Skip to main content

Genome-wide estimation of signals hidden in noisy multi-sample HTS datasets

Project description

Consenrich

Consenrich is a regularized estimator of genome-wide consensus signal in noisy multi-replicate HTS data.

The underlying method is a linear filter-smoother with explicit accounting for heteroskedasticity across replicates and loci.

The resulting estimates and uncertainty tracks can be analyzed directly or used downstream for consensus peak calling, model training, variant prioritization, differential analysis, and other tasks that require reliable high-resolution cohort-level signal estimates.

Input: Sequencing data (alignments, fragments, etc.) from ATAC-seq, DNase-seq, ChIP-seq, CUT&RUN, and other functional genomics assays where multiple samples or replicates measure a shared regulatory signal but differ in local noise, artifacts, sequencing depth, assay quality, or biological heterogeneity.

Output: Consensus signal estimate tracks (bedGraph, bigWig), associated uncertainty tracks (bedGraph, bigWig), and optional consensus peak calls (narrowPeak, BED).

See the Documentation for usage examples, installation details, configuration options, and an API reference.

Manuscript Preprint and Citation

BibTeX Citation

@article {Hamilton2025,
	author = {Hamilton, Nolan H and Huang, Yu-Chen E and McMichael, Benjamin D and Love, Michael I and Furey, Terrence S},
	title = {Genome-Wide Uncertainty-Moderated Extraction of Signal Annotations from Multi-Sample Functional Genomics Data},
	year = {2025},
	doi = {10.1101/2025.02.05.636702},
	publisher = {Cold Spring Harbor Laboratory},
	journal = {bioRxiv}
}

Project details


Release history Release notifications | RSS feed

Download files

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

Source Distribution

consenrich-0.10.2a0.tar.gz (12.6 MB view details)

Uploaded Source

Built Distributions

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

consenrich-0.10.2a0-cp314-cp314-musllinux_1_2_x86_64.whl (16.9 MB view details)

Uploaded CPython 3.14musllinux: musl 1.2+ x86-64

consenrich-0.10.2a0-cp314-cp314-musllinux_1_2_aarch64.whl (16.9 MB view details)

Uploaded CPython 3.14musllinux: musl 1.2+ ARM64

consenrich-0.10.2a0-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl (16.9 MB view details)

Uploaded CPython 3.14manylinux: glibc 2.17+ x86-64manylinux: glibc 2.28+ x86-64

consenrich-0.10.2a0-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl (17.0 MB view details)

Uploaded CPython 3.14manylinux: glibc 2.17+ ARM64manylinux: glibc 2.28+ ARM64

consenrich-0.10.2a0-cp314-cp314-macosx_11_0_arm64.whl (12.8 MB view details)

Uploaded CPython 3.14macOS 11.0+ ARM64

consenrich-0.10.2a0-cp314-cp314-macosx_10_15_x86_64.whl (12.8 MB view details)

Uploaded CPython 3.14macOS 10.15+ x86-64

consenrich-0.10.2a0-cp313-cp313-musllinux_1_2_x86_64.whl (16.9 MB view details)

Uploaded CPython 3.13musllinux: musl 1.2+ x86-64

consenrich-0.10.2a0-cp313-cp313-musllinux_1_2_aarch64.whl (16.9 MB view details)

Uploaded CPython 3.13musllinux: musl 1.2+ ARM64

consenrich-0.10.2a0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl (17.0 MB view details)

Uploaded CPython 3.13manylinux: glibc 2.17+ x86-64manylinux: glibc 2.28+ x86-64

consenrich-0.10.2a0-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl (17.0 MB view details)

Uploaded CPython 3.13manylinux: glibc 2.17+ ARM64manylinux: glibc 2.28+ ARM64

consenrich-0.10.2a0-cp313-cp313-macosx_11_0_arm64.whl (12.8 MB view details)

Uploaded CPython 3.13macOS 11.0+ ARM64

consenrich-0.10.2a0-cp313-cp313-macosx_10_13_x86_64.whl (12.8 MB view details)

Uploaded CPython 3.13macOS 10.13+ x86-64

consenrich-0.10.2a0-cp312-cp312-musllinux_1_2_x86_64.whl (16.9 MB view details)

Uploaded CPython 3.12musllinux: musl 1.2+ x86-64

consenrich-0.10.2a0-cp312-cp312-musllinux_1_2_aarch64.whl (16.9 MB view details)

Uploaded CPython 3.12musllinux: musl 1.2+ ARM64

consenrich-0.10.2a0-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl (17.0 MB view details)

Uploaded CPython 3.12manylinux: glibc 2.17+ x86-64manylinux: glibc 2.28+ x86-64

consenrich-0.10.2a0-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl (17.0 MB view details)

Uploaded CPython 3.12manylinux: glibc 2.17+ ARM64manylinux: glibc 2.28+ ARM64

consenrich-0.10.2a0-cp312-cp312-macosx_11_0_arm64.whl (12.8 MB view details)

Uploaded CPython 3.12macOS 11.0+ ARM64

consenrich-0.10.2a0-cp312-cp312-macosx_10_13_x86_64.whl (12.8 MB view details)

Uploaded CPython 3.12macOS 10.13+ x86-64

consenrich-0.10.2a0-cp311-cp311-musllinux_1_2_x86_64.whl (17.0 MB view details)

Uploaded CPython 3.11musllinux: musl 1.2+ x86-64

consenrich-0.10.2a0-cp311-cp311-musllinux_1_2_aarch64.whl (17.0 MB view details)

Uploaded CPython 3.11musllinux: musl 1.2+ ARM64

consenrich-0.10.2a0-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl (17.0 MB view details)

Uploaded CPython 3.11manylinux: glibc 2.17+ x86-64manylinux: glibc 2.28+ x86-64

consenrich-0.10.2a0-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl (17.1 MB view details)

Uploaded CPython 3.11manylinux: glibc 2.17+ ARM64manylinux: glibc 2.28+ ARM64

consenrich-0.10.2a0-cp311-cp311-macosx_11_0_arm64.whl (12.8 MB view details)

Uploaded CPython 3.11macOS 11.0+ ARM64

consenrich-0.10.2a0-cp311-cp311-macosx_10_9_x86_64.whl (12.8 MB view details)

Uploaded CPython 3.11macOS 10.9+ x86-64

File details

Details for the file consenrich-0.10.2a0.tar.gz.

File metadata

  • Download URL: consenrich-0.10.2a0.tar.gz
  • Upload date:
  • Size: 12.6 MB
  • Tags: Source
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for consenrich-0.10.2a0.tar.gz
Algorithm Hash digest
SHA256 06909106f1ab7ebed8e8132d7793681b0a2209dc3b2a29d4ff815a27afdae372
MD5 24c9c08c3cbe44a754bbc488d4a35eb4
BLAKE2b-256 d95fc50a88e13e7471aac76e81cf21c89e772f590159e51c565868804410b676

See more details on using hashes here.

Provenance

The following attestation bundles were made for consenrich-0.10.2a0.tar.gz:

Publisher: wheels.yml on nolan-h-hamilton/Consenrich

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

File details

Details for the file consenrich-0.10.2a0-cp314-cp314-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for consenrich-0.10.2a0-cp314-cp314-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 0deb076c969e6e40d4b2b44cf0b7d256737e3a6f72e50dd6e9bc10d83d1ea33a
MD5 23a4f8f27e1d7ae0c5bcd714de55c89c
BLAKE2b-256 37c17cef595cc10a6f0e9c92d7b7bcce46fe47f1a5c6ae508f1b316fa9758b6b

See more details on using hashes here.

Provenance

The following attestation bundles were made for consenrich-0.10.2a0-cp314-cp314-musllinux_1_2_x86_64.whl:

Publisher: wheels.yml on nolan-h-hamilton/Consenrich

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

File details

Details for the file consenrich-0.10.2a0-cp314-cp314-musllinux_1_2_aarch64.whl.

File metadata

File hashes

Hashes for consenrich-0.10.2a0-cp314-cp314-musllinux_1_2_aarch64.whl
Algorithm Hash digest
SHA256 e5e6ad8d5cff1a1638f0e7e931fbe748cc6fdf613e25d8ecc96521dc468e102e
MD5 049bdbd543b04fc9e6d05c5929241331
BLAKE2b-256 c70bd3f0e82a9f4347876954f680dfbff1440ec62ce0db4caefc42c415c36ba3

See more details on using hashes here.

Provenance

The following attestation bundles were made for consenrich-0.10.2a0-cp314-cp314-musllinux_1_2_aarch64.whl:

Publisher: wheels.yml on nolan-h-hamilton/Consenrich

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

File details

Details for the file consenrich-0.10.2a0-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for consenrich-0.10.2a0-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 70b0cf2be41d73f3cf72067c77314cfcbd7b8a3475474b2c7d8b87bb99186779
MD5 e9e6f9b498576d7c023651839e7cd141
BLAKE2b-256 937c839244d5dd627f47ca6410ceee34dcc5e83418c06f747d39be091b2746ad

See more details on using hashes here.

Provenance

The following attestation bundles were made for consenrich-0.10.2a0-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl:

Publisher: wheels.yml on nolan-h-hamilton/Consenrich

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

File details

Details for the file consenrich-0.10.2a0-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl.

File metadata

File hashes

Hashes for consenrich-0.10.2a0-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl
Algorithm Hash digest
SHA256 358a8e88e1aaec1835f160f317f9c5f4be1d1e47f76fe3d4857f098e80fdede9
MD5 97a6ded1795f116b3b1eab6f6a5b5214
BLAKE2b-256 0da5ff94a07c1c239b0665a49ccfd0b5d3473ccb528df2e450abe2ae8b4b0a94

See more details on using hashes here.

Provenance

The following attestation bundles were made for consenrich-0.10.2a0-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl:

Publisher: wheels.yml on nolan-h-hamilton/Consenrich

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

File details

Details for the file consenrich-0.10.2a0-cp314-cp314-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for consenrich-0.10.2a0-cp314-cp314-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 58829e0237c14fe999b958aae29610bb8b1c25ee7acb866c95b59235ed3bc371
MD5 9ca7427c4546f3a2ed1e414677fd623b
BLAKE2b-256 73710f33fa3f9bfe5175b42c2130e9f9ffd1edad9ca9f74ca4387ebbbd7fd281

See more details on using hashes here.

Provenance

The following attestation bundles were made for consenrich-0.10.2a0-cp314-cp314-macosx_11_0_arm64.whl:

Publisher: wheels.yml on nolan-h-hamilton/Consenrich

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

File details

Details for the file consenrich-0.10.2a0-cp314-cp314-macosx_10_15_x86_64.whl.

File metadata

File hashes

Hashes for consenrich-0.10.2a0-cp314-cp314-macosx_10_15_x86_64.whl
Algorithm Hash digest
SHA256 3b9cff285294875007181ed29b553cf11d670ad128d1c0508762bef08428444b
MD5 6320025c3f3f9a971dc08565b04af6f3
BLAKE2b-256 eec0076141f3e31e64d19a6a9b051ec4b96b2cec10981787abf4e513455fece5

See more details on using hashes here.

Provenance

The following attestation bundles were made for consenrich-0.10.2a0-cp314-cp314-macosx_10_15_x86_64.whl:

Publisher: wheels.yml on nolan-h-hamilton/Consenrich

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

File details

Details for the file consenrich-0.10.2a0-cp313-cp313-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for consenrich-0.10.2a0-cp313-cp313-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 777e4157a8346dbaac607748b03caeade5a18149a4a188fd352e47106827494e
MD5 19f4bb1c441f4e794e6e2a15d60f8b52
BLAKE2b-256 86d052af0c33752712ba28db67ed5311fed501a3fb089477701db4c09598f202

See more details on using hashes here.

Provenance

The following attestation bundles were made for consenrich-0.10.2a0-cp313-cp313-musllinux_1_2_x86_64.whl:

Publisher: wheels.yml on nolan-h-hamilton/Consenrich

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

File details

Details for the file consenrich-0.10.2a0-cp313-cp313-musllinux_1_2_aarch64.whl.

File metadata

File hashes

Hashes for consenrich-0.10.2a0-cp313-cp313-musllinux_1_2_aarch64.whl
Algorithm Hash digest
SHA256 ed833a4c313b1f057b7e67a1f7478f1f2b4c75792025ca2226dd6c8d910bbe00
MD5 5c9027f861bd59078aa69abf8c66e8b2
BLAKE2b-256 378a2b9193a06771356db2c7ccd7849f717fb078cd9a7e4f273b174957fe79e4

See more details on using hashes here.

Provenance

The following attestation bundles were made for consenrich-0.10.2a0-cp313-cp313-musllinux_1_2_aarch64.whl:

Publisher: wheels.yml on nolan-h-hamilton/Consenrich

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

File details

Details for the file consenrich-0.10.2a0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for consenrich-0.10.2a0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 5d82116470e5d584313b0e795691eb82ea57cff0abfcdefea11599ec95aadc83
MD5 98a45dc102a0b01d010e7eff47cb58a7
BLAKE2b-256 a2061d45cdf3caf651fe331f7caa551cb622d8dfa48527f5598d9f811c6925f6

See more details on using hashes here.

Provenance

The following attestation bundles were made for consenrich-0.10.2a0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl:

Publisher: wheels.yml on nolan-h-hamilton/Consenrich

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

File details

Details for the file consenrich-0.10.2a0-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl.

File metadata

File hashes

Hashes for consenrich-0.10.2a0-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl
Algorithm Hash digest
SHA256 733267db516eaf863eec5f44f7ee4988c57d0854dbb4d9ba186978926addd7df
MD5 967b445238e41aeeb3d77dd75a293873
BLAKE2b-256 713e7ad09fe8ed3c56d1154e07a71a06573a52859d2282bea9547dd9cd18acc8

See more details on using hashes here.

Provenance

The following attestation bundles were made for consenrich-0.10.2a0-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl:

Publisher: wheels.yml on nolan-h-hamilton/Consenrich

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

File details

Details for the file consenrich-0.10.2a0-cp313-cp313-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for consenrich-0.10.2a0-cp313-cp313-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 e04860751e8ffb7a6ab6cbb9ed71d1848d1006beece17399095d4b8d79f7c379
MD5 dfdb03ffd24ce6260a9e32914d536740
BLAKE2b-256 d1b3a07bda79558730903590077212a38f015bdb5f372623a620f83c658326d4

See more details on using hashes here.

Provenance

The following attestation bundles were made for consenrich-0.10.2a0-cp313-cp313-macosx_11_0_arm64.whl:

Publisher: wheels.yml on nolan-h-hamilton/Consenrich

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

File details

Details for the file consenrich-0.10.2a0-cp313-cp313-macosx_10_13_x86_64.whl.

File metadata

File hashes

Hashes for consenrich-0.10.2a0-cp313-cp313-macosx_10_13_x86_64.whl
Algorithm Hash digest
SHA256 a72cdb126b97fafe6f1f68b4f51056e5d5156d418c236d7cc1154dd8bc6e92ad
MD5 d347807a09f5930a8c5205f0e77ffa67
BLAKE2b-256 2a72e7f115d0ed682f80884e19f177a8e83716846c124d620ac4a8daa68c6f8e

See more details on using hashes here.

Provenance

The following attestation bundles were made for consenrich-0.10.2a0-cp313-cp313-macosx_10_13_x86_64.whl:

Publisher: wheels.yml on nolan-h-hamilton/Consenrich

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

File details

Details for the file consenrich-0.10.2a0-cp312-cp312-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for consenrich-0.10.2a0-cp312-cp312-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 ff9adf9ea1a43eec0b667b3f85f10f0511818ad1ec0bc1616bd227f8dcad25fc
MD5 4722590d5390eabcd1e92d4f0856b3cd
BLAKE2b-256 88f9f0a77ac629a2f3406d135a52bb4e40192e00df9ffc58afd1d22751d88a4a

See more details on using hashes here.

Provenance

The following attestation bundles were made for consenrich-0.10.2a0-cp312-cp312-musllinux_1_2_x86_64.whl:

Publisher: wheels.yml on nolan-h-hamilton/Consenrich

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

File details

Details for the file consenrich-0.10.2a0-cp312-cp312-musllinux_1_2_aarch64.whl.

File metadata

File hashes

Hashes for consenrich-0.10.2a0-cp312-cp312-musllinux_1_2_aarch64.whl
Algorithm Hash digest
SHA256 b8e8f2017aea3f42745b6368c86baf6e4b6cb86746ea8d423692e3a42dd322e7
MD5 2148a10e7f3be5cbb4cf161fea35dcb2
BLAKE2b-256 7209ab73987285bde161a56aec1a746fc6617a48c6ba91e04a34ffe3f643b441

See more details on using hashes here.

Provenance

The following attestation bundles were made for consenrich-0.10.2a0-cp312-cp312-musllinux_1_2_aarch64.whl:

Publisher: wheels.yml on nolan-h-hamilton/Consenrich

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

File details

Details for the file consenrich-0.10.2a0-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for consenrich-0.10.2a0-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 12c4b7cfa99920a6215234fc3fdf14ff51fb2702cd508d7cd9e233e872f2df75
MD5 e64cbaa3147f5e980b64f48dca05bb20
BLAKE2b-256 08084b7a731bc5762a95d0f5615e5a0a8bcb303f747aa54a4e1f3fbd498efd4b

See more details on using hashes here.

Provenance

The following attestation bundles were made for consenrich-0.10.2a0-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl:

Publisher: wheels.yml on nolan-h-hamilton/Consenrich

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

File details

Details for the file consenrich-0.10.2a0-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl.

File metadata

File hashes

Hashes for consenrich-0.10.2a0-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl
Algorithm Hash digest
SHA256 c01a2445baa53b795d9f37d989423decabcabf31aa959668f496a24d4559f153
MD5 bd7becd48e8d1b0f93a7a0af0c3a2b5e
BLAKE2b-256 f87bb0c9c9b510b2c632ced32aad7aa98728570f94d50dd93e78d71081da5b44

See more details on using hashes here.

Provenance

The following attestation bundles were made for consenrich-0.10.2a0-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl:

Publisher: wheels.yml on nolan-h-hamilton/Consenrich

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

File details

Details for the file consenrich-0.10.2a0-cp312-cp312-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for consenrich-0.10.2a0-cp312-cp312-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 a336438ebfd43c796faf54df58bcb65669a46cabe1b525b49dd5c3af6c243901
MD5 323b5574d5a7900570306c81f3686e80
BLAKE2b-256 0305efeb5e274bef15592ebe04e18b3faf2a8c27494d3206bdc8395e7301c0fd

See more details on using hashes here.

Provenance

The following attestation bundles were made for consenrich-0.10.2a0-cp312-cp312-macosx_11_0_arm64.whl:

Publisher: wheels.yml on nolan-h-hamilton/Consenrich

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

File details

Details for the file consenrich-0.10.2a0-cp312-cp312-macosx_10_13_x86_64.whl.

File metadata

File hashes

Hashes for consenrich-0.10.2a0-cp312-cp312-macosx_10_13_x86_64.whl
Algorithm Hash digest
SHA256 5d2f41863067fdf360d135b7dd034a2dc66487603a60a694b12c3f30391f858a
MD5 8b14e202d29fad6dbf2067945f2391c8
BLAKE2b-256 28c9a57d4c8abe2ae7b0ef6bff52dccec4c4472d113eb5242d8346036507bf08

See more details on using hashes here.

Provenance

The following attestation bundles were made for consenrich-0.10.2a0-cp312-cp312-macosx_10_13_x86_64.whl:

Publisher: wheels.yml on nolan-h-hamilton/Consenrich

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

File details

Details for the file consenrich-0.10.2a0-cp311-cp311-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for consenrich-0.10.2a0-cp311-cp311-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 1b70cd64def1baedd783453153a602e334114c3303791ec4dfa9fd3122e95b23
MD5 f29d7c18f132cb92852765e67035cdad
BLAKE2b-256 ad3fa830b1952d4c4f6811330aa3bcd1e1beace83abcdc2b4dfa462604f8f354

See more details on using hashes here.

Provenance

The following attestation bundles were made for consenrich-0.10.2a0-cp311-cp311-musllinux_1_2_x86_64.whl:

Publisher: wheels.yml on nolan-h-hamilton/Consenrich

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

File details

Details for the file consenrich-0.10.2a0-cp311-cp311-musllinux_1_2_aarch64.whl.

File metadata

File hashes

Hashes for consenrich-0.10.2a0-cp311-cp311-musllinux_1_2_aarch64.whl
Algorithm Hash digest
SHA256 a4e2b93cd3b6d18a7148842158765f29cf01e115731112f81e0906c25495afd1
MD5 a7813266e4c8d99ae23aab3bb9b11381
BLAKE2b-256 a24d59d59f57a801e443a2768e1a0d81ab6b47225419844c510f4460219e71b4

See more details on using hashes here.

Provenance

The following attestation bundles were made for consenrich-0.10.2a0-cp311-cp311-musllinux_1_2_aarch64.whl:

Publisher: wheels.yml on nolan-h-hamilton/Consenrich

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

File details

Details for the file consenrich-0.10.2a0-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for consenrich-0.10.2a0-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 bddef06123c8bd2b4fa1c7c3bc51dd33fa2edf89337df7bca4cc8415df89cd47
MD5 251d1d0ea642e3cabcabf9eae581ab1f
BLAKE2b-256 770c205d24d48a8c0c1117df93339cddef12dfdb2987ab57b7bf4a9cc2537801

See more details on using hashes here.

Provenance

The following attestation bundles were made for consenrich-0.10.2a0-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl:

Publisher: wheels.yml on nolan-h-hamilton/Consenrich

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

File details

Details for the file consenrich-0.10.2a0-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl.

File metadata

File hashes

Hashes for consenrich-0.10.2a0-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl
Algorithm Hash digest
SHA256 0f0b5fc3db1f68432b67b7299f3b3ba8cda31e03a213a79cc46cd19d7e399551
MD5 1d3b6a87952c0b48d20a36f527696c58
BLAKE2b-256 480f72ab79365b49443af0d23604d0ec385e02ddb5e3fbeea4d9f11b8afe2aa8

See more details on using hashes here.

Provenance

The following attestation bundles were made for consenrich-0.10.2a0-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl:

Publisher: wheels.yml on nolan-h-hamilton/Consenrich

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

File details

Details for the file consenrich-0.10.2a0-cp311-cp311-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for consenrich-0.10.2a0-cp311-cp311-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 8c3dc7e66c74e84bd4809d5ce1fb025f0bb0d041aa50595896c36247f8783f24
MD5 455180809a5800b689d54f2cac8db2cf
BLAKE2b-256 977912730df32db6ebfd26aa4554adbe042a870247835b7abfb0852c5b9f1065

See more details on using hashes here.

Provenance

The following attestation bundles were made for consenrich-0.10.2a0-cp311-cp311-macosx_11_0_arm64.whl:

Publisher: wheels.yml on nolan-h-hamilton/Consenrich

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

File details

Details for the file consenrich-0.10.2a0-cp311-cp311-macosx_10_9_x86_64.whl.

File metadata

File hashes

Hashes for consenrich-0.10.2a0-cp311-cp311-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 b9d43daa72df1414f1f73094f1f4adb97f046fd15f632cc3f6231e6d1c25a898
MD5 0e6253e6e0c3b01f338f4c36dabec191
BLAKE2b-256 fc97cb78b0748653ddfd8d78b90d08ec3cd545818ed784f1d463712c0a930a2a

See more details on using hashes here.

Provenance

The following attestation bundles were made for consenrich-0.10.2a0-cp311-cp311-macosx_10_9_x86_64.whl:

Publisher: wheels.yml on nolan-h-hamilton/Consenrich

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 Pingdom Monitoring Sentry Error logging StatusPage Status page