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--- |
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languages: |
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- en |
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paperswithcode_id: wikisql |
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--- |
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# Dataset Card for "wikisql" |
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## Table of Contents |
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- [Dataset Description](#dataset-description) |
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- [Dataset Summary](#dataset-summary) |
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- [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards) |
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- [Languages](#languages) |
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- [Dataset Structure](#dataset-structure) |
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- [Data Instances](#data-instances) |
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- [Data Fields](#data-fields) |
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- [Data Splits](#data-splits) |
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- [Dataset Creation](#dataset-creation) |
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- [Curation Rationale](#curation-rationale) |
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- [Source Data](#source-data) |
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- [Annotations](#annotations) |
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- [Personal and Sensitive Information](#personal-and-sensitive-information) |
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- [Considerations for Using the Data](#considerations-for-using-the-data) |
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- [Social Impact of Dataset](#social-impact-of-dataset) |
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- [Discussion of Biases](#discussion-of-biases) |
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- [Other Known Limitations](#other-known-limitations) |
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- [Additional Information](#additional-information) |
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- [Dataset Curators](#dataset-curators) |
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- [Licensing Information](#licensing-information) |
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- [Citation Information](#citation-information) |
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- [Contributions](#contributions) |
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## Dataset Description |
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- **Homepage:** [https://github.com/salesforce/WikiSQL](https://github.com/salesforce/WikiSQL) |
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- **Repository:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
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- **Paper:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
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- **Point of Contact:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
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- **Size of downloaded dataset files:** 24.95 MB |
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- **Size of the generated dataset:** 147.57 MB |
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- **Total amount of disk used:** 172.52 MB |
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### Dataset Summary |
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A large crowd-sourced dataset for developing natural language interfaces for relational databases |
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### Supported Tasks and Leaderboards |
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
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### Languages |
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
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## Dataset Structure |
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We show detailed information for up to 5 configurations of the dataset. |
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### Data Instances |
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#### default |
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- **Size of downloaded dataset files:** 24.95 MB |
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- **Size of the generated dataset:** 147.57 MB |
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- **Total amount of disk used:** 172.52 MB |
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An example of 'validation' looks as follows. |
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``` |
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This example was too long and was cropped: |
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{ |
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"phase": 1, |
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"question": "How would you answer a second test question?", |
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"sql": { |
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"agg": 0, |
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"conds": { |
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"column_index": [2], |
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"condition": ["Some Entity"], |
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"operator_index": [0] |
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}, |
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"human_readable": "SELECT Header1 FROM table WHERE Another Header = Some Entity", |
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"sel": 0 |
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}, |
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"table": "{\"caption\": \"L\", \"header\": [\"Header1\", \"Header 2\", \"Another Header\"], \"id\": \"1-10015132-9\", \"name\": \"table_10015132_11\", \"page_i..." |
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} |
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``` |
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### Data Fields |
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The data fields are the same among all splits. |
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#### default |
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- `phase`: a `int32` feature. |
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- `question`: a `string` feature. |
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- `header`: a `list` of `string` features. |
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- `page_title`: a `string` feature. |
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- `page_id`: a `string` feature. |
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- `types`: a `list` of `string` features. |
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- `id`: a `string` feature. |
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- `section_title`: a `string` feature. |
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- `caption`: a `string` feature. |
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- `rows`: a dictionary feature containing: |
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- `feature`: a `string` feature. |
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- `name`: a `string` feature. |
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- `human_readable`: a `string` feature. |
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- `sel`: a `int32` feature. |
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- `agg`: a `int32` feature. |
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- `conds`: a dictionary feature containing: |
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- `column_index`: a `int32` feature. |
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- `operator_index`: a `int32` feature. |
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- `condition`: a `string` feature. |
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### Data Splits |
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| name |train|validation|test | |
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|-------|----:|---------:|----:| |
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|default|56355| 8421|15878| |
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## Dataset Creation |
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### Curation Rationale |
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
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### Source Data |
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#### Initial Data Collection and Normalization |
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
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#### Who are the source language producers? |
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
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### Annotations |
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#### Annotation process |
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
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#### Who are the annotators? |
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
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### Personal and Sensitive Information |
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
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## Considerations for Using the Data |
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### Social Impact of Dataset |
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
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### Discussion of Biases |
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
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### Other Known Limitations |
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
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## Additional Information |
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### Dataset Curators |
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
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### Licensing Information |
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
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### Citation Information |
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``` |
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@article{zhongSeq2SQL2017, |
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author = {Victor Zhong and |
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Caiming Xiong and |
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Richard Socher}, |
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title = {Seq2SQL: Generating Structured Queries from Natural Language using |
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Reinforcement Learning}, |
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journal = {CoRR}, |
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volume = {abs/1709.00103}, |
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year = {2017} |
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} |
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``` |
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### Contributions |
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Thanks to [@lewtun](https://github.com/lewtun), [@ghomasHudson](https://github.com/ghomasHudson), [@thomwolf](https://github.com/thomwolf) for adding this dataset. |
