8yMiF98RuQNl0vtB2SknJIDzwBLFvDPsbnBf3ZE5D/8jyonHoJc0s71xaZDFF+6LX4NshJhrRQYTiL/gthxGQC2cBJ83e8krLSfCoHhMIxuWxz2kvyDQzUYOasOgxUZWFxJp7cMhtz7OxF66AngG+81ozX6gcAAGTJKkDpWepoRQeXJHFkS0FBZ5LgPWG6K4TxkyP7u0F3vsLcpueT3O6mITzwahN6XezidFaeFU9smR1WXn5rXQnj7/GOifNThVFvAM9ygvzVldm4cFb6tO44CtjPDT/RLVqCgvwO5rZZeVZ8eFFsk8TSgbIcK76/qUZ4n4T8i78+3A2Za1OJJMwX/GBzF0Z0iaU6lFL88b0ePLrzPNx+dvGyojwLT2yumRaXnsHkkOo5kB56UkwqOEch//A7kF//mzA5MlRwt55vQp+VbYMrLGWLLAY6JMpEGD12EPKjXwe62XMDissg3f8EiHIiHAfJzAp6wTb9g/i8f/s95GceB/WIk6r1jCDKd8xL3ouXVwddXyF6OsP+/ajbCTTXszfWJkdzkijk0k0AUSyBWxuAhtPTd0CJ8N4hoE/xubJaQS66fNoOx8AglTAKYQZxU5JtwWObanBxNXtx6peBf9/XgWcPdUHOyGLGtLpMNvRgoj1CojJm1VQk7ZgBMRHWprNCGOEcYbaz7wNdbRM3mM0gl1yZ5KOaGkopfne0B4+/1QYvN4BgdWU2Ht9cg4rc8IvTXJsJt69gkwJvt47g4PmRsPfXG7892oMB94TLxiIRfHZNmW6LlfHAJ5eaBz1x7aC+cnYA9X1sEe3utWWwpElyLlYyLRLuv6wKNywWC4F/Ot6Lx4cq4TIpPjeRduf5EfYpsiCJFY9fxtN72vGbMN7Baxfa8c0rqpFjSPF1C8mzQ7rnYZCLuWlmsgz625/Bcfh15ubQhFpb81n02/KY3xVmGvOedA+XCOMdYZRSyNv+F/KPvgu42UQ1FiyB9OBTIFVTu7GIZIJ0453B1kkT9744tAfy4/eD9k3elqkn+NbIpInyMTa0SbkhS2lwIidP/Sm2Ha+8Svfe2hCksBhYzqYI+Q3nVEHmN8rXbEhquMDAIJUxCmEGCZFhlvAvGyrx8aWiq+PFE314ZEcrXMsuHL+tOZst8lS4emBbmNwFm9AaqTNHGErYwqDkZ1tJycqLdTcpy+OX8cRbbfjtMfFC87pFdjy0cRayrZMvTq+al48FRaxD5r8OdsKrc3F+Q78bL59mBfkfXVIYseiXqpRkW5BhnihWjXhl9HGpv6kYcPvxmyOsIH9DTW7YlOBMQiIEt60sDe9f7KV4cOUX0GUbW2D0dILyC0aEcbUk0buYLPpc/qB3sFH0Dv7TujLctabMkOKnAMRiAbnjKyAf+zSbPAFQfeDvzM9NA8GCe6ClEW7TRDHeAoocq3EJq3cIlwijymmEPh/oc/8O+sdng8UW5eM2bIL01X8DyWWLn1Mhrb8a0j3fA/hrpOZzkB+5B/Tcqdj+AdMAHeiFaUTxHZdEUf44fBI5jJsy1Z2U0gbWs0sP7AIJc27VM7SvBzh6kLlN7/5gAwM9YVxFGCSMRAg+WVeCe9dXCj6kg22jeMC5EB0ZwbRDczbb9lc92pH0KHVptoWZ2DboDsDp15EbIK8AsEYuopCN+poE0+v04YFXm7G7mZ3oZZaAL15YjjtXR7c4lQjB59aVM+L8jhEf/vd9/YrzwwnyS7MtuGFx+kmcJUJQzbctDcZWRP7Vu90YZQT5Eu5YVarK8aUDEf2LORW4b/U/42Te2OKE252ng/1A5/mJGyQJmJteotz6vqAUP5J3cEutIcVPJQghkDZ/FNIXvgHYMsdvL3X1wRqY+F4Z9gQw4PRipJs9D9gzpLRK3KYtERJhdHgQ8tP/Crr7Nfb3RAK56TMgn/oCiDm+1m5SuxjSg08Kg0Yw2A/5iQch73szrudNGk1cu2H1nOSJ8scQUnhhhPl8IQwpVgjDslVAoeL96fUg69j+6TueOKBvvcpOVp01G5i7cNqOx8Ag1TAKYQaqsWF2Hh65xgE7167QPCrjvjVfxvH8uUIizAEnSF5yFzAmiaA8hy00dbn0kzoihAjC/HHKqoAFS5N7QJNwuseFe7Y2ob6PXZzm2Uz4tysduGZ+bDH5eYUZ2MKJ8/90XL/i/DcahnCCE+R/dk0pbOb0/GoV2iNj8ISd6HbitXOsIP8Ty4tQlJWeHqt4iehftObimyvuxhtlq0H59kh+hL1jHkhGJtKF3c1DuH9bE3qd0XsHDVIDUrcW0gOPA0XBgrgJFNVO1rfYdLoJAxL7fi7MYT8fBjoljCOMtjZCfvge8XsrMxvSl74J6eqPJFzkJMVlkO7/vjCwCX4f6H8/Dfl/fqVbiT5tOsv8nMy2yHGEacXsOYf6fMA51qmVailkIpmCrjAF2Yd2C+lEvUIDgWAhTIGe/cEGBnokPVdrBtNGbVEmntpSg3mFbIvbsDkT3677LPaU1DG3zy7MSubhjcO3R3a7dHbiKwlfCCOXbdLNSW5n4xAe2t6Mfq49zpFvxZNbarCkLL7/21vrSpDPifN/rkNx/og3gF++yx7X2qpsrJuVG+ERqQ8vsm6MshAWFOR3MrdV51vxoYUzT5AfDRP+Rdbz4ZfM+NEFN+G5ZgJZcbGerm2RlFL87lgPHt8Vu3fQIHUgVTWQHnpqPB3uGGWF6U179qKfF+UbBfTUIDsXsCg+ox53UIrfy53TSysgPfAEyNJVqr00yciC9PkHQT5wg/A7+vc/Qf7JYyDe+KcfawVtZAthqEmiKH8MUslPjuRaIxvPAEptR2EJSFHqpbvJpdcw0nxLVxss5xun74Bi4b132OETVhvIhZdP2+EYGKQiRiHMQHWKsix49BoH1jvYC9eAZBJktw4HmxBLFvzkyE6nvnYGSbhCmNkMcvFVyT8YDplS/K3Ri6d2i4vTtVXZ+P7mGpTlxL84zbGZcPtKVpy/v3UEB1r1Jc5/4Ug3BjlB/mdWT8/7OVnEmwjbemYADf2iIN9s+JwiEvQvVoX3L9JZ+K/3PeMTE4VCWBqI8r0BimdPevHbo6J38CNRegcNUgeSmw/pa98FufQaOEbYQlizE+jjrh345LmBPiGEiKkwvvi0aDmkB58EqZil/utLEqSP3g5y51cBvr3w8D6UPPs0TAM60y9wkxinJRFWVsEOHRjoBXE5x3+kp99j7p6q5xxiLxKk+dmH3pqmo4kNQZK/dgNIlpGONjCIBeNKwkATbGYJX7+0EjXv9eKFMAsZALDIPlQsnp5edj4R1qVSIqyh343/ft8DmVJ8OsuFBcVxtieFaY0k/7+9e49u6jrzxv89NjYgiTvoONwtk2uR0jRtEHRC2sF0Mp0Jhs7UtJjOxPk1pusNzAxuGzsN5k0HKNAWe1r6TmMzK2nntfxrO5kJ8vw6tEXuvE3eYiVNmkSibdJiybkQfES4BHTExeDz+8OV0NHFlu1ja9vn+1kra8XS0ePHG1tberT3sz/00SE3jgX6C1f/+fo5+H5/Gdf6NBQFw8PL6Y/Uy1fx3uX08frUHbOx+c55hjSr/rhjBn524n28/t6NbYeHXlbgKrEIse0wdPYyjvzhvO62v/7AHJRM8NUpizOcHNmnTUHBAKsUz1+6Bk9Kg/zVS6fDKfMF22Di/RcXaVEcDERxtfDGKpjjZ/vQ+NplPDHtPOalfoK9bHy+KYk7E+vFtwJX8FZU/wHFpALgCx8pGfKWaxofpElFwN9sxZL/8gFJT69v2kow9bq+eMITI8eRWXOByKmMd0n33Q/pMzWj3gOrYOXHodlvQt8/fw24cOOXqyhyEvaWvbg+d+Srmey9/SukrheNcLXi+0mH7xQVAzctGlm8YZAmFQElC3SnFBedPoWri/tXp2mp21rH8SrkgvvuR99rN3qDWYIv4foT20YU097bC62oGH0f/+SobFfUzp4Ggi/rbhOtfzDReMBXEjRqJEnCRudcLJxRjH86dipt9dDCK2dROC8//a7mpxXCRr4i7NhbF9CU9HM+dvQtPLKiBH/qGPoJj9I8GamlJum+oZ8Ec+VaH/6p8xSOJTeyjxm7FWBSgTTsnzObAknClo/I+OJPuhON6JU/Ns7/jGvuwA8eZX2ahidTGuSX2Iqw4Y6Jv81v1pRCTCsuwMU/Nry/el3Dmcsa5k3N/iLv+69GoPbe+PuaOqkAD6as+KOB3etcDLvnH7Dv9s/pVtWeimn4cse7eHT6Etzxfnf/jQuWQLINvWAuij+cuYQ9vziJcynPydMnF6L+3gXD3nJN44MkSVj68Y8Bz95YFfO2pQTzLus/eGAhbPyQZs1Jez2DggJIn6lBwcc/OXZ5lN2Ggq8cQN//2g28feMDwYIrl3QFn+Ealc26C5eOeaP8OGn+Yl1vsEmn38XVxWXQrl8HTvxOf+3N4vSuHbIP3AXMngec7f/ATuq7PuLfh/jvgtb6z0D4DaDqf0AaaYE0ifZ8apP8UmDpzYbFJzKL/C+toAnvo4unY98nlmDOJP0bm7Li3rz1u8rUI6xvmA0y431s9qf0sbnWp+Fbnafw/VciuN43xNgLlur6FqBk4ZBP5Hkv1ovHjr6pL4IZbMaUQuwuX2RoESzOMXsK/vwW/UEKz/zmDHou5rdx/s9D7+ON91Ib5MtCrFQbbZIkpa0KOzXAtuLfRmL4eeiC7rbPuuayQf4QSYWFuNlWgK+//G2UXXxHd9+F6wV44s4a+Eo+0n/tON2iAvT3HfzKUeP7DtL4MnvqJFiLbzyfXp40Gb+fvjjtGhonSlK2PFqsKPj7J8a0CBYnzZmHgrr9wF3uMf/ew5HX5/OUhvlF8VV974SBy0mvgabN6F89Nk5JBYWQ7v3E4BcOk/bLjv4TUi++P/jFucTL1CT/PjbJJxqOif/OjYRQNnsKvvGXy7D8Wv8nLrOvXkDFfflbSj1jciGsRTd+/a/2Ae9fHXoh7Mq1Pnzzl+9m7GMT9x+/PYu9z51ErPd61mtSSXPmQfqzDdAkCX3Fk1FQ/fdDmuTeeO8SvnSkG11nR68RbNnsKfjmny3F7fNG783pJtdczJhyow9Qb5+GQy8p0PJ0qk/0ynV8/xX9Nr8VC2348AJblkdMPKl9wk6pmf8tMjXIXzJjMv7i1rE9JXaikBYsxpyrF7D7le9iVeQ13X3XCibhn2/7NJ4u+0tcXzb+tqj0aRo8r50etb6DNL5IkoQlKQdzvDdF/7zBQtj4If3JWvTG2z0sKkXBY9+EdMcH85fP5Cko+EI9pL/8DDRJ3LdBvbPtkO5Pb/Q/VqTUQtjpdwEA2h/0PSlx8x3jvggjra0ASm8ZvW9w4rfo2/NFaO90jzxW8CXg/JkbX0+ewib5RMPEVxI0ZuZYi7Hnb+9F8NXjsMyYh8VLbspbLpIkYf70YvzhzOXEbZHY0IorZ2K9+NovTuLE2cu62wslQAJwLSncr05GUf/Tt/D4xxbk/Iau4K/+Fu/e8WH0TbVg8dLSnPP6Rfh9HPT3oDdlFdp8i4SNNxdj6YKRjfupnh4UScBdtywxpB/YQGzFhXjwLju+1Xmjv8hL76p48WQUK/JwOmPra6dx4cqNgmZxoYT/5+7xd1LSSKSeHPlulhVh//X7c2mnSrJB/gj88U3J5L5efPG3HpTMmIz/mHyb7pL/XLQaJ98vwpeuXh83jeQvX+vDPx07hc6301eurlk4CY/cu3DUn2dIPItnTsZvT1/Kej8LYeOHNGMWIjWPoUC9gAUfcAlRNJEKCiBVbMK7t9yJgugF3HRT5pO6h+LUqf5DHgyJFXkP1+bYsXia8avtc5ZSCJsUOQVoWobDWcbfhy+ppMlTUPDYN/Dua7+G1Ht1xP+GSjiEWf9fGyadTfrg9EwEffvqUPD5WkgfXDHs2GlN8u9ZDWkqV0sTDQdfSdCYmzFbjP41C6bpC2HKEPqE3ehjo9/CM21yIR66dRImFQBPvX4N55JOFXzz/Sv40k/eRP3qBfiAPbdJq8+ae7Gnf1XFe3jmN2fS7rtnoQ2fXnQdUyZJWDxrSs4xMym42P8J6li9Of146XQcPXFe96boX15S8MES65huRzxx5jJ+ktIg/9MfmGO6lSrpK8LS/27OXbqWdkjGx5ZO59a2EZDmL0n02ZEAfPrkLzD3w3PxvdPTcbXwxu/gr0/34tGfvokdH1uImwQ/vOG02os9v3gn7UTRSQUSPrOsCCvkSSyCmVRqwT1ZcaGk2zpJ40BhIfqmzxKiCJaszzoNfdZpkBYuHvziQVzr6//wwchYeTXHDhRPTpzyWXhJRUH0AvAHfaP8iVAIA/o/IL8+u79/6Uj/Da/2FSLy0Jcw/8dtwO+SVnBfuYS+f/4apA1/A+n+Tw3570E7EwGOpzTJv3fo/YOJqB9fSZBpZeoTlovnB+hjc+D+JVg2oxBLpxXim3++FGWz9S/mL1y5jp0db8HXpS+ojNSl3j7se+5kxiLYX90xG4+tXoApk8R6AZor6Y+N85PfD0fUaxl/1tHSp2lo/lWPruHvTdOKsN4EDfJTpb5BVS5puJay+vB7r0QQS2qQbykqwIMfMtfKOcMt0L8wL4qcwqr3gtjzyncx+4r++eSdC1fx5Z90I9CjjmWGQ/LGe5fwpZ90pxXB4n0HV8j8nM7MUgvuyWZNnSRcQYVoopEKCoD5+nln6u9eAaJJfT+nTAUWLR3bxMYJbaoVBX/3PyF9LKUXnqZB+4/vQ3v6n6D1Dq3nrfZ/jwLJrUEWO4ClywzIlsicWAgj00o9OXKwFWHxPjbfzNDH5sPz0/vYzLUUYe/aJfjoYv2qrmt9wEF/D556WRl6E/0MItFe1P/sTbzwTlR3e1GBhO2rbsLf3GVHwTh/07B01hT8RUrj/P/47VmcGqPG+b6u9/H7M/otsDUfllFcaL6nUNvkQsxJ2pbUp+mLyL9RYvg/YX2D/E2uuZjFrUwjM3seMHlq4suCyzFM/c2vURY9ia+/fBA3X3hLd/nFq3144udv4yd/ODfWmQ7q/4Tfx+NH38L5y/q+iUtnTh71voM0PiyekX01I7dFEo0NKeUDGOtLz+svWHY7pAIBVq8JSpo0CQVVX4C06QtAgf71otb53+g7sAPahdzm6IxN8lffzw8FiEbAfO/iMgiFQmhpaUFraytaW1vR0tICVRX3k3QyxlBWhF2+1oevP/8ufnQ8fRXShttn4yv3LYSlKP3FwORJBfjyn8zHZ51z0+7zvn4Oe37xDtSruTfRT/W70zF86afdab2YZk4pxJ61i/Gx0jz2lzDYZ11zMTOpcf61MWqcf+HKdfzrq/oG+e5FNnxovnka5KdKPTky3ifsWqYG+TMn45O3sEH+SPV/Or9Id1vRmf6xnn31Iv7x1SexukRfILiuAd99UUHLS8YU3UeqT9Pwr69E0HTsVFoPwxULbdj3iSWw23iiKAHTp0zCrCmZ32CzEEY0RuanNMw/o5/fJ8q2yNFW8PFPouAfvgpYUl43dr3e30T/rdDgQQK/As6fvfH15CmQVqw2NlEikzF9ISwQCKCpqQlVVVXYvHkzNm/eDLfbjfr6ehbDJrjU/jlnLmvovZ6+Kuy02ovHfvZmWjPnSQUS/s5dggc/ZB+wj40kSfiMay4e/ZP5KC7UX/fyuyoe/embw1rZ9PPQ+9jhexvvp6yqKJ01Gd+8fylunTs1yyPHJ2txIapTtte9/K6athLOaK2vnsbF1Ab5H5JH9XuKLlufsP/6/Tm8+b6+KPuFj8js82SQ1FO8kk2eNh3bP+7A5jvTi+4/fuMc/vG/30b0yvCL7iMV672Ovc+dxL//9mzafX/9gTmoX70AU4tM/5KEkqQW3OO4upRobAw05wCAdAsLYbmSbr8TBV/5JlCyQH/H2ffQt78O2q+PDfj4vud+oo93z2pIU7h6mmgkTP+q89ChQ6iqqoLVak3c5nK5YLfb4fF48pgZjbYpkwow13LjBbUG4NTFXt018T42odQ+NpMLsXvNIqwpm5nz9/vokunYu3ZJ2qfZ8X4+QSW3wuv1Pg3ffyWCb3WeSuvNtHJR/6qKedaJuarivqXT8QG7vsD3Ly8puHIt94MOhuIPZy7hZyf0/Zcql88x/aqV1G1Lp2IazsR60faavkH+nzqm444cD4agHCzI3sBXuvkOFBQU4NPL56J+9QJMTim6v9oTw5d/+iZOXhib7cTJ+rdvv4UXs2zf/twH54377dtkvGyFMK4IIxojA8w5mFQELLl57HKZACR5Pgoe+wZwx136O65eQd9396Hvxz/KuMuh8PwZ4Dev6GPdd/9opkpkCqYuhAUCASiKAqfTmXbfypUr4fP58pAVjaXU7ZEnk1ZmDdjH5v6luH0Yb/CXzZmCb96/BDfP0Z/cePFqH/5nx9v46R8GbqLfv6riHfxHhlUVlcvn4NF7F2DKGJ6kONb6G+eX6Brnn45dw79l2LI6Un2ahidfVHQN8udPK8L6283XID9V6hvUU2ofvvfKaVxKKkhaiwrwtx9kg3wjSfMH+HQ+6ZP5lYumYd8nlugK/QDw7sWr+PJPu/HqqbFb7fy7SAxf+kk33kzZvj1rAm7fJmMtyXJyJAthRGNkxuz07XxxjlshFZn7Q8HhkCw2FPzdTkhrHki7TzvcCu1fDkC7qp8vLa8c0zfJX7IM0hI2yScaqYn7jjkHfr8fAHSrweLs9v43cKFQDvu2adyan7I98uSFq+jTNPzvV0+PWh+bOZYi7ClfjNVLputuv64B//xiT9Z+Pkr0Kup/+hZ+dVL/Jra4UMIXPzofVXeaY1XFkpmT8cCt+p5Tz/7uLCIxY1eFdfZcx4mzKQ3yP1KCIhM2yE+1aMZkJP+mnb6s4blufYP8qjvnYSbfsBprgG0qqb1aHLOn4ECGLdLq1T589b/fxo/fGP0m+h1d57Gj4y28n7Il0zFrMr4xAbdvk7G4NZIovyRJyroqjNsih08qLETBZx6G9Ln/ARTqeyFqLz6Hvm8+Di3eD+z6dVhf7dQ/fvUnxipVognN1O/ourq6IMuZe/3Ebw8Gg2OZEo2x1BVhobOXBPc+AQAAIABJREFUse+5k3jmN+krjIzsYzN5UgFqP3oTqnLs5/ObSAxf+smbaf2XZk2d1F9UWzo9NcyE9pmUUwiv9Wn4t66rhjXOj/ZqaO/WbyFbtXga7ropvWhuRlMmFUAeoBhcOmsy7r85923DlKPpMwHbtPTbLba0Y+4BYObUSdhTvggfL9U/P/RpQMtLCp58sSdte7URrvdpePrXEXzb34PUXcsrF03D3gm8fZuMsyjLyZGzLSyEEY2VbH3CpJvvGONMJp6C1fejYPs/AtaUeT38+/4m+m+ewJTfB1EYTfqgcfJUSPewST6REUxdCItEIoNeoyjKoNfQ+JVaCPvlWxfTmq+PVh8bSZJQOUg/n0isD50917Cz4y1cSFlVUTZ7Cg7cvwS3mHBVhaWoEA+lNM5//XwfXjtjTDPw/+y+iti1G19PLpTSvp/ZpTbMT7aFDfJHhSRJaad4AQBuvqP/VMkMigoL8Pcrb8LffnAeUv9FjvzhPL7687eh9hpXDLt0TcPXfvEODv8uffv2RuccPHrv/Am9fZuMYykqhD1DwZRbI4nGUKY5p6AAcNw29rlMQNKtzv4m+jfpT4XG+TPo+3o9pv+8XX/9ivvYJJ/IIKZ+NaGqKmy2LHvf/ygaHd0T6Si/UgthqWZOKcRX7ls4qlt4Vi6aBvkTS7DnF+/gvaTqy7sXr2LfK0Bvhh1/H108DX+/8iZMNvEbynuXTMNPT1hwXIklbvv3rl7cvCg2ooLle2ovOnv0BbWNzrlcwZJi8YzJGU/sXOOYgdvn8UXaaJEWLIb2++P62wY5wl6SJHzqA3OwYEYxGn95CpeTlmkFlBhOvS+hclkxLlkujSi3t89fxzNdV3Eqpi+sFRdK+Dv3TbjXZCtXaeSWzCxGRL1xiE1xoQQrTxclGjPSgsVI+6hkyTJIU8z3Iexokew3oeCxb6Dv0DeB4Es37rh6FUVn9Ys2pPv+bIyzI5q4TF0IAwCLJfMbtniBTFXHrqkwjb25liIUFUhpvcCA/u1dj9+3cEwKIPF+Pl977iTeeO/Gm9FMRbDPuuZi4/I5/atDTEySJGz5sIx/+K8wrv/xn+/8VQ31P3vL0O+zYHox1t3GBvmpMvXvsRYX4G/umpeHbEwkw6fzuW5RWbFwGvZ/ogh7fnFSV1w4fVnD/zp+BTj+pmFpxs2eOglfuW8Bbp7DN000dItnTNb1xZw9dZLp5z6iMZVh2z23RRpPmmpBwdbHof3796H97HDmi5Ysg7S4bGwTI5rAJM2opjrjUGVlJUpLS7F///60+xRFwbZt2+B2u1FbWztgnLq6uoy3x+PGm/KPZ1ev9vdLKi4eeAXVWMYyKs7XXr6UtoLhzjmF+NytxWlbFkc7r94+Df/vH67iV5H0LX5FBcDnbinGXfOGV78WbdyNinU4dBUdJ68NfuEwPbJ8Mm6bVTj4hVlM1HF/V+3D3l/rDxP4dFkRVs8ffuF4oo6VkbGK3+rCvO83Jb7uKyrGqS9/I63h7kAuXtXwL7+7gtAFYw+YSLXYVoCH7yjGzMlDX8Ej2riLHEvEnIyK9avINfzrGzf6NTqmF2D7nVMGeMTY5GVkHDPEEjEnM8QyKk5J01d0farOVNbg8q2uvOclaqyRxrG82omZP/4BpD79e4Fzf7kJsbtW5S2v0YglYk5miGVkTvnmdruH/VhTry+3Wq2IxWIDXjPY1kka/26dqX8Def+iSXjo9uEVwUaqqEDC524pRsXSIl0/n5nFErbfOWXYRbCJ7P7FRZhZPDr/Vh+aWziiIthEJlskzJ1yY9wX2QrwJzfx93O0XZ2/GNem3zg19dIddw2pCAYA04olbHVOhlsevd/tD80txN+7Jg+rCEYUd+vMQkxKenq/ZSZ/n4jG2qXbPpj4/+u26biy9OY8ZjPxxT64Eu997u9w3XLjPeh123Rc+sDdecyKaOIx9bsWo4pcmVaUJVu8OPPRw+PJW2/1bzcz4mcxKpZRcbbcdB3a/w3jvct92OCcj48sHNnvhRF5PbQE+JBDxY9ePYnpxRJqVpWOuEGwaONuZKw9c67gX/xv4ewVzZBPN3qvXsWSaQV45F7HiPuwTeRxb5h+Gd978W1MLgQe+ZNSTJ/C39GxiKVt3YHoYQ/6ps3A9M9+HtNTT5zKUf0SDUe73sdPX4+gt8+YTxgnScCf3jIXf3HLrBFtYRNx3EWNJWJORsZ63BLFv7/2LuSpBahe6RjxYQsc97GPJWJOZohl2JyzeQveLypC4fvnYFv3GSwqu1WIvESNZUicxYuh3f4BXPi376Pgcgy2T23GohFui5ywY8VYec1pPDN1IcxutyMYDGa8L35apMPhGMuUKA8sRYX467L+N4CLR1gEM9IHb7Jidm//FhCekjWwhTMm46Hb+3tWGTnRmPkwglwsnTUlMe4jLYJR7qTSm3Hurx4CAMwYZhEM6O+z94llM3Fbcf+WF+NeWLGnHhnnQ/NtmHutfy7kiaNEY0+yTsOF8g0AgGkmf+M8lqQ5drz/yY0AOO5Eo8HUryhWrlyZ9b74lkkWwoiIiIiIiIiIJgZTF8KcTicAIBAIpN0XCAQgyzILYUREREREREREE4SpC2GyLMPtdsPn8+luV1UVnZ2dqKqqylNmRERERERERERkNFMXwgCgtrYWqqqitbUVQH9vsMbGRqxfv35Ex3ESEREREREREZFY2N0YQENDA0KhELxeL6xWK2pqaiDLcr7TIiIiIiIiIiIiA7EQ9kcOh4P9wIiIiIiIiIiIJjDTb40kIiIiIiIiIiJzYCGMiIiIiIiIiIhMgYUwIiIiIiIiIiIyBRbCiIiIiIiIiIjIFFgIIyIiIiIiIiIiU2AhjIiIiIiIiIiITIGFMCIiIiIiIiIiMgUWwoiIiIiIiIiIyBRYCCMiIiIiIiIiIlNgIYyIiIiIiIiIiEyBhTAiIiIiIiIiIjIFFsKIiIiIiIiIiMgUWAgjIiIiIiIiIiJTYCGMiIiIiIiIiIhMgYUwIiIiIiIiIiIyBRbCiIiIiIiIiIjIFFgIIyIiIiIiIiIiU2AhjIiIiIiIiIiITIGFMCIiIiIiIiIiMgVJ0zQt30kQERERERERERGNNq4IIyIiIiIiIiIiU2AhjHJSV1eHuro6oWKJmJMZYomYkxliiZiTqLFEzMkMsUTMyQyxRMzJDLFEzEnUWCLmZIZYIuZkhlgi5iRqLBFzMkMsI3Maz1gIIyIiIiIiIiIiU2AhjIiIiIiIiIiITIGFMCIiIiIiIiIiMgUWwoiIiIiIiIiIyBRYCCMiIiIiIiIiIlOQNE3T8p0EERERERERERHRaOOKMCIiIiIiIiIiMgUWwoiIiIiIiIiIyBRYCCMiIiIiIiIiIlNgIYyIiIiIiIiIiEyBhTAiIiIiIiIiIjIFFsKIiIiIiIiIiMgUWAgjIiIiIiIiIiJTYCGMiIiIiIiIiIhMYVK+EyBKdfz4cSxfvjzfaZgOxz0/OO75wXHPD457fnDcc8exyg+Oe35w3POD454f43XcI5EIwuEwFEWBLMuQZRlLly4d8DHHjx9HKBSCoiiIRqOIxWKwWCyQZRllZWUoLS2F3W4fmx9AUJKmaVq+kyAxjNUfTEdHBwKBAGw2G+68807cc889uvs3btwIl8uF7du3w2KxjPj7jZXhPEkBHPeR4rjnh8jjPtiYAxx3jvvQcNzzIx8v/s00VgB/R0eK454fHPf8ELkgM57Gva2tDZs2bQLQn/eaNWsyXheJRODxeOD3+9Puczgc2LJlS9r4t7W1wev15pSHy+VCVVVVTn87ExELYWTYH0x3dzeam5sRCoVgtVoT186bNw8AEIvFUF9fD0VR0mI+/vjjia83btwIWZZRWloKl8uV9clhtI3mk1Q8Psc9Hced455t3I0ac4DjngnHPR3H3Vjj4cW/GcYqHp+/o+k47hx3jnu6fD4nT8Rxf+yxx7B3714AgMfjQXd3d1qusVgMjzzyCGRZhsPhQElJCSwWC2KxGHp6ehAMBhGJRLB//34sXboUsVgMdXV1AACn0wmHwwGbzQYAiEajCIVCiEQicLvdiRihUAjhcBgVFRWJ3wMzYSHMxIz8g4lEIti2bVvG79PQ0IDly5ejvr4e4XAYK1asgCzLUFUVXV1d6O7uxtq1a/H5z38eQP+TlMPhwN69e+Hz+RAMBrFly5Yxr9yPxpNU/DEc9+w47hz3TONu5JgDHHeOO8d9ooy70S/+J/JYxR/D39HsOO4cd467OM/JE3XcH3roITz11FMAAFVV8dBDD+GLX/yibhXboUOH4HQ64Xa7s8bx+/1oa2vDt7/9bbS0tKCkpATr1q0b8Ht7PB5s2LAh8TOHQiG0tLTA5XKZrximkWk1NzdrXq930OtaW1s1VVUTX3d1dWl1dXWax+NJ3HbgwAGtublZUxQlcVsoFNKam5u16upqze/3awcOHMgYv6urS3vwwQcTj62srNTq6+sT96uqqh04cEDzeDy6PEZbdXV14v+j0ahWWVmpvfDCC7prWlpatM7OzgHjdHZ2atu2bUt8zXEfGMed465p6eNu5JhrGsc9juPOcR/v427kc7umTeyx0jT+jg6G485x1zSOe7J8PieLOu51dXVadXX1sP+rrKzUxXvwwQe13bt3p41PLlpbW7VgMKg1NzfnnH+mf5+6urox/d0TAZvlm9xgVWMAqKqqQnt7e+Jah8OBffv2ob6+HuvXr09UlGtqanSPKy0tRU1NDcrLy7F79+5E5TtVfEltOBzOuEfcYrGgtrYW4XAYjY2NUFUVDocDsizDarXCZrNBluXEtfEY9fX1iEQiuQ9GClVVE/9vtVphsVhw9OhRXbXeYrEMWKkHALfbja6uLl2DRo57dhx3jjuQPu7A6I15/GfjuHPcOe7jb9wBY5/bU02kseLv6OA47hx3gOMu0nOyiOPe0NCArVu3wmazwWq1DvqzJlNVVTfuQP+qu0AgoLtNkqSc4q1atQrBYDDn67NZv349Ojs787ZdNB9YCDMxI/9gpk2blvU6h8MBh8MxYCxZlhEMBge8prS0FDt27EAgEIDP54PP58t4XU1NDdasWSPkk9Ty5cs57gPguN/Ace8XH/exGHOA4x7Hcee4JxN53Mfqxf9EGCv+jg6M434Dx70fxz2/z8mijrvVakVVVRVisVhORb9U1dXVif/PVsiMbycdTCQSQWlpKXp6enD69OlE77SBrs8k17GaSFgIMzFN0wz7g7l48eKAMUpLSwe8PxQKobS0FLFYbMDrgP7mhy6XCwAQDAYRDofR09OTyLOsrAwAhHySAjjug+G463Hc+8fdqDEHwHFPeUwmHHeO+3gZdyNf/E/0sQL4OzoYjrsex53jns/nZFHHHQDKy8uxZ8+eYY17cpyjR48C6C/sJefodrtx6NAhPPzww7rHRiIR2Gy2xIq5X/7yl6itrYXdbsejjz6Kz33uc1i+fHnaKrhIJIJgMAiv14t9+/Ylbn/hhRdgtVqhquqg4znh5G1TJuVdT0+P9uCDD2odHR26/dNxiqJoPp9P27Ztm27PsN/v14LBoOb3+7VAIKBpWv/e8Ph+48bGRq29vX3Q7x8MBhP/39jYqGla/77vyspK3f7+kUrdc52rXbt2Jf6/tbU1sa9cVdXEf4qiaC0tLWmPVRRFN2bJ+9c57gPjuI/MRB13o8Zc0zju8cdy3Ptx3IdOpHE38rl9oo+VpvF3dDAc95HhuN9g1nEX8fW2po3OuA+lL1ey5B5dra2tWnNzc9b/ksdQVVWtsrJSe+ihhzRVVbXm5mYtFAol7u/s7NQqKyuz/lddXa27XtP6+5NVV1frxsosuCLMxGRZxpYtW9DU1JT1GqvVioaGBl3vjCeffBKSJMHpdGL79u0A+qvWHo8ncXJHMBjEAw88kDWux+NBe3s7KioqAPSfKgIAzc3NAABFUdDd3Z3xGN2hGuwTiWzinwjExbdNtLa2pl0biUQSlfdYLIZt27bBZrPh4MGDaG1txYYNGxLXctwHxnEfmYk87kaMOcBxj+O438BxHxqRxt3IMZ/oYwXwd3QwHPeR4bgjca1Zx13E19vA6Ix7av+yXCWvIquqqsr5cRaLBStWrEAsFsPhw4exefNm3Ri63W489dRTePbZZxEMBtHd3Q2LxQJZluF0OjN+r507d0JRlEH7wE1EkqZpWr6ToPxSVXVIfzDhcDjrH0x8b7nD4cjamBDoP+61ubkZsixjw4YNWLFiReK+SCSSOFo3Go0O2MRWVI2NjYjFYnA4HFnz57gbj+OeH2M57kaMOcBx57gPH8c9PwYbd6PG3AxjBfB3dDRw3POD454fY/WcDHDcaXSwEEZERERERERERKbArZFERESUVfIx9CLFIiIiGiucCymb7u5uBAIBKIqCaDSKWCwGi8WSOGjA4XCgrKwsp+2YRsUyMqeJiivCaFCxWAw+nw9dXV2QZRkul2vQJ+/jx48jFAql/fHJsoyysjKUlpYOuLTV6DiAmE9SRscSTXd3N7q6ugD09wzI9HsTi8Vw7NgxlJSUwOFwZF2iLGqswXR0dCAQCMBms8HlcqUt0x5OnDvvvBP33HPPsOLE7dmzB48//nji66ampkRPhvEaKxKJJJbWy7IMWZaH/Xcz1Fjxv9tMjh8/nvgbt9lsKCsrg9vtznr9UGI5HA6sXLnSkFjZ8tq4cSNcLhe2b98+4i0ERsbKxXDmLxFjGTkXTvR5VcQ5VdT5a6zmQqPmwdRYnAsz41w4OnlxLjQ2Vj7fXxoRKxaLobW1FR0dHTn/zLIsY/PmzWnPW0bFMjInM+CKMJPr7u7Gk08+iXA4DKvVivLycmzatClxv9/vTzQ7dDqdsNlsOHbsGI4ePYotW7akPXm3tbXB6/Xm9L1dLheqqqoyTqhGxRHxScroWCPR1tam+/c2Kk53dzcaGxuhKIruOofDgS1btuj+rSwWC1wuFwKBAHbt2gVJkvCDH/xgXMRqbm5GKBSC1WpN/B7GG5bGYjHU19frvpfP54PL5dK9uDUqzkiFw2GhY3V0dCSauKaKRCLweDzw+/1p92X6tzUyViwWQ2NjI4LBIEpKSvCtb30rcV/yv20yn8+H5uZmbN68Wdf0dTixAKClpcWQWNnyAvqbyzY3N8PlcmUdu1wZFcvI+UvUWEbNhUbGEnEuFHVOFXn+MiKWkfMX58LcYnEu5FyYSsT5S9T3l0bFisViqKurgyzLePjhhxNF4jibzYZoNJr4WlEUqKqKQCCA7373u1AUJfG7ZVQsI3MyC64IM7FIJIJdu3ahpqYmcapGe3s7urq6sH37dgSDQezevRtA/+kWyY0NQ6EQOjo68PDDDwO48UcM9D+hORyOxKev0Wg00ZjQ7XYjFouhp6cHoVAI4XAYFRUViSdHo+Ikx5JlGW63e0hPCJ2dnfjUpz6V8UlKpFgj9dhjj2Hv3r2GxonFYnjkkUcQi8WwYsWKxM8WCoVw/PhxAMAXv/jFjG8+6urq0N3djR/+8IdCx4pEIti2bVvGsWhoaMDy5csTJ9zEv5eqqujq6kJ3dzfWrl2Lz3/+84bFAfpfAKqqmjFWJsFgUHeajt/vT/x8IsbyeDzo7u5Oe8MT/3eVZRkOhwMlJSWwWCyJ54dgMIhIJIL9+/cnXsgYGaupqQlVVVU4fPgwgBsnCEUiEdTV1cHpdMLlcun+xlVVxYkTJ9DR0aH7exY11saNG+FwOLB37174fD4Eg8GML1RzYVQsI+cvEWONxlxoZCyR5kJR51RR5y+jYhk5f3EuzD0W50LOhclEnL9EfH9pdKxDhw7B7Xbr/kZzpaoqmpqaUFNTA7vdblgsr9drWE5mwRVhJub1etHQ0KD7hV+3bh2CwSDa2trg8/kA3KiGJ3M4HOjs7Ewcpdva2oq1a9fqjoPNxOPxYMOGDYkn+lAohJaWFgDApk2bDIsTvyb5STiT5AknPg5utxtVVVVoamrCihUrYLfbhY01UqmfBhsRp7W1FbIsY+fOnWkTevxT+wMHDmT8pE2SJN3XIsdas2YN1q9fn/h3CIfDOHr0KBobG7FlyxbY7Xbs27cvbaxCoRB27dqFdevWGRbHbrdj5cqVaGlpQSQSSbs2m0yf9AIQMtb69evx0EMP4cUXX9S9QfN4PNiyZcuAxz77/X40Njbi29/+tuGxrFYr7HZ72hHaXq8XO3fuRGlpacY4brcbGzZswK5du7BmzRpYLBZhYyUrLy/HqlWr8OSTT6KkpGREJy6NJJaR85eIsQ4fPmzYXDjR51Wv1yvknCry/GVELCPnL86FucfiXMi5MPXnEG3+EvH9JWDsXGixWIZVcAL6/1ZqamoQDAYTv1tGxDIyJ7NgIczENE3L+MLP6XTC4/EkPrnK1pPA5XIhHA4nYgz2xAIAVVVVaG9vT1zrcDiwb98+1NfXY/369YbFsVgsQj5JGR2rvr5+SC+qUsX/jY2KA/RPGJleYAP9E0dNTQ3cbndiSfRAn8SLGgtA2ouq0tJS1NTUoLy8HLt378ZTTz2V8XHxLQXxbQ5GxLHb7XA6nTh48CC8Xi8kSRr072j37t2ora0F0P9csHXr1sR9IsayWq2wWCw4evSo7gW7xWIZ8MU60P+CtqurK9Gc1shY2T7ht1gsWV9gx1mtVqxfvx7BYBArVqwQNlamGLW1tQiHw2hsbISqqnA4HJBlGVarFTabLfHpusViGbDAMNxYRs5fIsYCjJsLjYwl4lwo4pwKiDt/GRnLqPnLyFgizl9GxuJcyLlQ9LlQxPeXRs+FqR8wDJXdbk+Mg1GxjMzJLFgIM7FsfzAdHR2JF+K1tbVZP5Ww2WyJ60b6x7d+/Xp0dnYaFmfNmjVCPkkZHauhoQFbt26FzWaD1WodUhxVVQ2PA/T/Xgz2SZbL5cJ3vvMdNDU1QdO0rBOTqLGmTZuWNYbD4YDD4Rjw+8iyjGAwaFicZBUVFYhEIjh06BBWrlyZtfGoJEm68SgrK0u7RrRYsVgMgUAg7fpcrFq1CsFgMPF9jYpltVrR3d2d1j8i11g2my2xikTUWNmUlpZix44dCAQC8Pl8iU95U9XU1Az6CeNQY43F/JXPWCLNhaLPqyLOqYC485dRsYycvzgXDi0W58L8xMqGc6E+lojvL42eC6PRKC5duoSpU6cOK1ZbWxtWrVoFAIbF+tnPfmZYTmbBQpiJZWoPF4lEEss/7Xb7gE8awWAw8eJE0zScPn060dQ0m2yftMZfxBgVBzDuiUXkWFarFVVVVYjFYjl9ypGqurra0DgABn2BHWe1WrFjxw60tLRkbdovaqyLFy8OGGOwTxlDoRBKS0tx4sQJQ+KkstvtePjhh+H3+9HW1pbTMvvU5emixcr2Nx/v7zCYSCSSGCsjY1VUVGDPnj2ora3VvdC22+0ZX3yn8nq9iZ9RxFixWGzA64D+N80ulwtA/7wQDofR09OTGOf4GzgjYxk9f4kWq6enx7C5cKLPq0a++OdcmHsso+ZBo2MlE2X+MjIW50LOhcmxRJ2/jMxJxLmwvLwcdXV12Lx5M5YvX57z8+rx48dx9OhRxGKxxHOqUbGMzMksCp944okn8p0E5cfs2bPx/PPP49ZbbwXQ/8S8c+dOqKqK8vJy1NbW4sCBA7jjjjswc+ZM3WPjfSTifzALFy5EXV0dpk+fDqvVmvZJaiQSgd/vx6FDh1BTU4OioiIAwAsvvIDz58/j/PnzsNvtuPvuuw2JI8syZs2ahd27d2POnDmYNWtW4trBHD9+HB6PB6dPn068EBY1FtD/aekzzzyD1atX5xQnNWb8cUbFkSQJv/71rxO/V/Gjt7MtCb/77ruhKAr8fj8URcH58+fx6U9/etzEampqwnvvvZeICyDx4iV1jOLfy+v1oqKiwrA42SxcuBBOpxNHjhzBO++8o/tU/fnnn9f9W8+aNStrHBFiHT58GG+88QYcDgdWrVqF3t5e9Pb2wm63o62tDXfffbfue0QiEUiSlPj7+tGPfpTYfm1kLJvNhgULFmDnzp04efIkJElCcXExnE4n3njjDbzxxhu61SWxWAznzp3D8ePH8fWvfx12ux1//ud/Lmysd955Bz6fD8XFxYnYA5FlGbfeeivuvvturF69GqtXr07MH0bGMnL+EjGWUXOqLMuGxhJxLhR1Th0P89dIYhk5f3Eu5FzIuXB4sUScv0R8fzkac+GCBQvw9NNPo62tDc888wyef/55HDlyBEeOHMFzzz2Hjo4OtLe348iRI/je976HZ555Bs899xwWLlyIRx99NPF9jYplZE5mwVMjTc7v98Pn88FqtSIQCCAWi6G8vDxxWke8CenatWuxatUqWCwWhEIhtLW1oaamRrekO/ko3EysVisaGhp0n9pVV1dDkiQ4nc7EXnGj4gBAIBDAoUOHEtX95FNh4k+A8a0MyUuf3W532t51UWMB/acRpfbXyEXyHngj47S3t0NRFFRUVKCurg6xWEx3ulAmwWAQjY2NiMViiVOWRI7l8XgSn9JZrdas/Uvi17a3tydeqNvtdpSXlxsaZzDxBtyrVq3C8uXLsWfPnmEfOZ+PWMl9JTJJbrIci8VQXV0Nm82GgwcPJhqkxp8zjIwVpygKGhsb0d3dnfPPnnpakoix4ie1ARj0b2UwRsYCjJ+/RItl5Fw40edVUedUUecvo2IZOX9xLuRcmEqkWJwLhz5/ifb+0uhYcYFAAH6/H6FQCIqi6Fb8WSyWRH83t9sNl8s1YK84o2IZmdNExkIYAeg/nUdRFDgcjrQ/BkVREi9QAGDZsmXYtGlTxmXoqqri2WefRTAYRHd3NywWC2RZhtPpzDgxxb9valNOo+LEifgkZXQs0cRf1IVCIdhstgH7AcQpioKmpqa0k6FEjRXvrZHp7yaZ3+9Hc3MzZFnGhg0b0pquGhUnF36/P9Hgdu/evUN+/HiIBSDxhs3hcIzoNKehxgqFQjh27BiOHz+e9jc2VJihAAAVcElEQVRtt9tRWlqKZcuWoby8fNCcRIkViUQSx4pHo9ERjaeRseKMmr9EjGXkXGiGeVXEOVXU+cuoWEbOX5wLOReKHItz4dBjifb+0uhYNL6xEEZEZDKxWAxdXV3DPmltPMQiIiIaiKjzF+dCIqLRx0KYycWPPRYplpE5EREREREREY2G7u5uBAIBKIqCaDSKWCyWWIUM9PeeLCsry2kbrFGxjMxpomIhzOQ2btwIl8uF7du3j3hJrlGxjMwpF7FYDD6fD11dXZBlGS6Xa9iFuIkeS8SczBBLxJxEjSViTmaIJWJOZoiV75yOHz+e2IaY/EJblmWUlZWhtLQ05+2HRsUSMSczxBIxJzPEEjEnM8QSMSdRY4mYkxGx4o39Ozo6cvp+QH//ys2bN+Oee+4ZlVhG5mQGLISZ3MaNGyHLMkpLS+FyubBmzZq8xzIyp+7ubjz55JOJ5qvl5eW6o2GTmyY6nU64XC709PRAVVVs2bJFV4ib6LFEzMkMsUTMSdRYIuZkhlgi5mSGWCLmFNfW1gav14tcuFwuVFVVZf3U2ahYIuZkhlgi5mSGWCLmZIZYIuYkaiwRczIqViwWQ11dXaLnpCzLukNabDYbotFo4mtFUaCqKgKBADo7O/GpT30KDzzwgKGxjMzJLFgIM7mNGzfC4XBg79698Pl8CAaDGV/0jmUso+JEIhHs2rULNTU1iT4L7e3t6Orqwvbt2xEMBrF7924A6afMhEIhdHR0JE43meixRMzJDLFEzEnUWCLmZIZYIuZkhlgi5gTceMEO9BfMHA5HYptFNBpNNH92u92IxWLo6elBKBRCOBxGRUWFrvhmVCwRczJDLBFzMkMsEXMyQywRcxI1log5GR3r0KFDcLvdw+rjp6oqmpqaUFNTA7vdblgsr9drWE6moZGpVVZWavX19YmvVVXVDhw4oHk8Hk1V1bzEMipOS0uLpihK2u2BQEDzeDxadXW1VllZqe3evTvj41tbWxOPn+ixRMzJDLFEzEnUWCLmZIZYIuZkhlgi5qRpmtbc3Kx5vd6M16U+Jnm+7urq0urq6jSPx5O4zahYIuZkhlgi5mSGWCLmZIZYIuYkaiwRczI6Vmtr66BxBqIoiubz+QyNZWROZlGQ70IcicVisaC2thYrV65EY2MjHnvsMRw6dAjt7e3o6OjACy+8gO7ubnR3dyMSiYxJrOHG0TQtY1Xb6XQiEAhAVVUAwPbt2zN+X5fLhXA4bIpYIuZkhlgi5iRqLBFzMkMsEXMyQywRc4pbt25dxuuSVVVVwefzJb52OBzYt28fAoEAYrGY4bFEzMkMsUTMyQyxRMzJDLFEzEnUWCLmZGQsSZIGjTMQu92emHuNimVkTmbBQhhlVFpaih07duCzn/0sLl68CI/Hg5aWFjQ2NqKurg51dXXYtm1bTs34jIo11DjZnhA6OjoSL+pra2uzbrm02WxQFMUUsUTMyQyxRMxJ1Fgi5mSGWCLmZIZYIuY0UKxcrV+/Hp2dnYbGEjEnM8QSMSczxBIxJzPEEjEnUWOJmJPRsaLRKC5dujTsWG1tbXC5XIbGMjIns2AhzMSSK+TZuFwu1NbW4oc//CF27NiBqqoqrFmzBk6nE06nE2VlZYbGMjInLUP7u0gkgpaWFgD9le+BnhSDwSAcDocpYomYkxliiZiTqLFEzMkMsUTMyQyxRMwpHuv06dNZr02On4ksy4lPnI2KJWJOZoglYk5miCViTmaIJWJOosYSMSejY5WXl6Ourg4vvvhiTu9d444fP46mpiaEw+FEA36jYhmZk2kMd08ljX+hUEirrKzUtm3bJkwso3NK3guuqqq2bds2rbKyUmtpadFUVdW2bt2qhcPhtMeqqqrV1dWZJpaIOZkhlog5iRpLxJzMEEvEnMwQS8ScNE3Tenp6tAcffFDr6OjI2Hcs3mNk27Ztuh4rfr9fCwaDmt/v1wKBgKGxRMzJDLFEzMkMsUTMyQyxRMxJ1Fgi5mR0LE3TtNdee03bunWrVllZmXjvGv+vvr5eq6+vT3wdv6ayslJrbGxM+95GxTIyJzPgqZEmVl9fn9gWsX///hFVgY2KZWROQP+R8D6fD1arNbG3u7y8PHECVigUwq5du7B27VqsWrUKFosFoVAIbW1tqKmpwfLly00TS8SczBBLxJxEjSViTmaIJWJOZoglYk7xWE1NTcjGarWioaEBpaWliduqq6shSRKcTqeuF5lRsUTMyQyxRMzJDLFEzMkMsUTMSdRYIuZkdKy4QCAAv9+PUCgERVF0q7EsFgtsNhtkWYbb7YbL5RrwVEajYhmZ00TGQpjJRSKRxHGx0WgU69evz9onZKxiGZlTXDgchqIocDgcaX/siqLA4/EgGAwCAJYtW4ZNmzbpngTNFEvEnMwQS8ScRI0lYk5miCViTmaIJWJOqqri2WefRTAYRHd3NywWC2RZhtPpRFVVVdbv63a7Ry2WiDmZIZaIOZkhlog5mSGWiDmJGkvEnIyOReMbC2FERERERERERGQKk/KdABERERERERHReNLd3Y2uri4A/Q31k1sJxMViMRw7dgwlJSVwOBxZdzoZFcvInCYyrggjIiIiIiIiIspBd3c3GhsboSiK7naHw4EtW7ak9bmORCIIBAI4dOgQJEnCD37wA8NjGZmTGRTkOwEav9ra2oSLJWJOZoglYk5miCViTqLGEjEnM8QSMSczxBIxJ1FjiZiTGWKJmJMZYomYkxliiZiTqLFEzCk1ViwWw1e/+lUoioIVK1Zg3bp1WLduHZYvX45QKIS6ujq8+OKLusfb7XaUl5dj6dKlSF6HZFQsI3MyC26NpGGLN9QVKZaIOZkhlog5mSGWiDmJGkvEnMwQS8SczBBLxJxEjSViTmaIJWJOZoglYk5miCViTqLGEjGn1Fitra2QZRk7d+5M21IYi8XQ2tqKAwcOYPPmzXjggQd090uSpPvaqFhG5mQWLITRsKUuuxQhlog5mSGWiDmZIZaIOYkaS8SczBBLxJzMEEvEnESNJWJOZoglYk5miCViTmaIJWJOosYSMafUWKFQKGPBCQAsFgtqamrgdrvR1NQEAGmFp2RGxTIyJ7NgIczE6uvrEYlEhv14VVUNjyViTmaIJWJOZoglYk6ixhIxJzPEEjEnM8QSMSdRY4mYkxliiZiTGWKJmJMZYomYk6ixRMzJ6Fg2m23Q5vIulwvf+c530NTUBE3TsG7duozXGRXLyJzMgs3yTUxVVWzduhU2mw1Wq3XIj41EIvjhD39oaCwRczJDLBFzMkMsEXMSNZaIOZkhlog5mSGWiDmJGkvEnMwQS8SczBBLxJzMEEvEnESNJWJORsdqbGxEbW1tzo9vaWmBzWbDpk2bUF9fj3A4bHgsI3MyDY1M7ejRo5rX6x3WYx988MFRiSViTmaIJWJOZoglYk6ixhIxJzPEEjEnM8QSMSdRY4mYkxliiZiTGWKJmJMZYomYk6ixRMzJyFidnZ26OIqiaMFgcMDHHz16VPN4PFpdXZ1WWVlpeCwjczILnhppcuXl5cNuJFhWVjYqsUTMyQyxRMzJDLFEzEnUWCLmZIZYIuZkhlgi5iRqLBFzMkMsEXMyQywRczJDLBFzEjWWiDkZGcvtdgMADh06hEgkgrq6OuzatQvd3d1ZH19eXg6n05nWt8yoWEbmZBbsEUaYN2/esB7ncrlGLZaIOZkhlog5mSGWiDmJGkvEnMwQS8SczBBLxJxEjSViTmaIJWJOZoglYk5miCViTqLGEjEnI2OtW7cOkUgEhw8fhizLsNlssNvtA8ZwOp3Yt29fomG90bGMzMkM2COMiIiIiIiIiIhMgVsjiYiIiIiIiIjIFFgIIyIiIiIiIiIiU2AhjIiIiIiIiIiITIGFMCIiIiIiIiIiMgUWwoiIiIiIiIiIyBRYCCMiIiIiIiIiIlOYlO8EiIiIiMa7UCiEUCgEVVVRWloKl8uluz8QCKTdZhY+nw89PT2IxWKIRqNYtWoV3G53vtMiIiIik+KKMCIiIqJh8nq9qK6uhs/nAwBYrVb4/X5s27YNXq8XQH8hKP7/ZtTT04NIJAKfzwe/3w9FUfKdEhEREZkYV4QRERERDcOuXbsQiUSwb98+yLKcdn9raytaWlrQ2dkJh8ORhwzFsHnzZgBAY2Mj/H5/nrMhIiIis+OKMCIiIqIh8vl8CAaD2LFjR8YiGHCjAKSq6limJiy73Z7vFIiIiIhYCCMiIiIaKo/HA6fTmbUIFldTUzNGGRERERFRLlgIIyIiIhoCVVWhquqgRbC48vLyUc6IiIiIiHLFQhgRERHREMSbvXd1deV0PU9IJCIiIhIHC2FEREREQxBvfB8OhxEIBAa93uVywWq1jnZaRERERJQDnhpJRERENESlpaUIh8PYvXs3duzYAZfLNeD1tbW1We/z+Xy6gpqqqli5cuWAWyobGxuhKApisRii0Si2bNkCt9uNQCCQOJkxvmJtw4YNulVpXq8XiqIgGo1CURTIsoyqqqq0rZ6qqqKxsRHRaDTt+3i93kTOkUgEdrsdVVVVhpyOGQqFcPjwYaiqCqvVmtiGWlFRkXE7qqqqePbZZ3W3xWIxuFwuKIoCq9XK7alERESUIGmapuU7CSIiIqLxRFEUbNu2LfG1LMtwOp1wuVxwOp05rwBraWlJK/CEQiHs2rULdrsdO3fuzBgrEAggEonA4/FAVVXU1tYiGo1CVVVUVFTo4vt8PtTU1KC8vByNjY0oLy9PFO5UVUV9fT0URcHBgwfTCk3x79PS0gIAqKqqQiAQSCt6tba2or29HevWrUuclpkqfk1VVZUux0zX1NbW6op38dtTi46KoqC+vh4NDQ1pRTiv1wuPxzPg9yMiIiLzKXziiSeeyHcSREREROOJzWbDokWL0NnZCaC/oBQKhdDZ2Qmv14uXXnoJiqKgrKwMxcXFGWN4vV54vV709vbi7rvvTtw+a9YslJSU4MiRIwiFQrjvvvvSHivLMhwOByKRCEKhEKxWK65cuYLKykrddbfddhu8Xi/eeecdnD17FmvXrsVtt92WuL+4uBjFxcV4+eWXUVRUlLayLf59Xn/9dUQiEUQiETQ0NKQVzFwuF86dO4cjR47g3Llzup8nLhAI4I033oDL5dLlkDwezzzzDNatW4dPfvKTafFfeukldHR0YP369Ynbm5qacNttt2Vc8XXbbbfh9ddfhyzLGb8fERERmRN7hBERERENg9vtxsGDB1FeXp62aiscDqO9vR3V1dXw+XwZHx9vuh8MBjPGjt+nquqguXR2dmZciRXPS1EURCKRjFsX7XZ71jxSVVRUZF3tVlVVBaB/q2coFBo0VjJVVeHxeGC1WrOuKFu1ahVUVYXX603cFgqFEI1Gs8ZduXLlkPIgIiKiiY+FMCIiIqJhkmUZNTU1ePrpp3Hw4EHU1NTA6XTqrmlpacnYVL+qqgpVVVXYvn171tjAjYLZQAbqzRUvXGXrY2az2QaNnwur1Zoo4Hk8niE9Nn596tgli9+XPJY2mw1+v19XHEt9zEAxiYiIyHxYCCMiIiIygCzLKC8vR0NDA370ox+htrY2UYQ6dOhQ2vVWqxUVFRVZi1gWiwUABlzxlPy9BzNYI/tYLDZojMGUlZUByG11WbL4FtP44zOJ5x+JRBK3xVeheTweVFZWYteuXfB6vYkVafGtnURERERxPDWSiIiIaBS43W7Y7fZEM3q/369rAJ8sfn/8NEdAX/AZTLxolm+lpaWJ/4+fSJmL+PbPY8eODbgCrrS0VLeCze12o7a2Fh6PB4qiIBgMJopw8dMws405ERERmRMLYURERERDEAgEEA6HczqJ0OFwwO12w+/348SJE2lFGb/fj2effRaxWAwVFRW6EyTr6uoQDodH5WcYLSNdVbZ27dqMje8H4na74Xa7EQqFEAwGEQgEEAqFoCgKGhsbEydmEhEREQHcGklEREQ0ZLn07YpbtWpVxttbW1vR2NgIWZYTTfdzXUElquRxGcrPEr82l4MBkvn9/sT/OxwOVFRUoKGhAU8//bRu2yQRERFRHAthREREREM01B5YALBs2bLE/4dCIbS3t8NqtaK2tjanxyuKMuTTGMdaV1cXgIGb3mcSvz7++Fw1Nzdnva+iogLr1q2DqqpDKlwSERHRxMZCGBEREdEQKYqS8STITE6cOAFA3z8rXkgbqJF76rZIEQphA63YUlU1sUIrvhorV/FtprkUGHft2qX7ngP9O8RPyjTqZEwiIiIa/1gIIyIiIhqGpqamQVcaqaqKjo6OrNseszXEDwQCiRMn4323YrFY3gs6Pp8v633x1Vnr1q0b8kmNsiyjpqYGqqqitbU163Wtra1Yu3at7raBtj5GIhHIspwYSyIiIiIWwoiIiIiGYeXKldi9e7euT1UyVVXR2NgIm82Gmpoa3X3xwpiiKPB6vbr7QqEQfD4ftm/fDqD/JEWgvziWvKoMuNGTK1tBTVXVxCqubNfEV5nlsn3Q6XSisbExbWVYY2Mj/H4/1q1bh82bN2d8bHyFW7btj+Xl5aitrUVHRwdaW1vTvkdrayumTZuWduBALBZDS0tL2vWhUAgejycxjkREREQAIGmapuU7CSIiIqLxIhAIwOPxYP/+/VBVFR6PB8FgEKWlpbDb7Zg2bRq6uroQDAaxcuXKtCJYMq/Xmyh0xVeMlZWVJbYKer1eHD58GDabDVVVVYkiUHV1dcZtivHG+4FAAE1NTRmviRerWltb0d7enna/1WpFQ0ODblXXrl27EAwGUVNTA6fTCa/Xi2g0ClVVEYlE4HQ6dSdeJtu2bVvGIltpaSn279+fdnt8TLu6umCz2RKrudavX5+20mzXrl2ora2Foig4fPiw7r74mHE1GBERESVjIYyIiIhoCFRVRTQaTSv6BAIBRCIRqKoKq9UKp9M57k+BjEsuhJWXl+c7HSIiIqJhm5TvBIiIiIjGE6vVmnGVUbwxOxERERGJiz3CiIiIiIiIiIjIFFgIIyIiIiIiIiIiU2AhjIiIiIgGFD9xMn7CJBEREdF4xWb5RERERJRGVVVs3bo148mTTqcTDQ0NeciKiIiIaGRYCCMiIiIiIiIiIlPg1kgiIiIiIiIiIjIFFsKIiIiIiIiIiMgUWAgjIiIiIiIiIiJTYCGMiIiIiIiIiIhMgYUwIiIiIiIiIiIyBRbCiIiIiIiIiIjIFFgIIyIiIiIiIiIiU2AhjIiIiIiIiIiITIGFMCIiIiIiIiIiMgUWwoiIiIiIiIiIyBRYCCMiIiIiIiIiIlNgIYyIiIiIiIiIiEyBhTAiIiIiIiIiIjIFFsKIiIiIiIiIiMgU/n/FCAG02r7xEgAAAABJRU5ErkJggg==\n", 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ORyJ4CMIAAAAAAGhHa2uSKo4rdnfLVO7i2i/6hCGACMIAAAAAAGhHdRrlNxVBGAKIIAwAAAAAgHbUkiCs4gbK9bzsxkZzfwbQYgRhAAAAAAC0GWute43yP2M6OqSenupJdoWhzRGEAQAAAADQbp6uS5W7szo6pO6exs/vFccjETAEYQAAAAAAtBtnINXTW7zpsdkIwhAwBGEAAAAAALQbt/uDNXpv/knxWCbQpgjCAAAAAABoN2tr1WO3grCubqmzszwuFKT1vDs/C2gBgjAAAAAAAFzixu4pWyhI684g7EDTf46k4nHLHo5HYm/8uHuQIAwAAAAAABcYY9wJAvJrUuV7u3tkOrua/3NK6BOGPbLWutO7bh8IwgAAAAAAcIExRoVCofkvrmmU785usE0EYdijQqFAEAYAAAAAQBj09PQon3ehn1arGuVXvb8izFjPy25suPszEQj5fF49PT1el1GFIAwAAAAAABe4EYRZa1sehJmODskZZrArDDuwtrZGEAYAAAAAQBh0d3drY2NDT58+bd5LN54W/ykxHe4fjZQ4Holde/r0qQqFgrq7u70upQpBGAAAAAAALjDGqK+vT8vLy9po1lHCOv3BWtKDiSAMu7CxsaHl5WX19fXRIwwAAAAAgLA4ePCgDh48qEePHjVnZ1ir+4M1+jn5J+7ciIm29/TpUz169Gjzz77fuHi/KgAAAAAAKIUBjx49UkdHhw4cOKCenh51dHTIGLO7HTNra9XjVgVhXd1SZ6dU2tlWKEjr+dYcy4RvWWtlrVWhUFA+n9fa2poKhYL6+vp8GYJJBGEAAAAAALju4MGD6u3t1fr6uvL5vJaXlzdDhJ2y1krLjyVVfCeblVnd3THF0s60rq7dRQJ2vSCtr5cnlpZkev0ZdqDWXtd9O6Uwt6enR5FIRN3d3b47DlmJIAwAAAAAgBYohQV7vUXPpudU+L+vlCee/YI63/x/dv2ehYUFSdLzzz+/q+8VfvbPsj++tTk25/4vdXzze7v++fDGXtc9aAIXhF25ckWXL19WLBZTJBLZ0XdSqZSmp6fV19cnScrlchodHd3x9wEAAAAAcJtNfVA1NvEzLf35ZvBs5V402dRcS38+0AyBCsIymYzS6bSuXr265XOvvvqqhoeHJUnJZFI3b97U9evXN4OvZDKpq1evVs0BAAAAAOCp+dvV40RrgzCdPCWZDskWiuPMouzKskz/4dbWAexDoIKwdDotSYrFYpu7uyrlcjlFo9HNEEySbt68WbP7a3h4WNFoVJOTkxobG3O/cAAAAAAAtlGzI6zFQZjpPSgdPyHdS5cnUx9Iw/+9pXUA+xGoICyTyej69etKJBJ1P5+YmNDly5c3x8lkUplMRkNDQzXPnjt3Tjdu3CAIAwAAAAB4zj76rfTrpfJEZ5d0YrDldZjBs7IVQZid/0CGIAxtpMPrAprp8ePHDUOw6elpDQ8PV+38mpmZkaS6xx+j0aikYv8wAAAAAAA8la7eDaaBhEz33pru70vibNXQpm43eBDwp0AFYS+//HLd+Ww2q2QyqfPnz1fNz8/PKxaL1f1OaX52dra5RQIAAAAAsEteH4ts+HPTH8oWNjypBdiLQAVhjRrbv/XWW1VHIkuWlpbqPF0tk8nsuy4AAAAAAPaj5obG+GlvCom+IFU2x19blRYXvKkF2INABWH1pFIpRaPRuiFZNpvd9vsrKytulAUAAAAAwI7YjQ3pzodVc57tCDOm5rZK67zNEvCxQDXLr2dyclLj4+MNP693u6Qk9ff3S9pZWHblypW682+++aYkaWGh/dPxfD4vKRi/C3aHtQ8v1j6cWPfwYu3Di7UPL9a+fXQ/vK/o2pPN8UbkkBZza9Ie126/a9//+ed1pGK8Mvvv+jTxX/b0LrROkP7OHz16dM/fDfSOsGQyqZWVlYZHJrdS2gm2l+8CAAAAANAs3YvpqnH+WFwyxqNqpPzxeNW45366wZOA/wR6R9j09LQGBxtfJxuJRJTL5bZ8R2ln2FZKO78aGRgY2PYdfldKjIPwu2B3WPvwYu3DiXUPL9Y+vFj78GLt20dh+leyFeO+3/2v6t/Huu137W30ORVu/Y1kC5Kk7t8s6YvPPiNT2TsMvsPf+aJA7wibmZlpeCuktLOQCwAAAAAAL9m0P26M3Pz5vQel4yeqJx23WgJ+FdggLJlMStr6aGM0Gm14K2RpPpFINL84AAAAAAB2wGYfSw8XyxOmQzrxO94VVCpj8GzV2M4ThKE9BDYIS6eLZ5S32vV17ty5hp+VjkwShAEAAAAAPJOeqx4fO1HckeW1uOPmyBQ3R6I9BDYIK+3oikajDZ8ZGhqSVN49VimZTCoWixGEAQAAAAA8Y1P+OhZZ4twRpvSHsoUNb4oBdiHwQdhWYrGYRkZGND09XTWfzWb1/vvva3R01K3yAAAAAADYVs2RQ58EYYq+IFU2x19blRYXvKsH2KHABmElW/UIk6Tx8XFls1ndunVLUjFAm5iY0MWLFzUyMtKKEgEAAAAAqGELhZqjkWbQH0GYMaYmlLPzHI+E/3V5XYBbRkdHlUqltrw1suTatWtKpVKamppSJBLR2NjYjr4HAAAAAIBrMovSarY87uuXoke9q8fBJM7IJv9XeSL1gfR//pF3BQE7ENggLJFI7Kq/126fBwAAAADATc7+YEqclunwz8EuM3hWtmJcUy/gQ/75GwQAAAAAAMqcjfLj/jgWuenkKclUxAqZRdmVZe/qAXaAIAwAAAAAAB/y642RJab3oHT8RPUku8LgcwRhAAAAAAD4jH2Sq72FMX7am2K2YAbPVo1rbrkEfIYgDAAAAAAAv0l/KNlCefz8cZlIv3f1NOI4rmlT3BwJfyMIAwAAAADAZ2qORQ7661hkiXNHmNIfyhY2vCkG2AGCMAAAAAAAfMam56onfNYfbFP0Ban/cHm8tlp7pBPwEYIwAAAAAAB8xFpbe2OkT4MwY0xNSOfczQb4CUEYAAAAAAB+8klGevyoPD7QKx0d8K6ebdSEdPP0CYN/EYQBAAAAAOAjNTuqTp6S6ej0ppgdqLk5kh1h8DGCMAAAAAAA/MSxo8qvxyI3nTwlmYp4IbMou7LsXT3AFgjCAAAAAADwkdobI882eNIfTO9B6fiJ6kl2hcGnCMIAAAAAAPAJm1+T7qerJ+OnvSlmF5y71uw8QRj8iSAMAAAAAAC/WJiXNjbK4+eelzn8jHf17FTC2SeMhvnwJ4IwAAAAAAB8ouZYZNzn/cE+U3N8M/2hbGGj/sOAhwjCAAAAAADwiZobF/3eKL8k+oLUf7g8XluVHix4Vw/QAEEYAAAAAAB+4eit5fsbIz9jjKkJ7egTBj8iCAMAAAAAwAfsbz6RPv11eaK7R/riSc/q2a2a0G6ePmHwH4IwAAAAAAD8IO3YQXViUKar25ta9sDZJ6zmmCfgAwRhAAAAAAD4QE2j/DY5Frnp5CnJVMQMmUXZlWXv6gHqIAgDAAAAAMAH2j0IM70HpWMnqifZFQafIQgDAAAAAMBj9um6dHe+ejLeXkGYJJlBGubD3wjCAAAAAADw2v070nq+PH7m8zLPfsGzcvYs4ewTRsN8+AtBGAAAAAAAHqvZOdVmxyJLnA3zlf5QtrDhTTFAHQRhAAAAAAB4rc37g22KviD1Hy6P11alBwve1QM4EIQBAAAAAOAxm3YEYYPtGYQZY2p2s9EnDH5CEAYAAAAAgIfs8qfSrx6WJzo7pYFB7wrap5rdbPP0CYN/EIQBAAAAAOCl9Fz1+HhcpueAN7U0gbNPmE2xIwz+QRAGAAAAAICHnEFR2/YHKzl5SjIVcUNmUXZl2bt6gAoEYQAAAAAAeKhmx1SbB2Gm96B07ET1JLvC4BMEYQAAAAAAeMQWNqT0h1Vzbb8jTLXN/mmYD78gCAMAAAAAwCsPFqS11fL40BHpuee9q6dZEo4+YWmCMPgDQRgAAAAAAB6pdyzSGONNMU3kbJiv1Fxx9xvgMYIwAAAAAAC84myUHz/tUSFNFn1B6j9cHq+tFne/AR4jCAMAAAAAwCM2NVc1DkJ/MEnFXW0J+oTBfwjCAAAAAADwgM2tSB/fK08YI8VPeVdQk9WEevO3vSkEqEAQBgAAAACAFxy7wXR0QKa3z5taXOAMwmr6oQEeIAgDAAAAAMADzmAoKMciN8VPS6Yidsgsyq4se1cPIIIwAAAAAAA8YdOOHVLOmxbbnOk9KB07UT3JrjB4jCAMAAAAAIAWs4VCzdHIwO0Ik2QGaZgPfyEIAwAAAACg1ZYeSLmV8vhgRIod864etySqd7nV7IIDWowgDAAAAACAFqtpHB8/LdMRvP9EN87jnqk52cKGN8UAIggDAAAAAKD1gt4ovyT6gtR/uDxeW5UeLHhXD0KPIAwAAAAAgBZz9soKahBmjJES9AmDfxCEAQAAAADQQvbJqrR4t3oycdqbYlqgJuSbv+1NIYAIwgAAAAAAaK27H0m2UB4/f0wmcsi7elzmDMJq+qMBLUQQBgAAAABACzmDIBMP5rHITfHTkqmIHzKLsivL3tWDUCMIAwAAAACghWp2RAW0P1iJ6T0oHTtRPcmuMHiEIAwAAAAAgBax1obnxsgKZpDjkfAHgjAAAAAAAFrl10vS8qflcc+B2t1SQZQ4WzUkCINXCMIAAAAAAGgR67wx8eQpmc5Ob4ppITNYHYQpNSdb2PCmGIQaQRgAAAAAAK2SnqsaOo8MBlb0Ban/cHm8tio9WPCuHoQWQRgAAAAAAC1Sc2NkCPqDSZIxpuZSADvP8Ui0HkEYAAAAAAAtYNfz0kKqejIejiBMqhP6OY+JAi1AEAYAAAAAQCsspKSNp+Xx56MyRz7nXT0t5gzCaJgPLxCEAQAAAADQAmE9FrkpfloyFTFEZlF2Zdm7ehBKXV4X4KZMJqOpqSmtrKyov79fKysrunz5siKRSM2zqVRK09PT6uvrkyTlcjmNjo7WfRYAAAAAgF1zHgUMWRBmeg9Kx05I99PlyfScNPTfvCsKoRPYICyZTOrmzZv63ve+p0QiIakYjE1MTOjatWt1n71+/fpm8JVMJnX16tWqOQAAAAAA9sqmQ74jTMVbMm1FEGbnb8sQhKGFAnk0MpPJ6I033qgKwSRpampKs7OzymazVc/fvHmzZvfX8PCwotGoJicnW1Y3AAAAACCY7G9/Lf3mk/JEV7c0kGj8haBKnK0a0icMrRbIIGxiYkIjIyNVIVhJLBarCrySyaQymYyGhoZqnj137pymp6ddrRUAAAAAEAKO3WA6MSjT1e1NLR4yg9VBmFJzsoUNb4pBKAXuaGQqlVI6ndbLL79c89nY2FjN3MzMjCTVPf4YjUY331kvVAMAAAAAYCdqGuXHw3csUpIUfUHqPyStPC6O11alBwvS8bi3dSE0Arcj7Kc//akkKR7f2V+i+fl5xWKxup+V5mdnZ5tTHAAAAAAglGqOAIawP5gkGWMkRwho5zkeidYJ3I6wUmgVi8U0PT2thw8fSireAnnhwoWa0GtpaUn9/f1bvjOTybhTLAAAAAAg8OzTp9Ldj6rmwtgov8QMnpWd/UV5Yv629H98zbuCECqBC8KWlpYkFY88JhIJnT9/XlLxeOPVq1d17dq1qmOO2Wx22yBsZWXFvYIBAAAAAMG2eEfK58vjI89Kz37Bs3K8ZhJnZCvGNMxHKwUuCCvdCLmysqKRkZHN+UQioaGhIb311lt68803q77T19dX912lgMx5y6TTlStX6s6Xfs7CwsLOivex/Gf/px2E3wW7w9qHF2sfTqx7eLH24cXahxdr3zqRX7yvZyrGqy98Ub+5d8+zerxee9PdpxeMkbGfxWGZRd2//Z8q9G29SQX74/W6N9PRo0f3/N3A9QgrqXcL5PDwsNLptJLJ5I7eUdoJVq+RPgAAAAAAO9GzeKdqnD8W7sbwtueA1qPVQUb34l2PqkHYBG5HWEm9BvilWyCTyaSGh4clFUOuXC635bu2Ozrp3GHmNDAwsOXn7aCUGAfhd8HusPbhxdqHE+seXqx9eLH24cXat85G5n7V+HP/+5f0rIf/3v2w9oWzQ7KZxc3xc49/rQ7+LLrKD+vuB4HbEdboBshKpT5i0vYhFwAAAAAAe2UfLwBC4xkAACAASURBVEtLH5cnOjqkE7/jXUF+kThbNaRPGFolcEFYPF7cYrpVX6/K8CsajTa8FbI0X9lcHwAAAACAHUs7Ap7jcZkDB7ypxUfMYHUQptScbGHDm2IQKoELwgYHByXVv+mxdASyMtg6d+5cw3fVex4AAAAAgJ2y89VBmEmc8agSn4m+IPUfKo/XVqUH7d/EHf4XuCDs/PnzkqR0Ol3z2UcffSSpOvwqNdWv10A/mUwqFosRhAEAAAAA9sQ6d4QRhEmSjDFSvPrfhTM0BNwQuCAsEonopZde0uTkZNV8NpvVu+++q9HR0apbIGOxmEZGRjQ9PV3z/Pvvv6/R0dGW1A0AAAAACBZb2JDSc1VzZpAgrKTmeOT8bW8KQagELgiTpEuXLikej+v1119XMpnUzMyMXnvtNV28eFEXLlyoeX58fFzZbFa3bt2SVOwNNjExoYsXL2pkZKTV5QMAAAAAguDj+9KT1fK4/5D03Ave1eMzzmOiNbvnABd0eV2AW8bHx5VKpZRKpdTf36/vf//7VTvBnK5du6ZUKqWpqSlFIhGNjY3t6AZKAAAAAADqqbkJMX6meCQQRfHTkumQbKE4frgom30sEzm09feAfQhsECYVm9zvpr/Xbp8HAAAAAKChFI3yt2J6D0rHTkj3K3p8pz6Qhv6bd0Uh8AJ5NBIAAAAAAK85d4QRhNVy9kyz9AmDywjCAAAAAABoMpvLSh/fK08YI5085V1BfpWobphfc5wUaDKCMAAAAAAAmu3OnGRtefzCF2X6GvetDquamyNTc8XbNgGXEIQBAAAAANBkNccinYEPiqIvFG/TLFlblR4seFcPAo8gDAAAAACAJrOpueqJ+GlvCvE5Y4wUd/YJ43gk3EMQBgAAAABAE1lr69wYyY6wRmp2y9EwHy4iCAMAAAAAoJmWPpayj8vjg33SC8e9q8fnnLdp2jQ7wuAegjAAAAAAAJqo5ubDk6dkOvjP74bipyVT8e/n4aJsZZAINBF/EwEAAAAAaKZU9dE+544nVDO9B6VjJ6onnWEi0CQEYQAAAAAANBE3Ru6eGXQ2zKdPGNxBEAYAAAAAQJPYtSfS/TvVk9wYuT3HZQI1x0uBJiEIAwAAAACgWe5+JBUK5XH0qEz/Ye/qaRM1x0dTc7KFDW+KQaARhAEAAAAA0CQ1xyLpD7YzsaNS/6HyeG1VerDgXT0ILIIwAAAAAACapOZIH0HYjhhjpLizTxjHI9F8BGEAAAAAADSBtbbmtkN2hO1czaUC9AmDCwjCAAAAAABoht/8Snr02/K4p0c6dsK7etqMMzS0KW6ORPMRhAEAAAAA0AQ1xyJPnpLp6vKmmHYUPy2Zipji4aJs9rF39SCQCMIAAAAAAGgG57HIOMcid8P0HqzdQcfxSDQZQRgAAAAAAE3AjZH7ZwadDfM5HonmIggDAAAAAGCf7Pq6tDBfPZk47U0x7aymTxg7wtBcBGEAAAAAAOzXvZT09Gl5/OxzMs983rt62pRJOG+OnJMtbHhTDAKJIAwAAAAAgH1y3nDIscg9ih2V+g+Vx2ur0oMF7+pB4BCEAQAAAACwX6m56vEgQdheGGOkOMcj4R6CMAAAAAAA9qmmUT43Ru6ZGXQcj5wnCEPzEIQBAAAAALAP9tPfSL9eKk90dUkDg94V1Oacx0qdx06B/SAIAwAAAABgP9KOY5FfTMh0d3tTSxDET0umIq54uCibfexdPQgUgjAAAAAAAPah5lgkjfL3xfQelI6dqJ6kTxiahCAMAAAAAIB9qDm6RxC2bzXHI+c5HonmIAgDAAAAAGCP7MaGdOfDqjl2hDXBIDdHwh0EYQAAAAAA7NXiHSmfL4+PfE76fNSzcoLCJBw3R6bmZAsb3hSDQCEIAwAAAABgj2p2KsXPyBjjTTFBEjsq9R8qj9dWpQf3vKsHgUEQBgAAAADAXtEo3xXGGCnuPB5JnzDsH0EYAAAAAAB7ZFNzVWOCsOYxg47jkfP0CcP+EYQBAAAAALAHdmVZyiyWJ0yHdPJ3vCsoYGpujmRHGJqAIAwAAAAAgL1IV+8G0/ETMgd6vakliOKni+FiycNF2exj7+pBIBCEAQAAAACwB85G+RyLbC7Te1A6dqJ60nk5AbBLBGEAAAAAAOxBzY2RibP1H8Se1RyPnOd4JPaHIAwAAAAAgF2yhULN0Uh2hLlg0NknjB1h2B+CMAAAAAAAduvhfWk1Vx739Uuxo97VE1DGucsuPSdb2PCmGAQCQRgAAAAAALtUeyzyjIwx3hQTZLGjUv+h8vjJqvTgnnf1oO0RhAEAAAAAsFs0ym8JY4wUdx6PpE8Y9o4gDAAAAACAXeLGyNYxg47jkfP0CcPeEYQBAAAAALALdjUnPVgoTxgjxU97V1DA1dwcyY4w7ANBGAAAAAAAu3HnQ8na8vj54zJ9Ee/qCbr4KclUxBcPF2Wzj72rB22NIAwAAAAAgF3gWGRrmd4+6dhA9aTzsgJghwjCAAAAAADYhXo3RsJdJlHdJ8zOczwSe0MQBgAAAADADllruTHSC4POPmHsCMPeEIQBAAAAALBTv/pYWlkujw8clI5+0bt6QsK5I0zpOdnChjfFoK0RhAEAAAAAsEM1O5Hip2Q6Or0pJkxiR6X+Q+Xxk1XpwT3v6kHbIggDAAAAAGCnao5Fnm3wIJrJGCPFnccj6ROG3SMIAwAAAABgh2xqrmpMf7DWMYOO0HGePmHYPYIwAAAAAAB2wK6tSffT1ZOJ094UE0LO0JEdYdgLgjAAAAAAAHZiYV7aqGjQ/tzzMoeOeFdP2MRPSaYixni4KJt97F09aEsEYQAAAAAA7ICzUT7HIlvL9PZJxwaqJ52XFwDbIAgDAAAAAGAHao7iEYS1nPNyAjvP8UjsTpfXBTTbrVu3JElf/epXFYvFJEnZbFZvv/22nn/+eZ0/f77mO6lUStPT0+rr65Mk5XI5jY6OKhKJtK5wAAAAAIBvWWtrmrPXNG+H+wbPSO/90+bQuUsP2E7ggrBcLqfp6Wm98847kqRIJKJsNquhoSFdunSp5vlkMqmbN2/q+vXrm8FXMpnU1atXq+YAAAAAACH220+kR78pj7t7pGMnPSsnrEzirGzlRHpOtrAh09HpVUloM4E8GhmPxzf/dyKR0Pj4uK5du1b32Zs3b9bs/hoeHlY0GtXk5KTrtQIAAAAA2oBz59GJ35HpCtzeEv+LHZX6D5XHT1alB/e8qwdtJ5B/a7///e/vaCdXMplUJpPR0NBQzWfnzp3TjRs3NDY25kaJAAAAAIA2QqN8fzDGSPEz0uwvNuds6rbM8ZPeFYW2EsgdYTs1MzMjSXVDs2g0KqnYPwwAAAAAEG4EYf5R05ttnj5h2LlQB2Hz8/ObDfWdSvOzs7OtLAkAAAAA4DP26bp0d756kiDMM84QsuY2T2ALgTwaubKyounpaT1+/FhS41sgl5aW1N/fv+W7MpmMa3UCAAAAANrAvbT0dL08/twXZD73ee/qCbv4Kcl0SLZQHD9clM0+lokc2vp7gAK6I2xqakoXLlzQpUuXdOnSJQ0PD+s73/lOTaiVzWa3fdfKyopbZQIAAAAA2gDHIv3F9PZJxwaqJ52XGQANBG5H2IULF2qOO46MjOjtt9/W5OSkxsfHqz7r6+ur+57STrGdhGVXrlypO//mm29KkhYWFrZ9h9/l83lJwfhdsDusfXix9uHEuocXax9erH14sfY797nZf1flfzl++mxUK2387y0Ia/9M9Jgi9+9sjj/9f3+ux0ei3hXUBoKw7iVHjx7d83cDtyOsUc+vwcFBzczM7PioY2kn2E5unwQAAAAABFfP4p2qcf5Y3JtCsCl/vHoNeu6nPaoE7SZwO8IaKQVk6XR6839HIhHlcrktv7ddDzGpvPOrkYGBgS0/bwelxDgIvwt2h7UPL9Y+nFj38GLtw4u1Dy/Wfmfs8m9V+PTX5YnOLsX++zmZngPeFbVPQVh729Opwju3Nse9Hy/oi8ePyXR0eliVvwVh3ZshcDvCGh1lLO3sqtwRtpOQCwAAAAAQYqm56vEX420dggVG7KjUX9Ec/8mq9OCed/WgbQQqCJuYmNA3vvGNuscfSwFZ5dHJaDTa8KhkaT6RSLhQKQAAAACgHdjU7aoxjfL9wRgjxavXwrlWQD2BCsKy2awikUjdnV6lYCsaLTfPO3fuXMN3lY5MEoQBAAAAQHhZ544wgjDfqAkl57k5EtsLVBAWj8f1N3/zN3Ub3M/Ozioej1cFW0NDQ5KkZDJZ83wymVQsFiMIAwAAAICQshsb0p0Pq+bYEeYfZvBs1ZgdYdiJQAVhL7/8siYnJ2vmS7dFXr58uWo+FotpZGRE09PTVfPZbFbvv/++RkdHXa0XAAAAAOBjDxaktSfl8aEj0hdijZ9Ha8VPSaYi1ni4KJt97F09aAuBCsIikYjOnz+viYkJzczMKJVK6datW5qcnNT169fr7u4aHx9XNpvVrVvF2yYymYwmJiZ08eJFjYyMtPpXAAAAAAD4hE05jtolzhR7U8EXTG+fdMxxA6LzKCvg0OV1Ac2WSCQ0Pj6uZDKp2dlZDQ8P69KlS1t+59q1a0qlUpqamlIkEtHY2FhVU30AAAAAQAg5gjCORfqPSZyVvX9nc2xTt2WGfs+7guB7gQvCSoaHhzU8PLzj5xOJBP3AAAAAAACbnDvCCMJ8aPCM9N4/bQ7tPH3CsLVAHY0EAAAAAKAZbPax9PB+ecJ0SCdPeVcQ6jKJ6ob5Ss/JFja8KQZtgSAMAAAAAACntKPX1LETMr0HvakFjcWOSv2HyuMnq9KDe97VA98jCAMAAAAAwIFjke3BGCPFq9fGpjgeicYIwgAAAAAAcKh3YyT8qSaknP+g/oOACMIAAAAAAKhiC4Wao5HsCPMvM1jdJ4wdYdgKQRgAAAAAAJUyD6RctjzuixR7UcGf4qeKlxmUPFwsXnYA1EEQBgAAAABAhZodRfHTMh3857Nfmd4+6dhA9WRqrv7DCD3+JgMAAAAAUIlG+W3HJDgeiZ0hCAMAAAAAoELtjZFnGzwJ3xh03Bw5TxCG+gjCAAAAAAD4jH2SkxYXqifjp70pBjtWE1am52QLG94UA18jCAMAAAAAoOTOR5ItlMfPH5eJ9HtXD3YmdlSKHCqPn6xKD+55Vw98y9MgbGlpSblczssSAAAAAADYVHsskv5g7cAYIznWij5hqKfLrRe/++67ymbL180ODw/r5MmTm59NTk5ufh6LxTQ+Pr75OQAAAAAAXnAGYc5wBf5lEmdkZ39Rnpj/QPrK17wrCL7k2o6wbDaryclJzc7Oqq+vT319fZKkmZkZ3bhxQ9lsVi+99JJeffVVvfTSS3rttdfYHQYAAAAA8Iy1lhsj25gZ5OZIbM+1HWHRaFSjo6N66aWXquYnJyclqeqzoaEhJRIJTU5O6pVXXnGrJAAAAAAAGvskIz1+VB4f6JWODnhXD3YnfkoyHeUebw8XZbOPZSp7hyH0XNsRNjs7WxOCpdNpLS0tKRKJ1HyWSCT0+PFjt8oBAAAAAGBLNcciT56S6ez0phjsmuntk445gsvUnDfFwLdcC8JKRyErzc7OSpIGBwfrfscY41Y5AAAAAABsjWORbc8kOB6JrbkWhNULtZLJpKTiUUgAAAAAAPyEGyMDYNBxc+Q8QRiquRaE1VPaETY8PFzzWS6XKzYmBAAAAACgxWx+TbqXqp5MnPamGOyZc0eY0nOyhQ1vioEvuRaEWWt1586dzfE777wjSYrFYjp58mTN85OTk3r55ZfdKgcAAAAAgMYWUtJGRWDyhZjM4c95Vw/2JnZUqmyO/2RVenDPu3rgO67dGvnyyy/r29/+tr785S9rZWVFMzMzkoq3RVb65S9/qcnJSWWzWV26dMmtcgAAAAAAaMjZS4pjke3JGCMlzkizv9ics6nbMsdPelcUfMXVZvnXr19XJpNRMplUNBrV9773PX3pS1+SJM3MzOgb3/iGXn/9daVSKWUyGU1MTLhVDgAAAAAADdXcGOk8Yoe2URNizn9Q/0GEkms7wqTiMchXX3217mcjIyMaGRlx88cDAAAAALAzqbmqITvC2pcZPKvKDuQ1ISdCraXN8gEAAAAA8Bv7m0+k335Snujqlr540rN6sE/xU5KpiDse3pfNPvauHviKqzvCtjI9PS1jjGKxmKLRqKLRqFelAAAAAADCLF29G0wnBmW6ur2pBftmevukYwPS/TvlydScNPR7ntUE/3BtR9if//mfb/l5f3+/IpGIHj58qB//+Mf6q7/6K7dKAQAAAACgIefROY5Ftj/j6PHmvAwB4eXajrCHDx9u+bmzP1gmk9HNmzf1yiuvuFUSAAAAAAA1uDEygAbPSO/90+bQzhOEoci1HWHGmF09H4vFtLKy4lI1AAAAAADUsk/Xpbvz1ZMEYW2vJsxMz8kWNrwpBr7im2b5uVxO6XTa6zIAAAAAAGFy/460ni+Pn/m8zLPPeVYOmiR2TIocKo+frEoP7nlXD3xj30cjl5aW6gZY2WxWP//5z2WtrfOtskwmo0wmo+npaZ0/f36/5QAAAAAAsGPO/mDsBgsGY0xxLWd/sTlnU7dljp/0rij4wr6DsGw2q0wmo48++kg/+9nPqj77y7/8yx2/JxqNanR0dL/lAAAAAACwczTKDyyTOCNbEYQp9YH0la95VxB8Yd9BWDweVzwe3xzfuHFD7777riRpaGho2+9Ho1ElEgl2gwEAAAAAWo4bI4PLDJ5V5Rk1O/9Bw2cRHk2/NXJsbEySNDMzo1dffbXZrwcAAAAAoCns40fSrx6WJzo7pYFB7wpCc8VPSaZDsoXi+OF92exjmcreYQgdV5rlX7hwYdveYAAAAAAAeMrZH+x4XObAAW9qQdOZ3j7p2ED1ZGrOm2LgG64EYbFYbE/9vn70ox+5UA0AAAAAALU4Fhl8JnG2amxTtz2qBH7hShAmaU89v6anp12oBAAAAACAWtwYGQKD1Wtq5wnCwq7pPcLqyeVyWllZ2fzf9Tx8+FDZbLYV5QAAAAAAQs4WNqT0h1Vz7AgLHpM4U9UwX+k52cKGTEenVyXBY64GYe+++66mpqaUyWTc/DEAAAAAAOzOg3vS2mp53H9Yeu557+qBO2LHpMghKfu4OH6yWlz74yc9LQvecS0Im5mZ0Y0bNzbHfX19Wz7faKcYAAAAAADNVu9YpDHGm2LgGmNM8cjr7C8252zqAxmCsNByLQj78Y9/rBdffFGXLl3aNgSTpGw2q29+85tulQMAAAAAQBmN8kPDJM7IVgRhSt2WvvI/vCsInnItCOvv79fY2NiOn49EIjsKzAAAAAAA2C9ujAwPM3i2qk+Ynf+g4bMIPtdujYzFYrv+zvj4uAuVAAAAAABQZnMr0sf3yhPGSPFT3hUEd8VPSaYi/nh4X7bUMwyh41oQZq3d/iGHoaEhFyoBAAAAAKCC47ZIHR2Q6eWEUlCZ3j7p2ED1ZGrOm2LgOdeCsHPnzumdd97Z1Xf+9E//1KVqAAAAAAAo4lhk+JjE2aqxTd32qBJ4zbUgbGhoSH19ffrRj3604+9kMhm3ygEAAAAAQFL9GyMRcI41tvMEYWHlWrP8n/3sZzp06JBSqZS++c1vanBwUNFoVJFIpO7zhGAAAAAAALdZa7kxMoTM4JmqhvlKz8kWNmQ6Or0qCR5xLQj7+7//e+Vyuc1xMpl060cBAAAAALAzmUUpt1IeH+yTnj/uXT1ojdgxKXJIKjXJf7IqfXxfOnbC27rQcq4FYf39/ZKKvcJ2IpPJ6Je//KVb5QAAAAAAUHssMn5apsO1rkHwCWNM8Xjk7C825+z8bRmCsNBxLQiLRCK6ePGiXnzxxR1/50/+5E/cKgcAAAAAgDrHIs82eBBBYxJnZCuCMKVuS1/5H94VBE+4FntHo1HFYrFdfaevj+tqAQAAAADu4cbI8DKDjpsj5z9o8CSCzLUdYePj47v+zg9/+EMXKgEAAAAAQLJrT6T7d6sn46e8KQatFz8lmQ7JForjh/dls49lIoe8rQst5auD0O+++67XJQAAAAAAgurOR+UQRJJix2T6D3tXD1rK9PZJxwaqJ1Nz3hQDz/gmCMvlcpqenva6DAAAAABAQNUeizztUSXwivMorE3d9qgSeMW1o5F37tzZ1fM//elPlc1m3SkGAAAAABB6NaEH/cHCJ3FWeu9/bg7tPEFY2LgShKXTaV29enXX34tEIi5UAwAAAAAIO2stN0ZCZvCMbOVEek62sCHT0elVSWgxV4KwykBrq5sgc7nc5jP9/f2uBmHJZFIzMzMaGxur+3kqldL09PRmvblcTqOjo4RzAAAAABAEv16Slj8tj3sOSMdOeFcPvBE7JkUOSdnHxfGTVenj+/xZCBFXgrBoNCpJunbtmn73d393y2eTyaSmp6f1h3/4h9s+ux83b95UPB5vWMPNmzd1/fr1zeArmUzq6tWrVXMAAAAAgPbk7A+mk6dkOtkFFDbGmOKR2NlfbM7Z+dsyBGGh4Wqz/J0EW8PDwxofH9d//Md/7Lqv2E5NTU0pk8k0/PzmzZs1u7+Gh4cVjUY1OTnpSk0AAAAAgBaqORZJf7Cwqll7GuaHimtB2Kuvvrqr50dHR/X22283vY6tAjCpuPMrk8loaGio5rNz585xkyUAAAAABEDtjZEEYWFlBqt7w9n5Dxo8iSByLQirFyxtx1q7/UO7NDU1pQsXLjT8fGZmRlL9Rv2lI56pVKrpdQEAAAAAWsOu56UFx3/XxU97Uwy8Fz8lGVMeP7wvW+oZhsBz9WjkbpnKP4hNMDMzo5GRkS2fmZ+fVywWq/tZaX52drapdQEAAAAAWmghJW08LY8/H5V55lnv6oGnTG+fdHSgejI1500xaDnfBGFLS0ubt0g2y0cffaTh4eFtf+52tjteCQAAAADwL45FwqnmeCR9wkLDlVsjl5aWdtVbK5PJaHZ2VhcvXmxaDVNTU3r55Ze3fS6bzaq/v3/LZ1ZWVppVFgAAAACg1Zw3RhKEIXFWeu9/bg7tPEFYWLgShGWzWU1NTe3qO/F4XC+99FJTfn4mk1EkEqnb96uevr6+uvOlgCybzTalLgAAAABA67EjDE5m8IyqupSn52QLGzIdnV6VhBZxJQgr9daKRqNbNs2PRCI6dOiQ4vH4nprrNzI1NaWxsbF9v6e0E2y7QO3KlSt15998801J0sLCwr5r8Vo+n5cUjN8Fu8PahxdrH06se3ix9uHF2odXWNa+4/GneuE3v9oc284u3VOXFPDfeythWfstWasXDvapY/WzFk1PVvXxv/8vPY0e9bYuFwVp3Y8e3fs6uRKElXZYXbt2bfPmxVbZSYP8SpFIZNveZNsdnQQAAAAA+FPP4t2q8frzx6Wubo+qgW8Yo/yxuHo/+v82p3rupwMdhKHIlSCspNUhWDab1UcffaRLly7t+DvNCLlKO78aGRgY2PLzdlBKjIPwu2B3WPvwYu3DiXUPL9Y+vFj78ArL2hd+/m7VEbgD/9tw4H/n7YRl7bdT+C//VbYiCHv20yV9IcD/Tlj3IteCsH/8x39069UNzc/Pa3Z2Vq+//nrdzys/u3btmqRiWDc7O1v3+dJtkYlEwoVqAQAAAABuc/YHo1E+Sszg2aqQ1M5/0PBZBIerO8JabXh4WMPDwzXz2WxW3/jGNzQ0NKTx8fGqz86dO9cwCCsdmSQIAwAAAID2Y58+le5+VDVnEmc9qga+c/KUZIxkP4vDHt6XzT6WiRzyti64qmVB2NLSkmZnZ5VKpSQVG+qPjIy0/PikU6lJfzKZrAnRksmkYrEYQRgAAAAAtKPFu9JnDcIlSUeelZ79gnf1wFfMwT7p6EDxz0lJak4a+j3vioLrXA/Ccrmc3nrrLc3MzNR8Njk5qeHhYY2Njem5555zu5S6SoHc9PR0VRCWzWb1/vvv6/Lly57UBQAAAADYn9pjkadljPGmGPiSGTwrWxGE2dRtGYKwQOtw8+W5XE5XrlzZDMH6+voUjUYVjUY3b5ZMJpO6evWqfvWrX231qj1JpVJ6/fXX9Z3vfEdS8UbJ7373u5qYmKh6bnx8XNlsVrdu3ZJU7A02MTGhixcv7uoGSgAAAACAjziCMEN/MDg5jsrWhKcIHFd3hL322muKxWIaGxvbPILoNDMzo7fffltvvPGG/vqv/7qpPz+RSGw2xd/OtWvXlEqlNDU1pUgkorGxMcVisabWAwAAAABoHWeoQRAGJzN4pqphvtJzsoWCTIer+4bgIdeCsOnpaUWj0Zrm9E4jIyMaGRnRG2+8oX/+53/WH/zBH7hV0rYSiQT9wAAAAAAgAOzjZWnpQXmio0M68TveFQR/ih2TIoek7OPieDUnfXxPOnbC27rgGtcizp/97Gf61re+tePnX3nlFf3kJz9xqxwAAAAAQJikHUfcjsdlDvR6Uwt8yxgjOXYK2vnbHlWDVnAtCLPWbvYB24lYLCZr7fYPAgAAAACwDY5FYqdq/mykCMKCzLUgLBKJ7Po7hw4dcqESAACA/5+9e4+P+qrzP/4+X8JtJvQCJQMJBJJAklaCWlcNuz/dda1Vd9fSendB166WWm3VYt32Z6GtpdWy20LddbUt63b9balW1yr12pp661potV4CthCYGSBACLdCySTl9j2/P4Zk8p3vBHKZzHcur+fj4ePhOd+T4QOTpOTNOZ8DACg1/hsjCcKQmalLa5gfpWF+MRu1IGzfvn1D/pjOzs5RqAQAAAAAUEqse0qKt3nm2BGGAc2eKxmTGu/dJdvbMwxFZ9SCsHnz5unZZ58d9Ponn3xS8+bNG61yAAAAAAClomO39HJPahyeJFVMD64e5DUzMSRVVnsnY22ZF6PgjVoQdsUVV+irX/3qoMKwxx57TGvXrtXixYtHqxwAAAAAQImw6T2eahuSTdGBAfiOR6YfrUXRKButFw6FQlq0aJHuueceTZs2i2Oh5AAAIABJREFUTa9//etVXl7e1zsskUios7NT69evVyKR0PXXXz+k5voAAAAAAGTka5RfH1AhKBi1jdKvHu8b+sJUFI1RC8Ik6ZJLLlF5eblWr16tdevWDbhu0aJFam5uHs1SAAAAAAAlwn9jZOMAK4EkU9cg238i3ibrujLOqB2kQ0BGNQiTpObmZj344IN69NFH9cwzz/Q10Q+FQlqwYIEuv/xyVVRUjHYZAAAAAIASYLsTUkd7asKYZDN04EwiVclecr1N8nu6k59HVbOCrQtZN+pBmJQMvRYvXkwPMAAAAADA6Nq+VbL99vZMnykTCgdXDwqCMUaqbZA2/rZvzkY3yxCEFR32+AEAAAAAiob/WGRDQJWg0Pg+V+gTVpQIwgAAAAAARcN32x9BGAYpPQizUW6OLEbDPhq5ceNGrV279oxX0H7xi1/0zT322GOKRqOaP3++mpqa6A8GAAAAAMgKa60UZ0cYhqmmPtlTrvdo7d5dsomjMuFJwdaFrBp2ENbU1KTLL79c999/v7q7uz3z8+fPH/AWyMsuu0xSMkj73ve+p0QioauvvlqhUGi4pQAAAAAAIO3rkLqOpsYTQ9L0mcHVg4JiJoakympp947UZLxNmvea4IpC1o2oWX5zc7Pmz5+vT3ziE5ozZ46uv/76QQdaTU1NampqUiwW04oVK7R06VJNnTp1JOUAAAAAAEqY71jk7LkyDh2BMHimrlG2XxBmo1tkCMKKyoi/I9x///264oordPPNNw9rV1dtba2WLVumVatWjbQUAAAAAEApo1E+Rqq20TO0NMwvOiMKwp555hlZa/uOOw5XOBxWc3OzHn744RG9DgAAAACgdHFjJEbK1KV9zsTbZF03mGIwKkYUhK1du1Yf+9jHslLIwoULtWHDhqy8FgAAAACgtNhjx6Rdce9kDUEYhihSJfVvjt/TLXW0B1cPsm7YQVg8HldFRUVWm9zPnj1bmzZtytrrAQAAAABKxI6tUv+dOxXTZSadE1w9KEjGGCltJ6GNcjyymAw7CItGo6qtrc1mLZozZ446Ozuz+poAAAAAgOLHsUhki6mt907QJ6yoDDsI6+7uVnl5eTZrkSQlEomsvyYAAAAAoLj5boxMa3oODJZJb5gf3TLAShSiYQdhoVBI0Wg0m7Vo27ZtCofDWX1NAAAAAEBxs9ZyYySyp6ZeMiY13rtLNnE0uHqQVcMOwiKRiOLx+NkXDsH27dsViUSy+poAAAAAgCJ36IB05MXUeNw4qWpWcPWgoJmJIamy2jsZbwumGGTdsIOwpqYmdXZ2avv27VkpJB6Pq7OzU/PmzcvK6wEAAAAASoPvWOSsOTJlZcEUg6Jg6jgeWayGHYRJ0utf/3qtXr06K4WsXr1azc3NWXktAAAAAEAJ4Vgksi29TxgN84vGiIKwRYsWae/evbr33ntHVMSqVavU2dmpRYsWjeh1AAAAAAClJz2kIAjDSJm6tM+heJus6wZTDLJqRHtFI5GI3vzmN+vJJ59UIpHQkiVLNHXq1EF//L59+7RmzRq1trbqkksuUUVFxUjKAQAAAACUGHvihLQz7SI3gjCMVKRKCpVL3V3JcU+31NFO77kiMOJD00uWLFE0GlVra6uuvfZaveUtb1Fzc/MZe31t2rRJ69evV0tLi6Rkv7GrrrpqpKUAAAAAAEpNe0w6eTI1njxV5rwpwdWDomCMSQaqm57rm7PRzTIEYQUvK90DV65cqRUrVmjTpk366U9/qp/+9KeSkjvGwuGwysvL1dXVpUQioc7OTs/HNjU1admyZdkoAwAAAABQYtIb5XMsEtli6hpk+wVhim2W3vjW4ApCVmTtGo3ly5dr3bp1evjhh/vm0kOvdIsWLdJll12WrRIAAAAAAKUm/cZIgjBkialtlO035ubI4pDV+2QXLlyot7zlLXr00Uf1zDPPaN++fb41FRUVam5u1hVXXKFQKJTNXx4AAAAAUGLYEYZRU1MvGSPZ03HY3l2yiS6ZcHmwdWFEshqESVIoFNLixYu1ePFidXd3q6urS52dnYpEIiovLyf8AgAAAABkhT3yonSw3waMMWVSdW1wBaGomIkhqbJa2r0jNRnfIs17TXBFYcSyHoT1FwqFFAqFuA0SAAAAAJB96cciq2tlxo4LphYUJVPXKNsvCLPRLTIEYQXNCboAAAAAAACGg2ORGHW1jZ6hjW0OqBBkC0EYAAAAAKAgpQdhNMpHtpm6tM+peJus6wZTDLKCIAwAAAAAUHDsqVPS9q2eOXaEIesiVVKoX3P8nm6poz24ejBiBGEAAAAAgMKze4d0/FhqfM550hT6UyO7jDG+nYY2yvHIQkYQBgAAAAAoOJmORRpjgikGRc13PJI+YQWNIAwAAAAAUHjSwgiORWK0GF/D/LaAKkE2EIQBAAAAAApOehhBEIZRU1Mv9d9t2NEum+gKrh6MCEEYAAAAAKCg2K6XpM7dqQnjSLPnBlcQipqZGJIqq72T8S2ZFyPvEYQBAAAAAApL3HtbpGbMkhk/IZhaUBJMXdrxyChBWKEiCAMAAAAAFJT0Rvkci8So8/UJo2F+oSIIAwAAAAAUlEw3RgKjyXdzZLxN1nWDKQYjQhAGAAAAACgY1nWlOI3ykWMVlVKoPDXu6ZY62oOrB8NGEAYAAAAAKBx7d0k9idQ4VJ4MKYBRZBzHt/PQRjkeWYgIwgAAAAAABcN/LLI+GVIAo8x3PDL9cxEFge8WAAAAAIDC4WuU3zjAQiC70j/XfKEsCgJBGAAAAACgYHBjJAJTUy8Zkxp3tMsmuoKrB8NCEAYAAAAAKAj25W5pz07vZM3cYIpByTETQ1JltXcyzq6wQkMQBgAAAAAoDPGtkrWp8fSZMv1v8gNGmalLOx4ZJQgrNARhAAAAAICC4D8WWR9QJShZvj5h3BxZaAjCAAAAAAAFwX9jJP3BkFu+nnTxNlnXDaYYDAtBGAAAAAAg71lruTESwYtUSv2P4/Z0Sx3twdWDISMIAwAAAADkv/17pa6XUuPxE6XKmcHVg5JkHMe3E9G3UxF5rSzoAkbLhg0b9PTTT6u8vFxdXcnrTBctWqRIJJJxfSwWU0tLi0KhkCSpu7tbixYtUjgczlnNAAAAAIDMfGFDzVwZZ0wwxaCkmboG2U3PpSaim6U3XBpcQRiSogzCHnroIU2aNElLly7tm3vggQd03XXX6a677lJtba1nfWtrq9asWaO77rqrL/hqbW3VTTfd5JkDAAAAAATEdyyS/mAIhqltVL+7S9kRVmCK7mhkIpHQxo0btXDhQs987/j+++/3fcyaNWt8u7/mz5+viooKrV27dnQLBgAAAACclf/GSIIwBKSmXjImNe5ol010BVcPhqTogrCNGzcqHo9r1apVnvneI5HxeNwz39raqs7OTjU1Nflea8GCBWppaRm9YgEAAAAAZ2WPH5N2eX+WU019MMWg5JmJIamy2jsZZ1dYoSi6IKympkbhcFh1dXUZn6cfc9ywYUPGeUmqqKiQlOwfBgAAAAAIyI6odOpUajx1msw55wVXD0qeqfPeWGqjBGGFouh6hEUiET344IO++d4wK33nVzQaHbCBfu/8xo0bfX3FAAAAAAC5wbFI5J3aBulXj/cNbWxzgMVgKIpuR9hAeo84Llq0yDO/b9++s35sZ2fnqNQEAAAAADg7XzNygjAEzNR6d4Qp3ibrusEUgyEpiSAsFotp/fr1WrZsmW/3VyKROOvHd3XR9A4AAAAAAsOOMOSbSKUUKk+Ne7qljvbg6sGgFd3RyP4eeughxeNxxWIxXX311Zo/f37GdaFQKON8eXnyk3owYRkAAAAAIPvsoQPS4YOpibHjpBmzA6sHkCTjOMmdiZue65uzsS0yVbMCrAqDUdRB2OLFi/v+/6pVq/Td735Xt9xyS8bG+Jn07gQ72/obb7wx4/zKlSslSTt37hzUr5fPjh8/Lqk4fi8YGt770sV7X5p430sX733p4r0vXYXy3k94/vea0m98bNoMHdjTEVg9xaBQ3vt8N2nKNJ3Tb9zV+pwOz2occH3Qiul9r6ysHPbHlsTRSElaunSp4vG4brrpJs98OBxWd3f3GT+2d2cYAAAAACC3xu2Oe8bHq2YHUwiQ5viMGs943K74ACuRT4p6R1i65uZmbdiwQS0tLbrkkkskZSfk6t35NZDq6uoR/xpB602Mi+H3gqHhvS9dvPelife9dPHely7e+9JVKO/9qf17PONzX/U6nZfnNee7Qnnv852deoHch/9dslaSNPbAXs2cMlkmnJ+baXjfk4puR9iGDRv00EMPZXxWUVEhSWptbfXMDXQrZO98bW1tlqsEAAAAAJyNPXlC2hH1TtIoH3nCTAxJlWmhUnxL5sXIG0UXhN1///167LHHPGFXr94jkP13gS1YsGDA1+pdTxAGAAAAAAFo3y6dPJEan3+BzPlTBlwO5Jqp8/YEs1GCsHxXdEFYRUWFLrvssow3REajyX9J6P+sqalJkjIGZ62trYpEIgRhAAAAABAAG0sLFWrrgykEGEjaDkUb2xxQIRisogvCrrjiiozzsVhM8XhcTU1Nam5u7puPRCJqbm5WS0uLZ30ikdD69eu1aNGiUa0XAAAAADCAtCDMcCwSecbUpt0SGW+Tdd1gisGgFF0Q1tzcrGnTpmnVqlVqaWlRLBbThg0btGLFCl1yySVavny572OWLl2qRCLR11uss7NTq1at0uWXX+4JzQAAAAAAuZO+u4YgDHknUimF+jXH7+mWOnYFVw/Oqihvjbzkkkt0ySWXqLW1VRs3blQkEtFdd92lSCQy4McsX75csVhM69atUzgc1pIlS864HgAAAAAweuxLL0oH+l1sNmaMVF0XXEFABsZxkscjNz3XN2djm2WqSvtmxnxWlEFYr/nz52fsFTaQ2tpa+oEBAAAAQD6ItXnHM2tlxo0PphbgDExdg2y/IEzRzdIbLg2uIJxR0R2NBAAAAAAUvvRG+RyLRL5K7xPmu+QBeYUgDAAAAACQd/w3RhKEIU/V1EvGpMYd7bKJruDqwRkRhAEAAAAA8op1T0nbt3rm2BGGfGUmhqTKtJ5gcXaF5SuCMAAAAABAftmzUzr2cmo86VzpAi4zQ/5KD2ptlCAsXxGEAQAAAADyii9EqG2Q6X/0DMg3del9wjYHVAjOhiAMAAAAAJBf0hvl19QHVAgwOOkN8xVvk3XdYIrBGRGEAQAAAADyiu/GyLTdNkDeiVRKofLUuKdb6tgVXD0YEEEYAAAAACBv2ESXtLdfgGAcafac4AoCBsE4ju9mU45H5ieCMAAAAABA/oi3ecdV1TITQsHUAgyBqUu72TRKEJaPCMIAAAAAAHnDdywybZcNkK/S+4Slfy4jPxCEAQAAAADyho37b4wECkJNvdT/dtOO9uRRX+QVgjAAAAAAQF6wruu/MZIgDAXCTAxJldXeyfRgF4EjCAMAAAAA5IfOPVJ3IjUOhaVIVXD1AEOUHtzaKEFYviEIAwAAAADkBV9PpZr65G18QKGoo09YvuM7CgAAAAAgP3AsEgUuvWG+4m3JI7/IGwRhAAAAAIC8wI2RKHiRSilUnhr3JKSOXcHVAx+CMAAAAABA4OzLPdLuHd7JmvpgigGGyTiO76ZTG9scUDXIhCAMAAAAABC87Vsl2+8I2bQqmfCk4OoBhsnUpe1kjBKE5ROCMAAAAABA4HzHIms4FonClN4njIb5+YUgDAAAAAAQOF9YkHb7HlAwauolY1LjjnbZRFdw9cCDIAwAAAAAEChrLTdGomiYiSGpsto7GWdXWL4gCAMAAAAABOtAp3T0SGo8foI/SAAKSHqQy/HI/EEQBgAAAAAIlC8kmD1XZsyYYIoBsiHtaK+NEoTlC4IwAAAAAECw4m2eoamtD6gQIDvSG+Yr3ibrupkXI6cIwgAAAAAAgbLRzZ4x/cFQ8CKVUqg8Ne5JSB27gqsHfQjCAAAAAACBscePSe0x7yRBGAqccRzf57GNbR5gNXKJIAwAAAAAEJydMenUqdT4gojMOecHVw+QJaYuLdCNEoTlA4IwAAAAAEBg0hvlcywSxYKbI/MTQRgAAAAAIDjp4QBBGIpFTYNkTGrc0S6b6AquHkgiCAMAAAAABMjG2RGG4mQmhqTKau9knF1hQSMIAwAAAAAEwr54UDp0IDVRNlaaWRNcQUCWcTwy/xCEAQAAAACCkR4KzKqTKRsbTC3AaKhr9AxtlCAsaARhAAAAAIBA0Cgfxc7UeoMwxdtkXTeYYiCJIAwAAAAAEBCCMBS9SKUUKk+NexJSx67g6gFBGAAAAAAg9+zJk9KObd5JgjAUGeM4vs9rG9scUDWQCMIAAAAAAEHYvV06cTw1Pm+ydP4FgZUDjBZTlxbwRgnCgkQQBgAAAADIOd/tebUNMsYEUwwwirg5Mr8QhAEAAAAAci9tVwz9wVC0ahqk/iFvR7tsoiu4ekocQRgAAAAAIOd8jfJrCMJQnMzEkFRZ7Z2MtwVTDAjCAAAAAAC5ZY8ekfbvTU2MGSPNmhNcQcAo8x+PpE9YUAjCAAAAAAC5FUvbDTOjRmb8+GBqAXKhrtEztFH6hAWFIAwAAAAAkFO+Y5G19QFVAuSGqfUGYYq3ybpuMMWUOIIwAAAAAEBO2bj/xkigqEUqpVB5atyTkDp2BVdPCSMIAwAAAADkjHVP+RqFc2Mkip1xHF/gS5+wYBCEAQAAAAByZ0+79HJPalx+jjR1enD1ADniC3yjBGFBIAgDAAAAAORMen8w1TbIGBNMMUAOmbr0HWE0zA8CQRgAAAAAIHd8jfI5FokSUdMg9Q99O9plu7uCq6dEEYQBAAAAAHLGf2MkQRhKg5kYkiqrvZOxtsyLMWoIwgAAAAAAOWG7u6SO9tSEMdLsucEVBORYevBLw/zcIwgDAAAAAOTG9q3ecWV1cpcMUCrqGj1DG6VPWK4RhAEAAAAAciL9h36ORaLUmFpvEKZ4m6zrBlNMiSIIAwAAAADkhO+WvJr6YAoBghKplELlqXFPQurYFVw9JYggDAAAAAAw6qy1/hsj046JAcXOOI5U6w2A6ROWWwRhAAAAAIDR17lH6u5KjSeGpGkzgqsHCIjveGSUICyXCMIAAAAAAKMu07FI4/AjKUqPqUu/OZKG+bnEdx0AAAAAwOiL0ygfkCTVNEjGpMYd7bL9d0tiVJUFXcBo2LBhg55++mklEgl1dXWprq5OixYtUjgczrg+FouppaVFoVDy2t7u7u4zrgcAAAAADE36rheCMJQqMzEkVVZLu3ekJmNt0ryLgyuqhBRdELZu3TpJ0tKlSyVJiURCt99+u6699lotX75ctbW1nvWtra1as2aN7rrrrr7gq7W1VTfddJNnDgAAAAAwPPbYy9Ku7d5JboxECTO1DbL9gjAb2yxDEJYTRXU0srOzU52dnVq4cGHfXDgc1i233KJEIqHVq1f7PmbNmjW+3V/z589XRUWF1q5dm5O6AQAAAKCobd8muW5qXFEpU35OcPUAQUu7MdVG6ROWK0UVhK1bt84TgvUKh8Nqbm5WZ2enYrFY33xra6s6OzvV1NTk+5gFCxaopaVlVOsFAAAAgFLgOxZZx7FIlDbfzZHxNtn+YTFGTVEFYdFoVDfddJM6Ozt9zyoqKiTJE4Rt2LBBkjIef8y0HgAAAAAwdL5b8egPhlIXqZRC/bKInoTUsSu4ekpIUQVh5eXlSiQSGYOwTKLRqCKRSMZnvfMbN27MWn0AAAAAUGqstdwYCaQxjuMLhG1sc0DVlJaiapa/dOlSdXZ2+hriS1I8HpeU2uklSfv27VN5efkZX3OwoRoAAAAAIIND+6UjL6bG48ZJVbMDKwfIF6a2UXbT71ITsS3SGy4NrqASUVQ7wsLhcMYQLJFIaOPGjaqpqdH8+fM982fT1dWV1RoBAAAAoJT4jkXOniszZkwwxQB5JL1Xno2yIywXimpH2EB6b3+8+uqrfc9CoVDGj+ndKTaYsOzGG2/MOL9y5UpJ0s6dOwdVZz47fvy4pOL4vWBoeO9LF+99aeJ9L12896WL97505eq9P/cPv1H/czhHp0zXS3y+BYqv+/xgxoY0XUZGNjnR0a72ts2yEzLnFCNVTO97ZWXlsD+2qHaEZdLa2qqWlhYtXbo0426xgfTuBMvUSB8AAAAAMDjjdm/3jI/PqAmmECDP2PETdXLqNM9c+tcLsq+od4QlEgmtXr1aixYtUnNzs+95OBxWd3f3GV/jbD3EpNTOr4FUV1ef9TXyXW9iXAy/FwwN733p4r0vTbzvpYv3vnTx3peuXLz39sQJuZ3em/Cmvu4vZM6bPGq/Js6Or/v84TY2ye7v6BtPPXpIzii9L7zvSUW9I2zVqlW6/PLLtXDhwozPBxNyAQAAAACGaWdUOnkyNZ5SQQgG9FfX6Bna6JYBFiJbijYIe+CBBzR//nxfCNa/51dFRcWAt0L2zg/lOCUAAAAAIMXGvT/Um9qGAVYCpcnUeoMwxdtkXTeYYkpEUQZhLS0tCoVCvhCss7NT69ev7xsvWLBgwNfoPTJJEAYAAAAAwxRr845r64OpA8hXkUop1K83eU9C6tg18HqMWNEFYa2trdq7d68WL17se7Zx40ZVVFT0jZuamvo+JtPrRCIRgjAAAAAAGCYb3ewZmxp2hAH9GceR0nZK2tjmAVYjG4qqWX5nZ6dWr16tiooK3Xjjjb7n8XhcDz74YN84EomoublZLS0tmj9/ft98IpHQ+vXrdfXVV+ekbgAAAAAoNvbwQenQ/tREWZlUXRdcQUCeMrWNspt+l5qIbZHecGlwBRW5otoRtmrVKiUSCcXj8Yz/k5I3Rfa3dOlSJRIJPfTQQ5KSYVpvk/1MN00CAAAAAAYh/VhkdZ3M2LHB1ALkMVOXtiMsyo6w0VRUO8JWrlw5rI9bvny5YrGY1q1bp3A4rCVLligSiWS5OgAAAAAoHTZGo3xgUGoaJGMka5PjjnbZ7i6ZUHmwdRWpogrCRqK2tpZ+YAAAAACQJek3Rqb3QQKQZCaGpMpqafeO1GSsTZp3cXBFFbGiOhoJAAAAAAiePXVK2r7VM8eOMGBg6V8fNMwfPQRhAAAAAIDs2r1dOn48NT73fGny1MDKAfJeXaNnaKNbBliIkSIIAzAg253Q+G3Pa8zhg0GXAgAAgALi+yG+pkHGmGCKAQqAb8dkvE3WdYMppsjRIwyAjz11SvaXP5Zdt1YXdCdkHUfu+5fIedPfBF0aAAAACgGN8oGhiVRJobDUnUiOexJSxy6pqjrYuooQQRgAD/vCH+U+8h+eRo3GdWUfvk+udeX89d8FWB0AAAAKge/GyDqCMOBMjOMkL5TY9Lu+ORvbLEMQlnUEYQAkSfbgPrnf/k/puacHXvONB+RaK+fN78hhZQAAACgktuslad+e1ITjSLPmBFcQUCBMbaNsvyBMsS3SGy4NrqAiRRAGlDh77Jjs49+R/cmj0onjZ1//zTXJnWGXLMxBdQAAACg48TbveMZsmfETgqkFKCCmrkG239hGuTlyNBCEASXKWis992u5335QOrQ/4xqz4E06GKnW+d9fK3PqZOpjH/maXCs5byEMAwAAgJfvWCT9wYDBqWmQjJHs6Tiso122u0smVB5sXUWGIAwoQXbXdrnfXCNt2Zh5waw5cj6wRKauUT07d8oNleuCb6/x7Biz3/pa8pjkpZfnqGoAAAAUAt8ulhqCMGAwzMSQVFnt6desWJs07+LgiipCBGFACbGJo7Lr1sr+4ieSzXAV76RzZd71DzIL/jrZrPG0Y3UXyrl2mdwv3+ENw779n8kw7K1X5KJ8AAAA5DnrnvIdjWRHGDB4prZBtl8QZmObZQjCsso5+xIAhc66p+T+4kdyb/6Y7M9/5A/BxoyRectCOXfcJ+cvLvGEYL3MRa+Sc91yadw472v/z4Nyf/Kd0SwfAAAAhaJjt/RyT2ocniRFKoOrByg0acGxjW4ZYCGGix1hQJGzbZvkfmONtCueecErXi3nfVfJTJ9x1tcyF75SzrXL5X55hXS8386w73w92TPs7e/KVtkAAAAoQDaWdiyytkHGmGCKAQqQqWv0NMxXvE3WdTNuVsDwEIQBRcoe2i/7P/8l+5unMi+YOk3O+z4qzX/tkP5yYi58pZzrbpH7b7d7w7BHv568TfJv3jPS0gEAAFCofMci6wMqBChQkSopFJa6E8lxT0LauyvZOwxZQaQIFBl7/JjcH3xT7vJrModg4yfIXPFBOZ//sswrXzesf6EzjfPlfPJWadx476/93f+W+8NvDbd0AAAAFDhujARGxjhOhuORmwdYjeEgCAOKhLVW9nfr5d7yCdl1D3t2a/Uyr/9LOSu+Kudv3iMzdlyGVxk809CUOQz73kNyf/DIiF4bAAAAhcf2dEt7dqYmjJFmsyMMGCpT2+idiNEnLJs4GgkUAbt7p9xH1kgv/DHzguo6OR+4SmbORVn9dU3DPDmfulXuv94uHXs5Vc+6tcnbJN/x/qz+egAAAMhj8TbJ9utuNG2GTCgcXD1AgTJ1DZ4+YewIyy6CMKCA2e4u2ce+IfvzH0qu619Qfo7MFR+U+T+XyDhjRqUGUz9Pzqduk/ulz0vHUjcE2cceToZhl31gVH5dAAAA5BeORQJZUtOQ3FHZGyx3tMt2d8mEyoOtq0hwNBIoQNY9JfdXj8u9+WOyT37fH4I5jsyb3yHnjvvkvPGtoxaC9TJzL5Lz6Vul8RO9dX7/G3LXPSxr7QAfCQAAgGKRHoSprjHzQgBnZCaG/M3xY22ZF2PI2BEGFBi77Xm533hA2hnLvODCV8p531UyVbm9VcTMuUjOp2+T+6XbpJf77Qz7wTclWemyv+fqbAAAgCJlrZXi7AgDssXUNsju3tE3trHNMvMuDrCi4kEQBhQI++JB2e/8l+wzv8y8YEqFnPd+RHp1c2CBk5lzoZxPf17uvbemhWGPJLf1LlxgcgAbAAAgAElEQVREGAYAAFCM9ndIXUdT4wkTpekzgqsHKHS1DdJTT/QNbZSG+dlCEAbkOXviuOxP18n+6NuehvR9xo2Teft7ZC69XCbtBscgmLrGZBj2pduknu6+efvDbyXDsMsXE4YBAAAUGd+xyJr6UW/PARQzU9foaZiveJus68o4dLgaKYIwIE9Za6U/Piv3W1+T9u/NuMa89g0y7/6wzOSpOa7uzPrCsHtv9YZhP/q2ZF3pig8RhgEAABST9Eb5NRyLBEYkUiWFwlJ3IjnuSUh7d/l7h2HICMKAPGQ7dsl9ZI30p99nXjCjRs4HrpKpn5fbwobA1DbIuf52uatvTX7TPs3++DuSlfROwjAAAIBikX5si/5gwMgYx0kej9z0u745G90sQxA2YuypA/KI7U7I/dbX5H7+uswhWHiSzKJr5CxfldchWC9TUy/n+tuliWHPvP3Jd5L9zrhNEgAAoODZY8ekXXHvJEEYMGKmNu3m1fQjyBgWdoQBecC6ruzTT8o++v+ko0f8C4wj81dvk1m4SCY8KfcFjoCpmStn6e1yV9+S2tYryT7+3eTOsHd/mJ1hAAAAhWzHNsl1U+OK6TKTzgmuHqBImLoGT58wG90cWC3FhCAMCJiNbpb7zTXS9q2ZFzQ0yXn/R2Vm1OS2sCwys+fKWbpC7qpbpO6uvnn7xHeTPcPe84+EYQAAAAXKxjkWCYyK2fWSMclLxySpo122u0smVB5sXQWOIAwIiD18SPbRr8uu/3nmBZOnynnvP0oX/3lRhERm1pzTYdhybxj203XJb+zv/UhR/D4BAABKje/GSIIwICtMKCxNnynt2ZmajLVJ8y4OrqgiQI8wIMfsyRNyH39U7rJrModgY8fJvOP9cm7/isxr/qKowiEzq07OZ1ZIacc7bctjso/8Bz3DAAAACoy1VqJRPjBqTJ23T5iNcTxypNgRBuSQ3fhbuY98TercnXnBxX8u5z1XylwQyW1hOWSq61I7wxJH++btk99P7gx7/1VFFf4BAAAUtUMHpCOHUuOx46Sq2YGVAxSd2gbpqSf6hr4dmBgygjAgB2znHrmP/Ie08beZF1RWy3n/VTIXvjK3hQXEVNfK+cwdclctk7r6hWE/+0EyDPvAEsIwAACAAuD7oXzWHJkyfswEssXUNXoa5ivWJuu6Mg4H/IaL71DAKLIvd8v+4FuyLY9Jp076F4TCyZsg//LtMmPG5L7AAJmZNckw7J7lUtdLffP25z9MhmF/fzVhGAAAQL5LC8JMHccigayKVEmhsNSdSI57EtLeXVJldbB1FTAiRGAUWNeV+/TPkn3AHn/UH4IZI/PGt8m54345f/13JReC9TIzkmGYyr3Xa9tf/Ej24ftk+1/DDQAAgLzDjZHA6DKO47uAwkbpEzYSBGFAltn4Vrkrb5R98F7pyIv+BXMukrNslZwPflxm0jn+5yXGzJgt54Y7pUnneubtL35MGAYAAJDH7IkT0o6od5IgDMg6U+ttmJ++ExNDw9FIIEvsSy/KPvrfsk8/mTzal+68KTLv/rDM697Ikb80pmqWnM/cKfeem6WjR/rm7S9/kvyzXHQNZ+ABAADyza64dPJEajz5ApnzpgRXD1CkTF2Dp08YO8JGhiAMGCF78qTsz38o+/1vSD3d/gVlY2UuvULmb94tM35C7gssEKaqWs4Nd8q9Z5n00uG+efurx5Nh2OKPE4YBAADkkfRG+aaG3WDAqJhdLxmT2nDR0S7b3SUTKg+2rgJFEAaMgP3T7+V+c02yWWEmr2qW895/lJk6LbeFFShTeToMu/tmbxj21BPJb/of/ARhGAAAQL5I35XCsUhgVJhQWJo+U9qzMzUZa5PmXRxcUQWMIAwYBruvQ+63vib98dnMC6bPlPP+j8pc9OrcFlYEzPSZcm74QvKYZL8ea/Z/fypZV/rQdYRhAAAAecC3I4wgDBg1pq5Rtl8QZmObZQjChoUgDBgC+3KP7I//R/aJ70onT/oXTAzJXPYBmb/6W5kyvryGy0yfcXpn2DLpyKG+efvrJyUr6R+ulXFK86ZNAACAfGCPvCgd3JeaGFMmzaoLriCg2NU2SE890TdMD6IxePykDgyCtVb22V/J/s+D0uFD/gXGyPyft8hcvljmnPNyX2ARMtNOh2H33Oz5M++7jODD1xGGAQAABCWe9kN4da3M2HHB1AKUAFPX6GmYr1ibrOtyWmYYCMKAs7A7o3K/8YC07YXMC+oa5XxgicysObktrASYaVXJY5J3f84bhq3/WTIMu/KThGEAAAAB4FgkkGORKikUlroTyXFPItmrurI62LoKEEEYMAB79Ijs9x5KNWpPd+5kmXf/g8zr/0rGmNwXWCJMpPJ0GHazdPhg37zd8HNJVrryU4RhAAAAOWZjbd6JmvpgCgFKhHGc5PHITb/rm7PRzTIEYUPGHjogjT15Uu6T35e77GOyv3rcH4KVlcm8/V1y7viKnOY3EYLlgIlUyvnsndL5F3jm7YZfyH7tXtlTpwKqDAAAoPTYU6ek7Vs9c+wIA0afqW30TtAnbFjYEQb0Y1/4o9xvrvFeS9vf/NfKee9HZCKVuS0MMhWVqZ5hhw70zdtnfynJSv94vcwYdoYBAACMut07pGMvp8aTzpUuiARXD1AiTF2Dp0+YjW4OrJZCRhAGSLIHOuV++z+l363PvCBSJed9H5Vpek1uC4OHqZieOiZ5aH/fvH32V8mdex9ZShgGAAAwyny31dU1ckoCyIXZ9ZIxqVNLHe2y3V0yofJg6yowBGEoafbYMdmf/I/s49+VThz3L5gwUeYd75f567+TKRub+wLhY6ZOO70zbJnnym77m6eS/0H46GcIwwAAAEYTjfKBQJhQWJo+03uCKdYmzbs4uKIKED3CUJKstXJ/85TcW66R/cEjGUMw8+dvlnPHfXIuvYIQLM/0hmGaUuGZt7/9X9k1d8uePBlQZQAAAMXPxgnCgKCYOm+fMN8OTZwVO8JQcmx7XO43H5Da/pR5QU29nPdfxX/Q85y5IJLcGXb3zd6dYc/9WlZWzkdvkCnjWxwAAEA22cRRae/u1IRxpFlzgisIKDW1DdJTT/QNbYw+YUPFT4koGbbrJdl1a2V/+bhkXf+Cc86Teec/yCx4U/JqWuQ9c0FEzmdP9ww70Jl68NzTcu3dcq4iDAMAAMiqeJt3XDVLZsLEYGoBSpCpa/Q0zFesTdZ1+Rl2CPiTQtGzp07J/fmP5N78Mdlf/Ngfgo0pk7n0iuQxyL94M99ACoyZUiHnhi9IU6d5H/zuabkP/LPsyRPBFAYAAFCEbJRjkUCgIlVSKJwa9ySkvbuCq6cA8RM/iprdslHuik/LPnyf1N3lXzDvYjm3/auc91wpMzGU+wKRFWbK1GTPsPQw7Pcb5N7/L4RhAAAAWeLrR0QQBuSUcRzf152NcjxyKAjCUJTswf1y71uZPDK3e4d/QcV0Odcul/PJW2Wmzch9gcg6M3lq5p1hf9gg9352hgEAAIyUdV3f0UhTRxAG5Jqp9TbMT7/JFWdGEIaiYo8fk/v9byZvg3zu1/4F4yfIvPMf5Nz2ZZlXvlbGmNwXiVFjJl8g57NflCqmex/84Rm5962UPUEYBgAAMGydu5PHsHqFyqWKyuDqAUpU+pFkdoQNDUEYioK1Vva5p+Xe8gnZxx6Wjh/3rTHNb5Jzx1flvP1dMmPHBlAlcsGcPyW5Myz9L2V/fFbufXcRhgEAAAyT/1hkPf11gSDU1Ev9N3V0tMtmagWEjPiuhYJnd++Qu2q53Pvukg7u8y+YNUfOTf8s5yPXy5w3JfcFIufM+VPkfPbOZCPJ/lp/I/erXyQMAwAAGI60IMzUcCwSCIIJhaXpM72T8a3BFFOACMJQsGyiS+43HpB7+6ekza3+BZPOlfnQtXI+d7dMXaP/OYqaOW+KnBvukKalhWEbf3s6DPPvGgQAAMDA0neEcWMkEJz0n3E5Hjl4ZUEXMFoSiYRuv/12rVy58ozrYrGYWlpaFAolbwzs7u7WokWLFA6Hz/hxCI51T8k+9VPZ7/231HXUv2DMGJk3/Z3MO94nEyrPfYHIG+a8KXI+c6fce5Z5rxTe+Fu5X/mCnI9/TmbsuOAKBAAAKBD25W5p907vZE19MMUASN4c+dQTfUMbIwgbrKIMwlpaWrR27dqzrmttbdWaNWt011139QVfra2tuummmzxzyB926/Nyv3G/1B7PvOCiV8l530dlKqtzWxjyljlvspwbTodhHe2pB5t+J/ff75TziZsJwwAAAM4mvlWybmo8bYZMmH90BoJi6hpl+0/E2mRdl759g1BUf0IPPPCAVqxYoUQiofLys39TXrNmjW/31/z581VRUTGoIA25Yw8dkLvmbrn/fFPmEOyCiJxPfE7Opz9PCAYfc+75yWOS6efo//R7uV++U/b4sWAKAwAAKBC+Y5F1HIsEAhWpkkL9Nu/0JLynYDCgogrClixZouXLl2vhwoV9Rx0H0traqs7OTjU1NfmeLViwQC0tLaNVJobAnjgu94ffkrv8Gtlnf+VfMG68zOWL5dz+7zKvapbpf3MG0I8553QYlh6UPv97uf9OGAYAAHAmNt7mnaA/GBAo4zi+r0P6hA1OUQVhQ7FhwwZJynj8saKiQlKyfxiCYa2V/f0Gubd8QvZ7D0kZQgrzujfKWfFVOX/7Xo62YVDMOefL+cwdUtUs74Pn/yD3y3fIHiMMAwAASGet9d8YSRAGBM53c2va1ykyK9kgLBqNKhKJZHzWO79x48ZcloTTbEe73HtvlfuVL0gHOv0LZtTI+ewX5Vx1g8zkC3JfIAqaOee8zGHYC3+U++UVhGEAAADpDnRKR4+kxuMn+HfZA8g5bo4cnpINwvbt23fWNZ2dGUIYjBrb3SX3kf+Q+/lPSs//wb+gfJLM4o/LWb5Kpv4VuS8QRcNMOjcZhs2Y7X2wuVXuv90ue+zlQOoCAADIR74frmfPlXHGBFMMgJSaeql/e6COdtnuruDqKRAlG4QlEomzrunq4hMoF6zryn3qCbnLrpFteUw6dcq7wHFk/vrv5Nxxn5y/fBv/0UVWmEnnyll6hzSjxvtgy0a5/7aCMAwAAKAXxyKBvGRCYf+FYPGtwRRTQMqCLiBIAzXU771xcjBhmSTdeOONGedXrlwpSdq5c+cwqssvx48fl5T938u49pjOffzbGtfRnvH5sdn1Onzpu3QyUiUdfDH5P+TUaL33+cJ539Wa8tCXNa6z3w0rWzaq558/p4MfuEZ23PjgigtYsb/3yIz3vXTx3pcu3vvSNdj3furmjerfkffAOVP0Mp8vBY2v++JxXmSGwntS7+Ph3z2jo5OmZFxbTO97ZWXlsD+2ZHeEnUnvTrBMjfSRHc7Rwzr/e1/X1P9alTEEO3nu+Tr47o/owOLrkiEYMErcULkOLr5Wx6fN8MyP37lNU77xFRlukwQAAKXsxHGN7f8PhpKOV80OphYAPsfTTriM2x0PqJLCUbI7wsLhsLq7u8+4pndn2Nn07vwaSHV14TeS7E2MR/p7sSdOyLY8JvvDR6RMR8/GjpN527s07q3vVMX40t2Jk0+y9d7nO3vTSrmrlks7U7fFjt8ZVeV3vibnU7fITMi8g7SYlcp7Dy/e99LFe1+6eO9L12Dee7vtebmum5qYOk0zLqRfb6Hj67542LFG7vfX9o0n7NmpmTNmyDj+fU+870kluyNssCEXssNaK/vH38i97VrZR7+eMQQzr/kLOSu+IueyD8gQgiHHTHiSnKUrpFlzvA+2PS/3S5+XffnMwTkAAEAxsun9wWroDwbklUiVFOp3mq0nIe3dNfB6lG4QVlFRMeCtkL3ztbW1uSypaNm9u+T+6+1yv7xC2tfhX1A1S84Nd8r52I0yUypyXyBwmglPknP97RnCsBfk3nubbA9hGAAAKC3pQZholA/kFeM4vq9L302v8CjZIGzBggUDPus9MkkQNjK2p1vutx+Ue9snpU3P+ReEymX+/mo5y++VaWjKfYFABiZcLmfp7dLsud4H0c1yv0QYBgAASkyUGyOBfOfbqZkeYMOjZIOwpqZk8NLa2up71traqkgkQhA2TNZ15T79pNxlH5N94rvSqZPeBcaR+au3y7nzPjlv+luZMWOCKRQYgAmVy7n+81JNvfdBdLPce2+V7R7cjbIAAACFzB46IB0+mJoYO06aOTuwegBkZuoaPWPfTk54FG0QdrZG+JFIRM3NzWppafHMJxIJrV+/XosWLRrN8oqWjbfJveufZB/8kvTSYf+C+lfIWb5azqJrZMrPyX2BwCCZULmcT2cIw2JbCMMAAEBpiKf9MD2rTqZsbDC1ABhYTb1kTGrc0c7PK2dQVEHYunXrtGLFCl155ZXq7OxUIpHQlVdeqRtvvFEPPfSQb/3SpUuVSCT6nnV2dmrVqlW6/PLL1dzcnOvyC5o98qLc//qS3C/cIMXb/AvOv0BmyWfl3PAFmZk1/udAHjKhcDIMSz8CEG87HYZ1BVMYAABADvga5XMsEshLJhSWps9MTVib+edySJLKgi4gmxYuXKiFCxcO6WOWL1+uWCymdevWKRwOa8mSJYpEIqNUYfGxJ0/I/uwHst//pvRyj39B2ViZt71T5m3vkhk/IfcFAiPUG4a5X7pN6t90Mt4md/Wtcq7/vEyIW2gBAEDxIQgDCoepa5Tds7NvbKObZV7x6gAryl9FFYQNV21tLf3AhsFuek7uI/8h7d2decHFC+S8+0qZqdNyWxiQZWZiSM6nb5N7723eMGz7VrmrbpFz/e0yYcIwAABQPOzJE9KOqHcyvSE3gPxR2yA99UTf0Ma4OXIgRXU0Erlh9+3RqS/fIfdLn88cgk2fKef62zXmmv9LCIaiYSYkwzDNudD7YMc2uatvkU1wTBIAABSRXdulE8dT4/OmyEy+ILByAJxZesN8xdpkXTeYYvIcQRgGzRw/JvfRr8u99Vrpj8/6F0wMy7z/Kjm3fEnmolflvkBglJkJITmfulWae5H3wY5tclctl00cDaYwAACALLPRtEb5HIsE8lukSgqFU+OehLR3V3D15DGCMJyVtVYTW59V5Cu3y/74O9LJk94Fxsi88a1y7rxPzpvfIVPGiVsULzMhJOeTt0r1r/A+2BmVe88y2a6XgikMAAAgm9L7g9URhAH5zDiO78Z7G+V4ZCYEYTgju2Ob3JU3avK6/6cxR4/4F9Q1yrl5lZwPfkJm0rm5LxAIgJkwUc51t0j187wP2uPJnWGEYQAAoMDZOI3ygUJjatOPR27JvLDEEYThjOz/tnibg/c6b7LMRz8j58aVMrPqcl8YEDAzYaKcT94iNTR5H7TH5d6zXPYoYRgAAChM9qXD0v69qYkxY6Rq/s4P5Lv0PmHpN78iiSAMZ2QW/r0U6ncbXlmZzNvfLWfFV+W8/i9ljAmuOCBgZvwEOdct94dhu+Jy77lZNtMuSgAAgHwXb/OOZ9TIjBsfTC0ABq+mXur/M3pHu2x3Irh68hRBGM7IlJ8jc/liSVJPfZOcz/+7nHd+SGbCxIArA/JDMgy7RWqc732we0eyZxhhGAAAKDDpu0g4FgkUBhMKS9Nnpias9QfbIAjD2Zk3vlX7P/hJHXrf1TIV04MuB8g7Zvx4Odculy58pfdBbxj20uFgCgMAABgGX4NtgjCgYPiOR9Iw34cgDGdlxozR8dn1Z18IlLBkGLZMuuhV3geEYQAAoIBY95S0fatnjh1hQAFJ+3q1MYKwdARhAJAlZtx4OZ+4Wbro1d4He3bKvftm2ZdeDKYwAACAwdqzUzr2cmo86Vxp6rTg6gEwJOk7whRrk3XdYIrJUwRhAJBFZtx4OdfeLL0iLQzraJd79zLZI4RhAAAgf/lumatt4IIsoJBEqqRQODXuSUh7dwVXTx4iCAOALDNjxyV3hs272Pugoz25M+zwoWAKAwAAOJv0Rvk1tEgBColxnOTtkf3QJ8yLIAwARoEZO07Oxz8nNf2Z98HeXXLvIQwDAAD5yca8N8zRHwwoPKY27XgkN0d6EIQBwCgxY8fJueb/ZgjDdp/eGXYwmMIAAAAysN1dUkd7asIYqWZucAUBGBZujjwzgjAAGEVm7NhkGDb/td4Hnbvl/svNsi8ShgEAgDyRthtMldUyE0LB1AJg+Grqk0F2r4522e5EcPXkGYIwABhlZuxYOR+7SXrl67wP9u2Re/fnZA8dCKYwAACAftIb5XMsEihMJhSWps9MTVjL8ch+CMIAIAeSYdiN0qte732wr+N0GLY/mMIAAABOs/G0GyPTjlcBKBwcjxwYQRgA5IgpGyvn6n+SXtXsfbB/b7JnGGEYAAAIiHVd39FIdoQBBSzt69fGCMJ6EYQBQA71hWGvHiAMO0gYBgAAArBvj9TdlRpPDEuRquDqATAiviA71iZZN5hi8gxBGADkmCkrk7Pkn6SL/9z7YP/e5DHJg/uCKQwAAJSs9P5gqqmXcfhxEShY02ZIoXBq3JNQ2YHO4OrJI3xnA4AAmLIyOVfdIL0mLQw70Cn3Xz4ny3+kAABALkVplA8UE+M4ydsj+xm3e3swxeQZgjAACIgpK5Pz0RtkXvMX3gcH9yWPSRKGAQCAHOHGSKD4mFpvw/xxu+IBVZJfCMIAIECmrEzmqhtkXvsG74OD+5I7w/bvDaYwAABQMuzLPdLuHd7J2vrMiwEUjPSbIwnCkgjCACBgZswYmY8s9Ydhh/Ynd4YRhgEAgNG0Y5u3ifa0KpnwpODqAZAdNfWSMX3Dsv17ZV7uCbCg/EAQBgB5oC8Me91feh8c2p9soL+vI5jCAABA0fMdi6zhWCRQDEwoLE2fmRrL0idMUlnQBQAAksyYMdI/floykn3ml6kHhw7IvftmOTfcIVNRGVyBKErWPSXt3im77QVp2/OKbN6oMd1dOlU5U2bORdKci2TmXChz/pSgSwUAjBLfjZH0BwOKhqlrlN2zs2/M8UiCMADIK6kwzJHd8PPUgxcPyP2Xm+V89k7CMIyIPXZM2r5Vdtvzstuel6KbpZ7uvud9fzHYGZPdGZN+9gNZSbogIjPnwtPB2EXS9BnJ24gAAIXNWolG+UDxqm2QnnqibzhuN0EYQRgA5BnjjJGu/GRyZ9j6fmHY4YNy/+Vzcm74gkyEMAyDY48ekba9kAy+tj4v7YxJp04O/YUOdCZvMt3wi2QwFiqX5lwoM+cimbkXSrPmyIwdl+3yAQCjbMzhg9JLh1MT48ZLVbOCKwhAVpnahuTf3U4bt2u7rOuW9D9oEoQBQB4yzhjpw5+UZGTX/yz14PAhuXd/Ts5n7pSZVhVYfchP1lppX0ffMUe77Xlp7+7R+cW6u6TW38i2/ib5l6uyMmn23GQwNuciaU4jjZYBoAD4+gXNnpvcoQ6gOEybIYXCUndCkuQc65E6d3t6h5UagjAAyFPJMOw6yTGyv34y9eDwoVTPsGkzgisQgbMnT0rt8dQxx63PS0ePDP2FwpOSu7vmXqR9kybr5LlTVHWiW/b0TjJt33b2XWQnT57eefaCrL6TnKus7nec8sLk8cp+NxcBAIKXHoSZOo5FAsXEOE7y9sg//b5vzkY3yxCEAQDykXHGSB+6TpKR/XVL6sGR02HYZ+6UmU4YVipsT7cU23I6+Hoh2dPl+LGhv9DUaad3bSXDL0Wq+rbHH9+ZbKZqqptkXvX65K97/Ji0fVvq1932gtSTOPuvs2dnsjnrrx5P7ho7b3KqAf/cC6Wq2ew6AICApTfOpj8YUHxMbaNsvyBMsS3S/3lLcAUFjCAMAPKccRzpQ9dKjiPbr9Gljrwo956b5XzmjpL+F51iZl886D3m2L5dsu7QXsRxpJm1yZsf514k1V0oc97kIb2EGTdeqn+FTP0rknW5rtTRnuw51huOHdx39hc6fEj2t/8r/fZ/k8HY+IlSXcPp45QXSrUNMuMnDO33BwAYvpMnNHbvLu9cDUEYUGxMXaOnT5iNbg6slnxAEAYABcA4jrT445LkD8PuPh2GVVYHVB2yIRku7UoGXr2N7QcTLqUbPyEZKM25KBl81dTLTJiY1VqN40hVs2SqZkl/9fZk/Yf29wvtXpB2bU/eRHYmx3qk5/8g+/wfkn85cxypui4VjM25UObc87NaOwAgZdzedhn3VGpiSgXfd4FiVFMvGZP6u1lHu2x3QiYUDraugBCEAUCB6AvDjJH91eOpBy8dTh2TrCIMKxT2xHH/ccPurqG/0Lnn97u98SJpRk0gxw3N5Kkyr5sqve6NkiTbnfAe44xvkY4fP/OLuK60favs9q2yLeuScxXT/cc46TMGAFkxdtd2z5hjkUBxMqFwsjn+nmQLDFkrxdukV7w62MICQhAGAAXEOI606JpkGPbLn6QeHD2SOibJled5ySaOSts2pxrbb9+abDA/VNNnphrQz70obxvQm1BYmnexzLyLJUn25AlpZ8wb/A2msf++Dtl9HdLTTyZ3jZWfkwr+5lwozaqTKRs7qr8XAChW6f3BRBAGFC1T15js3XqajW6WIQgDABQCTxj2ix+nHhw9IveeZYRhecBaKx3oTB0V3Pq81NE+9BcaUybNnpPs7zXndH+vSedkv+AcMGVjk0c2axukS69I/hl17ul3FPQFad+es79Q10vSH56R/cMzyWBs7Ljk8c/eBvy1jSW7zR8Ahsp/Y2RjMIUAGH019VK/Fit2x7YAiwkWQRgAFCBjjPT3H0uGYT//UerB0SOpnmEzZgdWX6mxp05Ju7cnw5zeHV+HDw39hSaGT+92Oh18zZ6TbFRfhIwx0rQqmWlVfbcW2Zde7Ldr7gVpZ1Q6derML3TiuNS2SbZtUzIYMybZv6zfcUozeeqo/34AoNDYFw+q7KUXUxNlY6WZNcEVBGBUmfp5Ssz7Mx2fUaPJf7ZAqpoddEmBIQgDgAJljJE+cLVkHNmf/SD1oOul5DHJpXfI8BfaUWGPvXy6/5/F+xwAACAASURBVNULydAruiXZ+H2oplR4jzlOn5nc8VeizDnnSxcvkLl4gaTTf87xtmQwtvUFKbZZevksf87WSru2y+7aLv3iR8lwbPLUfsHYhVJltYyT+z5qAJBX4lu8Y46aA0XNRCr14hUfliRNqS7tvsIEYQBQwIwx0vuvSu4Me/L7qQddR+WuWkYYliX2yIvSthdSwdfOaLKx+1AYI82YnQq+5lzITqWzMOMnSI3zZRrnS5Kse0rateP0ccoXZLf+aXA77w7tl332l9Kzv0wGYxPDUl1j8j2Ye5E0e27R7rwDgIHYmDcIMzX0BwNQGgjCAKDAGWOk/9/e3Ue3dd93nv9c+iExAMVPEcCmiUOQSmwnAjKzbkNIZ9adqajMbKYi5ZlplBW0u1GORbmnllwyf1Dn6KFOGJ/Qf4QcV/ZZm3Tt3T0Ex+52KoHaXc9GUHdPmxXJmaSdADyJ3IgAkyatcGVbsQVcxVYi7B8QSFEAH0Xgkvi9X+f4mLz3AvxSP96Liy++v+9v1+OSVJ4M+/YRNXT3ynqg2aXo1p9i76qfF/t6lRJf9j8u/4nuvFMKPjg7zbH5QXpX3SKr4Tbpgebi3/Pv/l5xrN62ZxNj538k/fwniz/Rlbw0+X0VJr9fTIzddnuxEqLUZ6zlM+u2FxsALFVh6qaKMBrlAzAEiTAAqAMzyTCrQYVEfHZH/oZk2Cdb3AtwDSv86qr0k6nZaq/zPyo2ZF+uDXfP7e/1QDNTTKrMsqziqpkfDUiRfyHp+uqcU+dmp1NO/93iq3P++lfFqa7pN1X4zonitsaPF6vFro+pNv7GmlydEwAqKfzqV9Iv3i5WxL5zUXr7ovTOW8WvS//dNNXcIhEGwBAkwgCgTliWJX3pq1KDpcJ3Ts7ucHK61n+UZNh1BScnTd3Q3yvzd8WG68vl/1ixemjTZ4qJr8DHSJSsAZZ3gxT+bVnh35YkFa5elX5yfrYB//kfSfnLiz/RhZ+pcOFn0l9/p1g19pF7rvdyu57o/ESzrNvoMwag9gqFQvE6dj2hVXj7LenSDYmuty9K775T7Jm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" ] }, "metadata": { "image/png": { "height": 445, "width": 609 } }, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Conditional freq dist to see how words have been used in time, inaugural corpus\n", "\n", "cfdist = ConditionalFreqDist(\n", " (target, fileid[:4])\n", " for fileid in inaugural.fileids()\n", " for w in inaugural.words(fileid)\n", " for target in ['america', 'citizen']\n", " if w.lower().startswith(target))\n", "cfdist.plot()\n", "\n", "# Conditional freq dist to see words which end with chosen letters in Brown corpus\n", "cfdist = ConditionalFreqDist(\n", " (target, w)\n", " for w in brown.words()\n", " for target in ['zz']\n", " if w.lower().endswith(target))\n", "cfdist.plot()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true, "jupyter": { "outputs_hidden": true } }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 4 }