Datasets:
Tasks:
Text Classification
Modalities:
Text
Formats:
json
Sub-tasks:
sentiment-classification
Languages:
Turkish
Size:
10K - 100K
Tags:
sentiment
License:
metadata
annotations_creators:
- Duygu Altinok
language:
- tr
license:
- cc-by-sa-4.0
multilinguality:
- monolingual
size_categories:
- 100K<n<1M
source_datasets:
- original
task_categories:
- text-classification
task_ids:
- sentiment-classification
pretty_name: TurkishHateMap (Hate Map of Türkiye)
config_names:
- animals
- cities
- ethnicity
- lgbt
- misogyny
- occupations
- politics
- political-orientation
- refugees
- religion
- sects
- veganism
tags:
- sentiment
dataset_info:
- config_name: animals
features:
- name: baslik
dtype: string
- name: text
dtype: string
- name: label
dtype:
class_label:
names:
'0': offensive
'1': hate
'2': neutral
'3': civilized
splits:
- name: train
num_bytes: 1346938
num_examples: 996
- name: validation
num_bytes: 133450
num_examples: 113
- name: test
num_bytes: 176992
num_examples: 115
- config_name: cities
features:
- name: baslik
dtype: string
- name: text
dtype: string
- name: label
dtype:
class_label:
names:
'0': offensive
'1': hate
'2': neutral
'3': civilized
splits:
- name: test
num_bytes: 118338
num_examples: 121
- name: train
num_bytes: 979370
num_examples: 1042
- name: validation
num_bytes: 100464
num_examples: 103
- config_name: ethnicity
features:
- name: baslik
dtype: string
- name: text
dtype: string
- name: label
dtype:
class_label:
names:
'0': offensive
'1': hate
'2': neutral
'3': civilized
splits:
- name: test
num_bytes: 417886
num_examples: 456
- name: train
num_bytes: 3765287
num_examples: 3519
- name: validation
num_bytes: 375519
num_examples: 432
- config_name: lgbt
features:
- name: baslik
dtype: string
- name: text
dtype: string
- name: label
dtype:
class_label:
names:
'0': offensive
'1': hate
'2': neutral
'3': civilized
splits:
- name: test
num_bytes: 120004
num_examples: 114
- name: train
num_bytes: 1105912
num_examples: 949
- name: validation
num_bytes: 125561
num_examples: 105
- config_name: misogyny
features:
- name: baslik
dtype: string
- name: text
dtype: string
- name: label
dtype:
class_label:
names:
'0': offensive
'1': hate
'2': neutral
'3': civilized
splits:
- name: test
num_bytes: 1688127
num_examples: 1960
- name: train
num_bytes: 15222910
num_examples: 16136
- name: validation
num_bytes: 1787328
num_examples: 1902
- config_name: occupations
features:
- name: baslik
dtype: string
- name: text
dtype: string
- name: label
dtype:
class_label:
names:
'0': offensive
'1': hate
'2': neutral
'3': civilized
splits:
- name: test
num_bytes: 90756
num_examples: 81
- name: train
num_bytes: 785293
num_examples: 712
- name: validation
num_bytes: 82215
num_examples: 79
- config_name: politics
features:
- name: baslik
dtype: string
- name: text
dtype: string
- name: label
dtype:
class_label:
names:
'0': offensive
'1': hate
'2': neutral
'3': civilized
splits:
- name: test
num_bytes: 1247514
num_examples: 1182
- name: train
num_bytes: 11384519
num_examples: 10249
- name: validation
num_bytes: 1285706
num_examples: 1228
- config_name: political-orientation
features:
- name: baslik
dtype: string
- name: text
dtype: string
- name: label
dtype:
class_label:
names:
'0': offensive
'1': hate
'2': neutral
'3': civilized
splits:
- name: test
num_bytes: 300627
num_examples: 305
- name: train
num_bytes: 2949075
num_examples: 2772
- name: validation
num_bytes: 343262
num_examples: 342
- config_name: refugees
features:
- name: baslik
dtype: string
- name: text
dtype: string
- name: label
dtype:
class_label:
names:
'0': offensive
'1': hate
'2': neutral
'3': civilized
splits:
- name: test
num_bytes: 249765
num_examples: 203
- name: train
num_bytes: 2012525
num_examples: 1688
- name: validation
num_bytes: 245659
num_examples: 220
- config_name: religion
features:
- name: baslik
dtype: string
- name: text
dtype: string
- name: label
dtype:
class_label:
names:
'0': offensive
'1': hate
'2': neutral
'3': civilized
splits:
- name: test
num_bytes: 322690
num_examples: 197
- name: train
num_bytes: 2439952
num_examples: 1734
- name: validation
num_bytes: 341733
num_examples: 213
- config_name: sects
features:
- name: baslik
dtype: string
- name: text
dtype: string
- name: label
dtype:
class_label:
names:
'0': offensive
'1': hate
'2': neutral
'3': civilized
splits:
- name: test
num_bytes: 153362
num_examples: 145
- name: train
num_bytes: 1423249
num_examples: 1278
- name: validation
num_bytes: 132721
num_examples: 148
- config_name: veganism
features:
- name: baslik
dtype: string
- name: text
dtype: string
- name: label
dtype:
class_label:
names:
'0': offensive
'1': hate
'2': neutral
'3': civilized
splits:
- name: test
num_bytes: 191878
num_examples: 121
- name: train
num_bytes: 1772770
num_examples: 1100
- name: validation
num_bytes: 200298
num_examples: 115
configs:
- config_name: animals
data_files:
- split: train
path: animals/train*
- split: validation
path: animals/valid*
- split: test
path: animals/test*
- config_name: cities
data_files:
- split: train
path: cities/train*
- split: validation
path: cities/valid*
- split: test
path: cities/test*
- config_name: ethnicity
data_files:
- split: train
path: ethnicity/train*
- split: validation
path: ethnicity/valid*
- split: test
path: ethnicity/test*
- config_name: lgbt
data_files:
- split: train
path: lgbt/train*
- split: validation
path: lgbt/valid*
- split: test
path: lgbt/test*
- config_name: misogyny
data_files:
- split: train
path: misogyny/train*
- split: validation
path: misogyny/valid*
- split: test
path: misogyny/test*
- config_name: occupations
data_files:
- split: train
path: occupations/train*
- split: validation
path: occupations/valid*
- split: test
path: occupations/test*
- config_name: politics
data_files:
- split: train
path: politics/train*
- split: validation
path: politics/valid*
- split: test
path: politics/test*
- config_name: political-orientation
data_files:
- split: train
path: political-orientation/train*
- split: validation
path: political-orientation/valid*
- split: test
path: political-orientation/test*
- config_name: refugees
data_files:
- split: train
path: refugees/train*
- split: validation
path: refugees/valid*
- split: test
path: refugees/test*
- config_name: religion
data_files:
- split: train
path: religion/train*
- split: validation
path: religion/valid*
- split: test
path: religion/test*
- config_name: sects
data_files:
- split: train
path: sects/train*
- split: validation
path: sects/valid*
- split: test
path: sects/test*
- config_name: veganism
data_files:
- split: train
path: veganism/train*
- split: validation
path: veganism/valid*
- split: test
path: veganism/test*
Turkish Hate Map - A Big Scale and Diverse Hate Speech Dataset for Turkish
Dataset Summary
Turkish Hate Map (TuHaMa for short) is a big scale dataset that includes diverse target groups such as misogyny, political animosity, animal aversion, vegan antipathy, ethnic group hostility, and more. The dataset includes a total of 52K instances with 13 target groups.
The dataset includes 4 labels, offensive, hate, neutral and civilized.
Hate speech detection task is also a part of SentiTurca benchmark. Details of benchmarking and benchmark code can be found under SentiTurca repo and SentiTurca Github repo.
Here is the distribution of target groups:
| Target group | size |
|---|---|
| Animals | 1.2K |
| Cities | 1.2K |
| Ethnic groups | 4.4K |
| LGBT | 1.1K |
| Misogyny | 19.9K |
| Occupations | 0.8K |
| Politics | 12.6 |
| Political orientation | 3.4K |
| Refugees | 2.1K |
| Religion | 2.1K |
| Sects | 1.5K |
| Veganism | 1.3K |
| Total | 52K |
Dataset Instances
An instance looks like:
{
"baslik": "soyleyecek-cok-seyi-oldugu-halde-susan-kadin",
"text": "her susuşunda anlatmak istediği şeyi içine atan kadındır, zamanla hissettiği her şeyi tüketir. aynı zamanda çok cookdur kendisi.",
"label": 2
}
Data Split
| name | train | validation | test |
|---|---|---|---|
| Turkish Hate Map | 42175 | 5000 | 5000 |
Citation
Coming soon!!