Student Performance
Hugging FaceStudent performance The Student performance dataset from Kaggle. Configuration Task Description encoding Encoding dictionary showing original values of encoded features. math Binary classification Has the student passed the math exam? writing Binary classification Has the student passed the writing exam? reading Binary classification Has the student passed the reading exam? Usage from datasets import load_dataset dataset =… See the full description on the dataset page: https://huggingface.co/datasets/mstz/student_performance.
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Data preview
500 rows · 8 columns · showing first 12| # | is_male boolean | ethnicity text | parental_level_of_education integer | has_standard_lunch boolean | has_completed_preparation_test boolean | reading_score integer | writing_score integer | has_passed_math_exam integer |
|---|---|---|---|---|---|---|---|---|
| 1 | False | group D | 2 | True | True | 70 | 78 | 0 |
| 2 | True | group D | 5 | True | False | 93 | 87 | 1 |
| 3 | False | group D | 2 | False | False | 76 | 77 | 0 |
| 4 | True | group B | 2 | False | False | 70 | 63 | 1 |
| 5 | False | group D | 5 | True | False | 85 | 86 | 1 |
| 6 | True | group C | 0 | True | False | 57 | 54 | 1 |
| 7 | False | group E | 5 | True | False | 83 | 80 | 1 |
| 8 | False | group B | 0 | True | False | 61 | 58 | 0 |
| 9 | True | group C | 0 | True | False | 75 | 73 | 1 |
| 10 | False | group C | 3 | True | True | 69 | 77 | 0 |
| 11 | True | group B | 0 | True | False | 69 | 69 | 1 |
| 12 | True | group B | 4 | True | False | 50 | 49 | 0 |
Auto-generated charts
Student Performance: 500 rows by 8 columns. These exploratory charts are generated automatically from the data - open the dataset in Helix to ask your own questions.
Charts
Total parental_level_of_education by is_male
Top is_male values ranked by summed parental_level_of_education.
parental_level_of_education vs reading_score
parental_level_of_education vs reading_score, coloured by is_male.
Distribution of parental_level_of_education
Histogram of parental_level_of_education values.
Correlation of numeric columns
Pearson correlation between numeric columns.
parental_level_of_education by is_male
Spread of parental_level_of_education across is_male groups.
Interesting queries to try
- average parental_level_of_education by ethnicity
- top 10 ethnicity by total parental_level_of_education
- scatter parental_level_of_education vs reading_score coloured by ethnicity
- histogram of parental_level_of_education
- boxplot of parental_level_of_education by ethnicity
- correlation heatmap of all numeric columns
Columns
- is_male bool
- ethnicity categorical
- parental_level_of_education numeric
- has_standard_lunch bool
- has_completed_preparation_test bool
- reading_score numeric
- writing_score numeric
- has_passed_math_exam numeric