Datasets:
andreaschandra
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Browse files- README.md +124 -1
- dataset_infos.json +1 -0
- id-paraphrase-detection.py +76 -0
README.md
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---
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TODO: Add YAML tags here. Copy-paste the tags obtained with the online tagging app: https://huggingface.co/spaces/huggingface/datasets-tagging
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---
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# Dataset Card for Indonesian Sentence Paraphrase Detection
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## Table of Contents
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- [Table of Contents](#table-of-contents)
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- [Dataset Description](#dataset-description)
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- [Dataset Summary](#dataset-summary)
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- [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards)
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- [Languages](#languages)
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- [Dataset Structure](#dataset-structure)
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- [Data Instances](#data-instances)
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- [Data Fields](#data-fields)
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- [Data Splits](#data-splits)
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- [Dataset Creation](#dataset-creation)
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- [Curation Rationale](#curation-rationale)
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- [Source Data](#source-data)
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- [Annotations](#annotations)
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- [Personal and Sensitive Information](#personal-and-sensitive-information)
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- [Considerations for Using the Data](#considerations-for-using-the-data)
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- [Social Impact of Dataset](#social-impact-of-dataset)
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- [Discussion of Biases](#discussion-of-biases)
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- [Other Known Limitations](#other-known-limitations)
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- [Additional Information](#additional-information)
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- [Dataset Curators](#dataset-curators)
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- [Licensing Information](#licensing-information)
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- [Citation Information](#citation-information)
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- [Contributions](#contributions)
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## Dataset Description
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- **Homepage:**
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- **Repository:**
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- **Paper:**
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- **Leaderboard:**
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- **Point of Contact:**
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### Dataset Summary
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The dataset is originally from [Microsoft Research Paraphrase Corpus](https://www.microsoft.com/en-us/download/details.aspx?id=52398). We translated the text into Bahasa using google translate.
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### Supported Tasks and Leaderboards
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[More Information Needed]
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### Languages
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Indonesian
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## Dataset Structure
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### Data Instances
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[More Information Needed]
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### Data Fields
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[More Information Needed]
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### Data Splits
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[More Information Needed]
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## Dataset Creation
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### Curation Rationale
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[More Information Needed]
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### Source Data
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#### Initial Data Collection and Normalization
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[More Information Needed]
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#### Who are the source language producers?
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[More Information Needed]
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### Annotations
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#### Annotation process
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[More Information Needed]
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#### Who are the annotators?
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[More Information Needed]
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### Personal and Sensitive Information
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[More Information Needed]
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## Considerations for Using the Data
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### Social Impact of Dataset
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[More Information Needed]
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### Discussion of Biases
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[More Information Needed]
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### Other Known Limitations
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[More Information Needed]
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## Additional Information
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### Dataset Curators
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[More Information Needed]
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### Licensing Information
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[More Information Needed]
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### Citation Information
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[More Information Needed]
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### Contributions
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Thanks to [@andreaschandra](https://github.com/andreaschandra) for adding this dataset.
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dataset_infos.json
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{"default": {"description": "This dataset is built as a playground for sequence to sequence classification\n", "citation": "", "homepage": "https://github.com/jakartaresearch", "license": "", "features": {"sentence1": {"dtype": "string", "id": null, "_type": "Value"}, "sentence2": {"dtype": "string", "id": null, "_type": "Value"}, "label": {"dtype": "int8", "id": null, "_type": "Value"}}, "post_processed": null, "supervised_keys": null, "task_templates": null, "builder_name": "google_play_review", "config_name": "default", "version": {"version_str": "1.0.0", "description": null, "major": 1, "minor": 0, "patch": 0}, "splits": {"train": {"name": "train", "num_bytes": 1054295, "num_examples": 4076, "dataset_name": "google_play_review"}, "validation": {"name": "validation", "num_bytes": 443597, "num_examples": 1725, "dataset_name": "google_play_review"}}, "download_checksums": {"https://media.githubusercontent.com/media/jakartaresearch/hf-datasets/main/msrp/id_train.csv": {"num_bytes": 1052310, "checksum": "96bc09e4eb82174a0d46d7e4683d734a1cf876ebae66bc33df30c1fe4374e67c"}, "https://media.githubusercontent.com/media/jakartaresearch/hf-datasets/main/msrp/id_test.csv": {"num_bytes": 442613, "checksum": "a67c5b9b32f66a76c239818292ff9746756ea29edb81003bff157603749da56c"}}, "download_size": 1494923, "post_processing_size": null, "dataset_size": 1497892, "size_in_bytes": 2992815}}
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id-paraphrase-detection.py
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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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# 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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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# 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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# limitations under the License.
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# TODO: Address all TODOs and remove all explanatory comments
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"""Indonesian Paraphrase Detection"""
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import csv
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import json
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import os
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import datasets
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_DESCRIPTION = """\
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This dataset is built as a playground for sequence to sequence classification
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"""
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_HOMEPAGE = "https://github.com/jakartaresearch"
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# TODO: Add link to the official dataset URLs here
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# The HuggingFace Datasets library doesn't host the datasets but only points to the original files.
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# This can be an arbitrary nested dict/list of URLs (see below in `_split_generators` method)
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_TRAIN_URL = "https://media.githubusercontent.com/media/jakartaresearch/hf-datasets/main/msrp/id_train.csv"
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_VAL_URL = "https://media.githubusercontent.com/media/jakartaresearch/hf-datasets/main/msrp/id_test.csv"
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# TODO: Name of the dataset usually match the script name with CamelCase instead of snake_case
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class GooglePlayReview(datasets.GeneratorBasedBuilder):
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"""Indonesian Paraphrase Detection."""
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VERSION = datasets.Version("1.0.0")
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def _info(self):
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features = datasets.Features(
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{
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"sentence1": datasets.Value("string"),
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"sentence2": datasets.Value("string"),
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"label": datasets.Value("int8")
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}
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)
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return datasets.DatasetInfo(
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description=_DESCRIPTION,
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features=features,
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homepage=_HOMEPAGE
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)
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def _split_generators(self, dl_manager):
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train_path = dl_manager.download_and_extract(_TRAIN_URL)
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val_path = dl_manager.download_and_extract(_VAL_URL)
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return [
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datasets.SplitGenerator(name=datasets.Split.TRAIN, gen_kwargs={"filepath": train_path}),
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datasets.SplitGenerator(name=datasets.Split.VALIDATION, gen_kwargs={"filepath": val_path})
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]
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# method parameters are unpacked from `gen_kwargs` as given in `_split_generators`
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def _generate_examples(self, filepath):
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"""Generate examples."""
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with open(filepath, encoding="utf-8") as csv_file:
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csv_reader = csv.reader(csv_file, delimiter=",")
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next(csv_reader)
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for id_, row in enumerate(csv_reader):
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sentence1, sentence2, label = row
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yield id_, {"sentence1": sentence1, "sentence2": sentence2, "label": label}
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