mirror of
https://github.com/Steffo99/unimore-bda-6.git
synced 2024-11-24 16:54:20 +00:00
526 lines
101 KiB
Text
526 lines
101 KiB
Text
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2023-05-08 04:23:54,262 __main__ INFO Started unimore-bda-6 in DEBUG mode!
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2023-05-08 04:23:54,262 __main__ DEBUG Validating configuration...
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2023-05-08 04:23:54,263 __main__ DEBUG Ensuring there are no leftover caches...
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2023-05-08 04:23:54,288 __main__.sample_reviews_polar DEBUG Selected sample_func: sample_reviews_polar
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2023-05-08 04:23:54,288 __main__.sample_reviews_polar.ThreeCheat DEBUG Selected SentimentAnalyzer: ThreeCheat
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2023-05-08 04:23:54,289 __main__ DEBUG Running garbage collection...
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2023-05-08 04:23:54,380 __main__ DEBUG Collected 10 pieces of garbage!
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2023-05-08 04:23:54,381 __main__.sample_reviews_polar.ThreeCheat.PlainTokenizer DEBUG Selected Tokenizer: PlainTokenizer
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2023-05-08 04:23:54,381 __main__.sample_reviews_polar.ThreeCheat.PlainTokenizer.1 DEBUG Run #1
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2023-05-08 04:23:54,381 __main__.sample_reviews_polar.ThreeCheat.PlainTokenizer.1 DEBUG Instantiating ThreeCheat with PlainTokenizer...
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2023-05-08 04:25:04,655 __main__.sample_reviews_polar.ThreeCheat.PlainTokenizer.1 INFO Training sentiment analyzer: <ThreeCheat with <PlainTokenizer> tokenizer>
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2023-05-08 04:25:04,656 __main__.sample_reviews_polar.ThreeCheat.PlainTokenizer.1 INFO Training succeeded!
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2023-05-08 04:25:04,656 __main__.sample_reviews_polar.ThreeCheat.PlainTokenizer.1 INFO Evaluating sentiment analyzer: <ThreeCheat with <PlainTokenizer> tokenizer>
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2023-05-08 04:25:04,883 __main__.sample_reviews_polar.ThreeCheat.PlainTokenizer.1 INFO 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 3.0, 0.0 precision of 3.0, 0.0 recall of 5.0, inf precision of 5.0, 0 perfect matches.
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2023-05-08 04:25:05,032 __main__.sample_reviews_polar.ThreeCheat.PlainTokenizer.1 INFO Cumulative 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.
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2023-05-08 04:25:05,033 __main__ DEBUG Running garbage collection...
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2023-05-08 04:25:05,131 __main__ DEBUG Collected 0 pieces of garbage!
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2023-05-08 04:25:05,132 __main__.sample_reviews_polar.ThreeCheat.LowercaseTokenizer DEBUG Selected Tokenizer: LowercaseTokenizer
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2023-05-08 04:25:05,132 __main__.sample_reviews_polar.ThreeCheat.LowercaseTokenizer.1 DEBUG Run #1
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2023-05-08 04:25:05,132 __main__.sample_reviews_polar.ThreeCheat.LowercaseTokenizer.1 DEBUG Instantiating ThreeCheat with LowercaseTokenizer...
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2023-05-08 04:26:13,787 __main__.sample_reviews_polar.ThreeCheat.LowercaseTokenizer.1 INFO Training sentiment analyzer: <ThreeCheat with <LowercaseTokenizer> tokenizer>
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2023-05-08 04:26:13,787 __main__.sample_reviews_polar.ThreeCheat.LowercaseTokenizer.1 INFO Training succeeded!
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2023-05-08 04:26:13,787 __main__.sample_reviews_polar.ThreeCheat.LowercaseTokenizer.1 INFO Evaluating sentiment analyzer: <ThreeCheat with <LowercaseTokenizer> tokenizer>
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2023-05-08 04:26:13,968 __main__.sample_reviews_polar.ThreeCheat.LowercaseTokenizer.1 INFO 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 3.0, 0.0 precision of 3.0, 0.0 recall of 5.0, inf precision of 5.0, 0 perfect matches.
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2023-05-08 04:26:14,099 __main__.sample_reviews_polar.ThreeCheat.LowercaseTokenizer.1 INFO Cumulative 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.
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2023-05-08 04:26:14,099 __main__ DEBUG Running garbage collection...
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2023-05-08 04:26:14,188 __main__ DEBUG Collected 0 pieces of garbage!
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2023-05-08 04:26:14,188 __main__.sample_reviews_polar.ThreeCheat.NLTKWordTokenizer DEBUG Selected Tokenizer: NLTKWordTokenizer
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2023-05-08 04:26:14,188 __main__.sample_reviews_polar.ThreeCheat.NLTKWordTokenizer.1 DEBUG Run #1
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2023-05-08 04:26:14,188 __main__.sample_reviews_polar.ThreeCheat.NLTKWordTokenizer.1 DEBUG Instantiating ThreeCheat with NLTKWordTokenizer...
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2023-05-08 04:27:23,968 __main__.sample_reviews_polar.ThreeCheat.NLTKWordTokenizer.1 INFO Training sentiment analyzer: <ThreeCheat with <NLTKWordTokenizer> tokenizer>
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2023-05-08 04:27:23,968 __main__.sample_reviews_polar.ThreeCheat.NLTKWordTokenizer.1 INFO Training succeeded!
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2023-05-08 04:27:23,968 __main__.sample_reviews_polar.ThreeCheat.NLTKWordTokenizer.1 INFO Evaluating sentiment analyzer: <ThreeCheat with <NLTKWordTokenizer> tokenizer>
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2023-05-08 04:27:24,167 __main__.sample_reviews_polar.ThreeCheat.NLTKWordTokenizer.1 INFO 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 3.0, 0.0 precision of 3.0, 0.0 recall of 5.0, inf precision of 5.0, 0 perfect matches.
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2023-05-08 04:27:24,301 __main__.sample_reviews_polar.ThreeCheat.NLTKWordTokenizer.1 INFO Cumulative 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.
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2023-05-08 04:27:24,302 __main__ DEBUG Running garbage collection...
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2023-05-08 04:27:24,391 __main__ DEBUG Collected 0 pieces of garbage!
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2023-05-08 04:27:24,392 __main__.sample_reviews_polar.ThreeCheat.PottsTokenizer DEBUG Selected Tokenizer: PottsTokenizer
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2023-05-08 04:27:24,392 __main__.sample_reviews_polar.ThreeCheat.PottsTokenizer.1 DEBUG Run #1
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2023-05-08 04:27:24,392 __main__.sample_reviews_polar.ThreeCheat.PottsTokenizer.1 DEBUG Instantiating ThreeCheat with PottsTokenizer...
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2023-05-08 04:28:33,262 __main__.sample_reviews_polar.ThreeCheat.PottsTokenizer.1 INFO Training sentiment analyzer: <ThreeCheat with <PottsTokenizer> tokenizer>
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2023-05-08 04:28:33,263 __main__.sample_reviews_polar.ThreeCheat.PottsTokenizer.1 INFO Training succeeded!
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2023-05-08 04:28:33,263 __main__.sample_reviews_polar.ThreeCheat.PottsTokenizer.1 INFO Evaluating sentiment analyzer: <ThreeCheat with <PottsTokenizer> tokenizer>
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2023-05-08 04:28:33,455 __main__.sample_reviews_polar.ThreeCheat.PottsTokenizer.1 INFO 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 3.0, 0.0 precision of 3.0, 0.0 recall of 5.0, inf precision of 5.0, 0 perfect matches.
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2023-05-08 04:28:33,587 __main__.sample_reviews_polar.ThreeCheat.PottsTokenizer.1 INFO Cumulative 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.
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2023-05-08 04:28:33,587 __main__ DEBUG Running garbage collection...
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2023-05-08 04:28:33,675 __main__ DEBUG Collected 0 pieces of garbage!
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2023-05-08 04:28:33,675 __main__.sample_reviews_polar.ThreeCheat.PottsTokenizerWithNegation DEBUG Selected Tokenizer: PottsTokenizerWithNegation
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2023-05-08 04:28:33,675 __main__.sample_reviews_polar.ThreeCheat.PottsTokenizerWithNegation.1 DEBUG Run #1
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2023-05-08 04:28:33,676 __main__.sample_reviews_polar.ThreeCheat.PottsTokenizerWithNegation.1 DEBUG Instantiating ThreeCheat with PottsTokenizerWithNegation...
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2023-05-08 04:29:44,684 __main__.sample_reviews_polar.ThreeCheat.PottsTokenizerWithNegation.1 INFO Training sentiment analyzer: <ThreeCheat with <PottsTokenizerWithNegation> tokenizer>
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2023-05-08 04:29:44,684 __main__.sample_reviews_polar.ThreeCheat.PottsTokenizerWithNegation.1 INFO Training succeeded!
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2023-05-08 04:29:44,684 __main__.sample_reviews_polar.ThreeCheat.PottsTokenizerWithNegation.1 INFO Evaluating sentiment analyzer: <ThreeCheat with <PottsTokenizerWithNegation> tokenizer>
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2023-05-08 04:29:44,900 __main__.sample_reviews_polar.ThreeCheat.PottsTokenizerWithNegation.1 INFO 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 3.0, 0.0 precision of 3.0, 0.0 recall of 5.0, inf precision of 5.0, 0 perfect matches.
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2023-05-08 04:29:45,029 __main__.sample_reviews_polar.ThreeCheat.PottsTokenizerWithNegation.1 INFO Cumulative 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.
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2023-05-08 04:29:45,030 __main__ DEBUG Running garbage collection...
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2023-05-08 04:29:45,123 __main__ DEBUG Collected 0 pieces of garbage!
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2023-05-08 04:29:45,123 __main__.sample_reviews_polar.ThreeCheat.HuggingBertTokenizer DEBUG Selected Tokenizer: HuggingBertTokenizer
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2023-05-08 04:29:45,123 __main__.sample_reviews_polar.ThreeCheat.HuggingBertTokenizer.1 DEBUG Run #1
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2023-05-08 04:29:45,124 __main__.sample_reviews_polar.ThreeCheat.HuggingBertTokenizer.1 DEBUG Instantiating ThreeCheat with HuggingBertTokenizer...
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2023-05-08 04:30:52,115 __main__.sample_reviews_polar.ThreeCheat.HuggingBertTokenizer.1 INFO Training sentiment analyzer: <ThreeCheat with <HuggingBertTokenizer> tokenizer>
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2023-05-08 04:30:52,115 __main__.sample_reviews_polar.ThreeCheat.HuggingBertTokenizer.1 INFO Training succeeded!
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2023-05-08 04:30:52,115 __main__.sample_reviews_polar.ThreeCheat.HuggingBertTokenizer.1 INFO Evaluating sentiment analyzer: <ThreeCheat with <HuggingBertTokenizer> tokenizer>
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2023-05-08 04:30:52,292 __main__.sample_reviews_polar.ThreeCheat.HuggingBertTokenizer.1 INFO 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 3.0, 0.0 precision of 3.0, 0.0 recall of 5.0, inf precision of 5.0, 0 perfect matches.
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2023-05-08 04:30:52,420 __main__.sample_reviews_polar.ThreeCheat.HuggingBertTokenizer.1 INFO Cumulative 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.
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2023-05-08 04:30:52,421 __main__.sample_reviews_polar.NLTKSentimentAnalyzer DEBUG Selected SentimentAnalyzer: NLTKSentimentAnalyzer
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2023-05-08 04:30:52,421 __main__ DEBUG Running garbage collection...
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2023-05-08 04:30:52,511 __main__ DEBUG Collected 0 pieces of garbage!
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2023-05-08 04:30:52,512 __main__.sample_reviews_polar.NLTKSentimentAnalyzer.PlainTokenizer DEBUG Selected Tokenizer: PlainTokenizer
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2023-05-08 04:30:52,512 __main__.sample_reviews_polar.NLTKSentimentAnalyzer.PlainTokenizer.1 DEBUG Run #1
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2023-05-08 04:30:52,512 __main__.sample_reviews_polar.NLTKSentimentAnalyzer.PlainTokenizer.1 DEBUG Instantiating NLTKSentimentAnalyzer with PlainTokenizer...
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2023-05-08 04:32:03,680 __main__.sample_reviews_polar.NLTKSentimentAnalyzer.PlainTokenizer.1 INFO Training sentiment analyzer: <NLTKSentimentAnalyzer with <PlainTokenizer> tokenizer>
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2023-05-08 04:34:28,687 __main__.sample_reviews_polar.NLTKSentimentAnalyzer.PlainTokenizer.1 INFO Training succeeded!
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2023-05-08 04:34:28,691 __main__.sample_reviews_polar.NLTKSentimentAnalyzer.PlainTokenizer.1 INFO Evaluating sentiment analyzer: <NLTKSentimentAnalyzer with <PlainTokenizer> tokenizer>
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2023-05-08 04:35:34,362 __main__.sample_reviews_polar.NLTKSentimentAnalyzer.PlainTokenizer.1 INFO Evaluation results: Evaluation results: 1000 evaluated, 0.864 mean absolute error, 3.456 mean squared error, 0.694 recall of 1.0, 0.8463414634146341 precision of 1.0, 0.874 recall of 5.0, 0.7406779661016949 precision of 5.0, 784 perfect matches.
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2023-05-08 04:35:34,488 __main__.sample_reviews_polar.NLTKSentimentAnalyzer.PlainTokenizer.1 INFO Cumulative evaluation results: Evaluation results: 1000 evaluated, 0.864 mean absolute error, 3.456 mean squared error, 0.694 recall of 1.0, 0.8463414634146341 precision of 1.0, inf recall of 2.0, inf precision of 2.0, inf recall of 3.0, inf precision of 3.0, inf recall of 4.0, inf precision of 4.0, 0.874 recall of 5.0, 0.7406779661016949 precision of 5.0, 784 perfect matches.
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2023-05-08 04:35:34,489 __main__ DEBUG Running garbage collection...
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2023-05-08 04:35:34,594 __main__ DEBUG Collected 0 pieces of garbage!
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2023-05-08 04:35:34,594 __main__.sample_reviews_polar.NLTKSentimentAnalyzer.LowercaseTokenizer DEBUG Selected Tokenizer: LowercaseTokenizer
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2023-05-08 04:35:34,595 __main__.sample_reviews_polar.NLTKSentimentAnalyzer.LowercaseTokenizer.1 DEBUG Run #1
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2023-05-08 04:35:34,595 __main__.sample_reviews_polar.NLTKSentimentAnalyzer.LowercaseTokenizer.1 DEBUG Instantiating NLTKSentimentAnalyzer with LowercaseTokenizer...
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2023-05-08 04:36:55,269 __main__.sample_reviews_polar.NLTKSentimentAnalyzer.LowercaseTokenizer.1 INFO Training sentiment analyzer: <NLTKSentimentAnalyzer with <LowercaseTokenizer> tokenizer>
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2023-05-08 04:39:11,292 __main__.sample_reviews_polar.NLTKSentimentAnalyzer.LowercaseTokenizer.1 INFO Training succeeded!
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2023-05-08 04:39:11,292 __main__.sample_reviews_polar.NLTKSentimentAnalyzer.LowercaseTokenizer.1 INFO Evaluating sentiment analyzer: <NLTKSentimentAnalyzer with <LowercaseTokenizer> tokenizer>
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2023-05-08 04:40:14,312 __main__.sample_reviews_polar.NLTKSentimentAnalyzer.LowercaseTokenizer.1 INFO Evaluation results: Evaluation results: 1000 evaluated, 1.088 mean absolute error, 4.352 mean squared error, 0.614 recall of 1.0, 0.7953367875647669 precision of 1.0, 0.842 recall of 5.0, 0.6856677524429967 precision of 5.0, 728 perfect matches.
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2023-05-08 04:40:14,580 __main__.sample_reviews_polar.NLTKSentimentAnalyzer.LowercaseTokenizer.1 INFO Cumulative evaluation results: Evaluation results: 1000 evaluated, 1.088 mean absolute error, 4.352 mean squared error, 0.614 recall of 1.0, 0.7953367875647669 precision of 1.0, inf recall of 2.0, inf precision of 2.0, inf recall of 3.0, inf precision of 3.0, inf recall of 4.0, inf precision of 4.0, 0.842 recall of 5.0, 0.6856677524429967 precision of 5.0, 728 perfect matches.
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2023-05-08 04:40:14,581 __main__ DEBUG Running garbage collection...
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2023-05-08 04:40:14,683 __main__ DEBUG Collected 0 pieces of garbage!
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2023-05-08 04:40:14,684 __main__.sample_reviews_polar.NLTKSentimentAnalyzer.NLTKWordTokenizer DEBUG Selected Tokenizer: NLTKWordTokenizer
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2023-05-08 04:40:14,684 __main__.sample_reviews_polar.NLTKSentimentAnalyzer.NLTKWordTokenizer.1 DEBUG Run #1
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2023-05-08 04:40:14,684 __main__.sample_reviews_polar.NLTKSentimentAnalyzer.NLTKWordTokenizer.1 DEBUG Instantiating NLTKSentimentAnalyzer with NLTKWordTokenizer...
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2023-05-08 04:41:55,343 __main__.sample_reviews_polar.NLTKSentimentAnalyzer.NLTKWordTokenizer.1 INFO Training sentiment analyzer: <NLTKSentimentAnalyzer with <NLTKWordTokenizer> tokenizer>
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2023-05-08 04:44:45,773 __main__.sample_reviews_polar.NLTKSentimentAnalyzer.NLTKWordTokenizer.1 INFO Training succeeded!
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2023-05-08 04:44:45,773 __main__.sample_reviews_polar.NLTKSentimentAnalyzer.NLTKWordTokenizer.1 INFO Evaluating sentiment analyzer: <NLTKSentimentAnalyzer with <NLTKWordTokenizer> tokenizer>
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2023-05-08 04:45:58,036 __main__.sample_reviews_polar.NLTKSentimentAnalyzer.NLTKWordTokenizer.1 INFO Evaluation results: Evaluation results: 1000 evaluated, 1.064 mean absolute error, 4.256 mean squared error, 0.624 recall of 1.0, 0.8 precision of 1.0, 0.844 recall of 5.0, 0.6918032786885245 precision of 5.0, 734 perfect matches.
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2023-05-08 04:45:58,182 __main__.sample_reviews_polar.NLTKSentimentAnalyzer.NLTKWordTokenizer.1 INFO Cumulative evaluation results: Evaluation results: 1000 evaluated, 1.064 mean absolute error, 4.256 mean squared error, 0.624 recall of 1.0, 0.8 precision of 1.0, inf recall of 2.0, inf precision of 2.0, inf recall of 3.0, inf precision of 3.0, inf recall of 4.0, inf precision of 4.0, 0.844 recall of 5.0, 0.6918032786885245 precision of 5.0, 734 perfect matches.
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2023-05-08 04:45:58,183 __main__ DEBUG Running garbage collection...
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2023-05-08 04:45:58,276 __main__ DEBUG Collected 0 pieces of garbage!
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2023-05-08 04:45:58,277 __main__.sample_reviews_polar.NLTKSentimentAnalyzer.PottsTokenizer DEBUG Selected Tokenizer: PottsTokenizer
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2023-05-08 04:45:58,277 __main__.sample_reviews_polar.NLTKSentimentAnalyzer.PottsTokenizer.1 DEBUG Run #1
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2023-05-08 04:45:58,277 __main__.sample_reviews_polar.NLTKSentimentAnalyzer.PottsTokenizer.1 DEBUG Instantiating NLTKSentimentAnalyzer with PottsTokenizer...
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2023-05-08 04:47:08,242 __main__.sample_reviews_polar.NLTKSentimentAnalyzer.PottsTokenizer.1 INFO Training sentiment analyzer: <NLTKSentimentAnalyzer with <PottsTokenizer> tokenizer>
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2023-05-08 04:49:27,045 __main__.sample_reviews_polar.NLTKSentimentAnalyzer.PottsTokenizer.1 INFO Training succeeded!
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2023-05-08 04:49:27,046 __main__.sample_reviews_polar.NLTKSentimentAnalyzer.PottsTokenizer.1 INFO Evaluating sentiment analyzer: <NLTKSentimentAnalyzer with <PottsTokenizer> tokenizer>
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2023-05-08 04:50:29,370 __main__.sample_reviews_polar.NLTKSentimentAnalyzer.PottsTokenizer.1 INFO Evaluation results: Evaluation results: 1000 evaluated, 0.884 mean absolute error, 3.536 mean squared error, 0.69 recall of 1.0, 0.8394160583941606 precision of 1.0, 0.868 recall of 5.0, 0.7368421052631579 precision of 5.0, 779 perfect matches.
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2023-05-08 04:50:29,496 __main__.sample_reviews_polar.NLTKSentimentAnalyzer.PottsTokenizer.1 INFO Cumulative evaluation results: Evaluation results: 1000 evaluated, 0.884 mean absolute error, 3.536 mean squared error, 0.69 recall of 1.0, 0.8394160583941606 precision of 1.0, inf recall of 2.0, inf precision of 2.0, inf recall of 3.0, inf precision of 3.0, inf recall of 4.0, inf precision of 4.0, 0.868 recall of 5.0, 0.7368421052631579 precision of 5.0, 779 perfect matches.
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2023-05-08 04:50:29,497 __main__ DEBUG Running garbage collection...
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2023-05-08 04:50:29,597 __main__ DEBUG Collected 0 pieces of garbage!
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2023-05-08 04:50:29,597 __main__.sample_reviews_polar.NLTKSentimentAnalyzer.PottsTokenizerWithNegation DEBUG Selected Tokenizer: PottsTokenizerWithNegation
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2023-05-08 04:50:29,597 __main__.sample_reviews_polar.NLTKSentimentAnalyzer.PottsTokenizerWithNegation.1 DEBUG Run #1
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2023-05-08 04:50:29,597 __main__.sample_reviews_polar.NLTKSentimentAnalyzer.PottsTokenizerWithNegation.1 DEBUG Instantiating NLTKSentimentAnalyzer with PottsTokenizerWithNegation...
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2023-05-08 04:51:40,426 __main__.sample_reviews_polar.NLTKSentimentAnalyzer.PottsTokenizerWithNegation.1 INFO Training sentiment analyzer: <NLTKSentimentAnalyzer with <PottsTokenizerWithNegation> tokenizer>
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2023-05-08 04:54:22,506 __main__.sample_reviews_polar.NLTKSentimentAnalyzer.PottsTokenizerWithNegation.1 INFO Training succeeded!
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2023-05-08 04:54:22,524 __main__.sample_reviews_polar.NLTKSentimentAnalyzer.PottsTokenizerWithNegation.1 INFO Evaluating sentiment analyzer: <NLTKSentimentAnalyzer with <PottsTokenizerWithNegation> tokenizer>
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2023-05-08 04:55:34,897 __main__.sample_reviews_polar.NLTKSentimentAnalyzer.PottsTokenizerWithNegation.1 INFO Evaluation results: Evaluation results: 1000 evaluated, 1.076 mean absolute error, 4.304 mean squared error, 0.598 recall of 1.0, 0.8147138964577657 precision of 1.0, 0.864 recall of 5.0, 0.6824644549763034 precision of 5.0, 731 perfect matches.
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||
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2023-05-08 04:55:35,024 __main__.sample_reviews_polar.NLTKSentimentAnalyzer.PottsTokenizerWithNegation.1 INFO Cumulative evaluation results: Evaluation results: 1000 evaluated, 1.076 mean absolute error, 4.304 mean squared error, 0.598 recall of 1.0, 0.8147138964577657 precision of 1.0, inf recall of 2.0, inf precision of 2.0, inf recall of 3.0, inf precision of 3.0, inf recall of 4.0, inf precision of 4.0, 0.864 recall of 5.0, 0.6824644549763034 precision of 5.0, 731 perfect matches.
|
||
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|
2023-05-08 04:55:35,025 __main__ DEBUG Running garbage collection...
|
||
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2023-05-08 04:55:35,134 __main__ DEBUG Collected 0 pieces of garbage!
|
||
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|
2023-05-08 04:55:35,134 __main__.sample_reviews_polar.NLTKSentimentAnalyzer.HuggingBertTokenizer DEBUG Selected Tokenizer: HuggingBertTokenizer
|
||
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2023-05-08 04:55:35,134 __main__.sample_reviews_polar.NLTKSentimentAnalyzer.HuggingBertTokenizer.1 DEBUG Run #1
|
||
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2023-05-08 04:55:35,134 __main__.sample_reviews_polar.NLTKSentimentAnalyzer.HuggingBertTokenizer.1 DEBUG Instantiating NLTKSentimentAnalyzer with HuggingBertTokenizer...
|
||
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|
2023-05-08 04:56:44,543 __main__.sample_reviews_polar.NLTKSentimentAnalyzer.HuggingBertTokenizer.1 INFO Training sentiment analyzer: <NLTKSentimentAnalyzer with <HuggingBertTokenizer> tokenizer>
|
||
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|
2023-05-08 04:59:53,350 __main__.sample_reviews_polar.NLTKSentimentAnalyzer.HuggingBertTokenizer.1 INFO Training succeeded!
|
||
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|
2023-05-08 04:59:53,355 __main__.sample_reviews_polar.NLTKSentimentAnalyzer.HuggingBertTokenizer.1 INFO Evaluating sentiment analyzer: <NLTKSentimentAnalyzer with <HuggingBertTokenizer> tokenizer>
|
||
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|
2023-05-08 05:01:14,390 __main__.sample_reviews_polar.NLTKSentimentAnalyzer.HuggingBertTokenizer.1 INFO Evaluation results: Evaluation results: 1000 evaluated, 0.976 mean absolute error, 3.904 mean squared error, 0.662 recall of 1.0, 0.8152709359605911 precision of 1.0, 0.85 recall of 5.0, 0.7154882154882155 precision of 5.0, 756 perfect matches.
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2023-05-08 05:01:14,516 __main__.sample_reviews_polar.NLTKSentimentAnalyzer.HuggingBertTokenizer.1 INFO Cumulative evaluation results: Evaluation results: 1000 evaluated, 0.976 mean absolute error, 3.904 mean squared error, 0.662 recall of 1.0, 0.8152709359605911 precision of 1.0, inf recall of 2.0, inf precision of 2.0, inf recall of 3.0, inf precision of 3.0, inf recall of 4.0, inf precision of 4.0, 0.85 recall of 5.0, 0.7154882154882155 precision of 5.0, 756 perfect matches.
|
||
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2023-05-08 05:01:14,516 __main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer DEBUG Selected SentimentAnalyzer: TensorflowPolarSentimentAnalyzer
|
||
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2023-05-08 05:01:14,517 __main__ DEBUG Running garbage collection...
|
||
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2023-05-08 05:01:14,617 __main__ DEBUG Collected 0 pieces of garbage!
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||
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2023-05-08 05:01:14,617 __main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PlainTokenizer DEBUG Selected Tokenizer: PlainTokenizer
|
||
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2023-05-08 05:01:14,618 __main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PlainTokenizer.1 DEBUG Run #1
|
||
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2023-05-08 05:01:14,618 __main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PlainTokenizer.1 DEBUG Instantiating TensorflowPolarSentimentAnalyzer with PlainTokenizer...
|
||
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|
2023-05-08 05:02:29,026 __main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PlainTokenizer.1 INFO Training sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PlainTokenizer> tokenizer>
|
||
|
|
2023-05-08 05:08:30,280 __main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PlainTokenizer.1 INFO Training succeeded!
|
||
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|
2023-05-08 05:08:30,291 __main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PlainTokenizer.1 INFO Evaluating sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PlainTokenizer> tokenizer>
|
||
|
|
2023-05-08 05:09:36,879 __main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PlainTokenizer.1 INFO Evaluation results: Evaluation results: 1000 evaluated, 0.66 mean absolute error, 2.64 mean squared error, 0.818 recall of 1.0, 0.8467908902691511 precision of 1.0, 0.852 recall of 5.0, 0.8239845261121856 precision of 5.0, 835 perfect matches.
|
||
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|
2023-05-08 05:09:37,030 __main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PlainTokenizer.1 INFO Cumulative evaluation results: Evaluation results: 1000 evaluated, 0.66 mean absolute error, 2.64 mean squared error, 0.818 recall of 1.0, 0.8467908902691511 precision of 1.0, inf recall of 2.0, inf precision of 2.0, inf recall of 3.0, inf precision of 3.0, inf recall of 4.0, inf precision of 4.0, 0.852 recall of 5.0, 0.8239845261121856 precision of 5.0, 835 perfect matches.
|
||
|
|
2023-05-08 05:09:37,030 __main__ DEBUG Running garbage collection...
|
||
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|
2023-05-08 05:09:37,137 __main__ DEBUG Collected 16645 pieces of garbage!
|
||
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|
2023-05-08 05:09:37,141 __main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer DEBUG Selected Tokenizer: LowercaseTokenizer
|
||
|
|
2023-05-08 05:09:37,141 __main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.1 DEBUG Run #1
|
||
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|
2023-05-08 05:09:37,141 __main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.1 DEBUG Instantiating TensorflowPolarSentimentAnalyzer with LowercaseTokenizer...
|
||
|
|
2023-05-08 05:10:52,022 __main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.1 INFO Training sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <LowercaseTokenizer> tokenizer>
|
||
|
|
2023-05-08 05:16:52,775 __main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.1 INFO Training succeeded!
|
||
|
|
2023-05-08 05:16:52,778 __main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.1 INFO Evaluating sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <LowercaseTokenizer> tokenizer>
|
||
|
|
2023-05-08 05:17:57,470 __main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.1 INFO Evaluation results: Evaluation results: 1000 evaluated, 0.512 mean absolute error, 2.048 mean squared error, 0.868 recall of 1.0, 0.875 precision of 1.0, 0.876 recall of 5.0, 0.8690476190476191 precision of 5.0, 872 perfect matches.
|
||
|
|
2023-05-08 05:17:57,826 __main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.1 INFO Cumulative evaluation results: Evaluation results: 1000 evaluated, 0.512 mean absolute error, 2.048 mean squared error, 0.868 recall of 1.0, 0.875 precision of 1.0, inf recall of 2.0, inf precision of 2.0, inf recall of 3.0, inf precision of 3.0, inf recall of 4.0, inf precision of 4.0, 0.876 recall of 5.0, 0.8690476190476191 precision of 5.0, 872 perfect matches.
|
||
|
|
2023-05-08 05:17:57,827 __main__ DEBUG Running garbage collection...
|
||
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|
2023-05-08 05:17:57,994 __main__ DEBUG Collected 53604 pieces of garbage!
|
||
|
|
2023-05-08 05:17:58,002 __main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer DEBUG Selected Tokenizer: NLTKWordTokenizer
|
||
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|
2023-05-08 05:17:58,007 __main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.1 DEBUG Run #1
|
||
|
|
2023-05-08 05:17:58,007 __main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.1 DEBUG Instantiating TensorflowPolarSentimentAnalyzer with NLTKWordTokenizer...
|
||
|
|
2023-05-08 05:19:11,926 __main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.1 INFO Training sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <NLTKWordTokenizer> tokenizer>
|
||
|
|
2023-05-08 05:25:26,859 __main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.1 INFO Training succeeded!
|
||
|
|
2023-05-08 05:25:26,860 __main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.1 INFO Evaluating sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <NLTKWordTokenizer> tokenizer>
|
||
|
|
2023-05-08 05:26:33,810 __main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.1 INFO Evaluation results: Evaluation results: 1000 evaluated, 0.552 mean absolute error, 2.208 mean squared error, 0.864 recall of 1.0, 0.8605577689243028 precision of 1.0, 0.86 recall of 5.0, 0.8634538152610441 precision of 5.0, 862 perfect matches.
|
||
|
|
2023-05-08 05:26:33,939 __main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.1 INFO Cumulative evaluation results: Evaluation results: 1000 evaluated, 0.552 mean absolute error, 2.208 mean squared error, 0.864 recall of 1.0, 0.8605577689243028 precision of 1.0, inf recall of 2.0, inf precision of 2.0, inf recall of 3.0, inf precision of 3.0, inf recall of 4.0, inf precision of 4.0, 0.86 recall of 5.0, 0.8634538152610441 precision of 5.0, 862 perfect matches.
|
||
|
|
2023-05-08 05:26:33,940 __main__ DEBUG Running garbage collection...
|
||
|
|
2023-05-08 05:26:34,099 __main__ DEBUG Collected 47800 pieces of garbage!
|
||
|
|
2023-05-08 05:26:34,113 __main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizer DEBUG Selected Tokenizer: PottsTokenizer
|
||
|
|
2023-05-08 05:26:34,116 __main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizer.1 DEBUG Run #1
|
||
|
|
2023-05-08 05:26:34,117 __main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizer.1 DEBUG Instantiating TensorflowPolarSentimentAnalyzer with PottsTokenizer...
|
||
|
|
2023-05-08 05:27:41,090 __main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizer.1 INFO Training sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PottsTokenizer> tokenizer>
|
||
|
|
2023-05-08 05:28:28,707 __main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizer.1 ERROR Training failed, trying again with a different dataset...
|
||
|
|
2023-05-08 05:28:28,837 __main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizer.2 DEBUG Run #2
|
||
|
|
2023-05-08 05:28:28,837 __main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizer.2 DEBUG Instantiating TensorflowPolarSentimentAnalyzer with PottsTokenizer...
|
||
|
|
2023-05-08 05:29:35,277 __main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizer.2 INFO Training sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PottsTokenizer> tokenizer>
|
||
|
|
2023-05-08 05:35:48,049 __main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizer.2 INFO Training succeeded!
|
||
|
|
2023-05-08 05:35:48,049 __main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizer.2 INFO Evaluating sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PottsTokenizer> tokenizer>
|
||
|
|
2023-05-08 05:36:53,031 __main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizer.2 INFO Evaluation results: Evaluation results: 1000 evaluated, 0.536 mean absolute error, 2.144 mean squared error, 0.896 recall of 1.0, 0.8452830188679246 precision of 1.0, 0.836 recall of 5.0, 0.8893617021276595 precision of 5.0, 866 perfect matches.
|
||
|
|
2023-05-08 05:36:53,156 __main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizer.2 INFO Cumulative evaluation results: Evaluation results: 1000 evaluated, 0.536 mean absolute error, 2.144 mean squared error, 0.896 recall of 1.0, 0.8452830188679246 precision of 1.0, inf recall of 2.0, inf precision of 2.0, inf recall of 3.0, inf precision of 3.0, inf recall of 4.0, inf precision of 4.0, 0.836 recall of 5.0, 0.8893617021276595 precision of 5.0, 866 perfect matches.
|
||
|
|
2023-05-08 05:36:53,157 __main__ DEBUG Running garbage collection...
|
||
|
|
2023-05-08 05:36:53,341 __main__ DEBUG Collected 64471 pieces of garbage!
|
||
|
|
2023-05-08 05:36:53,359 __main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation DEBUG Selected Tokenizer: PottsTokenizerWithNegation
|
||
|
|
2023-05-08 05:36:53,364 __main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation.1 DEBUG Run #1
|
||
|
|
2023-05-08 05:36:53,367 __main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation.1 DEBUG Instantiating TensorflowPolarSentimentAnalyzer with PottsTokenizerWithNegation...
|
||
|
|
2023-05-08 05:38:02,478 __main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation.1 INFO Training sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PottsTokenizerWithNegation> tokenizer>
|
||
|
|
2023-05-08 05:43:55,485 __main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation.1 INFO Training succeeded!
|
||
|
|
2023-05-08 05:43:55,485 __main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation.1 INFO Evaluating sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PottsTokenizerWithNegation> tokenizer>
|
||
|
|
2023-05-08 05:45:00,933 __main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation.1 INFO Evaluation results: Evaluation results: 1000 evaluated, 0.46 mean absolute error, 1.84 mean squared error, 0.93 recall of 1.0, 0.8532110091743119 precision of 1.0, 0.84 recall of 5.0, 0.9230769230769231 precision of 5.0, 885 perfect matches.
|
||
|
|
2023-05-08 05:45:01,093 __main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation.1 INFO Cumulative evaluation results: Evaluation results: 1000 evaluated, 0.46 mean absolute error, 1.84 mean squared error, 0.93 recall of 1.0, 0.8532110091743119 precision of 1.0, inf recall of 2.0, inf precision of 2.0, inf recall of 3.0, inf precision of 3.0, inf recall of 4.0, inf precision of 4.0, 0.84 recall of 5.0, 0.9230769230769231 precision of 5.0, 885 perfect matches.
|
||
|
|
2023-05-08 05:45:01,094 __main__ DEBUG Running garbage collection...
|
||
|
|
2023-05-08 05:45:01,253 __main__ DEBUG Collected 41289 pieces of garbage!
|
||
|
|
2023-05-08 05:45:01,263 __main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.HuggingBertTokenizer DEBUG Selected Tokenizer: HuggingBertTokenizer
|
||
|
|
2023-05-08 05:45:01,266 __main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.HuggingBertTokenizer.1 DEBUG Run #1
|
||
|
|
2023-05-08 05:45:01,267 __main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.HuggingBertTokenizer.1 DEBUG Instantiating TensorflowPolarSentimentAnalyzer with HuggingBertTokenizer...
|
||
|
|
2023-05-08 05:46:09,330 __main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.HuggingBertTokenizer.1 INFO Training sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <HuggingBertTokenizer> tokenizer>
|
||
|
|
2023-05-08 05:52:00,364 __main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.HuggingBertTokenizer.1 INFO Training succeeded!
|
||
|
|
2023-05-08 05:52:00,364 __main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.HuggingBertTokenizer.1 INFO Evaluating sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <HuggingBertTokenizer> tokenizer>
|
||
|
|
2023-05-08 05:53:05,830 __main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.HuggingBertTokenizer.1 INFO Evaluation results: Evaluation results: 1000 evaluated, 0.504 mean absolute error, 2.016 mean squared error, 0.892 recall of 1.0, 0.861003861003861 precision of 1.0, 0.856 recall of 5.0, 0.8879668049792531 precision of 5.0, 874 perfect matches.
|
||
|
|
2023-05-08 05:53:05,953 __main__.sample_reviews_polar.TensorflowPolarSentimentAnalyzer.HuggingBertTokenizer.1 INFO Cumulative evaluation results: Evaluation results: 1000 evaluated, 0.504 mean absolute error, 2.016 mean squared error, 0.892 recall of 1.0, 0.861003861003861 precision of 1.0, inf recall of 2.0, inf precision of 2.0, inf recall of 3.0, inf precision of 3.0, inf recall of 4.0, inf precision of 4.0, 0.856 recall of 5.0, 0.8879668049792531 precision of 5.0, 874 perfect matches.
|
||
|
|
2023-05-08 05:53:05,954 __main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer DEBUG Selected SentimentAnalyzer: TensorflowCategorySentimentAnalyzer
|
||
|
|
2023-05-08 05:53:05,954 __main__ DEBUG Running garbage collection...
|
||
|
|
2023-05-08 05:53:06,126 __main__ DEBUG Collected 38369 pieces of garbage!
|
||
|
|
2023-05-08 05:53:06,134 __main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PlainTokenizer DEBUG Selected Tokenizer: PlainTokenizer
|
||
|
|
2023-05-08 05:53:06,135 __main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PlainTokenizer.1 DEBUG Run #1
|
||
|
|
2023-05-08 05:53:06,135 __main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PlainTokenizer.1 DEBUG Instantiating TensorflowCategorySentimentAnalyzer with PlainTokenizer...
|
||
|
|
2023-05-08 05:54:14,119 __main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PlainTokenizer.1 INFO Training sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <PlainTokenizer> tokenizer>
|
||
|
|
2023-05-08 05:54:33,790 __main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PlainTokenizer.1 ERROR Training failed, trying again with a different dataset...
|
||
|
|
2023-05-08 05:54:33,920 __main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PlainTokenizer.2 DEBUG Run #2
|
||
|
|
2023-05-08 05:54:33,920 __main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PlainTokenizer.2 DEBUG Instantiating TensorflowCategorySentimentAnalyzer with PlainTokenizer...
|
||
|
|
2023-05-08 05:55:41,501 __main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PlainTokenizer.2 INFO Training sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <PlainTokenizer> tokenizer>
|
||
|
|
2023-05-08 06:01:24,114 __main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PlainTokenizer.2 INFO Training succeeded!
|
||
|
|
2023-05-08 06:01:24,114 __main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PlainTokenizer.2 INFO Evaluating sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <PlainTokenizer> tokenizer>
|
||
|
|
2023-05-08 06:02:28,791 __main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PlainTokenizer.2 INFO Evaluation results: Evaluation results: 1000 evaluated, 0.54 mean absolute error, 2.16 mean squared error, 0.91 recall of 1.0, 0.8348623853211009 precision of 1.0, 0.82 recall of 5.0, 0.9010989010989011 precision of 5.0, 865 perfect matches.
|
||
|
|
2023-05-08 06:02:28,918 __main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PlainTokenizer.2 INFO Cumulative evaluation results: Evaluation results: 1000 evaluated, 0.54 mean absolute error, 2.16 mean squared error, 0.91 recall of 1.0, 0.8348623853211009 precision of 1.0, inf recall of 2.0, inf precision of 2.0, inf recall of 3.0, inf precision of 3.0, inf recall of 4.0, inf precision of 4.0, 0.82 recall of 5.0, 0.9010989010989011 precision of 5.0, 865 perfect matches.
|
||
|
|
2023-05-08 06:02:28,919 __main__ DEBUG Running garbage collection...
|
||
|
|
2023-05-08 06:02:29,125 __main__ DEBUG Collected 62312 pieces of garbage!
|
||
|
|
2023-05-08 06:02:29,141 __main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer DEBUG Selected Tokenizer: LowercaseTokenizer
|
||
|
|
2023-05-08 06:02:29,147 __main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.1 DEBUG Run #1
|
||
|
|
2023-05-08 06:02:29,150 __main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.1 DEBUG Instantiating TensorflowCategorySentimentAnalyzer with LowercaseTokenizer...
|
||
|
|
2023-05-08 06:03:35,550 __main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.1 INFO Training sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <LowercaseTokenizer> tokenizer>
|
||
|
|
2023-05-08 06:09:36,303 __main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.1 INFO Training succeeded!
|
||
|
|
2023-05-08 06:09:36,325 __main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.1 INFO Evaluating sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <LowercaseTokenizer> tokenizer>
|
||
|
|
2023-05-08 06:10:41,166 __main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.1 INFO Evaluation results: Evaluation results: 1000 evaluated, 0.5 mean absolute error, 2.0 mean squared error, 0.888 recall of 1.0, 0.8654970760233918 precision of 1.0, 0.862 recall of 5.0, 0.8850102669404517 precision of 5.0, 875 perfect matches.
|
||
|
|
2023-05-08 06:10:41,463 __main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.1 INFO Cumulative evaluation results: Evaluation results: 1000 evaluated, 0.5 mean absolute error, 2.0 mean squared error, 0.888 recall of 1.0, 0.8654970760233918 precision of 1.0, inf recall of 2.0, inf precision of 2.0, inf recall of 3.0, inf precision of 3.0, inf recall of 4.0, inf precision of 4.0, 0.862 recall of 5.0, 0.8850102669404517 precision of 5.0, 875 perfect matches.
|
||
|
|
2023-05-08 06:10:41,463 __main__ DEBUG Running garbage collection...
|
||
|
|
2023-05-08 06:10:41,638 __main__ DEBUG Collected 36931 pieces of garbage!
|
||
|
|
2023-05-08 06:10:41,649 __main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer DEBUG Selected Tokenizer: NLTKWordTokenizer
|
||
|
|
2023-05-08 06:10:41,651 __main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.1 DEBUG Run #1
|
||
|
|
2023-05-08 06:10:41,651 __main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.1 DEBUG Instantiating TensorflowCategorySentimentAnalyzer with NLTKWordTokenizer...
|
||
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|
2023-05-08 06:11:54,499 __main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.1 INFO Training sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <NLTKWordTokenizer> tokenizer>
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||
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2023-05-08 06:18:16,274 __main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.1 INFO Training succeeded!
|
||
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2023-05-08 06:18:16,289 __main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.1 INFO Evaluating sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <NLTKWordTokenizer> tokenizer>
|
||
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|
2023-05-08 06:19:23,560 __main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.1 INFO Evaluation results: Evaluation results: 1000 evaluated, 0.524 mean absolute error, 2.096 mean squared error, 0.922 recall of 1.0, 0.833634719710669 precision of 1.0, 0.816 recall of 5.0, 0.912751677852349 precision of 5.0, 869 perfect matches.
|
||
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|
2023-05-08 06:19:23,846 __main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.1 INFO Cumulative evaluation results: Evaluation results: 1000 evaluated, 0.524 mean absolute error, 2.096 mean squared error, 0.922 recall of 1.0, 0.833634719710669 precision of 1.0, inf recall of 2.0, inf precision of 2.0, inf recall of 3.0, inf precision of 3.0, inf recall of 4.0, inf precision of 4.0, 0.816 recall of 5.0, 0.912751677852349 precision of 5.0, 869 perfect matches.
|
||
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|
2023-05-08 06:19:23,847 __main__ DEBUG Running garbage collection...
|
||
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2023-05-08 06:19:24,044 __main__ DEBUG Collected 34748 pieces of garbage!
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||
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|
2023-05-08 06:19:24,054 __main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizer DEBUG Selected Tokenizer: PottsTokenizer
|
||
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2023-05-08 06:19:24,055 __main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizer.1 DEBUG Run #1
|
||
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2023-05-08 06:19:24,056 __main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizer.1 DEBUG Instantiating TensorflowCategorySentimentAnalyzer with PottsTokenizer...
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||
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2023-05-08 06:20:34,231 __main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizer.1 INFO Training sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <PottsTokenizer> tokenizer>
|
||
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2023-05-08 06:22:40,728 __main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizer.1 ERROR Training failed, trying again with a different dataset...
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||
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2023-05-08 06:22:40,862 __main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizer.2 DEBUG Run #2
|
||
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2023-05-08 06:22:40,862 __main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizer.2 DEBUG Instantiating TensorflowCategorySentimentAnalyzer with PottsTokenizer...
|
||
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|
2023-05-08 06:23:47,409 __main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizer.2 INFO Training sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <PottsTokenizer> tokenizer>
|
||
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|
2023-05-08 06:29:58,970 __main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizer.2 INFO Training succeeded!
|
||
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|
2023-05-08 06:29:58,971 __main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizer.2 INFO Evaluating sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <PottsTokenizer> tokenizer>
|
||
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|
2023-05-08 06:31:04,040 __main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizer.2 INFO Evaluation results: Evaluation results: 1000 evaluated, 0.532 mean absolute error, 2.128 mean squared error, 0.862 recall of 1.0, 0.8707070707070707 precision of 1.0, 0.872 recall of 5.0, 0.8633663366336634 precision of 5.0, 867 perfect matches.
|
||
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|
2023-05-08 06:31:04,166 __main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizer.2 INFO Cumulative evaluation results: Evaluation results: 1000 evaluated, 0.532 mean absolute error, 2.128 mean squared error, 0.862 recall of 1.0, 0.8707070707070707 precision of 1.0, inf recall of 2.0, inf precision of 2.0, inf recall of 3.0, inf precision of 3.0, inf recall of 4.0, inf precision of 4.0, 0.872 recall of 5.0, 0.8633663366336634 precision of 5.0, 867 perfect matches.
|
||
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|
2023-05-08 06:31:04,166 __main__ DEBUG Running garbage collection...
|
||
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|
2023-05-08 06:31:04,394 __main__ DEBUG Collected 53578 pieces of garbage!
|
||
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|
2023-05-08 06:31:04,410 __main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegation DEBUG Selected Tokenizer: PottsTokenizerWithNegation
|
||
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|
2023-05-08 06:31:04,414 __main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegation.1 DEBUG Run #1
|
||
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|
2023-05-08 06:31:04,414 __main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegation.1 DEBUG Instantiating TensorflowCategorySentimentAnalyzer with PottsTokenizerWithNegation...
|
||
|
|
2023-05-08 06:32:11,689 __main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegation.1 INFO Training sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <PottsTokenizerWithNegation> tokenizer>
|
||
|
|
2023-05-08 06:38:46,938 __main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegation.1 INFO Training succeeded!
|
||
|
|
2023-05-08 06:38:46,939 __main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegation.1 INFO Evaluating sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <PottsTokenizerWithNegation> tokenizer>
|
||
|
|
2023-05-08 06:39:52,676 __main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegation.1 INFO Evaluation results: Evaluation results: 1000 evaluated, 0.52 mean absolute error, 2.08 mean squared error, 0.842 recall of 1.0, 0.8919491525423728 precision of 1.0, 0.898 recall of 5.0, 0.8503787878787878 precision of 5.0, 870 perfect matches.
|
||
|
|
2023-05-08 06:39:52,802 __main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegation.1 INFO Cumulative evaluation results: Evaluation results: 1000 evaluated, 0.52 mean absolute error, 2.08 mean squared error, 0.842 recall of 1.0, 0.8919491525423728 precision of 1.0, inf recall of 2.0, inf precision of 2.0, inf recall of 3.0, inf precision of 3.0, inf recall of 4.0, inf precision of 4.0, 0.898 recall of 5.0, 0.8503787878787878 precision of 5.0, 870 perfect matches.
|
||
|
|
2023-05-08 06:39:52,802 __main__ DEBUG Running garbage collection...
|
||
|
|
2023-05-08 06:39:53,016 __main__ DEBUG Collected 28249 pieces of garbage!
|
||
|
|
2023-05-08 06:39:53,020 __main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.HuggingBertTokenizer DEBUG Selected Tokenizer: HuggingBertTokenizer
|
||
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|
2023-05-08 06:39:53,021 __main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.HuggingBertTokenizer.1 DEBUG Run #1
|
||
|
|
2023-05-08 06:39:53,021 __main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.HuggingBertTokenizer.1 DEBUG Instantiating TensorflowCategorySentimentAnalyzer with HuggingBertTokenizer...
|
||
|
|
2023-05-08 06:40:58,643 __main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.HuggingBertTokenizer.1 INFO Training sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <HuggingBertTokenizer> tokenizer>
|
||
|
|
2023-05-08 06:47:32,701 __main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.HuggingBertTokenizer.1 INFO Training succeeded!
|
||
|
|
2023-05-08 06:47:32,717 __main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.HuggingBertTokenizer.1 INFO Evaluating sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <HuggingBertTokenizer> tokenizer>
|
||
|
|
2023-05-08 06:48:40,112 __main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.HuggingBertTokenizer.1 INFO Evaluation results: Evaluation results: 1000 evaluated, 0.456 mean absolute error, 1.824 mean squared error, 0.878 recall of 1.0, 0.8922764227642277 precision of 1.0, 0.894 recall of 5.0, 0.8799212598425197 precision of 5.0, 886 perfect matches.
|
||
|
|
2023-05-08 06:48:40,632 __main__.sample_reviews_polar.TensorflowCategorySentimentAnalyzer.HuggingBertTokenizer.1 INFO Cumulative evaluation results: Evaluation results: 1000 evaluated, 0.456 mean absolute error, 1.824 mean squared error, 0.878 recall of 1.0, 0.8922764227642277 precision of 1.0, inf recall of 2.0, inf precision of 2.0, inf recall of 3.0, inf precision of 3.0, inf recall of 4.0, inf precision of 4.0, 0.894 recall of 5.0, 0.8799212598425197 precision of 5.0, 886 perfect matches.
|
||
|
|
2023-05-08 06:48:40,633 __main__.sample_reviews_varied DEBUG Selected sample_func: sample_reviews_varied
|
||
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|
2023-05-08 06:48:40,633 __main__.sample_reviews_varied.ThreeCheat DEBUG Selected SentimentAnalyzer: ThreeCheat
|
||
|
|
2023-05-08 06:48:40,633 __main__ DEBUG Running garbage collection...
|
||
|
|
2023-05-08 06:48:40,831 __main__ DEBUG Collected 25349 pieces of garbage!
|
||
|
|
2023-05-08 06:48:40,835 __main__.sample_reviews_varied.ThreeCheat.PlainTokenizer DEBUG Selected Tokenizer: PlainTokenizer
|
||
|
|
2023-05-08 06:48:40,836 __main__.sample_reviews_varied.ThreeCheat.PlainTokenizer.1 DEBUG Run #1
|
||
|
|
2023-05-08 06:48:40,836 __main__.sample_reviews_varied.ThreeCheat.PlainTokenizer.1 DEBUG Instantiating ThreeCheat with PlainTokenizer...
|
||
|
|
2023-05-08 06:51:28,962 __main__.sample_reviews_varied.ThreeCheat.PlainTokenizer.1 INFO Training sentiment analyzer: <ThreeCheat with <PlainTokenizer> tokenizer>
|
||
|
|
2023-05-08 06:51:28,962 __main__.sample_reviews_varied.ThreeCheat.PlainTokenizer.1 INFO Training succeeded!
|
||
|
|
2023-05-08 06:51:28,962 __main__.sample_reviews_varied.ThreeCheat.PlainTokenizer.1 INFO Evaluating sentiment analyzer: <ThreeCheat with <PlainTokenizer> tokenizer>
|
||
|
|
2023-05-08 06:51:29,148 __main__.sample_reviews_varied.ThreeCheat.PlainTokenizer.1 INFO 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.
|
||
|
|
2023-05-08 06:51:29,277 __main__.sample_reviews_varied.ThreeCheat.PlainTokenizer.1 INFO Cumulative 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.
|
||
|
|
2023-05-08 06:51:29,278 __main__ DEBUG Running garbage collection...
|
||
|
|
2023-05-08 06:51:29,452 __main__ DEBUG Collected 0 pieces of garbage!
|
||
|
|
2023-05-08 06:51:29,453 __main__.sample_reviews_varied.ThreeCheat.LowercaseTokenizer DEBUG Selected Tokenizer: LowercaseTokenizer
|
||
|
|
2023-05-08 06:51:29,453 __main__.sample_reviews_varied.ThreeCheat.LowercaseTokenizer.1 DEBUG Run #1
|
||
|
|
2023-05-08 06:51:29,453 __main__.sample_reviews_varied.ThreeCheat.LowercaseTokenizer.1 DEBUG Instantiating ThreeCheat with LowercaseTokenizer...
|
||
|
|
2023-05-08 06:54:14,359 __main__.sample_reviews_varied.ThreeCheat.LowercaseTokenizer.1 INFO Training sentiment analyzer: <ThreeCheat with <LowercaseTokenizer> tokenizer>
|
||
|
|
2023-05-08 06:54:14,359 __main__.sample_reviews_varied.ThreeCheat.LowercaseTokenizer.1 INFO Training succeeded!
|
||
|
|
2023-05-08 06:54:14,359 __main__.sample_reviews_varied.ThreeCheat.LowercaseTokenizer.1 INFO Evaluating sentiment analyzer: <ThreeCheat with <LowercaseTokenizer> tokenizer>
|
||
|
|
2023-05-08 06:54:14,546 __main__.sample_reviews_varied.ThreeCheat.LowercaseTokenizer.1 INFO 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.
|
||
|
|
2023-05-08 06:54:14,682 __main__.sample_reviews_varied.ThreeCheat.LowercaseTokenizer.1 INFO Cumulative 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.
|
||
|
|
2023-05-08 06:54:14,683 __main__ DEBUG Running garbage collection...
|
||
|
|
2023-05-08 06:54:14,854 __main__ DEBUG Collected 0 pieces of garbage!
|
||
|
|
2023-05-08 06:54:14,855 __main__.sample_reviews_varied.ThreeCheat.NLTKWordTokenizer DEBUG Selected Tokenizer: NLTKWordTokenizer
|
||
|
|
2023-05-08 06:54:14,855 __main__.sample_reviews_varied.ThreeCheat.NLTKWordTokenizer.1 DEBUG Run #1
|
||
|
|
2023-05-08 06:54:14,855 __main__.sample_reviews_varied.ThreeCheat.NLTKWordTokenizer.1 DEBUG Instantiating ThreeCheat with NLTKWordTokenizer...
|
||
|
|
2023-05-08 06:57:04,762 __main__.sample_reviews_varied.ThreeCheat.NLTKWordTokenizer.1 INFO Training sentiment analyzer: <ThreeCheat with <NLTKWordTokenizer> tokenizer>
|
||
|
|
2023-05-08 06:57:04,762 __main__.sample_reviews_varied.ThreeCheat.NLTKWordTokenizer.1 INFO Training succeeded!
|
||
|
|
2023-05-08 06:57:04,762 __main__.sample_reviews_varied.ThreeCheat.NLTKWordTokenizer.1 INFO Evaluating sentiment analyzer: <ThreeCheat with <NLTKWordTokenizer> tokenizer>
|
||
|
|
2023-05-08 06:57:04,974 __main__.sample_reviews_varied.ThreeCheat.NLTKWordTokenizer.1 INFO 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.
|
||
|
|
2023-05-08 06:57:05,108 __main__.sample_reviews_varied.ThreeCheat.NLTKWordTokenizer.1 INFO Cumulative 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.
|
||
|
|
2023-05-08 06:57:05,108 __main__ DEBUG Running garbage collection...
|
||
|
|
2023-05-08 06:57:05,314 __main__ DEBUG Collected 0 pieces of garbage!
|
||
|
|
2023-05-08 06:57:05,314 __main__.sample_reviews_varied.ThreeCheat.PottsTokenizer DEBUG Selected Tokenizer: PottsTokenizer
|
||
|
|
2023-05-08 06:57:05,315 __main__.sample_reviews_varied.ThreeCheat.PottsTokenizer.1 DEBUG Run #1
|
||
|
|
2023-05-08 06:57:05,315 __main__.sample_reviews_varied.ThreeCheat.PottsTokenizer.1 DEBUG Instantiating ThreeCheat with PottsTokenizer...
|
||
|
|
2023-05-08 06:59:57,541 __main__.sample_reviews_varied.ThreeCheat.PottsTokenizer.1 INFO Training sentiment analyzer: <ThreeCheat with <PottsTokenizer> tokenizer>
|
||
|
|
2023-05-08 06:59:57,541 __main__.sample_reviews_varied.ThreeCheat.PottsTokenizer.1 INFO Training succeeded!
|
||
|
|
2023-05-08 06:59:57,541 __main__.sample_reviews_varied.ThreeCheat.PottsTokenizer.1 INFO Evaluating sentiment analyzer: <ThreeCheat with <PottsTokenizer> tokenizer>
|
||
|
|
2023-05-08 06:59:57,747 __main__.sample_reviews_varied.ThreeCheat.PottsTokenizer.1 INFO 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.
|
||
|
|
2023-05-08 06:59:57,878 __main__.sample_reviews_varied.ThreeCheat.PottsTokenizer.1 INFO Cumulative 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.
|
||
|
|
2023-05-08 06:59:57,878 __main__ DEBUG Running garbage collection...
|
||
|
|
2023-05-08 06:59:58,051 __main__ DEBUG Collected 0 pieces of garbage!
|
||
|
|
2023-05-08 06:59:58,052 __main__.sample_reviews_varied.ThreeCheat.PottsTokenizerWithNegation DEBUG Selected Tokenizer: PottsTokenizerWithNegation
|
||
|
|
2023-05-08 06:59:58,053 __main__.sample_reviews_varied.ThreeCheat.PottsTokenizerWithNegation.1 DEBUG Run #1
|
||
|
|
2023-05-08 06:59:58,053 __main__.sample_reviews_varied.ThreeCheat.PottsTokenizerWithNegation.1 DEBUG Instantiating ThreeCheat with PottsTokenizerWithNegation...
|
||
|
|
2023-05-08 07:02:45,377 __main__.sample_reviews_varied.ThreeCheat.PottsTokenizerWithNegation.1 INFO Training sentiment analyzer: <ThreeCheat with <PottsTokenizerWithNegation> tokenizer>
|
||
|
|
2023-05-08 07:02:45,377 __main__.sample_reviews_varied.ThreeCheat.PottsTokenizerWithNegation.1 INFO Training succeeded!
|
||
|
|
2023-05-08 07:02:45,377 __main__.sample_reviews_varied.ThreeCheat.PottsTokenizerWithNegation.1 INFO Evaluating sentiment analyzer: <ThreeCheat with <PottsTokenizerWithNegation> tokenizer>
|
||
|
|
2023-05-08 07:02:45,560 __main__.sample_reviews_varied.ThreeCheat.PottsTokenizerWithNegation.1 INFO 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.
|
||
|
|
2023-05-08 07:02:45,691 __main__.sample_reviews_varied.ThreeCheat.PottsTokenizerWithNegation.1 INFO Cumulative 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.
|
||
|
|
2023-05-08 07:02:45,692 __main__ DEBUG Running garbage collection...
|
||
|
|
2023-05-08 07:02:45,864 __main__ DEBUG Collected 0 pieces of garbage!
|
||
|
|
2023-05-08 07:02:45,865 __main__.sample_reviews_varied.ThreeCheat.HuggingBertTokenizer DEBUG Selected Tokenizer: HuggingBertTokenizer
|
||
|
|
2023-05-08 07:02:45,865 __main__.sample_reviews_varied.ThreeCheat.HuggingBertTokenizer.1 DEBUG Run #1
|
||
|
|
2023-05-08 07:02:45,866 __main__.sample_reviews_varied.ThreeCheat.HuggingBertTokenizer.1 DEBUG Instantiating ThreeCheat with HuggingBertTokenizer...
|
||
|
|
2023-05-08 07:05:31,644 __main__.sample_reviews_varied.ThreeCheat.HuggingBertTokenizer.1 INFO Training sentiment analyzer: <ThreeCheat with <HuggingBertTokenizer> tokenizer>
|
||
|
|
2023-05-08 07:05:31,644 __main__.sample_reviews_varied.ThreeCheat.HuggingBertTokenizer.1 INFO Training succeeded!
|
||
|
|
2023-05-08 07:05:31,644 __main__.sample_reviews_varied.ThreeCheat.HuggingBertTokenizer.1 INFO Evaluating sentiment analyzer: <ThreeCheat with <HuggingBertTokenizer> tokenizer>
|
||
|
|
2023-05-08 07:05:31,852 __main__.sample_reviews_varied.ThreeCheat.HuggingBertTokenizer.1 INFO 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.
|
||
|
|
2023-05-08 07:05:31,992 __main__.sample_reviews_varied.ThreeCheat.HuggingBertTokenizer.1 INFO Cumulative 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.
|
||
|
|
2023-05-08 07:05:31,993 __main__.sample_reviews_varied.NLTKSentimentAnalyzer DEBUG Selected SentimentAnalyzer: NLTKSentimentAnalyzer
|
||
|
|
2023-05-08 07:05:31,993 __main__ DEBUG Running garbage collection...
|
||
|
|
2023-05-08 07:05:32,169 __main__ DEBUG Collected 0 pieces of garbage!
|
||
|
|
2023-05-08 07:05:32,170 __main__.sample_reviews_varied.NLTKSentimentAnalyzer.PlainTokenizer DEBUG Selected Tokenizer: PlainTokenizer
|
||
|
|
2023-05-08 07:05:32,170 __main__.sample_reviews_varied.NLTKSentimentAnalyzer.PlainTokenizer.1 DEBUG Run #1
|
||
|
|
2023-05-08 07:05:32,170 __main__.sample_reviews_varied.NLTKSentimentAnalyzer.PlainTokenizer.1 DEBUG Instantiating NLTKSentimentAnalyzer with PlainTokenizer...
|
||
|
|
2023-05-08 07:08:21,231 __main__.sample_reviews_varied.NLTKSentimentAnalyzer.PlainTokenizer.1 INFO Training sentiment analyzer: <NLTKSentimentAnalyzer with <PlainTokenizer> tokenizer>
|
||
|
|
2023-05-08 07:11:30,820 __main__.sample_reviews_varied.NLTKSentimentAnalyzer.PlainTokenizer.1 INFO Training succeeded!
|
||
|
|
2023-05-08 07:11:30,821 __main__.sample_reviews_varied.NLTKSentimentAnalyzer.PlainTokenizer.1 INFO Evaluating sentiment analyzer: <NLTKSentimentAnalyzer with <PlainTokenizer> tokenizer>
|
||
|
|
2023-05-08 07:14:09,034 __main__.sample_reviews_varied.NLTKSentimentAnalyzer.PlainTokenizer.1 INFO Evaluation results: Evaluation results: 1000 evaluated, 1.341 mean absolute error, 3.443 mean squared error, 0.345 recall of 1.0, 0.5227272727272727 precision of 1.0, 0.31 recall of 2.0, 0.32460732984293195 precision of 2.0, 0.185 recall of 3.0, 0.3557692307692308 precision of 3.0, 0.1 recall of 4.0, 0.3225806451612903 precision of 4.0, 0.7 recall of 5.0, 0.273972602739726 precision of 5.0, 328 perfect matches.
|
||
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|
2023-05-08 07:14:09,162 __main__.sample_reviews_varied.NLTKSentimentAnalyzer.PlainTokenizer.1 INFO Cumulative evaluation results: Evaluation results: 1000 evaluated, 1.341 mean absolute error, 3.443 mean squared error, 0.345 recall of 1.0, 0.5227272727272727 precision of 1.0, 0.31 recall of 2.0, 0.32460732984293195 precision of 2.0, 0.185 recall of 3.0, 0.3557692307692308 precision of 3.0, 0.1 recall of 4.0, 0.3225806451612903 precision of 4.0, 0.7 recall of 5.0, 0.273972602739726 precision of 5.0, 328 perfect matches.
|
||
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|
2023-05-08 07:14:09,162 __main__ DEBUG Running garbage collection...
|
||
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|
2023-05-08 07:14:09,366 __main__ DEBUG Collected 0 pieces of garbage!
|
||
|
|
2023-05-08 07:14:09,367 __main__.sample_reviews_varied.NLTKSentimentAnalyzer.LowercaseTokenizer DEBUG Selected Tokenizer: LowercaseTokenizer
|
||
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|
2023-05-08 07:14:09,367 __main__.sample_reviews_varied.NLTKSentimentAnalyzer.LowercaseTokenizer.1 DEBUG Run #1
|
||
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|
2023-05-08 07:14:09,367 __main__.sample_reviews_varied.NLTKSentimentAnalyzer.LowercaseTokenizer.1 DEBUG Instantiating NLTKSentimentAnalyzer with LowercaseTokenizer...
|
||
|
|
2023-05-08 07:17:00,709 __main__.sample_reviews_varied.NLTKSentimentAnalyzer.LowercaseTokenizer.1 INFO Training sentiment analyzer: <NLTKSentimentAnalyzer with <LowercaseTokenizer> tokenizer>
|
||
|
|
2023-05-08 07:19:56,507 __main__.sample_reviews_varied.NLTKSentimentAnalyzer.LowercaseTokenizer.1 INFO Training succeeded!
|
||
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|
2023-05-08 07:19:56,614 __main__.sample_reviews_varied.NLTKSentimentAnalyzer.LowercaseTokenizer.1 INFO Evaluating sentiment analyzer: <NLTKSentimentAnalyzer with <LowercaseTokenizer> tokenizer>
|
||
|
|
2023-05-08 07:22:24,654 __main__.sample_reviews_varied.NLTKSentimentAnalyzer.LowercaseTokenizer.1 INFO Evaluation results: Evaluation results: 1000 evaluated, 1.221 mean absolute error, 2.967 mean squared error, 0.45 recall of 1.0, 0.5521472392638037 precision of 1.0, 0.21 recall of 2.0, 0.2876712328767123 precision of 2.0, 0.235 recall of 3.0, 0.36153846153846153 precision of 3.0, 0.135 recall of 4.0, 0.36 precision of 4.0, 0.72 recall of 5.0, 0.2962962962962963 precision of 5.0, 350 perfect matches.
|
||
|
|
2023-05-08 07:22:24,984 __main__.sample_reviews_varied.NLTKSentimentAnalyzer.LowercaseTokenizer.1 INFO Cumulative evaluation results: Evaluation results: 1000 evaluated, 1.221 mean absolute error, 2.967 mean squared error, 0.45 recall of 1.0, 0.5521472392638037 precision of 1.0, 0.21 recall of 2.0, 0.2876712328767123 precision of 2.0, 0.235 recall of 3.0, 0.36153846153846153 precision of 3.0, 0.135 recall of 4.0, 0.36 precision of 4.0, 0.72 recall of 5.0, 0.2962962962962963 precision of 5.0, 350 perfect matches.
|
||
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|
2023-05-08 07:22:24,985 __main__ DEBUG Running garbage collection...
|
||
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|
2023-05-08 07:22:27,264 __main__ DEBUG Collected 0 pieces of garbage!
|
||
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|
2023-05-08 07:22:27,264 __main__.sample_reviews_varied.NLTKSentimentAnalyzer.NLTKWordTokenizer DEBUG Selected Tokenizer: NLTKWordTokenizer
|
||
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|
2023-05-08 07:22:27,265 __main__.sample_reviews_varied.NLTKSentimentAnalyzer.NLTKWordTokenizer.1 DEBUG Run #1
|
||
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|
2023-05-08 07:22:27,265 __main__.sample_reviews_varied.NLTKSentimentAnalyzer.NLTKWordTokenizer.1 DEBUG Instantiating NLTKSentimentAnalyzer with NLTKWordTokenizer...
|
||
|
|
2023-05-08 07:25:27,783 __main__.sample_reviews_varied.NLTKSentimentAnalyzer.NLTKWordTokenizer.1 INFO Training sentiment analyzer: <NLTKSentimentAnalyzer with <NLTKWordTokenizer> tokenizer>
|
||
|
|
2023-05-08 07:29:06,012 __main__.sample_reviews_varied.NLTKSentimentAnalyzer.NLTKWordTokenizer.1 INFO Training succeeded!
|
||
|
|
2023-05-08 07:29:06,012 __main__.sample_reviews_varied.NLTKSentimentAnalyzer.NLTKWordTokenizer.1 INFO Evaluating sentiment analyzer: <NLTKSentimentAnalyzer with <NLTKWordTokenizer> tokenizer>
|
||
|
|
2023-05-08 07:31:53,663 __main__.sample_reviews_varied.NLTKSentimentAnalyzer.NLTKWordTokenizer.1 INFO Evaluation results: Evaluation results: 1000 evaluated, 1.281 mean absolute error, 3.281 mean squared error, 0.365 recall of 1.0, 0.5069444444444444 precision of 1.0, 0.315 recall of 2.0, 0.38650306748466257 precision of 2.0, 0.215 recall of 3.0, 0.33076923076923076 precision of 3.0, 0.125 recall of 4.0, 0.32894736842105265 precision of 4.0, 0.715 recall of 5.0, 0.2936344969199179 precision of 5.0, 347 perfect matches.
|
||
|
|
2023-05-08 07:31:53,798 __main__.sample_reviews_varied.NLTKSentimentAnalyzer.NLTKWordTokenizer.1 INFO Cumulative evaluation results: Evaluation results: 1000 evaluated, 1.281 mean absolute error, 3.281 mean squared error, 0.365 recall of 1.0, 0.5069444444444444 precision of 1.0, 0.315 recall of 2.0, 0.38650306748466257 precision of 2.0, 0.215 recall of 3.0, 0.33076923076923076 precision of 3.0, 0.125 recall of 4.0, 0.32894736842105265 precision of 4.0, 0.715 recall of 5.0, 0.2936344969199179 precision of 5.0, 347 perfect matches.
|
||
|
|
2023-05-08 07:31:53,799 __main__ DEBUG Running garbage collection...
|
||
|
|
2023-05-08 07:31:53,994 __main__ DEBUG Collected 0 pieces of garbage!
|
||
|
|
2023-05-08 07:31:53,994 __main__.sample_reviews_varied.NLTKSentimentAnalyzer.PottsTokenizer DEBUG Selected Tokenizer: PottsTokenizer
|
||
|
|
2023-05-08 07:31:53,994 __main__.sample_reviews_varied.NLTKSentimentAnalyzer.PottsTokenizer.1 DEBUG Run #1
|
||
|
|
2023-05-08 07:31:53,994 __main__.sample_reviews_varied.NLTKSentimentAnalyzer.PottsTokenizer.1 DEBUG Instantiating NLTKSentimentAnalyzer with PottsTokenizer...
|
||
|
|
2023-05-08 07:34:43,429 __main__.sample_reviews_varied.NLTKSentimentAnalyzer.PottsTokenizer.1 INFO Training sentiment analyzer: <NLTKSentimentAnalyzer with <PottsTokenizer> tokenizer>
|
||
|
|
2023-05-08 07:37:43,383 __main__.sample_reviews_varied.NLTKSentimentAnalyzer.PottsTokenizer.1 INFO Training succeeded!
|
||
|
|
2023-05-08 07:37:43,384 __main__.sample_reviews_varied.NLTKSentimentAnalyzer.PottsTokenizer.1 INFO Evaluating sentiment analyzer: <NLTKSentimentAnalyzer with <PottsTokenizer> tokenizer>
|
||
|
|
2023-05-08 07:40:07,837 __main__.sample_reviews_varied.NLTKSentimentAnalyzer.PottsTokenizer.1 INFO Evaluation results: Evaluation results: 1000 evaluated, 1.244 mean absolute error, 3.022 mean squared error, 0.44 recall of 1.0, 0.5116279069767442 precision of 1.0, 0.255 recall of 2.0, 0.2463768115942029 precision of 2.0, 0.11 recall of 3.0, 0.24175824175824176 precision of 3.0, 0.14 recall of 4.0, 0.4745762711864407 precision of 4.0, 0.745 recall of 5.0, 0.31634819532908703 precision of 5.0, 338 perfect matches.
|
||
|
|
2023-05-08 07:40:07,966 __main__.sample_reviews_varied.NLTKSentimentAnalyzer.PottsTokenizer.1 INFO Cumulative evaluation results: Evaluation results: 1000 evaluated, 1.244 mean absolute error, 3.022 mean squared error, 0.44 recall of 1.0, 0.5116279069767442 precision of 1.0, 0.255 recall of 2.0, 0.2463768115942029 precision of 2.0, 0.11 recall of 3.0, 0.24175824175824176 precision of 3.0, 0.14 recall of 4.0, 0.4745762711864407 precision of 4.0, 0.745 recall of 5.0, 0.31634819532908703 precision of 5.0, 338 perfect matches.
|
||
|
|
2023-05-08 07:40:07,967 __main__ DEBUG Running garbage collection...
|
||
|
|
2023-05-08 07:40:08,164 __main__ DEBUG Collected 0 pieces of garbage!
|
||
|
|
2023-05-08 07:40:08,164 __main__.sample_reviews_varied.NLTKSentimentAnalyzer.PottsTokenizerWithNegation DEBUG Selected Tokenizer: PottsTokenizerWithNegation
|
||
|
|
2023-05-08 07:40:08,165 __main__.sample_reviews_varied.NLTKSentimentAnalyzer.PottsTokenizerWithNegation.1 DEBUG Run #1
|
||
|
|
2023-05-08 07:40:08,165 __main__.sample_reviews_varied.NLTKSentimentAnalyzer.PottsTokenizerWithNegation.1 DEBUG Instantiating NLTKSentimentAnalyzer with PottsTokenizerWithNegation...
|
||
|
|
2023-05-08 07:42:58,809 __main__.sample_reviews_varied.NLTKSentimentAnalyzer.PottsTokenizerWithNegation.1 INFO Training sentiment analyzer: <NLTKSentimentAnalyzer with <PottsTokenizerWithNegation> tokenizer>
|
||
|
|
2023-05-08 07:46:29,497 __main__.sample_reviews_varied.NLTKSentimentAnalyzer.PottsTokenizerWithNegation.1 INFO Training succeeded!
|
||
|
|
2023-05-08 07:46:29,497 __main__.sample_reviews_varied.NLTKSentimentAnalyzer.PottsTokenizerWithNegation.1 INFO Evaluating sentiment analyzer: <NLTKSentimentAnalyzer with <PottsTokenizerWithNegation> tokenizer>
|
||
|
|
2023-05-08 07:49:17,219 __main__.sample_reviews_varied.NLTKSentimentAnalyzer.PottsTokenizerWithNegation.1 INFO Evaluation results: Evaluation results: 1000 evaluated, 1.252 mean absolute error, 3.024 mean squared error, 0.38 recall of 1.0, 0.4 precision of 1.0, 0.255 recall of 2.0, 0.3493150684931507 precision of 2.0, 0.19 recall of 3.0, 0.2550335570469799 precision of 3.0, 0.085 recall of 4.0, 0.3148148148148148 precision of 4.0, 0.725 recall of 5.0, 0.31453362255965295 precision of 5.0, 327 perfect matches.
|
||
|
|
2023-05-08 07:49:17,343 __main__.sample_reviews_varied.NLTKSentimentAnalyzer.PottsTokenizerWithNegation.1 INFO Cumulative evaluation results: Evaluation results: 1000 evaluated, 1.252 mean absolute error, 3.024 mean squared error, 0.38 recall of 1.0, 0.4 precision of 1.0, 0.255 recall of 2.0, 0.3493150684931507 precision of 2.0, 0.19 recall of 3.0, 0.2550335570469799 precision of 3.0, 0.085 recall of 4.0, 0.3148148148148148 precision of 4.0, 0.725 recall of 5.0, 0.31453362255965295 precision of 5.0, 327 perfect matches.
|
||
|
|
2023-05-08 07:49:17,344 __main__ DEBUG Running garbage collection...
|
||
|
|
2023-05-08 07:49:17,545 __main__ DEBUG Collected 0 pieces of garbage!
|
||
|
|
2023-05-08 07:49:17,545 __main__.sample_reviews_varied.NLTKSentimentAnalyzer.HuggingBertTokenizer DEBUG Selected Tokenizer: HuggingBertTokenizer
|
||
|
|
2023-05-08 07:49:17,545 __main__.sample_reviews_varied.NLTKSentimentAnalyzer.HuggingBertTokenizer.1 DEBUG Run #1
|
||
|
|
2023-05-08 07:49:17,545 __main__.sample_reviews_varied.NLTKSentimentAnalyzer.HuggingBertTokenizer.1 DEBUG Instantiating NLTKSentimentAnalyzer with HuggingBertTokenizer...
|
||
|
|
2023-05-08 07:52:13,697 __main__.sample_reviews_varied.NLTKSentimentAnalyzer.HuggingBertTokenizer.1 INFO Training sentiment analyzer: <NLTKSentimentAnalyzer with <HuggingBertTokenizer> tokenizer>
|
||
|
|
2023-05-08 07:56:21,760 __main__.sample_reviews_varied.NLTKSentimentAnalyzer.HuggingBertTokenizer.1 INFO Training succeeded!
|
||
|
|
2023-05-08 07:56:21,760 __main__.sample_reviews_varied.NLTKSentimentAnalyzer.HuggingBertTokenizer.1 INFO Evaluating sentiment analyzer: <NLTKSentimentAnalyzer with <HuggingBertTokenizer> tokenizer>
|
||
|
|
2023-05-08 07:59:30,673 __main__.sample_reviews_varied.NLTKSentimentAnalyzer.HuggingBertTokenizer.1 INFO Evaluation results: Evaluation results: 1000 evaluated, 1.37 mean absolute error, 3.612 mean squared error, 0.285 recall of 1.0, 0.5277777777777778 precision of 1.0, 0.275 recall of 2.0, 0.30726256983240224 precision of 2.0, 0.14 recall of 3.0, 0.4 precision of 3.0, 0.225 recall of 4.0, 0.41284403669724773 precision of 4.0, 0.695 recall of 5.0, 0.2602996254681648 precision of 5.0, 324 perfect matches.
|
||
|
|
2023-05-08 07:59:31,016 __main__.sample_reviews_varied.NLTKSentimentAnalyzer.HuggingBertTokenizer.1 INFO Cumulative evaluation results: Evaluation results: 1000 evaluated, 1.37 mean absolute error, 3.612 mean squared error, 0.285 recall of 1.0, 0.5277777777777778 precision of 1.0, 0.275 recall of 2.0, 0.30726256983240224 precision of 2.0, 0.14 recall of 3.0, 0.4 precision of 3.0, 0.225 recall of 4.0, 0.41284403669724773 precision of 4.0, 0.695 recall of 5.0, 0.2602996254681648 precision of 5.0, 324 perfect matches.
|
||
|
|
2023-05-08 07:59:31,017 __main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer DEBUG Selected SentimentAnalyzer: TensorflowPolarSentimentAnalyzer
|
||
|
|
2023-05-08 07:59:31,017 __main__ DEBUG Running garbage collection...
|
||
|
|
2023-05-08 07:59:31,555 __main__ DEBUG Collected 0 pieces of garbage!
|
||
|
|
2023-05-08 07:59:31,556 __main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PlainTokenizer DEBUG Selected Tokenizer: PlainTokenizer
|
||
|
|
2023-05-08 07:59:31,556 __main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PlainTokenizer.1 DEBUG Run #1
|
||
|
|
2023-05-08 07:59:31,556 __main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PlainTokenizer.1 DEBUG Instantiating TensorflowPolarSentimentAnalyzer with PlainTokenizer...
|
||
|
|
2023-05-08 08:02:26,348 __main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PlainTokenizer.1 INFO Training sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PlainTokenizer> tokenizer>
|
||
|
|
2023-05-08 08:03:02,311 __main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PlainTokenizer.1 ERROR Training failed, trying again with a different dataset...
|
||
|
|
2023-05-08 08:03:02,469 __main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PlainTokenizer.2 DEBUG Run #2
|
||
|
|
2023-05-08 08:03:02,470 __main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PlainTokenizer.2 DEBUG Instantiating TensorflowPolarSentimentAnalyzer with PlainTokenizer...
|
||
|
|
2023-05-08 08:05:52,163 __main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PlainTokenizer.2 INFO Training sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PlainTokenizer> tokenizer>
|
||
|
|
2023-05-08 08:11:33,976 __main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PlainTokenizer.2 INFO Training succeeded!
|
||
|
|
2023-05-08 08:11:33,976 __main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PlainTokenizer.2 INFO Evaluating sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PlainTokenizer> tokenizer>
|
||
|
|
2023-05-08 08:12:45,719 __main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PlainTokenizer.2 INFO Evaluation results: Evaluation results: 1000 evaluated, 1.294 mean absolute error, 3.176 mean squared error, 0.81 recall of 1.0, 0.34394904458598724 precision of 1.0, 0.0 recall of 2.0, inf precision of 2.0, 0.0 recall of 3.0, inf precision of 3.0, 0.0 recall of 4.0, inf precision of 4.0, 0.86 recall of 5.0, 0.32514177693761814 precision of 5.0, 334 perfect matches.
|
||
|
|
2023-05-08 08:12:45,845 __main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PlainTokenizer.2 INFO Cumulative evaluation results: Evaluation results: 1000 evaluated, 1.294 mean absolute error, 3.176 mean squared error, 0.81 recall of 1.0, 0.34394904458598724 precision of 1.0, 0.0 recall of 2.0, inf precision of 2.0, 0.0 recall of 3.0, inf precision of 3.0, 0.0 recall of 4.0, inf precision of 4.0, 0.86 recall of 5.0, 0.32514177693761814 precision of 5.0, 334 perfect matches.
|
||
|
|
2023-05-08 08:12:45,846 __main__ DEBUG Running garbage collection...
|
||
|
|
2023-05-08 08:12:46,065 __main__ DEBUG Collected 18828 pieces of garbage!
|
||
|
|
2023-05-08 08:12:46,070 __main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer DEBUG Selected Tokenizer: LowercaseTokenizer
|
||
|
|
2023-05-08 08:12:46,070 __main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.1 DEBUG Run #1
|
||
|
|
2023-05-08 08:12:46,070 __main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.1 DEBUG Instantiating TensorflowPolarSentimentAnalyzer with LowercaseTokenizer...
|
||
|
|
2023-05-08 08:15:33,272 __main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.1 INFO Training sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <LowercaseTokenizer> tokenizer>
|
||
|
|
2023-05-08 08:16:12,961 __main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.1 ERROR Training failed, trying again with a different dataset...
|
||
|
|
2023-05-08 08:16:13,088 __main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.2 DEBUG Run #2
|
||
|
|
2023-05-08 08:16:13,088 __main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.2 DEBUG Instantiating TensorflowPolarSentimentAnalyzer with LowercaseTokenizer...
|
||
|
|
2023-05-08 08:18:56,420 __main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.2 INFO Training sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <LowercaseTokenizer> tokenizer>
|
||
|
|
2023-05-08 08:20:44,929 __main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.2 ERROR Training failed, trying again with a different dataset...
|
||
|
|
2023-05-08 08:20:45,449 __main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.3 DEBUG Run #3
|
||
|
|
2023-05-08 08:20:45,450 __main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.3 DEBUG Instantiating TensorflowPolarSentimentAnalyzer with LowercaseTokenizer...
|
||
|
|
2023-05-08 08:23:26,828 __main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.3 INFO Training sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <LowercaseTokenizer> tokenizer>
|
||
|
|
2023-05-08 08:29:01,065 __main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.3 INFO Training succeeded!
|
||
|
|
2023-05-08 08:29:01,065 __main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.3 INFO Evaluating sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <LowercaseTokenizer> tokenizer>
|
||
|
|
2023-05-08 08:30:08,213 __main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.3 INFO Evaluation results: Evaluation results: 1000 evaluated, 1.28 mean absolute error, 3.12 mean squared error, 0.84 recall of 1.0, 0.3421588594704684 precision of 1.0, 0.0 recall of 2.0, inf precision of 2.0, 0.0 recall of 3.0, inf precision of 3.0, 0.0 recall of 4.0, inf precision of 4.0, 0.815 recall of 5.0, 0.32023575638506874 precision of 5.0, 331 perfect matches.
|
||
|
|
2023-05-08 08:30:08,342 __main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.LowercaseTokenizer.3 INFO Cumulative evaluation results: Evaluation results: 1000 evaluated, 1.28 mean absolute error, 3.12 mean squared error, 0.84 recall of 1.0, 0.3421588594704684 precision of 1.0, 0.0 recall of 2.0, inf precision of 2.0, 0.0 recall of 3.0, inf precision of 3.0, 0.0 recall of 4.0, inf precision of 4.0, 0.815 recall of 5.0, 0.32023575638506874 precision of 5.0, 331 perfect matches.
|
||
|
|
2023-05-08 08:30:08,342 __main__ DEBUG Running garbage collection...
|
||
|
|
2023-05-08 08:30:08,593 __main__ DEBUG Collected 48511 pieces of garbage!
|
||
|
|
2023-05-08 08:30:08,607 __main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer DEBUG Selected Tokenizer: NLTKWordTokenizer
|
||
|
|
2023-05-08 08:30:08,610 __main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.1 DEBUG Run #1
|
||
|
|
2023-05-08 08:30:08,612 __main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.1 DEBUG Instantiating TensorflowPolarSentimentAnalyzer with NLTKWordTokenizer...
|
||
|
|
2023-05-08 08:32:59,626 __main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.1 INFO Training sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <NLTKWordTokenizer> tokenizer>
|
||
|
|
2023-05-08 08:38:42,487 __main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.1 INFO Training succeeded!
|
||
|
|
2023-05-08 08:38:42,487 __main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.1 INFO Evaluating sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <NLTKWordTokenizer> tokenizer>
|
||
|
|
2023-05-08 08:39:50,478 __main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.1 INFO Evaluation results: Evaluation results: 1000 evaluated, 1.208 mean absolute error, 2.832 mean squared error, 0.825 recall of 1.0, 0.3900709219858156 precision of 1.0, 0.0 recall of 2.0, inf precision of 2.0, 0.0 recall of 3.0, inf precision of 3.0, 0.0 recall of 4.0, inf precision of 4.0, 0.92 recall of 5.0, 0.3188908145580589 precision of 5.0, 349 perfect matches.
|
||
|
|
2023-05-08 08:39:50,680 __main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.NLTKWordTokenizer.1 INFO Cumulative evaluation results: Evaluation results: 1000 evaluated, 1.208 mean absolute error, 2.832 mean squared error, 0.825 recall of 1.0, 0.3900709219858156 precision of 1.0, 0.0 recall of 2.0, inf precision of 2.0, 0.0 recall of 3.0, inf precision of 3.0, 0.0 recall of 4.0, inf precision of 4.0, 0.92 recall of 5.0, 0.3188908145580589 precision of 5.0, 349 perfect matches.
|
||
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|
2023-05-08 08:39:50,680 __main__ DEBUG Running garbage collection...
|
||
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2023-05-08 08:39:50,885 __main__ DEBUG Collected 5790 pieces of garbage!
|
||
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|
2023-05-08 08:39:50,887 __main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizer DEBUG Selected Tokenizer: PottsTokenizer
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||
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2023-05-08 08:39:50,887 __main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizer.1 DEBUG Run #1
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||
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2023-05-08 08:39:50,887 __main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizer.1 DEBUG Instantiating TensorflowPolarSentimentAnalyzer with PottsTokenizer...
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||
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|
2023-05-08 08:42:38,306 __main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizer.1 INFO Training sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PottsTokenizer> tokenizer>
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||
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|
2023-05-08 08:48:26,128 __main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizer.1 INFO Training succeeded!
|
||
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2023-05-08 08:48:26,129 __main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizer.1 INFO Evaluating sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PottsTokenizer> tokenizer>
|
||
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|
2023-05-08 08:49:31,620 __main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizer.1 INFO Evaluation results: Evaluation results: 1000 evaluated, 1.224 mean absolute error, 2.896 mean squared error, 0.9 recall of 1.0, 0.32786885245901637 precision of 1.0, 0.0 recall of 2.0, inf precision of 2.0, 0.0 recall of 3.0, inf precision of 3.0, 0.0 recall of 4.0, inf precision of 4.0, 0.78 recall of 5.0, 0.3458980044345898 precision of 5.0, 336 perfect matches.
|
||
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2023-05-08 08:49:31,913 __main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizer.1 INFO Cumulative evaluation results: Evaluation results: 1000 evaluated, 1.224 mean absolute error, 2.896 mean squared error, 0.9 recall of 1.0, 0.32786885245901637 precision of 1.0, 0.0 recall of 2.0, inf precision of 2.0, 0.0 recall of 3.0, inf precision of 3.0, 0.0 recall of 4.0, inf precision of 4.0, 0.78 recall of 5.0, 0.3458980044345898 precision of 5.0, 336 perfect matches.
|
||
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2023-05-08 08:49:31,913 __main__ DEBUG Running garbage collection...
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||
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2023-05-08 08:49:32,241 __main__ DEBUG Collected 85763 pieces of garbage!
|
||
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2023-05-08 08:49:32,250 __main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation DEBUG Selected Tokenizer: PottsTokenizerWithNegation
|
||
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2023-05-08 08:49:32,257 __main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation.1 DEBUG Run #1
|
||
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2023-05-08 08:49:32,261 __main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation.1 DEBUG Instantiating TensorflowPolarSentimentAnalyzer with PottsTokenizerWithNegation...
|
||
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|
2023-05-08 08:52:32,731 __main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation.1 INFO Training sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PottsTokenizerWithNegation> tokenizer>
|
||
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|
2023-05-08 08:58:22,412 __main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation.1 INFO Training succeeded!
|
||
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2023-05-08 08:58:22,424 __main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation.1 INFO Evaluating sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <PottsTokenizerWithNegation> tokenizer>
|
||
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|
2023-05-08 08:59:32,565 __main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation.1 INFO Evaluation results: Evaluation results: 1000 evaluated, 1.172 mean absolute error, 2.688 mean squared error, 0.84 recall of 1.0, 0.37168141592920356 precision of 1.0, 0.0 recall of 2.0, inf precision of 2.0, 0.0 recall of 3.0, inf precision of 3.0, 0.0 recall of 4.0, inf precision of 4.0, 0.91 recall of 5.0, 0.33211678832116787 precision of 5.0, 350 perfect matches.
|
||
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|
2023-05-08 08:59:32,737 __main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.PottsTokenizerWithNegation.1 INFO Cumulative evaluation results: Evaluation results: 1000 evaluated, 1.172 mean absolute error, 2.688 mean squared error, 0.84 recall of 1.0, 0.37168141592920356 precision of 1.0, 0.0 recall of 2.0, inf precision of 2.0, 0.0 recall of 3.0, inf precision of 3.0, 0.0 recall of 4.0, inf precision of 4.0, 0.91 recall of 5.0, 0.33211678832116787 precision of 5.0, 350 perfect matches.
|
||
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|
2023-05-08 08:59:32,737 __main__ DEBUG Running garbage collection...
|
||
|
|
2023-05-08 08:59:34,804 __main__ DEBUG Collected 85747 pieces of garbage!
|
||
|
|
2023-05-08 08:59:34,812 __main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.HuggingBertTokenizer DEBUG Selected Tokenizer: HuggingBertTokenizer
|
||
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|
2023-05-08 08:59:34,819 __main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.HuggingBertTokenizer.1 DEBUG Run #1
|
||
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|
2023-05-08 08:59:34,824 __main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.HuggingBertTokenizer.1 DEBUG Instantiating TensorflowPolarSentimentAnalyzer with HuggingBertTokenizer...
|
||
|
|
2023-05-08 09:02:54,959 __main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.HuggingBertTokenizer.1 INFO Training sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <HuggingBertTokenizer> tokenizer>
|
||
|
|
2023-05-08 09:08:45,092 __main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.HuggingBertTokenizer.1 INFO Training succeeded!
|
||
|
|
2023-05-08 09:08:45,092 __main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.HuggingBertTokenizer.1 INFO Evaluating sentiment analyzer: <TensorflowPolarSentimentAnalyzer with <HuggingBertTokenizer> tokenizer>
|
||
|
|
2023-05-08 09:09:52,755 __main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.HuggingBertTokenizer.1 INFO Evaluation results: Evaluation results: 1000 evaluated, 1.258 mean absolute error, 3.032 mean squared error, 0.875 recall of 1.0, 0.3141831238779174 precision of 1.0, 0.0 recall of 2.0, inf precision of 2.0, 0.0 recall of 3.0, inf precision of 3.0, 0.0 recall of 4.0, inf precision of 4.0, 0.81 recall of 5.0, 0.3656884875846501 precision of 5.0, 337 perfect matches.
|
||
|
|
2023-05-08 09:09:52,882 __main__.sample_reviews_varied.TensorflowPolarSentimentAnalyzer.HuggingBertTokenizer.1 INFO Cumulative evaluation results: Evaluation results: 1000 evaluated, 1.258 mean absolute error, 3.032 mean squared error, 0.875 recall of 1.0, 0.3141831238779174 precision of 1.0, 0.0 recall of 2.0, inf precision of 2.0, 0.0 recall of 3.0, inf precision of 3.0, 0.0 recall of 4.0, inf precision of 4.0, 0.81 recall of 5.0, 0.3656884875846501 precision of 5.0, 337 perfect matches.
|
||
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|
2023-05-08 09:09:52,882 __main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer DEBUG Selected SentimentAnalyzer: TensorflowCategorySentimentAnalyzer
|
||
|
|
2023-05-08 09:09:52,882 __main__ DEBUG Running garbage collection...
|
||
|
|
2023-05-08 09:09:53,244 __main__ DEBUG Collected 85741 pieces of garbage!
|
||
|
|
2023-05-08 09:09:53,252 __main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PlainTokenizer DEBUG Selected Tokenizer: PlainTokenizer
|
||
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|
2023-05-08 09:09:53,258 __main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PlainTokenizer.1 DEBUG Run #1
|
||
|
|
2023-05-08 09:09:53,263 __main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PlainTokenizer.1 DEBUG Instantiating TensorflowCategorySentimentAnalyzer with PlainTokenizer...
|
||
|
|
2023-05-08 09:12:44,184 __main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PlainTokenizer.1 INFO Training sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <PlainTokenizer> tokenizer>
|
||
|
|
2023-05-08 09:18:45,371 __main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PlainTokenizer.1 INFO Training succeeded!
|
||
|
|
2023-05-08 09:18:45,379 __main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PlainTokenizer.1 INFO Evaluating sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <PlainTokenizer> tokenizer>
|
||
|
|
2023-05-08 09:19:53,641 __main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PlainTokenizer.1 INFO Evaluation results: Evaluation results: 1000 evaluated, 0.887 mean absolute error, 1.583 mean squared error, 0.27 recall of 1.0, 0.5346534653465347 precision of 1.0, 0.455 recall of 2.0, 0.2808641975308642 precision of 2.0, 0.585 recall of 3.0, 0.3103448275862069 precision of 3.0, 0.165 recall of 4.0, 0.38823529411764707 precision of 4.0, 0.355 recall of 5.0, 0.6283185840707964 precision of 5.0, 366 perfect matches.
|
||
|
|
2023-05-08 09:19:54,023 __main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PlainTokenizer.1 INFO Cumulative evaluation results: Evaluation results: 1000 evaluated, 0.887 mean absolute error, 1.583 mean squared error, 0.27 recall of 1.0, 0.5346534653465347 precision of 1.0, 0.455 recall of 2.0, 0.2808641975308642 precision of 2.0, 0.585 recall of 3.0, 0.3103448275862069 precision of 3.0, 0.165 recall of 4.0, 0.38823529411764707 precision of 4.0, 0.355 recall of 5.0, 0.6283185840707964 precision of 5.0, 366 perfect matches.
|
||
|
|
2023-05-08 09:19:54,024 __main__ DEBUG Running garbage collection...
|
||
|
|
2023-05-08 09:19:54,693 __main__ DEBUG Collected 87195 pieces of garbage!
|
||
|
|
2023-05-08 09:19:54,712 __main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer DEBUG Selected Tokenizer: LowercaseTokenizer
|
||
|
|
2023-05-08 09:19:54,714 __main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.1 DEBUG Run #1
|
||
|
|
2023-05-08 09:19:54,715 __main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.1 DEBUG Instantiating TensorflowCategorySentimentAnalyzer with LowercaseTokenizer...
|
||
|
|
2023-05-08 09:22:52,647 __main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.1 INFO Training sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <LowercaseTokenizer> tokenizer>
|
||
|
|
2023-05-08 09:23:30,313 __main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.1 ERROR Training failed, trying again with a different dataset...
|
||
|
|
2023-05-08 09:23:30,507 __main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.2 DEBUG Run #2
|
||
|
|
2023-05-08 09:23:30,508 __main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.2 DEBUG Instantiating TensorflowCategorySentimentAnalyzer with LowercaseTokenizer...
|
||
|
|
2023-05-08 09:27:36,963 __main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.2 INFO Training sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <LowercaseTokenizer> tokenizer>
|
||
|
|
2023-05-08 09:33:35,954 __main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.2 INFO Training succeeded!
|
||
|
|
2023-05-08 09:33:35,961 __main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.2 INFO Evaluating sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <LowercaseTokenizer> tokenizer>
|
||
|
|
2023-05-08 09:34:47,990 __main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.2 INFO Evaluation results: Evaluation results: 1000 evaluated, 0.803 mean absolute error, 1.467 mean squared error, 0.48 recall of 1.0, 0.5517241379310345 precision of 1.0, 0.56 recall of 2.0, 0.37966101694915255 precision of 2.0, 0.275 recall of 3.0, 0.3741496598639456 precision of 3.0, 0.425 recall of 4.0, 0.34274193548387094 precision of 4.0, 0.405 recall of 5.0, 0.5955882352941176 precision of 5.0, 429 perfect matches.
|
||
|
|
2023-05-08 09:34:48,200 __main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.LowercaseTokenizer.2 INFO Cumulative evaluation results: Evaluation results: 1000 evaluated, 0.803 mean absolute error, 1.467 mean squared error, 0.48 recall of 1.0, 0.5517241379310345 precision of 1.0, 0.56 recall of 2.0, 0.37966101694915255 precision of 2.0, 0.275 recall of 3.0, 0.3741496598639456 precision of 3.0, 0.425 recall of 4.0, 0.34274193548387094 precision of 4.0, 0.405 recall of 5.0, 0.5955882352941176 precision of 5.0, 429 perfect matches.
|
||
|
|
2023-05-08 09:34:48,201 __main__ DEBUG Running garbage collection...
|
||
|
|
2023-05-08 09:34:48,460 __main__ DEBUG Collected 21722 pieces of garbage!
|
||
|
|
2023-05-08 09:34:48,464 __main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer DEBUG Selected Tokenizer: NLTKWordTokenizer
|
||
|
|
2023-05-08 09:34:48,465 __main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.1 DEBUG Run #1
|
||
|
|
2023-05-08 09:34:48,465 __main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.1 DEBUG Instantiating TensorflowCategorySentimentAnalyzer with NLTKWordTokenizer...
|
||
|
|
2023-05-08 09:37:43,553 __main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.1 INFO Training sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <NLTKWordTokenizer> tokenizer>
|
||
|
|
2023-05-08 09:43:52,626 __main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.1 INFO Training succeeded!
|
||
|
|
2023-05-08 09:43:52,660 __main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.1 INFO Evaluating sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <NLTKWordTokenizer> tokenizer>
|
||
|
|
2023-05-08 09:45:02,535 __main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.1 INFO Evaluation results: Evaluation results: 1000 evaluated, 0.813 mean absolute error, 1.373 mean squared error, 0.545 recall of 1.0, 0.5265700483091788 precision of 1.0, 0.3 recall of 2.0, 0.3821656050955414 precision of 2.0, 0.455 recall of 3.0, 0.3273381294964029 precision of 3.0, 0.32 recall of 4.0, 0.3333333333333333 precision of 4.0, 0.42 recall of 5.0, 0.5060240963855421 precision of 5.0, 408 perfect matches.
|
||
|
|
2023-05-08 09:45:02,815 __main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.NLTKWordTokenizer.1 INFO Cumulative evaluation results: Evaluation results: 1000 evaluated, 0.813 mean absolute error, 1.373 mean squared error, 0.545 recall of 1.0, 0.5265700483091788 precision of 1.0, 0.3 recall of 2.0, 0.3821656050955414 precision of 2.0, 0.455 recall of 3.0, 0.3273381294964029 precision of 3.0, 0.32 recall of 4.0, 0.3333333333333333 precision of 4.0, 0.42 recall of 5.0, 0.5060240963855421 precision of 5.0, 408 perfect matches.
|
||
|
|
2023-05-08 09:45:02,815 __main__ DEBUG Running garbage collection...
|
||
|
|
2023-05-08 09:45:03,154 __main__ DEBUG Collected 87193 pieces of garbage!
|
||
|
|
2023-05-08 09:45:03,172 __main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizer DEBUG Selected Tokenizer: PottsTokenizer
|
||
|
|
2023-05-08 09:45:03,175 __main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizer.1 DEBUG Run #1
|
||
|
|
2023-05-08 09:45:03,176 __main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizer.1 DEBUG Instantiating TensorflowCategorySentimentAnalyzer with PottsTokenizer...
|
||
|
|
2023-05-08 09:47:52,098 __main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizer.1 INFO Training sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <PottsTokenizer> tokenizer>
|
||
|
|
2023-05-08 09:54:06,325 __main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizer.1 INFO Training succeeded!
|
||
|
|
2023-05-08 09:54:06,367 __main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizer.1 INFO Evaluating sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <PottsTokenizer> tokenizer>
|
||
|
|
2023-05-08 09:55:15,552 __main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizer.1 INFO Evaluation results: Evaluation results: 1000 evaluated, 0.779 mean absolute error, 1.527 mean squared error, 0.485 recall of 1.0, 0.563953488372093 precision of 1.0, 0.445 recall of 2.0, 0.43842364532019706 precision of 2.0, 0.51 recall of 3.0, 0.379182156133829 precision of 3.0, 0.41 recall of 4.0, 0.4880952380952381 precision of 4.0, 0.53 recall of 5.0, 0.5638297872340425 precision of 5.0, 476 perfect matches.
|
||
|
|
2023-05-08 09:55:15,809 __main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizer.1 INFO Cumulative evaluation results: Evaluation results: 1000 evaluated, 0.779 mean absolute error, 1.527 mean squared error, 0.485 recall of 1.0, 0.563953488372093 precision of 1.0, 0.445 recall of 2.0, 0.43842364532019706 precision of 2.0, 0.51 recall of 3.0, 0.379182156133829 precision of 3.0, 0.41 recall of 4.0, 0.4880952380952381 precision of 4.0, 0.53 recall of 5.0, 0.5638297872340425 precision of 5.0, 476 perfect matches.
|
||
|
|
2023-05-08 09:55:15,810 __main__ DEBUG Running garbage collection...
|
||
|
|
2023-05-08 09:55:16,193 __main__ DEBUG Collected 87179 pieces of garbage!
|
||
|
|
2023-05-08 09:55:16,211 __main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegation DEBUG Selected Tokenizer: PottsTokenizerWithNegation
|
||
|
|
2023-05-08 09:55:16,215 __main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegation.1 DEBUG Run #1
|
||
|
|
2023-05-08 09:55:16,216 __main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegation.1 DEBUG Instantiating TensorflowCategorySentimentAnalyzer with PottsTokenizerWithNegation...
|
||
|
|
2023-05-08 09:58:25,111 __main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegation.1 INFO Training sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <PottsTokenizerWithNegation> tokenizer>
|
||
|
|
2023-05-08 10:00:21,074 __main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegation.1 ERROR Training failed, trying again with a different dataset...
|
||
|
|
2023-05-08 10:00:21,453 __main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegation.2 DEBUG Run #2
|
||
|
|
2023-05-08 10:00:21,453 __main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegation.2 DEBUG Instantiating TensorflowCategorySentimentAnalyzer with PottsTokenizerWithNegation...
|
||
|
|
2023-05-08 10:03:50,047 __main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegation.2 INFO Training sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <PottsTokenizerWithNegation> tokenizer>
|
||
|
|
2023-05-08 10:09:51,315 __main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegation.2 INFO Training succeeded!
|
||
|
|
2023-05-08 10:09:51,315 __main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegation.2 INFO Evaluating sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <PottsTokenizerWithNegation> tokenizer>
|
||
|
|
2023-05-08 10:11:03,766 __main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegation.2 INFO Evaluation results: Evaluation results: 1000 evaluated, 0.831 mean absolute error, 1.417 mean squared error, 0.41 recall of 1.0, 0.6307692307692307 precision of 1.0, 0.34 recall of 2.0, 0.29310344827586204 precision of 2.0, 0.43 recall of 3.0, 0.3233082706766917 precision of 3.0, 0.355 recall of 4.0, 0.3271889400921659 precision of 4.0, 0.425 recall of 5.0, 0.5483870967741935 precision of 5.0, 392 perfect matches.
|
||
|
|
2023-05-08 10:11:03,895 __main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.PottsTokenizerWithNegation.2 INFO Cumulative evaluation results: Evaluation results: 1000 evaluated, 0.831 mean absolute error, 1.417 mean squared error, 0.41 recall of 1.0, 0.6307692307692307 precision of 1.0, 0.34 recall of 2.0, 0.29310344827586204 precision of 2.0, 0.43 recall of 3.0, 0.3233082706766917 precision of 3.0, 0.355 recall of 4.0, 0.3271889400921659 precision of 4.0, 0.425 recall of 5.0, 0.5483870967741935 precision of 5.0, 392 perfect matches.
|
||
|
|
2023-05-08 10:11:03,896 __main__ DEBUG Running garbage collection...
|
||
|
|
2023-05-08 10:11:04,168 __main__ DEBUG Collected 13027 pieces of garbage!
|
||
|
|
2023-05-08 10:11:04,172 __main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.HuggingBertTokenizer DEBUG Selected Tokenizer: HuggingBertTokenizer
|
||
|
|
2023-05-08 10:11:04,172 __main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.HuggingBertTokenizer.1 DEBUG Run #1
|
||
|
|
2023-05-08 10:11:04,172 __main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.HuggingBertTokenizer.1 DEBUG Instantiating TensorflowCategorySentimentAnalyzer with HuggingBertTokenizer...
|
||
|
|
2023-05-08 10:13:51,532 __main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.HuggingBertTokenizer.1 INFO Training sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <HuggingBertTokenizer> tokenizer>
|
||
|
|
2023-05-08 10:19:41,412 __main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.HuggingBertTokenizer.1 INFO Training succeeded!
|
||
|
|
2023-05-08 10:19:41,413 __main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.HuggingBertTokenizer.1 INFO Evaluating sentiment analyzer: <TensorflowCategorySentimentAnalyzer with <HuggingBertTokenizer> tokenizer>
|
||
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2023-05-08 10:20:50,241 __main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.HuggingBertTokenizer.1 INFO Evaluation results: Evaluation results: 1000 evaluated, 0.872 mean absolute error, 1.63 mean squared error, 0.545 recall of 1.0, 0.461864406779661 precision of 1.0, 0.275 recall of 2.0, 0.3055555555555556 precision of 2.0, 0.26 recall of 3.0, 0.2826086956521739 precision of 3.0, 0.45 recall of 4.0, 0.36 precision of 4.0, 0.465 recall of 5.0, 0.62 precision of 5.0, 399 perfect matches.
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2023-05-08 10:20:50,775 __main__.sample_reviews_varied.TensorflowCategorySentimentAnalyzer.HuggingBertTokenizer.1 INFO Cumulative evaluation results: Evaluation results: 1000 evaluated, 0.872 mean absolute error, 1.63 mean squared error, 0.545 recall of 1.0, 0.461864406779661 precision of 1.0, 0.275 recall of 2.0, 0.3055555555555556 precision of 2.0, 0.26 recall of 3.0, 0.2826086956521739 precision of 3.0, 0.45 recall of 4.0, 0.36 precision of 4.0, 0.465 recall of 5.0, 0.62 precision of 5.0, 399 perfect matches.
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