| { | |
| "model_name": "Student Dropout Prediction Model", | |
| "model_type": "LogisticRegression with StandardScaler", | |
| "target_mapping": { | |
| "0": "Dropout", | |
| "1": "Graduate" | |
| }, | |
| "features": [ | |
| "Marital status", | |
| "Application mode", | |
| "Application order", | |
| "Course", | |
| "Daytime/evening attendance\t", | |
| "Previous qualification", | |
| "Previous qualification (grade)", | |
| "Nacionality", | |
| "Mother's qualification", | |
| "Father's qualification", | |
| "Mother's occupation", | |
| "Admission grade", | |
| "Displaced", | |
| "Educational special needs", | |
| "Debtor", | |
| "Tuition fees up to date", | |
| "Gender", | |
| "Scholarship holder", | |
| "Age at enrollment", | |
| "International", | |
| "Curricular units 1st sem (credited)", | |
| "Curricular units 1st sem (enrolled)", | |
| "Curricular units 1st sem (evaluations)", | |
| "Curricular units 1st sem (approved)", | |
| "Curricular units 1st sem (grade)", | |
| "Curricular units 1st sem (without evaluations)", | |
| "Curricular units 2nd sem (evaluations)", | |
| "Curricular units 2nd sem (grade)", | |
| "Curricular units 2nd sem (without evaluations)", | |
| "Unemployment rate", | |
| "Inflation rate", | |
| "GDP" | |
| ], | |
| "num_features": 32, | |
| "dropped_columns": [ | |
| "Father's occupation", | |
| "Curricular units 2nd sem (credited)", | |
| "Curricular units 2nd sem (enrolled)", | |
| "Curricular units 2nd sem (approved)" | |
| ], | |
| "feature_details": { | |
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| "max": 6.0, | |
| "mean": 1.184297520661157, | |
| "example_value": 1 | |
| }, | |
| "Application mode": { | |
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| "max": 57.0, | |
| "mean": 18.421763085399448, | |
| "example_value": 17 | |
| }, | |
| "Application order": { | |
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| }, | |
| "Course": { | |
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| "max": 9991.0, | |
| "mean": 8853.980991735538, | |
| "example_value": 171 | |
| }, | |
| "Daytime/evening attendance\t": { | |
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| "example_value": 1 | |
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| "Previous qualification": { | |
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| }, | |
| "Previous qualification (grade)": { | |
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| "min": 95.0, | |
| "max": 190.0, | |
| "mean": 132.90881542699725, | |
| "example_value": 122 | |
| }, | |
| "Nacionality": { | |
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| "max": 109.0, | |
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| "Mother's qualification": { | |
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| "example_value": 19 | |
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| "mean": 22.57162534435262, | |
| "example_value": 12 | |
| }, | |
| "Mother's occupation": { | |
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| "max": 194.0, | |
| "mean": 10.138567493112948, | |
| "example_value": 5 | |
| }, | |
| "Admission grade": { | |
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| "max": 190.0, | |
| "mean": 127.28870523415978, | |
| "example_value": 127 | |
| }, | |
| "Displaced": { | |
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| "Debtor": { | |
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| "mean": 0.1137741046831956, | |
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| }, | |
| "Tuition fees up to date": { | |
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| "Gender": { | |
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| "Curricular units 2nd sem (grade)": { | |
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| }, | |
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| } | |
| }, | |
| "model_performance": { | |
| "avg_roc_auc": 0.9426, | |
| "std_roc_auc": 0.0022, | |
| "avg_accuracy": 0.8904, | |
| "std_accuracy": 0.0123 | |
| }, | |
| "feature_importance": [ | |
| { | |
| "feature": "Curricular units 1st sem (approved)", | |
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| { | |
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| { | |
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| "coefficient": -1.1411938218498847 | |
| }, | |
| { | |
| "feature": "Tuition fees up to date", | |
| "coefficient": 0.9630826567928356 | |
| }, | |
| { | |
| "feature": "Curricular units 1st sem (credited)", | |
| "coefficient": -0.8539015768167176 | |
| }, | |
| { | |
| "feature": "Curricular units 2nd sem (evaluations)", | |
| "coefficient": -0.6369395746417482 | |
| }, | |
| { | |
| "feature": "Course", | |
| "coefficient": -0.6055334597267776 | |
| }, | |
| { | |
| "feature": "International", | |
| "coefficient": 0.4993629811863151 | |
| }, | |
| { | |
| "feature": "Curricular units 1st sem (grade)", | |
| "coefficient": -0.4580579977450427 | |
| }, | |
| { | |
| "feature": "Debtor", | |
| "coefficient": -0.3870319293027283 | |
| }, | |
| { | |
| "feature": "Nacionality", | |
| "coefficient": -0.36386269065696214 | |
| }, | |
| { | |
| "feature": "Scholarship holder", | |
| "coefficient": 0.3601197899922311 | |
| }, | |
| { | |
| "feature": "Age at enrollment", | |
| "coefficient": -0.29681419535938647 | |
| }, | |
| { | |
| "feature": "Gender", | |
| "coefficient": -0.22961088968596147 | |
| }, | |
| { | |
| "feature": "Mother's occupation", | |
| "coefficient": 0.20867097544620444 | |
| }, | |
| { | |
| "feature": "Displaced", | |
| "coefficient": -0.19965059186513248 | |
| }, | |
| { | |
| "feature": "Curricular units 1st sem (without evaluations)", | |
| "coefficient": 0.1878768453143166 | |
| }, | |
| { | |
| "feature": "Previous qualification", | |
| "coefficient": 0.1635268539723628 | |
| }, | |
| { | |
| "feature": "Application mode", | |
| "coefficient": -0.13952867123465623 | |
| }, | |
| { | |
| "feature": "Curricular units 1st sem (evaluations)", | |
| "coefficient": 0.13005849075063863 | |
| }, | |
| { | |
| "feature": "Unemployment rate", | |
| "coefficient": -0.12395327972323616 | |
| }, | |
| { | |
| "feature": "Curricular units 2nd sem (without evaluations)", | |
| "coefficient": 0.11533489424236375 | |
| }, | |
| { | |
| "feature": "Father's qualification", | |
| "coefficient": 0.10277051413826378 | |
| }, | |
| { | |
| "feature": "GDP", | |
| "coefficient": -0.09145115697113011 | |
| }, | |
| { | |
| "feature": "Daytime/evening attendance\t", | |
| "coefficient": -0.08582769046990661 | |
| }, | |
| { | |
| "feature": "Marital status", | |
| "coefficient": 0.07586210175822407 | |
| }, | |
| { | |
| "feature": "Previous qualification (grade)", | |
| "coefficient": -0.07382604570456465 | |
| }, | |
| { | |
| "feature": "Admission grade", | |
| "coefficient": 0.06636622661157908 | |
| }, | |
| { | |
| "feature": "Mother's qualification", | |
| "coefficient": -0.05960602912137761 | |
| }, | |
| { | |
| "feature": "Application order", | |
| "coefficient": -0.02756430990311611 | |
| }, | |
| { | |
| "feature": "Inflation rate", | |
| "coefficient": 0.0016776856356872146 | |
| }, | |
| { | |
| "feature": "Educational special needs", | |
| "coefficient": -0.0004318043811183271 | |
| } | |
| ] | |
| } |