Engineering and Technology Journal Vol. 38, Part B (2020), No. 02, Pages 74-84 Engineering and Technology Journal Journal homepage: engtechjournal.org 74 Publishing rights belongs to University of Technology’s Press, Baghdad, Iraq. Automated Analysis of Comments on Press Articles in Websites (Articles Literature as Case Study) Afra A. Abdulrahman a* , Abdul Monem S. Rahma b a Computer Science Department, University of Technology, Baghdad, Iraq, afra.russel@yahoo.com b Computer Science Department, University of Technology, Baghdad, Iraq, 110003@uotchnology.edu.iq *Corresponding author. Submitted: 03/12/2019 Accepted: 14/1/2020 Published: 25/07/2020 KEYWORDS ABSTRACT Automated analysis; Newspaper; NLP; Statistical analysis Due to the increasing electronic publishing sites for printed and certified newspapers, the reader faced the problem of reaching his goal by accessing these sites, which led to the neglect of a large section of important publications. The provision of an automated measure to verify the positive and negative articles based on the analysis of readers' comments on the articles is a necessity to see the important articles that are compatible with the corpus generated by us for inference. The project achieved the previous target and achieved a success rate. The Bag-of- Words Model (BoW) was used to obtain the repetition of the block of words to build the corpus. The proposed system is evaluated based on four metrics (Accuracy= 93%, Precision= 94%, Recall= 94% and F-measure= 94%). The effectiveness results obtain by this system was (Accuracy, Precision and Recall and F-measure). How to cite this article: A. A. Abdulrahman and A. S. Rahma, “Title of Article,” Automated Analysis of Comments on Press Articles in Websites (Articles Literature as Case Study, Vol. 38, Part B, No. 02, pp. 74- 84, 2020. DOI: https://doi.org/10.30684/etj.v38i2B.1451 1. Introduction Recently, there has been an increase in the number of press articles published in the newspaper sites on the internet, due to the emergence of many writers of press articles. As a result, it is necessary to employ a large many of critics to read press articles and direct readers to read useful and good press articles. Because of this increase, critics cannot be familiar with all published newspaper articles. This will be the reason for the neglect of many useful articles. Internet browsing is based on certain standards based on keywords. Our work could be the beginning of giving a measure on the topic through comments on it in previous readings. Historically, the culture of interacting with news articles has been limited because readers who want to interact send interactive messages to the editor or by voice by telephone. As a result, it was difficult to form the so-called public forums because editors could not publish all readers' messages because of the maximum number of newspapers allowed. Nowadays, the masses of media have the