ML-powered crowd forecasting for theme parks
Data-driven wait time forecasts for Disney and Universal parks. One number â the Wait Time Index â tells you what to expect, so you can plan smarter.
Instant answers from real data â right in your Discord server.
All parks at a glance â one command, every morning.
Live estimated actual wait times â updated every 5 minutes.
Detailed forecast for any park, any date.
Find the least crowded day â with calendar heat maps up to a year out.
Ask anything about crowds and wait times â powered by AI and real data.
Everything you need to outsmart the crowds â powered by machine learning and delivered to Discord.
Every park, every day. Our Wait Time Index (WTI) gives you one number that captures the whole park's wait time level.
See predicted wait times for individual attractions. Know which headliners to hit first and which rides will be walk-ons.
Pick a park and a timeframe â we'll show you the lowest-crowd days with color-coded calendar heat maps, up to a year out.
AI-powered Q&A backed by real data. Ask "Is July 4th a good day for EPCOT?" and get an instant, data-driven answer.
See what's happening right now â estimated actual waits grouped by tier, updated every 5 minutes from real queue data.
Seven slash commands, zero setup. /today /now /crowd /best-day /ask â everything lives where you already hang out.
With more coming soon.
We ingest millions of historical wait time observations from every park, every day.
XGBoost models trained per-attraction learn seasonal patterns, day-of-week effects, and park-specific trends.
Fresh predictions every morning. Updated with yesterday's actuals. Delivered to your Discord.
I'm Fred Hazelton â an independent data scientist and former analyst at TouringPlans, where I spent years building theme park wait time predictions. Now I'm building the next generation of crowd forecasting tools on my own.
Theme Park Crowd Report is in open beta. Join the Discord to get access, give feedback, and help shape what we build next.
Our models are trained on a variety of data sources â but the models, techniques, and predictions are entirely our own.
Big thanks to TouringPlans, Queue-Times, and Thrill-Data for making great theme park data available.
Join the Discord for free beta access.
Join the Discord