Update README to v2

README.md

@@ -77,15 +77,17 @@ tags:
 - **Repository:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
 - **Paper:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
 - **Point of Contact:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
-- **Size of downloaded dataset files:** 3.52 GB
-- **Size of the generated dataset:** 1.58 GB
+- **Size of downloaded dataset files:** 3.41 GB
+- **Size of the generated dataset:** 1.68 GB
 - **Total amount of disk used:** 5.1 GB
 
 ### Dataset Summary
 
 In an effort to democratize research on low-resource languages, we release UzCrawl dataset, a web and telegram crawl corpus consisting of materials from nearly 1.2 million unique sources in the Uzbek Language. 
 
-Please refer to our [blogpost](https://tahrirchi.uz/grammatika-tekshiruvi) and paper (Coming soon!) for further details.
+Please refer to our [blogpost](https://tahrirchi.uz/grammatika-tekshiruvi) for further details.
+
+P.S. We updated the dataset with 2nd version that extends the scope to new topics as well as being up to date to March 2024.
 
 To load and use dataset, run this script:
 
@@ -95,14 +97,22 @@ from datasets import load_dataset
 uz_crawl=load_dataset("tahrirchi/uz-crawl")
 ```
 
+To use v1 of the dataset, run this script instead:
+
+```python
+from datasets import load_dataset
+
+uz_crawl=load_dataset("tahrirchi/uz-crawl", revision="b8de928a18559b2a1659124c412ae31c9c238eb8")
+```
+
 ## Dataset Structure
 
 ### Data Instances
 
 #### plain_text
 
-- **Size of downloaded dataset files:** 3.52 GB
-- **Size of the generated dataset:** 1.58 GB
+- **Size of downloaded dataset files:** 3.41 GB
+- **Size of the generated dataset:** 1.68 GB
 - **Total amount of disk used:** 5.1 GB
 
 An example of 'news' looks as follows.
@@ -125,14 +135,14 @@ The data fields are the same among all splits.
 
 ### Data Splits
 
-| name            |         |
-|-----------------|--------:|
-| news            | 964268  |
-| telegram_blogs  | 227337  |
+| split_name      |num_examples|
+|-----------------|-----------:|
+| news            | 1250018    |
+| telegram_blogs  | 368017     |
 
 ## Dataset Creation
 
-The news portion have been crawled from 21 different websites using [Scrapy](https://scrapy.org/) framework. And telegram_blogs portion is consisted of manually curated texts from 81 high-quality Telegram channels.
+The news portion have been crawled from 57 different websites using [Scrapy](https://scrapy.org/) framework. And telegram_blogs portion is consisted of manually curated texts from 128 high-quality Telegram channels.
 
 
 ## Citation
@@ -140,7 +150,7 @@ The news portion have been crawled from 21 different websites using [Scrapy](htt
 Please cite this model using the following format:
 
 ```
-@online{Mamasaidov2023UzBooks,
+@online{Mamasaidov2023UzCrawl,
     author    = {Mukhammadsaid Mamasaidov and Abror Shopulatov},
     title     = {UzCrawl dataset},
     year      = {2023},