tarmacTimes

Modeling Tarmac Times

This is a demo of the R Notebook functionality within DSX.

Highlights

Data Exploration and Visualization

• Create histograms and scatterplots on total aircraft taxi time
• Color code histogram by UniqueCarrier

Create Frequency Tables

• Frequency of departing and arriving flights by airport
• Mean taxi times by airport

Create Linear Regression model

• Model mean taxi depending on frequency of departing and arriving flights.

Project-Specific Information

Tools Used

• R Notebook
• data.table library
• ggplot2 plotting library

Model Information

Linear Regression

• Response variable is meanTaxi
• Only feature is freq

Relevant Files

Notebooks

• MachineLearning_CPLEX.ipynb

Data Assets

• 2016.csv
• 2016_airport_freq.csv