Skip to main content

Python reader for dg/dgz dynamic group data files

Project description

dgread - Python

Fast reader for dg/dgz dynamic group data files.

Installation

pip install dgread

For pandas integration:

pip install dgread[pandas]

Usage

Basic

import dgread

# Load file - returns dict of numpy arrays
data = dgread.read('session.dgz')

print(data.keys())
# dict_keys(['stimtype', 'response', 'rt', 'em', 'events', ...])

# Scalar arrays
print(data['rt'][:5])
# [342. 289. 456. 312. 378.]

# Ragged arrays (different length per trial)
for i, em in enumerate(data['em'][:3]):
    print(f"Trial {i}: {len(em)} samples")
# Trial 0: 1847 samples
# Trial 1: 923 samples
# Trial 2: 2104 samples

With Pandas

from dgread_utils import load_session, print_summary

# Quick overview
print_summary('session.dgz')
# session.dgz
#   12 lists, 847 trials
#   Rectangular: False
#   Lists:
#     stimtype: 847 x int32
#     response: 847 x int32
#     rt: 847 x float32
#     em: 847 x object (nested)

# Load as DataFrame (scalar columns only)
df = load_session('session.dgz')
print(df.head())

Utility Functions

from dgread_utils import (
    read,               # Read file → dict
    list_names,         # Get column names
    get_lengths,        # Get length of each column
    is_rectangular,     # Check if all same length
    get_scalar_columns, # Non-nested column names
    get_nested_columns, # Nested column names
    to_dataframe,       # Convert to DataFrame
    load_session,       # Read + to_dataframe
    summary,            # File summary as dict
    print_summary,      # Print formatted summary
)

Building from Source

From the repository root:

cd python
pip install -e .

Requirements:

  • C compiler
  • Python 3.9+
  • NumPy
  • zlib (system library)

Running Tests

cd python
pip install -e .[dev]
DG_TEST_FILE=/path/to/test.dgz pytest

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

dgread-1.1.7.tar.gz (9.9 kB view details)

Uploaded Source

Built Distributions

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

dgread-1.1.7-cp314-cp314-win_amd64.whl (63.7 kB view details)

Uploaded CPython 3.14Windows x86-64

dgread-1.1.7-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl (874.9 kB view details)

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

dgread-1.1.7-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl (822.5 kB view details)

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

dgread-1.1.7-cp314-cp314-macosx_11_0_arm64.whl (160.5 kB view details)

Uploaded CPython 3.14macOS 11.0+ ARM64

dgread-1.1.7-cp314-cp314-macosx_10_15_x86_64.whl (177.7 kB view details)

Uploaded CPython 3.14macOS 10.15+ x86-64

dgread-1.1.7-cp313-cp313-win_amd64.whl (62.2 kB view details)

Uploaded CPython 3.13Windows x86-64

dgread-1.1.7-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl (874.9 kB view details)

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

dgread-1.1.7-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl (822.4 kB view details)

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

dgread-1.1.7-cp313-cp313-macosx_11_0_arm64.whl (160.5 kB view details)

Uploaded CPython 3.13macOS 11.0+ ARM64

dgread-1.1.7-cp313-cp313-macosx_10_13_x86_64.whl (177.5 kB view details)

Uploaded CPython 3.13macOS 10.13+ x86-64

dgread-1.1.7-cp312-cp312-win_amd64.whl (62.2 kB view details)

Uploaded CPython 3.12Windows x86-64

dgread-1.1.7-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl (874.8 kB view details)

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

dgread-1.1.7-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl (822.4 kB view details)

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

dgread-1.1.7-cp312-cp312-macosx_11_0_arm64.whl (160.5 kB view details)

Uploaded CPython 3.12macOS 11.0+ ARM64

dgread-1.1.7-cp312-cp312-macosx_10_13_x86_64.whl (177.5 kB view details)

Uploaded CPython 3.12macOS 10.13+ x86-64

dgread-1.1.7-cp311-cp311-win_amd64.whl (62.2 kB view details)

Uploaded CPython 3.11Windows x86-64

dgread-1.1.7-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl (874.5 kB view details)

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

dgread-1.1.7-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl (822.0 kB view details)

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

dgread-1.1.7-cp311-cp311-macosx_11_0_arm64.whl (160.5 kB view details)

Uploaded CPython 3.11macOS 11.0+ ARM64

dgread-1.1.7-cp311-cp311-macosx_10_9_x86_64.whl (177.8 kB view details)

Uploaded CPython 3.11macOS 10.9+ x86-64

dgread-1.1.7-cp310-cp310-win_amd64.whl (62.2 kB view details)

Uploaded CPython 3.10Windows x86-64

dgread-1.1.7-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl (874.4 kB view details)

Uploaded CPython 3.10manylinux: glibc 2.17+ x86-64manylinux: glibc 2.28+ x86-64

dgread-1.1.7-cp310-cp310-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl (821.9 kB view details)

Uploaded CPython 3.10manylinux: glibc 2.17+ ARM64manylinux: glibc 2.28+ ARM64

dgread-1.1.7-cp310-cp310-macosx_11_0_arm64.whl (160.5 kB view details)

Uploaded CPython 3.10macOS 11.0+ ARM64

dgread-1.1.7-cp310-cp310-macosx_10_9_x86_64.whl (177.8 kB view details)

Uploaded CPython 3.10macOS 10.9+ x86-64

dgread-1.1.7-cp39-cp39-win_amd64.whl (62.2 kB view details)

Uploaded CPython 3.9Windows x86-64

dgread-1.1.7-cp39-cp39-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl (874.3 kB view details)

Uploaded CPython 3.9manylinux: glibc 2.17+ x86-64manylinux: glibc 2.28+ x86-64

dgread-1.1.7-cp39-cp39-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl (821.7 kB view details)

Uploaded CPython 3.9manylinux: glibc 2.17+ ARM64manylinux: glibc 2.28+ ARM64

dgread-1.1.7-cp39-cp39-macosx_11_0_arm64.whl (160.5 kB view details)

Uploaded CPython 3.9macOS 11.0+ ARM64

dgread-1.1.7-cp39-cp39-macosx_10_9_x86_64.whl (177.8 kB view details)

Uploaded CPython 3.9macOS 10.9+ x86-64

File details

Details for the file dgread-1.1.7.tar.gz.

File metadata

  • Download URL: dgread-1.1.7.tar.gz
  • Upload date:
  • Size: 9.9 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for dgread-1.1.7.tar.gz
Algorithm Hash digest
SHA256 67b518bacd28fdd5e2e4db076469fb96fba0fe3540787f8d40c825ab3f59a416
MD5 d12705cd4b2dc6c2bf0595441b78c74f
BLAKE2b-256 8ff761e0dfd76600ca67e0f6741a212b7a9955cf19fa34a20b1f635fd0a7bdf0

See more details on using hashes here.

Provenance

The following attestation bundles were made for dgread-1.1.7.tar.gz:

Publisher: python_wheels.yml on SheinbergLab/dgread

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

File details

Details for the file dgread-1.1.7-cp314-cp314-win_amd64.whl.

File metadata

  • Download URL: dgread-1.1.7-cp314-cp314-win_amd64.whl
  • Upload date:
  • Size: 63.7 kB
  • Tags: CPython 3.14, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for dgread-1.1.7-cp314-cp314-win_amd64.whl
Algorithm Hash digest
SHA256 922f22796f58bbec1b86ecd531839c9f8885899ab320cd0f825cf14a2cd84ce2
MD5 6b133cc7e8a8dc9ccbd8d157d2667056
BLAKE2b-256 a3b790707a0383b108157aed7995fff6e2df07f331406b35ccff0e071fe03d9b

See more details on using hashes here.

Provenance

The following attestation bundles were made for dgread-1.1.7-cp314-cp314-win_amd64.whl:

Publisher: python_wheels.yml on SheinbergLab/dgread

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

File details

Details for the file dgread-1.1.7-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for dgread-1.1.7-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 992cc0951393164e0f0e31cebf8930ff258ba17fa0e9670b8471dff3a5a7e763
MD5 6dc45aac5793bbc8df3995aab5875e38
BLAKE2b-256 99761a4d794999eee8b9d8a2c5b11514580af9bfb73b530d1c48aa421b81eac0

See more details on using hashes here.

Provenance

The following attestation bundles were made for dgread-1.1.7-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl:

Publisher: python_wheels.yml on SheinbergLab/dgread

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

File details

Details for the file dgread-1.1.7-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl.

File metadata

File hashes

Hashes for dgread-1.1.7-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl
Algorithm Hash digest
SHA256 6dd662b458603bb4eed3d642d4ccd025a2ca2168eb04e5b9c1dae0e8dde2f42a
MD5 71b76d8a29cc0872b1ae1d5c177d0977
BLAKE2b-256 1d18b3da42c122ada9a73aefb03ac3ff629ae242255fdcd6c929f901f804a717

See more details on using hashes here.

Provenance

The following attestation bundles were made for dgread-1.1.7-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl:

Publisher: python_wheels.yml on SheinbergLab/dgread

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

File details

Details for the file dgread-1.1.7-cp314-cp314-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for dgread-1.1.7-cp314-cp314-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 65b4cec9894fdc603f3eab1625c1f97e4f0c089ba62345703202e2129946e41b
MD5 93b166af65b5eafffc0fd035771bf629
BLAKE2b-256 a729ce9d0de2f6b942395d91091d02f83783f741d2eb84ef96ec4732f63bb01c

See more details on using hashes here.

Provenance

The following attestation bundles were made for dgread-1.1.7-cp314-cp314-macosx_11_0_arm64.whl:

Publisher: python_wheels.yml on SheinbergLab/dgread

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

File details

Details for the file dgread-1.1.7-cp314-cp314-macosx_10_15_x86_64.whl.

File metadata

File hashes

Hashes for dgread-1.1.7-cp314-cp314-macosx_10_15_x86_64.whl
Algorithm Hash digest
SHA256 ea62f7573286ed3cbb4c7ba8b3ca72093db4bb68be5239b0e744976ba67effd9
MD5 817431a31870ecdcdf2360bd534044a5
BLAKE2b-256 b955a17392f61b9931b305a5a265e5e2af275b7594e1715577d2d421eb4b5b9c

See more details on using hashes here.

Provenance

The following attestation bundles were made for dgread-1.1.7-cp314-cp314-macosx_10_15_x86_64.whl:

Publisher: python_wheels.yml on SheinbergLab/dgread

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

File details

Details for the file dgread-1.1.7-cp313-cp313-win_amd64.whl.

File metadata

  • Download URL: dgread-1.1.7-cp313-cp313-win_amd64.whl
  • Upload date:
  • Size: 62.2 kB
  • Tags: CPython 3.13, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for dgread-1.1.7-cp313-cp313-win_amd64.whl
Algorithm Hash digest
SHA256 6122d6deb221fedc77c7ab85fd5055fd0f79a1ea21eb8900f4e6bf5a1192f544
MD5 6d60ecb1e5e6798f9b965bcab329358a
BLAKE2b-256 9cc8b0405ee22b4e79b0a07873d9c5bee288ed674329c64d4592a206536249bf

See more details on using hashes here.

Provenance

The following attestation bundles were made for dgread-1.1.7-cp313-cp313-win_amd64.whl:

Publisher: python_wheels.yml on SheinbergLab/dgread

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

File details

Details for the file dgread-1.1.7-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for dgread-1.1.7-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 f19b9740e8f56af61d78dcf5649cf1339ea8b92f4613dec9e46a29ea27796639
MD5 df22ceec05d155a98e6f389e5ebdb62b
BLAKE2b-256 f777ddf57deed04915d36c9346dfffae36306b448e2e708ac10dace502b041ea

See more details on using hashes here.

Provenance

The following attestation bundles were made for dgread-1.1.7-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl:

Publisher: python_wheels.yml on SheinbergLab/dgread

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

File details

Details for the file dgread-1.1.7-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl.

File metadata

File hashes

Hashes for dgread-1.1.7-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl
Algorithm Hash digest
SHA256 764e24215e0d62756dcd78edd5d8fb45a78af1d6764f062bd960b1e7920963e0
MD5 5bb6f0f356dc4a07c50f565220e39f86
BLAKE2b-256 83d352affd42c5f67b134c146fbfaa25715deeea01452afcd33e0708892d926b

See more details on using hashes here.

Provenance

The following attestation bundles were made for dgread-1.1.7-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl:

Publisher: python_wheels.yml on SheinbergLab/dgread

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

File details

Details for the file dgread-1.1.7-cp313-cp313-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for dgread-1.1.7-cp313-cp313-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 e4d17680d33101a22a11cffe194d63a6d9ba8c045093a60c9d3e1a02f797f6fc
MD5 61a47373052471cee1d6887adaab01de
BLAKE2b-256 32608345b9940c0269d9fde0c48103b6887111bf92f4bd1a43f35eaf3d5e8cfc

See more details on using hashes here.

Provenance

The following attestation bundles were made for dgread-1.1.7-cp313-cp313-macosx_11_0_arm64.whl:

Publisher: python_wheels.yml on SheinbergLab/dgread

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

File details

Details for the file dgread-1.1.7-cp313-cp313-macosx_10_13_x86_64.whl.

File metadata

File hashes

Hashes for dgread-1.1.7-cp313-cp313-macosx_10_13_x86_64.whl
Algorithm Hash digest
SHA256 1c163bddfb65da3ba0133b5e7439081ba175069b04f25fb0b0ae82f625a7e733
MD5 010bab6848847a23c08885f03aa504ba
BLAKE2b-256 a32dab97d931128e8d6939831d707dadc52f9185645c1a5c87a558ebe5c92a95

See more details on using hashes here.

Provenance

The following attestation bundles were made for dgread-1.1.7-cp313-cp313-macosx_10_13_x86_64.whl:

Publisher: python_wheels.yml on SheinbergLab/dgread

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

File details

Details for the file dgread-1.1.7-cp312-cp312-win_amd64.whl.

File metadata

  • Download URL: dgread-1.1.7-cp312-cp312-win_amd64.whl
  • Upload date:
  • Size: 62.2 kB
  • Tags: CPython 3.12, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for dgread-1.1.7-cp312-cp312-win_amd64.whl
Algorithm Hash digest
SHA256 889f177e7b2d5f35fb4522863a331f5d43e231097df592ffabd81296b45fe1bc
MD5 a39bdf584c9784656ba05a1d9b97c6cc
BLAKE2b-256 33d42fd2462d171caa6855c6e3e08d38dc2dc6449de98f316f9030390ecc3ec4

See more details on using hashes here.

Provenance

The following attestation bundles were made for dgread-1.1.7-cp312-cp312-win_amd64.whl:

Publisher: python_wheels.yml on SheinbergLab/dgread

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

File details

Details for the file dgread-1.1.7-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for dgread-1.1.7-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 29eab8bd727cf5207b9b1f4d902c39f2d5f2de02c0854b5fac441d25137a5288
MD5 11b3005219bd712f825902e20909d014
BLAKE2b-256 1a7b2df36213de2a9a6c08c14938aefcfb9c71a8a240de4b494290b86f588170

See more details on using hashes here.

Provenance

The following attestation bundles were made for dgread-1.1.7-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl:

Publisher: python_wheels.yml on SheinbergLab/dgread

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

File details

Details for the file dgread-1.1.7-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl.

File metadata

File hashes

Hashes for dgread-1.1.7-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl
Algorithm Hash digest
SHA256 34e88820b58611701811be0328d25f16ad1ad1e25d27f3dd48b63624753199c6
MD5 44b965fb6c14c79f7b0b9bef075ac974
BLAKE2b-256 db26a9300868d7edb8c013b2e917ead141d3be2c2732e2cb314a64ac967c1dbb

See more details on using hashes here.

Provenance

The following attestation bundles were made for dgread-1.1.7-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl:

Publisher: python_wheels.yml on SheinbergLab/dgread

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

File details

Details for the file dgread-1.1.7-cp312-cp312-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for dgread-1.1.7-cp312-cp312-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 05eaf2603d407091ff278e8840251275e1ab43afbf9ad12d5eeb411424bbf8f4
MD5 e4d8830b9d4f69e15bdfbaac56742a22
BLAKE2b-256 cff034443831e3caa0c23ed14f83d29e53349d3de96cd3208cb73608c020488a

See more details on using hashes here.

Provenance

The following attestation bundles were made for dgread-1.1.7-cp312-cp312-macosx_11_0_arm64.whl:

Publisher: python_wheels.yml on SheinbergLab/dgread

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

File details

Details for the file dgread-1.1.7-cp312-cp312-macosx_10_13_x86_64.whl.

File metadata

File hashes

Hashes for dgread-1.1.7-cp312-cp312-macosx_10_13_x86_64.whl
Algorithm Hash digest
SHA256 a4c5b892f4cb5085ddf5376478206d855299e55d79bb14737b7e877880a8240f
MD5 4faf7a206f10fc5f526a3becad7769fe
BLAKE2b-256 0afb1141ceec88a4db256f965c8abbcac84cdc81422d5922f0b3d9159e2f0e91

See more details on using hashes here.

Provenance

The following attestation bundles were made for dgread-1.1.7-cp312-cp312-macosx_10_13_x86_64.whl:

Publisher: python_wheels.yml on SheinbergLab/dgread

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

File details

Details for the file dgread-1.1.7-cp311-cp311-win_amd64.whl.

File metadata

  • Download URL: dgread-1.1.7-cp311-cp311-win_amd64.whl
  • Upload date:
  • Size: 62.2 kB
  • Tags: CPython 3.11, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for dgread-1.1.7-cp311-cp311-win_amd64.whl
Algorithm Hash digest
SHA256 49eac405d7c399c5a558ba57477ec73976bb72f2ee2b7e9fc8969f2884285c4d
MD5 d8880a9d1d77a36467cc56ec00e5a58b
BLAKE2b-256 ee3525d3eae526ab463d17619805964dc96e76fa23a4a07d47f72c5fca5b261b

See more details on using hashes here.

Provenance

The following attestation bundles were made for dgread-1.1.7-cp311-cp311-win_amd64.whl:

Publisher: python_wheels.yml on SheinbergLab/dgread

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

File details

Details for the file dgread-1.1.7-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for dgread-1.1.7-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 b3cf6d9647603a48bf8b2bf5d2bc1d039c1c61420419373564979f525ab79c65
MD5 6dbee62a0722f693056f102add793ded
BLAKE2b-256 a4973dd7bf16d351969efa930604f3b85cb9c9bb36eb50574c08660cb9e99684

See more details on using hashes here.

Provenance

The following attestation bundles were made for dgread-1.1.7-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl:

Publisher: python_wheels.yml on SheinbergLab/dgread

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

File details

Details for the file dgread-1.1.7-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl.

File metadata

File hashes

Hashes for dgread-1.1.7-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl
Algorithm Hash digest
SHA256 a4fbe3c12e3e3d1e2f8885ce250a97e0ee6fe1b4dd1c774e0e7d1c6f7c3a870d
MD5 0538bc48bc034ef58b11592e4ec65498
BLAKE2b-256 c6b7049c10b05cfe587c1d779cb3ef558c459330f9fb9cf888d49b511ff239f2

See more details on using hashes here.

Provenance

The following attestation bundles were made for dgread-1.1.7-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl:

Publisher: python_wheels.yml on SheinbergLab/dgread

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

File details

Details for the file dgread-1.1.7-cp311-cp311-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for dgread-1.1.7-cp311-cp311-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 f6c58b81ece70839570a3ea93dafc14c3d8cd40b316146f797a053539e8853d2
MD5 60e48530fe16170a9a1e0b5f001d5400
BLAKE2b-256 492460c291c4b411813cbb742a98bd364cfc2913b0ae7977579e44554ebece73

See more details on using hashes here.

Provenance

The following attestation bundles were made for dgread-1.1.7-cp311-cp311-macosx_11_0_arm64.whl:

Publisher: python_wheels.yml on SheinbergLab/dgread

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

File details

Details for the file dgread-1.1.7-cp311-cp311-macosx_10_9_x86_64.whl.

File metadata

File hashes

Hashes for dgread-1.1.7-cp311-cp311-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 15af5c01cfb088aa57c74710a2886e91558bdc5cfb7b9578e24dd937a44460e8
MD5 01a02ef689977622a8dce6498d45779a
BLAKE2b-256 46e69c3f7e0a83727f0fa3d53705c5c789e7b48c67bcc5cb27f89f2d24c2543f

See more details on using hashes here.

Provenance

The following attestation bundles were made for dgread-1.1.7-cp311-cp311-macosx_10_9_x86_64.whl:

Publisher: python_wheels.yml on SheinbergLab/dgread

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

File details

Details for the file dgread-1.1.7-cp310-cp310-win_amd64.whl.

File metadata

  • Download URL: dgread-1.1.7-cp310-cp310-win_amd64.whl
  • Upload date:
  • Size: 62.2 kB
  • Tags: CPython 3.10, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for dgread-1.1.7-cp310-cp310-win_amd64.whl
Algorithm Hash digest
SHA256 6474ffd7edc9324c1e3b915d45bad164c3c0d1d453320ee9c485393c262b476f
MD5 8923bf02d3f2708efbf4876da2952f17
BLAKE2b-256 f395d9d97d76b9e712298b802378d7b190b2ed2c6cf77fd7155be950157e02a0

See more details on using hashes here.

Provenance

The following attestation bundles were made for dgread-1.1.7-cp310-cp310-win_amd64.whl:

Publisher: python_wheels.yml on SheinbergLab/dgread

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

File details

Details for the file dgread-1.1.7-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for dgread-1.1.7-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 f95e62af109b3a87aaa6803699b59fead4f2c33684167244d823a8e01b7b329f
MD5 6874857e9e86a4f75b81128d91a60b01
BLAKE2b-256 49708720ba3c48c09fa1f1321cf3da383dc4d50d40e4f85dcd8c47975c132903

See more details on using hashes here.

Provenance

The following attestation bundles were made for dgread-1.1.7-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl:

Publisher: python_wheels.yml on SheinbergLab/dgread

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

File details

Details for the file dgread-1.1.7-cp310-cp310-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl.

File metadata

File hashes

Hashes for dgread-1.1.7-cp310-cp310-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl
Algorithm Hash digest
SHA256 dc8e59ca31b4243da09f9b935f505aa30dbceecf03c40661bfdba133d61360d1
MD5 15b8f747e6963f2ef121ab6bd195d210
BLAKE2b-256 3d8b69d60d90a1d4a09308d9b186fd86c7c486fdcf426d2cbdd018be7407b201

See more details on using hashes here.

Provenance

The following attestation bundles were made for dgread-1.1.7-cp310-cp310-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl:

Publisher: python_wheels.yml on SheinbergLab/dgread

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

File details

Details for the file dgread-1.1.7-cp310-cp310-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for dgread-1.1.7-cp310-cp310-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 2c1ef67adcb5b7da51853c3e1106d935c451da6403cd0caa123bc537dc394963
MD5 c6749e17d4dab04138a3f733951bb5a1
BLAKE2b-256 7644da24deddbd307acc92fbc9a3bb7454918914eb005ab80c264c3857322958

See more details on using hashes here.

Provenance

The following attestation bundles were made for dgread-1.1.7-cp310-cp310-macosx_11_0_arm64.whl:

Publisher: python_wheels.yml on SheinbergLab/dgread

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

File details

Details for the file dgread-1.1.7-cp310-cp310-macosx_10_9_x86_64.whl.

File metadata

File hashes

Hashes for dgread-1.1.7-cp310-cp310-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 ca0eec13baeb127505494059bffe1a4793d306d0ff538e9868ceb7d9e2f2991b
MD5 8ed96559e08a3e65c71c9402d0cb52aa
BLAKE2b-256 308cd26cd52f12d1ef2631699ffa7b66748c6acf0392f3d02b59c8f6a79998b8

See more details on using hashes here.

Provenance

The following attestation bundles were made for dgread-1.1.7-cp310-cp310-macosx_10_9_x86_64.whl:

Publisher: python_wheels.yml on SheinbergLab/dgread

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

File details

Details for the file dgread-1.1.7-cp39-cp39-win_amd64.whl.

File metadata

  • Download URL: dgread-1.1.7-cp39-cp39-win_amd64.whl
  • Upload date:
  • Size: 62.2 kB
  • Tags: CPython 3.9, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for dgread-1.1.7-cp39-cp39-win_amd64.whl
Algorithm Hash digest
SHA256 d15a1a236560a5f82ca786f07fe6bb9038ac26898a1bc18c17ec66946e0f7217
MD5 806a3c1fd14c86c9a34e7c72d5ec9e99
BLAKE2b-256 416d22c4e32bff1e94cf02afae72676b417b4ddb9f772c13e42fef0df81bc847

See more details on using hashes here.

Provenance

The following attestation bundles were made for dgread-1.1.7-cp39-cp39-win_amd64.whl:

Publisher: python_wheels.yml on SheinbergLab/dgread

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

File details

Details for the file dgread-1.1.7-cp39-cp39-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for dgread-1.1.7-cp39-cp39-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 1fb58459c036009022690ef44aa0143dfcac2f5ab89cb37fdfcaed847f3d7ec1
MD5 033f6eae95d13782891a59cc40c18b4c
BLAKE2b-256 630692125e178f93ebdd86d3d4aa43eb882748cddcd6125b85b92c32ecdebaab

See more details on using hashes here.

Provenance

The following attestation bundles were made for dgread-1.1.7-cp39-cp39-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl:

Publisher: python_wheels.yml on SheinbergLab/dgread

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

File details

Details for the file dgread-1.1.7-cp39-cp39-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl.

File metadata

File hashes

Hashes for dgread-1.1.7-cp39-cp39-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl
Algorithm Hash digest
SHA256 8e5fe47de4d1d9a639df532a5cd0f3402c17249550a168597c115ad6c3f2b6f8
MD5 5e74da5fd5e8d1bb3b1ebd24256605e2
BLAKE2b-256 8c1d68f6dbd5d94e9b991da5bb03f64149592516c2c95ab3c8b5402cfbf40f35

See more details on using hashes here.

Provenance

The following attestation bundles were made for dgread-1.1.7-cp39-cp39-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl:

Publisher: python_wheels.yml on SheinbergLab/dgread

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

File details

Details for the file dgread-1.1.7-cp39-cp39-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for dgread-1.1.7-cp39-cp39-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 1fdd5bde8c99e0b8e17c77e60a4132a59d33196a8021004c4d8ec45df32cf84f
MD5 203858836093ccdbac8d472c943052f3
BLAKE2b-256 c6f19e47e9056f1ff49ada89912fbd16731608fc634a6de4c2d2f173cec85af2

See more details on using hashes here.

Provenance

The following attestation bundles were made for dgread-1.1.7-cp39-cp39-macosx_11_0_arm64.whl:

Publisher: python_wheels.yml on SheinbergLab/dgread

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

File details

Details for the file dgread-1.1.7-cp39-cp39-macosx_10_9_x86_64.whl.

File metadata

File hashes

Hashes for dgread-1.1.7-cp39-cp39-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 80962f5238021888de5094765e23e150025aecbd5a2ef98ef572281b8c8c2405
MD5 fe23ce9d7b080746ea2d021e8a1b628a
BLAKE2b-256 94a75d222a81af99f4216ea518c791ec71f568f103733a16867f6c0a61343f9e

See more details on using hashes here.

Provenance

The following attestation bundles were made for dgread-1.1.7-cp39-cp39-macosx_10_9_x86_64.whl:

Publisher: python_wheels.yml on SheinbergLab/dgread

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