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README.md

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-# geo-reviews-dataset-2023
+# Geo Reviews Dataset 2023
+
+Yandex is making available the largest Russian-language dataset of reviews about organizations published on Yandex Maps.
+
+Use it for academic and research purposes, share your results with us in Issues.
 
 ## Dataset Description
 
 - **Repository:** https://github.com/yandex/geo-reviews-dataset-2023
 - **Paper:** [Яндекс Карты открывают крупнейший русскоязычный датасет отзывов на организации](https://habr.com/ru/companies/yandex/articles/763832/)
-- **Point of Contact:** [opensource@yandex-team.ru](mailto:opensource@yandex-team.ru)
+- **Point of Contact:** [opensource@yandex-team.ru](mailto:opensource@yandex-team.ru)
+
+- 500,000 unique reviews
+- Only reviews about organizations in Russia
+- Available on Yandex Maps
+- Published from January to July 2023
+- The dataset does not contain short one-word reviews
+- Reviews have been cleared of personal data (phone numbers, email addresses)
+
+## Dataset Fields
+
+The dataset contains the following attributes:
+
+- Organization address (`address`)
+- Organization name (`name_ru`)
+- List of categories to which the organization belongs (`rubrics`)
+- User rating from 0 to 5 (`rating`)
+- Review text (`text`)
+
+## License
+
+Distributed under MIT license.
+
+## Contacts
+
+For any inquiries or questions regarding the dataset, please contact us at [opensource@yandex-team.ru](mailto:opensource@yandex-team.ru).