We estimate true absence locations for marine species from scientific surveys reports.
We demonstrate the reliability of our method using the Atlantic cod as a case study.
We quantitatively estimate its performance using GBIF data.
Our approach has higher accuracy than an environmental envelopes-based approach.
Our process provides reliable data to species distribution and climate change models.