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@@ -1,3 +1,5 @@
+[![PyPI Version](https://img.shields.io/pypi/v/batchstats.svg)](https://pypi.org/project/batchstats/)
+
 # BatchStats
 
 `batchstats` is a Python package designed to compute various statistics of data that arrive batch by batch, making it suitable for streaming input or data too large to fit in memory.
@@ -82,4 +84,4 @@ test_mean(data, n_batches)
 
 ## Requesting Additional Statistics
 
-If you require additional statistics that are not currently implemented in `batchstats`, feel free to open an issue on the GitHub repository or submit a pull request with your suggested feature. We welcome contributions and feedback from the community to improve `batchstats` and make it more versatile for various data analysis tasks.
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+If you require additional statistics that are not currently implemented in `batchstats`, feel free to open an issue on the GitHub repository or submit a pull request with your suggested feature. We welcome contributions and feedback from the community to improve `batchstats` and make it more versatile for various data analysis tasks.