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--- |
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configs: |
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- config_name: uncased |
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data_files: |
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- path: |
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- uncased.jsonl.zst |
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split: train |
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default: true |
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- config_name: cased |
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data_files: |
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- path: |
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- cased.jsonl.zst |
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split: train |
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language: |
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- en |
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tags: |
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- grammar |
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- linguistics |
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- NLP |
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license: odc-by |
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task_categories: |
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- feature-extraction |
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--- |
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# Noun Phrases Dataset |
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This dataset contains noun phrases extracted from [allenai/c4](https://huggingface.co/datasets/allenai/c4). |
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It includes two configurations: **uncased** and **cased**, with 1 895 908 and 2 000 002 entries, respectively. |
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### JSONL Fields |
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Each entry contains: |
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- **noun_phrase:** The extracted noun phrase. |
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- **count:** Frequency of occurrence. |
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#### Example Rows |
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```json |
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{"noun_phrase": "ship invoices", "count": 1} |
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{"noun_phrase": "\"river", "count": 1} |
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{"noun_phrase": "no boiler system", "count": 1} |
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``` |
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### Construction |
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- **Cased Data:** Original noun phrases with preserved casing. |
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- **Uncased Data:** Constructed by normalizing cased data to lowercase, aggregating counts for identical phrases, and retaining the original phrase with the highest count. |
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### Preprocessing and Extraction |
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- [**Preprocessing:**](https://textacy.readthedocs.io/en/latest/api_reference/preprocessing.html) Unicode normalization, bracket removal, bullet point standardization, quotation mark normalization, and whitespace normalization. |
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- [**SpaCy:**](https://spacy.io/) Noun phrase extraction using the `"en_core_web_sm"` model. Articles such as "a" or "the" were removed. |
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### Original Data Source |
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The C4 dataset is a cleaned version of the Common Crawl dataset, providing a comprehensive source of English text for linguistic analysis and NLP tasks. |
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### Applications |
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Suitable for grammar analysis, linguistic studies, and natural language processing (NLP) tasks. |
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### Dataset Details |
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- **Language:** English (`en`) |
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- **Licence:** Open Data Commons License |