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Authors
Pamula, Udayaraju
Sirisha, G. N. V. G.
Devareddi, Ravi Babu
Sathish Kumar, R.
Santhi Sri, T.
Boddu, Nanditha
Vatambeti, Ramesh
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Article History
Received: 11 June 2025
Accepted: 8 October 2025
First Online: 13 October 2025
Declarations
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: The dataset used in this study (Flipkart product reviews) was obtained from a publicly available source (Kaggle) and contains only anonymized user-generated content. No personally identifiable information (PII) was collected, stored, or processed. All analyses were conducted in compliance with ethical research guidelines, ensuring responsible use of publicly shared data. Since the dataset is already available in the public domain, no additional informed consent was required.
: Not applicable.
: Not applicable.
: Not applicable.
: The authors declare no competing interests.
: NA.
