Data Science using Python

Hello TEDheads! Have you ever made a logical decision that you deep down knew was wrong? Maybe, like me, you've thought, 'I should've trusted that feeling', but the consequences of ignoring your gut have caught up with you. **You somehow knew.** Perhaps this is just confirmation bias in action or perhaps we have evolved to pick up on cues subconsciously. Whatever your perspective, this is **sure to be a great conversation.** What role does intuition play in your decisions? Do you trust your intuition or discount it because it isn't logical? How do we tap in to the power of intuition and learn to trust it? **Let's explore together.** ***Please watch the following TED talk and read the article on your own device before the event.*** *** # ★ **Talk #1:** [Accessing intuition as a tool: your internal guidance system](https://www.ted.com/talks/jannine_barron_accessing_intuition_as_a_tool_your_internal_guidance_system) Intuition is the most powerful tool that every single one of us has for our own personal development and for our resilience as a global community. Jannine shares the three levels of intuition. Level 1 is all about instinct or 'having a hunch'. Level 2 considers inspiration and Level 3 is about trust. Finally, how do we cultivate intuition? Jannine Barron \| TEDxFrome • October 2022 https://www.ted.com/talks/jannine_barron_accessing_intuition_as_a_tool_your_internal_guidance_system # ★ **Resource # 2:** [The Science of Intuition](https://www.psychologytoday.com/ie/blog/executive-functioning/202110/the-science-intuition) How the body translates unconscious information into gut instinct. ### **Key Points** * Our bodily instincts contain important information that can help us rapidly process the outside world. * By tuning into these channels of information, we're better able to make centered decisions. * It is essential for all of us to foster our own centeredness, self-awareness, and intuition at this moment in history. https://www.psychologytoday.com/ie/blog/executive-functioning/202110/the-science-intuition **Please note the following:** We want to provide a space for those who are curious about life, enjoy TED Talks, and want to share their findings with others. Please join us as we consider this topic, **Wednesday, April 1 at 7:15pm.** Newcomers are most welcome! Hoping to see you there. (Please sign up only if you really intend to attend). NOTE: We ask for a **4 Euro contribution** on the night to cover costs. Thank you.

**Rescheduled to 1st of Aprli.** Let's meet over drinks and/or food, at ***Kyodai Izakaya*** on Eden Quay, in Dublin. We still need a venue for presentations. If anyone can help, please get in touch (e.g. via Discord). The minimum requirement is a room with a screen, or projector. We have a Discord server, which you're welcome to join: https://discord.gg/nCBrCXB6 Clojure Ireland is sponsored by [Taxamo - a Vertex Company](https://twitter.com/taxamo).

In this talk attendees will learn about how dependency injection in FastAPI can help structure applications and aid testing. In testing FastAPI apps they will find out about verifying correctness of HTTP endpoints vs the documentation. From the automatically generated documentation they will see how simple it is to generate a client. Attendees will also find out about scaling FastAPI containers in a container orchestrator like Kubernetes and about how to spot performance problems which might arise in asynchronous Python applications. **🎯 Target Audience** * Python & backend developers * Engineers exploring async Python & modern API frameworks * DevOps / platform engineers * QA / test engineers focused on API testing and validation * Technical architects & cloud-native developers evaluating scalable, production-ready systems **📍 Event Details** **Location:** The Gamer Club, Glasgow **Venue Info:** A purpose-built basement venue for tech meetups — includes console lounge, arcade, kitchen/bar, PCs, projector, and gigabit internet. 💡 BYOB welcome \| Free tea & coffee available **Directions:** [https://www.thegamerclub.co.uk/gettinghere](https://www.thegamerclub.co.uk/gettinghere) **Date:** 2026-02-04 **Time:** 18:30 **Timezone:** Europe/London **🎥 Streaming** We aim to stream this talk live here: 👉 [Watch on YouTube](https://www.youtube.com/@PythonScotland/streams) **📬 Contact** If you have questions, get in touch: 📧 organisers@python.scot **💬 Matrix Chat** Matrix is an open, secure chat platform for communities and collaboration. Join our Python Glasgow matrix room to chat with organisers and attendees: [https://matrix.to/#/#python:glasgow.social](https://matrix.to/#/#python:glasgow.social)

💃 **Never danced before? Perfect, this is for you.** No experience, no partner needed, just come along and enjoy the vibe 😊 Join us at **BPM Dance Studio** for a fun and welcoming evening of salsa & bachata classes followed by social dancing! ## ✨ **What to expect** * Step-by-step beginner-friendly classes * Friendly and supportive atmosphere * Meet new people and have fun * Social dancing after the classes 🎶 ## 🗓 **Schedule – Wednesday, 1st April** 🕡 6:30 PM – Cuban Salsa (Beginners) 🕢 7:30 PM – Salsa Line (Beginners) 🕣 8:30 PM – Bachata (Beginners & Intermediate) 🕤 9:30 PM – Social Dancing 💃🕺 ## 💸 **Pricing** • Drop-in: €15 • Memberships & passes from €55 ✨ Beginner promos and combo offers available ## 📍 **Location** BPM Dance Studio https://maps.app.goo.gl/BUeU4PN9oMXcZ3nw5 ## 💜 **Good to know** ✔ No experience needed ✔ No partner required ✔ Come alone or with friends ✔ All levels welcome 👉 Check our full schedule, level guide, and pricing on our Instagram profile (https://www.instagram.com/balance.power.motion/) We’d love to have you join us, come dance with us 💃🤍

ARE YOU SOLO & SINGLE? DO YOU ENJOY IRISH MUSIC AND HAVING FUN? MAKE NEW FRIENDS AT MID WEEK SOCIAL CHATS. We are meeting infront of Mc Donalds in Temple Bar Square Essex Street. We will decide which Pub to go to after we meet. We will meet at 7pm and at 7.15pm we head to a Temple Bar for Irish music and a Social get together drink. Dress: NEAT.

Welcome to a vibrant community created for men and women who are ready to connect, explore, and thrive together as friends! This group is all about bringing solo people together in a fun, and welcoming space where new friendships are formed and fresh experiences await. Whether it’s trying out exciting activities or restaurants. Discovering hidden gems in the city, or simply enjoying meaningful conversations. This is a place to step outside your comfort zone and share life’s adventures with like-minded people. Come as you are, leave with new friends, and discover just how fun life can be when we experience it side by side! **About this event:** This is a relaxed midweek social. Our friends at First Chapter Cafe has very kindly decided to open after hours for us. So this will be a closed door private event for our group. They serve coffee and wine. And if you're an Aperol Spritz lover, then they have this too. **Important information:** RSVPs are not a true representation of the number of people attending. Continuous no shows, will be removed from guest lists. Minimum age to come to this event is 23. You must purchase something if you're attending this event. By joining this event, you accept our T&Cs. Check them out on our website: Yinyangevents.ie [Follow us on Insta: Yinyangevents.ie](https://www.instagram.com/yinyangevents.ie?igsh=MXAzOGx6MDdvZmt5Nw%3D%3D&utm_source=qr)

***[Save 50% getting a ticket in advance (only first 20 people)](https://www.eventbrite.ie/e/social-language-exchange-tickets-1985534555304?discount=EarlyBirdsMeetup&keep_tld=true)*** **✨ Dynamic Conversations** Enjoy small-group conversations (2–3 people per table) at dedicated language tables. There will always be **English-only tables**, and every attendee rotates through these tables during the **first and last rotation**. **🏷️ Language Stickers on Arrival** As soon as you arrive, you’ll receive: • **Native language stickers** (with flags + “native”) • **Practicing language stickers** (with flags + “practicing”) You may choose multiple practicing languages. These stickers help you join the right tables and connect with people who match your goals. **🔄 Rotations Every 30 Minutes** Every 30 minutes, the organizer rearranges groups based on preferred languages. We aim for **bilingual tables**, ideally with at least one native or advanced speaker. If no native speakers are available, we can still create a table as long as **two people want to practice the same language**. **🌍 Popular Languages** English, Spanish, French, German, Portuguese, Italian, and any other language requested by at least two attendees. **📈 All Levels Welcome** Beginner or advanced—everyone is welcome. The only requirement is enthusiasm and willingness to communicate. **🃏 Conversation Cards + Complimentary Fries** Need inspiration? Conversation cards are available at every table. Enjoy complimentary **fries around 8:00 PM**. **💸 Pay-as-you-go (Cash / Card)** • €6 General Admission • €5 Students • €4 per person when you bring friends **⭐ Loyalty Card (Automatically Activated)** Attend **4 Language Exchanges or International Meetups**, and your **5th event is FREE**. **💳 [Membership Options (Save € & unlock perks)](https://buymeacoffee.com/newindublin)** **🟡 Regular Membership (€12/mo)** ✔ Free: Singles, Language Exchange, International Meetup ✔ –50%: Quizzes, Big Singles, Theme Party, Cultural Mix, Social Games, Music Challenge ✔ Extra perks **🔵 Theme Membership (€15/mo)** ✔ Free: Quizzes, Big Singles, Theme Party, Cultural Mix, Social Games, Music Challenge ✔ –50%: Singles, Language Exchange, International Meetup ✔ Extra Perks **🟣 Complete Membership (€20/mo)** ✔ Free access to ALL events ✔ Extra Perks **📱 Stay Connected** 🔗 **[Linktree](https://linktr.ee/newindublin)**[ ](https://linktr.ee/newindublin)– full weekly calendar 💬 **[WhatsApp](https://chat.whatsapp.com/L8IcUuQzHVVLGaoUZ8ONRt)**[ ](https://chat.whatsapp.com/L8IcUuQzHVVLGaoUZ8ONRt)– reminders & updates 📘 **[Facebook](https://www.facebook.com/newindublinmeetup)**[ ](https://www.facebook.com/newindublinmeetup)– photos & highlights 📸 **[Instagram](https://www.instagram.com/newindublinmeetups/)**[ ](https://www.instagram.com/newindublinmeetups/)– stories & behind-the-scenes 🌐 **[Website](https://newindublin.net/)**[ ](https://newindublin.net/)– all information about our events **🎉 Join Us!** A fun, relaxed evening full of languages, new people, and confidence-building conversations. **RSVP now! 🚀**

🎉 **Thursday Salsa & Bachata** – Weekly Classes + Social Dancing 💃🕺 Looking for a fun way to start your weekend? Join us every Thursday for a night of dancing, learning, and great vibes! ✨ What to expect: * Beginner-friendly Salsa & Bachata classes to get you moving * Social dancing after class to practice and enjoy * A relaxed, welcoming atmosphere — no pressure, just fun 👣 No partner or experience needed 😊 Come solo or bring friends — everyone is welcome 📅 **When**: Every Thursday 📍 **Where**: Kenny's Of Lucan, Lucan Village ⏰ **Time**: 7:00-8:00pm - Cuban Salsa Class 8:00-9:00pm - Bachata Class 9:00-10:00pm - Social Dance Practice Whether you’re trying dancing for the first time or already love Latin rhythms, this is the perfect place to meet new people, build confidence, and enjoy your Thursday nights. Bring your energy, your smile, and let’s dance! 🎶🔥 Plenty of free on-street parking is available.

📚Reading books and discussing them are two distinct experiences! Conversations about books and sharing insights help us better appreciate literature and enrich our lives. Let's grab a drink (alcoholic or non-alcoholic) and discuss books we're currently reading or have recently enjoyed—whether poetry, fiction, or non-fiction. Bring your physical book or e-reader. There's no formal structure or agenda—just books and good conversation.💬 It's a perfect place to get book recommendations and rediscover your reading momentum if you've hit a slump. We welcome readers of all backgrounds and interests! ⚠️**Something Happened?** If something unpleasant happened to you, it may happen to others. Even if it seems minor, don't hesitate to reach out to me. 🔍 **How to find us?** * When I reach the venue, I'll leave a comment in the meetup where the group is seated. Normally, the booking is in my name, so you can ask the staff for the group. * If you're unable to find us, leave a comment in the meetup page. I'll be able to guide you. We highly encourage you to move between tables and strike up conversations with fellow book lovers. These discussions about literature and reading recommendations are often the highlight of the event! As an organizer, I'm always looking for feedback about the event and suggestions for new events, so feel free to suggest ideas to me. 💡 I look forward to seeing you all! 😊

Adult Bachata and Salsa dance classes with practice social at Coolock Ardlea Scout Den Coolock Village. This is a mirror studio located upstairs from the hall with nice wooden floors. This is a weekly Thursday event. Come down, learn and have fun! Men and Women are welcome. Free taster for first timers and discount for students, request via dm. Beginners cost 10 euro for all beginner classes and practice.

Welcome to lockpicking at Tog. Join us as we teach the various methods of picking and bypassing common locks in Ireland. All equipment provided. Warm clothes reccomended as the heating isnt the best.

Are you Solo and Single!! Easily Make new 💑 friends🍻 with Speed Friending! No need for Apps 😀We are meeting for social drinks including soft drinks 🍺🍸🍷 at Hogans Bar. We will be inside the Bar area. Please buy a drink or a soft drink or so, as we may not be welcomed again to certain bars. We will go to another late bar afterwards. So Dress Nice & neat please. Leave your surfing cloths and 🏖 surfboards at home please.😂 https://youtu.be/wD0Mm6WIcYs?feature=shared Many new people come solo to socialize and make new friends, so do not worry if you are solo, you are welcome to join us. I will introduce you to others in the group,so you are no longer solo. 😆Welcome to ask me questions about hiking gear and 🐬🐠🐡 scuba diving.

We at Freesalsa Ireland believe in growing the community, something our friend DJ Leo also believes in. Therefore, we are delighted to promote his weekly practice here on our Meetup for those of you looking to spend their Sunday in the best way. There will be a 60-minute lesson before social with the award-winning DJ Leo until 17.00. Prices stand at a very affordable: €5: Only Social or Only Class €5: for beginners class and social €7: for intermediate/improvers class and social. *Please note, class capacity is limited, so arrive early to be sure of a spot; first come, first serve. This is why we dance. To spend time with folks and have new experiences. You won't find a better group to do that with than this. See you all then.

**Latest Dojo Location!** **Knotty Pine Brewing** 1765 W 3rd Ave, Columbus, OH 43212 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 speakers for our Monthly Meetups! Fill out the form if you are interested in presenting to the Python Community. https://forms.gle/ehSfUAC2WgR34Crq9

**Latest Dojo Location!** **Knotty Pine Brewing** 1765 W 3rd Ave, Columbus, OH 43212 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 speakers for our Monthly Meetups! Fill out the form if you are interested in presenting to the Python Community. https://forms.gle/ehSfUAC2WgR34Crq9

**Latest Dojo Location!** **Knotty Pine Brewing** 1765 W 3rd Ave, Columbus, OH 43212 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 speakers for our Monthly Meetups! Fill out the form if you are interested in presenting to the Python Community. https://forms.gle/ehSfUAC2WgR34Crq9

The Fellowship of the Star Schema: Transforming OLTP Data for Power BI One does not simply build reports on OLTP data. Join us on an epic journey from the depths of raw, normalized tables to the shining halls of a well-modeled star schema fit for Power BI greatness. We will demystify the differences between OLTP and OLAP, walk through star schema vs snowflake (and why Power BI has a clear favorite), and show you the compression differences between normalized and columnar storage that will make you never look at an OLTP model the same way again. We will cover the different types of dimensions, when to use them, and how to handle Slowly Changing Dimensions without losing your mind. You will leave knowing exactly how to identify a bad model, how to convert OLTP data into a clean star schema, and how to forge relationships that rule them all. Whether you are a data wizard, a curious hobbit, or somewhere in between, your models will never be the same.

The April Ohio North Database Training user group meeting will be held on **April 7th, 2026 at 5:00PM**. This will be a **HYBRID** event and we will be joined online by **Kayla Boor**. You're welcome to come meet in-person at our meeting location, the offices of Improving at **[6000 Freedom Square Dr,](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** **[Unit 110,](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** **[Independence, OH 44131](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)** [Teams Link ](https://teams.microsoft.com/meet/22562814501129?p=w1cSxeUXFTVeIpZiMw)if anyone needs it after RSVP-ing for in person. If you would like to subscribe to our email list outside of Meetup, we have changed platforms recently and you will need to register [here in Kit ](https://ohio-north-data-training.kit.com/b8f036f615)instead to receive emails. Agenda: **5:00 PM EST**: Online and in-person meeting begins with a social hour. This is an unstructured hour where you can join us to catch up and meet other group members before the session starts. There will be food brought in for in-person attendees. **6:00 PM EST**: Updates and announcements, followed by our feature presentation. See below for presentation details. **7:30 PM EST**: Optionally after the main presentations, the in-person crowd may go out for snacks and drinks at a local establishment. We hope to see you there! Session Abstract **Accidental friends: How a DBA and an SRE worked together to optimize the system.** This session is focused on how to communicate effectively between teams to improve alert fatigue, performance, and observability. \*\*NEW SPEAKER \*Please note, that we will be using Microsoft Teams for the online portion of this meeting. You may want to join a few minutes early to ensure you do not have any issues. If you are attending in person, there are large TVs at the office, and you do not need to bring a laptop or use Teams.

Practicing to code is the best way to level up and hone your skills. We'll be pairing up to practice some straightforward and fun Python exercises. All coding abilities are welcome. **Agenda:** 7:00pm - Opening announcements 7:10pm - Python exercises 7:50pm - Q&A

**The Data-Driven Brand: Using Analytics to Shape Perception** Can you use analytics to improve tacos? This being CBUSDAW, we think the answer is probably “yes”, but we’re not sure how to implement or test this theory. For our April meetup we’ve got Sara Kear, CMO of Condado Tacos, to investigate this delicious question. Sara will explore how she blends quantitative data and qualitative customer feedback to shape brand positioning and drive business decisions. We all know that marketing and analytics go way beyond attribution. Sara will show how Condado uses customer insights to inform product and pricing strategy. She’ll also highlight how Condado leverages customer feedback at scale to influence operational priorities, positioning marketing as the voice of the customer across the organization. In the last 12 years Condado has gone from one location in Columbus to 52 locations across 10 states, so we’re guessing there’s more to that growth than really good guac (though the guac probably helps). Ultimately, this talk focuses on the intersection of art and science—using data to inform creativity and build a brand that resonates with customers in a measurable way. **About Our Speaker** Sara Kear is Chief Marketing Officer at Condado Tacos, where she oversees brand, restaurant design, menu and pricing strategy, off-premise including catering, and customer data strategy. Since joining in 2021, she has helped grow the brand from 19 to 52 locations while building a data-driven marketing organization focused on loyalty and customer insights. Condado has since been named to the Inc. 5000, recognized as Breakout Retailer by Chain Store Age, and consistently ranked among FastCasual’s Top 100 Movers & Shakers. Thanks to our 2026 sponsors: [Clarivoy](https://www.clarivoy.com), [What Box Consulting Group](https://www.whatboxconsultinggroup.com), [Conductrics](https://www.conductrics.com), and [Piwik PRO](https://piwik.pro) More info at [cbusdaw.com](https://cbusdaw.com)