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Frequently Asked Questions

Yes! Check out data literacy events happening today here. These are in-person gatherings where you can meet fellow enthusiasts and participate in activities right now.

Discover all the data literacy events taking place this week here. Plan ahead and join exciting meetups throughout the week.

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Data Literacy Events Today

Join in-person Data Literacy events happening right now

Haskell Office Hours
Haskell Office Hours
Zurihac shirts, or other Haskell events paraphernalia mark the spot! :D You're invited to Haskell Office Hours, a laid-back meetup where you can ask questions, get help setting up the Haskell toolchain, or just hang out with fellow Haskellers. This meetup is geared for newcomers, but experts are also welcome to show up and join in the knowledge-sharing. This meetup will occur every second week and RSVP is preferred. Meetup starts at 19:00 and runs until 20:00. For more coordination, join our [Newcomers Matrix room!](https://matrix.to/#/!wnXpJkwWACgSBBzwDh:matrix.org?via=chreekat.net&via=matrix.org&via=rauhala.info) Happy Haskelling!
Tehoa ja arvoa softakehitykseen design systemistä - etenkin tekoälyajassa
Tehoa ja arvoa softakehitykseen design systemistä - etenkin tekoälyajassa
Helmikuun [Wonna](https://wonna.fi)-meetupissa 🌺 Design System Product Owner [Laura Karhu](https://www.linkedin.com/in/laurakarhu/) ja DS Developer [Laura Sirola](https://www.linkedin.com/in/laurasirola/) kertovat, miten panostus design systemiin saadaan tuottamaan arvoa, sekä yleisesti että Traficomin design systemin tapauksessa. Tiivistä asiaa laajalla skaalalla business casen laskennasta aina käytännön vinkkeihin käyttöönottoa tukevan devaajakokemuksen tarjoamisesta. 🌺 Lead Developer [Valtteri Laakso](https://www.linkedin.com/in/valtterilaakso/) ja PO [Hilkka Huotar](https://www.linkedin.com/in/hilkkahuotari/)i jakavat kokemuksia siitä, millainen vaikutus vahvalla design systemillä on, kun softakehitystiimi tehostaa devausta generatiivisen tekoälyn avulla. Tuttuun tyyliin keskustelu on vapaata ja tarjolla on pizzaa ja virvokkeita. Tervetuloa kuulemaan ja jakamaan kokemuksia ja oppeja siitä, kuinka tehdään hyvää softaa arvontuottoa jatkuvasti parantaen, kestävästä tahdista tinkimättä!
Run to Sauna
Run to Sauna
All are welcome! We meet at Lapinlahti’s sauna, and the run begins promptly at 6:00 PM. **Please arrive early to get ready.** • There is a changing room, a few lockers, and a bathroom available. • We will run from the sauna to the Sibelius Monument and back — a total distance of 6–6.5 km. • The sauna house will be locked while we are out running. After the run, we will swim, hang out, and enjoy the sauna until 8:00 PM. * We kindly ask everyone to leave by 8:00 PM. * **To enable fair participation, if you are no longer able to join, please cancel 3 hours in advance so individuals on the waitlist may attend.** **Hosted by: Nia & Olli** Contact: Nia – +358 408223934 **HOW TO FIND US:** When arriving at the main gates of Lapinlahden Lähde, turn right and head towards the water. Lapinlahti's sauna is located halfway between the yellow main building and the red Venetsia building We want everyone to feel welcome and safe. **By participating, you agree to:** • Respect others – Be mindful of personal boundaries, privacy, and consent. • Listen actively – Give space for all voices and avoid dominating conversations. • Use inclusive language – Avoid offensive, discriminatory, or exclusionary remarks. • Be considerate in the sauna – Some people may prefer quiet or need space. • Address issues kindly – If a problem arises, bring it up respectfully or with the hosts. Tervetuloa Run to Saunaan! Tapaamme Lapinlahden saunalla ja lähdemme juoksemaan noin kello 18.00. Tulethan ajoissa! • Käytössä on pukuhuone, lokeroita ja vessat. • Juoksemme saunalta Sibelius-monumentille ja takaisin. Kokonaismatka on noin 6-6,5 km. • Sauna on lukossa juoksun ajan. Juoksun jälkeen saunomme, uimme ja vietämme aikaa yhdessä kello 20.00 saakka. Kello 20.00 jälkeen meidän täytyy poistua. Tapahtuman järjestävät: Nia ja Olli Voit soittaa Nialle: +358 408223934 MITEN MEIDÄT LÖYTÄÄ: Kun saavut Lapinlahden Lähteen pääporteille, käänny oikealle kohti merta. Lapinlahden sauna on keltaisen päärakennuksen ja punaisen Venetsia-rakennuksen puolivälissä. Haluamme, että kaikilla on turvallinen olo. Run to Sauna -tapahtumissa noudatamme seuraavia periaatteita: • Kunnioitamme toistemme rajoja ja yksityisyyttä. • Annamme kaikille tilaa osallistua keskusteluun. • Puhumme kaikista ihmisistä ja ihmisryhmistä kunnioittavasti. • Olemme ystävällisiä toisillemme. • Ongelmatapauksissa voit kääntyä ohjaajien puoleen. **MIITTI’s Principles for safer space:** MIITTI wants to nourish a safe and pleasant environment for everyone, where everyone can feel safe as themselves. By joining as a volunteer, employee or participant of the event or activity, you agree to follow the guidelines below *Non-discrimination* I do not make assumptions about people based on their external characteristics or names. I treat all participants with respect, and I don’t use language or take actions that discriminate based on race, gender, sexuality, disability, age, religion, or any other characteristic. I respect pronouns and names. *Boundaries* I respect others' personal space and boundaries, both physical and mental. I acknowledge that I cannot know someone else's boundaries without asking first. I ask before touching. I listen to others and adapt my behavior if someone indicates that my behavior makes them feel uncomfortable. *Creating Safe Environment* Everyone is responsible for contributing to a safe and respectful environment. If I witness harassment, I do my part to support those who experience inappropriate or offensive treatment. *Zero Tolerance for Harassment* Our space upholds a strict zero-tolerance policy towards any form of harassment. Harassment, whether verbal, physical, or online, will not be tolerated. If you experience or witness inappropriate behavior or harassment at our events, please report it to the MIITTI or Lapinlahden Lähde staff. If you want to be part of the MIITTI community, follow us on our other platforms: IG: [instagram.com/miitti1](http://instagram.com/miitti1) Facebook: [facebook.com/miitti1](http://facebook.com/miitti1) Web: [lapinlahdenlahde.fi/projekti/miitti](http://lapinlahdenlahde.fi/projekti/miitti) Whatsapp: Join our Whatsapp community network to join your favourite group and stay connected with the other members! When you participate in one of our groups or events, just ask the group facilitator to add you to the community!
Kielenvaihtokulma suomi/arabia
Kielenvaihtokulma suomi/arabia
Opitaan suomea ja arabiaa sekä kohdataan kahvikupposen äärellä! Kielenvaihtokulmassa opit tandem-menetelmällä arabiaa sitä äidinkielenään puhuvalta ja itse opetat samalla suomea, molemmat opettavat toisilleen. Tule kielenvaihtokulmaan jakamaan osaamistasi! Location: Maunula talo Metsäpurontie 4 00630 Helsinki Tervetuloa mukaan silloin kun sinulle sopii! If you want to be part of the MIITTI community, follow us on our other platforms: IG: instagram.com/miitti1 Facebook: facebook.com/miitti1 Web: lapinlahdenlahde.fi/projekti/miitti Whatsapp: Join our Whatsapp community network to join your favourite group and stay connected with the other members! When you participate in one of our groups or events, just ask the group facilitator to add you to the community!
Luontoretki - Nature Trip: Keskuspuisto
Luontoretki - Nature Trip: Keskuspuisto
Welcome to a nice and invigorating **winter trip to the Central Park**! On this trip, we will have fun traveling from lodge to lodge, starting from the Maunula hiking lodge and ending at the Paloheinä hikind lodge. **The trip is open to everyone and free of charge.** **PLEASE NOTE! Advance registration is required for this event. You can register 1-2 people by filling out the form under the event on the Lapinlahden Lähde website: https://lapinlahdenlahde.fi/tapahtumat/luontoretki-nature-trip-keskuspuisto/** If you are unable to attend, please cancel your registration early by sending an email to kaupunkiluontokeskus@lapinlahdenlahde.fi. If the event is full, you can join the waiting list by sending an email to the Nature Center (Kaupunkiluontokeskus). **Meeting at 13:00 at Maunulan maja (hiking lodge), the address is Metsäläntie 9, 00620 Helsinki.** Instructor Ilona will already be at Maunulan maja at around 12:00 having lunch, so you are welcome to join her for lunch or coffee at your own expense. At 1:00 p.m., we will start walking from the lodge in a relaxed pace towards the north. Along the way, we will admire the winter nature and birds, pass by the Maunula Urn Cemetery, and marvel at the remains of the Maunnuneva and Pakilanmetsä fortifications (snow conditions permitting). We may also stop to warm up at the Pirkkola sports park. The route is approximately five kilometers long, and participants are free to join only part of the trip if they wish. The trip will end at approximately 3 p.m. at the Paloheinä hiking lodge and Palomaja café, where the nature center will offer participants coffee or tea. **The main purpose of the trip is to enjoy nature in friendly company.** We will walk at a relaxed pace without rushing. Central Park is not completely barrier-free, especially in winter, but we will take routes that are as easy to walk on as possible. Dress warmly and wear shoes suitable for winter walking. You can also bring sdudded shoes or walking sticks. The trip is weather-dependent in case of stormy weather, and in rainy weather we may take a shorter/faster route. If you wish, you can bring snacks and a sitting pad. The trip will be guided by City Nature Center instructor Ilona Rautiainen. Information about Central Park: [https://www.hel.fi/en/culture-and-leisure/outdoor-activities-parks-and-nature-destinations/outdoor-recreation-areas/central-park](https://www.hel.fi/en/culture-and-leisure/outdoor-activities-parks-and-nature-destinations/outdoor-recreation-areas/central-park) Maunula hiking lodge (in Finnish) with link to the cafe: [https://helsinginlatu.fi/tietoa-meista/maunulan-maja/](https://helsinginlatu.fi/tietoa-meista/maunulan-maja/) Paloheinä hiking lodge: [https://www.hel.fi/en/culture-and-leisure/outdoor-activities-parks-and-nature-destinations/outdoor-recreation-areas/paloheina-outdoor-recreation-area/paloheina-hiking-lodge](https://www.hel.fi/en/culture-and-leisure/outdoor-activities-parks-and-nature-destinations/outdoor-recreation-areas/paloheina-outdoor-recreation-area/paloheina-hiking-lodge) The event is organized in collaboration with MIITTI, Pro Lapinlahti Mental Health Association, Lapinlahden Lähde, and the City of Helsinki. The event has received funding from the City of Helsinki. For more information, visit the City Nature Center website: [https://lapinlahdenlahde.fi/en/projekti/lapinlahden-lahde-city-nature-centre/](https://lapinlahdenlahde.fi/en/projekti/lapinlahden-lahde-city-nature-centre/)
Open Living Room goes Friendship Crafts
Open Living Room goes Friendship Crafts
In honour of Friendship Day, Luckan will host a friendship crafts and mingle session, free for all! During the session we will each make our own tufted rug in a workshop led by Motley Project and tufting teacher Valentina Lachner. Join us to craft something for a friend, craft with the theme of friendship, or even craft new friendships! The Motley Project is a new association dedicated to offering English-language creative workshops and building a welcoming, inclusive community for all ages. Our sessions are always taught by professional creatives and they are open to everyone, especially to people who are new to Finland. **Please note that registration through the link below is required to participate - Meetup registration is not enough!** Spaces are limited, so sign up in good time, and please let us know asap if you can no longer make it. **SIGN UP HERE:** **[https://link.webropolsurveys.com/EP/1A84B5D4A7FE9138](https://link.webropolsurveys.com/EP/1A84B5D4A7FE9138?fbclid=IwZXh0bgNhZW0CMTAAYnJpZBEweVp1TEZkZFRvQlp5Rlh4T3NydGMGYXBwX2lkEDIyMjAzOTE3ODgyMDA4OTIAAR48gc57ImueRyAfxytfMostGkQTeJcK8N3llGv18UlygvpGpbDJ29mCGXcu7w_aem_Vv0MyoXs-TpPF_a-9eyFuQ)** ***The event is now fully booked, but if you wish to join the waiting list drop us an email to [integration@luckan.fi](mailto:integration@luckan.fi). We will contact you if a slot frees up!*** The event is free of charge, and you will get to take home what you make. The event is in English. Photo: Valentina Lachner
Finnish Language Café
Finnish Language Café
Learning Finnish in Finland can be difficult because Finns tend to switch to English. That is one of the reasons people like our Finnish language café: you get to practice Finnish with Finns :) The events are completely free and there is always a native speaker to facilitate the conversation and to help find the right words. The coffee is good too ☕😋🇦🇹 Tervetuloa! When? ⏰ Usually Tuesday to Friday from 15:00 - 16:00 Where? 📍 In a cozy Viennese coffee house: The Good Coffee Company, Eerikinkatu 33, Helsinki The Good Coffee Company A Taste of Vienna 🇦🇹 Eerikinkatu 33, 00180 Helsinki Please visit our Facebook page for updates and changes: https://www.facebook.com/TheGoodCoffeeCompany/events

Data Literacy Events This Week

Discover what is happening in the next few days

Low-Key Data Meetup with Helsinki Data Week
Low-Key Data Meetup with Helsinki Data Week
Low-Key Data Meetups with Helsinki Data Week are back for 2026! Our first meetup of the year takes place in Kaisla a day after the [CDOIQ Nordic Symposium 2026](https://www.aaltoee.fi/en/programs/cdoiq-nordic-symposium) \- consider this our unofficial fringe afterparty for this wonderful conference\, of which Helsinki Data Week is proud to be a Community Partner\! We will open the event with a little discussion on the themes of the CDOIQ event and our learnings there. After that, it's free mingling and refreshments from the bar as usual! Join us in Kaisla at 17:00 on Thursday, Feb 12!
Didn’t get the ticket meetup
Didn’t get the ticket meetup
Welcome to our Solita tech meetup! In this meetup, you’ll have a chance to connect with likeminded people, enjoy pizza & beverages, and hear interesting presentations. **Bad hackers, good presentations** **16.30** Doors open **17.00** Welcome words **🇬🇧** \| Miika Heini\, Solita **17.15** Windows EDR and its common blind spots **🇬🇧** \| Teemu Laakso\, Solita **17.45** Break **18.00** AI Agents and Cybersecurity **🇬🇧** \| Aleksi Blomqvist\, Traficom **18.30** Pizza **19.00** The Story of DDoS **🇬🇧** \| Iiro Uusitalo\, Supercell **19.30** Break **19.45** Building an AI Policy Like Lego, Not Like Law **🇬🇧** \| Jolly Trivedi\, Women4Cyber Finland **20.15** Break **20.30** Cyber resilience and harmful influencing **🇬🇧** \| Jyri Penttinen & Jari Viianen\, Savia **21.00** Closing words **21.15** Doors close More about the presentations: **Building an AI Policy Like Lego, Not Like Law** **🇬🇧** \| Jolly Trivedi\, Women4Cyber Finland This talk introduces a “Lego-style” approach to AI security policy design, where policies are built from small, reusable building blocks instead of one large document. It shows how security teams can focus on real risks like data misuse, shadow AI, and accountability, while still aligning with the EU AI Act. **AI Agents and cybersecurity 🇬🇧** \| Aleksi Blomqvist\, Traficom Presentation focuses on the key cybersecurity and governance risks introduced by AI agents and outlines practical approaches for assessing, managing, and mitigating these risks throughout their design, deployment, and operation. **The Story of a DDoS 🇬🇧** \| Iiro Uusitalo\, Supercell What does a Distributed Denial of Service (DDoS) look like when it’s turned into a product and unleashed directly against you? And what happens when an award-winning cybersecurity expert steps in to investigate? Join Iiro Uusitalo as he takes you behind the scenes of an extraordinary DDoS case. **Windows EDR and its common blind spots 🇬🇧** \| Teemu Laakso\, Solita Windows' defensive mechanism and EDR capabilities followed by review of its common blind spots. Demos included! **Cyber resilience and harmful influencing** **🇬🇧** \| Jyri Penttinen & Jari Viianen\, Savia This talk examines how the choice of who defines cyber preparedness affects organizational behavior, and how modern attackers leverage influence, psychology, and social dynamics to shape outcomes without relying on traditional cyber attacks.
❤️ Pottery Wheel Workshop ❤️
❤️ Pottery Wheel Workshop ❤️
IMPORTANT: Registration is not available through Meetup. The workshop size is limited and will be filled on a first-come, first-served basis, so you must purchase your ticket from our website in advance. Welcome. Sign up and get your ticket from here. [https://holvi.com/shop/UDUMBARA/section/pottery-wheel-workshops-keramiikka-kurssit/spring-2026-kevat/](https://holvi.com/shop/UDUMBARA/section/pottery-wheel-workshops-keramiikka-kurssit/spring-2026-kevat/) Join us for a challenging, fun, and relaxing time creating with local wild clay and socializing with friends. Udumbara Pottery Studio in Kallio, Helsinki, welcomes pottery students of all experience levels to come and enjoy pottery wheel lessons within a small group setting. Osaamme myös suomea, tervetuloa. Vi talar också svenska, välkommen.
DOSE OF LOVE (VALENTINE'S DINNER)
DOSE OF LOVE (VALENTINE'S DINNER)
This February 14th, we’ve curated a special dinner experience at Helsinki Bryggeri Brewhouse for the community to connect, eat, and vibe. Come for the flavor, and stay for the atmosphere. To lead us into the night, we’re hosting a pre-party right after dinner featuring a Spanish DJ bringing you the best of House music and much more. It’s the perfect warm-up for your Valentine’s night out. 🥂✨ The Plan: 📍 Helsinki Bryggeri Brewhouse (Sofiankatu 2, Helsinki) 🕗 Time: 20:00 🍴 Set Menus ✨ Interactive activities & Photocall 🎧 Plus: Pre-party with Spanish DJ 🎟 Entrance: Table reservation required 🔞 K18 Ready for your dose? Check the link below to book your spot. 💔❤️ https://tr.ee/nhZNmooZrX
Guided Meditations - Loneliness
Guided Meditations - Loneliness
Join us on **Fridays, 18:00 - 19:30** at **Lapinlahden Lähde** for a free session where we’ll explore the topic of the week - **Loneliness**. After 19:30, you're welcome to hang out with us. Depending on what the group decides, we sometimes: \- stay in\, enjoy tea and cookies and play board games \- go out for dinner ✅ Your **RSVP counts as your registration**, we expect you to **honour it**. 🤝 All conversations are confidential. What’s shared, stays in the group. 🌿 Small group, big heart: Everyone gets a chance to share. 🧘‍♀️ Come comfy, come curious. 💧 Bring water. Skip heavy meals & caffeine. 📍 **Tallipääty, Lapinlahdenpolku 8, Helsinki** (Through the gate, first door on the left!) **Kind reminder:** Last-minute cancellations or no-shows mean others miss out. To keep it fair, repeated cases may result in losing the spot in future sessions. If you want to be part of the MIITTI community, follow us on our other platforms: IG: [instagram.com/miitti1](http://instagram.com/miitti1) Facebook: [facebook.com/miitti1](http://facebook.com/miitti1) Web: [lapinlahdenlahde.fi/projekti/miitti](http://lapinlahdenlahde.fi/projekti/miitti) Whatsapp: Join our Whatsapp community network to join your favourite group and stay connected with the other members! When you participate in one of our groups or events, just ask the group facilitator to add you to the community!
Museum Sundays: Natural History Museum / Forest Home / Enchantment of Käsivarsi
Museum Sundays: Natural History Museum / Forest Home / Enchantment of Käsivarsi
Got a Museum Card burning a hole in your pocket? Take it out for a walk and join us for a casual museum tour, followed by a cup of coffee in a nearby restaurant or hangout in a nearby park. See below for more details. [More details about the Museum Card](https://museot.fi/museumcard) We'll be touring the new photo exhibitions temporarily on display. If you haven't seen the permanent exhibitions yet, you're encouraged to tour them as well! [https://www.helsinki.fi/en/luomus/exhibitions](https://www.helsinki.fi/en/luomus/exhibitions) \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- If it's your first time meeting the group, try to be there five minutes before departure to get to know us! Afterwards let's gather somewhere nearby to discuss the experience we had. More details will be posted as we arrive at the venue.
Board Games at Arkade (Thursday)
Board Games at Arkade (Thursday)
Pay the **5 € board gaming fee** to the bar at the counter when you arrive. You must be at least 18 years old to enter [Arkade](https://www.arkade.fi/). We play in English and the game rules are taught before starting play, unless everyone is already familiar with the game. No previous experience with board gaming required. The venue has a great board game library, the host and other players usually bring their own games too: our selection varies weekly. We're a very casual group so you're welcome to arrive early or late and join whatever game is starting up, there is no attendance tracking, or welcoming process. The bar has alcoholic drinks, mocktails, and soft drinks available as well as some snack foods. They've been okay with people ordering food to the bar with meal delivery services. If you are feeling sick, please stay home.

Data Literacy Events Near You

Connect with your local Data Literacy community

Data & Analytics Wednesday - Compensation Data
Data & Analytics Wednesday - Compensation Data
**People Analytics 101: Making Sense of Compensation Data** Compensation data is one of the most widely used and widely misunderstood forms of people analytics. The session will cover where compensation data comes from, including market pricing data, internal payroll data, and benchmarking sources, and how companies think about structuring and analyzing that information. We will explore how compensation data is leveraged to set salary ranges, manage internal equity, support hiring and retention, and align pay with business strategy. A portion of the session will address common data challenges and limitations, such as market noise, inconsistent job matching, and incomplete datasets, while keeping the primary focus on practical use rather than technical depth. The session will also look ahead at where the space is going, including the growing impact of pay transparency laws, expanding pay equity requirements, and emerging regulations in the US and Europe that require organizations to report on gender and pay gaps. The goal is to give attendees a clear mental model for how compensation analytics works today and why getting it right is becoming increasingly critical. (note: we are back at Rev1 this month!) **About Our Speaker** [Alex Moore](https://www.linkedin.com/in/alexscottmoore/) is the founder of [Moore Cooperative](https://moorecooperative.com/), where he advises organizations on compensation strategy, pay equity, and people analytics. His work focuses on helping organizations like the Ohio Supreme Court design, analyze, and communicate compensation systems that are data-informed, defensible, and aligned with organizational goals. Alex lives in Granville, Ohio and has three little kiddos. More info at [cbusdaw.com](https://cbusdaw.com)
CBusData - Ok I Want to Get Data into Fabric - Now What?
CBusData - Ok I Want to Get Data into Fabric - Now What?
I love my job and one of the main things I do is help customers get going with any of the data technologies at Microsoft. Right now there are a lot of my customers asking about Microsoft Fabric. It's hard to weave across all the shiny new options across the Fabric landscape, let alone figure out where it fits into your organization. In this session we'll focus on answering one question - how can I get data into Fabric? We'll talk through the "it depends" options and see some of the options in live demos.
COhPy Monthly Meeting
COhPy Monthly Meeting
**NEW LOCATION: Improving Office in Franklinton** Physical location: Improving Office 330 Rush Alley Suite #150 Columbus, OH 43215 Schedule: * 6:00 p.m.: Socialize, eat, and drink. Improving will be providing pizza and beverages. * 6:30 to 8:00 pm. Main meeting and presentation(s). Lonnie Morgan will be presenting information about the DLT Library. "The Python library `dlt` provides a powerful [REST API toolkit](https://dlthub.com/docs/dlt-ecosystem/verified-sources/rest_api/basic) to ingest data. Combined with our [LLM scaffolds](https://dlthub.com/workspace) and [MCP server](https://dlthub.com/docs/hub/features/mcp-server), you can build a custom connector for any of the 8k+ available sources in 10 minutes by following this guide. Building with LLMs is an iterative process. We will follow this general workflow and give practical tips for each step." See Our [Parking Map](https://docs.google.com/presentation/d/1u2A4fLNlxwLJn0KA_hKc8bnFlFHLvsHBDh-_8wzX_tk/edit?usp=sharing) We meet on the last Monday of each Month. Presentations are given by members and friends of this group. If you would like to do a presentation (small or large) on a python topic, please contact centralohpython@gmail.com
Data Pipelines at the Advanced Photon Source
Data Pipelines at the Advanced Photon Source
**Abstract:** The Advanced Photon Source (APS) is an X-ray light source at Argonne National Laboratory where researchers perform imaging, diffraction and spectroscopy experiments at 68 specialized beamlines. APS recently completed a major upgrade that made it the brightest synchrotron in the world and upgraded many of the beamlines to take advantage of the dramatically brighter, more coherent beam. These new capabilities are increasing the facility’s raw data production from <10 PB/year before the upgrade to >100 PB/year once all instruments are back online. To meet this data challenge, the APS Beamline Data Pipeline project team is partnering with beamline staff to develop and deploy science data pipelines that use a common set of open-source software tools (many written in Python) to link instruments with the Polaris supercomputer at the Argonne Leadership Computing Facility (ALCF) for data processing. This talk will describe the APS data systems, our file-based and streaming pipeline templates, and some of the open-source software we use to extract scientific insights from beamline data. **Audience Takeaway:** Open source Python data acquisition and analysis tools are ubiquitous at the APS. Many of the packages that are mentioned can be found at [https://github.com/AdvancedPhotonSource](https://github.com/AdvancedPhotonSource). This is a *hybrid* event. To attend online, join us on Zoom here at 6pm: [https://numfocus-org.zoom.us/j/89399976851?pwd=UEgMUZXdYmKdK1x1dIPL6hwUYnp7NW.1](https://numfocus-org.zoom.us/j/89399976851?pwd=UEgMUZXdYmKdK1x1dIPL6hwUYnp7NW.1) **Sponsor**: Grainger will provide the meeting site, as well as snacks for the onsite participants. * **Address:** 222 W Merchandise Mart Plaza, 18th Floor, Chicago, IL 60654 * **Grainger's Overview:** W.W. Grainger, Inc., is a leading broadline distributor with over $17 billion in revenue. At Grainger, We Keep the World Working® by serving more than 4.5 million customers worldwide with maintenance, repair, and operating (MRO) products and services delivered through innovative technology and deep customer relationships. Our machine learning team builds broadly across search, recommendations, product matching, computer vision, and generative AI. * **Logistics**: To access the Grainger office, we require **first and last names** of those who RSVP'd by **Feb 11**. Please take the main elevators at the center of the Mart. Attendees will then present their **IDs** when they arrive at the front desk on the 18th floor.
TBD
TBD
**Important time note:** Please plan on arriving between 5:30 and 6:00 as the elevators lock after 6 and you'll need to message us and we'll need to come get you. The building address is 4450 Bridge Park The entrance is 6620 Mooney St, Suite 400 **Abstract** TBD **YouTube Link** TBA
DoJo (Informal Python Meeting)
DoJo (Informal Python Meeting)
**New Dojo Location!** **Draft Day Columbus** 1130 Dublin Road Columbus, OH 43215 We're going to try a new dojo location for a few weeks and see how it works Dojos are informal Python group study sessions where everyone interested in Python gathers to learn about Python, help others with Python, or just hang out. Everyone is welcome from Python beginners to experts. Bringing a laptop is encouraged (we'll have extension cords and power strips). If there's something you want to learn leave a comment on this invite so we can plan ahead. We're looking for topic suggestions and people interested in presenting at our monthly meetings. To this end we've set up a survey form at [https://docs.google.com/forms/d/15eBKF1nQQ2XS5gzD4rvhVRHMBEj7lJtHuA9wXupS3Uc](https://docs.google.com/forms/d/15eBKF1nQQ2XS5gzD4rvhVRHMBEj7lJtHuA9wXupS3Uc)
Columbus Code & Coffee 83 @ Improving
Columbus Code & Coffee 83 @ Improving
Columbus Code & Coffee is an inclusive, informal co-working session. People of all skill levels attend, and we love it that way. Many people (optionally) bring projects to work on, and many other people (optionally) socialize the entire time. It's entirely up to you! **What to Expect at the Intro Circle** \~\~\~\~\~\~\~\~\~\~\~\~\~ Near the beginning of the event (1:30 pm), we do a standup: * Organizer announcements, updates, and logistics Round 1 - (7 secs max): * Your name * What you're working on * What you can help others with Round 2: * Community events you wanna plug. If none, that's cool too. Round 3: * Job opportunities you're hiring for OR announce that you are looking for one. If none, that's cool. After the introduction circle, everything is self-organized! Feel free to work alone, pair up, attend one of our workshops/presentations, or mingle!