GlobalFishingWatch / training-data

Training data detecting fishing behaviour in vessel movement patterns
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About

This is a training dataset for machine learning solutions for detecting fishing events as well as gear type by analyzing AIS vessel tracks.

Usage and data formats

We use the data as training data for our vessel scoring library, and you might find it usefull to check out that code to get started with the dataset.

The data is stored in numpy format. We recommend exploring the data using the jupyter/numpy/scipy/scikit-learn/tensorflow stack.

Tools

Vessel tracks and labels are stored separately, and need to be combined for some applications. This is done using a tool included in the repo:

./prepare.sh

Some of the data is stored using git-lfs, so you'll need to install git-lfs before cloning the repo. This also means that downloading a zipped tarball of the directory is unlikely to work.

LICENSE

This dataset is licensed under a Creative Commons Attribution 4.0 International License.

Creative Commons License