Datasets:
Tasks:
Text Classification
Modalities:
Text
Formats:
parquet
Size:
10K - 100K
Tags:
offensive-language
License:
Convert dataset to Parquet
#3
by
albertvillanova
HF Staff
- opened
- README.md +43 -24
- kannada/train-00000-of-00001.parquet +3 -0
- kannada/validation-00000-of-00001.parquet +3 -0
- malayalam/train-00000-of-00001.parquet +3 -0
- malayalam/validation-00000-of-00001.parquet +3 -0
- offenseval_dravidian.py +0 -196
- tamil/train-00000-of-00001.parquet +3 -0
- tamil/validation-00000-of-00001.parquet +3 -0
README.md
CHANGED
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@@ -21,10 +21,14 @@ task_categories:
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- text-classification
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task_ids: []
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pretty_name: Offenseval Dravidian
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tags:
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- offensive-language
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dataset_info:
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-
- config_name:
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features:
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- name: text
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dtype: string
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@@ -37,16 +41,16 @@ dataset_info:
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'2': Offensive_Targeted_Insult_Individual
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'3': Offensive_Targeted_Insult_Group
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'4': Offensive_Targeted_Insult_Other
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-
'5': not-
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splits:
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- name: train
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-
num_bytes:
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-
num_examples:
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- name: validation
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-
num_bytes:
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num_examples:
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-
download_size:
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-
dataset_size:
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- config_name: malayalam
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features:
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- name: text
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@@ -63,14 +67,14 @@ dataset_info:
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'5': not-malayalam
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splits:
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- name: train
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-
num_bytes:
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num_examples: 16010
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- name: validation
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-
num_bytes:
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num_examples: 1999
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-
download_size:
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-
dataset_size:
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-
- config_name:
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features:
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- name: text
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dtype: string
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@@ -83,20 +87,35 @@ dataset_info:
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'2': Offensive_Targeted_Insult_Individual
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'3': Offensive_Targeted_Insult_Group
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'4': Offensive_Targeted_Insult_Other
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-
'5': not-
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splits:
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- name: train
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-
num_bytes:
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-
num_examples:
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- name: validation
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-
num_bytes:
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-
num_examples:
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-
download_size:
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-
dataset_size:
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-
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-
- kannada
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-
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-
-
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---
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# Dataset Card for Offenseval Dravidian
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- text-classification
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task_ids: []
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pretty_name: Offenseval Dravidian
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+
config_names:
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+
- kannada
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+
- malayalam
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+
- tamil
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tags:
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- offensive-language
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dataset_info:
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+
- config_name: kannada
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features:
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- name: text
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dtype: string
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'2': Offensive_Targeted_Insult_Individual
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'3': Offensive_Targeted_Insult_Group
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| 43 |
'4': Offensive_Targeted_Insult_Other
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| 44 |
+
'5': not-Kannada
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splits:
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- name: train
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+
num_bytes: 567115
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+
num_examples: 6217
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- name: validation
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+
num_bytes: 70143
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+
num_examples: 777
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+
download_size: 364110
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+
dataset_size: 637258
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- config_name: malayalam
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features:
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- name: text
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'5': not-malayalam
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splits:
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- name: train
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+
num_bytes: 1944849
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num_examples: 16010
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- name: validation
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+
num_bytes: 249360
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num_examples: 1999
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+
download_size: 1207152
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+
dataset_size: 2194209
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+
- config_name: tamil
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features:
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- name: text
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dtype: string
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'2': Offensive_Targeted_Insult_Individual
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'3': Offensive_Targeted_Insult_Group
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'4': Offensive_Targeted_Insult_Other
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'5': not-Tamil
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splits:
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- name: train
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num_bytes: 4214785
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num_examples: 35139
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- name: validation
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num_bytes: 526104
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num_examples: 4388
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+
download_size: 2690062
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+
dataset_size: 4740889
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+
configs:
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+
- config_name: kannada
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+
data_files:
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+
- split: train
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path: kannada/train-*
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+
- split: validation
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path: kannada/validation-*
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+
- config_name: malayalam
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data_files:
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+
- split: train
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path: malayalam/train-*
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+
- split: validation
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+
path: malayalam/validation-*
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+
- config_name: tamil
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+
data_files:
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+
- split: train
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path: tamil/train-*
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+
- split: validation
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path: tamil/validation-*
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---
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# Dataset Card for Offenseval Dravidian
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kannada/train-00000-of-00001.parquet
ADDED
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@@ -0,0 +1,3 @@
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+
version https://git-lfs.github.com/spec/v1
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+
oid sha256:ac36bb290ac094724724e76959b6c66c3c1199ea6ea1b87d86902d0428af1ede
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| 3 |
+
size 323736
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kannada/validation-00000-of-00001.parquet
ADDED
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@@ -0,0 +1,3 @@
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+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:1cb7fddc584769e479666c5e7987229bcc6cf2ffd39bfd834975758b8fce3188
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| 3 |
+
size 40374
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malayalam/train-00000-of-00001.parquet
ADDED
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@@ -0,0 +1,3 @@
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+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:1a81cfb94cfca554ce501093e49f0e315bd311fb6b8430b1ee788f59ec692d8d
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| 3 |
+
size 1071267
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malayalam/validation-00000-of-00001.parquet
ADDED
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+
version https://git-lfs.github.com/spec/v1
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| 2 |
+
oid sha256:2b2b2d89b92f1b42f762d23d6d5f804031bc96e9cda3cead962c040b938df1aa
|
| 3 |
+
size 135885
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offenseval_dravidian.py
DELETED
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@@ -1,196 +0,0 @@
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-
# coding=utf-8
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-
# Copyright 2020 The HuggingFace Datasets Authors and the current dataset script contributor.
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-
#
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-
# Licensed under the Apache License, Version 2.0 (the "License");
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| 5 |
-
# you may not use this file except in compliance with the License.
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-
# You may obtain a copy of the License at
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-
#
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| 8 |
-
# http://www.apache.org/licenses/LICENSE-2.0
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| 9 |
-
#
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| 10 |
-
# Unless required by applicable law or agreed to in writing, software
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| 11 |
-
# distributed under the License is distributed on an "AS IS" BASIS,
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-
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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-
# See the License for the specific language governing permissions and
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| 14 |
-
# limitations under the License.
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-
"""Offensive language identification in dravidian lanaguages dataset"""
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-
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-
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-
import csv
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-
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-
import datasets
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-
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-
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-
_HOMEPAGE = "https://competitions.codalab.org/competitions/27654#learn_the_details"
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| 24 |
-
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| 25 |
-
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| 26 |
-
_CITATION = """\
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| 27 |
-
@inproceedings{dravidianoffensive-eacl,
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| 28 |
-
title={Findings of the Shared Task on {O}ffensive {L}anguage {I}dentification in {T}amil, {M}alayalam, and {K}annada},
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| 29 |
-
author={Chakravarthi, Bharathi Raja and
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| 30 |
-
Priyadharshini, Ruba and
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| 31 |
-
Jose, Navya and
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| 32 |
-
M, Anand Kumar and
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| 33 |
-
Mandl, Thomas and
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| 34 |
-
Kumaresan, Prasanna Kumar and
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| 35 |
-
Ponnsamy, Rahul and
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| 36 |
-
V,Hariharan and
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| 37 |
-
Sherly, Elizabeth and
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| 38 |
-
McCrae, John Philip },
|
| 39 |
-
booktitle = "Proceedings of the First Workshop on Speech and Language Technologies for Dravidian Languages",
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| 40 |
-
month = April,
|
| 41 |
-
year = "2021",
|
| 42 |
-
publisher = "Association for Computational Linguistics",
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| 43 |
-
year={2021}
|
| 44 |
-
}
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| 45 |
-
"""
|
| 46 |
-
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| 47 |
-
_DESCRIPTION = """\
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-
Offensive language identification in dravidian lanaguages dataset. The goal of this task is to identify offensive language content of the code-mixed dataset of comments/posts in Dravidian Languages ( (Tamil-English, Malayalam-English, and Kannada-English)) collected from social media.
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-
"""
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| 50 |
-
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| 51 |
-
_LICENSE = "Creative Commons Attribution 4.0 International Licence"
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-
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| 53 |
-
_URLs = {
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-
"tamil": {
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| 55 |
-
"TRAIN_DOWNLOAD_URL": "https://drive.google.com/u/0/uc?id=15auwrFAlq52JJ61u7eSfnhT9rZtI5sjk&export=download",
|
| 56 |
-
"VALIDATION_DOWNLOAD_URL": "https://drive.google.com/u/0/uc?id=1Jme-Oftjm7OgfMNLKQs1mO_cnsQmznRI&export=download",
|
| 57 |
-
},
|
| 58 |
-
"malayalam": {
|
| 59 |
-
"TRAIN_DOWNLOAD_URL": "https://drive.google.com/u/0/uc?id=13JCCr-IjZK7uhbLXeufptr_AxvsKinVl&export=download",
|
| 60 |
-
"VALIDATION_DOWNLOAD_URL": "https://drive.google.com/u/0/uc?id=1J0msLpLoM6gmXkjC6DFeQ8CG_rrLvjnM&export=download",
|
| 61 |
-
},
|
| 62 |
-
"kannada": {
|
| 63 |
-
"TRAIN_DOWNLOAD_URL": "https://drive.google.com/u/0/uc?id=1BFYF05rx-DK9Eb5hgoIgd6EcB8zOI-zu&export=download",
|
| 64 |
-
"VALIDATION_DOWNLOAD_URL": "https://drive.google.com/u/0/uc?id=1V077dMQvscqpUmcWTcFHqRa_vTy-bQ4H&export=download",
|
| 65 |
-
},
|
| 66 |
-
}
|
| 67 |
-
|
| 68 |
-
|
| 69 |
-
class OffensevalDravidian(datasets.GeneratorBasedBuilder):
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"""Offensive language identification in dravidian lanaguages dataset"""
|
| 71 |
-
|
| 72 |
-
VERSION = datasets.Version("1.0.0")
|
| 73 |
-
|
| 74 |
-
BUILDER_CONFIGS = [
|
| 75 |
-
datasets.BuilderConfig(
|
| 76 |
-
name="tamil", version=VERSION, description="This part of my dataset covers Tamil dataset"
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| 77 |
-
),
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| 78 |
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datasets.BuilderConfig(
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| 79 |
-
name="malayalam", version=VERSION, description="This part of my dataset covers Malayalam dataset"
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| 80 |
-
),
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| 81 |
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datasets.BuilderConfig(
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-
name="kannada", version=VERSION, description="This part of my dataset covers Kannada dataset"
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-
),
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]
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-
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| 86 |
-
def _info(self):
|
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-
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| 88 |
-
if self.config.name == "tamil": # This is the name of the configuration selected in BUILDER_CONFIGS above
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-
features = datasets.Features(
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{
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"text": datasets.Value("string"),
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-
"label": datasets.features.ClassLabel(
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| 93 |
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names=[
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"Not_offensive",
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| 95 |
-
"Offensive_Untargetede",
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| 96 |
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"Offensive_Targeted_Insult_Individual",
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| 97 |
-
"Offensive_Targeted_Insult_Group",
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| 98 |
-
"Offensive_Targeted_Insult_Other",
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| 99 |
-
"not-Tamil",
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| 100 |
-
]
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| 101 |
-
),
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| 102 |
-
}
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| 103 |
-
)
|
| 104 |
-
elif self.config.name == "malayalam":
|
| 105 |
-
features = datasets.Features(
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| 106 |
-
{
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| 107 |
-
"text": datasets.Value("string"),
|
| 108 |
-
"label": datasets.features.ClassLabel(
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| 109 |
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names=[
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| 110 |
-
"Not_offensive",
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| 111 |
-
"Offensive_Untargetede",
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| 112 |
-
"Offensive_Targeted_Insult_Individual",
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| 113 |
-
"Offensive_Targeted_Insult_Group",
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| 114 |
-
"Offensive_Targeted_Insult_Other",
|
| 115 |
-
"not-malayalam",
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| 116 |
-
]
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| 117 |
-
),
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| 118 |
-
}
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| 119 |
-
)
|
| 120 |
-
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| 121 |
-
# else self.config.name == "kannada":
|
| 122 |
-
else:
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| 123 |
-
features = datasets.Features(
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| 124 |
-
{
|
| 125 |
-
"text": datasets.Value("string"),
|
| 126 |
-
"label": datasets.features.ClassLabel(
|
| 127 |
-
names=[
|
| 128 |
-
"Not_offensive",
|
| 129 |
-
"Offensive_Untargetede",
|
| 130 |
-
"Offensive_Targeted_Insult_Individual",
|
| 131 |
-
"Offensive_Targeted_Insult_Group",
|
| 132 |
-
"Offensive_Targeted_Insult_Other",
|
| 133 |
-
"not-Kannada",
|
| 134 |
-
]
|
| 135 |
-
),
|
| 136 |
-
}
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| 137 |
-
)
|
| 138 |
-
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| 139 |
-
return datasets.DatasetInfo(
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| 140 |
-
# This is the description that will appear on the datasets page.
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| 141 |
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description=_DESCRIPTION,
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| 142 |
-
# This defines the different columns of the dataset and their types
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| 143 |
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features=features, # Here we define them above because they are different between the two configurations
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| 144 |
-
# If there's a common (input, target) tuple from the features,
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| 145 |
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# specify them here. They'll be used if as_supervised=True in
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# builder.as_dataset.
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| 147 |
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supervised_keys=None,
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| 148 |
-
# Homepage of the dataset for documentation
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| 149 |
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homepage=_HOMEPAGE,
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| 150 |
-
# License for the dataset if available
|
| 151 |
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license=_LICENSE,
|
| 152 |
-
# Citation for the dataset
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| 153 |
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citation=_CITATION,
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)
|
| 155 |
-
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| 156 |
-
def _split_generators(self, dl_manager):
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| 157 |
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"""Returns SplitGenerators."""
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| 158 |
-
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| 159 |
-
my_urls = _URLs[self.config.name]
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| 160 |
-
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| 161 |
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train_path = dl_manager.download_and_extract(my_urls["TRAIN_DOWNLOAD_URL"])
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| 162 |
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validation_path = dl_manager.download_and_extract(my_urls["VALIDATION_DOWNLOAD_URL"])
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| 163 |
-
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| 164 |
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return [
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datasets.SplitGenerator(
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name=datasets.Split.TRAIN,
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gen_kwargs={
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| 168 |
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"filepath": train_path,
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| 169 |
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"split": "train",
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| 170 |
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},
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),
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| 172 |
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datasets.SplitGenerator(
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| 173 |
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name=datasets.Split.VALIDATION,
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| 174 |
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gen_kwargs={
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| 175 |
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"filepath": validation_path,
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| 176 |
-
"split": "validation",
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| 177 |
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},
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| 178 |
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),
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| 179 |
-
]
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| 180 |
-
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| 181 |
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def _generate_examples(self, filepath, split):
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| 182 |
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"""Generate Offenseval_dravidian examples."""
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| 183 |
-
|
| 184 |
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with open(filepath, encoding="utf-8") as csv_file:
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| 185 |
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csv_reader = csv.reader(
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| 186 |
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csv_file, quotechar='"', delimiter="\t", quoting=csv.QUOTE_ALL, skipinitialspace=False
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)
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| 188 |
-
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| 189 |
-
for id_, row in enumerate(csv_reader):
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| 190 |
-
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| 191 |
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if self.config.name == "kannada":
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text, label = row
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-
else:
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| 194 |
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text, label, dummy = row
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-
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yield id_, {"text": text, "label": label}
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|
tamil/train-00000-of-00001.parquet
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:35d2af2549699358f3ebc9329370a06238f1c9b07645347f9856d684c19cd942
|
| 3 |
+
size 2392028
|
tamil/validation-00000-of-00001.parquet
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:8197bae526038dd57b981248ee02771c5e477990fe384c9518795d13eb1e37d0
|
| 3 |
+
size 298034
|