Update docs (#452)

WenjieDu · Jul 1, 2024 · 9dc81ed · 9dc81ed
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diff --git a/README.md b/README.md
@@ -294,9 +294,9 @@ year={2023},
 }
 ```
 or
-> Wenjie Du. (2023).
+> Wenjie Du.
 > PyPOTS: a Python toolbox for data mining on Partially-Observed Time Series.
-> arXiv, abs/2305.18811. https://arxiv.org/abs/2305.18811
+> arXiv, abs/2305.18811, 2023.
 
 
 ## ❖ Contribution

diff --git a/README_zh.md b/README_zh.md
@@ -146,7 +146,7 @@ PyPOTS当前支持多变量POTS数据的插补，预测，分类，聚类以及
 
 👈 在PyPOTS中，数据可以被看作是咖啡豆，而写的携带缺失值的POTS数据则是不完整的咖啡豆。
 为了让用户能够轻松使用各种开源的时间序列数据集，我们创建了开源时间序列数据集的仓库 Time Series Data Beans (TSDB)（可以将其视为咖啡豆仓库），
-TSDB让加载开源时序数据集变得超级简单！访问 [TSDB](https://github.com/WenjieDu/TSDB)，了解更多关于TSDB的信息，目前总共支持170个开源数据集！
+TSDB让加载开源时序数据集变得超级简单！访问 [TSDB](https://github.com/WenjieDu/TSDB)，了解更多关于TSDB的信息，目前总共支持172个开源数据集！
 
 <a href="https://github.com/WenjieDu/PyGrinder">
  <img src="https://pypots.com/figs/pypots_logos/PyGrinder/logo_FFBG.svg" align="right" width="140" alt="PyGrinder logo"/>

diff --git a/docs/index.rst b/docs/index.rst
@@ -12,7 +12,7 @@ Welcome to PyPOTS docs!
 
 **A Python Toolbox for Machine Learning on Partially-Observed Time Series**
 
-.. image:: https://img.shields.io/badge/Python-v3.7+-E97040?logo=python&logoColor=white
+.. image:: https://img.shields.io/badge/Python-v3.8+-E97040?logo=python&logoColor=white
  :alt: Python version
  :target: https://docs.pypots.com/en/latest/install.html#reasons-of-version-limitations-on-dependencies
 
@@ -306,9 +306,9 @@ or
 
 ..
 
- Wenjie Du. (2023).
+ Wenjie Du.
  PyPOTS: a Python toolbox for data mining on Partially-Observed Time Series.
- arXiv, abs/2305.18811. https://doi.org/10.48550/arXiv.2305.18811
+ arXiv, abs/2305.18811, 2023.
 
 
 ❖ Contribution