[Retracted] Analysis on the Particularity of Higher Education Subject Development under the Background of Artificial Intelligence

Table 1

Dataset attribute information.

Attribute number	Attribute name	Information
1	Student ID	Identification number for students
2	Age	(1–18 to 21: 2–22 to 25: 3-above 26)
3	Sex	1 for female and 2 for male
4	Institute type	1: private; 2: state; 3: other
5	Subsidy type	1: no; 2–25%; 3–50%; 4–75%; and 5: full
6	Extra work	1: yes: 2: no
7	Sports activity	1: yes; 2: no
8	Salary (if available)	1: USD 135 to 200; 2: USD 201 to 270; 3: USD 271 to 340; 4: USD 341 to 410; and 5: above 410 USD.
9	Transportation	1: bus; 2: private car; 3: bicycle; and 4: others
10	Accommodation	1: rental; 2: dormitory; 3: with family; and 4: others
11	Number of siblings	1: 1; 2: 2; 3: 3; 4: 4; 5: 5 or above
12	Parent status	1: married; divorced: 2, 3: died any one
13	Study hours for the week	1: none; 2: above 5 hr; 3: 6 to 10 hr; 4: 11–20 hr; 5: more than 20 hr
14	Nonscientific books reading time	1: none; 2: sometimes; and 3: often
15	Scientific books reading time	1: none; 2: sometimes; and 3: often
16	Attendance of conference related to department	1: yes and 2: no
17	Project impacts for success	1: positive; 2: negative; and 3: neutral
18	Class presence	1: always; 2: sometimes; and 3: never
19	Midterm exam one preparation	1: alone; 2: with friends; and 3: not
20	Midterm exam two preparation	1: closest to the exam, 2: regular, and 3: never
21	Class notes taking	1: never; 2: sometimes; 3: always
22	Class listening	1: not ever; 2: occasionally; 3: continuously
23	Discussions regarding improvement	1: never; 2: sometimes; 3: always
24	Schoolroom dismissive	1: not valuable; 2: useful; and 3: not appropriate
25	Collective score points	1: above 2.00; 2: 2 to 2.49; 3: 2.50 to 2.99; 4: 3 to 3.49; and 5: above 3.49
26	Expected collective grade points	1: above 2.00; 2: 2 to 2.49; 3: 2.50 to 2.99; 4: 3 to 3.49; and 5: above 3.49
27	Course ID	-
28	Score	7: AA; 6: BA; 5: BB; 4: CB; 3: CC; 2: DC; 1: DD; 0: be unsuccessful