dna-parser
dna-parser is a Python library written in Rust to encode (or perform feature extraction on) DNA/RNA sequences for machine learning.
The source code is available on GitHub
The documentation is available here.
Installation
To install dna-parser run:
pip install dna-parser
If there is no Python wheel available for your OS, you can install Rust and re-install dna-parser which should now compile on your machine. Run the following command on Unix-like OS to install Rust:
curl --proto '=https' --tlsv1.2 -sSf https://sh.rustup.rs | sh
or see more options at https://www.rust-lang.org/tools/install.
Quick Start
Loading Sequences
import dna_parser as dps
reader= dps.SequenceReader("path/to/file")
reader.get_sequences()
# Output:
# [agcgcggtgcgc, agcggcgcgtata, ...]
reader.reset() # read all sequences and exhausted the reader so we reset it.
reader.get_ids()
# Output:
#['sequence1', 'sequence2', 'sequence3']
reader.reset()
for seq in reader.get_records():
print(seq) # seq -> SequenceRecord object
# with attributes .id .format .seq .qual (if Fastq file)
# Output:
#[ID: sequence1
# Format: Fasta
# Sequence: acgtatgcgtcgtc...
# Quality: None]
#
#[ID: sequence2
# ...
If the file does not fit in memory you can use the batch_size option to return a list containing the desired number of objects.
import dna_parser as dps
reader= dps.SequenceReader("path/to/file.fasta", batch_size=1)
reader.get_sequences()
# Output:
# [agcgcggtgcgc]
reader.get_sequences()
# Output:
# [agcggcgcgtata]
Encoding Sequences
Encoding functions accept any iterables (list, set, tuple etc.) containing strings. It also accepts dna-parser SequenceReader, pysam FastxFile and Biopython SeqIO.read objects.
import dna_parser as dps
sequences= ["agt","acc"]
encodings= dps.onehot_encoding(sequences)
print(encodings)
# Output: list of numpy ndarray
#[[[0 0 1 0]
# [0 1 0 0]
# [0 0 0 1]]
# [[0 0 1 0]
# [1 0 0 0]
# [1 0 0 0]]]
reader= dps.SequenceReader("path/to/file") #or pysam.FastxFile("path/to/file") or SeqIO.parse("path/to/file", "fasta")
encodings= dps.eiip_encoding(reader)
print(encodings)
# Output: list of numpy ndarray
#[array([0.126 , 0.134 , 0.0806, 0.1335, 0.126 , 0.1335, 0.0806, 0.134]),
# array([0.134 , 0.134 , 0.134 , 0.0806, 0.1335, 0.0806, 0.126 , 0. ],
# ... ]
Most encodings provide options to pad/trim the sequence and to encode them in parallel for shorter encoding time.
import dna_parser as dps
sequences= ["agt","accgt"]
encodings= dps.eiip_encoding(sequences, pad_type="after", pad_length=-2, n_jobs=2) #-2 pad to longest sequence, -1 trim to shortest
print(encodings) # 0 no padding, 1+ fixed length trim/padding
# Output: numpy ndarray
# array([[0.126 , 0.0806, 0.1335, 0. , 0. ],
# [0.126 , 0.134 , 0.134 , 0.0806, 0.1335]])
All encodings with examples are available in the Documentation section.
1 maintainer
Metadata
1 maintainer
Release files for dna-parser 0.6.0
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 | Actions |
|---|---|---|---|---|
| dna_parser-0.6.0.tar.gz | 51.3 kB | Without provenance | Details for dna_parser-0.6.0.tar.gz |
Built distributions (wheels)
Total release size: 46.6 MB
Release files / dna_parser-0.6.0.tar.gz
| Download URL | dna_parser-0.6.0.tar.gz |
|---|---|
| Size | 51.3 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
40284665f13d50624dc6c98d22570343703defbd7bef173945893fc1855ff830
|
|
BLAKE2b-256 checksum How to use checksums |
b546e958e7393276e0c4f0293059412e0dd04baee4817353afbc24c77adebfac
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.15.0
|
Release files / dna_parser-0.6.0-cp314-cp314-win_amd64.whl
| Download URL | dna_parser-0.6.0-cp314-cp314-win_amd64.whl |
|---|---|
| Size | 692.0 kB |
| Tags | CPython 3.14 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
6c9f074237fd504577f1a6457719cd61c6cc00f2991bd3102bb73fb0d123a3fe
|
|
BLAKE2b-256 checksum How to use checksums |
f29d3a7240724472a34e4bcd1f61e82d791f62f5f82434137c3c4007fc116b8b
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.15.0
|
Release files / dna_parser-0.6.0-cp314-cp314-win32.whl
| Download URL | dna_parser-0.6.0-cp314-cp314-win32.whl |
|---|---|
| Size | 621.4 kB |
| Tags | CPython 3.14 Windows x86-32 |
|
SHA-256 checksum How to use checksums |
64389a986301240074affb374682782a0de300eec3989102500c4c16ba040b33
|
|
BLAKE2b-256 checksum How to use checksums |
bb9e482b0cfe34723926252def7b4cfca34ffa79f64203d8e3f1684da9218106
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.15.0
|
Release files / dna_parser-0.6.0-cp314-cp314-musllinux_1_2_x86_64.whl
| Download URL | dna_parser-0.6.0-cp314-cp314-musllinux_1_2_x86_64.whl |
|---|---|
| Size | 1.0 MB |
| Tags | CPython 3.14 Linux musl 1.2+ x86-64 |
|
SHA-256 checksum How to use checksums |
266e945295faa2c01fc7058ac27592c610c0585513f318e7f01648b1c2a021ff
|
|
BLAKE2b-256 checksum How to use checksums |
a822c1a84e9248837f13e5ab902d224c57da117e6a11fd37ffab53cfd7bbcf8f
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.15.0
|
Release files / dna_parser-0.6.0-cp314-cp314-musllinux_1_2_i686.whl
| Download URL | dna_parser-0.6.0-cp314-cp314-musllinux_1_2_i686.whl |
|---|---|
| Size | 1.1 MB |
| Tags | CPython 3.14 Linux musl 1.2+ x86-32 |
|
SHA-256 checksum How to use checksums |
4e05da74ab481fddeb0560d31071df600de32379b8ce792e09412782000cffb8
|
|
BLAKE2b-256 checksum How to use checksums |
c62bc0cdab32af7322c7253d39e27ee038fd1367b62f1b7f23f9a3dc95171849
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.15.0
|
Release files / dna_parser-0.6.0-cp314-cp314-musllinux_1_2_armv7l.whl
| Download URL | dna_parser-0.6.0-cp314-cp314-musllinux_1_2_armv7l.whl |
|---|---|
| Size | 977.8 kB |
| Tags | CPython 3.14 Linux musl 1.2+ ARMv7l |
|
SHA-256 checksum How to use checksums |
ba04c943cb2bcbfb2e5b4a3782910344867d21366e3fe41c139883097b94eaea
|
|
BLAKE2b-256 checksum How to use checksums |
9ff0c484329fdbcde0a0b694b26f1748c0c4032668e7f5e69fe127cc2664941d
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.15.0
|
Release files / dna_parser-0.6.0-cp314-cp314-musllinux_1_2_aarch64.whl
| Download URL | dna_parser-0.6.0-cp314-cp314-musllinux_1_2_aarch64.whl |
|---|---|
| Size | 931.8 kB |
| Tags | CPython 3.14 Linux musl 1.2+ ARM64 |
|
SHA-256 checksum How to use checksums |
39075ce1de0e8adb900f73b159bd5e782f0fee59abd42f492d996f1e3c86af26
|
|
BLAKE2b-256 checksum How to use checksums |
b2ebd6d47a4832d5c9a97f74609f19446a11bb219f61089fbda3c6765039f5d2
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.15.0
|
Release files / dna_parser-0.6.0-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | dna_parser-0.6.0-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 818.3 kB |
| Tags | CPython 3.14 Linux glibc 2.17+ x86-64 |
|
SHA-256 checksum How to use checksums |
9dafa55d0af23f2c3426b400541681ac61e0baf84709c58a4c8dea5b67ce8305
|
|
BLAKE2b-256 checksum How to use checksums |
66f2d6129e58269139a82aca1f39963632584178d3178b8dad9adb8604627192
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.15.0
|
Release files / dna_parser-0.6.0-cp314-cp314-manylinux_2_17_s390x.manylinux2014_s390x.whl
| Download URL | dna_parser-0.6.0-cp314-cp314-manylinux_2_17_s390x.manylinux2014_s390x.whl |
|---|---|
| Size | 809.5 kB |
| Tags | CPython 3.14 Linux glibc 2.17+ IBM System/390x |
|
SHA-256 checksum How to use checksums |
f51e1f3bff239ac66a374c78690442c1f45b0e1c97876f1606cf8d5a8d008ded
|
|
BLAKE2b-256 checksum How to use checksums |
1b634e955504cbcc6487a1ad2ba8af1e54f0adfefd57115e0920443afd971d4a
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.15.0
|
Release files / dna_parser-0.6.0-cp314-cp314-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
| Download URL | dna_parser-0.6.0-cp314-cp314-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl |
|---|---|
| Size | 946.6 kB |
| Tags | CPython 3.14 Linux glibc 2.17+ PowerPC 64-le |
|
SHA-256 checksum How to use checksums |
38f52526fa4576407086b3bc600c3cd98bbbe6f762f27f5a22f64cf3840f4bd9
|
|
BLAKE2b-256 checksum How to use checksums |
428cd90c8e8e0d3b7fd0d39a14c6883cd0e3c7fe7cdfcf77194cd1d0a585df6a
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.15.0
|
Release files / dna_parser-0.6.0-cp314-cp314-manylinux_2_17_i686.manylinux2014_i686.whl
| Download URL | dna_parser-0.6.0-cp314-cp314-manylinux_2_17_i686.manylinux2014_i686.whl |
|---|---|
| Size | 871.8 kB |
| Tags | CPython 3.14 Linux glibc 2.17+ x86-32 |
|
SHA-256 checksum How to use checksums |
a37c1392a342329ef6eb3eec56e5a093e50ae28a1037628ba3b545595b4361db
|
|
BLAKE2b-256 checksum How to use checksums |
e41bfe3a9682519a630c4c50e5d7bbfb8829f46dd31ddc27f9dc0ff3f5008ecb
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.15.0
|
Release files / dna_parser-0.6.0-cp314-cp314-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
| Download URL | dna_parser-0.6.0-cp314-cp314-manylinux_2_17_armv7l.manylinux2014_armv7l.whl |
|---|---|
| Size | 688.0 kB |
| Tags | CPython 3.14 Linux glibc 2.17+ ARMv7l |
|
SHA-256 checksum How to use checksums |
250064b3df53c64b9e439d433908b3202f6667ce6b18eb2709cd4e359e7dd818
|
|
BLAKE2b-256 checksum How to use checksums |
347ad072559f2723c443192e00cbf6293fb83d646ba70009f04ef0ce451c9a80
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.15.0
|
Release files / dna_parser-0.6.0-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
| Download URL | dna_parser-0.6.0-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl |
|---|---|
| Size | 725.5 kB |
| Tags | CPython 3.14 Linux glibc 2.17+ ARM64 |
|
SHA-256 checksum How to use checksums |
ebd1b48a6377f5d86377e926c1f05e662b4725435b834197c0dfe281de5c0273
|
|
BLAKE2b-256 checksum How to use checksums |
b435a36e5a4752ed37051b6b0bda09a804b06c5be607f681b03c252ca7bb4709
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.15.0
|
Release files / dna_parser-0.6.0-cp314-cp314-macosx_11_0_arm64.whl
| Download URL | dna_parser-0.6.0-cp314-cp314-macosx_11_0_arm64.whl |
|---|---|
| Size | 718.1 kB |
| Tags | CPython 3.14 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
460e92dbc5fc49229aee894097d8ae2cb441ae52f52241d1572756a2288e768f
|
|
BLAKE2b-256 checksum How to use checksums |
080bc2581e591f10b64efc3a2c9f4afb34902e18013a1b504d9f6229345e99e2
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.15.0
|
Release files / dna_parser-0.6.0-cp314-cp314-macosx_10_12_x86_64.whl
| Download URL | dna_parser-0.6.0-cp314-cp314-macosx_10_12_x86_64.whl |
|---|---|
| Size | 775.3 kB |
| Tags | CPython 3.14 macOS 10.12+ x86-64 |
|
SHA-256 checksum How to use checksums |
b0e11f5816de01c18b82bc8b7c8cbe795889e0a2835d3c44bd04197279dee585
|
|
BLAKE2b-256 checksum How to use checksums |
5127b5a523598188b357b89a5c157a096ff7ece9d4ab1e0d97387bf4a48d060a
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.15.0
|
Release files / dna_parser-0.6.0-cp313-cp313-win_amd64.whl
| Download URL | dna_parser-0.6.0-cp313-cp313-win_amd64.whl |
|---|---|
| Size | 689.9 kB |
| Tags | CPython 3.13 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
e926d75d818cb8f50c5d2d73fd2a9bad3020b10c2628b559826d35e1bdea6776
|
|
BLAKE2b-256 checksum How to use checksums |
687b89f5c5d38536fc748c35cf9bd37f74b88f39a04b5616593aa6567ad430ff
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.15.0
|
Release files / dna_parser-0.6.0-cp313-cp313-win32.whl
| Download URL | dna_parser-0.6.0-cp313-cp313-win32.whl |
|---|---|
| Size | 619.0 kB |
| Tags | CPython 3.13 Windows x86-32 |
|
SHA-256 checksum How to use checksums |
3c12c0e9fa0798af21cf8ff6a8d922011ebc5a4e484d73e2ed632d9f6921731c
|
|
BLAKE2b-256 checksum How to use checksums |
c66c4d959be6a4346c921a4f1693df4615e10225b3ae32c3cf77b410b96d3f29
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.15.0
|
Release files / dna_parser-0.6.0-cp313-cp313-musllinux_1_2_x86_64.whl
| Download URL | dna_parser-0.6.0-cp313-cp313-musllinux_1_2_x86_64.whl |
|---|---|
| Size | 1.0 MB |
| Tags | CPython 3.13 Linux musl 1.2+ x86-64 |
|
SHA-256 checksum How to use checksums |
805bbe738e2eb261c9b915898250f2a39796e8b9965913afcc1c8db1c110c9d2
|
|
BLAKE2b-256 checksum How to use checksums |
c3240572b15ad5909b7a8548cf5faa2304c7946b42d7d40ab3e406adcaf0d598
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.15.0
|
Release files / dna_parser-0.6.0-cp313-cp313-musllinux_1_2_i686.whl
| Download URL | dna_parser-0.6.0-cp313-cp313-musllinux_1_2_i686.whl |
|---|---|
| Size | 1.1 MB |
| Tags | CPython 3.13 Linux musl 1.2+ x86-32 |
|
SHA-256 checksum How to use checksums |
aa9721795d9ef01d72e42ecb9f7322c3b0f040a19f6398fe206e422cc86a2dc1
|
|
BLAKE2b-256 checksum How to use checksums |
b3a057b436a0d1f32bd539bfaf94844512a37bcae3fd3b43ab59e25b75d8e218
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.15.0
|
Release files / dna_parser-0.6.0-cp313-cp313-musllinux_1_2_armv7l.whl
| Download URL | dna_parser-0.6.0-cp313-cp313-musllinux_1_2_armv7l.whl |
|---|---|
| Size | 976.2 kB |
| Tags | CPython 3.13 Linux musl 1.2+ ARMv7l |
|
SHA-256 checksum How to use checksums |
b548e2f729af400e42d817dbf72088b24a572a7b3f0f03cc4298a744a325063a
|
|
BLAKE2b-256 checksum How to use checksums |
cbe622ab3a959636b2e202f0d1a4d7d4c2bcacea8f81326ed6661eef21e367f4
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.15.0
|
Release files / dna_parser-0.6.0-cp313-cp313-musllinux_1_2_aarch64.whl
| Download URL | dna_parser-0.6.0-cp313-cp313-musllinux_1_2_aarch64.whl |
|---|---|
| Size | 931.0 kB |
| Tags | CPython 3.13 Linux musl 1.2+ ARM64 |
|
SHA-256 checksum How to use checksums |
5add6189d724a003ff77f86ae3cad116879507f48ace66e6fcb92625e15f81d4
|
|
BLAKE2b-256 checksum How to use checksums |
3c142dddddf1527af1cde6830aee5a544472a4f31ce0125271291be64efc1eca
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.15.0
|
Release files / dna_parser-0.6.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | dna_parser-0.6.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 816.6 kB |
| Tags | CPython 3.13 Linux glibc 2.17+ x86-64 |
|
SHA-256 checksum How to use checksums |
f78724e4e47ba8a26bee9e09876bd4669a0a50f5c779572cae0b4bd67e937c2a
|
|
BLAKE2b-256 checksum How to use checksums |
d48218785f93921ccd1241fd74abe450831fa37726b7d68af774a85178aa7f7a
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.15.0
|
Release files / dna_parser-0.6.0-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl
| Download URL | dna_parser-0.6.0-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl |
|---|---|
| Size | 806.0 kB |
| Tags | CPython 3.13 Linux glibc 2.17+ IBM System/390x |
|
SHA-256 checksum How to use checksums |
25dd1458984199ea612d8619b5722d09f94f9c2b88ba09cb25dee3b009679ba8
|
|
BLAKE2b-256 checksum How to use checksums |
638cb909a8e3be87c7a4a6924ff3ec8bd1c6a0d136c533d5dc39b2b7c9f47c56
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.15.0
|
Release files / dna_parser-0.6.0-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
| Download URL | dna_parser-0.6.0-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl |
|---|---|
| Size | 943.3 kB |
| Tags | CPython 3.13 Linux glibc 2.17+ PowerPC 64-le |
|
SHA-256 checksum How to use checksums |
213fa9cd8abf30a2b33d3e154c2a22909f7ae5e67ebb7fac0add9e888ae573b9
|
|
BLAKE2b-256 checksum How to use checksums |
ef064f602386f21a529196adb258fc1369e6ecc50dbdc26a4f0a1c6927202fab
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.15.0
|
Release files / dna_parser-0.6.0-cp313-cp313-manylinux_2_17_i686.manylinux2014_i686.whl
| Download URL | dna_parser-0.6.0-cp313-cp313-manylinux_2_17_i686.manylinux2014_i686.whl |
|---|---|
| Size | 869.3 kB |
| Tags | CPython 3.13 Linux glibc 2.17+ x86-32 |
|
SHA-256 checksum How to use checksums |
33d5e15afa2adc30883074eaeefafe47b5c5e6c02681dd6ae0518badf03cf500
|
|
BLAKE2b-256 checksum How to use checksums |
4ba7b808f7d6b9fa76d36122d155f17dc75084e3d269037ffcbbaf22f9201b99
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.15.0
|
Release files / dna_parser-0.6.0-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
| Download URL | dna_parser-0.6.0-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.whl |
|---|---|
| Size | 685.8 kB |
| Tags | CPython 3.13 Linux glibc 2.17+ ARMv7l |
|
SHA-256 checksum How to use checksums |
7ce5cceaa447554cbf083bbf477d09efd3a95966f035d05768936c5d73df4a7c
|
|
BLAKE2b-256 checksum How to use checksums |
1e2d868d1287efdd973f1f5eec6c33445f7b1f85b9ef4beb352af98e62cc0356
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.15.0
|
Release files / dna_parser-0.6.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
| Download URL | dna_parser-0.6.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl |
|---|---|
| Size | 724.5 kB |
| Tags | CPython 3.13 Linux glibc 2.17+ ARM64 |
|
SHA-256 checksum How to use checksums |
9fa0227965f146ac7dd9db1f93ea2331d2771f1bc3e605339c5b721ac95955ee
|
|
BLAKE2b-256 checksum How to use checksums |
97a1249ab596ec196b6fe9acdb1f3def3d723ccbf0790d73af12e9ba37b91c72
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.15.0
|
Release files / dna_parser-0.6.0-cp313-cp313-macosx_11_0_arm64.whl
| Download URL | dna_parser-0.6.0-cp313-cp313-macosx_11_0_arm64.whl |
|---|---|
| Size | 718.3 kB |
| Tags | CPython 3.13 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
8a3fd544266f081f04c6933745d2c1f6d154b7e9056de7c654335ec65bf28fc0
|
|
BLAKE2b-256 checksum How to use checksums |
780bf927b2823eacbcace95b33aae1a75bfed501401b8c36a2c55333f3d9782f
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.15.0
|
Release files / dna_parser-0.6.0-cp313-cp313-macosx_10_12_x86_64.whl
| Download URL | dna_parser-0.6.0-cp313-cp313-macosx_10_12_x86_64.whl |
|---|---|
| Size | 774.1 kB |
| Tags | CPython 3.13 macOS 10.12+ x86-64 |
|
SHA-256 checksum How to use checksums |
596fbfdb34bddda0648798a21dc846e02efb21f3d33aa0b621e3c18ac0d543f3
|
|
BLAKE2b-256 checksum How to use checksums |
acaecba16dcee411c950c44be0db45ffe9b64a88010f7b0e2ca04a5322db9f10
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.15.0
|
Release files / dna_parser-0.6.0-cp312-cp312-win_amd64.whl
| Download URL | dna_parser-0.6.0-cp312-cp312-win_amd64.whl |
|---|---|
| Size | 691.2 kB |
| Tags | CPython 3.12 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
b585f47660754b1f24e8105165693942cdcab1737039a4eddc1d5c904f9c6e65
|
|
BLAKE2b-256 checksum How to use checksums |
249776f93a30924b79bac2dfe08f1e92abbb08dd6b853dcb46ea46c132d2a3f9
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.15.0
|
Release files / dna_parser-0.6.0-cp312-cp312-win32.whl
| Download URL | dna_parser-0.6.0-cp312-cp312-win32.whl |
|---|---|
| Size | 616.9 kB |
| Tags | CPython 3.12 Windows x86-32 |
|
SHA-256 checksum How to use checksums |
b03854f6a80785bcbf705b97b9eaa1591999e83e91d737c235bca4c6d01f2ba1
|
|
BLAKE2b-256 checksum How to use checksums |
6310c1b539b50050a599e7bb9a060655d69df69277cff68995c6eda83c54c6ac
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.15.0
|
Release files / dna_parser-0.6.0-cp312-cp312-musllinux_1_2_x86_64.whl
| Download URL | dna_parser-0.6.0-cp312-cp312-musllinux_1_2_x86_64.whl |
|---|---|
| Size | 1.0 MB |
| Tags | CPython 3.12 Linux musl 1.2+ x86-64 |
|
SHA-256 checksum How to use checksums |
a839e3665a1dbd9b0eb26d37388fb048d8218c8332372d1b7c2c5f14abad249b
|
|
BLAKE2b-256 checksum How to use checksums |
1352dbccc9d61acfb2cf10f63c027ec6b56839babd1b49dbfcd2ad9b88c8fb06
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.15.0
|
Release files / dna_parser-0.6.0-cp312-cp312-musllinux_1_2_i686.whl
| Download URL | dna_parser-0.6.0-cp312-cp312-musllinux_1_2_i686.whl |
|---|---|
| Size | 1.1 MB |
| Tags | CPython 3.12 Linux musl 1.2+ x86-32 |
|
SHA-256 checksum How to use checksums |
3de04359a1037fa526d42b711ff4d4f62ac196ed732506717830bc8b39bfcff1
|
|
BLAKE2b-256 checksum How to use checksums |
20f053d86377c42bd790d82c4551221b3a97b8ea71228cd32259147983015505
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.15.0
|
Release files / dna_parser-0.6.0-cp312-cp312-musllinux_1_2_armv7l.whl
| Download URL | dna_parser-0.6.0-cp312-cp312-musllinux_1_2_armv7l.whl |
|---|---|
| Size | 977.2 kB |
| Tags | CPython 3.12 Linux musl 1.2+ ARMv7l |
|
SHA-256 checksum How to use checksums |
2cffc39da741ac3771bff6c17d317ba617e824b5de9014e00f33bb547051cd68
|
|
BLAKE2b-256 checksum How to use checksums |
f5e45628d57e3ea8f9c65e048667c21d83336053abd9e98763e13065dcc1ebce
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.15.0
|
Release files / dna_parser-0.6.0-cp312-cp312-musllinux_1_2_aarch64.whl
| Download URL | dna_parser-0.6.0-cp312-cp312-musllinux_1_2_aarch64.whl |
|---|---|
| Size | 929.8 kB |
| Tags | CPython 3.12 Linux musl 1.2+ ARM64 |
|
SHA-256 checksum How to use checksums |
50eb7e8af28f1b0b1dddddade79cd4ce2e15e06889acb6c77851cc50fb031bd6
|
|
BLAKE2b-256 checksum How to use checksums |
4dc35bed1570463721711e80a8b91434125bb055a4c9b57d569bb5eb0aeec353
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.15.0
|
Release files / dna_parser-0.6.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | dna_parser-0.6.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 814.7 kB |
| Tags | CPython 3.12 Linux glibc 2.17+ x86-64 |
|
SHA-256 checksum How to use checksums |
93872aef9882cc93f5729eea1808eaeff437521115f0fd6f8c1f85c21bf65223
|
|
BLAKE2b-256 checksum How to use checksums |
088432e6b84fd8528da439c74adaf076cfa4bc72662b3131560cfcc0dd2e62a9
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.15.0
|
Release files / dna_parser-0.6.0-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl
| Download URL | dna_parser-0.6.0-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl |
|---|---|
| Size | 807.3 kB |
| Tags | CPython 3.12 Linux glibc 2.17+ IBM System/390x |
|
SHA-256 checksum How to use checksums |
74db46170c82925cc963a5fe3123cb6eedd6e80ea733329ebd7cef0ce62120b9
|
|
BLAKE2b-256 checksum How to use checksums |
0d86de72130440412a25036150925523ff22a8868ba56642a66df1efe733c46e
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.15.0
|
Release files / dna_parser-0.6.0-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
| Download URL | dna_parser-0.6.0-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl |
|---|---|
| Size | 945.3 kB |
| Tags | CPython 3.12 Linux glibc 2.17+ PowerPC 64-le |
|
SHA-256 checksum How to use checksums |
a4d3090d4813ac9b97af7f8b796def6a3f29ef5a36fe9999f3339d80e47e46f3
|
|
BLAKE2b-256 checksum How to use checksums |
ebea229c6f79636dfaaf4badf4d77cdd025a3b58b95061334454314f04a6f11a
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.15.0
|
Release files / dna_parser-0.6.0-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl
| Download URL | dna_parser-0.6.0-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl |
|---|---|
| Size | 870.0 kB |
| Tags | CPython 3.12 Linux glibc 2.17+ x86-32 |
|
SHA-256 checksum How to use checksums |
5220602a2c187a729da72c8a33eadcabcae55542f11a03f1e15f1aee773c6d73
|
|
BLAKE2b-256 checksum How to use checksums |
3432ee3cff2a8e9282b143a4a407af073eb2662426888a4ceaa0971bc4ace0cf
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.15.0
|
Release files / dna_parser-0.6.0-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
| Download URL | dna_parser-0.6.0-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl |
|---|---|
| Size | 686.8 kB |
| Tags | CPython 3.12 Linux glibc 2.17+ ARMv7l |
|
SHA-256 checksum How to use checksums |
375c3f91bce8a237223f15746d0e727ecd1859cf3f975e5a1f95eb0c670b6229
|
|
BLAKE2b-256 checksum How to use checksums |
59a5177c94138f75f6cdc5a955478bac54c24fa5e2741a8afc7fcfa7aea0bdf5
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.15.0
|
Release files / dna_parser-0.6.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
| Download URL | dna_parser-0.6.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl |
|---|---|
| Size | 723.4 kB |
| Tags | CPython 3.12 Linux glibc 2.17+ ARM64 |
|
SHA-256 checksum How to use checksums |
4c004f32001160cde1be31272b5d495b67184159573e61dbab3812093cefa020
|
|
BLAKE2b-256 checksum How to use checksums |
a120e8d8f15423396ce50cfb000f3598e545e5e70c00dbaeb0a00ffaeb50ac69
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.15.0
|
Release files / dna_parser-0.6.0-cp312-cp312-macosx_11_0_arm64.whl
| Download URL | dna_parser-0.6.0-cp312-cp312-macosx_11_0_arm64.whl |
|---|---|
| Size | 718.5 kB |
| Tags | CPython 3.12 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
9a099e3de164f65feae578148c507f98e6644c72f5d844d496510eb5644f66ee
|
|
BLAKE2b-256 checksum How to use checksums |
6b963847f9f4a74664b7e6be1da9e94d031bed7554ed921e8b9b1319c83d6e90
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.15.0
|
Release files / dna_parser-0.6.0-cp312-cp312-macosx_10_12_x86_64.whl
| Download URL | dna_parser-0.6.0-cp312-cp312-macosx_10_12_x86_64.whl |
|---|---|
| Size | 774.1 kB |
| Tags | CPython 3.12 macOS 10.12+ x86-64 |
|
SHA-256 checksum How to use checksums |
3818c0c75dbd43fedc18141ade3eb0cf7e2f956dfbd03bf97fe4c41026187f81
|
|
BLAKE2b-256 checksum How to use checksums |
f0ac3d83fefc671d103222352624800c3cc9e6338b0090337436bfc536ac50e2
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.15.0
|
Release files / dna_parser-0.6.0-cp311-cp311-win_amd64.whl
| Download URL | dna_parser-0.6.0-cp311-cp311-win_amd64.whl |
|---|---|
| Size | 695.0 kB |
| Tags | CPython 3.11 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
92be4c2b05405dfc48b2da34b1730211f28e59d188e856d0ba1c685858176b38
|
|
BLAKE2b-256 checksum How to use checksums |
a66c20e4b924949b6951c07f509d88135fd6ee72e505327e152bc3f18ec88a82
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.15.0
|
Release files / dna_parser-0.6.0-cp311-cp311-win32.whl
| Download URL | dna_parser-0.6.0-cp311-cp311-win32.whl |
|---|---|
| Size | 623.4 kB |
| Tags | CPython 3.11 Windows x86-32 |
|
SHA-256 checksum How to use checksums |
6186212253ca416bfb5a17b3ff452137cd8d05b2ab4551f742cdc41de3f069bc
|
|
BLAKE2b-256 checksum How to use checksums |
1d26ad2eab424df23efcfb6e2073286c7cea426a49bbae490b7646d0066db9af
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.15.0
|
Release files / dna_parser-0.6.0-cp311-cp311-musllinux_1_2_x86_64.whl
| Download URL | dna_parser-0.6.0-cp311-cp311-musllinux_1_2_x86_64.whl |
|---|---|
| Size | 1.0 MB |
| Tags | CPython 3.11 Linux musl 1.2+ x86-64 |
|
SHA-256 checksum How to use checksums |
35ae647dd819734dbc1bbde485a15d7bd7fc0c850cecea66fa2023de02891e99
|
|
BLAKE2b-256 checksum How to use checksums |
30f8df8c56b36c3b769df48d99e8ee246a0e23ba45e69b72fc4eab12e300480c
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.15.0
|
Release files / dna_parser-0.6.0-cp311-cp311-musllinux_1_2_i686.whl
| Download URL | dna_parser-0.6.0-cp311-cp311-musllinux_1_2_i686.whl |
|---|---|
| Size | 1.1 MB |
| Tags | CPython 3.11 Linux musl 1.2+ x86-32 |
|
SHA-256 checksum How to use checksums |
4e2b846ae88785031071294ca155a3810b888a76fa6836edfb858da0366fabc5
|
|
BLAKE2b-256 checksum How to use checksums |
4f8c6255c2205dfdedb521779b08ed659d58332d36ba58878b50ad9cf9677125
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.15.0
|
Release files / dna_parser-0.6.0-cp311-cp311-musllinux_1_2_armv7l.whl
| Download URL | dna_parser-0.6.0-cp311-cp311-musllinux_1_2_armv7l.whl |
|---|---|
| Size | 978.1 kB |
| Tags | CPython 3.11 Linux musl 1.2+ ARMv7l |
|
SHA-256 checksum How to use checksums |
153f623ab1dd688b2391e7875935d22e479c1ba26b050a44b22d8b32480c51c0
|
|
BLAKE2b-256 checksum How to use checksums |
7f8a5025350ed0880ac7d0f206de4d9d83f308829b165520c32fe75b5fc646c3
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.15.0
|
Release files / dna_parser-0.6.0-cp311-cp311-musllinux_1_2_aarch64.whl
| Download URL | dna_parser-0.6.0-cp311-cp311-musllinux_1_2_aarch64.whl |
|---|---|
| Size | 931.8 kB |
| Tags | CPython 3.11 Linux musl 1.2+ ARM64 |
|
SHA-256 checksum How to use checksums |
59de93043d1759bae90650213b9080be4f3a0649b3c3836980e29620214b1626
|
|
BLAKE2b-256 checksum How to use checksums |
ddc9858adaf78762f47ed360d3be358b71ae005fa4924949bd49769462de1390
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.15.0
|
Release files / dna_parser-0.6.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | dna_parser-0.6.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 820.0 kB |
| Tags | CPython 3.11 Linux glibc 2.17+ x86-64 |
|
SHA-256 checksum How to use checksums |
e8f06f5749be4a7b19b6d0a1c412a90479d0708206d2bb0404cc5b91f93204da
|
|
BLAKE2b-256 checksum How to use checksums |
489aaff76b04579f90b59b00ce43e8d0f64640f8b36f99ef18f07785ae8f074f
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.15.0
|
Release files / dna_parser-0.6.0-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl
| Download URL | dna_parser-0.6.0-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl |
|---|---|
| Size | 809.1 kB |
| Tags | CPython 3.11 Linux glibc 2.17+ IBM System/390x |
|
SHA-256 checksum How to use checksums |
a17e8630496d8789559955c7dbf9485f22ac8012c0e1b2113580ff37f3d38129
|
|
BLAKE2b-256 checksum How to use checksums |
1d11c351aade254a15887a9e192d96187217338ef6a541a1f0435e2eb1b4e5f1
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.15.0
|
Release files / dna_parser-0.6.0-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
| Download URL | dna_parser-0.6.0-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl |
|---|---|
| Size | 951.6 kB |
| Tags | CPython 3.11 Linux glibc 2.17+ PowerPC 64-le |
|
SHA-256 checksum How to use checksums |
a4d129b398e64790fc39694656494853649e6a639b1b3f16b788f7a185cfbca4
|
|
BLAKE2b-256 checksum How to use checksums |
c7679a5410fb8ae58781376b6188c67df93e35e9b6d3190e1f74332a53463152
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.15.0
|
Release files / dna_parser-0.6.0-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl
| Download URL | dna_parser-0.6.0-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl |
|---|---|
| Size | 874.9 kB |
| Tags | CPython 3.11 Linux glibc 2.17+ x86-32 |
|
SHA-256 checksum How to use checksums |
9d2c935fec644064fb65ba83f2c6d1f116516967d4c67e2724ad22359b7e94eb
|
|
BLAKE2b-256 checksum How to use checksums |
0cefbcecd11a170ea3c3beb1b78cc597436562144d2f13d5f7b166371be37ba7
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.15.0
|
Release files / dna_parser-0.6.0-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
| Download URL | dna_parser-0.6.0-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl |
|---|---|
| Size | 688.0 kB |
| Tags | CPython 3.11 Linux glibc 2.17+ ARMv7l |
|
SHA-256 checksum How to use checksums |
d35dcae21bad13de3fb009a7ea3cf28d7ade42520834907846b7c2ff07221a96
|
|
BLAKE2b-256 checksum How to use checksums |
f9cc24297a4d2899c0609531c4f2ca0c0eaaca2ac22356c7be0dcaf84e30698d
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.15.0
|
Release files / dna_parser-0.6.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
| Download URL | dna_parser-0.6.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl |
|---|---|
| Size | 724.9 kB |
| Tags | CPython 3.11 Linux glibc 2.17+ ARM64 |
|
SHA-256 checksum How to use checksums |
f81a6f6cd6d46c096e2deef66b6e48cdc5dabb7484d704077e56d963980fc831
|
|
BLAKE2b-256 checksum How to use checksums |
d43679fbd0ed843e3d2a955ceda1a59848ff305147d18ae995f4513eb7af9425
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.15.0
|
Release files / dna_parser-0.6.0-cp311-cp311-macosx_11_0_arm64.whl
| Download URL | dna_parser-0.6.0-cp311-cp311-macosx_11_0_arm64.whl |
|---|---|
| Size | 722.8 kB |
| Tags | CPython 3.11 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
e392eca712cacd60435555dcb63ad1aa3ac0322467ba93873b0f95adab4597a5
|
|
BLAKE2b-256 checksum How to use checksums |
f87a39dd50b2271ece3b6d6771188de4cce3789518c02998e254040b36d0116e
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.15.0
|
Release files / dna_parser-0.6.0-cp311-cp311-macosx_10_12_x86_64.whl
| Download URL | dna_parser-0.6.0-cp311-cp311-macosx_10_12_x86_64.whl |
|---|---|
| Size | 769.8 kB |
| Tags | CPython 3.11 macOS 10.12+ x86-64 |
|
SHA-256 checksum How to use checksums |
423eeaf39c57b24939cda23905532a348cf9792ab5efb73af5c5b38a3728bb6b
|
|
BLAKE2b-256 checksum How to use checksums |
80761f81f6cbfd54bda64dea9b08ed9134ba99f1494f95b4e414afc7fc855c41
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.15.0
|
Security for dna-parser 0.6.0
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.
