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Update files from the datasets library (from 1.2.0)

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Release notes: https://github.com/huggingface/datasets/releases/tag/1.2.0

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+ *.7z filter=lfs diff=lfs merge=lfs -text
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+ *.arrow filter=lfs diff=lfs merge=lfs -text
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README.md ADDED
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+ ---
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+ annotations_creators:
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+ - found
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+ language_creators:
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+ - found
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+ languages:
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+ - ar
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+ licenses:
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+ - unknown
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+ multilinguality:
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+ - monolingual
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+ size_categories:
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+ - 1k<n<10k
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+ source_datasets:
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+ - original
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+ task_categories:
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+ - text_classification
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+ task_ids:
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+ - sentiment-classification
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+ ---
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+
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+ # Dataset Card for ArRestReviews
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+
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+ ## 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](#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-instances)
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+ - [Data Splits](#data-instances)
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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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+ - [Discussion of Social Impact and Biases](#discussion-of-social-impact-and-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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+
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+ ## Dataset Description
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+
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+ - **Homepage:** [Large Arabic Sentiment Analysis Resources](https://github.com/hadyelsahar/large-arabic-sentiment-analysis-resouces)
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+ - **Repository:** [Large Arabic Sentiment Analysis Resources](https://github.com/hadyelsahar/large-arabic-sentiment-analysis-resouces)
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+ - **Paper:** [ Building Large Arabic Multi-domain Resources for Sentiment Analysis](https://github.com/hadyelsahar/large-arabic-sentiment-analysis-resouces/blob/master/Paper%20-%20Building%20Large%20Arabic%20Multi-domain%20Resources%20for%20Sentiment%20Analysis.pdf)
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+ - **Point of Contact:** [hady elsahar](hadyelsahar@gmail.com)
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+
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+ ### Dataset Summary
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+
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+ Dataset of 8364 restaurant reviews from qaym.com in Arabic for sentiment analysis
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+
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+ ### Supported Tasks and Leaderboards
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+
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+ [More Information Needed]
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+
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+ ### Languages
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+
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+ The dataset is based on Arabic.
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+
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+ ## Dataset Structure
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+
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+ ### Data Instances
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+
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+ A typical data point comprises of the following:
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+
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+ - "polarity": which is a string value of either 0 or 1 indicating the sentiment around the review
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+
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+ - "text": is the review plain text of a restaurant in Arabic
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+
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+ - "restaurant_id": the restaurant ID on the website
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+
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+ - "user_id": the user ID on the website
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+
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+ example:
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+ ```
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+ {
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+ 'polarity': 0, # negative
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+ 'restaurant_id': '1412',
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+ 'text': 'عادي جدا مامن زود',
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+ 'user_id': '21294'
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+ }
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+ ```
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+
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+ ### Data Fields
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+
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+ - "polarity": is a string value of either 0 or 1 indicating the sentiment around the review
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+
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+ - "text": is the review plain text of a restaurant in Arabic
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+
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+ - "restaurant_id": the restaurant ID on the website (string)
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+
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+ - "user_id": the user ID on the website (string)
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+
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+ ### Data Splits
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+
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+ The dataset is not split.
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+
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+ ## Dataset Creation
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+
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+ ### Curation Rationale
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+
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+ [More Information Needed]
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+
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+ ### Source Data
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+
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+ [More Information Needed]
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+
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+ #### Initial Data Collection and Normalization
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+
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+ Contains 8364 restaurant reviews from qaym.com
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+
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+ #### Who are the source language producers?
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+
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+ From tweeter.
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+
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+ ### Annotations
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+
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+ The polarity field provides a label of 1 or -1 pertaining to the sentiment of the review
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+
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+ #### Annotation process
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+
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+ [More Information Needed]
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+
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+ #### Who are the annotators?
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+
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+ [More Information Needed]
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+
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+ ### Personal and Sensitive Information
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+
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+ [More Information Needed]
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+
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+ ## Considerations for Using the Data
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+
139
+ ### Discussion of Social Impact and Biases
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+
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+ [More Information Needed]
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+
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+ ### Other Known Limitations
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+
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+ [More Information Needed]
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+
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+ ## Additional Information
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+
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+ ### Dataset Curators
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+
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+ [More Information Needed]
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+
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+ ### Licensing Information
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+
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+ [More Information Needed]
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+
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+ ### Citation Information
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+
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+ @InProceedings{10.1007/978-3-319-18117-2_2,
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+ author="ElSahar, Hady
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+ and El-Beltagy, Samhaa R.",
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+ editor="Gelbukh, Alexander",
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+ title="Building Large Arabic Multi-domain Resources for Sentiment Analysis",
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+ booktitle="Computational Linguistics and Intelligent Text Processing",
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+ year="2015",
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+ publisher="Springer International Publishing",
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+ address="Cham",
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+ pages="23--34",
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+ isbn="978-3-319-18117-2"
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+ }
ar_res_reviews.py ADDED
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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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+ # 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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+ """Dataset of 8364 restaurant reviews scrapped from qaym.com in Arabic for sentiment analysis"""
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+
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+ from __future__ import absolute_import, division, print_function
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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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+ _CITATION = """\
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+ @InProceedings{10.1007/978-3-319-18117-2_2,
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+ author="ElSahar, Hady
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+ and El-Beltagy, Samhaa R.",
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+ editor="Gelbukh, Alexander",
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+ title="Building Large Arabic Multi-domain Resources for Sentiment Analysis",
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+ booktitle="Computational Linguistics and Intelligent Text Processing",
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+ year="2015",
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+ publisher="Springer International Publishing",
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+ address="Cham",
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+ pages="23--34",
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+ isbn="978-3-319-18117-2"
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+ }
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+ """
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+
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+ _DESCRIPTION = """\
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+ Dataset of 8364 restaurant reviews scrapped from qaym.com in Arabic for sentiment analysis
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+ """
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+
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+ _HOMEPAGE = "https://github.com/hadyelsahar/large-arabic-sentiment-analysis-resouces"
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+
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+ _DOWNLOAD_URL = (
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+ "https://raw.githubusercontent.com/hadyelsahar/large-arabic-sentiment-analysis-resouces/master/datasets/RES1.csv"
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+ )
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+
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+
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+ class ArResReviews(datasets.GeneratorBasedBuilder):
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+ """Dataset of 8364 restaurant reviews in Arabic for sentiment analysis"""
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+
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+ def _info(self):
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+ return datasets.DatasetInfo(
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+ description=_DESCRIPTION,
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+ features=datasets.Features(
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+ {
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+ "polarity": datasets.ClassLabel(names=["negative", "positive"]),
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+ "text": datasets.Value("string"),
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+ "restaurant_id": datasets.Value("string"),
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+ "user_id": datasets.Value("string"),
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+ }
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+ ),
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+ homepage=_HOMEPAGE,
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+ citation=_CITATION,
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+ )
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+
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+ def _split_generators(self, dl_manager):
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+ """Returns SplitGenerators."""
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+
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+ data_dir = dl_manager.download_and_extract(_DOWNLOAD_URL)
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+ return [
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+ datasets.SplitGenerator(name=datasets.Split.TRAIN, gen_kwargs={"filepath": data_dir}),
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+ ]
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+
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+ def _generate_examples(self, filepath):
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+ """Generate arabic restaurant reviews examples."""
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+ with open(filepath, encoding="utf-8") as csv_file:
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+ next(csv_file)
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+ csv_reader = csv.reader(
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+ csv_file, quotechar='"', delimiter=",", quoting=csv.QUOTE_ALL, skipinitialspace=True
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+ )
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+ for id_, row in enumerate(csv_reader):
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+ polarity, text, restaurant_id, user_id = row
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+ polarity = "negative" if polarity == "-1" else "positive"
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+ yield id_, {"polarity": polarity, "text": text, "restaurant_id": restaurant_id, "user_id": user_id}
dataset_infos.json ADDED
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+ {"default": {"description": "Dataset of 8364 restaurant reviews scrapped from qaym.com in Arabic for sentiment analysis\n", "citation": "@InProceedings{10.1007/978-3-319-18117-2_2,\nauthor=\"ElSahar, Hady\nand El-Beltagy, Samhaa R.\",\neditor=\"Gelbukh, Alexander\",\ntitle=\"Building Large Arabic Multi-domain Resources for Sentiment Analysis\",\nbooktitle=\"Computational Linguistics and Intelligent Text Processing\",\nyear=\"2015\",\npublisher=\"Springer International Publishing\",\naddress=\"Cham\",\npages=\"23--34\",\nisbn=\"978-3-319-18117-2\"\n}\n", "homepage": "https://github.com/hadyelsahar/large-arabic-sentiment-analysis-resouces", "license": "", "features": {"polarity": {"num_classes": 2, "names": ["negative", "positive"], "names_file": null, "id": null, "_type": "ClassLabel"}, "text": {"dtype": "string", "id": null, "_type": "Value"}, "restaurant_id": {"dtype": "string", "id": null, "_type": "Value"}, "user_id": {"dtype": "string", "id": null, "_type": "Value"}}, "post_processed": null, "supervised_keys": null, "builder_name": "ar_res_reviews", "config_name": "default", "version": {"version_str": "0.0.0", "description": null, "major": 0, "minor": 0, "patch": 0}, "splits": {"train": {"name": "train", "num_bytes": 3617097, "num_examples": 8364, "dataset_name": "ar_res_reviews"}}, "download_checksums": {"https://raw.githubusercontent.com/hadyelsahar/large-arabic-sentiment-analysis-resouces/master/datasets/RES1.csv": {"num_bytes": 3503230, "checksum": "afdb587d41310302372ed154a91a7231f566c137cadeea9df166e7326c2c4b19"}}, "download_size": 3503230, "post_processing_size": null, "dataset_size": 3617097, "size_in_bytes": 7120327}}
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