Datasets:
metadata
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_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: 406140
num_examples: 63
- name: test
num_bytes: 1657508
num_examples: 269
- name: validation
num_bytes: 677050
num_examples: 112
download_size: 1776876
dataset_size: 2740698
- 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: 406140
num_examples: 63
- name: test
num_bytes: 1960172
num_examples: 319
- name: validation
num_bytes: 374386
num_examples: 62
download_size: 1777227
dataset_size: 2740698
- 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: 406140
num_examples: 63
- name: test
num_bytes: 1781810
num_examples: 291
- name: validation
num_bytes: 552748
num_examples: 90
download_size: 1781214
dataset_size: 2740698
- 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: 406140
num_examples: 63
- name: test
num_bytes: 1604184
num_examples: 264
- name: validation
num_bytes: 730374
num_examples: 117
download_size: 1776843
dataset_size: 2740698
- 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: 677050
num_examples: 112
- name: test
num_bytes: 1283122
num_examples: 207
- name: validation
num_bytes: 374386
num_examples: 62
download_size: 1516211
dataset_size: 2334558
- 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: 730374
num_examples: 117
- name: test
num_bytes: 927134
num_examples: 152
- name: validation
num_bytes: 677050
num_examples: 112
download_size: 1511364
dataset_size: 2334558
- 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: 730374
num_examples: 117
- name: test
num_bytes: 1229798
num_examples: 202
- name: validation
num_bytes: 374386
num_examples: 62
download_size: 1511352
dataset_size: 2334558
- 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: 730374
num_examples: 117
- name: test
num_bytes: 1051436
num_examples: 174
- name: validation
num_bytes: 552748
num_examples: 90
download_size: 1514954
dataset_size: 2334558
- 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: 677050
num_examples: 112
- name: test
num_bytes: 1104760
num_examples: 179
- name: validation
num_bytes: 552748
num_examples: 90
download_size: 1516273
dataset_size: 2334558
- 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: 677050
num_examples: 112
- name: test
num_bytes: 927134
num_examples: 152
- name: validation
num_bytes: 730374
num_examples: 117
download_size: 1511364
dataset_size: 2334558
- 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: 374386
num_examples: 62
- name: test
num_bytes: 1283122
num_examples: 207
- name: validation
num_bytes: 677050
num_examples: 112
download_size: 1516211
dataset_size: 2334558
- 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: 374386
num_examples: 62
- name: test
num_bytes: 1407424
num_examples: 229
- name: validation
num_bytes: 552748
num_examples: 90
download_size: 1515780
dataset_size: 2334558
- 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: 374386
num_examples: 62
- name: test
num_bytes: 1229798
num_examples: 202
- name: validation
num_bytes: 730374
num_examples: 117
download_size: 1511352
dataset_size: 2334558
- 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: 552748
num_examples: 90
- name: test
num_bytes: 1104760
num_examples: 179
- name: validation
num_bytes: 677050
num_examples: 112
download_size: 1516273
dataset_size: 2334558
- 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: 552748
num_examples: 90
- name: test
num_bytes: 1407424
num_examples: 229
- name: validation
num_bytes: 374386
num_examples: 62
download_size: 1515780
dataset_size: 2334558
- 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: 552748
num_examples: 90
- name: test
num_bytes: 1051436
num_examples: 174
- name: validation
num_bytes: 730374
num_examples: 117
download_size: 1514954
dataset_size: 2334558
configs:
- config_name: cross_genre_1
data_files:
- split: train
path: cross_genre_1/train-*
- split: test
path: cross_genre_1/test-*
- split: validation
path: cross_genre_1/validation-*
- config_name: cross_genre_2
data_files:
- split: train
path: cross_genre_2/train-*
- split: test
path: cross_genre_2/test-*
- split: validation
path: cross_genre_2/validation-*
- config_name: cross_genre_3
data_files:
- split: train
path: cross_genre_3/train-*
- split: test
path: cross_genre_3/test-*
- split: validation
path: cross_genre_3/validation-*
- config_name: cross_genre_4
data_files:
- split: train
path: cross_genre_4/train-*
- split: test
path: cross_genre_4/test-*
- split: validation
path: cross_genre_4/validation-*
- config_name: cross_topic_1
data_files:
- split: train
path: cross_topic_1/train-*
- split: test
path: cross_topic_1/test-*
- split: validation
path: cross_topic_1/validation-*
- config_name: cross_topic_10
data_files:
- split: train
path: cross_topic_10/train-*
- split: test
path: cross_topic_10/test-*
- split: validation
path: cross_topic_10/validation-*
- config_name: cross_topic_11
data_files:
- split: train
path: cross_topic_11/train-*
- split: test
path: cross_topic_11/test-*
- split: validation
path: cross_topic_11/validation-*
- config_name: cross_topic_12
data_files:
- split: train
path: cross_topic_12/train-*
- split: test
path: cross_topic_12/test-*
- split: validation
path: cross_topic_12/validation-*
- config_name: cross_topic_2
data_files:
- split: train
path: cross_topic_2/train-*
- split: test
path: cross_topic_2/test-*
- split: validation
path: cross_topic_2/validation-*
- config_name: cross_topic_3
data_files:
- split: train
path: cross_topic_3/train-*
- split: test
path: cross_topic_3/test-*
- split: validation
path: cross_topic_3/validation-*
- config_name: cross_topic_4
data_files:
- split: train
path: cross_topic_4/train-*
- split: test
path: cross_topic_4/test-*
- split: validation
path: cross_topic_4/validation-*
- config_name: cross_topic_5
data_files:
- split: train
path: cross_topic_5/train-*
- split: test
path: cross_topic_5/test-*
- split: validation
path: cross_topic_5/validation-*
- config_name: cross_topic_6
data_files:
- split: train
path: cross_topic_6/train-*
- split: test
path: cross_topic_6/test-*
- split: validation
path: cross_topic_6/validation-*
- config_name: cross_topic_7
data_files:
- split: train
path: cross_topic_7/train-*
- split: test
path: cross_topic_7/test-*
- split: validation
path: cross_topic_7/validation-*
- config_name: cross_topic_8
data_files:
- split: train
path: cross_topic_8/train-*
- split: test
path: cross_topic_8/test-*
- split: validation
path: cross_topic_8/validation-*
- config_name: cross_topic_9
data_files:
- split: train
path: cross_topic_9/train-*
- split: test
path: cross_topic_9/test-*
- split: validation
path: cross_topic_9/validation-*
Dataset Card for "guardian_authorship"
Table of Contents
- Dataset Description
- Dataset Structure
- Dataset Creation
- Considerations for Using the Data
- Additional Information
Dataset Description
- Homepage: http://www.icsd.aegean.gr/lecturers/stamatatos/papers/JLP2013.pdf
- Repository: More Information Needed
- Paper: More Information Needed
- Point of Contact: More Information Needed
- 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
Languages
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 includingcatherinebennett(0),georgemonbiot(1),hugoyoung(2),jonathanfreedland(3),martinkettle(4).topic: a classification label, with possible values includingPolitics(0),Society(1),UK(2),World(3),Books(4).article: astringfeature.
cross_genre_2
author: a classification label, with possible values includingcatherinebennett(0),georgemonbiot(1),hugoyoung(2),jonathanfreedland(3),martinkettle(4).topic: a classification label, with possible values includingPolitics(0),Society(1),UK(2),World(3),Books(4).article: astringfeature.
cross_genre_3
author: a classification label, with possible values includingcatherinebennett(0),georgemonbiot(1),hugoyoung(2),jonathanfreedland(3),martinkettle(4).topic: a classification label, with possible values includingPolitics(0),Society(1),UK(2),World(3),Books(4).article: astringfeature.
cross_genre_4
author: a classification label, with possible values includingcatherinebennett(0),georgemonbiot(1),hugoyoung(2),jonathanfreedland(3),martinkettle(4).topic: a classification label, with possible values includingPolitics(0),Society(1),UK(2),World(3),Books(4).article: astringfeature.
cross_topic_1
author: a classification label, with possible values includingcatherinebennett(0),georgemonbiot(1),hugoyoung(2),jonathanfreedland(3),martinkettle(4).topic: a classification label, with possible values includingPolitics(0),Society(1),UK(2),World(3),Books(4).article: astringfeature.
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
Source Data
Initial Data Collection and Normalization
Who are the source language producers?
Annotations
Annotation process
Who are the annotators?
Personal and Sensitive Information
Considerations for Using the Data
Social Impact of Dataset
Discussion of Biases
Other Known Limitations
Additional Information
Dataset Curators
Licensing Information
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, @eltoto1219, @malikaltakrori for adding this dataset.