Christopher Ariza
@flexatone.bsky.social
Reposted by Christopher Ariza
Struggling with sluggish Pandas and #NumPy operations? 🤔 Discover how Python 3.13's experimental free-threading is unlocking remarkable performance gains for DataFrame operations in @flexatone.bsky.social's eye-opening article.
Liberating Performance with Immutable DataFrames in Free-Threaded Python | Towards Data Science
How StaticFrame and Python 3.13t enable true thread-based concurrency
towardsdatascience.com
July 7, 2025 at 7:48 PM
Struggling with sluggish Pandas and #NumPy operations? 🤔 Discover how Python 3.13's experimental free-threading is unlocking remarkable performance gains for DataFrame operations in @flexatone.bsky.social's eye-opening article.
Reposted by Christopher Ariza
Tired of silent #NumPy errors? Christopher Ariza reveals how to fully annotate your np.ndarray with shape & dtype hints. Enable static analysis with MyPy and runtime validation with StaticFrame's CallGuard. Write more robust Python code. Read the full article to learn more.
Do More with NumPy Array Type Hints: Annotate & Validate Shape & Dtype | Towards Data Science
Improve static analysis and run-time validation with full generic specification
towardsdatascience.com
May 23, 2025 at 7:41 PM
Tired of silent #NumPy errors? Christopher Ariza reveals how to fully annotate your np.ndarray with shape & dtype hints. Enable static analysis with MyPy and runtime validation with StaticFrame's CallGuard. Write more robust Python code. Read the full article to learn more.
Faster DataFrame Serialization medium.com/towards-data...
Faster DataFrame Serialization
Read and Write DataFrames Up to Ten Times Faster than Parquet with StaticFrame NPZ
medium.com
February 8, 2024 at 4:27 AM
Faster DataFrame Serialization medium.com/towards-data...