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--- |
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license: apache-2.0 |
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task_categories: |
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- token-classification |
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language: |
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- en |
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size_categories: |
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- 10K<n<100K |
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--- |
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## Introduction |
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This is a datamix created for the [The Learning Agency Lab - PII Data Detection](https://www.kaggle.com/competitions/pii-detection-removal-from-educational-data/overview) Kaggle competition. It supports training / evaluation of models that can identify a set of PII types in texts. Specifically the PII types are: |
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- `NAME_STUDENT` - The full or partial name of a student that is not necessarily the author of the essay. - This excludes instructors, authors, and other person names. |
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- `EMAIL` - A student’s email address. |
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- `USERNAME` - A student's username on any platform. |
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- `ID_NUM` - A number or sequence of characters that could be used to identify a student, such as a student ID or a social security number. |
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- `PHONE_NUM` - A phone number associated with a student. |
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- `URL_PERSONAL` - A URL that might be used to identify a student. |
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- `STREET_ADDRESS` - A full or partial street address that is associated with the student, such as their home address. |
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## Sources |
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The datamix comprises of the following contributions: |
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- [Dataset](https://www.kaggle.com/datasets/nbroad/pii-dd-mistral-generated) by Nicholas: [More data - 2355 essays generated by the best open source model - Mixtral 8x7b ⚡](https://www.kaggle.com/competitions/pii-detection-removal-from-educational-data/discussion/472221) |
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- [Dataset](https://www.kaggle.com/datasets/pjmathematician/pii-detection-dataset-gpt) by PJMathematician: [2000 AI Created PII detection External dataset](https://www.kaggle.com/competitions/pii-detection-removal-from-educational-data/discussion/470921) |
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- [Dataset](https://www.kaggle.com/datasets/alejopaullier/pii-external-dataset/data) by Moth: [New Dataset: +4400 external generated texts 🚀🚀🚀](https://www.kaggle.com/competitions/pii-detection-removal-from-educational-data/discussion/469493) |
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- [Dataset](https://www.kaggle.com/datasets/valentinwerner/pii-label-specific-data) by Valentin: [4367 new essays - generated to promote diversity |
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](https://www.kaggle.com/competitions/pii-detection-removal-from-educational-data/discussion/475297) |
