File size: 7,300 Bytes
352068b
9a052ac
 
 
 
ce43ef2
56002d5
ce43ef2
9a052ac
 
 
5ed3f13
9a052ac
 
 
 
 
 
 
 
 
85fc5f9
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
352068b
 
9a052ac
352068b
 
 
 
5ed3f13
352068b
 
 
 
5ed3f13
352068b
 
 
 
 
 
 
 
 
 
 
 
 
 
 
620bfad
352068b
 
 
 
 
69ae430
 
 
352068b
620bfad
352068b
 
 
 
 
 
9a052ac
 
 
352068b
 
 
 
 
9a052ac
352068b
5ed3f13
352068b
 
 
620bfad
352068b
9a052ac
352068b
620bfad
352068b
620bfad
352068b
 
 
69ae430
 
 
352068b
 
 
 
 
 
 
 
 
 
 
 
 
620bfad
352068b
 
 
 
 
 
 
 
 
 
 
5ed3f13
352068b
 
 
 
 
620bfad
352068b
620bfad
352068b
 
 
620bfad
352068b
5ed3f13
 
 
 
 
 
352068b
 
620bfad
352068b
5ed3f13
 
 
 
 
 
352068b
 
620bfad
352068b
 
 
620bfad
352068b
620bfad
352068b
 
 
620bfad
352068b
 
 
620bfad
352068b
 
 
620bfad
352068b
620bfad
352068b
 
 
620bfad
352068b
9a052ac
352068b
620bfad
352068b
 
 
 
 
 
 
 
 
 
 
 
 
 
 
85fc5f9
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
---
annotations_creators:
- no-annotation
language_creators:
- found
language:
- en
license:
- unknown
multilinguality:
- monolingual
paperswithcode_id: blog-authorship-corpus
pretty_name: Blog Authorship Corpus
size_categories:
- 10K<n<100K
source_datasets:
- original
task_categories:
- text-classification
task_ids:
- multi-class-classification
dataset_info:
  features:
  - name: text
    dtype: string
  - name: date
    dtype: string
  - name: gender
    dtype: string
  - name: age
    dtype: int32
  - name: horoscope
    dtype: string
  - name: job
    dtype: string
  config_name: blog_authorship_corpus
  splits:
  - name: train
    num_bytes: 753833081
    num_examples: 689793
  - name: validation
    num_bytes: 41236028
    num_examples: 37919
  download_size: 632898892
  dataset_size: 795069109
---

# Dataset Card for Blog Authorship Corpus

## 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:** [https://u.cs.biu.ac.il/~koppel/BlogCorpus.htm](https://u.cs.biu.ac.il/~koppel/BlogCorpus.htm)
- **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:** 312.95 MB
- **Size of the generated dataset:** 647.76 MB
- **Total amount of disk used:** 960.71 MB

### Dataset Summary

The Blog Authorship Corpus consists of the collected posts of 19,320 bloggers gathered from blogger.com in August 2004. The corpus incorporates a total of 681,288 posts and over 140 million words - or approximately 35 posts and 7250 words per person.

Each blog is presented as a separate file, the name of which indicates a blogger id# and the blogger’s self-provided gender, age, industry and astrological sign. (All are labeled for gender and age but for many, industry and/or sign is marked as unknown.)

All bloggers included in the corpus fall into one of three age groups:
- 8240 "10s" blogs (ages 13-17),
- 8086 "20s" blogs (ages 23-27),
- 2994 "30s" blogs (ages 33-47).

For each age group there are an equal number of male and female bloggers.

Each blog in the corpus includes at least 200 occurrences of common English words. All formatting has been stripped with two exceptions. Individual posts within a single blogger are separated by the date of the following post and links within a post are denoted by the label urllink.

The corpus may be freely used for non-commercial research purposes.

### Supported Tasks and Leaderboards

[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)

### Languages

The language of the dataset is English (`en`).

## Dataset Structure

### Data Instances

#### blog-authorship-corpus

- **Size of downloaded dataset files:** 312.95 MB
- **Size of the generated dataset:** 647.76 MB
- **Total amount of disk used:** 960.71 MB

An example of 'validation' looks as follows.
```
{
    "age": 23,
    "date": "27,July,2003",
    "gender": "female",
    "horoscope": "Scorpion",
    "job": "Student",
    "text": "This is a second test file."
}
```

### Data Fields

The data fields are the same among all splits.

#### blog-authorship-corpus
- `text`: a `string` feature.
- `date`: a `string` feature.
- `gender`: a `string` feature.
- `age`: a `int32` feature.
- `horoscope`: a `string` feature.
- `job`: a `string` feature.

### Data Splits

|         name         |train |validation|
|----------------------|-----:|---------:|
|blog-authorship-corpus|532812|     31277|

## 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

The corpus may be freely used for non-commercial research purposes.

### Citation Information

```
@inproceedings{schler2006effects,
    title={Effects of age and gender on blogging.},
    author={Schler, Jonathan and Koppel, Moshe and Argamon, Shlomo and Pennebaker, James W},
    booktitle={AAAI spring symposium: Computational approaches to analyzing weblogs},
    volume={6},
    pages={199--205},
    year={2006}
}

```

### Contributions

Thanks to [@thomwolf](https://github.com/thomwolf), [@lewtun](https://github.com/lewtun), [@patrickvonplaten](https://github.com/patrickvonplaten) for adding this dataset.