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groupwork2's Introduction

groupwork2's People

Contributors

frednooniensingh avatar janb89 avatar tamap94 avatar

Watchers

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groupwork2's Issues

Error Analysis

Find out where the error is coming from.
e.g. for regression check out the wrongly predicted points

Domain Knowlegde

  • Air traffic
  • Flight delays
  • Tunis Air

Financial impact and improvement potential

KPI's on Air travel

Classification of delays in Air Traffic

EDA Plots

  1. K-means clustering plot of departure airports classified by airport efficiency (= count 1st delay/total flights)
  2. Geoplot showing the distribution of the airports in 1, colorcoded by efficiency

EDA

  • Increasing domain knowledge
  • Getting familiar with data
  • Looking for outliers
  • Visualize
  • (data cleaning)

Evaluation Metric

The output (delay in minutes) need to be as accurate as possible.

  • since we have a regression problem we use mean squared error

Stakeholder

  • Perspective on project
  • Desired outcome
  • Meaning for the company (importance)

Goals/KPI's

  • a decrease in efficiency
  • an increase in capital costs, reallocation of flight crews and aircraft
  • an additional crew expenses
  • image/reputation

This competition aims to predict the estimated duration of flight delays per flight

KPI's

Mean accuracy

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