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russian_reviews_dataset's Introduction

Reviews Dataset

Download

  1. Go to data directory (https://github.com/zhanymkanov/russian_reviews_dataset/tree/master/data)
  2. Download raw/cleaned data

or

git clone https://github.com/zhanymkanov/russian_reviews_dataset
cd data

Dataset was collected by:

https://github.com/zhanymkanov/reviews_parser

Dataset was compiled and partially cleaned by:

https://github.com/zhanymkanov/reviews_tazalau

Dataset contains:

  1. 143k Russian reviews
  2. 8.7k Kazakh reviews
  3. 256 undetected language reviews (numbers like "10/10", English or Kazakh in latin)

Dataset structure:

Review format

  • Review text might be in text and/or in plus and/or in minus
  • At least one of the columns is filled

Category format

Number of categories: 17

  • computers
  • smartphones
  • perfumes
  • watches
  • wearables
  • etc.

Rating format:

  • Integers from 1 to 5

Language format

  • russian
  • kazakh
  • other

Sample

text plus minus language rating category
Парфюм оригинальный. Обожаю их! russian 5 parfumes
Иісі қатты ұнады. kazakh 5 parfumes
Телефон хороший. Все устраивает, покупкой довольна. russian 5 smartphones

Cleaned Dataset

Differs from raw data by:

  • Stopwords are removed (find them in reviews_tazalau/code/constants.py)
  • Tags are removed (e.g. <br>, </br>, <p>)
  • Russian words are lemmatized (via pymystem3)
  • text, plus and minus columns are concatenated into one combined_text column

russian_reviews_dataset's People

Contributors

zhanymkanov avatar

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