By comparing and analyzing the temperature data and soil temperature data at various levels, the vertical variation of temperature under the surface is revealed, and the relationship between rules base in the parameter setting of ground meteorological software and data quality control of meteorological stations are studied. The methods for determining the abnormal data are introduced. The results can help observers to understand the variation characteristics and regularities of soil temperature, thus analyzing, identifying, and discovering abnormal data.