![albertvillanova's picture](https://cdn-avatars.huggingface.co/v1/production/uploads/1606406298765-noauth.jpeg)
albertvillanova
HF staff
Convert dataset sizes from base 2 to base 10 in the dataset card (#2)
829510c
annotations_creators: | |
- crowdsourced | |
language: | |
- en | |
language_creators: | |
- found | |
- machine-generated | |
license: | |
- unknown | |
multilinguality: | |
- monolingual | |
pretty_name: WikiSQL | |
size_categories: | |
- 10K<n<100K | |
source_datasets: | |
- original | |
task_categories: | |
- text2text-generation | |
task_ids: [] | |
paperswithcode_id: wikisql | |
tags: | |
- text-to-sql | |
dataset_info: | |
features: | |
- name: phase | |
dtype: int32 | |
- name: question | |
dtype: string | |
- name: table | |
struct: | |
- name: header | |
sequence: string | |
- name: page_title | |
dtype: string | |
- name: page_id | |
dtype: string | |
- name: types | |
sequence: string | |
- name: id | |
dtype: string | |
- name: section_title | |
dtype: string | |
- name: caption | |
dtype: string | |
- name: rows | |
sequence: | |
sequence: string | |
- name: name | |
dtype: string | |
- name: sql | |
struct: | |
- name: human_readable | |
dtype: string | |
- name: sel | |
dtype: int32 | |
- name: agg | |
dtype: int32 | |
- name: conds | |
sequence: | |
- name: column_index | |
dtype: int32 | |
- name: operator_index | |
dtype: int32 | |
- name: condition | |
dtype: string | |
splits: | |
- name: test | |
num_bytes: 32234761 | |
num_examples: 15878 | |
- name: validation | |
num_bytes: 15159314 | |
num_examples: 8421 | |
- name: train | |
num_bytes: 107345917 | |
num_examples: 56355 | |
download_size: 26164664 | |
dataset_size: 154739992 | |
# Dataset Card for "wikisql" | |
## Table of Contents | |
- [Dataset Description](#dataset-description) | |
- [Dataset Summary](#dataset-summary) | |
- [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards) | |
- [Languages](#languages) | |
- [Dataset Structure](#dataset-structure) | |
- [Data Instances](#data-instances) | |
- [Data Fields](#data-fields) | |
- [Data Splits](#data-splits) | |
- [Dataset Creation](#dataset-creation) | |
- [Curation Rationale](#curation-rationale) | |
- [Source Data](#source-data) | |
- [Annotations](#annotations) | |
- [Personal and Sensitive Information](#personal-and-sensitive-information) | |
- [Considerations for Using the Data](#considerations-for-using-the-data) | |
- [Social Impact of Dataset](#social-impact-of-dataset) | |
- [Discussion of Biases](#discussion-of-biases) | |
- [Other Known Limitations](#other-known-limitations) | |
- [Additional Information](#additional-information) | |
- [Dataset Curators](#dataset-curators) | |
- [Licensing Information](#licensing-information) | |
- [Citation Information](#citation-information) | |
- [Contributions](#contributions) | |
## Dataset Description | |
- **Repository:** https://github.com/salesforce/WikiSQL | |
- **Paper:** [Seq2SQL: Generating Structured Queries from Natural Language using Reinforcement Learning](https://arxiv.org/abs/1709.00103) | |
- **Point of Contact:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
- **Size of downloaded dataset files:** 26.16 MB | |
- **Size of the generated dataset:** 154.74 MB | |
- **Total amount of disk used:** 180.90 MB | |
### Dataset Summary | |
A large crowd-sourced dataset for developing natural language interfaces for relational databases. | |
WikiSQL is a dataset of 80654 hand-annotated examples | |
of questions and SQL queries distributed across 24241 tables from Wikipedia. | |
### Supported Tasks and Leaderboards | |
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
### Languages | |
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
## Dataset Structure | |
### Data Instances | |
#### default | |
- **Size of downloaded dataset files:** 26.16 MB | |
- **Size of the generated dataset:** 154.74 MB | |
- **Total amount of disk used:** 180.90 MB | |
An example of 'validation' looks as follows. | |
``` | |
This example was too long and was cropped: | |
{ | |
"phase": 1, | |
"question": "How would you answer a second test question?", | |
"sql": { | |
"agg": 0, | |
"conds": { | |
"column_index": [2], | |
"condition": ["Some Entity"], | |
"operator_index": [0] | |
}, | |
"human_readable": "SELECT Header1 FROM table WHERE Another Header = Some Entity", | |
"sel": 0 | |
}, | |
"table": "{\"caption\": \"L\", \"header\": [\"Header1\", \"Header 2\", \"Another Header\"], \"id\": \"1-10015132-9\", \"name\": \"table_10015132_11\", \"page_i..." | |
} | |
``` | |
### Data Fields | |
The data fields are the same among all splits. | |
#### default | |
- `phase`: a `int32` feature. | |
- `question`: a `string` feature. | |
- `header`: a `list` of `string` features. | |
- `page_title`: a `string` feature. | |
- `page_id`: a `string` feature. | |
- `types`: a `list` of `string` features. | |
- `id`: a `string` feature. | |
- `section_title`: a `string` feature. | |
- `caption`: a `string` feature. | |
- `rows`: a dictionary feature containing: | |
- `feature`: a `string` feature. | |
- `name`: a `string` feature. | |
- `human_readable`: a `string` feature. | |
- `sel`: a `int32` feature. | |
- `agg`: a `int32` feature. | |
- `conds`: a dictionary feature containing: | |
- `column_index`: a `int32` feature. | |
- `operator_index`: a `int32` feature. | |
- `condition`: a `string` feature. | |
### Data Splits | |
| name |train|validation|test | | |
|-------|----:|---------:|----:| | |
|default|56355| 8421|15878| | |
## Dataset Creation | |
### Curation Rationale | |
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
### Source Data | |
#### Initial Data Collection and Normalization | |
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
#### Who are the source language producers? | |
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
### Annotations | |
#### Annotation process | |
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
#### Who are the annotators? | |
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
### Personal and Sensitive Information | |
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
## Considerations for Using the Data | |
### Social Impact of Dataset | |
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
### Discussion of Biases | |
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
### Other Known Limitations | |
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
## Additional Information | |
### Dataset Curators | |
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
### Licensing Information | |
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
### Citation Information | |
``` | |
@article{zhongSeq2SQL2017, | |
author = {Victor Zhong and | |
Caiming Xiong and | |
Richard Socher}, | |
title = {Seq2SQL: Generating Structured Queries from Natural Language using | |
Reinforcement Learning}, | |
journal = {CoRR}, | |
volume = {abs/1709.00103}, | |
year = {2017} | |
} | |
``` | |
### Contributions | |
Thanks to [@lewtun](https://github.com/lewtun), [@ghomasHudson](https://github.com/ghomasHudson), [@thomwolf](https://github.com/thomwolf) for adding this dataset. |