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Как простые NLP модели видят слова? | NLP | Пишем свой TF-IDF

Как модели видят наш текст?

Когда начинаешь погружаться в сферу NLP, сразу задумываешься, как модели представляют себе наш текст/наши слова? Ведь не логично бы звучало, если модель обрабатывала наши слова, как обычную последовательность букв. Это было бы не удобно и не понятно(как проводить операции со словами?).

Есть разные методы преобразования слов. Один из самых известных для не самых сложных моделей: TF-IDF.

Как работает TF-IDF?

TF-IDF(Term Frequency-Inverse Document Frequency) — это метод, который преобразует слова в числовые векторы, что делает их более понятными для моделей машинного обучения.

Причем числовые векторы здесь содержат TF-IDF значения, а не просто любые числа.

Значения TF-IDF пытаются показать насколько важно слово для нас в этом документе(наборе текстовых данных).

Когда мы имеем текстовые данные, нам нужно разбить их на куски. Это можно сделать по предложениям, смысловым абзацам, целым текстам или как-то по-другому.

Вот формулы подсчета TF-IDF:

TF(t, d) = \frac{n_t}{\sum_{k} n_k}

t - наше слово
d - наш документ

В формуле мы делим число вхождений нашего слова в данный документ на общее число слов в документе.

TF(Term Frequency) - обозначает частоту нашего слова в документе.

IDF(t, D) = log(\frac{|D|}{|\{ d_i\in D | t \in d_i \}|})

t - наше слово
D - корпус документов(список всех текстовых данных)

В формуле мы берем логарифм от деления общего числа всех документов(длина D) на число документов из корпуса D, которые содержат наше слово.

Логарифм используется для сглаживания значений.

IDF(Inverse Document Frequency) - обозначает обратную частоту, с которой наше слово встречается в документах корпуса.

Умножая TF и IDF, получаем формулу TF-IDF:

TF\_IDF(t, d, D) = TF(t, d) * IDF(t, D)

Большой вес в TF-IDF получат слова с высокой частотой в пределах конкретного документа и с низкой частотой употреблений в других документах.

План написания своего TF-IDF.

Для закрепления и лучшего понимания напишем TF-IDF сами.

План:

  • договоримся в каком формате будут приходить текстовые данные

  • посчитаем TF-IDF

  • вернем нужную информацию

Данные будем получать в формате списка документов(в нашем случае список предложений).

Возвращать будет матрицу значений TF-IDF для каждого слова/документ.

Код

Сначала импортируем нужные библиотеки.

import numpy as np
import pandas as pd

Получим данные, приведем их в нужный формат - каждый новый документ(у нас предложение) будет с новой строки, поэтому разделим их по "\n", получим список.
(Текст взяли из случайной статьи на Википедиа.)

with open('data.txt', 'r') as file:
    content = file.read()
    print(content)

data = content.split("\\n")

Сейчас самое сложное - напишем функцию tf-idf.

Разобьём ее на четыре части:

  • Создаем словарь

  • TF

  • IDF

  • TF-IDF

#1
vocab = [] # cоздаем список всех слов.
for text in texts: # проходимся по каждому документу(преложению)
  words = text.split() # разбиваем его на слова
  for word in words: # проходимся по каждому слову
    if not word in vocab: # если такого слова еще нет в нашем списке
      vocab.append(word) # добавлем новое слово

Так мы заполняем список уникальными словами.

#2

# наш словарь TF в формате: "слово": [tf_в_документе1, tf_в_документе2, tf_в_документеN]
tf_dict = {}
for word in vocab: # проходимся по каждому слову из списка всех слов
  tf_dict_this_word = [] # список всех tf(для каждого документа ) для данного слова
  for text in texts: # проходимся по всем документам
    if word in text: # если слово в документе
      count_word = text.split().count(word) # считаем сколько его в этом документе
      
      # считаем tf для данного документа и добавляем в список всех tf для этого слова
      # tf = кол-во слова в документе / длина документа 
      tf_dict_this_word.append(count_word/len(text.split()))
    else:
      tf_dict_this_word.append(0) # если слова в этом документе нет - добавляем 0
  tf_dict[word] = tf_dict_this_word # добавлем новую запись в наш словарь в нужно формате

У нас уже есть таблица TF для всех слов ко всем документам.

#3
idf_dict = {} # словарь IDF в формате: "слово" : его_idf
for word in vocab: # проходимся по всем словам

  # считаем во скольки документах есть данное слово
  count_word = sum(1 for text in texts if word in text.split())

  # считаем idf и записывем в словарь
  # idf = log( кол-во всех документов / кол-во документов содержащих наше слово )
  idf_dict[word] = np.log(len(texts) / count_word)

IDF посчитали, осталось перемножить и вернуть.

#4

# словарь посчитанных tf-idf( "слово" : [tf-idf_в_док1, tf-idf_в_док2, tf-idf_в_докN] )
tf_idf = {}
for word in vocab: # проходимся по каждому слову

  # по элементно умножаем idf слова на список tf для этого слова
  # tf-idf = tf * idf
  tf_idf[word] = np.array(tf_dict[word])*idf_dict[word]

Собираем в одну функцию и возвращаем:

def tf_idf(texts: list):

    #vocab
    vocab = []
    for text in texts:
        words = text.split()
        for word in words:
            if not word in vocab:
                vocab.append(word)

    #tf
    tf_dict = {}
    for word in vocab:
        tf_dict_this_word = []
        for text in texts:
            if word in text:
                count_word = text.split().count(word)
                tf_dict_this_word.append(count_word/len(text.split()))
            else:
                tf_dict_this_word.append(0)
        tf_dict[word] = tf_dict_this_word

    #idf
    idf_dict = {}
    for word in vocab:
        count_word = sum(1 for text in texts if word in text.split())
        idf_dict[word] = np.log(len(texts) / count_word)

    #tf-idf
    tf_idf = {}
    for word in vocab:
        tf_idf[word] = np.array(tf_dict[word])*idf_dict[word]

    return tf_idf

Пример использования

(Взяли текст из этой статьи)

Наши текстовые данные(data.txt):

Произведения Альтова исполняли Геннадий Хазанов («Геракл», «Вобла», «Хор в посольстве», «Волки и овцы», «Плавки»), Клара Новикова («Кармен»), Ефим Шифрин («Кающаяся Мария Магдалина», «Покушение», «Блуждающая грудь», «Золушка», «Оазис», «Сексонфу», «Бычара», «Личный пример»), Владимир Винокур («Кувырок судьбы»).
Кроме того, свои произведения исполняет и автор.
Семён Альтов выделяется среди прочих выступающих писателей-юмористов своеобразной исполнительской манерой — Альтов читает свои монологи с непроницаемым и даже мрачным выражением лица, однообразным низким голосом со своеобразным акцентом, даже не улыбаясь.
Манера произношения Альтова пародируется многими эстрадными артистами (Братья Пономаренко, Игорь Христенко и т. д.).

my_tf_idf = tf_idf(data) # используем нашу функцию, передавая наши данные

# для визуала создаем DataFrame и транспонируем его(для красоты, опять же) 
tfidf_table = pd.DataFrame(my_tf_idf).T

print(tfidf_table) # смотрим результат

Видим такую таблицу значений TF-IDF:

cddb997f92477c060acdddd6ca4396f4.png

Ура, у нас получилось - мы написали свой TF-IDF.

Спасибо♥

Ресурсы

Код на Google Colab
Википедиа
Статья, которую мы использовали
TF_IDF
Github
Kaggle
Я на Github
Я на Kaggle
Мой Датасет на Kaggle

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    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 12.10.25 19:53 Tonerdomark

    A crook swiped my Dogecoin. It ruined my whole world. Then Mr. Sylvester showed up. He fixed it all. He pulled back €211,000 for me. Not one cent missing from my profits. His steady cool and sharp tech know-how won back my trust. I got my money smooth and sound. After endless worry, relief hit me hard. I trusted him completely. Lost cash to a scam? Hit him up now at { yt7cracker@gmail . com }. His aid turned my life around. WhatsApp at +1 512 577 7957.

  • 12.10.25 21:36 blessing

    Writing this review is a joy. Marie has provided excellent service ever since I started working with her in early 2018. I was worried I wouldn't be able to get my coins back after they were stolen by hackers. I had no idea where to begin, therefore it was a nightmare for me. However, things became easier for me after my friend sent me to [email protected] and +1 7127594675 on WhatsApp. I'm happy that she was able to retrieve my bitcoin so that I could resume trading.

  • 13.10.25 01:11 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 13.10.25 01:11 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 14.10.25 01:15 tyleradams

    Hi. Please be wise, do not make the same mistake I had made in the past, I was a victim of bitcoin scam, I saw a glamorous review showering praises and marketing an investment firm, I reached out to them on what their contracts are, and I invested $28,000, which I was promised to get my first 15% profit in weeks, when it’s time to get my profits, I got to know the company was bogus, they kept asking me to invest more and I ran out of patience then requested to have my money back, they refused to answer nor refund my funds, not until a friend of mine introduced me to the NVIDIA TECH HACKERS, so I reached out and after tabling my complaints, they were swift to action and within 36 hours I got back my funds with the due profit. I couldn’t contain the joy in me. I urge you guys to reach out to NVIDIA TECH HACKERS on their email: [email protected]

  • 14.10.25 08:46 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 14.10.25 08:46 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 14.10.25 08:46 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 15.10.25 18:07 crypto

    Cryptocurrency's digital realm presents many opportunities, but it also conceals complex frauds. It is quite painful to lose your cryptocurrency to scam. You can feel harassed and lost as a result. If you have been the victim of a cryptocurrency scam, this guide explains what to do ASAP. Following these procedures will help you avoid further issues or get your money back. Communication with Marie ([email protected] and WhatsApp: +1 7127594675) can make all the difference.

  • 15.10.25 21:52 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 15.10.25 21:52 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

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