tssim -- A Taylor Swift Surprise Venue Predictor

Predict where Taylor Swift is most likely to make a surprise appearance based on venue characteristics and booking patterns.

Features

• Smart Algorithm: Prioritizes venues with regular shows where Taylor can easily "drop in"
• 5 Major Cities: Richmond, Washington DC, Boston, Los Angeles, and New York City
• Venue Rankings: Top 10 venues per city ranked by surprise appearance probability
• Deep Analysis: Detailed breakdown of venue strengths, concerns, and wildcard factors
• Song Predictions: Bonus predictions of what songs she might perform

Algorithm Weights

• Regular Shows (30%) - Venues with frequent programming
• Drop-in Friendly (25%) - How easily artists can make surprise bookings
• Intimacy (15%) - Smaller, more personal venues
• Fan Access (10%) - Easy for fans to attend
• Acoustics (8%) - Sound quality
• Uniqueness (7%) - Memorable/iconic settings
• Taylor History (3%) - Past connections
• Prestige (2%) - Venue reputation

Getting Started

Prerequisites

• Node.js (version 14 or higher)
• npm or yarn

Installation

1. Clone the repository

git clone <your-repo-url>
cd taylor-swift-predictor