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mp-02/layoutlmv3-finetuned-funsd2

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  1. README.md +17 -17
  2. all_results.json +8 -8
  3. predict_results.json +8 -8
  4. predictions.txt +18 -18
README.md CHANGED
@@ -20,11 +20,11 @@ should probably proofread and complete it, then remove this comment. -->
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  This model is a fine-tuned version of [microsoft/layoutlmv3-base](https://huggingface.co/microsoft/layoutlmv3-base) on an unknown dataset.
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  It achieves the following results on the evaluation set:
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- - Loss: 0.2991
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- - Precision: 0.7279
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- - Recall: 0.7091
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- - F1: 0.7183
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- - Accuracy: 0.9111
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  ## Model description
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@@ -55,18 +55,18 @@ The following hyperparameters were used during training:
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  | Training Loss | Epoch | Step | Validation Loss | Precision | Recall | F1 | Accuracy |
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  |:-------------:|:-------:|:----:|:---------------:|:---------:|:------:|:------:|:--------:|
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- | No log | 0.9091 | 10 | 0.5192 | 0.5148 | 0.4871 | 0.5006 | 0.8322 |
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- | No log | 1.8182 | 20 | 0.3608 | 0.6485 | 0.6164 | 0.6320 | 0.8912 |
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- | No log | 2.7273 | 30 | 0.2978 | 0.6762 | 0.6616 | 0.6688 | 0.9027 |
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- | No log | 3.6364 | 40 | 0.2697 | 0.6768 | 0.6724 | 0.6746 | 0.8996 |
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- | No log | 4.5455 | 50 | 0.2737 | 0.6726 | 0.6509 | 0.6616 | 0.8989 |
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- | No log | 5.4545 | 60 | 0.2784 | 0.6667 | 0.6724 | 0.6695 | 0.8973 |
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- | No log | 6.3636 | 70 | 0.2536 | 0.7054 | 0.6810 | 0.6930 | 0.9096 |
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- | No log | 7.2727 | 80 | 0.2803 | 0.7100 | 0.7069 | 0.7084 | 0.9103 |
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- | No log | 8.1818 | 90 | 0.2924 | 0.7165 | 0.7026 | 0.7095 | 0.9057 |
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- | No log | 9.0909 | 100 | 0.2993 | 0.6801 | 0.6918 | 0.6859 | 0.9004 |
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- | No log | 10.0 | 110 | 0.3056 | 0.7013 | 0.6983 | 0.6998 | 0.9057 |
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- | No log | 10.9091 | 120 | 0.2991 | 0.7279 | 0.7091 | 0.7183 | 0.9111 |
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  ### Framework versions
 
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  This model is a fine-tuned version of [microsoft/layoutlmv3-base](https://huggingface.co/microsoft/layoutlmv3-base) on an unknown dataset.
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  It achieves the following results on the evaluation set:
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+ - Loss: 0.6633
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+ - Precision: 0.9027
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+ - Recall: 0.9090
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+ - F1: 0.9058
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+ - Accuracy: 0.8500
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  ## Model description
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  | Training Loss | Epoch | Step | Validation Loss | Precision | Recall | F1 | Accuracy |
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  |:-------------:|:-------:|:----:|:---------------:|:---------:|:------:|:------:|:--------:|
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+ | No log | 0.9091 | 10 | 0.9825 | 0.5685 | 0.6133 | 0.5901 | 0.6804 |
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+ | No log | 1.8182 | 20 | 0.6492 | 0.7647 | 0.8215 | 0.7921 | 0.7781 |
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+ | No log | 2.7273 | 30 | 0.5079 | 0.8037 | 0.8635 | 0.8326 | 0.8370 |
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+ | No log | 3.6364 | 40 | 0.5371 | 0.8600 | 0.8924 | 0.8759 | 0.8428 |
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+ | No log | 4.5455 | 50 | 0.5696 | 0.8753 | 0.8968 | 0.8859 | 0.8348 |
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+ | No log | 5.4545 | 60 | 0.6309 | 0.8733 | 0.8863 | 0.8797 | 0.8272 |
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+ | No log | 6.3636 | 70 | 0.6272 | 0.8878 | 0.9003 | 0.8940 | 0.8494 |
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+ | No log | 7.2727 | 80 | 0.6168 | 0.9025 | 0.9151 | 0.9088 | 0.8688 |
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+ | No log | 8.1818 | 90 | 0.6458 | 0.9094 | 0.9134 | 0.9114 | 0.8588 |
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+ | No log | 9.0909 | 100 | 0.6830 | 0.8985 | 0.9064 | 0.9024 | 0.8490 |
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+ | No log | 10.0 | 110 | 0.6325 | 0.9086 | 0.9221 | 0.9153 | 0.8502 |
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+ | No log | 10.9091 | 120 | 0.6633 | 0.9027 | 0.9090 | 0.9058 | 0.8500 |
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  ### Framework versions
all_results.json CHANGED
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  {
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- "predict_accuracy": 0.8892307692307693,
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- "predict_f1": 0.6833114323258869,
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- "predict_loss": 0.3853023946285248,
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- "predict_precision": 0.6718346253229974,
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- "predict_recall": 0.6951871657754011,
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- "predict_runtime": 1.5167,
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- "predict_samples_per_second": 11.868,
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- "predict_steps_per_second": 1.319
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  }
 
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  {
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+ "predict_accuracy": 0.8218373936014088,
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+ "predict_f1": 0.9038133181559477,
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+ "predict_loss": 0.6888472437858582,
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+ "predict_precision": 0.895152198421646,
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+ "predict_recall": 0.9126436781609195,
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+ "predict_runtime": 2.0596,
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+ "predict_samples_per_second": 8.74,
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+ "predict_steps_per_second": 0.971
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  }
predict_results.json CHANGED
@@ -1,10 +1,10 @@
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  {
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- "predict_accuracy": 0.8892307692307693,
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- "predict_f1": 0.6833114323258869,
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- "predict_loss": 0.3853023946285248,
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- "predict_precision": 0.6718346253229974,
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- "predict_recall": 0.6951871657754011,
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- "predict_runtime": 1.5167,
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- "predict_samples_per_second": 11.868,
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- "predict_steps_per_second": 1.319
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  }
 
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  {
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+ "predict_accuracy": 0.8218373936014088,
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+ "predict_f1": 0.9038133181559477,
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+ "predict_loss": 0.6888472437858582,
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+ "predict_precision": 0.895152198421646,
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+ "predict_recall": 0.9126436781609195,
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+ "predict_runtime": 2.0596,
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+ "predict_samples_per_second": 8.74,
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+ "predict_steps_per_second": 0.971
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  }
predictions.txt CHANGED
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- header header other question question question question header header header answer answer answer header question header question header question header question answer header question
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- header header header header header header answer answer header header header header header header header header header question header question question question question question question question question question question question header header header answer answer header header header header header header answer answer other other question question question header question question header question header question header question question question question question question question question header header header header header header header header question header header question question question question question question question question question question header header header header header header header header header header question header question other question question answer header
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- other answer header header header header answer header question header question header question header question header question header question header question question question header
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- answer header header header header header header header header header header header header header header header header header header header header header header question question header header header header header question question question question question question question question other question header header header header header header header header header header header header header header question question question answer question header question header question question question header header header question header header header question header question question question header question header header header header other
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- other answer header header header header header header header header header header header header header header question header header header header header header question question question question question question question question question question question question header header header header header question question question question other header question other question answer question question question answer other question question question question question question question header header question question question question header header question header header header header header header header header header header header header header header header header header question question question question question question question question header header header header header header header header header header header header header answer other other other
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- header question header header question header header question question question header question question question question question question question other answer answer answer question question question question question question header question header question header question question question header header header header header header question question question header answer
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- other header header question header header header header header header header question question question header header other header header header question answer other header question question header question other header question header header header question question question header header header header question question question question header header header header question question
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- question question question question header answer question question header header header other question question header answer other other other header question header header header header header header other other header header header question question question header question header header header header header header header header question header question other header other question header header header answer header question question question question question question other other question question other other header other header question
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- header header header header header question question header question header header header question header header header header header question other other other other question header header header question other header header other answer answer other other question question question question header header header question other answer header question header question header header header header header other header header header question header question question header header question question header header header header question question answer header question header question header question other other other
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+ B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-HEADER B-HEADER B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-ANSWER B-ANSWER B-ANSWER B-ANSWER B-ANSWER B-ANSWER B-ANSWER B-ANSWER B-ANSWER B-ANSWER B-ANSWER B-ANSWER B-ANSWER B-ANSWER B-ANSWER B-ANSWER B-HEADER B-HEADER B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-HEADER B-HEADER B-HEADER B-QUESTION O O O O B-ANSWER I-ANSWER B-ANSWER I-ANSWER I-ANSWER B-ANSWER I-ANSWER B-QUESTION I-QUESTION I-QUESTION I-QUESTION B-ANSWER I-ANSWER I-ANSWER B-ANSWER B-QUESTION I-QUESTION I-QUESTION B-ANSWER I-ANSWER I-ANSWER I-ANSWER B-QUESTION I-QUESTION I-QUESTION I-QUESTION B-ANSWER I-ANSWER I-ANSWER B-QUESTION I-QUESTION B-ANSWER I-ANSWER B-ANSWER I-ANSWER B-ANSWER I-ANSWER B-ANSWER I-ANSWER B-ANSWER I-ANSWER I-ANSWER I-ANSWER B-ANSWER I-ANSWER I-ANSWER B-ANSWER I-ANSWER I-ANSWER B-ANSWER I-ANSWER I-ANSWER B-QUESTION I-QUESTION B-QUESTION I-QUESTION I-QUESTION B-QUESTION I-QUESTION B-QUESTION I-QUESTION B-QUESTION I-QUESTION B-QUESTION I-QUESTION I-QUESTION B-QUESTION I-QUESTION B-QUESTION I-QUESTION B-ANSWER I-ANSWER B-QUESTION I-QUESTION B-QUESTION I-QUESTION B-ANSWER I-ANSWER B-ANSWER I-ANSWER B-ANSWER I-ANSWER B-ANSWER I-ANSWER B-ANSWER I-ANSWER B-ANSWER I-ANSWER B-ANSWER I-ANSWER I-ANSWER I-ANSWER B-ANSWER I-ANSWER I-ANSWER B-ANSWER I-ANSWER I-ANSWER B-ANSWER B-QUESTION I-QUESTION B-QUESTION I-QUESTION B-QUESTION I-QUESTION B-QUESTION I-QUESTION I-QUESTION B-QUESTION I-QUESTION B-QUESTION I-QUESTION I-QUESTION B-QUESTION I-QUESTION B-QUESTION I-QUESTION B-QUESTION I-QUESTION I-QUESTION B-QUESTION I-QUESTION I-QUESTION I-QUESTION I-QUESTION I-QUESTION B-ANSWER I-ANSWER B-QUESTION I-QUESTION B-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER O O B-ANSWER I-ANSWER B-QUESTION I-QUESTION I-QUESTION B-HEADER I-HEADER O O O
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+ O B-HEADER B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-HEADER I-HEADER I-HEADER B-QUESTION I-QUESTION B-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER B-QUESTION I-QUESTION B-ANSWER I-ANSWER I-ANSWER B-QUESTION I-QUESTION B-ANSWER I-ANSWER I-ANSWER B-QUESTION I-QUESTION I-QUESTION I-QUESTION B-ANSWER I-ANSWER I-ANSWER B-QUESTION I-QUESTION I-QUESTION I-QUESTION I-QUESTION I-QUESTION I-QUESTION I-QUESTION I-QUESTION B-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER B-QUESTION I-QUESTION I-QUESTION I-QUESTION B-ANSWER O O B-QUESTION I-QUESTION I-QUESTION I-QUESTION I-QUESTION I-QUESTION B-ANSWER I-ANSWER B-ANSWER I-ANSWER I-ANSWER B-ANSWER I-ANSWER I-ANSWER B-QUESTION I-QUESTION
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+ B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-QUESTION O B-ANSWER B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-ANSWER B-ANSWER O O O B-QUESTION B-QUESTION I-QUESTION B-QUESTION B-QUESTION I-QUESTION B-HEADER I-HEADER O O O O O O O O O O O O O O B-ANSWER I-ANSWER I-ANSWER B-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER B-QUESTION I-QUESTION B-QUESTION I-QUESTION I-QUESTION B-ANSWER I-ANSWER I-ANSWER B-ANSWER I-ANSWER I-ANSWER B-ANSWER I-ANSWER B-QUESTION I-QUESTION B-QUESTION I-QUESTION I-QUESTION I-QUESTION B-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER B-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER B-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER B-QUESTION I-QUESTION I-QUESTION B-QUESTION I-QUESTION B-QUESTION I-QUESTION B-QUESTION I-QUESTION B-QUESTION I-QUESTION B-QUESTION I-QUESTION B-QUESTION I-QUESTION
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+ B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-QUESTION O B-QUESTION B-QUESTION B-QUESTION B-HEADER I-HEADER I-HEADER I-HEADER O O O O B-QUESTION I-QUESTION B-QUESTION B-QUESTION I-QUESTION I-QUESTION B-ANSWER I-ANSWER I-ANSWER I-ANSWER B-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER B-ANSWER I-ANSWER I-ANSWER B-ANSWER I-ANSWER I-ANSWER I-ANSWER B-QUESTION I-QUESTION I-QUESTION O O O I-ANSWER B-ANSWER I-ANSWER B-QUESTION I-QUESTION I-QUESTION B-ANSWER I-ANSWER B-ANSWER I-ANSWER B-ANSWER I-ANSWER I-ANSWER B-QUESTION I-QUESTION I-QUESTION I-QUESTION B-ANSWER O O O O O O O O O O O O I-QUESTION I-QUESTION I-QUESTION I-QUESTION O O O B-QUESTION I-QUESTION I-QUESTION B-QUESTION I-QUESTION O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O B-QUESTION I-QUESTION B-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER B-ANSWER I-ANSWER I-ANSWER I-ANSWER B-ANSWER I-ANSWER I-ANSWER I-ANSWER
11
+ B-QUESTION B-QUESTION B-QUESTION B-ANSWER B-QUESTION B-QUESTION B-QUESTION B-QUESTION O B-QUESTION B-HEADER I-HEADER I-HEADER B-QUESTION I-QUESTION I-QUESTION B-QUESTION I-QUESTION B-QUESTION I-QUESTION B-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER B-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER B-QUESTION I-QUESTION B-ANSWER I-ANSWER B-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER B-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER B-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER B-QUESTION I-QUESTION B-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER B-QUESTION I-QUESTION B-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER B-QUESTION I-QUESTION I-QUESTION B-QUESTION B-QUESTION I-QUESTION B-QUESTION B-QUESTION I-QUESTION B-QUESTION B-QUESTION I-QUESTION B-QUESTION B-QUESTION I-QUESTION B-QUESTION I-QUESTION I-QUESTION I-QUESTION I-QUESTION O O O O
12
+ B-HEADER B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-ANSWER B-ANSWER B-ANSWER B-ANSWER B-ANSWER B-ANSWER B-ANSWER B-ANSWER O O B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-ANSWER B-ANSWER B-ANSWER B-HEADER I-HEADER I-HEADER B-ANSWER I-ANSWER I-ANSWER I-ANSWER B-QUESTION I-QUESTION B-ANSWER I-ANSWER B-QUESTION I-QUESTION B-ANSWER I-ANSWER I-ANSWER B-ANSWER B-ANSWER I-ANSWER B-QUESTION I-QUESTION B-QUESTION I-QUESTION B-QUESTION I-QUESTION I-QUESTION I-QUESTION B-ANSWER I-ANSWER I-ANSWER I-ANSWER B-QUESTION I-QUESTION I-QUESTION B-QUESTION I-QUESTION B-QUESTION I-QUESTION B-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER B-QUESTION I-QUESTION B-QUESTION I-QUESTION I-QUESTION B-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER B-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER B-QUESTION I-QUESTION B-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER B-QUESTION I-QUESTION I-QUESTION B-QUESTION I-QUESTION B-QUESTION I-QUESTION I-QUESTION I-QUESTION I-QUESTION I-QUESTION B-QUESTION I-QUESTION I-QUESTION B-ANSWER I-ANSWER
13
+ O B-HEADER B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-ANSWER B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-ANSWER B-ANSWER B-ANSWER B-ANSWER B-ANSWER B-ANSWER B-ANSWER B-ANSWER B-ANSWER B-ANSWER B-ANSWER B-ANSWER B-QUESTION B-HEADER B-QUESTION B-HEADER B-HEADER B-ANSWER B-ANSWER B-ANSWER B-ANSWER O B-HEADER B-ANSWER B-ANSWER B-ANSWER B-HEADER B-ANSWER B-ANSWER B-ANSWER B-HEADER I-HEADER I-HEADER B-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER O O O O B-ANSWER I-ANSWER B-ANSWER I-ANSWER I-ANSWER B-ANSWER I-ANSWER B-ANSWER I-ANSWER I-ANSWER B-ANSWER I-ANSWER I-ANSWER B-ANSWER I-ANSWER I-ANSWER B-ANSWER I-ANSWER I-ANSWER I-ANSWER O O B-HEADER I-QUESTION I-QUESTION I-HEADER I-HEADER I-HEADER I-HEADER I-HEADER B-ANSWER I-ANSWER I-ANSWER B-ANSWER I-ANSWER I-ANSWER I-ANSWER B-ANSWER I-ANSWER I-ANSWER I-ANSWER B-ANSWER B-QUESTION I-QUESTION I-QUESTION B-QUESTION I-QUESTION I-QUESTION B-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER B-QUESTION I-QUESTION B-QUESTION I-QUESTION B-QUESTION I-QUESTION I-QUESTION I-QUESTION B-QUESTION I-QUESTION I-QUESTION B-QUESTION I-QUESTION B-QUESTION I-QUESTION I-QUESTION B-QUESTION I-QUESTION I-QUESTION B-QUESTION I-QUESTION I-QUESTION I-QUESTION I-QUESTION B-QUESTION I-QUESTION I-QUESTION B-QUESTION I-QUESTION B-QUESTION I-QUESTION I-QUESTION I-QUESTION B-QUESTION I-QUESTION I-QUESTION I-QUESTION B-QUESTION I-QUESTION I-QUESTION I-QUESTION I-QUESTION B-QUESTION I-QUESTION I-QUESTION B-QUESTION I-QUESTION B-QUESTION I-QUESTION B-QUESTION I-QUESTION B-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER B-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER B-ANSWER I-ANSWER B-ANSWER I-ANSWER I-ANSWER B-QUESTION I-QUESTION I-QUESTION B-QUESTION I-QUESTION B-ANSWER I-ANSWER I-ANSWER B-ANSWER I-ANSWER B-QUESTION I-QUESTION I-QUESTION B-QUESTION B-QUESTION I-QUESTION I-QUESTION I-QUESTION I-QUESTION B-QUESTION B-QUESTION I-QUESTION I-QUESTION B-QUESTION B-QUESTION I-QUESTION I-QUESTION B-QUESTION I-QUESTION B-QUESTION B-QUESTION I-QUESTION I-QUESTION I-QUESTION B-QUESTION B-QUESTION I-QUESTION I-QUESTION I-QUESTION B-QUESTION I-QUESTION B-QUESTION I-QUESTION O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O
14
+ B-QUESTION B-ANSWER O O B-ANSWER B-QUESTION B-QUESTION B-ANSWER B-ANSWER B-ANSWER B-QUESTION B-ANSWER B-ANSWER B-ANSWER B-ANSWER B-ANSWER B-ANSWER B-ANSWER O B-HEADER I-HEADER I-HEADER I-HEADER O O O O O O O O O O O O O O O O O O O O O O O O O O O O B-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER B-ANSWER I-ANSWER B-ANSWER I-ANSWER B-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER B-ANSWER I-ANSWER I-ANSWER B-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER B-QUESTION I-QUESTION B-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER O O O O O O O O O O O O O O O O B-ANSWER O O O O O O O O O O O O O O O O O O O O O O B-ANSWER I-ANSWER I-ANSWER B-ANSWER I-ANSWER I-ANSWER I-ANSWER B-ANSWER I-ANSWER O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O B-QUESTION I-QUESTION I-QUESTION I-QUESTION I-QUESTION B-QUESTION I-QUESTION I-QUESTION I-QUESTION I-QUESTION I-QUESTION I-QUESTION B-QUESTION I-QUESTION I-QUESTION I-QUESTION I-QUESTION I-QUESTION I-QUESTION B-QUESTION I-QUESTION B-ANSWER I-ANSWER B-ANSWER I-ANSWER B-ANSWER I-ANSWER B-QUESTION I-QUESTION O O O O O O O
15
+ O B-QUESTION B-QUESTION B-ANSWER B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-ANSWER B-ANSWER B-ANSWER B-QUESTION B-QUESTION O B-QUESTION B-QUESTION B-QUESTION O I-ANSWER I-ANSWER B-HEADER I-HEADER I-HEADER I-HEADER O O O O O O O O B-QUESTION I-QUESTION B-ANSWER I-ANSWER I-ANSWER I-ANSWER B-ANSWER I-ANSWER B-QUESTION I-QUESTION I-QUESTION I-QUESTION I-QUESTION I-QUESTION I-QUESTION I-QUESTION I-QUESTION I-QUESTION I-QUESTION B-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER O O O B-QUESTION I-QUESTION I-QUESTION I-QUESTION B-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER B-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER B-ANSWER I-ANSWER I-ANSWER B-QUESTION I-QUESTION B-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER B-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER B-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER B-QUESTION I-QUESTION B-QUESTION I-QUESTION B-QUESTION I-QUESTION B-QUESTION I-QUESTION B-ANSWER I-ANSWER I-ANSWER I-ANSWER B-ANSWER I-ANSWER B-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER B-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER B-QUESTION I-QUESTION I-QUESTION B-QUESTION I-QUESTION B-QUESTION I-QUESTION B-QUESTION I-QUESTION I-QUESTION I-QUESTION I-QUESTION I-QUESTION I-QUESTION I-QUESTION I-QUESTION B-ANSWER I-ANSWER I-ANSWER B-ANSWER I-ANSWER
16
+ B-QUESTION O O B-QUESTION B-QUESTION B-QUESTION B-ANSWER B-ANSWER B-QUESTION B-QUESTION B-QUESTION O B-QUESTION B-QUESTION B-QUESTION B-HEADER I-HEADER I-HEADER I-HEADER I-HEADER I-HEADER I-HEADER I-HEADER I-HEADER I-HEADER I-HEADER I-HEADER O O O O O O O O O O O O O B-QUESTION I-QUESTION O O O O O O O O O O O O O B-QUESTION B-QUESTION I-QUESTION I-QUESTION I-QUESTION I-QUESTION I-QUESTION B-QUESTION B-QUESTION I-QUESTION I-QUESTION I-QUESTION I-QUESTION I-QUESTION B-QUESTION B-QUESTION I-QUESTION I-QUESTION I-QUESTION I-QUESTION I-QUESTION B-QUESTION I-QUESTION B-QUESTION I-QUESTION I-QUESTION I-QUESTION I-QUESTION I-QUESTION B-QUESTION I-QUESTION I-QUESTION I-QUESTION B-QUESTION I-QUESTION I-QUESTION I-QUESTION B-QUESTION I-QUESTION I-QUESTION I-QUESTION B-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER B-ANSWER I-ANSWER I-ANSWER B-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER B-QUESTION I-QUESTION I-QUESTION B-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER B-QUESTION I-QUESTION I-QUESTION B-QUESTION I-QUESTION I-QUESTION I-QUESTION I-QUESTION B-QUESTION I-QUESTION B-QUESTION I-QUESTION B-QUESTION I-QUESTION I-QUESTION I-QUESTION I-QUESTION I-QUESTION O O O O O O O O O O O O O O O O O O O O O O O O O O O O B-QUESTION I-QUESTION I-QUESTION B-QUESTION I-QUESTION I-QUESTION B-ANSWER I-ANSWER B-QUESTION I-QUESTION B-ANSWER I-ANSWER I-ANSWER O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O B-QUESTION I-QUESTION I-QUESTION I-QUESTION I-QUESTION B-QUESTION I-QUESTION B-ANSWER I-ANSWER I-ANSWER B-QUESTION I-QUESTION B-QUESTION I-QUESTION B-QUESTION I-QUESTION I-QUESTION I-QUESTION I-QUESTION I-QUESTION B-HEADER I-HEADER I-HEADER B-QUESTION I-QUESTION I-QUESTION B-ANSWER I-ANSWER I-ANSWER B-ANSWER I-ANSWER I-ANSWER B-ANSWER I-ANSWER I-ANSWER I-ANSWER B-ANSWER I-ANSWER I-ANSWER I-ANSWER B-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER B-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER B-ANSWER I-ANSWER I-ANSWER B-ANSWER I-ANSWER I-ANSWER B-ANSWER I-ANSWER I-ANSWER B-ANSWER I-ANSWER I-ANSWER O O O O O O O O O O O O B-HEADER I-HEADER I-HEADER O O B-QUESTION I-QUESTION I-QUESTION I-QUESTION I-QUESTION I-QUESTION I-QUESTION B-QUESTION I-QUESTION I-QUESTION I-QUESTION I-QUESTION I-QUESTION B-QUESTION I-QUESTION I-QUESTION I-QUESTION I-QUESTION I-QUESTION B-ANSWER I-ANSWER I-ANSWER B-ANSWER I-ANSWER
17
+ B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-ANSWER B-ANSWER B-QUESTION B-ANSWER B-QUESTION B-QUESTION B-QUESTION B-ANSWER B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-QUESTION O O O O B-ANSWER B-QUESTION B-QUESTION B-QUESTION B-ANSWER O B-QUESTION O B-HEADER I-HEADER I-HEADER I-HEADER I-HEADER I-HEADER I-HEADER I-HEADER I-HEADER I-HEADER I-HEADER I-HEADER I-HEADER I-HEADER I-HEADER I-HEADER B-HEADER I-HEADER I-HEADER I-HEADER B-QUESTION O O O O O O O O O B-ANSWER O O B-ANSWER I-ANSWER I-ANSWER O O O O O O O O O O O O B-ANSWER I-ANSWER I-ANSWER B-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER B-QUESTION I-QUESTION B-QUESTION I-QUESTION B-QUESTION I-QUESTION B-ANSWER I-ANSWER O O B-HEADER I-HEADER I-HEADER I-HEADER I-HEADER B-QUESTION I-QUESTION I-QUESTION I-QUESTION I-QUESTION I-QUESTION I-QUESTION I-QUESTION I-QUESTION B-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER B-QUESTION I-QUESTION I-QUESTION I-QUESTION I-QUESTION I-QUESTION I-QUESTION I-QUESTION I-QUESTION B-ANSWER I-ANSWER I-ANSWER B-QUESTION I-QUESTION B-QUESTION I-QUESTION B-QUESTION I-QUESTION B-QUESTION I-QUESTION O O O O O O O O O O O O O O B-QUESTION I-QUESTION I-QUESTION I-QUESTION B-QUESTION I-QUESTION I-QUESTION I-QUESTION B-QUESTION I-QUESTION I-QUESTION I-QUESTION B-QUESTION I-QUESTION I-QUESTION I-QUESTION I-QUESTION B-QUESTION I-QUESTION I-QUESTION B-ANSWER I-ANSWER B-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER B-QUESTION I-QUESTION B-QUESTION I-QUESTION I-QUESTION B-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER B-ANSWER I-ANSWER I-ANSWER I-ANSWER I-QUESTION I-QUESTION I-QUESTION I-QUESTION B-QUESTION I-QUESTION I-QUESTION I-QUESTION I-QUESTION B-QUESTION I-QUESTION I-QUESTION I-QUESTION B-QUESTION I-QUESTION B-QUESTION I-QUESTION I-QUESTION B-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER B-ANSWER I-ANSWER B-QUESTION I-QUESTION I-QUESTION I-QUESTION B-QUESTION I-QUESTION B-QUESTION I-QUESTION B-QUESTION I-QUESTION I-QUESTION B-ANSWER I-ANSWER B-QUESTION I-QUESTION B-ANSWER I-ANSWER I-ANSWER O O O O O O O O O O O O O O O O O O O O O O O O O
18
+ B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-ANSWER B-ANSWER B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-QUESTION B-QUESTION O B-QUESTION O B-QUESTION B-HEADER I-HEADER I-HEADER I-HEADER I-HEADER I-HEADER I-HEADER I-HEADER I-HEADER I-HEADER I-HEADER I-HEADER I-HEADER I-HEADER O O O O O O O B-ANSWER I-ANSWER B-ANSWER I-ANSWER I-ANSWER O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O B-QUESTION O O B-QUESTION I-QUESTION B-ANSWER I-ANSWER O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O B-QUESTION I-QUESTION I-QUESTION B-QUESTION I-QUESTION I-QUESTION I-QUESTION I-QUESTION B-QUESTION O I-QUESTION I-QUESTION I-QUESTION I-QUESTION I-QUESTION B-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER I-ANSWER B-QUESTION O O I-QUESTION I-QUESTION I-QUESTION O I-QUESTION O O I-QUESTION I-QUESTION O B-QUESTION I-QUESTION O O O O O O O O O O O O O O O O O B-QUESTION I-QUESTION O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O B-QUESTION I-QUESTION B-QUESTION I-QUESTION I-QUESTION I-QUESTION I-QUESTION I-QUESTION O O O O O O O O O O O O