Context This dataset is collected from the students of a prominent university in North India. This dataset should be used to create the overall Institutional Report on the basis of student feedback data. Content This dataset is comprised of 6 categories, which includes teaching, course content, examination, lab work, library facilities and extra curricular activities. Data for each category includes two columns, where each column can have any of the three labels, i.e. 0 (neutral), 1 (positive) and -1 (negative). Acknowledgements I am thankful to the students of the institution to share their opinions, which helped me to create this dataset. Inspiration You should try to create the overall institutional report in all disciplines (categories) by analyzing the text based response using the sentiment analysis methods.