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natural-disasters

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Visualizing continental US and Alaskan earthquakes using GeoPandas. Geospatial data augmentation and machine learning to classify globally whether or not an earthquake triggers a tsunami risk. Analyzed results based on recall, ROC-AUC, precision, and F1 score.

  • Updated Oct 30, 2024
  • Jupyter Notebook

The objective of the project is to predict whether a particular tweet, of which the text (occasionally the keyword and the location as well) is provided, indicates a real disaster or not. We use various NLP techniques and classification models for this purpose and objectively compare these models by means of appropriate evaluation metric.

  • Updated Mar 15, 2024
  • Jupyter Notebook

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