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feature_importance.json
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113 lines (113 loc) · 5.42 KB
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{
"Random Forest": {
"Grade_Level": 1.2431267676141708e-05,
"Current_Semester": 1.6013038471352634e-05,
"Age": 1.4264844231616007e-05,
"Cumulative_GPA": 0.9995580344789036,
"Class_Participation_Score": 1.1100129514011947e-05,
"Hours_Studied": 1.9753435649881304e-05,
"Attendance": 1.6841047946698793e-05,
"Parental_Involvement": 1.6977746042240667e-05,
"Access_to_Resources": 2.7792348171601373e-05,
"Extracurricular_Activities": 4.154539263566874e-06,
"Sleep_Hours": 2.7841855467506126e-05,
"Previous_Scores": 3.164969546601805e-05,
"Motivation_Level": 0.0,
"Internet_Access": 3.492436090434486e-06,
"Tutoring_Sessions": 1.183345297026175e-05,
"Family_Income": 2.9090580545302396e-06,
"Teacher_Quality": 1.141995743302981e-05,
"School_Type": 4.140453460246939e-06,
"Peer_Influence": 2.2133916870270495e-05,
"Physical_Activity": 1.9976882112942637e-05,
"Learning_Disabilities": 6.802694729659731e-07,
"Parental_Education_Level": 1.0448036455997086e-05,
"Distance_from_Home": 7.508829689858823e-06,
"Gender": 2.3613204680976437e-06,
"Study_Motivation_Interaction": 1.9829514103593334e-06,
"Attendance_Parental_Interaction": 4.539268476520915e-06,
"Resources_Quality_Interaction": 3.201919752649165e-05,
"Hours_Studied_Squared": 9.541540591953057e-06,
"Sleep_Hours_Squared": 3.857090413979605e-06,
"Engagement_Score": 1.9773345742458994e-05,
"Support_Index": 4.028931326031833e-06,
"Health_Wellness_Score": 5.358992996318943e-05,
"Sleep_Distance_from_Optimal": 4.4695888521914025e-06,
"Is_Senior": 1.1691565140641568e-05,
"Is_Sophomore": 7.47550673404902e-07
},
"Gradient Boosting": {
"Grade_Level": 1.0900245359782744e-09,
"Current_Semester": 1.6311212486432648e-10,
"Age": 2.7097867142060435e-06,
"Cumulative_GPA": 0.9999430924960774,
"Class_Participation_Score": 2.8569232333646845e-16,
"Hours_Studied": 1.4463941095162537e-09,
"Attendance": 8.156796811545031e-07,
"Parental_Involvement": 5.763803587685551e-11,
"Access_to_Resources": 2.0263059404059818e-10,
"Extracurricular_Activities": 4.2340256076350165e-10,
"Sleep_Hours": 4.698671683719898e-16,
"Previous_Scores": 3.4360483740351076e-05,
"Motivation_Level": 4.162522559396151e-19,
"Internet_Access": 5.804334504541755e-07,
"Tutoring_Sessions": 1.8242886153682704e-06,
"Family_Income": 3.0508034461664264e-18,
"Teacher_Quality": 4.99023574637891e-10,
"School_Type": 1.3507446215878974e-09,
"Peer_Influence": 8.619560011276521e-18,
"Physical_Activity": 1.0286154410371747e-17,
"Learning_Disabilities": 5.300424693692796e-18,
"Parental_Education_Level": 1.4968607096196272e-17,
"Distance_from_Home": 4.139100702672923e-11,
"Gender": -1.4726555557887025e-20,
"Study_Motivation_Interaction": 7.23433932444439e-19,
"Attendance_Parental_Interaction": 7.774371795901799e-11,
"Resources_Quality_Interaction": 2.9213656455166423e-12,
"Hours_Studied_Squared": 5.377548725189259e-12,
"Sleep_Hours_Squared": 3.829448339214641e-09,
"Engagement_Score": 1.6084614891081978e-05,
"Support_Index": 5.213451042736657e-07,
"Health_Wellness_Score": 7.554292320637419e-10,
"Sleep_Distance_from_Optimal": 9.104927581512015e-10,
"Is_Senior": 1.5950852942842015e-11,
"Is_Sophomore": 0.0
},
"Linear Regression": {
"Grade_Level": 3.2385088466815536e-17,
"Current_Semester": 1.27675647831893e-15,
"Age": 5.011871244249819e-16,
"Cumulative_GPA": 3.921857075256647,
"Class_Participation_Score": 2.025657542788525e-15,
"Hours_Studied": 3.98162364459533e-16,
"Attendance": 1.3297158819938204e-16,
"Parental_Involvement": 1.0165465258698113e-16,
"Access_to_Resources": 4.127758450173125e-16,
"Extracurricular_Activities": 3.086045533461039e-17,
"Sleep_Hours": 4.65069275353607e-16,
"Previous_Scores": 5.760258268006326e-16,
"Motivation_Level": 3.3326257466212086e-16,
"Internet_Access": 1.2001669510112396e-16,
"Tutoring_Sessions": 8.566305036802866e-16,
"Family_Income": 1.595684600094183e-16,
"Teacher_Quality": 6.947045448685798e-16,
"School_Type": 1.0446314314841358e-15,
"Peer_Influence": 5.924244314842622e-16,
"Physical_Activity": 1.6736026566825604e-15,
"Learning_Disabilities": 6.404691942252137e-16,
"Parental_Education_Level": 8.509034604395933e-16,
"Distance_from_Home": 4.092537656339481e-16,
"Gender": 1.9769257828715708e-16,
"Study_Motivation_Interaction": 3.53030483082081e-17,
"Attendance_Parental_Interaction": 5.977819290142774e-18,
"Resources_Quality_Interaction": 2.982506410893844e-16,
"Hours_Studied_Squared": 1.8957751302427304e-15,
"Sleep_Hours_Squared": 3.85344374376527e-15,
"Engagement_Score": 1.5507083292545162e-16,
"Support_Index": 2.345449358796166e-16,
"Health_Wellness_Score": 2.1167978583706196e-15,
"Sleep_Distance_from_Optimal": 3.224661755879946e-15,
"Is_Senior": 2.247450856588921e-17,
"Is_Sophomore": 6.292388598960032e-16
}
}