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Results for small pull

pull characteristics

thing number
time period requested (days) 10
sites in all sub-basin 23
time scale (mins) 15
num possible data points 22,080
num data points (removing nan) 16,905

retrieve

Zarr NWIS
one station (sec) 6.2 1.04
all sub-basin (sec) 7.2 19.7

read/write/storage

Zarr Parquet CSV
write (sec) 1.23 0.15 0.15
read (sec) 0.64 0.16 0.17
storage (kB) 51.3 40.8 124.1

Results for big pull

pull characteristics

thing number
time period requested (days) 14600
sites in all sub-basin 23
time scale (mins) 15
num possible data points 335,800
num data points (removing nan) 16,905

retrieve/format

Zarr NWIS
one station (sec) 10.5 29.8
all sub-basin (sec) 23 886
all sub-basin retrieve (sec) 401

read/write/storage

Zarr Parquet CSV
write (sec) 3.6 1.7 32.5
read (sec) 12.1 1.1 5.8
storage (MB) 33.5 15.4 110