Datasets

A European Local Climate Zone map at a 100 m spatial resolution, derived from multiple earth observation datasets and expert LCZ class labels. There are 10 urban LCZ types, each associated with a set of relevant variables such that the map represent a valuable database of urban properties.

This dataset contains the CONUS-wide LCZ map and Training areas, produced within Demuzere et al. (2020), Combining expert and crowd-sourced training data to map urban form and functions for the continental US. Nature Scientific Data. The readme.txt files provides a full description of the dataset.

See readme.txt for additional information

A global 100 m spatial resolution Local Climate Zone (LCZ) map, derived from multiple earth observation datasets and expert LCZ class labels. The LCZ map is based on the LCZ typology (Stewart and Oke, 2012) that distinguish urban surfaces accounting for their typical combination of micro-scale land-covers and associated physical properties. The LCZ scheme is distinguished from other land use / land cover schemes by its focus on urban and rural landscape types, which can be described by any of the 17 classes in the LCZ scheme. Out of the 17 ...

This dataset contains count matrices of malignant cells from the scRNA-seq data together with each cell assignment to the malignant state (column name: Malignant_clusters) and count matrices of the entire tumour microenvironment (TME) cells. The full clinical metadata table can be found in the Pozniak et al., (Cell, 2024) paper (Table S1). To explore the malignant data online please use this link to the Shiny app: https://marine-lab.shinyapps.io/Human_melanoma_scRNASeq/ To explore the immune data online please use this link to the Shiny app: ...