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https://github.com/Steffo99/unimore-bda-6.git
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8.7 KiB
8.7 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 | 1.112 | 4.448 | 722 | 0.6 | inf | inf | inf | 0.844 | 0.7936507936507936 | inf | inf | inf | 0.6784565916398714 |
9 | sample_reviews_polar | NLTKSentimentAnalyzer | LowercaseTokenizer | 1 | 0.844 | 3.376 | 789 | 0.732 | inf | inf | inf | 0.846 | 0.8261851015801355 | inf | inf | inf | 0.7594254937163375 |
10 | sample_reviews_polar | NLTKSentimentAnalyzer | NLTKWordTokenizer | 1 | 1.016 | 4.064 | 746 | 0.636 | inf | inf | inf | 0.856 | 0.8153846153846154 | inf | inf | inf | 0.7016393442622951 |
11 | sample_reviews_polar | NLTKSentimentAnalyzer | PottsTokenizer | 1 | 0.876 | 3.504 | 781 | 0.676 | inf | inf | inf | 0.886 | 0.8556962025316456 | inf | inf | inf | 0.7322314049586777 |
12 | sample_reviews_polar | NLTKSentimentAnalyzer | PottsTokenizerWithNegation | 1 | 1.14 | 4.56 | 715 | 0.588 | inf | inf | inf | 0.842 | 0.7882037533512064 | inf | inf | inf | 0.671451355661882 |
13 | sample_reviews_polar | NLTKSentimentAnalyzer | HuggingBertTokenizer | 1 | 1.256 | 5.024 | 686 | 0.566 | inf | inf | inf | 0.806 | 0.7447368421052631 | inf | inf | inf | 0.65 |
14 | sample_reviews_polar | TensorflowPolarSentimentAnalyzer | PlainTokenizer | 1 | 0.592 | 2.368 | 852 | 0.882 | inf | inf | inf | 0.822 | 0.8320754716981132 | inf | inf | inf | 0.874468085106383 |
15 | sample_reviews_polar | TensorflowPolarSentimentAnalyzer | LowercaseTokenizer | 1 | |||||||||||||
16 | sample_reviews_polar | TensorflowPolarSentimentAnalyzer | LowercaseTokenizer | 2 | 0.54 | 2.16 | 865 | 0.892 | inf | inf | inf | 0.838 | 0.8462998102466793 | inf | inf | inf | 0.8858350951374208 |
17 | sample_reviews_polar | TensorflowPolarSentimentAnalyzer | NLTKWordTokenizer | 1 | |||||||||||||
18 | sample_reviews_polar | TensorflowPolarSentimentAnalyzer | NLTKWordTokenizer | 2 | |||||||||||||
19 | sample_reviews_polar | TensorflowPolarSentimentAnalyzer | NLTKWordTokenizer | 3 | |||||||||||||
20 | sample_reviews_polar | TensorflowPolarSentimentAnalyzer | NLTKWordTokenizer | 4 | |||||||||||||
21 | sample_reviews_polar | TensorflowPolarSentimentAnalyzer | NLTKWordTokenizer | 5 | 0.532 | 2.128 | 867 | 0.832 | inf | inf | inf | 0.902 | 0.8946236559139785 | inf | inf | inf | 0.8429906542056075 |
22 | sample_reviews_polar | TensorflowPolarSentimentAnalyzer | PottsTokenizer | 1 | 0.532 | 2.128 | 867 | 0.882 | inf | inf | inf | 0.852 | 0.8563106796116505 | inf | inf | inf | 0.8783505154639175 |
23 | sample_reviews_polar | TensorflowPolarSentimentAnalyzer | PottsTokenizerWithNegation | 1 | 0.456 | 1.824 | 886 | 0.878 | inf | inf | inf | 0.894 | 0.8922764227642277 | inf | inf | inf | 0.8799212598425197 |
24 | sample_reviews_polar | TensorflowPolarSentimentAnalyzer | HuggingBertTokenizer | 1 | 0.632 | 2.528 | 842 | 0.894 | inf | inf | inf | 0.79 | 0.8097826086956522 | inf | inf | inf | 0.8816964285714286 |
25 | sample_reviews_polar | TensorflowCategorySentimentAnalyzer | PlainTokenizer | 1 | 0.508 | 2.032 | 873 | 0.896 | inf | inf | inf | 0.85 | 0.8565965583173997 | inf | inf | inf | 0.8909853249475891 |
26 | sample_reviews_polar | TensorflowCategorySentimentAnalyzer | LowercaseTokenizer | 1 | 0.552 | 2.208 | 862 | 0.838 | inf | inf | inf | 0.886 | 0.8802521008403361 | inf | inf | inf | 0.8454198473282443 |
27 | sample_reviews_polar | TensorflowCategorySentimentAnalyzer | NLTKWordTokenizer | 1 | 0.52 | 2.08 | 870 | 0.87 | inf | inf | inf | 0.87 | 0.87 | inf | inf | inf | 0.87 |
28 | sample_reviews_polar | TensorflowCategorySentimentAnalyzer | PottsTokenizer | 1 | |||||||||||||
29 | sample_reviews_polar | TensorflowCategorySentimentAnalyzer | PottsTokenizer | 2 | 0.468 | 1.872 | 883 | 0.908 | inf | inf | inf | 0.858 | 0.8647619047619047 | inf | inf | inf | 0.9031578947368422 |
30 | sample_reviews_polar | TensorflowCategorySentimentAnalyzer | PottsTokenizerWithNegation | 1 | 0.576 | 2.304 | 856 | 0.814 | inf | inf | inf | 0.898 | 0.888646288209607 | inf | inf | inf | 0.8284132841328413 |
31 | sample_reviews_polar | TensorflowCategorySentimentAnalyzer | HuggingBertTokenizer | 1 | 0.58 | 2.32 | 855 | 0.864 | inf | inf | inf | 0.846 | 0.8487229862475442 | inf | inf | inf | 0.8615071283095723 |
32 | 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 |
33 | 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 |
34 | 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 |
35 | 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 |
36 | 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 |
37 | 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 |
38 | sample_reviews_varied | NLTKSentimentAnalyzer | PlainTokenizer | 1 | 1.294 | 3.25 | 324 | 0.295 | 0.25 | 0.215 | 0.145 | 0.715 | 0.3959731543624161 | 0.33557046979865773 | 0.30935251798561153 | 0.3670886075949367 | 0.29545454545454547 |
39 | sample_reviews_varied | NLTKSentimentAnalyzer | LowercaseTokenizer | 1 | 1.168 | 2.712 | 340 | 0.45 | 0.22 | 0.205 | 0.165 | 0.66 | 0.40358744394618834 | 0.3333333333333333 | 0.27702702702702703 | 0.35106382978723405 | 0.32754342431761785 |
40 | sample_reviews_varied | NLTKSentimentAnalyzer | NLTKWordTokenizer | 1 | 1.285 | 3.131 | 319 | 0.395 | 0.22 | 0.15 | 0.14 | 0.69 | 0.45664739884393063 | 0.2732919254658385 | 0.28846153846153844 | 0.34146341463414637 | 0.2875 |
41 | sample_reviews_varied | NLTKSentimentAnalyzer | PottsTokenizer | 1 | 1.225 | 3.039 | 360 | 0.395 | 0.3 | 0.195 | 0.18 | 0.73 | 0.5096774193548387 | 0.35294117647058826 | 0.35454545454545455 | 0.43373493975903615 | 0.3029045643153527 |
42 | sample_reviews_varied | NLTKSentimentAnalyzer | PottsTokenizerWithNegation | 1 | 1.317 | 3.321 | 318 | 0.36 | 0.1 | 0.275 | 0.11 | 0.745 | 0.4864864864864865 | 0.2564102564102564 | 0.3005464480874317 | 0.2857142857142857 | 0.2898832684824903 |
43 | sample_reviews_varied | NLTKSentimentAnalyzer | HuggingBertTokenizer | 1 | 1.389 | 3.683 | 322 | 0.24 | 0.3 | 0.185 | 0.12 | 0.765 | 0.45714285714285713 | 0.3488372093023256 | 0.3557692307692308 | 0.3582089552238806 | 0.27717391304347827 |
44 | sample_reviews_varied | TensorflowPolarSentimentAnalyzer | PlainTokenizer | 1 | |||||||||||||
45 | sample_reviews_varied | TensorflowPolarSentimentAnalyzer | PlainTokenizer | 2 | 1.296 | 3.184 | 332 | 0.755 | 0.0 | 0.0 | 0.0 | 0.905 | 0.3813131313131313 | inf | inf | inf | 0.2996688741721854 |
46 | sample_reviews_varied | TensorflowPolarSentimentAnalyzer | LowercaseTokenizer | 1 | 1.26 | 3.04 | 340 | 0.835 | 0.0 | 0.0 | 0.0 | 0.865 | 0.3599137931034483 | inf | inf | inf | 0.32276119402985076 |
47 | sample_reviews_varied | TensorflowPolarSentimentAnalyzer | NLTKWordTokenizer | 1 | |||||||||||||
48 | sample_reviews_varied | TensorflowPolarSentimentAnalyzer | NLTKWordTokenizer | 2 | 1.314 | 3.256 | 331 | 0.805 | 0.0 | 0.0 | 0.0 | 0.85 | 0.3425531914893617 | inf | inf | inf | 0.32075471698113206 |
49 | sample_reviews_varied | TensorflowPolarSentimentAnalyzer | PottsTokenizer | 1 | 1.222 | 2.888 | 344 | 0.89 | 0.0 | 0.0 | 0.0 | 0.83 | 0.3531746031746032 | inf | inf | inf | 0.3346774193548387 |
50 | sample_reviews_varied | TensorflowPolarSentimentAnalyzer | PottsTokenizerWithNegation | 1 | |||||||||||||
51 | sample_reviews_varied | TensorflowPolarSentimentAnalyzer | PottsTokenizerWithNegation | 2 | 1.224 | 2.896 | 339 | 0.84 | 0.0 | 0.0 | 0.0 | 0.855 | 0.33399602385685884 | inf | inf | inf | 0.3440643863179074 |
52 | sample_reviews_varied | TensorflowPolarSentimentAnalyzer | HuggingBertTokenizer | 1 | 1.198 | 2.792 | 343 | 0.845 | 0.0 | 0.0 | 0.0 | 0.87 | 0.3373253493013972 | inf | inf | inf | 0.3486973947895792 |
53 | sample_reviews_varied | TensorflowCategorySentimentAnalyzer | PlainTokenizer | 1 | 0.875 | 1.557 | 396 | 0.44 | 0.335 | 0.32 | 0.31 | 0.575 | 0.5432098765432098 | 0.3544973544973545 | 0.2570281124497992 | 0.3229166666666667 | 0.5528846153846154 |
54 | sample_reviews_varied | TensorflowCategorySentimentAnalyzer | LowercaseTokenizer | 1 | |||||||||||||
55 | sample_reviews_varied | TensorflowCategorySentimentAnalyzer | LowercaseTokenizer | 2 | 0.831 | 1.577 | 421 | 0.455 | 0.32 | 0.44 | 0.44 | 0.45 | 0.5833333333333334 | 0.40764331210191085 | 0.3548387096774194 | 0.34108527131782945 | 0.4972375690607735 |
56 | sample_reviews_varied | TensorflowCategorySentimentAnalyzer | NLTKWordTokenizer | 1 | |||||||||||||
57 | sample_reviews_varied | TensorflowCategorySentimentAnalyzer | NLTKWordTokenizer | 2 | |||||||||||||
58 | sample_reviews_varied | TensorflowCategorySentimentAnalyzer | NLTKWordTokenizer | 3 | 0.845 | 1.547 | 422 | 0.58 | 0.26 | 0.395 | 0.43 | 0.445 | 0.4773662551440329 | 0.42276422764227645 | 0.3278008298755187 | 0.36134453781512604 | 0.5741935483870968 |
59 | sample_reviews_varied | TensorflowCategorySentimentAnalyzer | PottsTokenizer | 1 | 0.817 | 1.385 | 406 | 0.48 | 0.46 | 0.29 | 0.34 | 0.46 | 0.5303867403314917 | 0.33454545454545453 | 0.30851063829787234 | 0.35051546391752575 | 0.5679012345679012 |
60 | sample_reviews_varied | TensorflowCategorySentimentAnalyzer | PottsTokenizerWithNegation | 1 | 0.822 | 1.42 | 412 | 0.62 | 0.37 | 0.24 | 0.305 | 0.525 | 0.5511111111111111 | 0.296 | 0.4067796610169492 | 0.28773584905660377 | 0.5384615384615384 |
61 | sample_reviews_varied | TensorflowCategorySentimentAnalyzer | HuggingBertTokenizer | 1 | 0.835 | 1.581 | 434 | 0.49 | 0.315 | 0.31 | 0.435 | 0.62 | 0.593939393939394 | 0.375 | 0.34831460674157305 | 0.3283018867924528 | 0.5535714285714286 |