initial data + skeleton reader

offenseval-ar-labela-v1.csv

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a6bdef49799f4578343cf081ce324cb27a6c4aaa98e5dc0f3c73421be416b278
+size 18001

offenseval-ar-test-v1.tsv

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7111d80e3c0b2b54110de0388720652e2ccb3ecfcc45621c8d75fce6d49d0c8b
+size 372636

offenseval-ar-training-v1.tsv

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:85508d9048ecd096f74a3cb44256191b5174b938a6b81b89a420bc35d8947f8b
+size 1511224

offenseval-da-labela-v1.csv

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:132212843033d68136bfe4f6621fed72d1848d3f500201ff3f8670e15ba81de8
+size 2829

offenseval-da-test-v1.tsv

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f96deeeb2df72d079145934681ccd20dff6453663fdc8d410a0bdd5a83493232
+size 31588

offenseval-da-training-v1.tsv

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4701ddcccf3b438dce370a4467f6e37ae489822a22eeeeffe27ad4f2020c63c3
+size 345829

offenseval-en-labela-v1.csv

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1c5de13022a8ff6dff2c513efe144f7267ce9df9cf6edef1ef62dcd138f23658
+size 37760

offenseval-en-test-v1.tsv

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ae60a2a7d493fb27271b462b472d6ef60d61551aa89ce5dcff41258bd45823ea
+size 337449

offenseval-en-training-v1.tsv

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2f49126e616d2d2c2e4d859f91be555e0b06b8c09b2cbe9112c24030f1ef1c99
+size 23

offenseval-gr-labela-v1.csv

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:78ccbe32fae6938200c61a62df1abd8aa3b438e5e53b3f7ea63dbc83b89e238b
+size 13757

offenseval-gr-test-v1.tsv

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b69b3f98feb0fbde0f8070462f2eab96db5a435959c9b83c1c3526dd8d82e1b8
+size 300740

offenseval-gr-training-v1.tsv

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ced53064ea556009f8725c5c6ab5ad246579420a2ad2a8502d74a16f7ef8cf0d
+size 1718398

offenseval-tr-labela-v1.csv

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ae9b0837e948c3d9c3a147d2a415989a4940a7756d5821b3289276574941c9e3
+size 35280

offenseval-tr-test-v1.tsv

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9052784e13248e58658e34a4f86a3463ef8b2594d2feb289e4b29bba2866b437
+size 449553

offenseval-tr-training-v1.tsv

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8509c01c4bf387d9e387c4637829585431cc045adaf7d0413c0022bf2bcd4baa
+size 4101728

offenseval_2020.py

@@ -0,0 +1,124 @@
+# coding=utf-8
+# Copyright 2022 Leon Derczynski.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+# Lint as: python3
+"""OffensEval 2020: Multilingual Offensive Language Detection"""
+
+import csv
+import os
+
+import datasets
+
+
+logger = datasets.logging.get_logger(__name__)
+
+
+_CITATION = """\
+@inproceedings{zampieri-etal-2020-semeval,
+    title = {{SemEval-2020 Task 12: Multilingual Offensive Language Identification in Social Media (OffensEval 2020)}},
+    author = {Zampieri, Marcos and Nakov, Preslav and Rosenthal, Sara and Atanasova, Pepa and Karadzhov, Georgi and Mubarak, Hamdy and Derczynski, Leon and Pitenis, Zeses and \c{C}\"{o}ltekin, \c{C}a\u{g}r{\i}},
+    booktitle = {Proceedings of SemEval},
+    year = {2020}
+}
+"""
+
+_DESCRIPTION = """\
+OffensEval 2020 features a multilingual dataset with five languages. The languages included in OffensEval 2020 are:
+
+* Arabic
+* Danish
+* English
+* Greek
+* Turkish
+
+The annotation follows the hierarchical tagset proposed in the Offensive Language Identification Dataset (OLID) and used in OffensEval 2019. 
+In this taxonomy we break down offensive content into the following three sub-tasks taking the type and target of offensive content into account. 
+The following sub-tasks were organized:
+
+* Sub-task A - Offensive language identification;
+* Sub-task B - Automatic categorization of offense types;
+* Sub-task C - Offense target identification.
+
+The English training data isn't included here (the text isn't available and needs rehydration of 9 million tweets; 
+see [https://zenodo.org/record/3950379#.XxZ-aFVKipp](https://zenodo.org/record/3950379#.XxZ-aFVKipp))
+"""
+
+# _URL = ""
+
+
+class OffensEval2020Config(datasets.BuilderConfig):
+    """BuilderConfig for OffensEval2020"""
+
+    def __init__(self, **kwargs):
+        """BuilderConfig OffensEval2020.
+
+        Args:
+          **kwargs: keyword arguments forwarded to super.
+        """
+        super(OffensEval2020Config, self).__init__(**kwargs)
+
+
+class OffensEval2020(datasets.GeneratorBasedBuilder):
+    """OffensEval2020 dataset."""
+
+    BUILDER_CONFIGS = [
+        OffensEval2020Config(name="ar", version=datasets.Version("1.0.0"), description="Offensive language data in Arabic"),
+        OffensEval2020Config(name="da", version=datasets.Version("1.0.0"), description="Offensive language data in Danish"),
+        OffensEval2020Config(name="en", version=datasets.Version("1.0.0"), description="Offensive language data in English"),
+        OffensEval2020Config(name="gr", version=datasets.Version("1.0.0"), description="Offensive language data in Greek"),
+        OffensEval2020Config(name="tr", version=datasets.Version("1.0.0"), description="Offensive language data in Turkish"),
+    ]
+
+    def _info(self):
+        return datasets.DatasetInfo(
+            description=_DESCRIPTION,
+            features=datasets.Features(
+                {
+                    "id": datasets.Value("string"),
+                    "text": datasets.Value("string"),
+                    "label": datasets.features.ClassLabel(
+                        names=[
+                            "OFF",
+                            "NOT",
+                        ]
+                    ),
+                }
+            ),
+            supervised_keys=None,
+            homepage="https://sites.google.com/site/offensevalsharedtask/results-and-paper-submission",
+            citation=_CITATION,
+        )
+
+    def _split_generators(self, dl_manager):
+        """Returns SplitGenerators."""
+        train_text   = dl_manager.download_and_extract(f"offenseval-{self.config.name}-training-v1.tsv")
+        train_labels = dl_manager.download_and_extract(f"offenseval-{self.config.name}-labela-v1.tsv")
+        test         = dl_manager.download_and_extract(f"offenseval-{self.config.name}-test-v1.tsv")
+
+        return [
+            datasets.SplitGenerator(name=datasets.Split.TRAIN, gen_kwargs={"filepath": downloaded_file}),
+        ]
+
+    def _generate_examples(self, filepath):
+        logger.info("⏳ Generating examples from = %s", filepath)
+        with open(filepath, encoding="utf-8") as f:
+            OffensEval2020_reader = csv.DictReader(f, delimiter="\t", quotechar='"')
+            guid = 0
+            for instance in OffensEval2020_reader:
+                instance["id"] = str(guid)
+                for dropfield in ('post_id', 'search_keywords', 'itr', 'disagreement_solving', 'created_at', 'in_reply_to_status_id'):
+                    instance.pop(dropfield)
+                yield guid, instance
+                guid += 1