A hybrid approach for mass valuation of residential properties through GIS and Machine Learning integration

This repository contains data and codes that support the findings of the study.<br>- PPD-EPC open dataset with the enriched spatial analyses scores and UPRN.<br>- Batch Geocoding Notebook of PPD-EPC dataset with GeoPy - Here API- PyQGIS codes for proximity, terrain, and visibility spatial analyses.- Jupyter Notebook of Machine Learning algorithms for mass property valuation.<br>本仓库包含支撑本研究各项结论的数据与代码。 - 带有增强型空间分析得分与唯一财产参考编号（UPRN，Unique Property Reference Number）的PPD-EPC公开数据集。 - 配套GeoPy、Here API与PyQGIS代码，用于对PPD-EPC数据集开展邻近性、地形与可视性空间分析的批量地理编码Jupyter笔记本。 - 用于批量物业估值的机器学习算法Jupyter笔记本。