Skip to main content

gumpy re-implemented in Rust

Project description

grumpy - Re-implementation of gumpy in Rust for speed

Does not implement the same interface, but rather the same premise.

Up to 100x faster than gumpy

Install

pip install bio-grumpy

Usage

import grumpy

# Parse a genbank file
ref = grumpy.Genome("some/path/to/a/genbank/file.gbk")

# Parse a VCF file, respecting filter fails with a MIN_DP of 3 reads to make a call
vcf = grumpy.VCFFile("some/path/to/a/vcf/file.vcf", False, 3)

# Apply the VCF's mutations to the genome
sample = grumpy.mutate(ref, vcf)

# Get the genome level differences
genome_diff = grumpy.GenomeDifference(ref, sample)
for variant in genome_diff.variants:
    print(variant.variant)
# And minor alleles
for variant in genome_diff.minor_variants:
    print(variant.variant)

# Get gene level differences for all genes with mutations
for gene_name in sample.genes_with_mutations:
    print(gene_name)
    gene_diff = grumpy.GeneDifference(
            ref.get_gene(gene_name),
            sample.get_gene(gene_name),
            grumpy.MinorType.COV,
        )
    for mutation in gene_diff.mutations:
        print(mutation.mutation)
    # And minor alleles
    for mutation in gene_diff.minor_mutations:
        print(mutation.mutation)

Threads

By default, VCF parsing will run with the same number of threads as CPU cores. This can give significant speed improvements for complex VCF files

To force single threading (or other number of threads), run grumpy.thread_setup(<thread count>). Note that should be run before any other function in this library, and should not be called more than once! Not following this will cause errors!

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

bio_grumpy-1.1.3.tar.gz (6.8 MB view details)

Uploaded Source

Built Distributions

If you're not sure about the file name format, learn more about wheel file names.

bio_grumpy-1.1.3-pp311-pypy311_pp73-musllinux_1_2_x86_64.whl (981.4 kB view details)

Uploaded PyPymusllinux: musl 1.2+ x86-64

bio_grumpy-1.1.3-pp311-pypy311_pp73-musllinux_1_2_i686.whl (997.4 kB view details)

Uploaded PyPymusllinux: musl 1.2+ i686

bio_grumpy-1.1.3-pp311-pypy311_pp73-musllinux_1_2_armv7l.whl (1.0 MB view details)

Uploaded PyPymusllinux: musl 1.2+ ARMv7l

bio_grumpy-1.1.3-pp311-pypy311_pp73-musllinux_1_2_aarch64.whl (921.4 kB view details)

Uploaded PyPymusllinux: musl 1.2+ ARM64

bio_grumpy-1.1.3-pp311-pypy311_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (768.8 kB view details)

Uploaded PyPymanylinux: glibc 2.17+ x86-64

bio_grumpy-1.1.3-pp311-pypy311_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl (824.3 kB view details)

Uploaded PyPymanylinux: glibc 2.17+ s390x

bio_grumpy-1.1.3-pp311-pypy311_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl (825.5 kB view details)

Uploaded PyPymanylinux: glibc 2.17+ ppc64le

bio_grumpy-1.1.3-pp311-pypy311_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl (779.2 kB view details)

Uploaded PyPymanylinux: glibc 2.17+ ARMv7l

bio_grumpy-1.1.3-pp311-pypy311_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (743.8 kB view details)

Uploaded PyPymanylinux: glibc 2.17+ ARM64

bio_grumpy-1.1.3-pp311-pypy311_pp73-manylinux_2_12_i686.manylinux2010_i686.whl (789.3 kB view details)

Uploaded PyPymanylinux: glibc 2.12+ i686

bio_grumpy-1.1.3-pp310-pypy310_pp73-musllinux_1_2_x86_64.whl (981.5 kB view details)

Uploaded PyPymusllinux: musl 1.2+ x86-64

bio_grumpy-1.1.3-pp310-pypy310_pp73-musllinux_1_2_i686.whl (997.4 kB view details)

Uploaded PyPymusllinux: musl 1.2+ i686

bio_grumpy-1.1.3-pp310-pypy310_pp73-musllinux_1_2_armv7l.whl (1.0 MB view details)

Uploaded PyPymusllinux: musl 1.2+ ARMv7l

bio_grumpy-1.1.3-pp310-pypy310_pp73-musllinux_1_2_aarch64.whl (921.5 kB view details)

Uploaded PyPymusllinux: musl 1.2+ ARM64

bio_grumpy-1.1.3-pp310-pypy310_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl (824.6 kB view details)

Uploaded PyPymanylinux: glibc 2.17+ s390x

bio_grumpy-1.1.3-pp310-pypy310_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl (825.6 kB view details)

Uploaded PyPymanylinux: glibc 2.17+ ppc64le

bio_grumpy-1.1.3-pp310-pypy310_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl (779.3 kB view details)

Uploaded PyPymanylinux: glibc 2.17+ ARMv7l

bio_grumpy-1.1.3-pp310-pypy310_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (744.3 kB view details)

Uploaded PyPymanylinux: glibc 2.17+ ARM64

bio_grumpy-1.1.3-pp39-pypy39_pp73-musllinux_1_2_x86_64.whl (981.1 kB view details)

Uploaded PyPymusllinux: musl 1.2+ x86-64

bio_grumpy-1.1.3-pp39-pypy39_pp73-musllinux_1_2_i686.whl (997.4 kB view details)

Uploaded PyPymusllinux: musl 1.2+ i686

bio_grumpy-1.1.3-pp39-pypy39_pp73-musllinux_1_2_armv7l.whl (1.0 MB view details)

Uploaded PyPymusllinux: musl 1.2+ ARMv7l

bio_grumpy-1.1.3-pp39-pypy39_pp73-musllinux_1_2_aarch64.whl (921.7 kB view details)

Uploaded PyPymusllinux: musl 1.2+ ARM64

bio_grumpy-1.1.3-pp39-pypy39_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl (824.8 kB view details)

Uploaded PyPymanylinux: glibc 2.17+ s390x

bio_grumpy-1.1.3-pp39-pypy39_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl (825.8 kB view details)

Uploaded PyPymanylinux: glibc 2.17+ ppc64le

bio_grumpy-1.1.3-pp39-pypy39_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl (779.5 kB view details)

Uploaded PyPymanylinux: glibc 2.17+ ARMv7l

bio_grumpy-1.1.3-pp39-pypy39_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (744.7 kB view details)

Uploaded PyPymanylinux: glibc 2.17+ ARM64

bio_grumpy-1.1.3-cp312-cp312-musllinux_1_2_x86_64.whl (990.3 kB view details)

Uploaded CPython 3.12musllinux: musl 1.2+ x86-64

bio_grumpy-1.1.3-cp312-cp312-musllinux_1_2_i686.whl (1.0 MB view details)

Uploaded CPython 3.12musllinux: musl 1.2+ i686

bio_grumpy-1.1.3-cp312-cp312-musllinux_1_2_armv7l.whl (1.1 MB view details)

Uploaded CPython 3.12musllinux: musl 1.2+ ARMv7l

bio_grumpy-1.1.3-cp312-cp312-musllinux_1_2_aarch64.whl (930.0 kB view details)

Uploaded CPython 3.12musllinux: musl 1.2+ ARM64

bio_grumpy-1.1.3-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (778.4 kB view details)

Uploaded CPython 3.12manylinux: glibc 2.17+ x86-64

bio_grumpy-1.1.3-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl (831.2 kB view details)

Uploaded CPython 3.12manylinux: glibc 2.17+ s390x

bio_grumpy-1.1.3-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl (831.3 kB view details)

Uploaded CPython 3.12manylinux: glibc 2.17+ ppc64le

bio_grumpy-1.1.3-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl (786.7 kB view details)

Uploaded CPython 3.12manylinux: glibc 2.17+ ARMv7l

bio_grumpy-1.1.3-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (753.6 kB view details)

Uploaded CPython 3.12manylinux: glibc 2.17+ ARM64

bio_grumpy-1.1.3-cp312-cp312-manylinux_2_12_i686.manylinux2010_i686.whl (795.1 kB view details)

Uploaded CPython 3.12manylinux: glibc 2.12+ i686

bio_grumpy-1.1.3-cp312-cp312-macosx_11_0_arm64.whl (708.3 kB view details)

Uploaded CPython 3.12macOS 11.0+ ARM64

bio_grumpy-1.1.3-cp311-cp311-musllinux_1_2_x86_64.whl (987.9 kB view details)

Uploaded CPython 3.11musllinux: musl 1.2+ x86-64

bio_grumpy-1.1.3-cp311-cp311-musllinux_1_2_i686.whl (1.0 MB view details)

Uploaded CPython 3.11musllinux: musl 1.2+ i686

bio_grumpy-1.1.3-cp311-cp311-musllinux_1_2_armv7l.whl (1.1 MB view details)

Uploaded CPython 3.11musllinux: musl 1.2+ ARMv7l

bio_grumpy-1.1.3-cp311-cp311-musllinux_1_2_aarch64.whl (928.3 kB view details)

Uploaded CPython 3.11musllinux: musl 1.2+ ARM64

bio_grumpy-1.1.3-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (776.3 kB view details)

Uploaded CPython 3.11manylinux: glibc 2.17+ x86-64

bio_grumpy-1.1.3-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl (831.7 kB view details)

Uploaded CPython 3.11manylinux: glibc 2.17+ s390x

bio_grumpy-1.1.3-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl (833.3 kB view details)

Uploaded CPython 3.11manylinux: glibc 2.17+ ppc64le

bio_grumpy-1.1.3-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl (784.8 kB view details)

Uploaded CPython 3.11manylinux: glibc 2.17+ ARMv7l

bio_grumpy-1.1.3-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (751.7 kB view details)

Uploaded CPython 3.11manylinux: glibc 2.17+ ARM64

bio_grumpy-1.1.3-cp311-cp311-manylinux_2_12_i686.manylinux2010_i686.whl (794.3 kB view details)

Uploaded CPython 3.11manylinux: glibc 2.12+ i686

bio_grumpy-1.1.3-cp311-cp311-macosx_11_0_arm64.whl (708.2 kB view details)

Uploaded CPython 3.11macOS 11.0+ ARM64

bio_grumpy-1.1.3-cp310-cp310-musllinux_1_2_x86_64.whl (989.3 kB view details)

Uploaded CPython 3.10musllinux: musl 1.2+ x86-64

bio_grumpy-1.1.3-cp310-cp310-musllinux_1_2_i686.whl (1.0 MB view details)

Uploaded CPython 3.10musllinux: musl 1.2+ i686

bio_grumpy-1.1.3-cp310-cp310-musllinux_1_2_armv7l.whl (1.1 MB view details)

Uploaded CPython 3.10musllinux: musl 1.2+ ARMv7l

bio_grumpy-1.1.3-cp310-cp310-musllinux_1_2_aarch64.whl (928.7 kB view details)

Uploaded CPython 3.10musllinux: musl 1.2+ ARM64

bio_grumpy-1.1.3-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (776.7 kB view details)

Uploaded CPython 3.10manylinux: glibc 2.17+ x86-64

bio_grumpy-1.1.3-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl (831.4 kB view details)

Uploaded CPython 3.10manylinux: glibc 2.17+ s390x

bio_grumpy-1.1.3-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl (832.4 kB view details)

Uploaded CPython 3.10manylinux: glibc 2.17+ ppc64le

bio_grumpy-1.1.3-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl (784.1 kB view details)

Uploaded CPython 3.10manylinux: glibc 2.17+ ARMv7l

bio_grumpy-1.1.3-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (752.2 kB view details)

Uploaded CPython 3.10manylinux: glibc 2.17+ ARM64

bio_grumpy-1.1.3-cp310-cp310-manylinux_2_12_i686.manylinux2010_i686.whl (794.3 kB view details)

Uploaded CPython 3.10manylinux: glibc 2.12+ i686

bio_grumpy-1.1.3-cp39-cp39-musllinux_1_2_x86_64.whl (989.9 kB view details)

Uploaded CPython 3.9musllinux: musl 1.2+ x86-64

bio_grumpy-1.1.3-cp39-cp39-musllinux_1_2_i686.whl (1.0 MB view details)

Uploaded CPython 3.9musllinux: musl 1.2+ i686

bio_grumpy-1.1.3-cp39-cp39-musllinux_1_2_armv7l.whl (1.1 MB view details)

Uploaded CPython 3.9musllinux: musl 1.2+ ARMv7l

bio_grumpy-1.1.3-cp39-cp39-musllinux_1_2_aarch64.whl (930.2 kB view details)

Uploaded CPython 3.9musllinux: musl 1.2+ ARM64

bio_grumpy-1.1.3-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (777.4 kB view details)

Uploaded CPython 3.9manylinux: glibc 2.17+ x86-64

bio_grumpy-1.1.3-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl (832.4 kB view details)

Uploaded CPython 3.9manylinux: glibc 2.17+ s390x

bio_grumpy-1.1.3-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl (832.6 kB view details)

Uploaded CPython 3.9manylinux: glibc 2.17+ ppc64le

bio_grumpy-1.1.3-cp39-cp39-manylinux_2_17_armv7l.manylinux2014_armv7l.whl (785.0 kB view details)

Uploaded CPython 3.9manylinux: glibc 2.17+ ARMv7l

bio_grumpy-1.1.3-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (753.5 kB view details)

Uploaded CPython 3.9manylinux: glibc 2.17+ ARM64

bio_grumpy-1.1.3-cp39-cp39-manylinux_2_12_i686.manylinux2010_i686.whl (794.5 kB view details)

Uploaded CPython 3.9manylinux: glibc 2.12+ i686

bio_grumpy-1.1.3-cp38-cp38-musllinux_1_2_x86_64.whl (990.2 kB view details)

Uploaded CPython 3.8musllinux: musl 1.2+ x86-64

bio_grumpy-1.1.3-cp38-cp38-musllinux_1_2_i686.whl (1.0 MB view details)

Uploaded CPython 3.8musllinux: musl 1.2+ i686

bio_grumpy-1.1.3-cp38-cp38-musllinux_1_2_armv7l.whl (1.1 MB view details)

Uploaded CPython 3.8musllinux: musl 1.2+ ARMv7l

bio_grumpy-1.1.3-cp38-cp38-musllinux_1_2_aarch64.whl (929.8 kB view details)

Uploaded CPython 3.8musllinux: musl 1.2+ ARM64

bio_grumpy-1.1.3-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (777.5 kB view details)

Uploaded CPython 3.8manylinux: glibc 2.17+ x86-64

bio_grumpy-1.1.3-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl (832.6 kB view details)

Uploaded CPython 3.8manylinux: glibc 2.17+ s390x

bio_grumpy-1.1.3-cp38-cp38-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl (832.7 kB view details)

Uploaded CPython 3.8manylinux: glibc 2.17+ ppc64le

bio_grumpy-1.1.3-cp38-cp38-manylinux_2_17_armv7l.manylinux2014_armv7l.whl (784.4 kB view details)

Uploaded CPython 3.8manylinux: glibc 2.17+ ARMv7l

bio_grumpy-1.1.3-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (753.2 kB view details)

Uploaded CPython 3.8manylinux: glibc 2.17+ ARM64

bio_grumpy-1.1.3-cp38-cp38-manylinux_2_12_i686.manylinux2010_i686.whl (794.5 kB view details)

Uploaded CPython 3.8manylinux: glibc 2.12+ i686

File details

Details for the file bio_grumpy-1.1.3.tar.gz.

File metadata

  • Download URL: bio_grumpy-1.1.3.tar.gz
  • Upload date:
  • Size: 6.8 MB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: maturin/1.11.5

File hashes

Hashes for bio_grumpy-1.1.3.tar.gz
Algorithm Hash digest
SHA256 4e15e8697d13fb1e01c61ad3884d80f1aa64cae875022818b5f2cc817ec5af8d
MD5 ca0b0f76e105d17be128bc9c9860c126
BLAKE2b-256 f6c1c5fc950a8f5fab77d5703ac4c43b0c7a746d1cd8dd30a1d0e27b13187b3c

See more details on using hashes here.

File details

Details for the file bio_grumpy-1.1.3-pp311-pypy311_pp73-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for bio_grumpy-1.1.3-pp311-pypy311_pp73-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 a2cbcd1b39ff771dffdbd2354bf09c30c45d75c89512d9e8d14410766ef750da
MD5 c22b00b45a0fcaa95827f522dfc3ccd6
BLAKE2b-256 c313a8b7763916ce2ca7cdac749c5cf1b8ea1f144857d779bbd27c7246ebe633

See more details on using hashes here.

File details

Details for the file bio_grumpy-1.1.3-pp311-pypy311_pp73-musllinux_1_2_i686.whl.

File metadata

File hashes

Hashes for bio_grumpy-1.1.3-pp311-pypy311_pp73-musllinux_1_2_i686.whl
Algorithm Hash digest
SHA256 f341f6e4b330ccffda743c30c417325833e18da47aed6c130b8b972cfd99eed1
MD5 b1a3725199203176ceb74c45702ed06c
BLAKE2b-256 42b445b91889f2d4c71d0fec6ec5ab4de64be5ffec31da97fdb8a9ee38ee89a2

See more details on using hashes here.

File details

Details for the file bio_grumpy-1.1.3-pp311-pypy311_pp73-musllinux_1_2_armv7l.whl.

File metadata

File hashes

Hashes for bio_grumpy-1.1.3-pp311-pypy311_pp73-musllinux_1_2_armv7l.whl
Algorithm Hash digest
SHA256 fe5d0c4b5a56ac5718c8f18ea120784584233eaedb7aa1c35af3069e6bf118ff
MD5 699bfa19a82e2d42b5473ca8d064e5ae
BLAKE2b-256 ff3f78710e04c3d11c79cbe9c6af91667e6e8a750a49397c3fa9e466ce5070cc

See more details on using hashes here.

File details

Details for the file bio_grumpy-1.1.3-pp311-pypy311_pp73-musllinux_1_2_aarch64.whl.

File metadata

File hashes

Hashes for bio_grumpy-1.1.3-pp311-pypy311_pp73-musllinux_1_2_aarch64.whl
Algorithm Hash digest
SHA256 afd6cac05d120c8b4c0d20d972bf6ae81978ecb94d8e6847bb6db033cfeb07a1
MD5 fa6f3b951a60c01d036a9d5d22a1ab13
BLAKE2b-256 f45bb0589b121cb5af34d6b899991d652ef0719d99961b7415f2dca55f632e94

See more details on using hashes here.

File details

Details for the file bio_grumpy-1.1.3-pp311-pypy311_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for bio_grumpy-1.1.3-pp311-pypy311_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 3bcca85ea0ffb98fb59432924d60423f2f9467281b8e2226707f04b49772db03
MD5 350a6b5714874079d368c7aaf821af34
BLAKE2b-256 80fd6dd3a33efdd61122ec8c60cf3e7e9821e0c2588b9174dbb64bdb846f960c

See more details on using hashes here.

File details

Details for the file bio_grumpy-1.1.3-pp311-pypy311_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl.

File metadata

File hashes

Hashes for bio_grumpy-1.1.3-pp311-pypy311_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl
Algorithm Hash digest
SHA256 10560dd420f23dacac894fa2e9d67e2da1bc3bb59b062197e57f6dfde36b8e6b
MD5 d57505fb306f4a5d3010a23d4ee1ab24
BLAKE2b-256 ad52c9818f7d1b773395b75f612e81877f8b9d87f8b42d6f84bccfa39b1a2739

See more details on using hashes here.

File details

Details for the file bio_grumpy-1.1.3-pp311-pypy311_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl.

File metadata

File hashes

Hashes for bio_grumpy-1.1.3-pp311-pypy311_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
Algorithm Hash digest
SHA256 43bb0ec8871cbe27a7bcb1e6c48b6b2dfe34cc8502aadfba6ed423f62105dfc1
MD5 0d938f21098cdd8620e22316f3a3764a
BLAKE2b-256 0c5852edd95fafb010580f14dd5c27347220636979e05479109d6e685426db3a

See more details on using hashes here.

File details

Details for the file bio_grumpy-1.1.3-pp311-pypy311_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl.

File metadata

File hashes

Hashes for bio_grumpy-1.1.3-pp311-pypy311_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Algorithm Hash digest
SHA256 242238ac0381be0397d498f56688105fffd5ed9b64952895d22d354760c689c2
MD5 15da89bde8764d9b4d7b050c697c2dad
BLAKE2b-256 9a190ce1aed2cfd77922468e5c7b1dc7d4a10c8ac30595c87e8612177465cca2

See more details on using hashes here.

File details

Details for the file bio_grumpy-1.1.3-pp311-pypy311_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for bio_grumpy-1.1.3-pp311-pypy311_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 831e686c4df49d55b0aa75f6cb9b04f9e2cb54254b938130a7b6b267aa14e8c4
MD5 93277a433ed261982977cbfb853cd8d7
BLAKE2b-256 dac117054104eb1e6405e605473ec990ce7fd34dea65a83c8af22ddfcd4781d3

See more details on using hashes here.

File details

Details for the file bio_grumpy-1.1.3-pp311-pypy311_pp73-manylinux_2_12_i686.manylinux2010_i686.whl.

File metadata

File hashes

Hashes for bio_grumpy-1.1.3-pp311-pypy311_pp73-manylinux_2_12_i686.manylinux2010_i686.whl
Algorithm Hash digest
SHA256 34f59d2d065762e3d845cf679388798afc6aefad50d0a03942940288dd0faf78
MD5 367dc2631097a67392ee425940c956ac
BLAKE2b-256 c628b14b4d71d31fd7d6493a9b8a6107ee02974ab44c5eb92bc93a86611c7ace

See more details on using hashes here.

File details

Details for the file bio_grumpy-1.1.3-pp310-pypy310_pp73-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for bio_grumpy-1.1.3-pp310-pypy310_pp73-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 880387955ecd0004a7d6ba25a0c697c04d4953866acda5546ba993bcdc02a3f1
MD5 671712a8d2bd1c7cbc166b73c840300f
BLAKE2b-256 c9a022260fc0de75deb8f05bd8a76b29d7bdbf8fbf6cea006d592c1904aa20d8

See more details on using hashes here.

File details

Details for the file bio_grumpy-1.1.3-pp310-pypy310_pp73-musllinux_1_2_i686.whl.

File metadata

File hashes

Hashes for bio_grumpy-1.1.3-pp310-pypy310_pp73-musllinux_1_2_i686.whl
Algorithm Hash digest
SHA256 b622bca77682568bce93d1fa6f795a38814ced568ec99f558c653b9600eb5bf0
MD5 bfd50f47d4789d4751a2fb0a12eba3be
BLAKE2b-256 63671c97342b44663bf10e07aa3903ad98c146297eb5f9e42ccc78ddf0768f85

See more details on using hashes here.

File details

Details for the file bio_grumpy-1.1.3-pp310-pypy310_pp73-musllinux_1_2_armv7l.whl.

File metadata

File hashes

Hashes for bio_grumpy-1.1.3-pp310-pypy310_pp73-musllinux_1_2_armv7l.whl
Algorithm Hash digest
SHA256 50411ce483c147dac3c3b6bdbc930530fb726311eae8444281d5e071225ab1c1
MD5 826ce6fa70d7b4ce85231889dba4ad9c
BLAKE2b-256 b5d52fb4092b37a3e3979d437a5094f94096788dbd81bacdbf3875f42af942d8

See more details on using hashes here.

File details

Details for the file bio_grumpy-1.1.3-pp310-pypy310_pp73-musllinux_1_2_aarch64.whl.

File metadata

File hashes

Hashes for bio_grumpy-1.1.3-pp310-pypy310_pp73-musllinux_1_2_aarch64.whl
Algorithm Hash digest
SHA256 58943586ef6f1288bead5027e20840b812e29e4f93e9899feec8844ef44adee8
MD5 7caa9a387d901bf4078655ae51df88d7
BLAKE2b-256 210a1c478ad61314ad2d1ac6d3fa0bbdbada79d613c3b515b573e47a32b5d342

See more details on using hashes here.

File details

Details for the file bio_grumpy-1.1.3-pp310-pypy310_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl.

File metadata

File hashes

Hashes for bio_grumpy-1.1.3-pp310-pypy310_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl
Algorithm Hash digest
SHA256 1d49280a1ec71c26db0047b6a4d3692545b42c944974045bfdd892202fefbf8a
MD5 dfbcbeae6fd8fa3e5c02399592d59867
BLAKE2b-256 608397bc026cf64c4ff12634295a0707339a0a90635ea1e6688c08384a8bf5fa

See more details on using hashes here.

File details

Details for the file bio_grumpy-1.1.3-pp310-pypy310_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl.

File metadata

File hashes

Hashes for bio_grumpy-1.1.3-pp310-pypy310_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
Algorithm Hash digest
SHA256 0e23f93594c5319f75b883622a3c4c710bc4336dea3e5a7fd88eac2a850d93a3
MD5 f929c90778212b112d31c9ca442fb3b4
BLAKE2b-256 115f77ca1994c12f0a3d8c9fbfa9ca3bb1134ff0356d8219b4b91e2146f4952e

See more details on using hashes here.

File details

Details for the file bio_grumpy-1.1.3-pp310-pypy310_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl.

File metadata

File hashes

Hashes for bio_grumpy-1.1.3-pp310-pypy310_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Algorithm Hash digest
SHA256 9e5c196a883e0e647db7e927c1b1bfc60eb7c5393b90339f8ab770f46f23b757
MD5 f932b8c676b91bdfc21e884dba72ac09
BLAKE2b-256 c0bff44a79e9f1feb30aade94687e3f485d179b5ca0079e989bf40e238cf0b28

See more details on using hashes here.

File details

Details for the file bio_grumpy-1.1.3-pp310-pypy310_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for bio_grumpy-1.1.3-pp310-pypy310_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 60f663a4e212433c09e65eeb16287a8d8ef18454dafd5c4e9b22e773a6fea055
MD5 21a4156f6c738f394ed04c1f90cd03c4
BLAKE2b-256 0a94d14503c5a76896e73fadbcde81013f3722f28527018785643446c948dd06

See more details on using hashes here.

File details

Details for the file bio_grumpy-1.1.3-pp39-pypy39_pp73-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for bio_grumpy-1.1.3-pp39-pypy39_pp73-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 74281967e119bd89a40b49753cb38b599240526671674314164711facf00679a
MD5 4d51381c13c3ce29cd20c5ff49a00a2a
BLAKE2b-256 3a5611fc820c3cef2cd99b1c6cd581ec350bfce16c20e377b8bbf38252b70738

See more details on using hashes here.

File details

Details for the file bio_grumpy-1.1.3-pp39-pypy39_pp73-musllinux_1_2_i686.whl.

File metadata

File hashes

Hashes for bio_grumpy-1.1.3-pp39-pypy39_pp73-musllinux_1_2_i686.whl
Algorithm Hash digest
SHA256 289c3564e5f3c2ecbad344b5a6557924308ee883379bd519e87a8708808ee2ad
MD5 fd067fff00fdcb6fb0a9570ecbcd678d
BLAKE2b-256 c2578e86a5e5dd0bd21f7617de520b4ae51970b1c1b849c1f1fa3e8ffe4a275f

See more details on using hashes here.

File details

Details for the file bio_grumpy-1.1.3-pp39-pypy39_pp73-musllinux_1_2_armv7l.whl.

File metadata

File hashes

Hashes for bio_grumpy-1.1.3-pp39-pypy39_pp73-musllinux_1_2_armv7l.whl
Algorithm Hash digest
SHA256 ef5ed2a3de51e26676bc467291e819ee1f4989389f3d8a2b4e7e425f51d3f2a0
MD5 304706129ffe37dd84906a266eb53150
BLAKE2b-256 0eb65457d69a2e4bb24e420ac4de9f2c4cc61d354f43c47e99d81f81974f6d0c

See more details on using hashes here.

File details

Details for the file bio_grumpy-1.1.3-pp39-pypy39_pp73-musllinux_1_2_aarch64.whl.

File metadata

File hashes

Hashes for bio_grumpy-1.1.3-pp39-pypy39_pp73-musllinux_1_2_aarch64.whl
Algorithm Hash digest
SHA256 f24d5180f4c0518cf7ad78915cb56bc8345173478cd71b7935e4b596c177a185
MD5 ac29907862a91f735c6d61b347383b00
BLAKE2b-256 09f99c43e710876bb26e7ef9a92df21b5bb6ca34dd4c381c7029d101a8c95f6e

See more details on using hashes here.

File details

Details for the file bio_grumpy-1.1.3-pp39-pypy39_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl.

File metadata

File hashes

Hashes for bio_grumpy-1.1.3-pp39-pypy39_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl
Algorithm Hash digest
SHA256 20189482727bed5bd0d9fd956a3351a36737f97c95aba1b76786ca7ba1bfd89f
MD5 f3c9b9ac121eee87e52e42f726eca2ca
BLAKE2b-256 0277014f52acf6a237dc431457a85ae118618e7ecdef5cee1ad89a7b49f07010

See more details on using hashes here.

File details

Details for the file bio_grumpy-1.1.3-pp39-pypy39_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl.

File metadata

File hashes

Hashes for bio_grumpy-1.1.3-pp39-pypy39_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
Algorithm Hash digest
SHA256 8ea569c274d66db9d42eb6820035baf09f0cc9402c7e177969fd61a29d7bb83e
MD5 c00713f2ea66c5c0601caa886cca27e7
BLAKE2b-256 c3ec7f234f262c01977f84d1d4b0639bec540f1561d7e9c678521093e2a77b3d

See more details on using hashes here.

File details

Details for the file bio_grumpy-1.1.3-pp39-pypy39_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl.

File metadata

File hashes

Hashes for bio_grumpy-1.1.3-pp39-pypy39_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Algorithm Hash digest
SHA256 e2df2a508d42e08c7cff221cd45e6155ee8155b05c5f7f8b7acae35e5f874c07
MD5 4a981ed7f02db4ada53e7ba0b3bf9d8a
BLAKE2b-256 c1d27b4e3784bb1a463fa3e592afe3afba2979f96c29580232530a4169530038

See more details on using hashes here.

File details

Details for the file bio_grumpy-1.1.3-pp39-pypy39_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for bio_grumpy-1.1.3-pp39-pypy39_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 b72574e4a0e31b30b11913e38b8232b4681256eada135749f64f609da62dc820
MD5 8ad91ccdbf0de6239c17fbf4a83d90c5
BLAKE2b-256 9d2a8206485d8e123e1eaa3290ab2e59ec7802b82fb082878f94ac11b108aeb1

See more details on using hashes here.

File details

Details for the file bio_grumpy-1.1.3-cp312-cp312-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for bio_grumpy-1.1.3-cp312-cp312-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 3958f49ae6b64d046b360f71159980566309fb02def5941f36629b013ca20559
MD5 17608d830eed2583ffe62ae6f519bd2a
BLAKE2b-256 996ac69c0da5a077e628f8d913bf8ec952fd7bf6c43b6df3d57006fb96c4d82f

See more details on using hashes here.

File details

Details for the file bio_grumpy-1.1.3-cp312-cp312-musllinux_1_2_i686.whl.

File metadata

File hashes

Hashes for bio_grumpy-1.1.3-cp312-cp312-musllinux_1_2_i686.whl
Algorithm Hash digest
SHA256 67bdfab0ebe41103f2f81f88d38e8b3fbe96b82e0cd51a590088956b0931e061
MD5 19d50b9896984427ed826713e6459166
BLAKE2b-256 2b905eff02c2573f36b5727d28705fc00bb034afc6e4ddab6ce748f9b92d0fd7

See more details on using hashes here.

File details

Details for the file bio_grumpy-1.1.3-cp312-cp312-musllinux_1_2_armv7l.whl.

File metadata

File hashes

Hashes for bio_grumpy-1.1.3-cp312-cp312-musllinux_1_2_armv7l.whl
Algorithm Hash digest
SHA256 31be192a7ef1c06ed9c6ec0b828e31752e1b2d2ddce232fa3045eaa93335e6af
MD5 946bbc04cdabdbf4dab5a17438a5f62f
BLAKE2b-256 ec28c49fda6d5a4b9b24d46e869154b7d18e867e873fc4a64683df30a4a66dca

See more details on using hashes here.

File details

Details for the file bio_grumpy-1.1.3-cp312-cp312-musllinux_1_2_aarch64.whl.

File metadata

File hashes

Hashes for bio_grumpy-1.1.3-cp312-cp312-musllinux_1_2_aarch64.whl
Algorithm Hash digest
SHA256 b8449ebdc62d21855959784ad3b95f852f2d8c627ee3132cc9a07d1a3ed3cd9f
MD5 04b56540db849f5d4ea139290f025904
BLAKE2b-256 a612c8aba0bb144019365965389319328840320af277c1519214efe93cb5c88d

See more details on using hashes here.

File details

Details for the file bio_grumpy-1.1.3-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for bio_grumpy-1.1.3-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 7b47ed38cb7e6bec1fdd6eedf5339fbb28eca58d9fd5d205dcd5bf10030c31d9
MD5 2159b7c10990a9312d083324a61f99af
BLAKE2b-256 a9cc1f72024eb9dd1b30c090ff1f4ee3601e41d813a9c384541b28d6a986d2c1

See more details on using hashes here.

File details

Details for the file bio_grumpy-1.1.3-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl.

File metadata

File hashes

Hashes for bio_grumpy-1.1.3-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl
Algorithm Hash digest
SHA256 3d2c8a6e761cfc798890527cac962f24f5663dfa7b8cac45d4cc6e923e7f02ed
MD5 04e11181880a65fec5252dafe9b42a76
BLAKE2b-256 55fab3e3e30d13fa6f31161b9752d167329f27e03dc9c069dc1f795bc6b995dd

See more details on using hashes here.

File details

Details for the file bio_grumpy-1.1.3-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl.

File metadata

File hashes

Hashes for bio_grumpy-1.1.3-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
Algorithm Hash digest
SHA256 11606c88e1cb2852fa9e930446e308e74f383241d7c6254c70fd07cf1cc6260b
MD5 86aa005e480b6f39835687743262fa0e
BLAKE2b-256 9c853fbb64c326c0aabb71a911bce0cc7abaa628f9bdb86ee75973112e3c731b

See more details on using hashes here.

File details

Details for the file bio_grumpy-1.1.3-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl.

File metadata

File hashes

Hashes for bio_grumpy-1.1.3-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Algorithm Hash digest
SHA256 e8e991c86b71ebb2bbf79272a195f7af3c59449ad6b7e99044bb2a5615d29d1f
MD5 bae008c001bbff1540c49178a7a70117
BLAKE2b-256 8371b713337ccae4df0539404f2f76b7e9bec05d768d1a8a44e35c826ed3688c

See more details on using hashes here.

File details

Details for the file bio_grumpy-1.1.3-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for bio_grumpy-1.1.3-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 3598e96c28cdce3806d169cde0b71391ad4a9e16ca67f4d065244d4eb817e10e
MD5 9b18028f53fa4af1ea864061c7ce52dd
BLAKE2b-256 82641e98499a53bfc9416c60b45f87b64982fb919bc68f3a33430bc424e65070

See more details on using hashes here.

File details

Details for the file bio_grumpy-1.1.3-cp312-cp312-manylinux_2_12_i686.manylinux2010_i686.whl.

File metadata

File hashes

Hashes for bio_grumpy-1.1.3-cp312-cp312-manylinux_2_12_i686.manylinux2010_i686.whl
Algorithm Hash digest
SHA256 5281aa2416d9b9a828eb41db6139397c4d96671c33b079db2ef804dd9013e334
MD5 f07cdd39eaa0946cd23b4946e24e2576
BLAKE2b-256 c783ba9fe7f4b990eeaa83e33ac8068cff6f294b282f0029a56fed5fa93c3d6e

See more details on using hashes here.

File details

Details for the file bio_grumpy-1.1.3-cp312-cp312-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for bio_grumpy-1.1.3-cp312-cp312-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 5c4897e7d525c94b35cc94e9d915b4a16e288470ceee8d94edb4bb0ce5730563
MD5 e410e1ffe7794d56c1fe17a79aab77b8
BLAKE2b-256 3a7ac000caec50778214f36d84e80fc5dd66f72c8e29759797810bdb016177a3

See more details on using hashes here.

File details

Details for the file bio_grumpy-1.1.3-cp311-cp311-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for bio_grumpy-1.1.3-cp311-cp311-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 9d35ac5c646987cc4c55eac9b5fa061855c999b82707e86519248d079fcb2880
MD5 5f320a5b3f6b9281046587eca59e697c
BLAKE2b-256 1618bf7e4eaf961cc4571be89ee37aed90a094f1bd5a9e624174521c28941f40

See more details on using hashes here.

File details

Details for the file bio_grumpy-1.1.3-cp311-cp311-musllinux_1_2_i686.whl.

File metadata

File hashes

Hashes for bio_grumpy-1.1.3-cp311-cp311-musllinux_1_2_i686.whl
Algorithm Hash digest
SHA256 f94a761561704a342919b72c9f51edcc5d3ab66d843583f61b2058ce88d875c0
MD5 d366b6dcff95069e79d8f1fcb6104f5c
BLAKE2b-256 719ac9ea8938feebe46e6443a9de115b8355f1db0130d7b864d5a652af8e8de0

See more details on using hashes here.

File details

Details for the file bio_grumpy-1.1.3-cp311-cp311-musllinux_1_2_armv7l.whl.

File metadata

File hashes

Hashes for bio_grumpy-1.1.3-cp311-cp311-musllinux_1_2_armv7l.whl
Algorithm Hash digest
SHA256 911e38e29346a992e162c00e46e825db70ec3e03635618c4296b8cc875aafc65
MD5 ff70f75cdf77bd726d1ade51fd8fd079
BLAKE2b-256 bab0ba537b9a9ea52ceea36a968e310ba72a10a14bea556dd062592b8a3a27ad

See more details on using hashes here.

File details

Details for the file bio_grumpy-1.1.3-cp311-cp311-musllinux_1_2_aarch64.whl.

File metadata

File hashes

Hashes for bio_grumpy-1.1.3-cp311-cp311-musllinux_1_2_aarch64.whl
Algorithm Hash digest
SHA256 ec077fd39b2ea730b9ffd831e3060d698cdbd442302eed834cd9d97bcab85723
MD5 adfe66749f956b3e9caf76101ce717ca
BLAKE2b-256 470a1c2ef3f19217e2ec9cf72175582571554ecd03528b2e5516482e35a30047

See more details on using hashes here.

File details

Details for the file bio_grumpy-1.1.3-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for bio_grumpy-1.1.3-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 f3480c6834ed4c9bc5418de3400f03b6bc9d209254c8a1a2bba8df05667aa59f
MD5 91d4df62a7a4e17e04453d1288708fa5
BLAKE2b-256 f57bbe461d2aadeb98e904aca9094fb99b48bc25bc77680c7f39c4df52ff261e

See more details on using hashes here.

File details

Details for the file bio_grumpy-1.1.3-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl.

File metadata

File hashes

Hashes for bio_grumpy-1.1.3-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl
Algorithm Hash digest
SHA256 18377a7c7567878c41af110c8a14364ed6e9ea8210af7f3edfa72f1ea73bb18c
MD5 bf1173c306ae08e10e24a7b7487680e1
BLAKE2b-256 369645306d755f2ea48b4fc6133940fd547b223e0532cf0b01c6b72ce8352f2a

See more details on using hashes here.

File details

Details for the file bio_grumpy-1.1.3-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl.

File metadata

File hashes

Hashes for bio_grumpy-1.1.3-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
Algorithm Hash digest
SHA256 282d5e58b0269fc3b035ba2c4399ab52b16b5b9a2b0cef53776b1561103f8bb9
MD5 8e34e1c00153cd93a48a713a5e951438
BLAKE2b-256 e6010f140e294563e8e19ef4fb5fda268b2b301d5270f7397a926e1c6eec580d

See more details on using hashes here.

File details

Details for the file bio_grumpy-1.1.3-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl.

File metadata

File hashes

Hashes for bio_grumpy-1.1.3-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Algorithm Hash digest
SHA256 647cd2d690a5fd80bc456a9e9b04e63721fa3d19847f941df92514831dc87bc6
MD5 8a5bcb82df8b461a602c1f725cc4c04a
BLAKE2b-256 ff4181fb7331aa6e043d7f51c6e1705a2e3ef82f6ad8af7df387334b9ba08227

See more details on using hashes here.

File details

Details for the file bio_grumpy-1.1.3-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for bio_grumpy-1.1.3-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 ca00c8af4d44666235c2c978310a9cf56b592e5940078e2e8db9296900dc3dbe
MD5 c9baad739e72dae0ff12eaee62422303
BLAKE2b-256 039693931c07ec0a9cdae5158b692f81bafedeb33b762d584360c13405104d0d

See more details on using hashes here.

File details

Details for the file bio_grumpy-1.1.3-cp311-cp311-manylinux_2_12_i686.manylinux2010_i686.whl.

File metadata

File hashes

Hashes for bio_grumpy-1.1.3-cp311-cp311-manylinux_2_12_i686.manylinux2010_i686.whl
Algorithm Hash digest
SHA256 0ccb0c7bb3394c5e99c062bcc92b32e993e00498e026b94e648f767c5eef0dc5
MD5 c66bc307600e66ab60187bdccb1e3496
BLAKE2b-256 291dfd6286bdff4be0af5b4cb7ebf1284e29e23084a1bef1a22782714265c0dd

See more details on using hashes here.

File details

Details for the file bio_grumpy-1.1.3-cp311-cp311-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for bio_grumpy-1.1.3-cp311-cp311-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 1f96babe144a8cc7c81cdd30560cdbd6da5300258efd3614db89220dde9b6f73
MD5 cbeb94d57a912245ecd7739fbe431a23
BLAKE2b-256 3da2c775226a339fa0f6450358c42e9d2b25412cd2a4a9ba0421ae2f8c17f1b1

See more details on using hashes here.

File details

Details for the file bio_grumpy-1.1.3-cp310-cp310-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for bio_grumpy-1.1.3-cp310-cp310-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 325825736447f9bc9179960fa7a8a18245c972e85b193d657184ac48346e084f
MD5 b314668b13262be5cd612b01441a7949
BLAKE2b-256 90d2f918579ef4b2c2d4276996748ef7af91a21b29b2224f436f7f4fcfce88cf

See more details on using hashes here.

File details

Details for the file bio_grumpy-1.1.3-cp310-cp310-musllinux_1_2_i686.whl.

File metadata

File hashes

Hashes for bio_grumpy-1.1.3-cp310-cp310-musllinux_1_2_i686.whl
Algorithm Hash digest
SHA256 aa29daa282dbd0d5debd08af6bd4c85bda0cb2b3c9e6459e62a59c41ce52effa
MD5 d1c3db7b4a24d85a5d628f2f52b2e84c
BLAKE2b-256 c555cced9b1fa9df7fce8fea586466231064a8ec97be13056bee983aa9d399e2

See more details on using hashes here.

File details

Details for the file bio_grumpy-1.1.3-cp310-cp310-musllinux_1_2_armv7l.whl.

File metadata

File hashes

Hashes for bio_grumpy-1.1.3-cp310-cp310-musllinux_1_2_armv7l.whl
Algorithm Hash digest
SHA256 7d839ca0ae66f9525667b1b960619e850b96cd14d0332467660df7d14ccd8cf7
MD5 a24713cfa4a6e63573ae14aa50f1f8a7
BLAKE2b-256 902341742d6eef190d579d03196e01204369e63e04c927c21911eaca17c2d159

See more details on using hashes here.

File details

Details for the file bio_grumpy-1.1.3-cp310-cp310-musllinux_1_2_aarch64.whl.

File metadata

File hashes

Hashes for bio_grumpy-1.1.3-cp310-cp310-musllinux_1_2_aarch64.whl
Algorithm Hash digest
SHA256 4dfdbf2fd871ceccdb3be1ea1c660d802a4a61560534da95780304d7617797b8
MD5 9254efed965676326dfc445e5daa2c19
BLAKE2b-256 98c3e9d1d399dde3f0a99b2d8a9501c46dcb8977dfff4f18b7f882696eb6af17

See more details on using hashes here.

File details

Details for the file bio_grumpy-1.1.3-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for bio_grumpy-1.1.3-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 3855d29bfc2dc581920a48f0e887e0fe91523024c39f29f43aaead10186c6670
MD5 bb87075cf1823bdf8f926e607a37e4f6
BLAKE2b-256 4db4582120be0dfd0a4d1a6d09889b430232dcfd402b8255266848f825a337b0

See more details on using hashes here.

File details

Details for the file bio_grumpy-1.1.3-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl.

File metadata

File hashes

Hashes for bio_grumpy-1.1.3-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl
Algorithm Hash digest
SHA256 98a4f462fdaf2355fd0fb9d8e9edff25757b447debb0c5094175b8c016ff9fc4
MD5 d8400664cef6eeb03262b98ee869906a
BLAKE2b-256 c06f298665bf829e2e3de25ecb06b6e24e03914f92e06d691755e0a9255ed1b7

See more details on using hashes here.

File details

Details for the file bio_grumpy-1.1.3-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl.

File metadata

File hashes

Hashes for bio_grumpy-1.1.3-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
Algorithm Hash digest
SHA256 d572a50f69be15d6acebfbc99dba46f68a5ce72b24ddf987d08737a833e2953b
MD5 fe45d107a707f51f073e783d69a5b12a
BLAKE2b-256 36dd7ceef07273c8604e0137bfcee8ef34ac67cc6b12fe8fb154dee0e3b793f0

See more details on using hashes here.

File details

Details for the file bio_grumpy-1.1.3-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl.

File metadata

File hashes

Hashes for bio_grumpy-1.1.3-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Algorithm Hash digest
SHA256 2981999c532c795a75be729a2f65918116f3723bca50488a8848d499c479e0d6
MD5 3fbe05b798530015df8dabb5e5342464
BLAKE2b-256 6f7611790d27d2ca238947610b0367338b347f4cfc28b18a05bb1623517bba63

See more details on using hashes here.

File details

Details for the file bio_grumpy-1.1.3-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for bio_grumpy-1.1.3-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 54a97466df82854de9e4ab6cb0cd0b05b9adae84bfc20c712acd802ca13540a5
MD5 7f22ca0a2242c613e8808b36905a83ba
BLAKE2b-256 031ce1880304ae58e89ad44fc3b4ae272d4f94deccb89d37d9cc8c870eec31a6

See more details on using hashes here.

File details

Details for the file bio_grumpy-1.1.3-cp310-cp310-manylinux_2_12_i686.manylinux2010_i686.whl.

File metadata

File hashes

Hashes for bio_grumpy-1.1.3-cp310-cp310-manylinux_2_12_i686.manylinux2010_i686.whl
Algorithm Hash digest
SHA256 858ab4d8dddb025ab410e037dac8d7368001bdf48e78bb25d3962e53020d10e9
MD5 29cab971a8b2c5d3e0fcee5829cb591e
BLAKE2b-256 f7b75cbec154bda5f2a9e0733b15d6de15e8020ee0bbf7e5a84fddb977a73601

See more details on using hashes here.

File details

Details for the file bio_grumpy-1.1.3-cp39-cp39-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for bio_grumpy-1.1.3-cp39-cp39-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 a6b46f1deea2b4070f472783a079b7362fa82bae8a069bbdc4cf0d69270bb288
MD5 469f17745d14aa98a7f5770224270453
BLAKE2b-256 cffe0f232c93f13adea1f852031a6b7d34a5ed242b0f50561efd58c87dd0ea77

See more details on using hashes here.

File details

Details for the file bio_grumpy-1.1.3-cp39-cp39-musllinux_1_2_i686.whl.

File metadata

File hashes

Hashes for bio_grumpy-1.1.3-cp39-cp39-musllinux_1_2_i686.whl
Algorithm Hash digest
SHA256 ff335d913a742aea59ed8725b4548effcb0db36a1bc70341ba449840a59b57aa
MD5 5c018539d28adec789a9ec7d09e4f1af
BLAKE2b-256 5063688e1fa6df7ec5d1fe4662e5b2804d4ee767c1f90085c14d5e2de3cac248

See more details on using hashes here.

File details

Details for the file bio_grumpy-1.1.3-cp39-cp39-musllinux_1_2_armv7l.whl.

File metadata

File hashes

Hashes for bio_grumpy-1.1.3-cp39-cp39-musllinux_1_2_armv7l.whl
Algorithm Hash digest
SHA256 85e12206ac34f3556ad4efcc3a4617c5b7d87f0f243a0367d6e26f957c7afd7f
MD5 789a5e199c66c46602e6a41058def12b
BLAKE2b-256 4c826e70880261c3f08b2b68f1c97c5635c374e95f70dca685b2b8f2998025c4

See more details on using hashes here.

File details

Details for the file bio_grumpy-1.1.3-cp39-cp39-musllinux_1_2_aarch64.whl.

File metadata

File hashes

Hashes for bio_grumpy-1.1.3-cp39-cp39-musllinux_1_2_aarch64.whl
Algorithm Hash digest
SHA256 41d0bbf5e5941ca79171a3fa542d04aeee3385333948db860f7e93b1a1267a83
MD5 824c50c762ee5c588e23a15aa3a46411
BLAKE2b-256 9101573b1d3eacb6a52c1d504ca989e7806943883b47e7fb258cbab0af507708

See more details on using hashes here.

File details

Details for the file bio_grumpy-1.1.3-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for bio_grumpy-1.1.3-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 998a6c8c52a3e15f6c4ecf60a10748d909b59e071ee9b773a464b817d200c8ee
MD5 29d08d7aef9b49fd9725d29c9e43415c
BLAKE2b-256 7ea89d6cf332ee3dce01fc57d38e2b85daf17d0e09d44172065addbe847e99b2

See more details on using hashes here.

File details

Details for the file bio_grumpy-1.1.3-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl.

File metadata

File hashes

Hashes for bio_grumpy-1.1.3-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl
Algorithm Hash digest
SHA256 d2c30c323bacd7c4c7e62f8897c8b9961db59f820e9c53a1b4cfa5fabe60291e
MD5 74f6f03108bd88942893696eb45f30f5
BLAKE2b-256 8f2148f050d50720254d0957c8c4d435796d34ff15f62f289dbdf25f74210169

See more details on using hashes here.

File details

Details for the file bio_grumpy-1.1.3-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl.

File metadata

File hashes

Hashes for bio_grumpy-1.1.3-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
Algorithm Hash digest
SHA256 a7b2b39d823ffa2f681a4ab788da4788cf9e0d0d65149922d07777916dcc1e0c
MD5 61b6572905f741f3f05e280bf116f119
BLAKE2b-256 50f62e42447ede4021e1be5bf37a01fd50d7122e271124e0a3d2d08383180632

See more details on using hashes here.

File details

Details for the file bio_grumpy-1.1.3-cp39-cp39-manylinux_2_17_armv7l.manylinux2014_armv7l.whl.

File metadata

File hashes

Hashes for bio_grumpy-1.1.3-cp39-cp39-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Algorithm Hash digest
SHA256 8ef3f24e2e903fbb737ccc76c74c026a466643f8dec0bd29c5a09e656a9a7385
MD5 20999c750a52af84db074329c5b3de05
BLAKE2b-256 419ae057eedd43cd80f5325fccba2b4ede27d90418f42307dbd0816068f58d52

See more details on using hashes here.

File details

Details for the file bio_grumpy-1.1.3-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for bio_grumpy-1.1.3-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 ff3ccb18a01b375adcb8caee92134a6b44d4a3ff9874d966a159a887e137a855
MD5 ddaf290db17fcf609eb23d48751cfe9b
BLAKE2b-256 0d2390bdc83444f133e8cf68113efc02379635209eb5c454230f60909c1dd400

See more details on using hashes here.

File details

Details for the file bio_grumpy-1.1.3-cp39-cp39-manylinux_2_12_i686.manylinux2010_i686.whl.

File metadata

File hashes

Hashes for bio_grumpy-1.1.3-cp39-cp39-manylinux_2_12_i686.manylinux2010_i686.whl
Algorithm Hash digest
SHA256 01ceb2361c77e655a2f292be476a486cc47b017d18a39245c62e26759cbc703c
MD5 cf23fe619b41e37a2c4082c3486eb2a6
BLAKE2b-256 4d1af73bdaea62a3134ca62041af061065871c9c8c0890a7623a6993db875921

See more details on using hashes here.

File details

Details for the file bio_grumpy-1.1.3-cp38-cp38-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for bio_grumpy-1.1.3-cp38-cp38-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 338174f14b297d95fcd98d28b8e297d39abb7084ac7b7849b4b9e6f1cd18ff2d
MD5 6cf1de9b9228e16f21fecdc1608531e1
BLAKE2b-256 2fcae9577132e9875c6fcce06471ea0b2f8cf73f786f5494105be8ea983cfae9

See more details on using hashes here.

File details

Details for the file bio_grumpy-1.1.3-cp38-cp38-musllinux_1_2_i686.whl.

File metadata

File hashes

Hashes for bio_grumpy-1.1.3-cp38-cp38-musllinux_1_2_i686.whl
Algorithm Hash digest
SHA256 1c48e0bbe273304718027bf565a80f30a7c5dac39d8216f4d1b31a225f428652
MD5 b432d7dbb8d0abb366b901ffec69f8dc
BLAKE2b-256 7d6ad96abaf7bc7bd2baf7597fb37b09ab58d4c986800181cf8a7ba753068fd5

See more details on using hashes here.

File details

Details for the file bio_grumpy-1.1.3-cp38-cp38-musllinux_1_2_armv7l.whl.

File metadata

File hashes

Hashes for bio_grumpy-1.1.3-cp38-cp38-musllinux_1_2_armv7l.whl
Algorithm Hash digest
SHA256 2946c4970a49af2bfcbc0fac7d52e910742336f5ea2568dc8c514916ed3f887b
MD5 e556898a29c63e65335a16fbfda4ba1f
BLAKE2b-256 b8206f00af42ea24a25849229c8b20dd3f678938a11f091cd70b28584306c320

See more details on using hashes here.

File details

Details for the file bio_grumpy-1.1.3-cp38-cp38-musllinux_1_2_aarch64.whl.

File metadata

File hashes

Hashes for bio_grumpy-1.1.3-cp38-cp38-musllinux_1_2_aarch64.whl
Algorithm Hash digest
SHA256 b2be9ca12b3f2894470bd3303efe0d7c4534a5a4496a82462116c4da0d8f1efc
MD5 32bb863e09a479eb30b17a167e91f38d
BLAKE2b-256 ac9add233a301396dd85bd84120b9d6b984cf9f9ca3e515b07759d1112dd1137

See more details on using hashes here.

File details

Details for the file bio_grumpy-1.1.3-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for bio_grumpy-1.1.3-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 262d8bcb4a959d91abd4ec3328559cb8e1bedbe94779d50ede0d587f2862e19a
MD5 be997458333e60f33f2fe2d9972fb094
BLAKE2b-256 0d7ca653ff5565c9d42ac71e91ce38426cb9df4b44d69cbf43c6329d5738885a

See more details on using hashes here.

File details

Details for the file bio_grumpy-1.1.3-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl.

File metadata

File hashes

Hashes for bio_grumpy-1.1.3-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl
Algorithm Hash digest
SHA256 9d92cfdbf49df58d42d1480d3675fee0143533bc758e0e622b3b9c05bb21094c
MD5 3c130f908901951b253e07119b01b1a7
BLAKE2b-256 c783375e75e0917aed4ab67e5b36a141433dc8e807ee1b800f49db17ae099ca1

See more details on using hashes here.

File details

Details for the file bio_grumpy-1.1.3-cp38-cp38-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl.

File metadata

File hashes

Hashes for bio_grumpy-1.1.3-cp38-cp38-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
Algorithm Hash digest
SHA256 0c17e97d71c9731d122b65060db2233528b8a9b7f6958fc77b5906c5943cf344
MD5 31015b187442a6081d657d75d5668bdf
BLAKE2b-256 d0b3213f27997c60cb59b8d137d8e053e225cef0b17e4ba05ea83b7c2a588502

See more details on using hashes here.

File details

Details for the file bio_grumpy-1.1.3-cp38-cp38-manylinux_2_17_armv7l.manylinux2014_armv7l.whl.

File metadata

File hashes

Hashes for bio_grumpy-1.1.3-cp38-cp38-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Algorithm Hash digest
SHA256 14faf8e8eb7bee4955dc9a23933ce7bcd2d40b64c7442bd9fa7264be4721c081
MD5 28861480d1ea654e1d3bb7232ab5ca5b
BLAKE2b-256 9e8063c3214454d5c090f042c3f69ba61aa77dadc65fc2f192259bb9c83a7c19

See more details on using hashes here.

File details

Details for the file bio_grumpy-1.1.3-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for bio_grumpy-1.1.3-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 bcc20c70dff0105134566f669f30586e66d4e587243751cd74dc956a25c92fcd
MD5 5461d5b9966dce6987540b76fc1daf12
BLAKE2b-256 2b94d733d79a27eb5fb5f7809e64dda2376a3a7911a3a90d4f74fa0d2c3e3ec0

See more details on using hashes here.

File details

Details for the file bio_grumpy-1.1.3-cp38-cp38-manylinux_2_12_i686.manylinux2010_i686.whl.

File metadata

File hashes

Hashes for bio_grumpy-1.1.3-cp38-cp38-manylinux_2_12_i686.manylinux2010_i686.whl
Algorithm Hash digest
SHA256 34d2f2686014dfc1892bd4f69aaf76a1b82b1957901d9aa539f5a9c9d9fd93a3
MD5 4fa31cdd3f09fdc767a33c67cba00f9f
BLAKE2b-256 aa377e643f2654fae065cbc603fa90e2f0ea68ef34574b29b6d1877599294717

See more details on using hashes here.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page