US Flight Delay

Objective

Demonstrate data munging through the following actions.

1️⃣ Distribution assessment by checking and eliminating samples with Not a Number (NaN) fields
2️⃣ Outlier elimination via Tukey Fences and Z-Scores
3️⃣ Categorical value transformation and encoding

Installation

pandas                    0.25.2           py37he6710b0_0  
pyarrow                   0.13.0           py37he6710b0_0 
category-encoders         2.1.0                    pypi_0    pypi

Data Source

flight_data.csv (393Mb)

Reference

Python Machine Learning by Wei-Ming Lee (ISBN: 978-1-119-54563-7)