Update README.md

README.md

@@ -93,14 +93,13 @@ test set, respectively.
 | Edu-Career    |       4,008 |        90 |        272 |       4,372 |
 | Science-Tech  |       1,046 |        23 |         71 |       1,141 |
 | Religion      |         269 |         6 |         18 |         294 |
-|:-------------:|:-----------:|:---------:|:----------:|:-----------:|
 | **Total**     | **220,574** | **4,994** | **15,012** | **240,580** |
 
 ## Dataset Creation
 
 We crawl around 900,000 raw data samples from seven famous Bengali newspapers concentrating on certain
 criteria, such as headline, article, image caption, category, and topic words. Since each of the newspapers 
-mentioned above has it’s own professional authors and distinct writing style, we consider multiple sources 
+mentioned above has its own professional authors and distinct writing style, we consider multiple sources 
 to prevent the bias of a particular annotation style. To ensure content diversity, we also cover various 
 domains from all the news dailies. The majority of the news samples are extracted from HTML bodies of the 
 corresponding publications, while some are rendered using JavaScript. However, two of them do not provide 
@@ -164,7 +163,7 @@ We considered some ethical aspects while scraping the data. We requested data at
 without any intention of a DDoS attack. Moreover, for each website, we read the instructions listed in 
 robots.txt to check whether we can crawl the intended content. We tried to minimize offensive texts in 
 the data by explicitly crawling the sites where such contents are minimal. Further, we removed the 
-Personal Identifying Information (PII) such as name, phone number, email address etc from the corpus.
+Personal Identifying Information (PII) such as name, phone number, email address, _etc._ from the corpus.
 
 ### Other Known Limitations