Datasets:
Tasks:
Text Classification
Languages:
English
Multilinguality:
monolingual
Size Categories:
1K<n<10K
Language Creators:
found
Annotations Creators:
found
Source Datasets:
original
Tags:
License:
albertvillanova
HF staff
Convert dataset sizes from base 2 to base 10 in the dataset card (#4)
faec761
| 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 | |
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| - name: validation | |
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| 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 | |
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| '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 | |
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| num_examples: 179 | |
| - name: validation | |
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| 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 | |
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| download_size: 3100749 | |
| dataset_size: 2334570 | |
| - config_name: cross_topic_4 | |
| features: | |
| - name: author | |
| dtype: | |
| class_label: | |
| names: | |
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| '1': georgemonbiot | |
| '2': hugoyoung | |
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| '6': nickcohen | |
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| '8': pollytoynbee | |
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| '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 | |
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| - name: validation | |
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| download_size: 3100749 | |
| dataset_size: 2334570 | |
| - config_name: cross_topic_5 | |
| features: | |
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| dtype: | |
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| - name: topic | |
| dtype: | |
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| '0': Politics | |
| '1': Society | |
| '2': UK | |
| '3': World | |
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| dtype: string | |
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| - config_name: cross_topic_6 | |
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| - config_name: cross_topic_10 | |
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| dtype: | |
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| '0': catherinebennett | |
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| '4': martinkettle | |
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| - config_name: cross_topic_11 | |
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| dtype: | |
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| '0': catherinebennett | |
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| '1': georgemonbiot | |
| '2': hugoyoung | |
| '3': jonathanfreedland | |
| '4': martinkettle | |
| '5': maryriddell | |
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| - name: train | |
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| 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. |