Scan Events
OCR and barcode scans can be reviewed by source, KNPM result, nutrient values, image availability, and date.
Data and Reporting
LisheBora is built to support both consumer scan results and internal data quality workflows for APHRC teams working with nutrition evidence, uploaded product images, barcode gaps, and export-ready datasets.
OCR and barcode scans can be reviewed by source, KNPM result, nutrient values, image availability, and date.
Cleaned product rows support matching, category review, product form, nutrient completeness, and optional price fields.
Saved product and nutrition label images help review OCR quality, failed reads, and product-name gaps.
Resolved mappings and missing barcodes show where product reference data needs enrichment.
Aggregated scan data can support approved analysis of black octagon outcomes and common high-sugar or high-fat products.
Admin exports are designed for controlled CSV review of scans, uploads, products, nutrients, and missing product queues.
Privacy default
Published or shared datasets should use approved exports, masked user fields, and project-level review before release.