gt-big-data / flight-delay-prediction

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Random Forest Model #1

Closed adibiasio closed 1 year ago

adibiasio commented 1 year ago

Sampled flight data, preprocessed it, used it to build a random forest model, and fine-tuned it with hyperparameterization.

              precision    recall  f1-score   support
   CANCELLED       0.87      0.96      0.91     43496
    DEL_0_30       0.60      0.58      0.59     43949
   DEL_30_60       0.70      0.75      0.73     43477
      DEL_60       0.85      0.85      0.85     43334
    DIVERTED       0.65      0.43      0.52     43438
      ONTIME       0.61      0.74      0.67     43471
    accuracy                           0.72    261165
   macro avg       0.71      0.72      0.71    261165
weighted avg       0.71      0.72      0.71    261165