Terrestrial imagery is collected using street cameras. Acquiring image this way means cameras inevitably record people so PLACE de-identifies street imagery removing personally identifiable information. We use Yolo (You only look once), an open source tool to continuously train models on the data being collecting in Africa and the Caribbean so as to detect and blur faces and number plates. Only de-identified street imagery is shared with our members.