File size: 951 Bytes
1ddf58b 14db3c7 f4f2b06 f9eefde f4f2b06 f9eefde 9377898 |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 |
---
license: cc
task_categories:
- text-classification
language:
- uk
size_categories:
- 100K<n<1M
---
The dataset is relevant to Ukrainian reviews in three different domains:
1) Hotels.
2) Reustarants.
3) Products.
The data is scrapped from Tripadvisor (https://www.tripadvisor.com/) and Rozetka (https://rozetka.com.ua/).
The dataset was initially used for extraction of key-phrases relevant to one of rating categories, based on trained machine learning model (future article link will be here).
Dataset is processed to include two additional columns: one with lemmatized tokens and another one with POS tags. Both lemmatization and POS tagging are done using pymorphy2 (https://pymorphy2.readthedocs.io/en/stable/) library.
The words are tokenized using a specific regex tokenizer to account for usage of apostroph.
Those reviews which weren't in Ukrainian were translated to it using Microsoft translator and re-checked manually afterwards. |