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手工地理编码校正的过程与结果分析

An analysis of the process and results of manual geocode correction.

作者信息

McDonald Yolanda J, Schwind Michael, Goldberg Daniel W, Lampley Amanda, Wheeler Cosette M

机构信息

Department of Geography, College of Geosciences, Texas A&M University, College Station, TX.

出版信息

Geospat Health. 2017 May 11;12(1):526. doi: 10.4081/gh.2017.526.

DOI:10.4081/gh.2017.526
PMID:28555477
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC5978681/
Abstract

Geocoding is the science and process of assigning geographical coordinates (i.e. latitude, longitude) to a postal address. The quality of the geocode can vary dramatically depending on several variables, including incorrect input address data, missing address components, and spelling mistakes. A dataset with a considerable number of geocoding inaccuracies can potentially result in an imprecise analysis and invalid conclusions. There has been little quantitative analysis of the amount of effort (i.e. time) to perform geocoding correction, and how such correction could improve geocode quality type. This study used a low-cost and easy to implement method to improve geocode quality type of an input database (i.e. addresses to be matched) through the processes of manual geocode intervention, and it assessed the amount of effort to manually correct inaccurate geocodes, reported the resulting match rate improvement between the original and the corrected geocodes, and documented the corresponding spatial shift by geocode quality type resulting from the corrections. Findings demonstrated that manual intervention of geocoding resulted in a 90% improvement of geocode quality type, took 42 hours to process, and the spatial shift ranged from 0.02 to 151,368 m. This study provides evidence to inform research teams considering the application of manual geocoding intervention that it is a low-cost and relatively easy process to execute.

摘要

地理编码是为邮政地址分配地理坐标(即纬度、经度)的科学和过程。地理编码的质量可能会因几个变量而有很大差异,包括输入地址数据不正确、地址组件缺失和拼写错误。一个存在大量地理编码不准确情况的数据集可能会导致分析不准确和得出无效结论。对于执行地理编码校正所需的工作量(即时间)以及这种校正如何能够提高地理编码质量类型,几乎没有进行过定量分析。本研究使用了一种低成本且易于实施的方法,通过人工地理编码干预过程来提高输入数据库(即待匹配的地址)的地理编码质量类型,并评估人工校正不准确地理编码的工作量,报告原始地理编码和校正后地理编码之间匹配率的提高情况,并记录校正后按地理编码质量类型对应的空间偏移。研究结果表明,地理编码的人工干预使地理编码质量类型提高了90%,处理耗时42小时,空间偏移范围为0.02至151,368米。本研究为考虑应用人工地理编码干预的研究团队提供了证据,表明这是一个低成本且相对易于执行的过程。

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本文引用的文献

1
An evaluation framework for comparing geocoding systems.地理编码系统比较的评估框架。
Int J Health Geogr. 2013 Nov 8;12:50. doi: 10.1186/1476-072X-12-50.
2
Error propagation models to examine the effects of geocoding quality on spatial analysis of individual-level datasets.用于检验地理编码质量对个体层面数据集空间分析影响的误差传播模型。
Spat Spatiotemporal Epidemiol. 2012 Apr;3(1):69-82. doi: 10.1016/j.sste.2012.02.007. Epub 2012 Feb 11.
3
The effect of administrative boundaries and geocoding error on cancer rates in California.
行政边界和地理编码错误对加利福尼亚州癌症发病率的影响。
Spat Spatiotemporal Epidemiol. 2012 Apr;3(1):39-54. doi: 10.1016/j.sste.2012.02.005. Epub 2012 Feb 10.
4
A research agenda: does geocoding positional error matter in health GIS studies?一项研究议程:地理编码位置误差在健康地理信息系统研究中重要吗?
Spat Spatiotemporal Epidemiol. 2012 Apr;3(1):7-16. doi: 10.1016/j.sste.2012.02.002. Epub 2012 Feb 14.
5
Local indicators of geocoding accuracy (LIGA): theory and application.地理编码精度的局部指标 (LIGA):理论与应用。
Int J Health Geogr. 2009 Oct 28;8:60. doi: 10.1186/1476-072X-8-60.
6
Geographic variability in geocoding success for West Nile virus cases in South Dakota.南达科他州西尼罗河病毒病例地理编码成功率的地理变异性。
Health Place. 2009 Dec;15(4):1108-14. doi: 10.1016/j.healthplace.2009.06.001. Epub 2009 Jun 12.
7
An effective and efficient approach for manually improving geocoded data.一种手动改进地理编码数据的有效且高效的方法。
Int J Health Geogr. 2008 Nov 26;7:60. doi: 10.1186/1476-072X-7-60.
8
Positional accuracy and geographic bias of four methods of geocoding in epidemiologic research.流行病学研究中四种地理编码方法的位置准确性和地理偏差。
Ann Epidemiol. 2007 Jun;17(6):464-70. doi: 10.1016/j.annepidem.2006.10.015. Epub 2007 Apr 19.
9
Quantifying geocode location error using GIS methods.使用地理信息系统(GIS)方法量化地理编码位置误差。
Environ Health. 2007 Apr 4;6:10. doi: 10.1186/1476-069X-6-10.
10
Influence of geocoding quality on environmental exposure assessment of children living near high traffic roads.地理编码质量对居住在繁忙交通道路附近儿童的环境暴露评估的影响。
BMC Public Health. 2007 Mar 16;7:37. doi: 10.1186/1471-2458-7-37.