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https://github.com/Steffo99/unimore-bda-6.git
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8.3 KiB
8.3 KiB
1 | function | analyzer | tokenizer | run no | mean absolute error | mean squared error | perfects | recall 1 | recall 2 | recall 3 | recall 4 | recall 5 | precision 1 | precision 2 | precision 3 | precision 4 | precision 5 |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
2 | sample_reviews_polar | ThreeCheat | PlainTokenizer | 1 | 2.0 | 4.0 | 0 | 0.0 | inf | inf | inf | 0.0 | inf | inf | 0.0 | inf | inf |
3 | sample_reviews_polar | ThreeCheat | LowercaseTokenizer | 1 | 2.0 | 4.0 | 0 | 0.0 | inf | inf | inf | 0.0 | inf | inf | 0.0 | inf | inf |
4 | sample_reviews_polar | ThreeCheat | NLTKWordTokenizer | 1 | 2.0 | 4.0 | 0 | 0.0 | inf | inf | inf | 0.0 | inf | inf | 0.0 | inf | inf |
5 | sample_reviews_polar | ThreeCheat | PottsTokenizer | 1 | 2.0 | 4.0 | 0 | 0.0 | inf | inf | inf | 0.0 | inf | inf | 0.0 | inf | inf |
6 | sample_reviews_polar | ThreeCheat | PottsTokenizerWithNegation | 1 | 2.0 | 4.0 | 0 | 0.0 | inf | inf | inf | 0.0 | inf | inf | 0.0 | inf | inf |
7 | sample_reviews_polar | ThreeCheat | HuggingBertTokenizer | 1 | 2.0 | 4.0 | 0 | 0.0 | inf | inf | inf | 0.0 | inf | inf | 0.0 | inf | inf |
8 | sample_reviews_polar | NLTKSentimentAnalyzer | PlainTokenizer | 1 | 0.864 | 3.456 | 784 | 0.694 | inf | inf | inf | 0.874 | 0.8463414634146341 | inf | inf | inf | 0.7406779661016949 |
9 | sample_reviews_polar | NLTKSentimentAnalyzer | LowercaseTokenizer | 1 | 1.088 | 4.352 | 728 | 0.614 | inf | inf | inf | 0.842 | 0.7953367875647669 | inf | inf | inf | 0.6856677524429967 |
10 | sample_reviews_polar | NLTKSentimentAnalyzer | NLTKWordTokenizer | 1 | 1.064 | 4.256 | 734 | 0.624 | inf | inf | inf | 0.844 | 0.8 | inf | inf | inf | 0.6918032786885245 |
11 | sample_reviews_polar | NLTKSentimentAnalyzer | PottsTokenizer | 1 | 0.884 | 3.536 | 779 | 0.69 | inf | inf | inf | 0.868 | 0.8394160583941606 | inf | inf | inf | 0.7368421052631579 |
12 | sample_reviews_polar | NLTKSentimentAnalyzer | PottsTokenizerWithNegation | 1 | 1.076 | 4.304 | 731 | 0.598 | inf | inf | inf | 0.864 | 0.8147138964577657 | inf | inf | inf | 0.6824644549763034 |
13 | sample_reviews_polar | NLTKSentimentAnalyzer | HuggingBertTokenizer | 1 | 0.976 | 3.904 | 756 | 0.662 | inf | inf | inf | 0.85 | 0.8152709359605911 | inf | inf | inf | 0.7154882154882155 |
14 | sample_reviews_polar | TensorflowPolarSentimentAnalyzer | PlainTokenizer | 1 | 0.66 | 2.64 | 835 | 0.818 | inf | inf | inf | 0.852 | 0.8467908902691511 | inf | inf | inf | 0.8239845261121856 |
15 | sample_reviews_polar | TensorflowPolarSentimentAnalyzer | LowercaseTokenizer | 1 | 0.512 | 2.048 | 872 | 0.868 | inf | inf | inf | 0.876 | 0.875 | inf | inf | inf | 0.8690476190476191 |
16 | sample_reviews_polar | TensorflowPolarSentimentAnalyzer | NLTKWordTokenizer | 1 | 0.552 | 2.208 | 862 | 0.864 | inf | inf | inf | 0.86 | 0.8605577689243028 | inf | inf | inf | 0.8634538152610441 |
17 | sample_reviews_polar | TensorflowPolarSentimentAnalyzer | PottsTokenizer | 1 | |||||||||||||
18 | sample_reviews_polar | TensorflowPolarSentimentAnalyzer | PottsTokenizer | 2 | 0.536 | 2.144 | 866 | 0.896 | inf | inf | inf | 0.836 | 0.8452830188679246 | inf | inf | inf | 0.8893617021276595 |
19 | sample_reviews_polar | TensorflowPolarSentimentAnalyzer | PottsTokenizerWithNegation | 1 | 0.46 | 1.84 | 885 | 0.93 | inf | inf | inf | 0.84 | 0.8532110091743119 | inf | inf | inf | 0.9230769230769231 |
20 | sample_reviews_polar | TensorflowPolarSentimentAnalyzer | HuggingBertTokenizer | 1 | 0.504 | 2.016 | 874 | 0.892 | inf | inf | inf | 0.856 | 0.861003861003861 | inf | inf | inf | 0.8879668049792531 |
21 | sample_reviews_polar | TensorflowCategorySentimentAnalyzer | PlainTokenizer | 1 | |||||||||||||
22 | sample_reviews_polar | TensorflowCategorySentimentAnalyzer | PlainTokenizer | 2 | 0.54 | 2.16 | 865 | 0.91 | inf | inf | inf | 0.82 | 0.8348623853211009 | inf | inf | inf | 0.9010989010989011 |
23 | sample_reviews_polar | TensorflowCategorySentimentAnalyzer | LowercaseTokenizer | 1 | 0.5 | 2.0 | 875 | 0.888 | inf | inf | inf | 0.862 | 0.8654970760233918 | inf | inf | inf | 0.8850102669404517 |
24 | sample_reviews_polar | TensorflowCategorySentimentAnalyzer | NLTKWordTokenizer | 1 | 0.524 | 2.096 | 869 | 0.922 | inf | inf | inf | 0.816 | 0.833634719710669 | inf | inf | inf | 0.912751677852349 |
25 | sample_reviews_polar | TensorflowCategorySentimentAnalyzer | PottsTokenizer | 1 | |||||||||||||
26 | sample_reviews_polar | TensorflowCategorySentimentAnalyzer | PottsTokenizer | 2 | 0.532 | 2.128 | 867 | 0.862 | inf | inf | inf | 0.872 | 0.8707070707070707 | inf | inf | inf | 0.8633663366336634 |
27 | sample_reviews_polar | TensorflowCategorySentimentAnalyzer | PottsTokenizerWithNegation | 1 | 0.52 | 2.08 | 870 | 0.842 | inf | inf | inf | 0.898 | 0.8919491525423728 | inf | inf | inf | 0.8503787878787878 |
28 | sample_reviews_polar | TensorflowCategorySentimentAnalyzer | HuggingBertTokenizer | 1 | 0.456 | 1.824 | 886 | 0.878 | inf | inf | inf | 0.894 | 0.8922764227642277 | inf | inf | inf | 0.8799212598425197 |
29 | sample_reviews_varied | ThreeCheat | PlainTokenizer | 1 | 1.2 | 2.0 | 200 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | inf | inf | 0.2 | inf | inf |
30 | sample_reviews_varied | ThreeCheat | LowercaseTokenizer | 1 | 1.2 | 2.0 | 200 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | inf | inf | 0.2 | inf | inf |
31 | sample_reviews_varied | ThreeCheat | NLTKWordTokenizer | 1 | 1.2 | 2.0 | 200 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | inf | inf | 0.2 | inf | inf |
32 | sample_reviews_varied | ThreeCheat | PottsTokenizer | 1 | 1.2 | 2.0 | 200 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | inf | inf | 0.2 | inf | inf |
33 | sample_reviews_varied | ThreeCheat | PottsTokenizerWithNegation | 1 | 1.2 | 2.0 | 200 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | inf | inf | 0.2 | inf | inf |
34 | sample_reviews_varied | ThreeCheat | HuggingBertTokenizer | 1 | 1.2 | 2.0 | 200 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | inf | inf | 0.2 | inf | inf |
35 | sample_reviews_varied | NLTKSentimentAnalyzer | PlainTokenizer | 1 | 1.341 | 3.443 | 328 | 0.345 | 0.31 | 0.185 | 0.1 | 0.7 | 0.5227272727272727 | 0.32460732984293195 | 0.3557692307692308 | 0.3225806451612903 | 0.273972602739726 |
36 | sample_reviews_varied | NLTKSentimentAnalyzer | LowercaseTokenizer | 1 | 1.221 | 2.967 | 350 | 0.45 | 0.21 | 0.235 | 0.135 | 0.72 | 0.5521472392638037 | 0.2876712328767123 | 0.36153846153846153 | 0.36 | 0.2962962962962963 |
37 | sample_reviews_varied | NLTKSentimentAnalyzer | NLTKWordTokenizer | 1 | 1.281 | 3.281 | 347 | 0.365 | 0.315 | 0.215 | 0.125 | 0.715 | 0.5069444444444444 | 0.38650306748466257 | 0.33076923076923076 | 0.32894736842105265 | 0.2936344969199179 |
38 | sample_reviews_varied | NLTKSentimentAnalyzer | PottsTokenizer | 1 | 1.244 | 3.022 | 338 | 0.44 | 0.255 | 0.11 | 0.14 | 0.745 | 0.5116279069767442 | 0.2463768115942029 | 0.24175824175824176 | 0.4745762711864407 | 0.31634819532908703 |
39 | sample_reviews_varied | NLTKSentimentAnalyzer | PottsTokenizerWithNegation | 1 | 1.252 | 3.024 | 327 | 0.38 | 0.255 | 0.19 | 0.085 | 0.725 | 0.4 | 0.3493150684931507 | 0.2550335570469799 | 0.3148148148148148 | 0.31453362255965295 |
40 | sample_reviews_varied | NLTKSentimentAnalyzer | HuggingBertTokenizer | 1 | 1.37 | 3.612 | 324 | 0.285 | 0.275 | 0.14 | 0.225 | 0.695 | 0.5277777777777778 | 0.30726256983240224 | 0.4 | 0.41284403669724773 | 0.2602996254681648 |
41 | sample_reviews_varied | TensorflowPolarSentimentAnalyzer | PlainTokenizer | 1 | |||||||||||||
42 | sample_reviews_varied | TensorflowPolarSentimentAnalyzer | PlainTokenizer | 2 | 1.294 | 3.176 | 334 | 0.81 | 0.0 | 0.0 | 0.0 | 0.86 | 0.34394904458598724 | inf | inf | inf | 0.32514177693761814 |
43 | sample_reviews_varied | TensorflowPolarSentimentAnalyzer | LowercaseTokenizer | 1 | |||||||||||||
44 | sample_reviews_varied | TensorflowPolarSentimentAnalyzer | LowercaseTokenizer | 2 | |||||||||||||
45 | sample_reviews_varied | TensorflowPolarSentimentAnalyzer | LowercaseTokenizer | 3 | 1.28 | 3.12 | 331 | 0.84 | 0.0 | 0.0 | 0.0 | 0.815 | 0.3421588594704684 | inf | inf | inf | 0.32023575638506874 |
46 | sample_reviews_varied | TensorflowPolarSentimentAnalyzer | NLTKWordTokenizer | 1 | 1.208 | 2.832 | 349 | 0.825 | 0.0 | 0.0 | 0.0 | 0.92 | 0.3900709219858156 | inf | inf | inf | 0.3188908145580589 |
47 | sample_reviews_varied | TensorflowPolarSentimentAnalyzer | PottsTokenizer | 1 | 1.224 | 2.896 | 336 | 0.9 | 0.0 | 0.0 | 0.0 | 0.78 | 0.32786885245901637 | inf | inf | inf | 0.3458980044345898 |
48 | sample_reviews_varied | TensorflowPolarSentimentAnalyzer | PottsTokenizerWithNegation | 1 | 1.172 | 2.688 | 350 | 0.84 | 0.0 | 0.0 | 0.0 | 0.91 | 0.37168141592920356 | inf | inf | inf | 0.33211678832116787 |
49 | sample_reviews_varied | TensorflowPolarSentimentAnalyzer | HuggingBertTokenizer | 1 | 1.258 | 3.032 | 337 | 0.875 | 0.0 | 0.0 | 0.0 | 0.81 | 0.3141831238779174 | inf | inf | inf | 0.3656884875846501 |
50 | sample_reviews_varied | TensorflowCategorySentimentAnalyzer | PlainTokenizer | 1 | 0.887 | 1.583 | 366 | 0.27 | 0.455 | 0.585 | 0.165 | 0.355 | 0.5346534653465347 | 0.2808641975308642 | 0.3103448275862069 | 0.38823529411764707 | 0.6283185840707964 |
51 | sample_reviews_varied | TensorflowCategorySentimentAnalyzer | LowercaseTokenizer | 1 | |||||||||||||
52 | sample_reviews_varied | TensorflowCategorySentimentAnalyzer | LowercaseTokenizer | 2 | 0.803 | 1.467 | 429 | 0.48 | 0.56 | 0.275 | 0.425 | 0.405 | 0.5517241379310345 | 0.37966101694915255 | 0.3741496598639456 | 0.34274193548387094 | 0.5955882352941176 |
53 | sample_reviews_varied | TensorflowCategorySentimentAnalyzer | NLTKWordTokenizer | 1 | 0.813 | 1.373 | 408 | 0.545 | 0.3 | 0.455 | 0.32 | 0.42 | 0.5265700483091788 | 0.3821656050955414 | 0.3273381294964029 | 0.3333333333333333 | 0.5060240963855421 |
54 | sample_reviews_varied | TensorflowCategorySentimentAnalyzer | PottsTokenizer | 1 | 0.779 | 1.527 | 476 | 0.485 | 0.445 | 0.51 | 0.41 | 0.53 | 0.563953488372093 | 0.43842364532019706 | 0.379182156133829 | 0.4880952380952381 | 0.5638297872340425 |
55 | sample_reviews_varied | TensorflowCategorySentimentAnalyzer | PottsTokenizerWithNegation | 1 | |||||||||||||
56 | sample_reviews_varied | TensorflowCategorySentimentAnalyzer | PottsTokenizerWithNegation | 2 | 0.831 | 1.417 | 392 | 0.41 | 0.34 | 0.43 | 0.355 | 0.425 | 0.6307692307692307 | 0.29310344827586204 | 0.3233082706766917 | 0.3271889400921659 | 0.5483870967741935 |
57 | sample_reviews_varied | TensorflowCategorySentimentAnalyzer | HuggingBertTokenizer | 1 | 0.872 | 1.63 | 399 | 0.545 | 0.275 | 0.26 | 0.45 | 0.465 | 0.461864406779661 | 0.3055555555555556 | 0.2826086956521739 | 0.36 | 0.62 |