QGIS geographical detector plugin: Tool for measuring spatial stratified heterogeneity and spatial associations of geographical attributes.
Geographical detector, or GeoDetector, is a statistical tool to measure Spatial Stratified Heterogeneity (SSH) and to make attribution for/by SSH; (1) measure and find SSH among data; (2) test the coupling between two variables Y and X and (3) investigate interaction between two explanatory variables X1 and X2 to a response variable Y.
- Input layer: vector layer
- Study variable : field name of study variable
- Field(s) with categories [optional]: field(s) of categories explanatory variables
- Field(s) with numeric [optional]: field(s) of numeric explanatory variables
Parameters 3 and 4 cannot both be empty, if parameter 4 is not empty, then a stratification procedure is required.
- Maximum number of groups [optional]: Maximum number of strata, if the Maximum number is equal to
- Minimum number of groups [optional]:
- Field for equality constraint [optional]: equality means the populations/geographical areas in the new strata are of sufficient size and as similar as possible
- Minimum ratio for equality measures [optional]: restrict the minimum population/geographical area in each strata
- The number of samples for stratification [optional]: if the number of vector is too large, sampling is
- Minimum threshold for q-value increase [optional]: will be deprecated in the new version
- Cross-validation number: default is 10
- Cross-validation random stata [optional]: random seed, if a random seed is given so that the results of the running are reproducible
- Times of repeating cross-validation [optional] : Improving the stability of stratification results.
Jiangang Guo ([email protected]); Jinfeng Wang ([email protected])
- Wang JF, Li XH, Christakos G, Liao YL, Zhang T, Gu X & Zheng XY. 2010. Geographical detectors-based health risk assessment and its application in the neural tube defects study of the Heshun region, China. International Journal of Geographical Information Science 24(1): 107-127.
- Wang JF, Zhang TL, Fu BJ. 2016. A measure of spatial stratified heterogeneity. Ecological Indicators 67: 250-256.
- GeoDetector Website (http:https://www.geodetector.cn/)