Energy consumption and socio-economic characteristics of electric vehicle charging infrastructure.

This is the data associated with the publication entitled "Explaining the distribution of energy consumption at slow charging infrastructure for electric vehicles from socio-economic data". The link to the ArXiv pre-print is: https://arxiv.org/abs/2006.01672 The data was compiled from various GIS public data sources, as well as from the EVnetNL dataset (please refer to the Supplementary Information of the publication). Feature matrix, without charging pool features, is in the file "feature_matrix.csv"; matrix containing only charging pool features is in the file "chargin_pool_features.csv". Columns correspond to features. The latitude and longitude are rounded to one decimal place, due to business confidentiality reason. Response vector is in the file "energy_log_response.csv" and the value corresponds to the logarithm of consumed energy at the charging pools transformed using the standardization (mean = 0, standard deviation = 1). The first column in all the files is the charging pool identifier, however, the response vector can be matched with matrices by rows. Brief description of the feature matrix is in the file "predictor_desc_pub.csv". For the full description of features please refer to the Supplementary Information of the publication.本数据集关联于题为《基于社会经济数据阐释电动汽车慢充基础设施能耗分布规律》的学术论文。该论文的ArXiv预印本链接为：https://arxiv.org/abs/2006.01672。本数据集整合自各类公开地理信息系统（GIS, Geographic Information System）数据源，以及EVnetNL数据集（详见论文补充材料）。不含充电池（charging pool）特征的特征矩阵存储于文件"feature_matrix.csv"；仅包含充电池特征的矩阵存储于文件"chargin_pool_features.csv"。所有文件的列均对应特征项。出于商业保密需求，经纬度数据已保留至小数点后一位。响应向量存储于文件"energy_log_response.csv"，其取值为经标准化处理（均值为0，标准差为1）后的充电池能耗对数值。所有文件的首列为充电池标识符，可通过行索引将响应向量与各特征矩阵进行匹配。特征矩阵的简要说明存储于文件"predictor_desc_pub.csv"。特征的完整说明请参阅论文补充材料。