LFP codec — lossy compression of local-field-potential recordings via adaptive SVD and wavelet-packet thresholding
Project description
lfpack — LFP codec for Neuropixels recordings
IBL Brain-Wide Map LFP dataset — 699 recordings, 384 channels, session-clock aligned. How to access →
Lossy codec for local-field-potential (LFP) recordings from Neuropixels probes. Achieves >100× compression with median RMSE < 25 µV via an 8-stage pipeline (bad-channel detection → dephasing → highpass → interpolation → CAR → decimation → Cadzow → adaptive SVD + wavelet-packet thresholding).
pip install lfpack
Documentation
Full documentation is at https://int-brain-lab.github.io/lfpack/.
| Section | Contents |
|---|---|
| Tutorial | End-to-end compression and decompression of a recording |
| How-To: binned reads | Memory-efficient channel-binned access |
| How-To: multi-recording files | Combining multiple recordings in one HDF5 file |
| API reference | Full public API (compress_bin_to_h5, LFPackReader, …) |
| HDF5 format | On-disk layout specification |
| Pipeline explanation | Stage-by-stage description of the compression pipeline |
| SVD+WP benchmark | RMSE, SNR, and compression-ratio results across 11 insertions |
Project details
Release history Release notifications | RSS feed
Download files
Download the file for your platform. If you're not sure which to choose, learn more about installing packages.
Source Distribution
Built Distribution
Filter files by name, interpreter, ABI, and platform.
If you're not sure about the file name format, learn more about wheel file names.
Copy a direct link to the current filters
File details
Details for the file lfpack-0.2.0.tar.gz.
File metadata
- Download URL: lfpack-0.2.0.tar.gz
- Upload date:
- Size: 10.7 MB
- Tags: Source
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/6.1.0 CPython/3.13.12
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
378a6835a694939a2c357cc3ca9dc90ce0b758cfd81ed3f1f1e654cad5705bfa
|
|
| MD5 |
5968176909507e9d9e1b9b4f8601aae2
|
|
| BLAKE2b-256 |
001b8938469ea1f097cded510dbbb8394ea92f34576872a11fedd394fa628f7b
|
File details
Details for the file lfpack-0.2.0-py3-none-any.whl.
File metadata
- Download URL: lfpack-0.2.0-py3-none-any.whl
- Upload date:
- Size: 17.1 kB
- Tags: Python 3
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/6.1.0 CPython/3.13.12
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
acef01725b62b8dbdc3aa220f1b02b459fd4c73de719bc2f86d800340fd6db4c
|
|
| MD5 |
71c46ee46caceb2cbe2c95ce65812000
|
|
| BLAKE2b-256 |
fdc130259b73766b7c5e2ad1958263ab7fd894d0bd1c26d391c81a7f00328229
|