unimore/bda-6-steffo
unimore/bda-6-steffo
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bda-6-steffo/data/logs/run-success2.tsv

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12023-05-08 04:23:54,262__main__INFOStarted unimore-bda-6 in DEBUG mode!
22023-05-08 04:23:54,262__main__DEBUGValidating configuration...
32023-05-08 04:23:54,263__main__DEBUGEnsuring there are no leftover caches...
42023-05-08 04:23:54,288__main__.sample_reviews_polarDEBUGSelected sample_func: sample_reviews_polar
52023-05-08 04:23:54,288__main__.sample_reviews_polar.ThreeCheatDEBUGSelected SentimentAnalyzer: ThreeCheat
62023-05-08 04:23:54,289__main__DEBUGRunning garbage collection...
72023-05-08 04:23:54,380__main__DEBUGCollected 10 pieces of garbage!
82023-05-08 04:23:54,381__main__.sample_reviews_polar.ThreeCheat.PlainTokenizerDEBUGSelected Tokenizer: PlainTokenizer
92023-05-08 04:23:54,381__main__.sample_reviews_polar.ThreeCheat.PlainTokenizer.1DEBUGRun #1
102023-05-08 04:23:54,381__main__.sample_reviews_polar.ThreeCheat.PlainTokenizer.1DEBUGInstantiating ThreeCheat with PlainTokenizer...
112023-05-08 04:25:04,655__main__.sample_reviews_polar.ThreeCheat.PlainTokenizer.1INFOTraining sentiment analyzer: <ThreeCheat with <PlainTokenizer> tokenizer>
122023-05-08 04:25:04,656__main__.sample_reviews_polar.ThreeCheat.PlainTokenizer.1INFOTraining succeeded!
132023-05-08 04:25:04,656__main__.sample_reviews_polar.ThreeCheat.PlainTokenizer.1INFOEvaluating sentiment analyzer: <ThreeCheat with <PlainTokenizer> tokenizer>
142023-05-08 04:25:04,883__main__.sample_reviews_polar.ThreeCheat.PlainTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 2.0 mean absolute error, 4.0 mean squared error, 0.0 recall of 1.0, inf precision of 1.0, inf recall of 3.0, 0.0 precision of 3.0, 0.0 recall of 5.0, inf precision of 5.0, 0 perfect matches.
152023-05-08 04:25:05,032__main__.sample_reviews_polar.ThreeCheat.PlainTokenizer.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 2.0 mean absolute error, 4.0 mean squared error, 0.0 recall of 1.0, inf precision of 1.0, inf recall of 2.0, inf precision of 2.0, inf recall of 3.0, 0.0 precision of 3.0, inf recall of 4.0, inf precision of 4.0, 0.0 recall of 5.0, inf precision of 5.0, 0 perfect matches.
162023-05-08 04:25:05,033__main__DEBUGRunning garbage collection...
172023-05-08 04:25:05,131__main__DEBUGCollected 0 pieces of garbage!
182023-05-08 04:25:05,132__main__.sample_reviews_polar.ThreeCheat.LowercaseTokenizerDEBUGSelected Tokenizer: LowercaseTokenizer
192023-05-08 04:25:05,132__main__.sample_reviews_polar.ThreeCheat.LowercaseTokenizer.1DEBUGRun #1
202023-05-08 04:25:05,132__main__.sample_reviews_polar.ThreeCheat.LowercaseTokenizer.1DEBUGInstantiating ThreeCheat with LowercaseTokenizer...
212023-05-08 04:26:13,787__main__.sample_reviews_polar.ThreeCheat.LowercaseTokenizer.1INFOTraining sentiment analyzer: <ThreeCheat with <LowercaseTokenizer> tokenizer>
222023-05-08 04:26:13,787__main__.sample_reviews_polar.ThreeCheat.LowercaseTokenizer.1INFOTraining succeeded!
232023-05-08 04:26:13,787__main__.sample_reviews_polar.ThreeCheat.LowercaseTokenizer.1INFOEvaluating sentiment analyzer: <ThreeCheat with <LowercaseTokenizer> tokenizer>
242023-05-08 04:26:13,968__main__.sample_reviews_polar.ThreeCheat.LowercaseTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 2.0 mean absolute error, 4.0 mean squared error, 0.0 recall of 1.0, inf precision of 1.0, inf recall of 3.0, 0.0 precision of 3.0, 0.0 recall of 5.0, inf precision of 5.0, 0 perfect matches.
252023-05-08 04:26:14,099__main__.sample_reviews_polar.ThreeCheat.LowercaseTokenizer.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 2.0 mean absolute error, 4.0 mean squared error, 0.0 recall of 1.0, inf precision of 1.0, inf recall of 2.0, inf precision of 2.0, inf recall of 3.0, 0.0 precision of 3.0, inf recall of 4.0, inf precision of 4.0, 0.0 recall of 5.0, inf precision of 5.0, 0 perfect matches.
262023-05-08 04:26:14,099__main__DEBUGRunning garbage collection...
272023-05-08 04:26:14,188__main__DEBUGCollected 0 pieces of garbage!
282023-05-08 04:26:14,188__main__.sample_reviews_polar.ThreeCheat.NLTKWordTokenizerDEBUGSelected Tokenizer: NLTKWordTokenizer
292023-05-08 04:26:14,188__main__.sample_reviews_polar.ThreeCheat.NLTKWordTokenizer.1DEBUGRun #1
302023-05-08 04:26:14,188__main__.sample_reviews_polar.ThreeCheat.NLTKWordTokenizer.1DEBUGInstantiating ThreeCheat with NLTKWordTokenizer...
312023-05-08 04:27:23,968__main__.sample_reviews_polar.ThreeCheat.NLTKWordTokenizer.1INFOTraining sentiment analyzer: <ThreeCheat with <NLTKWordTokenizer> tokenizer>
322023-05-08 04:27:23,968__main__.sample_reviews_polar.ThreeCheat.NLTKWordTokenizer.1INFOTraining succeeded!
332023-05-08 04:27:23,968__main__.sample_reviews_polar.ThreeCheat.NLTKWordTokenizer.1INFOEvaluating sentiment analyzer: <ThreeCheat with <NLTKWordTokenizer> tokenizer>
342023-05-08 04:27:24,167__main__.sample_reviews_polar.ThreeCheat.NLTKWordTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 2.0 mean absolute error, 4.0 mean squared error, 0.0 recall of 1.0, inf precision of 1.0, inf recall of 3.0, 0.0 precision of 3.0, 0.0 recall of 5.0, inf precision of 5.0, 0 perfect matches.
352023-05-08 04:27:24,301__main__.sample_reviews_polar.ThreeCheat.NLTKWordTokenizer.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 2.0 mean absolute error, 4.0 mean squared error, 0.0 recall of 1.0, inf precision of 1.0, inf recall of 2.0, inf precision of 2.0, inf recall of 3.0, 0.0 precision of 3.0, inf recall of 4.0, inf precision of 4.0, 0.0 recall of 5.0, inf precision of 5.0, 0 perfect matches.
362023-05-08 04:27:24,302__main__DEBUGRunning garbage collection...
372023-05-08 04:27:24,391__main__DEBUGCollected 0 pieces of garbage!
382023-05-08 04:27:24,392__main__.sample_reviews_polar.ThreeCheat.PottsTokenizerDEBUGSelected Tokenizer: PottsTokenizer
392023-05-08 04:27:24,392__main__.sample_reviews_polar.ThreeCheat.PottsTokenizer.1DEBUGRun #1
402023-05-08 04:27:24,392__main__.sample_reviews_polar.ThreeCheat.PottsTokenizer.1DEBUGInstantiating ThreeCheat with PottsTokenizer...
412023-05-08 04:28:33,262__main__.sample_reviews_polar.ThreeCheat.PottsTokenizer.1INFOTraining sentiment analyzer: <ThreeCheat with <PottsTokenizer> tokenizer>
422023-05-08 04:28:33,263__main__.sample_reviews_polar.ThreeCheat.PottsTokenizer.1INFOTraining succeeded!
432023-05-08 04:28:33,263__main__.sample_reviews_polar.ThreeCheat.PottsTokenizer.1INFOEvaluating sentiment analyzer: <ThreeCheat with <PottsTokenizer> tokenizer>
442023-05-08 04:28:33,455__main__.sample_reviews_polar.ThreeCheat.PottsTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 2.0 mean absolute error, 4.0 mean squared error, 0.0 recall of 1.0, inf precision of 1.0, inf recall of 3.0, 0.0 precision of 3.0, 0.0 recall of 5.0, inf precision of 5.0, 0 perfect matches.
452023-05-08 04:28:33,587__main__.sample_reviews_polar.ThreeCheat.PottsTokenizer.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 2.0 mean absolute error, 4.0 mean squared error, 0.0 recall of 1.0, inf precision of 1.0, inf recall of 2.0, inf precision of 2.0, inf recall of 3.0, 0.0 precision of 3.0, inf recall of 4.0, inf precision of 4.0, 0.0 recall of 5.0, inf precision of 5.0, 0 perfect matches.
462023-05-08 04:28:33,587__main__DEBUGRunning garbage collection...
472023-05-08 04:28:33,675__main__DEBUGCollected 0 pieces of garbage!
482023-05-08 04:28:33,675__main__.sample_reviews_polar.ThreeCheat.PottsTokenizerWithNegationDEBUGSelected Tokenizer: PottsTokenizerWithNegation
492023-05-08 04:28:33,675__main__.sample_reviews_polar.ThreeCheat.PottsTokenizerWithNegation.1DEBUGRun #1
502023-05-08 04:28:33,676__main__.sample_reviews_polar.ThreeCheat.PottsTokenizerWithNegation.1DEBUGInstantiating ThreeCheat with PottsTokenizerWithNegation...
512023-05-08 04:29:44,684__main__.sample_reviews_polar.ThreeCheat.PottsTokenizerWithNegation.1INFOTraining sentiment analyzer: <ThreeCheat with <PottsTokenizerWithNegation> tokenizer>
522023-05-08 04:29:44,684__main__.sample_reviews_polar.ThreeCheat.PottsTokenizerWithNegation.1INFOTraining succeeded!
532023-05-08 04:29:44,684__main__.sample_reviews_polar.ThreeCheat.PottsTokenizerWithNegation.1INFOEvaluating sentiment analyzer: <ThreeCheat with <PottsTokenizerWithNegation> tokenizer>
542023-05-08 04:29:44,900__main__.sample_reviews_polar.ThreeCheat.PottsTokenizerWithNegation.1INFOEvaluation results: Evaluation results: 1000 evaluated, 2.0 mean absolute error, 4.0 mean squared error, 0.0 recall of 1.0, inf precision of 1.0, inf recall of 3.0, 0.0 precision of 3.0, 0.0 recall of 5.0, inf precision of 5.0, 0 perfect matches.
552023-05-08 04:29:45,029__main__.sample_reviews_polar.ThreeCheat.PottsTokenizerWithNegation.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 2.0 mean absolute error, 4.0 mean squared error, 0.0 recall of 1.0, inf precision of 1.0, inf recall of 2.0, inf precision of 2.0, inf recall of 3.0, 0.0 precision of 3.0, inf recall of 4.0, inf precision of 4.0, 0.0 recall of 5.0, inf precision of 5.0, 0 perfect matches.
562023-05-08 04:29:45,030__main__DEBUGRunning garbage collection...
572023-05-08 04:29:45,123__main__DEBUGCollected 0 pieces of garbage!
582023-05-08 04:29:45,123__main__.sample_reviews_polar.ThreeCheat.HuggingBertTokenizerDEBUGSelected Tokenizer: HuggingBertTokenizer
592023-05-08 04:29:45,123__main__.sample_reviews_polar.ThreeCheat.HuggingBertTokenizer.1DEBUGRun #1
602023-05-08 04:29:45,124__main__.sample_reviews_polar.ThreeCheat.HuggingBertTokenizer.1DEBUGInstantiating ThreeCheat with HuggingBertTokenizer...
612023-05-08 04:30:52,115__main__.sample_reviews_polar.ThreeCheat.HuggingBertTokenizer.1INFOTraining sentiment analyzer: <ThreeCheat with <HuggingBertTokenizer> tokenizer>
622023-05-08 04:30:52,115__main__.sample_reviews_polar.ThreeCheat.HuggingBertTokenizer.1INFOTraining succeeded!
632023-05-08 04:30:52,115__main__.sample_reviews_polar.ThreeCheat.HuggingBertTokenizer.1INFOEvaluating sentiment analyzer: <ThreeCheat with <HuggingBertTokenizer> tokenizer>
642023-05-08 04:30:52,292__main__.sample_reviews_polar.ThreeCheat.HuggingBertTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 2.0 mean absolute error, 4.0 mean squared error, 0.0 recall of 1.0, inf precision of 1.0, inf recall of 3.0, 0.0 precision of 3.0, 0.0 recall of 5.0, inf precision of 5.0, 0 perfect matches.
652023-05-08 04:30:52,420__main__.sample_reviews_polar.ThreeCheat.HuggingBertTokenizer.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 2.0 mean absolute error, 4.0 mean squared error, 0.0 recall of 1.0, inf precision of 1.0, inf recall of 2.0, inf precision of 2.0, inf recall of 3.0, 0.0 precision of 3.0, inf recall of 4.0, inf precision of 4.0, 0.0 recall of 5.0, inf precision of 5.0, 0 perfect matches.
662023-05-08 04:30:52,421__main__.sample_reviews_polar.NLTKSentimentAnalyzerDEBUGSelected SentimentAnalyzer: NLTKSentimentAnalyzer
672023-05-08 04:30:52,421__main__DEBUGRunning garbage collection...
682023-05-08 04:30:52,511__main__DEBUGCollected 0 pieces of garbage!
692023-05-08 04:30:52,512__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PlainTokenizerDEBUGSelected Tokenizer: PlainTokenizer
702023-05-08 04:30:52,512__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PlainTokenizer.1DEBUGRun #1
712023-05-08 04:30:52,512__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PlainTokenizer.1DEBUGInstantiating NLTKSentimentAnalyzer with PlainTokenizer...
722023-05-08 04:32:03,680__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PlainTokenizer.1INFOTraining sentiment analyzer: <NLTKSentimentAnalyzer with <PlainTokenizer> tokenizer>
732023-05-08 04:34:28,687__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PlainTokenizer.1INFOTraining succeeded!
742023-05-08 04:34:28,691__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PlainTokenizer.1INFOEvaluating sentiment analyzer: <NLTKSentimentAnalyzer with <PlainTokenizer> tokenizer>
752023-05-08 04:35:34,362__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PlainTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 0.864 mean absolute error, 3.456 mean squared error, 0.694 recall of 1.0, 0.8463414634146341 precision of 1.0, 0.874 recall of 5.0, 0.7406779661016949 precision of 5.0, 784 perfect matches.
762023-05-08 04:35:34,488__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PlainTokenizer.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 0.864 mean absolute error, 3.456 mean squared error, 0.694 recall of 1.0, 0.8463414634146341 precision of 1.0, inf recall of 2.0, inf precision of 2.0, inf recall of 3.0, inf precision of 3.0, inf recall of 4.0, inf precision of 4.0, 0.874 recall of 5.0, 0.7406779661016949 precision of 5.0, 784 perfect matches.
772023-05-08 04:35:34,489__main__DEBUGRunning garbage collection...
782023-05-08 04:35:34,594__main__DEBUGCollected 0 pieces of garbage!
792023-05-08 04:35:34,594__main__.sample_reviews_polar.NLTKSentimentAnalyzer.LowercaseTokenizerDEBUGSelected Tokenizer: LowercaseTokenizer
802023-05-08 04:35:34,595__main__.sample_reviews_polar.NLTKSentimentAnalyzer.LowercaseTokenizer.1DEBUGRun #1
812023-05-08 04:35:34,595__main__.sample_reviews_polar.NLTKSentimentAnalyzer.LowercaseTokenizer.1DEBUGInstantiating NLTKSentimentAnalyzer with LowercaseTokenizer...
822023-05-08 04:36:55,269__main__.sample_reviews_polar.NLTKSentimentAnalyzer.LowercaseTokenizer.1INFOTraining sentiment analyzer: <NLTKSentimentAnalyzer with <LowercaseTokenizer> tokenizer>
832023-05-08 04:39:11,292__main__.sample_reviews_polar.NLTKSentimentAnalyzer.LowercaseTokenizer.1INFOTraining succeeded!
842023-05-08 04:39:11,292__main__.sample_reviews_polar.NLTKSentimentAnalyzer.LowercaseTokenizer.1INFOEvaluating sentiment analyzer: <NLTKSentimentAnalyzer with <LowercaseTokenizer> tokenizer>
852023-05-08 04:40:14,312__main__.sample_reviews_polar.NLTKSentimentAnalyzer.LowercaseTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 1.088 mean absolute error, 4.352 mean squared error, 0.614 recall of 1.0, 0.7953367875647669 precision of 1.0, 0.842 recall of 5.0, 0.6856677524429967 precision of 5.0, 728 perfect matches.
862023-05-08 04:40:14,580__main__.sample_reviews_polar.NLTKSentimentAnalyzer.LowercaseTokenizer.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 1.088 mean absolute error, 4.352 mean squared error, 0.614 recall of 1.0, 0.7953367875647669 precision of 1.0, inf recall of 2.0, inf precision of 2.0, inf recall of 3.0, inf precision of 3.0, inf recall of 4.0, inf precision of 4.0, 0.842 recall of 5.0, 0.6856677524429967 precision of 5.0, 728 perfect matches.
872023-05-08 04:40:14,581__main__DEBUGRunning garbage collection...
882023-05-08 04:40:14,683__main__DEBUGCollected 0 pieces of garbage!
892023-05-08 04:40:14,684__main__.sample_reviews_polar.NLTKSentimentAnalyzer.NLTKWordTokenizerDEBUGSelected Tokenizer: NLTKWordTokenizer
902023-05-08 04:40:14,684__main__.sample_reviews_polar.NLTKSentimentAnalyzer.NLTKWordTokenizer.1DEBUGRun #1
912023-05-08 04:40:14,684__main__.sample_reviews_polar.NLTKSentimentAnalyzer.NLTKWordTokenizer.1DEBUGInstantiating NLTKSentimentAnalyzer with NLTKWordTokenizer...
922023-05-08 04:41:55,343__main__.sample_reviews_polar.NLTKSentimentAnalyzer.NLTKWordTokenizer.1INFOTraining sentiment analyzer: <NLTKSentimentAnalyzer with <NLTKWordTokenizer> tokenizer>
932023-05-08 04:44:45,773__main__.sample_reviews_polar.NLTKSentimentAnalyzer.NLTKWordTokenizer.1INFOTraining succeeded!
942023-05-08 04:44:45,773__main__.sample_reviews_polar.NLTKSentimentAnalyzer.NLTKWordTokenizer.1INFOEvaluating sentiment analyzer: <NLTKSentimentAnalyzer with <NLTKWordTokenizer> tokenizer>
952023-05-08 04:45:58,036__main__.sample_reviews_polar.NLTKSentimentAnalyzer.NLTKWordTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 1.064 mean absolute error, 4.256 mean squared error, 0.624 recall of 1.0, 0.8 precision of 1.0, 0.844 recall of 5.0, 0.6918032786885245 precision of 5.0, 734 perfect matches.
962023-05-08 04:45:58,182__main__.sample_reviews_polar.NLTKSentimentAnalyzer.NLTKWordTokenizer.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 1.064 mean absolute error, 4.256 mean squared error, 0.624 recall of 1.0, 0.8 precision of 1.0, inf recall of 2.0, inf precision of 2.0, inf recall of 3.0, inf precision of 3.0, inf recall of 4.0, inf precision of 4.0, 0.844 recall of 5.0, 0.6918032786885245 precision of 5.0, 734 perfect matches.
972023-05-08 04:45:58,183__main__DEBUGRunning garbage collection...
982023-05-08 04:45:58,276__main__DEBUGCollected 0 pieces of garbage!
992023-05-08 04:45:58,277__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PottsTokenizerDEBUGSelected Tokenizer: PottsTokenizer
1002023-05-08 04:45:58,277__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PottsTokenizer.1DEBUGRun #1
1012023-05-08 04:45:58,277__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PottsTokenizer.1DEBUGInstantiating NLTKSentimentAnalyzer with PottsTokenizer...
1022023-05-08 04:47:08,242__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PottsTokenizer.1INFOTraining sentiment analyzer: <NLTKSentimentAnalyzer with <PottsTokenizer> tokenizer>
1032023-05-08 04:49:27,045__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PottsTokenizer.1INFOTraining succeeded!
1042023-05-08 04:49:27,046__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PottsTokenizer.1INFOEvaluating sentiment analyzer: <NLTKSentimentAnalyzer with <PottsTokenizer> tokenizer>
1052023-05-08 04:50:29,370__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PottsTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 0.884 mean absolute error, 3.536 mean squared error, 0.69 recall of 1.0, 0.8394160583941606 precision of 1.0, 0.868 recall of 5.0, 0.7368421052631579 precision of 5.0, 779 perfect matches.
1062023-05-08 04:50:29,496__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PottsTokenizer.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 0.884 mean absolute error, 3.536 mean squared error, 0.69 recall of 1.0, 0.8394160583941606 precision of 1.0, inf recall of 2.0, inf precision of 2.0, inf recall of 3.0, inf precision of 3.0, inf recall of 4.0, inf precision of 4.0, 0.868 recall of 5.0, 0.7368421052631579 precision of 5.0, 779 perfect matches.
1072023-05-08 04:50:29,497__main__DEBUGRunning garbage collection...
1082023-05-08 04:50:29,597__main__DEBUGCollected 0 pieces of garbage!
1092023-05-08 04:50:29,597__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PottsTokenizerWithNegationDEBUGSelected Tokenizer: PottsTokenizerWithNegation
1102023-05-08 04:50:29,597__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PottsTokenizerWithNegation.1DEBUGRun #1
1112023-05-08 04:50:29,597__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PottsTokenizerWithNegation.1DEBUGInstantiating NLTKSentimentAnalyzer with PottsTokenizerWithNegation...
1122023-05-08 04:51:40,426__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PottsTokenizerWithNegation.1INFOTraining sentiment analyzer: <NLTKSentimentAnalyzer with <PottsTokenizerWithNegation> tokenizer>
1132023-05-08 04:54:22,506__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PottsTokenizerWithNegation.1INFOTraining succeeded!
1142023-05-08 04:54:22,524__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PottsTokenizerWithNegation.1INFOEvaluating sentiment analyzer: <NLTKSentimentAnalyzer with <PottsTokenizerWithNegation> tokenizer>
1152023-05-08 04:55:34,897__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PottsTokenizerWithNegation.1INFOEvaluation results: Evaluation results: 1000 evaluated, 1.076 mean absolute error, 4.304 mean squared error, 0.598 recall of 1.0, 0.8147138964577657 precision of 1.0, 0.864 recall of 5.0, 0.6824644549763034 precision of 5.0, 731 perfect matches.
1162023-05-08 04:55:35,024__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PottsTokenizerWithNegation.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 1.076 mean absolute error, 4.304 mean squared error, 0.598 recall of 1.0, 0.8147138964577657 precision of 1.0, inf recall of 2.0, inf precision of 2.0, inf recall of 3.0, inf precision of 3.0, inf recall of 4.0, inf precision of 4.0, 0.864 recall of 5.0, 0.6824644549763034 precision of 5.0, 731 perfect matches.
1172023-05-08 04:55:35,025__main__DEBUGRunning garbage collection...
1182023-05-08 04:55:35,134__main__DEBUGCollected 0 pieces of garbage!
1192023-05-08 04:55:35,134__main__.sample_reviews_polar.NLTKSentimentAnalyzer.HuggingBertTokenizerDEBUGSelected Tokenizer: HuggingBertTokenizer
1202023-05-08 04:55:35,134__main__.sample_reviews_polar.NLTKSentimentAnalyzer.HuggingBertTokenizer.1DEBUGRun #1
1212023-05-08 04:55:35,134__main__.sample_reviews_polar.NLTKSentimentAnalyzer.HuggingBertTokenizer.1DEBUGInstantiating NLTKSentimentAnalyzer with HuggingBertTokenizer...
1222023-05-08 04:56:44,543__main__.sample_reviews_polar.NLTKSentimentAnalyzer.HuggingBertTokenizer.1INFOTraining sentiment analyzer: <NLTKSentimentAnalyzer with <HuggingBertTokenizer> tokenizer>
1232023-05-08 04:59:53,350__main__.sample_reviews_polar.NLTKSentimentAnalyzer.HuggingBertTokenizer.1INFOTraining succeeded!
1242023-05-08 04:59:53,355__main__.sample_reviews_polar.NLTKSentimentAnalyzer.HuggingBertTokenizer.1INFOEvaluating sentiment analyzer: <NLTKSentimentAnalyzer with <HuggingBertTokenizer> tokenizer>
1252023-05-08 05:01:14,390__main__.sample_reviews_polar.NLTKSentimentAnalyzer.HuggingBertTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 0.976 mean absolute error, 3.904 mean squared error, 0.662 recall of 1.0, 0.8152709359605911 precision of 1.0, 0.85 recall of 5.0, 0.7154882154882155 precision of 5.0, 756 perfect matches.
1262023-05-08 05:01:14,516__main__.sample_reviews_polar.NLTKSentimentAnalyzer.HuggingBertTokenizer.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 0.976 mean absolute error, 3.904 mean squared error, 0.662 recall of 1.0, 0.8152709359605911 precision of 1.0, inf recall of 2.0, inf precision of 2.0, inf recall of 3.0, inf precision of 3.0, inf recall of 4.0, inf precision of 4.0, 0.85 recall of 5.0, 0.7154882154882155 precision of 5.0, 756 perfect matches.
1272023-05-08 05:01:14,516__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzerDEBUGSelected SentimentAnalyzer: TensorflowPolarSentimentAnalyzer
1282023-05-08 05:01:14,517__main__DEBUGRunning garbage collection...
1292023-05-08 05:01:14,617__main__DEBUGCollected 0 pieces of garbage!
1302023-05-08 05:01:14,617__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PlainTokenizerDEBUGSelected Tokenizer: PlainTokenizer
1312023-05-08 05:01:14,618__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PlainTokenizer.1DEBUGRun #1
1322023-05-08 05:01:14,618__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PlainTokenizer.1DEBUGInstantiating TensorflowPolarSentimentAnalyzer with PlainTokenizer...
1332023-05-08 05:02:29,026__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PlainTokenizer.1INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PlainTokenizer> tokenizer>
1342023-05-08 05:08:30,280__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PlainTokenizer.1INFOTraining succeeded!
1352023-05-08 05:08:30,291__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PlainTokenizer.1INFOEvaluating sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PlainTokenizer> tokenizer>
1362023-05-08 05:09:36,879__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PlainTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 0.66 mean absolute error, 2.64 mean squared error, 0.818 recall of 1.0, 0.8467908902691511 precision of 1.0, 0.852 recall of 5.0, 0.8239845261121856 precision of 5.0, 835 perfect matches.
1372023-05-08 05:09:37,030__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PlainTokenizer.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 0.66 mean absolute error, 2.64 mean squared error, 0.818 recall of 1.0, 0.8467908902691511 precision of 1.0, inf recall of 2.0, inf precision of 2.0, inf recall of 3.0, inf precision of 3.0, inf recall of 4.0, inf precision of 4.0, 0.852 recall of 5.0, 0.8239845261121856 precision of 5.0, 835 perfect matches.
1382023-05-08 05:09:37,030__main__DEBUGRunning garbage collection...
1392023-05-08 05:09:37,137__main__DEBUGCollected 16645 pieces of garbage!
1402023-05-08 05:09:37,141__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.LowercaseTokenizerDEBUGSelected Tokenizer: LowercaseTokenizer
1412023-05-08 05:09:37,141__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.1DEBUGRun #1
1422023-05-08 05:09:37,141__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.1DEBUGInstantiating TensorflowPolarSentimentAnalyzer with LowercaseTokenizer...
1432023-05-08 05:10:52,022__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.1INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <LowercaseTokenizer> tokenizer>
1442023-05-08 05:16:52,775__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.1INFOTraining succeeded!
1452023-05-08 05:16:52,778__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.1INFOEvaluating sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <LowercaseTokenizer> tokenizer>
1462023-05-08 05:17:57,470__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 0.512 mean absolute error, 2.048 mean squared error, 0.868 recall of 1.0, 0.875 precision of 1.0, 0.876 recall of 5.0, 0.8690476190476191 precision of 5.0, 872 perfect matches.
1472023-05-08 05:17:57,826__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 0.512 mean absolute error, 2.048 mean squared error, 0.868 recall of 1.0, 0.875 precision of 1.0, inf recall of 2.0, inf precision of 2.0, inf recall of 3.0, inf precision of 3.0, inf recall of 4.0, inf precision of 4.0, 0.876 recall of 5.0, 0.8690476190476191 precision of 5.0, 872 perfect matches.
1482023-05-08 05:17:57,827__main__DEBUGRunning garbage collection...
1492023-05-08 05:17:57,994__main__DEBUGCollected 53604 pieces of garbage!
1502023-05-08 05:17:58,002__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizerDEBUGSelected Tokenizer: NLTKWordTokenizer
1512023-05-08 05:17:58,007__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.1DEBUGRun #1
1522023-05-08 05:17:58,007__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.1DEBUGInstantiating TensorflowPolarSentimentAnalyzer with NLTKWordTokenizer...
1532023-05-08 05:19:11,926__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.1INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <NLTKWordTokenizer> tokenizer>
1542023-05-08 05:25:26,859__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.1INFOTraining succeeded!
1552023-05-08 05:25:26,860__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.1INFOEvaluating sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <NLTKWordTokenizer> tokenizer>
1562023-05-08 05:26:33,810__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 0.552 mean absolute error, 2.208 mean squared error, 0.864 recall of 1.0, 0.8605577689243028 precision of 1.0, 0.86 recall of 5.0, 0.8634538152610441 precision of 5.0, 862 perfect matches.
1572023-05-08 05:26:33,939__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 0.552 mean absolute error, 2.208 mean squared error, 0.864 recall of 1.0, 0.8605577689243028 precision of 1.0, inf recall of 2.0, inf precision of 2.0, inf recall of 3.0, inf precision of 3.0, inf recall of 4.0, inf precision of 4.0, 0.86 recall of 5.0, 0.8634538152610441 precision of 5.0, 862 perfect matches.
1582023-05-08 05:26:33,940__main__DEBUGRunning garbage collection...
1592023-05-08 05:26:34,099__main__DEBUGCollected 47800 pieces of garbage!
1602023-05-08 05:26:34,113__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizerDEBUGSelected Tokenizer: PottsTokenizer
1612023-05-08 05:26:34,116__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizer.1DEBUGRun #1
1622023-05-08 05:26:34,117__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizer.1DEBUGInstantiating TensorflowPolarSentimentAnalyzer with PottsTokenizer...
1632023-05-08 05:27:41,090__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizer.1INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PottsTokenizer> tokenizer>
1642023-05-08 05:28:28,707__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizer.1ERRORTraining failed, trying again with a different dataset...
1652023-05-08 05:28:28,837__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizer.2DEBUGRun #2
1662023-05-08 05:28:28,837__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizer.2DEBUGInstantiating TensorflowPolarSentimentAnalyzer with PottsTokenizer...
1672023-05-08 05:29:35,277__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizer.2INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PottsTokenizer> tokenizer>
1682023-05-08 05:35:48,049__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizer.2INFOTraining succeeded!
1692023-05-08 05:35:48,049__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizer.2INFOEvaluating sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PottsTokenizer> tokenizer>
1702023-05-08 05:36:53,031__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizer.2INFOEvaluation results: Evaluation results: 1000 evaluated, 0.536 mean absolute error, 2.144 mean squared error, 0.896 recall of 1.0, 0.8452830188679246 precision of 1.0, 0.836 recall of 5.0, 0.8893617021276595 precision of 5.0, 866 perfect matches.
1712023-05-08 05:36:53,156__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizer.2INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 0.536 mean absolute error, 2.144 mean squared error, 0.896 recall of 1.0, 0.8452830188679246 precision of 1.0, inf recall of 2.0, inf precision of 2.0, inf recall of 3.0, inf precision of 3.0, inf recall of 4.0, inf precision of 4.0, 0.836 recall of 5.0, 0.8893617021276595 precision of 5.0, 866 perfect matches.
1722023-05-08 05:36:53,157__main__DEBUGRunning garbage collection...
1732023-05-08 05:36:53,341__main__DEBUGCollected 64471 pieces of garbage!
1742023-05-08 05:36:53,359__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegationDEBUGSelected Tokenizer: PottsTokenizerWithNegation
1752023-05-08 05:36:53,364__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation.1DEBUGRun #1
1762023-05-08 05:36:53,367__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation.1DEBUGInstantiating TensorflowPolarSentimentAnalyzer with PottsTokenizerWithNegation...
1772023-05-08 05:38:02,478__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation.1INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PottsTokenizerWithNegation> tokenizer>
1782023-05-08 05:43:55,485__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation.1INFOTraining succeeded!
1792023-05-08 05:43:55,485__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation.1INFOEvaluating sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PottsTokenizerWithNegation> tokenizer>
1802023-05-08 05:45:00,933__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation.1INFOEvaluation results: Evaluation results: 1000 evaluated, 0.46 mean absolute error, 1.84 mean squared error, 0.93 recall of 1.0, 0.8532110091743119 precision of 1.0, 0.84 recall of 5.0, 0.9230769230769231 precision of 5.0, 885 perfect matches.
1812023-05-08 05:45:01,093__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 0.46 mean absolute error, 1.84 mean squared error, 0.93 recall of 1.0, 0.8532110091743119 precision of 1.0, inf recall of 2.0, inf precision of 2.0, inf recall of 3.0, inf precision of 3.0, inf recall of 4.0, inf precision of 4.0, 0.84 recall of 5.0, 0.9230769230769231 precision of 5.0, 885 perfect matches.
1822023-05-08 05:45:01,094__main__DEBUGRunning garbage collection...
1832023-05-08 05:45:01,253__main__DEBUGCollected 41289 pieces of garbage!
1842023-05-08 05:45:01,263__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.HuggingBertTokenizerDEBUGSelected Tokenizer: HuggingBertTokenizer
1852023-05-08 05:45:01,266__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.HuggingBertTokenizer.1DEBUGRun #1
1862023-05-08 05:45:01,267__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.HuggingBertTokenizer.1DEBUGInstantiating TensorflowPolarSentimentAnalyzer with HuggingBertTokenizer...
1872023-05-08 05:46:09,330__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.HuggingBertTokenizer.1INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <HuggingBertTokenizer> tokenizer>
1882023-05-08 05:52:00,364__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.HuggingBertTokenizer.1INFOTraining succeeded!
1892023-05-08 05:52:00,364__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.HuggingBertTokenizer.1INFOEvaluating sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <HuggingBertTokenizer> tokenizer>
1902023-05-08 05:53:05,830__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.HuggingBertTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 0.504 mean absolute error, 2.016 mean squared error, 0.892 recall of 1.0, 0.861003861003861 precision of 1.0, 0.856 recall of 5.0, 0.8879668049792531 precision of 5.0, 874 perfect matches.
1912023-05-08 05:53:05,953__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.HuggingBertTokenizer.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 0.504 mean absolute error, 2.016 mean squared error, 0.892 recall of 1.0, 0.861003861003861 precision of 1.0, inf recall of 2.0, inf precision of 2.0, inf recall of 3.0, inf precision of 3.0, inf recall of 4.0, inf precision of 4.0, 0.856 recall of 5.0, 0.8879668049792531 precision of 5.0, 874 perfect matches.
1922023-05-08 05:53:05,954__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzerDEBUGSelected SentimentAnalyzer: TensorflowCategorySentimentAnalyzer
1932023-05-08 05:53:05,954__main__DEBUGRunning garbage collection...
1942023-05-08 05:53:06,126__main__DEBUGCollected 38369 pieces of garbage!
1952023-05-08 05:53:06,134__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PlainTokenizerDEBUGSelected Tokenizer: PlainTokenizer
1962023-05-08 05:53:06,135__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PlainTokenizer.1DEBUGRun #1
1972023-05-08 05:53:06,135__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PlainTokenizer.1DEBUGInstantiating TensorflowCategorySentimentAnalyzer with PlainTokenizer...
1982023-05-08 05:54:14,119__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PlainTokenizer.1INFOTraining sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <PlainTokenizer> tokenizer>
1992023-05-08 05:54:33,790__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PlainTokenizer.1ERRORTraining failed, trying again with a different dataset...
2002023-05-08 05:54:33,920__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PlainTokenizer.2DEBUGRun #2
2012023-05-08 05:54:33,920__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PlainTokenizer.2DEBUGInstantiating TensorflowCategorySentimentAnalyzer with PlainTokenizer...
2022023-05-08 05:55:41,501__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PlainTokenizer.2INFOTraining sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <PlainTokenizer> tokenizer>
2032023-05-08 06:01:24,114__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PlainTokenizer.2INFOTraining succeeded!
2042023-05-08 06:01:24,114__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PlainTokenizer.2INFOEvaluating sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <PlainTokenizer> tokenizer>
2052023-05-08 06:02:28,791__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PlainTokenizer.2INFOEvaluation results: Evaluation results: 1000 evaluated, 0.54 mean absolute error, 2.16 mean squared error, 0.91 recall of 1.0, 0.8348623853211009 precision of 1.0, 0.82 recall of 5.0, 0.9010989010989011 precision of 5.0, 865 perfect matches.
2062023-05-08 06:02:28,918__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PlainTokenizer.2INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 0.54 mean absolute error, 2.16 mean squared error, 0.91 recall of 1.0, 0.8348623853211009 precision of 1.0, inf recall of 2.0, inf precision of 2.0, inf recall of 3.0, inf precision of 3.0, inf recall of 4.0, inf precision of 4.0, 0.82 recall of 5.0, 0.9010989010989011 precision of 5.0, 865 perfect matches.
2072023-05-08 06:02:28,919__main__DEBUGRunning garbage collection...
2082023-05-08 06:02:29,125__main__DEBUGCollected 62312 pieces of garbage!
2092023-05-08 06:02:29,141__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.LowercaseTokenizerDEBUGSelected Tokenizer: LowercaseTokenizer
2102023-05-08 06:02:29,147__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.1DEBUGRun #1
2112023-05-08 06:02:29,150__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.1DEBUGInstantiating TensorflowCategorySentimentAnalyzer with LowercaseTokenizer...
2122023-05-08 06:03:35,550__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.1INFOTraining sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <LowercaseTokenizer> tokenizer>
2132023-05-08 06:09:36,303__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.1INFOTraining succeeded!
2142023-05-08 06:09:36,325__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.1INFOEvaluating sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <LowercaseTokenizer> tokenizer>
2152023-05-08 06:10:41,166__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 0.5 mean absolute error, 2.0 mean squared error, 0.888 recall of 1.0, 0.8654970760233918 precision of 1.0, 0.862 recall of 5.0, 0.8850102669404517 precision of 5.0, 875 perfect matches.
2162023-05-08 06:10:41,463__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 0.5 mean absolute error, 2.0 mean squared error, 0.888 recall of 1.0, 0.8654970760233918 precision of 1.0, inf recall of 2.0, inf precision of 2.0, inf recall of 3.0, inf precision of 3.0, inf recall of 4.0, inf precision of 4.0, 0.862 recall of 5.0, 0.8850102669404517 precision of 5.0, 875 perfect matches.
2172023-05-08 06:10:41,463__main__DEBUGRunning garbage collection...
2182023-05-08 06:10:41,638__main__DEBUGCollected 36931 pieces of garbage!
2192023-05-08 06:10:41,649__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizerDEBUGSelected Tokenizer: NLTKWordTokenizer
2202023-05-08 06:10:41,651__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.1DEBUGRun #1
2212023-05-08 06:10:41,651__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.1DEBUGInstantiating TensorflowCategorySentimentAnalyzer with NLTKWordTokenizer...
2222023-05-08 06:11:54,499__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.1INFOTraining sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <NLTKWordTokenizer> tokenizer>
2232023-05-08 06:18:16,274__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.1INFOTraining succeeded!
2242023-05-08 06:18:16,289__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.1INFOEvaluating sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <NLTKWordTokenizer> tokenizer>
2252023-05-08 06:19:23,560__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 0.524 mean absolute error, 2.096 mean squared error, 0.922 recall of 1.0, 0.833634719710669 precision of 1.0, 0.816 recall of 5.0, 0.912751677852349 precision of 5.0, 869 perfect matches.
2262023-05-08 06:19:23,846__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 0.524 mean absolute error, 2.096 mean squared error, 0.922 recall of 1.0, 0.833634719710669 precision of 1.0, inf recall of 2.0, inf precision of 2.0, inf recall of 3.0, inf precision of 3.0, inf recall of 4.0, inf precision of 4.0, 0.816 recall of 5.0, 0.912751677852349 precision of 5.0, 869 perfect matches.
2272023-05-08 06:19:23,847__main__DEBUGRunning garbage collection...
2282023-05-08 06:19:24,044__main__DEBUGCollected 34748 pieces of garbage!
2292023-05-08 06:19:24,054__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizerDEBUGSelected Tokenizer: PottsTokenizer
2302023-05-08 06:19:24,055__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizer.1DEBUGRun #1
2312023-05-08 06:19:24,056__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizer.1DEBUGInstantiating TensorflowCategorySentimentAnalyzer with PottsTokenizer...
2322023-05-08 06:20:34,231__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizer.1INFOTraining sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <PottsTokenizer> tokenizer>
2332023-05-08 06:22:40,728__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizer.1ERRORTraining failed, trying again with a different dataset...
2342023-05-08 06:22:40,862__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizer.2DEBUGRun #2
2352023-05-08 06:22:40,862__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizer.2DEBUGInstantiating TensorflowCategorySentimentAnalyzer with PottsTokenizer...
2362023-05-08 06:23:47,409__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizer.2INFOTraining sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <PottsTokenizer> tokenizer>
2372023-05-08 06:29:58,970__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizer.2INFOTraining succeeded!
2382023-05-08 06:29:58,971__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizer.2INFOEvaluating sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <PottsTokenizer> tokenizer>
2392023-05-08 06:31:04,040__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizer.2INFOEvaluation results: Evaluation results: 1000 evaluated, 0.532 mean absolute error, 2.128 mean squared error, 0.862 recall of 1.0, 0.8707070707070707 precision of 1.0, 0.872 recall of 5.0, 0.8633663366336634 precision of 5.0, 867 perfect matches.
2402023-05-08 06:31:04,166__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizer.2INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 0.532 mean absolute error, 2.128 mean squared error, 0.862 recall of 1.0, 0.8707070707070707 precision of 1.0, inf recall of 2.0, inf precision of 2.0, inf recall of 3.0, inf precision of 3.0, inf recall of 4.0, inf precision of 4.0, 0.872 recall of 5.0, 0.8633663366336634 precision of 5.0, 867 perfect matches.
2412023-05-08 06:31:04,166__main__DEBUGRunning garbage collection...
2422023-05-08 06:31:04,394__main__DEBUGCollected 53578 pieces of garbage!
2432023-05-08 06:31:04,410__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegationDEBUGSelected Tokenizer: PottsTokenizerWithNegation
2442023-05-08 06:31:04,414__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegation.1DEBUGRun #1
2452023-05-08 06:31:04,414__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegation.1DEBUGInstantiating TensorflowCategorySentimentAnalyzer with PottsTokenizerWithNegation...
2462023-05-08 06:32:11,689__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegation.1INFOTraining sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <PottsTokenizerWithNegation> tokenizer>
2472023-05-08 06:38:46,938__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegation.1INFOTraining succeeded!
2482023-05-08 06:38:46,939__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegation.1INFOEvaluating sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <PottsTokenizerWithNegation> tokenizer>
2492023-05-08 06:39:52,676__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegation.1INFOEvaluation results: Evaluation results: 1000 evaluated, 0.52 mean absolute error, 2.08 mean squared error, 0.842 recall of 1.0, 0.8919491525423728 precision of 1.0, 0.898 recall of 5.0, 0.8503787878787878 precision of 5.0, 870 perfect matches.
2502023-05-08 06:39:52,802__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegation.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 0.52 mean absolute error, 2.08 mean squared error, 0.842 recall of 1.0, 0.8919491525423728 precision of 1.0, inf recall of 2.0, inf precision of 2.0, inf recall of 3.0, inf precision of 3.0, inf recall of 4.0, inf precision of 4.0, 0.898 recall of 5.0, 0.8503787878787878 precision of 5.0, 870 perfect matches.
2512023-05-08 06:39:52,802__main__DEBUGRunning garbage collection...
2522023-05-08 06:39:53,016__main__DEBUGCollected 28249 pieces of garbage!
2532023-05-08 06:39:53,020__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.HuggingBertTokenizerDEBUGSelected Tokenizer: HuggingBertTokenizer
2542023-05-08 06:39:53,021__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.HuggingBertTokenizer.1DEBUGRun #1
2552023-05-08 06:39:53,021__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.HuggingBertTokenizer.1DEBUGInstantiating TensorflowCategorySentimentAnalyzer with HuggingBertTokenizer...
2562023-05-08 06:40:58,643__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.HuggingBertTokenizer.1INFOTraining sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <HuggingBertTokenizer> tokenizer>
2572023-05-08 06:47:32,701__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.HuggingBertTokenizer.1INFOTraining succeeded!
2582023-05-08 06:47:32,717__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.HuggingBertTokenizer.1INFOEvaluating sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <HuggingBertTokenizer> tokenizer>
2592023-05-08 06:48:40,112__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.HuggingBertTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 0.456 mean absolute error, 1.824 mean squared error, 0.878 recall of 1.0, 0.8922764227642277 precision of 1.0, 0.894 recall of 5.0, 0.8799212598425197 precision of 5.0, 886 perfect matches.
2602023-05-08 06:48:40,632__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.HuggingBertTokenizer.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 0.456 mean absolute error, 1.824 mean squared error, 0.878 recall of 1.0, 0.8922764227642277 precision of 1.0, inf recall of 2.0, inf precision of 2.0, inf recall of 3.0, inf precision of 3.0, inf recall of 4.0, inf precision of 4.0, 0.894 recall of 5.0, 0.8799212598425197 precision of 5.0, 886 perfect matches.
2612023-05-08 06:48:40,633__main__.sample_reviews_variedDEBUGSelected sample_func: sample_reviews_varied
2622023-05-08 06:48:40,633__main__.sample_reviews_varied.ThreeCheatDEBUGSelected SentimentAnalyzer: ThreeCheat
2632023-05-08 06:48:40,633__main__DEBUGRunning garbage collection...
2642023-05-08 06:48:40,831__main__DEBUGCollected 25349 pieces of garbage!
2652023-05-08 06:48:40,835__main__.sample_reviews_varied.ThreeCheat.PlainTokenizerDEBUGSelected Tokenizer: PlainTokenizer
2662023-05-08 06:48:40,836__main__.sample_reviews_varied.ThreeCheat.PlainTokenizer.1DEBUGRun #1
2672023-05-08 06:48:40,836__main__.sample_reviews_varied.ThreeCheat.PlainTokenizer.1DEBUGInstantiating ThreeCheat with PlainTokenizer...
2682023-05-08 06:51:28,962__main__.sample_reviews_varied.ThreeCheat.PlainTokenizer.1INFOTraining sentiment analyzer: <ThreeCheat with <PlainTokenizer> tokenizer>
2692023-05-08 06:51:28,962__main__.sample_reviews_varied.ThreeCheat.PlainTokenizer.1INFOTraining succeeded!
2702023-05-08 06:51:28,962__main__.sample_reviews_varied.ThreeCheat.PlainTokenizer.1INFOEvaluating sentiment analyzer: <ThreeCheat with <PlainTokenizer> tokenizer>
2712023-05-08 06:51:29,148__main__.sample_reviews_varied.ThreeCheat.PlainTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 1.2 mean absolute error, 2.0 mean squared error, 0.0 recall of 1.0, inf precision of 1.0, 0.0 recall of 2.0, inf precision of 2.0, 1.0 recall of 3.0, 0.2 precision of 3.0, 0.0 recall of 4.0, inf precision of 4.0, 0.0 recall of 5.0, inf precision of 5.0, 200 perfect matches.
2722023-05-08 06:51:29,277__main__.sample_reviews_varied.ThreeCheat.PlainTokenizer.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 1.2 mean absolute error, 2.0 mean squared error, 0.0 recall of 1.0, inf precision of 1.0, 0.0 recall of 2.0, inf precision of 2.0, 1.0 recall of 3.0, 0.2 precision of 3.0, 0.0 recall of 4.0, inf precision of 4.0, 0.0 recall of 5.0, inf precision of 5.0, 200 perfect matches.
2732023-05-08 06:51:29,278__main__DEBUGRunning garbage collection...
2742023-05-08 06:51:29,452__main__DEBUGCollected 0 pieces of garbage!
2752023-05-08 06:51:29,453__main__.sample_reviews_varied.ThreeCheat.LowercaseTokenizerDEBUGSelected Tokenizer: LowercaseTokenizer
2762023-05-08 06:51:29,453__main__.sample_reviews_varied.ThreeCheat.LowercaseTokenizer.1DEBUGRun #1
2772023-05-08 06:51:29,453__main__.sample_reviews_varied.ThreeCheat.LowercaseTokenizer.1DEBUGInstantiating ThreeCheat with LowercaseTokenizer...
2782023-05-08 06:54:14,359__main__.sample_reviews_varied.ThreeCheat.LowercaseTokenizer.1INFOTraining sentiment analyzer: <ThreeCheat with <LowercaseTokenizer> tokenizer>
2792023-05-08 06:54:14,359__main__.sample_reviews_varied.ThreeCheat.LowercaseTokenizer.1INFOTraining succeeded!
2802023-05-08 06:54:14,359__main__.sample_reviews_varied.ThreeCheat.LowercaseTokenizer.1INFOEvaluating sentiment analyzer: <ThreeCheat with <LowercaseTokenizer> tokenizer>
2812023-05-08 06:54:14,546__main__.sample_reviews_varied.ThreeCheat.LowercaseTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 1.2 mean absolute error, 2.0 mean squared error, 0.0 recall of 1.0, inf precision of 1.0, 0.0 recall of 2.0, inf precision of 2.0, 1.0 recall of 3.0, 0.2 precision of 3.0, 0.0 recall of 4.0, inf precision of 4.0, 0.0 recall of 5.0, inf precision of 5.0, 200 perfect matches.
2822023-05-08 06:54:14,682__main__.sample_reviews_varied.ThreeCheat.LowercaseTokenizer.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 1.2 mean absolute error, 2.0 mean squared error, 0.0 recall of 1.0, inf precision of 1.0, 0.0 recall of 2.0, inf precision of 2.0, 1.0 recall of 3.0, 0.2 precision of 3.0, 0.0 recall of 4.0, inf precision of 4.0, 0.0 recall of 5.0, inf precision of 5.0, 200 perfect matches.
2832023-05-08 06:54:14,683__main__DEBUGRunning garbage collection...
2842023-05-08 06:54:14,854__main__DEBUGCollected 0 pieces of garbage!
2852023-05-08 06:54:14,855__main__.sample_reviews_varied.ThreeCheat.NLTKWordTokenizerDEBUGSelected Tokenizer: NLTKWordTokenizer
2862023-05-08 06:54:14,855__main__.sample_reviews_varied.ThreeCheat.NLTKWordTokenizer.1DEBUGRun #1
2872023-05-08 06:54:14,855__main__.sample_reviews_varied.ThreeCheat.NLTKWordTokenizer.1DEBUGInstantiating ThreeCheat with NLTKWordTokenizer...
2882023-05-08 06:57:04,762__main__.sample_reviews_varied.ThreeCheat.NLTKWordTokenizer.1INFOTraining sentiment analyzer: <ThreeCheat with <NLTKWordTokenizer> tokenizer>
2892023-05-08 06:57:04,762__main__.sample_reviews_varied.ThreeCheat.NLTKWordTokenizer.1INFOTraining succeeded!
2902023-05-08 06:57:04,762__main__.sample_reviews_varied.ThreeCheat.NLTKWordTokenizer.1INFOEvaluating sentiment analyzer: <ThreeCheat with <NLTKWordTokenizer> tokenizer>
2912023-05-08 06:57:04,974__main__.sample_reviews_varied.ThreeCheat.NLTKWordTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 1.2 mean absolute error, 2.0 mean squared error, 0.0 recall of 1.0, inf precision of 1.0, 0.0 recall of 2.0, inf precision of 2.0, 1.0 recall of 3.0, 0.2 precision of 3.0, 0.0 recall of 4.0, inf precision of 4.0, 0.0 recall of 5.0, inf precision of 5.0, 200 perfect matches.
2922023-05-08 06:57:05,108__main__.sample_reviews_varied.ThreeCheat.NLTKWordTokenizer.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 1.2 mean absolute error, 2.0 mean squared error, 0.0 recall of 1.0, inf precision of 1.0, 0.0 recall of 2.0, inf precision of 2.0, 1.0 recall of 3.0, 0.2 precision of 3.0, 0.0 recall of 4.0, inf precision of 4.0, 0.0 recall of 5.0, inf precision of 5.0, 200 perfect matches.
2932023-05-08 06:57:05,108__main__DEBUGRunning garbage collection...
2942023-05-08 06:57:05,314__main__DEBUGCollected 0 pieces of garbage!
2952023-05-08 06:57:05,314__main__.sample_reviews_varied.ThreeCheat.PottsTokenizerDEBUGSelected Tokenizer: PottsTokenizer
2962023-05-08 06:57:05,315__main__.sample_reviews_varied.ThreeCheat.PottsTokenizer.1DEBUGRun #1
2972023-05-08 06:57:05,315__main__.sample_reviews_varied.ThreeCheat.PottsTokenizer.1DEBUGInstantiating ThreeCheat with PottsTokenizer...
2982023-05-08 06:59:57,541__main__.sample_reviews_varied.ThreeCheat.PottsTokenizer.1INFOTraining sentiment analyzer: <ThreeCheat with <PottsTokenizer> tokenizer>
2992023-05-08 06:59:57,541__main__.sample_reviews_varied.ThreeCheat.PottsTokenizer.1INFOTraining succeeded!
3002023-05-08 06:59:57,541__main__.sample_reviews_varied.ThreeCheat.PottsTokenizer.1INFOEvaluating sentiment analyzer: <ThreeCheat with <PottsTokenizer> tokenizer>
3012023-05-08 06:59:57,747__main__.sample_reviews_varied.ThreeCheat.PottsTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 1.2 mean absolute error, 2.0 mean squared error, 0.0 recall of 1.0, inf precision of 1.0, 0.0 recall of 2.0, inf precision of 2.0, 1.0 recall of 3.0, 0.2 precision of 3.0, 0.0 recall of 4.0, inf precision of 4.0, 0.0 recall of 5.0, inf precision of 5.0, 200 perfect matches.
3022023-05-08 06:59:57,878__main__.sample_reviews_varied.ThreeCheat.PottsTokenizer.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 1.2 mean absolute error, 2.0 mean squared error, 0.0 recall of 1.0, inf precision of 1.0, 0.0 recall of 2.0, inf precision of 2.0, 1.0 recall of 3.0, 0.2 precision of 3.0, 0.0 recall of 4.0, inf precision of 4.0, 0.0 recall of 5.0, inf precision of 5.0, 200 perfect matches.
3032023-05-08 06:59:57,878__main__DEBUGRunning garbage collection...
3042023-05-08 06:59:58,051__main__DEBUGCollected 0 pieces of garbage!
3052023-05-08 06:59:58,052__main__.sample_reviews_varied.ThreeCheat.PottsTokenizerWithNegationDEBUGSelected Tokenizer: PottsTokenizerWithNegation
3062023-05-08 06:59:58,053__main__.sample_reviews_varied.ThreeCheat.PottsTokenizerWithNegation.1DEBUGRun #1
3072023-05-08 06:59:58,053__main__.sample_reviews_varied.ThreeCheat.PottsTokenizerWithNegation.1DEBUGInstantiating ThreeCheat with PottsTokenizerWithNegation...
3082023-05-08 07:02:45,377__main__.sample_reviews_varied.ThreeCheat.PottsTokenizerWithNegation.1INFOTraining sentiment analyzer: <ThreeCheat with <PottsTokenizerWithNegation> tokenizer>
3092023-05-08 07:02:45,377__main__.sample_reviews_varied.ThreeCheat.PottsTokenizerWithNegation.1INFOTraining succeeded!
3102023-05-08 07:02:45,377__main__.sample_reviews_varied.ThreeCheat.PottsTokenizerWithNegation.1INFOEvaluating sentiment analyzer: <ThreeCheat with <PottsTokenizerWithNegation> tokenizer>
3112023-05-08 07:02:45,560__main__.sample_reviews_varied.ThreeCheat.PottsTokenizerWithNegation.1INFOEvaluation results: Evaluation results: 1000 evaluated, 1.2 mean absolute error, 2.0 mean squared error, 0.0 recall of 1.0, inf precision of 1.0, 0.0 recall of 2.0, inf precision of 2.0, 1.0 recall of 3.0, 0.2 precision of 3.0, 0.0 recall of 4.0, inf precision of 4.0, 0.0 recall of 5.0, inf precision of 5.0, 200 perfect matches.
3122023-05-08 07:02:45,691__main__.sample_reviews_varied.ThreeCheat.PottsTokenizerWithNegation.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 1.2 mean absolute error, 2.0 mean squared error, 0.0 recall of 1.0, inf precision of 1.0, 0.0 recall of 2.0, inf precision of 2.0, 1.0 recall of 3.0, 0.2 precision of 3.0, 0.0 recall of 4.0, inf precision of 4.0, 0.0 recall of 5.0, inf precision of 5.0, 200 perfect matches.
3132023-05-08 07:02:45,692__main__DEBUGRunning garbage collection...
3142023-05-08 07:02:45,864__main__DEBUGCollected 0 pieces of garbage!
3152023-05-08 07:02:45,865__main__.sample_reviews_varied.ThreeCheat.HuggingBertTokenizerDEBUGSelected Tokenizer: HuggingBertTokenizer
3162023-05-08 07:02:45,865__main__.sample_reviews_varied.ThreeCheat.HuggingBertTokenizer.1DEBUGRun #1
3172023-05-08 07:02:45,866__main__.sample_reviews_varied.ThreeCheat.HuggingBertTokenizer.1DEBUGInstantiating ThreeCheat with HuggingBertTokenizer...
3182023-05-08 07:05:31,644__main__.sample_reviews_varied.ThreeCheat.HuggingBertTokenizer.1INFOTraining sentiment analyzer: <ThreeCheat with <HuggingBertTokenizer> tokenizer>
3192023-05-08 07:05:31,644__main__.sample_reviews_varied.ThreeCheat.HuggingBertTokenizer.1INFOTraining succeeded!
3202023-05-08 07:05:31,644__main__.sample_reviews_varied.ThreeCheat.HuggingBertTokenizer.1INFOEvaluating sentiment analyzer: <ThreeCheat with <HuggingBertTokenizer> tokenizer>
3212023-05-08 07:05:31,852__main__.sample_reviews_varied.ThreeCheat.HuggingBertTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 1.2 mean absolute error, 2.0 mean squared error, 0.0 recall of 1.0, inf precision of 1.0, 0.0 recall of 2.0, inf precision of 2.0, 1.0 recall of 3.0, 0.2 precision of 3.0, 0.0 recall of 4.0, inf precision of 4.0, 0.0 recall of 5.0, inf precision of 5.0, 200 perfect matches.
3222023-05-08 07:05:31,992__main__.sample_reviews_varied.ThreeCheat.HuggingBertTokenizer.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 1.2 mean absolute error, 2.0 mean squared error, 0.0 recall of 1.0, inf precision of 1.0, 0.0 recall of 2.0, inf precision of 2.0, 1.0 recall of 3.0, 0.2 precision of 3.0, 0.0 recall of 4.0, inf precision of 4.0, 0.0 recall of 5.0, inf precision of 5.0, 200 perfect matches.
3232023-05-08 07:05:31,993__main__.sample_reviews_varied.NLTKSentimentAnalyzerDEBUGSelected SentimentAnalyzer: NLTKSentimentAnalyzer
3242023-05-08 07:05:31,993__main__DEBUGRunning garbage collection...
3252023-05-08 07:05:32,169__main__DEBUGCollected 0 pieces of garbage!
3262023-05-08 07:05:32,170__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PlainTokenizerDEBUGSelected Tokenizer: PlainTokenizer
3272023-05-08 07:05:32,170__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PlainTokenizer.1DEBUGRun #1
3282023-05-08 07:05:32,170__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PlainTokenizer.1DEBUGInstantiating NLTKSentimentAnalyzer with PlainTokenizer...
3292023-05-08 07:08:21,231__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PlainTokenizer.1INFOTraining sentiment analyzer: <NLTKSentimentAnalyzer with <PlainTokenizer> tokenizer>
3302023-05-08 07:11:30,820__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PlainTokenizer.1INFOTraining succeeded!
3312023-05-08 07:11:30,821__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PlainTokenizer.1INFOEvaluating sentiment analyzer: <NLTKSentimentAnalyzer with <PlainTokenizer> tokenizer>
3322023-05-08 07:14:09,034__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PlainTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 1.341 mean absolute error, 3.443 mean squared error, 0.345 recall of 1.0, 0.5227272727272727 precision of 1.0, 0.31 recall of 2.0, 0.32460732984293195 precision of 2.0, 0.185 recall of 3.0, 0.3557692307692308 precision of 3.0, 0.1 recall of 4.0, 0.3225806451612903 precision of 4.0, 0.7 recall of 5.0, 0.273972602739726 precision of 5.0, 328 perfect matches.
3332023-05-08 07:14:09,162__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PlainTokenizer.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 1.341 mean absolute error, 3.443 mean squared error, 0.345 recall of 1.0, 0.5227272727272727 precision of 1.0, 0.31 recall of 2.0, 0.32460732984293195 precision of 2.0, 0.185 recall of 3.0, 0.3557692307692308 precision of 3.0, 0.1 recall of 4.0, 0.3225806451612903 precision of 4.0, 0.7 recall of 5.0, 0.273972602739726 precision of 5.0, 328 perfect matches.
3342023-05-08 07:14:09,162__main__DEBUGRunning garbage collection...
3352023-05-08 07:14:09,366__main__DEBUGCollected 0 pieces of garbage!
3362023-05-08 07:14:09,367__main__.sample_reviews_varied.NLTKSentimentAnalyzer.LowercaseTokenizerDEBUGSelected Tokenizer: LowercaseTokenizer
3372023-05-08 07:14:09,367__main__.sample_reviews_varied.NLTKSentimentAnalyzer.LowercaseTokenizer.1DEBUGRun #1
3382023-05-08 07:14:09,367__main__.sample_reviews_varied.NLTKSentimentAnalyzer.LowercaseTokenizer.1DEBUGInstantiating NLTKSentimentAnalyzer with LowercaseTokenizer...
3392023-05-08 07:17:00,709__main__.sample_reviews_varied.NLTKSentimentAnalyzer.LowercaseTokenizer.1INFOTraining sentiment analyzer: <NLTKSentimentAnalyzer with <LowercaseTokenizer> tokenizer>
3402023-05-08 07:19:56,507__main__.sample_reviews_varied.NLTKSentimentAnalyzer.LowercaseTokenizer.1INFOTraining succeeded!
3412023-05-08 07:19:56,614__main__.sample_reviews_varied.NLTKSentimentAnalyzer.LowercaseTokenizer.1INFOEvaluating sentiment analyzer: <NLTKSentimentAnalyzer with <LowercaseTokenizer> tokenizer>
3422023-05-08 07:22:24,654__main__.sample_reviews_varied.NLTKSentimentAnalyzer.LowercaseTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 1.221 mean absolute error, 2.967 mean squared error, 0.45 recall of 1.0, 0.5521472392638037 precision of 1.0, 0.21 recall of 2.0, 0.2876712328767123 precision of 2.0, 0.235 recall of 3.0, 0.36153846153846153 precision of 3.0, 0.135 recall of 4.0, 0.36 precision of 4.0, 0.72 recall of 5.0, 0.2962962962962963 precision of 5.0, 350 perfect matches.
3432023-05-08 07:22:24,984__main__.sample_reviews_varied.NLTKSentimentAnalyzer.LowercaseTokenizer.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 1.221 mean absolute error, 2.967 mean squared error, 0.45 recall of 1.0, 0.5521472392638037 precision of 1.0, 0.21 recall of 2.0, 0.2876712328767123 precision of 2.0, 0.235 recall of 3.0, 0.36153846153846153 precision of 3.0, 0.135 recall of 4.0, 0.36 precision of 4.0, 0.72 recall of 5.0, 0.2962962962962963 precision of 5.0, 350 perfect matches.
3442023-05-08 07:22:24,985__main__DEBUGRunning garbage collection...
3452023-05-08 07:22:27,264__main__DEBUGCollected 0 pieces of garbage!
3462023-05-08 07:22:27,264__main__.sample_reviews_varied.NLTKSentimentAnalyzer.NLTKWordTokenizerDEBUGSelected Tokenizer: NLTKWordTokenizer
3472023-05-08 07:22:27,265__main__.sample_reviews_varied.NLTKSentimentAnalyzer.NLTKWordTokenizer.1DEBUGRun #1
3482023-05-08 07:22:27,265__main__.sample_reviews_varied.NLTKSentimentAnalyzer.NLTKWordTokenizer.1DEBUGInstantiating NLTKSentimentAnalyzer with NLTKWordTokenizer...
3492023-05-08 07:25:27,783__main__.sample_reviews_varied.NLTKSentimentAnalyzer.NLTKWordTokenizer.1INFOTraining sentiment analyzer: <NLTKSentimentAnalyzer with <NLTKWordTokenizer> tokenizer>
3502023-05-08 07:29:06,012__main__.sample_reviews_varied.NLTKSentimentAnalyzer.NLTKWordTokenizer.1INFOTraining succeeded!
3512023-05-08 07:29:06,012__main__.sample_reviews_varied.NLTKSentimentAnalyzer.NLTKWordTokenizer.1INFOEvaluating sentiment analyzer: <NLTKSentimentAnalyzer with <NLTKWordTokenizer> tokenizer>
3522023-05-08 07:31:53,663__main__.sample_reviews_varied.NLTKSentimentAnalyzer.NLTKWordTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 1.281 mean absolute error, 3.281 mean squared error, 0.365 recall of 1.0, 0.5069444444444444 precision of 1.0, 0.315 recall of 2.0, 0.38650306748466257 precision of 2.0, 0.215 recall of 3.0, 0.33076923076923076 precision of 3.0, 0.125 recall of 4.0, 0.32894736842105265 precision of 4.0, 0.715 recall of 5.0, 0.2936344969199179 precision of 5.0, 347 perfect matches.
3532023-05-08 07:31:53,798__main__.sample_reviews_varied.NLTKSentimentAnalyzer.NLTKWordTokenizer.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 1.281 mean absolute error, 3.281 mean squared error, 0.365 recall of 1.0, 0.5069444444444444 precision of 1.0, 0.315 recall of 2.0, 0.38650306748466257 precision of 2.0, 0.215 recall of 3.0, 0.33076923076923076 precision of 3.0, 0.125 recall of 4.0, 0.32894736842105265 precision of 4.0, 0.715 recall of 5.0, 0.2936344969199179 precision of 5.0, 347 perfect matches.
3542023-05-08 07:31:53,799__main__DEBUGRunning garbage collection...
3552023-05-08 07:31:53,994__main__DEBUGCollected 0 pieces of garbage!
3562023-05-08 07:31:53,994__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PottsTokenizerDEBUGSelected Tokenizer: PottsTokenizer
3572023-05-08 07:31:53,994__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PottsTokenizer.1DEBUGRun #1
3582023-05-08 07:31:53,994__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PottsTokenizer.1DEBUGInstantiating NLTKSentimentAnalyzer with PottsTokenizer...
3592023-05-08 07:34:43,429__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PottsTokenizer.1INFOTraining sentiment analyzer: <NLTKSentimentAnalyzer with <PottsTokenizer> tokenizer>
3602023-05-08 07:37:43,383__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PottsTokenizer.1INFOTraining succeeded!
3612023-05-08 07:37:43,384__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PottsTokenizer.1INFOEvaluating sentiment analyzer: <NLTKSentimentAnalyzer with <PottsTokenizer> tokenizer>
3622023-05-08 07:40:07,837__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PottsTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 1.244 mean absolute error, 3.022 mean squared error, 0.44 recall of 1.0, 0.5116279069767442 precision of 1.0, 0.255 recall of 2.0, 0.2463768115942029 precision of 2.0, 0.11 recall of 3.0, 0.24175824175824176 precision of 3.0, 0.14 recall of 4.0, 0.4745762711864407 precision of 4.0, 0.745 recall of 5.0, 0.31634819532908703 precision of 5.0, 338 perfect matches.
3632023-05-08 07:40:07,966__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PottsTokenizer.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 1.244 mean absolute error, 3.022 mean squared error, 0.44 recall of 1.0, 0.5116279069767442 precision of 1.0, 0.255 recall of 2.0, 0.2463768115942029 precision of 2.0, 0.11 recall of 3.0, 0.24175824175824176 precision of 3.0, 0.14 recall of 4.0, 0.4745762711864407 precision of 4.0, 0.745 recall of 5.0, 0.31634819532908703 precision of 5.0, 338 perfect matches.
3642023-05-08 07:40:07,967__main__DEBUGRunning garbage collection...
3652023-05-08 07:40:08,164__main__DEBUGCollected 0 pieces of garbage!
3662023-05-08 07:40:08,164__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PottsTokenizerWithNegationDEBUGSelected Tokenizer: PottsTokenizerWithNegation
3672023-05-08 07:40:08,165__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PottsTokenizerWithNegation.1DEBUGRun #1
3682023-05-08 07:40:08,165__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PottsTokenizerWithNegation.1DEBUGInstantiating NLTKSentimentAnalyzer with PottsTokenizerWithNegation...
3692023-05-08 07:42:58,809__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PottsTokenizerWithNegation.1INFOTraining sentiment analyzer: <NLTKSentimentAnalyzer with <PottsTokenizerWithNegation> tokenizer>
3702023-05-08 07:46:29,497__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PottsTokenizerWithNegation.1INFOTraining succeeded!
3712023-05-08 07:46:29,497__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PottsTokenizerWithNegation.1INFOEvaluating sentiment analyzer: <NLTKSentimentAnalyzer with <PottsTokenizerWithNegation> tokenizer>
3722023-05-08 07:49:17,219__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PottsTokenizerWithNegation.1INFOEvaluation results: Evaluation results: 1000 evaluated, 1.252 mean absolute error, 3.024 mean squared error, 0.38 recall of 1.0, 0.4 precision of 1.0, 0.255 recall of 2.0, 0.3493150684931507 precision of 2.0, 0.19 recall of 3.0, 0.2550335570469799 precision of 3.0, 0.085 recall of 4.0, 0.3148148148148148 precision of 4.0, 0.725 recall of 5.0, 0.31453362255965295 precision of 5.0, 327 perfect matches.
3732023-05-08 07:49:17,343__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PottsTokenizerWithNegation.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 1.252 mean absolute error, 3.024 mean squared error, 0.38 recall of 1.0, 0.4 precision of 1.0, 0.255 recall of 2.0, 0.3493150684931507 precision of 2.0, 0.19 recall of 3.0, 0.2550335570469799 precision of 3.0, 0.085 recall of 4.0, 0.3148148148148148 precision of 4.0, 0.725 recall of 5.0, 0.31453362255965295 precision of 5.0, 327 perfect matches.
3742023-05-08 07:49:17,344__main__DEBUGRunning garbage collection...
3752023-05-08 07:49:17,545__main__DEBUGCollected 0 pieces of garbage!
3762023-05-08 07:49:17,545__main__.sample_reviews_varied.NLTKSentimentAnalyzer.HuggingBertTokenizerDEBUGSelected Tokenizer: HuggingBertTokenizer
3772023-05-08 07:49:17,545__main__.sample_reviews_varied.NLTKSentimentAnalyzer.HuggingBertTokenizer.1DEBUGRun #1
3782023-05-08 07:49:17,545__main__.sample_reviews_varied.NLTKSentimentAnalyzer.HuggingBertTokenizer.1DEBUGInstantiating NLTKSentimentAnalyzer with HuggingBertTokenizer...
3792023-05-08 07:52:13,697__main__.sample_reviews_varied.NLTKSentimentAnalyzer.HuggingBertTokenizer.1INFOTraining sentiment analyzer: <NLTKSentimentAnalyzer with <HuggingBertTokenizer> tokenizer>
3802023-05-08 07:56:21,760__main__.sample_reviews_varied.NLTKSentimentAnalyzer.HuggingBertTokenizer.1INFOTraining succeeded!
3812023-05-08 07:56:21,760__main__.sample_reviews_varied.NLTKSentimentAnalyzer.HuggingBertTokenizer.1INFOEvaluating sentiment analyzer: <NLTKSentimentAnalyzer with <HuggingBertTokenizer> tokenizer>
3822023-05-08 07:59:30,673__main__.sample_reviews_varied.NLTKSentimentAnalyzer.HuggingBertTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 1.37 mean absolute error, 3.612 mean squared error, 0.285 recall of 1.0, 0.5277777777777778 precision of 1.0, 0.275 recall of 2.0, 0.30726256983240224 precision of 2.0, 0.14 recall of 3.0, 0.4 precision of 3.0, 0.225 recall of 4.0, 0.41284403669724773 precision of 4.0, 0.695 recall of 5.0, 0.2602996254681648 precision of 5.0, 324 perfect matches.
3832023-05-08 07:59:31,016__main__.sample_reviews_varied.NLTKSentimentAnalyzer.HuggingBertTokenizer.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 1.37 mean absolute error, 3.612 mean squared error, 0.285 recall of 1.0, 0.5277777777777778 precision of 1.0, 0.275 recall of 2.0, 0.30726256983240224 precision of 2.0, 0.14 recall of 3.0, 0.4 precision of 3.0, 0.225 recall of 4.0, 0.41284403669724773 precision of 4.0, 0.695 recall of 5.0, 0.2602996254681648 precision of 5.0, 324 perfect matches.
3842023-05-08 07:59:31,017__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzerDEBUGSelected SentimentAnalyzer: TensorflowPolarSentimentAnalyzer
3852023-05-08 07:59:31,017__main__DEBUGRunning garbage collection...
3862023-05-08 07:59:31,555__main__DEBUGCollected 0 pieces of garbage!
3872023-05-08 07:59:31,556__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PlainTokenizerDEBUGSelected Tokenizer: PlainTokenizer
3882023-05-08 07:59:31,556__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PlainTokenizer.1DEBUGRun #1
3892023-05-08 07:59:31,556__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PlainTokenizer.1DEBUGInstantiating TensorflowPolarSentimentAnalyzer with PlainTokenizer...
3902023-05-08 08:02:26,348__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PlainTokenizer.1INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PlainTokenizer> tokenizer>
3912023-05-08 08:03:02,311__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PlainTokenizer.1ERRORTraining failed, trying again with a different dataset...
3922023-05-08 08:03:02,469__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PlainTokenizer.2DEBUGRun #2
3932023-05-08 08:03:02,470__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PlainTokenizer.2DEBUGInstantiating TensorflowPolarSentimentAnalyzer with PlainTokenizer...
3942023-05-08 08:05:52,163__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PlainTokenizer.2INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PlainTokenizer> tokenizer>
3952023-05-08 08:11:33,976__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PlainTokenizer.2INFOTraining succeeded!
3962023-05-08 08:11:33,976__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PlainTokenizer.2INFOEvaluating sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PlainTokenizer> tokenizer>
3972023-05-08 08:12:45,719__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PlainTokenizer.2INFOEvaluation results: Evaluation results: 1000 evaluated, 1.294 mean absolute error, 3.176 mean squared error, 0.81 recall of 1.0, 0.34394904458598724 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, 0.86 recall of 5.0, 0.32514177693761814 precision of 5.0, 334 perfect matches.
3982023-05-08 08:12:45,845__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PlainTokenizer.2INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 1.294 mean absolute error, 3.176 mean squared error, 0.81 recall of 1.0, 0.34394904458598724 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, 0.86 recall of 5.0, 0.32514177693761814 precision of 5.0, 334 perfect matches.
3992023-05-08 08:12:45,846__main__DEBUGRunning garbage collection...
4002023-05-08 08:12:46,065__main__DEBUGCollected 18828 pieces of garbage!
4012023-05-08 08:12:46,070__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.LowercaseTokenizerDEBUGSelected Tokenizer: LowercaseTokenizer
4022023-05-08 08:12:46,070__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.1DEBUGRun #1
4032023-05-08 08:12:46,070__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.1DEBUGInstantiating TensorflowPolarSentimentAnalyzer with LowercaseTokenizer...
4042023-05-08 08:15:33,272__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.1INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <LowercaseTokenizer> tokenizer>
4052023-05-08 08:16:12,961__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.1ERRORTraining failed, trying again with a different dataset...
4062023-05-08 08:16:13,088__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.2DEBUGRun #2
4072023-05-08 08:16:13,088__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.2DEBUGInstantiating TensorflowPolarSentimentAnalyzer with LowercaseTokenizer...
4082023-05-08 08:18:56,420__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.2INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <LowercaseTokenizer> tokenizer>
4092023-05-08 08:20:44,929__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.2ERRORTraining failed, trying again with a different dataset...
4102023-05-08 08:20:45,449__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.3DEBUGRun #3
4112023-05-08 08:20:45,450__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.3DEBUGInstantiating TensorflowPolarSentimentAnalyzer with LowercaseTokenizer...
4122023-05-08 08:23:26,828__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.3INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <LowercaseTokenizer> tokenizer>
4132023-05-08 08:29:01,065__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.3INFOTraining succeeded!
4142023-05-08 08:29:01,065__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.3INFOEvaluating sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <LowercaseTokenizer> tokenizer>
4152023-05-08 08:30:08,213__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.3INFOEvaluation results: Evaluation results: 1000 evaluated, 1.28 mean absolute error, 3.12 mean squared error, 0.84 recall of 1.0, 0.3421588594704684 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, 0.815 recall of 5.0, 0.32023575638506874 precision of 5.0, 331 perfect matches.
4162023-05-08 08:30:08,342__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.3INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 1.28 mean absolute error, 3.12 mean squared error, 0.84 recall of 1.0, 0.3421588594704684 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, 0.815 recall of 5.0, 0.32023575638506874 precision of 5.0, 331 perfect matches.
4172023-05-08 08:30:08,342__main__DEBUGRunning garbage collection...
4182023-05-08 08:30:08,593__main__DEBUGCollected 48511 pieces of garbage!
4192023-05-08 08:30:08,607__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizerDEBUGSelected Tokenizer: NLTKWordTokenizer
4202023-05-08 08:30:08,610__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.1DEBUGRun #1
4212023-05-08 08:30:08,612__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.1DEBUGInstantiating TensorflowPolarSentimentAnalyzer with NLTKWordTokenizer...
4222023-05-08 08:32:59,626__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.1INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <NLTKWordTokenizer> tokenizer>
4232023-05-08 08:38:42,487__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.1INFOTraining succeeded!
4242023-05-08 08:38:42,487__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.1INFOEvaluating sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <NLTKWordTokenizer> tokenizer>
4252023-05-08 08:39:50,478__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 1.208 mean absolute error, 2.832 mean squared error, 0.825 recall of 1.0, 0.3900709219858156 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, 0.92 recall of 5.0, 0.3188908145580589 precision of 5.0, 349 perfect matches.
4262023-05-08 08:39:50,680__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 1.208 mean absolute error, 2.832 mean squared error, 0.825 recall of 1.0, 0.3900709219858156 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, 0.92 recall of 5.0, 0.3188908145580589 precision of 5.0, 349 perfect matches.
4272023-05-08 08:39:50,680__main__DEBUGRunning garbage collection...
4282023-05-08 08:39:50,885__main__DEBUGCollected 5790 pieces of garbage!
4292023-05-08 08:39:50,887__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizerDEBUGSelected Tokenizer: PottsTokenizer
4302023-05-08 08:39:50,887__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizer.1DEBUGRun #1
4312023-05-08 08:39:50,887__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizer.1DEBUGInstantiating TensorflowPolarSentimentAnalyzer with PottsTokenizer...
4322023-05-08 08:42:38,306__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizer.1INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PottsTokenizer> tokenizer>
4332023-05-08 08:48:26,128__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizer.1INFOTraining succeeded!
4342023-05-08 08:48:26,129__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizer.1INFOEvaluating sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PottsTokenizer> tokenizer>
4352023-05-08 08:49:31,620__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 1.224 mean absolute error, 2.896 mean squared error, 0.9 recall of 1.0, 0.32786885245901637 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, 0.78 recall of 5.0, 0.3458980044345898 precision of 5.0, 336 perfect matches.
4362023-05-08 08:49:31,913__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizer.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 1.224 mean absolute error, 2.896 mean squared error, 0.9 recall of 1.0, 0.32786885245901637 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, 0.78 recall of 5.0, 0.3458980044345898 precision of 5.0, 336 perfect matches.
4372023-05-08 08:49:31,913__main__DEBUGRunning garbage collection...
4382023-05-08 08:49:32,241__main__DEBUGCollected 85763 pieces of garbage!
4392023-05-08 08:49:32,250__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegationDEBUGSelected Tokenizer: PottsTokenizerWithNegation
4402023-05-08 08:49:32,257__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation.1DEBUGRun #1
4412023-05-08 08:49:32,261__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation.1DEBUGInstantiating TensorflowPolarSentimentAnalyzer with PottsTokenizerWithNegation...
4422023-05-08 08:52:32,731__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation.1INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PottsTokenizerWithNegation> tokenizer>
4432023-05-08 08:58:22,412__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation.1INFOTraining succeeded!
4442023-05-08 08:58:22,424__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation.1INFOEvaluating sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PottsTokenizerWithNegation> tokenizer>
4452023-05-08 08:59:32,565__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation.1INFOEvaluation results: Evaluation results: 1000 evaluated, 1.172 mean absolute error, 2.688 mean squared error, 0.84 recall of 1.0, 0.37168141592920356 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, 0.91 recall of 5.0, 0.33211678832116787 precision of 5.0, 350 perfect matches.
4462023-05-08 08:59:32,737__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 1.172 mean absolute error, 2.688 mean squared error, 0.84 recall of 1.0, 0.37168141592920356 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, 0.91 recall of 5.0, 0.33211678832116787 precision of 5.0, 350 perfect matches.
4472023-05-08 08:59:32,737__main__DEBUGRunning garbage collection...
4482023-05-08 08:59:34,804__main__DEBUGCollected 85747 pieces of garbage!
4492023-05-08 08:59:34,812__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.HuggingBertTokenizerDEBUGSelected Tokenizer: HuggingBertTokenizer
4502023-05-08 08:59:34,819__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.HuggingBertTokenizer.1DEBUGRun #1
4512023-05-08 08:59:34,824__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.HuggingBertTokenizer.1DEBUGInstantiating TensorflowPolarSentimentAnalyzer with HuggingBertTokenizer...
4522023-05-08 09:02:54,959__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.HuggingBertTokenizer.1INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <HuggingBertTokenizer> tokenizer>
4532023-05-08 09:08:45,092__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.HuggingBertTokenizer.1INFOTraining succeeded!
4542023-05-08 09:08:45,092__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.HuggingBertTokenizer.1INFOEvaluating sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <HuggingBertTokenizer> tokenizer>
4552023-05-08 09:09:52,755__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.HuggingBertTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 1.258 mean absolute error, 3.032 mean squared error, 0.875 recall of 1.0, 0.3141831238779174 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, 0.81 recall of 5.0, 0.3656884875846501 precision of 5.0, 337 perfect matches.
4562023-05-08 09:09:52,882__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.HuggingBertTokenizer.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 1.258 mean absolute error, 3.032 mean squared error, 0.875 recall of 1.0, 0.3141831238779174 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, 0.81 recall of 5.0, 0.3656884875846501 precision of 5.0, 337 perfect matches.
4572023-05-08 09:09:52,882__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzerDEBUGSelected SentimentAnalyzer: TensorflowCategorySentimentAnalyzer
4582023-05-08 09:09:52,882__main__DEBUGRunning garbage collection...
4592023-05-08 09:09:53,244__main__DEBUGCollected 85741 pieces of garbage!
4602023-05-08 09:09:53,252__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PlainTokenizerDEBUGSelected Tokenizer: PlainTokenizer
4612023-05-08 09:09:53,258__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PlainTokenizer.1DEBUGRun #1
4622023-05-08 09:09:53,263__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PlainTokenizer.1DEBUGInstantiating TensorflowCategorySentimentAnalyzer with PlainTokenizer...
4632023-05-08 09:12:44,184__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PlainTokenizer.1INFOTraining sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <PlainTokenizer> tokenizer>
4642023-05-08 09:18:45,371__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PlainTokenizer.1INFOTraining succeeded!
4652023-05-08 09:18:45,379__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PlainTokenizer.1INFOEvaluating sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <PlainTokenizer> tokenizer>
4662023-05-08 09:19:53,641__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PlainTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 0.887 mean absolute error, 1.583 mean squared error, 0.27 recall of 1.0, 0.5346534653465347 precision of 1.0, 0.455 recall of 2.0, 0.2808641975308642 precision of 2.0, 0.585 recall of 3.0, 0.3103448275862069 precision of 3.0, 0.165 recall of 4.0, 0.38823529411764707 precision of 4.0, 0.355 recall of 5.0, 0.6283185840707964 precision of 5.0, 366 perfect matches.
4672023-05-08 09:19:54,023__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PlainTokenizer.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 0.887 mean absolute error, 1.583 mean squared error, 0.27 recall of 1.0, 0.5346534653465347 precision of 1.0, 0.455 recall of 2.0, 0.2808641975308642 precision of 2.0, 0.585 recall of 3.0, 0.3103448275862069 precision of 3.0, 0.165 recall of 4.0, 0.38823529411764707 precision of 4.0, 0.355 recall of 5.0, 0.6283185840707964 precision of 5.0, 366 perfect matches.
4682023-05-08 09:19:54,024__main__DEBUGRunning garbage collection...
4692023-05-08 09:19:54,693__main__DEBUGCollected 87195 pieces of garbage!
4702023-05-08 09:19:54,712__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.LowercaseTokenizerDEBUGSelected Tokenizer: LowercaseTokenizer
4712023-05-08 09:19:54,714__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.1DEBUGRun #1
4722023-05-08 09:19:54,715__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.1DEBUGInstantiating TensorflowCategorySentimentAnalyzer with LowercaseTokenizer...
4732023-05-08 09:22:52,647__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.1INFOTraining sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <LowercaseTokenizer> tokenizer>
4742023-05-08 09:23:30,313__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.1ERRORTraining failed, trying again with a different dataset...
4752023-05-08 09:23:30,507__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.2DEBUGRun #2
4762023-05-08 09:23:30,508__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.2DEBUGInstantiating TensorflowCategorySentimentAnalyzer with LowercaseTokenizer...
4772023-05-08 09:27:36,963__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.2INFOTraining sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <LowercaseTokenizer> tokenizer>
4782023-05-08 09:33:35,954__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.2INFOTraining succeeded!
4792023-05-08 09:33:35,961__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.2INFOEvaluating sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <LowercaseTokenizer> tokenizer>
4802023-05-08 09:34:47,990__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.2INFOEvaluation results: Evaluation results: 1000 evaluated, 0.803 mean absolute error, 1.467 mean squared error, 0.48 recall of 1.0, 0.5517241379310345 precision of 1.0, 0.56 recall of 2.0, 0.37966101694915255 precision of 2.0, 0.275 recall of 3.0, 0.3741496598639456 precision of 3.0, 0.425 recall of 4.0, 0.34274193548387094 precision of 4.0, 0.405 recall of 5.0, 0.5955882352941176 precision of 5.0, 429 perfect matches.
4812023-05-08 09:34:48,200__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.2INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 0.803 mean absolute error, 1.467 mean squared error, 0.48 recall of 1.0, 0.5517241379310345 precision of 1.0, 0.56 recall of 2.0, 0.37966101694915255 precision of 2.0, 0.275 recall of 3.0, 0.3741496598639456 precision of 3.0, 0.425 recall of 4.0, 0.34274193548387094 precision of 4.0, 0.405 recall of 5.0, 0.5955882352941176 precision of 5.0, 429 perfect matches.
4822023-05-08 09:34:48,201__main__DEBUGRunning garbage collection...
4832023-05-08 09:34:48,460__main__DEBUGCollected 21722 pieces of garbage!
4842023-05-08 09:34:48,464__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizerDEBUGSelected Tokenizer: NLTKWordTokenizer
4852023-05-08 09:34:48,465__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.1DEBUGRun #1
4862023-05-08 09:34:48,465__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.1DEBUGInstantiating TensorflowCategorySentimentAnalyzer with NLTKWordTokenizer...
4872023-05-08 09:37:43,553__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.1INFOTraining sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <NLTKWordTokenizer> tokenizer>
4882023-05-08 09:43:52,626__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.1INFOTraining succeeded!
4892023-05-08 09:43:52,660__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.1INFOEvaluating sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <NLTKWordTokenizer> tokenizer>
4902023-05-08 09:45:02,535__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 0.813 mean absolute error, 1.373 mean squared error, 0.545 recall of 1.0, 0.5265700483091788 precision of 1.0, 0.3 recall of 2.0, 0.3821656050955414 precision of 2.0, 0.455 recall of 3.0, 0.3273381294964029 precision of 3.0, 0.32 recall of 4.0, 0.3333333333333333 precision of 4.0, 0.42 recall of 5.0, 0.5060240963855421 precision of 5.0, 408 perfect matches.
4912023-05-08 09:45:02,815__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 0.813 mean absolute error, 1.373 mean squared error, 0.545 recall of 1.0, 0.5265700483091788 precision of 1.0, 0.3 recall of 2.0, 0.3821656050955414 precision of 2.0, 0.455 recall of 3.0, 0.3273381294964029 precision of 3.0, 0.32 recall of 4.0, 0.3333333333333333 precision of 4.0, 0.42 recall of 5.0, 0.5060240963855421 precision of 5.0, 408 perfect matches.
4922023-05-08 09:45:02,815__main__DEBUGRunning garbage collection...
4932023-05-08 09:45:03,154__main__DEBUGCollected 87193 pieces of garbage!
4942023-05-08 09:45:03,172__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizerDEBUGSelected Tokenizer: PottsTokenizer
4952023-05-08 09:45:03,175__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizer.1DEBUGRun #1
4962023-05-08 09:45:03,176__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizer.1DEBUGInstantiating TensorflowCategorySentimentAnalyzer with PottsTokenizer...
4972023-05-08 09:47:52,098__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizer.1INFOTraining sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <PottsTokenizer> tokenizer>
4982023-05-08 09:54:06,325__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizer.1INFOTraining succeeded!
4992023-05-08 09:54:06,367__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizer.1INFOEvaluating sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <PottsTokenizer> tokenizer>
5002023-05-08 09:55:15,552__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 0.779 mean absolute error, 1.527 mean squared error, 0.485 recall of 1.0, 0.563953488372093 precision of 1.0, 0.445 recall of 2.0, 0.43842364532019706 precision of 2.0, 0.51 recall of 3.0, 0.379182156133829 precision of 3.0, 0.41 recall of 4.0, 0.4880952380952381 precision of 4.0, 0.53 recall of 5.0, 0.5638297872340425 precision of 5.0, 476 perfect matches.
5012023-05-08 09:55:15,809__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizer.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 0.779 mean absolute error, 1.527 mean squared error, 0.485 recall of 1.0, 0.563953488372093 precision of 1.0, 0.445 recall of 2.0, 0.43842364532019706 precision of 2.0, 0.51 recall of 3.0, 0.379182156133829 precision of 3.0, 0.41 recall of 4.0, 0.4880952380952381 precision of 4.0, 0.53 recall of 5.0, 0.5638297872340425 precision of 5.0, 476 perfect matches.
5022023-05-08 09:55:15,810__main__DEBUGRunning garbage collection...
5032023-05-08 09:55:16,193__main__DEBUGCollected 87179 pieces of garbage!
5042023-05-08 09:55:16,211__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegationDEBUGSelected Tokenizer: PottsTokenizerWithNegation
5052023-05-08 09:55:16,215__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegation.1DEBUGRun #1
5062023-05-08 09:55:16,216__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegation.1DEBUGInstantiating TensorflowCategorySentimentAnalyzer with PottsTokenizerWithNegation...
5072023-05-08 09:58:25,111__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegation.1INFOTraining sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <PottsTokenizerWithNegation> tokenizer>
5082023-05-08 10:00:21,074__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegation.1ERRORTraining failed, trying again with a different dataset...
5092023-05-08 10:00:21,453__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegation.2DEBUGRun #2
5102023-05-08 10:00:21,453__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegation.2DEBUGInstantiating TensorflowCategorySentimentAnalyzer with PottsTokenizerWithNegation...
5112023-05-08 10:03:50,047__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegation.2INFOTraining sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <PottsTokenizerWithNegation> tokenizer>
5122023-05-08 10:09:51,315__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegation.2INFOTraining succeeded!
5132023-05-08 10:09:51,315__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegation.2INFOEvaluating sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <PottsTokenizerWithNegation> tokenizer>
5142023-05-08 10:11:03,766__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegation.2INFOEvaluation results: Evaluation results: 1000 evaluated, 0.831 mean absolute error, 1.417 mean squared error, 0.41 recall of 1.0, 0.6307692307692307 precision of 1.0, 0.34 recall of 2.0, 0.29310344827586204 precision of 2.0, 0.43 recall of 3.0, 0.3233082706766917 precision of 3.0, 0.355 recall of 4.0, 0.3271889400921659 precision of 4.0, 0.425 recall of 5.0, 0.5483870967741935 precision of 5.0, 392 perfect matches.
5152023-05-08 10:11:03,895__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegation.2INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 0.831 mean absolute error, 1.417 mean squared error, 0.41 recall of 1.0, 0.6307692307692307 precision of 1.0, 0.34 recall of 2.0, 0.29310344827586204 precision of 2.0, 0.43 recall of 3.0, 0.3233082706766917 precision of 3.0, 0.355 recall of 4.0, 0.3271889400921659 precision of 4.0, 0.425 recall of 5.0, 0.5483870967741935 precision of 5.0, 392 perfect matches.
5162023-05-08 10:11:03,896__main__DEBUGRunning garbage collection...
5172023-05-08 10:11:04,168__main__DEBUGCollected 13027 pieces of garbage!
5182023-05-08 10:11:04,172__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.HuggingBertTokenizerDEBUGSelected Tokenizer: HuggingBertTokenizer
5192023-05-08 10:11:04,172__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.HuggingBertTokenizer.1DEBUGRun #1
5202023-05-08 10:11:04,172__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.HuggingBertTokenizer.1DEBUGInstantiating TensorflowCategorySentimentAnalyzer with HuggingBertTokenizer...
5212023-05-08 10:13:51,532__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.HuggingBertTokenizer.1INFOTraining sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <HuggingBertTokenizer> tokenizer>
5222023-05-08 10:19:41,412__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.HuggingBertTokenizer.1INFOTraining succeeded!
5232023-05-08 10:19:41,413__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.HuggingBertTokenizer.1INFOEvaluating sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <HuggingBertTokenizer> tokenizer>
5242023-05-08 10:20:50,241__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.HuggingBertTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 0.872 mean absolute error, 1.63 mean squared error, 0.545 recall of 1.0, 0.461864406779661 precision of 1.0, 0.275 recall of 2.0, 0.3055555555555556 precision of 2.0, 0.26 recall of 3.0, 0.2826086956521739 precision of 3.0, 0.45 recall of 4.0, 0.36 precision of 4.0, 0.465 recall of 5.0, 0.62 precision of 5.0, 399 perfect matches.
5252023-05-08 10:20:50,775__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.HuggingBertTokenizer.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 0.872 mean absolute error, 1.63 mean squared error, 0.545 recall of 1.0, 0.461864406779661 precision of 1.0, 0.275 recall of 2.0, 0.3055555555555556 precision of 2.0, 0.26 recall of 3.0, 0.2826086956521739 precision of 3.0, 0.45 recall of 4.0, 0.36 precision of 4.0, 0.465 recall of 5.0, 0.62 precision of 5.0, 399 perfect matches.