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File size: 3,540 Bytes
2f74c56 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 | Model: majority_baseline
Category report
precision recall f1-score support
financial_aid 0.17 1.00 0.29 45
registration 0.00 0.00 0.00 43
housing 0.00 0.00 0.00 34
academic_advising 0.00 0.00 0.00 46
technical_support 0.00 0.00 0.00 44
health_wellness 0.00 0.00 0.00 26
general 0.00 0.00 0.00 32
accuracy 0.17 270
macro avg 0.02 0.14 0.04 270
weighted avg 0.03 0.17 0.05 270
Urgency report
precision recall f1-score support
low 0.42 1.00 0.59 113
medium 0.00 0.00 0.00 107
high 0.00 0.00 0.00 50
accuracy 0.42 270
macro avg 0.14 0.33 0.20 270
weighted avg 0.18 0.42 0.25 270
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Model: tfidf_logistic_regression
Category report
precision recall f1-score support
financial_aid 1.00 0.96 0.98 45
registration 0.98 0.93 0.95 43
housing 0.89 0.91 0.90 34
academic_advising 0.91 0.91 0.91 46
technical_support 1.00 0.89 0.94 44
health_wellness 0.81 1.00 0.90 26
general 0.94 1.00 0.97 32
accuracy 0.94 270
macro avg 0.93 0.94 0.94 270
weighted avg 0.94 0.94 0.94 270
Urgency report
precision recall f1-score support
low 0.64 0.61 0.62 113
medium 0.59 0.53 0.56 107
high 0.42 0.56 0.48 50
accuracy 0.57 270
macro avg 0.55 0.57 0.56 270
weighted avg 0.58 0.57 0.57 270
================================================================================
Model: distilbert_transformer
Category report
precision recall f1-score support
financial_aid 0.96 0.96 0.96 45
registration 1.00 0.93 0.96 43
housing 1.00 0.88 0.94 34
academic_advising 0.78 1.00 0.88 46
technical_support 1.00 0.89 0.94 44
health_wellness 1.00 0.96 0.98 26
general 1.00 1.00 1.00 32
accuracy 0.94 270
macro avg 0.96 0.95 0.95 270
weighted avg 0.96 0.94 0.95 270
Urgency report
precision recall f1-score support
low 0.45 0.79 0.58 113
medium 0.43 0.30 0.35 107
high 0.00 0.00 0.00 50
accuracy 0.45 270
macro avg 0.30 0.36 0.31 270
weighted avg 0.36 0.45 0.38 270
================================================================================
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