Loading 3D Model...

PySpark project showcase

One web front end for the notebook outputs, charts, and model results.

Project scope

Built from the exported Databricks notebook outputs and chart artifacts, without publishing the raw notebook export.

Executive Summary

Key numbers from the combined flight analysis

Yearly performance

Flights, delay rates, and cancellation behaviour by year.

Outcome mix

Operational outcome ratios from the extracted notebook results.

Visualizations

All rendered charts extracted from the PySpark notebook

Machine Learning

Training balance, model trials, and feature signals

Class balancing

How the delayed vs on-time split changed before training.

Model leaderboard

Decision tree, random forest, and gradient boosted tree outputs from the notebook.

Decision tree tuning trials

Parameter combinations captured directly from the notebook logs.

Feature importances

Signals exposed by the tuned decision tree.

Featured Outputs

Main analytical tables from the notebook

Output Explorer

Search every extracted table output