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  The ```sp500stock_data_description.csv``` file provides detailed information on the existence of four modalities (text, image, time series, and table) for 4,213 S&P 500 stocks.
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- The ```hs300stock_data_description.csv``` file provides detailed information on the existence of four modalities (text, image, time series, and table) for 858 HS 300 stocks.
 
 
 
 
 
 
 
 
 
 
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  The ```sp500stock_data_description.csv``` file provides detailed information on the existence of four modalities (text, image, time series, and table) for 4,213 S&P 500 stocks.
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+ The ```hs300stock_data_description.csv``` file provides detailed information on the existence of four modalities (text, image, time series, and table) for 858 HS 300 stocks.
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+ Please cite this paper:
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+ @article{xu2025finmultitime,
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+ title={FinMultiTime: A Four-Modal Bilingual Dataset for Financial Time-Series Analysis},
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+ author={Xu, Wenyan and Xiang, Dawei and Liu, Yue and Wang, Xiyu and Ma, Yanxiang and Zhang, Liang and Xu, Chang and Zhang, Jiaheng},
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+ journal={arXiv preprint arXiv:2506.05019},
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+ year={2025}
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+ }