PySport

PySport

@pysport.org

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𝐀𝐧𝐚𝐥𝐲𝐭𝐢𝐜𝐬 𝐂𝐮𝐩 𝟐.𝟎 𝐢𝐬 𝐡𝐞𝐫𝐞. 🇪🇺🇺🇸 Following the success of the first edition, PySport and @skillcorner.bsky.social are inviting the analytics community to work with open-source 𝐟𝐨𝐨𝐭𝐛𝐚𝐥𝐥 𝐝𝐚𝐭𝐚 (including body pose data) and 𝐛𝐚𝐬𝐤𝐞𝐭𝐛𝐚𝐥𝐥 𝐝𝐚𝐭𝐚 to turn new ideas into open-source projects with real value.

Yesterday, we launched 𝐀𝐧𝐚𝐥𝐲𝐭𝐢𝐜 𝐂𝐮𝐩 𝟐.𝟎 in collaboration with @skillcorner.bsky.social! Participate and build with 10 games of Basketball tracking data and/or 20 games of Football tracking data (including two games of pose data!). 𝐌𝐨𝐫𝐞 𝐃𝐚𝐭𝐚. 𝐌𝐨𝐫𝐞 𝐂𝐨𝐦𝐦𝐮𝐧𝐢𝐭𝐲. 𝐌𝐨𝐫𝐞 𝐈𝐦𝐩𝐚𝐜𝐭. www.analytics-cup.org

𝐀𝐧𝐚𝐥𝐲𝐭𝐢𝐜𝐬 𝐂𝐮𝐩 𝟐.𝟎 𝐢𝐬 𝐡𝐞𝐫𝐞. 🇪🇺🇺🇸 Following the success of the first edition, PySport and @skillcorner.bsky.social are inviting the analytics community to work with open-source 𝐟𝐨𝐨𝐭𝐛𝐚𝐥𝐥 𝐝𝐚𝐭𝐚 (including body pose data) and 𝐛𝐚𝐬𝐤𝐞𝐭𝐛𝐚𝐥𝐥 𝐝𝐚𝐭𝐚 to turn new ideas into open-source projects with real value.

The competition is open to anyone interested in working with sports data. Simply choose one of two regions (Europe or USA) and compete for the opportunity to present your work to industry experts at a live final in Paris or Boston. 𝐌𝐨𝐫𝐞 𝐃𝐚𝐭𝐚. 𝐌𝐨𝐫𝐞 𝐂𝐨𝐦𝐦𝐮𝐧𝐢𝐭𝐲. 𝐌𝐨𝐫𝐞 𝐈𝐦𝐩𝐚𝐜𝐭. at www.analytics-cup.org

analytics-cup.orgSports Analytics meets Open SourcePySport supports a community where everyone can become better in (applying) sports analytics. Everyone in the community shares the common passion: sports analytics. Sharing knowledge and teaching/lea

⚽ 𝐊𝐥𝐨𝐩𝐩𝐲 𝐢𝐧𝐭𝐞𝐠𝐫𝐚𝐭𝐢𝐨𝐧 𝐟𝐨𝐫 𝐃𝐚𝐭𝐚𝐁𝐚𝐥𝐥𝐏𝐲 Another day, another big open-source football analytics announcement! 𝐝𝐚𝐭𝐚𝐛𝐚𝐥𝐥𝐩𝐲, a Python package to load, synchronize and analyze football tracking and event data, now directly supports loading data with 𝐤𝐥𝐨𝐩𝐩𝐲.

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Many thanks to @unravelsports.com for this contribution, Miguel Vidal for testing and fine-tuning the implementation and to Alexander Oonk for the help and support with this successful integration!

𝐝𝐚𝐭𝐚𝐛𝐚𝐥𝐥𝐩𝐲 𝐇𝐨𝐰 𝐓𝐨: databallpy.readthedocs.io/en/latest/ge... 𝐝𝐚𝐭𝐚𝐛𝐚𝐥𝐥𝐩𝐲 𝐆𝐢𝐭𝐇𝐮𝐛: github.com/Alek050/databallpy 𝐤𝐥𝐨𝐩𝐩𝐲: kloppy.pysport.org

⚽ 𝐊𝐥𝐨𝐩𝐩𝐲 𝐢𝐧𝐭𝐞𝐠𝐫𝐚𝐭𝐢𝐨𝐧 𝐟𝐨𝐫 𝐃𝐚𝐭𝐚𝐁𝐚𝐥𝐥𝐏𝐲 Another day, another big open-source football analytics announcement! 𝐝𝐚𝐭𝐚𝐛𝐚𝐥𝐥𝐩𝐲, a Python package to load, synchronize and analyze football tracking and event data, now directly supports loading data with 𝐤𝐥𝐨𝐩𝐩𝐲.

As a result, any 𝐤𝐥𝐨𝐩𝐩𝐲 supported event data provider (IMPECT, Statsbomb, DataFactory, Sportec, Opta, Wyscout and Metrica), and tracking data provider (SkillCorner, Hawk-Eye, PFF / Gradient Sports, Signality, Sportec, Stats Perform, Metrica and TRACAB) can now all be easily loaded into 𝐝𝐚𝐭𝐚𝐛𝐚𝐥𝐥𝐩𝐲.

🔷 Simply 𝚙𝚒𝚙 𝚒𝚗𝚜𝚝𝚊𝚕𝚕 "𝚍𝚊𝚝𝚊𝚋𝚊𝚕𝚕𝚙𝚢[𝚔𝚕𝚘𝚙𝚙𝚢]" to get started with data synchronization, pitch control (space occupation), computing distance covered, individual player possessions etc.

PySport reposted

Replying to @pysport.org

...,while also using sponsorship opportunities to grow the open source football analytics ecosystem and offer our volunteer developers a financial incentive to spend their valuable time developing and growing the industry's most valuable open-source package even further.

PySport reposted

Replying to @pysport.org

As 𝐏𝐲𝐒𝐩𝐨𝐫𝐭, we are delighted to have the ability to collaborate closely with key players in the industry. These partnerships help us strengthen the tools and infrastructure that the community relies on...

PySport reposted

Replying to @pysport.org

This is a sponsored 𝐊𝐥𝐨𝐩𝐩𝐲 release (v3.18.0) that sees 𝐏𝐲𝐒𝐩𝐨𝐫𝐭 integrate 𝐈𝐌𝐏𝐄𝐂𝐓 as a data provider within our 𝐊𝐥𝐨𝐩𝐩𝐲 Python package. 📎 github.com/ImpectAPI/op...

github.comGitHub - ImpectAPI/open-data: Free Impect Data for Everyone!Free Impect Data for Everyone! Contribute to ImpectAPI/open-data development by creating an account on GitHub.

PySport reposted

🔷 𝐤𝐥𝐨𝐩𝐩𝐲 𝐯𝟑.𝟏𝟖.𝟎 𝐬𝐩𝐨𝐧𝐬𝐨𝐫𝐞𝐝 𝐛𝐲 𝐈𝐌𝐏𝐄𝐂𝐓 Today marks another big day for football analytics! Together with @impect-official.bsky.social we release a novel dataset with event data for the 𝟐𝟎𝟐𝟑/𝟐𝟒 𝐆𝐞𝐫𝐦𝐚𝐧 𝐁𝐮𝐧𝐝𝐞𝐬𝐥𝐢𝐠𝐚. 📎 kloppy.pysport.org

🔷 𝐤𝐥𝐨𝐩𝐩𝐲 𝐯𝟑.𝟏𝟖.𝟎 𝐬𝐩𝐨𝐧𝐬𝐨𝐫𝐞𝐝 𝐛𝐲 𝐈𝐌𝐏𝐄𝐂𝐓 Today marks another big day for football analytics! Together with @impect-official.bsky.social we release a novel dataset with event data for the 𝟐𝟎𝟐𝟑/𝟐𝟒 𝐆𝐞𝐫𝐦𝐚𝐧 𝐁𝐮𝐧𝐝𝐞𝐬𝐥𝐢𝐠𝐚. 📎 kloppy.pysport.org

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We're incredibly proud of this milestone and excited to see what the community builds with this data!

A special thanks to @robert-rogers.bsky.social, Thomas Walentin and Florian Schmitt at 𝐈𝐌𝐏𝐄𝐂𝐓, to Dries Deprest for his tremendous contribution, and to @probberechts.bsky.social, @koenvossen.bsky.social and @unravelsports.com for their support with this integration.

🔷 𝐤𝐥𝐨𝐩𝐩𝐲 𝐯𝟑.𝟏𝟖.𝟎 𝐬𝐩𝐨𝐧𝐬𝐨𝐫𝐞𝐝 𝐛𝐲 𝐈𝐌𝐏𝐄𝐂𝐓 Today marks another big day for football analytics! Together with @impect-official.bsky.social we release a novel dataset with event data for the 𝟐𝟎𝟐𝟑/𝟐𝟒 𝐆𝐞𝐫𝐦𝐚𝐧 𝐁𝐮𝐧𝐝𝐞𝐬𝐥𝐢𝐠𝐚. 📎 kloppy.pysport.org

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As 𝐏𝐲𝐒𝐩𝐨𝐫𝐭, we are delighted to have the ability to collaborate closely with key players in the industry. These partnerships help us strengthen the tools and infrastructure that the community relies on...

...,while also using sponsorship opportunities to grow the open source football analytics ecosystem and offer our volunteer developers a financial incentive to spend their valuable time developing and growing the industry's most valuable open-source package even further.

🔷 𝐤𝐥𝐨𝐩𝐩𝐲 𝐯𝟑.𝟏𝟖.𝟎 𝐬𝐩𝐨𝐧𝐬𝐨𝐫𝐞𝐝 𝐛𝐲 𝐈𝐌𝐏𝐄𝐂𝐓 Today marks another big day for football analytics! Together with @impect-official.bsky.social we release a novel dataset with event data for the 𝟐𝟎𝟐𝟑/𝟐𝟒 𝐆𝐞𝐫𝐦𝐚𝐧 𝐁𝐮𝐧𝐝𝐞𝐬𝐥𝐢𝐠𝐚. 📎 kloppy.pysport.org

This is a sponsored 𝐊𝐥𝐨𝐩𝐩𝐲 release (v3.18.0) that sees 𝐏𝐲𝐒𝐩𝐨𝐫𝐭 integrate 𝐈𝐌𝐏𝐄𝐂𝐓 as a data provider within our 𝐊𝐥𝐨𝐩𝐩𝐲 Python package. 📎 github.com/ImpectAPI/op...

github.comGitHub - ImpectAPI/open-data: Free Impect Data for Everyone!Free Impect Data for Everyone! Contribute to ImpectAPI/open-data development by creating an account on GitHub.

PySport reposted

Replying to @pysport.org

SkillCorner data will remain open and accessible outside of the Analytics Cup via a dedicated GitHub repository 𝐎𝐩𝐞𝐧 𝐃𝐚𝐭𝐚 github.com/SkillCorner/...

PySport reposted

Replying to @pysport.org

If you have not registered yet, do so now to not miss out on a chance to showcase your work at the live event in Paris! 𝐒𝐢𝐠𝐧 𝐔𝐩 pysport.org/analytics-cup

PySport reposted

𝐀𝐧𝐚𝐥𝐲𝐭𝐢𝐜𝐬 𝐂𝐮𝐩 𝐀𝐧𝐧𝐨𝐮𝐧𝐜𝐞𝐦𝐞𝐧𝐭 - 𝐑𝐞𝐠𝐢𝐬𝐭𝐫𝐚𝐭𝐢𝐨𝐧 𝐃𝐞𝐚𝐝𝐥𝐢𝐧𝐞 Last week we announced the first ever 𝐒𝐤𝐢𝐥𝐥𝐂𝐨𝐫𝐧𝐞𝐫 𝐗 𝐏𝐲𝐒𝐩𝐨𝐫𝐭 𝐀𝐧𝐚𝐥𝐲𝐭𝐢𝐜𝐬 𝐂𝐮𝐩. Due to the overwhelming interest we have made the decision to close registrations on 𝐖𝐞𝐝𝐧𝐞𝐬𝐝𝐚𝐲 𝟐𝟐𝐧𝐝 𝐎𝐜𝐭𝐨𝐛𝐞𝐫 (𝐌𝐢𝐝𝐧𝐢𝐠𝐡𝐭 𝐂𝐄𝐓). 𝐒𝐢𝐠𝐧 𝐔𝐩 pysport.org/analytics-cup

𝐀𝐧𝐚𝐥𝐲𝐭𝐢𝐜𝐬 𝐂𝐮𝐩 𝐀𝐧𝐧𝐨𝐮𝐧𝐜𝐞𝐦𝐞𝐧𝐭 - 𝐑𝐞𝐠𝐢𝐬𝐭𝐫𝐚𝐭𝐢𝐨𝐧 𝐃𝐞𝐚𝐝𝐥𝐢𝐧𝐞 Last week we announced the first ever 𝐒𝐤𝐢𝐥𝐥𝐂𝐨𝐫𝐧𝐞𝐫 𝐗 𝐏𝐲𝐒𝐩𝐨𝐫𝐭 𝐀𝐧𝐚𝐥𝐲𝐭𝐢𝐜𝐬 𝐂𝐮𝐩. Due to the overwhelming interest we have made the decision to close registrations on 𝐖𝐞𝐝𝐧𝐞𝐬𝐝𝐚𝐲 𝟐𝟐𝐧𝐝 𝐎𝐜𝐭𝐨𝐛𝐞𝐫 (𝐌𝐢𝐝𝐧𝐢𝐠𝐡𝐭 𝐂𝐄𝐓). 𝐒𝐢𝐠𝐧 𝐔𝐩 pysport.org/analytics-cup

If you have not registered yet, do so now to not miss out on a chance to showcase your work at the live event in Paris! 𝐒𝐢𝐠𝐧 𝐔𝐩 pysport.org/analytics-cup

SkillCorner data will remain open and accessible outside of the Analytics Cup via a dedicated GitHub repository 𝐎𝐩𝐞𝐧 𝐃𝐚𝐭𝐚 github.com/SkillCorner/...

PySport reposted

@markposts.bsky.social

On the subject - how much appetite is there on bluesky for a kind of 'football/soccer analytics paper book club'? (idk how it would work, there's lots of ways it could, but the thoughts been floating in the back of my head for a while. My instinct would be to pitch it at 'approachable' level)

Mohamed@moesquare.bsky.social

Random request: Does anyone know of previous studies or longform pieces that's tried to examine the value of managers/head coaches in football? The only one I know of is that John Muller piece from like 2-3 yrs ago

PySport reposted

Martin Eastwood

@martineastwood.co.uk

🎉 penaltyblog v1.6.1 is out! ✨ What's new: - Python 3.14 support - scipy 1.16+ compatibility - Better numerical stability for Negative Binomial model - New Colab notebook for implied probabilities example pip install --upgrade penaltyblog

PySport reposted

We’re excited to launch the 𝐒𝐤𝐢𝐥𝐥𝐂𝐨𝐫𝐧𝐞𝐫 𝐗 𝐏𝐲𝐒𝐩𝐨𝐫𝐭 𝐀𝐧𝐚𝐥𝐲𝐭𝐢𝐜𝐬 𝐂𝐮𝐩 - a hackathon-style challenge that will bring together the community to collaborate, compete, and innovate using open-source SkillCorner data. 👉 Sign up pysport.org/analytics-cup

We’re excited to launch the 𝐒𝐤𝐢𝐥𝐥𝐂𝐨𝐫𝐧𝐞𝐫 𝐗 𝐏𝐲𝐒𝐩𝐨𝐫𝐭 𝐀𝐧𝐚𝐥𝐲𝐭𝐢𝐜𝐬 𝐂𝐮𝐩 - a hackathon-style challenge that will bring together the community to collaborate, compete, and innovate using open-source SkillCorner data. 👉 Sign up pysport.org/analytics-cup

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Our goals: • Engage the open-source analytics community • Encourage and promote open collaboration and new use cases of tracking data • Build a platform for talent, innovation, and future careers in sports analytics

👉 Sign up for the first 𝐒𝐤𝐢𝐥𝐥𝐂𝐨𝐫𝐧𝐞𝐫 𝐗 𝐏𝐲𝐒𝐩𝐨𝐫𝐭 𝐀𝐧𝐚𝐥𝐲𝐭𝐢𝐜𝐬 𝐂𝐮𝐩 to receive all relevant information via pysport.org/analytics-cup

pysport.orgSports Analytics meets Open SourcePySport supports a community where everyone can become better in (applying) sports analytics. Everyone in the community shares the common passion: sports analytics. Sharing knowledge and teaching/lea

We’re excited to launch the 𝐒𝐤𝐢𝐥𝐥𝐂𝐨𝐫𝐧𝐞𝐫 𝐗 𝐏𝐲𝐒𝐩𝐨𝐫𝐭 𝐀𝐧𝐚𝐥𝐲𝐭𝐢𝐜𝐬 𝐂𝐮𝐩 - a hackathon-style challenge that will bring together the community to collaborate, compete, and innovate using open-source SkillCorner data. 👉 Sign up pysport.org/analytics-cup

What’s included: • Release of SkillCorner open-access dataset via GitHub • Two tracks, the Analyst Track and Research Track • The winner will be awarded a €1500 Open Source Grant by @pysport.org • All six finalists will receive a €500 gift card • A final invite-only event in Paris

🚨 Call for Speakers! PySport × PyData Eindhoven is back on Dec 9, 2025 🏟️ We’re looking for 7 Sports Analytics talks – share your project with the community! 💡 Submit now: cfp.pydata.org/pydata-eindh...

cfp.pydata.orgPyData Eindhoven 2025Schedule, talks and talk submissions for PyData Eindhoven 2025

🎤 First-time speaker? Don’t worry—all talks are in English and the PyData community is super welcoming. Share your passion project, inspire others, and connect with fellow sports & data enthusiasts. 📅 Deadline: Oct 12 → Don’t wait, submit today!

🔷 𝗸𝗹𝗼𝗽𝗽𝘆 𝘃𝟯.𝟭𝟳.𝟭 Yesterday, we pushed a new minor release (3.17.1) to fix some minor (yet annoying) bugs. 𝐑𝐞𝐥𝐞𝐚𝐬𝐞 𝐍𝐨𝐭𝐞𝐬: github.com/PySport/klop...

If you were experiencing issues with loading Sportec data, or installing v3.17.0 in general, these issues should now be resolved. Thanks to Jan Swiatek, Miguel Vidal and Hyunsung Kim for raising these issues! And thanks to @probberechts.bsky.social and @koenvossen.bsky.social too!

🔷 𝐏𝐲𝐒𝐩𝐨𝐫𝐭 𝐗 𝐏𝐲𝐃𝐚𝐭𝐚 𝐄𝐢𝐧𝐝𝐡𝐨𝐯𝐞𝐧 𝐂𝐚𝐥𝐥 𝐟𝐨𝐫 𝐏𝐫𝐨𝐩𝐨𝐬𝐚𝐥𝐬! 🔶 On December 9th @PyData Eindhoven and @pysport.org will organize 𝐏𝐲𝐃𝐚𝐭𝐚 𝐄𝐢𝐧𝐝𝐡𝐨𝐯𝐞𝐧 𝟐𝟎𝟐𝟓! 𝐌𝐨𝐫𝐞 𝐢𝐧𝐟𝐨: lnkd.in/eBGWKs3V

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The 𝐂𝐚𝐥𝐥 𝐟𝐨𝐫 𝐏𝐫𝐨𝐩𝐨𝐬𝐚𝐥𝐬 has been opened, so if you're interested in sharing 𝑦𝑜𝑢𝑟 passion project, don't hesitate to submit it! All talks will be in English. The deadline of submission is October 12th.

If you want to know more about the types of Sports analytics talks you might see, the PySport YouTube channel currently has 12 previously held talks available online to draw inspiration from! www.youtube.com/@PySport-fg2mu

youtube.comPySport

🔷 𝐏𝐲𝐒𝐩𝐨𝐫𝐭 𝐗 𝐏𝐲𝐃𝐚𝐭𝐚 𝐄𝐢𝐧𝐝𝐡𝐨𝐯𝐞𝐧 𝐂𝐚𝐥𝐥 𝐟𝐨𝐫 𝐏𝐫𝐨𝐩𝐨𝐬𝐚𝐥𝐬! 🔶 On December 9th @PyData Eindhoven and @pysport.org will organize 𝐏𝐲𝐃𝐚𝐭𝐚 𝐄𝐢𝐧𝐝𝐡𝐨𝐯𝐞𝐧 𝟐𝟎𝟐𝟓! 𝐌𝐨𝐫𝐞 𝐢𝐧𝐟𝐨: lnkd.in/eBGWKs3V

🎟️ 𝑇𝑖𝑐𝑘𝑒𝑡𝑠 𝑎𝑟𝑒 𝑛𝑜𝑤 𝑜𝑛 𝑠𝑎𝑙𝑒! The event will comprise of 7 Sports Analytics talks and 14 talks on general Machine Learning and Data Engineering applications.

🤝 𝐈𝐌𝐏𝐄𝐂𝐓 𝐛𝐞𝐜𝐨𝐦𝐞𝐬 𝐏𝐲𝐒𝐩𝐨𝐫𝐭'𝐬 𝐟𝐢𝐫𝐬𝐭 𝐬𝐩𝐨𝐧𝐬𝐨𝐫! In a landscape dominated by proprietary tools and fragmented standards, we're excited to announce our partnership with @impect-official.bsky.social to support a more open and interoperable future for football analytics.

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💬 Stefan Reinartz, Co-Founder of 𝐈𝐌𝐏𝐄𝐂𝐓: "With more professional clubs using open tools like Kloppy, it felt like the right moment to contribute to that ecosystem in a meaningful way."

🔗 𝐈𝐌𝐏𝐄𝐂𝐓: impect.com 🔗 𝐏𝐲𝐒𝐩𝐨𝐫𝐭: tinyurl.com/pysport-impect A huge thanks to Stefan Reinartz, Jens Hegeler, and the entire IMPECT team for leading the way in supporting open-source sports analytics infrastructure!

tinyurl.comSports Analytics meets Open SourcePySport supports a community where everyone can become better in (applying) sports analytics. Everyone in the community shares the common passion: sports analytics. Sharing knowledge and teaching/lea

🤝 𝐈𝐌𝐏𝐄𝐂𝐓 𝐛𝐞𝐜𝐨𝐦𝐞𝐬 𝐏𝐲𝐒𝐩𝐨𝐫𝐭'𝐬 𝐟𝐢𝐫𝐬𝐭 𝐬𝐩𝐨𝐧𝐬𝐨𝐫! In a landscape dominated by proprietary tools and fragmented standards, we're excited to announce our partnership with @impect-official.bsky.social to support a more open and interoperable future for football analytics.

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⚡ The impact: Less time wrestling with data formats, more time generating insights that matter on the pitch - whether you're at a professional club, conducting research, or building applications.

This partnership model is standard in cloud and data infrastructure but remains rare in sports analytics. Together with 𝐈𝐌𝐏𝐄𝐂𝐓, we're pioneering a more collaborative approach to football data tooling.

🤝 𝐈𝐌𝐏𝐄𝐂𝐓 𝐛𝐞𝐜𝐨𝐦𝐞𝐬 𝐏𝐲𝐒𝐩𝐨𝐫𝐭'𝐬 𝐟𝐢𝐫𝐬𝐭 𝐬𝐩𝐨𝐧𝐬𝐨𝐫! In a landscape dominated by proprietary tools and fragmented standards, we're excited to announce our partnership with @impect-official.bsky.social to support a more open and interoperable future for football analytics.

🎯 What this means: - Native Kloppy support for @impect-official.bsky.social 's event data format is now in development. - The upcoming Kloppy release will be the "𝐈𝐌𝐏𝐄𝐂𝐓-𝐒𝐩𝐨𝐧𝐬𝐨𝐫𝐞𝐝 𝐑𝐞𝐥𝐞𝐚𝐬𝐞". - Streamlined access to 𝐈𝐌𝐏𝐄𝐂𝐓 data through Kloppy.

🔷 𝐏𝐲𝐒𝐩𝐨𝐫𝐭 𝐗 𝐏𝐲𝐃𝐚𝐭𝐚 𝐄𝐢𝐧𝐝𝐡𝐨𝐯𝐞𝐧 𝟐𝟎𝟐𝟓 🔶 On December 9th @pydata.bsky.social Eindhoven and PySport will once again join forces to host an incredible one day event! The Call for Proposals (and more information in general) will follow soon, so if you have a cool project or idea brewing, stay tuned!

🚀 Ingestify 0.7.0 is live Parsing football data with kloppy is fun. The hard bit is fetching raw files and keeping them clean and version-safe. That’s the gap Ingestify fills. github.com/PySport/inge...

What is new in 0.7.0👇 • Native support for the StatsBomb API and the StatsBomb open-data repo • Raw-file change detection so you download only what changed • Stream while you ingest – start modelling as soon as each match lands • Simple YAML config with a SQLite catalog

Ingestify keeps every match together as one package (metadata, lineups, events) and stores the original files untouched. No broken joins, no version drift, no refetching after a transform bug. Feedback welcome! Drop an issue or ping @koenvossen.bsky.social