Since ACL occurs on two separate weekends, with ticket prices being roughly similar, it would have been helpful to start collecting data before Weekend 1 to possibly forecast the prices for Weekend 2. After the scraping was done, I removed all rows with 0 values for the min ticket price.
Preprocessing the data: Sometimes, an API call returned a 0 value for the min ticket price. Austin City Limits Music Festival is back and so is our limited edition merch collaboration - the Yellow Rose Collection. For example, a $200 ticket could be up to $260 after fees. The ticket prices exclude fees, which could be up to 30% of the selling price, which fluctuate based on demand. SUNDAY ONLY minimum ticket price over time SATURDAY ONLY minimum ticket price over time Keep it installed all year for the following key features and benefits: Receive Notifications - Be sure to opt-in to notifications to be the first to get lineup and on-sale announcements or changes, emergency information while on-site, special offers, and more - these. Multiple local artists painted live at the festival including Uloang, Fabian Rey, Erik Ross, and Matthew Trujillo. Luckily, our pal Tania Ortega posted about the 10 Best Eats at the Austin City Limits Music Fest 2021 over on Austin Food Magazine. Main Highlights Boxplot comparison shows ticket price variance across ticket typesįRIDAY ONLY minimum ticket price over time This is the festivals official year-round mobile app. So much food and not enough days to try it all. Finally, using the gspread API, it writes the data to a google sheet. Starting three days prior (because the best ideas come in the shower), I wrote a Python script using task scheduling that makes API calls every 30 minutes to get the lowest ticket price and the number of tickets left. The artwork was inspired by the sunset views. Best known for their textile work, Fort Lonesomes founder Kathie Sever poured her love of Western iconography and skill with chain-stitch embroidery into this year’s design. A printed copy of a negative COVID-19 test result will be required to attend ACL Festival 2021. We are honored to have Austin’s Fort Lonesome as our 2021 poster artists. 
Two-step with Strait, twerk with Megan, and don’t miss these six other acts during the first two weekends in October.
Methodologyįor this project, I used StubHub’s APIs to request ticket information for the 2021 ACL Festival (weekend two). Following a review and approval by Austin Public Health, ACL Festival will implement the protocols for this year’s Austin City Limits Music Festival that were previously announced, with the addition of a mask requirement in certain areas. TM Recommends: 2021 Austin City Limits Music Festival Edition. 8-10 at Zilker Park and tickets are already sold out. As the number of COVID-19 cases continue to rise in the U.S., an online petition is asking the city of Austin to cancel the Austin City Limits Music Festival. Is it smarter to buy a week before the festival, or hours before the gates open? I turned to Python to find the hidden treasures in 2021 ticket price data. Photo: SUZANNE CORDEIRO/AFP via Getty Images. ACL Festival 2021 Ticket Analysis 🎸 🎟️ MotivationĪs a first-time ACL festival attendee, I wondered when the best time to buy tickets would be.
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