  We perform high-throughput first-principles computations to search the high
Curie temperature ($T_{\rm C}$) two-dimensional ferromagnetic (2DFM) materials.
We identify 79 2DFM materials and calculate their $T_{\rm C}$, in which
Co$_2$F$_2$ has the highest $T_{\rm C}$=541K, well above the room temperature.
The 79 2DFM materials are classified into different structural prototypes
according to their structural similarity. We perform sure independence
screening and sparsifying operator (SISSO) analysis to explore the relation
between $T_{\rm C}$ and the material structures. The results suggest that the
2DFM materials with shorter distance between the magnetic atoms, larger local
magnetic moments and more neighboring magnetic atoms are more likely to have
higher $T_{\rm C}$.
