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--- |
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language: |
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- eng |
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- afr |
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- nbl |
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- xho |
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- zul |
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- sot |
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- nso |
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- tsn |
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- ssw |
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- ven |
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- tso |
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license: cc-by-4.0 |
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task_categories: |
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- sentence-similarity |
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- translation |
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pretty_name: The Vuk'uzenzele South African Multilingual Corpus |
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tags: |
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- multilingual |
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- government |
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arxiv: 2303.0375 |
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configs: |
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- config_name: afr-eng |
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data_files: |
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- split: train |
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path: afr-eng/train-* |
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- split: test |
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path: afr-eng/test-* |
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- split: eval |
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path: afr-eng/eval-* |
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- config_name: afr-nbl |
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data_files: |
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- split: train |
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path: afr-nbl/train-* |
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- split: test |
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path: afr-nbl/test-* |
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- split: eval |
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path: afr-nbl/eval-* |
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- config_name: afr-nso |
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data_files: |
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- split: train |
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path: afr-nso/train-* |
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- split: test |
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path: afr-nso/test-* |
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- split: eval |
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path: afr-nso/eval-* |
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- config_name: afr-sot |
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data_files: |
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- split: train |
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path: afr-sot/train-* |
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- split: test |
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path: afr-sot/test-* |
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- split: eval |
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path: afr-sot/eval-* |
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- config_name: afr-ssw |
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data_files: |
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- split: train |
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path: afr-ssw/train-* |
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- split: test |
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path: afr-ssw/test-* |
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- split: eval |
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path: afr-ssw/eval-* |
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- config_name: afr-tsn |
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data_files: |
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- split: train |
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path: afr-tsn/train-* |
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- split: test |
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path: afr-tsn/test-* |
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- split: eval |
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path: afr-tsn/eval-* |
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- config_name: afr-tso |
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data_files: |
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- split: train |
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path: afr-tso/train-* |
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- split: test |
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path: afr-tso/test-* |
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- split: eval |
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path: afr-tso/eval-* |
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- config_name: afr-ven |
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data_files: |
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- split: train |
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path: afr-ven/train-* |
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- split: test |
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path: afr-ven/test-* |
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- split: eval |
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path: afr-ven/eval-* |
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- config_name: afr-xho |
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data_files: |
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- split: train |
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path: afr-xho/train-* |
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- split: test |
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path: afr-xho/test-* |
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- split: eval |
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path: afr-xho/eval-* |
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- config_name: afr-zul |
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data_files: |
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- split: train |
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path: afr-zul/train-* |
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- split: test |
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path: afr-zul/test-* |
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- split: eval |
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path: afr-zul/eval-* |
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- config_name: default |
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data_files: |
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- split: train |
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path: data/train-* |
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- split: test |
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path: data/test-* |
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- config_name: eng-nbl |
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data_files: |
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- split: train |
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path: eng-nbl/train-* |
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- split: test |
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path: eng-nbl/test-* |
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- split: eval |
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path: eng-nbl/eval-* |
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- config_name: eng-nso |
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data_files: |
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- split: train |
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path: eng-nso/train-* |
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- split: test |
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path: eng-nso/test-* |
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- split: eval |
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path: eng-nso/eval-* |
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- config_name: eng-sot |
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data_files: |
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- split: train |
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path: eng-sot/train-* |
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- split: test |
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path: eng-sot/test-* |
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- split: eval |
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path: eng-sot/eval-* |
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- config_name: eng-ssw |
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data_files: |
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- split: train |
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path: eng-ssw/train-* |
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- split: test |
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path: eng-ssw/test-* |
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- split: eval |
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path: eng-ssw/eval-* |
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- config_name: eng-tsn |
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data_files: |
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- split: train |
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path: eng-tsn/train-* |
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- split: test |
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path: eng-tsn/test-* |
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- split: eval |
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path: eng-tsn/eval-* |
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- config_name: eng-tso |
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data_files: |
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- split: train |
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path: eng-tso/train-* |
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- split: test |
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path: eng-tso/test-* |
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- split: eval |
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path: eng-tso/eval-* |
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- config_name: eng-ven |
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data_files: |
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- split: train |
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path: eng-ven/train-* |
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- split: test |
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path: eng-ven/test-* |
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- split: eval |
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path: eng-ven/eval-* |
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- config_name: eng-xho |
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data_files: |
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- split: train |
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path: eng-xho/train-* |
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- split: test |
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path: eng-xho/test-* |
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- split: eval |
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path: eng-xho/eval-* |
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- config_name: eng-zul |
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data_files: |
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- split: train |
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path: eng-zul/train-* |
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- split: test |
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path: eng-zul/test-* |
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- split: eval |
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path: eng-zul/eval-* |
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- config_name: nbl-nso |
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data_files: |
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- split: train |
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path: nbl-nso/train-* |
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- split: test |
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path: nbl-nso/test-* |
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- split: eval |
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path: nbl-nso/eval-* |
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- config_name: nbl-sot |
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data_files: |
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- split: train |
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path: nbl-sot/train-* |
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- split: test |
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path: nbl-sot/test-* |
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- split: eval |
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path: nbl-sot/eval-* |
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- config_name: nbl-ssw |
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data_files: |
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- split: train |
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path: nbl-ssw/train-* |
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- split: test |
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path: nbl-ssw/test-* |
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- split: eval |
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path: nbl-ssw/eval-* |
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- config_name: nbl-tsn |
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data_files: |
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- split: train |
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path: nbl-tsn/train-* |
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- split: test |
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path: nbl-tsn/test-* |
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- split: eval |
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path: nbl-tsn/eval-* |
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- config_name: nbl-tso |
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data_files: |
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- split: train |
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path: nbl-tso/train-* |
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- split: test |
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path: nbl-tso/test-* |
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- split: eval |
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path: nbl-tso/eval-* |
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- config_name: nbl-ven |
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data_files: |
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- split: train |
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path: nbl-ven/train-* |
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- split: test |
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path: nbl-ven/test-* |
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- split: eval |
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path: nbl-ven/eval-* |
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- config_name: nbl-xho |
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data_files: |
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- split: train |
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path: nbl-xho/train-* |
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- split: test |
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path: nbl-xho/test-* |
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- split: eval |
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path: nbl-xho/eval-* |
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- config_name: nbl-zul |
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data_files: |
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- split: train |
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path: nbl-zul/train-* |
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- split: test |
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path: nbl-zul/test-* |
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- split: eval |
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path: nbl-zul/eval-* |
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- config_name: nso-sot |
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data_files: |
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- split: train |
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path: nso-sot/train-* |
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- split: test |
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path: nso-sot/test-* |
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- split: eval |
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path: nso-sot/eval-* |
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- config_name: nso-ssw |
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data_files: |
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- split: train |
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path: nso-ssw/train-* |
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- split: test |
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path: nso-ssw/test-* |
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- split: eval |
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path: nso-ssw/eval-* |
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- config_name: nso-tsn |
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data_files: |
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- split: train |
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path: nso-tsn/train-* |
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- split: test |
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path: nso-tsn/test-* |
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- split: eval |
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path: nso-tsn/eval-* |
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- config_name: nso-tso |
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data_files: |
|
- split: train |
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path: nso-tso/train-* |
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- split: test |
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path: nso-tso/test-* |
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- split: eval |
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path: nso-tso/eval-* |
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- config_name: nso-ven |
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data_files: |
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- split: train |
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path: nso-ven/train-* |
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- split: test |
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path: nso-ven/test-* |
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- split: eval |
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path: nso-ven/eval-* |
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- config_name: nso-xho |
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data_files: |
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- split: train |
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path: nso-xho/train-* |
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- split: test |
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path: nso-xho/test-* |
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- split: eval |
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path: nso-xho/eval-* |
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- config_name: nso-zul |
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data_files: |
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- split: train |
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path: nso-zul/train-* |
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- split: test |
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path: nso-zul/test-* |
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- split: eval |
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path: nso-zul/eval-* |
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- config_name: sot-ssw |
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data_files: |
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- split: train |
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path: sot-ssw/train-* |
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- split: test |
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path: sot-ssw/test-* |
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- split: eval |
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path: sot-ssw/eval-* |
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- config_name: sot-tsn |
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data_files: |
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- split: train |
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path: sot-tsn/train-* |
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- split: test |
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path: sot-tsn/test-* |
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- split: eval |
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path: sot-tsn/eval-* |
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- config_name: sot-tso |
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data_files: |
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- split: train |
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path: sot-tso/train-* |
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- split: test |
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path: sot-tso/test-* |
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- split: eval |
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path: sot-tso/eval-* |
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- config_name: sot-ven |
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data_files: |
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- split: train |
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path: sot-ven/train-* |
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- split: test |
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path: sot-ven/test-* |
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- config_name: sot-xho |
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data_files: |
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- split: train |
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path: sot-xho/train-* |
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- split: test |
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path: sot-xho/test-* |
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- config_name: sot-zul |
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data_files: |
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- split: train |
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path: sot-zul/train-* |
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- split: test |
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path: sot-zul/test-* |
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- config_name: ssw-tsn |
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data_files: |
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- split: train |
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path: ssw-tsn/train-* |
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- split: test |
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path: ssw-tsn/test-* |
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- config_name: ssw-tso |
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data_files: |
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- split: train |
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path: ssw-tso/train-* |
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- split: test |
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path: ssw-tso/test-* |
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- config_name: ssw-ven |
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data_files: |
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- split: train |
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path: ssw-ven/train-* |
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- split: test |
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path: ssw-ven/test-* |
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- config_name: ssw-xho |
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data_files: |
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- split: train |
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path: ssw-xho/train-* |
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- split: test |
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path: ssw-xho/test-* |
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- config_name: ssw-zul |
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data_files: |
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- split: train |
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path: ssw-zul/train-* |
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- split: test |
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path: ssw-zul/test-* |
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- config_name: tsn-tso |
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data_files: |
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- split: train |
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path: tsn-tso/train-* |
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- split: test |
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path: tsn-tso/test-* |
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- config_name: tsn-ven |
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data_files: |
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- split: train |
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path: tsn-ven/train-* |
|
- split: test |
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path: tsn-ven/test-* |
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- config_name: tsn-xho |
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data_files: |
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- split: train |
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path: tsn-xho/train-* |
|
- split: test |
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path: tsn-xho/test-* |
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- config_name: tsn-zul |
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data_files: |
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- split: train |
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path: tsn-zul/train-* |
|
- split: test |
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path: tsn-zul/test-* |
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- config_name: tso-ven |
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data_files: |
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- split: train |
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path: tso-ven/train-* |
|
- split: test |
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path: tso-ven/test-* |
|
- config_name: tso-xho |
|
data_files: |
|
- split: train |
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path: tso-xho/train-* |
|
- split: test |
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path: tso-xho/test-* |
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- config_name: tso-zul |
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data_files: |
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- split: train |
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path: tso-zul/train-* |
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- split: test |
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path: tso-zul/test-* |
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- config_name: ven-xho |
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data_files: |
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- split: train |
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path: ven-xho/train-* |
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- split: test |
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path: ven-xho/test-* |
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- config_name: ven-zul |
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data_files: |
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- split: train |
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path: ven-zul/train-* |
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- split: test |
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path: ven-zul/test-* |
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- config_name: xho-zul |
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data_files: |
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- split: train |
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path: xho-zul/train-* |
|
- split: test |
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path: xho-zul/test-* |
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dataset_info: |
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- config_name: afr-eng |
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features: |
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- name: afr |
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dtype: string |
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- name: eng |
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dtype: string |
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- name: score |
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dtype: float64 |
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- name: __index_level_0__ |
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dtype: int64 |
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splits: |
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- name: train |
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num_bytes: 793530 |
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num_examples: 2660 |
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- name: test |
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num_bytes: 171644 |
|
num_examples: 570 |
|
- name: eval |
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num_bytes: 172132 |
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num_examples: 571 |
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download_size: 757198 |
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dataset_size: 1137306 |
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- config_name: afr-nbl |
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features: |
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- name: afr |
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dtype: string |
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- name: nbl |
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dtype: string |
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- name: score |
|
dtype: float64 |
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- name: __index_level_0__ |
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dtype: int64 |
|
splits: |
|
- name: train |
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num_bytes: 281328 |
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num_examples: 723 |
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- name: test |
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num_bytes: 57947 |
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num_examples: 155 |
|
- name: eval |
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num_bytes: 59996 |
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num_examples: 155 |
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download_size: 279950 |
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dataset_size: 399271 |
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- config_name: afr-nso |
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features: |
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- name: afr |
|
dtype: string |
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- name: nso |
|
dtype: string |
|
- name: score |
|
dtype: float64 |
|
- name: __index_level_0__ |
|
dtype: int64 |
|
splits: |
|
- name: train |
|
num_bytes: 980475 |
|
num_examples: 2937 |
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- name: test |
|
num_bytes: 203451 |
|
num_examples: 630 |
|
- name: eval |
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num_bytes: 214623 |
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num_examples: 630 |
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download_size: 892392 |
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dataset_size: 1398549 |
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- config_name: afr-sot |
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features: |
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- name: afr |
|
dtype: string |
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- name: sot |
|
dtype: string |
|
- name: score |
|
dtype: float64 |
|
- name: __index_level_0__ |
|
dtype: int64 |
|
splits: |
|
- name: train |
|
num_bytes: 971841 |
|
num_examples: 2968 |
|
- name: test |
|
num_bytes: 211374 |
|
num_examples: 636 |
|
- name: eval |
|
num_bytes: 209697 |
|
num_examples: 636 |
|
download_size: 901006 |
|
dataset_size: 1392912 |
|
- config_name: afr-ssw |
|
features: |
|
- name: afr |
|
dtype: string |
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- name: ssw |
|
dtype: string |
|
- name: score |
|
dtype: float64 |
|
- name: __index_level_0__ |
|
dtype: int64 |
|
splits: |
|
- name: train |
|
num_bytes: 975744 |
|
num_examples: 3042 |
|
- name: test |
|
num_bytes: 209151 |
|
num_examples: 652 |
|
- name: eval |
|
num_bytes: 208877 |
|
num_examples: 653 |
|
download_size: 927666 |
|
dataset_size: 1393772 |
|
- config_name: afr-tsn |
|
features: |
|
- name: afr |
|
dtype: string |
|
- name: tsn |
|
dtype: string |
|
- name: score |
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dtype: float64 |
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- name: __index_level_0__ |
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dtype: int64 |
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splits: |
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num_examples: 2830 |
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- name: test |
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num_examples: 607 |
|
- name: eval |
|
num_bytes: 214373 |
|
num_examples: 607 |
|
download_size: 913596 |
|
dataset_size: 1443032 |
|
- config_name: afr-tso |
|
features: |
|
- name: afr |
|
dtype: string |
|
- name: tso |
|
dtype: string |
|
- name: score |
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dtype: float64 |
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- name: __index_level_0__ |
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dtype: int64 |
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splits: |
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num_examples: 2952 |
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num_examples: 633 |
|
- name: eval |
|
num_bytes: 211642 |
|
num_examples: 633 |
|
download_size: 902666 |
|
dataset_size: 1405022 |
|
- config_name: afr-ven |
|
features: |
|
- name: afr |
|
dtype: string |
|
- name: ven |
|
dtype: string |
|
- name: score |
|
dtype: float64 |
|
- name: __index_level_0__ |
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dtype: int64 |
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splits: |
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- name: train |
|
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num_examples: 830 |
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- name: test |
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|
num_examples: 178 |
|
- name: eval |
|
num_bytes: 75243 |
|
num_examples: 178 |
|
download_size: 323825 |
|
dataset_size: 499976 |
|
- config_name: afr-xho |
|
features: |
|
- name: afr |
|
dtype: string |
|
- name: xho |
|
dtype: string |
|
- name: score |
|
dtype: float64 |
|
- name: __index_level_0__ |
|
dtype: int64 |
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splits: |
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- name: train |
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num_examples: 664 |
|
- name: eval |
|
num_bytes: 210379 |
|
num_examples: 665 |
|
download_size: 944334 |
|
dataset_size: 1401670 |
|
- config_name: afr-zul |
|
features: |
|
- name: afr |
|
dtype: string |
|
- name: zul |
|
dtype: string |
|
- name: score |
|
dtype: float64 |
|
- name: __index_level_0__ |
|
dtype: int64 |
|
splits: |
|
- name: train |
|
num_bytes: 982102 |
|
num_examples: 3078 |
|
- name: test |
|
num_bytes: 208473 |
|
num_examples: 660 |
|
- name: eval |
|
num_bytes: 201824 |
|
num_examples: 660 |
|
download_size: 932565 |
|
dataset_size: 1392399 |
|
- config_name: default |
|
features: |
|
- name: nbl |
|
dtype: string |
|
- name: nso |
|
dtype: string |
|
- name: score |
|
dtype: float64 |
|
- name: __index_level_0__ |
|
dtype: int64 |
|
splits: |
|
- name: train |
|
num_bytes: 128131 |
|
num_examples: 315 |
|
- name: test |
|
num_bytes: 31826 |
|
num_examples: 79 |
|
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--- |
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# The Vuk'uzenzele South African Multilingual Corpus |
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Github: [https://github.com/dsfsi/vukuzenzele-nlp/](https://github.com/dsfsi/vukuzenzele-nlp/) |
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Zenodo: [](https://doi.org/10.5281/zenodo.7598539) |
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Arxiv Preprint: [](https://arxiv.org/abs/2303.03750) |
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Give Feedback 📑: [DSFSI Resource Feedback Form](https://docs.google.com/forms/d/e/1FAIpQLSf7S36dyAUPx2egmXbFpnTBuzoRulhL5Elu-N1eoMhaO7v10w/formResponse) |
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# About |
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The dataset was obtained from the South African government magazine Vuk'uzenzele, created by the [Government Communication and Information System (GCIS)](https://www.gcis.gov.za/). |
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The original raw PDFS were obtatined from the [Vuk'uzenzele website](https://www.vukuzenzele.gov.za/). |
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The datasets contain government magazine editions in 11 languages, namely: |
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| Language | Code | Language | Code | |
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|------------|-------|------------|-------| |
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| English | (eng) | Sepedi | (sep) | |
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| Afrikaans | (afr) | Setswana | (tsn) | |
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| isiNdebele | (nbl) | Siswati | (ssw) | |
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| isiXhosa | (xho) | Tshivenda | (ven) | |
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| isiZulu | (zul) | Xitstonga | (tso) | |
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| Sesotho | (nso) | |
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## Available pairings |
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The alignment direction is bidrectional, i.e. xho-zul is zul-xho |
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afr-eng; afr-nbl; afr-nso; afr-sot; afr-ssw; afr-tsn; afr-tso; afr-ven; afr-xho; afr-zul |
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eng-nbl; eng-nso; eng-sot ;eng-ssw; eng-tsn; eng-tso; eng-ven; eng-xho; eng-zul |
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nbl-nso; nbl-sot; nbl-ssw; nbl-tsn; nbl-tso; nbl-ven; nbl-xho; nbl-zul |
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nso-sot; nso-ssw; nso-tsn; nso-tso; nso-ven; nso-xho; nso-zul |
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sot-ssw; sot-tsn; sot-tso; sot-ven; sot-xho; sot-zul |
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ssw-tsn; ssw-tso; ssw-ven; ssw-xho; ssw-zul |
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tsn-tso; tsn-ven; tsn-xho; tsn-zul |
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tso-ven; tso-xho; tso-zul |
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ven-xho; ven-zul |
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xho-zul |
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# Disclaimer |
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This dataset contains machine-readable data extracted from PDF documents, from https://www.vukuzenzele.gov.za/, provided by the Government Communication Information System (GCIS). While efforts were made to ensure the accuracy and completeness of this data, there may be errors or discrepancies between the original publications and this dataset. No warranties, guarantees or representations are given in relation to the information contained in the dataset. The members of the Data Science for Societal Impact Research Group bear no responsibility and/or liability for any such errors or discrepancies in this dataset. The Government Communication Information System (GCIS) bears no responsibility and/or liability for any such errors or discrepancies in this dataset. It is recommended that users verify all information contained herein before making decisions based upon this information. |
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# Datasets |
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The datasets consist of pairwise sentence aligned data. There are 55 distinct datasets of paired sentences. |
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The data is obtained by comparing [LASER](https://github.com/facebookresearch/LASER) embeddings of sentence tokens between 2 languages. If the similarity is high, the sentences are deemed semantic equivalents of one another and the observation is outputted. |
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Naming convention: |
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The naming structure of the pairwise_sentence_aligned folder is `aligned-{src_lang_code}-{tgt_lang_code}.csv`. |
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For example, `aligned-afr-zul.csv` is the aligned sentences between Afrikaans and isiZulu. |
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The data is in .csv format and the columns are `src_text`,`tgt_text`,`cosine_score` where: |
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- `src_text` is the source sentence |
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- `tgt_text` is the target sentence |
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- `cosine_score` is the cosine similarity score obtained by comparing the sentence embeddings, it ranges from 0 to 1 |
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**Note:** The notion of source (src) and target (tgt) are only necessary for distinction between the languages used in the aligned pair, as the sentence semantics should be bidirectional. (hallo <-> sawubona) |
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# Citation |
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Vukosi Marivate, Andani Madodonga, Daniel Njini, Richard Lastrucci, Isheanesu Dzingirai, Jenalea Rajab. **The Vuk'uzenzele South African Multilingual Corpus**, 2023 |
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> @dataset{marivate_vukosi_2023_7598540, |
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author = {Marivate, Vukosi and |
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Njini, Daniel and |
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Madodonga, Andani and |
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Lastrucci, Richard and |
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Dzingirai, Isheanesu |
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Rajab, Jenalea}, |
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title = {The Vuk'uzenzele South African Multilingual Corpus}, |
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month = feb, |
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year = 2023, |
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publisher = {Zenodo}, |
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doi = {10.5281/zenodo.7598539}, |
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url = {https://doi.org/10.5281/zenodo.7598539} |
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} |
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### Licence |
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* Licence for Data - [CC 4.0 BY](LICENSE.md) |
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