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https://github.com/Steffo99/unimore-bda-6.git
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8.9 KiB
8.9 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 | 1.06 | 4.24 | 735 | 0.636 | inf | inf | inf | 0.834 | 0.7930174563591023 | inf | inf | inf | 0.6961602671118531 |
9 | sample_reviews_polar | NLTKSentimentAnalyzer | LowercaseTokenizer | 1 | 0.984 | 3.936 | 754 | 0.676 | inf | inf | inf | 0.832 | 0.8009478672985783 | inf | inf | inf | 0.7197231833910035 |
10 | sample_reviews_polar | NLTKSentimentAnalyzer | NLTKWordTokenizer | 1 | 1.212 | 4.848 | 697 | 0.57 | inf | inf | inf | 0.824 | 0.7640750670241286 | inf | inf | inf | 0.6570972886762361 |
11 | sample_reviews_polar | NLTKSentimentAnalyzer | PottsTokenizer | 1 | 1.084 | 4.336 | 729 | 0.598 | inf | inf | inf | 0.86 | 0.8102981029810298 | inf | inf | inf | 0.6814580031695721 |
12 | sample_reviews_polar | NLTKSentimentAnalyzer | PottsTokenizerWithNegation | 1 | 0.996 | 3.984 | 751 | 0.644 | inf | inf | inf | 0.858 | 0.8193384223918575 | inf | inf | inf | 0.7067545304777595 |
13 | sample_reviews_polar | NLTKSentimentAnalyzer | HuggingBertTokenizer | 1 | 1.08 | 4.32 | 730 | 0.626 | inf | inf | inf | 0.834 | 0.7904040404040404 | inf | inf | inf | 0.6903973509933775 |
14 | sample_reviews_polar | TensorflowPolarSentimentAnalyzer | PlainTokenizer | 1 | |||||||||||||
15 | sample_reviews_polar | TensorflowPolarSentimentAnalyzer | PlainTokenizer | 2 | |||||||||||||
16 | sample_reviews_polar | TensorflowPolarSentimentAnalyzer | PlainTokenizer | 3 | |||||||||||||
17 | sample_reviews_polar | TensorflowPolarSentimentAnalyzer | PlainTokenizer | 4 | 0.532 | 2.128 | 867 | 0.908 | inf | inf | inf | 0.826 | 0.8391866913123844 | inf | inf | inf | 0.8997821350762527 |
18 | sample_reviews_polar | TensorflowPolarSentimentAnalyzer | LowercaseTokenizer | 1 | |||||||||||||
19 | sample_reviews_polar | TensorflowPolarSentimentAnalyzer | LowercaseTokenizer | 2 | 0.624 | 2.496 | 844 | 0.894 | inf | inf | inf | 0.794 | 0.8127272727272727 | inf | inf | inf | 0.8822222222222222 |
20 | sample_reviews_polar | TensorflowPolarSentimentAnalyzer | NLTKWordTokenizer | 1 | |||||||||||||
21 | sample_reviews_polar | TensorflowPolarSentimentAnalyzer | NLTKWordTokenizer | 2 | 0.588 | 2.352 | 853 | 0.842 | inf | inf | inf | 0.864 | 0.8609406952965235 | inf | inf | inf | 0.8454011741682974 |
22 | sample_reviews_polar | TensorflowPolarSentimentAnalyzer | PottsTokenizer | 1 | |||||||||||||
23 | sample_reviews_polar | TensorflowPolarSentimentAnalyzer | PottsTokenizer | 2 | 0.48 | 1.92 | 880 | 0.84 | inf | inf | inf | 0.92 | 0.9130434782608695 | inf | inf | inf | 0.8518518518518519 |
24 | sample_reviews_polar | TensorflowPolarSentimentAnalyzer | PottsTokenizerWithNegation | 1 | |||||||||||||
25 | sample_reviews_polar | TensorflowPolarSentimentAnalyzer | PottsTokenizerWithNegation | 2 | 0.448 | 1.792 | 888 | 0.914 | inf | inf | inf | 0.862 | 0.8688212927756654 | inf | inf | inf | 0.9092827004219409 |
26 | sample_reviews_polar | TensorflowPolarSentimentAnalyzer | HuggingBertTokenizer | 1 | 0.496 | 1.984 | 876 | 0.874 | inf | inf | inf | 0.878 | 0.8775100401606426 | inf | inf | inf | 0.8745019920318725 |
27 | sample_reviews_polar | TensorflowCategorySentimentAnalyzer | PlainTokenizer | 1 | 0.472 | 1.888 | 882 | 0.886 | inf | inf | inf | 0.878 | 0.878968253968254 | inf | inf | inf | 0.8850806451612904 |
28 | sample_reviews_polar | TensorflowCategorySentimentAnalyzer | LowercaseTokenizer | 1 | 0.488 | 1.952 | 878 | 0.882 | inf | inf | inf | 0.874 | 0.875 | inf | inf | inf | 0.8810483870967742 |
29 | sample_reviews_polar | TensorflowCategorySentimentAnalyzer | NLTKWordTokenizer | 1 | 0.428 | 1.712 | 893 | 0.896 | inf | inf | inf | 0.89 | 0.8906560636182903 | inf | inf | inf | 0.8953722334004024 |
30 | sample_reviews_polar | TensorflowCategorySentimentAnalyzer | PottsTokenizer | 1 | |||||||||||||
31 | sample_reviews_polar | TensorflowCategorySentimentAnalyzer | PottsTokenizer | 2 | |||||||||||||
32 | sample_reviews_polar | TensorflowCategorySentimentAnalyzer | PottsTokenizer | 3 | |||||||||||||
33 | sample_reviews_polar | TensorflowCategorySentimentAnalyzer | PottsTokenizer | 4 | 0.54 | 2.16 | 865 | 0.886 | inf | inf | inf | 0.844 | 0.8502879078694817 | inf | inf | inf | 0.8810020876826722 |
34 | sample_reviews_polar | TensorflowCategorySentimentAnalyzer | PottsTokenizerWithNegation | 1 | 0.544 | 2.176 | 864 | 0.89 | inf | inf | inf | 0.838 | 0.8460076045627376 | inf | inf | inf | 0.8839662447257384 |
35 | sample_reviews_polar | TensorflowCategorySentimentAnalyzer | HuggingBertTokenizer | 1 | 0.564 | 2.256 | 859 | 0.858 | inf | inf | inf | 0.86 | 0.8597194388777555 | inf | inf | inf | 0.8582834331337326 |
36 | 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 |
37 | 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 |
38 | 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 |
39 | 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 |
40 | 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 |
41 | 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 |
42 | sample_reviews_varied | NLTKSentimentAnalyzer | PlainTokenizer | 1 | 1.107 | 2.545 | 375 | 0.535 | 0.37 | 0.185 | 0.11 | 0.675 | 0.4592274678111588 | 0.3627450980392157 | 0.30327868852459017 | 0.36065573770491804 | 0.35526315789473684 |
43 | sample_reviews_varied | NLTKSentimentAnalyzer | LowercaseTokenizer | 1 | 1.376 | 3.58 | 310 | 0.295 | 0.275 | 0.135 | 0.14 | 0.705 | 0.4338235294117647 | 0.3125 | 0.28421052631578947 | 0.45161290322580644 | 0.2655367231638418 |
44 | sample_reviews_varied | NLTKSentimentAnalyzer | NLTKWordTokenizer | 1 | 1.305 | 3.255 | 315 | 0.28 | 0.28 | 0.16 | 0.14 | 0.715 | 0.35 | 0.3027027027027027 | 0.3368421052631579 | 0.358974358974359 | 0.2966804979253112 |
45 | sample_reviews_varied | NLTKSentimentAnalyzer | PottsTokenizer | 1 | 1.289 | 3.285 | 340 | 0.36 | 0.295 | 0.155 | 0.175 | 0.715 | 0.5714285714285714 | 0.34104046242774566 | 0.2980769230769231 | 0.35714285714285715 | 0.2865731462925852 |
46 | sample_reviews_varied | NLTKSentimentAnalyzer | PottsTokenizerWithNegation | 1 | 1.222 | 2.91 | 333 | 0.365 | 0.175 | 0.31 | 0.11 | 0.705 | 0.5140845070422535 | 0.3181818181818182 | 0.2627118644067797 | 0.39285714285714285 | 0.3092105263157895 |
47 | sample_reviews_varied | NLTKSentimentAnalyzer | HuggingBertTokenizer | 1 | 1.309 | 3.207 | 310 | 0.37 | 0.235 | 0.17 | 0.105 | 0.67 | 0.5211267605633803 | 0.2883435582822086 | 0.2809917355371901 | 0.3181818181818182 | 0.2637795275590551 |
48 | sample_reviews_varied | TensorflowPolarSentimentAnalyzer | PlainTokenizer | 1 | 1.296 | 3.184 | 332 | 0.875 | 0.0 | 0.0 | 0.0 | 0.785 | 0.30973451327433627 | inf | inf | inf | 0.36091954022988504 |
49 | sample_reviews_varied | TensorflowPolarSentimentAnalyzer | LowercaseTokenizer | 1 | |||||||||||||
50 | sample_reviews_varied | TensorflowPolarSentimentAnalyzer | LowercaseTokenizer | 2 | 1.256 | 3.024 | 344 | 0.795 | 0.0 | 0.0 | 0.0 | 0.925 | 0.3975 | inf | inf | inf | 0.30833333333333335 |
51 | sample_reviews_varied | TensorflowPolarSentimentAnalyzer | NLTKWordTokenizer | 1 | 1.276 | 3.104 | 336 | 0.775 | 0.0 | 0.0 | 0.0 | 0.905 | 0.3530751708428246 | inf | inf | inf | 0.3226381461675579 |
52 | sample_reviews_varied | TensorflowPolarSentimentAnalyzer | PottsTokenizer | 1 | 1.22 | 2.88 | 346 | 0.885 | 0.0 | 0.0 | 0.0 | 0.845 | 0.31494661921708184 | inf | inf | inf | 0.3858447488584475 |
53 | sample_reviews_varied | TensorflowPolarSentimentAnalyzer | PottsTokenizerWithNegation | 1 | |||||||||||||
54 | sample_reviews_varied | TensorflowPolarSentimentAnalyzer | PottsTokenizerWithNegation | 2 | 1.286 | 3.144 | 329 | 0.81 | 0.0 | 0.0 | 0.0 | 0.835 | 0.3432203389830508 | inf | inf | inf | 0.3162878787878788 |
55 | sample_reviews_varied | TensorflowPolarSentimentAnalyzer | HuggingBertTokenizer | 1 | 1.234 | 2.936 | 342 | 0.82 | 0.0 | 0.0 | 0.0 | 0.89 | 0.3234714003944773 | inf | inf | inf | 0.36105476673427994 |
56 | sample_reviews_varied | TensorflowCategorySentimentAnalyzer | PlainTokenizer | 1 | 0.806 | 1.516 | 442 | 0.49 | 0.36 | 0.48 | 0.395 | 0.485 | 0.5414364640883977 | 0.36 | 0.375 | 0.398989898989899 | 0.5878787878787879 |
57 | sample_reviews_varied | TensorflowCategorySentimentAnalyzer | LowercaseTokenizer | 1 | 0.812 | 1.418 | 420 | 0.555 | 0.13 | 0.405 | 0.565 | 0.445 | 0.5577889447236181 | 0.33766233766233766 | 0.3103448275862069 | 0.3610223642172524 | 0.5933333333333334 |
58 | sample_reviews_varied | TensorflowCategorySentimentAnalyzer | NLTKWordTokenizer | 1 | |||||||||||||
59 | sample_reviews_varied | TensorflowCategorySentimentAnalyzer | NLTKWordTokenizer | 2 | |||||||||||||
60 | sample_reviews_varied | TensorflowCategorySentimentAnalyzer | NLTKWordTokenizer | 3 | 0.812 | 1.554 | 452 | 0.46 | 0.46 | 0.355 | 0.435 | 0.55 | 0.6216216216216216 | 0.3898305084745763 | 0.3879781420765027 | 0.3717948717948718 | 0.5527638190954773 |
61 | sample_reviews_varied | TensorflowCategorySentimentAnalyzer | PottsTokenizer | 1 | |||||||||||||
62 | sample_reviews_varied | TensorflowCategorySentimentAnalyzer | PottsTokenizer | 2 | 0.741 | 1.313 | 466 | 0.535 | 0.4 | 0.505 | 0.43 | 0.46 | 0.5631578947368421 | 0.40816326530612246 | 0.404 | 0.3926940639269406 | 0.6344827586206897 |
63 | sample_reviews_varied | TensorflowCategorySentimentAnalyzer | PottsTokenizerWithNegation | 1 | 0.828 | 1.406 | 404 | 0.57 | 0.21 | 0.5 | 0.335 | 0.405 | 0.504424778761062 | 0.3925233644859813 | 0.3067484662576687 | 0.3401015228426396 | 0.5625 |
64 | sample_reviews_varied | TensorflowCategorySentimentAnalyzer | HuggingBertTokenizer | 1 | 0.801 | 1.453 | 428 | 0.375 | 0.33 | 0.465 | 0.4 | 0.57 | 0.6302521008403361 | 0.35294117647058826 | 0.34572490706319703 | 0.37735849056603776 | 0.5352112676056338 |