{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "
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Методы машинного обучения

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Кластеризация 2

" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/andrey.shestakov/anaconda3/lib/python3.7/importlib/_bootstrap.py:219: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88\n", " return f(*args, **kwds)\n" ] } ], "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "plt.style.use('ggplot')\n", "plt.rcParams['figure.figsize'] = (12,8)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Рационы питания в странах" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Загрузите набор данных о пищевом рационе в разных странах мира `diet.csv`" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "from sklearn.pipeline import Pipeline\n", "from sklearn.preprocessing import StandardScaler, RobustScaler\n", "from sklearn.cluster import DBSCAN\n", "from sklearn.neighbors import NearestNeighbors" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "df = pd.read_csv('data/diet.csv', sep=';')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Мы уже работали с этими данными и хорошо помним, что в них есть наблюдения-выбросы. Попробуем примерить DBSCAN к этим данным." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Как же определить, какие параметры для DBSCAN выставлять? Наибольшую проблемы представляет параметр eps.\n", "\n", "Будем считать, что MinPts нам дан свыше (например MinPts = 5). Воспользуемся следующим способом оценки:\n", "\n", "* Нормализуйте признаки, например с помощью `RobustScaler` или `StandartScaler`\n", "* Расчитайте расстояние до k=MinPts ближайшего соседа каждой точки (класс `NearestNeighbors` и метод `kneighbors`)\n", "* Отсортируйте полученный массив и выведите его на график\n", "* По графику будет примерно понятно, сколько точек уйдет в шум, а сколько попадет в полноценный кластер" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "min_pts = 5\n", "\n", "X = df.iloc[:, 1:-1].values # Достаем признаки в np.array" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "scaler = RobustScaler()\n", "X_normed = scaler.fit_transform(X) # нормировка" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "NearestNeighbors(algorithm='auto', leaf_size=30, metric='minkowski',\n", " metric_params=None, n_jobs=None, n_neighbors=5, p=2, radius=1.0)" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "nn = NearestNeighbors(n_neighbors=min_pts)\n", "nn.fit(X_normed)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "dist, ind = nn.kneighbors(X_normed, return_distance=True)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0. , 3.7533954 , 4.17052753, 4.38272888, 4.56097751])" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dist[0] # расстояния до 1,2...,min_pts ближайшего соседа \n", "# из X_normed для точки c индексом 0" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 0, 10, 29, 85, 8])" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ind[0] # индексы до 1,2...,min_pts ближайшего соседа \n", "# из X_normed для точки c индексом 0 из X_normed" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "min_pts_dist = dist[:, -1] # расстояния до min_pts-нутого соседа каждой точки" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "min_pts_dist = np.sort(min_pts_dist)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0, 25)" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(min_pts_dist)\n", "plt.ylim(0, 25)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "# Прикинули\n", "eps = 10." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "DBSCAN(algorithm='auto', eps=10.0, leaf_size=30, metric='euclidean',\n", " metric_params=None, min_samples=5, n_jobs=None, p=None)" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dbscan = DBSCAN(eps=eps, min_samples=min_pts)\n", "dbscan.fit(X_normed)" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "labels = dbscan.labels_" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0,\n", " 0, 0, 0, 0, 0, -1, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", " 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, -1,\n", " 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", " 0])" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "labels # если стоит -1 - это выброс" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "# Посмотрим на выбросы\n", "df.loc[:, 'labels'] = labels" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "idx = df.labels == -1" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [], "source": [ "# Посмотрим на выбросы\n", "outliers = df.loc[idx,]\n", "good_objects = df.loc[~idx,]" ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [], "source": [ "abs_diff = (outliers.iloc[-1, 1:-2] - good_objects.iloc[:, 1:-2].mean())\n", "rel_diff = abs_diff/good_objects.iloc[:, 1:-2].mean()\n", "rel_diff = rel_diff.sort_values()" ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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CountriesProtein (g/day)
46Liberia32
70Sierra Leone44
76Tanzania47
34Haiti47
47Madagascar47
4Bangladesh48
20Dominican Republic49
28Gambia52
73Sri Lanka54
24Ethiopia54
48Malawi55
31Ghana55
33Guatemala56
37India57
21Ecuador57
7Bolivia57
77Thailand57
61Philippines58
69Senegal58
44Kenya59
58Pakistan59
11Cameroon59
15Colombia60
57Nigeria61
38Indonesia64
78Trinidad and Tobago65
60Peru67
85Uzbekistan67
42Jamaica68
59Paraguay69
.........
18Czech Republic93
1Argentina94
35Hungary95
66Saint Lucia95
0Albania96
75Switzerland96
80Turkey96
62Poland99
30Germany100
26Finland102
83United Kingdom104
17Cyprus105
82United Arab Emirates106
12Canada106
2Australia107
74Sweden107
55Netherlands108
64Romania109
19Denmark110
3Austria111
41Italy113
72Spain113
84United States of America114
32Greece117
27France118
50Malta118
63Portugal119
40Israel124
36Iceland124
39Iran3090
\n", "

86 rows × 2 columns

\n", "
" ], "text/plain": [ " Countries Protein (g/day)\n", "46 Liberia 32\n", "70 Sierra Leone 44\n", "76 Tanzania 47\n", "34 Haiti 47\n", "47 Madagascar 47\n", "4 Bangladesh 48\n", "20 Dominican Republic 49\n", "28 Gambia 52\n", "73 Sri Lanka 54\n", "24 Ethiopia 54\n", "48 Malawi 55\n", "31 Ghana 55\n", "33 Guatemala 56\n", "37 India 57\n", "21 Ecuador 57\n", "7 Bolivia 57\n", "77 Thailand 57\n", "61 Philippines 58\n", "69 Senegal 58\n", "44 Kenya 59\n", "58 Pakistan 59\n", "11 Cameroon 59\n", "15 Colombia 60\n", "57 Nigeria 61\n", "38 Indonesia 64\n", "78 Trinidad and Tobago 65\n", "60 Peru 67\n", "85 Uzbekistan 67\n", "42 Jamaica 68\n", "59 Paraguay 69\n", ".. ... ...\n", "18 Czech Republic 93\n", "1 Argentina 94\n", "35 Hungary 95\n", "66 Saint Lucia 95\n", "0 Albania 96\n", "75 Switzerland 96\n", "80 Turkey 96\n", "62 Poland 99\n", "30 Germany 100\n", "26 Finland 102\n", "83 United Kingdom 104\n", "17 Cyprus 105\n", "82 United Arab Emirates 106\n", "12 Canada 106\n", "2 Australia 107\n", "74 Sweden 107\n", "55 Netherlands 108\n", "64 Romania 109\n", "19 Denmark 110\n", "3 Austria 111\n", "41 Italy 113\n", "72 Spain 113\n", "84 United States of America 114\n", "32 Greece 117\n", "27 France 118\n", "50 Malta 118\n", "63 Portugal 119\n", "40 Israel 124\n", "36 Iceland 124\n", "39 Iran 3090\n", "\n", "[86 rows x 2 columns]" ] }, "execution_count": 59, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.loc[:, ['Countries', 'Protein (g/day)']].sort_values('Protein (g/day)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Работа с текстом" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "Рассмотрим коллекцию новостных сообщений за первую половину 2017 года. Про каждое новостное сообщение известны:\n", "* его заголовок и текст\n", "* дата его публикации\n", "* событие, о котором это новостное сообщение написано \n", "* его рубрика " ] }, { "cell_type": "code", "execution_count": 86, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/html": [ "
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textdateeventclass
0В ПЕТЕРБУРГЕ ПРОШЕЛ МИТИНГ ПРОТИВ ПЕРЕДАЧИ ИС...2017-01-10Передача РПЦ Исаакиевского собораВнутренняя политика РФ
1Lenta.co, Москва, 14 января 2017 СИТУАЦИЯ С П...2017-01-10Передача РПЦ Исаакиевского собораВнутренняя политика РФ
2Аргументы и Факты (aif.ru), Москва, 14 января...2017-01-10Передача РПЦ Исаакиевского собораВнутренняя политика РФ
3Google Новости ТОП, Москва, 14 января 2017 АК...2017-01-10Передача РПЦ Исаакиевского собораВнутренняя политика РФ
4Газета.Ru, Москва, 13 января 2017 В МОСКОВСКО...2017-01-10Передача РПЦ Исаакиевского собораВнутренняя политика РФ
\n", "
" ], "text/plain": [ " text date \\\n", "0 В ПЕТЕРБУРГЕ ПРОШЕЛ МИТИНГ ПРОТИВ ПЕРЕДАЧИ ИС... 2017-01-10 \n", "1 Lenta.co, Москва, 14 января 2017 СИТУАЦИЯ С П... 2017-01-10 \n", "2 Аргументы и Факты (aif.ru), Москва, 14 января... 2017-01-10 \n", "3 Google Новости ТОП, Москва, 14 января 2017 АК... 2017-01-10 \n", "4 Газета.Ru, Москва, 13 января 2017 В МОСКОВСКО... 2017-01-10 \n", "\n", " event class \n", "0 Передача РПЦ Исаакиевского собора Внутренняя политика РФ \n", "1 Передача РПЦ Исаакиевского собора Внутренняя политика РФ \n", "2 Передача РПЦ Исаакиевского собора Внутренняя политика РФ \n", "3 Передача РПЦ Исаакиевского собора Внутренняя политика РФ \n", "4 Передача РПЦ Исаакиевского собора Внутренняя политика РФ " ] }, "execution_count": 86, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv('./data/news.csv', encoding='utf8')\n", "df.head()" ] }, { "cell_type": "code", "execution_count": 118, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Важные мировые события 403\n", "Внутренняя политика РФ 364\n", "Внутренняя политика РФ: оппозиция 277\n", "Теракты 200\n", "Международные отношения 153\n", "Спорт 102\n", "Внутренняя политика: культура 100\n", "Проишествия РФ 100\n", "Спорт 100\n", "Международные отношения: Криминальная хроника 82\n", "Технологии 49\n", "Name: class, dtype: int64" ] }, "execution_count": 118, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.loc[:, 'class'].value_counts()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Попробуем кластеризовать документы (каким-либо методом) и сравним полученное разбиение с данными рубликами с помощью ARI" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Стандартная предобработка из предыдущего занятия" ] }, { "cell_type": "code", "execution_count": 88, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "import re\n", "regex = re.compile(u\"[А-Яа-я]+\")\n", "\n", "def words_only(text, regex=regex):\n", " return \" \".join(regex.findall(text))\n", "\n", "\n", "df.text = df.text.str.lower()\n", "df.loc[:, 'text'] = df.text.apply(words_only)" ] }, { "cell_type": "code", "execution_count": 89, "metadata": {}, "outputs": [], "source": [ "import nltk" ] }, { "cell_type": "code", "execution_count": 90, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "from nltk.corpus import stopwords\n", "mystopwords = stopwords.words('russian') + ['это', 'наш' , 'тыс', 'млн', 'млрд', u'также', 'т', 'д', '-', '-']\n", "\n", "def remove_stopwords(text, mystopwords = mystopwords):\n", " try:\n", " return u\" \".join([token for token in text.split() if not token in mystopwords])\n", " except:\n", " return u\"\"\n", " \n", "df.text = df.text.apply(remove_stopwords) " ] }, { "cell_type": "code", "execution_count": 91, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 3.69 s, sys: 278 ms, total: 3.97 s\n", "Wall time: 27.1 s\n" ] } ], "source": [ "%%time \n", "from pymystem3 import Mystem\n", "\n", "m = Mystem()\n", "def lemmatize(text, mystem=m):\n", " try:\n", " return \"\".join(m.lemmatize(text)).strip() \n", " except:\n", " return \" \"\n", "\n", "df.text = df.text.apply(lemmatize)" ] }, { "cell_type": "code", "execution_count": 92, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "mystoplemmas = [u'который', u'прошлый', u'сей', u'свой', u'наш', u'мочь']\n", "def remove_stoplemmas(text, mystoplemmas = mystoplemmas):\n", " try:\n", " return \" \".join([token for token in text.split() if not token in mystoplemmas])\n", " except:\n", " return \"\"\n", "\n", "df.text = df.text.apply(remove_stoplemmas) " ] }, { "cell_type": "code", "execution_count": 94, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'петербург проходить митинг против передача исаакиевский собор рпц санкт петербург человек устраивать акция протест против передача исаакиевский собор безвозмездный пользование рпц житель петербург собираться исаакиевский площадь высказываться против передача исаакиевский собор безвозмездный пользование рпц передавать тасс акция проходить формат встреча депутат законодательный собрание город требовать согласование власть участник акция использовать какой либо символика плакат мегафон средство звукоусиление слово депутат алексей ковалев исаакиевский площадь приходить примерно тысяча человек участник протест выступать депутат местный парламент борис вишневский максим резник заявлять потребовать отмена решение смольный вишневский сообщать акция проходить вид встреча депутат избиратель закон санкт петербург предоставлять мы право встречаться избиратель такой встреча проводить рассказывать защищать интерес передача собор сказать парламентарий очередь директор музей исаакиевский собор николай буров проинформировать собор пятница закрывать намного рано связь акция протест подчеркивать необходимо избегать стычка сторонник передача собор противник ранее становиться известно собор передавать безвозмездный пользование год русский православный церковь лицо московский патриархат оставаться собственность петербург время петербург продолжаться сбор подпись петиция отмена данный решение документ поставлять подпись тысяча человек комментарий другой интересный статья'" ] }, "execution_count": 94, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.text[0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Вычисление сходства" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "С помощью `TfidfVectorizer` и `pairwise_distances` расчитайте косинусное расстояние между всеми парами документов к корпусе\n", "\n", "Запишите результат в переменную `S`" ] }, { "cell_type": "code", "execution_count": 95, "metadata": {}, "outputs": [], "source": [ "import seaborn as sns\n", "from sklearn.feature_extraction.text import TfidfVectorizer\n", "from sklearn.metrics import pairwise_distances" ] }, { "cell_type": "code", "execution_count": 96, "metadata": {}, "outputs": [], "source": [ "vect = TfidfVectorizer()" ] }, { "cell_type": "code", "execution_count": 97, "metadata": {}, "outputs": [], "source": [ "texts = df.text.values\n", "X = vect.fit_transform(texts)" ] }, { "cell_type": "code", "execution_count": 98, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1930, 22682)" ] }, "execution_count": 98, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X.shape" ] }, { "cell_type": "code", "execution_count": 99, "metadata": {}, "outputs": [], "source": [ "sims = pairwise_distances(X, metric='cosine')" ] }, { "cell_type": "code", "execution_count": 100, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1930, 1930)" ] }, "execution_count": 100, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sims.shape" ] }, { "cell_type": "code", "execution_count": 101, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[[], []]" ] }, "execution_count": 101, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize = (10,10))\n", "sns.heatmap(data=sims, cmap = 'Spectral').set(xticklabels=[],yticklabels=[])\n" ] }, { "cell_type": "code", "execution_count": 102, "metadata": {}, "outputs": [], "source": [ "from scipy.spatial.distance import squareform" ] }, { "cell_type": "code", "execution_count": 103, "metadata": {}, "outputs": [], "source": [ "from scipy.cluster.hierarchy import linkage, fcluster, dendrogram" ] }, { "cell_type": "code", "execution_count": 106, "metadata": {}, "outputs": [], "source": [ "sims_flat = squareform(sims) # Развернули матрицу попарных расстояний" ] }, { "cell_type": "code", "execution_count": 108, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1861485,)" ] }, "execution_count": 108, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sims_flat.shape" ] }, { "cell_type": "code", "execution_count": 115, "metadata": {}, "outputs": [], "source": [ "Z = linkage(sims_flat, method='average')" ] }, { "cell_type": "code", "execution_count": 116, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dend = dendrogram(Z)" ] }, { "cell_type": "code", "execution_count": 144, "metadata": {}, "outputs": [], "source": [ "labels = fcluster(Z, 11, criterion='maxclust')" ] }, { "cell_type": "code", "execution_count": 145, "metadata": {}, "outputs": [], "source": [ "from sklearn.metrics import adjusted_rand_score\n", "from sklearn.preprocessing import LabelEncoder" ] }, { "cell_type": "code", "execution_count": 146, "metadata": {}, "outputs": [], "source": [ "enc = LabelEncoder()\n", "true_label = enc.fit_transform(df.loc[:, 'class'].values)" ] }, { "cell_type": "code", "execution_count": 147, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.489059830558835" ] }, "execution_count": 147, "metadata": {}, "output_type": "execute_result" } ], "source": [ "adjusted_rand_score(true_label, labels)" ] }, { "cell_type": "code", "execution_count": 148, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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class
Важные мировые события000001250000278
Внутренняя политика РФ00000010001020162
Внутренняя политика РФ: оппозиция0000000027601
Внутренняя политика: культура0000100000000
Международные отношения00000000027126
Международные отношения: Криминальная хроника000000000820
Проишествия РФ0000000100000
Спорт029410000003
Спорт0010001000001
Теракты0000000200000
Технологии490000000000
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" ], "text/plain": [ "label 1 2 3 4 5 6 7 \\\n", "class \n", "Важные мировые события 0 0 0 0 0 125 0 \n", "Внутренняя политика РФ 0 0 0 0 0 0 100 \n", "Внутренняя политика РФ: оппозиция 0 0 0 0 0 0 0 \n", "Внутренняя политика: культура 0 0 0 0 100 0 0 \n", "Международные отношения 0 0 0 0 0 0 0 \n", "Международные отношения: Криминальная хроника 0 0 0 0 0 0 0 \n", "Проишествия РФ 0 0 0 0 0 0 0 \n", "Спорт 0 2 94 1 0 0 0 \n", "Спорт 0 0 100 0 1 0 0 \n", "Теракты 0 0 0 0 0 0 0 \n", "Технологии 49 0 0 0 0 0 0 \n", "\n", "label 8 9 10 11 \n", "class \n", "Важные мировые события 0 0 0 278 \n", "Внутренняя политика РФ 0 102 0 162 \n", "Внутренняя политика РФ: оппозиция 0 276 0 1 \n", "Внутренняя политика: культура 0 0 0 0 \n", "Международные отношения 0 0 27 126 \n", "Международные отношения: Криминальная хроника 0 0 82 0 \n", "Проишествия РФ 100 0 0 0 \n", "Спорт 0 0 0 3 \n", "Спорт 0 0 0 1 \n", "Теракты 200 0 0 0 \n", "Технологии 0 0 0 0 " ] }, "execution_count": 148, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pd.crosstab(df.loc[:, 'class'], df.loc[:, 'label'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# LSA" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "C помощью `TruncatedSVD` выполните LSА преобразование документов" ] }, { "cell_type": "code", "execution_count": 149, "metadata": {}, "outputs": [], "source": [ "from sklearn.decomposition import TruncatedSVD" ] }, { "cell_type": "code", "execution_count": 152, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1930, 22682)" ] }, "execution_count": 152, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X.shape" ] }, { "cell_type": "code", "execution_count": 153, "metadata": {}, "outputs": [], "source": [ "lsa = TruncatedSVD(n_components=100, random_state=123)\n", "W = lsa.fit_transform(X)" ] }, { "cell_type": "code", "execution_count": 154, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1930, 100)" ] }, "execution_count": 154, "metadata": {}, "output_type": "execute_result" } ], "source": [ "W.shape" ] }, { "cell_type": "code", "execution_count": 155, "metadata": {}, "outputs": [], "source": [ "sims = pairwise_distances(Z, metric='cosine')" ] }, { "cell_type": "code", "execution_count": 156, "metadata": {}, "outputs": [], "source": [ "sims_flat = squareform(sims) # Развернули матрицу попарных расстояний" ] }, { "cell_type": "code", "execution_count": 157, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1861485,)" ] }, "execution_count": 157, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sims_flat.shape" ] }, { "cell_type": "code", "execution_count": 158, "metadata": {}, "outputs": [], "source": [ "Z = linkage(sims_flat, method='average')" ] }, { "cell_type": "code", "execution_count": 159, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dend = dendrogram(Z)" ] }, { "cell_type": "code", "execution_count": 165, "metadata": {}, "outputs": [], "source": [ "labels = fcluster(Z, 11, criterion='maxclust')\n", "df.loc[:, 'label'] = labels" ] }, { "cell_type": "code", "execution_count": 166, "metadata": {}, "outputs": [], "source": [ "from sklearn.metrics import adjusted_rand_score\n", "from sklearn.preprocessing import LabelEncoder" ] }, { "cell_type": "code", "execution_count": 167, "metadata": {}, "outputs": [], "source": [ "enc = LabelEncoder()\n", "true_label = enc.fit_transform(df.loc[:, 'class'].values)" ] }, { "cell_type": "code", "execution_count": 168, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.4824127738105574" ] }, "execution_count": 168, "metadata": {}, "output_type": "execute_result" } ], "source": [ "adjusted_rand_score(true_label, labels)" ] }, { "cell_type": "code", "execution_count": 169, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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label1234567891011
class
Важные мировые события000418400027800
Внутренняя политика РФ01000000001620102
Внутренняя политика РФ: оппозиция0000000010276
Внутренняя политика: культура0010000000000
Международные отношения00000270012600
Международные отношения: Криминальная хроника000000820000
Проишествия РФ0000000001000
Спорт000000097300
Спорт0010000100100
Теракты0000000002000
Технологии490000000000
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" ], "text/plain": [ "label 1 2 3 4 5 6 7 \\\n", "class \n", "Важные мировые события 0 0 0 41 84 0 0 \n", "Внутренняя политика РФ 0 100 0 0 0 0 0 \n", "Внутренняя политика РФ: оппозиция 0 0 0 0 0 0 0 \n", "Внутренняя политика: культура 0 0 100 0 0 0 0 \n", "Международные отношения 0 0 0 0 0 27 0 \n", "Международные отношения: Криминальная хроника 0 0 0 0 0 0 82 \n", "Проишествия РФ 0 0 0 0 0 0 0 \n", "Спорт 0 0 0 0 0 0 0 \n", "Спорт 0 0 1 0 0 0 0 \n", "Теракты 0 0 0 0 0 0 0 \n", "Технологии 49 0 0 0 0 0 0 \n", "\n", "label 8 9 10 11 \n", "class \n", "Важные мировые события 0 278 0 0 \n", "Внутренняя политика РФ 0 162 0 102 \n", "Внутренняя политика РФ: оппозиция 0 1 0 276 \n", "Внутренняя политика: культура 0 0 0 0 \n", "Международные отношения 0 126 0 0 \n", "Международные отношения: Криминальная хроника 0 0 0 0 \n", "Проишествия РФ 0 0 100 0 \n", "Спорт 97 3 0 0 \n", "Спорт 100 1 0 0 \n", "Теракты 0 0 200 0 \n", "Технологии 0 0 0 0 " ] }, "execution_count": 169, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pd.crosstab(df.loc[:, 'class'], df.loc[:, 'label'])" ] }, { "cell_type": "code", "execution_count": 193, "metadata": {}, "outputs": [], "source": [ "idx = (df.loc[:, 'class'] == 'Спорт ') & (df.label == 3)" ] }, { "cell_type": "code", "execution_count": 194, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "951 игрок евгений кузнецов фото\n", "Name: text, dtype: object" ] }, "execution_count": 194, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.loc[idx, 'text']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Ограничения метода k-средних\n", "Запустите метод k-средних для данных ниже, расчитайте меру качества ARI по отношению к истинному разбиению в переменной `y` и меру `silhouette`.\n", "\n", "Все должно получится идеально (ну или почти)!" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [], "source": [ "from sklearn.cluster import KMeans\n", "from sklearn.datasets import make_blobs\n", "from sklearn.metrics import confusion_matrix\n", "from sklearn.metrics import adjusted_rand_score\n", "from sklearn.metrics import silhouette_samples, silhouette_score" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 61, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "X, y = make_blobs(n_samples=1000, n_features=2,\n", " centers=3, random_state=15)\n", "plt.scatter(X[:,0], X[:,1], c=y)" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "KMeans(algorithm='auto', copy_x=True, init='k-means++', max_iter=300,\n", " n_clusters=3, n_init=10, n_jobs=None, precompute_distances='auto',\n", " random_state=None, tol=0.0001, verbose=0)" ] }, "execution_count": 62, "metadata": {}, "output_type": "execute_result" } ], "source": [ "kmeans = KMeans(n_clusters=3)\n", "kmeans.fit(X)" ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 63, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "y_kmeans = kmeans.labels_\n", "plt.scatter(X[:, 0], X[:, 1], c=y_kmeans)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Задание\n", "Давайте чуть-чуть изменим данные.\n", "\n", "Попробуем прокластеризовать их с помощью k-means и GMM (EM-алгоритма с гауссовскими распределениями).\n", "\n", "Вновь оценим качество с помощью ARI и `silhouette`." ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 64, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.mixture import GaussianMixture\n", "Trans = [[ 0.40834549, -0.43667341],\n", " [-0.10887718, 0.829]]\n", "X_t = X.dot(Trans)\n", "plt.scatter(X_t[:,0], X_t[:,1], c=y)" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "KMeans(algorithm='auto', copy_x=True, init='k-means++', max_iter=300,\n", " n_clusters=3, n_init=10, n_jobs=None, precompute_distances='auto',\n", " random_state=None, tol=0.0001, verbose=0)" ] }, "execution_count": 65, "metadata": {}, "output_type": "execute_result" } ], "source": [ "kmeans = KMeans(n_clusters=3)\n", "kmeans.fit(X_t)" ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 66, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "y_kmeans = kmeans.labels_\n", "plt.scatter(X_t[:, 0], X_t[:, 1], c=y_kmeans)" ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [], "source": [ "from sklearn.mixture import GaussianMixture" ] }, { "cell_type": "code", "execution_count": 68, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "GaussianMixture(covariance_type='full', init_params='kmeans', max_iter=100,\n", " means_init=None, n_components=3, n_init=1, precisions_init=None,\n", " random_state=123, reg_covar=1e-06, tol=0.001, verbose=0,\n", " verbose_interval=10, warm_start=False, weights_init=None)" ] }, "execution_count": 68, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gmm = GaussianMixture(n_components=3, random_state=123)\n", "gmm.fit(X_t)" ] }, { "cell_type": "code", "execution_count": 69, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[-3.36550676, 1.69037019],\n", " [ 3.52848333, -8.35644743],\n", " [-1.89749366, 2.39960211]])" ] }, "execution_count": 69, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gmm.means_" ] }, { "cell_type": "code", "execution_count": 70, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[[ 0.17544784, -0.24394595],\n", " [-0.24394595, 0.80090286]],\n", "\n", " [[ 0.17925135, -0.28507975],\n", " [-0.28507975, 0.9431988 ]],\n", "\n", " [[ 0.1849578 , -0.30840977],\n", " [-0.30840977, 0.97886067]]])" ] }, "execution_count": 70, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gmm.covariances_" ] }, { "cell_type": "code", "execution_count": 71, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0.33527775, 0.334 , 0.33072225])" ] }, "execution_count": 71, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gmm.weights_" ] }, { "cell_type": "code", "execution_count": 72, "metadata": {}, "outputs": [], "source": [ "labels_gmm = gmm.predict(X_t)" ] }, { "cell_type": "code", "execution_count": 75, "metadata": {}, "outputs": [], "source": [ "labels_probs_gmm = gmm.predict_proba(X_t)" ] }, { "cell_type": "code", "execution_count": 77, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1000, 3)" ] }, "execution_count": 77, "metadata": {}, "output_type": "execute_result" } ], "source": [ "labels_probs_gmm.shape" ] }, { "cell_type": "code", "execution_count": 76, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[9.99999897e-01, 3.10517401e-54, 1.03331567e-07],\n", " [1.13404842e-62, 1.00000000e+00, 7.71549023e-39],\n", " [9.99999994e-01, 4.52559053e-77, 5.57408846e-09],\n", " [9.99886302e-01, 1.39809682e-59, 1.13698267e-04],\n", " [7.15051489e-08, 2.98449185e-24, 9.99999928e-01],\n", " [9.99998364e-01, 3.99661792e-50, 1.63620622e-06],\n", " [9.99999999e-01, 6.44576239e-57, 5.72446154e-10],\n", " [5.27734551e-58, 1.00000000e+00, 2.95859568e-35],\n", " [9.99995829e-01, 1.85116510e-48, 4.17117208e-06],\n", " [8.90843167e-08, 1.23023688e-44, 9.99999911e-01]])" ] }, "execution_count": 76, "metadata": {}, "output_type": "execute_result" } ], "source": [ "labels_probs_gmm[:10]" ] }, { "cell_type": "code", "execution_count": 74, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 74, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.scatter(X_t[:, 0], X_t[:,1], c=labels_gmm)" ] }, { "cell_type": "code", "execution_count": 83, "metadata": {}, "outputs": [], "source": [ "X_sample, y_sample = gmm.sample(100) # Cгенерировали наблюдения из смеси" ] }, { "cell_type": "code", "execution_count": 85, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 85, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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3y3gsNSndejV8H0lyWtXK0AvymhMkRfvrRUAefSqHmtSiid/rOGuP5inLekgOlckoRX6NUK35vaTUNt8DAICehLAcRVOdV3df8JC2ri6L+n52YaYO/+FBnVLLU3/4r2bP+CS8hV3Vlmo9cPkTuvmNXys1I77LQD6duSgclHeq2Fil1+4v1bSbTtfBPxivmu11+vC5T9VY06Ssgkwdc8EkjTh4aFzrSgYZ1vOtAq4kubVCqZqlZp0Q5RNGmXpMKdZsOWuaVWiFFFSepHQ5tSXiaoe2ya218mufVu1OrVaudZtc2iApqKCK1GB+3KbT+SzVK9v6m1zW1nCbS2WS7lCtuaENPzUAAD0PYTmKtx55fzdBOUtHnH2I+gzuFfc6QqGQls9dFbHX87a15fpgxic67qIj49p/S1PkdmmSVLP9250WjrvkKB178ZHyN/vlTnV3mW3jOsqhmog2ywrKYz6PGpbT9azSrefksJolI7msnUF1xw4au671McpUMMqx2TnWXXJb68KvXdqiTD2hFjNpjzPM6Xq1VVDeya3l2nEIC9uuAwCwK8JyFNvWRj9QIrsgUzfOvDpmeyxvWr5V/7tvlrwNzRp9+AhN/vHhcrmd4fdDQSN/SyDqZ6u3Roa1WGqsbVLAH9m3y+PSAcePadVmWVaPO3I7pBxplxlhY5zyaWzU61OtD3YE5Si+e9z2Tn6NjNjBwqFyORUZdp3aqhR9uMfZZUtNNu8ERVgGACA6/u8YxX4lo+XyOCPaB4/dK2ZBeeFbS3THOfdr7ksLtHjWMj1zy0u6+/yHZMy3wcnldqpwQOTsYmZehiadFb9lIOu/2KibT7pL23f50uBJc2vfI0booKn7x63vrqLRnKmgyWnV5tdwNevYqNdbij5Lv1PIpMpvBspvBqkpdLxqzB8jrjFyK/r3W6eM0vZYs1cnK2gix1NQxTb3BQAAhOUoDp66v0YeMkzO78zy9hpYoAtuOztmfcy8d5Zqyr5dzhAKGq36bK2+eO/LVted96cz1W9YH+mb1Q2Z+Rk67IcHqXh4v5jVsqv/3PKStq9vfQqc0+XUadecqF8+dokcDoZNi6aoxvxRzeZQtZj91Bg6U9XmLtmFzoB2/88rqP6qNE+q0jyuOv1G0R64M8pVQIOi3Lu/WjRxjzUH1U+N5kwFTG9JUsi45TN7q9Zcv8fPAgDQUzGdFIXD6dCvnvyp5rwwT1+8+5Xy+uXopMtKNGzUEFVURB4l/H2FQiHVRdlNo8Xr0+fvfKlxk0eH2waMLNLNb1yrj57/TFVbqnX4Dw9Sv6HxO2DCGKPKzdUR7cFAUOUbKnvMmuS28Gu8asz4Nl0bMtnhLzy7MsYhvxnWpvvUmBuUq1vl0jpJAQXVT3Xmaklt266vSefIa05UivlYIRXIpwniOzMAAPYIy1FsW1umF+54XXXl9crrl6PjLjlKub2zY3Z/h8Oh9OzImUOny6HB4wZGtKekeTTlx4fHrP/dsSxLKTbrj3sPis0SlJ7IbW2wfc+yQkrRp3KZrxTYZfeLXRnlqNrcKYeqJfkUUm/ZpnDbe+SqWSd+r88AANBTMaW0i61rtuvOaQ/os5mLtPyT1Zr70gL99f/uU+WWyNnWjph45gSlZrUOzAP2Kdahpx0Y037aY9zkURFrtvsN663J5x4W874cqvjmobXdnDfdDZg9fC91WtXKsJ5p8/1CyvvmAUBm+gEAiCdmlnfxwl9fV/nGqlZt29dX6MU7X9dvn/xFzPo54dLJysxN14fPfSaf16+ivfvonD+e1mo3jET54e+mynI69MW7y9TS5FOvgQWadvPpMT3e26FK5Vi3fLNfcEhBFanWXKuguucezc1mitxaIYfltb3Goei7ZQAAgMQhLO+itrwuanv11tqY9zXprEM06axDYn7fjnI4HDrrt1N11m+nxq2PHOsWpVifh187Vatc/UmV5hFJif/CEGteTZXTlCtFH8hlbZe1SzA2RvKZ0TafBgAAicIyjF3YrU3OL8rt5Eq6L4fK5NLXEe0ubZJbixNQUedo0IWqNI8qmP2CfGaEjNnxpSBk3PJpPzUqdrutAACA2GBmeRdnXH+S1n2xUeUbKsNtfQb30hm/PimBVXUvlnyyFIzyTiBixrX7cUmuvqoy9ylVs+Qxy9SiA9SiI7Wn764ufalM6yk5VK+geqneXKrQHrakAwAAHUNY3kXfwb113TOX6cU7XldNeZ3y++XqzOtOUl7fnD1/GG0SVLEC6ieP6iPafUr8A46dw6VmnRD1aOxvBeXRfDlUqaDylWvdKaf17daFbq1Slfm7QlGOxQYAALFBWI6i916F+tm9P050Gd2YpTpztXL0F7m0UTse8CtWvblUUuweIuzKHNquXOsPcmm9HJZfIeORw2p9CqDL2qQM84TqdfU3LUG5tVSWWuTTfpJ61hHkAADEA2EZCRHQPqo0j8ijz2SpRS06VNFOreupcqy/ymOtCr/eNSjv5LTKJCM5tU651q1yaqMsBRVQserNz+Vrw8l+AADAHmG5EwUDQX3wzFwteX+5MnMzdPKVJeozqFeiy0ogF2EuqoCcWtemK53aoFzrt3JpvVzW1nC7WxuVpftVaQ4Qs/UAALRfXMNyRUWF7rvvPtXU1MiyLJWUlOjEE3vmyWGhUEh/+8lD+mrOSgUDIUnS0tnLdeGdP9KYI0e2654BX0Cz/vWBvpq7WqmZqTr5ihIN3Kc4lmUjIYJyKvoWht9ljCW3tVlubZaJcqaLS5vl0WfyaVIcagQAoGeIa1h2Op0677zzNGTIEHm9Xv3mN7/R2LFj1b9//3h2m5QWly7Tik/XhIOyJFVtrdErd7/ZrrC8I3w/qC/nrJIJ7UhKK+au1nm3nakDTxgXs7rR+TyaJ0XZLcQYh7xmopyWV26tlMP69gFJK+pBfg7xxyMAADomrvss5+XlaciQIZKktLQ0FRcXq6qqag+f6p4Wz1oqf7M/or2mbM8ziNEsenupVn62LhyUd97r9QfeaXeNSA4ONSna8d9GaWrQVaozV0d+KIqA+sunCTGuDgCAnqXTpp3Kysq0bt06DRs2rFV7aWmpSktLJUnTp09XYWFhZ5X0vblcrnbXt89BI/Thc58pFAy1as/Oz2rXPVd9sk7+lsjw3VDZpIKCAlnRpxqRBPY4jkJTpdonJbOpVbPlGqz87H0keaXaXCnUeus9I4ekjB0vnP1lpd+gQnff2BaPpNGR/x4BOzGOEAvdfRx1Slhubm7WXXfdpfPPP1/p6emt3ispKVFJSUn4dUVFxa4fTxqFhYVtqm/d5xv0/n/mKiM3XcddfKRyemXrgKljVPxQX238akv4urSsVB18yv7t+pn7jewjp8vRalmHJKVmpaiystLmU7FjjFEwEJLL3f2Opo63toyjVE1TpvWkXNZWGeNUQP1V679SgW/+2WZpgtKs7eFdMoyRWnSA6s3VkvwKhgZKtZak5P33CR3T1v8eAbvDOEIsdNVxVFRU1Kbr4h6WA4GA7rrrLk2aNEkHH3xwvLtLuP/c/JI+eu5TNdZ6JUmfvLJQF/zlLI05ch/9+j8/17//+JK2rStTSppHh505QUed077dIA47/UC9+8RHWr9kY7gtPTtNk/4vvr/jUDCkf//xRS37aIV8Xr8KivN0zk2na/DYAXHtt6dp1glqMZOUYj6UUbpaNFGSO/x+va5U0PRWiubIUkh+M1L1Yp9qAABizTIm2nP0sWGM0X333afMzEydf/75bfrMli1b9nxRguzpm1P5hkrd8oO7VVfR+s/jg8cO0B9fuybmSyMaqhs149ZXtGX1NnlSPTriR4do4mmxOQHPW9+sxaXLlJaZojFH7yOna8cM8tM3vqB3n/yo1Yx2n8G9dPPr1yoti32S26IwP6CWqnvlsGrUbCapRUcrzo8PoBvqqjM5SC6MI8RCVx1HSTGzvGLFCs2ePVsDBw7Ur3/9a0nSj370I40fPz6e3SbMZ68tjgjKklS1rVYN1Y3Kys+MaX+ZeRm6+G/nxPSekjR7xid69e9vq3xDpZxup/oN6a2f3/cT9R/ZT8s+XBmx9GP7unK98+RHOvnyEps7Yie3FstZ+1dlOHZ8KUzRHPn0nmrMrZJYZw4AQLKJa1geOXKknnvuuXh2kVR6DyyQ0+1U0N9626+UNI9S0uP35/Ht68r1n5tfUuWWaqVmpOiIsw/REf93SLvu1VjbpFfueUsVG3fsWhL0B7VpxVY9dv0M/eHlX8rfHP0kuaqt1e2uvyfJsh6RZb7964nD8stjFsitBfIrNn8V+JbRji3o2D4OAID24v+iMTT+uDEq3ruvNny5OdzmcFoaecgweVLdu/lk+zXWNOnu8x/S1jVl4bbNK7cpFDQ66pxDv/f95r/+eTgof1fZhkrVVdSrcECBynd5Pz07TZPO6v7r0TvOyBHlgTuH5VWaeT+mYTldzyjNmiVLjQopT41mmlo4nAQAgO+NhZIx5HQ5dfXjl2js5FHqM7iXikf01dHnHqbz/3JW3Pp88+H3WgVlSWqq9Wr2jE/adb/UjBQ5nJHLAZwuh1xul8770xnqN6xPeMVARm66Dj3tAA0eO7Bd/SWKpSZl6DHlWn9Qph6QpdpO6dXs3NrtO4yx5NeQmPWSpv8p03pKbmutXNZ2eazlyrb+X5uP0AYAAN9iZjnG8ovydM2TP+20/ravj76g3lvvbdf9xh83Vn0G99bW1dtbtfcf0U8ZuenKyE3XzW9cq9kzPlH5xkodfuZBGjiqax2xbaleedav5LFW7WxQipmranOnQuod176bzVFyWVtlqSncFtAgeXVSzPpItd6Ww2pq1ea0KpWvKxTUEDWaM9WiI2PWHwAA3RlhuYvb94gRmv/65xHrpPP65rTrfu4Uly65e5qe/P3zqthUJZfbpf4j+uln//hx+JqUNI+OueCIDtWdSBl68tug/A23tUFZelC15oa49t2o85SeVqBg00xZalFQRaozVymWW75Zir6u3Gk1yqklcmqjak06p/sBANAGhOUu7rAzJujjF+drxSdrwqcD9hpYoLN++4N233Po/nvppteuUeXmanlS3couzIpVuUnBba2P2u7U9qjtsWbSfqyqxhPjdv+AGSiPtdz2fadVo3Q9J58hLAMAsCeE5STnbwmo9PHZWvHpGmXlZ2rqVceo98Bvj5R0upy69umfa/aMuVr24Url9c3RyZeXKLdP+2aWd7IsS4X98ztaflIKmtyou7SFoqwn7orqdYXcZr1cWiPLCka9xqH2LdMBAKCnISwnsWAgqDum3a+Vn62VCe04O2bZhyv0s3t/rOETvn0gzOV2avJ5h2vyeYcnqtQupVE/lsd8IZf17Uxy0OSrwZybwKpixyhbleZ+papU6eYleRwrIq4JmLZtxA4AQE/HbhhJbM4L87R6wfpwUJakys3VeuGO1xJWUygY0sK3luiNB99V+cbKhNXREUENUI25Rc3mIPnN3moxB6jW/F4BjUl0aTHkUrOOV7Xuls+MkjE7/lU3RvKbIWrQz+XRZ8q1fqdc6zql6UXt2JMZAAB8FzPLSWzZhysiHtyTpNqyugRUI9WU1enunzyoTSu2KeAL6PV/vqtDTz1A5/zxtITU0xEBjVCN+Wuiy4g7o3RVmf+nNM2UR0sVMpny6WCl6jVlWjPksBokSSlaII8+V625OcEVAwCQXAjLSaxo735R29Oz0zu5kh0eu26G1i/ZFH5dV16v2c9+qoN/MF5D998rpn0ZY/Thc59q3v8WS5Imnn6gDjn1AFkWR0J/fx75dLDS9KZSrA1K12uSHLKsQPgKywoqxSySS2sU0NDElQoAQJIhLCexYy86Qp++skCbV24Lt2Xkpuvoad//ZL5Y2LauPKLNW+fV+//+OOZh+YnfPqeP/jtP/ma/JGnFJ2u07ouNXXIWOxnkWH/ZZbu8UMQ1DqtObvM5YRkAgO9gzXISS8tM1bVP/0wHnbyfBo0doJGHDtOPbztTk/7vkDbfwxij1QvW692nPtK2tWV7/sBuuNzOqO3p2Wkduu+uasrqtPidZeGgLEktXp8WvPmFGmubdvNJRONQtZzavMfrQiZDfo3ohIoAAOg6mFlOcvlFebr8nxe067M+r093X/Cw1i7+Ws32d3NYAAAgAElEQVQNLcoqyNDYo0fpkruntWs5w8hDhmnLqm0KBb994LCgOE8n/PTodtVnZ9OKrareGnn8dM32Om1bWx7zWezuzsihaN+LjZF2DgNjJL/2UUCjO7c4AACSHGH5G8YYLflgueb8d54yctN10mVTVFCUl+iyOmTGn17Rlx+tDL+ur2zUZzMXafSkETrsjO9/IMU5N50mn9ev5Z+sVktTi/L65ui0a0/s8J7Ouyoa2kc5vbNUW1bfqj27MFO99yqIaV89gVGOAhoop1ofjR5SngJmoCyF5DOj1aALE1QhAADJi7D8jUevfUafzVyklqYdRwUvenuJfnL7WdpvStedaVv3xcaINn9LQJ/9b1G7wrLT5dRFd/1IPq9P3oZmZRdmxeWBu/yiXI06bLg+m7lIwcCOtbUuj1NjjhyprPzMmPfXE9SaPyhHN8ul9bLkV1B9VWeukF/jE10aAABJjbAsaeNXm7XwrSXhoCxJVVtq9PLf3tS4yaO67A4MTlf0Jeluj7tD9/WkeeRJ83ToHnty6f87V8XD+2np7K9kWZbGTRmt4y+N7XKPniSkfFWbe+TUVlnyKqBB4pEFAAD2jLAsaf7rn6uxJvLBsZrttfLWN8f8AbbOsv8xY7T+i43yt3y7RVhmbrqOvfhI288YY7TswxWa+/ICFRbn6diLjlJGbse2qqurbNCr97ylys3VGji6WCf8dLJSM1J2+xmH06GpVx6jqVce06G+0VpQ0bcjBAAA0RGWJfUb1kdOtzPiAJDUjBSlpMd3BjWeTvz5ZFVvq9Hn736pplqvsntl6ahzDm11VPZ3GWP0zyue1KJZS8Oz7HNfWqDLHjhfg8YMaFcNZRsqdNe5/9S2tTu2nVv41hItnrVUv3n+SqVlprbvBwMAAOgk/B1W0oST9lP/Ea1n3Fxul8YctY+crujbpXUFlmXp3FvO0J9mXa+bXr9Gt751nY67+Cjb65fPXa3F7yxrtRxl+/oKPXPLy+2u4dk/vRoOyjutX7JJ/7u3tN33BAAA6CzMLGvHg2u/evKnevJ3z2vb2jK5PC6NPXofnf7rExNdWkykpHnUa8Ced5GY+/ICNTe0RLRXbq5ud99VW2uitm/8yn7f34VvL9HsGZ9IRpp4xgQddPJ+7e4fAACgIwjL38jtna2rHrko0WUkVO+9CqO272l98bovNujNh96Tvzmgg6bup4N/MD78UGRaVvSlFjm9sqO2Pz99pkof/zAc2r+cs1Ir563VuTef3tYfAwAAIGZYhoGwKT85XH2H9m7V5k5xab8S++3z3v/3x7rrvAf1ycsLteDNL/TIr57Rw7/8d/j9ky8vUU6vrFafKRxQoFN/dXzEvZrqvPr01YWtZrdbmnxa8MYXqqtsaO+PBQAA0G6EZYSlZabqqocv1OhJI9RncC8NGFWsE34+RWdcd1LU60PBkGY9Nlv13wmy/ha/Pn/vS21ZvU2SNOqw4brknnM16vDhGjSmv8ZNGaVfPnZx1ANftq7eHvXkvqot1dq0fEuMfkoAAIC2YxkGWike3k/XPXNZm66tKatTbXl9RHtDVaOWvL9CRcP6SpLGHDFSY44Yucf7FQ7IV1ZhZkRgzumVpT6Doi8R6fr8ytL98lhLJBn5zTDV6xcy6th2fQAAIDYIy0nog2fm6r2n5qihplFZBVk6/tKjdfDU/RNdVoTMvAylZ6e2mlmWpJQMjwaOKvre98vpla19Jg7Xp68sCJ/c53BaGn7wUBUU58ek5mSTY/1ZqXpflmUkSW5rjZymQtXmrgRXBgAAJMJy0lk0a6meve3V8CEp5Ruq9PQNLyi/X672PnBwgqtrzZPq1tjJo/Xe03MU+M7BJ4P2HaCRhw5r1z0v+ds56jOoUEtnr5AxRvscOkynXXNCrEpOKg5Vy6Ml4aC8k1sr5NJaBRR9P2wAANB5CMtJpvTxDyNOE6yrqNcbD76rvQ9Mvt06pt10mnJ6ZWnxrKUK+oMaMLpY0246vd1HhDucDp169fE69erIBwC7G4cqZSnywUWH1SCH2SIRlgEASDjCcpLxeX1R21saI/c/TgaWZWnqFcdo6hUcS/19BTRQIfWSQxtbt5s+8mvfBFUFAAC+i90wksyuJwnuNHT8Xp1cScd4G5r18t1v6B8//ZdeuectNSdp2E8sjxrNaQqa3HBLyGSq2Rwro9zdfA4AAHQWZpaTzFm/+4HWL9mor5dtVtAflMvj0pD9B+rky7vOzG19VYOm/9992vTVju3e5r/2uea/9rmuf/ZyZeZlJLi65OLV6fKZccow/5UUUJNOUYBZZQAAkgZhOcmkZaXq9y/9UnNfmq9V89dp1GF766CT95fD2XX+CPD89P+Fg/JOG77crBfueF0/+fMPE1RV8gpqqOp0faLLAAAAURCWk5DL7dSksw7WpLMOTnQp7bJ9XXnU9q1rtndyJQAAAB1DWEYEY4xevOsNLZ61VD6vT4UD8nXuLWeo39A+bfp8WlZq1PaMnLRYlgkAABB3Xedv++g0//3L//TGA+9ow7LN2ra2XEs/WKF7Lnq0zQ/pTb3yWOX2yW7Vltc3R1OvOi4e5QIAAMQNM8s9VM32Wj35+/+q7OsKedI8Omjqfjr+kqMlSYtLl8n/nUNGpB1LKN57eo5O+OnkPd576P576ZK7p2nmvbPUUN2krLwMnfLL4zRo3/5x+VkAAADihbDcA/ma/brj3H+2eghv04ot8nl9mnrlsdH3dDb2a5Gj2feIkdr3iJGxKBcAACBhWIbRA330/KfasnJrq7aWRp8+m7lYlmUpvygv4jOpmSk69LQDO6tEAACApEBY7oE2frVFoaCJaG+q9yoUCunsG09V70GF4faUdI/2O2ZfDT+I45cBAEDPwjKMHuiA48dqzgvz1NLY+mjtvD65cjgcGjJuoP4481d68+H3VbWlWoedMUGjDh8uy7ISVDEAAEBiEJZ7oNGTRmj0YSP0xftfKeDb8SBfflGuTrvm+PA1mXkZOvO6kxJVIgAAQFIgLPdAlmXpykcu1KevLNSCN79QZn6mTr68RIX98xNdGgAAQFIhLPdQDodDh552IA/tAQAA7AYP+AEAAAA2CMsAAACADcIyOizgD6pqS034YUEAAIDugjXL6JCZ/3hbH784X/VVjcrMy9Chpx2gU35xXKLLAgAAiIm4h+XFixfrscceUygU0pQpU3TqqafGu0t0knmvLdZr978jb32zJKm+skGvP/CO+g7upYN/MD7B1QEAAHRcXJdhhEIhPfroo/rd736nu+++W3PmzNGmTZvi2SU60QfPzA0H5Z2aG1o0+9lPE1QRAABAbMU1LK9evVp9+/ZVnz595HK5NHHiRM2bNy+eXaITBf0hm/ZgJ1fy/fi8Pq1d/LWqttYkuhQAAJDk4roMo6qqSgUFBeHXBQUFWrVqVatrSktLVVpaKkmaPn26CgsL41lSh7hcrqSur7MdUDJOX81dJRMy4TbLYWn8lLFJ+3t65d439dqDpSrfWKGM3AyNmDBU1z91hTypnk6rgXGEWGAcIRYYR4iF7j6O4hqWjTERbZZltXpdUlKikpKS8OuKiop4ltQhhYWFSV1fZzvq/EO1ZM6XWvnZWjXVeZWenaa9JwzW5AsPS8rf06YVWzXj9pdUV9kgSfJtq9EnMxfo/132kC7869mdVgfjCLHAOEIsMI4QC111HBUVFbXpuriG5YKCAlVWVoZfV1ZWKi8vL55dohO53E5d/filWvf5Bq2ct057HzhIQ/bbK9Fl2XrrkffDQfm71i76OgHVAACAriCuYXno0KHaunWrysrKlJ+fr48//lhXXXVVPLtEAgweN1CDxw1MdBl7ZIKRf+mQov8FBAAAQIpzWHY6nbrwwgt12223KRQK6eijj9aAAQPi2SVgq+SCSVo4a4kaq5tate+1b/8EVQQAAJJd3PdZHj9+vMaPZ89dJN6gMQN0/CVHa/Yzc1W+sUoZuekaPHaAfvLnHya6NAAAkKQ4wQ89yg+uOlYl50/S2sVfq6A4T/2G9kl0SQAAIIkRltHjpGenad8jRia6DAAA0AXE9VASAAAAoCsjLAMAAAA2CMsAAACADdYsI6l465v13J9f1Yavtsid4tKRPzpEh556YKLLAgAAPRRhGUkjFAzpznMf0OoF68NtXy/ZqJqyOp1w6eTEFQYAAHoslmEgacx//XOtX7KpVVtTXbPmPD+PU/YAAEBCEJaRNFYvWq+ALxDR3ljbpIAvmICKAABAT0dYRtLY94iRSkn3RLRnFWTK5XEmoCIAANDTEZaRNMYcOVJ7Txgiy2GF27ILM3XcxUfJsqzdfBIAACA+eMAPScOyLF392CV669EP9NXHq5Sa7tEJP52soeMHJbo0AADQQxGWkVRcHpdO+vkUnfTzKYkuBQAAgGUYAAAAgB3CMgAAAGCDsAwAAADYICwDAAAANgjLAAAAgA3CMgAAAGCDsAwAAADYICwDAAAANgjLAAAAgA3CMgAAAGCDsAwAAADYICwDAAAANgjLAAAAgA3CMgAAAGCDsAwAAADYICwDAAAANgjLAAAAgA3CMgAAAGCDsAwAAADYICwDAAAANgjLAAAAgA3CMgAAAGCDsAwAAADYICwDAAAANgjLAAAAgA3CMgAAAGCDsAwAAADYICwDAAAANgjLAAAAgA3CMgAAAGCDsAwAAADYICwDAAAANgjLAAAAgA1XvG781FNPacGCBXK5XOrTp48uu+wyZWRkxKs7AAAAIObiNrM8duxY3XXXXbrzzjvVr18/vfTSS/HqCgAAAIiLuIXlcePGyel0SpKGDx+uqqqqeHUFAAAAxEXclmF817vvvquJEydGfa+0tFSlpaWSpOnTp6uwsLAzSmoXl8uV1PWha2AcIRYYR4gFxhFiobuPI8sYY9r74VtvvVU1NTUR7WeffbYmTJggSXrxxRe1Zs0aXXvttbIsa4/33LJlS3vLibvCwkJVVFQkugx0cYwjxALjCLHAOEIsdNVxVFRU1KbrOjSzfMMNN+z2/ffff18LFizQjTfe2KagDAAAACSTuK1ZXrx4sV555RVdf/31SklJiVc3AAAAQNzEbc3yo48+qkAgoFtvvVWStPfee+vSSy+NV3cAAABAzMUtLP/jH/+I160BAACATsEJfgAAAIANwjIAAABgg7AMAAAA2CAsAwAAADYIywAAAIANwjIAAABgg7AMAAAA2CAsAwAAADYIywAAAIANwjIAAABgg7AMAAAA2CAsAwAAADYIywAAAIANwjIAAABgg7AMAAAA2CAsAwAAADYIywAAAIANwjIAAABgg7AMAAAA2CAsAwAAADYIywAAAIANwjIAAABgg7AMAAAA2CAsAwAAADYIywAAAIANwjIAAABgg7AMAAAA2CAsAwAAADYIywAAAIANwjIAAABgg7AMAAAA2CAsAwAAADYIywAAAIANwjIAAABgg7AMAAAA2CAsAwAAADYIywAAAIANwjIAAABgg7AMAAAA2CAsAwAAADYIywAAAIANwjIAAABgg7AMAAAA2CAsAwAAADYIywAAAIANwjIAAABgI+5h+dVXX9VZZ52lurq6eHcFAAAAxFRcw3JFRYWWLFmiwsLCeHYDAAAAxEVcw/ITTzyhadOmybKseHYDAAAAxEXcwvL8+fOVn5+vQYMGxasLAAAAIK5cHfnwrbfeqpqamoj2s88+Wy+99JL+8Ic/7PEepaWlKi0tlSRNnz49qZdsuFyupK4PXQPjCLHAOEIsMI4QC919HFnGGBPrm27YsEG33HKLUlJSJEmVlZXKy8vT7bffrtzc3N1+dsuWLbEuJ2YKCwtVUVGR6DLQxTGOEAuMI8QC4wix0FXHUVFRUZuu69DMsp2BAwfqkUceCb++/PLLdfvttys7Ozse3QEAAABxwT7LAAAAgI24zCzv6r777uuMbgAAAICYYmYZAAAAsEFYBgAAAGwQlgEAAAAbhGUAAADABmEZAAAAsEFYBgAAAGwQlgEAAAAbhGUAAADABmEZAAAAsEFYBgAAAGwQlgEAAAAbhGUAAADABmEZAAAAsEFYBgAAAGwQlgEAAAAbhGUAAADABmEZAAAAsEFYBgAAAGwQlgEAAAAbhGUAAADABmEZAAAAsEFYBgAAAGwQlgEAAAAbhGUAAADABmEZAAAAsEFYBgAAAGwQlgEAAAAbhGUAAADABmEZAAAAsEFYBgAAAGwQlgEAAAAbhGUAAADABmEZAAAAsEFYBgAAAGwQlgEAAAAbhGUAAADABmEZAAAAsEFYBgAAAGwQlgEAAAAbhGUAAADABmEZAAAAsEFYBgAAAGwQlgEAAAAbhGUAAADABmEZAAAAsEFYBgAAAGy44nnzN954Q2+++aacTqfGjx+vc889N57dAQAAADEVt7C8dOlSzZ8/X3feeafcbrdqa2vj1RUAAAAQF3FbhvH222/rlFNOkdvtliTl5OTEqysAAAAgLuI2s7x161YtX75cM2bMkNvt1nnnnadhw4bFqzsAAAAg5joUlm+99VbV1NREtJ999tkKhUJqaGjQbbfdpjVr1ujuu+/WvffeK8uyWl1bWlqq0tJSSdL06dNVWFjYkZLiyuVyJXV96BoYR4gFxhFigXGEWOju46hDYfmGG26wfe/tt9/WwQcfLMuyNGzYMDkcDtXX1ys7O7vVdSUlJSopKQm/rqio6EhJcVVYWJjU9aFrYBwhFhhHiAXGEWKhq46joqKiNl0XtzXLEyZM0NKlSyVJW7ZsUSAQUFZWVry6AwAAAGIubmuWJ0+erPvvv1/XXHONXC6XLr/88oglGAAAAEAyi1tYdrlcuuqqq+J1ewAAACDu4nooCQAAQLKat32bnl+1Qr5QUGMKeum8kaPkcToTXRaSDGEZAAD0OC+vWaWHln2hOp9PkrSgbLuWVJbr7klHs2wUrcTtAT8AAIBkZIzRK2tXh4OyJBlJSysrNG/7tsQVhqREWAYAAD2KNxhQja8lor05GNTC8u0JqAjJjLAMAAB6lFSnSzmelIj2FIdTYwt7J6AiJDPCMgAA6FEclqWTBg1Rptvdqn1UQYEO7dsvQVUhWfGAHwAA6HF+uPcI9UlP18trV8sXDGqf/AJdPHoMD/chAmEZAAD0SEcUD9ARxQMSXQaSHMswAAAAABvMLAMAgJgyxui51Sv04eZNChlpXK9eumjUGLkcPW+OzhjD0o4ujrAMAABi6u5FC/S/9WvlCwUlSUsry7W+rla3TzwiwZV1Dn8oqLsWLtAXlWUKhEIakJmt68ZPUJ+MjESXhnboeV/xAABA3DT6/Zq7bUs4KEtSSNIXFeX6uq42cYV1oj/P+1SvrV+jDfX12tLYqE+3b9VvPp6toAklujS0A2EZAADEzPamJtVGOfCj1ufT6tqaBFTUuZoCfi2trJDZpX19fZ0+3rolITWhYwjLAAAgZooyMpSfmhrRnp+aqtEFhQmoqHM1+QNqDgYi2v2hkLY3NiagInQUa5YBAEDMpLpcOmbAID23arkaAztCo9vh0CF9+qlvenKu2V1XW6v7lixShderdJdLpw7ZW8fuNahd9ypITVWvtHRVt7REtB/Zn23quiLCMgAAiKmLRo/RyLx8vbpujUImpCOLB+ikQUMSXVZU1c3N+s3Hs7W5sSHctq6uTrKkYwcO+t73syxLP9t3nO5YOE9bm3bMJOd4UnTSoCHqlZYeq7LRiQjLAAAg5g4rKtZhRcWJLmOPnlrxZaugLEn1fp9eXrOqXWFZkg7q208PTzlOL6xeoTq/X6cMHqohObkxqBaJQFgGAAA91vampqjtFV5vh+6bm5Kii0aP7dA9kBx4wA8AAPRY+9k8dFjV0ixfMBj1PfQshGUAANBjHdi3r5xRTtjzBYNaULY9ARUh2RCWAQBAj5XidCnT7Y5od1iOHnk8NyIxCgAAQI9VlJGpAVlZEe0DsrK0f6/eCagIyYawDAAAerQ/HjRRo/MLlO3xKMPl1vDcPP32wIOZWYYkdsMAAAA9XL+MTD04+VhtrK9XwIQ0KCtbVpR1zOiZ+MoEAAB6NGOM5m3fqje/XqfKDm4Zh+6HmWUAANBjtQSDum7OB1pWWaHmYFDPrVqh0QWF+uthR8jjdCa6PCQBZpYBAECP9diXS7WgbLuav9lT2RsMaEHZNj21fFmCK0OyICwDAIAe68uqiog2I+mLish29EyEZQAA0K3V+Vr0dV2dAqFQxHtuR/SlFh5n7CPS2toaPf7lUn2waaOCJrIWJCfWLAMAgG7JHwrq1s8+0dLKCjUF/OqVlqZzRuyjE/YaEr7mlCFD9WVVher9/nBbltujM4YOj1kdxhhNn/+pPty6WXU+n9wOh4Zm5+qOSUcqLyU1Zv0gPphZBgAA3dI9ixfqvU0bVOZtUoPfr3V1dXpwyRfa0tgQvuaI4gG6YNS+Gpqdo8LUNA3NydVFo8bokH5FMavjk21b9c6mDarz+SRJ/lBIy2uqdNfC+THrI5G2NtRr/vZtqm5uTnQpccHMMgAA6JaWVJTL7NJW0ezVMyu+0jXjJ4Tbztp7pM4cNkLeQEBpLpccMd5j+a0N68IPEH7Xhvq6mPbT2YImpFs/+0SfV5Sr3Nuk3mlpOqxfsX61/4Hdap9qZpYBAEC3FDS7RuUdfFHWLjssSxlud8yDsiRlujxR291d/ITAJ7/6Uu9t3KByb5Mkqczr1evr12nWxvWJLSzGuvY/JQAAABtDcnIi2rI8Hp02ZFin1jFt5D7qlZrWqs1lOSKWeoSM0evr1+q3H8/WLZ99rDW1NZ1Z5vc2v2ybgrvM3beEgpq14esEVRQfLMMAAADd0rXjD1KFt1mra6vVFAiod1q6TthrsEbmF3RqHf0yMnX1/gfoia+WqbLZqzSXW4f07aeLRo1pdd2Nn3ykOVu3yP/NzPeCsu26Yuz+OmbgoE6tt6MsdZ8lGBJhGQAAdFPZHo/uO2qKllVVamtjgw7s3Vd5qYnZfeKI4gGaVNRf9X6f0l1uub6zBOOrqkrds3ihllVVtJqnrWxu1oyVy1UyYK+kXAN8SN8iLausVOA72+ClOV06fq/BCawq9gjLAACg27IsS/sWFGrfgsJElyLLspTtSWnVtrKmSr+f+5HKvln3u6uqlmZ5AwGlu92dUeL3Mm3EPtpYX6eFFWWq8HrVKzVNRxYP0OQBAxNdWkwRlgEAABLksS+X2gZlScpwuZXiin5wSqI5LEu/m3CIrIx0Ld2wQQOzspXlif4wY1dGWAYAAEiQnXsvR5PqdOqo4gFyWsm9H0NBWrpGJ8HMfbwQlgEAABKkd1p61Pb8lBSdO3K0fjgsdicJon0IywAAAAnys33HaXl1lTY21IfbBmdn6+9HTuEo7CRBWAYAAEiQPhkZuu+oKXrsy2Xa1tSg/plZOn+ffZWTkrLnD6NTEJYBAAASKD81TdeMPzDRZcBGcq8YBwAAABKImWUAANCtNAcCuveLRVpRXSWXw6HD+hVp2ohRSXmwB5IfYRkAAHQbxhhdN2e2FpZvD7etqK5ShbdZv9z/gE6r45kVX+mdjRvUFPCrd3q6rhw7XkNzczutf8RO3MLy+vXr9fDDD8vn88npdOriiy/WsGHD4tUdAACAllVWaHl1Zas2Xyikudu26GeBcUp1xX+ecMbKr/SvL5fKGwxIkjY01Ov3cz/Ug5OP5cG9LihuI+bpp5/WmWeeqf33318LFy7U008/rZtuuile3QEAAGhlbbWaAoGI9ga/TzUtLerbCWG5dOOGcFDeaVNjg2asWq7C1DTN2vC1moMBFWVk6ur9DlCv9Oh7LSM5xG3EWJYlr9crSWpqalJeXl68ugIAAJAkHdirr3JTUlTT0tKqPT81TYVpabv9rDH/v707D27yvPMA/pVeyfIhy7ZkbPnCxtiE0+awjXFCCsWbu216TUlDC6Gd0m0ypNNNGhgDu4khwEzJ7OyUptuGAAPbnU22cZosadMYSt3WJBgIxJjDGN8HhyzbOnzoeLV/EBwbSeBD0itZ389/evQeP8wzydcvv/d5XLCLIpRy+aT6mwc8hHUA+LirE+1Wy/D3DX296LCa8ZsvPwSVIE1nrMk2hP+pv4xr/VZ8OWM6SvSp7O2+g9/+ZtauXYsdO3bg0KFDEEUR27dv99etiIiIiAAA0zUaFCen4Fh7K2yiCADQRETgyewcKOTeFwF768olHGlugtlmQ7xKhW/nzsKjmdkTqiEpOhotZtOosQi5HGabzS1IN/X14b3Gq/h27n0TutdkXOk1YuuJf6DdagEA/LWjDUv1Kdhe/AAD8wgyl8vlmujJ5eXl6O3tdRtfvXo1amtrMXfuXBQXF6O6uhpHjx7F1q1b3Y6trKxEZWUlAGDXrl2w3WWPdKkpFAo4vPy2SDRWnEfkC5xH5AtTdR65XC4caajHH682IEIQsHZBPhbqU7wef6ShHv9W9ReYR2QQbWQU9j7yOBbd5TxvGoxGPPfhETT33cpIKkFASXoG6ru70TFip77bvjV7LravWDXu+0zW2vcq8Eln+6ixKIUC//HQo1g+PWvM1wnVeRQRETGm4yYVlu9m7dq1OHDgAGQyGVwuF9atW4eDBw/e87zOzk5/lOMTiYmJMBgMUpdBIY7ziHyB84h8gfPoluerjuH0jetu419KS8eOZcsndE2TzYa3rlxCp8WCL6VnYHlqOp47XonPukf/vCMFAa8UP4CSlNQJ3edenC4R++pqcfrGdbgALNAl4scL8qGUC1j9x/eHnyqP9GjmDJQVFo/5HqE6j1JTx/Yz91sbhlarxYULFzBv3jycP38eer3eX7ciIiIimjCb0+lxfHAST0s1ERH44by8UWM/nJeHHTUf4/pAPwBAIZNj0bQkLJvA0+ux2lHzCY62tsCJW89GLxq70Wm1YGfJg4jy8rJjWozab/WEIr+F5Q0bNmD//v0QRRFKpRIbNmzw162IiIiIJiwnLh61dzzxlQmFcA0AABDQSURBVAPIn5bk0/ssTkrG3pWlOHTxAnptg7g/JQ0PZ2b5rT+4Z3AQn968PhyUAcAFoLbbgA6LBSvSM9BmNmNQ/OKXhQx1LL6VO8sv9YQqv4Xl2bNnY/fu3f66PBEREZFP/POChbjS14vLPUbYRRGRgoAFuml4atZsn99LHx2DF5cU+vy6nlzrt6LvjlVBAKB3aAjtFhO+P3seAOCvHe0YcDigj47BxvzFUCvH1ssbLriDHxEREYW1aKUSe1esQlVHO+q6u1GQlIyl+pSQXxEiU6PBtKhodNzRl5wcFY1ZCVrIZDKsnTMfa+fMl6jC0OB9DRUiIiKiMCGDDO0WMy4Yu3Hg4nn8qvYs7KLnXuZgca3fig6LBd7WaohWKPFwZhbUSuXwWJRCgRXpGUhQRQaqzJDHJ8tEREQU9n5xpgYfNDfB4bq1NnOdsRutZhN23/8liStzd91qxcsnq9FqMcPlciElRo3NBUsxMy7e7dj1cxcgTzcN7zZegegCHp8xA/enpEtQdehiWCYiIqKwZrbZcPJ613BQBm69CHe+24AWUx8yNXHSFefBv56sxvkRLyT22Yx45eQJvFn6MASZe9NAQbIeBclclWyi2IZBREREYe3GQD9MHjZF67PZ0GQyeThDOh0WM9rM7jW1mU2oNdyUoKKpj2GZiIiIwlpajBraSPceXl1kJObpdBJU5J1dFOH00KPsEF2wOUUPZ9BkMSwTERFRWItUKPDw9BmjXoRTyeV4ICUN06KiJazMXWasBqkeNg1JV6ux0MfrQtMt7FkmIiKisPfM3PmYp9Xh3cYGOF0iSjOyUJoxXeqy3MhkMrywuBA7T32CNrMJosuFdHUsnstfhAhB8Ms9RZcLf+9sx6UeI0pSUjFfN80v9wlWDMtEREREAIr0KSjy49bTvjJXq8P+0kdw6sY1OEQRhckpUPkpKFvtdvzL346jvtcImyji9w31WJKkR/my+z2+TDgVMSwTERERBbHb6yiP3CRFIZejWJ/q93v/8tynOG/8YuUNq8OB6q4O/F/TVXwtOxdXeo341cXzUIkivplzH+JVKr/XFGgMy0RERERByOZ0Ys+np1BruAmHS0SGWoOXlhQiKTomYDVcNfW6jTlcLlR3daLdYsEHzY3o+3wlkT+1NOOlgiIUJE2tZerC4/k5ERERUYh59dTHONLciFaLGZ1WKz653oWXqqvgdAVu1Qul3HNUdLmAD1uahoMyAHT1W/H6Z+e87ig4UlVHG37+j7/ixb8fx4ctTWM6Ryp8skxEREQUYNesVhy8VIfeoUEUJOnxtewcKEYE0367fdTGI7c1m0z45FoXSlLS3L4bdDhw+PIFXDQaEatU4vtz5iHbw65+4/FPGZmo7+nBgNMxPJagUiE1Ro3qa51uxxsG+9Fns921HePXtWfxztUr6HfcuuaZG9fxWbcBLy4unFSt/sKwTERERBRAZ2/eQPnJE7g+0A8AqO7sxN8627Fn+Yrhl+asDjuGnE63c+2iiGv9Vg/jTvy06i+j+ovPGW6irLB4Urv3PTkzF8ahQfylvRVmmx3ayEh8J/c+KOUC3m28AscdT4RVgoAohfd4abXbcay9dTgoA8CQKOIfnR1YP3c+dJFRE67VXxiWiYiIiALot3WfDQdlAHDChXOGmzje3oZVGZkAgMTIKEyLikbP0NCocxMjo/BgaobbNY80NeKisXvU2M3BARy4eH7SW12vn7sAa+fMw6DDiWiFAjKZDA5RRJYmDg19X/Q0ywHkJybddWWONosZhoEBt3HD4ACu9PRAlxJ8YZk9y0REREQB1D3oHhbtoojqri/aGmQyGTbMz0fKiJf54iNUeGLGTCRGuQfKs4abcMK977dnaNAnNQsyOWKUyuEVORRyOXaVLMfS5BRkaDTIjNXgK9k5eGlJ0V2vkxIdg3iV+26JCSoVMjUan9Tqa3yyTERERBRAamWE25gMQLZmdH/xUn0K3lj1MH7fUA+z3YYns3OQqYnzeM3cuAQcbWtxi8uxEe738hV9jBp7lq+ATqdDd3f3vU8AEKdSoShZjz+1NMPx+YuKt59Ip3jYmTAYMCwTERERBdBjmTPQbjbD4rAPj2Vp4vCNnFy3Y+NUKqyft+Ce1/xGTi7+3NaMqyPaIuIiVPjmzFm+KfouRq7/PBY/X1KEdHUsTlzrhMsFLJ6WhHVz5/upusljWCYiIiIKoG/kzIJKIeBIUxMGnA6kxaixMX/RXV+Mu5cohQL/vnwlflV7Fm1mM6KUCnw7Z5bHVTOkJpfJsGb2XKyZPVfqUsaEYZmIiIgowB7PmonHs2b69JoJkZEoKyz26TX77XYcaW6ExW7H41nZSIqO9un1QwHDMhERERENM9mG8MfmJnRaLTjR1YnOz5eq+0NjA76Tex+eum+OxBUGFsMyEREREQEAjra14PXacx7XcjYMDuB/G+rxaFb2XTcdmWq4dBwRERERweZ04s26Wo9B+bbrA/2o6mgPYFXSY1gmIiIiCjL9Djsa+3rRb7ff+2AfudRjRLvVctdjlHI5dJHu6yRPZWzDICIiIgoir9eexfH2NvQMDSJepcLy1HQ8l7do3Eu0jZdaGYFIQQGrw3tAz4zVoDglxa91BBuGZSIiIqIg8eeWZrzTcAUDTgcAoN/hwB+uNiAzVoOvZuf49d7ZcXGYoYnDeaNh1HiEXI4EVSTS1Gq8tKQIgiy8GhMYlomIiIiCxIetTcNB+bZB0Ylj7a1+D8sA8GrJA9h+8mO0mE0AgCyNBpsKiqCJUEElhGdsDM8/NREREVEQGHA4cLStBTbRidKMLIh37lf9OdHl5Qsf00ZG4bUHV2LAcSuwT2ajlKmCPwEiIiIiCdRc78KeT0+hw2KBC8B/X76EPF0iFDIZHCPCsQAZCpL0Aa2NIfkL/EkQERERBZjocuGX5z5Fu+WL1Se6+q2Qy4AH0zLw6c3r6BkaQrxKhUXTkvD07PDaCCSYMCwTERERBVizyeRxPeNOqxU/XbgEP16Qj0s93bgvXos0dazbcbd32ZPLZHgkcwZiIyICUXZYYlgmIiIiCrBohQJKQQAco1/mi5ALiI1QITVGjdQYtcdzK9ta8J+159D1edh+q+Eynl2wECvSp/u97nAUXmt/EBEREQUBfUwMsjVxbuNZGg3maXVez7u9y17XiKfSXVYr3qirhUMU/VJruGNYJiIiIpLAK8UPYGmyHklR0UiMjMLCxGnYvuwBr5uPNJv68IszNWi3mN2+67RaUN/b4++SwxLbMIiIiIgkEK9SYc/ylbDa7XC6XNDcpe94z5kaHGtvRZ/N5vF7laCAWqn0V6lhjWGZiIiISEIx9wi557tv4qO2Fljs3rehnqGJw/RYja9LIzAsExEREQW19xuvegzKgkyGxMgoZGnisKWoWILKwgPDMhEREVEQi4+M9DieERuL3375YW4g4md8wY+IiIgoiK2eNRsp0TGjxhQyGYqSU/wWlO2iEx+2NOO/Ll3wuB50OOGvIkRERERBLEEVic0FS/Hr2nO4OdiPSEGBgqRkPJu30C/3azWbUHbi72g1meCEC281XMZXsmbih/Pz/HK/YMewTERERBTkFicl4zerHkK/3Y4IQYBC7r/mgF+cqUGTqW/4c/fgIN5tbMAjmVlID8OXCNmGQURERBQiopVKvwZlhyii02pxG++1DeH95ka/3TeYMSwTEREREQBALpNB6SWMx6tUAa4mODAsExERERGAW2F5gW4a7txDMD1Gja/OyJGkJqmxZ5mIiIiIhr2wuBAOl4jzBgOGRCf00TF4Ln/RPTdPmaoYlomIiIhoWIQgYFtRCYacTgw5HdBEhGf7xW0My0RERETkRiUIUAmC1GVIblJh+cSJE3j77bfR0dGBV199FTNnzhz+rqKiAseOHYNcLsczzzyDhQv9sxYgEREREZG/TOoFv4yMDLzwwguYM2fOqPH29nZUV1fjtddeQ1lZGfbt2wdRFCdVKBERERFRoE0qLKenpyM1NdVtvKamBiUlJVAqlUhKSoJer0dDQ8NkbkVEREREFHB+6Vk2Go3Izc0d/qzVamE0Gj0eW1lZicrKSgDArl27kJiY6I+SfEKhUAR1fRQaOI/IFziPyBc4j8gXpvo8umdYLi8vR29vr9v46tWrUVhY6PEcl8s15gJKS0tRWlo6/NlgMIz53EBLTEwM6vooNHAekS9wHpEvcB6RL4TqPPLUHeHJPcPy1q1bx31znU6H7u7u4c9GoxFarXbc1yEiIiIikpJfdvArKChAdXU17HY7bty4ga6uLuTkhOeuL0REREQUuibVs3zy5Em8+eabMJlM2LVrF7KyslBWVoaMjAwsW7YMP/vZzyCXy/GDH/wAci/7jBMRERERBSuZazwNxgHQ2dkpdQlehWpPDgUXziPyBc4j8gXOI/KFUJ1HY+1Z5uNeIiIiIiIvGJaJiIiIiLxgWCYiIiIi8oJhmYiIiIjIC4ZlIiIiIiIvGJaJiIiIiLwIuqXjiIiIiIiCBZ8sj8OmTZukLoGmAM4j8gXOI/IFziPyhak+jxiWiYiIiIi8YFgmIiIiIvKCYXkcSktLpS6BpgDOI/IFziPyBc4j8oWpPo/4gh8RERERkRd8skxERERE5AXDMhERERGRFwqpCwhV7733Hg4fPow33ngDGo1G6nIoxBw6dAinT5+GQqFAcnIyfvKTnyAmJkbqsihEnD17Fvv374coili1ahWefPJJqUuiEGMwGLB371709vZCJpOhtLQUjz32mNRlUYgSRRGbNm2CVqudksvIMSxPgMFgQG1tLRITE6UuhUJUXl4evvvd70IQBBw+fBgVFRVYs2aN1GVRCBBFEfv27cOWLVug0+mwefNmFBQUID09XerSKIQIgoDvfe97yM7OxsDAADZt2oS8vDzOI5qQDz74AGlpaRgYGJC6FL9gG8YEHDx4EE8//TRkMpnUpVCIys/PhyAIAIBZs2bBaDRKXBGFioaGBuj1eiQnJ0OhUKCkpAQ1NTVSl0UhJiEhAdnZ2QCAqKgopKWl8b9DNCHd3d04c+YMVq1aJXUpfsOwPE6nTp2CVqtFVlaW1KXQFHHs2DEsXLhQ6jIoRBiNRuh0uuHPOp2OIYcm5caNG2hqakJOTo7UpVAIOnDgANasWTOlHyCyDcOD8vJy9Pb2uo2vXr0aFRUV2LJliwRVUai52zwqLCwEALzzzjsQBAHLly8PdHkUojyt9jmV/ydF/jU4OIg9e/Zg3bp1iI6OlrocCjGnT59GXFwcsrOzUVdXJ3U5fsN1lsehtbUVr7zyClQqFYBb//SQkJCAnTt3Ij4+XuLqKNQcP34cH330EbZt2zY8p4jupb6+Hm+//TbKysoAABUVFQCAr3/961KWRSHI4XBg9+7dyM/PxxNPPCF1ORSCfve736GqqgqCIMBms2FgYABFRUXYuHGj1KX5FMPyJDz77LPYuXMnV8OgcTt79iwOHjyIl19+mfOHxsXpdOL555/Htm3boNVqsXnzZmzcuBEZGRlSl0YhxOVyYe/evVCr1Vi3bp3U5dAUUFdXh/fff5+rYRCRb+zbtw8OhwPl5eUAgNzcXPzoRz+SuCoKBYIgYP369dixYwdEUcTKlSsZlGncLl++jKqqKkyfPh0vvvgiAOCpp57C4sWLJa6MKPjwyTIRERERkRdcDYOIiIiIyAuGZSIiIiIiLxiWiYiIiIi8YFgmIiIiIvKCYZmIiIiIyAuGZSIiIiIiLxiWiYiIiIi8+H/ZOQC3lG42WAAAAABJRU5ErkJggg==\n", 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