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--- |
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language: |
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- ar |
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size_categories: |
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- 1K<n<10K |
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task_categories: |
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- text-generation |
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- text-classification |
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tags: |
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- mental health |
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- psychology |
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dataset_info: |
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features: |
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- name: content |
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dtype: string |
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- name: text_size |
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dtype: int64 |
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- name: topic |
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dtype: string |
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- name: prob |
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dtype: float64 |
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splits: |
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- name: train |
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num_bytes: 6007437.514440433 |
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num_examples: 1884 |
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download_size: 2896563 |
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dataset_size: 6007437.514440433 |
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configs: |
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- config_name: default |
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data_files: |
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- split: train |
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path: data/train-* |
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--- |
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# Dataset Card for nafsy |
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<!-- Provide a quick summary of the dataset. --> |
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This arabic dataset is a set of mental health articles. The original dataset was scrapped from [Nafsy.net](https://nafsy.net/). |
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## Dataset Details |
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**Language(s) (NLP):** Arabic |
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## Uses |
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<!-- Address questions around how the dataset is intended to be used. --> |
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### Direct Use |
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<!-- This section describes suitable use cases for the dataset. --> |
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- Unsupervised Fine-tuning |
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- RAG |
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## Dataset Structure |
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<!-- This section provides a description of the dataset fields, and additional information about the dataset structure such as criteria used to create the splits, relationships between data points, etc. --> |
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Dataset Fields: |
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- content: the articles |
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- text_size: length of article |
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- topic: top 10 words that describe the topics of the article |
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- prob: topic prediction accuracy |
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## Dataset Creation |
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### Curation Rationale |
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<!-- Motivation for the creation of this dataset. --> |
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Creating an arabic chatbot for mental health support. |
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### Source Data |
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<!-- This section describes the source data (e.g. news text and headlines, social media posts, translated sentences, ...). --> |
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#### Data Collection and Processing |
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<!-- This section describes the data collection and processing process such as data selection criteria, filtering and normalization methods, tools and libraries used, etc. --> |
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- This dataset was originally scrapped from [Nafsy.net](https://nafsy.net/) then uploaded to Kaggle. |
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- An additional preprocessing was made by this repo owner: |
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- Cleaning data: removing urls, extra spaces, and non words, detach punctuations, and dropping duplicates |
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- Applying Topic Modeling to generate main topics for each article using bert-base-arabic model |
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- Deduplicating data using sentence-transformers (paraphrase-multilingual-MiniLM-L12-v2) |
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#### Who are the source data producers? |
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<!-- This section describes the people or systems who originally created the data. It should also include self-reported demographic or identity information for the source data creators if this information is available. --> |
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[husamal](https://www.kaggle.com/husamal) |
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## Citation [optional] |
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<!-- If there is a paper or blog post introducing the dataset, the APA and Bibtex information for that should go in this section. --> |
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**BibTeX:** |
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@misc{Husamal_2021, title={Arabic-physcology-dataset}, url={https://www.kaggle.com/datasets/husamal/arabicphyscologydataset?select=nafsy.csv}, journal={Kaggle}, author={Husamal}, year={2021}, month={May}} |
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## Dataset Card Authors |
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Muhammad Helmy |
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## Dataset Card Contact |
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muhammadhelmymmo@gmail.com |
