jhmejia/datamining-project

Data mining group project

datamining-project

Data mining group project

Data sources

https://www.kaggle.com/datasets/danbraswell/us-tornado-dataset-1950-2021

Powerpoint link:

https://docs.google.com/presentation/d/1Ae7d04Pap7eAnW7ZR66LsPgMOulGJdrMjFEyUkIzq1c/edit?usp=sharing

Models:

• Polynomial w/ backwards elimination
• Support Vector Machine
• Random Forest Regression

Data description:

• yr: Year of tornado occurrence
• mo: Month of tornado occurrence
• dy: Day of tornado occurrence
• date: Date of tornado occurrence (yyyy-mm-dd)
• st: State of tornado occurrence
• mag: F-scale magnitude of tornado (0-5) (-9 = unknown)
• inj: Number of injuries
• fat: Number of fatalities
• slat: Starting latitude of tornado
• slon: Starting longitude of tornado
• elat: Ending latitude of tornado (0 = unknwon)
• elon: Ending longitude of tornado (0 = unknown)
• len: Length of tornado in miles (track length)
• wid: Width of tornado in yards