Update README.md

README.md

@@ -52,14 +52,13 @@ size_categories:
 This is a news dataset for the commodity market which has been manually annotated 10,000+ news headlines across multiple dimensions into various classes. The dataset has been sampled from a period of 20+ years (2000-2021).
 The dataset was curated by Ankur Sinha and Tanmay Khandait and is detailed in their paper "Impact of News on the Commodity Market: Dataset and Results." It is currently published by the authors on Kaggle, under the Attribution-NonCommercial-NoDerivatives 4.0 International (CC BY-NC-ND 4.0) license.
 
-Sinha, Ankur, and Tanmay Khandait. "Impact of News on the Commodity Market: Dataset and Results." In Future of Information and Communication Conference, pp. 589-601. Springer, Cham, 2021.
-
-## Dataset Description
-
+## Dataset Descriptions
 - **Homepage:** [Kaggle](https://www.kaggle.com/ankurzing/sentiment-analysis-for-financial-news) [ResearchGate](https://www.researchgate.net/publication/350914989_Impact_of_News_on_the_Commodity_Market_Dataset_and_Results)
 - **Repository:**
 - **Paper:** [Arxiv](https://arxiv.org/abs/2009.04202)
 
+The Kaggle dataset consists of a 1.95MB CSV file, with 10 columns, and 10570 rows.
+
 ## Uses
 
 <!-- Address questions around how the dataset is intended to be used. -->
@@ -112,6 +111,8 @@ Apart from researchers and practitioners working in the area of news analytics f
 <!-- This section describes the source data (e.g. news text and headlines, social media posts, translated sentences, ...). -->
 The source data is news text and headlines.
 
+Sinha, Ankur, and Tanmay Khandait. "Impact of News on the Commodity Market: Dataset and Results." In Future of Information and Communication Conference, pp. 589-601. Springer, Cham, 2021.
+
 #### Data Collection and Processing
 "The dataset has been collected from various news sources and annotated by three human annotators who were subject experts. Each news headline was evaluated on various dimensions, for instance - if a headline is a price related news then what is the direction of price movements it is talking about; whether the news headline is talking about the past or future; whether the news item is talking about asset comparison; etc."
 <!-- If the dataset contains annotations which are not part of the initial data collection, use this section to describe them. -->
@@ -150,7 +151,7 @@ The source data is news text and headlines.
 
 <!-- If there is a paper or blog post introducing the dataset, the APA and Bibtex information for that should go in this section. -->
 ```
-[@misc{sinha2020impactnewscommoditymarket,
+@misc{sinha2020impactnewscommoditymarket,
       title={Impact of News on the Commodity Market: Dataset and Results}, 
       author={Ankur Sinha and Tanmay Khandait},
       year={2020},
@@ -158,7 +159,7 @@ The source data is news text and headlines.
       archivePrefix={arXiv},
       primaryClass={cs.CL},
       url={https://arxiv.org/abs/2009.04202}, 
-}]
+}
 ```
 
 <!-- ## Glossary [optional]
@@ -174,5 +175,5 @@ The source data is news text and headlines.
 ## Dataset Card Authors
 Saguaro Capital Management, LLC
 
-## Dataset Card Contact
-[https://www.saguarocm.com/](https://www.saguarocm.com/)
+<!-- ## Dataset Card Contact
+[https://www.saguarocm.com/](https://www.saguarocm.com/) -->