Accuracy and Coverage Analysis of IP Geolocation Databases

A. Nur
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Abstract

Identifying the geographical location of Internet hosts is crucial for researchers, governments, and commercial entities. While public and commercial geolocation services are commonly employed for this task, their accuracy in locating Internet hosts remains questionable. This paper studies the accuracy and coverage of four popular geolocation databases; MaxMind, DBIP, IP2Location, and IPGeolocationIO. We assess the consistency and comprehensiveness of these services by analyzing the entire IPv4 space. Furthermore, we investigate the issue at the prefix level since geolocation databases typically provide location data at that level. Finally, we create a ground truth dataset by employing a DNS-based approach and publicly available vendor locations to evaluate the accuracy of the databases. Our findings indicate that these databases provide comprehensive coverage, whereas their accuracy is far from satisfactory. Therefore, it is essential to use the information obtained from these databases cautiously and verify its accuracy before making any decisions based on it.
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IP地理位置数据库的精度和覆盖分析
确定互联网主机的地理位置对研究人员、政府和商业实体至关重要。虽然公共和商业地理定位服务通常用于这项任务,但它们在定位Internet主机方面的准确性仍然值得怀疑。本文研究了四种常用的地理定位数据库的精度和覆盖范围;MaxMind, DBIP, IP2Location, IPGeolocationIO。我们通过分析整个IPv4空间来评估这些服务的一致性和全面性。此外,我们在前缀级别调查了这个问题,因为地理位置数据库通常在该级别提供位置数据。最后,我们通过采用基于dns的方法和公开可用的供应商位置来评估数据库的准确性,从而创建了一个ground truth数据集。我们的研究结果表明,这些数据库提供了全面的覆盖,但其准确性远不能令人满意。因此,必须谨慎使用从这些数据库中获得的信息,并在根据这些信息作出任何决定之前核实其准确性。
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