Column-aligned chunks

Minimum 1 MB chunk size

BloscCodec import path

Shuffle filter for numeric data

Balanced BloscCodec params

GzipCodec for max compression

GzipCodec level setting

nbytes_stored used for stats

Compression ratio reported

float32 dtype used

zarr.create_array used

Cleanup performed

zarr.group() for root

create_group() for sub-groups

Attribute list type

Attribute int/string types

zarr.consolidate_metadata called

zarr.open_consolidated used

ZipStore used for export

ZipStore closed explicitly

Array attributes present

root.tree() printed

Cleanup performed

ThreadSynchronizer import

ThreadSynchronizer used

Not ProcessSynchronizer

da.from_zarr() used

da.to_zarr() used

No full array load

Parallel compute call

Mean across timesteps

Result shape printed

Cleanup performed

Dask import used

Initial shape zero first dim

Chunks one along time axis

z.append() used for ingestion

xr.open_zarr used

NetCDF export via to_netcdf

dtype f4 used

Three separate variables stored

Mode append used

Cleanup performed

shards parameter used

Shard larger than chunk

Fine-grained chunks set

Object count comparison printed

Integer dtype for genotypes

Data written and read back

ShardingCodec or shards param from correct location

Cleanup performed

ProcessSynchronizer used

synchronizer passed to open_array

Not ThreadSynchronizer for processes

multiprocessing module used

Chunk-wise read for stats

np.load used for npy conversion

float32 dtype maintained

Per-timestep means printed

Cleanup performed