unimore/bda-6-steffo
unimore/bda-6-steffo
1
Fork 0
mirror of https://github.com/Steffo99/unimore-bda-6.git synced 2024-11-22 07:54:19 +00:00
Code Activity
bda-6-steffo/data/logs/run-success1.tsv

106 KiB
Raw Blame History

12023-04-14 02:07:26,695__main__INFOStarted unimore-bda-6 in DEBUG mode!
22023-04-14 02:07:26,696__main__DEBUGValidating configuration...
32023-04-14 02:07:26,698__main__DEBUGEnsuring there are no leftover caches...
42023-04-14 02:07:26,720__main__.sample_reviews_polarDEBUGSelected sample_func: sample_reviews_polar
52023-04-14 02:07:26,720__main__.sample_reviews_polar.NLTKSentimentAnalyzerDEBUGSelected SentimentAnalyzer: NLTKSentimentAnalyzer
62023-04-14 02:07:26,720__main__DEBUGRunning garbage collection...
72023-04-14 02:07:26,867__main__DEBUGCollected 19 pieces of garbage!
82023-04-14 02:07:26,867__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PlainTokenizerDEBUGSelected Tokenizer: PlainTokenizer
92023-04-14 02:07:26,868__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PlainTokenizer.1DEBUGRun #1
102023-04-14 02:07:26,868__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PlainTokenizer.1DEBUGInstantiating NLTKSentimentAnalyzer with PlainTokenizer...
112023-04-14 02:07:41,386__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PlainTokenizer.1INFOTraining sentiment analyzer: <NLTKSentimentAnalyzer with <PlainTokenizer> tokenizer>
122023-04-14 02:10:19,246__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PlainTokenizer.1INFOTraining succeeded!
132023-04-14 02:10:19,246__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PlainTokenizer.1INFOEvaluating sentiment analyzer: <NLTKSentimentAnalyzer with <PlainTokenizer> tokenizer>
142023-04-14 02:11:26,941__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PlainTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 0.848 mean absolute error, 3.392 mean squared error, 0.692 recall of 1.0, 0.8564356435643564 precision of 1.0, 0.884 recall of 5.0, 0.7416107382550335 precision of 5.0, 788 perfect matches.
152023-04-14 02:11:27,571__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PlainTokenizer.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 0.848 mean absolute error, 3.392 mean squared error, 0.692 recall of 1.0, 0.8564356435643564 precision of 1.0, 0.884 recall of 5.0, 0.7416107382550335 precision of 5.0, 788 perfect matches.
162023-04-14 02:11:27,572__main__DEBUGRunning garbage collection...
172023-04-14 02:11:27,670__main__DEBUGCollected 0 pieces of garbage!
182023-04-14 02:11:27,670__main__.sample_reviews_polar.NLTKSentimentAnalyzer.LowercaseTokenizerDEBUGSelected Tokenizer: LowercaseTokenizer
192023-04-14 02:11:27,671__main__.sample_reviews_polar.NLTKSentimentAnalyzer.LowercaseTokenizer.1DEBUGRun #1
202023-04-14 02:11:27,671__main__.sample_reviews_polar.NLTKSentimentAnalyzer.LowercaseTokenizer.1DEBUGInstantiating NLTKSentimentAnalyzer with LowercaseTokenizer...
212023-04-14 02:11:36,419__main__.sample_reviews_polar.NLTKSentimentAnalyzer.LowercaseTokenizer.1INFOTraining sentiment analyzer: <NLTKSentimentAnalyzer with <LowercaseTokenizer> tokenizer>
222023-04-14 02:13:36,021__main__.sample_reviews_polar.NLTKSentimentAnalyzer.LowercaseTokenizer.1INFOTraining succeeded!
232023-04-14 02:13:36,021__main__.sample_reviews_polar.NLTKSentimentAnalyzer.LowercaseTokenizer.1INFOEvaluating sentiment analyzer: <NLTKSentimentAnalyzer with <LowercaseTokenizer> tokenizer>
242023-04-14 02:14:30,293__main__.sample_reviews_polar.NLTKSentimentAnalyzer.LowercaseTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 0.88 mean absolute error, 3.52 mean squared error, 0.682 recall of 1.0, 0.8482587064676617 precision of 1.0, 0.878 recall of 5.0, 0.7341137123745819 precision of 5.0, 780 perfect matches.
252023-04-14 02:14:30,425__main__.sample_reviews_polar.NLTKSentimentAnalyzer.LowercaseTokenizer.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 0.88 mean absolute error, 3.52 mean squared error, 0.682 recall of 1.0, 0.8482587064676617 precision of 1.0, 0.878 recall of 5.0, 0.7341137123745819 precision of 5.0, 780 perfect matches.
262023-04-14 02:14:30,426__main__DEBUGRunning garbage collection...
272023-04-14 02:14:30,528__main__DEBUGCollected 0 pieces of garbage!
282023-04-14 02:14:30,529__main__.sample_reviews_polar.NLTKSentimentAnalyzer.NLTKWordTokenizerDEBUGSelected Tokenizer: NLTKWordTokenizer
292023-04-14 02:14:30,529__main__.sample_reviews_polar.NLTKSentimentAnalyzer.NLTKWordTokenizer.1DEBUGRun #1
302023-04-14 02:14:30,529__main__.sample_reviews_polar.NLTKSentimentAnalyzer.NLTKWordTokenizer.1DEBUGInstantiating NLTKSentimentAnalyzer with NLTKWordTokenizer...
312023-04-14 02:14:39,156__main__.sample_reviews_polar.NLTKSentimentAnalyzer.NLTKWordTokenizer.1INFOTraining sentiment analyzer: <NLTKSentimentAnalyzer with <NLTKWordTokenizer> tokenizer>
322023-04-14 02:17:18,585__main__.sample_reviews_polar.NLTKSentimentAnalyzer.NLTKWordTokenizer.1INFOTraining succeeded!
332023-04-14 02:17:18,585__main__.sample_reviews_polar.NLTKSentimentAnalyzer.NLTKWordTokenizer.1INFOEvaluating sentiment analyzer: <NLTKSentimentAnalyzer with <NLTKWordTokenizer> tokenizer>
342023-04-14 02:18:28,715__main__.sample_reviews_polar.NLTKSentimentAnalyzer.NLTKWordTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 0.748 mean absolute error, 2.992 mean squared error, 0.776 recall of 1.0, 0.838012958963283 precision of 1.0, 0.85 recall of 5.0, 0.7914338919925512 precision of 5.0, 813 perfect matches.
352023-04-14 02:18:28,861__main__.sample_reviews_polar.NLTKSentimentAnalyzer.NLTKWordTokenizer.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 0.748 mean absolute error, 2.992 mean squared error, 0.776 recall of 1.0, 0.838012958963283 precision of 1.0, 0.85 recall of 5.0, 0.7914338919925512 precision of 5.0, 813 perfect matches.
362023-04-14 02:18:28,862__main__DEBUGRunning garbage collection...
372023-04-14 02:18:28,969__main__DEBUGCollected 0 pieces of garbage!
382023-04-14 02:18:28,969__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PottsTokenizerDEBUGSelected Tokenizer: PottsTokenizer
392023-04-14 02:18:28,970__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PottsTokenizer.1DEBUGRun #1
402023-04-14 02:18:28,970__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PottsTokenizer.1DEBUGInstantiating NLTKSentimentAnalyzer with PottsTokenizer...
412023-04-14 02:18:38,174__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PottsTokenizer.1INFOTraining sentiment analyzer: <NLTKSentimentAnalyzer with <PottsTokenizer> tokenizer>
422023-04-14 02:20:49,210__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PottsTokenizer.1INFOTraining succeeded!
432023-04-14 02:20:49,210__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PottsTokenizer.1INFOEvaluating sentiment analyzer: <NLTKSentimentAnalyzer with <PottsTokenizer> tokenizer>
442023-04-14 02:21:47,287__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PottsTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 0.636 mean absolute error, 2.544 mean squared error, 0.778 recall of 1.0, 0.8901601830663616 precision of 1.0, 0.904 recall of 5.0, 0.8028419182948491 precision of 5.0, 841 perfect matches.
452023-04-14 02:21:47,424__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PottsTokenizer.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 0.636 mean absolute error, 2.544 mean squared error, 0.778 recall of 1.0, 0.8901601830663616 precision of 1.0, 0.904 recall of 5.0, 0.8028419182948491 precision of 5.0, 841 perfect matches.
462023-04-14 02:21:47,425__main__DEBUGRunning garbage collection...
472023-04-14 02:21:47,540__main__DEBUGCollected 0 pieces of garbage!
482023-04-14 02:21:47,541__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PottsTokenizerWithNegationDEBUGSelected Tokenizer: PottsTokenizerWithNegation
492023-04-14 02:21:47,541__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PottsTokenizerWithNegation.1DEBUGRun #1
502023-04-14 02:21:47,541__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PottsTokenizerWithNegation.1DEBUGInstantiating NLTKSentimentAnalyzer with PottsTokenizerWithNegation...
512023-04-14 02:21:55,677__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PottsTokenizerWithNegation.1INFOTraining sentiment analyzer: <NLTKSentimentAnalyzer with <PottsTokenizerWithNegation> tokenizer>
522023-04-14 02:24:21,987__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PottsTokenizerWithNegation.1INFOTraining succeeded!
532023-04-14 02:24:21,988__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PottsTokenizerWithNegation.1INFOEvaluating sentiment analyzer: <NLTKSentimentAnalyzer with <PottsTokenizerWithNegation> tokenizer>
542023-04-14 02:25:25,939__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PottsTokenizerWithNegation.1INFOEvaluation results: Evaluation results: 1000 evaluated, 0.868 mean absolute error, 3.472 mean squared error, 0.684 recall of 1.0, 0.8528678304239401 precision of 1.0, 0.882 recall of 5.0, 0.7362270450751253 precision of 5.0, 783 perfect matches.
552023-04-14 02:25:26,088__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PottsTokenizerWithNegation.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 0.868 mean absolute error, 3.472 mean squared error, 0.684 recall of 1.0, 0.8528678304239401 precision of 1.0, 0.882 recall of 5.0, 0.7362270450751253 precision of 5.0, 783 perfect matches.
562023-04-14 02:25:26,089__main__DEBUGRunning garbage collection...
572023-04-14 02:25:26,229__main__DEBUGCollected 0 pieces of garbage!
582023-04-14 02:25:26,230__main__.sample_reviews_polar.NLTKSentimentAnalyzer.HuggingBertTokenizerDEBUGSelected Tokenizer: HuggingBertTokenizer
592023-04-14 02:25:26,230__main__.sample_reviews_polar.NLTKSentimentAnalyzer.HuggingBertTokenizer.1DEBUGRun #1
602023-04-14 02:25:26,230__main__.sample_reviews_polar.NLTKSentimentAnalyzer.HuggingBertTokenizer.1DEBUGInstantiating NLTKSentimentAnalyzer with HuggingBertTokenizer...
612023-04-14 02:25:35,178__main__.sample_reviews_polar.NLTKSentimentAnalyzer.HuggingBertTokenizer.1INFOTraining sentiment analyzer: <NLTKSentimentAnalyzer with <HuggingBertTokenizer> tokenizer>
622023-04-14 02:28:05,080__main__.sample_reviews_polar.NLTKSentimentAnalyzer.HuggingBertTokenizer.1INFOTraining succeeded!
632023-04-14 02:28:05,080__main__.sample_reviews_polar.NLTKSentimentAnalyzer.HuggingBertTokenizer.1INFOEvaluating sentiment analyzer: <NLTKSentimentAnalyzer with <HuggingBertTokenizer> tokenizer>
642023-04-14 02:29:09,808__main__.sample_reviews_polar.NLTKSentimentAnalyzer.HuggingBertTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 0.932 mean absolute error, 3.728 mean squared error, 0.642 recall of 1.0, 0.856 precision of 1.0, 0.892 recall of 5.0, 0.7136 precision of 5.0, 767 perfect matches.
652023-04-14 02:29:09,937__main__.sample_reviews_polar.NLTKSentimentAnalyzer.HuggingBertTokenizer.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 0.932 mean absolute error, 3.728 mean squared error, 0.642 recall of 1.0, 0.856 precision of 1.0, 0.892 recall of 5.0, 0.7136 precision of 5.0, 767 perfect matches.
662023-04-14 02:29:09,938__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzerDEBUGSelected SentimentAnalyzer: TensorflowPolarSentimentAnalyzer
672023-04-14 02:29:09,938__main__DEBUGRunning garbage collection...
682023-04-14 02:29:10,036__main__DEBUGCollected 0 pieces of garbage!
692023-04-14 02:29:10,037__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PlainTokenizerDEBUGSelected Tokenizer: PlainTokenizer
702023-04-14 02:29:10,037__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PlainTokenizer.1DEBUGRun #1
712023-04-14 02:29:10,037__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PlainTokenizer.1DEBUGInstantiating TensorflowPolarSentimentAnalyzer with PlainTokenizer...
722023-04-14 02:29:19,203__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PlainTokenizer.1INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PlainTokenizer> tokenizer>
732023-04-14 02:35:29,078__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PlainTokenizer.1INFOTraining succeeded!
742023-04-14 02:35:29,079__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PlainTokenizer.1INFOEvaluating sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PlainTokenizer> tokenizer>
752023-04-14 02:36:40,858__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PlainTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 0.476 mean absolute error, 1.904 mean squared error, 0.896 recall of 1.0, 0.8699029126213592 precision of 1.0, 0.866 recall of 5.0, 0.8927835051546392 precision of 5.0, 881 perfect matches.
762023-04-14 02:36:41,005__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PlainTokenizer.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 0.476 mean absolute error, 1.904 mean squared error, 0.896 recall of 1.0, 0.8699029126213592 precision of 1.0, 0.866 recall of 5.0, 0.8927835051546392 precision of 5.0, 881 perfect matches.
772023-04-14 02:36:41,006__main__DEBUGRunning garbage collection...
782023-04-14 02:36:41,115__main__DEBUGCollected 14481 pieces of garbage!
792023-04-14 02:36:41,120__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.LowercaseTokenizerDEBUGSelected Tokenizer: LowercaseTokenizer
802023-04-14 02:36:41,120__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.1DEBUGRun #1
812023-04-14 02:36:41,120__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.1DEBUGInstantiating TensorflowPolarSentimentAnalyzer with LowercaseTokenizer...
822023-04-14 02:36:49,377__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.1INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <LowercaseTokenizer> tokenizer>
832023-04-14 02:37:29,450__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.1ERRORTraining failed, trying again with a different dataset...
842023-04-14 02:37:29,603__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.2DEBUGRun #2
852023-04-14 02:37:29,603__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.2DEBUGInstantiating TensorflowPolarSentimentAnalyzer with LowercaseTokenizer...
862023-04-14 02:37:37,599__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.2INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <LowercaseTokenizer> tokenizer>
872023-04-14 02:43:50,896__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.2INFOTraining succeeded!
882023-04-14 02:43:50,917__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.2INFOEvaluating sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <LowercaseTokenizer> tokenizer>
892023-04-14 02:45:02,727__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.2INFOEvaluation results: Evaluation results: 1000 evaluated, 0.48 mean absolute error, 1.92 mean squared error, 0.916 recall of 1.0, 0.8544776119402985 precision of 1.0, 0.844 recall of 5.0, 0.9094827586206896 precision of 5.0, 880 perfect matches.
902023-04-14 02:45:03,221__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.2INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 0.48 mean absolute error, 1.92 mean squared error, 0.916 recall of 1.0, 0.8544776119402985 precision of 1.0, 0.844 recall of 5.0, 0.9094827586206896 precision of 5.0, 880 perfect matches.
912023-04-14 02:45:03,222__main__DEBUGRunning garbage collection...
922023-04-14 02:45:03,354__main__DEBUGCollected 17374 pieces of garbage!
932023-04-14 02:45:03,361__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizerDEBUGSelected Tokenizer: NLTKWordTokenizer
942023-04-14 02:45:03,361__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.1DEBUGRun #1
952023-04-14 02:45:03,361__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.1DEBUGInstantiating TensorflowPolarSentimentAnalyzer with NLTKWordTokenizer...
962023-04-14 02:45:12,281__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.1INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <NLTKWordTokenizer> tokenizer>
972023-04-14 02:46:13,004__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.1ERRORTraining failed, trying again with a different dataset...
982023-04-14 02:46:13,319__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.2DEBUGRun #2
992023-04-14 02:46:13,320__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.2DEBUGInstantiating TensorflowPolarSentimentAnalyzer with NLTKWordTokenizer...
1002023-04-14 02:46:21,650__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.2INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <NLTKWordTokenizer> tokenizer>
1012023-04-14 02:48:01,137__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.2ERRORTraining failed, trying again with a different dataset...
1022023-04-14 02:48:01,400__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.3DEBUGRun #3
1032023-04-14 02:48:01,401__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.3DEBUGInstantiating TensorflowPolarSentimentAnalyzer with NLTKWordTokenizer...
1042023-04-14 02:48:10,130__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.3INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <NLTKWordTokenizer> tokenizer>
1052023-04-14 02:49:33,320__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.3ERRORTraining failed, trying again with a different dataset...
1062023-04-14 02:49:33,512__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.4DEBUGRun #4
1072023-04-14 02:49:33,513__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.4DEBUGInstantiating TensorflowPolarSentimentAnalyzer with NLTKWordTokenizer...
1082023-04-14 02:49:41,342__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.4INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <NLTKWordTokenizer> tokenizer>
1092023-04-14 02:55:48,568__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.4INFOTraining succeeded!
1102023-04-14 02:55:48,568__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.4INFOEvaluating sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <NLTKWordTokenizer> tokenizer>
1112023-04-14 02:56:59,685__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.4INFOEvaluation results: Evaluation results: 1000 evaluated, 0.492 mean absolute error, 1.968 mean squared error, 0.908 recall of 1.0, 0.8549905838041432 precision of 1.0, 0.846 recall of 5.0, 0.9019189765458422 precision of 5.0, 877 perfect matches.
1122023-04-14 02:56:59,830__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.4INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 0.492 mean absolute error, 1.968 mean squared error, 0.908 recall of 1.0, 0.8549905838041432 precision of 1.0, 0.846 recall of 5.0, 0.9019189765458422 precision of 5.0, 877 perfect matches.
1132023-04-14 02:56:59,830__main__DEBUGRunning garbage collection...
1142023-04-14 02:57:00,002__main__DEBUGCollected 39114 pieces of garbage!
1152023-04-14 02:57:00,006__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizerDEBUGSelected Tokenizer: PottsTokenizer
1162023-04-14 02:57:00,007__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizer.1DEBUGRun #1
1172023-04-14 02:57:00,007__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizer.1DEBUGInstantiating TensorflowPolarSentimentAnalyzer with PottsTokenizer...
1182023-04-14 02:57:08,032__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizer.1INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PottsTokenizer> tokenizer>
1192023-04-14 02:58:22,273__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizer.1ERRORTraining failed, trying again with a different dataset...
1202023-04-14 02:58:22,405__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizer.2DEBUGRun #2
1212023-04-14 02:58:22,406__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizer.2DEBUGInstantiating TensorflowPolarSentimentAnalyzer with PottsTokenizer...
1222023-04-14 02:58:30,418__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizer.2INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PottsTokenizer> tokenizer>
1232023-04-14 02:59:21,741__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizer.2ERRORTraining failed, trying again with a different dataset...
1242023-04-14 02:59:21,871__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizer.3DEBUGRun #3
1252023-04-14 02:59:21,872__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizer.3DEBUGInstantiating TensorflowPolarSentimentAnalyzer with PottsTokenizer...
1262023-04-14 02:59:30,063__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizer.3INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PottsTokenizer> tokenizer>
1272023-04-14 02:59:59,644__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizer.3ERRORTraining failed, trying again with a different dataset...
1282023-04-14 02:59:59,795__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizer.4DEBUGRun #4
1292023-04-14 02:59:59,795__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizer.4DEBUGInstantiating TensorflowPolarSentimentAnalyzer with PottsTokenizer...
1302023-04-14 03:00:08,298__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizer.4INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PottsTokenizer> tokenizer>
1312023-04-14 03:01:06,431__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizer.4ERRORTraining failed, trying again with a different dataset...
1322023-04-14 03:01:06,590__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizer.5DEBUGRun #5
1332023-04-14 03:01:06,591__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizer.5DEBUGInstantiating TensorflowPolarSentimentAnalyzer with PottsTokenizer...
1342023-04-14 03:01:14,562__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizer.5INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PottsTokenizer> tokenizer>
1352023-04-14 03:02:11,267__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizer.5ERRORTraining failed, trying again with a different dataset...
1362023-04-14 03:02:11,405__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizer.6DEBUGRun #6
1372023-04-14 03:02:11,405__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizer.6DEBUGInstantiating TensorflowPolarSentimentAnalyzer with PottsTokenizer...
1382023-04-14 03:02:19,868__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizer.6INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PottsTokenizer> tokenizer>
1392023-04-14 03:04:03,096__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizer.6ERRORTraining failed, trying again with a different dataset...
1402023-04-14 03:04:03,229__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizer.7DEBUGRun #7
1412023-04-14 03:04:03,230__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizer.7DEBUGInstantiating TensorflowPolarSentimentAnalyzer with PottsTokenizer...
1422023-04-14 03:04:12,163__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizer.7INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PottsTokenizer> tokenizer>
1432023-04-14 03:10:18,531__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizer.7INFOTraining succeeded!
1442023-04-14 03:10:18,531__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizer.7INFOEvaluating sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PottsTokenizer> tokenizer>
1452023-04-14 03:11:30,141__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizer.7INFOEvaluation results: Evaluation results: 1000 evaluated, 0.46 mean absolute error, 1.84 mean squared error, 0.946 recall of 1.0, 0.8431372549019608 precision of 1.0, 0.824 recall of 5.0, 0.9384965831435079 precision of 5.0, 885 perfect matches.
1462023-04-14 03:11:30,268__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizer.7INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 0.46 mean absolute error, 1.84 mean squared error, 0.946 recall of 1.0, 0.8431372549019608 precision of 1.0, 0.824 recall of 5.0, 0.9384965831435079 precision of 5.0, 885 perfect matches.
1472023-04-14 03:11:30,268__main__DEBUGRunning garbage collection...
1482023-04-14 03:11:30,514__main__DEBUGCollected 80413 pieces of garbage!
1492023-04-14 03:11:30,536__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegationDEBUGSelected Tokenizer: PottsTokenizerWithNegation
1502023-04-14 03:11:30,543__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation.1DEBUGRun #1
1512023-04-14 03:11:30,547__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation.1DEBUGInstantiating TensorflowPolarSentimentAnalyzer with PottsTokenizerWithNegation...
1522023-04-14 03:11:38,102__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation.1INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PottsTokenizerWithNegation> tokenizer>
1532023-04-14 03:11:50,429__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation.1ERRORTraining failed, trying again with a different dataset...
1542023-04-14 03:11:50,565__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation.2DEBUGRun #2
1552023-04-14 03:11:50,565__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation.2DEBUGInstantiating TensorflowPolarSentimentAnalyzer with PottsTokenizerWithNegation...
1562023-04-14 03:11:58,297__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation.2INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PottsTokenizerWithNegation> tokenizer>
1572023-04-14 03:14:05,622__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation.2ERRORTraining failed, trying again with a different dataset...
1582023-04-14 03:14:05,821__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation.3DEBUGRun #3
1592023-04-14 03:14:05,821__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation.3DEBUGInstantiating TensorflowPolarSentimentAnalyzer with PottsTokenizerWithNegation...
1602023-04-14 03:14:38,382__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation.3INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PottsTokenizerWithNegation> tokenizer>
1612023-04-14 03:21:02,076__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation.3INFOTraining succeeded!
1622023-04-14 03:21:02,079__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation.3INFOEvaluating sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PottsTokenizerWithNegation> tokenizer>
1632023-04-14 03:22:56,464__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation.3INFOEvaluation results: Evaluation results: 1000 evaluated, 0.352 mean absolute error, 1.408 mean squared error, 0.914 recall of 1.0, 0.9103585657370518 precision of 1.0, 0.91 recall of 5.0, 0.9136546184738956 precision of 5.0, 912 perfect matches.
1642023-04-14 03:22:56,761__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation.3INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 0.352 mean absolute error, 1.408 mean squared error, 0.914 recall of 1.0, 0.9103585657370518 precision of 1.0, 0.91 recall of 5.0, 0.9136546184738956 precision of 5.0, 912 perfect matches.
1652023-04-14 03:22:56,761__main__DEBUGRunning garbage collection...
1662023-04-14 03:22:57,030__main__DEBUGCollected 60127 pieces of garbage!
1672023-04-14 03:22:57,051__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.HuggingBertTokenizerDEBUGSelected Tokenizer: HuggingBertTokenizer
1682023-04-14 03:22:57,056__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.HuggingBertTokenizer.1DEBUGRun #1
1692023-04-14 03:22:57,059__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.HuggingBertTokenizer.1DEBUGInstantiating TensorflowPolarSentimentAnalyzer with HuggingBertTokenizer...
1702023-04-14 03:23:10,637__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.HuggingBertTokenizer.1INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <HuggingBertTokenizer> tokenizer>
1712023-04-14 03:29:33,070__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.HuggingBertTokenizer.1INFOTraining succeeded!
1722023-04-14 03:29:33,070__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.HuggingBertTokenizer.1INFOEvaluating sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <HuggingBertTokenizer> tokenizer>
1732023-04-14 03:30:43,505__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.HuggingBertTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 0.46 mean absolute error, 1.84 mean squared error, 0.852 recall of 1.0, 0.9122055674518201 precision of 1.0, 0.918 recall of 5.0, 0.8611632270168855 precision of 5.0, 885 perfect matches.
1742023-04-14 03:30:43,637__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.HuggingBertTokenizer.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 0.46 mean absolute error, 1.84 mean squared error, 0.852 recall of 1.0, 0.9122055674518201 precision of 1.0, 0.918 recall of 5.0, 0.8611632270168855 precision of 5.0, 885 perfect matches.
1752023-04-14 03:30:43,637__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzerDEBUGSelected SentimentAnalyzer: TensorflowCategorySentimentAnalyzer
1762023-04-14 03:30:43,637__main__DEBUGRunning garbage collection...
1772023-04-14 03:30:43,824__main__DEBUGCollected 18820 pieces of garbage!
1782023-04-14 03:30:43,831__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PlainTokenizerDEBUGSelected Tokenizer: PlainTokenizer
1792023-04-14 03:30:43,831__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PlainTokenizer.1DEBUGRun #1
1802023-04-14 03:30:43,831__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PlainTokenizer.1DEBUGInstantiating TensorflowCategorySentimentAnalyzer with PlainTokenizer...
1812023-04-14 03:30:52,433__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PlainTokenizer.1INFOTraining sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <PlainTokenizer> tokenizer>
1822023-04-14 03:31:20,342__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PlainTokenizer.1ERRORTraining failed, trying again with a different dataset...
1832023-04-14 03:31:20,473__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PlainTokenizer.2DEBUGRun #2
1842023-04-14 03:31:20,473__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PlainTokenizer.2DEBUGInstantiating TensorflowCategorySentimentAnalyzer with PlainTokenizer...
1852023-04-14 03:31:28,781__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PlainTokenizer.2INFOTraining sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <PlainTokenizer> tokenizer>
1862023-04-14 03:32:11,843__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PlainTokenizer.2ERRORTraining failed, trying again with a different dataset...
1872023-04-14 03:32:11,976__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PlainTokenizer.3DEBUGRun #3
1882023-04-14 03:32:11,977__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PlainTokenizer.3DEBUGInstantiating TensorflowCategorySentimentAnalyzer with PlainTokenizer...
1892023-04-14 03:32:19,909__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PlainTokenizer.3INFOTraining sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <PlainTokenizer> tokenizer>
1902023-04-14 03:33:33,315__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PlainTokenizer.3ERRORTraining failed, trying again with a different dataset...
1912023-04-14 03:33:33,453__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PlainTokenizer.4DEBUGRun #4
1922023-04-14 03:33:33,453__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PlainTokenizer.4DEBUGInstantiating TensorflowCategorySentimentAnalyzer with PlainTokenizer...
1932023-04-14 03:33:41,627__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PlainTokenizer.4INFOTraining sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <PlainTokenizer> tokenizer>
1942023-04-14 03:34:05,939__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PlainTokenizer.4ERRORTraining failed, trying again with a different dataset...
1952023-04-14 03:34:06,079__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PlainTokenizer.5DEBUGRun #5
1962023-04-14 03:34:06,080__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PlainTokenizer.5DEBUGInstantiating TensorflowCategorySentimentAnalyzer with PlainTokenizer...
1972023-04-14 03:34:14,346__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PlainTokenizer.5INFOTraining sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <PlainTokenizer> tokenizer>
1982023-04-14 03:35:38,755__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PlainTokenizer.5ERRORTraining failed, trying again with a different dataset...
1992023-04-14 03:35:38,918__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PlainTokenizer.6DEBUGRun #6
2002023-04-14 03:35:38,919__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PlainTokenizer.6DEBUGInstantiating TensorflowCategorySentimentAnalyzer with PlainTokenizer...
2012023-04-14 03:35:46,938__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PlainTokenizer.6INFOTraining sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <PlainTokenizer> tokenizer>
2022023-04-14 03:36:39,339__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PlainTokenizer.6ERRORTraining failed, trying again with a different dataset...
2032023-04-14 03:36:39,477__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PlainTokenizer.7DEBUGRun #7
2042023-04-14 03:36:39,477__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PlainTokenizer.7DEBUGInstantiating TensorflowCategorySentimentAnalyzer with PlainTokenizer...
2052023-04-14 03:36:47,466__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PlainTokenizer.7INFOTraining sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <PlainTokenizer> tokenizer>
2062023-04-14 03:43:26,463__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PlainTokenizer.7INFOTraining succeeded!
2072023-04-14 03:43:26,464__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PlainTokenizer.7INFOEvaluating sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <PlainTokenizer> tokenizer>
2082023-04-14 03:44:39,601__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PlainTokenizer.7INFOEvaluation results: Evaluation results: 1000 evaluated, 0.476 mean absolute error, 1.904 mean squared error, 0.924 recall of 1.0, 0.850828729281768 precision of 1.0, 0.838 recall of 5.0, 0.9168490153172867 precision of 5.0, 881 perfect matches.
2092023-04-14 03:44:39,737__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PlainTokenizer.7INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 0.476 mean absolute error, 1.904 mean squared error, 0.924 recall of 1.0, 0.850828729281768 precision of 1.0, 0.838 recall of 5.0, 0.9168490153172867 precision of 5.0, 881 perfect matches.
2102023-04-14 03:44:39,737__main__DEBUGRunning garbage collection...
2112023-04-14 03:44:40,038__main__DEBUGCollected 52887 pieces of garbage!
2122023-04-14 03:44:40,050__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.LowercaseTokenizerDEBUGSelected Tokenizer: LowercaseTokenizer
2132023-04-14 03:44:40,051__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.1DEBUGRun #1
2142023-04-14 03:44:40,052__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.1DEBUGInstantiating TensorflowCategorySentimentAnalyzer with LowercaseTokenizer...
2152023-04-14 03:44:48,729__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.1INFOTraining sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <LowercaseTokenizer> tokenizer>
2162023-04-14 03:51:06,107__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.1INFOTraining succeeded!
2172023-04-14 03:51:06,107__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.1INFOEvaluating sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <LowercaseTokenizer> tokenizer>
2182023-04-14 03:52:14,645__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 0.46 mean absolute error, 1.84 mean squared error, 0.898 recall of 1.0, 0.8752436647173489 precision of 1.0, 0.872 recall of 5.0, 0.8952772073921971 precision of 5.0, 885 perfect matches.
2192023-04-14 03:52:14,773__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 0.46 mean absolute error, 1.84 mean squared error, 0.898 recall of 1.0, 0.8752436647173489 precision of 1.0, 0.872 recall of 5.0, 0.8952772073921971 precision of 5.0, 885 perfect matches.
2202023-04-14 03:52:14,774__main__DEBUGRunning garbage collection...
2212023-04-14 03:52:14,990__main__DEBUGCollected 8694 pieces of garbage!
2222023-04-14 03:52:14,992__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizerDEBUGSelected Tokenizer: NLTKWordTokenizer
2232023-04-14 03:52:14,993__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.1DEBUGRun #1
2242023-04-14 03:52:14,993__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.1DEBUGInstantiating TensorflowCategorySentimentAnalyzer with NLTKWordTokenizer...
2252023-04-14 03:52:22,820__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.1INFOTraining sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <NLTKWordTokenizer> tokenizer>
2262023-04-14 03:53:34,894__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.1ERRORTraining failed, trying again with a different dataset...
2272023-04-14 03:53:35,087__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.2DEBUGRun #2
2282023-04-14 03:53:35,088__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.2DEBUGInstantiating TensorflowCategorySentimentAnalyzer with NLTKWordTokenizer...
2292023-04-14 03:53:43,136__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.2INFOTraining sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <NLTKWordTokenizer> tokenizer>
2302023-04-14 04:00:25,276__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.2INFOTraining succeeded!
2312023-04-14 04:00:25,277__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.2INFOEvaluating sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <NLTKWordTokenizer> tokenizer>
2322023-04-14 04:01:34,638__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.2INFOEvaluation results: Evaluation results: 1000 evaluated, 0.444 mean absolute error, 1.776 mean squared error, 0.898 recall of 1.0, 0.8821218074656189 precision of 1.0, 0.88 recall of 5.0, 0.8961303462321792 precision of 5.0, 889 perfect matches.
2332023-04-14 04:01:34,773__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.2INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 0.444 mean absolute error, 1.776 mean squared error, 0.898 recall of 1.0, 0.8821218074656189 precision of 1.0, 0.88 recall of 5.0, 0.8961303462321792 precision of 5.0, 889 perfect matches.
2342023-04-14 04:01:34,773__main__DEBUGRunning garbage collection...
2352023-04-14 04:01:35,019__main__DEBUGCollected 28229 pieces of garbage!
2362023-04-14 04:01:35,024__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizerDEBUGSelected Tokenizer: PottsTokenizer
2372023-04-14 04:01:35,025__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizer.1DEBUGRun #1
2382023-04-14 04:01:35,025__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizer.1DEBUGInstantiating TensorflowCategorySentimentAnalyzer with PottsTokenizer...
2392023-04-14 04:01:42,831__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizer.1INFOTraining sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <PottsTokenizer> tokenizer>
2402023-04-14 04:03:12,088__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizer.1ERRORTraining failed, trying again with a different dataset...
2412023-04-14 04:03:12,222__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizer.2DEBUGRun #2
2422023-04-14 04:03:12,222__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizer.2DEBUGInstantiating TensorflowCategorySentimentAnalyzer with PottsTokenizer...
2432023-04-14 04:03:20,096__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizer.2INFOTraining sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <PottsTokenizer> tokenizer>
2442023-04-14 04:03:38,086__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizer.2ERRORTraining failed, trying again with a different dataset...
2452023-04-14 04:03:38,263__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizer.3DEBUGRun #3
2462023-04-14 04:03:38,264__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizer.3DEBUGInstantiating TensorflowCategorySentimentAnalyzer with PottsTokenizer...
2472023-04-14 04:03:46,055__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizer.3INFOTraining sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <PottsTokenizer> tokenizer>
2482023-04-14 04:04:11,099__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizer.3ERRORTraining failed, trying again with a different dataset...
2492023-04-14 04:04:11,530__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizer.4DEBUGRun #4
2502023-04-14 04:04:11,531__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizer.4DEBUGInstantiating TensorflowCategorySentimentAnalyzer with PottsTokenizer...
2512023-04-14 04:04:19,473__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizer.4INFOTraining sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <PottsTokenizer> tokenizer>
2522023-04-14 04:04:46,680__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizer.4ERRORTraining failed, trying again with a different dataset...
2532023-04-14 04:04:47,232__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizer.5DEBUGRun #5
2542023-04-14 04:04:47,232__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizer.5DEBUGInstantiating TensorflowCategorySentimentAnalyzer with PottsTokenizer...
2552023-04-14 04:04:54,934__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizer.5INFOTraining sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <PottsTokenizer> tokenizer>
2562023-04-14 04:11:15,368__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizer.5INFOTraining succeeded!
2572023-04-14 04:11:15,382__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizer.5INFOEvaluating sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <PottsTokenizer> tokenizer>
2582023-04-14 04:12:23,245__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizer.5INFOEvaluation results: Evaluation results: 1000 evaluated, 0.452 mean absolute error, 1.808 mean squared error, 0.874 recall of 1.0, 0.8973305954825462 precision of 1.0, 0.9 recall of 5.0, 0.8771929824561403 precision of 5.0, 887 perfect matches.
2592023-04-14 04:12:23,746__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizer.5INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 0.452 mean absolute error, 1.808 mean squared error, 0.874 recall of 1.0, 0.8973305954825462 precision of 1.0, 0.9 recall of 5.0, 0.8771929824561403 precision of 5.0, 887 perfect matches.
2602023-04-14 04:12:23,747__main__DEBUGRunning garbage collection...
2612023-04-14 04:12:24,081__main__DEBUGCollected 86213 pieces of garbage!
2622023-04-14 04:12:24,104__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegationDEBUGSelected Tokenizer: PottsTokenizerWithNegation
2632023-04-14 04:12:24,110__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegation.1DEBUGRun #1
2642023-04-14 04:12:24,116__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegation.1DEBUGInstantiating TensorflowCategorySentimentAnalyzer with PottsTokenizerWithNegation...
2652023-04-14 04:12:31,693__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegation.1INFOTraining sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <PottsTokenizerWithNegation> tokenizer>
2662023-04-14 04:18:38,833__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegation.1INFOTraining succeeded!
2672023-04-14 04:18:38,857__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegation.1INFOEvaluating sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <PottsTokenizerWithNegation> tokenizer>
2682023-04-14 04:19:46,151__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegation.1INFOEvaluation results: Evaluation results: 1000 evaluated, 0.42 mean absolute error, 1.68 mean squared error, 0.868 recall of 1.0, 0.9175475687103594 precision of 1.0, 0.922 recall of 5.0, 0.8747628083491461 precision of 5.0, 895 perfect matches.
2692023-04-14 04:19:46,513__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegation.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 0.42 mean absolute error, 1.68 mean squared error, 0.868 recall of 1.0, 0.9175475687103594 precision of 1.0, 0.922 recall of 5.0, 0.8747628083491461 precision of 5.0, 895 perfect matches.
2702023-04-14 04:19:46,513__main__DEBUGRunning garbage collection...
2712023-04-14 04:19:46,848__main__DEBUGCollected 87213 pieces of garbage!
2722023-04-14 04:19:46,866__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.HuggingBertTokenizerDEBUGSelected Tokenizer: HuggingBertTokenizer
2732023-04-14 04:19:46,869__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.HuggingBertTokenizer.1DEBUGRun #1
2742023-04-14 04:19:46,871__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.HuggingBertTokenizer.1DEBUGInstantiating TensorflowCategorySentimentAnalyzer with HuggingBertTokenizer...
2752023-04-14 04:19:54,868__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.HuggingBertTokenizer.1INFOTraining sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <HuggingBertTokenizer> tokenizer>
2762023-04-14 04:26:18,101__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.HuggingBertTokenizer.1INFOTraining succeeded!
2772023-04-14 04:26:18,124__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.HuggingBertTokenizer.1INFOEvaluating sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <HuggingBertTokenizer> tokenizer>
2782023-04-14 04:27:25,055__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.HuggingBertTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 0.444 mean absolute error, 1.776 mean squared error, 0.91 recall of 1.0, 0.8733205374280231 precision of 1.0, 0.868 recall of 5.0, 0.906054279749478 precision of 5.0, 889 perfect matches.
2792023-04-14 04:27:25,605__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.HuggingBertTokenizer.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 0.444 mean absolute error, 1.776 mean squared error, 0.91 recall of 1.0, 0.8733205374280231 precision of 1.0, 0.868 recall of 5.0, 0.906054279749478 precision of 5.0, 889 perfect matches.
2802023-04-14 04:27:25,606__main__.sample_reviews_variedDEBUGSelected sample_func: sample_reviews_varied
2812023-04-14 04:27:25,606__main__.sample_reviews_varied.NLTKSentimentAnalyzerDEBUGSelected SentimentAnalyzer: NLTKSentimentAnalyzer
2822023-04-14 04:27:25,606__main__DEBUGRunning garbage collection...
2832023-04-14 04:27:26,012__main__DEBUGCollected 87197 pieces of garbage!
2842023-04-14 04:27:26,019__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PlainTokenizerDEBUGSelected Tokenizer: PlainTokenizer
2852023-04-14 04:27:26,021__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PlainTokenizer.1DEBUGRun #1
2862023-04-14 04:27:26,022__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PlainTokenizer.1DEBUGInstantiating NLTKSentimentAnalyzer with PlainTokenizer...
2872023-04-14 04:27:43,719__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PlainTokenizer.1INFOTraining sentiment analyzer: <NLTKSentimentAnalyzer with <PlainTokenizer> tokenizer>
2882023-04-14 04:30:37,000__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PlainTokenizer.1INFOTraining succeeded!
2892023-04-14 04:30:37,000__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PlainTokenizer.1INFOEvaluating sentiment analyzer: <NLTKSentimentAnalyzer with <PlainTokenizer> tokenizer>
2902023-04-14 04:33:04,724__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PlainTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 1.065 mean absolute error, 2.343 mean squared error, 0.68 recall of 1.0, 0.43037974683544306 precision of 1.0, 0.235 recall of 2.0, 0.34057971014492755 precision of 2.0, 0.2 recall of 3.0, 0.32786885245901637 precision of 3.0, 0.165 recall of 4.0, 0.3707865168539326 precision of 4.0, 0.61 recall of 5.0, 0.3641791044776119 precision of 5.0, 378 perfect matches.
2912023-04-14 04:33:04,999__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PlainTokenizer.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 1.065 mean absolute error, 2.343 mean squared error, 0.68 recall of 1.0, 0.43037974683544306 precision of 1.0, 0.235 recall of 2.0, 0.34057971014492755 precision of 2.0, 0.2 recall of 3.0, 0.32786885245901637 precision of 3.0, 0.165 recall of 4.0, 0.3707865168539326 precision of 4.0, 0.61 recall of 5.0, 0.3641791044776119 precision of 5.0, 378 perfect matches.
2922023-04-14 04:33:05,000__main__DEBUGRunning garbage collection...
2932023-04-14 04:33:05,275__main__DEBUGCollected 0 pieces of garbage!
2942023-04-14 04:33:05,276__main__.sample_reviews_varied.NLTKSentimentAnalyzer.LowercaseTokenizerDEBUGSelected Tokenizer: LowercaseTokenizer
2952023-04-14 04:33:05,276__main__.sample_reviews_varied.NLTKSentimentAnalyzer.LowercaseTokenizer.1DEBUGRun #1
2962023-04-14 04:33:05,276__main__.sample_reviews_varied.NLTKSentimentAnalyzer.LowercaseTokenizer.1DEBUGInstantiating NLTKSentimentAnalyzer with LowercaseTokenizer...
2972023-04-14 04:33:23,054__main__.sample_reviews_varied.NLTKSentimentAnalyzer.LowercaseTokenizer.1INFOTraining sentiment analyzer: <NLTKSentimentAnalyzer with <LowercaseTokenizer> tokenizer>
2982023-04-14 04:36:09,314__main__.sample_reviews_varied.NLTKSentimentAnalyzer.LowercaseTokenizer.1INFOTraining succeeded!
2992023-04-14 04:36:09,315__main__.sample_reviews_varied.NLTKSentimentAnalyzer.LowercaseTokenizer.1INFOEvaluating sentiment analyzer: <NLTKSentimentAnalyzer with <LowercaseTokenizer> tokenizer>
3002023-04-14 04:38:31,038__main__.sample_reviews_varied.NLTKSentimentAnalyzer.LowercaseTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 1.146 mean absolute error, 2.712 mean squared error, 0.52 recall of 1.0, 0.4642857142857143 precision of 1.0, 0.33 recall of 2.0, 0.3815028901734104 precision of 2.0, 0.22 recall of 3.0, 0.33587786259541985 precision of 3.0, 0.1 recall of 4.0, 0.3389830508474576 precision of 4.0, 0.655 recall of 5.0, 0.3171912832929782 precision of 5.0, 365 perfect matches.
3012023-04-14 04:38:31,166__main__.sample_reviews_varied.NLTKSentimentAnalyzer.LowercaseTokenizer.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 1.146 mean absolute error, 2.712 mean squared error, 0.52 recall of 1.0, 0.4642857142857143 precision of 1.0, 0.33 recall of 2.0, 0.3815028901734104 precision of 2.0, 0.22 recall of 3.0, 0.33587786259541985 precision of 3.0, 0.1 recall of 4.0, 0.3389830508474576 precision of 4.0, 0.655 recall of 5.0, 0.3171912832929782 precision of 5.0, 365 perfect matches.
3022023-04-14 04:38:31,167__main__DEBUGRunning garbage collection...
3032023-04-14 04:38:31,443__main__DEBUGCollected 0 pieces of garbage!
3042023-04-14 04:38:31,443__main__.sample_reviews_varied.NLTKSentimentAnalyzer.NLTKWordTokenizerDEBUGSelected Tokenizer: NLTKWordTokenizer
3052023-04-14 04:38:31,444__main__.sample_reviews_varied.NLTKSentimentAnalyzer.NLTKWordTokenizer.1DEBUGRun #1
3062023-04-14 04:38:31,444__main__.sample_reviews_varied.NLTKSentimentAnalyzer.NLTKWordTokenizer.1DEBUGInstantiating NLTKSentimentAnalyzer with NLTKWordTokenizer...
3072023-04-14 04:38:49,170__main__.sample_reviews_varied.NLTKSentimentAnalyzer.NLTKWordTokenizer.1INFOTraining sentiment analyzer: <NLTKSentimentAnalyzer with <NLTKWordTokenizer> tokenizer>
3082023-04-14 04:42:07,945__main__.sample_reviews_varied.NLTKSentimentAnalyzer.NLTKWordTokenizer.1INFOTraining succeeded!
3092023-04-14 04:42:07,945__main__.sample_reviews_varied.NLTKSentimentAnalyzer.NLTKWordTokenizer.1INFOEvaluating sentiment analyzer: <NLTKSentimentAnalyzer with <NLTKWordTokenizer> tokenizer>
3102023-04-14 04:44:49,844__main__.sample_reviews_varied.NLTKSentimentAnalyzer.NLTKWordTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 1.213 mean absolute error, 2.921 mean squared error, 0.5 recall of 1.0, 0.45662100456621 precision of 1.0, 0.235 recall of 2.0, 0.34558823529411764 precision of 2.0, 0.175 recall of 3.0, 0.25 precision of 3.0, 0.145 recall of 4.0, 0.42028985507246375 precision of 4.0, 0.69 recall of 5.0, 0.3165137614678899 precision of 5.0, 349 perfect matches.
3112023-04-14 04:44:50,310__main__.sample_reviews_varied.NLTKSentimentAnalyzer.NLTKWordTokenizer.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 1.213 mean absolute error, 2.921 mean squared error, 0.5 recall of 1.0, 0.45662100456621 precision of 1.0, 0.235 recall of 2.0, 0.34558823529411764 precision of 2.0, 0.175 recall of 3.0, 0.25 precision of 3.0, 0.145 recall of 4.0, 0.42028985507246375 precision of 4.0, 0.69 recall of 5.0, 0.3165137614678899 precision of 5.0, 349 perfect matches.
3122023-04-14 04:44:50,311__main__DEBUGRunning garbage collection...
3132023-04-14 04:44:52,556__main__DEBUGCollected 0 pieces of garbage!
3142023-04-14 04:44:52,556__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PottsTokenizerDEBUGSelected Tokenizer: PottsTokenizer
3152023-04-14 04:44:52,557__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PottsTokenizer.1DEBUGRun #1
3162023-04-14 04:44:52,557__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PottsTokenizer.1DEBUGInstantiating NLTKSentimentAnalyzer with PottsTokenizer...
3172023-04-14 04:45:16,474__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PottsTokenizer.1INFOTraining sentiment analyzer: <NLTKSentimentAnalyzer with <PottsTokenizer> tokenizer>
3182023-04-14 04:47:56,326__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PottsTokenizer.1INFOTraining succeeded!
3192023-04-14 04:47:56,326__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PottsTokenizer.1INFOEvaluating sentiment analyzer: <NLTKSentimentAnalyzer with <PottsTokenizer> tokenizer>
3202023-04-14 04:50:02,739__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PottsTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 1.019 mean absolute error, 2.195 mean squared error, 0.695 recall of 1.0, 0.4633333333333333 precision of 1.0, 0.125 recall of 2.0, 0.2840909090909091 precision of 2.0, 0.29 recall of 3.0, 0.31521739130434784 precision of 3.0, 0.15 recall of 4.0, 0.4918032786885246 precision of 4.0, 0.69 recall of 5.0, 0.3760217983651226 precision of 5.0, 390 perfect matches.
3212023-04-14 04:50:02,868__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PottsTokenizer.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 1.019 mean absolute error, 2.195 mean squared error, 0.695 recall of 1.0, 0.4633333333333333 precision of 1.0, 0.125 recall of 2.0, 0.2840909090909091 precision of 2.0, 0.29 recall of 3.0, 0.31521739130434784 precision of 3.0, 0.15 recall of 4.0, 0.4918032786885246 precision of 4.0, 0.69 recall of 5.0, 0.3760217983651226 precision of 5.0, 390 perfect matches.
3222023-04-14 04:50:02,868__main__DEBUGRunning garbage collection...
3232023-04-14 04:50:03,147__main__DEBUGCollected 0 pieces of garbage!
3242023-04-14 04:50:03,147__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PottsTokenizerWithNegationDEBUGSelected Tokenizer: PottsTokenizerWithNegation
3252023-04-14 04:50:03,147__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PottsTokenizerWithNegation.1DEBUGRun #1
3262023-04-14 04:50:03,147__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PottsTokenizerWithNegation.1DEBUGInstantiating NLTKSentimentAnalyzer with PottsTokenizerWithNegation...
3272023-04-14 04:50:20,955__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PottsTokenizerWithNegation.1INFOTraining sentiment analyzer: <NLTKSentimentAnalyzer with <PottsTokenizerWithNegation> tokenizer>
3282023-04-14 04:53:26,986__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PottsTokenizerWithNegation.1INFOTraining succeeded!
3292023-04-14 04:53:26,987__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PottsTokenizerWithNegation.1INFOEvaluating sentiment analyzer: <NLTKSentimentAnalyzer with <PottsTokenizerWithNegation> tokenizer>
3302023-04-14 04:55:58,484__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PottsTokenizerWithNegation.1INFOEvaluation results: Evaluation results: 1000 evaluated, 1.104 mean absolute error, 2.508 mean squared error, 0.61 recall of 1.0, 0.44525547445255476 precision of 1.0, 0.235 recall of 2.0, 0.29012345679012347 precision of 2.0, 0.21 recall of 3.0, 0.33070866141732286 precision of 3.0, 0.125 recall of 4.0, 0.43103448275862066 precision of 4.0, 0.68 recall of 5.0, 0.35883905013192613 precision of 5.0, 372 perfect matches.
3312023-04-14 04:55:58,610__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PottsTokenizerWithNegation.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 1.104 mean absolute error, 2.508 mean squared error, 0.61 recall of 1.0, 0.44525547445255476 precision of 1.0, 0.235 recall of 2.0, 0.29012345679012347 precision of 2.0, 0.21 recall of 3.0, 0.33070866141732286 precision of 3.0, 0.125 recall of 4.0, 0.43103448275862066 precision of 4.0, 0.68 recall of 5.0, 0.35883905013192613 precision of 5.0, 372 perfect matches.
3322023-04-14 04:55:58,611__main__DEBUGRunning garbage collection...
3332023-04-14 04:55:58,891__main__DEBUGCollected 0 pieces of garbage!
3342023-04-14 04:55:58,892__main__.sample_reviews_varied.NLTKSentimentAnalyzer.HuggingBertTokenizerDEBUGSelected Tokenizer: HuggingBertTokenizer
3352023-04-14 04:55:58,892__main__.sample_reviews_varied.NLTKSentimentAnalyzer.HuggingBertTokenizer.1DEBUGRun #1
3362023-04-14 04:55:58,892__main__.sample_reviews_varied.NLTKSentimentAnalyzer.HuggingBertTokenizer.1DEBUGInstantiating NLTKSentimentAnalyzer with HuggingBertTokenizer...
3372023-04-14 04:56:17,158__main__.sample_reviews_varied.NLTKSentimentAnalyzer.HuggingBertTokenizer.1INFOTraining sentiment analyzer: <NLTKSentimentAnalyzer with <HuggingBertTokenizer> tokenizer>
3382023-04-14 04:59:43,480__main__.sample_reviews_varied.NLTKSentimentAnalyzer.HuggingBertTokenizer.1INFOTraining succeeded!
3392023-04-14 04:59:43,480__main__.sample_reviews_varied.NLTKSentimentAnalyzer.HuggingBertTokenizer.1INFOEvaluating sentiment analyzer: <NLTKSentimentAnalyzer with <HuggingBertTokenizer> tokenizer>
3402023-04-14 05:02:19,881__main__.sample_reviews_varied.NLTKSentimentAnalyzer.HuggingBertTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 1.086 mean absolute error, 2.492 mean squared error, 0.645 recall of 1.0, 0.48134328358208955 precision of 1.0, 0.31 recall of 2.0, 0.4305555555555556 precision of 2.0, 0.165 recall of 3.0, 0.28695652173913044 precision of 3.0, 0.13 recall of 4.0, 0.35135135135135137 precision of 4.0, 0.675 recall of 5.0, 0.3383458646616541 precision of 5.0, 385 perfect matches.
3412023-04-14 05:02:20,029__main__.sample_reviews_varied.NLTKSentimentAnalyzer.HuggingBertTokenizer.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 1.086 mean absolute error, 2.492 mean squared error, 0.645 recall of 1.0, 0.48134328358208955 precision of 1.0, 0.31 recall of 2.0, 0.4305555555555556 precision of 2.0, 0.165 recall of 3.0, 0.28695652173913044 precision of 3.0, 0.13 recall of 4.0, 0.35135135135135137 precision of 4.0, 0.675 recall of 5.0, 0.3383458646616541 precision of 5.0, 385 perfect matches.
3422023-04-14 05:02:20,029__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzerDEBUGSelected SentimentAnalyzer: TensorflowPolarSentimentAnalyzer
3432023-04-14 05:02:20,029__main__DEBUGRunning garbage collection...
3442023-04-14 05:02:20,310__main__DEBUGCollected 0 pieces of garbage!
3452023-04-14 05:02:20,311__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PlainTokenizerDEBUGSelected Tokenizer: PlainTokenizer
3462023-04-14 05:02:20,311__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PlainTokenizer.1DEBUGRun #1
3472023-04-14 05:02:20,311__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PlainTokenizer.1DEBUGInstantiating TensorflowPolarSentimentAnalyzer with PlainTokenizer...
3482023-04-14 05:02:38,449__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PlainTokenizer.1INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PlainTokenizer> tokenizer>
3492023-04-14 05:04:30,196__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PlainTokenizer.1ERRORTraining failed, trying again with a different dataset...
3502023-04-14 05:04:30,499__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PlainTokenizer.2DEBUGRun #2
3512023-04-14 05:04:30,499__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PlainTokenizer.2DEBUGInstantiating TensorflowPolarSentimentAnalyzer with PlainTokenizer...
3522023-04-14 05:04:48,396__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PlainTokenizer.2INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PlainTokenizer> tokenizer>
3532023-04-14 05:06:47,932__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PlainTokenizer.2ERRORTraining failed, trying again with a different dataset...
3542023-04-14 05:06:48,068__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PlainTokenizer.3DEBUGRun #3
3552023-04-14 05:06:48,069__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PlainTokenizer.3DEBUGInstantiating TensorflowPolarSentimentAnalyzer with PlainTokenizer...
3562023-04-14 05:07:06,116__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PlainTokenizer.3INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PlainTokenizer> tokenizer>
3572023-04-14 05:07:40,525__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PlainTokenizer.3ERRORTraining failed, trying again with a different dataset...
3582023-04-14 05:07:40,658__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PlainTokenizer.4DEBUGRun #4
3592023-04-14 05:07:40,658__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PlainTokenizer.4DEBUGInstantiating TensorflowPolarSentimentAnalyzer with PlainTokenizer...
3602023-04-14 05:07:58,697__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PlainTokenizer.4INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PlainTokenizer> tokenizer>
3612023-04-14 05:09:04,576__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PlainTokenizer.4ERRORTraining failed, trying again with a different dataset...
3622023-04-14 05:09:04,720__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PlainTokenizer.5DEBUGRun #5
3632023-04-14 05:09:04,721__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PlainTokenizer.5DEBUGInstantiating TensorflowPolarSentimentAnalyzer with PlainTokenizer...
3642023-04-14 05:09:22,459__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PlainTokenizer.5INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PlainTokenizer> tokenizer>
3652023-04-14 05:09:51,742__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PlainTokenizer.5ERRORTraining failed, trying again with a different dataset...
3662023-04-14 05:09:51,872__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PlainTokenizer.6DEBUGRun #6
3672023-04-14 05:09:51,872__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PlainTokenizer.6DEBUGInstantiating TensorflowPolarSentimentAnalyzer with PlainTokenizer...
3682023-04-14 05:10:09,649__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PlainTokenizer.6INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PlainTokenizer> tokenizer>
3692023-04-14 05:10:28,862__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PlainTokenizer.6ERRORTraining failed, trying again with a different dataset...
3702023-04-14 05:10:28,991__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PlainTokenizer.7DEBUGRun #7
3712023-04-14 05:10:28,992__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PlainTokenizer.7DEBUGInstantiating TensorflowPolarSentimentAnalyzer with PlainTokenizer...
3722023-04-14 05:10:46,596__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PlainTokenizer.7INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PlainTokenizer> tokenizer>
3732023-04-14 05:11:45,240__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PlainTokenizer.7ERRORTraining failed, trying again with a different dataset...
3742023-04-14 05:11:45,375__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PlainTokenizer.8DEBUGRun #8
3752023-04-14 05:11:45,375__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PlainTokenizer.8DEBUGInstantiating TensorflowPolarSentimentAnalyzer with PlainTokenizer...
3762023-04-14 05:12:03,548__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PlainTokenizer.8INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PlainTokenizer> tokenizer>
3772023-04-14 05:17:43,566__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PlainTokenizer.8INFOTraining succeeded!
3782023-04-14 05:17:43,566__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PlainTokenizer.8INFOEvaluating sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PlainTokenizer> tokenizer>
3792023-04-14 05:18:54,270__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PlainTokenizer.8INFOEvaluation results: Evaluation results: 1000 evaluated, 1.228 mean absolute error, 2.912 mean squared error, 0.94 recall of 1.0, 0.3027375201288245 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, 0.76 recall of 5.0, 0.40105540897097625 precision of 5.0, 340 perfect matches.
3802023-04-14 05:18:54,397__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PlainTokenizer.8INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 1.228 mean absolute error, 2.912 mean squared error, 0.94 recall of 1.0, 0.3027375201288245 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, 0.76 recall of 5.0, 0.40105540897097625 precision of 5.0, 340 perfect matches.
3812023-04-14 05:18:54,398__main__DEBUGRunning garbage collection...
3822023-04-14 05:18:54,771__main__DEBUGCollected 82946 pieces of garbage!
3832023-04-14 05:18:54,792__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.LowercaseTokenizerDEBUGSelected Tokenizer: LowercaseTokenizer
3842023-04-14 05:18:54,797__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.1DEBUGRun #1
3852023-04-14 05:18:54,801__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.1DEBUGInstantiating TensorflowPolarSentimentAnalyzer with LowercaseTokenizer...
3862023-04-14 05:19:12,650__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.1INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <LowercaseTokenizer> tokenizer>
3872023-04-14 05:21:02,056__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.1ERRORTraining failed, trying again with a different dataset...
3882023-04-14 05:21:02,186__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.2DEBUGRun #2
3892023-04-14 05:21:02,187__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.2DEBUGInstantiating TensorflowPolarSentimentAnalyzer with LowercaseTokenizer...
3902023-04-14 05:21:20,290__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.2INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <LowercaseTokenizer> tokenizer>
3912023-04-14 05:21:54,750__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.2ERRORTraining failed, trying again with a different dataset...
3922023-04-14 05:21:54,884__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.3DEBUGRun #3
3932023-04-14 05:21:54,884__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.3DEBUGInstantiating TensorflowPolarSentimentAnalyzer with LowercaseTokenizer...
3942023-04-14 05:22:12,674__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.3INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <LowercaseTokenizer> tokenizer>
3952023-04-14 05:23:33,165__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.3ERRORTraining failed, trying again with a different dataset...
3962023-04-14 05:23:33,299__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.4DEBUGRun #4
3972023-04-14 05:23:33,300__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.4DEBUGInstantiating TensorflowPolarSentimentAnalyzer with LowercaseTokenizer...
3982023-04-14 05:23:51,145__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.4INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <LowercaseTokenizer> tokenizer>
3992023-04-14 05:29:36,402__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.4INFOTraining succeeded!
4002023-04-14 05:29:36,402__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.4INFOEvaluating sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <LowercaseTokenizer> tokenizer>
4012023-04-14 05:30:42,698__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.4INFOEvaluation results: Evaluation results: 1000 evaluated, 1.234 mean absolute error, 2.936 mean squared error, 0.825 recall of 1.0, 0.3579175704989154 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, 0.885 recall of 5.0, 0.32838589981447125 precision of 5.0, 342 perfect matches.
4022023-04-14 05:30:42,829__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.4INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 1.234 mean absolute error, 2.936 mean squared error, 0.825 recall of 1.0, 0.3579175704989154 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, 0.885 recall of 5.0, 0.32838589981447125 precision of 5.0, 342 perfect matches.
4032023-04-14 05:30:42,829__main__DEBUGRunning garbage collection...
4042023-04-14 05:30:43,156__main__DEBUGCollected 20272 pieces of garbage!
4052023-04-14 05:30:43,161__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizerDEBUGSelected Tokenizer: NLTKWordTokenizer
4062023-04-14 05:30:43,161__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.1DEBUGRun #1
4072023-04-14 05:30:43,161__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.1DEBUGInstantiating TensorflowPolarSentimentAnalyzer with NLTKWordTokenizer...
4082023-04-14 05:31:00,984__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.1INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <NLTKWordTokenizer> tokenizer>
4092023-04-14 05:32:56,493__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.1ERRORTraining failed, trying again with a different dataset...
4102023-04-14 05:32:56,701__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.2DEBUGRun #2
4112023-04-14 05:32:56,701__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.2DEBUGInstantiating TensorflowPolarSentimentAnalyzer with NLTKWordTokenizer...
4122023-04-14 05:33:14,587__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.2INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <NLTKWordTokenizer> tokenizer>
4132023-04-14 05:33:49,685__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.2ERRORTraining failed, trying again with a different dataset...
4142023-04-14 05:33:49,953__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.3DEBUGRun #3
4152023-04-14 05:33:49,953__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.3DEBUGInstantiating TensorflowPolarSentimentAnalyzer with NLTKWordTokenizer...
4162023-04-14 05:34:07,901__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.3INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <NLTKWordTokenizer> tokenizer>
4172023-04-14 05:35:23,629__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.3ERRORTraining failed, trying again with a different dataset...
4182023-04-14 05:35:23,778__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.4DEBUGRun #4
4192023-04-14 05:35:23,778__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.4DEBUGInstantiating TensorflowPolarSentimentAnalyzer with NLTKWordTokenizer...
4202023-04-14 05:35:41,994__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.4INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <NLTKWordTokenizer> tokenizer>
4212023-04-14 05:36:50,388__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.4ERRORTraining failed, trying again with a different dataset...
4222023-04-14 05:36:50,595__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.5DEBUGRun #5
4232023-04-14 05:36:50,595__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.5DEBUGInstantiating TensorflowPolarSentimentAnalyzer with NLTKWordTokenizer...
4242023-04-14 05:37:08,524__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.5INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <NLTKWordTokenizer> tokenizer>
4252023-04-14 05:42:46,919__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.5INFOTraining succeeded!
4262023-04-14 05:42:46,934__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.5INFOEvaluating sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <NLTKWordTokenizer> tokenizer>
4272023-04-14 05:43:58,719__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.5INFOEvaluation results: Evaluation results: 1000 evaluated, 1.14 mean absolute error, 2.56 mean squared error, 0.95 recall of 1.0, 0.3321678321678322 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, 0.825 recall of 5.0, 0.3855140186915888 precision of 5.0, 355 perfect matches.
4282023-04-14 05:43:59,171__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.5INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 1.14 mean absolute error, 2.56 mean squared error, 0.95 recall of 1.0, 0.3321678321678322 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, 0.825 recall of 5.0, 0.3855140186915888 precision of 5.0, 355 perfect matches.
4292023-04-14 05:43:59,172__main__DEBUGRunning garbage collection...
4302023-04-14 05:43:59,538__main__DEBUGCollected 33304 pieces of garbage!
4312023-04-14 05:43:59,543__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizerDEBUGSelected Tokenizer: PottsTokenizer
4322023-04-14 05:43:59,544__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizer.1DEBUGRun #1
4332023-04-14 05:43:59,545__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizer.1DEBUGInstantiating TensorflowPolarSentimentAnalyzer with PottsTokenizer...
4342023-04-14 05:44:17,220__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizer.1INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PottsTokenizer> tokenizer>
4352023-04-14 05:45:59,737__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizer.1ERRORTraining failed, trying again with a different dataset...
4362023-04-14 05:45:59,950__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizer.2DEBUGRun #2
4372023-04-14 05:45:59,951__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizer.2DEBUGInstantiating TensorflowPolarSentimentAnalyzer with PottsTokenizer...
4382023-04-14 05:46:17,596__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizer.2INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PottsTokenizer> tokenizer>
4392023-04-14 05:46:50,158__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizer.2ERRORTraining failed, trying again with a different dataset...
4402023-04-14 05:46:50,292__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizer.3DEBUGRun #3
4412023-04-14 05:46:50,292__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizer.3DEBUGInstantiating TensorflowPolarSentimentAnalyzer with PottsTokenizer...
4422023-04-14 05:47:07,983__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizer.3INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PottsTokenizer> tokenizer>
4432023-04-14 05:52:53,628__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizer.3INFOTraining succeeded!
4442023-04-14 05:52:53,635__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizer.3INFOEvaluating sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PottsTokenizer> tokenizer>
4452023-04-14 05:54:10,225__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizer.3INFOEvaluation results: Evaluation results: 1000 evaluated, 1.252 mean absolute error, 3.008 mean squared error, 0.8 recall of 1.0, 0.39119804400978 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, 0.29441624365482233 precision of 5.0, 334 perfect matches.
4462023-04-14 05:54:10,551__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizer.3INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 1.252 mean absolute error, 3.008 mean squared error, 0.8 recall of 1.0, 0.39119804400978 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, 0.29441624365482233 precision of 5.0, 334 perfect matches.
4472023-04-14 05:54:10,552__main__DEBUGRunning garbage collection...
4482023-04-14 05:54:14,999__main__DEBUGCollected 85504 pieces of garbage!
4492023-04-14 05:54:15,022__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegationDEBUGSelected Tokenizer: PottsTokenizerWithNegation
4502023-04-14 05:54:15,029__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation.1DEBUGRun #1
4512023-04-14 05:54:15,034__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation.1DEBUGInstantiating TensorflowPolarSentimentAnalyzer with PottsTokenizerWithNegation...
4522023-04-14 05:54:32,483__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation.1INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PottsTokenizerWithNegation> tokenizer>
4532023-04-14 05:56:10,997__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation.1ERRORTraining failed, trying again with a different dataset...
4542023-04-14 05:56:11,132__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation.2DEBUGRun #2
4552023-04-14 05:56:11,132__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation.2DEBUGInstantiating TensorflowPolarSentimentAnalyzer with PottsTokenizerWithNegation...
4562023-04-14 05:56:28,864__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation.2INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PottsTokenizerWithNegation> tokenizer>
4572023-04-14 06:02:32,505__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation.2INFOTraining succeeded!
4582023-04-14 06:02:32,505__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation.2INFOEvaluating sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PottsTokenizerWithNegation> tokenizer>
4592023-04-14 06:03:41,718__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation.2INFOEvaluation results: Evaluation results: 1000 evaluated, 1.228 mean absolute error, 2.912 mean squared error, 0.915 recall of 1.0, 0.32854578096947934 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, 0.3747178329571106 precision of 5.0, 349 perfect matches.
4602023-04-14 06:03:41,951__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation.2INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 1.228 mean absolute error, 2.912 mean squared error, 0.915 recall of 1.0, 0.32854578096947934 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, 0.3747178329571106 precision of 5.0, 349 perfect matches.
4612023-04-14 06:03:41,951__main__DEBUGRunning garbage collection...
4622023-04-14 06:03:42,402__main__DEBUGCollected 85269 pieces of garbage!
4632023-04-14 06:03:42,426__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.HuggingBertTokenizerDEBUGSelected Tokenizer: HuggingBertTokenizer
4642023-04-14 06:03:42,431__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.HuggingBertTokenizer.1DEBUGRun #1
4652023-04-14 06:03:42,435__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.HuggingBertTokenizer.1DEBUGInstantiating TensorflowPolarSentimentAnalyzer with HuggingBertTokenizer...
4662023-04-14 06:04:00,511__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.HuggingBertTokenizer.1INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <HuggingBertTokenizer> tokenizer>
4672023-04-14 06:09:55,975__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.HuggingBertTokenizer.1INFOTraining succeeded!
4682023-04-14 06:09:55,994__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.HuggingBertTokenizer.1INFOEvaluating sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <HuggingBertTokenizer> tokenizer>
4692023-04-14 06:11:25,731__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.HuggingBertTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 1.188 mean absolute error, 2.752 mean squared error, 0.84 recall of 1.0, 0.35 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, 0.895 recall of 5.0, 0.34423076923076923 precision of 5.0, 347 perfect matches.
4702023-04-14 06:11:26,003__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.HuggingBertTokenizer.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 1.188 mean absolute error, 2.752 mean squared error, 0.84 recall of 1.0, 0.35 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, 0.895 recall of 5.0, 0.34423076923076923 precision of 5.0, 347 perfect matches.
4712023-04-14 06:11:26,004__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzerDEBUGSelected SentimentAnalyzer: TensorflowCategorySentimentAnalyzer
4722023-04-14 06:11:26,005__main__DEBUGRunning garbage collection...
4732023-04-14 06:11:27,284__main__DEBUGCollected 85753 pieces of garbage!
4742023-04-14 06:11:27,310__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PlainTokenizerDEBUGSelected Tokenizer: PlainTokenizer
4752023-04-14 06:11:27,315__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PlainTokenizer.1DEBUGRun #1
4762023-04-14 06:11:27,321__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PlainTokenizer.1DEBUGInstantiating TensorflowCategorySentimentAnalyzer with PlainTokenizer...
4772023-04-14 06:11:50,957__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PlainTokenizer.1INFOTraining sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <PlainTokenizer> tokenizer>
4782023-04-14 06:17:30,496__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PlainTokenizer.1INFOTraining succeeded!
4792023-04-14 06:17:30,496__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PlainTokenizer.1INFOEvaluating sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <PlainTokenizer> tokenizer>
4802023-04-14 06:18:40,181__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PlainTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 0.825 mean absolute error, 1.443 mean squared error, 0.555 recall of 1.0, 0.5260663507109005 precision of 1.0, 0.345 recall of 2.0, 0.3988439306358382 precision of 2.0, 0.315 recall of 3.0, 0.3073170731707317 precision of 3.0, 0.31 recall of 4.0, 0.3263157894736842 precision of 4.0, 0.565 recall of 5.0, 0.5113122171945701 precision of 5.0, 418 perfect matches.
4812023-04-14 06:18:40,315__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PlainTokenizer.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 0.825 mean absolute error, 1.443 mean squared error, 0.555 recall of 1.0, 0.5260663507109005 precision of 1.0, 0.345 recall of 2.0, 0.3988439306358382 precision of 2.0, 0.315 recall of 3.0, 0.3073170731707317 precision of 3.0, 0.31 recall of 4.0, 0.3263157894736842 precision of 4.0, 0.565 recall of 5.0, 0.5113122171945701 precision of 5.0, 418 perfect matches.
4822023-04-14 06:18:40,316__main__DEBUGRunning garbage collection...
4832023-04-14 06:18:40,787__main__DEBUGCollected 87193 pieces of garbage!
4842023-04-14 06:18:40,805__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.LowercaseTokenizerDEBUGSelected Tokenizer: LowercaseTokenizer
4852023-04-14 06:18:40,808__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.1DEBUGRun #1
4862023-04-14 06:18:40,809__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.1DEBUGInstantiating TensorflowCategorySentimentAnalyzer with LowercaseTokenizer...
4872023-04-14 06:18:58,412__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.1INFOTraining sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <LowercaseTokenizer> tokenizer>
4882023-04-14 06:19:46,627__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.1ERRORTraining failed, trying again with a different dataset...
4892023-04-14 06:19:46,834__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.2DEBUGRun #2
4902023-04-14 06:19:46,834__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.2DEBUGInstantiating TensorflowCategorySentimentAnalyzer with LowercaseTokenizer...
4912023-04-14 06:20:04,433__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.2INFOTraining sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <LowercaseTokenizer> tokenizer>
4922023-04-14 06:20:41,334__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.2ERRORTraining failed, trying again with a different dataset...
4932023-04-14 06:20:41,492__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.3DEBUGRun #3
4942023-04-14 06:20:41,493__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.3DEBUGInstantiating TensorflowCategorySentimentAnalyzer with LowercaseTokenizer...
4952023-04-14 06:20:59,417__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.3INFOTraining sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <LowercaseTokenizer> tokenizer>
4962023-04-14 06:21:48,901__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.3ERRORTraining failed, trying again with a different dataset...
4972023-04-14 06:21:49,059__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.4DEBUGRun #4
4982023-04-14 06:21:49,059__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.4DEBUGInstantiating TensorflowCategorySentimentAnalyzer with LowercaseTokenizer...
4992023-04-14 06:22:06,642__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.4INFOTraining sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <LowercaseTokenizer> tokenizer>
5002023-04-14 06:28:02,774__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.4INFOTraining succeeded!
5012023-04-14 06:28:02,775__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.4INFOEvaluating sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <LowercaseTokenizer> tokenizer>
5022023-04-14 06:29:11,536__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.4INFOEvaluation results: Evaluation results: 1000 evaluated, 0.907 mean absolute error, 1.567 mean squared error, 0.345 recall of 1.0, 0.5267175572519084 precision of 1.0, 0.335 recall of 2.0, 0.3284313725490196 precision of 2.0, 0.195 recall of 3.0, 0.22941176470588234 precision of 3.0, 0.215 recall of 4.0, 0.22279792746113988 precision of 4.0, 0.675 recall of 5.0, 0.4470198675496689 precision of 5.0, 353 perfect matches.
5032023-04-14 06:29:11,666__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.4INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 0.907 mean absolute error, 1.567 mean squared error, 0.345 recall of 1.0, 0.5267175572519084 precision of 1.0, 0.335 recall of 2.0, 0.3284313725490196 precision of 2.0, 0.195 recall of 3.0, 0.22941176470588234 precision of 3.0, 0.215 recall of 4.0, 0.22279792746113988 precision of 4.0, 0.675 recall of 5.0, 0.4470198675496689 precision of 5.0, 353 perfect matches.
5042023-04-14 06:29:11,667__main__DEBUGRunning garbage collection...
5052023-04-14 06:29:12,174__main__DEBUGCollected 90089 pieces of garbage!
5062023-04-14 06:29:12,194__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizerDEBUGSelected Tokenizer: NLTKWordTokenizer
5072023-04-14 06:29:12,197__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.1DEBUGRun #1
5082023-04-14 06:29:12,198__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.1DEBUGInstantiating TensorflowCategorySentimentAnalyzer with NLTKWordTokenizer...
5092023-04-14 06:29:29,623__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.1INFOTraining sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <NLTKWordTokenizer> tokenizer>
5102023-04-14 06:30:05,562__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.1ERRORTraining failed, trying again with a different dataset...
5112023-04-14 06:30:05,703__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.2DEBUGRun #2
5122023-04-14 06:30:05,703__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.2DEBUGInstantiating TensorflowCategorySentimentAnalyzer with NLTKWordTokenizer...
5132023-04-14 06:30:23,120__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.2INFOTraining sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <NLTKWordTokenizer> tokenizer>
5142023-04-14 06:31:39,938__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.2ERRORTraining failed, trying again with a different dataset...
5152023-04-14 06:31:40,073__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.3DEBUGRun #3
5162023-04-14 06:31:40,073__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.3DEBUGInstantiating TensorflowCategorySentimentAnalyzer with NLTKWordTokenizer...
5172023-04-14 06:31:57,555__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.3INFOTraining sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <NLTKWordTokenizer> tokenizer>
5182023-04-14 06:33:42,338__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.3ERRORTraining failed, trying again with a different dataset...
5192023-04-14 06:33:42,478__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.4DEBUGRun #4
5202023-04-14 06:33:42,479__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.4DEBUGInstantiating TensorflowCategorySentimentAnalyzer with NLTKWordTokenizer...
5212023-04-14 06:34:00,265__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.4INFOTraining sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <NLTKWordTokenizer> tokenizer>
5222023-04-14 06:34:30,472__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.4ERRORTraining failed, trying again with a different dataset...
5232023-04-14 06:34:30,614__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.5DEBUGRun #5
5242023-04-14 06:34:30,614__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.5DEBUGInstantiating TensorflowCategorySentimentAnalyzer with NLTKWordTokenizer...
5252023-04-14 06:34:48,476__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.5INFOTraining sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <NLTKWordTokenizer> tokenizer>
5262023-04-14 06:35:49,348__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.5ERRORTraining failed, trying again with a different dataset...
5272023-04-14 06:35:49,492__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.6DEBUGRun #6
5282023-04-14 06:35:49,492__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.6DEBUGInstantiating TensorflowCategorySentimentAnalyzer with NLTKWordTokenizer...
5292023-04-14 06:36:06,881__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.6INFOTraining sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <NLTKWordTokenizer> tokenizer>
5302023-04-14 06:42:02,171__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.6INFOTraining succeeded!
5312023-04-14 06:42:02,171__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.6INFOEvaluating sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <NLTKWordTokenizer> tokenizer>
5322023-04-14 06:43:12,916__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.6INFOEvaluation results: Evaluation results: 1000 evaluated, 0.883 mean absolute error, 1.585 mean squared error, 0.48 recall of 1.0, 0.5133689839572193 precision of 1.0, 0.36 recall of 2.0, 0.3037974683544304 precision of 2.0, 0.265 recall of 3.0, 0.2994350282485876 precision of 3.0, 0.24 recall of 4.0, 0.32 precision of 4.0, 0.585 recall of 5.0, 0.46987951807228917 precision of 5.0, 386 perfect matches.
5332023-04-14 06:43:13,043__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.6INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 0.883 mean absolute error, 1.585 mean squared error, 0.48 recall of 1.0, 0.5133689839572193 precision of 1.0, 0.36 recall of 2.0, 0.3037974683544304 precision of 2.0, 0.265 recall of 3.0, 0.2994350282485876 precision of 3.0, 0.24 recall of 4.0, 0.32 precision of 4.0, 0.585 recall of 5.0, 0.46987951807228917 precision of 5.0, 386 perfect matches.
5342023-04-14 06:43:13,044__main__DEBUGRunning garbage collection...
5352023-04-14 06:43:13,489__main__DEBUGCollected 34043 pieces of garbage!
5362023-04-14 06:43:13,497__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizerDEBUGSelected Tokenizer: PottsTokenizer
5372023-04-14 06:43:13,499__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizer.1DEBUGRun #1
5382023-04-14 06:43:13,499__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizer.1DEBUGInstantiating TensorflowCategorySentimentAnalyzer with PottsTokenizer...
5392023-04-14 06:43:30,934__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizer.1INFOTraining sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <PottsTokenizer> tokenizer>
5402023-04-14 06:49:30,860__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizer.1INFOTraining succeeded!
5412023-04-14 06:49:30,861__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizer.1INFOEvaluating sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <PottsTokenizer> tokenizer>
5422023-04-14 06:50:39,200__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 0.759 mean absolute error, 1.249 mean squared error, 0.535 recall of 1.0, 0.6114285714285714 precision of 1.0, 0.335 recall of 2.0, 0.40119760479041916 precision of 2.0, 0.455 recall of 3.0, 0.3192982456140351 precision of 3.0, 0.415 recall of 4.0, 0.3672566371681416 precision of 4.0, 0.44 recall of 5.0, 0.5986394557823129 precision of 5.0, 436 perfect matches.
5432023-04-14 06:50:39,328__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizer.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 0.759 mean absolute error, 1.249 mean squared error, 0.535 recall of 1.0, 0.6114285714285714 precision of 1.0, 0.335 recall of 2.0, 0.40119760479041916 precision of 2.0, 0.455 recall of 3.0, 0.3192982456140351 precision of 3.0, 0.415 recall of 4.0, 0.3672566371681416 precision of 4.0, 0.44 recall of 5.0, 0.5986394557823129 precision of 5.0, 436 perfect matches.
5442023-04-14 06:50:39,328__main__DEBUGRunning garbage collection...
5452023-04-14 06:50:39,838__main__DEBUGCollected 87193 pieces of garbage!
5462023-04-14 06:50:39,856__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegationDEBUGSelected Tokenizer: PottsTokenizerWithNegation
5472023-04-14 06:50:39,859__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegation.1DEBUGRun #1
5482023-04-14 06:50:39,860__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegation.1DEBUGInstantiating TensorflowCategorySentimentAnalyzer with PottsTokenizerWithNegation...
5492023-04-14 06:50:57,320__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegation.1INFOTraining sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <PottsTokenizerWithNegation> tokenizer>
5502023-04-14 06:52:15,989__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegation.1ERRORTraining failed, trying again with a different dataset...
5512023-04-14 06:52:16,123__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegation.2DEBUGRun #2
5522023-04-14 06:52:16,124__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegation.2DEBUGInstantiating TensorflowCategorySentimentAnalyzer with PottsTokenizerWithNegation...
5532023-04-14 06:52:33,737__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegation.2INFOTraining sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <PottsTokenizerWithNegation> tokenizer>
5542023-04-14 06:53:46,252__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegation.2ERRORTraining failed, trying again with a different dataset...
5552023-04-14 06:53:47,158__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegation.3DEBUGRun #3
5562023-04-14 06:53:47,158__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegation.3DEBUGInstantiating TensorflowCategorySentimentAnalyzer with PottsTokenizerWithNegation...
5572023-04-14 06:54:05,432__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegation.3INFOTraining sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <PottsTokenizerWithNegation> tokenizer>
5582023-04-14 07:00:08,974__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegation.3INFOTraining succeeded!
5592023-04-14 07:00:09,017__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegation.3INFOEvaluating sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <PottsTokenizerWithNegation> tokenizer>
5602023-04-14 07:01:28,678__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegation.3INFOEvaluation results: Evaluation results: 1000 evaluated, 0.72 mean absolute error, 1.182 mean squared error, 0.47 recall of 1.0, 0.6308724832214765 precision of 1.0, 0.505 recall of 2.0, 0.3713235294117647 precision of 2.0, 0.365 recall of 3.0, 0.35609756097560974 precision of 3.0, 0.405 recall of 4.0, 0.43548387096774194 precision of 4.0, 0.58 recall of 5.0, 0.6170212765957447 precision of 5.0, 465 perfect matches.
5612023-04-14 07:01:29,212__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegation.3INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 0.72 mean absolute error, 1.182 mean squared error, 0.47 recall of 1.0, 0.6308724832214765 precision of 1.0, 0.505 recall of 2.0, 0.3713235294117647 precision of 2.0, 0.365 recall of 3.0, 0.35609756097560974 precision of 3.0, 0.405 recall of 4.0, 0.43548387096774194 precision of 4.0, 0.58 recall of 5.0, 0.6170212765957447 precision of 5.0, 465 perfect matches.
5622023-04-14 07:01:29,212__main__DEBUGRunning garbage collection...
5632023-04-14 07:01:32,557__main__DEBUGCollected 89097 pieces of garbage!
5642023-04-14 07:01:32,564__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.HuggingBertTokenizerDEBUGSelected Tokenizer: HuggingBertTokenizer
5652023-04-14 07:01:32,566__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.HuggingBertTokenizer.1DEBUGRun #1
5662023-04-14 07:01:32,568__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.HuggingBertTokenizer.1DEBUGInstantiating TensorflowCategorySentimentAnalyzer with HuggingBertTokenizer...
5672023-04-14 07:01:50,460__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.HuggingBertTokenizer.1INFOTraining sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <HuggingBertTokenizer> tokenizer>
5682023-04-14 07:08:07,392__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.HuggingBertTokenizer.1INFOTraining succeeded!
5692023-04-14 07:08:07,418__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.HuggingBertTokenizer.1INFOEvaluating sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <HuggingBertTokenizer> tokenizer>
5702023-04-14 07:09:21,686__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.HuggingBertTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 0.806 mean absolute error, 1.408 mean squared error, 0.57 recall of 1.0, 0.5352112676056338 precision of 1.0, 0.4 recall of 2.0, 0.35398230088495575 precision of 2.0, 0.34 recall of 3.0, 0.3090909090909091 precision of 3.0, 0.265 recall of 4.0, 0.3680555555555556 precision of 4.0, 0.535 recall of 5.0, 0.5431472081218274 precision of 5.0, 422 perfect matches.
5712023-04-14 07:09:22,182__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.HuggingBertTokenizer.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 0.806 mean absolute error, 1.408 mean squared error, 0.57 recall of 1.0, 0.5352112676056338 precision of 1.0, 0.4 recall of 2.0, 0.35398230088495575 precision of 2.0, 0.34 recall of 3.0, 0.3090909090909091 precision of 3.0, 0.265 recall of 4.0, 0.3680555555555556 precision of 4.0, 0.535 recall of 5.0, 0.5431472081218274 precision of 5.0, 422 perfect matches.