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https://github.com/Steffo99/unimore-bda-6.git
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8.8 KiB
8.8 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 | 1.108 | 4.432 | 723 | 0.622 | inf | inf | inf | 0.824 | 0.7794486215538847 | inf | inf | inf | 0.6855241264559068 |
9 | sample_reviews_polar | NLTKSentimentAnalyzer | LowercaseTokenizer | 1 | 0.928 | 3.712 | 768 | 0.67 | inf | inf | inf | 0.866 | 0.8333333333333334 | inf | inf | inf | 0.7240802675585284 |
10 | sample_reviews_polar | NLTKSentimentAnalyzer | NLTKWordTokenizer | 1 | 1.032 | 4.128 | 742 | 0.636 | inf | inf | inf | 0.848 | 0.8071065989847716 | inf | inf | inf | 0.6996699669966997 |
11 | sample_reviews_polar | NLTKSentimentAnalyzer | PottsTokenizer | 1 | 1.004 | 4.016 | 749 | 0.654 | inf | inf | inf | 0.844 | 0.8074074074074075 | inf | inf | inf | 0.7092436974789916 |
12 | sample_reviews_polar | NLTKSentimentAnalyzer | PottsTokenizerWithNegation | 1 | 1.128 | 4.512 | 718 | 0.59 | inf | inf | inf | 0.846 | 0.793010752688172 | inf | inf | inf | 0.6735668789808917 |
13 | sample_reviews_polar | NLTKSentimentAnalyzer | HuggingBertTokenizer | 1 | 1.224 | 4.896 | 694 | 0.554 | inf | inf | inf | 0.834 | 0.7694444444444445 | inf | inf | inf | 0.6515625 |
14 | sample_reviews_polar | TensorflowPolarSentimentAnalyzer | PlainTokenizer | 1 | |||||||||||||
15 | sample_reviews_polar | TensorflowPolarSentimentAnalyzer | PlainTokenizer | 2 | |||||||||||||
16 | sample_reviews_polar | TensorflowPolarSentimentAnalyzer | PlainTokenizer | 3 | 0.512 | 2.048 | 872 | 0.89 | inf | inf | inf | 0.854 | 0.859073359073359 | inf | inf | inf | 0.8858921161825726 |
17 | sample_reviews_polar | TensorflowPolarSentimentAnalyzer | LowercaseTokenizer | 1 | 0.444 | 1.776 | 889 | 0.898 | inf | inf | inf | 0.88 | 0.8821218074656189 | inf | inf | inf | 0.8961303462321792 |
18 | sample_reviews_polar | TensorflowPolarSentimentAnalyzer | NLTKWordTokenizer | 1 | 0.536 | 2.144 | 866 | 0.944 | inf | inf | inf | 0.788 | 0.8166089965397924 | inf | inf | inf | 0.933649289099526 |
19 | sample_reviews_polar | TensorflowPolarSentimentAnalyzer | PottsTokenizer | 1 | 0.468 | 1.872 | 883 | 0.942 | inf | inf | inf | 0.824 | 0.8425760286225402 | inf | inf | inf | 0.9342403628117913 |
20 | sample_reviews_polar | TensorflowPolarSentimentAnalyzer | PottsTokenizerWithNegation | 1 | |||||||||||||
21 | sample_reviews_polar | TensorflowPolarSentimentAnalyzer | PottsTokenizerWithNegation | 2 | |||||||||||||
22 | sample_reviews_polar | TensorflowPolarSentimentAnalyzer | PottsTokenizerWithNegation | 3 | 0.448 | 1.792 | 888 | 0.91 | inf | inf | inf | 0.866 | 0.8716475095785441 | inf | inf | inf | 0.9058577405857741 |
23 | sample_reviews_polar | TensorflowPolarSentimentAnalyzer | HuggingBertTokenizer | 1 | 0.512 | 2.048 | 872 | 0.852 | inf | inf | inf | 0.892 | 0.8875 | inf | inf | inf | 0.8576923076923076 |
24 | sample_reviews_polar | TensorflowCategorySentimentAnalyzer | PlainTokenizer | 1 | 0.504 | 2.016 | 874 | 0.874 | inf | inf | inf | 0.874 | 0.874 | inf | inf | inf | 0.874 |
25 | sample_reviews_polar | TensorflowCategorySentimentAnalyzer | LowercaseTokenizer | 1 | |||||||||||||
26 | sample_reviews_polar | TensorflowCategorySentimentAnalyzer | LowercaseTokenizer | 2 | 0.488 | 1.952 | 878 | 0.894 | inf | inf | inf | 0.862 | 0.8662790697674418 | inf | inf | inf | 0.890495867768595 |
27 | sample_reviews_polar | TensorflowCategorySentimentAnalyzer | NLTKWordTokenizer | 1 | 0.564 | 2.256 | 859 | 0.844 | inf | inf | inf | 0.874 | 0.8701030927835052 | inf | inf | inf | 0.8485436893203884 |
28 | sample_reviews_polar | TensorflowCategorySentimentAnalyzer | PottsTokenizer | 1 | 0.432 | 1.728 | 892 | 0.924 | inf | inf | inf | 0.86 | 0.868421052631579 | inf | inf | inf | 0.9188034188034188 |
29 | sample_reviews_polar | TensorflowCategorySentimentAnalyzer | PottsTokenizerWithNegation | 1 | 0.48 | 1.92 | 880 | 0.862 | inf | inf | inf | 0.898 | 0.8941908713692946 | inf | inf | inf | 0.8667953667953668 |
30 | sample_reviews_polar | TensorflowCategorySentimentAnalyzer | HuggingBertTokenizer | 1 | 0.488 | 1.952 | 878 | 0.908 | inf | inf | inf | 0.848 | 0.8566037735849057 | inf | inf | inf | 0.902127659574468 |
31 | 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 |
32 | 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 |
33 | 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 |
34 | 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 |
35 | 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 |
36 | 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 |
37 | sample_reviews_varied | NLTKSentimentAnalyzer | PlainTokenizer | 1 | 1.301 | 3.171 | 308 | 0.36 | 0.31 | 0.075 | 0.095 | 0.7 | 0.496551724137931 | 0.2616033755274262 | 0.19480519480519481 | 0.3064516129032258 | 0.29227557411273486 |
38 | sample_reviews_varied | NLTKSentimentAnalyzer | LowercaseTokenizer | 1 | 1.285 | 3.297 | 352 | 0.385 | 0.285 | 0.18 | 0.19 | 0.72 | 0.4666666666666667 | 0.2835820895522388 | 0.3564356435643564 | 0.5135135135135135 | 0.3137254901960784 |
39 | sample_reviews_varied | NLTKSentimentAnalyzer | NLTKWordTokenizer | 1 | 1.242 | 3.052 | 335 | 0.405 | 0.225 | 0.175 | 0.11 | 0.76 | 0.4308510638297872 | 0.2631578947368421 | 0.35714285714285715 | 0.36065573770491804 | 0.3153526970954357 |
40 | sample_reviews_varied | NLTKSentimentAnalyzer | PottsTokenizer | 1 | 1.256 | 3.024 | 328 | 0.445 | 0.155 | 0.3 | 0.075 | 0.665 | 0.4734042553191489 | 0.31 | 0.2803738317757009 | 0.3125 | 0.29555555555555557 |
41 | sample_reviews_varied | NLTKSentimentAnalyzer | PottsTokenizerWithNegation | 1 | 1.345 | 3.415 | 315 | 0.35 | 0.205 | 0.14 | 0.11 | 0.77 | 0.4268292682926829 | 0.23699421965317918 | 0.3010752688172043 | 0.3548387096774194 | 0.3031496062992126 |
42 | sample_reviews_varied | NLTKSentimentAnalyzer | HuggingBertTokenizer | 1 | 1.263 | 3.127 | 334 | 0.36 | 0.24 | 0.2 | 0.1 | 0.77 | 0.4675324675324675 | 0.35555555555555557 | 0.26143790849673204 | 0.3125 | 0.3117408906882591 |
43 | sample_reviews_varied | TensorflowPolarSentimentAnalyzer | PlainTokenizer | 1 | |||||||||||||
44 | sample_reviews_varied | TensorflowPolarSentimentAnalyzer | PlainTokenizer | 2 | |||||||||||||
45 | sample_reviews_varied | TensorflowPolarSentimentAnalyzer | PlainTokenizer | 3 | 1.282 | 3.128 | 333 | 0.925 | 0.0 | 0.0 | 0.0 | 0.74 | 0.3140916808149406 | inf | inf | inf | 0.36009732360097324 |
46 | sample_reviews_varied | TensorflowPolarSentimentAnalyzer | LowercaseTokenizer | 1 | 1.242 | 2.968 | 335 | 0.87 | 0.0 | 0.0 | 0.0 | 0.805 | 0.3246268656716418 | inf | inf | inf | 0.34698275862068967 |
47 | sample_reviews_varied | TensorflowPolarSentimentAnalyzer | NLTKWordTokenizer | 1 | |||||||||||||
48 | sample_reviews_varied | TensorflowPolarSentimentAnalyzer | NLTKWordTokenizer | 2 | |||||||||||||
49 | sample_reviews_varied | TensorflowPolarSentimentAnalyzer | NLTKWordTokenizer | 3 | 1.198 | 2.792 | 347 | 0.84 | 0.0 | 0.0 | 0.0 | 0.895 | 0.3605150214592275 | inf | inf | inf | 0.3352059925093633 |
50 | sample_reviews_varied | TensorflowPolarSentimentAnalyzer | PottsTokenizer | 1 | |||||||||||||
51 | sample_reviews_varied | TensorflowPolarSentimentAnalyzer | PottsTokenizer | 2 | 1.224 | 2.896 | 342 | 0.8 | 0.0 | 0.0 | 0.0 | 0.91 | 0.3686635944700461 | inf | inf | inf | 0.3215547703180212 |
52 | sample_reviews_varied | TensorflowPolarSentimentAnalyzer | PottsTokenizerWithNegation | 1 | 1.202 | 2.808 | 342 | 0.925 | 0.0 | 0.0 | 0.0 | 0.785 | 0.29983792544570503 | inf | inf | inf | 0.40992167101827676 |
53 | sample_reviews_varied | TensorflowPolarSentimentAnalyzer | HuggingBertTokenizer | 1 | 1.186 | 2.744 | 353 | 0.865 | 0.0 | 0.0 | 0.0 | 0.9 | 0.36041666666666666 | inf | inf | inf | 0.34615384615384615 |
54 | sample_reviews_varied | TensorflowCategorySentimentAnalyzer | PlainTokenizer | 1 | 0.864 | 1.446 | 373 | 0.49 | 0.395 | 0.225 | 0.405 | 0.35 | 0.5798816568047337 | 0.30859375 | 0.22277227722772278 | 0.32661290322580644 | 0.56 |
55 | sample_reviews_varied | TensorflowCategorySentimentAnalyzer | LowercaseTokenizer | 1 | |||||||||||||
56 | sample_reviews_varied | TensorflowCategorySentimentAnalyzer | LowercaseTokenizer | 2 | 0.856 | 1.754 | 445 | 0.63 | 0.25 | 0.42 | 0.38 | 0.545 | 0.5185185185185185 | 0.44642857142857145 | 0.38009049773755654 | 0.3486238532110092 | 0.529126213592233 |
57 | sample_reviews_varied | TensorflowCategorySentimentAnalyzer | NLTKWordTokenizer | 1 | 0.779 | 1.257 | 418 | 0.43 | 0.18 | 0.505 | 0.465 | 0.51 | 0.688 | 0.3076923076923077 | 0.2961876832844575 | 0.3576923076923077 | 0.6496815286624203 |
58 | sample_reviews_varied | TensorflowCategorySentimentAnalyzer | PottsTokenizer | 1 | |||||||||||||
59 | sample_reviews_varied | TensorflowCategorySentimentAnalyzer | PottsTokenizer | 2 | |||||||||||||
60 | sample_reviews_varied | TensorflowCategorySentimentAnalyzer | PottsTokenizer | 3 | 0.805 | 1.473 | 443 | 0.535 | 0.455 | 0.42 | 0.365 | 0.44 | 0.5846994535519126 | 0.4008810572687225 | 0.3514644351464435 | 0.3476190476190476 | 0.624113475177305 |
61 | sample_reviews_varied | TensorflowCategorySentimentAnalyzer | PottsTokenizerWithNegation | 1 | |||||||||||||
62 | sample_reviews_varied | TensorflowCategorySentimentAnalyzer | PottsTokenizerWithNegation | 2 | 0.901 | 1.833 | 413 | 0.435 | 0.28 | 0.355 | 0.415 | 0.58 | 0.46774193548387094 | 0.3660130718954248 | 0.3776595744680851 | 0.33739837398373984 | 0.5110132158590308 |
63 | sample_reviews_varied | TensorflowCategorySentimentAnalyzer | HuggingBertTokenizer | 1 | 0.817 | 1.453 | 425 | 0.535 | 0.34 | 0.4 | 0.31 | 0.54 | 0.5376884422110553 | 0.3333333333333333 | 0.32786885245901637 | 0.389937106918239 | 0.5567010309278351 |