# Hands-on Lab: 5 Statistical Detector Comparison on NYC Taxi Demand Anomalies

> Source: https://sukruyusufkaya.com/en/learn/anomali-tespiti/hands-on-nyc-taxi-5-detektor-benchmark
> Updated: 2026-05-13T13:04:49.004Z
> Category: Anomali Tespiti
> Module: Module 2: Statistical Foundations
**TLDR:** NYC Taxi hourly demand data from Numenta NAB benchmark: run z-score, modified z, IQR, adjusted boxplot, and POT detectors side-by-side with PR-AUC comparison — the first real-dataset hands-on lab of the course.