Datasets:
Tasks:
Text Classification
Languages:
English
Multilinguality:
monolingual
Size Categories:
1K<n<10K
Language Creators:
found
Annotations Creators:
found
Source Datasets:
original
Tags:
License:
annotations_creators: | |
- found | |
language: | |
- en | |
language_creators: | |
- found | |
license: | |
- unknown | |
multilinguality: | |
- monolingual | |
pretty_name: GuardianAuthorship | |
size_categories: | |
- 1K<n<10K | |
source_datasets: | |
- original | |
task_categories: | |
- text-classification | |
task_ids: | |
- multi-class-classification | |
- topic-classification | |
paperswithcode_id: null | |
# Dataset Card for "guardian_authorship" | |
## 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 | |
- **Homepage:** [http://www.icsd.aegean.gr/lecturers/stamatatos/papers/JLP2013.pdf](http://www.icsd.aegean.gr/lecturers/stamatatos/papers/JLP2013.pdf) | |
- **Repository:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
- **Paper:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
- **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:** 47.31 MB | |
- **Size of the generated dataset:** 37.17 MB | |
- **Total amount of disk used:** 84.49 MB | |
### Dataset Summary | |
A dataset cross-topic authorship attribution. The dataset is provided by Stamatatos 2013. | |
1- The cross-topic scenarios are based on Table-4 in Stamatatos 2017 (Ex. cross_topic_1 => row 1:P S U&W ). | |
2- The cross-genre scenarios are based on Table-5 in the same paper. (Ex. cross_genre_1 => row 1:B P S&U&W). | |
3- The same-topic/genre scenario is created by grouping all the datasts as follows. | |
For ex., to use same_topic and split the data 60-40 use: | |
train_ds = load_dataset('guardian_authorship', name="cross_topic_<<#>>", | |
split='train[:60%]+validation[:60%]+test[:60%]') | |
tests_ds = load_dataset('guardian_authorship', name="cross_topic_<<#>>", | |
split='train[-40%:]+validation[-40%:]+test[-40%:]') | |
IMPORTANT: train+validation+test[:60%] will generate the wrong splits because the data is imbalanced | |
* See https://huggingface.co/docs/datasets/splits.html for detailed/more examples | |
### 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 | |
#### cross_genre_1 | |
- **Size of downloaded dataset files:** 2.96 MB | |
- **Size of the generated dataset:** 2.61 MB | |
- **Total amount of disk used:** 5.57 MB | |
An example of 'train' looks as follows. | |
``` | |
{ | |
"article": "File 1a\n", | |
"author": 0, | |
"topic": 4 | |
} | |
``` | |
#### cross_genre_2 | |
- **Size of downloaded dataset files:** 2.96 MB | |
- **Size of the generated dataset:** 2.61 MB | |
- **Total amount of disk used:** 5.57 MB | |
An example of 'validation' looks as follows. | |
``` | |
{ | |
"article": "File 1a\n", | |
"author": 0, | |
"topic": 1 | |
} | |
``` | |
#### cross_genre_3 | |
- **Size of downloaded dataset files:** 2.96 MB | |
- **Size of the generated dataset:** 2.61 MB | |
- **Total amount of disk used:** 5.57 MB | |
An example of 'validation' looks as follows. | |
``` | |
{ | |
"article": "File 1a\n", | |
"author": 0, | |
"topic": 2 | |
} | |
``` | |
#### cross_genre_4 | |
- **Size of downloaded dataset files:** 2.96 MB | |
- **Size of the generated dataset:** 2.61 MB | |
- **Total amount of disk used:** 5.57 MB | |
An example of 'validation' looks as follows. | |
``` | |
{ | |
"article": "File 1a\n", | |
"author": 0, | |
"topic": 3 | |
} | |
``` | |
#### cross_topic_1 | |
- **Size of downloaded dataset files:** 2.96 MB | |
- **Size of the generated dataset:** 2.23 MB | |
- **Total amount of disk used:** 5.18 MB | |
An example of 'validation' looks as follows. | |
``` | |
{ | |
"article": "File 1a\n", | |
"author": 0, | |
"topic": 1 | |
} | |
``` | |
### Data Fields | |
The data fields are the same among all splits. | |
#### cross_genre_1 | |
- `author`: a classification label, with possible values including `catherinebennett` (0), `georgemonbiot` (1), `hugoyoung` (2), `jonathanfreedland` (3), `martinkettle` (4). | |
- `topic`: a classification label, with possible values including `Politics` (0), `Society` (1), `UK` (2), `World` (3), `Books` (4). | |
- `article`: a `string` feature. | |
#### cross_genre_2 | |
- `author`: a classification label, with possible values including `catherinebennett` (0), `georgemonbiot` (1), `hugoyoung` (2), `jonathanfreedland` (3), `martinkettle` (4). | |
- `topic`: a classification label, with possible values including `Politics` (0), `Society` (1), `UK` (2), `World` (3), `Books` (4). | |
- `article`: a `string` feature. | |
#### cross_genre_3 | |
- `author`: a classification label, with possible values including `catherinebennett` (0), `georgemonbiot` (1), `hugoyoung` (2), `jonathanfreedland` (3), `martinkettle` (4). | |
- `topic`: a classification label, with possible values including `Politics` (0), `Society` (1), `UK` (2), `World` (3), `Books` (4). | |
- `article`: a `string` feature. | |
#### cross_genre_4 | |
- `author`: a classification label, with possible values including `catherinebennett` (0), `georgemonbiot` (1), `hugoyoung` (2), `jonathanfreedland` (3), `martinkettle` (4). | |
- `topic`: a classification label, with possible values including `Politics` (0), `Society` (1), `UK` (2), `World` (3), `Books` (4). | |
- `article`: a `string` feature. | |
#### cross_topic_1 | |
- `author`: a classification label, with possible values including `catherinebennett` (0), `georgemonbiot` (1), `hugoyoung` (2), `jonathanfreedland` (3), `martinkettle` (4). | |
- `topic`: a classification label, with possible values including `Politics` (0), `Society` (1), `UK` (2), `World` (3), `Books` (4). | |
- `article`: a `string` feature. | |
### Data Splits | |
| name |train|validation|test| | |
|-------------|----:|---------:|---:| | |
|cross_genre_1| 63| 112| 269| | |
|cross_genre_2| 63| 62| 319| | |
|cross_genre_3| 63| 90| 291| | |
|cross_genre_4| 63| 117| 264| | |
|cross_topic_1| 112| 62| 207| | |
## 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{article, | |
author = {Stamatatos, Efstathios}, | |
year = {2013}, | |
month = {01}, | |
pages = {421-439}, | |
title = {On the robustness of authorship attribution based on character n-gram features}, | |
volume = {21}, | |
journal = {Journal of Law and Policy} | |
} | |
@inproceedings{stamatatos2017authorship, | |
title={Authorship attribution using text distortion}, | |
author={Stamatatos, Efstathios}, | |
booktitle={Proc. of the 15th Conf. of the European Chapter of the Association for Computational Linguistics}, | |
volume={1} | |
pages={1138--1149}, | |
year={2017} | |
} | |
``` | |
### Contributions | |
Thanks to [@thomwolf](https://github.com/thomwolf), [@eltoto1219](https://github.com/eltoto1219), [@malikaltakrori](https://github.com/malikaltakrori) for adding this dataset. | |