Source: BITM330 Fall2026.csv · 2,436 submissions · generated 2026-09-30 · script: analyze.py
Aggregates only - answer and reason text is never shown8 session dates carry the form (50+ submissions). Submissions drift from 310 on 8/25 down to 283 on 9/29.
Lowest session: 9/29 with 283 submissions. Calendar days with almost no data are listed in section 5.
Overall shares of the 2,436 submissions, then session by session.
| Date | Class | Submissions | Present | Partially present | Absent | Present share |
|---|---|---|---|---|---|---|
| 8/25 | C1 | 310 | 309 | 1 | 0 | 99.7% |
| 8/27 | C2 | 318 | 312 | 1 | 5 | 98.1% |
| 9/1 | C3 | 320 | 316 | 3 | 1 | 98.8% |
| 9/3 | C4 | 302 | 296 | 1 | 5 | 98.0% |
| 9/8 | C5 | 294 | 290 | 3 | 1 | 98.6% |
| 9/15 | C7 | 291 | 287 | 3 | 1 | 98.6% |
| 9/22 | C9 | 297 | 296 | 0 | 1 | 99.7% |
| 9/29 | C11 | 283 | 281 | 2 | 0 | 99.3% |
Shares are of form submissions, not a roster-based attendance rate: the form collects no names or IDs.
Questions matched after lowercasing and stripping punctuation; the label is the most common original spelling.
| Question | Submissions | Share |
|---|---|---|
| How do you use AI? | 125 | 5.3% |
| what does a DBMS do that a spreadsheet usually cannot enforce? | 96 | 4.1% |
| How are you doing the readings, when do you usually complete them, and how do you prepare for lab? | 67 | 2.9% |
| 3 advantages of SQL | 61 | 2.6% |
| How are you doing the readings, when do you usually complete them, and how do you prepare for the lab? | 56 | 2.4% |
| What are 3 advantages of SQL? | 45 | 1.9% |
| What skills do you need to manage information systems? | 45 | 1.9% |
| Name 3 advantages of SQL | 38 | 1.6% |
| What skills do you need to manage an information system? | 38 | 1.6% |
| Which questions does your grading database need to answer? | 29 | 1.2% |
1,735 submissions asked other, one-off questions. 4 recorded no question; 97 left it blank.
| Question | Yes | No | Unsure | Other | Blank |
|---|---|---|---|---|---|
| How do you use AI? | 0 | 1 | 1 | 123 | 0 |
| what does a DBMS do that a spreadsheet usually cannot enforce? | 5 | 0 | 0 | 91 | 0 |
| How are you doing the readings, when do you usually complete them, and how do you prepare for lab? | 4 | 0 | 1 | 62 | 0 |
Keyword classification (priority: blank, unsure, yes, no); counts only - no answer text is shown. For the yes/no split, near-identical wordings of the same question are merged.
14 submissions marked absent; 14 include a reason.
0 absences come with no reason. Reasons are grouped into coarse categories; no individual reason text is shown.
Checks run on the raw file. Counts are reported as observed; nothing was corrected or removed.