Skip to main content

Project generated with PyScaffold PyPI-Server Unit tests

Integer ranges in Python

Python implementation of the IRanges Bioconductor package.

To get started, install the package from PyPI

pip install iranges

# To install optional dependencies
pip install iranges[optional]

IRanges

An IRanges holds a start position and a width, and is most typically used to represent coordinates along some genomic sequence. The interpretation of the start position depends on the application; for sequences, the start is usually a 1-based position, but other use cases may allow zero or even negative values.

[!NOTE] ends are expected to be inclusive to be consistent with Bioconductor representations. If they are not, we recommend subtracting 1 from the ends.

from iranges import IRanges

starts = [1, 2, 3, 4]
widths = [4, 5, 6, 7]
x = IRanges(starts, widths)

print(x)
 ## output
 IRanges object with 4 ranges and 0 metadata columns
                start              end            width
      <ndarray[int32]> <ndarray[int32]> <ndarray[int32]>
 [0]                1                4                4
 [1]                2                6                5
 [2]                3                9                6
 [3]                4               10                7

Interval Operations

IRanges supports most interval based operations. For example to compute gaps

x = IRanges([-2, 6, 9, -4, 1, 0, -6, 10], [5, 0, 6, 1, 4, 3, 2, 3])

gaps = x.gaps()
print(gaps)
 ## output
 IRanges object with 2 ranges and 0 metadata columns
                start              end            width
      <ndarray[int32]> <ndarray[int32]> <ndarray[int32]>
 [0]               -3               -3                1
 [1]                5                8                4

Or Perform interval set operations

x = IRanges([1, 5, -2, 0, 14], [10, 5, 6, 12, 4])
y = IRanges([14, 0, -5, 6, 18], [7, 3, 8, 3, 3])

intersection = x.intersect(y)
print(intersection)
 ## output
 IRanges object with 3 ranges and 0 metadata columns
                start              end            width
      <ndarray[int32]> <ndarray[int32]> <ndarray[int32]>
 [0]               -2                2                5
 [1]                6                9                3
 [2]               14               17                4

Overlap operations

IRanges uses LTLA/nclist-cpp under the hood to perform fast overlap and search based operations. These methods typically return a hits-like BiocFrame.

subject = IRanges([2, 2, 10], [1, 2, 3])
query = IRanges([1, 4, 9], [5, 4, 2])

overlap = subject.find_overlaps(query)
print(overlap)
 ## output
 BiocFrame with 3 rows and 2 columns
           self_hits       query_hits
      <ndarray[int64]> <ndarray[int64]>
 [0]                1                0
 [1]                0                0
 [2]                2                2

Similarly one can perform search operations like follow, precede or nearest.

query = IRanges([1, 3, 9], [2, 5, 2])
subject = IRanges([3, 5, 12], [1, 2, 1])

nearest = subject.nearest(query, select="all")
print(nearest)
 ## output
 BiocFrame with 4 rows and 2 columns
           query_hits        self_hits
      <ndarray[int64]> <ndarray[int64]>
 [0]                0                0
 [1]                0                1
 [2]                1                1
 [3]                2                2

Further Information

Note

This project has been set up using PyScaffold 4.5. For details and usage information on PyScaffold see https://pyscaffold.org/.

Download files

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

Source Distribution

iranges-0.7.3.tar.gz (60.7 kB view details)

Uploaded Source

Built Distributions

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

iranges-0.7.3-cp315-cp315t-musllinux_1_2_x86_64.whl (1.2 MB view details)

Uploaded CPython 3.15tmusllinux: musl 1.2+ x86-64

iranges-0.7.3-cp315-cp315t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl (199.8 kB view details)

Uploaded CPython 3.15tmanylinux: glibc 2.27+ x86-64manylinux: glibc 2.28+ x86-64

iranges-0.7.3-cp315-cp315t-macosx_11_0_arm64.whl (176.9 kB view details)

Uploaded CPython 3.15tmacOS 11.0+ ARM64

iranges-0.7.3-cp315-cp315-musllinux_1_2_x86_64.whl (1.2 MB view details)

Uploaded CPython 3.15musllinux: musl 1.2+ x86-64

iranges-0.7.3-cp315-cp315-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl (197.5 kB view details)

Uploaded CPython 3.15manylinux: glibc 2.27+ x86-64manylinux: glibc 2.28+ x86-64

iranges-0.7.3-cp315-cp315-macosx_11_0_arm64.whl (169.0 kB view details)

Uploaded CPython 3.15macOS 11.0+ ARM64

iranges-0.7.3-cp314-cp314t-musllinux_1_2_x86_64.whl (1.2 MB view details)

Uploaded CPython 3.14tmusllinux: musl 1.2+ x86-64

iranges-0.7.3-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl (199.2 kB view details)

Uploaded CPython 3.14tmanylinux: glibc 2.27+ x86-64manylinux: glibc 2.28+ x86-64

iranges-0.7.3-cp314-cp314t-macosx_11_0_arm64.whl (176.9 kB view details)

Uploaded CPython 3.14tmacOS 11.0+ ARM64

iranges-0.7.3-cp314-cp314-musllinux_1_2_x86_64.whl (1.2 MB view details)

Uploaded CPython 3.14musllinux: musl 1.2+ x86-64

iranges-0.7.3-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl (197.5 kB view details)

Uploaded CPython 3.14manylinux: glibc 2.27+ x86-64manylinux: glibc 2.28+ x86-64

iranges-0.7.3-cp314-cp314-macosx_11_0_arm64.whl (169.0 kB view details)

Uploaded CPython 3.14macOS 11.0+ ARM64

iranges-0.7.3-cp313-cp313-musllinux_1_2_x86_64.whl (1.2 MB view details)

Uploaded CPython 3.13musllinux: musl 1.2+ x86-64

iranges-0.7.3-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl (197.4 kB view details)

Uploaded CPython 3.13manylinux: glibc 2.27+ x86-64manylinux: glibc 2.28+ x86-64

iranges-0.7.3-cp313-cp313-macosx_11_0_arm64.whl (168.5 kB view details)

Uploaded CPython 3.13macOS 11.0+ ARM64

iranges-0.7.3-cp312-cp312-musllinux_1_2_x86_64.whl (1.2 MB view details)

Uploaded CPython 3.12musllinux: musl 1.2+ x86-64

iranges-0.7.3-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl (197.3 kB view details)

Uploaded CPython 3.12manylinux: glibc 2.27+ x86-64manylinux: glibc 2.28+ x86-64

iranges-0.7.3-cp312-cp312-macosx_11_0_arm64.whl (168.5 kB view details)

Uploaded CPython 3.12macOS 11.0+ ARM64

iranges-0.7.3-cp311-cp311-musllinux_1_2_x86_64.whl (1.2 MB view details)

Uploaded CPython 3.11musllinux: musl 1.2+ x86-64

iranges-0.7.3-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl (198.6 kB view details)

Uploaded CPython 3.11manylinux: glibc 2.27+ x86-64manylinux: glibc 2.28+ x86-64

iranges-0.7.3-cp311-cp311-macosx_11_0_arm64.whl (167.9 kB view details)

Uploaded CPython 3.11macOS 11.0+ ARM64

iranges-0.7.3-cp310-cp310-musllinux_1_2_x86_64.whl (1.2 MB view details)

Uploaded CPython 3.10musllinux: musl 1.2+ x86-64

iranges-0.7.3-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl (198.0 kB view details)

Uploaded CPython 3.10manylinux: glibc 2.27+ x86-64manylinux: glibc 2.28+ x86-64

iranges-0.7.3-cp310-cp310-macosx_11_0_arm64.whl (166.9 kB view details)

Uploaded CPython 3.10macOS 11.0+ ARM64

File details

Details for the file iranges-0.7.3.tar.gz.

File metadata

  • Download URL: iranges-0.7.3.tar.gz
  • Upload date:
  • Size: 60.7 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/7.0.0 CPython/3.13.14

File hashes

Hashes for iranges-0.7.3.tar.gz
Algorithm Hash digest
SHA256 6741c9867846f3e0531e1dc602bfe33241c87a27633fede5729cdf0100b89c87
MD5 6e6e5400de8cedf435277a3b4c298e8f
BLAKE2b-256 4ed6f112b5866c2e0454ec559409179ceb5a98e667fc026a398610e8bb4c5cea

See more details on using hashes here.

Provenance

The following attestation bundles were made for iranges-0.7.3.tar.gz:

Publisher: publish-pypi.yml on BiocPy/IRanges

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file iranges-0.7.3-cp315-cp315t-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for iranges-0.7.3-cp315-cp315t-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 0b203f63368a5f0731855779b30e5e3ab2f5c9ade25beb012dd2b4bc8bdbbb38
MD5 04f91d42f32afea0beb9957ba76ff3f1
BLAKE2b-256 d978ebf9081e6ffda06605dc475a383c4510ea1fe989616e38c76cbf7c247779

See more details on using hashes here.

Provenance

The following attestation bundles were made for iranges-0.7.3-cp315-cp315t-musllinux_1_2_x86_64.whl:

Publisher: publish-pypi.yml on BiocPy/IRanges

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file iranges-0.7.3-cp315-cp315t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for iranges-0.7.3-cp315-cp315t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 781147e78c7bb65eac85f1e05a9bd70b514516ab25c29deb8557075399710e98
MD5 072cc844c8033e388b7e502307054e5b
BLAKE2b-256 4ace57d3af7cd77dc0452d767da5566d106fc9e60c24878da616fa2ed207147e

See more details on using hashes here.

Provenance

The following attestation bundles were made for iranges-0.7.3-cp315-cp315t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl:

Publisher: publish-pypi.yml on BiocPy/IRanges

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file iranges-0.7.3-cp315-cp315t-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for iranges-0.7.3-cp315-cp315t-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 1a812bd1ff4b72f9bc8a3440bd44610dadd75a79539dae59036700aa9cedc0a5
MD5 f53bb31ac0e98a7f9ae676e6c02b8d06
BLAKE2b-256 6bad23558ba2911d25873044a7c21e9e8c716ee49c4d4d5b267531d12125bb3e

See more details on using hashes here.

Provenance

The following attestation bundles were made for iranges-0.7.3-cp315-cp315t-macosx_11_0_arm64.whl:

Publisher: publish-pypi.yml on BiocPy/IRanges

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file iranges-0.7.3-cp315-cp315-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for iranges-0.7.3-cp315-cp315-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 2d66878870dbf97491c7d0da53c71bf7ef0c4aae2b61b9434bc16d78ec8defe0
MD5 f1096165d1181c2f4f9b3fa1567fcbef
BLAKE2b-256 628d6b4259c487aa80a8be26653bfb09aaa0f70deaf5e9af993691273931ad7e

See more details on using hashes here.

Provenance

The following attestation bundles were made for iranges-0.7.3-cp315-cp315-musllinux_1_2_x86_64.whl:

Publisher: publish-pypi.yml on BiocPy/IRanges

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file iranges-0.7.3-cp315-cp315-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for iranges-0.7.3-cp315-cp315-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 9c112ce2a329ff30b026013569773b1ec58a525ba1017290f545fc97da371c9e
MD5 29cafd7c07a6c7b0b5126dd0fdfd9ad6
BLAKE2b-256 2bc34e53360ea9208be2f5920653f1421cd92599e0d4b1bfaf9590847b90ff12

See more details on using hashes here.

Provenance

The following attestation bundles were made for iranges-0.7.3-cp315-cp315-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl:

Publisher: publish-pypi.yml on BiocPy/IRanges

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file iranges-0.7.3-cp315-cp315-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for iranges-0.7.3-cp315-cp315-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 d4ac9459ac5e68625531cd4f6d9fdc283507a50a4248f75de309a37377ef2562
MD5 dad944041029ef3f07972891196ec461
BLAKE2b-256 7b26d321ee190fd51b0b944ced653ab717db391aedf31ba4f9a3ac60916303b6

See more details on using hashes here.

Provenance

The following attestation bundles were made for iranges-0.7.3-cp315-cp315-macosx_11_0_arm64.whl:

Publisher: publish-pypi.yml on BiocPy/IRanges

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file iranges-0.7.3-cp314-cp314t-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for iranges-0.7.3-cp314-cp314t-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 8a31ec1a60d50b1f502ab289e7e7122f124e6b327529bd3d6c95c7304c6851f5
MD5 8f89115224cd791671d0347e5b7bb22c
BLAKE2b-256 487253cdd34a177f7c1b03e06ca49768e9bdfe4da70b00b2dc6cb55753563fa1

See more details on using hashes here.

Provenance

The following attestation bundles were made for iranges-0.7.3-cp314-cp314t-musllinux_1_2_x86_64.whl:

Publisher: publish-pypi.yml on BiocPy/IRanges

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file iranges-0.7.3-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for iranges-0.7.3-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 dcf4b52a24d38cdc3bfbe0bd4a3ce67fc5b3346199b353195eebe5f4a080a815
MD5 95ddcded557d2c8188506ebfb9b5d88b
BLAKE2b-256 0c2a1cc4ec36a9f9168ff60c429fb7d468eaad51e3dd14a6534101510d0cccaa

See more details on using hashes here.

Provenance

The following attestation bundles were made for iranges-0.7.3-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl:

Publisher: publish-pypi.yml on BiocPy/IRanges

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file iranges-0.7.3-cp314-cp314t-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for iranges-0.7.3-cp314-cp314t-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 09949e28bcc731227b419d3ba344810236b63a87c45adcd35902fa066352280c
MD5 7e033754dcfdcbb9b9e363a25f06a137
BLAKE2b-256 4daee6c9f633b1e1011ba3d3303cc6bd230a5ab4fe01e4c346345ec378bd82fa

See more details on using hashes here.

Provenance

The following attestation bundles were made for iranges-0.7.3-cp314-cp314t-macosx_11_0_arm64.whl:

Publisher: publish-pypi.yml on BiocPy/IRanges

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file iranges-0.7.3-cp314-cp314-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for iranges-0.7.3-cp314-cp314-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 aa0224b40cce444d2e3708a00601f38e271e20512593a52d6ef35b7f9842d5dd
MD5 f750b41f387746c15b153aedd9adf66e
BLAKE2b-256 cddde414718040264b7263f445f370921c12dbf7f08d3c115ee79a803ccf8f84

See more details on using hashes here.

Provenance

The following attestation bundles were made for iranges-0.7.3-cp314-cp314-musllinux_1_2_x86_64.whl:

Publisher: publish-pypi.yml on BiocPy/IRanges

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file iranges-0.7.3-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for iranges-0.7.3-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 ab3238bb036adefdb3499a450cb765d169befa3a3d7b8d35cb0c61e6c0b9dbb7
MD5 25f4181bce14e9eb3a6d1cfd02102f95
BLAKE2b-256 084f5d610e2c4befdc9203daad07c356bc7908a63034e0d3f6bc6f77d0472540

See more details on using hashes here.

Provenance

The following attestation bundles were made for iranges-0.7.3-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl:

Publisher: publish-pypi.yml on BiocPy/IRanges

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file iranges-0.7.3-cp314-cp314-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for iranges-0.7.3-cp314-cp314-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 04d418c45f76564dce72c3438eddafb6267ccecc1d6d0a0866ea39a82aefc4d6
MD5 a4062428cfa97fd643706df4dd0517e3
BLAKE2b-256 6ec4785c92f8aa74615692812e5db6953df7033d90322eb36180a9c0bc771c02

See more details on using hashes here.

Provenance

The following attestation bundles were made for iranges-0.7.3-cp314-cp314-macosx_11_0_arm64.whl:

Publisher: publish-pypi.yml on BiocPy/IRanges

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file iranges-0.7.3-cp313-cp313-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for iranges-0.7.3-cp313-cp313-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 875a4c07f0ee75a2e8f7e52cd178260b0b0f3922e48d6bed8616693ac4840334
MD5 014142dcab5a193aa41a87c76d530cfa
BLAKE2b-256 8b9bddd9de98c82a0a44f50247c42fc6a2bcc60e53b05e369b5d632f0649a50b

See more details on using hashes here.

Provenance

The following attestation bundles were made for iranges-0.7.3-cp313-cp313-musllinux_1_2_x86_64.whl:

Publisher: publish-pypi.yml on BiocPy/IRanges

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file iranges-0.7.3-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for iranges-0.7.3-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 b19d2d1e612d82860ce114493fdb68dde2884c121085e53cc1d356a4eee4ede0
MD5 c36c31372b6f00833bd8cc94f0713cc2
BLAKE2b-256 f75558d2b33c7667d14a3c78d4296cd9022b26574e0f4cb6485f20f4af7437f5

See more details on using hashes here.

Provenance

The following attestation bundles were made for iranges-0.7.3-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl:

Publisher: publish-pypi.yml on BiocPy/IRanges

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file iranges-0.7.3-cp313-cp313-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for iranges-0.7.3-cp313-cp313-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 e3a696b26a9d2d3e4c5e0e3b99861ac67844d5913a0f5249575cb610b5c010f4
MD5 328135e68e26b9fd6745fb15a566304b
BLAKE2b-256 e0083e93f48d3c213c239bf0ce2364de227a3a8b8a1d31b0217c29670d8b28dc

See more details on using hashes here.

Provenance

The following attestation bundles were made for iranges-0.7.3-cp313-cp313-macosx_11_0_arm64.whl:

Publisher: publish-pypi.yml on BiocPy/IRanges

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file iranges-0.7.3-cp312-cp312-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for iranges-0.7.3-cp312-cp312-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 dc0379ffb6fb94356baea362a23560d3c47debd4a10773cee1c7482ee7ac01c4
MD5 6f0d4d956977977f83d816d0d5d754e6
BLAKE2b-256 5696335ab824265602312cdd37f9c0a4fd18f7ddc1bb6a492b314352f511e8a3

See more details on using hashes here.

Provenance

The following attestation bundles were made for iranges-0.7.3-cp312-cp312-musllinux_1_2_x86_64.whl:

Publisher: publish-pypi.yml on BiocPy/IRanges

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file iranges-0.7.3-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for iranges-0.7.3-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 4a229eff48a5dd289342847dafec2ff21836a00ea6e86a76a023a096e5da2973
MD5 ba37d262074b3656e30f7136702ebb57
BLAKE2b-256 5b74a9faf679d5f8def84d243c9d6d177d4cd784e1803c50101289c52b24998e

See more details on using hashes here.

Provenance

The following attestation bundles were made for iranges-0.7.3-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl:

Publisher: publish-pypi.yml on BiocPy/IRanges

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file iranges-0.7.3-cp312-cp312-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for iranges-0.7.3-cp312-cp312-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 239d29e983e8bf3f65ac4c6eade9e5846461fe44c2910bd0b66b6af256db33bf
MD5 c32d2a173856d2ae55d5cc11c03564d0
BLAKE2b-256 eb96bc245078bb54947699460832da5362dbbce95b850f58fb2d3b4f99367581

See more details on using hashes here.

Provenance

The following attestation bundles were made for iranges-0.7.3-cp312-cp312-macosx_11_0_arm64.whl:

Publisher: publish-pypi.yml on BiocPy/IRanges

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file iranges-0.7.3-cp311-cp311-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for iranges-0.7.3-cp311-cp311-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 68064f620b350c4dc12a57761362791f42dfcf56d53a423ba6cc62b2e7a1589d
MD5 2aa537b4b65c07dc233f0a17957e5fc6
BLAKE2b-256 fdf652f5900ec0412caf318906fb340774c536b6bdede8cbe669a42d7434810f

See more details on using hashes here.

Provenance

The following attestation bundles were made for iranges-0.7.3-cp311-cp311-musllinux_1_2_x86_64.whl:

Publisher: publish-pypi.yml on BiocPy/IRanges

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file iranges-0.7.3-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for iranges-0.7.3-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 f0e7a93b2de97f4edec7201802c4ce9891f4324f16b1ae76c2c46a8143765bba
MD5 d7a76d42e6cb5babc3e27100a702cea4
BLAKE2b-256 60762563cef06ccbdafa45d781889a844d323a640ad2c30bfce98c59b52afe55

See more details on using hashes here.

Provenance

The following attestation bundles were made for iranges-0.7.3-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl:

Publisher: publish-pypi.yml on BiocPy/IRanges

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file iranges-0.7.3-cp311-cp311-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for iranges-0.7.3-cp311-cp311-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 210b6fc47106a8f409ae2665d5f2c45dc576fff85721d5ca64b4b324ef0e2124
MD5 954b1aa8c9fe39b6a7bff64562ec7dc2
BLAKE2b-256 af2d927f123561404bc8c2e31783a7a2803b1de9de3809d12d8b09d6e1a43510

See more details on using hashes here.

Provenance

The following attestation bundles were made for iranges-0.7.3-cp311-cp311-macosx_11_0_arm64.whl:

Publisher: publish-pypi.yml on BiocPy/IRanges

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file iranges-0.7.3-cp310-cp310-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for iranges-0.7.3-cp310-cp310-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 47d67d54dcde49ef8e38afa781bebd92b8b4c2952766bbb1347ff35145889f71
MD5 e50aa1129f5ca7eb0cd62c43dc329e16
BLAKE2b-256 74d1f9c8a685520fd1910ae40cedf431bb9ccc9e51800b6acd7216a2eb68d2fa

See more details on using hashes here.

Provenance

The following attestation bundles were made for iranges-0.7.3-cp310-cp310-musllinux_1_2_x86_64.whl:

Publisher: publish-pypi.yml on BiocPy/IRanges

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file iranges-0.7.3-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for iranges-0.7.3-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 357c59341d69d0c68c7651842e262bd60aed0b18742ea26eb1c2363676642116
MD5 bb219da4fe6de8f11d6596d7b192a288
BLAKE2b-256 840ab826512f63d10b7f73d052a60280058607c99ac6da52f21c7dcde3458b4f

See more details on using hashes here.

Provenance

The following attestation bundles were made for iranges-0.7.3-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl:

Publisher: publish-pypi.yml on BiocPy/IRanges

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file iranges-0.7.3-cp310-cp310-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for iranges-0.7.3-cp310-cp310-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 536b0d9b131624c050b1d4456de1436ff4d5364915d6d5493e4316949b2ce8cd
MD5 7048e5d73e19f7bb4a290082f82ecfb4
BLAKE2b-256 90d1c6537e024084cea75362cd4faf46c02cd2e401fbf0bc91751cf2d11d4118

See more details on using hashes here.

Provenance

The following attestation bundles were made for iranges-0.7.3-cp310-cp310-macosx_11_0_arm64.whl:

Publisher: publish-pypi.yml on BiocPy/IRanges

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Supported by

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