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64 lines
8.9 KiB
Text
64 lines
8.9 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 1.06 4.24 735 0.636 inf inf inf 0.834 0.7930174563591023 inf inf inf 0.6961602671118531
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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
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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
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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
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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
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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
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sample_reviews_polar TensorflowPolarSentimentAnalyzer PlainTokenizer 1
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sample_reviews_polar TensorflowPolarSentimentAnalyzer PlainTokenizer 2
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sample_reviews_polar TensorflowPolarSentimentAnalyzer PlainTokenizer 3
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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
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sample_reviews_polar TensorflowPolarSentimentAnalyzer LowercaseTokenizer 1
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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
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sample_reviews_polar TensorflowPolarSentimentAnalyzer NLTKWordTokenizer 1
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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
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sample_reviews_polar TensorflowPolarSentimentAnalyzer PottsTokenizer 1
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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
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sample_reviews_polar TensorflowPolarSentimentAnalyzer PottsTokenizerWithNegation 1
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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
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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
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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
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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
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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
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sample_reviews_polar TensorflowCategorySentimentAnalyzer PottsTokenizer 1
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sample_reviews_polar TensorflowCategorySentimentAnalyzer PottsTokenizer 2
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sample_reviews_polar TensorflowCategorySentimentAnalyzer PottsTokenizer 3
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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
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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
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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
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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 1.107 2.545 375 0.535 0.37 0.185 0.11 0.675 0.4592274678111588 0.3627450980392157 0.30327868852459017 0.36065573770491804 0.35526315789473684
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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
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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
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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
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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
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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
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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
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sample_reviews_varied TensorflowPolarSentimentAnalyzer LowercaseTokenizer 1
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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
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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
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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
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sample_reviews_varied TensorflowPolarSentimentAnalyzer PottsTokenizerWithNegation 1
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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
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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
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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
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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
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sample_reviews_varied TensorflowCategorySentimentAnalyzer NLTKWordTokenizer 1
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sample_reviews_varied TensorflowCategorySentimentAnalyzer NLTKWordTokenizer 2
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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
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sample_reviews_varied TensorflowCategorySentimentAnalyzer PottsTokenizer 1
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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
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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
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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
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