Recent studies have shown that the activity levels of hippocampal neurons during exploration are not constant but change on a daily to weekly scale. However, a few other studies suggest that their activity levels are preserved over time. To resolve this contradiction, we repeatedly measured the neural activity of the mouse hippocampus in four different environments. The activity level of hippocampal neurons fluctuated greatly in one environment, but the mean activity level across all the environments was more stable. Each cell's preferred environment frequently changed over time. The number of environments in which a cell showed activity varied across cells, ranging from zero to four, and the value also tended to be preserved. Cells that showed place cell activity in many environments had higher mean firing rates and higher spatial information content, whereas cells active only in a small number of environments were suitable for coding environmental identity. These results suggest that although the activity level in a single environment appears unstable, each cell has not only an inherent activity level but also play a characteristic role in the coding of space.