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mstz/student_performance

The student performance dataset, sourced from Kaggle, contains students' mathematics, writing, and reading exam scores. The task is binary classification to determine whether a student passed the mathematics, writing, or reading exam. Features include gender, ethnicity, parental education level, whether the student receives standard lunch, whether a preparation test was completed, and the reading, writing, and mathematics scores.

Updated 4/7/2023
hugging_face

Description

Dataset Overview

Basic Information

  • Name: Student Performance
  • Language: English
  • Tags:
    • student performance
    • tabular_classification
    • binary_classification
  • Description: Student performance dataset
  • Size Category: n<1K
  • Task Category: tabular‑classification
  • Configurations:
    • encoding
    • math
    • writing
    • reading
  • License: cc

Configuration Details

ConfigurationTaskDescription
encodingEncoding dictionary showing original values of encoded features.
mathBinary classificationDoes the student pass the mathematics exam?
writingBinary classificationDoes the student pass the writing exam?
readingBinary classificationDoes the student pass the reading exam?

Feature Details

FeatureType
is_malebool
ethnicitystring
parental_level_of_educationint8
has_standard_lunchbool
has_completed_preparation_testbool
reading_scoreint64
writing_scoreint64
math_scoreint64

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Topics

Student Academic Performance
Binary Classification

Source

Organization: hugging_face

Created: Unknown

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