Research on Decision Tree-Based Strategic Modeling of Student Management and Civic Education in Colleges and Universities under Interdisciplinary Perspective
Mar 19, 2025
About this article
Published Online: Mar 19, 2025
Received: Oct 26, 2024
Accepted: Feb 19, 2025
DOI: https://doi.org/10.2478/amns-2025-0428
Keywords
© 2025 Wei Luo, published by Sciendo
This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.
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Figure 4.

Classification statistics of student behavior data
| Semester | - | Classification | Total | |||
|---|---|---|---|---|---|---|
| Education period | Critical period | School treatment period | normal | |||
| 2022B | Statistics | 212 | 105 | 163 | 512 | 992 |
| % in term | 21.37% | 10.58% | 16.43% | 51.61% | 100% | |
| % in behavior classification | 22.63% | 22.98% | 20.12% | 18.32% | 19.84% | |
| 2022J | Statistics | 265 | 132 | 298 | 810 | 1505 |
| % in term | 17.61% | 8.77% | 19.80% | 53.82% | 100% | |
| % in behavior classification | 28.28% | 28.88% | 36.79% | 28.98% | 30.11% | |
| 2023B | Statistics | 212 | 85 | 128 | 604 | 1029 |
| % in term | 20.6% | 8.26% | 12.44% | 58.7% | 100% | |
| % in behavior classification | 22.63% | 18.6% | 15.8% | 21.61% | 20.58% | |
| 2023J | Statistics | 248 | 135 | 221 | 869 | 1473 |
| % in term | 16.84% | 9.16% | 15% | 59% | 100% | |
| % in behavior classification | 26.47% | 29.54% | 27.28% | 31.09% | 29.47% | |
| Total | Statistics | 937 | 457 | 810 | 2795 | 4999 |
| % in term | 18.74% | 9.14% | 16.2% | 55.91% | 100% | |
| % in behavior classification | 100% | 100% | 100% | 100% | 100% | |
Statistics of student behavior data
| Disciplinary | Statistics |
|---|---|
| Truancy | 12633 |
| Do not organize and clean according to the requirements of dormitory | 4573 |
| Late arrival | 4140 |
| Students on duty leave lights and fans on after class | 1982 |
| Lecture, noise, and heckle | 1859 |
| Do not organize dormitory internal affairs according to the requirements | 1790 |
| Free in and out of the dormitory | 1705 |
| Late and early retreat | 831 |
| The night night will not sleep and speak | 650 |
| Not in the dormitory | 586 |
| Sleep in class | 550 |
| Find cigarette and lighter in the dormitory | 465 |
| Speech in class | 429 |
| Use mobile phone during class | 400 |
| Sit not in the seating schedule | 320 |
| Use mobile phone in the teaching area | 314 |
| Early retirement | 268 |
| Play games in class | 223 |
| Smoking in school | 172 |
| Stay in other people’s dormitory | 133 |
| Doing something that is not relevant to learning | 120 |
| Do nothing to learn | 104 |
| Refuse to perform the clean work | 104 |
| Eat in class | 91 |
| Discontent from management | 87 |
| Noisy play in the dormitory | 89 |
| Gambling(record a demerit) | 74 |
| Contradict teachers and instructors(record a demerit) | 62 |
