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CSCI-130
American Literature
4
undergraduate
2
1
CSCI-219
General Biology I
3
undergraduate
3
1
CSCI-305
Technical Writing
3
undergraduate
4
1
CSCI-445
Data Structures and Algorithms
3
undergraduate
5
1
CSCI-540
US History Since 1865
3
undergraduate
6
1
CSCI-643
Human Resource Management
3
undergraduate
7
2
BUSA-145
Statistics for Business
3
undergraduate
8
2
BUSA-207
Research Methods
3
undergraduate
9
2
BUSA-324
Financial Accounting
3
undergraduate
10
2
BUSA-406
Organic Chemistry
3
undergraduate
11
3
ENGL-120
Ethics in Technology
3
undergraduate
12
3
ENGL-202
Environmental Science
3
undergraduate
13
3
ENGL-330
Managerial Accounting
3
undergraduate
14
3
ENGL-428
Statistics for Business
3
undergraduate
15
4
MATH-105
Calculus I
3
undergraduate
16
4
MATH-222
Human Resource Management
3
undergraduate
17
4
MATH-336
Operating Systems
3
undergraduate
18
4
MATH-448
General Psychology
4
undergraduate
19
4
MATH-507
Microeconomics
3
undergraduate
20
5
PSYC-143
Abnormal Psychology
3
undergraduate
21
5
PSYC-213
Discrete Mathematics
3
undergraduate
22
5
PSYC-325
Database Systems
3
undergraduate
23
5
PSYC-431
World History to 1500
3
undergraduate
24
5
PSYC-539
American Literature
4
undergraduate
25
5
PSYC-609
Statistics for Business
3
undergraduate
26
6
EDUC-122
Public Speaking
3
undergraduate
27
6
EDUC-248
Capstone Project
3
undergraduate
28
6
EDUC-314
Linear Algebra
4
undergraduate
29
6
EDUC-433
Business Law
3
undergraduate
30
6
EDUC-524
Operating Systems
3
undergraduate
31
6
EDUC-633
Database Systems
3
undergraduate
32
7
BIOL-149
Introduction to Education
4
undergraduate
33
7
BIOL-203
Calculus I
3
undergraduate
34
7
BIOL-326
Technical Writing
3
undergraduate
35
7
BIOL-445
Calculus II
3
undergraduate
36
8
HIST-142
Macroeconomics
3
undergraduate
37
8
HIST-239
Calculus I
3
undergraduate
38
8
HIST-312
General Psychology
3
undergraduate
39
8
HIST-433
Abnormal Psychology
3
undergraduate

University Student Grades & Enrollment Dataset (Free Sample)

This is a free sample with 2,553 rows. The full dataset has 38,567 rows across 5 tables.

Academic records for a simulated mid-size US university (4,200 students) over 6 semesters (Fall 2021 - Spring 2024). Includes student demographics, course catalog, enrollment records, and grades with realistic GPA distributions.

Features grade inflation trend, prerequisite enforcement, major-specific performance patterns, and two anomalies: a COVID remote-semester grade bump and a cheating scandal causing mass failures in one course.

Ideal for: LMS development, academic analytics, student retention modeling, grade prediction ML, and education data warehouse testing.

Sample tables

Table Sample Rows
courses 39
departments 8
enrollments 2,000
semesters 6
students 500
Total 2,553

Full dataset

The complete dataset includes all tables with full row counts:

Table Full Rows
courses 39
departments 8
enrollments 34,314
semesters 6
students 4,200
Total 38,567

Formats included: CSV, Parquet, SQLite

Get the full dataset on Gumroad

About

Generated by Mindweave Technologies -- realistic synthetic datasets for developers, QA teams, and data engineers.

Every dataset features:

  • Enforced foreign key relationships across all tables
  • Realistic statistical distributions (not uniform random)
  • Temporal patterns (seasonal, time-of-day, day-of-week)
  • Injected anomalies for ML training and anomaly detection
  • Deterministic generation (same seed = same output)

Browse all datasets: https://mindweavetech.gumroad.com

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