guardian_authorship / README.md
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---
annotations_creators:
- found
language_creators:
- found
language:
- en
license:
- unknown
multilinguality:
- monolingual
size_categories:
- 1K<n<10K
source_datasets:
- original
task_categories:
- text-classification
task_ids:
- multi-class-classification
- topic-classification
pretty_name: GuardianAuthorship
dataset_info:
- config_name: cross_topic_1
features:
- name: author
dtype:
class_label:
names:
'0': catherinebennett
'1': georgemonbiot
'2': hugoyoung
'3': jonathanfreedland
'4': martinkettle
'5': maryriddell
'6': nickcohen
'7': peterpreston
'8': pollytoynbee
'9': royhattersley
'10': simonhoggart
'11': willhutton
'12': zoewilliams
- name: topic
dtype:
class_label:
names:
'0': Politics
'1': Society
'2': UK
'3': World
'4': Books
- name: article
dtype: string
splits:
- name: train
num_bytes: 677054
num_examples: 112
- name: test
num_bytes: 1283126
num_examples: 207
- name: validation
num_bytes: 374390
num_examples: 62
download_size: 3100749
dataset_size: 2334570
- config_name: cross_genre_1
features:
- name: author
dtype:
class_label:
names:
'0': catherinebennett
'1': georgemonbiot
'2': hugoyoung
'3': jonathanfreedland
'4': martinkettle
'5': maryriddell
'6': nickcohen
'7': peterpreston
'8': pollytoynbee
'9': royhattersley
'10': simonhoggart
'11': willhutton
'12': zoewilliams
- name: topic
dtype:
class_label:
names:
'0': Politics
'1': Society
'2': UK
'3': World
'4': Books
- name: article
dtype: string
splits:
- name: train
num_bytes: 406144
num_examples: 63
- name: test
num_bytes: 1657512
num_examples: 269
- name: validation
num_bytes: 677054
num_examples: 112
download_size: 3100749
dataset_size: 2740710
- config_name: cross_topic_2
features:
- name: author
dtype:
class_label:
names:
'0': catherinebennett
'1': georgemonbiot
'2': hugoyoung
'3': jonathanfreedland
'4': martinkettle
'5': maryriddell
'6': nickcohen
'7': peterpreston
'8': pollytoynbee
'9': royhattersley
'10': simonhoggart
'11': willhutton
'12': zoewilliams
- name: topic
dtype:
class_label:
names:
'0': Politics
'1': Society
'2': UK
'3': World
'4': Books
- name: article
dtype: string
splits:
- name: train
num_bytes: 677054
num_examples: 112
- name: test
num_bytes: 1104764
num_examples: 179
- name: validation
num_bytes: 552752
num_examples: 90
download_size: 3100749
dataset_size: 2334570
- config_name: cross_topic_3
features:
- name: author
dtype:
class_label:
names:
'0': catherinebennett
'1': georgemonbiot
'2': hugoyoung
'3': jonathanfreedland
'4': martinkettle
'5': maryriddell
'6': nickcohen
'7': peterpreston
'8': pollytoynbee
'9': royhattersley
'10': simonhoggart
'11': willhutton
'12': zoewilliams
- name: topic
dtype:
class_label:
names:
'0': Politics
'1': Society
'2': UK
'3': World
'4': Books
- name: article
dtype: string
splits:
- name: train
num_bytes: 677054
num_examples: 112
- name: test
num_bytes: 927138
num_examples: 152
- name: validation
num_bytes: 730378
num_examples: 117
download_size: 3100749
dataset_size: 2334570
- config_name: cross_topic_4
features:
- name: author
dtype:
class_label:
names:
'0': catherinebennett
'1': georgemonbiot
'2': hugoyoung
'3': jonathanfreedland
'4': martinkettle
'5': maryriddell
'6': nickcohen
'7': peterpreston
'8': pollytoynbee
'9': royhattersley
'10': simonhoggart
'11': willhutton
'12': zoewilliams
- name: topic
dtype:
class_label:
names:
'0': Politics
'1': Society
'2': UK
'3': World
'4': Books
- name: article
dtype: string
splits:
- name: train
num_bytes: 374390
num_examples: 62
- name: test
num_bytes: 1283126
num_examples: 207
- name: validation
num_bytes: 677054
num_examples: 112
download_size: 3100749
dataset_size: 2334570
- config_name: cross_topic_5
features:
- name: author
dtype:
class_label:
names:
'0': catherinebennett
'1': georgemonbiot
'2': hugoyoung
'3': jonathanfreedland
'4': martinkettle
'5': maryriddell
'6': nickcohen
'7': peterpreston
'8': pollytoynbee
'9': royhattersley
'10': simonhoggart
'11': willhutton
'12': zoewilliams
- name: topic
dtype:
class_label:
names:
'0': Politics
'1': Society
'2': UK
'3': World
'4': Books
- name: article
dtype: string
splits:
- name: train
num_bytes: 374390
num_examples: 62
- name: test
num_bytes: 1407428
num_examples: 229
- name: validation
num_bytes: 552752
num_examples: 90
download_size: 3100749
dataset_size: 2334570
- config_name: cross_topic_6
features:
- name: author
dtype:
class_label:
names:
'0': catherinebennett
'1': georgemonbiot
'2': hugoyoung
'3': jonathanfreedland
'4': martinkettle
'5': maryriddell
'6': nickcohen
'7': peterpreston
'8': pollytoynbee
'9': royhattersley
'10': simonhoggart
'11': willhutton
'12': zoewilliams
- name: topic
dtype:
class_label:
names:
'0': Politics
'1': Society
'2': UK
'3': World
'4': Books
- name: article
dtype: string
splits:
- name: train
num_bytes: 374390
num_examples: 62
- name: test
num_bytes: 1229802
num_examples: 202
- name: validation
num_bytes: 730378
num_examples: 117
download_size: 3100749
dataset_size: 2334570
- config_name: cross_topic_7
features:
- name: author
dtype:
class_label:
names:
'0': catherinebennett
'1': georgemonbiot
'2': hugoyoung
'3': jonathanfreedland
'4': martinkettle
'5': maryriddell
'6': nickcohen
'7': peterpreston
'8': pollytoynbee
'9': royhattersley
'10': simonhoggart
'11': willhutton
'12': zoewilliams
- name: topic
dtype:
class_label:
names:
'0': Politics
'1': Society
'2': UK
'3': World
'4': Books
- name: article
dtype: string
splits:
- name: train
num_bytes: 552752
num_examples: 90
- name: test
num_bytes: 1104764
num_examples: 179
- name: validation
num_bytes: 677054
num_examples: 112
download_size: 3100749
dataset_size: 2334570
- config_name: cross_topic_8
features:
- name: author
dtype:
class_label:
names:
'0': catherinebennett
'1': georgemonbiot
'2': hugoyoung
'3': jonathanfreedland
'4': martinkettle
'5': maryriddell
'6': nickcohen
'7': peterpreston
'8': pollytoynbee
'9': royhattersley
'10': simonhoggart
'11': willhutton
'12': zoewilliams
- name: topic
dtype:
class_label:
names:
'0': Politics
'1': Society
'2': UK
'3': World
'4': Books
- name: article
dtype: string
splits:
- name: train
num_bytes: 552752
num_examples: 90
- name: test
num_bytes: 1407428
num_examples: 229
- name: validation
num_bytes: 374390
num_examples: 62
download_size: 3100749
dataset_size: 2334570
- config_name: cross_topic_9
features:
- name: author
dtype:
class_label:
names:
'0': catherinebennett
'1': georgemonbiot
'2': hugoyoung
'3': jonathanfreedland
'4': martinkettle
'5': maryriddell
'6': nickcohen
'7': peterpreston
'8': pollytoynbee
'9': royhattersley
'10': simonhoggart
'11': willhutton
'12': zoewilliams
- name: topic
dtype:
class_label:
names:
'0': Politics
'1': Society
'2': UK
'3': World
'4': Books
- name: article
dtype: string
splits:
- name: train
num_bytes: 552752
num_examples: 90
- name: test
num_bytes: 1051440
num_examples: 174
- name: validation
num_bytes: 730378
num_examples: 117
download_size: 3100749
dataset_size: 2334570
- config_name: cross_topic_10
features:
- name: author
dtype:
class_label:
names:
'0': catherinebennett
'1': georgemonbiot
'2': hugoyoung
'3': jonathanfreedland
'4': martinkettle
'5': maryriddell
'6': nickcohen
'7': peterpreston
'8': pollytoynbee
'9': royhattersley
'10': simonhoggart
'11': willhutton
'12': zoewilliams
- name: topic
dtype:
class_label:
names:
'0': Politics
'1': Society
'2': UK
'3': World
'4': Books
- name: article
dtype: string
splits:
- name: train
num_bytes: 730378
num_examples: 117
- name: test
num_bytes: 927138
num_examples: 152
- name: validation
num_bytes: 677054
num_examples: 112
download_size: 3100749
dataset_size: 2334570
- config_name: cross_topic_11
features:
- name: author
dtype:
class_label:
names:
'0': catherinebennett
'1': georgemonbiot
'2': hugoyoung
'3': jonathanfreedland
'4': martinkettle
'5': maryriddell
'6': nickcohen
'7': peterpreston
'8': pollytoynbee
'9': royhattersley
'10': simonhoggart
'11': willhutton
'12': zoewilliams
- name: topic
dtype:
class_label:
names:
'0': Politics
'1': Society
'2': UK
'3': World
'4': Books
- name: article
dtype: string
splits:
- name: train
num_bytes: 730378
num_examples: 117
- name: test
num_bytes: 1229802
num_examples: 202
- name: validation
num_bytes: 374390
num_examples: 62
download_size: 3100749
dataset_size: 2334570
- config_name: cross_topic_12
features:
- name: author
dtype:
class_label:
names:
'0': catherinebennett
'1': georgemonbiot
'2': hugoyoung
'3': jonathanfreedland
'4': martinkettle
'5': maryriddell
'6': nickcohen
'7': peterpreston
'8': pollytoynbee
'9': royhattersley
'10': simonhoggart
'11': willhutton
'12': zoewilliams
- name: topic
dtype:
class_label:
names:
'0': Politics
'1': Society
'2': UK
'3': World
'4': Books
- name: article
dtype: string
splits:
- name: train
num_bytes: 730378
num_examples: 117
- name: test
num_bytes: 1051440
num_examples: 174
- name: validation
num_bytes: 552752
num_examples: 90
download_size: 3100749
dataset_size: 2334570
- config_name: cross_genre_2
features:
- name: author
dtype:
class_label:
names:
'0': catherinebennett
'1': georgemonbiot
'2': hugoyoung
'3': jonathanfreedland
'4': martinkettle
'5': maryriddell
'6': nickcohen
'7': peterpreston
'8': pollytoynbee
'9': royhattersley
'10': simonhoggart
'11': willhutton
'12': zoewilliams
- name: topic
dtype:
class_label:
names:
'0': Politics
'1': Society
'2': UK
'3': World
'4': Books
- name: article
dtype: string
splits:
- name: train
num_bytes: 406144
num_examples: 63
- name: test
num_bytes: 1960176
num_examples: 319
- name: validation
num_bytes: 374390
num_examples: 62
download_size: 3100749
dataset_size: 2740710
- config_name: cross_genre_3
features:
- name: author
dtype:
class_label:
names:
'0': catherinebennett
'1': georgemonbiot
'2': hugoyoung
'3': jonathanfreedland
'4': martinkettle
'5': maryriddell
'6': nickcohen
'7': peterpreston
'8': pollytoynbee
'9': royhattersley
'10': simonhoggart
'11': willhutton
'12': zoewilliams
- name: topic
dtype:
class_label:
names:
'0': Politics
'1': Society
'2': UK
'3': World
'4': Books
- name: article
dtype: string
splits:
- name: train
num_bytes: 406144
num_examples: 63
- name: test
num_bytes: 1781814
num_examples: 291
- name: validation
num_bytes: 552752
num_examples: 90
download_size: 3100749
dataset_size: 2740710
- config_name: cross_genre_4
features:
- name: author
dtype:
class_label:
names:
'0': catherinebennett
'1': georgemonbiot
'2': hugoyoung
'3': jonathanfreedland
'4': martinkettle
'5': maryriddell
'6': nickcohen
'7': peterpreston
'8': pollytoynbee
'9': royhattersley
'10': simonhoggart
'11': willhutton
'12': zoewilliams
- name: topic
dtype:
class_label:
names:
'0': Politics
'1': Society
'2': UK
'3': World
'4': Books
- name: article
dtype: string
splits:
- name: train
num_bytes: 406144
num_examples: 63
- name: test
num_bytes: 1604188
num_examples: 264
- name: validation
num_bytes: 730378
num_examples: 117
download_size: 3100749
dataset_size: 2740710
---
# 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:** 49.61 MB
- **Size of the generated dataset:** 38.98 MB
- **Total amount of disk used:** 88.59 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:** 3.10 MB
- **Size of the generated dataset:** 2.74 MB
- **Total amount of disk used:** 5.84 MB
An example of 'train' looks as follows.
```
{
"article": "File 1a\n",
"author": 0,
"topic": 4
}
```
#### cross_genre_2
- **Size of downloaded dataset files:** 3.10 MB
- **Size of the generated dataset:** 2.74 MB
- **Total amount of disk used:** 5.84 MB
An example of 'validation' looks as follows.
```
{
"article": "File 1a\n",
"author": 0,
"topic": 1
}
```
#### cross_genre_3
- **Size of downloaded dataset files:** 3.10 MB
- **Size of the generated dataset:** 2.74 MB
- **Total amount of disk used:** 5.84 MB
An example of 'validation' looks as follows.
```
{
"article": "File 1a\n",
"author": 0,
"topic": 2
}
```
#### cross_genre_4
- **Size of downloaded dataset files:** 3.10 MB
- **Size of the generated dataset:** 2.74 MB
- **Total amount of disk used:** 5.84 MB
An example of 'validation' looks as follows.
```
{
"article": "File 1a\n",
"author": 0,
"topic": 3
}
```
#### cross_topic_1
- **Size of downloaded dataset files:** 3.10 MB
- **Size of the generated dataset:** 2.34 MB
- **Total amount of disk used:** 5.43 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.