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https://github.com/Steffo99/unimore-bda-6.git
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8.5 KiB
8.5 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 | 0.932 | 3.728 | 767 | 0.676 | inf | inf | inf | 0.858 | 0.8264058679706602 | inf | inf | inf | 0.7258883248730964 |
9 | sample_reviews_polar | NLTKSentimentAnalyzer | LowercaseTokenizer | 1 | 1.06 | 4.24 | 735 | 0.61 | inf | inf | inf | 0.86 | 0.8133333333333334 | inf | inf | inf | 0.688 |
10 | sample_reviews_polar | NLTKSentimentAnalyzer | NLTKWordTokenizer | 1 | 1.108 | 4.432 | 723 | 0.608 | inf | inf | inf | 0.838 | 0.7896103896103897 | inf | inf | inf | 0.6813008130081301 |
11 | sample_reviews_polar | NLTKSentimentAnalyzer | PottsTokenizer | 1 | 1.076 | 4.304 | 731 | 0.62 | inf | inf | inf | 0.842 | 0.7969151670951157 | inf | inf | inf | 0.6890343698854338 |
12 | sample_reviews_polar | NLTKSentimentAnalyzer | PottsTokenizerWithNegation | 1 | 1.196 | 4.784 | 701 | 0.582 | inf | inf | inf | 0.82 | 0.7637795275590551 | inf | inf | inf | 0.6623586429725363 |
13 | sample_reviews_polar | NLTKSentimentAnalyzer | HuggingBertTokenizer | 1 | 1.056 | 4.224 | 736 | 0.598 | inf | inf | inf | 0.874 | 0.8259668508287292 | inf | inf | inf | 0.6849529780564263 |
14 | sample_reviews_polar | TensorflowPolarSentimentAnalyzer | PlainTokenizer | 1 | |||||||||||||
15 | sample_reviews_polar | TensorflowPolarSentimentAnalyzer | PlainTokenizer | 2 | 0.568 | 2.272 | 858 | 0.87 | inf | inf | inf | 0.846 | 0.849609375 | inf | inf | inf | 0.8668032786885246 |
16 | sample_reviews_polar | TensorflowPolarSentimentAnalyzer | LowercaseTokenizer | 1 | 0.488 | 1.952 | 878 | 0.844 | inf | inf | inf | 0.912 | 0.9055793991416309 | inf | inf | inf | 0.8539325842696629 |
17 | sample_reviews_polar | TensorflowPolarSentimentAnalyzer | NLTKWordTokenizer | 1 | 0.46 | 1.84 | 885 | 0.872 | inf | inf | inf | 0.898 | 0.8952772073921971 | inf | inf | inf | 0.8752436647173489 |
18 | sample_reviews_polar | TensorflowPolarSentimentAnalyzer | PottsTokenizer | 1 | |||||||||||||
19 | sample_reviews_polar | TensorflowPolarSentimentAnalyzer | PottsTokenizer | 2 | 0.496 | 1.984 | 876 | 0.858 | inf | inf | inf | 0.894 | 0.8900414937759336 | inf | inf | inf | 0.862934362934363 |
20 | sample_reviews_polar | TensorflowPolarSentimentAnalyzer | PottsTokenizerWithNegation | 1 | 0.512 | 2.048 | 872 | 0.856 | inf | inf | inf | 0.888 | 0.8842975206611571 | inf | inf | inf | 0.8604651162790697 |
21 | sample_reviews_polar | TensorflowPolarSentimentAnalyzer | HuggingBertTokenizer | 1 | 0.488 | 1.952 | 878 | 0.9 | inf | inf | inf | 0.856 | 0.8620689655172413 | inf | inf | inf | 0.895397489539749 |
22 | sample_reviews_polar | TensorflowCategorySentimentAnalyzer | PlainTokenizer | 1 | 0.492 | 1.968 | 877 | 0.89 | inf | inf | inf | 0.864 | 0.8674463937621832 | inf | inf | inf | 0.8870636550308009 |
23 | sample_reviews_polar | TensorflowCategorySentimentAnalyzer | LowercaseTokenizer | 1 | 0.544 | 2.176 | 864 | 0.892 | inf | inf | inf | 0.836 | 0.8446969696969697 | inf | inf | inf | 0.885593220338983 |
24 | sample_reviews_polar | TensorflowCategorySentimentAnalyzer | NLTKWordTokenizer | 1 | |||||||||||||
25 | sample_reviews_polar | TensorflowCategorySentimentAnalyzer | NLTKWordTokenizer | 2 | 0.496 | 1.984 | 876 | 0.866 | inf | inf | inf | 0.886 | 0.8836734693877552 | inf | inf | inf | 0.8686274509803922 |
26 | sample_reviews_polar | TensorflowCategorySentimentAnalyzer | PottsTokenizer | 1 | 0.476 | 1.904 | 881 | 0.872 | inf | inf | inf | 0.89 | 0.8879837067209776 | inf | inf | inf | 0.8742632612966601 |
27 | sample_reviews_polar | TensorflowCategorySentimentAnalyzer | PottsTokenizerWithNegation | 1 | 0.444 | 1.776 | 889 | 0.882 | inf | inf | inf | 0.896 | 0.8945233265720081 | inf | inf | inf | 0.883629191321499 |
28 | sample_reviews_polar | TensorflowCategorySentimentAnalyzer | HuggingBertTokenizer | 1 | 0.56 | 2.24 | 860 | 0.854 | inf | inf | inf | 0.866 | 0.8643724696356275 | inf | inf | inf | 0.8557312252964426 |
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 | 1.228 | 3.07 | 364 | 0.385 | 0.27 | 0.25 | 0.155 | 0.76 | 0.5620437956204379 | 0.4186046511627907 | 0.3067484662576687 | 0.4025974025974026 | 0.3076923076923077 |
36 | sample_reviews_varied | NLTKSentimentAnalyzer | LowercaseTokenizer | 1 | 1.322 | 3.384 | 322 | 0.3 | 0.205 | 0.245 | 0.1 | 0.76 | 0.46875 | 0.31297709923664124 | 0.3475177304964539 | 0.2898550724637681 | 0.2862523540489642 |
37 | sample_reviews_varied | NLTKSentimentAnalyzer | NLTKWordTokenizer | 1 | 1.223 | 2.863 | 329 | 0.485 | 0.185 | 0.15 | 0.14 | 0.685 | 0.4041666666666667 | 0.29838709677419356 | 0.21428571428571427 | 0.345679012345679 | 0.3301204819277108 |
38 | sample_reviews_varied | NLTKSentimentAnalyzer | PottsTokenizer | 1 | 1.3 | 3.272 | 328 | 0.39 | 0.25 | 0.22 | 0.065 | 0.715 | 0.46987951807228917 | 0.31446540880503143 | 0.3333333333333333 | 0.2653061224489796 | 0.2894736842105263 |
39 | sample_reviews_varied | NLTKSentimentAnalyzer | PottsTokenizerWithNegation | 1 | 1.262 | 3.148 | 338 | 0.35 | 0.28 | 0.12 | 0.14 | 0.8 | 0.48951048951048953 | 0.3076923076923077 | 0.34782608695652173 | 0.3181818181818182 | 0.3088803088803089 |
40 | sample_reviews_varied | NLTKSentimentAnalyzer | HuggingBertTokenizer | 1 | 1.37 | 3.576 | 317 | 0.265 | 0.305 | 0.185 | 0.105 | 0.725 | 0.4774774774774775 | 0.291866028708134 | 0.3394495412844037 | 0.38181818181818183 | 0.2810077519379845 |
41 | sample_reviews_varied | TensorflowPolarSentimentAnalyzer | PlainTokenizer | 1 | 1.268 | 3.072 | 329 | 0.835 | 0.0 | 0.0 | 0.0 | 0.81 | 0.3280943025540275 | inf | inf | inf | 0.329938900203666 |
42 | sample_reviews_varied | TensorflowPolarSentimentAnalyzer | LowercaseTokenizer | 1 | |||||||||||||
43 | sample_reviews_varied | TensorflowPolarSentimentAnalyzer | LowercaseTokenizer | 2 | 1.268 | 3.072 | 336 | 0.95 | 0.0 | 0.0 | 0.0 | 0.73 | 0.2954898911353033 | inf | inf | inf | 0.40896358543417366 |
44 | sample_reviews_varied | TensorflowPolarSentimentAnalyzer | NLTKWordTokenizer | 1 | |||||||||||||
45 | sample_reviews_varied | TensorflowPolarSentimentAnalyzer | NLTKWordTokenizer | 2 | |||||||||||||
46 | sample_reviews_varied | TensorflowPolarSentimentAnalyzer | NLTKWordTokenizer | 3 | 1.262 | 3.048 | 334 | 0.835 | 0.0 | 0.0 | 0.0 | 0.835 | 0.35084033613445376 | inf | inf | inf | 0.3187022900763359 |
47 | sample_reviews_varied | TensorflowPolarSentimentAnalyzer | PottsTokenizer | 1 | |||||||||||||
48 | sample_reviews_varied | TensorflowPolarSentimentAnalyzer | PottsTokenizer | 2 | 1.198 | 2.792 | 347 | 0.875 | 0.0 | 0.0 | 0.0 | 0.86 | 0.32710280373831774 | inf | inf | inf | 0.36989247311827955 |
49 | sample_reviews_varied | TensorflowPolarSentimentAnalyzer | PottsTokenizerWithNegation | 1 | 1.26 | 3.04 | 337 | 0.78 | 0.0 | 0.0 | 0.0 | 0.905 | 0.37681159420289856 | inf | inf | inf | 0.30887372013651876 |
50 | sample_reviews_varied | TensorflowPolarSentimentAnalyzer | HuggingBertTokenizer | 1 | 1.166 | 2.664 | 353 | 0.885 | 0.0 | 0.0 | 0.0 | 0.88 | 0.33270676691729323 | inf | inf | inf | 0.37606837606837606 |
51 | sample_reviews_varied | TensorflowCategorySentimentAnalyzer | PlainTokenizer | 1 | 0.898 | 1.814 | 412 | 0.465 | 0.285 | 0.4 | 0.46 | 0.45 | 0.5470588235294118 | 0.3275862068965517 | 0.33755274261603374 | 0.36507936507936506 | 0.5389221556886228 |
52 | sample_reviews_varied | TensorflowCategorySentimentAnalyzer | LowercaseTokenizer | 1 | 0.802 | 1.4 | 427 | 0.49 | 0.4 | 0.385 | 0.425 | 0.435 | 0.5632183908045977 | 0.40404040404040403 | 0.3181818181818182 | 0.34274193548387094 | 0.6304347826086957 |
53 | sample_reviews_varied | TensorflowCategorySentimentAnalyzer | NLTKWordTokenizer | 1 | 0.818 | 1.5 | 434 | 0.64 | 0.335 | 0.305 | 0.35 | 0.54 | 0.5161290322580645 | 0.335 | 0.3674698795180723 | 0.3645833333333333 | 0.5567010309278351 |
54 | sample_reviews_varied | TensorflowCategorySentimentAnalyzer | PottsTokenizer | 1 | |||||||||||||
55 | sample_reviews_varied | TensorflowCategorySentimentAnalyzer | PottsTokenizer | 2 | 0.818 | 1.508 | 431 | 0.535 | 0.265 | 0.315 | 0.375 | 0.665 | 0.5944444444444444 | 0.38405797101449274 | 0.3058252427184466 | 0.33783783783783783 | 0.5236220472440944 |
56 | sample_reviews_varied | TensorflowCategorySentimentAnalyzer | PottsTokenizerWithNegation | 1 | |||||||||||||
57 | sample_reviews_varied | TensorflowCategorySentimentAnalyzer | PottsTokenizerWithNegation | 2 | |||||||||||||
58 | sample_reviews_varied | TensorflowCategorySentimentAnalyzer | PottsTokenizerWithNegation | 3 | 0.811 | 1.505 | 447 | 0.565 | 0.43 | 0.38 | 0.31 | 0.55 | 0.5330188679245284 | 0.4321608040201005 | 0.3958333333333333 | 0.3229166666666667 | 0.5365853658536586 |
59 | sample_reviews_varied | TensorflowCategorySentimentAnalyzer | HuggingBertTokenizer | 1 | 0.782 | 1.446 | 449 | 0.495 | 0.295 | 0.46 | 0.475 | 0.52 | 0.5210526315789473 | 0.38562091503267976 | 0.3484848484848485 | 0.4148471615720524 | 0.6341463414634146 |