Phenology

PhenoVision: Machine Annotations of Phenology for iNaturalist Plant Photos

Global flower and fruit presence data produced by automated labelling of iNaturalist images up to March 2024, with per-observation detection metrics.

Size
12.9 GB
Format
CSV
License
CC-BY-4.0
Access
Open Access
Source
Zenodo (record 15306421)

Your edits to the notebook only affect your own copy in the Hub. Changed it and want the original back? Restore it here.

Challenge

Does flowering season shift with latitude for a chosen plant genus, using millions of machine-annotated iNaturalist photos?

Where to start
This CSV is ~13 GB — query it with DuckDB, don't load it. Filter to one genus and pull month-of-flowering and latitude for flowering-positive records only.
What to share
A latitude-vs-flowering-month plot and a note on the pattern, plus the DuckDB query you used.

Share your results and questions in the forum. Challenges are open-ended — there's no single right answer.