| 1-1 |
LSTM |
| LSTM |
82% |
0.82 | 0.00 | 0.09 | 0.00 | 0.88 |
0.93 | 0.00 | 0.09 | 0.00 | 0.91 |
0.89 | 0.00 | 0.09 | 0.00 | 0.90 |
|
| CNN |
55% |
0.91 | 0.00 | 0.05 | 0.00 | 0.85 |
0.56 | 0.00 | 0.42 | 0.00 | 0.85 |
0.70 | 0.00 | 0.09 | 0.00 | 0.85 |
|
| MultinomialNB |
78% |
0.80 | 0.00 | 0.00 | 0.00 | 0.89 |
0.97 | 0.00 | 0.00 | 0.00 | 0.27 |
0.88 | 0.00 | 0.09 | 0.00 | 0.42 |
|
| SGDClassifier |
81% |
0.81 | 0.00 | 0.00 | 0.00 | 0.88 |
1.00 | 0.00 | 0.00 | 0.00 | 0.38 |
0.89 | 0.00 | 0.09 | 0.00 | 0.53 |
|
| BernoulliNB |
81% |
0.81 | 0.00 | 0.00 | 0.00 | 0.88 |
1.00 | 0.00 | 0.00 | 0.00 | 0.38 |
0.89 | 0.00 | 0.09 | 0.00 | 0.53 |
|
| PassiveAggressiveClassifier |
81% |
0.81 | 0.00 | 0.00 | 0.00 | 0.89 |
1.00 | 0.00 | 0.00 | 0.00 | 0.34 |
0.89 | 0.00 | 0.09 | 0.00 | 0.50 |
|
| XGBoost |
82% |
0.82 | 0.00 | 0.00 | 0.00 | 0.88 |
1.00 | 0.00 | 0.00 | 0.00 | 0.44 |
0.90 | 0.00 | 0.09 | 0.00 | 0.58 |
|
| CNN |
| LSTM |
80% |
0.85 | 0.00 | 0.00 | 0.00 | 0.83 |
0.90 | 0.00 | 0.00 | 0.00 | 0.93 |
0.88 | 0.00 | 0.00 | 0.00 | 0.88 |
|
| CNN |
41% |
0.80 | 0.00 | 0.00 | 0.00 | 0.89 |
0.39 | 0.00 | 0.57 | 0.00 | 0.80 |
0.52 | 0.00 | 0.10 | 0.00 | 0.84 |
|
| MultinomialNB |
84% |
0.85 | 0.10 | 0.11 | 0.00 | 0.89 |
0.97 | 0.00 | 0.00 | 0.00 | 0.84 |
0.91 | 0.00 | 0.00 | 0.00 | 0.86 |
|
| SGDClassifier |
86% |
0.86 | 0.00 | 0.00 | 0.00 | 0.88 |
0.99 | 0.00 | 0.00 | 0.00 | 0.90 |
0.92 | 0.00 | 0.00 | 0.00 | 0.89 |
|
| BernoulliNB |
68% |
0.79 | 0.00 | 0.00 | 0.00 | 0.04 |
0.87 | 0.00 | 0.00 | 0.00 | 0.03 |
0.83 | 0.00 | 0.00 | 0.00 | 0.03 |
|
| PassiveAggressiveClassifier |
86% |
0.86 | 0.00 | 0.00 | 0.00 | 0.89 |
0.99 | 0.00 | 0.00 | 0.00 | 0.86 |
0.92 | 0.00 | 0.00 | 0.00 | 0.88 |
|
| XGBoost |
85% |
0.85 | 0.00 | 0.00 | 0.00 | 0.87 |
0.99 | 0.00 | 0.00 | 0.00 | 0.78 |
0.91 | 0.00 | 0.00 | 0.00 | 0.82 |
|
| 2-1 |
LSTM |
| LSTM |
85% |
0.86 | 0.00 | 0.11 | 0.00 | 0.88 |
0.98 | 0.00 | 0.02 | 0.00 | 0.88 |
0.92 | 0.00 | 0.04 | 0.00 | 0.88 |
|
| CNN |
41% |
0.91 | 0.07 | 0.05 | 0.00 | 0.90 |
0.41 | 0.00 | 0.60 | 0.00 | 0.57 |
0.57 | 0.00 | 0.09 | 0.00 | 0.70 |
|
| MultinomialNB |
81% |
0.82 | 0.00 | 0.00 | 0.00 | 0.89 |
0.98 | 0.00 | 0.00 | 0.00 | 0.47 |
0.89 | 0.00 | 0.09 | 0.00 | 0.61 |
|
| SGDClassifier |
83% |
0.83 | 0.00 | 0.00 | 0.00 | 0.88 |
0.99 | 0.00 | 0.00 | 0.00 | 0.59 |
0.90 | 0.00 | 0.00 | 0.00 | 0.70 |
|
| BernoulliNB |
78% |
0.78 | 0.00 | 0.00 | 0.00 | 0.47 |
1.00 | 0.00 | 0.00 | 0.00 | 0.01 |
0.87 | 0.00 | 0.00 | 0.00 | 0.02 |
|
| PassiveAggressiveClassifier |
80% |
0.80 | 0.00 | 0.00 | 0.00 | 0.88 |
1.00 | 0.00 | 0.00 | 0.00 | 0.31 |
0.89 | 0.00 | 0.09 | 0.00 | 0.46 |
|
| XGBoost |
84% |
0.84 | 0.00 | 0.00 | 0.00 | 0.86 |
0.99 | 0.00 | 0.00 | 0.00 | 0.66 |
0.91 | 0.00 | 0.09 | 0.00 | 0.75 |
|
| CNN |
| LSTM |
83% |
0.83 | 0.00 | 0.14 | 0.00 | 0.88 |
0.99 | 0.00 | 0.02 | 0.00 | 0.56 |
0.90 | 0.00 | 0.04 | 0.00 | 0.69 |
|
| CNN |
50% |
0.80 | 0.00 | 0.06 | 0.00 | 0.93 |
0.56 | 0.00 | 0.49 | 0.00 | 0.39 |
0.66 | 0.00 | 0.10 | 0.00 | 0.55 |
|
| MultinomialNB |
82% |
0.84 | 0.00 | 0.00 | 0.00 | 0.91 |
0.96 | 0.00 | 0.00 | 0.00 | 0.75 |
0.90 | 0.00 | 0.00 | 0.00 | 0.82 |
|
| SGDClassifier |
85% |
0.85 | 0.00 | 0.00 | 0.00 | 0.90 |
0.99 | 0.00 | 0.00 | 0.00 | 0.77 |
0.92 | 0.01 | 0.00 | 0.00 | 0.83 |
|
| BernoulliNB |
81% |
0.81 | 0.00 | 0.00 | 0.00 | 0.74 |
0.98 | 0.00 | 0.00 | 0.00 | 0.42 |
0.89 | 0.00 | 0.00 | 0.00 | 0.53 |
|
| PassiveAggressiveClassifier |
86% |
0.85 | 0.00 | 0.00 | 0.00 | 0.90 |
0.99 | 0.00 | 0.00 | 0.00 | 0.83 |
0.92 | 0.00 | 0.00 | 0.00 | 0.86 |
|
| XGBoost |
85% |
0.84 | 0.00 | 0.00 | 0.00 | 0.89 |
0.99 | 0.00 | 0.00 | 0.00 | 0.73 |
0.91 | 0.00 | 0.00 | 0.00 | 0.80 |
|
| 5-1 |
LSTM |
| LSTM |
80% |
0.81 | 0.04 | 0.06 | 0.00 | 0.86 |
0.98 | 0.00 | 0.02 | 0.00 | 0.40 |
0.89 | 0.00 | 0.03 | 0.00 | 0.54 |
|
| CNN |
40% |
0.82 | 0.11 | 0.06 | 0.00 | 0.91 |
0.47 | 0.00 | 0.64 | 0.00 | 0.09 |
0.59 | 0.00 | 0.10 | 0.00 | 0.16 |
|
| MultinomialNB |
78% |
0.78 | 0.00 | 0.00 | 0.00 | 0.93 |
1.00 | 0.00 | 0.00 | 0.00 | 0.02 |
0.88 | 0.00 | 0.00 | 0.00 | 0.03 |
|
| SGDClassifier |
78% |
0.78 | 0.00 | 0.00 | 0.00 | 0.89 |
1.00 | 0.00 | 0.00 | 0.00 | 0.01 |
0.88 | 0.00 | 0.00 | 0.00 | 0.02 |
|
| BernoulliNB |
78% |
0.78 | 0.00 | 0.00 | 0.00 | 0.00 |
1.00 | 0.00 | 0.00 | 0.00 | 0.00 |
0.87 | 0.00 | 0.00 | 0.00 | 0.00 |
|
| PassiveAggressiveClassifier |
78% |
0.78 | 0.00 | 0.00 | 0.00 | 0.93 |
1.00 | 0.00 | 0.00 | 0.00 | 0.02 |
0.88 | 0.00 | 0.00 | 0.00 | 0.03 |
|
| XGBoost |
81% |
0.81 | 0.00 | 0.00 | 0.00 | 0.85 |
1.00 | 0.00 | 0.00 | 0.00 | 0.35 |
0.89 | 0.00 | 0.00 | 0.00 | 0.49 |
|
| CNN |
| LSTM |
82% |
0.83 | 0.00 | 0.14 | 0.00 | 0.88 |
0.99 | 0.00 | 0.02 | 0.00 | 0.56 |
0.90 | 0.00 | 0.04 | 0.00 | 0.69 |
|
| CNN |
52% |
0.80 | 0.00 | 0.06 | 0.00 | 0.93 |
0.56 | 0.00 | 0.49 | 0.00 | 0.39 |
0.66 | 0.00 | 0.10 | 0.00 | 0.55 |
|
| MultinomialNB |
78% |
0.78 | 0.00 | 0.00 | 0.00 | 0.80 |
1.00 | 0.00 | 0.00 | 0.00 | 0.00 |
0.87 | 0.00 | 0.00 | 0.00 | 0.01 |
|
| SGDClassifier |
82% |
0.81 | 0.00 | 0.00 | 0.00 | 0.88 |
1.00 | 0.00 | 0.00 | 0.00 | 0.40 |
0.89 | 0.00 | 0.00 | 0.00 | 0.55 |
|
| BernoulliNB |
78% |
0.78 | 0.00 | 0.00 | 0.00 | 0.00 |
1.00 | 0.00 | 0.00 | 0.00 | 0.00 |
0.87 | 0.00 | 0.00 | 0.00 | 0.00 |
|
| PassiveAggressiveClassifier |
78% |
0.78 | 0.00 | 0.00 | 0.00 | 0.00 |
1.00 | 0.00 | 0.00 | 0.00 | 0.00 |
0.87 | 0.00 | 0.00 | 0.00 | 0.00 |
|
| XGBoost |
79% |
0.78 | 0.00 | 0.00 | 0.00 | 0.89 |
1.00 | 0.00 | 0.00 | 0.00 | 0.10 |
0.88 | 0.00 | 0.00 | 0.00 | 0.18 |
|
| 10-1 |
LSTM |
| LSTM |
74% |
0.83 | 0.00 | 0.12 | 0.00 | 0.40 |
0.89 | 0.00 | 0.05 | 0.00 | 0.63 |
0.85 | 0.00 | 0.07 | 0.00 | 0.49 |
|
| CNN |
61% |
0.82 | 0.00 | 0.08 | 0.14 | 0.89 |
0.68 | 0.00 | 0.46 | 0.30 | 0.52 |
0.74 | 0.00 | 0.14 | 0.19 | 0.65 |
|
| MultinomialNB |
80% |
0.81 | 0.00 | 0.00 | 0.00 | 0.90 |
1.00 | 0.00 | 0.00 | 0.00 | 0.44 |
0.88 | 0.00 | 0.00 | 0.00 | 0.59 |
|
| SGDClassifier |
80% |
0.80 | 0.00 | 0.00 | 0.00 | 0.88 |
1.00 | 0.00 | 0.00 | 0.00 | 0.24 |
0.89 | 0.00 | 0.00 | 0.00 | 0.38 |
|
| BernoulliNB |
78% |
0.78 | 0.00 | 0.00 | 0.00 | 0.00 |
1.00 | 0.00 | 0.00 | 0.00 | 0.00 |
0.88 | 0.00 | 0.00 | 0.00 | 0.00 |
|
| PassiveAggressiveClassifier |
82% |
0.81 | 0.00 | 0.00 | 0.00 | 0.88 |
1.00 | 0.00 | 0.00 | 0.00 | 0.39 |
0.90 | 0.00 | 0.00 | 0.00 | 0.54 |
|
| XGBoost |
81% |
0.80 | 0.00 | 0.00 | 0.00 | 0.86 |
1.00 | 0.00 | 0.00 | 0.00 | 0.29 |
0.89 | 0.00 | 0.00 | 0.00 | 0.43 |
|
| CNN |
| LSTM |
81% |
0.84 | 0.00 | 0.00 | 0.00 | 0.72 |
0.96 | 0.00 | 0.00 | 0.00 | 0.66 |
0.89 | 0.00 | 0.00 | 0.00 | 0.69 |
|
| CNN |
25% |
0.90 | 0.00 | 0.05 | 0.00 | 0.79 |
0.21 | 0.00 | 0.74 | 0.00 | 0.48 |
0.34 | 0.00 | 0.09 | 0.00 | 0.60 |
|
| MultinomialNB |
82% |
0.82 | 0.00 | 0.00 | 0.00 | 0.81 |
0.99 | 0.00 | 0.00 | 0.00 | 0.47 |
0.90 | 0.00 | 0.00 | 0.00 | 0.59 |
|
| SGDClassifier |
82% |
0.82 | 0.00 | 0.00 | 0.00 | 0.79 |
0.99 | 0.00 | 0.00 | 0.00 | 0.50 |
0.90 | 0.00 | 0.00 | 0.00 | 0.61 |
|
| BernoulliNB |
80% |
0.83 | 0.00 | 0.00 | 0.00 | 0.46 |
0.97 | 0.00 | 0.00 | 0.00 | 0.36 |
0.89 | 0.00 | 0.00 | 0.00 | 0.40 |
|
| PassiveAggressiveClassifier |
82% |
0.82 | 0.00 | 0.00 | 0.00 | 0.79 |
0.99 | 0.00 | 0.00 | 0.00 | 0.49 |
0.90 | 0.00 | 0.00 | 0.00 | 0.61 |
|
| XGBoost |
82% |
0.83 | 0.00 | 0.00 | 0.00 | 0.61 |
0.98 | 0.00 | 0.00 | 0.00 | 0.54 |
0.90 | 0.00 | 0.00 | 0.00 | 0.63 |
|
| 1-2 |
LSTM |
| LSTM |
85% |
0.86 | 0.00 | 0.11 | 0.00 | 0.88 |
0.93 | 0.00 | 0.08 | 0.00 | 0.87 |
0.91 | 0.00 | 0.05 | 0.00 | 0.88 |
|
| CNN |
57% |
0.90 | 0.00 | 0.05 | 0.00 | 0.89 |
0.63 | 0.00 | 0.43 | 0.00 | 0.61 |
0.74 | 0.00 | 0.10 | 0.00 | 0.72 |
|
| MultinomialNB |
81% |
0.82 | 0.01 | 0.00 | 0.00 | 0.93 |
0.97 | 0.00 | 0.00 | 0.00 | 0.49 |
0.89 | 0.00 | 0.00 | 0.00 | 0.65 |
|
| SGDClassifier |
84% |
0.84 | 0.00 | 0.00 | 0.00 | 0.90 |
1.00 | 0.00 | 0.00 | 0.00 | 0.67 |
0.91 | 0.00 | 0.00 | 0.00 | 0.77 |
|
| BernoulliNB |
78% |
0.78 | 0.00 | 0.00 | 0.00 | 0.00 |
1.00 | 0.00 | 0.00 | 0.00 | 0.00 |
0.87 | 0.00 | 0.00 | 0.00 | 0.00 |
|
| PassiveAggressiveClassifier |
84% |
0.84 | 0.00 | 0.00 | 0.00 | 0.91 |
1.00 | 0.00 | 0.00 | 0.00 | 0.67 |
0.91 | 0.00 | 0.00 | 0.00 | 0.77 |
|
| XGBoost |
81% |
0.81 | 0.00 | 0.02 | 0.00 | 0.91 |
1.00 | 0.00 | 0.00 | 0.00 | 0.35 |
0.89 | 0.00 | 0.00 | 0.00 | 0.51 |
|
| CNN |
| LSTM |
84% |
0.86 | 0.00 | 0.05 | 0.00 | 0.87 |
0.97 | 0.00 | 0.02 | 0.00 | 0.85 |
0.90 | 0.00 | 0.03 | 0.00 | 0.86 |
|
| CNN |
66% |
0.89 | 0.01 | 0.06 | 0.00 | 0.88 |
0.79 | 0.00 | 0.31 | 0.00 | 0.81 |
0.80 | 0.00 | 0.09 | 0.00 | 0.85 |
|
| MultinomialNB |
78% |
0.81 | 0.02 | 0.00 | 0.00 | 0.90 |
0.94 | 0.01 | 0.00 | 0.00 | 0.44 |
0.87 | 0.01 | 0.00 | 0.00 | 0.60 |
|
| SGDClassifier |
83% |
0.83 | 0.00 | 0.00 | 0.00 | 0.89 |
0.99 | 0.00 | 0.00 | 0.00 | 0.56 |
0.90 | 0.00 | 0.00 | 0.00 | 0.69 |
|
| BernoulliNB |
74% |
0.77 | 0.00 | 0.00 | 0.00 | 0.01 |
0.96 | 0.00 | 0.00 | 0.00 | 0.00 |
0.85 | 0.00 | 0.00 | 0.00 | 0.00 |
|
| PassiveAggressiveClassifier |
86% |
0.85 | 0.00 | 0.00 | 0.00 | 0.88 |
0.99 | 0.00 | 0.00 | 0.00 | 0.80 |
0.92 | 0.00 | 0.00 | 0.00 | 0.84 |
|
| XGBoost |
82% |
0.85 | 0.00 | 0.00 | 0.00 | 0.87 |
0.99 | 0.00 | 0.00 | 0.00 | 0.46 |
0.98 | 0.00 | 0.00 | 0.00 | 0.60 |
|
| 2-2 |
LSTM |
| LSTM |
85% |
0.85 | 0.00 | 0.00 | 0.00 | 0.87 |
0.99 | 0.00 | 0.00 | 0.00 | 0.75 |
0.91 | 0.00 | 0.00 | 0.00 | 0.81 |
|
| CNN |
35% |
0.90 | 0.07 | 0.05 | 0.00 | 0.79 |
0.38 | 0.00 | 0.72 | 0.00 | 0.17 |
0.53 | 0.00 | 0.10 | 0.00 | 0.28 |
|
| MultinomialNB |
79% |
0.79 | 0.00 | 0.00 | 0.00 | 0.90 |
0.98 | 0.00 | 0.00 | 0.00 | 0.22 |
0.88 | 0.00 | 0.00 | 0.00 | 0.35 |
|
| SGDClassifier |
81% |
0.81 | 0.00 | 0.00 | 0.00 | 0.88 |
1.00 | 0.00 | 0.00 | 0.00 | 0.35 |
0.89 | 0.00 | 0.00 | 0.00 | 0.50 |
|
| BernoulliNB |
78% |
0.78 | 0.00 | 0.00 | 0.00 | 0.00 |
1.00 | 0.00 | 0.00 | 0.00 | 0.00 |
0.87 | 0.00 | 0.00 | 0.00 | 0.00 |
|
| PassiveAggressiveClassifier |
78% |
0.78 | 0.00 | 0.00 | 0.00 | 0.84 |
1.00 | 0.00 | 0.00 | 0.00 | 0.04 |
0.88 | 0.00 | 0.00 | 0.00 | 0.07 |
|
| XGBoost |
82% |
0.82 | 0.00 | 0.00 | 0.00 | 0.85 |
0.99 | 0.00 | 0.00 | 0.00 | 0.46 |
0.90 | 0.00 | 0.00 | 0.00 | 0.59 |
|
| CNN |
| LSTM |
82% |
0.82 | 0.00 | 0.00 | 0.00 | 0.88 |
0.99 | 0.00 | 0.00 | 0.00 | 0.51 |
0.90 | 0.00 | 0.00 | 0.00 | 0.62 |
|
| CNN |
45% |
0.74 | 0.00 | 0.05 | 0.00 | 0.87 |
0.50 | 0.00 | 0.48 | 0.00 | 0.36 |
0.60 | 0.00 | 0.09 | 0.00 | 0.51 |
|
| MultinomialNB |
79% |
0.81 | 0.00 | 0.00 | 0.00 | 0.87 |
0.97 | 0.00 | 0.00 | 0.00 | 0.38 |
0.88 | 0.00 | 0.00 | 0.00 | 0.52 |
|
| SGDClassifier |
82% |
0.82 | 0.00 | 0.00 | 0.00 | 0.83 |
0.99 | 0.00 | 0.00 | 0.00 | 0.42 |
0.90 | 0.00 | 0.00 | 0.00 | 0.56 |
|
| BernoulliNB |
77% |
0.78 | 0.00 | 0.00 | 0.00 | 0.22 |
1.00 | 0.00 | 0.00 | 0.00 | 0.01 |
0.87 | 0.00 | 0.00 | 0.00 | 0.01 |
|
| PassiveAggressiveClassifier |
81% |
0.81 | 0.00 | 0.00 | 0.00 | 0.87 |
1.00 | 0.00 | 0.00 | 0.00 | 0.35 |
0.89 | 0.00 | 0.00 | 0.00 | 0.48 |
|
| XGBoost |
82% |
0.82 | 0.00 | 0.00 | 0.00 | 0.80 |
0.99 | 0.00 | 0.00 | 0.00 | 0.46 |
0.90 | 0.00 | 0.00 | 0.00 | 0.58 |
|
| 5-2 |
LSTM |
| LSTM |
83% |
0.82 | 0.00 | 0.00 | 0.00 | 0.88 |
1.00 | 0.00 | 0.00 | 0.00 | 0.50 |
0.90 | 0.00 | 0.00 | 0.00 | 0.63 |
|
| CNN |
52% |
0.89 | 0.00 | 0.06 | 0.00 | 0.89 |
0.52 | 0.00 | 0.52 | 0.00 | 0.82 |
0.66 | 0.00 | 0.10 | 0.00 | 0.85 |
|
| MultinomialNB |
80% |
0.80 | 0.00 | 0.00 | 0.00 | 0.92 |
1.00 | 0.00 | 0.00 | 0.00 | 0.20 |
0.89 | 0.00 | 0.00 | 0.00 | 0.33 |
|
| SGDClassifier |
82% |
0.82 | 0.00 | 0.00 | 0.00 | 0.89 |
1.00 | 0.00 | 0.00 | 0.00 | 0.47 |
0.90 | 0.00 | 0.00 | 0.00 | 0.61 |
|
| BernoulliNB |
78% |
0.82 | 0.00 | 0.00 | 0.00 | 0.00 |
1.00 | 0.00 | 0.00 | 0.00 | 0.00 |
0.87 | 0.00 | 0.00 | 0.00 | 0.00 |
|
| PassiveAggressiveClassifier |
81% |
0.81 | 0.00 | 0.00 | 0.00 | 0.91 |
1.00 | 0.00 | 0.00 | 0.00 | 0.32 |
0.89 | 0.00 | 0.00 | 0.00 | 0.48 |
|
| XGBoost |
82% |
0.81 | 0.00 | 0.00 | 0.00 | 0.85 |
0.99 | 0.00 | 0.00 | 0.00 | 0.41 |
0.90 | 0.00 | 0.00 | 0.00 | 0.55 |
|
| CNN |
| LSTM |
82% |
0.82 | 0.00 | 1.00 | 0.00 | 0.79 |
0.99 | 0.00 | 0.02 | 0.00 | 0.47 |
0.90 | 0.00 | 0.00 | 0.00 | 0.59 |
|
| CNN |
47% |
0.81 | 0.00 | 0.05 | 0.00 | 0.86 |
0.51 | 0.00 | 0.49 | 0.00 | 0.40 |
0.63 | 0.00 | 0.09 | 0.00 | 0.53 |
|
| MultinomialNB |
78% |
0.78 | 0.00 | 0.00 | 0.00 | 0.81 |
0.97 | 0.00 | 0.00 | 0.00 | 0.10 |
0.87 | 0.00 | 0.00 | 0.00 | 0.18 |
|
| SGDClassifier |
78% |
0.78 | 0.00 | 0.00 | 0.00 | 0.73 |
1.00 | 0.00 | 0.00 | 0.00 | 0.05 |
0.88 | 0.00 | 0.00 | 0.00 | 0.10 |
|
| BernoulliNB |
78% |
0.78 | 0.00 | 0.00 | 0.00 | 0.00 |
1.00 | 0.00 | 0.00 | 0.00 | 0.00 |
0.87 | 0.00 | 0.00 | 0.00 | 0.00 |
|
| PassiveAggressiveClassifier |
78% |
0.78 | 0.00 | 0.00 | 0.00 | 0.78 |
1.00 | 0.00 | 0.00 | 0.00 | 0.00 |
0.87 | 0.00 | 0.00 | 0.00 | 0.00 |
|
| XGBoost |
81% |
0.81 | 0.00 | 0.00 | 0.00 | 0.81 |
0.99 | 0.00 | 0.00 | 0.00 | 0.39 |
0.89 | 0.00 | 0.00 | 0.00 | 0.53 |
|
| 10-2 |
LSTM |
| LSTM |
85% |
0.85 | 0.00 | 0.00 | 0.00 | 0.82 |
0.98 | 0.00 | 0.00 | 0.00 | 0.81 |
0.91 | 0.00 | 0.00 | 0.00 | 0.82 |
|
| CNN |
56% |
0.85 | 0.00 | 0.06 | 0.00 | 0.84 |
0.59 | 0.00 | 0.47 | 0.00 | 0.76 |
0.70 | 0.00 | 0.11 | 0.00 | 0.80 |
|
| MultinomialNB |
78% |
0.79 | 0.00 | 0.00 | 0.00 | 0.96 |
0.99 | 0.00 | 0.00 | 0.00 | 0.06 |
0.88 | 0.00 | 0.00 | 0.00 | 0.12 |
|
| SGDClassifier |
79% |
0.79 | 0.00 | 0.00 | 0.00 | 0.91 |
1.00 | 0.00 | 0.00 | 0.00 | 0.05 |
0.88 | 0.00 | 0.00 | 0.00 | 0.10 |
|
| BernoulliNB |
78% |
0.78 | 0.00 | 0.00 | 0.00 | 0.00 |
1.00 | 0.00 | 0.00 | 0.00 | 0.00 |
0.88 | 0.00 | 0.00 | 0.00 | 0.00 |
|
| PassiveAggressiveClassifier |
84% |
0.84 | 0.00 | 0.00 | 0.00 | 0.86 |
0.99 | 0.00 | 0.00 | 0.00 | 0.69 |
0.91 | 0.00 | 0.00 | 0.00 | 0.77 |
|
| XGBoost |
81% |
0.81 | 0.00 | 0.00 | 0.00 | 0.84 |
1.00 | 0.00 | 0.00 | 0.00 | 0.32 |
0.89 | 0.00 | 0.00 | 0.00 | 0.46 |
|
| CNN |
| LSTM |
72% |
0.78 | 0.00 | 0.16 | 0.00 | 0.16 |
0.90 | 0.00 | 0.01 | 0.00 | 0.14 |
0.84 | 0.00 | 0.01 | 0.00 | 0.15 |
|
| CNN |
20% |
0.72 | 0.00 | 0.05 | 0.00 | 0.00 |
0.20 | 0.00 | 0.85 | 0.00 | 0.00 |
0.31 | 0.00 | 0.10 | 0.00 | 0.00 |
|
| MultinomialNB |
75% |
0.77 | 0.02 | 0.00 | 0.00 | 0.00 |
0.95 | 0.00 | 0.00 | 0.00 | 0.00 |
0.85 | 0.00 | 0.00 | 0.00 | 0.00 |
|
| SGDClassifier |
75% |
0.77 | 0.00 | 0.00 | 0.00 | 0.00 |
0.96 | 0.00 | 0.00 | 0.00 | 0.00 |
0.86 | 0.00 | 0.00 | 0.00 | 0.00 |
|
| BernoulliNB |
76% |
0.81 | 0.00 | 0.00 | 0.00 | 0.37 |
0.91 | 0.00 | 0.00 | 0.00 | 0.45 |
0.86 | 0.00 | 0.00 | 0.00 | 0.40 |
|
| PassiveAggressiveClassifier |
72% |
0.77 | 0.00 | 0.00 | 0.00 | 0.10 |
0.91 | 0.00 | 0.00 | 0.00 | 0.08 |
0.84 | 0.00 | 0.00 | 0.00 | 0.09 |
|
| XGBoost |
76% |
0.78 | 0.00 | 0.00 | 0.00 | 0.00 |
0.97 | 0.00 | 0.00 | 0.00 | 0.00 |
0.86 | 0.00 | 0.00 | 0.00 | 0.00 |
|
| 1-5 |
LSTM |
| LSTM |
81% |
0.81 | 0.00 | 0.15 | 0.00 | 0.81 |
0.99 | 0.00 | 0.01 | 0.00 | 0.37 |
0.89 | 0.00 | 0.01 | 0.00 | 0.51 |
|
| CNN |
50% |
0.90 | 0.00 | 0.06 | 0.00 | 0.83 |
0.59 | 0.00 | 0.61 | 0.00 | 0.09 |
0.71 | 0.00 | 0.11 | 0.00 | 0.16 |
|
| MultinomialNB |
75% |
0.77 | 0.00 | 0.00 | 0.00 | 0.00 |
0.97 | 0.00 | 0.00 | 0.00 | 0.00 |
0.86 | 0.00 | 0.00 | 0.00 | 0.00 |
|
| SGDClassifier |
78% |
0.78 | 0.00 | 0.00 | 0.00 | 0.00 |
1.00 | 0.00 | 0.00 | 0.00 | 0.00 |
0.87 | 0.00 | 0.00 | 0.00 | 0.00 |
|
| BernoulliNB |
78% |
0.78 | 0.00 | 0.00 | 0.00 | 0.00 |
1.00 | 0.00 | 0.00 | 0.00 | 0.00 |
0.87 | 0.00 | 0.00 | 0.00 | 0.00 |
|
| PassiveAggressiveClassifier |
78% |
0.78 | 0.00 | 0.00 | 0.00 | 0.00 |
1.00 | 0.00 | 0.00 | 0.00 | 0.00 |
0.87 | 0.00 | 0.00 | 0.00 | 0.00 |
|
| XGBoost |
78% |
0.80 | 0.00 | 0.17 | 0.00 | 0.80 |
1.00 | 0.00 | 0.00 | 0.00 | 0.07 |
0.88 | 0.00 | 0.00 | 0.00 | 0.13 |
|
| CNN |
| LSTM |
80% |
0.80 | 0.00 | 0.17 | 0.00 | 0.81 |
0.99 | 0.00 | 0.01 | 0.00 | 0.25 |
0.89 | 0.00 | 0.01 | 0.00 | 0.38 |
|
| CNN |
25% |
0.75 | 0.00 | 0.05 | 0.00 | 0.84 |
0.26 | 0.00 | 0.80 | 0.00 | 0.11 |
0.38 | 0.00 | 0.10 | 0.00 | 0.19 |
|
| MultinomialNB |
76% |
0.78 | 0.00 | 0.00 | 0.00 | 0.74 |
0.97 | 0.00 | 0.00 | 0.00 | 0.05 |
0.86 | 0.00 | 0.00 | 0.00 | 0.09 |
|
| SGDClassifier |
78% |
0.78 | 0.00 | 0.00 | 0.00 | 0.75 |
1.00 | 0.00 | 0.00 | 0.00 | 0.08 |
0.88 | 0.00 | 0.00 | 0.00 | 0.15 |
|
| BernoulliNB |
77% |
0.78 | 0.00 | 0.00 | 0.00 | 0.00 |
1.00 | 0.00 | 0.00 | 0.00 | 0.00 |
0.87 | 0.00 | 0.00 | 0.00 | 0.00 |
|
| PassiveAggressiveClassifier |
78% |
0.78 | 0.00 | 0.00 | 0.00 | 0.00 |
1.00 | 0.00 | 0.00 | 0.00 | 0.00 |
0.87 | 0.00 | 0.00 | 0.00 | 0.00 |
|
| XGBoost |
80% |
0.80 | 0.00 | 0.00 | 0.00 | 0.81 |
1.00 | 0.00 | 0.00 | 0.00 | 0.21 |
0.88 | 0.00 | 0.00 | 0.00 | 0.33 |
|
| 2-5 |
LSTM |
| LSTM |
81% |
0.81 | 0.00 | 0.00 | 0.00 | 0.82 |
0.99 | 0.00 | 0.00 | 0.00 | 0.38 |
0.89 | 0.00 | 0.00 | 0.00 | 0.52 |
|
| CNN |
41% |
0.74 | 0.00 | 0.05 | 0.00 | 0.83 |
0.47 | 0.00 | 0.52 | 0.00 | 0.18 |
0.57 | 0.00 | 0.09 | 0.00 | 0.29 |
|
| MultinomialNB |
75% |
0.78 | 0.00 | 0.00 | 0.00 | 0.81 |
0.96 | 0.00 | 0.00 | 0.00 | 0.06 |
0.86 | 0.00 | 0.00 | 0.00 | 0.10 |
|
| SGDClassifier |
78% |
0.78 | 0.00 | 0.00 | 0.00 | 1.00 |
1.00 | 0.00 | 0.00 | 0.00 | 0.00 |
0.87 | 0.00 | 0.00 | 0.00 | 0.00 |
|
| BernoulliNB |
77% |
0.78 | 0.00 | 0.00 | 0.00 | 0.00 |
1.00 | 0.00 | 0.00 | 0.00 | 0.00 |
0.87 | 0.00 | 0.00 | 0.00 | 0.00 |
|
| PassiveAggressiveClassifier |
79% |
0.78 | 0.00 | 0.00 | 0.00 | 0.82 |
1.00 | 0.00 | 0.00 | 0.00 | 0.14 |
0.88 | 0.00 | 0.00 | 0.00 | 0.24 |
|
| XGBoost |
81% |
0.81 | 0.00 | 0.00 | 0.00 | 0.80 |
0.99 | 0.00 | 0.00 | 0.00 | 0.36 |
0.89 | 0.00 | 0.00 | 0.00 | 0.49 |
|
| CNN |
| LSTM |
75% |
0.80 | 0.00 | 0.08 | 0.00 | 0.79 |
0.90 | 0.00 | 0.13 | 0.00 | 0.35 |
0.85 | 0.00 | 0.10 | 0.00 | 0.48 |
|
| CNN |
32% |
0.72 | 0.00 | 0.04 | 0.00 | 0.82 |
0.38 | 0.00 | 0.50 | 0.00 | 0.01 |
0.50 | 0.00 | 0.08 | 0.00 | 0.01 |
|
| MultinomialNB |
77% |
0.78 | 0.01 | 0.00 | 0.00 | 0.71 |
0.98 | 0.00 | 0.00 | 0.00 | 0.04 |
0.87 | 0.01 | 0.00 | 0.00 | 0.08 |
|
| SGDClassifier |
78% |
0.78 | 0.00 | 0.00 | 0.00 | 0.00 |
1.00 | 0.00 | 0.00 | 0.00 | 0.00 |
0.87 | 0.00 | 0.00 | 0.00 | 0.00 |
|
| BernoulliNB |
78% |
0.78 | 0.00 | 0.00 | 0.00 | 0.71 |
0.98 | 0.00 | 0.00 | 0.00 | 0.06 |
0.88 | 0.00 | 0.00 | 0.00 | 0.11 |
|
| PassiveAggressiveClassifier |
78% |
0.78 | 0.00 | 0.00 | 0.00 | 0.00 |
1.00 | 0.00 | 0.00 | 0.00 | 0.00 |
0.87 | 0.00 | 0.00 | 0.00 | 0.00 |
|
| XGBoost |
78% |
0.78 | 0.00 | 0.00 | 0.00 | 0.83 |
1.00 | 0.00 | 0.00 | 0.00 | 0.03 |
0.88 | 0.00 | 0.00 | 0.00 | 0.06 |
|
| 5-5 |
LSTM |
| LSTM |
84% |
0.86 | 0.04 | 0.19 | 0.00 | 0.78 |
0.97 | 0.00 | 0.04 | 0.00 | 0.72 |
0.91 | 0.00 | 0.07 | 0.00 | 0.80 |
|
| CNN |
41% |
0.88 | 0.00 | 0.05 | 0.00 | 0.81 |
0.41 | 0.00 | 0.56 | 0.00 | 0.65 |
0.56 | 0.00 | 0.09 | 0.00 | 0.72 |
|
| MultinomialNB |
78% |
0.80 | 0.00 | 0.00 | 0.00 | 0.84 |
0.97 | 0.00 | 0.00 | 0.00 | 0.31 |
0.80 | 0.00 | 0.00 | 0.00 | 0.45 |
|
| SGDClassifier |
82% |
0.82 | 0.00 | 0.00 | 0.00 | 0.82 |
0.99 | 0.00 | 0.00 | 0.00 | 0.50 |
0.90 | 0.00 | 0.00 | 0.00 | 0.62 |
|
| BernoulliNB |
78% |
0.78 | 0.00 | 0.00 | 0.00 | 0.50 |
1.00 | 0.00 | 0.00 | 0.00 | 0.00 |
0.88 | 0.00 | 0.00 | 0.00 | 0.00 |
|
| PassiveAggressiveClassifier |
82% |
0.81 | 0.00 | 0.00 | 0.00 | 0.82 |
0.99 | 0.00 | 0.00 | 0.00 | 0.42 |
0.89 | 0.00 | 0.00 | 0.00 | 0.55 |
|
| XGBoost |
82% |
0.84 | 0.00 | 0.00 | 0.00 | 0.81 |
0.99 | 0.00 | 0.00 | 0.00 | 0.71 |
0.91 | 0.00 | 0.00 | 0.00 | 0.76 |
|
| CNN |
| LSTM |
83% |
0.84 | 0.00 | 0.06 | 0.00 | 0.82 |
0.98 | 0.00 | 0.01 | 0.00 | 0.67 |
0.91 | 0.00 | 0.02 | 0.00 | 0.73 |
|
| CNN |
35% |
0.84 | 0.00 | 0.04 | 0.00 | 0.83 |
0.32 | 0.00 | 0.49 | 0.00 | 0.65 |
0.47 | 0.00 | 0.07 | 0.00 | 0.73 |
|
| MultinomialNB |
83% |
0.83 | 0.00 | 0.00 | 0.00 | 0.82 |
0.98 | 0.00 | 0.00 | 0.00 | 0.59 |
0.90 | 0.00 | 0.00 | 0.00 | 0.68 |
|
| SGDClassifier |
83% |
0.83 | 0.00 | 0.00 | 0.00 | 0.82 |
0.99 | 0.00 | 0.00 | 0.00 | 0.61 |
0.91 | 0.00 | 0.00 | 0.00 | 0.70 |
|
| BernoulliNB |
78% |
0.78 | 0.00 | 0.00 | 0.00 | 0.00 |
1.00 | 0.00 | 0.00 | 0.00 | 0.00 |
0.87 | 0.00 | 0.00 | 0.00 | 0.00 |
|
| PassiveAggressiveClassifier |
83% |
0.83 | 0.00 | 0.00 | 0.00 | 0.81 |
0.99 | 0.00 | 0.00 | 0.00 | 0.54 |
0.90 | 0.00 | 0.00 | 0.00 | 0.65 |
|
| XGBoost |
83% |
0.83 | 0.00 | 0.00 | 0.00 | 0.81 |
0.99 | 0.00 | 0.00 | 0.00 | 0.59 |
0.90 | 0.00 | 0.00 | 0.00 | 0.68 |
|
| 10-5 |
LSTM |
| LSTM |
77% |
0.78 | 0.00 | 0.00 | 0.00 | 0.17 |
0.98 | 0.00 | 0.00 | 0.00 | 0.03 |
0.87 | 0.00 | 0.00 | 0.00 | 0.05 |
|
| CNN |
39% |
0.76 | 0.00 | 0.05 | 0.00 | 0.00 |
0.46 | 0.00 | 0.47 | 0.00 | 0.00 |
0.58 | 0.00 | 0.08 | 0.00 | 0.00 |
|
| MultinomialNB |
79% |
0.79 | 0.00 | 0.00 | 0.00 | 0.77 |
1.00 | 0.00 | 0.00 | 0.00 | 0.06 |
0.88 | 0.00 | 0.00 | 0.00 | 0.12 |
|
| SGDClassifier |
78% |
0.78 | 0.00 | 0.00 | 0.00 | 0.00 |
1.00 | 0.00 | 0.00 | 0.00 | 0.00 |
0.88 | 0.00 | 0.00 | 0.00 | 0.00 |
|
| BernoulliNB |
78% |
0.78 | 0.00 | 0.00 | 0.00 | 0.00 |
1.00 | 0.00 | 0.00 | 0.00 | 0.00 |
0.88 | 0.00 | 0.00 | 0.00 | 0.00 |
|
| PassiveAggressiveClassifier |
78% |
0.78 | 0.00 | 0.00 | 0.00 | 0.00 |
1.00 | 0.00 | 0.00 | 0.00 | 0.00 |
0.88 | 0.00 | 0.00 | 0.00 | 0.00 |
|
| XGBoost |
80% |
0.80 | 0.00 | 0.00 | 0.00 | 0.74 |
0.99 | 0.00 | 0.00 | 0.00 | 0.18 |
0.89 | 0.00 | 0.00 | 0.00 | 0.29 |
|
| CNN |
| LSTM |
78% |
0.78 | 0.00 | 0.00 | 0.00 | 0.21 |
0.99 | 0.00 | 0.00 | 0.00 | 0.03 |
0.87 | 0.00 | 0.00 | 0.00 | 0.05 |
|
| CNN |
30% |
0.81 | 0.00 | 0.08 | 0.00 | 0.63 |
0.31 | 0.00 | 0.78 | 0.00 | 0.11 |
0.45 | 0.00 | 0.11 | 0.00 | 0.19 |
|
| MultinomialNB |
78% |
0.78 | 0.00 | 0.00 | 0.00 | 0.00 |
1.00 | 0.00 | 0.00 | 0.00 | 0.00 |
0.88 | 0.00 | 0.00 | 0.00 | 0.00 |
|
| SGDClassifier |
78% |
0.78 | 0.00 | 0.00 | 0.00 | 0.49 |
1.00 | 0.00 | 0.00 | 0.00 | 0.03 |
0.88 | 0.00 | 0.00 | 0.00 | 0.05 |
|
| BernoulliNB |
78% |
0.78 | 0.00 | 0.00 | 0.00 | 0.00 |
1.00 | 0.00 | 0.00 | 0.00 | 0.00 |
0.88 | 0.00 | 0.00 | 0.00 | 0.00 |
|
| PassiveAggressiveClassifier |
78% |
0.78 | 0.00 | 0.00 | 0.00 | 0.57 |
1.00 | 0.00 | 0.00 | 0.00 | 0.01 |
0.88 | 0.00 | 0.00 | 0.00 | 0.01 |
|
| XGBoost |
78% |
0.78 | 0.00 | 0.00 | 0.00 | 0.14 |
0.99 | 0.00 | 0.00 | 0.00 | 0.01 |
0.87 | 0.00 | 0.00 | 0.00 | 0.02 |
|
| 1-10 |
LSTM |
| LSTM |
80% |
0.82 | 0.00 | 0.14 | 0.00 | 0.76 |
0.97 | 0.00 | 0.05 | 0.00 | 0.42 |
0.89 | 0.00 | 0.07 | 0.00 | 0.54 |
|
| CNN |
62% |
0.83 | 0.00 | 0.07 | 0.00 | 0.75 |
0.74 | 0.00 | 0.40 | 0.00 | 0.20 |
0.78 | 0.00 | 0.13 | 0.00 | 0.32 |
|
| MultinomialNB |
74% |
0.78 | 0.02 | 0.00 | 0.00 | 0.76 |
0.94 | 0.01 | 0.00 | 0.00 | 0.01 |
0.85 | 0.01 | 0.00 | 0.00 | 0.03 |
|
| SGDClassifier |
79% |
0.79 | 0.00 | 0.00 | 0.00 | 0.73 |
1.00 | 0.00 | 0.00 | 0.00 | 0.15 |
0.88 | 0.00 | 0.00 | 0.00 | 0.25 |
|
| BernoulliNB |
77% |
0.78 | 0.00 | 0.00 | 0.00 | 0.00 |
0.98 | 0.00 | 0.00 | 0.00 | 0.00 |
0.87 | 0.00 | 0.00 | 0.00 | 0.00 |
|
| PassiveAggressiveClassifier |
79% |
0.79 | 0.00 | 0.00 | 0.00 | 0.76 |
0.99 | 0.00 | 0.00 | 0.00 | 0.16 |
0.88 | 0.00 | 0.00 | 0.00 | 0.26 |
|
| XGBoost |
80% |
0.80 | 0.00 | 0.00 | 0.00 | 0.77 |
0.99 | 0.00 | 0.00 | 0.00 | 0.25 |
0.89 | 0.00 | 0.00 | 0.00 | 0.37 |
|
| CNN |
| LSTM |
84% |
0.86 | 0.00 | 0.09 | 0.00 | 0.78 |
0.96 | 0.00 | 0.03 | 0.00 | 0.85 |
0.91 | 0.00 | 0.05 | 0.00 | 0.81 |
|
| CNN |
59% |
0.79 | 0.00 | 0.04 | 0.00 | 0.78 |
0.90 | 0.00 | 0.22 | 0.00 | 0.34 |
0.74 | 0.00 | 0.07 | 0.00 | 0.48 |
|
| MultinomialNB |
82% |
0.84 | 0.01 | 0.00 | 0.00 | 0.77 |
0.95 | 0.00 | 0.00 | 0.00 | 0.73 |
0.89 | 0.01 | 0.00 | 0.00 | 0.75 |
|
| SGDClassifier |
84% |
0.85 | 0.00 | 0.00 | 0.00 | 0.78 |
0.98 | 0.00 | 0.00 | 0.00 | 0.73 |
0.91 | 0.00 | 0.00 | 0.00 | 0.75 |
|
| BernoulliNB |
70% |
0.78 | 0.00 | 0.00 | 0.00 | 0.18 |
0.87 | 0.00 | 0.00 | 0.00 | 0.24 |
0.82 | 0.00 | 0.00 | 0.00 | 0.20 |
|
| PassiveAggressiveClassifier |
84% |
0.84 | 0.00 | 0.00 | 0.00 | 0.77 |
0.98 | 0.00 | 0.00 | 0.00 | 0.71 |
0.91 | 0.00 | 0.00 | 0.00 | 0.74 |
|
| XGBoost |
85% |
0.86 | 0.00 | 0.00 | 0.00 | 0.79 |
0.98 | 0.00 | 0.00 | 0.00 | 0.82 |
0.91 | 0.00 | 0.00 | 0.00 | 0.80 |
|
| 2-10 |
LSTM |
| LSTM |
79% |
0.80 | 0.00 | 0.17 | 0.00 | 0.77 |
0.98 | 0.00 | 0.05 | 0.00 | 0.26 |
0.88 | 0.00 | 0.07 | 0.00 | 0.38 |
|
| CNN |
28% |
0.90 | 0.00 | 0.05 | 0.00 | 0.79 |
0.21 | 0.00 | 0.75 | 0.00 | 0.82 |
0.33 | 0.00 | 0.10 | 0.00 | 0.81 |
|
| MultinomialNB |
78% |
0.80 | 0.00 | 0.00 | 0.00 | 0.76 |
0.97 | 0.00 | 0.00 | 0.00 | 0.21 |
0.87 | 0.00 | 0.00 | 0.00 | 0.33 |
|
| SGDClassifier |
80% |
0.81 | 0.00 | 0.00 | 0.00 | 0.77 |
0.99 | 0.00 | 0.00 | 0.00 | 0.28 |
0.89 | 0.00 | 0.00 | 0.00 | 0.41 |
|
| BernoulliNB |
78% |
0.78 | 0.00 | 0.00 | 0.00 | 0.00 |
1.00 | 0.00 | 0.00 | 0.00 | 0.00 |
0.87 | 0.00 | 0.00 | 0.00 | 0.00 |
|
| PassiveAggressiveClassifier |
78% |
0.78 | 0.00 | 0.00 | 0.00 | 0.83 |
1.00 | 0.00 | 0.00 | 0.00 | 0.02 |
0.88 | 0.00 | 0.00 | 0.00 | 0.03 |
|
| XGBoost |
81% |
0.82 | 0.00 | 0.00 | 0.00 | 0.77 |
0.99 | 0.00 | 0.00 | 0.00 | 0.41 |
0.90 | 0.00 | 0.00 | 0.00 | 0.54 |
|
| CNN |
| LSTM |
76% |
0.80 | 0.00 | 0.07 | 0.00 | 0.00 |
0.96 | 0.00 | 0.08 | 0.00 | 0.00 |
0.87 | 0.00 | 0.08 | 0.00 | 0.00 |
|
| CNN |
49% |
0.79 | 0.00 | 0.05 | 0.00 | 0.00 |
0.60 | 0.00 | 0.43 | 0.00 | 0.00 |
0.68 | 0.00 | 0.09 | 0.00 | 0.00 |
|
| MultinomialNB |
69% |
0.77 | 0.01 | 0.07 | 0.00 | 0.00 |
0.88 | 0.01 | 0.09 | 0.00 | 0.00 |
0.82 | 0.01 | 0.08 | 0.00 | 0.00 |
|
| SGDClassifier |
78% |
0.78 | 0.00 | 0.00 | 0.00 | 0.00 |
1.00 | 0.00 | 0.00 | 0.00 | 0.00 |
0.88 | 0.00 | 0.00 | 0.00 | 0.00 |
|
| BernoulliNB |
78% |
0.78 | 0.00 | 0.00 | 0.00 | 0.19 |
1.00 | 0.00 | 0.00 | 0.00 | 0.01 |
0.88 | 0.00 | 0.00 | 0.00 | 0.01 |
|
| PassiveAggressiveClassifier |
72% |
0.77 | 0.00 | 0.00 | 0.11 | 0.00 |
0.92 | 0.00 | 0.00 | 0.58 | 0.00 |
0.84 | 0.00 | 0.00 | 0.19 | 0.00 |
|
| XGBoost |
79% |
0.79 | 0.00 | 0.00 | 0.00 | 0.69 |
1.00 | 0.00 | 0.00 | 0.00 | 0.09 |
0.88 | 0.00 | 0.00 | 0.00 | 0.16 |
|
| 5-10 |
LSTM |
| LSTM |
77% |
0.81 | 0.00 | 0.00 | 0.00 | 0.38 |
0.93 | 0.00 | 0.00 | 0.00 | 0.40 |
0.87 | 0.00 | 0.00 | 0.00 | 0.39 |
|
| CNN |
74% |
0.83 | 0.23 | 0.09 | 0.00 | 0.77 |
0.85 | 0.01 | 0.22 | 0.00 | 0.57 |
0.84 | 0.01 | 0.13 | 0.00 | 0.66 |
|
| MultinomialNB |
77% |
0.79 | 0.00 | 0.00 | 0.00 | 0.70 |
0.97 | 0.00 | 0.00 | 0.00 | 0.17 |
0.87 | 0.00 | 0.00 | 0.00 | 0.27 |
|
| SGDClassifier |
79% |
0.80 | 0.00 | 0.00 | 0.00 | 0.69 |
0.99 | 0.00 | 0.00 | 0.00 | 0.16 |
0.88 | 0.00 | 0.00 | 0.00 | 0.26 |
|
| BernoulliNB |
76% |
0.78 | 0.00 | 0.00 | 0.00 | 0.00 |
0.98 | 0.00 | 0.00 | 0.00 | 0.00 |
0.87 | 0.00 | 0.00 | 0.00 | 0.00 |
|
| PassiveAggressiveClassifier |
78% |
0.79 | 0.00 | 0.00 | 0.00 | 0.66 |
1.00 | 0.00 | 0.00 | 0.00 | 0.04 |
0.88 | 0.00 | 0.00 | 0.00 | 0.08 |
|
| XGBoost |
83% |
0.83 | 0.00 | 0.00 | 0.00 | 0.76 |
0.98 | 0.00 | 0.00 | 0.00 | 0.56 |
0.90 | 0.00 | 0.00 | 0.00 | 0.64 |
|
| CNN |
| LSTM |
74% |
0.81 | 0.00 | 0.01 | 0.00 | 0.69 |
0.87 | 0.00 | 0.01 | 0.00 | 0.53 |
0.83 | 0.00 | 0.01 | 0.00 | 0.60 |
|
| CNN |
64% |
0.81 | 0.00 | 0.04 | 0.00 | 0.80 |
0.73 | 0.00 | 0.16 | 0.00 | 0.65 |
0.88 | 0.00 | 0.06 | 0.00 | 0.72 |
|
| MultinomialNB |
78% |
0.81 | 0.00 | 0.00 | 0.00 | 0.76 |
0.96 | 0.00 | 0.00 | 0.00 | 0.37 |
0.88 | 0.00 | 0.00 | 0.00 | 0.50 |
|
| SGDClassifier |
81% |
0.82 | 0.00 | 0.00 | 0.00 | 0.77 |
0.99 | 0.00 | 0.00 | 0.00 | 0.40 |
0.89 | 0.00 | 0.00 | 0.00 | 0.52 |
|
| BernoulliNB |
78% |
0.79 | 0.00 | 0.00 | 0.00 | 0.28 |
0.99 | 0.00 | 0.00 | 0.00 | 0.05 |
0.88 | 0.00 | 0.00 | 0.00 | 0.09 |
|
| PassiveAggressiveClassifier |
81% |
0.81 | 0.00 | 0.00 | 0.00 | 0.76 |
0.99 | 0.00 | 0.00 | 0.00 | 0.37 |
0.89 | 0.00 | 0.00 | 0.00 | 0.50 |
|
| XGBoost |
82% |
0.82 | 0.00 | 0.00 | 0.00 | 0.73 |
0.98 | 0.00 | 0.00 | 0.00 | 0.45 |
0.90 | 0.00 | 0.00 | 0.00 | 0.56 |
|
| 10-10 |
LSTM |
| LSTM |
81% |
0.82 | 0.00 | 0.17 | 0.00 | 0.62 |
0.98 | 0.00 | 0.01 | 0.00 | 0.40 |
0.89 | 0.00 | 0.02 | 0.00 | 0.49 |
|
| CNN |
57% |
0.87 | 0.00 | 0.04 | 0.00 | 0.78 |
0.62 | 0.00 | 0.26 | 0.00 | 0.75 |
0.72 | 0.00 | 0.07 | 0.00 | 0.77 |
|
| MultinomialNB |
78% |
0.79 | 0.00 | 0.00 | 0.00 | 0.60 |
0.98 | 0.00 | 0.00 | 0.00 | 0.08 |
0.87 | 0.00 | 0.00 | 0.00 | 0.14 |
|
| SGDClassifier |
80% |
0.81 | 0.00 | 0.00 | 0.00 | 0.66 |
0.99 | 0.00 | 0.00 | 0.00 | 0.24 |
0.89 | 0.00 | 0.00 | 0.00 | 0.36 |
|
| BernoulliNB |
74% |
0.78 | 0.00 | 0.00 | 0.00 | 0.00 |
0.94 | 0.00 | 0.00 | 0.00 | 0.00 |
0.85 | 0.00 | 0.00 | 0.00 | 0.00 |
|
| PassiveAggressiveClassifier |
79% |
0.79 | 0.00 | 0.00 | 0.00 | 0.39 |
1.00 | 0.00 | 0.00 | 0.00 | 0.02 |
0.88 | 0.00 | 0.00 | 0.00 | 0.04 |
|
| XGBoost |
81% |
0.82 | 0.00 | 0.00 | 0.00 | 0.71 |
0.99 | 0.00 | 0.00 | 0.00 | 0.38 |
0.89 | 0.00 | 0.00 | 0.00 | 0.50 |
|
| CNN |
| LSTM |
75% |
0.82 | 0.00 | 0.00 | 0.00 | 0.37 |
0.88 | 0.00 | 0.00 | 0.00 | 0.59 |
0.85 | 0.00 | 0.00 | 0.00 | 0.45 |
|
| CNN |
35% |
0.77 | 0.01 | 0.05 | 0.00 | 0.48 |
0.37 | 0.00 | 0.56 | 0.00 | 0.36 |
0.50 | 0.00 | 0.10 | 0.00 | 0.41 |
|
| MultinomialNB |
82% |
0.83 | 0.00 | 0.00 | 0.00 | 0.79 |
0.99 | 0.00 | 0.00 | 0.00 | 0.48 |
0.90 | 0.00 | 0.00 | 0.00 | 0.60 |
|
| SGDClassifier |
82% |
0.82 | 0.00 | 0.00 | 0.00 | 0.69 |
0.98 | 0.00 | 0.00 | 0.00 | 0.53 |
0.90 | 0.00 | 0.00 | 0.00 | 0.60 |
|
| BernoulliNB |
79% |
0.79 | 0.00 | 0.00 | 0.00 | 1.00 |
1.00 | 0.00 | 0.00 | 0.00 | 0.00 |
0.88 | 0.00 | 0.00 | 0.00 | 0.00 |
|
| PassiveAggressiveClassifier |
79% |
0.79 | 0.00 | 0.00 | 0.00 | 0.94 |
1.00 | 0.00 | 0.00 | 0.00 | 0.02 |
0.88 | 0.00 | 0.00 | 0.00 | 0.05 |
|
| XGBoost |
83% |
0.83 | 0.00 | 0.00 | 0.00 | 0.78 |
0.99 | 0.00 | 0.00 | 0.00 | 0.52 |
0.90 | 0.00 | 0.00 | 0.00 | 0.62 |
|
