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README.md

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+---
+license: cc-by-4.0
+task_categories:
+- tabular-classification
+- tabular-regression
+language:
+- en
+tags:
+- university
+- grades
+- student-records
+- transcript
+- lms
+- higher-education
+- enrollment
+- course-catalog
+- synthetic-data
+- gpa
+- mindweave
+- test-data
+- education
+- academic
+- edtech
+pretty_name: University Student Grades & Enrollment Dataset
+size_categories:
+- 10K<n<100K
+configs:
+- config_name: courses
+  data_files: data/courses.csv
+  default: true
+- config_name: departments
+  data_files: data/departments.csv
+- config_name: enrollments
+  data_files: data/enrollments.csv
+- config_name: semesters
+  data_files: data/semesters.csv
+- config_name: students
+  data_files: data/students.csv
+---
+
+# University Student Grades & Enrollment Dataset
+
+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.
+
+
+## Tables
+
+| Table | Rows |
+|-------|------|
+| courses | 39 |
+| departments | 8 |
+| enrollments | 34,314 |
+| semesters | 6 |
+| students | 4,200 |
+| **Total** | **38,567** |
+
+## Formats
+
+- CSV (in `data/` directory)
+- Parquet (available in full version)
+- SQLite (available in full version)
+
+## About
+
+Generated by [Mindweave Technologies](https://mindweave.tech) — realistic synthetic datasets for developers, QA teams, and data engineers.
+
+Browse all datasets: [mindweavetech.gumroad.com](https://mindweavetech.gumroad.com)

data/courses.csv

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+id,department_id,code,name,credits,level
+1,1,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

data/departments.csv

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+id,name,college,code
+1,Computer Science,Engineering,CSCI
+2,Business Administration,Business,BUSA
+3,English Literature,Arts & Sciences,ENGL
+4,Mathematics,Engineering,MATH
+5,Psychology,Arts & Sciences,PSYC
+6,Education,Education,EDUC
+7,Biology,Arts & Sciences,BIOL
+8,History,Arts & Sciences,HIST

data/semesters.csv

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+id,name,start,end,note
+1,Fall 2021,2021-08-23,2021-12-10,
+2,Spring 2022,2022-01-10,2022-05-06,
+3,Fall 2022,2022-08-22,2022-12-09,hybrid/remote semester
+4,Spring 2023,2023-01-09,2023-05-05,cheating scandal semester
+5,Fall 2023,2023-08-21,2023-12-08,
+6,Spring 2024,2024-01-08,2024-05-03,