In [53]:

    

import vk
import time
from IPython.display import clear_output
import nltk
from nltk.stem import WordNetLemmatizer
import operator
import pymorphy2


    

In [2]:

    

session = vk.Session(access_token='put your token here')

vkapi = vk.API(session)


    

In [3]:

    

all_count = vkapi('wall.get', owner_id=-29534144, filter='owner', count=1)[0]


    

In [8]:

    

def get_wall(sleep_time=0.3, all_history=None, old_friends=None, stop=None):
    i = 0
    if all_history is None:
        all_history={}

    time.sleep(sleep_time)
    friend_history = []
    clear_output(wait=True)
    if all_count > 200:
        resid = all_count
        offset = 0
        while resid > 0:
            success = 0
            while success==0:
                try:
                    friend_history += vkapi('wall.get', owner_id=-29534144, filter='owner', count=100, offset=offset)
                    time.sleep(sleep_time)
                    success=1
                except:
                    success=0

            resid -= 100
            offset += 100
            if resid > 0:
                print('--processing', resid, 
                    'of', all_count, 'messages left')
            if stop is not None:
                if stop:
                    break
        all_history = friend_history
    return all_history


    

In [5]:

    

#vkapi('messages.send', user_id=9078371, message='а это бот')


    

In [16]:

    

all_history = {}
result = get_wall(all_history=all_history)


    

    




--processing 15875 of 15975 messages left
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--processing 475 of 15975 messages left
--processing 375 of 15975 messages left
--processing 275 of 15975 messages left
--processing 175 of 15975 messages left
--processing 75 of 15975 messages left

In [15]:

    

all_history


    

    
Out[15]:





{}

In [17]:

    

# import pickle

# pickle.dump(result, open('lenta.ch', 'wb'))


    

In [30]:

    

texts = []
for history in result[1:]:
    print(str(type(history)))
    if str(type(history))!='<class \'int\'>':
        if 'text' in history:
            texts.append(history['text'])


    

    




<class 'dict'>
<class 'dict'>
<class 'dict'>
<class 'dict'>
<class 'dict'>
<class 'dict'>
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<class 'dict'>
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<class 'dict'>
<class 'dict'>
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<class 'dict'>
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<class 'dict'>
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<class 'int'>
<class 'dict'>
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<class 'dict'>
<class 'dict'>
<class 'dict'>
<class 'dict'>
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<class 'dict'>
<class 'dict'>
<class 'dict'>
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<class 'dict'>
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<class 'dict'>
<class 'dict'>
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<class 'dict'>
<class 'dict'>
<class 'dict'>
<class 'dict'>
<class 'int'>
<class 'dict'>
<class 'dict'>
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<class 'dict'>
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<class 'dict'>
<class 'dict'>
<class 'dict'>
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<class 'dict'>
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<class 'dict'>
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<class 'dict'>
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<class 'dict'>
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<class 'dict'>
<class 'dict'>
<class 'dict'>

In [33]:

    

len(texts)


    

    
Out[33]:





15976

In [37]:

    

wordnet_lemmatizer = WordNetLemmatizer()
tokens = nltk.word_tokenize(' '.join(texts))


    

In [54]:

    

morph = pymorphy2.MorphAnalyzer()


    

In [56]:

    

lemmatized_tokens = [morph.parse(token.lower())[0].normal_form for token in tokens]


    

In [57]:

    

lemmatized_tokens


    

    
Out[57]:





['у',
 'бердянська',
 "пам'ятник",
 'дзержинський',
 'переробить',
 'у',
 'максим',
 'кривоносый',
 '<',
 'br',
 '>',
 '///',
 '<',
 'br',
 '>',
 'в',
 'бердянск',
 'памятник',
 'дзержинский',
 'переделать',
 'в',
 'максим',
 'кривоносый',
 '<',
 'br',
 '>',
 '<',
 'br',
 '>',
 'дезигнер',
 'босха',
 '<',
 'br',
 '>',
 '<',
 'br',
 '>',
 'https',
 ':',
 '//goo.gl/uz45zw',
 '•',
 'в',
 'польша',
 'мужчина',
 'с',
 'нож',
 'напасть',
 'на',
 'посетитель',
 'торговый',
 'центр',
 ';',
 '<',
 'br',
 '>',
 '•',
 'в',
 'хакасия',
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 'хищение',
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 '7',
 'миллион',
 'бюджетный',
 'средство',
 'у',
 'сирота',
 ';',
 '<',
 'br',
 '>',
 '•',
 'twitter',
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 'сцена',
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 ';',
 '<',
 'br',
 '>',
 '•',
 'саудовский',
 'проповедник',
 'заявить',
 ',',
 'что',
 'женщина',
 'виноватый',
 'в',
 'изнасилование',
 '<',
 'br',
 '>',
 '<',
 'br',
 '>',
 'и',
 'другой',
 'новость',
 'к',
 'это',
 'час',
 ':',
 '<',
 'br',
 '>',
 'https',
 ':',
 '//vk.cc/7fmpze',
 'губернатор',
 'ленинградский',
 'область',
 'представить',
 'робот',
 ',',
 'который',
 'хранить',
 'в',
 'свой',
 'память',
 'проект',
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 '2018',
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 '<',
 'br',
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 '<',
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 ',',
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 ',',
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 ',',
 'что',
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 'поклонской',
 'весь',
 'ещё',
 'являться',
 'гражданка',
 'украины.',
 '<',
 'br',
 '>',
 '<',
 'br',
 '>',
 'сам',
 'же',
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 'уверять',
 ',',
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 'в',
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 '2014',
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 '.',
 'соответствующий',
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 ',',
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 ',',
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 'виктор',
 'янукович',
 ',',
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 'к',
 'тот',
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 'в',
 'ростов-на-дону',
 '<',
 'br',
 '>',
 '<',
 'br',
 '>',
 'http',
 ':',
 '//news.lenta.ch/l5l5',
 'в',
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 'хмао',
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 'по',
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 'наркоман',
 'и',
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 '<',
 'br',
 '>',
 '<',
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 '>',
 'http',
 ':',
 '//news.lenta.ch/l51b',
 'глава',
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 ',',
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 'на',
 'всемирный',
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 'и',
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 ',',
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 ',',
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 '.',
 '<',
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 '<',
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 'в',
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 '<',
 'br',
 '>',
 '<',
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 '>',
 'http',
 ':',
 '//news.lenta.ch/lmom',
 '«',
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 '»',
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 ',',
 'как',
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 '<',
 'br',
 '>',
 '<',
 'br',
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 ':',
 '//news.lenta.ch/lm2a',
 '•',
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 'признать',
 'новосибирский',
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 'в',
 'превышение',
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 ';',
 '<',
 'br',
 '>',
 '•',
 'мвд',
 'насчитать',
 'в',
 'россия',
 '2,6',
 'миллион',
 'нелегальный',
 'мигрант',
 ';',
 '<',
 'br',
 '>',
 '•',
 'капитализация',
 'microsoft',
 'превысить',
 '$',
 '600',
 'миллиард',
 'впервые',
 'за',
 '17',
 'год',
 ';',
 '<',
 'br',
 '>',
 '•',
 'вциома',
 ':',
 '60',
 '%',
 'россиянин',
 'негативно',
 'относиться',
 'к',
 'ксения',
 'собчак',
 '<',
 'br',
 '>',
 '<',
 'br',
 '>',
 'и',
 'другой',
 'новость',
 'к',
 'это',
 'час',
 ':',
 '<',
 'br',
 '>',
 'https',
 ':',
 '//vk.cc/7filcl',
 'президиум',
 'вак',
 'рекомендовать',
 'оставить',
 'мединский',
 'докторский',
 'степень',
 '.',
 '<',
 'br',
 '>',
 '<',
 'br',
 '>',
 'в',
 'пресс-служба',
 'минобрнаука',
 'уже',
 'заявить',
 ',',
 'что',
 'готовиться',
 'соответствующий',
 'приказ',
 '<',
 'br',
 '>',
 '<',
 'br',
 '>',
 'http',
 ':',
 '//news.lenta.ch/lmsz',
 'роспотребнадзор',
 'вновь',
 'запретить',
 'продажа',
 '«',
 'боярышник',
 '»',
 '.',
 '<',
 'br',
 '>',
 '<',
 'br',
 '>',
 'в',
 'свободный',
 'доступ',
 'фунфырик',
 'пробыть',
 'всего',
 '11',
 'день',
 '<',
 'br',
 '>',
 '<',
 'br',
 '>',
 'http',
 ':',
 '//news.lenta.ch/lmup',
 'судебный',
 'пристав',
 'теперь',
 'смочь',
 'задерживать',
 'должник',
 'по',
 'алименты',
 '<',
 'br',
 '>',
 '<',
 'br',
 '>',
 'http',
 ':',
 '//news.lenta.ch/lmyl',
 '•',
 'правительство',
 'предложить',
 'в',
 'четыре',
 'раз',
 'увеличить',
 'штраф',
 'в',
 'система',
 '«',
 'платон',
 '»',
 ';',
 '<',
 'br',
 '>',
 '•',
 'вступить',
 'в',
 'сила',
 'новый',
 'регламент',
 'гибдд',
 ';',
 '<',
 'br',
 '>',
 '•',
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 ':',
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 'член',
 'ячейка',
 'иго',
 ';',
 '<',
 'br',
 '>',
 '•',
 'водитель',
 '«',
 'лексуса',
 '»',
 'сбить',
 '11',
 'человек',
 'в',
 'харьков',
 'в',
 'время',
 'уличный',
 'гонка',
 '<',
 'br',
 '>',
 '<',
 'br',
 '>',
 'и',
 'другой',
 'новость',
 'к',
 'это',
 'час',
 ':',
 '<',
 'br',
 '>',
 'https',
 ':',
 '//vk.cc/7felpt',
 'ксения',
 'собчак',
 'намерить',
 'участвовать',
 'в',
 'выборы',
 'без',
 'политический',
 'программа',
 '<',
 'br',
 '>',
 '<',
 'br',
 '>',
 'http',
 ':',
 '//news.lenta.ch/lmgs',
 'на',
 'украина',
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 'с',
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 'и',
 'оружие',
 ',',
 'который',
 'управлять',
 'девятилетний',
 'ребёнок',
 '<',
 'br',
 '>',
 '<',
 'br',
 '>',
 'http',
 ':',
 '//news.lenta.ch/lmzu',
 'правонарушение',
 'на',
 'дорога',
 'теперь',
 'смочь',
 'фиксировать',
 'сам',
 'гражданин',
 'и',
 'доносить',
 'о',
 'они',
 'через',
 'портал',
 'госуслуга',
 '<',
 'br',
 '>',
 '<',
 'br',
 '>',
 'http',
 ':',
 '//news.lenta.ch/lmtj',
 'учёный',
 'определить',
 ',',
 'как',
 'надо',
 'гладить',
 'человек',
 ',',
 'чтобы',
 'успокоить',
 'они',
 'хороший',
 'всего',
 '<',
 'br',
 '>',
 '<',
 'br',
 '>',
 'http',
 ':',
 '//news.lenta.ch/locc',
 'сегодня',
 'весь',
 'мир',
 'отмечать',
 'день',
 'повара.',
 '<',
 'br',
 '>',
 '<',
 'br',
 '>',
 'с',
 'праздник',
 ',',
 'братишка',
 '!',
 '•',
 'в',
 'пулково',
 'массово',
 'задерживаться',
 'рейс',
 ';',
 '<',
 'br',
 '>',
 '•',
 'глава',
 'роскино',
 'екатерина',
 'мцитуридзе',
 'рассказать',
 'о',
 'домогательство',
 'с',
 'сторона',
 'харви',
 'вайнштейн',
 ';',
 '<',
 'br',
 '>',
 '•',
 'ставропольский',
 'учёный',
 'распечатать',
 'на',
 '3d-принтер',
 'протез',
 'рука',
 'и',
 'нога',
 ';',
 '<',
 'br',
 '>',
 '•',
 'рособрнадзор',
 'проверить',
 'школа',
 'с',
 'обязательный',
 'изучение',
 'татарский',
 'язык',
 '<',
 'br',
 '>',
 '<',
 'br',
 '>',
 'и',
 'другой',
 'новость',
 'к',
 'это',
 'час',
 ':',
 '<',
 'br',
 '>',
 'https',
 ':',
 '//vk.cc/7faiae',
 'глава',
 'поддержка',
 '«',
 'вконтакте',
 '»',
 'рассказать',
 'о',
 'тот',
 ',',
 'как',
 'они',
 'находить',
 'новый',
 'агент',
 'с',
 'помощь',
 'машинный',
 'обучение',
 '<',
 'br',
 '>',
 '<',
 'br',
 '>',
 'http',
 ':',
 '//news.lenta.ch/lose',
 'в',
 'вторник',
 'скончаться',
 'даниэль',
 'дарьё',
 '—',
 'легенда',
 'французский',
 'кино',
 'и',
 'талантливый',
 'певица',
 '.',
 'в',
 'май',
 'она',
 'исполниться',
 '100',
 'год',
 '.',
 '<',
 'br',
 '>',
 '<',
 'br',
 '>',
 'даниэль',
 'сыграть',
 'в',
 'более',
 'чем',
 '140',
 'фильм',
 'и',
 'быть',
 'удостоить',
 'ряд',
 'мировой',
 'награда',
 'в',
 'область',
 'кино',
 ',',
 'в',
 'они',
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 '»',
 ',',
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 '»',
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 '.',
 '<',
 'br',
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 '<',
 'br',
 '>',
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 '—',
 'французский',
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 '«',
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 '»',
 '.',
 '<',
 'br',
 '>',
 '<',
 'br',
 '>',
 '#',
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 'в',
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 'с',
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 'если',
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 '1000',
 'репост',
 '—',
 'и',
 'пост',
 'они',
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 '<',
 'br',
 '>',
 '<',
 'br',
 '>',
 'спустя',
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 'в',
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 'невесёлый',
 'парень',
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 '.',
 'в',
 'она',
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 'ровно',
 '12',
 'пончик',
 '<',
 'br',
 '>',
 '<',
 'br',
 '>',
 'http',
 ':',
 '//news.lenta.ch/lo4i',
 'тот',
 'случай',
 ',',
 'когда',
 'обычный',
 'фильм',
 'о',
 'два',
 'изобретатель',
 'превращаться',
 'в',
 'упражнение',
 'по',
 'поведенческий',
 'психология',
 '.',
 '<',
 'br',
 '>',
 '<',
 'br',
 '>',
 'когда',
 'организатор',
 'фестиваль',
 'кино',
 'о',
 'наука',
 'и',
 'технология',
 '360°',
 'отбирать',
 'фильм',
 ',',
 'они',
 'даже',
 'не',
 'задумываться',
 'о',
 'тот',
 ',',
 'какой',
 'интересный',
 'и',
 'в',
 'тоже',
 'время',
 'жуткий',
 'история',
 'быть',
 'связать',
 'с',
 'один',
 'из',
 'они',
 '.',
 '<',
 'br',
 '>',
 '<',
 'br',
 '>',
 '«',
 'любитель',
 'в',
 'космос',
 '»',
 '—',
 'картина',
 'о',
 'два',
 'датский',
 'изобретатель',
 ',',
 'мечтать',
 'построить',
 'суборбитальный',
 'ракета',
 'и',
 'запустить',
 'человек',
 'в',
 'космос',
 '.',
 'весь',
 'фильм',
 'ракета',
 'никак',
 'не',
 ...]

In [58]:

    

freq_dict = {}
for token in lemmatized_tokens:
    if token not in freq_dict.keys():
        freq_dict[token]=1
    else:
        freq_dict[token]+=1


    

In [59]:

    

freq_dict
sorted_freq_dict = sorted(freq_dict.items(), key=operator.itemgetter(1))


    

In [60]:

    

sorted_freq_dict[::-1]


    

    
Out[60]:





[('>', 34678),
 ('<', 34678),
 ('br', 34678),
 (',', 20745),
 ('в', 16684),
 (':', 9582),
 ('и', 9181),
 ('.', 8223),
 ('на', 7003),
 ('http', 6633),
 ('«', 4454),
 ('»', 4453),
 ('с', 4027),
 (';', 3513),
 ('•', 3302),
 ('что', 3267),
 ('не', 3009),
 ('это', 2984),
 ('о', 2895),
 ('по', 2566),
 ('к', 2495),
 ('за', 2379),
 ('он', 2353),
 ('из', 2347),
 ('который', 2286),
 ('год', 2141),
 ('—', 2026),
 ('быть', 1918),
 ('россия', 1897),
 ('другой', 1574),
 ('новость', 1544),
 ('весь', 1480),
 ('а', 1478),
 ('один', 1459),
 ('они', 1445),
 ('как', 1336),
 ('для', 1326),
 ('человек', 1310),
 ('час', 1290),
 ("''", 1256),
 ('``', 1195),
 ('свой', 1175),
 ('у', 1172),
 ('мы', 1151),
 ('тот', 1151),
 ('#', 1132),
 ('от', 1089),
 ('https', 1073),
 ('!', 1061),
 (')', 1052),
 ('(', 997),
 ('российский', 915),
 ('самый', 876),
 ('радиолентач', 858),
 ('москва', 814),
 ('путин', 803),
 ('день', 748),
 ('рубль', 742),
 ('вы', 741),
 ('000', 734),
 ('но', 725),
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 ('стадион', 58),
 ('дорогой', 58),
 ('космический', 58),
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 ('apple', 58),
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 ('21', 57),
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 ('успешный', 53),
 ('дональд', 53),
 ('линия', 53),
 ('зачем', 53),
 ('заработать', 53),
 ('брат', 53),
 ...]

In [ ]: