Fig. 1

Left panel: example neural event localized to 34-64Hz frequency range from a hippocampal site and, highlighted in blue—an interval within it. Right panel: persistence diagram of the point cloud obtained via delay-embedding of that interval; black dots correspond to birth and death times of zeroth homology groups, and red triangles—of first homology groups (cycles in data)