| student_id |
attendance_pct |
days_absent_30 |
late_marks |
attendance_risk_level |
risk_reason |
Action |
| 101 |
68 |
9 |
6 |
HIGH |
Fee stress causing irregular attendance |
Delete
|
| 102 |
96 |
1 |
0 |
LOW |
Stable family and no financial stress |
Delete
|
| 103 |
82 |
4 |
2 |
MEDIUM |
Moderate absenteeism |
Delete
|
| 104 |
97 |
1 |
0 |
LOW |
Consistent attendance |
Delete
|
| 105 |
62 |
11 |
7 |
HIGH |
High fees due impacting school continuity |
Delete
|
| 106 |
80 |
5 |
3 |
MEDIUM |
Occasional absences |
Delete
|
| 107 |
58 |
13 |
8 |
HIGH |
Severe financial stress |
Delete
|
| 108 |
98 |
0 |
0 |
LOW |
Excellent attendance |
Delete
|
| 109 |
75 |
7 |
4 |
MEDIUM |
Fee burden affecting attendance |
Delete
|
| 110 |
96 |
1 |
0 |
LOW |
Stable learning pattern |
Delete
|
| 111 |
83 |
4 |
2 |
MEDIUM |
Slight attendance drop |
Delete
|
| 112 |
99 |
0 |
0 |
LOW |
Very consistent |
Delete
|
| 113 |
60 |
12 |
7 |
HIGH |
High fees causing frequent absence |
Delete
|
| 114 |
97 |
1 |
0 |
LOW |
No attendance concern |
Delete
|
| 115 |
82 |
4 |
2 |
MEDIUM |
Moderate absenteeism |
Delete
|
| 116 |
68 |
9 |
6 |
HIGH |
Repeat fee-linked absences |
Delete
|
| 117 |
96 |
1 |
0 |
LOW |
Regular attendance |
Delete
|
| 118 |
80 |
5 |
3 |
MEDIUM |
Attendance slightly unstable |
Delete
|
| 119 |
97 |
1 |
0 |
LOW |
Good engagement |
Delete
|
| 120 |
62 |
11 |
7 |
HIGH |
Fee dues causing missed classes |
Delete
|
| 121 |
96 |
1 |
0 |
LOW |
Stable student |
Delete
|
| 122 |
58 |
13 |
8 |
HIGH |
Financial hardship |
Delete
|
| 123 |
98 |
0 |
0 |
LOW |
Strong engagement |
Delete
|
| 124 |
75 |
7 |
4 |
MEDIUM |
Attendance dips |
Delete
|
| 125 |
96 |
1 |
0 |
LOW |
No risk |
Delete
|
| 126 |
83 |
4 |
2 |
MEDIUM |
Moderate attendance risk |
Delete
|
| 127 |
99 |
0 |
0 |
LOW |
Very consistent |
Delete
|
| 128 |
60 |
12 |
7 |
HIGH |
High financial strain |
Delete
|
| 129 |
97 |
1 |
0 |
LOW |
Regular student |
Delete
|
| 130 |
82 |
4 |
2 |
MEDIUM |
Moderate absence |
Delete
|
| 131 |
96 |
1 |
0 |
LOW |
Stable attendance |
Delete
|
| 132 |
62 |
11 |
7 |
HIGH |
Chronic fee-related absence |
Delete
|
| 133 |
97 |
1 |
0 |
LOW |
No issues |
Delete
|
| 134 |
83 |
4 |
2 |
MEDIUM |
Occasional absence |
Delete
|
| 135 |
99 |
0 |
0 |
LOW |
Excellent |
Delete
|
| 136 |
68 |
9 |
6 |
HIGH |
Repeated absences |
Delete
|
| 137 |
96 |
1 |
0 |
LOW |
No risk |
Delete
|
| 138 |
80 |
5 |
3 |
MEDIUM |
Attendance fluctuation |
Delete
|
| 139 |
98 |
0 |
0 |
LOW |
Fully engaged |
Delete
|
| 140 |
75 |
7 |
4 |
MEDIUM |
Moderate attendance concern |
Delete
|