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59 lines
8.5 KiB
Text
59 lines
8.5 KiB
Text
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
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sample_reviews_polar ThreeCheat PlainTokenizer 1 2.0 4.0 0 0.0 inf inf inf 0.0 inf inf 0.0 inf inf
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sample_reviews_polar ThreeCheat LowercaseTokenizer 1 2.0 4.0 0 0.0 inf inf inf 0.0 inf inf 0.0 inf inf
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sample_reviews_polar ThreeCheat NLTKWordTokenizer 1 2.0 4.0 0 0.0 inf inf inf 0.0 inf inf 0.0 inf inf
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sample_reviews_polar ThreeCheat PottsTokenizer 1 2.0 4.0 0 0.0 inf inf inf 0.0 inf inf 0.0 inf inf
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sample_reviews_polar ThreeCheat PottsTokenizerWithNegation 1 2.0 4.0 0 0.0 inf inf inf 0.0 inf inf 0.0 inf inf
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sample_reviews_polar ThreeCheat HuggingBertTokenizer 1 2.0 4.0 0 0.0 inf inf inf 0.0 inf inf 0.0 inf inf
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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
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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
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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
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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
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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
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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
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sample_reviews_polar TensorflowPolarSentimentAnalyzer PlainTokenizer 1
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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
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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
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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
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sample_reviews_polar TensorflowPolarSentimentAnalyzer PottsTokenizer 1
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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
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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
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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
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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
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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
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sample_reviews_polar TensorflowCategorySentimentAnalyzer NLTKWordTokenizer 1
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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sample_reviews_varied TensorflowPolarSentimentAnalyzer LowercaseTokenizer 1
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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
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sample_reviews_varied TensorflowPolarSentimentAnalyzer NLTKWordTokenizer 1
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sample_reviews_varied TensorflowPolarSentimentAnalyzer NLTKWordTokenizer 2
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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
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sample_reviews_varied TensorflowPolarSentimentAnalyzer PottsTokenizer 1
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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
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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
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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
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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
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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
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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
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sample_reviews_varied TensorflowCategorySentimentAnalyzer PottsTokenizer 1
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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
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sample_reviews_varied TensorflowCategorySentimentAnalyzer PottsTokenizerWithNegation 1
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sample_reviews_varied TensorflowCategorySentimentAnalyzer PottsTokenizerWithNegation 2
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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
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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
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