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column_index
string
label
string
table
dict
5
currency
{ "header": [ "col1", "col2", "col3", "col4", "col5", "col6" ], "rows": [ [ "Be Prepared pin", "https://corememoriesco.com/products/be-prepared-pin", "//cdn.shopify.com/s/files/1/2781/6282/products/IMG_8361_grande.jpeg?v=1558567701", "7.25", "For the truly...
0
Product/name
{ "header": [ "col1", "col2", "col3", "col4", "col5", "col6" ], "rows": [ [ "Be Prepared pin", "https://corememoriesco.com/products/be-prepared-pin", "//cdn.shopify.com/s/files/1/2781/6282/products/IMG_8361_grande.jpeg?v=1558567701", "7.25", "For the truly...
3
price
{ "header": [ "col1", "col2", "col3", "col4", "col5", "col6" ], "rows": [ [ "Be Prepared pin", "https://corememoriesco.com/products/be-prepared-pin", "//cdn.shopify.com/s/files/1/2781/6282/products/IMG_8361_grande.jpeg?v=1558567701", "7.25", "For the truly...
2
DateTime
{ "header": [ "col1", "col2", "col3", "col4", "col5" ], "rows": [ [ "Paint Out Cambridge 2019 Artist Awards & Prizewinning Paintings", "The inaugural Paint Out Cambridge took place this week and saw over 140 paintings created, each in under 3 hours, across the days and early ev...
4
currency
{ "header": [ "col1", "col2", "col3", "col4", "col5", "col6", "col7", "col8" ], "rows": [ [ "\\\"Blue Blocks Behind The Barn\\", "“Many of the roads we’ve traveled have taken us through beautiful farm country across North America. Images of rolling hills, flat field...
6
Date
{ "header": [ "col1", "col2", "col3", "col4", "col5", "col6", "col7", "col8" ], "rows": [ [ "\\\"Blue Blocks Behind The Barn\\", "“Many of the roads we’ve traveled have taken us through beautiful farm country across North America. Images of rolling hills, flat field...
2
currency
{"header":["col1","col2","col3","col4","col5","col6","col7","col8"],"rows":[["No. 10 Cast Iron Chef (...TRUNCATED)
3
currency
{"header":["col1","col2","col3","col4"],"rows":[["kendri 091031 crete swc ektar100 001 006","https:/(...TRUNCATED)
3
currency
{"header":["col1","col2","col3","col4","col5","col6","col7"],"rows":[["Mixed Chicken Surprise Gluten(...TRUNCATED)
5
Date
{"header":["col1","col2","col3","col4","col5","col6","col7"],"rows":[["Mixed Chicken Surprise Gluten(...TRUNCATED)
End of preview.

Dataset Card for SOTAB

Dataset Summary

The SOTAB dataset is a large-scale dataset for the task of column type annotation on semi-structured tables.

Supported Tasks and Leaderboards

table-annotation, column-type-annotation

Languages

en

Dataset Structure

Data Instances

default

  • Size of downloaded dataset files:
  • Size of the generated dataset:
  • Total amount of disk used:

An example of 'validation' looks as follows:

{
    "id": 0,
    "column_index": 3,
    "label": "currency",
    "table": {
        "name": "Book_7sat.co.uk_September2020_CTA.json.gz",
        "header": ["col1", "col2", ...]
        "rows": [
           ["2001", "2", "USL A-League", ...],
           ["2002", "2", "USL A-League", ...], 
           ...
        ]
    }
}

Data Fields

The data fields are the same among all splits.

default

  • id: a int32 feature.
  • column_index: a string feature.
  • label: a string feature.
  • table: a dictionary feature containing:
    • rows: a list of string features.
    • rows: a list of list of string features.
    • name: a string feature.

Data Splits

name train validation test
default 130471 16840 15040

Dataset Creation

Curation Rationale

[Needs More Information]

Source Data

Initial Data Collection and Normalization

[Needs More Information]

Who are the source language producers?

[Needs More Information]

Annotations

Annotation process

[Needs More Information]

Who are the annotators?

[Needs More Information]

Personal and Sensitive Information

[Needs More Information]

Considerations for Using the Data

Social Impact of Dataset

[Needs More Information]

Discussion of Biases

[Needs More Information]

Other Known Limitations

[Needs More Information]

Additional Information

Dataset Curators

Panupong Pasupat and Percy Liang

Licensing Information

Creative Commons Attribution Share Alike 4.0 International

Citation Information


Contributions

Thanks to @ShivangiBithel for adding this dataset.

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