| > epoch: 0 |
| precision recall f1-score support |
|
|
| 0 0.00 0.00 0.00 15 |
| 1 0.00 0.00 0.00 8 |
| 2 0.00 0.00 0.00 4 |
| 3 0.00 0.00 0.00 7 |
| 4 0.00 0.00 0.00 11 |
| 5 0.00 0.00 0.00 117 |
| 6 0.00 0.00 0.00 13 |
| 7 0.00 0.00 0.00 9 |
| 8 0.00 0.00 0.00 10 |
| 9 0.00 0.00 0.00 14 |
| 10 0.00 0.00 0.00 14 |
| 11 0.00 0.00 0.00 54 |
| 12 0.00 0.00 0.00 6 |
| 13 0.00 0.00 0.00 7 |
| 14 0.00 0.00 0.00 49 |
| 15 0.00 0.00 0.00 1 |
| 16 0.00 0.00 0.00 13 |
| 17 0.00 0.00 0.00 25 |
| 18 0.00 0.00 0.00 1 |
| 19 0.00 0.00 0.00 6 |
| 20 0.00 0.00 0.00 22 |
| 21 0.00 0.00 0.00 18 |
| 22 0.00 0.00 0.00 11 |
| 23 0.00 0.00 0.00 17 |
| 24 0.00 0.00 0.00 9 |
| 25 0.00 0.00 0.00 37 |
| 26 0.00 0.00 0.00 34 |
| 27 0.00 0.00 0.00 9 |
| 28 0.00 0.00 0.00 14 |
| 29 0.00 0.00 0.00 4 |
| 30 0.00 0.00 0.00 68 |
| 31 0.00 0.00 0.00 8 |
| 32 0.00 0.00 0.00 14 |
| 33 0.00 0.00 0.00 2 |
| 34 0.00 0.00 0.00 5 |
| 35 0.00 0.00 0.00 3 |
| 36 0.00 0.00 0.00 2 |
| 37 0.00 0.00 0.00 2 |
| 38 0.00 0.00 0.00 4 |
| 39 0.00 0.00 0.00 15 |
| 40 0.00 0.00 0.00 4 |
| 41 0.00 0.00 0.00 5 |
| 42 0.00 0.00 0.00 3 |
| 43 0.00 0.00 0.00 7 |
| 44 0.00 0.00 0.00 1 |
| 45 0.00 0.00 0.00 11 |
| 46 0.00 0.00 0.00 2 |
| 47 0.00 0.00 0.00 12 |
| 48 0.00 0.00 0.00 13 |
| 49 0.00 0.00 0.00 14 |
|
|
| micro avg 0.00 0.00 0.00 754 |
| macro avg 0.00 0.00 0.00 754 |
| weighted avg 0.00 0.00 0.00 754 |
| samples avg 0.00 0.00 0.00 754 |
|
|
| > epoch: 1 |
| precision recall f1-score support |
|
|
| 0 0.00 0.00 0.00 15 |
| 1 0.00 0.00 0.00 8 |
| 2 0.00 0.00 0.00 4 |
| 3 0.00 0.00 0.00 7 |
| 4 0.00 0.00 0.00 11 |
| 5 0.00 0.00 0.00 117 |
| 6 0.00 0.00 0.00 13 |
| 7 0.00 0.00 0.00 9 |
| 8 0.00 0.00 0.00 10 |
| 9 0.00 0.00 0.00 14 |
| 10 0.00 0.00 0.00 14 |
| 11 0.00 0.00 0.00 54 |
| 12 0.00 0.00 0.00 6 |
| 13 0.00 0.00 0.00 7 |
| 14 0.00 0.00 0.00 49 |
| 15 0.00 0.00 0.00 1 |
| 16 0.00 0.00 0.00 13 |
| 17 0.00 0.00 0.00 25 |
| 18 0.00 0.00 0.00 1 |
| 19 0.00 0.00 0.00 6 |
| 20 0.00 0.00 0.00 22 |
| 21 0.00 0.00 0.00 18 |
| 22 0.00 0.00 0.00 11 |
| 23 0.00 0.00 0.00 17 |
| 24 0.00 0.00 0.00 9 |
| 25 0.00 0.00 0.00 37 |
| 26 0.00 0.00 0.00 34 |
| 27 0.00 0.00 0.00 9 |
| 28 0.00 0.00 0.00 14 |
| 29 0.00 0.00 0.00 4 |
| 30 0.00 0.00 0.00 68 |
| 31 0.00 0.00 0.00 8 |
| 32 0.00 0.00 0.00 14 |
| 33 0.00 0.00 0.00 2 |
| 34 0.00 0.00 0.00 5 |
| 35 0.00 0.00 0.00 3 |
| 36 0.00 0.00 0.00 2 |
| 37 0.00 0.00 0.00 2 |
| 38 0.00 0.00 0.00 4 |
| 39 0.00 0.00 0.00 15 |
| 40 0.00 0.00 0.00 4 |
| 41 0.00 0.00 0.00 5 |
| 42 0.00 0.00 0.00 3 |
| 43 0.00 0.00 0.00 7 |
| 44 0.00 0.00 0.00 1 |
| 45 0.00 0.00 0.00 11 |
| 46 0.00 0.00 0.00 2 |
| 47 0.00 0.00 0.00 12 |
| 48 0.00 0.00 0.00 13 |
| 49 0.00 0.00 0.00 14 |
|
|
| micro avg 0.00 0.00 0.00 754 |
| macro avg 0.00 0.00 0.00 754 |
| weighted avg 0.00 0.00 0.00 754 |
| samples avg 0.00 0.00 0.00 754 |
|
|
| > epoch: 2 |
| precision recall f1-score support |
|
|
| 0 0.00 0.00 0.00 15 |
| 1 0.00 0.00 0.00 8 |
| 2 0.00 0.00 0.00 4 |
| 3 0.00 0.00 0.00 7 |
| 4 0.00 0.00 0.00 11 |
| 5 0.67 0.22 0.33 117 |
| 6 0.00 0.00 0.00 13 |
| 7 0.00 0.00 0.00 9 |
| 8 0.00 0.00 0.00 10 |
| 9 0.00 0.00 0.00 14 |
| 10 1.00 0.14 0.25 14 |
| 11 0.71 0.22 0.34 54 |
| 12 0.00 0.00 0.00 6 |
| 13 0.00 0.00 0.00 7 |
| 14 0.80 0.41 0.54 49 |
| 15 0.00 0.00 0.00 1 |
| 16 0.00 0.00 0.00 13 |
| 17 0.64 0.36 0.46 25 |
| 18 0.00 0.00 0.00 1 |
| 19 0.00 0.00 0.00 6 |
| 20 0.00 0.00 0.00 22 |
| 21 0.00 0.00 0.00 18 |
| 22 0.00 0.00 0.00 11 |
| 23 0.00 0.00 0.00 17 |
| 24 0.00 0.00 0.00 9 |
| 25 0.64 0.57 0.60 37 |
| 26 0.00 0.00 0.00 34 |
| 27 0.00 0.00 0.00 9 |
| 28 0.00 0.00 0.00 14 |
| 29 0.00 0.00 0.00 4 |
| 30 0.74 0.81 0.77 68 |
| 31 0.00 0.00 0.00 8 |
| 32 0.00 0.00 0.00 14 |
| 33 0.00 0.00 0.00 2 |
| 34 0.00 0.00 0.00 5 |
| 35 0.00 0.00 0.00 3 |
| 36 0.00 0.00 0.00 2 |
| 37 0.00 0.00 0.00 2 |
| 38 0.00 0.00 0.00 4 |
| 39 0.00 0.00 0.00 15 |
| 40 0.00 0.00 0.00 4 |
| 41 0.00 0.00 0.00 5 |
| 42 0.00 0.00 0.00 3 |
| 43 0.00 0.00 0.00 7 |
| 44 0.00 0.00 0.00 1 |
| 45 0.00 0.00 0.00 11 |
| 46 0.00 0.00 0.00 2 |
| 47 0.00 0.00 0.00 12 |
| 48 0.00 0.00 0.00 13 |
| 49 0.00 0.00 0.00 14 |
|
|
| micro avg 0.71 0.19 0.30 754 |
| macro avg 0.10 0.05 0.07 754 |
| weighted avg 0.34 0.19 0.23 754 |
| samples avg 0.05 0.04 0.04 754 |
|
|
| > epoch: 3 |
| precision recall f1-score support |
|
|
| 0 0.00 0.00 0.00 15 |
| 1 0.00 0.00 0.00 8 |
| 2 0.00 0.00 0.00 4 |
| 3 0.00 0.00 0.00 7 |
| 4 0.78 0.64 0.70 11 |
| 5 0.55 0.45 0.50 117 |
| 6 0.00 0.00 0.00 13 |
| 7 0.00 0.00 0.00 9 |
| 8 0.00 0.00 0.00 10 |
| 9 1.00 0.29 0.44 14 |
| 10 0.80 0.57 0.67 14 |
| 11 0.71 0.19 0.29 54 |
| 12 0.33 0.17 0.22 6 |
| 13 0.00 0.00 0.00 7 |
| 14 0.62 0.76 0.68 49 |
| 15 0.00 0.00 0.00 1 |
| 16 0.00 0.00 0.00 13 |
| 17 0.72 0.52 0.60 25 |
| 18 0.00 0.00 0.00 1 |
| 19 0.00 0.00 0.00 6 |
| 20 0.00 0.00 0.00 22 |
| 21 0.00 0.00 0.00 18 |
| 22 0.00 0.00 0.00 11 |
| 23 0.62 0.29 0.40 17 |
| 24 0.00 0.00 0.00 9 |
| 25 0.66 0.51 0.58 37 |
| 26 0.70 0.21 0.32 34 |
| 27 0.00 0.00 0.00 9 |
| 28 0.50 0.21 0.30 14 |
| 29 0.00 0.00 0.00 4 |
| 30 0.81 0.65 0.72 68 |
| 31 0.00 0.00 0.00 8 |
| 32 0.60 0.21 0.32 14 |
| 33 0.00 0.00 0.00 2 |
| 34 0.00 0.00 0.00 5 |
| 35 0.00 0.00 0.00 3 |
| 36 0.00 0.00 0.00 2 |
| 37 0.00 0.00 0.00 2 |
| 38 0.00 0.00 0.00 4 |
| 39 0.00 0.00 0.00 15 |
| 40 0.00 0.00 0.00 4 |
| 41 0.00 0.00 0.00 5 |
| 42 0.00 0.00 0.00 3 |
| 43 0.00 0.00 0.00 7 |
| 44 0.00 0.00 0.00 1 |
| 45 0.80 0.36 0.50 11 |
| 46 0.00 0.00 0.00 2 |
| 47 0.00 0.00 0.00 12 |
| 48 0.00 0.00 0.00 13 |
| 49 1.00 0.07 0.13 14 |
|
|
| micro avg 0.66 0.29 0.40 754 |
| macro avg 0.22 0.12 0.15 754 |
| weighted avg 0.45 0.29 0.33 754 |
| samples avg 0.07 0.06 0.06 754 |
|
|
| > epoch: 4 |
| precision recall f1-score support |
|
|
| 0 0.44 0.47 0.45 15 |
| 1 0.00 0.00 0.00 8 |
| 2 0.00 0.00 0.00 4 |
| 3 0.00 0.00 0.00 7 |
| 4 0.67 0.18 0.29 11 |
| 5 0.58 0.54 0.56 117 |
| 6 0.00 0.00 0.00 13 |
| 7 0.00 0.00 0.00 9 |
| 8 0.00 0.00 0.00 10 |
| 9 1.00 0.64 0.78 14 |
| 10 0.86 0.43 0.57 14 |
| 11 0.69 0.69 0.69 54 |
| 12 0.67 0.67 0.67 6 |
| 13 0.83 0.71 0.77 7 |
| 14 0.67 0.78 0.72 49 |
| 15 0.00 0.00 0.00 1 |
| 16 0.20 0.08 0.11 13 |
| 17 0.71 0.60 0.65 25 |
| 18 0.00 0.00 0.00 1 |
| 19 0.00 0.00 0.00 6 |
| 20 0.00 0.00 0.00 22 |
| 21 1.00 0.44 0.62 18 |
| 22 1.00 0.18 0.31 11 |
| 23 0.77 0.59 0.67 17 |
| 24 0.43 0.33 0.38 9 |
| 25 0.80 0.11 0.19 37 |
| 26 0.72 0.38 0.50 34 |
| 27 1.00 0.56 0.71 9 |
| 28 0.57 0.29 0.38 14 |
| 29 0.00 0.00 0.00 4 |
| 30 0.73 0.84 0.78 68 |
| 31 0.00 0.00 0.00 8 |
| 32 0.00 0.00 0.00 14 |
| 33 0.00 0.00 0.00 2 |
| 34 0.40 0.40 0.40 5 |
| 35 0.00 0.00 0.00 3 |
| 36 0.00 0.00 0.00 2 |
| 37 0.00 0.00 0.00 2 |
| 38 1.00 0.50 0.67 4 |
| 39 0.00 0.00 0.00 15 |
| 40 0.00 0.00 0.00 4 |
| 41 0.00 0.00 0.00 5 |
| 42 0.00 0.00 0.00 3 |
| 43 1.00 0.14 0.25 7 |
| 44 0.00 0.00 0.00 1 |
| 45 0.00 0.00 0.00 11 |
| 46 0.00 0.00 0.00 2 |
| 47 0.00 0.00 0.00 12 |
| 48 0.00 0.00 0.00 13 |
| 49 0.90 0.64 0.75 14 |
|
|
| micro avg 0.68 0.41 0.51 754 |
| macro avg 0.35 0.22 0.26 754 |
| weighted avg 0.53 0.41 0.44 754 |
| samples avg 0.09 0.09 0.09 754 |
|
|
| > epoch: 5 |
| precision recall f1-score support |
|
|
| 0 0.50 0.40 0.44 15 |
| 1 0.00 0.00 0.00 8 |
| 2 0.00 0.00 0.00 4 |
| 3 0.00 0.00 0.00 7 |
| 4 0.67 0.73 0.70 11 |
| 5 0.62 0.38 0.47 117 |
| 6 0.00 0.00 0.00 13 |
| 7 0.50 0.22 0.31 9 |
| 8 0.00 0.00 0.00 10 |
| 9 0.92 0.79 0.85 14 |
| 10 0.75 0.64 0.69 14 |
| 11 0.65 0.78 0.71 54 |
| 12 0.62 0.83 0.71 6 |
| 13 0.67 0.57 0.62 7 |
| 14 0.64 0.71 0.67 49 |
| 15 0.00 0.00 0.00 1 |
| 16 0.25 0.08 0.12 13 |
| 17 0.68 0.68 0.68 25 |
| 18 0.00 0.00 0.00 1 |
| 19 0.00 0.00 0.00 6 |
| 20 1.00 0.09 0.17 22 |
| 21 0.62 0.56 0.59 18 |
| 22 1.00 0.09 0.17 11 |
| 23 0.78 0.82 0.80 17 |
| 24 0.32 0.67 0.43 9 |
| 25 0.60 0.68 0.63 37 |
| 26 0.82 0.41 0.55 34 |
| 27 1.00 0.56 0.71 9 |
| 28 0.37 0.50 0.42 14 |
| 29 1.00 0.50 0.67 4 |
| 30 0.77 0.84 0.80 68 |
| 31 1.00 0.12 0.22 8 |
| 32 0.64 0.64 0.64 14 |
| 33 0.00 0.00 0.00 2 |
| 34 0.60 0.60 0.60 5 |
| 35 0.00 0.00 0.00 3 |
| 36 0.00 0.00 0.00 2 |
| 37 0.00 0.00 0.00 2 |
| 38 1.00 1.00 1.00 4 |
| 39 0.80 0.27 0.40 15 |
| 40 0.67 0.50 0.57 4 |
| 41 0.00 0.00 0.00 5 |
| 42 0.00 0.00 0.00 3 |
| 43 0.38 0.86 0.52 7 |
| 44 0.00 0.00 0.00 1 |
| 45 0.60 0.55 0.57 11 |
| 46 0.00 0.00 0.00 2 |
| 47 0.00 0.00 0.00 12 |
| 48 1.00 0.08 0.14 13 |
| 49 0.88 0.50 0.64 14 |
|
|
| micro avg 0.65 0.49 0.56 754 |
| macro avg 0.47 0.35 0.36 754 |
| weighted avg 0.61 0.49 0.51 754 |
| samples avg 0.11 0.11 0.11 754 |
|
|
| > epoch: 6 |
| precision recall f1-score support |
|
|
| 0 0.71 0.33 0.45 15 |
| 1 0.00 0.00 0.00 8 |
| 2 0.00 0.00 0.00 4 |
| 3 0.00 0.00 0.00 7 |
| 4 0.73 0.73 0.73 11 |
| 5 0.62 0.48 0.54 117 |
| 6 0.00 0.00 0.00 13 |
| 7 0.18 0.22 0.20 9 |
| 8 0.00 0.00 0.00 10 |
| 9 1.00 0.64 0.78 14 |
| 10 0.77 0.71 0.74 14 |
| 11 0.78 0.59 0.67 54 |
| 12 0.57 0.67 0.62 6 |
| 13 0.75 0.43 0.55 7 |
| 14 0.73 0.76 0.74 49 |
| 15 0.00 0.00 0.00 1 |
| 16 0.50 0.23 0.32 13 |
| 17 0.79 0.44 0.56 25 |
| 18 0.00 0.00 0.00 1 |
| 19 0.00 0.00 0.00 6 |
| 20 0.00 0.00 0.00 22 |
| 21 0.79 0.61 0.69 18 |
| 22 1.00 0.27 0.43 11 |
| 23 0.79 0.65 0.71 17 |
| 24 0.35 0.67 0.46 9 |
| 25 0.62 0.68 0.65 37 |
| 26 0.72 0.38 0.50 34 |
| 27 1.00 0.56 0.71 9 |
| 28 0.50 0.29 0.36 14 |
| 29 0.67 0.50 0.57 4 |
| 30 0.76 0.62 0.68 68 |
| 31 1.00 0.75 0.86 8 |
| 32 0.78 0.50 0.61 14 |
| 33 0.00 0.00 0.00 2 |
| 34 0.00 0.00 0.00 5 |
| 35 0.00 0.00 0.00 3 |
| 36 0.00 0.00 0.00 2 |
| 37 0.00 0.00 0.00 2 |
| 38 0.80 1.00 0.89 4 |
| 39 1.00 0.07 0.12 15 |
| 40 0.67 0.50 0.57 4 |
| 41 0.00 0.00 0.00 5 |
| 42 0.00 0.00 0.00 3 |
| 43 1.00 0.71 0.83 7 |
| 44 0.00 0.00 0.00 1 |
| 45 0.54 0.64 0.58 11 |
| 46 1.00 0.50 0.67 2 |
| 47 0.00 0.00 0.00 12 |
| 48 0.60 0.23 0.33 13 |
| 49 0.91 0.71 0.80 14 |
|
|
| micro avg 0.69 0.46 0.55 754 |
| macro avg 0.47 0.34 0.38 754 |
| weighted avg 0.62 0.46 0.51 754 |
| samples avg 0.10 0.10 0.10 754 |
|
|
| > epoch: 7 |
| precision recall f1-score support |
|
|
| 0 0.56 0.60 0.58 15 |
| 1 0.00 0.00 0.00 8 |
| 2 0.00 0.00 0.00 4 |
| 3 1.00 0.14 0.25 7 |
| 4 0.64 0.82 0.72 11 |
| 5 0.66 0.52 0.58 117 |
| 6 1.00 0.08 0.14 13 |
| 7 0.33 0.22 0.27 9 |
| 8 0.29 0.40 0.33 10 |
| 9 1.00 0.71 0.83 14 |
| 10 0.73 0.57 0.64 14 |
| 11 0.75 0.67 0.71 54 |
| 12 0.56 0.83 0.67 6 |
| 13 1.00 0.57 0.73 7 |
| 14 0.74 0.71 0.73 49 |
| 15 0.00 0.00 0.00 1 |
| 16 0.67 0.46 0.55 13 |
| 17 0.70 0.56 0.62 25 |
| 18 0.00 0.00 0.00 1 |
| 19 0.00 0.00 0.00 6 |
| 20 0.62 0.36 0.46 22 |
| 21 0.87 0.72 0.79 18 |
| 22 0.89 0.73 0.80 11 |
| 23 0.67 0.82 0.74 17 |
| 24 0.39 0.78 0.52 9 |
| 25 0.65 0.65 0.65 37 |
| 26 0.57 0.62 0.59 34 |
| 27 1.00 0.56 0.71 9 |
| 28 0.29 0.43 0.34 14 |
| 29 0.30 0.75 0.43 4 |
| 30 0.78 0.68 0.72 68 |
| 31 0.40 0.75 0.52 8 |
| 32 0.53 0.57 0.55 14 |
| 33 0.00 0.00 0.00 2 |
| 34 0.29 0.80 0.42 5 |
| 35 0.33 0.33 0.33 3 |
| 36 0.00 0.00 0.00 2 |
| 37 0.00 0.00 0.00 2 |
| 38 1.00 0.75 0.86 4 |
| 39 0.88 0.47 0.61 15 |
| 40 0.60 0.75 0.67 4 |
| 41 0.00 0.00 0.00 5 |
| 42 0.00 0.00 0.00 3 |
| 43 0.70 1.00 0.82 7 |
| 44 0.00 0.00 0.00 1 |
| 45 0.60 0.55 0.57 11 |
| 46 0.00 0.00 0.00 2 |
| 47 0.00 0.00 0.00 12 |
| 48 0.42 0.38 0.40 13 |
| 49 0.92 0.79 0.85 14 |
|
|
| micro avg 0.64 0.56 0.60 754 |
| macro avg 0.49 0.44 0.43 754 |
| weighted avg 0.64 0.56 0.58 754 |
| samples avg 0.12 0.12 0.12 754 |
|
|
| > epoch: 8 |
| precision recall f1-score support |
|
|
| 0 0.73 0.73 0.73 15 |
| 1 0.00 0.00 0.00 8 |
| 2 0.00 0.00 0.00 4 |
| 3 1.00 0.71 0.83 7 |
| 4 0.80 0.73 0.76 11 |
| 5 0.50 0.59 0.54 117 |
| 6 0.00 0.00 0.00 13 |
| 7 0.00 0.00 0.00 9 |
| 8 0.67 0.20 0.31 10 |
| 9 1.00 0.79 0.88 14 |
| 10 0.70 0.50 0.58 14 |
| 11 0.72 0.67 0.69 54 |
| 12 0.62 0.83 0.71 6 |
| 13 0.80 0.57 0.67 7 |
| 14 0.75 0.73 0.74 49 |
| 15 0.00 0.00 0.00 1 |
| 16 0.50 0.15 0.24 13 |
| 17 0.74 0.56 0.64 25 |
| 18 0.00 0.00 0.00 1 |
| 19 0.00 0.00 0.00 6 |
| 20 0.67 0.27 0.39 22 |
| 21 0.92 0.61 0.73 18 |
| 22 0.73 0.73 0.73 11 |
| 23 0.69 0.65 0.67 17 |
| 24 0.40 0.44 0.42 9 |
| 25 0.59 0.62 0.61 37 |
| 26 0.66 0.56 0.60 34 |
| 27 1.00 0.56 0.71 9 |
| 28 0.58 0.50 0.54 14 |
| 29 1.00 0.50 0.67 4 |
| 30 0.74 0.82 0.78 68 |
| 31 1.00 0.38 0.55 8 |
| 32 0.78 0.50 0.61 14 |
| 33 0.00 0.00 0.00 2 |
| 34 0.50 0.80 0.62 5 |
| 35 0.33 0.33 0.33 3 |
| 36 0.00 0.00 0.00 2 |
| 37 0.00 0.00 0.00 2 |
| 38 1.00 0.75 0.86 4 |
| 39 0.80 0.53 0.64 15 |
| 40 0.67 0.50 0.57 4 |
| 41 0.00 0.00 0.00 5 |
| 42 0.00 0.00 0.00 3 |
| 43 1.00 0.71 0.83 7 |
| 44 0.00 0.00 0.00 1 |
| 45 1.00 0.64 0.78 11 |
| 46 0.00 0.00 0.00 2 |
| 47 1.00 0.25 0.40 12 |
| 48 0.40 0.15 0.22 13 |
| 49 0.90 0.64 0.75 14 |
|
|
| micro avg 0.68 0.55 0.61 754 |
| macro avg 0.54 0.40 0.45 754 |
| weighted avg 0.64 0.55 0.58 754 |
| samples avg 0.12 0.12 0.12 754 |
|
|
| > epoch: 9 |
| precision recall f1-score support |
|
|
| 0 0.67 0.67 0.67 15 |
| 1 0.00 0.00 0.00 8 |
| 2 0.00 0.00 0.00 4 |
| 3 0.80 0.57 0.67 7 |
| 4 0.62 0.91 0.74 11 |
| 5 0.57 0.41 0.48 117 |
| 6 0.00 0.00 0.00 13 |
| 7 0.00 0.00 0.00 9 |
| 8 0.67 0.20 0.31 10 |
| 9 1.00 0.79 0.88 14 |
| 10 0.58 0.50 0.54 14 |
| 11 0.75 0.70 0.72 54 |
| 12 0.57 0.67 0.62 6 |
| 13 0.44 0.57 0.50 7 |
| 14 0.60 0.84 0.70 49 |
| 15 0.00 0.00 0.00 1 |
| 16 0.54 0.54 0.54 13 |
| 17 0.73 0.44 0.55 25 |
| 18 0.00 0.00 0.00 1 |
| 19 0.00 0.00 0.00 6 |
| 20 0.80 0.36 0.50 22 |
| 21 1.00 0.50 0.67 18 |
| 22 0.57 0.73 0.64 11 |
| 23 0.86 0.71 0.77 17 |
| 24 0.41 0.78 0.54 9 |
| 25 0.69 0.68 0.68 37 |
| 26 0.68 0.38 0.49 34 |
| 27 1.00 0.78 0.88 9 |
| 28 0.40 0.43 0.41 14 |
| 29 0.60 0.75 0.67 4 |
| 30 0.75 0.72 0.74 68 |
| 31 0.75 0.38 0.50 8 |
| 32 0.77 0.71 0.74 14 |
| 33 0.00 0.00 0.00 2 |
| 34 0.27 0.80 0.40 5 |
| 35 1.00 0.33 0.50 3 |
| 36 0.00 0.00 0.00 2 |
| 37 0.00 0.00 0.00 2 |
| 38 1.00 0.75 0.86 4 |
| 39 0.90 0.60 0.72 15 |
| 40 0.60 0.75 0.67 4 |
| 41 0.00 0.00 0.00 5 |
| 42 0.00 0.00 0.00 3 |
| 43 1.00 0.57 0.73 7 |
| 44 0.00 0.00 0.00 1 |
| 45 1.00 0.64 0.78 11 |
| 46 1.00 0.50 0.67 2 |
| 47 0.00 0.00 0.00 12 |
| 48 0.56 0.38 0.45 13 |
| 49 0.91 0.71 0.80 14 |
|
|
| micro avg 0.67 0.54 0.59 754 |
| macro avg 0.52 0.43 0.45 754 |
| weighted avg 0.63 0.54 0.57 754 |
| samples avg 0.12 0.11 0.11 754 |
|
|
| > epoch: 10 |
| precision recall f1-score support |
|
|
| 0 0.80 0.53 0.64 15 |
| 1 0.00 0.00 0.00 8 |
| 2 0.00 0.00 0.00 4 |
| 3 0.62 0.71 0.67 7 |
| 4 0.71 0.91 0.80 11 |
| 5 0.60 0.45 0.52 117 |
| 6 1.00 0.15 0.27 13 |
| 7 0.43 0.33 0.38 9 |
| 8 0.29 0.50 0.37 10 |
| 9 1.00 0.79 0.88 14 |
| 10 0.83 0.36 0.50 14 |
| 11 0.80 0.52 0.63 54 |
| 12 0.67 0.67 0.67 6 |
| 13 0.75 0.43 0.55 7 |
| 14 0.78 0.71 0.74 49 |
| 15 0.00 0.00 0.00 1 |
| 16 0.56 0.38 0.45 13 |
| 17 0.75 0.60 0.67 25 |
| 18 0.00 0.00 0.00 1 |
| 19 0.00 0.00 0.00 6 |
| 20 0.45 0.41 0.43 22 |
| 21 0.80 0.67 0.73 18 |
| 22 0.75 0.55 0.63 11 |
| 23 0.79 0.88 0.83 17 |
| 24 0.38 0.56 0.45 9 |
| 25 0.68 0.73 0.70 37 |
| 26 0.77 0.59 0.67 34 |
| 27 1.00 0.56 0.71 9 |
| 28 0.55 0.43 0.48 14 |
| 29 0.60 0.75 0.67 4 |
| 30 0.70 0.76 0.73 68 |
| 31 0.80 0.50 0.62 8 |
| 32 0.80 0.29 0.42 14 |
| 33 0.00 0.00 0.00 2 |
| 34 0.27 0.80 0.40 5 |
| 35 1.00 0.33 0.50 3 |
| 36 0.00 0.00 0.00 2 |
| 37 0.00 0.00 0.00 2 |
| 38 1.00 0.75 0.86 4 |
| 39 0.75 0.60 0.67 15 |
| 40 0.75 0.75 0.75 4 |
| 41 0.00 0.00 0.00 5 |
| 42 0.00 0.00 0.00 3 |
| 43 0.88 1.00 0.93 7 |
| 44 0.33 1.00 0.50 1 |
| 45 0.78 0.64 0.70 11 |
| 46 0.00 0.00 0.00 2 |
| 47 1.00 0.08 0.15 12 |
| 48 0.38 0.23 0.29 13 |
| 49 0.92 0.79 0.85 14 |
|
|
| micro avg 0.68 0.54 0.60 754 |
| macro avg 0.55 0.45 0.47 754 |
| weighted avg 0.68 0.54 0.58 754 |
| samples avg 0.12 0.11 0.11 754 |
|
|
| > epoch: 11 |
| precision recall f1-score support |
|
|
| 0 0.67 0.53 0.59 15 |
| 1 0.33 0.12 0.18 8 |
| 2 0.75 0.75 0.75 4 |
| 3 0.75 0.43 0.55 7 |
| 4 0.57 0.73 0.64 11 |
| 5 0.66 0.50 0.57 117 |
| 6 1.00 0.23 0.38 13 |
| 7 0.29 0.44 0.35 9 |
| 8 0.50 0.20 0.29 10 |
| 9 1.00 0.79 0.88 14 |
| 10 0.64 0.64 0.64 14 |
| 11 0.78 0.70 0.74 54 |
| 12 0.71 0.83 0.77 6 |
| 13 0.62 0.71 0.67 7 |
| 14 0.60 0.78 0.68 49 |
| 15 0.00 0.00 0.00 1 |
| 16 0.50 0.31 0.38 13 |
| 17 0.67 0.64 0.65 25 |
| 18 0.00 0.00 0.00 1 |
| 19 0.00 0.00 0.00 6 |
| 20 0.44 0.32 0.37 22 |
| 21 0.88 0.78 0.82 18 |
| 22 0.80 0.73 0.76 11 |
| 23 0.68 0.76 0.72 17 |
| 24 0.50 0.67 0.57 9 |
| 25 0.77 0.54 0.63 37 |
| 26 0.69 0.53 0.60 34 |
| 27 1.00 0.67 0.80 9 |
| 28 0.38 0.57 0.46 14 |
| 29 0.60 0.75 0.67 4 |
| 30 0.72 0.71 0.71 68 |
| 31 0.33 0.75 0.46 8 |
| 32 0.67 0.57 0.62 14 |
| 33 0.00 0.00 0.00 2 |
| 34 0.38 1.00 0.56 5 |
| 35 0.14 0.33 0.20 3 |
| 36 0.00 0.00 0.00 2 |
| 37 0.00 0.00 0.00 2 |
| 38 1.00 1.00 1.00 4 |
| 39 0.90 0.60 0.72 15 |
| 40 0.67 0.50 0.57 4 |
| 41 0.00 0.00 0.00 5 |
| 42 0.00 0.00 0.00 3 |
| 43 0.86 0.86 0.86 7 |
| 44 0.50 1.00 0.67 1 |
| 45 0.80 0.73 0.76 11 |
| 46 0.50 0.50 0.50 2 |
| 47 1.00 0.25 0.40 12 |
| 48 0.35 0.54 0.42 13 |
| 49 0.92 0.79 0.85 14 |
|
|
| micro avg 0.65 0.58 0.61 754 |
| macro avg 0.55 0.52 0.51 754 |
| weighted avg 0.66 0.58 0.60 754 |
| samples avg 0.12 0.12 0.12 754 |
|
|
| > epoch: 12 |
| precision recall f1-score support |
|
|
| 0 0.53 0.53 0.53 15 |
| 1 0.50 0.25 0.33 8 |
| 2 0.33 0.25 0.29 4 |
| 3 0.50 0.29 0.36 7 |
| 4 0.83 0.91 0.87 11 |
| 5 0.56 0.55 0.55 117 |
| 6 0.75 0.23 0.35 13 |
| 7 0.21 0.33 0.26 9 |
| 8 0.36 0.40 0.38 10 |
| 9 1.00 0.79 0.88 14 |
| 10 0.67 0.71 0.69 14 |
| 11 0.76 0.54 0.63 54 |
| 12 0.80 0.67 0.73 6 |
| 13 0.80 0.57 0.67 7 |
| 14 0.67 0.78 0.72 49 |
| 15 0.00 0.00 0.00 1 |
| 16 0.25 0.08 0.12 13 |
| 17 0.37 0.92 0.52 25 |
| 18 0.00 0.00 0.00 1 |
| 19 0.00 0.00 0.00 6 |
| 20 0.70 0.32 0.44 22 |
| 21 0.71 0.56 0.62 18 |
| 22 1.00 0.36 0.53 11 |
| 23 0.56 0.88 0.68 17 |
| 24 0.38 0.67 0.48 9 |
| 25 0.68 0.35 0.46 37 |
| 26 0.71 0.50 0.59 34 |
| 27 1.00 0.56 0.71 9 |
| 28 0.50 0.43 0.46 14 |
| 29 0.75 0.75 0.75 4 |
| 30 0.71 0.66 0.69 68 |
| 31 0.30 0.75 0.43 8 |
| 32 0.73 0.57 0.64 14 |
| 33 0.00 0.00 0.00 2 |
| 34 0.43 0.60 0.50 5 |
| 35 0.25 0.33 0.29 3 |
| 36 0.00 0.00 0.00 2 |
| 37 0.00 0.00 0.00 2 |
| 38 0.67 1.00 0.80 4 |
| 39 0.90 0.60 0.72 15 |
| 40 0.50 0.75 0.60 4 |
| 41 0.00 0.00 0.00 5 |
| 42 0.00 0.00 0.00 3 |
| 43 1.00 0.57 0.73 7 |
| 44 1.00 1.00 1.00 1 |
| 45 0.62 0.73 0.67 11 |
| 46 0.00 0.00 0.00 2 |
| 47 0.00 0.00 0.00 12 |
| 48 0.46 0.46 0.46 13 |
| 49 0.91 0.71 0.80 14 |
|
|
| micro avg 0.60 0.55 0.57 754 |
| macro avg 0.51 0.46 0.46 754 |
| weighted avg 0.61 0.55 0.56 754 |
| samples avg 0.12 0.11 0.11 754 |
|
|
| > epoch: 13 |
| precision recall f1-score support |
|
|
| 0 0.67 0.53 0.59 15 |
| 1 0.09 0.12 0.11 8 |
| 2 0.50 0.25 0.33 4 |
| 3 0.57 0.57 0.57 7 |
| 4 0.67 0.73 0.70 11 |
| 5 0.64 0.40 0.49 117 |
| 6 1.00 0.23 0.38 13 |
| 7 0.18 0.22 0.20 9 |
| 8 0.26 0.70 0.38 10 |
| 9 1.00 0.79 0.88 14 |
| 10 0.58 0.79 0.67 14 |
| 11 0.68 0.81 0.74 54 |
| 12 0.71 0.83 0.77 6 |
| 13 0.30 0.43 0.35 7 |
| 14 0.66 0.78 0.71 49 |
| 15 0.00 0.00 0.00 1 |
| 16 0.50 0.69 0.58 13 |
| 17 0.74 0.56 0.64 25 |
| 18 0.00 0.00 0.00 1 |
| 19 0.00 0.00 0.00 6 |
| 20 0.53 0.41 0.46 22 |
| 21 0.57 0.67 0.62 18 |
| 22 0.43 0.55 0.48 11 |
| 23 0.75 0.88 0.81 17 |
| 24 0.42 0.56 0.48 9 |
| 25 0.58 0.51 0.54 37 |
| 26 0.88 0.41 0.56 34 |
| 27 1.00 0.56 0.71 9 |
| 28 0.50 0.29 0.36 14 |
| 29 0.50 1.00 0.67 4 |
| 30 0.74 0.79 0.77 68 |
| 31 0.71 0.62 0.67 8 |
| 32 0.64 0.64 0.64 14 |
| 33 0.00 0.00 0.00 2 |
| 34 0.57 0.80 0.67 5 |
| 35 0.33 0.67 0.44 3 |
| 36 0.00 0.00 0.00 2 |
| 37 0.00 0.00 0.00 2 |
| 38 1.00 0.75 0.86 4 |
| 39 0.89 0.53 0.67 15 |
| 40 0.50 0.25 0.33 4 |
| 41 0.00 0.00 0.00 5 |
| 42 0.00 0.00 0.00 3 |
| 43 1.00 0.71 0.83 7 |
| 44 0.50 1.00 0.67 1 |
| 45 0.67 0.55 0.60 11 |
| 46 1.00 0.50 0.67 2 |
| 47 0.80 0.33 0.47 12 |
| 48 0.54 0.54 0.54 13 |
| 49 0.91 0.71 0.80 14 |
|
|
| micro avg 0.62 0.57 0.59 754 |
| macro avg 0.53 0.49 0.49 754 |
| weighted avg 0.64 0.57 0.58 754 |
| samples avg 0.13 0.12 0.12 754 |
|
|
| > epoch: 14 |
| precision recall f1-score support |
|
|
| 0 0.62 0.53 0.57 15 |
| 1 0.33 0.12 0.18 8 |
| 2 0.60 0.75 0.67 4 |
| 3 0.62 0.71 0.67 7 |
| 4 0.59 0.91 0.71 11 |
| 5 0.57 0.54 0.56 117 |
| 6 0.67 0.31 0.42 13 |
| 7 0.33 0.44 0.38 9 |
| 8 0.33 0.30 0.32 10 |
| 9 1.00 0.86 0.92 14 |
| 10 0.61 0.79 0.69 14 |
| 11 0.64 0.80 0.71 54 |
| 12 0.57 0.67 0.62 6 |
| 13 0.44 0.57 0.50 7 |
| 14 0.60 0.80 0.68 49 |
| 15 0.00 0.00 0.00 1 |
| 16 0.41 0.54 0.47 13 |
| 17 0.63 0.76 0.69 25 |
| 18 0.00 0.00 0.00 1 |
| 19 0.00 0.00 0.00 6 |
| 20 0.44 0.36 0.40 22 |
| 21 0.59 0.72 0.65 18 |
| 22 0.50 0.82 0.62 11 |
| 23 0.67 0.82 0.74 17 |
| 24 0.38 0.56 0.45 9 |
| 25 0.46 0.84 0.60 37 |
| 26 0.62 0.59 0.61 34 |
| 27 1.00 0.67 0.80 9 |
| 28 0.39 0.64 0.49 14 |
| 29 0.50 0.75 0.60 4 |
| 30 0.72 0.85 0.78 68 |
| 31 0.50 0.75 0.60 8 |
| 32 0.56 0.71 0.62 14 |
| 33 0.00 0.00 0.00 2 |
| 34 0.31 1.00 0.48 5 |
| 35 0.20 0.33 0.25 3 |
| 36 0.00 0.00 0.00 2 |
| 37 0.00 0.00 0.00 2 |
| 38 1.00 0.75 0.86 4 |
| 39 0.67 0.67 0.67 15 |
| 40 0.50 0.75 0.60 4 |
| 41 0.00 0.00 0.00 5 |
| 42 0.00 0.00 0.00 3 |
| 43 0.56 0.71 0.62 7 |
| 44 0.50 1.00 0.67 1 |
| 45 0.45 0.82 0.58 11 |
| 46 1.00 0.50 0.67 2 |
| 47 0.62 0.42 0.50 12 |
| 48 0.53 0.62 0.57 13 |
| 49 0.91 0.71 0.80 14 |
|
|
| micro avg 0.58 0.65 0.61 754 |
| macro avg 0.48 0.56 0.50 754 |
| weighted avg 0.58 0.65 0.60 754 |
| samples avg 0.14 0.14 0.13 754 |
|
|
| > epoch: 15 |
| precision recall f1-score support |
|
|
| 0 0.57 0.53 0.55 15 |
| 1 0.00 0.00 0.00 8 |
| 2 1.00 0.75 0.86 4 |
| 3 0.60 0.86 0.71 7 |
| 4 0.77 0.91 0.83 11 |
| 5 0.52 0.43 0.47 117 |
| 6 0.80 0.31 0.44 13 |
| 7 1.00 0.11 0.20 9 |
| 8 0.60 0.30 0.40 10 |
| 9 1.00 0.71 0.83 14 |
| 10 0.67 0.57 0.62 14 |
| 11 0.76 0.70 0.73 54 |
| 12 0.80 0.67 0.73 6 |
| 13 0.57 0.57 0.57 7 |
| 14 0.70 0.65 0.67 49 |
| 15 0.00 0.00 0.00 1 |
| 16 0.33 0.23 0.27 13 |
| 17 0.92 0.44 0.59 25 |
| 18 0.00 0.00 0.00 1 |
| 19 0.00 0.00 0.00 6 |
| 20 0.71 0.23 0.34 22 |
| 21 0.75 0.83 0.79 18 |
| 22 0.62 0.73 0.67 11 |
| 23 0.79 0.88 0.83 17 |
| 24 0.39 0.78 0.52 9 |
| 25 0.67 0.49 0.56 37 |
| 26 0.52 0.65 0.58 34 |
| 27 0.55 0.67 0.60 9 |
| 28 0.50 0.50 0.50 14 |
| 29 0.50 0.75 0.60 4 |
| 30 0.81 0.76 0.79 68 |
| 31 0.60 0.75 0.67 8 |
| 32 0.86 0.43 0.57 14 |
| 33 0.00 0.00 0.00 2 |
| 34 0.40 0.40 0.40 5 |
| 35 0.33 0.33 0.33 3 |
| 36 0.00 0.00 0.00 2 |
| 37 0.00 0.00 0.00 2 |
| 38 0.80 1.00 0.89 4 |
| 39 0.90 0.60 0.72 15 |
| 40 0.75 0.75 0.75 4 |
| 41 0.00 0.00 0.00 5 |
| 42 0.00 0.00 0.00 3 |
| 43 0.62 0.71 0.67 7 |
| 44 0.50 1.00 0.67 1 |
| 45 0.86 0.55 0.67 11 |
| 46 0.50 0.50 0.50 2 |
| 47 0.00 0.00 0.00 12 |
| 48 0.56 0.38 0.45 13 |
| 49 0.92 0.79 0.85 14 |
|
|
| micro avg 0.66 0.55 0.60 754 |
| macro avg 0.54 0.48 0.49 754 |
| weighted avg 0.64 0.55 0.58 754 |
| samples avg 0.12 0.11 0.11 754 |
|
|
| > epoch: 16 |
| precision recall f1-score support |
|
|
| 0 0.69 0.60 0.64 15 |
| 1 0.00 0.00 0.00 8 |
| 2 0.00 0.00 0.00 4 |
| 3 1.00 0.43 0.60 7 |
| 4 0.53 0.91 0.67 11 |
| 5 0.66 0.48 0.55 117 |
| 6 0.80 0.31 0.44 13 |
| 7 0.33 0.33 0.33 9 |
| 8 0.33 0.20 0.25 10 |
| 9 1.00 0.86 0.92 14 |
| 10 0.67 0.71 0.69 14 |
| 11 0.80 0.59 0.68 54 |
| 12 0.67 1.00 0.80 6 |
| 13 1.00 0.57 0.73 7 |
| 14 0.65 0.71 0.68 49 |
| 15 0.00 0.00 0.00 1 |
| 16 0.14 0.08 0.10 13 |
| 17 0.68 0.52 0.59 25 |
| 18 0.00 0.00 0.00 1 |
| 19 0.00 0.00 0.00 6 |
| 20 0.44 0.36 0.40 22 |
| 21 1.00 0.50 0.67 18 |
| 22 0.73 0.73 0.73 11 |
| 23 0.56 0.88 0.68 17 |
| 24 0.42 0.56 0.48 9 |
| 25 0.68 0.51 0.58 37 |
| 26 0.71 0.50 0.59 34 |
| 27 0.75 0.67 0.71 9 |
| 28 0.45 0.36 0.40 14 |
| 29 0.60 0.75 0.67 4 |
| 30 0.79 0.76 0.78 68 |
| 31 0.55 0.75 0.63 8 |
| 32 0.50 0.79 0.61 14 |
| 33 0.00 0.00 0.00 2 |
| 34 0.50 1.00 0.67 5 |
| 35 0.20 0.33 0.25 3 |
| 36 0.00 0.00 0.00 2 |
| 37 0.00 0.00 0.00 2 |
| 38 1.00 0.75 0.86 4 |
| 39 0.75 0.60 0.67 15 |
| 40 0.60 0.75 0.67 4 |
| 41 0.33 0.20 0.25 5 |
| 42 0.00 0.00 0.00 3 |
| 43 0.75 0.86 0.80 7 |
| 44 0.33 1.00 0.50 1 |
| 45 0.80 0.36 0.50 11 |
| 46 0.33 0.50 0.40 2 |
| 47 0.50 0.33 0.40 12 |
| 48 0.54 0.54 0.54 13 |
| 49 0.90 0.64 0.75 14 |
|
|
| micro avg 0.65 0.55 0.60 754 |
| macro avg 0.51 0.49 0.48 754 |
| weighted avg 0.65 0.55 0.58 754 |
| samples avg 0.12 0.11 0.12 754 |
|
|
| > epoch: 17 |
| precision recall f1-score support |
|
|
| 0 0.67 0.40 0.50 15 |
| 1 0.50 0.12 0.20 8 |
| 2 1.00 0.25 0.40 4 |
| 3 1.00 0.43 0.60 7 |
| 4 0.73 0.73 0.73 11 |
| 5 0.54 0.58 0.56 117 |
| 6 0.67 0.15 0.25 13 |
| 7 0.20 0.11 0.14 9 |
| 8 0.25 0.10 0.14 10 |
| 9 1.00 0.71 0.83 14 |
| 10 0.67 0.57 0.62 14 |
| 11 0.73 0.74 0.73 54 |
| 12 0.62 0.83 0.71 6 |
| 13 0.38 0.43 0.40 7 |
| 14 0.65 0.80 0.72 49 |
| 15 0.00 0.00 0.00 1 |
| 16 0.44 0.31 0.36 13 |
| 17 0.71 0.48 0.57 25 |
| 18 0.00 0.00 0.00 1 |
| 19 0.00 0.00 0.00 6 |
| 20 0.83 0.23 0.36 22 |
| 21 0.80 0.67 0.73 18 |
| 22 0.89 0.73 0.80 11 |
| 23 0.79 0.65 0.71 17 |
| 24 0.38 0.56 0.45 9 |
| 25 0.68 0.57 0.62 37 |
| 26 0.65 0.50 0.57 34 |
| 27 1.00 0.67 0.80 9 |
| 28 0.45 0.36 0.40 14 |
| 29 0.60 0.75 0.67 4 |
| 30 0.79 0.78 0.79 68 |
| 31 0.57 0.50 0.53 8 |
| 32 0.90 0.64 0.75 14 |
| 33 0.00 0.00 0.00 2 |
| 34 0.27 0.80 0.40 5 |
| 35 0.25 0.33 0.29 3 |
| 36 0.00 0.00 0.00 2 |
| 37 0.00 0.00 0.00 2 |
| 38 1.00 0.75 0.86 4 |
| 39 0.75 0.60 0.67 15 |
| 40 0.60 0.75 0.67 4 |
| 41 1.00 0.40 0.57 5 |
| 42 0.00 0.00 0.00 3 |
| 43 1.00 0.57 0.73 7 |
| 44 0.50 1.00 0.67 1 |
| 45 0.75 0.27 0.40 11 |
| 46 1.00 0.50 0.67 2 |
| 47 1.00 0.08 0.15 12 |
| 48 0.73 0.62 0.67 13 |
| 49 0.92 0.79 0.85 14 |
|
|
| micro avg 0.66 0.56 0.61 754 |
| macro avg 0.60 0.46 0.48 754 |
| weighted avg 0.67 0.56 0.59 754 |
| samples avg 0.12 0.12 0.11 754 |
|
|
| > epoch: 18 |
| precision recall f1-score support |
|
|
| 0 0.78 0.47 0.58 15 |
| 1 0.00 0.00 0.00 8 |
| 2 0.67 0.50 0.57 4 |
| 3 1.00 0.43 0.60 7 |
| 4 0.78 0.64 0.70 11 |
| 5 0.63 0.44 0.52 117 |
| 6 0.67 0.31 0.42 13 |
| 7 0.20 0.22 0.21 9 |
| 8 0.24 0.90 0.38 10 |
| 9 1.00 0.79 0.88 14 |
| 10 0.61 0.79 0.69 14 |
| 11 0.80 0.65 0.71 54 |
| 12 0.62 0.83 0.71 6 |
| 13 0.80 0.57 0.67 7 |
| 14 0.69 0.76 0.72 49 |
| 15 0.00 0.00 0.00 1 |
| 16 0.38 0.38 0.38 13 |
| 17 0.79 0.60 0.68 25 |
| 18 0.00 0.00 0.00 1 |
| 19 0.00 0.00 0.00 6 |
| 20 0.52 0.50 0.51 22 |
| 21 0.92 0.61 0.73 18 |
| 22 0.88 0.64 0.74 11 |
| 23 0.62 0.59 0.61 17 |
| 24 0.36 0.44 0.40 9 |
| 25 0.54 0.81 0.65 37 |
| 26 0.75 0.62 0.68 34 |
| 27 1.00 0.44 0.62 9 |
| 28 0.55 0.43 0.48 14 |
| 29 0.43 0.75 0.55 4 |
| 30 0.75 0.76 0.76 68 |
| 31 0.71 0.62 0.67 8 |
| 32 0.46 0.79 0.58 14 |
| 33 0.00 0.00 0.00 2 |
| 34 0.44 0.80 0.57 5 |
| 35 0.25 0.33 0.29 3 |
| 36 0.00 0.00 0.00 2 |
| 37 0.00 0.00 0.00 2 |
| 38 1.00 0.25 0.40 4 |
| 39 0.90 0.60 0.72 15 |
| 40 0.75 0.75 0.75 4 |
| 41 1.00 0.20 0.33 5 |
| 42 0.00 0.00 0.00 3 |
| 43 1.00 0.57 0.73 7 |
| 44 0.33 1.00 0.50 1 |
| 45 0.60 0.82 0.69 11 |
| 46 1.00 0.50 0.67 2 |
| 47 0.80 0.33 0.47 12 |
| 48 0.78 0.54 0.64 13 |
| 49 0.83 0.71 0.77 14 |
|
|
| micro avg 0.63 0.58 0.61 754 |
| macro avg 0.58 0.49 0.50 754 |
| weighted avg 0.67 0.58 0.60 754 |
| samples avg 0.12 0.12 0.12 754 |
|
|
| > epoch: 19 |
| precision recall f1-score support |
|
|
| 0 0.89 0.53 0.67 15 |
| 1 0.00 0.00 0.00 8 |
| 2 0.00 0.00 0.00 4 |
| 3 0.67 0.29 0.40 7 |
| 4 0.56 0.82 0.67 11 |
| 5 0.62 0.56 0.59 117 |
| 6 0.75 0.23 0.35 13 |
| 7 0.44 0.44 0.44 9 |
| 8 0.40 0.40 0.40 10 |
| 9 0.92 0.86 0.89 14 |
| 10 0.64 0.50 0.56 14 |
| 11 0.77 0.63 0.69 54 |
| 12 0.71 0.83 0.77 6 |
| 13 0.50 0.86 0.63 7 |
| 14 0.63 0.78 0.70 49 |
| 15 0.00 0.00 0.00 1 |
| 16 0.60 0.46 0.52 13 |
| 17 0.67 0.72 0.69 25 |
| 18 0.00 0.00 0.00 1 |
| 19 0.00 0.00 0.00 6 |
| 20 0.57 0.36 0.44 22 |
| 21 0.78 0.78 0.78 18 |
| 22 0.75 0.55 0.63 11 |
| 23 0.65 0.88 0.75 17 |
| 24 0.36 0.56 0.43 9 |
| 25 0.56 0.73 0.64 37 |
| 26 0.93 0.41 0.57 34 |
| 27 1.00 0.56 0.71 9 |
| 28 0.44 0.50 0.47 14 |
| 29 0.43 0.75 0.55 4 |
| 30 0.77 0.71 0.74 68 |
| 31 0.43 0.38 0.40 8 |
| 32 0.61 0.79 0.69 14 |
| 33 0.00 0.00 0.00 2 |
| 34 0.45 1.00 0.62 5 |
| 35 0.00 0.00 0.00 3 |
| 36 0.00 0.00 0.00 2 |
| 37 0.00 0.00 0.00 2 |
| 38 0.80 1.00 0.89 4 |
| 39 0.69 0.60 0.64 15 |
| 40 0.50 0.50 0.50 4 |
| 41 0.00 0.00 0.00 5 |
| 42 0.00 0.00 0.00 3 |
| 43 0.80 0.57 0.67 7 |
| 44 0.50 1.00 0.67 1 |
| 45 0.53 0.82 0.64 11 |
| 46 0.00 0.00 0.00 2 |
| 47 0.67 0.17 0.27 12 |
| 48 0.50 0.54 0.52 13 |
| 49 0.91 0.71 0.80 14 |
|
|
| micro avg 0.64 0.58 0.61 754 |
| macro avg 0.49 0.48 0.46 754 |
| weighted avg 0.64 0.58 0.59 754 |
| samples avg 0.12 0.12 0.12 754 |
|
|
| > epoch: 20 |
| precision recall f1-score support |
|
|
| 0 0.69 0.60 0.64 15 |
| 1 0.17 0.12 0.14 8 |
| 2 0.50 0.75 0.60 4 |
| 3 0.71 0.71 0.71 7 |
| 4 0.62 0.73 0.67 11 |
| 5 0.64 0.51 0.57 117 |
| 6 0.86 0.46 0.60 13 |
| 7 0.25 0.22 0.24 9 |
| 8 0.36 0.40 0.38 10 |
| 9 1.00 0.93 0.96 14 |
| 10 0.73 0.57 0.64 14 |
| 11 0.72 0.76 0.74 54 |
| 12 0.62 0.83 0.71 6 |
| 13 0.62 0.71 0.67 7 |
| 14 0.65 0.82 0.72 49 |
| 15 0.00 0.00 0.00 1 |
| 16 0.58 0.54 0.56 13 |
| 17 0.47 0.68 0.56 25 |
| 18 0.00 0.00 0.00 1 |
| 19 0.00 0.00 0.00 6 |
| 20 0.58 0.50 0.54 22 |
| 21 0.73 0.89 0.80 18 |
| 22 0.64 0.64 0.64 11 |
| 23 0.68 0.76 0.72 17 |
| 24 0.42 0.56 0.48 9 |
| 25 0.61 0.76 0.67 37 |
| 26 0.58 0.65 0.61 34 |
| 27 1.00 0.67 0.80 9 |
| 28 0.41 0.64 0.50 14 |
| 29 0.50 0.75 0.60 4 |
| 30 0.65 0.82 0.73 68 |
| 31 0.56 0.62 0.59 8 |
| 32 0.89 0.57 0.70 14 |
| 33 0.00 0.00 0.00 2 |
| 34 0.38 0.60 0.46 5 |
| 35 0.25 0.33 0.29 3 |
| 36 0.00 0.00 0.00 2 |
| 37 1.00 0.50 0.67 2 |
| 38 1.00 1.00 1.00 4 |
| 39 0.82 0.60 0.69 15 |
| 40 0.50 0.75 0.60 4 |
| 41 0.67 0.40 0.50 5 |
| 42 0.00 0.00 0.00 3 |
| 43 1.00 0.71 0.83 7 |
| 44 0.33 1.00 0.50 1 |
| 45 0.67 0.73 0.70 11 |
| 46 0.50 0.50 0.50 2 |
| 47 0.67 0.33 0.44 12 |
| 48 0.35 0.62 0.44 13 |
| 49 0.83 0.71 0.77 14 |
|
|
| micro avg 0.62 0.64 0.63 754 |
| macro avg 0.55 0.56 0.54 754 |
| weighted avg 0.63 0.64 0.62 754 |
| samples avg 0.13 0.13 0.13 754 |
|
|
| > epoch: 21 |
| precision recall f1-score support |
|
|
| 0 0.60 0.60 0.60 15 |
| 1 0.07 0.12 0.09 8 |
| 2 1.00 0.50 0.67 4 |
| 3 1.00 0.43 0.60 7 |
| 4 0.64 0.64 0.64 11 |
| 5 0.54 0.65 0.59 117 |
| 6 0.86 0.46 0.60 13 |
| 7 0.31 0.56 0.40 9 |
| 8 0.30 0.30 0.30 10 |
| 9 1.00 0.71 0.83 14 |
| 10 0.64 0.64 0.64 14 |
| 11 0.80 0.65 0.71 54 |
| 12 1.00 0.67 0.80 6 |
| 13 0.33 0.71 0.45 7 |
| 14 0.67 0.80 0.73 49 |
| 15 0.00 0.00 0.00 1 |
| 16 0.53 0.62 0.57 13 |
| 17 0.65 0.68 0.67 25 |
| 18 0.00 0.00 0.00 1 |
| 19 0.00 0.00 0.00 6 |
| 20 0.00 0.00 0.00 22 |
| 21 0.80 0.67 0.73 18 |
| 22 0.64 0.64 0.64 11 |
| 23 0.81 0.76 0.79 17 |
| 24 0.41 0.78 0.54 9 |
| 25 0.66 0.57 0.61 37 |
| 26 0.57 0.59 0.58 34 |
| 27 1.00 0.56 0.71 9 |
| 28 0.47 0.50 0.48 14 |
| 29 0.60 0.75 0.67 4 |
| 30 0.71 0.78 0.74 68 |
| 31 0.60 0.75 0.67 8 |
| 32 0.80 0.57 0.67 14 |
| 33 0.00 0.00 0.00 2 |
| 34 0.40 0.80 0.53 5 |
| 35 0.33 0.67 0.44 3 |
| 36 0.00 0.00 0.00 2 |
| 37 0.33 0.50 0.40 2 |
| 38 0.75 0.75 0.75 4 |
| 39 0.75 0.60 0.67 15 |
| 40 0.50 0.75 0.60 4 |
| 41 0.25 0.40 0.31 5 |
| 42 0.00 0.00 0.00 3 |
| 43 0.78 1.00 0.88 7 |
| 44 0.33 1.00 0.50 1 |
| 45 0.41 0.64 0.50 11 |
| 46 0.50 0.50 0.50 2 |
| 47 0.83 0.42 0.56 12 |
| 48 0.47 0.54 0.50 13 |
| 49 0.89 0.57 0.70 14 |
|
|
| micro avg 0.60 0.61 0.61 754 |
| macro avg 0.53 0.54 0.51 754 |
| weighted avg 0.62 0.61 0.60 754 |
| samples avg 0.13 0.13 0.12 754 |
|
|
| > epoch: 22 |
| precision recall f1-score support |
|
|
| 0 0.71 0.67 0.69 15 |
| 1 0.00 0.00 0.00 8 |
| 2 0.67 0.50 0.57 4 |
| 3 0.75 0.43 0.55 7 |
| 4 0.77 0.91 0.83 11 |
| 5 0.62 0.50 0.55 117 |
| 6 0.75 0.23 0.35 13 |
| 7 0.29 0.22 0.25 9 |
| 8 0.35 0.60 0.44 10 |
| 9 0.92 0.86 0.89 14 |
| 10 0.62 0.57 0.59 14 |
| 11 0.79 0.57 0.67 54 |
| 12 0.71 0.83 0.77 6 |
| 13 0.50 0.43 0.46 7 |
| 14 0.70 0.67 0.69 49 |
| 15 0.00 0.00 0.00 1 |
| 16 0.36 0.31 0.33 13 |
| 17 0.59 0.68 0.63 25 |
| 18 0.00 0.00 0.00 1 |
| 19 0.00 0.00 0.00 6 |
| 20 0.75 0.27 0.40 22 |
| 21 0.78 0.78 0.78 18 |
| 22 0.56 0.82 0.67 11 |
| 23 0.76 0.76 0.76 17 |
| 24 0.40 0.67 0.50 9 |
| 25 0.64 0.78 0.71 37 |
| 26 0.68 0.50 0.58 34 |
| 27 1.00 0.67 0.80 9 |
| 28 0.50 0.64 0.56 14 |
| 29 0.60 0.75 0.67 4 |
| 30 0.78 0.75 0.77 68 |
| 31 0.75 0.75 0.75 8 |
| 32 0.73 0.57 0.64 14 |
| 33 0.00 0.00 0.00 2 |
| 34 0.50 0.60 0.55 5 |
| 35 0.00 0.00 0.00 3 |
| 36 0.00 0.00 0.00 2 |
| 37 0.00 0.00 0.00 2 |
| 38 1.00 1.00 1.00 4 |
| 39 0.82 0.60 0.69 15 |
| 40 0.50 0.75 0.60 4 |
| 41 0.00 0.00 0.00 5 |
| 42 0.00 0.00 0.00 3 |
| 43 0.71 0.71 0.71 7 |
| 44 0.33 1.00 0.50 1 |
| 45 0.70 0.64 0.67 11 |
| 46 0.50 0.50 0.50 2 |
| 47 0.50 0.08 0.14 12 |
| 48 0.57 0.62 0.59 13 |
| 49 0.90 0.64 0.75 14 |
|
|
| micro avg 0.66 0.58 0.62 754 |
| macro avg 0.52 0.50 0.49 754 |
| weighted avg 0.65 0.58 0.60 754 |
| samples avg 0.13 0.12 0.12 754 |
|
|
|
|