后缀为_cell_poi 文件中,存储了poi的相关信息,其中包括poi的id,名字,经纬度,类别id,类别名称以及它所在的网格id。
后缀为_land2type(1)的文件,存储了相关网格的信息,包括经纬度、网格类别等等。
后缀为_cell_info的文件存储的是包含了poi的网格信息,即_land2type(1)中包含的网格数量更多。
删去不在网格内poi后,各城市 poi 各大类别数量如下:
其中,纽约的网格类别代码为:
1 Residential
2 Mixed Residential & Commercial Buildings
3 Commercial & Office Buildings
4 Transportation & Utility
5 Open Space & Outdoor Recreation
6 Other
其余四个城市的网格类别代码为:
1 High Density Urban Fabric
2 ML-Density Urban Fabric
3 Industrial,commercial, public, military and private units
4 Open Space& Recreation
5 Transportation
链接:https://pan.baidu.com/s/1wWqNYOKd4Npzixz27uuh3w 提取码:mfgg
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Unsupervised learning of parsimonious general-purpose embeddings for user and location modeling
Habit2vec: Trajectory semantic embedding for living pattern recognition in population
A category-aware deep model for successive poi recommendation on sparse check-in data
Poi2vec: Geographical latent representation for predicting future visitors
Geography-aware sequential location recommendation