|
{ |
|
"sklearn": { |
|
"columns": [ |
|
"Campus", |
|
"Subject", |
|
"Course", |
|
"Year", |
|
"Session", |
|
"SubjectCourse", |
|
"CourseLevel", |
|
"Years_Since_Start", |
|
"Course_Avg_Roll_1y", |
|
"Course_Min_Last_3y", |
|
"Course_Max_Last_3y", |
|
"Course_Std_Last_3y", |
|
"Professor", |
|
"Prof_Courses_Taught", |
|
"Prev_Median", |
|
"Prof_Prev_Median", |
|
"Prev_Percentile (25)", |
|
"Prof_Prev_Percentile (25)", |
|
"Prev_Percentile (75)", |
|
"Prof_Prev_Percentile (75)", |
|
"Prev_High", |
|
"Prof_Prev_High", |
|
"Prev_Low", |
|
"Prof_Prev_Low", |
|
"Prev_<50", |
|
"Prof_Prev_<50", |
|
"Prev_50-54", |
|
"Prof_Prev_50-54", |
|
"Prev_55-59", |
|
"Prof_Prev_55-59", |
|
"Prev_60-63", |
|
"Prof_Prev_60-63", |
|
"Prev_64-67", |
|
"Prof_Prev_64-67", |
|
"Prev_68-71", |
|
"Prof_Prev_68-71", |
|
"Prev_72-75", |
|
"Prof_Prev_72-75", |
|
"Prev_76-79", |
|
"Prof_Prev_76-79", |
|
"Prev_80-84", |
|
"Prof_Prev_80-84", |
|
"Prev_85-89", |
|
"Prof_Prev_85-89", |
|
"Prev_90-100", |
|
"Prof_Prev_90-100" |
|
], |
|
"environment": [ |
|
"scikit-learn=1.6.0" |
|
], |
|
"example_input": { |
|
"Campus": [ |
|
"UBCV" |
|
], |
|
"Course": [ |
|
110 |
|
], |
|
"CourseLevel": [ |
|
1 |
|
], |
|
"Course_Avg_Roll_1y": [ |
|
73.5864074445 |
|
], |
|
"Course_Max_Last_3y": [ |
|
91.0 |
|
], |
|
"Course_Min_Last_3y": [ |
|
71.898305085 |
|
], |
|
"Course_Std_Last_3y": [ |
|
7.270712022509893 |
|
], |
|
"Prev_50-54": [ |
|
1.0 |
|
], |
|
"Prev_55-59": [ |
|
5.0 |
|
], |
|
"Prev_60-63": [ |
|
11.0 |
|
], |
|
"Prev_64-67": [ |
|
12.0 |
|
], |
|
"Prev_68-71": [ |
|
14.0 |
|
], |
|
"Prev_72-75": [ |
|
15.0 |
|
], |
|
"Prev_76-79": [ |
|
11.0 |
|
], |
|
"Prev_80-84": [ |
|
31.0 |
|
], |
|
"Prev_85-89": [ |
|
23.0 |
|
], |
|
"Prev_90-100": [ |
|
23.0 |
|
], |
|
"Prev_<50": [ |
|
31.0 |
|
], |
|
"Prev_High": [ |
|
97.0 |
|
], |
|
"Prev_Low": [ |
|
5.0 |
|
], |
|
"Prev_Median": [ |
|
NaN |
|
], |
|
"Prev_Percentile (25)": [ |
|
NaN |
|
], |
|
"Prev_Percentile (75)": [ |
|
NaN |
|
], |
|
"Prof_Courses_Taught": [ |
|
NaN |
|
], |
|
"Prof_Prev_50-54": [ |
|
NaN |
|
], |
|
"Prof_Prev_55-59": [ |
|
NaN |
|
], |
|
"Prof_Prev_60-63": [ |
|
NaN |
|
], |
|
"Prof_Prev_64-67": [ |
|
NaN |
|
], |
|
"Prof_Prev_68-71": [ |
|
NaN |
|
], |
|
"Prof_Prev_72-75": [ |
|
NaN |
|
], |
|
"Prof_Prev_76-79": [ |
|
NaN |
|
], |
|
"Prof_Prev_80-84": [ |
|
NaN |
|
], |
|
"Prof_Prev_85-89": [ |
|
NaN |
|
], |
|
"Prof_Prev_90-100": [ |
|
NaN |
|
], |
|
"Prof_Prev_<50": [ |
|
NaN |
|
], |
|
"Prof_Prev_High": [ |
|
NaN |
|
], |
|
"Prof_Prev_Low": [ |
|
NaN |
|
], |
|
"Prof_Prev_Median": [ |
|
NaN |
|
], |
|
"Prof_Prev_Percentile (25)": [ |
|
NaN |
|
], |
|
"Prof_Prev_Percentile (75)": [ |
|
NaN |
|
], |
|
"Professor": [ |
|
"" |
|
], |
|
"Session": [ |
|
"W" |
|
], |
|
"Subject": [ |
|
"CPSC" |
|
], |
|
"SubjectCourse": [ |
|
"CPSC110" |
|
], |
|
"Year": [ |
|
2018 |
|
], |
|
"Years_Since_Start": [ |
|
4 |
|
] |
|
}, |
|
"model": { |
|
"file": "ubcv_grade_predictor_ridge.joblib" |
|
}, |
|
"model_format": "pickle", |
|
"task": "tabular-regression" |
|
} |
|
} |