Vortex (@DataVortex_) header
Vortex (@DataVortex_) profile picture

Cloud Engineer • Data Guy • Everyday normal Guy

Joined February 2016
You enter a trade.. it’s going well. Then all of a sudden it’s moving aggressively back to stop loss..
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Say no more 😂😂
If your cocaine dealer shorted you and didn’t supply you with the full amount of product, contact us at 336-373-2222 to file an official complaint.
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XAUUSD wants to send me back to the village
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Did you know that in 1518, a woman started dancing in a street in Strasbourg and couldn’t stop? Within weeks, hundreds had joined her, and some reportedly danced until they died. RED CARD, Brest, Chelsea youtu.be/R0-OH5aJdtA?si=VSeG… via @YouTube
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Missed the 2026 World Cup group stage? Here are some of the stats worth looking at. I built an interactive dashboard analyzing group-stage performance using match data scraped from Flashscore, covering metrics such as goals, possession, shots, big chances, passing accuracy, cards, goalkeeper saves, and qualification outcomes. A few standout insights: • The most entertaining group wasn’t necessarily the one with the most goals • Goalkeeper performances played a major role in several underdog runs • Qualification rates varied significantly across confederations Tech stack: Python, PostgreSQL, SQL, Pandas, Plotly Dash, GitHub, and Render for deployment. Live Dashboard: wc2026gs-dashboard.onrender.… #worldcupfootball
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Took a couple wins on the World Cup 2026 matches today. Definitely enjoying the gains while the action is this intense biggerz.com surprised me.
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Manchester United will miss casemiro
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Scrolling. Messaging. Posting. Repeating. For many teenagers, a typical day starts and ends with a screen. But at what point does screen time start affecting 𝗺𝗲𝗻𝘁𝗮𝗹 𝘄𝗲𝗹𝗹-𝗯𝗲𝗶𝗻𝗴? To explore that question, I built an interactive 𝗧𝗲𝗲𝗻 𝗦𝗼𝗰𝗶𝗮𝗹 𝗠𝗲𝗱𝗶𝗮 & 𝗠𝗲𝗻𝘁𝗮𝗹 𝗛𝗲𝗮𝗹𝘁𝗵 𝗗𝗮𝘀𝗵𝗯𝗼𝗮𝗿𝗱, analyzing behavioral and mental health patterns across 5,000 teenagers. What stood out immediately was how deeply digital habits overlap with daily well-being. 𝗞𝗲𝘆 𝗺𝗲𝘁𝗿𝗶𝗰𝘀 𝗮𝗻𝗮𝗹𝘆𝘇𝗲𝗱: • Average daily social media usage and platform engagement patterns • Average sleep duration and its relationship with screen time • Stress, anxiety, and depression indicators across usage levels • Academic performance and how it correlates with digital habits • Physical activity levels and their connection to mental well-being The most interesting part wasn’t just the averages; it was the relationships between them. To better quantify overall vulnerability, I also designed a 𝗠𝗲𝗻𝘁𝗮𝗹 𝗛𝗲𝗮𝗹𝘁𝗵 𝗥𝗶𝘀𝗸 𝗦𝗰𝗼𝗿𝗲, a composite metric that helps identify teenagers showing multiple risk indicators at once. This project explores how modern digital behavior may shape mental health outcomes, and how data can help us better understand the trade-offs of constant connectivity. 𝗟𝗶𝘃𝗲 𝗗𝗮𝘀𝗵𝗯𝗼𝗮𝗿𝗱: teen-mental-health-data-anal… 𝗚𝗶𝘁𝗛𝘂𝗯 𝗥𝗲𝗽𝗼𝘀𝗶𝘁𝗼𝗿𝘆: rayclaynice/Teen-mental-health-data-analysis 𝗧𝗲𝗰𝗵 𝗦𝘁𝗮𝗰𝗸: Python, Pandas, Plotly, Streamlit, Git/GitHub #worldcup #DataAnalytics #Python #SQL
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It's the road to New Jersey. 48 teams. 6 confederations. 1 trophy. I wanted to answer one question: After seeing so many debates, predictions, and questions around who is actually ready for the 2026 FIFA World Cup, I decided to explore sports analytics this time. Using 30+ years of Elo ratings + FIFA rankings, I built an interactive analytics dashboard to evaluate the 48 qualified teams beyond surface-level rankings. The dashboard explores: • Attacking Threats: consistent goal-scoring power over time • Elite Defenses: teams with the strongest defensive records • Dark Horses to Watch: nations showing strong upward momentum • Consistency & Resilience: unbeaten rates and long-term stability • Confederation Power: which regions dominate the road to 2026 This project focuses not just on who is strong today, but which teams have systematically built toward success. Live Dashboard: wc2026-dashboard-p9wl.onrend… Tech Stack: Python, SQL, DuckDB, Pandas, Plotly, Dash, Git/GitHub, Render #Dataanalysis #worldcup
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I said I should buy XAUUSD today.. Bank holiday + Slippage wan wound me .
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Take screen shot guys.. That Gold profits can wait
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