Hashing

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

亨利.穆傑的法國經典小說 +意大利19世紀末最重要的歌劇作曲家賈科莫.普契尼的著名歌劇《波希米亞人》藍本 +法語演唱。 故事：一群年輕人在 從放蕩不羈的青春 步向 肩負責任的成年 之間，如何在缺乏生活保障的情況下，依然追求藝術理想與愛情。 “Scenes of Bohemian Life” is a work by Henri Murger, published in 1851. a collection of loosely related stories, all set in the Latin Quarter of Paris in the 1840s, romanticizing bohemian life in a playful way. 2 operas were later based on the novel and play, *La bohème* by Giacomo Puccini in 1896 and *La bohème* by Ruggero Leoncavallo in 1897. Puccini's became one of the most popular operas of all time, spawning several later works based on the same story. **日期：2026年5月30日(星期六)** **時間：1)食飯:@6:15-7:00pm (可選), 2)音歌劇:@7:30-9:15pm** **地點：香港理工大學** **集合時間及地點：1)理工大學VA樓canteen; 2)賽馬會綜藝館地面層; 電聯** **座位: 自由劃位(本人會於7:30pm先排隊入場為大家獲取好座位)** **主辦單位：法國五月藝術節、理工大學、香港歌劇院** Date: 30 May, 2026 (Saturday) Time: 1) Dinner @6:15-7:00pm; 2) Opera @7:30pm-9:15pm Address: JC Auditorium in Hong Kong Poly University Assemble: 1) canteen in VA Building; 2) G/F of JC Auditorium; by call Seat: 6 people limited (Other audience in event as well) Seating: No seating is set and seats are served on first-come-first-served basis (I will queue up for good seat at 7:30pm for members) Presented by: French May Arts Festival, HK Poly University, Opera Hong Kong MeetUp費用：自由定價價值,(晚餐費另計). 報名：按Attend-> 填寫1)聯絡電話號碼, 2)男/女, 3)你願意付出此次活動費用, 4)一起用餐否?-> 確認入選活動-> 繳費(入帳恆生銀行號碼: 359-366101-882 (NG Y\*\ \*S\*\*\*)/ FPS/PayMe: 97419423)-> 再以閣下電話whatsapp(97419423)以下資料: 1)MeetUp名字, 2)過帳通知書. MeetUp fee: Free pricing as you value, (Dinner price excluded). Join: Click ‘Attend’-> Write down your 1)Contact number, 2)Male/Female, 3)Fee that you would pay for this event, 4)Meal together? -> Get confirmation of being in the event-> Pay to Hang Seng Bank acc: 359-366101-882 (NG Y\*\* S\*\*\*)/ FPS/PayMe: 97419423-> Whatsapp 1)MeetUp name, 2)Payment notification \*\*\*a) Welcome foreigners. Please remark your language if you are foreigner. [歡迎外地本地人一同熱鬧.請外地人指明語言.] \*\*\*b) Participants are required to follow instruction of the venue. [參與者要遵守場地規則,違者則有可能被邀離開.] \*\*\*c) Late comer may be restricted to admit and continue in the activity. [主辦組織不作逾候,逾時者有可能不被參加,請預早抵達.] \*\*\*d) No refund or seat transfer after payment, unless is the cancellation of activity or by our group. [交費後若未能出席參與者,繳款不獲退回及轉讓.(除非活動取消而全數退款).] \*\*\*e) Photos taken by our group during activity will be as record and promotion. [活動如有拍照,以作記錄和宣傳用途.] \*\*\*f) When there are 3 No Show, we have the right to ban you out from our groups. [凡超過3次No Show者,本組有權將該組員移離本群組.]

食餐飯 輕鬆認識不同行業的專業人士/ 高收入人士 Make friends by having dinners with professionals and high income individuals 點解要參加神秘飯局？ · 認識朋友 / 戀愛對象: 輕鬆用1.5小時認識 3-5位新朋友 / 潛在伴侶 · 擴闊視野: 試下新餐廳，認識各行各業嘅參加者（Youtuber，空姐，放射師...真係咩人都有） 如果你都想認識新朋友但….. · 有諗過參加speed dating 但係怕太chur/太貴 · 純粹想輕鬆傾下計 未必想同一大班陌生人玩游戲 · 玩交友app心很累 傾左一輪都都未約到出黎見面 我哋係全港首個冇主持嘅「神秘飯局」社群，主打輕鬆食餐飯去認識朋友 推出幾個月已經有500名參加者報名喇 ✨ 即刻加入了解更多 📍 持有效商業登記 睇下飯局: [官方網站](https://dine-first.com/app) Instagram: [@dinefirst.hk](https://www.instagram.com/dinefirst.hk) Telegram: [神秘飯局 Telegram](https://t.me/dinefirsthk) 用一餐飯的時間，認識3-5個朋友 / 戀愛對象，今日就約飯先！

食餐飯 輕鬆認識不同教會的基督徒 Make Christian Friends from different churches in Hong Kong 點解要參加神秘飯局？ · 認識朋友 / 戀愛對象: 輕鬆用1.5小時認識 3-5位新朋友 / 潛在伴侶 · 擴闊視野: 試下新餐廳，認識各行各業嘅參加者（Youtuber，空姐，放射師...真係咩人都有） 如果你都想認識新朋友但….. · 有諗過參加speed dating 但係怕太chur/太貴 · 純粹想輕鬆傾下計 未必想同一大班陌生人玩游戲 · 玩交友app心很累 傾左一輪都都未約到出黎見面 我哋係全港首個冇主持嘅「神秘飯局」社群，主打輕鬆食餐飯去認識朋友 推出幾個月已經有500名參加者報名喇 ✨ 即刻加入了解更多 📍 持有效商業登記 睇下飯局: [官方網站](https://dine-first.com/app) Instagram: [@dinefirst.hk](https://www.instagram.com/dinefirst.hk) Telegram: [神秘飯局 Telegram](https://t.me/dinefirsthk) 用一餐飯的時間，認識3-5個朋友 / 戀愛對象，今日就約飯先！

**今日活動資訊:** 費用: [$105 / Girls $75] Meetup報名 👨$100 👧$70 Pay at entrance. 包飲品一盒, extra飲品每盒$5. 🔔 人多, 或員工/主持忙於教玩遊戲時可能沒暇收取場費, 請利用櫃面PayMe code/Ali Pay /FPS號碼自行支付. 如發現有故意走數情況, 會被放進Meeple Tree 黑名單. 🔔 必須在此報名. 🔔 場地沒有食物提供, 但歡迎帶外賣上來食. 🔔 宣傳其他場地/放飛機/遊戲過程中態度惡劣者會被放進黑名單. 🔔 入埸請除鞋. 埸內拖鞋祗供店內用, 請勿著出店外. 🔔 報名參加Meetup活動, 當系統問你"Are you bringing anyone"時, 如果你祗是一個人來, 毋須㩒+1 (+1代表會帶朋友來的意思). 🔔 我哋嘅活動主持人有時會因為工作或者學業關係臨時嚟唔到，Meeple Tree 保留臨時更換主持嘅可能性。🙏 🔔 本會因放飛機(活動開始前24小時內退出者)被移除人數: 103 🔔 Meeple Tree保留參加者名單最後決定權. 🔔 Follow我哋IG: mtboardgame / boardgame_hk

🎤✨占SING團【7小時🎶唱K Party】👫👭👬✨🎉🥳 占SING團是新系列派對活動，歡迎熱愛歌唱嘅你一齊唱歌，識朋友，而更特別的是，活動中將加入塔羅牌元素，由塔羅師現場代你抽牌，解開你心中的疑惑，同時唱出心中的感覺。 📅 活動詳情： 🌍 地點：觀塘（轉賬後提供詳細地址） 🕒 時間：5月30日（星期六）5PM - 12mn（可中途join及離開） 👥 名額：12位 💰 費用： 優惠：$200 👉 包塔羅師現場代你抽牌，無酒精飲品，點心及零食 正價：$250 🔥 名額有限，即刻轉賬留位！🔥 \* 參加者多於 whatsapp 直接報名, Meetup報名人數不準 \* 如男女比例不平衡, 優先接受比例較少的\~ 😉 👉 Whatsapp：91622624 查詢同報名！ 📩 直接報名連結 👉[https://wa.me/85291622624?text=我想報名參加5月30日占SING團](https://wa.me/85291622624?text=%E6%88%91%E6%83%B3%E5%A0%B1%E5%90%8D%E5%8F%83%E5%8A%A05%E6%9C%8830%E6%97%A5%E5%8D%A0SING%E5%9C%98) #唱K派對 #塔羅師 #交友活動 #輕鬆識朋友 #觀塘好去處 #唱歌控必去 #K歌 #KTV #卡啦OK #香港活動推介 #新朋友 #輕鬆社交 #唱歌 #周末活動 請報名後轉賬到以下户口留位： HSBC 𣾀豐 / Hang Seng Bank 恒生ATM : 556-2-015445 (Acc Name : xxx Yxx Mxx) or Payme 91622624 一按即 PayMe!👇🏻 https://payme.hsbc/kuuu or 轉數快 91622624 轉賬後，請WhatsApp收據到 91622624 確認 因名額有限, 所有留位, 會以收到銀行收據為準🙏🏻🙏🏻 ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ ⋱⋰ **🌟 關於 KAIROS 刻遇** 我們持續優化每一場聚會的質地，致力於在繁忙的都市中，為優秀的靈魂打造更舒適、更有深度的連結場域。 【刻遇預告】KAIROS 刻遇｜在時光的流動中，精準對焦 當 Chronos 的指針不停走動，我們選擇在 Kairos 的瞬間停駐。 活動地圖已開啟，誠邀每一位，在對的時間，遇見對的人。 📅 刻遇日程 May 17 (Sun) 4pm-10pm：🎤✨6小時🎶唱K Party】👫👭👬✨🎉🥳 [https://www.meetup.com/kairos/events/314538825/](https://www.meetup.com/kairos/events/314538825/) May 23 (Sat) 5pm-12mn：🎤✨SING 期六狂歡團【7小時🎶唱K Party】👫👭👬✨🎉🥳 [https://www.meetup.com/kairos/events/314674564/](https://www.meetup.com/kairos/events/314674564/) May 30 \~ May 31：兩日一夜 Chill 互動Trip ＋ 🏎️ 越野車 ​​ 🎉 [https://www.meetup.com/kairos/events/314211628/](https://www.meetup.com/kairos/events/314211628/) May 30 (Sat) 5pm-12mn：🎤✨占SING團【7小時🎶唱K Party】👫👭👬✨🎉🥳 [https://www.meetup.com/kairos/events/314670217/](https://www.meetup.com/kairos/events/314670217/) 🎟️ 報名與留位 名額稀缺，請透過 WhatsApp 或 Meetup 預約你的席位： 📲 WhatsApp 直接報名： [https://wa.me/85291622624?text=我想報名參加活動](https://wa.me/85291622624?text=%E6%88%91%E6%83%B3%E5%A0%B1%E5%90%8D%E5%8F%83%E5%8A%A0%E6%B4%BB%E5%8B%95) 期待在更趨近完美的時光中與你相遇。 「不為消磨時光，只為刻畫靈魂。」

球會練習: 埸地:灣仔區/中西區 時間:3-6PM(取決於人數與埸地預訂) 費用: Li-inter $150/單次 (需月付) 內容 多球練習 30-45Mins 15分鐘體能 120分鐘打game 有興趣請先聯絡會長: Coming Ho 97843661 P.O.B.C. Fixed pratice Place: Wan Chai Time: 3-6pm (depends on people and court booking) Fee: Li-inter $150/per (Monthly pay) If you are interested, Contact President :ComingHo 97843661 Schedule below: 30-45Mins balls feeding pratice 15mins footwork pratice 120 mins playing Games

We will meet at the Kennedy Town MTR Exit C and explore one of the most "Instagramable" neighborhoods on Hong Kong Island. Locations we may be photographing are the Playground basketball court, New Praya Waterfront and Forbes Street Babyan Wall. Any kind of camera, video, or phone, and any skill level is fine for this event. We may be including each other in our photos, so dress as you would like to be photographed. Members volunteering to model will be especially appreciated! This event is free, and no limit on number participating. Please do RSVP here if you plan on joining, and check back here before the day ofthe event incase there may be changes.

Reading is important because it develops your mind and gives you excessive knowledge and lessons of life. 開卷有益！大家最近有冇讀到一啲好書呢？不如出黎分享下讀書心得呀？參加呢個讀書活動，分享好書，分享喜悅。😊 有興趣參加可以WhatsApp我：95182994

恆常玩pickleball活動，不定期開場，target每場6-8人攤分場錢，人均低至$50/2hrs，包球拍租借，有興趣入嚟先😁 報名方法: **如果你想更深入了解其他會員/優先獲得活動名額及資訊，歡迎填妥[簡單表格](https://forms.gle/VuduPPGrMwCFiY2S9)加入Whatsapp會員限定群組，連結：** https://forms.gle/VuduPPGrMwCFiY2S9 本群（Fun & Positive Hong Kong X L&G）旨在協助大家輕鬆快樂交友，排憂解難，擴闊社交圈子，成為大家繁忙生活中嘅一片可以抖下氣嘅綠洲😉大家等緊你呀！～🤗🥳😉👍 **Your Pal,** **Fun & Positive Hong Kong X L&G Admin Team🥳😎**

LSS Smart Fitness 律動班系列 Wed/Sun $100/ 1-hr class ($350 /4-class) Please RSVP one week in advance Welcome to book other time slot (WhatsApp 65230389) Vibration x MFR 療癒律動 (Relax, Muscle release & Facial massage) Vibration Fitness (Stretch & Strength) 健體律動 Vibration x BellyFit 美型律動 (Body Shape-up with Bellydance Technique Drills) Vibration x Yoga 律動瑜伽 (Yoga Asana in vibration setting) https://eshop.cosway.com.hk/ One FREE trial class with any Cosway purchase receipt over HK$1000 under introducer code : HK370579B 以 HK370579B 作介紹人的 Cosway (網購或門市)購物消費，逾 HK$1000，可免費試上律動班系列一節

🛎️ 全新活動: Gen Z Board Game聚會 (1995年或以後出生的朋友仔聚埋一齊玩下board game識下朋友仔!) 🛎️ 地址: 觀塘成業街 16 號怡生工業中心 A 座 2 樓 A2 室 🏢 好多時會有客人問我哋我哋嘅Meetup Party Games活動會玩啲乜嘢？其實就係例如9 Upper, 狼人真言，Flip 7，歌迷序會等等好玩流行嘅輕鬆桌遊，由當日嘅活動主持決定最終玩邊幾隻！ 其實玩邊隻game唔係重點。重點係個活動好唔好玩！我哋好多活動都有好多人參加. 所以不必多說，你應該知道究竟發生了什麼事！ \*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\* \*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\* **今日活動資訊:** 費用: [$105 / Girls $85] Pay at entrance. 包飲品一盒, extra飲品每盒$5. 🔔 人多, 或員工/主持忙於教玩遊戲時可能沒暇收取場費, 請利用櫃面PayMe code/Ali Pay /FPS號碼自行支付. 如發現有故意走數情況, 會被放進Meeple Tree 黑名單. 🔔 必須在此報名. 🔔 場地沒有食物提供, 但歡迎帶外賣上來食. 🔔 宣傳其他場地/放飛機/遊戲過程中態度惡劣者會被放進黑名單. 🔔 入埸請除鞋. 埸內拖鞋祗供店內用, 請勿著出店外. 🔔 報名參加Meetup活動, 當系統問你"Are you bringing anyone"時, 如果你祗是一個人來, 毋須㩒+1 (+1代表會帶朋友來的意思). 🔔 我哋嘅活動主持人有時會因為工作或者學業關係臨時嚟唔到，Meeple Tree 保留臨時更換主持嘅可能性。🙏 🔔 本會因放飛機(活動開始前24小時內退出者)被移除人數: 103 🔔 Meeple Tree保留參加者名單最後決定權. 🔔 Follow我哋IG: mtboardgame / boardgame_hk

Fee: 7people $75/per 7-9pm Court#3 請大家遵守以 1:請大家不要在遊戲其間進行羽毛球技術指導. 2:男與女閒聊時請保持一隻手距離. 3:遊戲已例明 羽毛球等級(ab,li,i 等等), 請按照自己所屬等級參與遊戲. 4:各下參加左的活動有指定場號, 如果自行走向其他埸由我們舉辦的活動的埸地打波, 我地可能會給予警告, 請不要挑戰我們的忍耐力。 5:如果少於48小時內取消出值, 都請交出值應付之金額。 如有違反, 一律blacklist. If you join my game for first time please send me your mobile no. to confirm your spot. Tel: 6019 8622 Ice Please Whatsapp or message me through meetup as soon as possible if you can't come. ‧ We will be playing 21 points doubles match ‧ Strictly NO BEGINNER ‧ The event is not first come first serve, I will pick suitable players in order to balance the level of the game. So if you are not on the attending list, please don't feel being offended, thanks for understanding ‧ Cancellation policy: Cancellation deadline is 48 hours prior to the start time of the game. Cancellation past the deadline will be marked as no-show and need to pay the no-show Fee.

Fee 7ppl $75 4-6pm court 3 請大家遵守以 1:請大家不要在遊戲其間進行羽毛球技術指導. 2:男與女閒聊時請保持一隻手距離. 3:遊戲已例明 羽毛球等級(ab,li,i 等等), 請按照自己所屬等級參與遊戲. 4:各下參加左的活動有指定場號, 如果自行走向其他埸由我們舉辦的活動的埸地打波, 我地可能會給予警告, 請不要挑戰我們的忍耐力。 5:如果少於48小時內取消出值, 都請交出值應付之金額。 如有違反, 一律blacklist. If you join my game for first time please send me your mobile no. to confirm your spot. Tel: 97843661 Coming Please Whatsapp or message me through meetup as soon as possible if you can't come. ‧ We will be playing 21 points doubles match ‧ Strictly NO BEGINNER ‧ The event is not first come first serve, I will pick suitable players in order to balance the level of the game. So if you are not on the attending list, please don't feel being offended, thanks for understanding ‧ Cancellation policy: Cancellation deadline is 48 hours prior to the start time of the game. Cancellation past the deadline will be marked as no-show.11

[Columbus library link to book](https://cml.bibliocommons.com/v2/record/S105C3351321) Location: The Goat River South 219 S High St, Columbus, OH 43215 Street parking is free on Sundays [Menu](https://static1.squarespace.com/static/686d3ed16745133042482c5f/t/68ff654dbb03b96875430bde/1761568077220/all_brunch-20250311.pdf) Book summary: On a hot day in Bethlehem, a twelve-year-old Palestinian-American girl is yelled at by a group of men outside the Church of the Nativity. She has exposed her legs in a biblical city, an act they deem forbidden, and their judgement will echo on through her adolescence. When our narrator finally admits to her mother that she is queer, her mother's response only intensifies a sense of shame: 'You exist too much,' she tells her daughter. Told in vignettes that flash between the U.S. and the Middle East--from New York to Jordan, Lebanon, and Palestine--Zaina Arafat's debut novel traces her protagonist's progress from blushing teen to sought-after DJ and aspiring writer.

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

Official Attendee Registration Site --> [https://www.eventbrite.com/e/joyfest-presented-by-zoras-house-tickets-1986849414082?aff=ebdsoporgprofile](https://www.eventbrite.com/e/joyfest-presented-by-zoras-house-tickets-1986849414082?aff=ebdsoporgprofile) JoyFest is a vibrant festival celebrating women+ of color entrepreneurs, artists, and creatives—shop, connect, and experience joy. Get ready for a joyful, high-energy celebration of creativity, culture, and community at **JoyFest**! JoyFest is a vibrant marketplace and experience that brings together some of the most talented women+ of color entrepreneurs, artists, and creatives. From handcrafted goods and unique fashion to art, wellness products, and delicious food, this is your chance to discover and support incredible local businesses—all in one place. But JoyFest is more than a market—it’s a movement. Rooted in economic empowerment and community connection, the event creates space to celebrate the brilliance, innovation, and growing impact of women of color. Expect great music, dynamic energy, and an atmosphere that centers joy, abundance, and collective support. Whether you’re shopping, networking, or just soaking it all in, JoyFest is the place to be. Come ready to explore, connect, and invest in a future where creativity and community thrive. ✨ Shop. Celebrate. Support. Experience JoyFest.

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!

http://photos2.meetupstatic.com/photos/event/2/a/9/6/600_348310902.jpeg Instructor - Crow, HPS Class fee is $30 at the door or approved exchange RSVP with Advance pay of $25 (discounted) by PayPal on the web or by contacting Enchanted Elements (614) 437-2642. Reservations made directly to Enchanted Elements will be added to the class list manually not online. Private Instruction ~ Closed to the Public ~ Initiated Members Only Please come prepared for ritual. Blessings ~ Crow