--- license: apache-2.0 --- # Wadhwani AI Pest Management Open Data This dataset is a Hugging Face adaptor to the official dataset [hosted on Github](https://github.com/wadhwani-ai/pest-management-opendata). Please refer to that repository for detailed and up-to-date documentation. ## Usage This dataset is large. It is strongly recommended users access it as a stream: ```python from datasets import load_dataset dataset = load_dataset('wadhwani-ai/pest-management-opendata', streaming=True) ``` Bounding boxes are stored as geospatial types. Once loaded, they can be read as follows: ```python from shapely.wkb import loads for (s, data) in dataset.items(): for d in data: pests = d['pests'] iterable = map(pests.get, ('label', 'geometry')) for (i, j) in zip(*iterable): geom = loads(j) print(i, geom.bounds) ``` The bounds of a geometry are what most object detection systems require. See the [Shapely documentation](https://shapely.readthedocs.io/en/stable/manual.html#object.bounds) for more.