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--- |
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dataset_info: |
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features: |
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- name: student_id |
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dtype: int64 |
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- name: course_id |
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dtype: int64 |
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- name: section_id |
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dtype: int64 |
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- name: question_unittest_id |
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dtype: int64 |
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- name: attempt_id |
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dtype: int64 |
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- name: timestamp |
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dtype: string |
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- name: is_exam |
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dtype: int64 |
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- name: response_type |
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dtype: string |
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- name: response |
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dtype: string |
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- name: pass |
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dtype: string |
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splits: |
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- name: train |
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num_bytes: 1476090933 |
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num_examples: 3074799 |
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download_size: 1476090933 |
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dataset_size: 1476090933 |
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configs: |
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- config_name: train |
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data_files: |
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- split: train |
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path: main_data.csv |
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license: cc-by-4.0 |
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language: |
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- en |
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- vi |
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tags: |
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- coding |
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- computer-science |
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pretty_name: codeinsight |
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size_categories: |
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- 10K<n<100K |
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--- |
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# Dataset Overview |
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This dataset captures detailed interaction logs from 781 students in the Department of Computer Science at VNU-HCM University of Technology (Vietnam) over the 2023 and 2024 academic years. It covers two courses: |
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- **Programming Fundamentals (PF)** – first-year course; prerequisite: Introduction to Computing |
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- **Data Structures & Algorithms (DSA)** – second-year course; prerequisite: PF |
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Both courses run for six weeks, each week concluding with an exam on the previous week’s material. |
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## Student Section Grouping |
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Students are divided into three groups: |
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- **L (Regular):** 572 students across 15 classes, standard admission scores |
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- **CC (Credit-Constrained):** 184 students across 3 classes, lower entrance scores with higher tuition |
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- **DT (Deferred/Repeat):** 25 students retaking the course or improving prior grades |
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## Weekly Topics & Assignments |
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1. **Week 1:** |
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- Object-oriented programming (OOP) |
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- Recursion |
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- ArrayList |
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- Singly linked lists |
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2. **Weeks 2–5:** |
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- Doubly linked lists |
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- Stacks & queues |
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- Sorting algorithms |
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- Binary trees & AVL trees |
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- Search algorithms |
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3. **Week 6:** |
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- Hash functions |
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- Graph theory |
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Each week’s assignment has multiple programming questions (396 total), each with 1–10 unit tests (3,312 total). |
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## Logging & Actions |
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In our interactive coding environment, we record: |
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- `start_attempt` |
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- `precheck` (public test cases; gives immediate feedback) |
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- `save` |
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- `check` (private test cases; more stringent, may incur penalties) |
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- `finish_attempt` |
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On private checks, students see only a numerical score. |
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## CSV Files & Their Contents |
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### `course_infos.csv` |
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| Column | Description | |
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|------------|-------------------------------------------------------| |
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| `course_id`| e.g. `pf_hk232` (PF in 2023) | |
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| `course_name` | Human-readable name (Programming Fundamentals, etc.) | |
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| `year` | Academic year | |
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--- |
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### `section_infos.csv` |
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| Column | Description | |
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|-------------|-----------------------------------------| |
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| `course_id` | Course to which this section belongs | |
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| `section_id`| Unique section identifier | |
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| `section_name`| Which group (L, CC, DT) this section is | |
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--- |
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### `student_infos.csv` |
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| Column | Description | |
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|--------------|---------------------------------------------| |
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| `student_id` | Numeric student identifier | |
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| `student_uid`| Another numeric UID for the same student | |
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--- |
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### `main_data.csv` |
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One row per action: |
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```text |
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student_id, course_id, section_id, question_unittest_id, attempt_id, |
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timestamp, is_exam, response_type, response, pass |
