unimore/bda-6-steffo
unimore/bda-6-steffo
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bda-6-steffo/data/logs/run-success3.tsv

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12023-05-09 05:23:10,479__main__INFOStarted unimore-bda-6 in DEBUG mode!
22023-05-09 05:23:10,479__main__DEBUGValidating configuration...
32023-05-09 05:23:10,481__main__DEBUGEnsuring there are no leftover caches...
42023-05-09 05:23:10,505__main__.sample_reviews_polarDEBUGSelected sample_func: sample_reviews_polar
52023-05-09 05:23:10,505__main__.sample_reviews_polar.ThreeCheatDEBUGSelected SentimentAnalyzer: ThreeCheat
62023-05-09 05:23:10,506__main__DEBUGRunning garbage collection...
72023-05-09 05:23:10,607__main__DEBUGCollected 19 pieces of garbage!
82023-05-09 05:23:10,608__main__.sample_reviews_polar.ThreeCheat.PlainTokenizerDEBUGSelected Tokenizer: PlainTokenizer
92023-05-09 05:23:10,608__main__.sample_reviews_polar.ThreeCheat.PlainTokenizer.1DEBUGRun #1
102023-05-09 05:23:10,608__main__.sample_reviews_polar.ThreeCheat.PlainTokenizer.1DEBUGInstantiating ThreeCheat with PlainTokenizer...
112023-05-09 05:24:27,907__main__.sample_reviews_polar.ThreeCheat.PlainTokenizer.1INFOTraining sentiment analyzer: <ThreeCheat with <PlainTokenizer> tokenizer>
122023-05-09 05:24:27,907__main__.sample_reviews_polar.ThreeCheat.PlainTokenizer.1INFOTraining succeeded!
132023-05-09 05:24:27,907__main__.sample_reviews_polar.ThreeCheat.PlainTokenizer.1INFOEvaluating sentiment analyzer: <ThreeCheat with <PlainTokenizer> tokenizer>
142023-05-09 05:24:28,145__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.
152023-05-09 05:24:28,287__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.
162023-05-09 05:24:28,288__main__DEBUGRunning garbage collection...
172023-05-09 05:24:28,378__main__DEBUGCollected 0 pieces of garbage!
182023-05-09 05:24:28,378__main__.sample_reviews_polar.ThreeCheat.LowercaseTokenizerDEBUGSelected Tokenizer: LowercaseTokenizer
192023-05-09 05:24:28,378__main__.sample_reviews_polar.ThreeCheat.LowercaseTokenizer.1DEBUGRun #1
202023-05-09 05:24:28,378__main__.sample_reviews_polar.ThreeCheat.LowercaseTokenizer.1DEBUGInstantiating ThreeCheat with LowercaseTokenizer...
212023-05-09 05:25:40,832__main__.sample_reviews_polar.ThreeCheat.LowercaseTokenizer.1INFOTraining sentiment analyzer: <ThreeCheat with <LowercaseTokenizer> tokenizer>
222023-05-09 05:25:40,832__main__.sample_reviews_polar.ThreeCheat.LowercaseTokenizer.1INFOTraining succeeded!
232023-05-09 05:25:40,833__main__.sample_reviews_polar.ThreeCheat.LowercaseTokenizer.1INFOEvaluating sentiment analyzer: <ThreeCheat with <LowercaseTokenizer> tokenizer>
242023-05-09 05:25:41,029__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.
252023-05-09 05:25:41,177__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.
262023-05-09 05:25:41,178__main__DEBUGRunning garbage collection...
272023-05-09 05:25:41,266__main__DEBUGCollected 0 pieces of garbage!
282023-05-09 05:25:41,266__main__.sample_reviews_polar.ThreeCheat.NLTKWordTokenizerDEBUGSelected Tokenizer: NLTKWordTokenizer
292023-05-09 05:25:41,266__main__.sample_reviews_polar.ThreeCheat.NLTKWordTokenizer.1DEBUGRun #1
302023-05-09 05:25:41,266__main__.sample_reviews_polar.ThreeCheat.NLTKWordTokenizer.1DEBUGInstantiating ThreeCheat with NLTKWordTokenizer...
312023-05-09 05:26:52,688__main__.sample_reviews_polar.ThreeCheat.NLTKWordTokenizer.1INFOTraining sentiment analyzer: <ThreeCheat with <NLTKWordTokenizer> tokenizer>
322023-05-09 05:26:52,688__main__.sample_reviews_polar.ThreeCheat.NLTKWordTokenizer.1INFOTraining succeeded!
332023-05-09 05:26:52,689__main__.sample_reviews_polar.ThreeCheat.NLTKWordTokenizer.1INFOEvaluating sentiment analyzer: <ThreeCheat with <NLTKWordTokenizer> tokenizer>
342023-05-09 05:26:52,900__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.
352023-05-09 05:26:53,029__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.
362023-05-09 05:26:53,029__main__DEBUGRunning garbage collection...
372023-05-09 05:26:53,116__main__DEBUGCollected 0 pieces of garbage!
382023-05-09 05:26:53,117__main__.sample_reviews_polar.ThreeCheat.PottsTokenizerDEBUGSelected Tokenizer: PottsTokenizer
392023-05-09 05:26:53,117__main__.sample_reviews_polar.ThreeCheat.PottsTokenizer.1DEBUGRun #1
402023-05-09 05:26:53,117__main__.sample_reviews_polar.ThreeCheat.PottsTokenizer.1DEBUGInstantiating ThreeCheat with PottsTokenizer...
412023-05-09 05:28:04,548__main__.sample_reviews_polar.ThreeCheat.PottsTokenizer.1INFOTraining sentiment analyzer: <ThreeCheat with <PottsTokenizer> tokenizer>
422023-05-09 05:28:04,548__main__.sample_reviews_polar.ThreeCheat.PottsTokenizer.1INFOTraining succeeded!
432023-05-09 05:28:04,549__main__.sample_reviews_polar.ThreeCheat.PottsTokenizer.1INFOEvaluating sentiment analyzer: <ThreeCheat with <PottsTokenizer> tokenizer>
442023-05-09 05:28:04,743__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.
452023-05-09 05:28:04,875__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.
462023-05-09 05:28:04,876__main__DEBUGRunning garbage collection...
472023-05-09 05:28:04,964__main__DEBUGCollected 0 pieces of garbage!
482023-05-09 05:28:04,964__main__.sample_reviews_polar.ThreeCheat.PottsTokenizerWithNegationDEBUGSelected Tokenizer: PottsTokenizerWithNegation
492023-05-09 05:28:04,964__main__.sample_reviews_polar.ThreeCheat.PottsTokenizerWithNegation.1DEBUGRun #1
502023-05-09 05:28:04,964__main__.sample_reviews_polar.ThreeCheat.PottsTokenizerWithNegation.1DEBUGInstantiating ThreeCheat with PottsTokenizerWithNegation...
512023-05-09 05:29:13,309__main__.sample_reviews_polar.ThreeCheat.PottsTokenizerWithNegation.1INFOTraining sentiment analyzer: <ThreeCheat with <PottsTokenizerWithNegation> tokenizer>
522023-05-09 05:29:13,309__main__.sample_reviews_polar.ThreeCheat.PottsTokenizerWithNegation.1INFOTraining succeeded!
532023-05-09 05:29:13,310__main__.sample_reviews_polar.ThreeCheat.PottsTokenizerWithNegation.1INFOEvaluating sentiment analyzer: <ThreeCheat with <PottsTokenizerWithNegation> tokenizer>
542023-05-09 05:29:13,507__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.
552023-05-09 05:29:13,658__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.
562023-05-09 05:29:13,659__main__DEBUGRunning garbage collection...
572023-05-09 05:29:13,750__main__DEBUGCollected 0 pieces of garbage!
582023-05-09 05:29:13,750__main__.sample_reviews_polar.ThreeCheat.HuggingBertTokenizerDEBUGSelected Tokenizer: HuggingBertTokenizer
592023-05-09 05:29:13,750__main__.sample_reviews_polar.ThreeCheat.HuggingBertTokenizer.1DEBUGRun #1
602023-05-09 05:29:13,750__main__.sample_reviews_polar.ThreeCheat.HuggingBertTokenizer.1DEBUGInstantiating ThreeCheat with HuggingBertTokenizer...
612023-05-09 05:30:20,904__main__.sample_reviews_polar.ThreeCheat.HuggingBertTokenizer.1INFOTraining sentiment analyzer: <ThreeCheat with <HuggingBertTokenizer> tokenizer>
622023-05-09 05:30:20,904__main__.sample_reviews_polar.ThreeCheat.HuggingBertTokenizer.1INFOTraining succeeded!
632023-05-09 05:30:20,905__main__.sample_reviews_polar.ThreeCheat.HuggingBertTokenizer.1INFOEvaluating sentiment analyzer: <ThreeCheat with <HuggingBertTokenizer> tokenizer>
642023-05-09 05:30:21,095__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.
652023-05-09 05:30:21,233__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.
662023-05-09 05:30:21,233__main__.sample_reviews_polar.NLTKSentimentAnalyzerDEBUGSelected SentimentAnalyzer: NLTKSentimentAnalyzer
672023-05-09 05:30:21,234__main__DEBUGRunning garbage collection...
682023-05-09 05:30:21,325__main__DEBUGCollected 0 pieces of garbage!
692023-05-09 05:30:21,326__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PlainTokenizerDEBUGSelected Tokenizer: PlainTokenizer
702023-05-09 05:30:21,326__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PlainTokenizer.1DEBUGRun #1
712023-05-09 05:30:21,326__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PlainTokenizer.1DEBUGInstantiating NLTKSentimentAnalyzer with PlainTokenizer...
722023-05-09 05:31:30,893__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PlainTokenizer.1INFOTraining sentiment analyzer: <NLTKSentimentAnalyzer with <PlainTokenizer> tokenizer>
732023-05-09 05:33:50,078__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PlainTokenizer.1INFOTraining succeeded!
742023-05-09 05:33:50,078__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PlainTokenizer.1INFOEvaluating sentiment analyzer: <NLTKSentimentAnalyzer with <PlainTokenizer> tokenizer>
752023-05-09 05:34:56,163__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PlainTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 1.108 mean absolute error, 4.432 mean squared error, 0.622 recall of 1.0, 0.7794486215538847 precision of 1.0, 0.824 recall of 5.0, 0.6855241264559068 precision of 5.0, 723 perfect matches.
762023-05-09 05:34:56,426__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PlainTokenizer.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 1.108 mean absolute error, 4.432 mean squared error, 0.622 recall of 1.0, 0.7794486215538847 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, 0.824 recall of 5.0, 0.6855241264559068 precision of 5.0, 723 perfect matches.
772023-05-09 05:34:56,427__main__DEBUGRunning garbage collection...
782023-05-09 05:34:56,546__main__DEBUGCollected 0 pieces of garbage!
792023-05-09 05:34:56,547__main__.sample_reviews_polar.NLTKSentimentAnalyzer.LowercaseTokenizerDEBUGSelected Tokenizer: LowercaseTokenizer
802023-05-09 05:34:56,547__main__.sample_reviews_polar.NLTKSentimentAnalyzer.LowercaseTokenizer.1DEBUGRun #1
812023-05-09 05:34:56,547__main__.sample_reviews_polar.NLTKSentimentAnalyzer.LowercaseTokenizer.1DEBUGInstantiating NLTKSentimentAnalyzer with LowercaseTokenizer...
822023-05-09 05:36:04,859__main__.sample_reviews_polar.NLTKSentimentAnalyzer.LowercaseTokenizer.1INFOTraining sentiment analyzer: <NLTKSentimentAnalyzer with <LowercaseTokenizer> tokenizer>
832023-05-09 05:38:17,222__main__.sample_reviews_polar.NLTKSentimentAnalyzer.LowercaseTokenizer.1INFOTraining succeeded!
842023-05-09 05:38:17,223__main__.sample_reviews_polar.NLTKSentimentAnalyzer.LowercaseTokenizer.1INFOEvaluating sentiment analyzer: <NLTKSentimentAnalyzer with <LowercaseTokenizer> tokenizer>
852023-05-09 05:39:20,559__main__.sample_reviews_polar.NLTKSentimentAnalyzer.LowercaseTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 0.928 mean absolute error, 3.712 mean squared error, 0.67 recall of 1.0, 0.8333333333333334 precision of 1.0, 0.866 recall of 5.0, 0.7240802675585284 precision of 5.0, 768 perfect matches.
862023-05-09 05:39:20,712__main__.sample_reviews_polar.NLTKSentimentAnalyzer.LowercaseTokenizer.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 0.928 mean absolute error, 3.712 mean squared error, 0.67 recall of 1.0, 0.8333333333333334 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, 0.866 recall of 5.0, 0.7240802675585284 precision of 5.0, 768 perfect matches.
872023-05-09 05:39:20,712__main__DEBUGRunning garbage collection...
882023-05-09 05:39:20,811__main__DEBUGCollected 0 pieces of garbage!
892023-05-09 05:39:20,812__main__.sample_reviews_polar.NLTKSentimentAnalyzer.NLTKWordTokenizerDEBUGSelected Tokenizer: NLTKWordTokenizer
902023-05-09 05:39:20,812__main__.sample_reviews_polar.NLTKSentimentAnalyzer.NLTKWordTokenizer.1DEBUGRun #1
912023-05-09 05:39:20,812__main__.sample_reviews_polar.NLTKSentimentAnalyzer.NLTKWordTokenizer.1DEBUGInstantiating NLTKSentimentAnalyzer with NLTKWordTokenizer...
922023-05-09 05:40:35,014__main__.sample_reviews_polar.NLTKSentimentAnalyzer.NLTKWordTokenizer.1INFOTraining sentiment analyzer: <NLTKSentimentAnalyzer with <NLTKWordTokenizer> tokenizer>
932023-05-09 05:43:39,342__main__.sample_reviews_polar.NLTKSentimentAnalyzer.NLTKWordTokenizer.1INFOTraining succeeded!
942023-05-09 05:43:39,342__main__.sample_reviews_polar.NLTKSentimentAnalyzer.NLTKWordTokenizer.1INFOEvaluating sentiment analyzer: <NLTKSentimentAnalyzer with <NLTKWordTokenizer> tokenizer>
952023-05-09 05:44:54,911__main__.sample_reviews_polar.NLTKSentimentAnalyzer.NLTKWordTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 1.032 mean absolute error, 4.128 mean squared error, 0.636 recall of 1.0, 0.8071065989847716 precision of 1.0, 0.848 recall of 5.0, 0.6996699669966997 precision of 5.0, 742 perfect matches.
962023-05-09 05:44:55,149__main__.sample_reviews_polar.NLTKSentimentAnalyzer.NLTKWordTokenizer.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 1.032 mean absolute error, 4.128 mean squared error, 0.636 recall of 1.0, 0.8071065989847716 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, 0.848 recall of 5.0, 0.6996699669966997 precision of 5.0, 742 perfect matches.
972023-05-09 05:44:55,150__main__DEBUGRunning garbage collection...
982023-05-09 05:44:55,248__main__DEBUGCollected 0 pieces of garbage!
992023-05-09 05:44:55,248__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PottsTokenizerDEBUGSelected Tokenizer: PottsTokenizer
1002023-05-09 05:44:55,249__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PottsTokenizer.1DEBUGRun #1
1012023-05-09 05:44:55,249__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PottsTokenizer.1DEBUGInstantiating NLTKSentimentAnalyzer with PottsTokenizer...
1022023-05-09 05:46:07,367__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PottsTokenizer.1INFOTraining sentiment analyzer: <NLTKSentimentAnalyzer with <PottsTokenizer> tokenizer>
1032023-05-09 05:48:23,922__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PottsTokenizer.1INFOTraining succeeded!
1042023-05-09 05:48:23,951__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PottsTokenizer.1INFOEvaluating sentiment analyzer: <NLTKSentimentAnalyzer with <PottsTokenizer> tokenizer>
1052023-05-09 05:49:25,731__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PottsTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 1.004 mean absolute error, 4.016 mean squared error, 0.654 recall of 1.0, 0.8074074074074075 precision of 1.0, 0.844 recall of 5.0, 0.7092436974789916 precision of 5.0, 749 perfect matches.
1062023-05-09 05:49:26,193__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PottsTokenizer.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 1.004 mean absolute error, 4.016 mean squared error, 0.654 recall of 1.0, 0.8074074074074075 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, 0.7092436974789916 precision of 5.0, 749 perfect matches.
1072023-05-09 05:49:26,194__main__DEBUGRunning garbage collection...
1082023-05-09 05:49:26,290__main__DEBUGCollected 0 pieces of garbage!
1092023-05-09 05:49:26,291__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PottsTokenizerWithNegationDEBUGSelected Tokenizer: PottsTokenizerWithNegation
1102023-05-09 05:49:26,291__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PottsTokenizerWithNegation.1DEBUGRun #1
1112023-05-09 05:49:26,291__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PottsTokenizerWithNegation.1DEBUGInstantiating NLTKSentimentAnalyzer with PottsTokenizerWithNegation...
1122023-05-09 05:50:41,860__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PottsTokenizerWithNegation.1INFOTraining sentiment analyzer: <NLTKSentimentAnalyzer with <PottsTokenizerWithNegation> tokenizer>
1132023-05-09 05:53:36,023__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PottsTokenizerWithNegation.1INFOTraining succeeded!
1142023-05-09 05:53:36,023__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PottsTokenizerWithNegation.1INFOEvaluating sentiment analyzer: <NLTKSentimentAnalyzer with <PottsTokenizerWithNegation> tokenizer>
1152023-05-09 05:54:52,105__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PottsTokenizerWithNegation.1INFOEvaluation results: Evaluation results: 1000 evaluated, 1.128 mean absolute error, 4.512 mean squared error, 0.59 recall of 1.0, 0.793010752688172 precision of 1.0, 0.846 recall of 5.0, 0.6735668789808917 precision of 5.0, 718 perfect matches.
1162023-05-09 05:54:52,772__main__.sample_reviews_polar.NLTKSentimentAnalyzer.PottsTokenizerWithNegation.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 1.128 mean absolute error, 4.512 mean squared error, 0.59 recall of 1.0, 0.793010752688172 precision of 1.0, inf recall of 2.0, inf precision of 2.0, inf recall of 3.0, inf precision of 3.0, inf recall of 4.0, inf precision of 4.0, 0.846 recall of 5.0, 0.6735668789808917 precision of 5.0, 718 perfect matches.
1172023-05-09 05:54:52,773__main__DEBUGRunning garbage collection...
1182023-05-09 05:54:52,871__main__DEBUGCollected 0 pieces of garbage!
1192023-05-09 05:54:52,872__main__.sample_reviews_polar.NLTKSentimentAnalyzer.HuggingBertTokenizerDEBUGSelected Tokenizer: HuggingBertTokenizer
1202023-05-09 05:54:52,872__main__.sample_reviews_polar.NLTKSentimentAnalyzer.HuggingBertTokenizer.1DEBUGRun #1
1212023-05-09 05:54:52,872__main__.sample_reviews_polar.NLTKSentimentAnalyzer.HuggingBertTokenizer.1DEBUGInstantiating NLTKSentimentAnalyzer with HuggingBertTokenizer...
1222023-05-09 05:56:32,519__main__.sample_reviews_polar.NLTKSentimentAnalyzer.HuggingBertTokenizer.1INFOTraining sentiment analyzer: <NLTKSentimentAnalyzer with <HuggingBertTokenizer> tokenizer>
1232023-05-09 05:59:51,873__main__.sample_reviews_polar.NLTKSentimentAnalyzer.HuggingBertTokenizer.1INFOTraining succeeded!
1242023-05-09 05:59:51,874__main__.sample_reviews_polar.NLTKSentimentAnalyzer.HuggingBertTokenizer.1INFOEvaluating sentiment analyzer: <NLTKSentimentAnalyzer with <HuggingBertTokenizer> tokenizer>
1252023-05-09 06:01:16,768__main__.sample_reviews_polar.NLTKSentimentAnalyzer.HuggingBertTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 1.224 mean absolute error, 4.896 mean squared error, 0.554 recall of 1.0, 0.7694444444444445 precision of 1.0, 0.834 recall of 5.0, 0.6515625 precision of 5.0, 694 perfect matches.
1262023-05-09 06:01:16,926__main__.sample_reviews_polar.NLTKSentimentAnalyzer.HuggingBertTokenizer.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 1.224 mean absolute error, 4.896 mean squared error, 0.554 recall of 1.0, 0.7694444444444445 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, 0.834 recall of 5.0, 0.6515625 precision of 5.0, 694 perfect matches.
1272023-05-09 06:01:16,926__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzerDEBUGSelected SentimentAnalyzer: TensorflowPolarSentimentAnalyzer
1282023-05-09 06:01:16,927__main__DEBUGRunning garbage collection...
1292023-05-09 06:01:17,046__main__DEBUGCollected 0 pieces of garbage!
1302023-05-09 06:01:17,046__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PlainTokenizerDEBUGSelected Tokenizer: PlainTokenizer
1312023-05-09 06:01:17,047__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PlainTokenizer.1DEBUGRun #1
1322023-05-09 06:01:17,047__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PlainTokenizer.1DEBUGInstantiating TensorflowPolarSentimentAnalyzer with PlainTokenizer...
1332023-05-09 06:02:34,491__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PlainTokenizer.1INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PlainTokenizer> tokenizer>
1342023-05-09 06:04:32,576__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PlainTokenizer.1ERRORTraining failed, trying again with a different dataset...
1352023-05-09 06:04:33,318__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PlainTokenizer.2DEBUGRun #2
1362023-05-09 06:04:33,318__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PlainTokenizer.2DEBUGInstantiating TensorflowPolarSentimentAnalyzer with PlainTokenizer...
1372023-05-09 06:05:51,081__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PlainTokenizer.2INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PlainTokenizer> tokenizer>
1382023-05-09 06:06:34,775__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PlainTokenizer.2ERRORTraining failed, trying again with a different dataset...
1392023-05-09 06:06:35,321__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PlainTokenizer.3DEBUGRun #3
1402023-05-09 06:06:35,321__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PlainTokenizer.3DEBUGInstantiating TensorflowPolarSentimentAnalyzer with PlainTokenizer...
1412023-05-09 06:07:55,286__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PlainTokenizer.3INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PlainTokenizer> tokenizer>
1422023-05-09 06:14:39,979__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PlainTokenizer.3INFOTraining succeeded!
1432023-05-09 06:14:40,002__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PlainTokenizer.3INFOEvaluating sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PlainTokenizer> tokenizer>
1442023-05-09 06:15:50,611__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PlainTokenizer.3INFOEvaluation results: Evaluation results: 1000 evaluated, 0.512 mean absolute error, 2.048 mean squared error, 0.89 recall of 1.0, 0.859073359073359 precision of 1.0, 0.854 recall of 5.0, 0.8858921161825726 precision of 5.0, 872 perfect matches.
1452023-05-09 06:15:51,013__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PlainTokenizer.3INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 0.512 mean absolute error, 2.048 mean squared error, 0.89 recall of 1.0, 0.859073359073359 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, 0.854 recall of 5.0, 0.8858921161825726 precision of 5.0, 872 perfect matches.
1462023-05-09 06:15:51,014__main__DEBUGRunning garbage collection...
1472023-05-09 06:15:51,163__main__DEBUGCollected 47085 pieces of garbage!
1482023-05-09 06:15:51,175__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.LowercaseTokenizerDEBUGSelected Tokenizer: LowercaseTokenizer
1492023-05-09 06:15:51,176__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.1DEBUGRun #1
1502023-05-09 06:15:51,177__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.1DEBUGInstantiating TensorflowPolarSentimentAnalyzer with LowercaseTokenizer...
1512023-05-09 06:17:09,650__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.1INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <LowercaseTokenizer> tokenizer>
1522023-05-09 06:24:21,933__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.1INFOTraining succeeded!
1532023-05-09 06:24:21,962__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.1INFOEvaluating sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <LowercaseTokenizer> tokenizer>
1542023-05-09 06:25:30,721__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 0.444 mean absolute error, 1.776 mean squared error, 0.898 recall of 1.0, 0.8821218074656189 precision of 1.0, 0.88 recall of 5.0, 0.8961303462321792 precision of 5.0, 889 perfect matches.
1552023-05-09 06:25:31,300__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 0.444 mean absolute error, 1.776 mean squared error, 0.898 recall of 1.0, 0.8821218074656189 precision of 1.0, 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, 0.88 recall of 5.0, 0.8961303462321792 precision of 5.0, 889 perfect matches.
1562023-05-09 06:25:31,301__main__DEBUGRunning garbage collection...
1572023-05-09 06:25:31,457__main__DEBUGCollected 46358 pieces of garbage!
1582023-05-09 06:25:31,470__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizerDEBUGSelected Tokenizer: NLTKWordTokenizer
1592023-05-09 06:25:31,475__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.1DEBUGRun #1
1602023-05-09 06:25:31,476__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.1DEBUGInstantiating TensorflowPolarSentimentAnalyzer with NLTKWordTokenizer...
1612023-05-09 06:26:47,300__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.1INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <NLTKWordTokenizer> tokenizer>
1622023-05-09 06:33:56,798__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.1INFOTraining succeeded!
1632023-05-09 06:33:56,834__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.1INFOEvaluating sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <NLTKWordTokenizer> tokenizer>
1642023-05-09 06:35:07,707__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 0.536 mean absolute error, 2.144 mean squared error, 0.944 recall of 1.0, 0.8166089965397924 precision of 1.0, 0.788 recall of 5.0, 0.933649289099526 precision of 5.0, 866 perfect matches.
1652023-05-09 06:35:08,066__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 0.536 mean absolute error, 2.144 mean squared error, 0.944 recall of 1.0, 0.8166089965397924 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, 0.788 recall of 5.0, 0.933649289099526 precision of 5.0, 866 perfect matches.
1662023-05-09 06:35:08,066__main__DEBUGRunning garbage collection...
1672023-05-09 06:35:08,225__main__DEBUGCollected 44183 pieces of garbage!
1682023-05-09 06:35:08,238__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizerDEBUGSelected Tokenizer: PottsTokenizer
1692023-05-09 06:35:08,243__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizer.1DEBUGRun #1
1702023-05-09 06:35:08,243__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizer.1DEBUGInstantiating TensorflowPolarSentimentAnalyzer with PottsTokenizer...
1712023-05-09 06:36:25,951__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizer.1INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PottsTokenizer> tokenizer>
1722023-05-09 06:42:55,523__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizer.1INFOTraining succeeded!
1732023-05-09 06:42:55,539__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizer.1INFOEvaluating sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PottsTokenizer> tokenizer>
1742023-05-09 06:44:04,905__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 0.468 mean absolute error, 1.872 mean squared error, 0.942 recall of 1.0, 0.8425760286225402 precision of 1.0, 0.824 recall of 5.0, 0.9342403628117913 precision of 5.0, 883 perfect matches.
1752023-05-09 06:44:05,412__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizer.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 0.468 mean absolute error, 1.872 mean squared error, 0.942 recall of 1.0, 0.8425760286225402 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, 0.824 recall of 5.0, 0.9342403628117913 precision of 5.0, 883 perfect matches.
1762023-05-09 06:44:05,413__main__DEBUGRunning garbage collection...
1772023-05-09 06:44:05,586__main__DEBUGCollected 42002 pieces of garbage!
1782023-05-09 06:44:05,591__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegationDEBUGSelected Tokenizer: PottsTokenizerWithNegation
1792023-05-09 06:44:05,593__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation.1DEBUGRun #1
1802023-05-09 06:44:05,594__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation.1DEBUGInstantiating TensorflowPolarSentimentAnalyzer with PottsTokenizerWithNegation...
1812023-05-09 06:45:25,931__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation.1INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PottsTokenizerWithNegation> tokenizer>
1822023-05-09 06:46:04,740__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation.1ERRORTraining failed, trying again with a different dataset...
1832023-05-09 06:46:04,982__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation.2DEBUGRun #2
1842023-05-09 06:46:04,982__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation.2DEBUGInstantiating TensorflowPolarSentimentAnalyzer with PottsTokenizerWithNegation...
1852023-05-09 06:47:22,959__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation.2INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PottsTokenizerWithNegation> tokenizer>
1862023-05-09 06:48:34,068__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation.2ERRORTraining failed, trying again with a different dataset...
1872023-05-09 06:48:34,437__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation.3DEBUGRun #3
1882023-05-09 06:48:34,437__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation.3DEBUGInstantiating TensorflowPolarSentimentAnalyzer with PottsTokenizerWithNegation...
1892023-05-09 06:49:51,948__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation.3INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PottsTokenizerWithNegation> tokenizer>
1902023-05-09 06:55:52,382__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation.3INFOTraining succeeded!
1912023-05-09 06:55:52,408__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation.3INFOEvaluating sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PottsTokenizerWithNegation> tokenizer>
1922023-05-09 06:57:06,513__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation.3INFOEvaluation results: Evaluation results: 1000 evaluated, 0.448 mean absolute error, 1.792 mean squared error, 0.91 recall of 1.0, 0.8716475095785441 precision of 1.0, 0.866 recall of 5.0, 0.9058577405857741 precision of 5.0, 888 perfect matches.
1932023-05-09 06:57:06,856__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation.3INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 0.448 mean absolute error, 1.792 mean squared error, 0.91 recall of 1.0, 0.8716475095785441 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, 0.866 recall of 5.0, 0.9058577405857741 precision of 5.0, 888 perfect matches.
1942023-05-09 06:57:06,857__main__DEBUGRunning garbage collection...
1952023-05-09 06:57:07,008__main__DEBUGCollected 5792 pieces of garbage!
1962023-05-09 06:57:07,010__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.HuggingBertTokenizerDEBUGSelected Tokenizer: HuggingBertTokenizer
1972023-05-09 06:57:07,010__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.HuggingBertTokenizer.1DEBUGRun #1
1982023-05-09 06:57:07,011__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.HuggingBertTokenizer.1DEBUGInstantiating TensorflowPolarSentimentAnalyzer with HuggingBertTokenizer...
1992023-05-09 06:58:34,466__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.HuggingBertTokenizer.1INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <HuggingBertTokenizer> tokenizer>
2002023-05-09 07:04:33,082__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.HuggingBertTokenizer.1INFOTraining succeeded!
2012023-05-09 07:04:33,091__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.HuggingBertTokenizer.1INFOEvaluating sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <HuggingBertTokenizer> tokenizer>
2022023-05-09 07:05:43,028__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.HuggingBertTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 0.512 mean absolute error, 2.048 mean squared error, 0.852 recall of 1.0, 0.8875 precision of 1.0, 0.892 recall of 5.0, 0.8576923076923076 precision of 5.0, 872 perfect matches.
2032023-05-09 07:05:43,377__main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.HuggingBertTokenizer.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 0.512 mean absolute error, 2.048 mean squared error, 0.852 recall of 1.0, 0.8875 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, 0.892 recall of 5.0, 0.8576923076923076 precision of 5.0, 872 perfect matches.
2042023-05-09 07:05:43,377__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzerDEBUGSelected SentimentAnalyzer: TensorflowCategorySentimentAnalyzer
2052023-05-09 07:05:43,378__main__DEBUGRunning garbage collection...
2062023-05-09 07:05:43,558__main__DEBUGCollected 33314 pieces of garbage!
2072023-05-09 07:05:43,564__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PlainTokenizerDEBUGSelected Tokenizer: PlainTokenizer
2082023-05-09 07:05:43,565__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PlainTokenizer.1DEBUGRun #1
2092023-05-09 07:05:43,566__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PlainTokenizer.1DEBUGInstantiating TensorflowCategorySentimentAnalyzer with PlainTokenizer...
2102023-05-09 07:07:00,569__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PlainTokenizer.1INFOTraining sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <PlainTokenizer> tokenizer>
2112023-05-09 07:13:17,955__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PlainTokenizer.1INFOTraining succeeded!
2122023-05-09 07:13:17,981__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PlainTokenizer.1INFOEvaluating sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <PlainTokenizer> tokenizer>
2132023-05-09 07:14:27,458__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PlainTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 0.504 mean absolute error, 2.016 mean squared error, 0.874 recall of 1.0, 0.874 precision of 1.0, 0.874 recall of 5.0, 0.874 precision of 5.0, 874 perfect matches.
2142023-05-09 07:14:27,930__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PlainTokenizer.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 0.504 mean absolute error, 2.016 mean squared error, 0.874 recall of 1.0, 0.874 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, 0.874 precision of 5.0, 874 perfect matches.
2152023-05-09 07:14:27,931__main__DEBUGRunning garbage collection...
2162023-05-09 07:14:28,117__main__DEBUGCollected 34039 pieces of garbage!
2172023-05-09 07:14:28,129__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.LowercaseTokenizerDEBUGSelected Tokenizer: LowercaseTokenizer
2182023-05-09 07:14:28,131__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.1DEBUGRun #1
2192023-05-09 07:14:28,131__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.1DEBUGInstantiating TensorflowCategorySentimentAnalyzer with LowercaseTokenizer...
2202023-05-09 07:15:45,785__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.1INFOTraining sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <LowercaseTokenizer> tokenizer>
2212023-05-09 07:16:00,914__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.1ERRORTraining failed, trying again with a different dataset...
2222023-05-09 07:16:01,101__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.2DEBUGRun #2
2232023-05-09 07:16:01,101__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.2DEBUGInstantiating TensorflowCategorySentimentAnalyzer with LowercaseTokenizer...
2242023-05-09 07:17:19,284__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.2INFOTraining sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <LowercaseTokenizer> tokenizer>
2252023-05-09 07:23:16,121__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.2INFOTraining succeeded!
2262023-05-09 07:23:16,159__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.2INFOEvaluating sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <LowercaseTokenizer> tokenizer>
2272023-05-09 07:24:25,715__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.2INFOEvaluation results: Evaluation results: 1000 evaluated, 0.488 mean absolute error, 1.952 mean squared error, 0.894 recall of 1.0, 0.8662790697674418 precision of 1.0, 0.862 recall of 5.0, 0.890495867768595 precision of 5.0, 878 perfect matches.
2282023-05-09 07:24:26,053__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.2INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 0.488 mean absolute error, 1.952 mean squared error, 0.894 recall of 1.0, 0.8662790697674418 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, 0.890495867768595 precision of 5.0, 878 perfect matches.
2292023-05-09 07:24:26,053__main__DEBUGRunning garbage collection...
2302023-05-09 07:24:26,273__main__DEBUGCollected 51429 pieces of garbage!
2312023-05-09 07:24:26,287__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizerDEBUGSelected Tokenizer: NLTKWordTokenizer
2322023-05-09 07:24:26,291__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.1DEBUGRun #1
2332023-05-09 07:24:26,292__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.1DEBUGInstantiating TensorflowCategorySentimentAnalyzer with NLTKWordTokenizer...
2342023-05-09 07:25:47,348__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.1INFOTraining sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <NLTKWordTokenizer> tokenizer>
2352023-05-09 07:32:07,563__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.1INFOTraining succeeded!
2362023-05-09 07:32:07,564__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.1INFOEvaluating sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <NLTKWordTokenizer> tokenizer>
2372023-05-09 07:33:18,119__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 0.564 mean absolute error, 2.256 mean squared error, 0.844 recall of 1.0, 0.8701030927835052 precision of 1.0, 0.874 recall of 5.0, 0.8485436893203884 precision of 5.0, 859 perfect matches.
2382023-05-09 07:33:18,611__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 0.564 mean absolute error, 2.256 mean squared error, 0.844 recall of 1.0, 0.8701030927835052 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, 0.8485436893203884 precision of 5.0, 859 perfect matches.
2392023-05-09 07:33:18,611__main__DEBUGRunning garbage collection...
2402023-05-09 07:33:18,802__main__DEBUGCollected 29691 pieces of garbage!
2412023-05-09 07:33:18,805__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizerDEBUGSelected Tokenizer: PottsTokenizer
2422023-05-09 07:33:18,807__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizer.1DEBUGRun #1
2432023-05-09 07:33:18,807__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizer.1DEBUGInstantiating TensorflowCategorySentimentAnalyzer with PottsTokenizer...
2442023-05-09 07:34:34,054__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizer.1INFOTraining sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <PottsTokenizer> tokenizer>
2452023-05-09 07:40:55,750__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizer.1INFOTraining succeeded!
2462023-05-09 07:40:55,777__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizer.1INFOEvaluating sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <PottsTokenizer> tokenizer>
2472023-05-09 07:42:07,019__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 0.432 mean absolute error, 1.728 mean squared error, 0.924 recall of 1.0, 0.868421052631579 precision of 1.0, 0.86 recall of 5.0, 0.9188034188034188 precision of 5.0, 892 perfect matches.
2482023-05-09 07:42:07,563__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizer.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 0.432 mean absolute error, 1.728 mean squared error, 0.924 recall of 1.0, 0.868421052631579 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, 0.9188034188034188 precision of 5.0, 892 perfect matches.
2492023-05-09 07:42:07,563__main__DEBUGRunning garbage collection...
2502023-05-09 07:42:07,757__main__DEBUGCollected 26805 pieces of garbage!
2512023-05-09 07:42:07,766__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegationDEBUGSelected Tokenizer: PottsTokenizerWithNegation
2522023-05-09 07:42:07,767__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegation.1DEBUGRun #1
2532023-05-09 07:42:07,767__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegation.1DEBUGInstantiating TensorflowCategorySentimentAnalyzer with PottsTokenizerWithNegation...
2542023-05-09 07:43:58,532__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegation.1INFOTraining sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <PottsTokenizerWithNegation> tokenizer>
2552023-05-09 07:50:08,508__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegation.1INFOTraining succeeded!
2562023-05-09 07:50:08,543__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegation.1INFOEvaluating sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <PottsTokenizerWithNegation> tokenizer>
2572023-05-09 07:51:18,903__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegation.1INFOEvaluation results: Evaluation results: 1000 evaluated, 0.48 mean absolute error, 1.92 mean squared error, 0.862 recall of 1.0, 0.8941908713692946 precision of 1.0, 0.898 recall of 5.0, 0.8667953667953668 precision of 5.0, 880 perfect matches.
2582023-05-09 07:51:19,340__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegation.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 0.48 mean absolute error, 1.92 mean squared error, 0.862 recall of 1.0, 0.8941908713692946 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, 0.8667953667953668 precision of 5.0, 880 perfect matches.
2592023-05-09 07:51:19,341__main__DEBUGRunning garbage collection...
2602023-05-09 07:51:19,540__main__DEBUGCollected 24622 pieces of garbage!
2612023-05-09 07:51:19,544__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.HuggingBertTokenizerDEBUGSelected Tokenizer: HuggingBertTokenizer
2622023-05-09 07:51:19,544__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.HuggingBertTokenizer.1DEBUGRun #1
2632023-05-09 07:51:19,544__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.HuggingBertTokenizer.1DEBUGInstantiating TensorflowCategorySentimentAnalyzer with HuggingBertTokenizer...
2642023-05-09 07:52:35,419__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.HuggingBertTokenizer.1INFOTraining sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <HuggingBertTokenizer> tokenizer>
2652023-05-09 07:58:56,842__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.HuggingBertTokenizer.1INFOTraining succeeded!
2662023-05-09 07:58:56,877__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.HuggingBertTokenizer.1INFOEvaluating sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <HuggingBertTokenizer> tokenizer>
2672023-05-09 08:00:07,076__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.HuggingBertTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 0.488 mean absolute error, 1.952 mean squared error, 0.908 recall of 1.0, 0.8566037735849057 precision of 1.0, 0.848 recall of 5.0, 0.902127659574468 precision of 5.0, 878 perfect matches.
2682023-05-09 08:00:07,459__main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.HuggingBertTokenizer.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 0.488 mean absolute error, 1.952 mean squared error, 0.908 recall of 1.0, 0.8566037735849057 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, 0.848 recall of 5.0, 0.902127659574468 precision of 5.0, 878 perfect matches.
2692023-05-09 08:00:07,460__main__.sample_reviews_variedDEBUGSelected sample_func: sample_reviews_varied
2702023-05-09 08:00:07,461__main__.sample_reviews_varied.ThreeCheatDEBUGSelected SentimentAnalyzer: ThreeCheat
2712023-05-09 08:00:07,461__main__DEBUGRunning garbage collection...
2722023-05-09 08:00:07,669__main__DEBUGCollected 22445 pieces of garbage!
2732023-05-09 08:00:07,672__main__.sample_reviews_varied.ThreeCheat.PlainTokenizerDEBUGSelected Tokenizer: PlainTokenizer
2742023-05-09 08:00:07,673__main__.sample_reviews_varied.ThreeCheat.PlainTokenizer.1DEBUGRun #1
2752023-05-09 08:00:07,673__main__.sample_reviews_varied.ThreeCheat.PlainTokenizer.1DEBUGInstantiating ThreeCheat with PlainTokenizer...
2762023-05-09 08:03:03,476__main__.sample_reviews_varied.ThreeCheat.PlainTokenizer.1INFOTraining sentiment analyzer: <ThreeCheat with <PlainTokenizer> tokenizer>
2772023-05-09 08:03:03,476__main__.sample_reviews_varied.ThreeCheat.PlainTokenizer.1INFOTraining succeeded!
2782023-05-09 08:03:03,477__main__.sample_reviews_varied.ThreeCheat.PlainTokenizer.1INFOEvaluating sentiment analyzer: <ThreeCheat with <PlainTokenizer> tokenizer>
2792023-05-09 08:03:03,663__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.
2802023-05-09 08:03:03,813__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.
2812023-05-09 08:03:03,813__main__DEBUGRunning garbage collection...
2822023-05-09 08:03:04,003__main__DEBUGCollected 0 pieces of garbage!
2832023-05-09 08:03:04,004__main__.sample_reviews_varied.ThreeCheat.LowercaseTokenizerDEBUGSelected Tokenizer: LowercaseTokenizer
2842023-05-09 08:03:04,004__main__.sample_reviews_varied.ThreeCheat.LowercaseTokenizer.1DEBUGRun #1
2852023-05-09 08:03:04,004__main__.sample_reviews_varied.ThreeCheat.LowercaseTokenizer.1DEBUGInstantiating ThreeCheat with LowercaseTokenizer...
2862023-05-09 08:05:57,016__main__.sample_reviews_varied.ThreeCheat.LowercaseTokenizer.1INFOTraining sentiment analyzer: <ThreeCheat with <LowercaseTokenizer> tokenizer>
2872023-05-09 08:05:57,016__main__.sample_reviews_varied.ThreeCheat.LowercaseTokenizer.1INFOTraining succeeded!
2882023-05-09 08:05:57,016__main__.sample_reviews_varied.ThreeCheat.LowercaseTokenizer.1INFOEvaluating sentiment analyzer: <ThreeCheat with <LowercaseTokenizer> tokenizer>
2892023-05-09 08:05:57,207__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.
2902023-05-09 08:05:57,353__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.
2912023-05-09 08:05:57,354__main__DEBUGRunning garbage collection...
2922023-05-09 08:05:57,538__main__DEBUGCollected 0 pieces of garbage!
2932023-05-09 08:05:57,538__main__.sample_reviews_varied.ThreeCheat.NLTKWordTokenizerDEBUGSelected Tokenizer: NLTKWordTokenizer
2942023-05-09 08:05:57,538__main__.sample_reviews_varied.ThreeCheat.NLTKWordTokenizer.1DEBUGRun #1
2952023-05-09 08:05:57,538__main__.sample_reviews_varied.ThreeCheat.NLTKWordTokenizer.1DEBUGInstantiating ThreeCheat with NLTKWordTokenizer...
2962023-05-09 08:08:49,781__main__.sample_reviews_varied.ThreeCheat.NLTKWordTokenizer.1INFOTraining sentiment analyzer: <ThreeCheat with <NLTKWordTokenizer> tokenizer>
2972023-05-09 08:08:49,782__main__.sample_reviews_varied.ThreeCheat.NLTKWordTokenizer.1INFOTraining succeeded!
2982023-05-09 08:08:49,782__main__.sample_reviews_varied.ThreeCheat.NLTKWordTokenizer.1INFOEvaluating sentiment analyzer: <ThreeCheat with <NLTKWordTokenizer> tokenizer>
2992023-05-09 08:08:49,985__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.
3002023-05-09 08:08:50,133__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.
3012023-05-09 08:08:50,133__main__DEBUGRunning garbage collection...
3022023-05-09 08:08:50,320__main__DEBUGCollected 0 pieces of garbage!
3032023-05-09 08:08:50,321__main__.sample_reviews_varied.ThreeCheat.PottsTokenizerDEBUGSelected Tokenizer: PottsTokenizer
3042023-05-09 08:08:50,321__main__.sample_reviews_varied.ThreeCheat.PottsTokenizer.1DEBUGRun #1
3052023-05-09 08:08:50,321__main__.sample_reviews_varied.ThreeCheat.PottsTokenizer.1DEBUGInstantiating ThreeCheat with PottsTokenizer...
3062023-05-09 08:11:45,418__main__.sample_reviews_varied.ThreeCheat.PottsTokenizer.1INFOTraining sentiment analyzer: <ThreeCheat with <PottsTokenizer> tokenizer>
3072023-05-09 08:11:45,418__main__.sample_reviews_varied.ThreeCheat.PottsTokenizer.1INFOTraining succeeded!
3082023-05-09 08:11:45,418__main__.sample_reviews_varied.ThreeCheat.PottsTokenizer.1INFOEvaluating sentiment analyzer: <ThreeCheat with <PottsTokenizer> tokenizer>
3092023-05-09 08:11:45,616__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.
3102023-05-09 08:11:45,756__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.
3112023-05-09 08:11:45,757__main__DEBUGRunning garbage collection...
3122023-05-09 08:11:45,944__main__DEBUGCollected 0 pieces of garbage!
3132023-05-09 08:11:45,944__main__.sample_reviews_varied.ThreeCheat.PottsTokenizerWithNegationDEBUGSelected Tokenizer: PottsTokenizerWithNegation
3142023-05-09 08:11:45,944__main__.sample_reviews_varied.ThreeCheat.PottsTokenizerWithNegation.1DEBUGRun #1
3152023-05-09 08:11:45,944__main__.sample_reviews_varied.ThreeCheat.PottsTokenizerWithNegation.1DEBUGInstantiating ThreeCheat with PottsTokenizerWithNegation...
3162023-05-09 08:14:40,650__main__.sample_reviews_varied.ThreeCheat.PottsTokenizerWithNegation.1INFOTraining sentiment analyzer: <ThreeCheat with <PottsTokenizerWithNegation> tokenizer>
3172023-05-09 08:14:40,650__main__.sample_reviews_varied.ThreeCheat.PottsTokenizerWithNegation.1INFOTraining succeeded!
3182023-05-09 08:14:40,651__main__.sample_reviews_varied.ThreeCheat.PottsTokenizerWithNegation.1INFOEvaluating sentiment analyzer: <ThreeCheat with <PottsTokenizerWithNegation> tokenizer>
3192023-05-09 08:14:40,853__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.
3202023-05-09 08:14:40,999__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.
3212023-05-09 08:14:40,999__main__DEBUGRunning garbage collection...
3222023-05-09 08:14:41,180__main__DEBUGCollected 0 pieces of garbage!
3232023-05-09 08:14:41,181__main__.sample_reviews_varied.ThreeCheat.HuggingBertTokenizerDEBUGSelected Tokenizer: HuggingBertTokenizer
3242023-05-09 08:14:41,181__main__.sample_reviews_varied.ThreeCheat.HuggingBertTokenizer.1DEBUGRun #1
3252023-05-09 08:14:41,182__main__.sample_reviews_varied.ThreeCheat.HuggingBertTokenizer.1DEBUGInstantiating ThreeCheat with HuggingBertTokenizer...
3262023-05-09 08:18:26,378__main__.sample_reviews_varied.ThreeCheat.HuggingBertTokenizer.1INFOTraining sentiment analyzer: <ThreeCheat with <HuggingBertTokenizer> tokenizer>
3272023-05-09 08:18:26,396__main__.sample_reviews_varied.ThreeCheat.HuggingBertTokenizer.1INFOTraining succeeded!
3282023-05-09 08:18:26,396__main__.sample_reviews_varied.ThreeCheat.HuggingBertTokenizer.1INFOEvaluating sentiment analyzer: <ThreeCheat with <HuggingBertTokenizer> tokenizer>
3292023-05-09 08:18:26,582__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.
3302023-05-09 08:18:26,754__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.
3312023-05-09 08:18:26,755__main__.sample_reviews_varied.NLTKSentimentAnalyzerDEBUGSelected SentimentAnalyzer: NLTKSentimentAnalyzer
3322023-05-09 08:18:26,755__main__DEBUGRunning garbage collection...
3332023-05-09 08:18:26,940__main__DEBUGCollected 0 pieces of garbage!
3342023-05-09 08:18:26,940__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PlainTokenizerDEBUGSelected Tokenizer: PlainTokenizer
3352023-05-09 08:18:26,940__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PlainTokenizer.1DEBUGRun #1
3362023-05-09 08:18:26,941__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PlainTokenizer.1DEBUGInstantiating NLTKSentimentAnalyzer with PlainTokenizer...
3372023-05-09 08:22:46,955__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PlainTokenizer.1INFOTraining sentiment analyzer: <NLTKSentimentAnalyzer with <PlainTokenizer> tokenizer>
3382023-05-09 08:25:57,693__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PlainTokenizer.1INFOTraining succeeded!
3392023-05-09 08:25:57,693__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PlainTokenizer.1INFOEvaluating sentiment analyzer: <NLTKSentimentAnalyzer with <PlainTokenizer> tokenizer>
3402023-05-09 08:28:40,246__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PlainTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 1.301 mean absolute error, 3.171 mean squared error, 0.36 recall of 1.0, 0.496551724137931 precision of 1.0, 0.31 recall of 2.0, 0.2616033755274262 precision of 2.0, 0.075 recall of 3.0, 0.19480519480519481 precision of 3.0, 0.095 recall of 4.0, 0.3064516129032258 precision of 4.0, 0.7 recall of 5.0, 0.29227557411273486 precision of 5.0, 308 perfect matches.
3412023-05-09 08:28:40,683__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PlainTokenizer.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 1.301 mean absolute error, 3.171 mean squared error, 0.36 recall of 1.0, 0.496551724137931 precision of 1.0, 0.31 recall of 2.0, 0.2616033755274262 precision of 2.0, 0.075 recall of 3.0, 0.19480519480519481 precision of 3.0, 0.095 recall of 4.0, 0.3064516129032258 precision of 4.0, 0.7 recall of 5.0, 0.29227557411273486 precision of 5.0, 308 perfect matches.
3422023-05-09 08:28:40,684__main__DEBUGRunning garbage collection...
3432023-05-09 08:28:40,892__main__DEBUGCollected 0 pieces of garbage!
3442023-05-09 08:28:40,892__main__.sample_reviews_varied.NLTKSentimentAnalyzer.LowercaseTokenizerDEBUGSelected Tokenizer: LowercaseTokenizer
3452023-05-09 08:28:40,892__main__.sample_reviews_varied.NLTKSentimentAnalyzer.LowercaseTokenizer.1DEBUGRun #1
3462023-05-09 08:28:40,893__main__.sample_reviews_varied.NLTKSentimentAnalyzer.LowercaseTokenizer.1DEBUGInstantiating NLTKSentimentAnalyzer with LowercaseTokenizer...
3472023-05-09 08:31:44,828__main__.sample_reviews_varied.NLTKSentimentAnalyzer.LowercaseTokenizer.1INFOTraining sentiment analyzer: <NLTKSentimentAnalyzer with <LowercaseTokenizer> tokenizer>
3482023-05-09 08:34:36,824__main__.sample_reviews_varied.NLTKSentimentAnalyzer.LowercaseTokenizer.1INFOTraining succeeded!
3492023-05-09 08:34:36,824__main__.sample_reviews_varied.NLTKSentimentAnalyzer.LowercaseTokenizer.1INFOEvaluating sentiment analyzer: <NLTKSentimentAnalyzer with <LowercaseTokenizer> tokenizer>
3502023-05-09 08:37:07,157__main__.sample_reviews_varied.NLTKSentimentAnalyzer.LowercaseTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 1.285 mean absolute error, 3.297 mean squared error, 0.385 recall of 1.0, 0.4666666666666667 precision of 1.0, 0.285 recall of 2.0, 0.2835820895522388 precision of 2.0, 0.18 recall of 3.0, 0.3564356435643564 precision of 3.0, 0.19 recall of 4.0, 0.5135135135135135 precision of 4.0, 0.72 recall of 5.0, 0.3137254901960784 precision of 5.0, 352 perfect matches.
3512023-05-09 08:37:07,339__main__.sample_reviews_varied.NLTKSentimentAnalyzer.LowercaseTokenizer.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 1.285 mean absolute error, 3.297 mean squared error, 0.385 recall of 1.0, 0.4666666666666667 precision of 1.0, 0.285 recall of 2.0, 0.2835820895522388 precision of 2.0, 0.18 recall of 3.0, 0.3564356435643564 precision of 3.0, 0.19 recall of 4.0, 0.5135135135135135 precision of 4.0, 0.72 recall of 5.0, 0.3137254901960784 precision of 5.0, 352 perfect matches.
3522023-05-09 08:37:07,339__main__DEBUGRunning garbage collection...
3532023-05-09 08:37:07,596__main__DEBUGCollected 0 pieces of garbage!
3542023-05-09 08:37:07,597__main__.sample_reviews_varied.NLTKSentimentAnalyzer.NLTKWordTokenizerDEBUGSelected Tokenizer: NLTKWordTokenizer
3552023-05-09 08:37:07,597__main__.sample_reviews_varied.NLTKSentimentAnalyzer.NLTKWordTokenizer.1DEBUGRun #1
3562023-05-09 08:37:07,597__main__.sample_reviews_varied.NLTKSentimentAnalyzer.NLTKWordTokenizer.1DEBUGInstantiating NLTKSentimentAnalyzer with NLTKWordTokenizer...
3572023-05-09 08:40:06,874__main__.sample_reviews_varied.NLTKSentimentAnalyzer.NLTKWordTokenizer.1INFOTraining sentiment analyzer: <NLTKSentimentAnalyzer with <NLTKWordTokenizer> tokenizer>
3582023-05-09 08:43:39,911__main__.sample_reviews_varied.NLTKSentimentAnalyzer.NLTKWordTokenizer.1INFOTraining succeeded!
3592023-05-09 08:43:39,911__main__.sample_reviews_varied.NLTKSentimentAnalyzer.NLTKWordTokenizer.1INFOEvaluating sentiment analyzer: <NLTKSentimentAnalyzer with <NLTKWordTokenizer> tokenizer>
3602023-05-09 08:46:29,247__main__.sample_reviews_varied.NLTKSentimentAnalyzer.NLTKWordTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 1.242 mean absolute error, 3.052 mean squared error, 0.405 recall of 1.0, 0.4308510638297872 precision of 1.0, 0.225 recall of 2.0, 0.2631578947368421 precision of 2.0, 0.175 recall of 3.0, 0.35714285714285715 precision of 3.0, 0.11 recall of 4.0, 0.36065573770491804 precision of 4.0, 0.76 recall of 5.0, 0.3153526970954357 precision of 5.0, 335 perfect matches.
3612023-05-09 08:46:29,377__main__.sample_reviews_varied.NLTKSentimentAnalyzer.NLTKWordTokenizer.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 1.242 mean absolute error, 3.052 mean squared error, 0.405 recall of 1.0, 0.4308510638297872 precision of 1.0, 0.225 recall of 2.0, 0.2631578947368421 precision of 2.0, 0.175 recall of 3.0, 0.35714285714285715 precision of 3.0, 0.11 recall of 4.0, 0.36065573770491804 precision of 4.0, 0.76 recall of 5.0, 0.3153526970954357 precision of 5.0, 335 perfect matches.
3622023-05-09 08:46:29,377__main__DEBUGRunning garbage collection...
3632023-05-09 08:46:29,583__main__DEBUGCollected 0 pieces of garbage!
3642023-05-09 08:46:29,583__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PottsTokenizerDEBUGSelected Tokenizer: PottsTokenizer
3652023-05-09 08:46:29,583__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PottsTokenizer.1DEBUGRun #1
3662023-05-09 08:46:29,584__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PottsTokenizer.1DEBUGInstantiating NLTKSentimentAnalyzer with PottsTokenizer...
3672023-05-09 08:49:24,027__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PottsTokenizer.1INFOTraining sentiment analyzer: <NLTKSentimentAnalyzer with <PottsTokenizer> tokenizer>
3682023-05-09 08:52:17,921__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PottsTokenizer.1INFOTraining succeeded!
3692023-05-09 08:52:17,922__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PottsTokenizer.1INFOEvaluating sentiment analyzer: <NLTKSentimentAnalyzer with <PottsTokenizer> tokenizer>
3702023-05-09 08:54:40,904__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PottsTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 1.256 mean absolute error, 3.024 mean squared error, 0.445 recall of 1.0, 0.4734042553191489 precision of 1.0, 0.155 recall of 2.0, 0.31 precision of 2.0, 0.3 recall of 3.0, 0.2803738317757009 precision of 3.0, 0.075 recall of 4.0, 0.3125 precision of 4.0, 0.665 recall of 5.0, 0.29555555555555557 precision of 5.0, 328 perfect matches.
3712023-05-09 08:54:41,058__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PottsTokenizer.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 1.256 mean absolute error, 3.024 mean squared error, 0.445 recall of 1.0, 0.4734042553191489 precision of 1.0, 0.155 recall of 2.0, 0.31 precision of 2.0, 0.3 recall of 3.0, 0.2803738317757009 precision of 3.0, 0.075 recall of 4.0, 0.3125 precision of 4.0, 0.665 recall of 5.0, 0.29555555555555557 precision of 5.0, 328 perfect matches.
3722023-05-09 08:54:41,059__main__DEBUGRunning garbage collection...
3732023-05-09 08:54:41,281__main__DEBUGCollected 0 pieces of garbage!
3742023-05-09 08:54:41,282__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PottsTokenizerWithNegationDEBUGSelected Tokenizer: PottsTokenizerWithNegation
3752023-05-09 08:54:41,282__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PottsTokenizerWithNegation.1DEBUGRun #1
3762023-05-09 08:54:41,282__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PottsTokenizerWithNegation.1DEBUGInstantiating NLTKSentimentAnalyzer with PottsTokenizerWithNegation...
3772023-05-09 08:57:38,658__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PottsTokenizerWithNegation.1INFOTraining sentiment analyzer: <NLTKSentimentAnalyzer with <PottsTokenizerWithNegation> tokenizer>
3782023-05-09 09:01:15,148__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PottsTokenizerWithNegation.1INFOTraining succeeded!
3792023-05-09 09:01:15,165__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PottsTokenizerWithNegation.1INFOEvaluating sentiment analyzer: <NLTKSentimentAnalyzer with <PottsTokenizerWithNegation> tokenizer>
3802023-05-09 09:04:10,565__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PottsTokenizerWithNegation.1INFOEvaluation results: Evaluation results: 1000 evaluated, 1.345 mean absolute error, 3.415 mean squared error, 0.35 recall of 1.0, 0.4268292682926829 precision of 1.0, 0.205 recall of 2.0, 0.23699421965317918 precision of 2.0, 0.14 recall of 3.0, 0.3010752688172043 precision of 3.0, 0.11 recall of 4.0, 0.3548387096774194 precision of 4.0, 0.77 recall of 5.0, 0.3031496062992126 precision of 5.0, 315 perfect matches.
3812023-05-09 09:04:10,850__main__.sample_reviews_varied.NLTKSentimentAnalyzer.PottsTokenizerWithNegation.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 1.345 mean absolute error, 3.415 mean squared error, 0.35 recall of 1.0, 0.4268292682926829 precision of 1.0, 0.205 recall of 2.0, 0.23699421965317918 precision of 2.0, 0.14 recall of 3.0, 0.3010752688172043 precision of 3.0, 0.11 recall of 4.0, 0.3548387096774194 precision of 4.0, 0.77 recall of 5.0, 0.3031496062992126 precision of 5.0, 315 perfect matches.
3822023-05-09 09:04:10,851__main__DEBUGRunning garbage collection...
3832023-05-09 09:04:11,061__main__DEBUGCollected 0 pieces of garbage!
3842023-05-09 09:04:11,061__main__.sample_reviews_varied.NLTKSentimentAnalyzer.HuggingBertTokenizerDEBUGSelected Tokenizer: HuggingBertTokenizer
3852023-05-09 09:04:11,061__main__.sample_reviews_varied.NLTKSentimentAnalyzer.HuggingBertTokenizer.1DEBUGRun #1
3862023-05-09 09:04:11,061__main__.sample_reviews_varied.NLTKSentimentAnalyzer.HuggingBertTokenizer.1DEBUGInstantiating NLTKSentimentAnalyzer with HuggingBertTokenizer...
3872023-05-09 09:07:08,716__main__.sample_reviews_varied.NLTKSentimentAnalyzer.HuggingBertTokenizer.1INFOTraining sentiment analyzer: <NLTKSentimentAnalyzer with <HuggingBertTokenizer> tokenizer>
3882023-05-09 09:11:17,098__main__.sample_reviews_varied.NLTKSentimentAnalyzer.HuggingBertTokenizer.1INFOTraining succeeded!
3892023-05-09 09:11:17,099__main__.sample_reviews_varied.NLTKSentimentAnalyzer.HuggingBertTokenizer.1INFOEvaluating sentiment analyzer: <NLTKSentimentAnalyzer with <HuggingBertTokenizer> tokenizer>
3902023-05-09 09:14:31,177__main__.sample_reviews_varied.NLTKSentimentAnalyzer.HuggingBertTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 1.263 mean absolute error, 3.127 mean squared error, 0.36 recall of 1.0, 0.4675324675324675 precision of 1.0, 0.24 recall of 2.0, 0.35555555555555557 precision of 2.0, 0.2 recall of 3.0, 0.26143790849673204 precision of 3.0, 0.1 recall of 4.0, 0.3125 precision of 4.0, 0.77 recall of 5.0, 0.3117408906882591 precision of 5.0, 334 perfect matches.
3912023-05-09 09:14:31,338__main__.sample_reviews_varied.NLTKSentimentAnalyzer.HuggingBertTokenizer.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 1.263 mean absolute error, 3.127 mean squared error, 0.36 recall of 1.0, 0.4675324675324675 precision of 1.0, 0.24 recall of 2.0, 0.35555555555555557 precision of 2.0, 0.2 recall of 3.0, 0.26143790849673204 precision of 3.0, 0.1 recall of 4.0, 0.3125 precision of 4.0, 0.77 recall of 5.0, 0.3117408906882591 precision of 5.0, 334 perfect matches.
3922023-05-09 09:14:31,338__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzerDEBUGSelected SentimentAnalyzer: TensorflowPolarSentimentAnalyzer
3932023-05-09 09:14:31,339__main__DEBUGRunning garbage collection...
3942023-05-09 09:14:31,554__main__DEBUGCollected 0 pieces of garbage!
3952023-05-09 09:14:31,554__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PlainTokenizerDEBUGSelected Tokenizer: PlainTokenizer
3962023-05-09 09:14:31,554__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PlainTokenizer.1DEBUGRun #1
3972023-05-09 09:14:31,554__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PlainTokenizer.1DEBUGInstantiating TensorflowPolarSentimentAnalyzer with PlainTokenizer...
3982023-05-09 09:17:30,540__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PlainTokenizer.1INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PlainTokenizer> tokenizer>
3992023-05-09 09:18:40,721__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PlainTokenizer.1ERRORTraining failed, trying again with a different dataset...
4002023-05-09 09:18:40,908__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PlainTokenizer.2DEBUGRun #2
4012023-05-09 09:18:40,908__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PlainTokenizer.2DEBUGInstantiating TensorflowPolarSentimentAnalyzer with PlainTokenizer...
4022023-05-09 09:21:40,669__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PlainTokenizer.2INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PlainTokenizer> tokenizer>
4032023-05-09 09:22:07,772__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PlainTokenizer.2ERRORTraining failed, trying again with a different dataset...
4042023-05-09 09:22:07,920__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PlainTokenizer.3DEBUGRun #3
4052023-05-09 09:22:07,920__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PlainTokenizer.3DEBUGInstantiating TensorflowPolarSentimentAnalyzer with PlainTokenizer...
4062023-05-09 09:24:56,782__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PlainTokenizer.3INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PlainTokenizer> tokenizer>
4072023-05-09 09:31:31,796__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PlainTokenizer.3INFOTraining succeeded!
4082023-05-09 09:31:31,824__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PlainTokenizer.3INFOEvaluating sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PlainTokenizer> tokenizer>
4092023-05-09 09:32:47,881__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PlainTokenizer.3INFOEvaluation results: Evaluation results: 1000 evaluated, 1.282 mean absolute error, 3.128 mean squared error, 0.925 recall of 1.0, 0.3140916808149406 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, 0.74 recall of 5.0, 0.36009732360097324 precision of 5.0, 333 perfect matches.
4102023-05-09 09:32:48,206__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PlainTokenizer.3INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 1.282 mean absolute error, 3.128 mean squared error, 0.925 recall of 1.0, 0.3140916808149406 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, 0.74 recall of 5.0, 0.36009732360097324 precision of 5.0, 333 perfect matches.
4112023-05-09 09:32:48,207__main__DEBUGRunning garbage collection...
4122023-05-09 09:32:48,436__main__DEBUGCollected 31129 pieces of garbage!
4132023-05-09 09:32:48,449__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.LowercaseTokenizerDEBUGSelected Tokenizer: LowercaseTokenizer
4142023-05-09 09:32:48,451__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.1DEBUGRun #1
4152023-05-09 09:32:48,451__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.1DEBUGInstantiating TensorflowPolarSentimentAnalyzer with LowercaseTokenizer...
4162023-05-09 09:36:07,346__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.1INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <LowercaseTokenizer> tokenizer>
4172023-05-09 09:42:26,127__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.1INFOTraining succeeded!
4182023-05-09 09:42:26,154__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.1INFOEvaluating sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <LowercaseTokenizer> tokenizer>
4192023-05-09 09:43:41,102__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 1.242 mean absolute error, 2.968 mean squared error, 0.87 recall of 1.0, 0.3246268656716418 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, 0.805 recall of 5.0, 0.34698275862068967 precision of 5.0, 335 perfect matches.
4202023-05-09 09:43:41,775__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 1.242 mean absolute error, 2.968 mean squared error, 0.87 recall of 1.0, 0.3246268656716418 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, 0.805 recall of 5.0, 0.34698275862068967 precision of 5.0, 335 perfect matches.
4212023-05-09 09:43:41,776__main__DEBUGRunning garbage collection...
4222023-05-09 09:43:41,988__main__DEBUGCollected 5802 pieces of garbage!
4232023-05-09 09:43:41,990__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizerDEBUGSelected Tokenizer: NLTKWordTokenizer
4242023-05-09 09:43:41,990__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.1DEBUGRun #1
4252023-05-09 09:43:41,990__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.1DEBUGInstantiating TensorflowPolarSentimentAnalyzer with NLTKWordTokenizer...
4262023-05-09 09:46:39,859__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.1INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <NLTKWordTokenizer> tokenizer>
4272023-05-09 09:48:45,696__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.1ERRORTraining failed, trying again with a different dataset...
4282023-05-09 09:48:46,213__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.2DEBUGRun #2
4292023-05-09 09:48:46,213__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.2DEBUGInstantiating TensorflowPolarSentimentAnalyzer with NLTKWordTokenizer...
4302023-05-09 09:51:39,487__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.2INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <NLTKWordTokenizer> tokenizer>
4312023-05-09 09:52:54,457__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.2ERRORTraining failed, trying again with a different dataset...
4322023-05-09 09:52:55,527__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.3DEBUGRun #3
4332023-05-09 09:52:55,528__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.3DEBUGInstantiating TensorflowPolarSentimentAnalyzer with NLTKWordTokenizer...
4342023-05-09 09:55:58,843__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.3INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <NLTKWordTokenizer> tokenizer>
4352023-05-09 10:02:28,560__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.3INFOTraining succeeded!
4362023-05-09 10:02:28,581__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.3INFOEvaluating sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <NLTKWordTokenizer> tokenizer>
4372023-05-09 10:03:52,406__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.3INFOEvaluation results: Evaluation results: 1000 evaluated, 1.198 mean absolute error, 2.792 mean squared error, 0.84 recall of 1.0, 0.3605150214592275 precision of 1.0, 0.0 recall of 2.0, inf precision of 2.0, 0.0 recall of 3.0, inf precision of 3.0, 0.0 recall of 4.0, inf precision of 4.0, 0.895 recall of 5.0, 0.3352059925093633 precision of 5.0, 347 perfect matches.
4382023-05-09 10:03:52,817__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.3INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 1.198 mean absolute error, 2.792 mean squared error, 0.84 recall of 1.0, 0.3605150214592275 precision of 1.0, 0.0 recall of 2.0, inf precision of 2.0, 0.0 recall of 3.0, inf precision of 3.0, 0.0 recall of 4.0, inf precision of 4.0, 0.895 recall of 5.0, 0.3352059925093633 precision of 5.0, 347 perfect matches.
4392023-05-09 10:03:52,817__main__DEBUGRunning garbage collection...
4402023-05-09 10:03:53,070__main__DEBUGCollected 40546 pieces of garbage!
4412023-05-09 10:03:53,082__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizerDEBUGSelected Tokenizer: PottsTokenizer
4422023-05-09 10:03:53,083__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizer.1DEBUGRun #1
4432023-05-09 10:03:53,084__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizer.1DEBUGInstantiating TensorflowPolarSentimentAnalyzer with PottsTokenizer...
4442023-05-09 10:07:26,539__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizer.1INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PottsTokenizer> tokenizer>
4452023-05-09 10:09:20,147__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizer.1ERRORTraining failed, trying again with a different dataset...
4462023-05-09 10:09:21,785__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizer.2DEBUGRun #2
4472023-05-09 10:09:21,786__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizer.2DEBUGInstantiating TensorflowPolarSentimentAnalyzer with PottsTokenizer...
4482023-05-09 10:13:13,168__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizer.2INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PottsTokenizer> tokenizer>
4492023-05-09 10:19:23,799__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizer.2INFOTraining succeeded!
4502023-05-09 10:19:23,800__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizer.2INFOEvaluating sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PottsTokenizer> tokenizer>
4512023-05-09 10:20:39,244__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizer.2INFOEvaluation results: Evaluation results: 1000 evaluated, 1.224 mean absolute error, 2.896 mean squared error, 0.8 recall of 1.0, 0.3686635944700461 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, 0.3215547703180212 precision of 5.0, 342 perfect matches.
4522023-05-09 10:20:39,562__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizer.2INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 1.224 mean absolute error, 2.896 mean squared error, 0.8 recall of 1.0, 0.3686635944700461 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, 0.3215547703180212 precision of 5.0, 342 perfect matches.
4532023-05-09 10:20:39,563__main__DEBUGRunning garbage collection...
4542023-05-09 10:20:39,804__main__DEBUGCollected 23174 pieces of garbage!
4552023-05-09 10:20:39,812__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegationDEBUGSelected Tokenizer: PottsTokenizerWithNegation
4562023-05-09 10:20:39,812__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation.1DEBUGRun #1
4572023-05-09 10:20:39,812__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation.1DEBUGInstantiating TensorflowPolarSentimentAnalyzer with PottsTokenizerWithNegation...
4582023-05-09 10:23:31,580__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation.1INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PottsTokenizerWithNegation> tokenizer>
4592023-05-09 10:29:43,475__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation.1INFOTraining succeeded!
4602023-05-09 10:29:43,476__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation.1INFOEvaluating sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PottsTokenizerWithNegation> tokenizer>
4612023-05-09 10:30:51,406__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation.1INFOEvaluation results: Evaluation results: 1000 evaluated, 1.202 mean absolute error, 2.808 mean squared error, 0.925 recall of 1.0, 0.29983792544570503 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, 0.785 recall of 5.0, 0.40992167101827676 precision of 5.0, 342 perfect matches.
4622023-05-09 10:30:51,539__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 1.202 mean absolute error, 2.808 mean squared error, 0.925 recall of 1.0, 0.29983792544570503 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, 0.785 recall of 5.0, 0.40992167101827676 precision of 5.0, 342 perfect matches.
4632023-05-09 10:30:51,539__main__DEBUGRunning garbage collection...
4642023-05-09 10:30:51,871__main__DEBUGCollected 85765 pieces of garbage!
4652023-05-09 10:30:51,894__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.HuggingBertTokenizerDEBUGSelected Tokenizer: HuggingBertTokenizer
4662023-05-09 10:30:51,899__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.HuggingBertTokenizer.1DEBUGRun #1
4672023-05-09 10:30:51,902__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.HuggingBertTokenizer.1DEBUGInstantiating TensorflowPolarSentimentAnalyzer with HuggingBertTokenizer...
4682023-05-09 10:33:38,228__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.HuggingBertTokenizer.1INFOTraining sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <HuggingBertTokenizer> tokenizer>
4692023-05-09 10:39:53,425__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.HuggingBertTokenizer.1INFOTraining succeeded!
4702023-05-09 10:39:53,426__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.HuggingBertTokenizer.1INFOEvaluating sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <HuggingBertTokenizer> tokenizer>
4712023-05-09 10:41:01,628__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.HuggingBertTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 1.186 mean absolute error, 2.744 mean squared error, 0.865 recall of 1.0, 0.36041666666666666 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, 0.9 recall of 5.0, 0.34615384615384615 precision of 5.0, 353 perfect matches.
4722023-05-09 10:41:01,765__main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.HuggingBertTokenizer.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 1.186 mean absolute error, 2.744 mean squared error, 0.865 recall of 1.0, 0.36041666666666666 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, 0.9 recall of 5.0, 0.34615384615384615 precision of 5.0, 353 perfect matches.
4732023-05-09 10:41:01,766__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzerDEBUGSelected SentimentAnalyzer: TensorflowCategorySentimentAnalyzer
4742023-05-09 10:41:01,766__main__DEBUGRunning garbage collection...
4752023-05-09 10:41:02,097__main__DEBUGCollected 85743 pieces of garbage!
4762023-05-09 10:41:02,120__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PlainTokenizerDEBUGSelected Tokenizer: PlainTokenizer
4772023-05-09 10:41:02,126__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PlainTokenizer.1DEBUGRun #1
4782023-05-09 10:41:02,131__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PlainTokenizer.1DEBUGInstantiating TensorflowCategorySentimentAnalyzer with PlainTokenizer...
4792023-05-09 10:43:48,227__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PlainTokenizer.1INFOTraining sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <PlainTokenizer> tokenizer>
4802023-05-09 10:50:25,072__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PlainTokenizer.1INFOTraining succeeded!
4812023-05-09 10:50:25,073__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PlainTokenizer.1INFOEvaluating sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <PlainTokenizer> tokenizer>
4822023-05-09 10:51:32,722__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PlainTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 0.864 mean absolute error, 1.446 mean squared error, 0.49 recall of 1.0, 0.5798816568047337 precision of 1.0, 0.395 recall of 2.0, 0.30859375 precision of 2.0, 0.225 recall of 3.0, 0.22277227722772278 precision of 3.0, 0.405 recall of 4.0, 0.32661290322580644 precision of 4.0, 0.35 recall of 5.0, 0.56 precision of 5.0, 373 perfect matches.
4832023-05-09 10:51:32,846__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PlainTokenizer.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 0.864 mean absolute error, 1.446 mean squared error, 0.49 recall of 1.0, 0.5798816568047337 precision of 1.0, 0.395 recall of 2.0, 0.30859375 precision of 2.0, 0.225 recall of 3.0, 0.22277227722772278 precision of 3.0, 0.405 recall of 4.0, 0.32661290322580644 precision of 4.0, 0.35 recall of 5.0, 0.56 precision of 5.0, 373 perfect matches.
4842023-05-09 10:51:32,847__main__DEBUGRunning garbage collection...
4852023-05-09 10:51:33,183__main__DEBUGCollected 87209 pieces of garbage!
4862023-05-09 10:51:33,200__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.LowercaseTokenizerDEBUGSelected Tokenizer: LowercaseTokenizer
4872023-05-09 10:51:33,205__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.1DEBUGRun #1
4882023-05-09 10:51:33,206__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.1DEBUGInstantiating TensorflowCategorySentimentAnalyzer with LowercaseTokenizer...
4892023-05-09 10:54:21,941__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.1INFOTraining sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <LowercaseTokenizer> tokenizer>
4902023-05-09 10:54:39,553__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.1ERRORTraining failed, trying again with a different dataset...
4912023-05-09 10:54:39,686__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.2DEBUGRun #2
4922023-05-09 10:54:39,686__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.2DEBUGInstantiating TensorflowCategorySentimentAnalyzer with LowercaseTokenizer...
4932023-05-09 10:57:25,389__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.2INFOTraining sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <LowercaseTokenizer> tokenizer>
4942023-05-09 11:04:00,421__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.2INFOTraining succeeded!
4952023-05-09 11:04:00,421__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.2INFOEvaluating sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <LowercaseTokenizer> tokenizer>
4962023-05-09 11:05:08,302__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.2INFOEvaluation results: Evaluation results: 1000 evaluated, 0.856 mean absolute error, 1.754 mean squared error, 0.63 recall of 1.0, 0.5185185185185185 precision of 1.0, 0.25 recall of 2.0, 0.44642857142857145 precision of 2.0, 0.42 recall of 3.0, 0.38009049773755654 precision of 3.0, 0.38 recall of 4.0, 0.3486238532110092 precision of 4.0, 0.545 recall of 5.0, 0.529126213592233 precision of 5.0, 445 perfect matches.
4972023-05-09 11:05:08,423__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.2INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 0.856 mean absolute error, 1.754 mean squared error, 0.63 recall of 1.0, 0.5185185185185185 precision of 1.0, 0.25 recall of 2.0, 0.44642857142857145 precision of 2.0, 0.42 recall of 3.0, 0.38009049773755654 precision of 3.0, 0.38 recall of 4.0, 0.3486238532110092 precision of 4.0, 0.545 recall of 5.0, 0.529126213592233 precision of 5.0, 445 perfect matches.
4982023-05-09 11:05:08,424__main__DEBUGRunning garbage collection...
4992023-05-09 11:05:08,683__main__DEBUGCollected 10851 pieces of garbage!
5002023-05-09 11:05:08,686__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizerDEBUGSelected Tokenizer: NLTKWordTokenizer
5012023-05-09 11:05:08,686__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.1DEBUGRun #1
5022023-05-09 11:05:08,686__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.1DEBUGInstantiating TensorflowCategorySentimentAnalyzer with NLTKWordTokenizer...
5032023-05-09 11:07:59,265__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.1INFOTraining sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <NLTKWordTokenizer> tokenizer>
5042023-05-09 11:14:33,575__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.1INFOTraining succeeded!
5052023-05-09 11:14:33,576__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.1INFOEvaluating sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <NLTKWordTokenizer> tokenizer>
5062023-05-09 11:15:43,028__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 0.779 mean absolute error, 1.257 mean squared error, 0.43 recall of 1.0, 0.688 precision of 1.0, 0.18 recall of 2.0, 0.3076923076923077 precision of 2.0, 0.505 recall of 3.0, 0.2961876832844575 precision of 3.0, 0.465 recall of 4.0, 0.3576923076923077 precision of 4.0, 0.51 recall of 5.0, 0.6496815286624203 precision of 5.0, 418 perfect matches.
5072023-05-09 11:15:43,154__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 0.779 mean absolute error, 1.257 mean squared error, 0.43 recall of 1.0, 0.688 precision of 1.0, 0.18 recall of 2.0, 0.3076923076923077 precision of 2.0, 0.505 recall of 3.0, 0.2961876832844575 precision of 3.0, 0.465 recall of 4.0, 0.3576923076923077 precision of 4.0, 0.51 recall of 5.0, 0.6496815286624203 precision of 5.0, 418 perfect matches.
5082023-05-09 11:15:43,154__main__DEBUGRunning garbage collection...
5092023-05-09 11:15:43,502__main__DEBUGCollected 87215 pieces of garbage!
5102023-05-09 11:15:43,521__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizerDEBUGSelected Tokenizer: PottsTokenizer
5112023-05-09 11:15:43,524__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizer.1DEBUGRun #1
5122023-05-09 11:15:43,524__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizer.1DEBUGInstantiating TensorflowCategorySentimentAnalyzer with PottsTokenizer...
5132023-05-09 11:18:32,841__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizer.1INFOTraining sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <PottsTokenizer> tokenizer>
5142023-05-09 11:20:35,375__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizer.1ERRORTraining failed, trying again with a different dataset...
5152023-05-09 11:20:35,508__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizer.2DEBUGRun #2
5162023-05-09 11:20:35,508__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizer.2DEBUGInstantiating TensorflowCategorySentimentAnalyzer with PottsTokenizer...
5172023-05-09 11:23:48,209__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizer.2INFOTraining sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <PottsTokenizer> tokenizer>
5182023-05-09 11:24:54,284__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizer.2ERRORTraining failed, trying again with a different dataset...
5192023-05-09 11:24:54,412__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizer.3DEBUGRun #3
5202023-05-09 11:24:54,413__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizer.3DEBUGInstantiating TensorflowCategorySentimentAnalyzer with PottsTokenizer...
5212023-05-09 11:27:43,056__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizer.3INFOTraining sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <PottsTokenizer> tokenizer>
5222023-05-09 11:33:55,614__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizer.3INFOTraining succeeded!
5232023-05-09 11:33:55,615__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizer.3INFOEvaluating sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <PottsTokenizer> tokenizer>
5242023-05-09 11:35:03,758__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizer.3INFOEvaluation results: Evaluation results: 1000 evaluated, 0.805 mean absolute error, 1.473 mean squared error, 0.535 recall of 1.0, 0.5846994535519126 precision of 1.0, 0.455 recall of 2.0, 0.4008810572687225 precision of 2.0, 0.42 recall of 3.0, 0.3514644351464435 precision of 3.0, 0.365 recall of 4.0, 0.3476190476190476 precision of 4.0, 0.44 recall of 5.0, 0.624113475177305 precision of 5.0, 443 perfect matches.
5252023-05-09 11:35:03,885__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizer.3INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 0.805 mean absolute error, 1.473 mean squared error, 0.535 recall of 1.0, 0.5846994535519126 precision of 1.0, 0.455 recall of 2.0, 0.4008810572687225 precision of 2.0, 0.42 recall of 3.0, 0.3514644351464435 precision of 3.0, 0.365 recall of 4.0, 0.3476190476190476 precision of 4.0, 0.44 recall of 5.0, 0.624113475177305 precision of 5.0, 443 perfect matches.
5262023-05-09 11:35:03,886__main__DEBUGRunning garbage collection...
5272023-05-09 11:35:04,190__main__DEBUGCollected 28962 pieces of garbage!
5282023-05-09 11:35:04,201__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegationDEBUGSelected Tokenizer: PottsTokenizerWithNegation
5292023-05-09 11:35:04,201__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegation.1DEBUGRun #1
5302023-05-09 11:35:04,202__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegation.1DEBUGInstantiating TensorflowCategorySentimentAnalyzer with PottsTokenizerWithNegation...
5312023-05-09 11:37:50,279__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegation.1INFOTraining sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <PottsTokenizerWithNegation> tokenizer>
5322023-05-09 11:39:06,137__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegation.1ERRORTraining failed, trying again with a different dataset...
5332023-05-09 11:39:06,291__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegation.2DEBUGRun #2
5342023-05-09 11:39:06,291__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegation.2DEBUGInstantiating TensorflowCategorySentimentAnalyzer with PottsTokenizerWithNegation...
5352023-05-09 11:42:32,775__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegation.2INFOTraining sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <PottsTokenizerWithNegation> tokenizer>
5362023-05-09 11:49:09,170__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegation.2INFOTraining succeeded!
5372023-05-09 11:49:09,173__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegation.2INFOEvaluating sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <PottsTokenizerWithNegation> tokenizer>
5382023-05-09 11:50:18,948__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegation.2INFOEvaluation results: Evaluation results: 1000 evaluated, 0.901 mean absolute error, 1.833 mean squared error, 0.435 recall of 1.0, 0.46774193548387094 precision of 1.0, 0.28 recall of 2.0, 0.3660130718954248 precision of 2.0, 0.355 recall of 3.0, 0.3776595744680851 precision of 3.0, 0.415 recall of 4.0, 0.33739837398373984 precision of 4.0, 0.58 recall of 5.0, 0.5110132158590308 precision of 5.0, 413 perfect matches.
5392023-05-09 11:50:19,347__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegation.2INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 0.901 mean absolute error, 1.833 mean squared error, 0.435 recall of 1.0, 0.46774193548387094 precision of 1.0, 0.28 recall of 2.0, 0.3660130718954248 precision of 2.0, 0.355 recall of 3.0, 0.3776595744680851 precision of 3.0, 0.415 recall of 4.0, 0.33739837398373984 precision of 4.0, 0.58 recall of 5.0, 0.5110132158590308 precision of 5.0, 413 perfect matches.
5402023-05-09 11:50:19,347__main__DEBUGRunning garbage collection...
5412023-05-09 11:50:21,295__main__DEBUGCollected 88141 pieces of garbage!
5422023-05-09 11:50:21,314__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.HuggingBertTokenizerDEBUGSelected Tokenizer: HuggingBertTokenizer
5432023-05-09 11:50:21,317__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.HuggingBertTokenizer.1DEBUGRun #1
5442023-05-09 11:50:21,317__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.HuggingBertTokenizer.1DEBUGInstantiating TensorflowCategorySentimentAnalyzer with HuggingBertTokenizer...
5452023-05-09 11:53:15,418__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.HuggingBertTokenizer.1INFOTraining sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <HuggingBertTokenizer> tokenizer>
5462023-05-09 11:59:36,817__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.HuggingBertTokenizer.1INFOTraining succeeded!
5472023-05-09 11:59:36,817__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.HuggingBertTokenizer.1INFOEvaluating sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <HuggingBertTokenizer> tokenizer>
5482023-05-09 12:00:44,982__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.HuggingBertTokenizer.1INFOEvaluation results: Evaluation results: 1000 evaluated, 0.817 mean absolute error, 1.453 mean squared error, 0.535 recall of 1.0, 0.5376884422110553 precision of 1.0, 0.34 recall of 2.0, 0.3333333333333333 precision of 2.0, 0.4 recall of 3.0, 0.32786885245901637 precision of 3.0, 0.31 recall of 4.0, 0.389937106918239 precision of 4.0, 0.54 recall of 5.0, 0.5567010309278351 precision of 5.0, 425 perfect matches.
5492023-05-09 12:00:45,106__main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.HuggingBertTokenizer.1INFOCumulative evaluation results: Evaluation results: 1000 evaluated, 0.817 mean absolute error, 1.453 mean squared error, 0.535 recall of 1.0, 0.5376884422110553 precision of 1.0, 0.34 recall of 2.0, 0.3333333333333333 precision of 2.0, 0.4 recall of 3.0, 0.32786885245901637 precision of 3.0, 0.31 recall of 4.0, 0.389937106918239 precision of 4.0, 0.54 recall of 5.0, 0.5567010309278351 precision of 5.0, 425 perfect matches.