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@@ -52,3 +52,14 @@ Documentation on the columns/features in this dataset can be found [here](https:
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  ## Updates
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  This data set is updated once per week through GitHub Actions in [this repository](https://github.com/Jensen-holm/statcast-era-pitches). the [pybaseball](https://github.com/jldbc/pybaseball) package is used to retrieve new statcast pitch level data each monday morning at 12:00 PM ET. It is then pushed to this huggingface dataset.
 
 
 
 
 
 
 
 
 
 
 
 
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  ## Updates
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  This data set is updated once per week through GitHub Actions in [this repository](https://github.com/Jensen-holm/statcast-era-pitches). the [pybaseball](https://github.com/jldbc/pybaseball) package is used to retrieve new statcast pitch level data each monday morning at 12:00 PM ET. It is then pushed to this huggingface dataset.
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+ ## Benchmarking
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+ ![dataset_load_times](dataset_load_times.png)
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+ | Load Time (s) | API |
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+ |---------------|-----|
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+ | 1421.103 | pybaseball |
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+ | 26.899 | polars |
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+ | 33.09332203865051 | pandas |
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+ | 68.69287300109863 | duckdb |