Read and write the PLINK BED format, simply and efficiently.
This is the Python README. For Rust, see README-rust.md.
Highlights
- Fast multi-threaded Rust engine.
- Supports all Python indexing methods. Slice data by individuals (samples) and/or SNPs (variants).
- Used by PySnpTools, FaST-LMM, and PyStatGen.
- Supports PLINK 1.9.
- Read data locally or from the cloud, efficiently and directly.
Install
Full version: With all optional dependencies:
pip install bed-reader[samples,sparse]
Minimal version: Depends only on numpy:
pip install bed-reader
Usage
Read genomic data from a .bed file.
>>> import numpy as np
>>> from bed_reader import open_bed, sample_file
>>>
>>> file_name = sample_file("small.bed")
>>> bed = open_bed(file_name)
>>> val = bed.read()
>>> print(val)
[[ 1. 0. nan 0.]
[ 2. 0. nan 2.]
[ 0. 1. 2. 0.]]
>>> del bed
Read every second individual and SNPs (variants) from 20 to 30.
>>> file_name2 = sample_file("some_missing.bed")
>>> bed2 = open_bed(file_name2)
>>> val2 = bed2.read(index=np.s_[::2,20:30])
>>> print(val2.shape)
(50, 10)
>>> del bed2
List the first 5 individual (sample) ids, the first 5 SNP (variant) ids, and every unique chromosome. Then, read every genomic value in chromosome 5.
>>> with open_bed(file_name2) as bed3:
... print(bed3.iid[:5])
... print(bed3.sid[:5])
... print(np.unique(bed3.chromosome))
... val3 = bed3.read(index=np.s_[:,bed3.chromosome=='5'])
... print(val3.shape)
['iid_0' 'iid_1' 'iid_2' 'iid_3' 'iid_4']
['sid_0' 'sid_1' 'sid_2' 'sid_3' 'sid_4']
['1' '10' '11' '12' '13' '14' '15' '16' '17' '18' '19' '2' '20' '21' '22'
'3' '4' '5' '6' '7' '8' '9']
(100, 6)
From the cloud: open a file and read data for one SNP (variant) at index position 2.
>>> with open_bed("https://raw.githubusercontent.com/fastlmm/bed-sample-files/main/small.bed") as bed:
... val = bed.read(index=np.s_[:,2], dtype="float64")
... print(val)
[[nan]
[nan]
[ 2.]]
Project Links
Metadata
Release files for bed-reader 1.1.0
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | Provenance | |
|---|---|---|---|---|
| bed_reader-1.1.0.tar.gz | 2.9 MB | Without provenance | Details |
Built distributions (wheels)
Total release size: 154.9 MB
Release files / bed_reader-1.1.0.tar.gz
| Download URL | bed_reader-1.1.0.tar.gz |
|---|---|
| Size | 2.9 MB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
8e467f254e0efae545e2fcdc0f2045896a946f6680536a7f9751bfc26c0fc582
|
|
BLAKE2b-256 checksum How to use checksums |
988f8a9ee04b01fb0d5fcb3271fac84583e98ab5305caf1a5eb405f19da3ca53
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.2.0 CPython/3.14.5
|
Release files / bed_reader-1.1.0-cp314-cp314-win_amd64.whl
| Download URL | bed_reader-1.1.0-cp314-cp314-win_amd64.whl |
|---|---|
| Size | 5.7 MB |
| Tags | CPython 3.14 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
5220a55bfae566294661305e26656f4bf940eadb07b87050a4c4e622b5d26fad
|
|
BLAKE2b-256 checksum How to use checksums |
e1bc52b457f0401a04807d7d71c01f4ef65a3a57bcbfd41f20ae1f06adb20dbe
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.2.0 CPython/3.14.5
|
Release files / bed_reader-1.1.0-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | bed_reader-1.1.0-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 6.3 MB |
| Tags | CPython 3.14 Linux glibc 2.17+ x86-64 |
|
SHA-256 checksum How to use checksums |
12137b04b4d7d83bdb5057e1100c4fcd5c3d8cd5f804b6df91a300cdc40f3d2e
|
|
BLAKE2b-256 checksum How to use checksums |
57f0237329d982130e446b9d19a3a856350ee0b6dd84af1ea4dade45f3ed3dce
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.2.0 CPython/3.14.5
|
Release files / bed_reader-1.1.0-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
| Download URL | bed_reader-1.1.0-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl |
|---|---|
| Size | 6.4 MB |
| Tags | CPython 3.14 Linux glibc 2.17+ ARM64 |
|
SHA-256 checksum How to use checksums |
391c494abdd6f42a29f245fdf865cf58c9dcfa810b567a176e014afec87bf6b1
|
|
BLAKE2b-256 checksum How to use checksums |
b86c96b20dea334781ea6ddc7e2f572f278d8062c42b8dd9bf5708a3102dd935
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.2.0 CPython/3.14.5
|
Release files / bed_reader-1.1.0-cp314-cp314-macosx_11_0_arm64.whl
| Download URL | bed_reader-1.1.0-cp314-cp314-macosx_11_0_arm64.whl |
|---|---|
| Size | 5.9 MB |
| Tags | CPython 3.14 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
1e05034cdc0730716ed40b6a135159cf0273298dabf5b368210a736aad23f2d7
|
|
BLAKE2b-256 checksum How to use checksums |
10bd52bc4fef8889032a487181f27ce7d4aef02e4e8e64286c3aa747ce89e43a
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.2.0 CPython/3.14.5
|
Release files / bed_reader-1.1.0-cp314-cp314-macosx_10_12_x86_64.whl
| Download URL | bed_reader-1.1.0-cp314-cp314-macosx_10_12_x86_64.whl |
|---|---|
| Size | 6.0 MB |
| Tags | CPython 3.14 macOS 10.12+ x86-64 |
|
SHA-256 checksum How to use checksums |
84f787be8d8e0f30fbb116edd81ead59210c1cd72011aadaa1e2fe8e3cee6ae8
|
|
BLAKE2b-256 checksum How to use checksums |
4763199411198528ba3c086b8ceb8dc09817b2711d6f5e6d89071c7a6b94f8eb
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.2.0 CPython/3.14.5
|
Release files / bed_reader-1.1.0-cp313-cp313-win_amd64.whl
| Download URL | bed_reader-1.1.0-cp313-cp313-win_amd64.whl |
|---|---|
| Size | 5.7 MB |
| Tags | CPython 3.13 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
8a276d2ac5cb819ac42c6477daaeecba5636d4783e06429edbae88205d86b57a
|
|
BLAKE2b-256 checksum How to use checksums |
0408623c53c7021708377feb1cbebe5272006497dcfdaa792c146db3b853e8f5
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.2.0 CPython/3.14.5
|
Release files / bed_reader-1.1.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | bed_reader-1.1.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 6.3 MB |
| Tags | CPython 3.13 Linux glibc 2.17+ x86-64 |
|
SHA-256 checksum How to use checksums |
0487b71e855027f0ae59c1b738721e03f88d77b498966fe2b677ea1583822413
|
|
BLAKE2b-256 checksum How to use checksums |
1c01677f13ec01ce29114b09a98452c791340a7b46593427b9e392d5e217aefc
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.2.0 CPython/3.14.5
|
Release files / bed_reader-1.1.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
| Download URL | bed_reader-1.1.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl |
|---|---|
| Size | 6.4 MB |
| Tags | CPython 3.13 Linux glibc 2.17+ ARM64 |
|
SHA-256 checksum How to use checksums |
16931201f3399db8e334f647422e1ad8921952cc35df3f1fd3d852cb91c3106c
|
|
BLAKE2b-256 checksum How to use checksums |
552344e824469b2274668b2b25de233251a026481530c7718ddb0a66c7ddcd5c
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.2.0 CPython/3.14.5
|
Release files / bed_reader-1.1.0-cp313-cp313-macosx_11_0_arm64.whl
| Download URL | bed_reader-1.1.0-cp313-cp313-macosx_11_0_arm64.whl |
|---|---|
| Size | 5.9 MB |
| Tags | CPython 3.13 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
ce39191ec7018b6ea0fa0a6f3119d806644b55cf8669e8b2d183612d9f2c3119
|
|
BLAKE2b-256 checksum How to use checksums |
48dcb43fe645a438ed2f911712282133cfb58ca0d846d3733ea1ee181b2c46a1
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.2.0 CPython/3.14.5
|
Release files / bed_reader-1.1.0-cp313-cp313-macosx_10_12_x86_64.whl
| Download URL | bed_reader-1.1.0-cp313-cp313-macosx_10_12_x86_64.whl |
|---|---|
| Size | 6.0 MB |
| Tags | CPython 3.13 macOS 10.12+ x86-64 |
|
SHA-256 checksum How to use checksums |
e36db9d6d238b972f9911c144e0b262a35a79adc8519dabb4d2770fa11b4d45b
|
|
BLAKE2b-256 checksum How to use checksums |
3e2ebf7047ed63a9f6f1ff66b9a43fa1e37faf6589efa72697051e104a013343
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.2.0 CPython/3.14.5
|
Release files / bed_reader-1.1.0-cp312-cp312-win_amd64.whl
| Download URL | bed_reader-1.1.0-cp312-cp312-win_amd64.whl |
|---|---|
| Size | 5.7 MB |
| Tags | CPython 3.12 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
7d460eda9af70ffbf8fea51dc592ecb9c39fd1c4845b631f89191de3e35bf984
|
|
BLAKE2b-256 checksum How to use checksums |
20002af29e21e64a5f2646876cd5de063fc34ec974fd830e4e62a00f3a5faa9d
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.2.0 CPython/3.14.5
|
Release files / bed_reader-1.1.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | bed_reader-1.1.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 6.3 MB |
| Tags | CPython 3.12 Linux glibc 2.17+ x86-64 |
|
SHA-256 checksum How to use checksums |
bb8debf781217eaed41e27cab2a972124d622fdf36a5dbcce4663fa41f63d26c
|
|
BLAKE2b-256 checksum How to use checksums |
260548b7fda52be2389008cdbe2eabc7c2bb969c640288158a7100bf81c1d9a9
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.2.0 CPython/3.14.5
|
Release files / bed_reader-1.1.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
| Download URL | bed_reader-1.1.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl |
|---|---|
| Size | 6.4 MB |
| Tags | CPython 3.12 Linux glibc 2.17+ ARM64 |
|
SHA-256 checksum How to use checksums |
061af90517b15f8e3b34495e0ef48ca82b561f4222c759b4988672f6bac79c55
|
|
BLAKE2b-256 checksum How to use checksums |
2fbbeff33a51d15ee83ae65945aa7b0641171156a6af0f384ae17ad172e26604
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.2.0 CPython/3.14.5
|
Release files / bed_reader-1.1.0-cp312-cp312-macosx_11_0_arm64.whl
| Download URL | bed_reader-1.1.0-cp312-cp312-macosx_11_0_arm64.whl |
|---|---|
| Size | 5.9 MB |
| Tags | CPython 3.12 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
9134b7d43e2be55983743f60433b82bc6372605a227cb3c0a8fb7e283ba9f876
|
|
BLAKE2b-256 checksum How to use checksums |
be7851c1b9419cf99d6d60f6495bc1c7a499ab13144eb6b50496685d8fb9a127
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.2.0 CPython/3.14.5
|
Release files / bed_reader-1.1.0-cp312-cp312-macosx_10_12_x86_64.whl
| Download URL | bed_reader-1.1.0-cp312-cp312-macosx_10_12_x86_64.whl |
|---|---|
| Size | 6.0 MB |
| Tags | CPython 3.12 macOS 10.12+ x86-64 |
|
SHA-256 checksum How to use checksums |
ee5c30a632c6ddc2f15668ccca371e4ff1cd5e6ec61781743b332a390077eb36
|
|
BLAKE2b-256 checksum How to use checksums |
734629f3a7c4afa5189dcec231c9d7fbccacfeaba24f45706ac4b4b36c0d6969
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.2.0 CPython/3.14.5
|
Release files / bed_reader-1.1.0-cp311-cp311-win_amd64.whl
| Download URL | bed_reader-1.1.0-cp311-cp311-win_amd64.whl |
|---|---|
| Size | 5.7 MB |
| Tags | CPython 3.11 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
b34293b35d36835aedd501c6f5204a74c26d6ddd034875b0d9becb60ba5b582b
|
|
BLAKE2b-256 checksum How to use checksums |
c6497a614ace561003694b13a852417f5d0e53891df95704877b9c0e848bab14
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.2.0 CPython/3.14.5
|
Release files / bed_reader-1.1.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | bed_reader-1.1.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 6.3 MB |
| Tags | CPython 3.11 Linux glibc 2.17+ x86-64 |
|
SHA-256 checksum How to use checksums |
e248f9ced626e6ced4d870a0024ce3d7ace9afecb66a8a59e4d5f0bde3da1929
|
|
BLAKE2b-256 checksum How to use checksums |
eb965f514975e3b25be77e7b59a1e86e6db6947e486b67499d0b76846a37bdc8
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.2.0 CPython/3.14.5
|
Release files / bed_reader-1.1.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
| Download URL | bed_reader-1.1.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl |
|---|---|
| Size | 6.4 MB |
| Tags | CPython 3.11 Linux glibc 2.17+ ARM64 |
|
SHA-256 checksum How to use checksums |
fe4d02b299683e78fa6eef83d882484ed88d7c5f35d8b4f8dd1fcc298d15744d
|
|
BLAKE2b-256 checksum How to use checksums |
8529fcf2c15e6220716ba3723e75532497c2bd8c8cd387f92de90c57305662d6
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.2.0 CPython/3.14.5
|
Release files / bed_reader-1.1.0-cp311-cp311-macosx_11_0_arm64.whl
| Download URL | bed_reader-1.1.0-cp311-cp311-macosx_11_0_arm64.whl |
|---|---|
| Size | 5.9 MB |
| Tags | CPython 3.11 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
0bfd8129965697c50d7d3ecb5a3fa39568ef3f1963acfc6a35a0cdd681b532fd
|
|
BLAKE2b-256 checksum How to use checksums |
974cc8978ec90f95f8b99b049d5ce83f55dfcbc80c2eb75915e3ac023edb1886
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.2.0 CPython/3.14.5
|
Release files / bed_reader-1.1.0-cp311-cp311-macosx_10_12_x86_64.whl
| Download URL | bed_reader-1.1.0-cp311-cp311-macosx_10_12_x86_64.whl |
|---|---|
| Size | 6.1 MB |
| Tags | CPython 3.11 macOS 10.12+ x86-64 |
|
SHA-256 checksum How to use checksums |
051a77a0f4c9fc0ac53ef4348438f67aaec873d638714b67ecc3209970027a5c
|
|
BLAKE2b-256 checksum How to use checksums |
73b7fb88cdc2283b6f6fca7e985584cab9a2fe666779c7f7d6c1062d0357e6b1
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.2.0 CPython/3.14.5
|
Release files / bed_reader-1.1.0-cp310-cp310-win_amd64.whl
| Download URL | bed_reader-1.1.0-cp310-cp310-win_amd64.whl |
|---|---|
| Size | 5.7 MB |
| Tags | CPython 3.10 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
46908927c7ad54184648f4f4fe853a74ea79a6dcc45aab407e6f7db2c9acbda7
|
|
BLAKE2b-256 checksum How to use checksums |
320fed9b75bd08c5b699feba797e755923fdba7cbdecf3f1e6d7168b7281c7ea
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.2.0 CPython/3.14.5
|
Release files / bed_reader-1.1.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | bed_reader-1.1.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 6.3 MB |
| Tags | CPython 3.10 Linux glibc 2.17+ x86-64 |
|
SHA-256 checksum How to use checksums |
e3476035f062e92a6da9b98174be3ea657aee89d0c1ad647143991333ba533a5
|
|
BLAKE2b-256 checksum How to use checksums |
4336921ac6c4faddac5f7cf3a59e79d679487e257a7291eb40d9792659788928
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.2.0 CPython/3.14.5
|
Release files / bed_reader-1.1.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
| Download URL | bed_reader-1.1.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl |
|---|---|
| Size | 6.4 MB |
| Tags | CPython 3.10 Linux glibc 2.17+ ARM64 |
|
SHA-256 checksum How to use checksums |
267af75acfb55025835e93483fdc2a415aae2a6149fefd101f56fde373c2767c
|
|
BLAKE2b-256 checksum How to use checksums |
47cbd22e1fa47621ce4658a84a6cb3d6e3135bfdacce3d5f1f0e2bcba421ec47
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.2.0 CPython/3.14.5
|
Release files / bed_reader-1.1.0-cp310-cp310-macosx_11_0_arm64.whl
| Download URL | bed_reader-1.1.0-cp310-cp310-macosx_11_0_arm64.whl |
|---|---|
| Size | 5.9 MB |
| Tags | CPython 3.10 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
03615687e3a6f92f0cdceaee2abdc6e0ed3e0e9f46123feb7e097072578b8b02
|
|
BLAKE2b-256 checksum How to use checksums |
68475a0ce739aea4ca59f9f01eef688c32f981ea2047b7c5f7b89bde575cc65c
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.2.0 CPython/3.14.5
|
Release files / bed_reader-1.1.0-cp310-cp310-macosx_10_12_x86_64.whl
| Download URL | bed_reader-1.1.0-cp310-cp310-macosx_10_12_x86_64.whl |
|---|---|
| Size | 6.1 MB |
| Tags | CPython 3.10 macOS 10.12+ x86-64 |
|
SHA-256 checksum How to use checksums |
5466583302050760f995c91119297c75381fb76d8d263bcbac149dd55982417a
|
|
BLAKE2b-256 checksum How to use checksums |
0183fad8eb1b56d1de0b177d5d58f052b599cacac629f498fdc00d87af0ce771
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.2.0 CPython/3.14.5
|
Security for bed-reader 1.1.0
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
No provenance found
None of the files in this release were uploaded with provenance metadata.
A note on package security
PyPI is a repository for distributing packages, not a service for auditing them. While third-party security researchers and our staff do their best to detect and remove malicious packages, PyPI cannot guarantee the quality, security or suitability of any given package.
To learn more about protecting yourself from malicious actors, visit our package security documentation.