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Automated Unit Price Visualization Using ArcPy Site Package in ArcGIS

机译:在ArcGIS中使用Arcpy Site Package自动化单价可视化

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State Departments of Transportation (DOTs) in the U.S. have an increasing amount of digital data from various sources. One such set of data is structured unit price data collected from bid lettings. Such data contain unit prices of thousands of bid items from hundreds of projects every year. While state DOTs have such data from over a decade-long period, utilizing such data has been challenging because of the lack of automated analytical and visualization methodologies and tools to generate meaningful and actionable insights. This study develops an automated methodology to quickly and accurately generate color-coded visualization maps representing unit price variation across a geographical region. It uses Inverse Distance Weighted (IDW) technique that is based on the Tobler's First Law of Geography. The law states that points closer together in space are more likely to have a similar value than points that are farther away. The methodology is automated using ArcPy site package in ArcGIS. It imports unit price data from preformatted spreadsheets and boundary maps from existing ArcGIS shape files to generate unit price maps. The tool and the visualizations are expected to aid state DOTs in generating and communicating meaningful insights for making data-driven decisions. It can be used to investigate areas with higher unit prices for various items which can aid state DOTs in identifying potential causes of higher unit prices such as lack of competition and lack of sources of materials (e.g. quarry) in nearby locations.
机译:美国运输部门(DOTS)在美国的越来越多的数量来自各种来源。一组数据是从出价租赁收集的结构化单元价格数据。此类数据每年包含来自数百个项目的数以千计的出价项目。虽然状态点具有超过十年的数据,但由于缺乏自动分析和可视化方法和工具来产生有意义和可操作的见解,因此利用此类数据一直在具有挑战性。本研究开发了一种自动化方法,以快速准确地生成代表地理区域的单位价格变化的颜色编码可视化图。它使用基于Tobler的地理法律的逆距离加权(IDW)技术。法律规定在空间中更接近,更有可能具有比越远的点相似的价值。该方法在ArcGIS中使用ArcPy Site Package自动化。它从预格式电子表格和边界映射导入单位价格数据从现有的ArcGIS形状文件中生成单位价格地图。预计该工具和可视化将有助于状态点生成和传达用于制作数据驱动的决策的有意义的见解。它可用于调查具有更高单位价格的各种项目的区域,这些项目可以帮助状态点识别较高单位价格的潜在原因,例如附近地点的竞争缺乏竞争和缺乏材料(例如采石场)。

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