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Soarroute Flight Delay Predictions

Streamlit App

An Interactive Streamlit App Dashboard to analyze and predict the expected Flight Delays based on weather, airlines and flight origin-destination Streamlit module to improve the travel experience. These models help stakeholders make data-driven decisions, like optimizing schedules or managing airport resources. You can try here.

Data from the Bureau of Transportation Statistics (bts.gov) collected during 01 June 2024 to 30 June 2024, were analyzed to assess Flight Delay Predictions

Results:

  • Decision Tree and KNN models built, trained to predict flight delays
  • Neural Network to predict the Flight delay

Authors

Neha Korrapati, Leela Josna Kona, Devangi Samal, Sammie Srabani

Objectives

  • Identify potential delay flights

  • Building a strategies to predict most common reason for delay

Dataset and model

  • Bureau of Transportation Statistics (bts.gov)

Libraries Used

Snapshots

1. Landing Page

Home

2. Exploratory Data Analysis

CH Top10

3. Flight Delay Predictions

DT KNN pie bar

4. Delay Predictor

demo demo

Future work

  • Predict avg duration of delay – Regression
  • Suggest alternative flights

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