The emergence and availability of crowd sourced data provide transport researchers with comprehensive coverage in their research subjects. However. difficulties in data validation and consistency between different sources pose a threat to the credibility of research based on such data. In this paper. https://jalyttlers.shop/product-category/loaf-pan/