Human Resources

Date: 30 May 2026 (Sat) Time: 15:30 - 18:00 \*HKT Coordinator: Ming Tou, Alex Au Light Refreshments will be available! This is a **workshop** for Python Data Cleaning. Please bring along your laptop with **Python3 installed with enough battery**! *Winners will get a small prize as an accomplishment **in the next meetup**.* **Due to the university entrance policy, we are currently closed for new university QR code entrance registration. Please feel free to join us by registering yourself under the university entrance counter!** ***Mind the Data Gap*** **This model will be delayed due to: missing values, outliers, and delimiter congestion.** In this hands-on HKPUG workshop, we are turning a Python data cleaning exercise into a gamified team sprint. You will work with a **synthetic Hong Kong-inspired transport dataset**. The data is messy on purpose: missing values, weird outliers, inconsistent categories, URL-encoded station names, confusing delimiters, and fields that look useless until you extract the hidden signal. Your mission is simple: **Clean the data. Extract better features. Run the scorer. Beat the model.** You do not need to tune the model. You need to **rescue the data**. ***How the Challenge Works*** Teams will write a Python data transformation script to clean and enrich the dataset. Our scoring pipeline will then: 1. Run your transformation on the training and test data 2. Remove any label / target leakage columns 3. Train a fixed Gradient Boosting model 4. Evaluate the model using proxy metrics such as F1 and ROC-AUC 5. Convert the result into a data cleaning score This is not meant to be a perfect data quality metric. It is an accessible proxy: if your **cleaning** and **feature extraction** help the **model perform better**, your team gets a better score. **Capacity:** 60 (Team of 4) **Venue Info:** City University of Hong Kong, Kowloon Tong (Exact Location TBC) **Rundown:** **30th May** **15:30 – 15:40** Opening Remarks, Team Formation & GitHub Setup **15:40 – 15:55** Briefing: Data Traffic Report, Challenge Rules & Scoring Pipeline **15:55 – 16:20** Demo: Messy Dataset, Data Cleaning Strategy & `transform.py` **16:20 – 17:10** Team Sprint Part 1: Missing Values, Outliers & Category Cleanup **17:10 – 18:00** Team Sprint Part 2: Feature Extraction, Hidden Signals & Scoring Iterations **18:00 -** Networking outside City University **13th June** **\- 23:59** Winner Team Announcement **Audience pre-requisite:** * **Hardware:** **MUST** bring a laptop with Python 3 installed and a code editor (VS Code, PyCharm, etc.). * **Skills:** Recommended having basic to intermediate-level knowledge of Python (handling JSON, using the `requests` library, and writing basic `if/else/while` loops). **How to join?** 1. Click "Attend" on this page

Cultural Diversity Meetup Group join the group now! INVITE TO JOIN: 0 Cultural Diversity Meetup Group join the group now! [https://www.meetup.com/diversityhk/events/vwqhvtyjccbfc/?eventOrigin=group_events_list](https://www.meetup.com/diversityhk/events/vwqhvtyjccbfc/?eventOrigin=group_events_list) 0 Call for speakers - Diversity and Inclusion meetup group [https://www.meetup.com/diversityhk/events/zwqhvtyjcdbsb/?eventOrigin=group_events_list](https://www.meetup.com/diversityhk/events/zwqhvtyjcdbsb/?eventOrigin=group_events_list) 1 Indonesia workers - Diversity and Inclusion meetup group [https://www.meetup.com/diversityhk/events/kxqhvtyjccbhc/?eventOrigin=group_events_list](https://www.meetup.com/diversityhk/events/kxqhvtyjccbhc/?eventOrigin=group_events_list) 2 Phılıppınes workers - Diversity and Inclusion meetup group [https://www.meetup.com/diversityhk/events/gxqhvtyjccbhc/?eventOrigin=group_events_list](https://www.meetup.com/diversityhk/events/gxqhvtyjccbhc/?eventOrigin=group_events_list) 3 Indian workers - Diversity and Inclusion meetup group [https://www.meetup.com/diversityhk/events/wxqhvtyjccblc/?eventOrigin=group_events_list](https://www.meetup.com/diversityhk/events/wxqhvtyjccblc/?eventOrigin=group_events_list) 4 EGYPT workers - Diversity and Inclusion meetup group [https://www.meetup.com/diversityhk/events/rzqhvtyjcdbqb/?eventOrigin=group_events_list](https://www.meetup.com/diversityhk/events/rzqhvtyjcdbqb/?eventOrigin=group_events_list) 5 Pakıstan workers - Diversity and Inclusion meetup group [https://www.meetup.com/diversityhk/events/dzqhvtyjcdbkb/?eventOrigin=group_events_list](https://www.meetup.com/diversityhk/events/dzqhvtyjcdbkb/?eventOrigin=group_events_list) 6 Thaıland workers - Diversity and Inclusion meetup group [https://www.meetup.com/diversityhk/events/vzqhvtyjccbgc/?eventOrigin=group_events_list](https://www.meetup.com/diversityhk/events/vzqhvtyjccbgc/?eventOrigin=group_events_list) 7 Bangladesh workers - Diversity and Inclusion meetup group [https://www.meetup.com/diversityhk/events/cbrhvtyjccbfc/?eventOrigin=group_events_list](https://www.meetup.com/diversityhk/events/cbrhvtyjccbfc/?eventOrigin=group_events_list) 8 Srilanka workers - Diversity and Inclusion meetup group [https://www.meetup.com/diversityhk/events/rxqhvtyjccbhc/?eventOrigin=group_events_list](https://www.meetup.com/diversityhk/events/rxqhvtyjccbhc/?eventOrigin=group_events_list) 9 Nepal workers - Diversity and Inclusion meetup group [https://www.meetup.com/diversityhk/events/mzqhvtyjccbvb/?eventOrigin=group_events_list](https://www.meetup.com/diversityhk/events/mzqhvtyjccbvb/?eventOrigin=group_events_list) 10 Nigeria workers - Diversity and Inclusion meetup group [https://www.meetup.com/diversityhk/events/vbrhvtyjccbxb/?eventOrigin=group_events_list](https://www.meetup.com/diversityhk/events/vbrhvtyjccbxb/?eventOrigin=group_events_list) Diversity * **What it is**: The presence of people with different backgrounds, experiences, identities, and perspectives (e.g., race, ethnicity, gender, sexual orientation, age, ability, culture). * **Analogy**: A diverse team has members from different places, with different skills. Inclusion * **What it is**: Actively creating an environment where everyone feels welcome, respected, supported, and empowered to participate and succeed. * **Analogy**: In an inclusive team, everyone feels comfortable sharing ideas and is heard, not just present.

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**生活中的壓力有時令你喘不過氣？** **身體感覺疲乏，有時覺得連睡眠都解決不了？** **身體有由來已久的痛症，一直無解？** **內心有心結未解，創傷未癒？** * 研究證實，頌缽的共鳴共振，可直達人體細胞深處，促進血液循環，提升自律神經功能，激發人體自癒力 * 運用頌缽音頻和振動調節失衡或淤塞的脈輪，令身心運作回復和諧狀態 * 頌缽的和諧音聲和振動，能直達人體細胞深處，促進血液循環，提升自律神經功能，活化內在能量流動，對身體和心靈進行淨化，從而得到療癒 * 療癒不是消除病症，而是從身、心、靈層面，協助個案找回自己的內在力量，提升其自我修復能力，令其整體狀態變得更好 *療癒開始前，會進行約10-15分鐘的簡短的諮詢，了解客人的具體問題，例如身體哪部份不適，情緒上的困擾等，然後制定個人化的療癒程序。* 首次體驗價：HKD450 (標準價：HKD780) 由於是1對1活動，具體舉行日期和時間以預約為準。 預約請聯絡90356039 (whatsapp)，或RSVP後留下聯絡電話。不設walk-in。

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Grup Pertemuan Keragaman Budaya, bergabunglah sekarang! (REKANAN GRATIS) Grup Pertemuan Keragaman Budaya, bergabunglah sekarang! UNDANGAN BERGABUNG: 0 Grup Pertemuan Keragaman Budaya, bergabunglah sekarang! https://www.meetup.com/diversityhk/events/vwqhvtyjccbfc/?eventOrigin=group_events_list 0 Panggilan untuk pembicara - Grup pertemuan Keberagaman dan Inklusi https://www.meetup.com/diversityhk/events/zwqhvtyjcdbsb/?eventOrigin=group_events_list 1 Pekerja Indonesia - Grup pertemuan Keberagaman dan Inklusi https://www.meetup.com/diversityhk/events/kxqhvtyjccbhc/?eventOrigin=group_events_list 2 Pekerja Filipina - Grup pertemuan Keberagaman dan Inklusi Grup https://www.meetup.com/diversityhk/events/gxqhvtyjccbhc/?eventOrigin=group_events_list 3 Pekerja India - Grup pertemuan Keberagaman dan Inklusi https://www.meetup.com/diversityhk/events/wxqhvtyjccblc/?eventOrigin=group_events_list 4 Pekerja Mesir - Grup pertemuan Keberagaman dan Inklusi https://www.meetup.com/diversityhk/events/rzqhvtyjcdbqb/?eventOrigin=group_events_list 5 Pekerja Pakistan - Grup pertemuan Keberagaman dan Inklusi Grup https://www.meetup.com/diversityhk/events/dzqhvtyjcdbkb/?eventOrigin=group_events_list 6 Pekerja Thailand - Grup pertemuan Keberagaman dan Inklusi https://www.meetup.com/diversityhk/events/vzqhvtyjccbgc/?eventOrigin=group_events_list 7 Pekerja Bangladesh - Grup pertemuan Keberagaman dan Inklusi https://www.meetup.com/diversityhk/events/cbrhvtyjccbfc/?eventOrigin=group_events_list 8 Pekerja Sri Lanka - Grup pertemuan Keberagaman dan Inklusi Grup https://www.meetup.com/diversityhk/events/rxqhvtyjccbhc/?eventOrigin=group_events_list 9 Pekerja Nepal - Grup pertemuan Keberagaman dan Inklusi https://www.meetup.com/diversityhk/events/mzqhvtyjccbvb/?eventOrigin=group_events_list 10 Pekerja Nigeria - Grup pertemuan Keberagaman dan Inklusi https://www.meetup.com/diversityhk/events/vbrhvtyjccbxb/?eventOrigin=group_events_list Keberagaman Apa itu: Kehadiran orang-orang dengan latar belakang, pengalaman, identitas, dan perspektif yang berbeda (misalnya, ras, etnis, jenis kelamin, orientasi seksual, usia, kemampuan, budaya). Analogi: Tim yang beragam memiliki anggota dari berbagai tempat, dengan keterampilan yang berbeda. Inklusi Apa itu: Secara aktif menciptakan lingkungan di mana setiap orang merasa diterima, dihormati, didukung, dan diberdayakan untuk berpartisipasi dan berhasil. Analogi: Dalam tim yang inklusif, setiap orang merasa nyaman berbagi ide dan didengarkan, bukan hanya sekadar hadir. \*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*

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Cultural Diversity Meetup Group join the group now! INVITE TO JOIN: 0 Cultural Diversity Meetup Group join the group now! [https://www.meetup.com/diversityhk/events/vwqhvtyjccbfc/?eventOrigin=group_events_list](https://www.meetup.com/diversityhk/events/vwqhvtyjccbfc/?eventOrigin=group_events_list) 0 Call for speakers - Diversity and Inclusion meetup group [https://www.meetup.com/diversityhk/events/zwqhvtyjcdbsb/?eventOrigin=group_events_list](https://www.meetup.com/diversityhk/events/zwqhvtyjcdbsb/?eventOrigin=group_events_list) 1 Indonesia workers - Diversity and Inclusion meetup group [https://www.meetup.com/diversityhk/events/kxqhvtyjccbhc/?eventOrigin=group_events_list](https://www.meetup.com/diversityhk/events/kxqhvtyjccbhc/?eventOrigin=group_events_list) 2 Phılıppınes workers - Diversity and Inclusion meetup group [https://www.meetup.com/diversityhk/events/gxqhvtyjccbhc/?eventOrigin=group_events_list](https://www.meetup.com/diversityhk/events/gxqhvtyjccbhc/?eventOrigin=group_events_list) 3 Indian workers - Diversity and Inclusion meetup group [https://www.meetup.com/diversityhk/events/wxqhvtyjccblc/?eventOrigin=group_events_list](https://www.meetup.com/diversityhk/events/wxqhvtyjccblc/?eventOrigin=group_events_list) 4 EGYPT workers - Diversity and Inclusion meetup group [https://www.meetup.com/diversityhk/events/rzqhvtyjcdbqb/?eventOrigin=group_events_list](https://www.meetup.com/diversityhk/events/rzqhvtyjcdbqb/?eventOrigin=group_events_list) 5 Pakıstan workers - Diversity and Inclusion meetup group [https://www.meetup.com/diversityhk/events/dzqhvtyjcdbkb/?eventOrigin=group_events_list](https://www.meetup.com/diversityhk/events/dzqhvtyjcdbkb/?eventOrigin=group_events_list) 6 Thaıland workers - Diversity and Inclusion meetup group [https://www.meetup.com/diversityhk/events/vzqhvtyjccbgc/?eventOrigin=group_events_list](https://www.meetup.com/diversityhk/events/vzqhvtyjccbgc/?eventOrigin=group_events_list) 7 Bangladesh workers - Diversity and Inclusion meetup group [https://www.meetup.com/diversityhk/events/cbrhvtyjccbfc/?eventOrigin=group_events_list](https://www.meetup.com/diversityhk/events/cbrhvtyjccbfc/?eventOrigin=group_events_list) 8 Srilanka workers - Diversity and Inclusion meetup group [https://www.meetup.com/diversityhk/events/rxqhvtyjccbhc/?eventOrigin=group_events_list](https://www.meetup.com/diversityhk/events/rxqhvtyjccbhc/?eventOrigin=group_events_list) 9 Nepal workers - Diversity and Inclusion meetup group [https://www.meetup.com/diversityhk/events/mzqhvtyjccbvb/?eventOrigin=group_events_list](https://www.meetup.com/diversityhk/events/mzqhvtyjccbvb/?eventOrigin=group_events_list) 10 Nigeria workers - Diversity and Inclusion meetup group [https://www.meetup.com/diversityhk/events/vbrhvtyjccbxb/?eventOrigin=group_events_list](https://www.meetup.com/diversityhk/events/vbrhvtyjccbxb/?eventOrigin=group_events_list) Diversity * **What it is**: The presence of people with different backgrounds, experiences, identities, and perspectives (e.g., race, ethnicity, gender, sexual orientation, age, ability, culture). * **Analogy**: A diverse team has members from different places, with different skills. Inclusion * **What it is**: Actively creating an environment where everyone feels welcome, respected, supported, and empowered to participate and succeed. * **Analogy**: In an inclusive team, everyone feels comfortable sharing ideas and is heard, not just present.

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Cultural Diversity Meetup Group join the group now! INVITE TO JOIN: 0 Cultural Diversity Meetup Group join the group now! [https://www.meetup.com/diversityhk/events/vwqhvtyjccbfc/?eventOrigin=group_events_list](https://www.meetup.com/diversityhk/events/vwqhvtyjccbfc/?eventOrigin=group_events_list) 0 Call for speakers - Diversity and Inclusion meetup group [https://www.meetup.com/diversityhk/events/zwqhvtyjcdbsb/?eventOrigin=group_events_list](https://www.meetup.com/diversityhk/events/zwqhvtyjcdbsb/?eventOrigin=group_events_list) 1 Indonesia workers - Diversity and Inclusion meetup group [https://www.meetup.com/diversityhk/events/kxqhvtyjccbhc/?eventOrigin=group_events_list](https://www.meetup.com/diversityhk/events/kxqhvtyjccbhc/?eventOrigin=group_events_list) 2 Phılıppınes workers - Diversity and Inclusion meetup group [https://www.meetup.com/diversityhk/events/gxqhvtyjccbhc/?eventOrigin=group_events_list](https://www.meetup.com/diversityhk/events/gxqhvtyjccbhc/?eventOrigin=group_events_list) 3 Indian workers - Diversity and Inclusion meetup group [https://www.meetup.com/diversityhk/events/wxqhvtyjccblc/?eventOrigin=group_events_list](https://www.meetup.com/diversityhk/events/wxqhvtyjccblc/?eventOrigin=group_events_list) 4 EGYPT workers - Diversity and Inclusion meetup group [https://www.meetup.com/diversityhk/events/rzqhvtyjcdbqb/?eventOrigin=group_events_list](https://www.meetup.com/diversityhk/events/rzqhvtyjcdbqb/?eventOrigin=group_events_list) 5 Pakıstan workers - Diversity and Inclusion meetup group [https://www.meetup.com/diversityhk/events/dzqhvtyjcdbkb/?eventOrigin=group_events_list](https://www.meetup.com/diversityhk/events/dzqhvtyjcdbkb/?eventOrigin=group_events_list) 6 Thaıland workers - Diversity and Inclusion meetup group [https://www.meetup.com/diversityhk/events/vzqhvtyjccbgc/?eventOrigin=group_events_list](https://www.meetup.com/diversityhk/events/vzqhvtyjccbgc/?eventOrigin=group_events_list) 7 Bangladesh workers - Diversity and Inclusion meetup group [https://www.meetup.com/diversityhk/events/cbrhvtyjccbfc/?eventOrigin=group_events_list](https://www.meetup.com/diversityhk/events/cbrhvtyjccbfc/?eventOrigin=group_events_list) 8 Srilanka workers - Diversity and Inclusion meetup group [https://www.meetup.com/diversityhk/events/rxqhvtyjccbhc/?eventOrigin=group_events_list](https://www.meetup.com/diversityhk/events/rxqhvtyjccbhc/?eventOrigin=group_events_list) 9 Nepal workers - Diversity and Inclusion meetup group [https://www.meetup.com/diversityhk/events/mzqhvtyjccbvb/?eventOrigin=group_events_list](https://www.meetup.com/diversityhk/events/mzqhvtyjccbvb/?eventOrigin=group_events_list) 10 Nigeria workers - Diversity and Inclusion meetup group [https://www.meetup.com/diversityhk/events/vbrhvtyjccbxb/?eventOrigin=group_events_list](https://www.meetup.com/diversityhk/events/vbrhvtyjccbxb/?eventOrigin=group_events_list) Diversity * **What it is**: The presence of people with different backgrounds, experiences, identities, and perspectives (e.g., race, ethnicity, gender, sexual orientation, age, ability, culture). * **Analogy**: A diverse team has members from different places, with different skills. Inclusion * **What it is**: Actively creating an environment where everyone feels welcome, respected, supported, and empowered to participate and succeed. * **Analogy**: In an inclusive team, everyone feels comfortable sharing ideas and is heard, not just present.

Bring your business cards and network in person with other business professionals! Gold Star Referral Clubs is one of the most established professional networking organizations in the country, with multiple groups in central Ohio. Join us!

Main Library, Meeting Room 2B Join us for a welcoming evening of reflection, gentle music, and meaningful conversation. We’ll begin with a short grounding moment, followed by a brief reading from spiritual or philosophical traditions, and an open reflection circle where participants can share (or simply listen). Libera Animae is an interfaith community focused on inner growth, creativity, and authentic connection. All backgrounds are welcome.

Couldn't make Knowledge? Or want to debrief the dancing robots or Autonomous Workforce? Join us for a Knowledge '26 recap, insights sharing, a couple rounds of golf, and fun at Topgolf. As always, drinks and food will be provided. More details to come — mark your calendar, RSVP, and save your spot today!

Start your week the right way with Manic Mondays. Giving you an enjoyable Bachata lesson with a push of cool moves. The second hour has Beginner/Intermediate Salsa on 1. You must understand basic Salsa skills to participate. 730pm-830pm Bachata Cool Moves 830pm-930pm Salsa On 1 (Beginner/Intermediate) 15 for One Class 20 for Both Free Parking & Plenty of Dance Space. Viva Dance Columbus 2809 Festival Lane Dublin OH 43017

Topic to be announced. **THANK YOU** *Franklin University* for hosting our meetup! To learn more about *Franklin University*, please visit their website: https://www.franklin.edu/ **DIRECTIONS** Franklin University Fisher Hall 300 E. Main St, Columbus, OH 43215 Map: https://maps.app.goo.gl/jxjBA2hUmS5qrvhq8 Parking is FREE! Please park in Lot C in front of Fisher Hall. See attached map. NOTE: Map the address only. When mapping with Google Maps it may use the Fisher Hall at OSU, which is NOT correct. **Want to sponsor the pizza and/or bar tab?** Please contact me if you would like to sponsor this meetup's pizza and/or bar tab: angelo@mandato.com

This is a free, in person meeting. Burdened by a stressful relationship? Unhealthy relationships can trigger feelings of anger, despair or self-doubt. They can create dwindling spirals of fights and seeking to make-up, or trying to “pin the blame” on someone or something. If you don’t find the RIGHT reasons, or select the correct sources of the problem, the problem can just get worse and worse. Whether in love or personal ties, with friends or at work, our life really IS affected by the quality of our relationships. Good ones can promote pleasure and survival while less optimum ones can lead to annoyance, anger, self-doubt, stress, or even affect our health and ability to survive well. Whether you are suffering from a divorce, or a painful break-up, don’t know who to trust (or who to CHOOSE) as a partner, friend, boss or employee - the anxiety of relationship troubles can really make a mess of things. Maybe you’ve suffered a betrayal, or are dealing with hostility or criticalness or invalidation. Dwindling relationships can involve destructive behavior, where we hurt those we love, or start succumbing to self-destructive thoughts, attitudes or behaviors that spiral out of control and affect much more than our immediate relationship. Past losses in love or life can affect how we act or react to new people and situations and hold us back from even starting to create new, possibly great relationships! How can one get back onto a saner course of action? Come to our Meetup, where we can introduce you to some of the knowledge, tools and techniques of the breakthroughs in the field of the mind that we can apply to this ever important area of life: human relationships! Break free from self imposed limitations Here we will discuss: • How to “erase” the trauma of past hurts and betrayals so that one isn’t always repeating past mistakes. • Why and how do the negative emotions of others affect you? • Why is my partner withdrawing and what can I do about it? • Why do we sometimes feel compelled to hurt the ones we love? • Fights & arguments - what's really behind them? • What underlies “corrosive criticism” or the need to invalidate self or others? • How one can stably change one’s outlook on life so they can affect positive change? • Where do compulsive destructive behaviors come from and what can be done about them? • How to form closer bonds & keep growing the relationships with the people you care about? • How to enhance one’s own ability to survive and create positive healthy relationships whether in love, family & friendships or in work, business or one’s career? Relationships can be hard and life itself IS challenging. Why not arm yourself with the knowledge and breakthroughs that have been made about the mind, mental reactions & interpersonal relationships, so that one has better awareness and control over themselves and life in general. Learn where painful experiences are “stored” and how they can unknowingly affect us. You will also find out how one can “erase” those past painful experiences so that one is free to move forward without being tripped up by the past. Learn too, about what can lead some people to become “toxic” personalities and how to identify those traits in others so you won’t be tripped up trusting the wrong person. Our free Meet-ups occur in a safe environment where one can learn, without fear of judgment or criticism, and without the recommendation of harmful mental techniques or therapies, just how YOU can get yourself onto a happier & more successful path: in love & in life. We look forward to having you join us! This class is sponsored by the Dianetics & Scientology Life Improvement Center of Central Ohio.

Join us for lunch and meet our very successful group. We are each others sales team...always looking for referrals for our members. If you are looking for new clients, let us help you out! Bring your business cards and brochures to share with us. We have a speaker each week so that we can learn about their business. Because we have only one member per business, we have many of the spots filled. However, we are specifically looking for an estate attorney, a handyman/electrician, and an event planner. We have referrals for you! All visitors are welcome. Any questions contact [pmarchio@farmersagent.com](mailto:pmarchio@farmersagent.com)