Aircraft-Pricing-Dataset

OpenML dataset with id 43737

Author name not available (Why is that?)

Full work available at URL: https://api.openml.org/data/v1/download/22102562/Aircraft-Pricing-Dataset.arff

Upload date: 24 March 2022

Dataset Characteristics

Number of features: 18 (numeric: 1, symbolic: 0 and in total binary: 0 )
Number of instances: 2,530
Number of instances with missing values: 2,397
Number of missing values: 11,212

Description

For a more comprehensive dataset with many more features check out the "Yacht/Motorboat Pricing Data (10,000+ listings)" dataset. Link below: https://www.kaggle.com/artemkorottchenko/large-boatyacht-pricing-dataset Context What are the most important features in determining the price of a new or used aircraft? Is it the aircraft type? Year? Manufacturer? Other characteristics? This is one of many questions regarding the used/new aircraft markets I hope to answer with this dataset. The dataset contains over 2000 aircraft that are for sale around the world. The data was scraped during July of 2020. Content The data was scraped from various websites using the Scrapy framework for Python. Scrapy script: https://github.com/akorott/Aircraft-Scrapy-Script.git Content scraped:

New/Used Price Currency (USD, EUR, GBP) Category Year Make Model Location Serial number Registration number Total hours Engine 1 hours Engine 2 hours Prop 1 hours Prop 2 hours Total Seats Flight Rules National Origin

Keep in mind that the data was scraped from 2 different sources. Some of the data (New/Used, Engine 1 hours, Engine 2 hours, Prop 1 hours, Prop 2 hours, Total Seats, Flight Rules) was only easily accessible on one source, thus is missing for part of the dataset. FAQ Flight Rules: Visual Flight Rules (VFR) VS Instrument Flight Rules (IFR). In a nutshell, an aircraft equipped with IFR is one where a pilot can fully navigate an aircraft using instruments in the cockpit. Any aircraft flying over 18,000 feet, by law, has to be equipped with IFR equipment. BTH - Beyond the Horizon - according to my research, BTH means that an aircraft is equipped with a radar, but doesn't fully meet IFR criteria. VFR - (https://en.wikipedia.org/wiki/Visual_flight_rules) IFR - (https://en.wikipedia.org/wiki/Instrument_flight_rules) Some of the acronyms used within total hours, engine 1, engine 2, prop 1, prop 2 columns: SMOH - Since major overhaul SNEW - Since new SPOH - Since prop overhaul SFOH - Since factory overhaul (more reliable) SOH - Since overhaul STOH - Since top overhaul SFRM - Since factory re-manufactured Thank you for checking out this dataset and happy kaggling!

This page was built for dataset: Aircraft-Pricing-Dataset