COVID-19-rumor-dataset

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COVID-19-rumor-dataset

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covid-19 rumor

COVID-19-rumor-dataset 최신버젼 다운로드

최종 버전 다운로드 (.zip)

// repository documentation

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# File Structure
```
├── Data
│   ├── en_dup.csv
│	└── news
│	└── twitter
├── Data Analysis
│   └── PowerLaw Analysis.pdf
├── Data Collecting
│   └── snopes.py
├── LICENSE
└── README.md
```

# Data Collecting  
- `snopes.py` by Tianqi
  - It is used to collect data from website www.snopes.com and qc.wa.news.cn (departed)

# Data Analysis  
- PowerLaw Analysis includes the statistical analysis of rumor popularity data.  
- Pre-processed data for deep learning tasks: https://drive.google.com/drive/folders/1jpnyHw1_XWR7lZTSb86AYWFsNC0bNEwO?usp=sharing. 
- Veracity analysis https://colab.research.google.com/drive/1qtt0X9a7I9vBZPoZ-PzyhDuF5L_G3thj?usp=sharing  
- Sentiment analysis https://colab.research.google.com/drive/1CyGtXPSol_Ayt_WR7zsq60M2Q5kDUofd?usp=sharing  
- Stance analysis https://colab.research.google.com/drive/1ItGmEvumyOesXeB2dV7w5cnjRW9fTAKL?usp=sharing  
- VAE model source https://www.researchgate.net/profile/Paul-Bogdan/publication/341128443_VRoC_Variational_Autoencoder-aided_Multi-task_Rumor_Classifier_Based_on_Text/links/5f1467fe92851c1eff1e647e/VRoC-Variational-Autoencoder-aided-Multi-task-Rumor-Classifier-Based-on-Text.pdf

# Data
- `news` 
  - news.csv (4129) and subfolder of each news
  - The number of subfolder records: 3936

- `twitter` 
  - Twitter.csv (2705) and subfolder of each twitter
  - The number of subfolder records: 1383

- `en_dup.csv`
  - Unprocessed data with both news and twitter records.  
  - The number of records: 7179 (with duplication).   
  - Part of data are collected manually by keywords searching from sources such as twitter.com.  
  - Data from www.snopes.com and qc.wa.news.cn are collected by 'snopes.py'.

# Acknowledgement
- We thank Tianqi, Wenshuo, Jianni, Xiaofeng, and Hanlong for rumor data collection and labeling.

# Cite Us
Cheng, Mingxi, et al. "A COVID-19 Rumor Dataset." Frontiers in Psychology 12 (2021): 1566.  
@article{cheng2021covid,  
  title={A COVID-19 Rumor Dataset},  
  author={Cheng, Mingxi and Wang, Songli and Yan, Xiaofeng and Yang, Tianqi and Wang, Wenshuo and Huang, Zehao and Xiao, Xiongye and Nazarian, Shahin and Bogdan, Paul},  
  journal={Frontiers in Psychology},  
  volume={12},  
  pages={1566},  
  year={2021},  
  publisher={Frontiers}. 
}.   
Link to paper: https://www.frontiersin.org/articles/10.3389/fpsyg.2021.644801/full

COVID-19-rumor-dataset

COVID-19-rumor-dataset 최신버젼 다운로드

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