transforms84
Python library for geographic system transformations with additional helper functions.
This package focuses on:
- Performance
- Support for different number of inputs:
- Ideal array shape of
(3,1)and(nPoints,3,1)(as well as(3,)and(nPoints,3)) - Separate input for each axis in the coordinate system of size
(nPoints,)
- Ideal array shape of
- Support for different inputs types:
- NumPy
ndarray - Pandas
Series - List
- Float/int
- NumPy
- Functions that adapt to differing input matrices shapes: one-to-one, many-to-many and one-to-many points. See below for an example.
Installation
pip install transforms84
transforms84 is supported on Windows, Linux and MacOS.
Operations
Coordinate Transformations
The following coordinate transformations have been implemented:
- geodetic → ECEF 🔗
- ECEF → geodetic 🔗
- ECEF → ENU 🔗
- ENU → ECEF 🔗
- ENU → AER 🔗
- AER → ENU 🔗
- ECEF → NED 🔗 🔗
- NED → ECEF 🔗 🔗
- NED → AER 🔗 🔗
- AER → NED 🔗 🔗
- geodetic → UTM 🔗
- UTM → geodetic 🔗
Velocity Transformations
The following velocity transformations have been implemented:
- ECEF → NED
- NED → ECEF
- ENU → ECEF
- ECEF → ENU
Distances
The following distance formulae have been implemented:
- Haversine 🔗
Additional Functions
The following functions have been implemented:
- Angular difference (smallest and largest)
- [rad, rad, X] → [deg, deg, X]
- [deg, deg, X] → [rad, rad, X]
Examples
See the Jupyter notebooks in examples to see how to use the transform84. Run pip install transforms84[examples] to run the examples locally.
Many-to-many & one-to-many
The transforms.ECEF2ENU transformation accepts same and differing matrix shape sizes. Below showcases the many-to-many method where three target points, rrm_target, in the geodetic coordinate system are transformed to the local ENU coordinate system about the point rrm_local, where both matrices are of shape (3, 3, 1):
>>> import numpy as np
>>> from transforms84.systems import WGS84
>>> from transforms84.helpers import DDM2RRM
>>> from transforms84.transforms import ECEF2ENU, geodetic2ECEF
>>
>>> rrm_local = DDM2RRM(
>>> np.array(
>>> [[[30], [31], [0]], [[30], [31], [0]], [[30], [31], [0]]], dtype=np.float64
>>> )
>>> ) # convert each point from [deg, deg, X] to [rad, rad, X]
>>> rrm_target = DDM2RRM(
>>> np.array(
>>> [[[31], [32], [0]], [[31], [32], [0]], [[31], [32], [0]]], dtype=np.float64
>>> )
>>> )
>>> ECEF2ENU(
>>> rrm_local, geodetic2ECEF(rrm_target, WGS84.a, WGS84.b), WGS84.a, WGS84.b
>>> ) # geodetic2ECEF -> ECEF2ENU
array(
[
[[95499.41373564], [111272.00245298], [-1689.19916788]],
[[95499.41373564], [111272.00245298], [-1689.19916788]],
[[95499.41373564], [111272.00245298], [-1689.19916788]],
]
)
We can achieve the same result using the one-to-many method with a single local point of shape (3, 1):
>>> rrm_local_one_point = DDM2RRM(np.array([[30], [31], [0]], dtype=np.float64))
>>> ECEF2ENU(rrm_local_one_point, geodetic2ECEF(rrm_target, WGS84.a, WGS84.b), WGS84.a, WGS84.b)
array(
[
[[95499.41373564], [111272.00245298], [-1689.19916788]],
[[95499.41373564], [111272.00245298], [-1689.19916788]],
[[95499.41373564], [111272.00245298], [-1689.19916788]],
]
)
Again, we can achieve the same result by splitting the arrays over each coordiante system axis:
>>> import pandas as pd
>>> df = pd.DataFrame(
>>> {
>>> "radLatTarget": rrm_target[:, 0, 0],
>>> "radLonTarget": rrm_target[:, 1, 0],
>>> "mAltTarget": rrm_target[:, 2, 0],
>>> }
>>> )
>>> df["e"], df["n"], df["u"] = ECEF2ENU(
>>> np.deg2rad(30),
>>> np.deg2rad(31),
>>> 0,
>>> *geodetic2ECEF(
>>> df["radLatTarget"],
>>> df["radLonTarget"],
>>> df["mAltTarget"],
>>> WGS84.a,
>>> WGS84.b,
>>> ),
>>> WGS84.a,
>>> WGS84.b,
>>> )
>>> df[["e", "n", "u"]]
e n u
0 95499.413736 111272.002453 -1689.199168
1 95499.413736 111272.002453 -1689.199168
2 95499.413736 111272.002453 -1689.199168
World Geodetic Systems Standards
transforms84.systems includes the WGS84 class, which is the WGS 84 version of the standard. Other standards can be created:
>>> from transforms84.systems import WGS, WGS72
>>> WGS72 == WGS(6378135.0, 6356750.520016094)
True
Helpful Resources
...in no particular order:
- Geographic coordinate conversion
- Local tangent plane coordinates
- Coordinate systems for navigation
- Fundamental coordinate system concepts
- Coordinate systems for modeling
- Coordinate systems for display
Contributing
PRs are always welcome and appreciated!
After forking the repo install the dev requirements: pip install -e .[dev].
1 maintainer
Metadata
1 maintainer
Release files for transforms84 1.3.1
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Built distributions (wheels)
Total release size: 6.1 MB
Release files / transforms84-1.3.1-cp314-cp314-win_amd64.whl
| Download URL | transforms84-1.3.1-cp314-cp314-win_amd64.whl |
|---|---|
| Size | 179.1 kB |
| Tags | CPython 3.14 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
214584fa4d96a4fd40f6517839526c76cda98b3064b2a907d091238611b86fb2
|
|
BLAKE2b-256 checksum How to use checksums |
aeea545022c28634c567fa602c235a4988b3f0ea1559d7ffb66c81f694851f52
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Aug 16, 2026.
Transparency logRelease files / transforms84-1.3.1-cp314-cp314-musllinux_1_2_x86_64.whl
| Download URL | transforms84-1.3.1-cp314-cp314-musllinux_1_2_x86_64.whl |
|---|---|
| Size | 364.0 kB |
| Tags | CPython 3.14 Linux musl 1.2+ x86-64 |
|
SHA-256 checksum How to use checksums |
e5808f9c5bba622e7087b5825ebbb3c2feb0f08827953846aac6e6fa21782376
|
|
BLAKE2b-256 checksum How to use checksums |
a52c724e38e0cd8f05e6b2a7b383a31076cf33c35e1b83880bfd755462c4a58f
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Aug 16, 2026.
Transparency logRelease files / transforms84-1.3.1-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
| Download URL | transforms84-1.3.1-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 325.8 kB |
| Tags | CPython 3.14 Linux glibc 2.17+ x86-64 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
4244933418d4b9531242bc7cca498ce0ddd1da89a3635eec608bdfd3e8da6bca
|
|
BLAKE2b-256 checksum How to use checksums |
a291c0acf3e1518878bf55c4b958221c3080230ccaec360e0d7cee1cb9ab37b5
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Aug 16, 2026.
Transparency logRelease files / transforms84-1.3.1-cp314-cp314-macosx_11_0_arm64.whl
| Download URL | transforms84-1.3.1-cp314-cp314-macosx_11_0_arm64.whl |
|---|---|
| Size | 72.6 kB |
| Tags | CPython 3.14 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
4c92aaa64518ff5a5b5aad5c0516415c69ca1e98377034e1408b57a6346b0f8a
|
|
BLAKE2b-256 checksum How to use checksums |
3e3c1e652eb1092971dcb574ff2ea0ccbe30c8a80b5fa72c3c6ecb4d065b17eb
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Aug 16, 2026.
Transparency logRelease files / transforms84-1.3.1-cp314-cp314-macosx_10_15_x86_64.whl
| Download URL | transforms84-1.3.1-cp314-cp314-macosx_10_15_x86_64.whl |
|---|---|
| Size | 82.0 kB |
| Tags | CPython 3.14 macOS 10.15+ x86-64 |
|
SHA-256 checksum How to use checksums |
3bfe9a52ead298752f272a186f43a656119d20753cf6be1f4032cbc2e8c01f51
|
|
BLAKE2b-256 checksum How to use checksums |
136bb8a5939cfd7a77030b189a9b588da719946c16b018163f7e2445ee724a48
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Aug 16, 2026.
Transparency logRelease files / transforms84-1.3.1-cp313-cp313-win_amd64.whl
| Download URL | transforms84-1.3.1-cp313-cp313-win_amd64.whl |
|---|---|
| Size | 174.2 kB |
| Tags | CPython 3.13 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
2a0612f704a0fe4950346d67c8a0e056adc628d7f32c5d852be9dd084ed53b00
|
|
BLAKE2b-256 checksum How to use checksums |
c1d53a07de360e4412271d280e1f7ec79fdd8a86bdbdfc5a85bf879514c0f82e
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Aug 16, 2026.
Transparency logRelease files / transforms84-1.3.1-cp313-cp313-musllinux_1_2_x86_64.whl
| Download URL | transforms84-1.3.1-cp313-cp313-musllinux_1_2_x86_64.whl |
|---|---|
| Size | 363.8 kB |
| Tags | CPython 3.13 Linux musl 1.2+ x86-64 |
|
SHA-256 checksum How to use checksums |
032ef66d7f5a20dcaaec6657552f8ec87f74393ea5b07716f9319c7d63b238fc
|
|
BLAKE2b-256 checksum How to use checksums |
f939f41a490dc8bc57918ed218ec433c25aa616717bf583635d0d96df470ea1c
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Aug 16, 2026.
Transparency logRelease files / transforms84-1.3.1-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
| Download URL | transforms84-1.3.1-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 325.6 kB |
| Tags | CPython 3.13 Linux glibc 2.17+ x86-64 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
114839a8970102559d3579a90496cf4d06e9f78d1d163773248e2ebb5da020dc
|
|
BLAKE2b-256 checksum How to use checksums |
eb4dba68da284e6a8b07ac62aacc6eb163192b5f6caa530f1452f39f378f9593
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Aug 16, 2026.
Transparency logRelease files / transforms84-1.3.1-cp313-cp313-macosx_11_0_arm64.whl
| Download URL | transforms84-1.3.1-cp313-cp313-macosx_11_0_arm64.whl |
|---|---|
| Size | 72.6 kB |
| Tags | CPython 3.13 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
83f2f9b16581603bf779a145f60803aaba8f6cc49d425845b1e18a67c081cde1
|
|
BLAKE2b-256 checksum How to use checksums |
4d8ceb0d7e6045020c6944bee031d99e33400c7b3e7373ad019898569c4c8ed7
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Aug 16, 2026.
Transparency logRelease files / transforms84-1.3.1-cp313-cp313-macosx_10_13_x86_64.whl
| Download URL | transforms84-1.3.1-cp313-cp313-macosx_10_13_x86_64.whl |
|---|---|
| Size | 81.8 kB |
| Tags | CPython 3.13 macOS 10.13+ x86-64 |
|
SHA-256 checksum How to use checksums |
f47125e6def03ac6300accc1beddbc3bfed985af90c55d30cb1c35be53c2ed08
|
|
BLAKE2b-256 checksum How to use checksums |
887d6bf56c811c4a03089f0c5554c905df451abf5fe1e0da8f6ca9a5f8c5240c
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Aug 16, 2026.
Transparency logRelease files / transforms84-1.3.1-cp312-cp312-win_amd64.whl
| Download URL | transforms84-1.3.1-cp312-cp312-win_amd64.whl |
|---|---|
| Size | 174.2 kB |
| Tags | CPython 3.12 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
bfbc13ed2ee80b29643f0217f1f0271755fb1db9352404bd098a22e7c4f39605
|
|
BLAKE2b-256 checksum How to use checksums |
f6ff8d898c25603d3fe75c86ad980304721e6db37208b5de64446118f317cc91
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Aug 16, 2026.
Transparency logRelease files / transforms84-1.3.1-cp312-cp312-musllinux_1_2_x86_64.whl
| Download URL | transforms84-1.3.1-cp312-cp312-musllinux_1_2_x86_64.whl |
|---|---|
| Size | 363.8 kB |
| Tags | CPython 3.12 Linux musl 1.2+ x86-64 |
|
SHA-256 checksum How to use checksums |
70eb01e03f605994d4ec3226c8d80c46a98486c047c4bc3ac00987f0062c67b3
|
|
BLAKE2b-256 checksum How to use checksums |
49dd4e83db2ba6668cfac34f6603ab8aa2d79ba1f8623d5fbaed429511d237e1
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Aug 16, 2026.
Transparency logRelease files / transforms84-1.3.1-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
| Download URL | transforms84-1.3.1-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 325.4 kB |
| Tags | CPython 3.12 Linux glibc 2.17+ x86-64 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
b055af23048588700aae13314d963614ec72b5a68b456b38c98a83cc0c703c53
|
|
BLAKE2b-256 checksum How to use checksums |
715416a6a8f8f84beb90ea17d050292bcdd1639f39cecf08deec5485192ecd2e
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Aug 16, 2026.
Transparency logRelease files / transforms84-1.3.1-cp312-cp312-macosx_11_0_arm64.whl
| Download URL | transforms84-1.3.1-cp312-cp312-macosx_11_0_arm64.whl |
|---|---|
| Size | 72.6 kB |
| Tags | CPython 3.12 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
04fb3e65d746d6e98aaa4984d24d02971eff6cdfd1018a87eb7d9a4184e07a4d
|
|
BLAKE2b-256 checksum How to use checksums |
692d29e3648de0bd234858de80b25fc7dbbb55bbb555232eb084c6ee1494240c
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Aug 16, 2026.
Transparency logRelease files / transforms84-1.3.1-cp312-cp312-macosx_10_13_x86_64.whl
| Download URL | transforms84-1.3.1-cp312-cp312-macosx_10_13_x86_64.whl |
|---|---|
| Size | 81.8 kB |
| Tags | CPython 3.12 macOS 10.13+ x86-64 |
|
SHA-256 checksum How to use checksums |
a960484e41cd3d87388a8d42b8cced3f7a9d2b6352948d2f45d05d43cc56519e
|
|
BLAKE2b-256 checksum How to use checksums |
a1b6db07af48b06e5f7e72fbb1ff2a3c25217dcc22d428c07706fe3d51708061
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Aug 16, 2026.
Transparency logRelease files / transforms84-1.3.1-cp311-cp311-win_amd64.whl
| Download URL | transforms84-1.3.1-cp311-cp311-win_amd64.whl |
|---|---|
| Size | 174.2 kB |
| Tags | CPython 3.11 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
b9cf7ed3a8ca8753b143691e0a983128b1f4a02e1795dd64264b4f5efdfdfdd5
|
|
BLAKE2b-256 checksum How to use checksums |
ad75770aaec77e9b37a8ea580b43bd518d7d6c532a84402159f32a6ab6fa57f5
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Aug 16, 2026.
Transparency logRelease files / transforms84-1.3.1-cp311-cp311-musllinux_1_2_x86_64.whl
| Download URL | transforms84-1.3.1-cp311-cp311-musllinux_1_2_x86_64.whl |
|---|---|
| Size | 359.6 kB |
| Tags | CPython 3.11 Linux musl 1.2+ x86-64 |
|
SHA-256 checksum How to use checksums |
82c3c5496b19486d1b868fc1f8caf1e4d71a20adf5885a71a2dd8ef288bbabe8
|
|
BLAKE2b-256 checksum How to use checksums |
583ce3172a6001927d546e0f66b151ac2bddfe0b7ed713b17b298329f0d7902f
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Aug 16, 2026.
Transparency logRelease files / transforms84-1.3.1-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
| Download URL | transforms84-1.3.1-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 321.0 kB |
| Tags | CPython 3.11 Linux glibc 2.17+ x86-64 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
b3b105a74ac43c4e9dbcd9e737abe838272bfaf10278fff0e5cb3be19a5efab3
|
|
BLAKE2b-256 checksum How to use checksums |
3ab17d86890a3668f217b8d065f98a3aaf08211b4d8ad26e3085d8c1326bb772
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Aug 16, 2026.
Transparency logRelease files / transforms84-1.3.1-cp311-cp311-macosx_11_0_arm64.whl
| Download URL | transforms84-1.3.1-cp311-cp311-macosx_11_0_arm64.whl |
|---|---|
| Size | 74.8 kB |
| Tags | CPython 3.11 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
2b8da0d361dd5c8af4b38898909ad7fe89b32d0b6c076ce19419f0ac43bee60f
|
|
BLAKE2b-256 checksum How to use checksums |
4e2a7aad6e07c01332fe60253da8bff0d9693246849b83ac124b477d9461bf3a
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Aug 16, 2026.
Transparency logRelease files / transforms84-1.3.1-cp311-cp311-macosx_10_9_x86_64.whl
| Download URL | transforms84-1.3.1-cp311-cp311-macosx_10_9_x86_64.whl |
|---|---|
| Size | 82.2 kB |
| Tags | CPython 3.11 macOS 10.9+ x86-64 |
|
SHA-256 checksum How to use checksums |
878da06a5b7eee8a40e9b8496e0b9bed0d93d9737c6d8a9792a78940c177a81b
|
|
BLAKE2b-256 checksum How to use checksums |
31f8162e6d39d9bcc92154509fbdacc7c3cdc5e0953c3b7093a389f1a4806e8a
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Aug 16, 2026.
Transparency logRelease files / transforms84-1.3.1-cp310-cp310-win_amd64.whl
| Download URL | transforms84-1.3.1-cp310-cp310-win_amd64.whl |
|---|---|
| Size | 174.2 kB |
| Tags | CPython 3.10 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
dae7b91d4d31f599cca24fa12e239c98dc80e8c4924c94ccad530e3b26fbcc96
|
|
BLAKE2b-256 checksum How to use checksums |
1299de5938604d6e98173add47b3eebd04cb892456ddeb0b1f0c2fe6d611ee41
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Aug 16, 2026.
Transparency logRelease files / transforms84-1.3.1-cp310-cp310-musllinux_1_2_x86_64.whl
| Download URL | transforms84-1.3.1-cp310-cp310-musllinux_1_2_x86_64.whl |
|---|---|
| Size | 358.9 kB |
| Tags | CPython 3.10 Linux musl 1.2+ x86-64 |
|
SHA-256 checksum How to use checksums |
fde94e5ed2212a16c1f06c9105392afadaffb31b737542fe0dd6e3979e9eeb7e
|
|
BLAKE2b-256 checksum How to use checksums |
adf8abe20345e832af04b1cb6b9334505f0606e3e1bf566daad71a52de173835
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Aug 16, 2026.
Transparency logRelease files / transforms84-1.3.1-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
| Download URL | transforms84-1.3.1-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 320.3 kB |
| Tags | CPython 3.10 Linux glibc 2.17+ x86-64 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
1c317a8bfc35f47aa238c7f32c83f384e01f06a123d3fb716a75b8be141f1258
|
|
BLAKE2b-256 checksum How to use checksums |
12fb6549a58adb4e0f4a14b7cf8b01dc772bac7b7d851cb5590dc476bc11679d
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Aug 16, 2026.
Transparency logRelease files / transforms84-1.3.1-cp310-cp310-macosx_11_0_arm64.whl
| Download URL | transforms84-1.3.1-cp310-cp310-macosx_11_0_arm64.whl |
|---|---|
| Size | 74.8 kB |
| Tags | CPython 3.10 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
eb1751bc49391312d0ed1e27385648c588c5477e69b0324c92ed324bba92e0a3
|
|
BLAKE2b-256 checksum How to use checksums |
be9e857baaf7d0c88b6d454633e8ad20d954790cc7a3a64bbdd598e63dc7976c
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Aug 16, 2026.
Transparency logRelease files / transforms84-1.3.1-cp310-cp310-macosx_10_9_x86_64.whl
| Download URL | transforms84-1.3.1-cp310-cp310-macosx_10_9_x86_64.whl |
|---|---|
| Size | 82.2 kB |
| Tags | CPython 3.10 macOS 10.9+ x86-64 |
|
SHA-256 checksum How to use checksums |
fe7872dd7aed2b8c105e4f0b423a2099aeb7f2ae669fc650aacad7cc9f69eb47
|
|
BLAKE2b-256 checksum How to use checksums |
19d8c125128ca48f4b1739fd4ae715786c1b58c0fd821eeca071847f8c2444c4
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Aug 16, 2026.
Transparency logRelease files / transforms84-1.3.1-cp39-cp39-win_amd64.whl
| Download URL | transforms84-1.3.1-cp39-cp39-win_amd64.whl |
|---|---|
| Size | 174.9 kB |
| Tags | CPython 3.9 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
ef9bc4d6dc313466dbc07af8f95c6a558291a7f10e7ba831dd5a861e5cda06fc
|
|
BLAKE2b-256 checksum How to use checksums |
4d98ceae087ee481eef87927b5de8146960240f3a22027774ab5f1a762bcfa73
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Aug 16, 2026.
Transparency logRelease files / transforms84-1.3.1-cp39-cp39-musllinux_1_2_x86_64.whl
| Download URL | transforms84-1.3.1-cp39-cp39-musllinux_1_2_x86_64.whl |
|---|---|
| Size | 357.9 kB |
| Tags | CPython 3.9 Linux musl 1.2+ x86-64 |
|
SHA-256 checksum How to use checksums |
3d1f88d99ec13fb94edf69d8894a65cad7f809121adef99a267d3748b0d69281
|
|
BLAKE2b-256 checksum How to use checksums |
e6ab7f5aeb74f4678efaad305a7a79b3063535aba470cf2ca698ccd88cccf36f
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Aug 16, 2026.
Transparency logRelease files / transforms84-1.3.1-cp39-cp39-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
| Download URL | transforms84-1.3.1-cp39-cp39-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 319.2 kB |
| Tags | CPython 3.9 Linux glibc 2.17+ x86-64 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
01074db5a107cc98784166d91d745205273f343a0e2550337cd660adfa71b54c
|
|
BLAKE2b-256 checksum How to use checksums |
667da89672dfe5a804f5d60defe5cbfa64c27d79791bcc039958ee798607f113
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Aug 16, 2026.
Transparency logRelease files / transforms84-1.3.1-cp39-cp39-macosx_11_0_arm64.whl
| Download URL | transforms84-1.3.1-cp39-cp39-macosx_11_0_arm64.whl |
|---|---|
| Size | 74.8 kB |
| Tags | CPython 3.9 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
6e6ac2773396e923fa3af5cc647c96874afdea436a6d49cb53ed43ff8648a72f
|
|
BLAKE2b-256 checksum How to use checksums |
f76079ef828d5ccb803e965ed07331327a5d5a66f23d38ebe53037b2ed3b87bc
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Aug 16, 2026.
Transparency logRelease files / transforms84-1.3.1-cp39-cp39-macosx_10_9_x86_64.whl
| Download URL | transforms84-1.3.1-cp39-cp39-macosx_10_9_x86_64.whl |
|---|---|
| Size | 82.2 kB |
| Tags | CPython 3.9 macOS 10.9+ x86-64 |
|
SHA-256 checksum How to use checksums |
7fab2d6529a35252c3ac6162649e1bd1fda9c169939ef0157b0414fe9d9a3115
|
|
BLAKE2b-256 checksum How to use checksums |
e50c87a860cb6af1ec7d833b4ea3494d4d9e4c5cedf653772b106474bb470200
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Aug 16, 2026.
Transparency logSecurity for transforms84 1.3.1
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
Full provenance
All 30 files in this release have been uploaded with provenance metadata.
Attestation for transforms84-1.3.1-cp314-cp314-win_amd64.whl
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Aug 16, 2026.
Transparency logA note on package security
PyPI is a repository for distributing packages, not a service for auditing them. While third-party security researchers and our staff do their best to detect and remove malicious packages, PyPI cannot guarantee the quality, security or suitability of any given package.
To learn more about protecting yourself from malicious actors, visit our package security documentation.
