unimore/bda-6-steffo
unimore/bda-6-steffo
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bda-6-steffo/data/logs/run-success5.tsv

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12023-05-11 02:48:14,590__main__INFOStarted unimore-bda-6 in PRODUCTION mode!
22023-05-11 02:49:48,525__main__.sample_reviews_polar.ThreeCheat.PlainTokenizer.1INFOTraining sentiment analyzer: <ThreeCheat with <PlainTokenizer> tokenizer>
32023-05-11 02:49:48,526__main__.sample_reviews_polar.ThreeCheat.PlainTokenizer.1INFOTraining succeeded!
42023-05-11 02:49:48,526__main__.sample_reviews_polar.ThreeCheat.PlainTokenizer.1INFOEvaluating sentiment analyzer: <ThreeCheat with <PlainTokenizer> tokenizer>
52023-05-11 02:49:48,592__main__.sample_reviews_polar.ThreeCheat.PlainTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 2.0 mean absolute error, 4.0 mean squared error, 0.0 recall of 1.0, inf precision of 1.0, inf recall of 3.0, 0.0 precision of 3.0, 0.0 recall of 5.0, inf precision of 5.0, 0 perfect matches.
62023-05-11 02:49:48,734__main__.sample_reviews_polar.ThreeCheat.PlainTokenizerINFOReached target of 1 runs, moving on...
72023-05-11 02:49:48,735__main__.sample_reviews_polar.ThreeCheat.PlainTokenizerINFOCumulative evaluation results: Evaluation results: 1000 evaluated, 2.0 mean absolute error, 4.0 mean squared error, 0.0 recall of 1.0, inf precision of 1.0, inf recall of 2.0, inf precision of 2.0, inf recall of 3.0, 0.0 precision of 3.0, inf recall of 4.0, inf precision of 4.0, 0.0 recall of 5.0, inf precision of 5.0, 0 perfect matches.
82023-05-11 02:50:55,949__main__.sample_reviews_polar.ThreeCheat.LowercaseTokenizer.1INFOTraining sentiment analyzer: <ThreeCheat with <LowercaseTokenizer> tokenizer>
92023-05-11 02:50:55,949__main__.sample_reviews_polar.ThreeCheat.LowercaseTokenizer.1INFOTraining succeeded!
102023-05-11 02:50:55,950__main__.sample_reviews_polar.ThreeCheat.LowercaseTokenizer.1INFOEvaluating sentiment analyzer: <ThreeCheat with <LowercaseTokenizer> tokenizer>
112023-05-11 02:50:56,012__main__.sample_reviews_polar.ThreeCheat.LowercaseTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 2.0 mean absolute error, 4.0 mean squared error, 0.0 recall of 1.0, inf precision of 1.0, inf recall of 3.0, 0.0 precision of 3.0, 0.0 recall of 5.0, inf precision of 5.0, 0 perfect matches.
122023-05-11 02:50:56,145__main__.sample_reviews_polar.ThreeCheat.LowercaseTokenizerINFOReached target of 1 runs, moving on...
132023-05-11 02:50:56,146__main__.sample_reviews_polar.ThreeCheat.LowercaseTokenizerINFOCumulative evaluation results: Evaluation results: 1000 evaluated, 2.0 mean absolute error, 4.0 mean squared error, 0.0 recall of 1.0, inf precision of 1.0, inf recall of 2.0, inf precision of 2.0, inf recall of 3.0, 0.0 precision of 3.0, inf recall of 4.0, inf precision of 4.0, 0.0 recall of 5.0, inf precision of 5.0, 0 perfect matches.
142023-05-11 02:52:02,513__main__.sample_reviews_polar.ThreeCheat.NLTKWordTokenizer.1INFOTraining sentiment analyzer: <ThreeCheat with <NLTKWordTokenizer> tokenizer>
152023-05-11 02:52:02,513__main__.sample_reviews_polar.ThreeCheat.NLTKWordTokenizer.1INFOTraining succeeded!
162023-05-11 02:52:02,513__main__.sample_reviews_polar.ThreeCheat.NLTKWordTokenizer.1INFOEvaluating sentiment analyzer: <ThreeCheat with <NLTKWordTokenizer> tokenizer>
172023-05-11 02:52:02,585__main__.sample_reviews_polar.ThreeCheat.NLTKWordTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 2.0 mean absolute error, 4.0 mean squared error, 0.0 recall of 1.0, inf precision of 1.0, inf recall of 3.0, 0.0 precision of 3.0, 0.0 recall of 5.0, inf precision of 5.0, 0 perfect matches.
182023-05-11 02:52:02,719__main__.sample_reviews_polar.ThreeCheat.NLTKWordTokenizerINFOReached target of 1 runs, moving on...
192023-05-11 02:52:02,720__main__.sample_reviews_polar.ThreeCheat.NLTKWordTokenizerINFOCumulative evaluation results: Evaluation results: 1000 evaluated, 2.0 mean absolute error, 4.0 mean squared error, 0.0 recall of 1.0, inf precision of 1.0, inf recall of 2.0, inf precision of 2.0, inf recall of 3.0, 0.0 precision of 3.0, inf recall of 4.0, inf precision of 4.0, 0.0 recall of 5.0, inf precision of 5.0, 0 perfect matches.
202023-05-11 02:53:07,430__main__.sample_reviews_polar.ThreeCheat.PottsTokenizer.1INFOTraining sentiment analyzer: <ThreeCheat with <PottsTokenizer> tokenizer>
212023-05-11 02:53:07,430__main__.sample_reviews_polar.ThreeCheat.PottsTokenizer.1INFOTraining succeeded!
222023-05-11 02:53:07,430__main__.sample_reviews_polar.ThreeCheat.PottsTokenizer.1INFOEvaluating sentiment analyzer: <ThreeCheat with <PottsTokenizer> tokenizer>
232023-05-11 02:53:07,493__main__.sample_reviews_polar.ThreeCheat.PottsTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 2.0 mean absolute error, 4.0 mean squared error, 0.0 recall of 1.0, inf precision of 1.0, inf recall of 3.0, 0.0 precision of 3.0, 0.0 recall of 5.0, inf precision of 5.0, 0 perfect matches.
242023-05-11 02:53:07,625__main__.sample_reviews_polar.ThreeCheat.PottsTokenizerINFOReached target of 1 runs, moving on...
252023-05-11 02:53:07,625__main__.sample_reviews_polar.ThreeCheat.PottsTokenizerINFOCumulative evaluation results: Evaluation results: 1000 evaluated, 2.0 mean absolute error, 4.0 mean squared error, 0.0 recall of 1.0, inf precision of 1.0, inf recall of 2.0, inf precision of 2.0, inf recall of 3.0, 0.0 precision of 3.0, inf recall of 4.0, inf precision of 4.0, 0.0 recall of 5.0, inf precision of 5.0, 0 perfect matches.
262023-05-11 02:54:10,919__main__.sample_reviews_polar.ThreeCheat.PottsTokenizerWithNegation.1INFOTraining sentiment analyzer: <ThreeCheat with <PottsTokenizerWithNegation> tokenizer>
272023-05-11 02:54:10,919__main__.sample_reviews_polar.ThreeCheat.PottsTokenizerWithNegation.1INFOTraining succeeded!
282023-05-11 02:54:10,920__main__.sample_reviews_polar.ThreeCheat.PottsTokenizerWithNegation.1INFOEvaluating sentiment analyzer: <ThreeCheat with <PottsTokenizerWithNegation> tokenizer>
292023-05-11 02:54:10,981__main__.sample_reviews_polar.ThreeCheat.PottsTokenizerWithNegation.1INFOEvaluation results: Evaluation results: 1000 evaluated, 2.0 mean absolute error, 4.0 mean squared error, 0.0 recall of 1.0, inf precision of 1.0, inf recall of 3.0, 0.0 precision of 3.0, 0.0 recall of 5.0, inf precision of 5.0, 0 perfect matches.
302023-05-11 02:54:11,118__main__.sample_reviews_polar.ThreeCheat.PottsTokenizerWithNegationINFOReached target of 1 runs, moving on...
312023-05-11 02:54:11,118__main__.sample_reviews_polar.ThreeCheat.PottsTokenizerWithNegationINFOCumulative evaluation results: Evaluation results: 1000 evaluated, 2.0 mean absolute error, 4.0 mean squared error, 0.0 recall of 1.0, inf precision of 1.0, inf recall of 2.0, inf precision of 2.0, inf recall of 3.0, 0.0 precision of 3.0, inf recall of 4.0, inf precision of 4.0, 0.0 recall of 5.0, inf precision of 5.0, 0 perfect matches.
322023-05-11 02:55:20,447__main__.sample_reviews_polar.ThreeCheat.HuggingBertTokenizer.1INFOTraining sentiment analyzer: <ThreeCheat with <HuggingBertTokenizer> tokenizer>
332023-05-11 02:55:20,447__main__.sample_reviews_polar.ThreeCheat.HuggingBertTokenizer.1INFOTraining succeeded!
342023-05-11 02:55:20,447__main__.sample_reviews_polar.ThreeCheat.HuggingBertTokenizer.1INFOEvaluating sentiment analyzer: <ThreeCheat with <HuggingBertTokenizer> tokenizer>
352023-05-11 02:55:20,511__main__.sample_reviews_polar.ThreeCheat.HuggingBertTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 2.0 mean absolute error, 4.0 mean squared error, 0.0 recall of 1.0, inf precision of 1.0, inf recall of 3.0, 0.0 precision of 3.0, 0.0 recall of 5.0, inf precision of 5.0, 0 perfect matches.
362023-05-11 02:55:20,642__main__.sample_reviews_polar.ThreeCheat.HuggingBertTokenizerINFOReached target of 1 runs, moving on...
372023-05-11 02:55:20,642__main__.sample_reviews_polar.ThreeCheat.HuggingBertTokenizerINFOCumulative evaluation results: Evaluation results: 1000 evaluated, 2.0 mean absolute error, 4.0 mean squared error, 0.0 recall of 1.0, inf precision of 1.0, inf recall of 2.0, inf precision of 2.0, inf recall of 3.0, 0.0 precision of 3.0, inf recall of 4.0, inf precision of 4.0, 0.0 recall of 5.0, inf precision of 5.0, 0 perfect matches.
382023-05-11 02:56:25,464__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PlainTokenizer.1INFOTraining sentiment analyzer: <NLTKSentimentAnalyzer with <PlainTokenizer> tokenizer>
392023-05-11 02:58:39,936__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PlainTokenizer.1INFOTraining succeeded!
402023-05-11 02:58:39,936__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PlainTokenizer.1INFOEvaluating sentiment analyzer: <NLTKSentimentAnalyzer with <PlainTokenizer> tokenizer>
412023-05-11 02:59:42,928__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PlainTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 1.112 mean absolute error, 4.448 mean squared error, 0.6 recall of 1.0, 0.7936507936507936 precision of 1.0, 0.844 recall of 5.0, 0.6784565916398714 precision of 5.0, 722 perfect matches.
422023-05-11 02:59:43,056__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PlainTokenizerINFOReached target of 1 runs, moving on...
432023-05-11 02:59:43,056__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PlainTokenizerINFOCumulative evaluation results: Evaluation results: 1000 evaluated, 1.112 mean absolute error, 4.448 mean squared error, 0.6 recall of 1.0, 0.7936507936507936 precision of 1.0, inf recall of 2.0, inf precision of 2.0, inf recall of 3.0, inf precision of 3.0, inf recall of 4.0, inf precision of 4.0, 0.844 recall of 5.0, 0.6784565916398714 precision of 5.0, 722 perfect matches.
442023-05-11 03:00:49,870__main__.sample_reviews_polar.NLTKSentimentAnalyzer.LowercaseTokenizer.1INFOTraining sentiment analyzer: <NLTKSentimentAnalyzer with <LowercaseTokenizer> tokenizer>
452023-05-11 03:02:52,781__main__.sample_reviews_polar.NLTKSentimentAnalyzer.LowercaseTokenizer.1INFOTraining succeeded!
462023-05-11 03:02:52,782__main__.sample_reviews_polar.NLTKSentimentAnalyzer.LowercaseTokenizer.1INFOEvaluating sentiment analyzer: <NLTKSentimentAnalyzer with <LowercaseTokenizer> tokenizer>
472023-05-11 03:03:51,289__main__.sample_reviews_polar.NLTKSentimentAnalyzer.LowercaseTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 0.844 mean absolute error, 3.376 mean squared error, 0.732 recall of 1.0, 0.8261851015801355 precision of 1.0, 0.846 recall of 5.0, 0.7594254937163375 precision of 5.0, 789 perfect matches.
482023-05-11 03:03:51,434__main__.sample_reviews_polar.NLTKSentimentAnalyzer.LowercaseTokenizerINFOReached target of 1 runs, moving on...
492023-05-11 03:03:51,434__main__.sample_reviews_polar.NLTKSentimentAnalyzer.LowercaseTokenizerINFOCumulative evaluation results: Evaluation results: 1000 evaluated, 0.844 mean absolute error, 3.376 mean squared error, 0.732 recall of 1.0, 0.8261851015801355 precision of 1.0, inf recall of 2.0, inf precision of 2.0, inf recall of 3.0, inf precision of 3.0, inf recall of 4.0, inf precision of 4.0, 0.846 recall of 5.0, 0.7594254937163375 precision of 5.0, 789 perfect matches.
502023-05-11 03:04:58,344__main__.sample_reviews_polar.NLTKSentimentAnalyzer.NLTKWordTokenizer.1INFOTraining sentiment analyzer: <NLTKSentimentAnalyzer with <NLTKWordTokenizer> tokenizer>
512023-05-11 03:07:37,201__main__.sample_reviews_polar.NLTKSentimentAnalyzer.NLTKWordTokenizer.1INFOTraining succeeded!
522023-05-11 03:07:37,201__main__.sample_reviews_polar.NLTKSentimentAnalyzer.NLTKWordTokenizer.1INFOEvaluating sentiment analyzer: <NLTKSentimentAnalyzer with <NLTKWordTokenizer> tokenizer>
532023-05-11 03:08:44,021__main__.sample_reviews_polar.NLTKSentimentAnalyzer.NLTKWordTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 1.016 mean absolute error, 4.064 mean squared error, 0.636 recall of 1.0, 0.8153846153846154 precision of 1.0, 0.856 recall of 5.0, 0.7016393442622951 precision of 5.0, 746 perfect matches.
542023-05-11 03:08:44,148__main__.sample_reviews_polar.NLTKSentimentAnalyzer.NLTKWordTokenizerINFOReached target of 1 runs, moving on...
552023-05-11 03:08:44,148__main__.sample_reviews_polar.NLTKSentimentAnalyzer.NLTKWordTokenizerINFOCumulative evaluation results: Evaluation results: 1000 evaluated, 1.016 mean absolute error, 4.064 mean squared error, 0.636 recall of 1.0, 0.8153846153846154 precision of 1.0, inf recall of 2.0, inf precision of 2.0, inf recall of 3.0, inf precision of 3.0, inf recall of 4.0, inf precision of 4.0, 0.856 recall of 5.0, 0.7016393442622951 precision of 5.0, 746 perfect matches.
562023-05-11 03:09:48,163__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PottsTokenizer.1INFOTraining sentiment analyzer: <NLTKSentimentAnalyzer with <PottsTokenizer> tokenizer>
572023-05-11 03:11:49,951__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PottsTokenizer.1INFOTraining succeeded!
582023-05-11 03:11:49,951__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PottsTokenizer.1INFOEvaluating sentiment analyzer: <NLTKSentimentAnalyzer with <PottsTokenizer> tokenizer>
592023-05-11 03:12:44,566__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PottsTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 0.876 mean absolute error, 3.504 mean squared error, 0.676 recall of 1.0, 0.8556962025316456 precision of 1.0, 0.886 recall of 5.0, 0.7322314049586777 precision of 5.0, 781 perfect matches.
602023-05-11 03:12:44,692__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PottsTokenizerINFOReached target of 1 runs, moving on...
612023-05-11 03:12:44,693__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PottsTokenizerINFOCumulative evaluation results: Evaluation results: 1000 evaluated, 0.876 mean absolute error, 3.504 mean squared error, 0.676 recall of 1.0, 0.8556962025316456 precision of 1.0, inf recall of 2.0, inf precision of 2.0, inf recall of 3.0, inf precision of 3.0, inf recall of 4.0, inf precision of 4.0, 0.886 recall of 5.0, 0.7322314049586777 precision of 5.0, 781 perfect matches.
622023-05-11 03:13:49,881__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PottsTokenizerWithNegation.1INFOTraining sentiment analyzer: <NLTKSentimentAnalyzer with <PottsTokenizerWithNegation> tokenizer>
632023-05-11 03:16:25,770__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PottsTokenizerWithNegation.1INFOTraining succeeded!
642023-05-11 03:16:25,770__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PottsTokenizerWithNegation.1INFOEvaluating sentiment analyzer: <NLTKSentimentAnalyzer with <PottsTokenizerWithNegation> tokenizer>
652023-05-11 03:17:35,774__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PottsTokenizerWithNegation.1INFOEvaluation results: Evaluation results: 1000 evaluated, 1.14 mean absolute error, 4.56 mean squared error, 0.588 recall of 1.0, 0.7882037533512064 precision of 1.0, 0.842 recall of 5.0, 0.671451355661882 precision of 5.0, 715 perfect matches.
662023-05-11 03:17:35,900__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PottsTokenizerWithNegationINFOReached target of 1 runs, moving on...
672023-05-11 03:17:35,901__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PottsTokenizerWithNegationINFOCumulative evaluation results: Evaluation results: 1000 evaluated, 1.14 mean absolute error, 4.56 mean squared error, 0.588 recall of 1.0, 0.7882037533512064 precision of 1.0, inf recall of 2.0, inf precision of 2.0, inf recall of 3.0, inf precision of 3.0, inf recall of 4.0, inf precision of 4.0, 0.842 recall of 5.0, 0.671451355661882 precision of 5.0, 715 perfect matches.
682023-05-11 03:18:42,935__main__.sample_reviews_polar.NLTKSentimentAnalyzer.HuggingBertTokenizer.1INFOTraining sentiment analyzer: <NLTKSentimentAnalyzer with <HuggingBertTokenizer> tokenizer>
692023-05-11 03:21:38,474__main__.sample_reviews_polar.NLTKSentimentAnalyzer.HuggingBertTokenizer.1INFOTraining succeeded!
702023-05-11 03:21:38,474__main__.sample_reviews_polar.NLTKSentimentAnalyzer.HuggingBertTokenizer.1INFOEvaluating sentiment analyzer: <NLTKSentimentAnalyzer with <HuggingBertTokenizer> tokenizer>
712023-05-11 03:22:56,163__main__.sample_reviews_polar.NLTKSentimentAnalyzer.HuggingBertTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 1.256 mean absolute error, 5.024 mean squared error, 0.566 recall of 1.0, 0.7447368421052631 precision of 1.0, 0.806 recall of 5.0, 0.65 precision of 5.0, 686 perfect matches.
722023-05-11 03:22:56,290__main__.sample_reviews_polar.NLTKSentimentAnalyzer.HuggingBertTokenizerINFOReached target of 1 runs, moving on...
732023-05-11 03:22:56,290__main__.sample_reviews_polar.NLTKSentimentAnalyzer.HuggingBertTokenizerINFOCumulative evaluation results: Evaluation results: 1000 evaluated, 1.256 mean absolute error, 5.024 mean squared error, 0.566 recall of 1.0, 0.7447368421052631 precision of 1.0, inf recall of 2.0, inf precision of 2.0, inf recall of 3.0, inf precision of 3.0, inf recall of 4.0, inf precision of 4.0, 0.806 recall of 5.0, 0.65 precision of 5.0, 686 perfect matches.
742023-05-11 03:24:02,140__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PlainTokenizer.1INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PlainTokenizer> tokenizer>
752023-05-11 03:29:36,914__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PlainTokenizer.1INFOTraining succeeded!
762023-05-11 03:29:36,914__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PlainTokenizer.1INFOEvaluating sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PlainTokenizer> tokenizer>
772023-05-11 03:30:44,840__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PlainTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 0.592 mean absolute error, 2.368 mean squared error, 0.882 recall of 1.0, 0.8320754716981132 precision of 1.0, 0.822 recall of 5.0, 0.874468085106383 precision of 5.0, 852 perfect matches.
782023-05-11 03:30:44,974__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PlainTokenizerINFOReached target of 1 runs, moving on...
792023-05-11 03:30:44,975__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PlainTokenizerINFOCumulative evaluation results: Evaluation results: 1000 evaluated, 0.592 mean absolute error, 2.368 mean squared error, 0.882 recall of 1.0, 0.8320754716981132 precision of 1.0, inf recall of 2.0, inf precision of 2.0, inf recall of 3.0, inf precision of 3.0, inf recall of 4.0, inf precision of 4.0, 0.822 recall of 5.0, 0.874468085106383 precision of 5.0, 852 perfect matches.
802023-05-11 03:31:49,377__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.1INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <LowercaseTokenizer> tokenizer>
812023-05-11 03:32:16,324__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.1ERRORTraining failed, trying again with a different dataset...
822023-05-11 03:33:20,469__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.2INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <LowercaseTokenizer> tokenizer>
832023-05-11 03:38:59,808__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.2INFOTraining succeeded!
842023-05-11 03:38:59,808__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.2INFOEvaluating sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <LowercaseTokenizer> tokenizer>
852023-05-11 03:40:06,999__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.2INFOEvaluation results: Evaluation results: 1000 evaluated, 0.54 mean absolute error, 2.16 mean squared error, 0.892 recall of 1.0, 0.8462998102466793 precision of 1.0, 0.838 recall of 5.0, 0.8858350951374208 precision of 5.0, 865 perfect matches.
862023-05-11 03:40:07,158__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.LowercaseTokenizerINFOReached target of 1 runs, moving on...
872023-05-11 03:40:07,159__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.LowercaseTokenizerINFOCumulative evaluation results: Evaluation results: 1000 evaluated, 0.54 mean absolute error, 2.16 mean squared error, 0.892 recall of 1.0, 0.8462998102466793 precision of 1.0, inf recall of 2.0, inf precision of 2.0, inf recall of 3.0, inf precision of 3.0, inf recall of 4.0, inf precision of 4.0, 0.838 recall of 5.0, 0.8858350951374208 precision of 5.0, 865 perfect matches.
882023-05-11 03:41:10,657__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.1INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <NLTKWordTokenizer> tokenizer>
892023-05-11 03:43:06,232__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.1ERRORTraining failed, trying again with a different dataset...
902023-05-11 03:44:05,808__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.2INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <NLTKWordTokenizer> tokenizer>
912023-05-11 03:45:57,648__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.2ERRORTraining failed, trying again with a different dataset...
922023-05-11 03:47:02,141__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.3INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <NLTKWordTokenizer> tokenizer>
932023-05-11 03:48:52,237__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.3ERRORTraining failed, trying again with a different dataset...
942023-05-11 03:49:53,364__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.4INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <NLTKWordTokenizer> tokenizer>
952023-05-11 03:50:31,650__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.4ERRORTraining failed, trying again with a different dataset...
962023-05-11 03:51:37,108__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.5INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <NLTKWordTokenizer> tokenizer>
972023-05-11 03:57:18,501__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.5INFOTraining succeeded!
982023-05-11 03:57:18,501__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.5INFOEvaluating sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <NLTKWordTokenizer> tokenizer>
992023-05-11 03:58:26,860__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.5INFOEvaluation results: Evaluation results: 1000 evaluated, 0.532 mean absolute error, 2.128 mean squared error, 0.832 recall of 1.0, 0.8946236559139785 precision of 1.0, 0.902 recall of 5.0, 0.8429906542056075 precision of 5.0, 867 perfect matches.
1002023-05-11 03:58:26,989__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizerINFOReached target of 1 runs, moving on...
1012023-05-11 03:58:26,989__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizerINFOCumulative evaluation results: Evaluation results: 1000 evaluated, 0.532 mean absolute error, 2.128 mean squared error, 0.832 recall of 1.0, 0.8946236559139785 precision of 1.0, inf recall of 2.0, inf precision of 2.0, inf recall of 3.0, inf precision of 3.0, inf recall of 4.0, inf precision of 4.0, 0.902 recall of 5.0, 0.8429906542056075 precision of 5.0, 867 perfect matches.
1022023-05-11 03:59:31,548__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizer.1INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PottsTokenizer> tokenizer>
1032023-05-11 04:05:13,976__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizer.1INFOTraining succeeded!
1042023-05-11 04:05:13,976__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizer.1INFOEvaluating sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PottsTokenizer> tokenizer>
1052023-05-11 04:06:21,379__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 0.532 mean absolute error, 2.128 mean squared error, 0.882 recall of 1.0, 0.8563106796116505 precision of 1.0, 0.852 recall of 5.0, 0.8783505154639175 precision of 5.0, 867 perfect matches.
1062023-05-11 04:06:21,519__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizerINFOReached target of 1 runs, moving on...
1072023-05-11 04:06:21,520__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizerINFOCumulative evaluation results: Evaluation results: 1000 evaluated, 0.532 mean absolute error, 2.128 mean squared error, 0.882 recall of 1.0, 0.8563106796116505 precision of 1.0, inf recall of 2.0, inf precision of 2.0, inf recall of 3.0, inf precision of 3.0, inf recall of 4.0, inf precision of 4.0, 0.852 recall of 5.0, 0.8783505154639175 precision of 5.0, 867 perfect matches.
1082023-05-11 04:07:28,406__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation.1INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PottsTokenizerWithNegation> tokenizer>
1092023-05-11 04:13:09,604__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation.1INFOTraining succeeded!
1102023-05-11 04:13:09,605__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation.1INFOEvaluating sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PottsTokenizerWithNegation> tokenizer>
1112023-05-11 04:14:16,831__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation.1INFOEvaluation results: Evaluation results: 1000 evaluated, 0.456 mean absolute error, 1.824 mean squared error, 0.878 recall of 1.0, 0.8922764227642277 precision of 1.0, 0.894 recall of 5.0, 0.8799212598425197 precision of 5.0, 886 perfect matches.
1122023-05-11 04:14:16,980__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegationINFOReached target of 1 runs, moving on...
1132023-05-11 04:14:16,980__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegationINFOCumulative evaluation results: Evaluation results: 1000 evaluated, 0.456 mean absolute error, 1.824 mean squared error, 0.878 recall of 1.0, 0.8922764227642277 precision of 1.0, inf recall of 2.0, inf precision of 2.0, inf recall of 3.0, inf precision of 3.0, inf recall of 4.0, inf precision of 4.0, 0.894 recall of 5.0, 0.8799212598425197 precision of 5.0, 886 perfect matches.
1142023-05-11 04:15:23,775__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.HuggingBertTokenizer.1INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <HuggingBertTokenizer> tokenizer>
1152023-05-11 04:21:02,974__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.HuggingBertTokenizer.1INFOTraining succeeded!
1162023-05-11 04:21:02,975__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.HuggingBertTokenizer.1INFOEvaluating sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <HuggingBertTokenizer> tokenizer>
1172023-05-11 04:22:10,742__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.HuggingBertTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 0.632 mean absolute error, 2.528 mean squared error, 0.894 recall of 1.0, 0.8097826086956522 precision of 1.0, 0.79 recall of 5.0, 0.8816964285714286 precision of 5.0, 842 perfect matches.
1182023-05-11 04:22:10,870__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.HuggingBertTokenizerINFOReached target of 1 runs, moving on...
1192023-05-11 04:22:10,870__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.HuggingBertTokenizerINFOCumulative evaluation results: Evaluation results: 1000 evaluated, 0.632 mean absolute error, 2.528 mean squared error, 0.894 recall of 1.0, 0.8097826086956522 precision of 1.0, inf recall of 2.0, inf precision of 2.0, inf recall of 3.0, inf precision of 3.0, inf recall of 4.0, inf precision of 4.0, 0.79 recall of 5.0, 0.8816964285714286 precision of 5.0, 842 perfect matches.
1202023-05-11 04:23:16,722__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PlainTokenizer.1INFOTraining sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <PlainTokenizer> tokenizer>
1212023-05-11 04:28:49,797__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PlainTokenizer.1INFOTraining succeeded!
1222023-05-11 04:28:49,798__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PlainTokenizer.1INFOEvaluating sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <PlainTokenizer> tokenizer>
1232023-05-11 04:29:56,264__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PlainTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 0.508 mean absolute error, 2.032 mean squared error, 0.896 recall of 1.0, 0.8565965583173997 precision of 1.0, 0.85 recall of 5.0, 0.8909853249475891 precision of 5.0, 873 perfect matches.
1242023-05-11 04:29:56,391__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PlainTokenizerINFOReached target of 1 runs, moving on...
1252023-05-11 04:29:56,392__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PlainTokenizerINFOCumulative evaluation results: Evaluation results: 1000 evaluated, 0.508 mean absolute error, 2.032 mean squared error, 0.896 recall of 1.0, 0.8565965583173997 precision of 1.0, inf recall of 2.0, inf precision of 2.0, inf recall of 3.0, inf precision of 3.0, inf recall of 4.0, inf precision of 4.0, 0.85 recall of 5.0, 0.8909853249475891 precision of 5.0, 873 perfect matches.
1262023-05-11 04:31:01,629__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.1INFOTraining sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <LowercaseTokenizer> tokenizer>
1272023-05-11 04:36:38,357__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.1INFOTraining succeeded!
1282023-05-11 04:36:38,358__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.1INFOEvaluating sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <LowercaseTokenizer> tokenizer>
1292023-05-11 04:37:45,390__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 0.552 mean absolute error, 2.208 mean squared error, 0.838 recall of 1.0, 0.8802521008403361 precision of 1.0, 0.886 recall of 5.0, 0.8454198473282443 precision of 5.0, 862 perfect matches.
1302023-05-11 04:37:45,519__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.LowercaseTokenizerINFOReached target of 1 runs, moving on...
1312023-05-11 04:37:45,519__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.LowercaseTokenizerINFOCumulative evaluation results: Evaluation results: 1000 evaluated, 0.552 mean absolute error, 2.208 mean squared error, 0.838 recall of 1.0, 0.8802521008403361 precision of 1.0, inf recall of 2.0, inf precision of 2.0, inf recall of 3.0, inf precision of 3.0, inf recall of 4.0, inf precision of 4.0, 0.886 recall of 5.0, 0.8454198473282443 precision of 5.0, 862 perfect matches.
1322023-05-11 04:38:49,338__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.1INFOTraining sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <NLTKWordTokenizer> tokenizer>
1332023-05-11 04:44:27,594__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.1INFOTraining succeeded!
1342023-05-11 04:44:27,595__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.1INFOEvaluating sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <NLTKWordTokenizer> tokenizer>
1352023-05-11 04:45:35,966__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 0.52 mean absolute error, 2.08 mean squared error, 0.87 recall of 1.0, 0.87 precision of 1.0, 0.87 recall of 5.0, 0.87 precision of 5.0, 870 perfect matches.
1362023-05-11 04:45:36,333__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizerINFOReached target of 1 runs, moving on...
1372023-05-11 04:45:36,333__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizerINFOCumulative evaluation results: Evaluation results: 1000 evaluated, 0.52 mean absolute error, 2.08 mean squared error, 0.87 recall of 1.0, 0.87 precision of 1.0, inf recall of 2.0, inf precision of 2.0, inf recall of 3.0, inf precision of 3.0, inf recall of 4.0, inf precision of 4.0, 0.87 recall of 5.0, 0.87 precision of 5.0, 870 perfect matches.
1382023-05-11 04:46:42,506__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizer.1INFOTraining sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <PottsTokenizer> tokenizer>
1392023-05-11 04:48:23,021__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizer.1ERRORTraining failed, trying again with a different dataset...
1402023-05-11 04:49:26,469__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizer.2INFOTraining sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <PottsTokenizer> tokenizer>
1412023-05-11 04:55:07,754__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizer.2INFOTraining succeeded!
1422023-05-11 04:55:07,770__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizer.2INFOEvaluating sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <PottsTokenizer> tokenizer>
1432023-05-11 04:56:14,805__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizer.2INFOEvaluation results: Evaluation results: 1000 evaluated, 0.468 mean absolute error, 1.872 mean squared error, 0.908 recall of 1.0, 0.8647619047619047 precision of 1.0, 0.858 recall of 5.0, 0.9031578947368422 precision of 5.0, 883 perfect matches.
1442023-05-11 04:56:14,983__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizerINFOReached target of 1 runs, moving on...
1452023-05-11 04:56:14,983__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizerINFOCumulative evaluation results: Evaluation results: 1000 evaluated, 0.468 mean absolute error, 1.872 mean squared error, 0.908 recall of 1.0, 0.8647619047619047 precision of 1.0, inf recall of 2.0, inf precision of 2.0, inf recall of 3.0, inf precision of 3.0, inf recall of 4.0, inf precision of 4.0, 0.858 recall of 5.0, 0.9031578947368422 precision of 5.0, 883 perfect matches.
1462023-05-11 04:57:21,995__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegation.1INFOTraining sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <PottsTokenizerWithNegation> tokenizer>
1472023-05-11 05:03:07,053__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegation.1INFOTraining succeeded!
1482023-05-11 05:03:07,064__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegation.1INFOEvaluating sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <PottsTokenizerWithNegation> tokenizer>
1492023-05-11 05:04:13,641__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegation.1INFOEvaluation results: Evaluation results: 1000 evaluated, 0.576 mean absolute error, 2.304 mean squared error, 0.814 recall of 1.0, 0.888646288209607 precision of 1.0, 0.898 recall of 5.0, 0.8284132841328413 precision of 5.0, 856 perfect matches.
1502023-05-11 05:04:13,776__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegationINFOReached target of 1 runs, moving on...
1512023-05-11 05:04:13,776__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegationINFOCumulative evaluation results: Evaluation results: 1000 evaluated, 0.576 mean absolute error, 2.304 mean squared error, 0.814 recall of 1.0, 0.888646288209607 precision of 1.0, inf recall of 2.0, inf precision of 2.0, inf recall of 3.0, inf precision of 3.0, inf recall of 4.0, inf precision of 4.0, 0.898 recall of 5.0, 0.8284132841328413 precision of 5.0, 856 perfect matches.
1522023-05-11 05:05:23,420__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.HuggingBertTokenizer.1INFOTraining sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <HuggingBertTokenizer> tokenizer>
1532023-05-11 05:11:11,965__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.HuggingBertTokenizer.1INFOTraining succeeded!
1542023-05-11 05:11:11,974__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.HuggingBertTokenizer.1INFOEvaluating sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <HuggingBertTokenizer> tokenizer>
1552023-05-11 05:12:19,280__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.HuggingBertTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 0.58 mean absolute error, 2.32 mean squared error, 0.864 recall of 1.0, 0.8487229862475442 precision of 1.0, 0.846 recall of 5.0, 0.8615071283095723 precision of 5.0, 855 perfect matches.
1562023-05-11 05:12:19,427__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.HuggingBertTokenizerINFOReached target of 1 runs, moving on...
1572023-05-11 05:12:19,427__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.HuggingBertTokenizerINFOCumulative evaluation results: Evaluation results: 1000 evaluated, 0.58 mean absolute error, 2.32 mean squared error, 0.864 recall of 1.0, 0.8487229862475442 precision of 1.0, inf recall of 2.0, inf precision of 2.0, inf recall of 3.0, inf precision of 3.0, inf recall of 4.0, inf precision of 4.0, 0.846 recall of 5.0, 0.8615071283095723 precision of 5.0, 855 perfect matches.
1582023-05-11 05:15:05,229__main__.sample_reviews_varied.ThreeCheat.PlainTokenizer.1INFOTraining sentiment analyzer: <ThreeCheat with <PlainTokenizer> tokenizer>
1592023-05-11 05:15:05,230__main__.sample_reviews_varied.ThreeCheat.PlainTokenizer.1INFOTraining succeeded!
1602023-05-11 05:15:05,230__main__.sample_reviews_varied.ThreeCheat.PlainTokenizer.1INFOEvaluating sentiment analyzer: <ThreeCheat with <PlainTokenizer> tokenizer>
1612023-05-11 05:15:05,293__main__.sample_reviews_varied.ThreeCheat.PlainTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 1.2 mean absolute error, 2.0 mean squared error, 0.0 recall of 1.0, inf precision of 1.0, 0.0 recall of 2.0, inf precision of 2.0, 1.0 recall of 3.0, 0.2 precision of 3.0, 0.0 recall of 4.0, inf precision of 4.0, 0.0 recall of 5.0, inf precision of 5.0, 200 perfect matches.
1622023-05-11 05:15:05,424__main__.sample_reviews_varied.ThreeCheat.PlainTokenizerINFOReached target of 1 runs, moving on...
1632023-05-11 05:15:05,424__main__.sample_reviews_varied.ThreeCheat.PlainTokenizerINFOCumulative evaluation results: Evaluation results: 1000 evaluated, 1.2 mean absolute error, 2.0 mean squared error, 0.0 recall of 1.0, inf precision of 1.0, 0.0 recall of 2.0, inf precision of 2.0, 1.0 recall of 3.0, 0.2 precision of 3.0, 0.0 recall of 4.0, inf precision of 4.0, 0.0 recall of 5.0, inf precision of 5.0, 200 perfect matches.
1642023-05-11 05:17:48,478__main__.sample_reviews_varied.ThreeCheat.LowercaseTokenizer.1INFOTraining sentiment analyzer: <ThreeCheat with <LowercaseTokenizer> tokenizer>
1652023-05-11 05:17:48,478__main__.sample_reviews_varied.ThreeCheat.LowercaseTokenizer.1INFOTraining succeeded!
1662023-05-11 05:17:48,478__main__.sample_reviews_varied.ThreeCheat.LowercaseTokenizer.1INFOEvaluating sentiment analyzer: <ThreeCheat with <LowercaseTokenizer> tokenizer>
1672023-05-11 05:17:48,542__main__.sample_reviews_varied.ThreeCheat.LowercaseTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 1.2 mean absolute error, 2.0 mean squared error, 0.0 recall of 1.0, inf precision of 1.0, 0.0 recall of 2.0, inf precision of 2.0, 1.0 recall of 3.0, 0.2 precision of 3.0, 0.0 recall of 4.0, inf precision of 4.0, 0.0 recall of 5.0, inf precision of 5.0, 200 perfect matches.
1682023-05-11 05:17:48,676__main__.sample_reviews_varied.ThreeCheat.LowercaseTokenizerINFOReached target of 1 runs, moving on...
1692023-05-11 05:17:48,676__main__.sample_reviews_varied.ThreeCheat.LowercaseTokenizerINFOCumulative evaluation results: Evaluation results: 1000 evaluated, 1.2 mean absolute error, 2.0 mean squared error, 0.0 recall of 1.0, inf precision of 1.0, 0.0 recall of 2.0, inf precision of 2.0, 1.0 recall of 3.0, 0.2 precision of 3.0, 0.0 recall of 4.0, inf precision of 4.0, 0.0 recall of 5.0, inf precision of 5.0, 200 perfect matches.
1702023-05-11 05:20:27,731__main__.sample_reviews_varied.ThreeCheat.NLTKWordTokenizer.1INFOTraining sentiment analyzer: <ThreeCheat with <NLTKWordTokenizer> tokenizer>
1712023-05-11 05:20:27,731__main__.sample_reviews_varied.ThreeCheat.NLTKWordTokenizer.1INFOTraining succeeded!
1722023-05-11 05:20:27,731__main__.sample_reviews_varied.ThreeCheat.NLTKWordTokenizer.1INFOEvaluating sentiment analyzer: <ThreeCheat with <NLTKWordTokenizer> tokenizer>
1732023-05-11 05:20:27,793__main__.sample_reviews_varied.ThreeCheat.NLTKWordTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 1.2 mean absolute error, 2.0 mean squared error, 0.0 recall of 1.0, inf precision of 1.0, 0.0 recall of 2.0, inf precision of 2.0, 1.0 recall of 3.0, 0.2 precision of 3.0, 0.0 recall of 4.0, inf precision of 4.0, 0.0 recall of 5.0, inf precision of 5.0, 200 perfect matches.
1742023-05-11 05:20:27,927__main__.sample_reviews_varied.ThreeCheat.NLTKWordTokenizerINFOReached target of 1 runs, moving on...
1752023-05-11 05:20:27,927__main__.sample_reviews_varied.ThreeCheat.NLTKWordTokenizerINFOCumulative evaluation results: Evaluation results: 1000 evaluated, 1.2 mean absolute error, 2.0 mean squared error, 0.0 recall of 1.0, inf precision of 1.0, 0.0 recall of 2.0, inf precision of 2.0, 1.0 recall of 3.0, 0.2 precision of 3.0, 0.0 recall of 4.0, inf precision of 4.0, 0.0 recall of 5.0, inf precision of 5.0, 200 perfect matches.
1762023-05-11 05:23:06,291__main__.sample_reviews_varied.ThreeCheat.PottsTokenizer.1INFOTraining sentiment analyzer: <ThreeCheat with <PottsTokenizer> tokenizer>
1772023-05-11 05:23:06,291__main__.sample_reviews_varied.ThreeCheat.PottsTokenizer.1INFOTraining succeeded!
1782023-05-11 05:23:06,291__main__.sample_reviews_varied.ThreeCheat.PottsTokenizer.1INFOEvaluating sentiment analyzer: <ThreeCheat with <PottsTokenizer> tokenizer>
1792023-05-11 05:23:06,353__main__.sample_reviews_varied.ThreeCheat.PottsTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 1.2 mean absolute error, 2.0 mean squared error, 0.0 recall of 1.0, inf precision of 1.0, 0.0 recall of 2.0, inf precision of 2.0, 1.0 recall of 3.0, 0.2 precision of 3.0, 0.0 recall of 4.0, inf precision of 4.0, 0.0 recall of 5.0, inf precision of 5.0, 200 perfect matches.
1802023-05-11 05:23:06,485__main__.sample_reviews_varied.ThreeCheat.PottsTokenizerINFOReached target of 1 runs, moving on...
1812023-05-11 05:23:06,485__main__.sample_reviews_varied.ThreeCheat.PottsTokenizerINFOCumulative evaluation results: Evaluation results: 1000 evaluated, 1.2 mean absolute error, 2.0 mean squared error, 0.0 recall of 1.0, inf precision of 1.0, 0.0 recall of 2.0, inf precision of 2.0, 1.0 recall of 3.0, 0.2 precision of 3.0, 0.0 recall of 4.0, inf precision of 4.0, 0.0 recall of 5.0, inf precision of 5.0, 200 perfect matches.
1822023-05-11 05:25:50,794__main__.sample_reviews_varied.ThreeCheat.PottsTokenizerWithNegation.1INFOTraining sentiment analyzer: <ThreeCheat with <PottsTokenizerWithNegation> tokenizer>
1832023-05-11 05:25:50,795__main__.sample_reviews_varied.ThreeCheat.PottsTokenizerWithNegation.1INFOTraining succeeded!
1842023-05-11 05:25:50,795__main__.sample_reviews_varied.ThreeCheat.PottsTokenizerWithNegation.1INFOEvaluating sentiment analyzer: <ThreeCheat with <PottsTokenizerWithNegation> tokenizer>
1852023-05-11 05:25:50,861__main__.sample_reviews_varied.ThreeCheat.PottsTokenizerWithNegation.1INFOEvaluation results: Evaluation results: 1000 evaluated, 1.2 mean absolute error, 2.0 mean squared error, 0.0 recall of 1.0, inf precision of 1.0, 0.0 recall of 2.0, inf precision of 2.0, 1.0 recall of 3.0, 0.2 precision of 3.0, 0.0 recall of 4.0, inf precision of 4.0, 0.0 recall of 5.0, inf precision of 5.0, 200 perfect matches.
1862023-05-11 05:25:51,000__main__.sample_reviews_varied.ThreeCheat.PottsTokenizerWithNegationINFOReached target of 1 runs, moving on...
1872023-05-11 05:25:51,000__main__.sample_reviews_varied.ThreeCheat.PottsTokenizerWithNegationINFOCumulative evaluation results: Evaluation results: 1000 evaluated, 1.2 mean absolute error, 2.0 mean squared error, 0.0 recall of 1.0, inf precision of 1.0, 0.0 recall of 2.0, inf precision of 2.0, 1.0 recall of 3.0, 0.2 precision of 3.0, 0.0 recall of 4.0, inf precision of 4.0, 0.0 recall of 5.0, inf precision of 5.0, 200 perfect matches.
1882023-05-11 05:28:23,292__main__.sample_reviews_varied.ThreeCheat.HuggingBertTokenizer.1INFOTraining sentiment analyzer: <ThreeCheat with <HuggingBertTokenizer> tokenizer>
1892023-05-11 05:28:23,293__main__.sample_reviews_varied.ThreeCheat.HuggingBertTokenizer.1INFOTraining succeeded!
1902023-05-11 05:28:23,293__main__.sample_reviews_varied.ThreeCheat.HuggingBertTokenizer.1INFOEvaluating sentiment analyzer: <ThreeCheat with <HuggingBertTokenizer> tokenizer>
1912023-05-11 05:28:23,356__main__.sample_reviews_varied.ThreeCheat.HuggingBertTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 1.2 mean absolute error, 2.0 mean squared error, 0.0 recall of 1.0, inf precision of 1.0, 0.0 recall of 2.0, inf precision of 2.0, 1.0 recall of 3.0, 0.2 precision of 3.0, 0.0 recall of 4.0, inf precision of 4.0, 0.0 recall of 5.0, inf precision of 5.0, 200 perfect matches.
1922023-05-11 05:28:23,492__main__.sample_reviews_varied.ThreeCheat.HuggingBertTokenizerINFOReached target of 1 runs, moving on...
1932023-05-11 05:28:23,492__main__.sample_reviews_varied.ThreeCheat.HuggingBertTokenizerINFOCumulative evaluation results: Evaluation results: 1000 evaluated, 1.2 mean absolute error, 2.0 mean squared error, 0.0 recall of 1.0, inf precision of 1.0, 0.0 recall of 2.0, inf precision of 2.0, 1.0 recall of 3.0, 0.2 precision of 3.0, 0.0 recall of 4.0, inf precision of 4.0, 0.0 recall of 5.0, inf precision of 5.0, 200 perfect matches.
1942023-05-11 05:30:59,419__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PlainTokenizer.1INFOTraining sentiment analyzer: <NLTKSentimentAnalyzer with <PlainTokenizer> tokenizer>
1952023-05-11 05:33:45,267__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PlainTokenizer.1INFOTraining succeeded!
1962023-05-11 05:33:45,267__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PlainTokenizer.1INFOEvaluating sentiment analyzer: <NLTKSentimentAnalyzer with <PlainTokenizer> tokenizer>
1972023-05-11 05:36:08,901__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PlainTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 1.294 mean absolute error, 3.25 mean squared error, 0.295 recall of 1.0, 0.3959731543624161 precision of 1.0, 0.25 recall of 2.0, 0.33557046979865773 precision of 2.0, 0.215 recall of 3.0, 0.30935251798561153 precision of 3.0, 0.145 recall of 4.0, 0.3670886075949367 precision of 4.0, 0.715 recall of 5.0, 0.29545454545454547 precision of 5.0, 324 perfect matches.
1982023-05-11 05:36:09,028__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PlainTokenizerINFOReached target of 1 runs, moving on...
1992023-05-11 05:36:09,028__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PlainTokenizerINFOCumulative evaluation results: Evaluation results: 1000 evaluated, 1.294 mean absolute error, 3.25 mean squared error, 0.295 recall of 1.0, 0.3959731543624161 precision of 1.0, 0.25 recall of 2.0, 0.33557046979865773 precision of 2.0, 0.215 recall of 3.0, 0.30935251798561153 precision of 3.0, 0.145 recall of 4.0, 0.3670886075949367 precision of 4.0, 0.715 recall of 5.0, 0.29545454545454547 precision of 5.0, 324 perfect matches.
2002023-05-11 05:38:51,579__main__.sample_reviews_varied.NLTKSentimentAnalyzer.LowercaseTokenizer.1INFOTraining sentiment analyzer: <NLTKSentimentAnalyzer with <LowercaseTokenizer> tokenizer>
2012023-05-11 05:41:34,342__main__.sample_reviews_varied.NLTKSentimentAnalyzer.LowercaseTokenizer.1INFOTraining succeeded!
2022023-05-11 05:41:34,343__main__.sample_reviews_varied.NLTKSentimentAnalyzer.LowercaseTokenizer.1INFOEvaluating sentiment analyzer: <NLTKSentimentAnalyzer with <LowercaseTokenizer> tokenizer>
2032023-05-11 05:43:55,712__main__.sample_reviews_varied.NLTKSentimentAnalyzer.LowercaseTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 1.168 mean absolute error, 2.712 mean squared error, 0.45 recall of 1.0, 0.40358744394618834 precision of 1.0, 0.22 recall of 2.0, 0.3333333333333333 precision of 2.0, 0.205 recall of 3.0, 0.27702702702702703 precision of 3.0, 0.165 recall of 4.0, 0.35106382978723405 precision of 4.0, 0.66 recall of 5.0, 0.32754342431761785 precision of 5.0, 340 perfect matches.
2042023-05-11 05:43:55,846__main__.sample_reviews_varied.NLTKSentimentAnalyzer.LowercaseTokenizerINFOReached target of 1 runs, moving on...
2052023-05-11 05:43:55,846__main__.sample_reviews_varied.NLTKSentimentAnalyzer.LowercaseTokenizerINFOCumulative evaluation results: Evaluation results: 1000 evaluated, 1.168 mean absolute error, 2.712 mean squared error, 0.45 recall of 1.0, 0.40358744394618834 precision of 1.0, 0.22 recall of 2.0, 0.3333333333333333 precision of 2.0, 0.205 recall of 3.0, 0.27702702702702703 precision of 3.0, 0.165 recall of 4.0, 0.35106382978723405 precision of 4.0, 0.66 recall of 5.0, 0.32754342431761785 precision of 5.0, 340 perfect matches.
2062023-05-11 05:46:36,773__main__.sample_reviews_varied.NLTKSentimentAnalyzer.NLTKWordTokenizer.1INFOTraining sentiment analyzer: <NLTKSentimentAnalyzer with <NLTKWordTokenizer> tokenizer>
2072023-05-11 05:49:59,188__main__.sample_reviews_varied.NLTKSentimentAnalyzer.NLTKWordTokenizer.1INFOTraining succeeded!
2082023-05-11 05:49:59,188__main__.sample_reviews_varied.NLTKSentimentAnalyzer.NLTKWordTokenizer.1INFOEvaluating sentiment analyzer: <NLTKSentimentAnalyzer with <NLTKWordTokenizer> tokenizer>
2092023-05-11 05:52:40,968__main__.sample_reviews_varied.NLTKSentimentAnalyzer.NLTKWordTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 1.285 mean absolute error, 3.131 mean squared error, 0.395 recall of 1.0, 0.45664739884393063 precision of 1.0, 0.22 recall of 2.0, 0.2732919254658385 precision of 2.0, 0.15 recall of 3.0, 0.28846153846153844 precision of 3.0, 0.14 recall of 4.0, 0.34146341463414637 precision of 4.0, 0.69 recall of 5.0, 0.2875 precision of 5.0, 319 perfect matches.
2102023-05-11 05:52:41,107__main__.sample_reviews_varied.NLTKSentimentAnalyzer.NLTKWordTokenizerINFOReached target of 1 runs, moving on...
2112023-05-11 05:52:41,107__main__.sample_reviews_varied.NLTKSentimentAnalyzer.NLTKWordTokenizerINFOCumulative evaluation results: Evaluation results: 1000 evaluated, 1.285 mean absolute error, 3.131 mean squared error, 0.395 recall of 1.0, 0.45664739884393063 precision of 1.0, 0.22 recall of 2.0, 0.2732919254658385 precision of 2.0, 0.15 recall of 3.0, 0.28846153846153844 precision of 3.0, 0.14 recall of 4.0, 0.34146341463414637 precision of 4.0, 0.69 recall of 5.0, 0.2875 precision of 5.0, 319 perfect matches.
2122023-05-11 05:55:20,971__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PottsTokenizer.1INFOTraining sentiment analyzer: <NLTKSentimentAnalyzer with <PottsTokenizer> tokenizer>
2132023-05-11 05:58:17,583__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PottsTokenizer.1INFOTraining succeeded!
2142023-05-11 05:58:17,596__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PottsTokenizer.1INFOEvaluating sentiment analyzer: <NLTKSentimentAnalyzer with <PottsTokenizer> tokenizer>
2152023-05-11 06:00:39,479__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PottsTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 1.225 mean absolute error, 3.039 mean squared error, 0.395 recall of 1.0, 0.5096774193548387 precision of 1.0, 0.3 recall of 2.0, 0.35294117647058826 precision of 2.0, 0.195 recall of 3.0, 0.35454545454545455 precision of 3.0, 0.18 recall of 4.0, 0.43373493975903615 precision of 4.0, 0.73 recall of 5.0, 0.3029045643153527 precision of 5.0, 360 perfect matches.
2162023-05-11 06:00:39,626__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PottsTokenizerINFOReached target of 1 runs, moving on...
2172023-05-11 06:00:39,626__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PottsTokenizerINFOCumulative evaluation results: Evaluation results: 1000 evaluated, 1.225 mean absolute error, 3.039 mean squared error, 0.395 recall of 1.0, 0.5096774193548387 precision of 1.0, 0.3 recall of 2.0, 0.35294117647058826 precision of 2.0, 0.195 recall of 3.0, 0.35454545454545455 precision of 3.0, 0.18 recall of 4.0, 0.43373493975903615 precision of 4.0, 0.73 recall of 5.0, 0.3029045643153527 precision of 5.0, 360 perfect matches.
2182023-05-11 06:03:25,843__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PottsTokenizerWithNegation.1INFOTraining sentiment analyzer: <NLTKSentimentAnalyzer with <PottsTokenizerWithNegation> tokenizer>
2192023-05-11 06:06:52,942__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PottsTokenizerWithNegation.1INFOTraining succeeded!
2202023-05-11 06:06:52,952__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PottsTokenizerWithNegation.1INFOEvaluating sentiment analyzer: <NLTKSentimentAnalyzer with <PottsTokenizerWithNegation> tokenizer>
2212023-05-11 06:09:38,098__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PottsTokenizerWithNegation.1INFOEvaluation results: Evaluation results: 1000 evaluated, 1.317 mean absolute error, 3.321 mean squared error, 0.36 recall of 1.0, 0.4864864864864865 precision of 1.0, 0.1 recall of 2.0, 0.2564102564102564 precision of 2.0, 0.275 recall of 3.0, 0.3005464480874317 precision of 3.0, 0.11 recall of 4.0, 0.2857142857142857 precision of 4.0, 0.745 recall of 5.0, 0.2898832684824903 precision of 5.0, 318 perfect matches.
2222023-05-11 06:09:38,271__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PottsTokenizerWithNegationINFOReached target of 1 runs, moving on...
2232023-05-11 06:09:38,271__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PottsTokenizerWithNegationINFOCumulative evaluation results: Evaluation results: 1000 evaluated, 1.317 mean absolute error, 3.321 mean squared error, 0.36 recall of 1.0, 0.4864864864864865 precision of 1.0, 0.1 recall of 2.0, 0.2564102564102564 precision of 2.0, 0.275 recall of 3.0, 0.3005464480874317 precision of 3.0, 0.11 recall of 4.0, 0.2857142857142857 precision of 4.0, 0.745 recall of 5.0, 0.2898832684824903 precision of 5.0, 318 perfect matches.
2242023-05-11 06:12:25,893__main__.sample_reviews_varied.NLTKSentimentAnalyzer.HuggingBertTokenizer.1INFOTraining sentiment analyzer: <NLTKSentimentAnalyzer with <HuggingBertTokenizer> tokenizer>
2252023-05-11 06:16:09,381__main__.sample_reviews_varied.NLTKSentimentAnalyzer.HuggingBertTokenizer.1INFOTraining succeeded!
2262023-05-11 06:16:09,398__main__.sample_reviews_varied.NLTKSentimentAnalyzer.HuggingBertTokenizer.1INFOEvaluating sentiment analyzer: <NLTKSentimentAnalyzer with <HuggingBertTokenizer> tokenizer>
2272023-05-11 06:19:06,604__main__.sample_reviews_varied.NLTKSentimentAnalyzer.HuggingBertTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 1.389 mean absolute error, 3.683 mean squared error, 0.24 recall of 1.0, 0.45714285714285713 precision of 1.0, 0.3 recall of 2.0, 0.3488372093023256 precision of 2.0, 0.185 recall of 3.0, 0.3557692307692308 precision of 3.0, 0.12 recall of 4.0, 0.3582089552238806 precision of 4.0, 0.765 recall of 5.0, 0.27717391304347827 precision of 5.0, 322 perfect matches.
2282023-05-11 06:19:06,790__main__.sample_reviews_varied.NLTKSentimentAnalyzer.HuggingBertTokenizerINFOReached target of 1 runs, moving on...
2292023-05-11 06:19:06,791__main__.sample_reviews_varied.NLTKSentimentAnalyzer.HuggingBertTokenizerINFOCumulative evaluation results: Evaluation results: 1000 evaluated, 1.389 mean absolute error, 3.683 mean squared error, 0.24 recall of 1.0, 0.45714285714285713 precision of 1.0, 0.3 recall of 2.0, 0.3488372093023256 precision of 2.0, 0.185 recall of 3.0, 0.3557692307692308 precision of 3.0, 0.12 recall of 4.0, 0.3582089552238806 precision of 4.0, 0.765 recall of 5.0, 0.27717391304347827 precision of 5.0, 322 perfect matches.
2302023-05-11 06:21:46,236__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PlainTokenizer.1INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PlainTokenizer> tokenizer>
2312023-05-11 06:23:41,778__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PlainTokenizer.1ERRORTraining failed, trying again with a different dataset...
2322023-05-11 06:26:16,216__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PlainTokenizer.2INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PlainTokenizer> tokenizer>
2332023-05-11 06:31:53,135__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PlainTokenizer.2INFOTraining succeeded!
2342023-05-11 06:31:53,135__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PlainTokenizer.2INFOEvaluating sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PlainTokenizer> tokenizer>
2352023-05-11 06:32:58,331__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PlainTokenizer.2INFOEvaluation results: Evaluation results: 1000 evaluated, 1.296 mean absolute error, 3.184 mean squared error, 0.755 recall of 1.0, 0.3813131313131313 precision of 1.0, 0.0 recall of 2.0, inf precision of 2.0, 0.0 recall of 3.0, inf precision of 3.0, 0.0 recall of 4.0, inf precision of 4.0, 0.905 recall of 5.0, 0.2996688741721854 precision of 5.0, 332 perfect matches.
2362023-05-11 06:32:58,581__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PlainTokenizerINFOReached target of 1 runs, moving on...
2372023-05-11 06:32:58,581__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PlainTokenizerINFOCumulative evaluation results: Evaluation results: 1000 evaluated, 1.296 mean absolute error, 3.184 mean squared error, 0.755 recall of 1.0, 0.3813131313131313 precision of 1.0, 0.0 recall of 2.0, inf precision of 2.0, 0.0 recall of 3.0, inf precision of 3.0, 0.0 recall of 4.0, inf precision of 4.0, 0.905 recall of 5.0, 0.2996688741721854 precision of 5.0, 332 perfect matches.
2382023-05-11 06:35:39,785__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.1INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <LowercaseTokenizer> tokenizer>
2392023-05-11 06:41:18,873__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.1INFOTraining succeeded!
2402023-05-11 06:41:18,896__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.1INFOEvaluating sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <LowercaseTokenizer> tokenizer>
2412023-05-11 06:42:25,156__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 1.26 mean absolute error, 3.04 mean squared error, 0.835 recall of 1.0, 0.3599137931034483 precision of 1.0, 0.0 recall of 2.0, inf precision of 2.0, 0.0 recall of 3.0, inf precision of 3.0, 0.0 recall of 4.0, inf precision of 4.0, 0.865 recall of 5.0, 0.32276119402985076 precision of 5.0, 340 perfect matches.
2422023-05-11 06:42:25,409__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.LowercaseTokenizerINFOReached target of 1 runs, moving on...
2432023-05-11 06:42:25,410__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.LowercaseTokenizerINFOCumulative evaluation results: Evaluation results: 1000 evaluated, 1.26 mean absolute error, 3.04 mean squared error, 0.835 recall of 1.0, 0.3599137931034483 precision of 1.0, 0.0 recall of 2.0, inf precision of 2.0, 0.0 recall of 3.0, inf precision of 3.0, 0.0 recall of 4.0, inf precision of 4.0, 0.865 recall of 5.0, 0.32276119402985076 precision of 5.0, 340 perfect matches.
2442023-05-11 06:45:10,671__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.1INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <NLTKWordTokenizer> tokenizer>
2452023-05-11 06:46:43,952__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.1ERRORTraining failed, trying again with a different dataset...
2462023-05-11 06:49:25,586__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.2INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <NLTKWordTokenizer> tokenizer>
2472023-05-11 06:55:07,069__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.2INFOTraining succeeded!
2482023-05-11 06:55:07,069__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.2INFOEvaluating sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <NLTKWordTokenizer> tokenizer>
2492023-05-11 06:56:15,006__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.2INFOEvaluation results: Evaluation results: 1000 evaluated, 1.314 mean absolute error, 3.256 mean squared error, 0.805 recall of 1.0, 0.3425531914893617 precision of 1.0, 0.0 recall of 2.0, inf precision of 2.0, 0.0 recall of 3.0, inf precision of 3.0, 0.0 recall of 4.0, inf precision of 4.0, 0.85 recall of 5.0, 0.32075471698113206 precision of 5.0, 331 perfect matches.
2502023-05-11 06:56:15,140__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizerINFOReached target of 1 runs, moving on...
2512023-05-11 06:56:15,140__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizerINFOCumulative evaluation results: Evaluation results: 1000 evaluated, 1.314 mean absolute error, 3.256 mean squared error, 0.805 recall of 1.0, 0.3425531914893617 precision of 1.0, 0.0 recall of 2.0, inf precision of 2.0, 0.0 recall of 3.0, inf precision of 3.0, 0.0 recall of 4.0, inf precision of 4.0, 0.85 recall of 5.0, 0.32075471698113206 precision of 5.0, 331 perfect matches.
2522023-05-11 06:58:58,711__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizer.1INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PottsTokenizer> tokenizer>
2532023-05-11 07:04:38,625__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizer.1INFOTraining succeeded!
2542023-05-11 07:04:38,625__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizer.1INFOEvaluating sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PottsTokenizer> tokenizer>
2552023-05-11 07:05:44,313__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 1.222 mean absolute error, 2.888 mean squared error, 0.89 recall of 1.0, 0.3531746031746032 precision of 1.0, 0.0 recall of 2.0, inf precision of 2.0, 0.0 recall of 3.0, inf precision of 3.0, 0.0 recall of 4.0, inf precision of 4.0, 0.83 recall of 5.0, 0.3346774193548387 precision of 5.0, 344 perfect matches.
2562023-05-11 07:05:44,444__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizerINFOReached target of 1 runs, moving on...
2572023-05-11 07:05:44,445__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizerINFOCumulative evaluation results: Evaluation results: 1000 evaluated, 1.222 mean absolute error, 2.888 mean squared error, 0.89 recall of 1.0, 0.3531746031746032 precision of 1.0, 0.0 recall of 2.0, inf precision of 2.0, 0.0 recall of 3.0, inf precision of 3.0, 0.0 recall of 4.0, inf precision of 4.0, 0.83 recall of 5.0, 0.3346774193548387 precision of 5.0, 344 perfect matches.
2582023-05-11 07:08:21,790__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation.1INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PottsTokenizerWithNegation> tokenizer>
2592023-05-11 07:08:53,099__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation.1ERRORTraining failed, trying again with a different dataset...
2602023-05-11 07:11:31,829__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation.2INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PottsTokenizerWithNegation> tokenizer>
2612023-05-11 07:17:13,843__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation.2INFOTraining succeeded!
2622023-05-11 07:17:13,844__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation.2INFOEvaluating sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PottsTokenizerWithNegation> tokenizer>
2632023-05-11 07:18:20,057__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation.2INFOEvaluation results: Evaluation results: 1000 evaluated, 1.224 mean absolute error, 2.896 mean squared error, 0.84 recall of 1.0, 0.33399602385685884 precision of 1.0, 0.0 recall of 2.0, inf precision of 2.0, 0.0 recall of 3.0, inf precision of 3.0, 0.0 recall of 4.0, inf precision of 4.0, 0.855 recall of 5.0, 0.3440643863179074 precision of 5.0, 339 perfect matches.
2642023-05-11 07:18:20,188__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegationINFOReached target of 1 runs, moving on...
2652023-05-11 07:18:20,188__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegationINFOCumulative evaluation results: Evaluation results: 1000 evaluated, 1.224 mean absolute error, 2.896 mean squared error, 0.84 recall of 1.0, 0.33399602385685884 precision of 1.0, 0.0 recall of 2.0, inf precision of 2.0, 0.0 recall of 3.0, inf precision of 3.0, 0.0 recall of 4.0, inf precision of 4.0, 0.855 recall of 5.0, 0.3440643863179074 precision of 5.0, 339 perfect matches.
2662023-05-11 07:21:03,959__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.HuggingBertTokenizer.1INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <HuggingBertTokenizer> tokenizer>
2672023-05-11 07:26:32,065__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.HuggingBertTokenizer.1INFOTraining succeeded!
2682023-05-11 07:26:32,080__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.HuggingBertTokenizer.1INFOEvaluating sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <HuggingBertTokenizer> tokenizer>
2692023-05-11 07:27:38,139__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.HuggingBertTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 1.198 mean absolute error, 2.792 mean squared error, 0.845 recall of 1.0, 0.3373253493013972 precision of 1.0, 0.0 recall of 2.0, inf precision of 2.0, 0.0 recall of 3.0, inf precision of 3.0, 0.0 recall of 4.0, inf precision of 4.0, 0.87 recall of 5.0, 0.3486973947895792 precision of 5.0, 343 perfect matches.
2702023-05-11 07:27:38,367__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.HuggingBertTokenizerINFOReached target of 1 runs, moving on...
2712023-05-11 07:27:38,367__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.HuggingBertTokenizerINFOCumulative evaluation results: Evaluation results: 1000 evaluated, 1.198 mean absolute error, 2.792 mean squared error, 0.845 recall of 1.0, 0.3373253493013972 precision of 1.0, 0.0 recall of 2.0, inf precision of 2.0, 0.0 recall of 3.0, inf precision of 3.0, 0.0 recall of 4.0, inf precision of 4.0, 0.87 recall of 5.0, 0.3486973947895792 precision of 5.0, 343 perfect matches.
2722023-05-11 07:30:20,832__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PlainTokenizer.1INFOTraining sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <PlainTokenizer> tokenizer>
2732023-05-11 07:35:46,481__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PlainTokenizer.1INFOTraining succeeded!
2742023-05-11 07:35:46,482__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PlainTokenizer.1INFOEvaluating sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <PlainTokenizer> tokenizer>
2752023-05-11 07:36:52,441__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PlainTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 0.875 mean absolute error, 1.557 mean squared error, 0.44 recall of 1.0, 0.5432098765432098 precision of 1.0, 0.335 recall of 2.0, 0.3544973544973545 precision of 2.0, 0.32 recall of 3.0, 0.2570281124497992 precision of 3.0, 0.31 recall of 4.0, 0.3229166666666667 precision of 4.0, 0.575 recall of 5.0, 0.5528846153846154 precision of 5.0, 396 perfect matches.
2762023-05-11 07:36:52,597__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PlainTokenizerINFOReached target of 1 runs, moving on...
2772023-05-11 07:36:52,597__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PlainTokenizerINFOCumulative evaluation results: Evaluation results: 1000 evaluated, 0.875 mean absolute error, 1.557 mean squared error, 0.44 recall of 1.0, 0.5432098765432098 precision of 1.0, 0.335 recall of 2.0, 0.3544973544973545 precision of 2.0, 0.32 recall of 3.0, 0.2570281124497992 precision of 3.0, 0.31 recall of 4.0, 0.3229166666666667 precision of 4.0, 0.575 recall of 5.0, 0.5528846153846154 precision of 5.0, 396 perfect matches.
2782023-05-11 07:39:34,080__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.1INFOTraining sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <LowercaseTokenizer> tokenizer>
2792023-05-11 07:40:04,969__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.1ERRORTraining failed, trying again with a different dataset...
2802023-05-11 07:42:47,689__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.2INFOTraining sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <LowercaseTokenizer> tokenizer>
2812023-05-11 07:48:13,621__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.2INFOTraining succeeded!
2822023-05-11 07:48:13,622__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.2INFOEvaluating sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <LowercaseTokenizer> tokenizer>
2832023-05-11 07:49:19,291__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.2INFOEvaluation results: Evaluation results: 1000 evaluated, 0.831 mean absolute error, 1.577 mean squared error, 0.455 recall of 1.0, 0.5833333333333334 precision of 1.0, 0.32 recall of 2.0, 0.40764331210191085 precision of 2.0, 0.44 recall of 3.0, 0.3548387096774194 precision of 3.0, 0.44 recall of 4.0, 0.34108527131782945 precision of 4.0, 0.45 recall of 5.0, 0.4972375690607735 precision of 5.0, 421 perfect matches.
2842023-05-11 07:49:19,421__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.LowercaseTokenizerINFOReached target of 1 runs, moving on...
2852023-05-11 07:49:19,421__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.LowercaseTokenizerINFOCumulative evaluation results: Evaluation results: 1000 evaluated, 0.831 mean absolute error, 1.577 mean squared error, 0.455 recall of 1.0, 0.5833333333333334 precision of 1.0, 0.32 recall of 2.0, 0.40764331210191085 precision of 2.0, 0.44 recall of 3.0, 0.3548387096774194 precision of 3.0, 0.44 recall of 4.0, 0.34108527131782945 precision of 4.0, 0.45 recall of 5.0, 0.4972375690607735 precision of 5.0, 421 perfect matches.
2862023-05-11 07:51:55,999__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.1INFOTraining sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <NLTKWordTokenizer> tokenizer>
2872023-05-11 07:53:15,870__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.1ERRORTraining failed, trying again with a different dataset...
2882023-05-11 07:55:56,708__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.2INFOTraining sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <NLTKWordTokenizer> tokenizer>
2892023-05-11 07:57:52,331__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.2ERRORTraining failed, trying again with a different dataset...
2902023-05-11 08:00:34,487__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.3INFOTraining sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <NLTKWordTokenizer> tokenizer>
2912023-05-11 08:06:17,823__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.3INFOTraining succeeded!
2922023-05-11 08:06:17,823__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.3INFOEvaluating sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <NLTKWordTokenizer> tokenizer>
2932023-05-11 08:07:26,415__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.3INFOEvaluation results: Evaluation results: 1000 evaluated, 0.845 mean absolute error, 1.547 mean squared error, 0.58 recall of 1.0, 0.4773662551440329 precision of 1.0, 0.26 recall of 2.0, 0.42276422764227645 precision of 2.0, 0.395 recall of 3.0, 0.3278008298755187 precision of 3.0, 0.43 recall of 4.0, 0.36134453781512604 precision of 4.0, 0.445 recall of 5.0, 0.5741935483870968 precision of 5.0, 422 perfect matches.
2942023-05-11 08:07:26,550__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizerINFOReached target of 1 runs, moving on...
2952023-05-11 08:07:26,550__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizerINFOCumulative evaluation results: Evaluation results: 1000 evaluated, 0.845 mean absolute error, 1.547 mean squared error, 0.58 recall of 1.0, 0.4773662551440329 precision of 1.0, 0.26 recall of 2.0, 0.42276422764227645 precision of 2.0, 0.395 recall of 3.0, 0.3278008298755187 precision of 3.0, 0.43 recall of 4.0, 0.36134453781512604 precision of 4.0, 0.445 recall of 5.0, 0.5741935483870968 precision of 5.0, 422 perfect matches.
2962023-05-11 08:10:07,075__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizer.1INFOTraining sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <PottsTokenizer> tokenizer>
2972023-05-11 08:15:43,714__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizer.1INFOTraining succeeded!
2982023-05-11 08:15:43,714__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizer.1INFOEvaluating sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <PottsTokenizer> tokenizer>
2992023-05-11 08:16:49,888__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 0.817 mean absolute error, 1.385 mean squared error, 0.48 recall of 1.0, 0.5303867403314917 precision of 1.0, 0.46 recall of 2.0, 0.33454545454545453 precision of 2.0, 0.29 recall of 3.0, 0.30851063829787234 precision of 3.0, 0.34 recall of 4.0, 0.35051546391752575 precision of 4.0, 0.46 recall of 5.0, 0.5679012345679012 precision of 5.0, 406 perfect matches.
3002023-05-11 08:16:50,041__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizerINFOReached target of 1 runs, moving on...
3012023-05-11 08:16:50,041__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizerINFOCumulative evaluation results: Evaluation results: 1000 evaluated, 0.817 mean absolute error, 1.385 mean squared error, 0.48 recall of 1.0, 0.5303867403314917 precision of 1.0, 0.46 recall of 2.0, 0.33454545454545453 precision of 2.0, 0.29 recall of 3.0, 0.30851063829787234 precision of 3.0, 0.34 recall of 4.0, 0.35051546391752575 precision of 4.0, 0.46 recall of 5.0, 0.5679012345679012 precision of 5.0, 406 perfect matches.
3022023-05-11 08:19:29,735__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegation.1INFOTraining sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <PottsTokenizerWithNegation> tokenizer>
3032023-05-11 08:25:13,174__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegation.1INFOTraining succeeded!
3042023-05-11 08:25:13,202__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegation.1INFOEvaluating sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <PottsTokenizerWithNegation> tokenizer>
3052023-05-11 08:26:19,536__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegation.1INFOEvaluation results: Evaluation results: 1000 evaluated, 0.822 mean absolute error, 1.42 mean squared error, 0.62 recall of 1.0, 0.5511111111111111 precision of 1.0, 0.37 recall of 2.0, 0.296 precision of 2.0, 0.24 recall of 3.0, 0.4067796610169492 precision of 3.0, 0.305 recall of 4.0, 0.28773584905660377 precision of 4.0, 0.525 recall of 5.0, 0.5384615384615384 precision of 5.0, 412 perfect matches.
3062023-05-11 08:26:19,814__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegationINFOReached target of 1 runs, moving on...
3072023-05-11 08:26:19,814__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegationINFOCumulative evaluation results: Evaluation results: 1000 evaluated, 0.822 mean absolute error, 1.42 mean squared error, 0.62 recall of 1.0, 0.5511111111111111 precision of 1.0, 0.37 recall of 2.0, 0.296 precision of 2.0, 0.24 recall of 3.0, 0.4067796610169492 precision of 3.0, 0.305 recall of 4.0, 0.28773584905660377 precision of 4.0, 0.525 recall of 5.0, 0.5384615384615384 precision of 5.0, 412 perfect matches.
3082023-05-11 08:29:01,606__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.HuggingBertTokenizer.1INFOTraining sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <HuggingBertTokenizer> tokenizer>
3092023-05-11 08:34:54,291__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.HuggingBertTokenizer.1INFOTraining succeeded!
3102023-05-11 08:34:54,292__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.HuggingBertTokenizer.1INFOEvaluating sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <HuggingBertTokenizer> tokenizer>
3112023-05-11 08:36:00,670__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.HuggingBertTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 0.835 mean absolute error, 1.581 mean squared error, 0.49 recall of 1.0, 0.593939393939394 precision of 1.0, 0.315 recall of 2.0, 0.375 precision of 2.0, 0.31 recall of 3.0, 0.34831460674157305 precision of 3.0, 0.435 recall of 4.0, 0.3283018867924528 precision of 4.0, 0.62 recall of 5.0, 0.5535714285714286 precision of 5.0, 434 perfect matches.
3122023-05-11 08:36:00,947__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.HuggingBertTokenizerINFOReached target of 1 runs, moving on...
3132023-05-11 08:36:00,947__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.HuggingBertTokenizerINFOCumulative evaluation results: Evaluation results: 1000 evaluated, 0.835 mean absolute error, 1.581 mean squared error, 0.49 recall of 1.0, 0.593939393939394 precision of 1.0, 0.315 recall of 2.0, 0.375 precision of 2.0, 0.31 recall of 3.0, 0.34831460674157305 precision of 3.0, 0.435 recall of 4.0, 0.3283018867924528 precision of 4.0, 0.62 recall of 5.0, 0.5535714285714286 precision of 5.0, 434 perfect matches.