With the development of society and the improvement of living standards, leisure has become an important part of people's daily life. This article takes Urumqi as the research area, according to the definition of leisure POI data, The spatial distribution characteristics and correlations of leisure-type geographic entities in the study area are measured by nuclear density analysis techniques and nearest neighbor indices. The results show that the leisure POI is in a state of agglomeration, and the agglomeration effect of the living rest POI is the strongest. The clustering effect of POI in tourism and leisure is the weakest and relatively scattered; the NNI index of various POIs is not directly related to its quantity, The main reason for the small NNI value is that the POI is concentrated in the central area of the city; According to the nuclear density index, the leisure POI presents a “large center and multi-dispersion” distribution pattern; The distribution characteristics of life service POI are closest to the whole, The spatial distribution of tourism and leisure POI presents a “multi-center” situation.