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library_name: transformers
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---
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# Model Card for Model ID
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##
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## Technical Specifications [optional]
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### Model Architecture and Objective
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[More Information Needed]
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### Compute Infrastructure
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[More Information Needed]
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#### Hardware
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[More Information Needed]
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#### Software
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[More Information Needed]
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## Citation [optional]
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<!-- If there is a paper or blog post introducing the model, the APA and Bibtex information for that should go in this section. -->
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**BibTeX:**
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[More Information Needed]
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**APA:**
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[More Information Needed]
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## Glossary [optional]
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<!-- If relevant, include terms and calculations in this section that can help readers understand the model or model card. -->
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[More Information Needed]
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## More Information [optional]
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[More Information Needed]
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## Model Card Authors [optional]
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[More Information Needed]
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## Model Card Contact
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[More Information Needed]
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---
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library_name: transformers
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language:
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- de
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base_model:
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- deepset/gbert-base
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pipeline_tag: token-classification
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---
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# Model Card for Model ID
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We fine-tuned our base model on the Ca dataset.
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## Metrics
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seqeval entity-wise in evaulate
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_train_AVGf10.9756326545937595
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_train_DIAGNOSIS.avg_tokens_per_entity6.812357501139991
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_train_DIAGNOSIS.entity_count8772
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_train_DIAGNOSIS.f10.9847202499289974
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_train_DIAGNOSIS.precision0.9813200498132005
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_train_DIAGNOSIS.recall0.9881440948472412
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_train_DIAGNOSIS.token_count59758
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_train_DIAGNOSTIC.avg_tokens_per_entity5.99338106173173
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_train_DIAGNOSTIC.entity_count7403
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_train_DIAGNOSTIC.f10.9729585006693441
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_train_DIAGNOSTIC.precision0.9643094069258326
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_train_DIAGNOSTIC.recall0.9817641496690531
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_train_DIAGNOSTIC.token_count44369
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_train_DRUG.avg_tokens_per_entity3.8747056052755533
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_train_DRUG.entity_count4246
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_train_DRUG.f10.9928328046058043
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_train_DRUG.precision0.9906213364595545
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_train_DRUG.recall0.9950541686292982
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_train_DRUG.token_count16452
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_train_MEDICAL_FINDING.avg_tokens_per_entity8.822587975587586
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_train_MEDICAL_FINDING.entity_count30804
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_train_MEDICAL_FINDING.f10.9658010684140024
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_train_MEDICAL_FINDING.precision0.9603299419071156
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_train_MEDICAL_FINDING.recall0.9713348915725231
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_train_MEDICAL_FINDING.token_count271771
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_train_THERAPY.avg_tokens_per_entity8.560322448421916
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_train_THERAPY.entity_count7319
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_train_THERAPY.f10.9618506493506493
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_train_THERAPY.precision0.9524447421299397
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_train_THERAPY.recall0.9714441863642574
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_train_THERAPY.token_count62653
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_train_accuracy0.9938551197147224
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_train_f10.9709934550640488
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_train_loss0.020609384402632713
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_train_precision0.9651517964122382
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_train_recall0.9769062585405849
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_train_runtime142.8691
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_train_samples_per_second229.063
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_train_steps_per_second28.635
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eval_AVGf10.7889642398534424
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eval_DIAGNOSIS.avg_len6.790370685982105
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eval_DIAGNOSIS.avg_tokens_per_entity6.790370685982105
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eval_DIAGNOSIS.count2347
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eval_DIAGNOSIS.entity_count2347
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eval_DIAGNOSIS.f10.7870941224825319
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eval_DIAGNOSIS.precision0.760222310440651
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eval_DIAGNOSIS.recall0.815935236472092
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eval_DIAGNOSIS.token_count15937
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eval_DIAGNOSTIC.avg_len6.030130756111427
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eval_DIAGNOSTIC.avg_tokens_per_entity6.030130756111427
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eval_DIAGNOSTIC.count1759
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eval_DIAGNOSTIC.entity_count1759
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eval_DIAGNOSTIC.f10.7870518994114499
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eval_DIAGNOSTIC.precision0.7433046993431026
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eval_DIAGNOSTIC.recall0.8362706083001705
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eval_DIAGNOSTIC.token_count10607
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eval_DRUG.avg_len3.9235500878734624
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eval_DRUG.avg_tokens_per_entity3.9235500878734624
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eval_DRUG.count1138
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eval_DRUG.entity_count1138
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eval_DRUG.f10.9196581196581196
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eval_DRUG.precision0.8951747088186356
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eval_DRUG.recall0.945518453427065
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eval_DRUG.token_count4465
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eval_MEDICAL_FINDING.avg_len8.781120867768594
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eval_MEDICAL_FINDING.avg_tokens_per_entity8.781120867768594
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eval_MEDICAL_FINDING.count7744
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eval_MEDICAL_FINDING.entity_count7744
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eval_MEDICAL_FINDING.f10.7699975080986794
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eval_MEDICAL_FINDING.precision0.7438613384689456
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eval_MEDICAL_FINDING.recall0.7980371900826446
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eval_MEDICAL_FINDING.token_count68001
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eval_THERAPY.avg_len8.44420941300899
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eval_THERAPY.avg_tokens_per_entity8.44420941300899
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eval_THERAPY.count1891
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eval_THERAPY.entity_count1891
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eval_THERAPY.f10.6810195496164316
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eval_THERAPY.precision0.64
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eval_THERAPY.recall0.7276573241671074
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eval_THERAPY.token_count15968
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eval_accuracy0.9332097564796261
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eval_f10.7744305184135064
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eval_loss0.5050501823425293
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eval_precision0.7437801708132195
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eval_recall0.8077155722830835
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eval_runtime36.8437
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eval_samples_per_second222.073
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eval_steps_per_second27.766
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test_AVGf10.7491200818619402
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test_DIAGNOSIS.avg_len7.408243727598566
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test_DIAGNOSIS.avg_tokens_per_entity7.408243727598566
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test_DIAGNOSIS.count2790
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test_DIAGNOSIS.entity_count2790
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test_DIAGNOSIS.f10.703534151254349
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test_DIAGNOSIS.precision0.7192062897791089
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test_DIAGNOSIS.recall0.6885304659498208
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test_DIAGNOSIS.token_count20669
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test_DIAGNOSTIC.avg_len6.136954503249767
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test_DIAGNOSTIC.avg_tokens_per_entity6.136954503249767
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test_DIAGNOSTIC.count2154
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test_DIAGNOSTIC.entity_count2154
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test_DIAGNOSTIC.f10.7718579234972678
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test_DIAGNOSTIC.precision0.7573726541554959
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test_DIAGNOSTIC.recall0.786908077994429
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test_DIAGNOSTIC.token_count13219
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test_DRUG.avg_len3.7937931034482757
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test_DRUG.avg_tokens_per_entity3.7937931034482757
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test_DRUG.count1450
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test_DRUG.entity_count1450
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test_DRUG.f10.9024472008045592
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test_DRUG.precision0.878016960208741
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test_DRUG.recall0.9282758620689655
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test_DRUG.token_count5501
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test_MEDICAL_FINDING.avg_len9.53191489361702
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test_MEDICAL_FINDING.avg_tokens_per_entity9.53191489361702
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test_MEDICAL_FINDING.count8366
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test_MEDICAL_FINDING.entity_count8366
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test_MEDICAL_FINDING.f10.7280362842264404
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test_MEDICAL_FINDING.precision0.6848203939745076
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test_MEDICAL_FINDING.recall0.7770738704279225
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test_MEDICAL_FINDING.token_count79744
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test_THERAPY.avg_len8.884771802982376
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test_THERAPY.avg_tokens_per_entity8.884771802982376
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test_THERAPY.count2213
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test_THERAPY.entity_count2213
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test_THERAPY.f10.639724849527085
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test_THERAPY.precision0.6100861008610086
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test_THERAPY.recall0.6723904202440126
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test_THERAPY.token_count19662
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test_accuracy0.9229989726085077
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test_f10.7327920332701502
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test_loss0.6381183862686157
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test_precision0.7048546859693045
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test_recall0.7630354091792847
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test_runtime42.7477
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test_samples_per_second221.977
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test_steps_per_second27.768
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