soerp

Second Order Error Propagation for Python

Overview

soerp is the Python implementation of the original Fortran code SOERP by N. D. Cox to apply a second-order analysis to error propagation (or uncertainty analysis). The soerp package allows you to easily and transparently track the effects of uncertainty through mathematical calculations. Advanced mathematical functions, similar to those in the standard math module can also be evaluated directly.

In order to correctly use soerp, the first eight statistical moments of the underlying distribution are required. These are the mean, variance, and then the standardized third through eighth moments. These can be input manually in the form of an array, but they can also be conveniently generated using either the nice constructors or directly by using the distributions from the scipy.stats sub-module. See the examples below for usage examples of both input methods. The result of all calculations generates a mean, variance, and standardized skewness and kurtosis coefficients.

Basic examples

Let's begin by importing all the available constructors:

>>> from soerp import *   # uv, normal, uniform, exponential, etc.

Now, we can see that there are several equivalent ways to specify a statistical distribution, say a Normal distribution with a mean value of 10 and a standard deviation of 1:

Manually input the first 8 moments (mean, variance, and 3rd-8th standardized central moments):

>>> x = uv([10, 1, 0, 3, 0, 15, 0, 105])

Use the rv kwarg to input a distribution from the scipy.stats module:

>>> x = uv(rv=ss.norm(loc=10, scale=1))

Use a built-in convenience constructor (typically the easiest if you can):

>>> x = normal(10, 1)

A Simple Example

Now let's walk through an example of a three-part assembly stack-up:

>>> x1 = normal(24, 1)  # normally distributed
>>> x2 = normal(37, 4)  # normally distributed
>>> x3 = exponential(2)  # exponentially distributed
>>> Z = (x1*x2**2)/(15*(1.5 + x3))

We can now see the results of the calculations in two ways:

The usual print statement (or simply the object if in a terminal):

>>> Z  # "print" is optional at the command-line
uv(1176.45, 99699.6822917, 0.710076903845, 6.16116115559)

The describe class method that explains briefly what the values are:

>>> Z.describe()
SOERP Uncertain Value:
 > Mean...................  1176.45
 > Variance...............  99699.6822917
 > Skewness Coefficient...  0.710076903845
 > Kurtosis Coefficient...  6.16116115559

Distribution Moments

The eight moments of any input variable (and four of any output variable) can be accessed using the moments class method, as in:

>>> x1.moments()
[24.0, 1.0, 0.0, 3.0000000000000053, 0.0, 15.000000000000004, 0.0, 105.0]
>>> Z.moments()
[1176.45, 99699.6822917, 0.710076903845, 6.16116115559]

Correlations

Statistical correlations are correctly handled, even after calculations have taken place:

>>> x1 - x1
0.0
>>> square = x1**2
>>> square - x1*x1
0.0

Derivatives

Derivatives with respect to original variables are calculated and are accessed using the intuitive class methods:

>>> Z.d(x1)  # dZ/dx1
45.63333333333333

>>> Z.d2(x2)  # d^2Z/dx2^2
1.6

>>> Z.d2c(x1, x3)  # d^2Z/dx1dx3 (order doesn't matter)
-22.816666666666666

When we need multiple derivatives at a time, we can use the gradient and hessian class methods:

>>> Z.gradient([x1, x2, x3])
[45.63333333333333, 59.199999999999996, -547.6]

>>> Z.hessian([x1, x2, x3])
[[0.0, 2.466666666666667, -22.816666666666666], [2.466666666666667, 1.6, -29.6], [-22.816666666666666, -29.6, 547.6]]

Error Components/Variance Contributions

Another useful feature is available through the error_components class method that has various ways of representing the first- and second-order variance components:

>>> Z.error_components(pprint=True)
COMPOSITE VARIABLE ERROR COMPONENTS
uv(37.0, 16.0, 0.0, 3.0) = 58202.9155556 or 58.378236%
uv(24.0, 1.0, 0.0, 3.0) = 2196.15170139 or 2.202767%
uv(0.5, 0.25, 2.0, 9.0) = -35665.8249653 or 35.773258%

Advanced Example

Here's a slightly more advanced example, estimating the statistical properties of volumetric gas flow through an orifice meter:

>>> from soerp import normal, umath  # sin, exp, sqrt, etc.
>>> H = normal(64, 0.5)
>>> M = normal(16, 0.1)
>>> P = normal(361, 2)
>>> t = normal(165, 0.5)
>>> C = 38.4
>>> Q = C*umath.sqrt((520*H*P)/(M*(t + 460)))
>>> Q.describe()
SOERP Uncertain Value:
 > Mean...................  1330.99973939
 > Variance...............  58.210762839
 > Skewness Coefficient...  0.0109422068056
 > Kurtosis Coefficient...  3.00032693502

This seems to indicate that even though there are products, divisions, and the usage of sqrt, the result resembles a normal distribution (i.e., Q ~ N(1331, 7.63), where the standard deviation = sqrt(58.2) = 7.63).

Main Features

Transparent calculations with derivatives automatically calculated. No or little modification to existing code required.
Basic NumPy support without modification.
Nearly all standard math module functions supported through the soerp.umath sub-module. If you think a function is in there, it probably is.
Nearly all derivatives calculated analytically.
Easy continuous distribution constructors:
- normal(mu, sigma) or N(mu, sigma) : Normal distribution
- uniform(a, b) or U(a, b) : Uniform distribution
- exponential(lamda, [mu]) or Exp(lamda, [mu]) : Exponential distribution
- gamma(k, theta) or Gamma(k, theta) : Gamma distribution
- beta(alpha, beta, [a, b]) or Beta(alpha, beta, [a, b]) : Beta distribution
- log_normal(mu, sigma) or LogN(mu, sigma) : Log-normal distribution
- chi_squared(k) or Chi2(k) : Chi-squared distribution
- f_distribution(d1, d2) or F(d1, d2) : F-distribution
- triangular(a, b, c) or Tri(a, b, c) : Triangular distribution
- student_t(v) or T(v) : T-distribution
- weibull(lamda, k) or Weib(lamda, k) : Weibull distribution
The location, scale, and shape parameters follow the notation in the respective Wikipedia articles. Discrete distributions are not recommended for use at this time. If you need discrete distributions, try the mcerp python package instead.

Installation

You have several easy, convenient options to install the soerp package.

pip

pip install soerp

To install with plotting support:

pip install soerp[plot]

To install all optional dependencies:

pip install soerp[all]

uv

uv add soerp
uv sync

Or in an existing uv environment:

uv pip install soerp

git

To install the latest version from git:

pip install --upgrade "git+https://github.com/eggzec/soerp.git#egg=soerp"

Requirements

Python >=3.10
NumPy : Numeric Python
SciPy : Scientific Python (the nice distribution constructors require this)
Matplotlib : Python plotting library (optional)

Acknowledgements

The author wishes to thank Eric O. LEBIGOT who first developed the uncertainties python package (for first-order error propagation), from which many inspiring ideas (like maintaining object correlations, etc.) are re-used and/or have been slightly evolved. If you don't need second order functionality, his package is an excellent alternative since it is optimized for first-order uncertainty analysis.

References

N.D. Cox, 1979, Tolerance Analysis by Computer, Journal of Quality Technology, Vol. 11, No. 2, pp. 80-87

Release files for soerp 1.0.0

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for soerp 1.0.0
File	Size	Uploaded
soerp-1.0.0.tar.gz	192.7 kB	Aug 15, 2026	Details

Built distributions (wheels)

Table of built distributions (wheels) for soerp 1.0.0
File	Interpreter	ABI	Platform	Reset
soerp-1.0.0-cp315-cp315t-win_amd64.whl 71.7 kB Aug 15, 2026	CPython 3.15	CPython 3.15 free-threading	Windows x86-64	Details
soerp-1.0.0-cp315-cp315t-musllinux_1_2_x86_64.whl 59.7 kB Aug 15, 2026	CPython 3.15	CPython 3.15 free-threading	Linux musl 1.2+ x86-64	Details
soerp-1.0.0-cp315-cp315t-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl 59.0 kB Aug 15, 2026	CPython 3.15	CPython 3.15 free-threading	Linux glibc 2.17+ x86-64, Linux glibc 2.28+ x86-64	Details
soerp-1.0.0-cp315-cp315t-macosx_15_0_arm64.whl 54.5 kB Aug 15, 2026	CPython 3.15	CPython 3.15 free-threading	macOS 15.0+ ARM64	Details
soerp-1.0.0-cp315-cp315-win_amd64.whl 70.3 kB Aug 15, 2026	CPython 3.15	CPython 3.15	Windows x86-64	Details
soerp-1.0.0-cp315-cp315-musllinux_1_2_x86_64.whl 58.8 kB Aug 15, 2026	CPython 3.15	CPython 3.15	Linux musl 1.2+ x86-64	Details
soerp-1.0.0-cp315-cp315-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl 58.3 kB Aug 15, 2026	CPython 3.15	CPython 3.15	Linux glibc 2.28+ x86-64, Linux glibc 2.17+ x86-64	Details
soerp-1.0.0-cp315-cp315-macosx_15_0_arm64.whl 53.7 kB Aug 15, 2026	CPython 3.15	CPython 3.15	macOS 15.0+ ARM64	Details
soerp-1.0.0-cp314-cp314t-win_amd64.whl 71.7 kB Aug 15, 2026	CPython 3.14	CPython 3.14 free-threading	Windows x86-64	Details
soerp-1.0.0-cp314-cp314t-musllinux_1_2_x86_64.whl 59.6 kB Aug 15, 2026	CPython 3.14	CPython 3.14 free-threading	Linux musl 1.2+ x86-64	Details
soerp-1.0.0-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl 59.0 kB Aug 15, 2026	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.28+ x86-64, Linux glibc 2.17+ x86-64	Details
soerp-1.0.0-cp314-cp314t-macosx_15_0_arm64.whl 54.6 kB Aug 15, 2026	CPython 3.14	CPython 3.14 free-threading	macOS 15.0+ ARM64	Details
soerp-1.0.0-cp314-cp314-win_amd64.whl 70.3 kB Aug 15, 2026	CPython 3.14	CPython 3.14	Windows x86-64	Details
soerp-1.0.0-cp314-cp314-musllinux_1_2_x86_64.whl 58.8 kB Aug 15, 2026	CPython 3.14	CPython 3.14	Linux musl 1.2+ x86-64	Details
soerp-1.0.0-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl 58.3 kB Aug 15, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.28+ x86-64, Linux glibc 2.17+ x86-64	Details
soerp-1.0.0-cp314-cp314-macosx_15_0_arm64.whl 53.7 kB Aug 15, 2026	CPython 3.14	CPython 3.14	macOS 15.0+ ARM64	Details
soerp-1.0.0-cp313-cp313-win_amd64.whl 68.9 kB Aug 15, 2026	CPython 3.13	CPython 3.13	Windows x86-64	Details
soerp-1.0.0-cp313-cp313-musllinux_1_2_x86_64.whl 58.8 kB Aug 15, 2026	CPython 3.13	CPython 3.13	Linux musl 1.2+ x86-64	Details
soerp-1.0.0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl 58.3 kB Aug 15, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.17+ x86-64, Linux glibc 2.28+ x86-64	Details
soerp-1.0.0-cp313-cp313-macosx_15_0_arm64.whl 53.7 kB Aug 15, 2026	CPython 3.13	CPython 3.13	macOS 15.0+ ARM64	Details
soerp-1.0.0-cp312-cp312-win_amd64.whl 68.9 kB Aug 15, 2026	CPython 3.12	CPython 3.12	Windows x86-64	Details
soerp-1.0.0-cp312-cp312-musllinux_1_2_x86_64.whl 58.9 kB Aug 15, 2026	CPython 3.12	CPython 3.12	Linux musl 1.2+ x86-64	Details
soerp-1.0.0-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl 58.4 kB Aug 15, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.17+ x86-64, Linux glibc 2.28+ x86-64	Details
soerp-1.0.0-cp312-cp312-macosx_15_0_arm64.whl 53.7 kB Aug 15, 2026	CPython 3.12	CPython 3.12	macOS 15.0+ ARM64	Details
soerp-1.0.0-cp311-cp311-win_amd64.whl 68.6 kB Aug 15, 2026	CPython 3.11	CPython 3.11	Windows x86-64	Details
soerp-1.0.0-cp311-cp311-musllinux_1_2_x86_64.whl 58.3 kB Aug 15, 2026	CPython 3.11	CPython 3.11	Linux musl 1.2+ x86-64	Details
soerp-1.0.0-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl 57.8 kB Aug 15, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.17+ x86-64, Linux glibc 2.28+ x86-64	Details
soerp-1.0.0-cp311-cp311-macosx_15_0_arm64.whl 53.3 kB Aug 15, 2026	CPython 3.11	CPython 3.11	macOS 15.0+ ARM64	Details
soerp-1.0.0-cp310-cp310-win_amd64.whl 67.2 kB Aug 15, 2026	CPython 3.10	CPython 3.10	Windows x86-64	Details
soerp-1.0.0-cp310-cp310-musllinux_1_2_x86_64.whl 57.2 kB Aug 15, 2026	CPython 3.10	CPython 3.10	Linux musl 1.2+ x86-64	Details
soerp-1.0.0-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl 56.6 kB Aug 15, 2026	CPython 3.10	CPython 3.10	Linux glibc 2.28+ x86-64, Linux glibc 2.17+ x86-64	Details
soerp-1.0.0-cp310-cp310-macosx_15_0_arm64.whl 52.7 kB Aug 15, 2026	CPython 3.10	CPython 3.10	macOS 15.0+ ARM64	Details

Total release size: 2.1 MB

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Publishing repository: github.com/eggzec/soerp
Publishing commit: github.com/eggzec/soerp/tree/83606b668f5029ad3f6efaa975e69351746f624d

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Release files / soerp-1.0.0-cp315-cp315-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl

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Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/eggzec/soerp
Publishing commit: github.com/eggzec/soerp/tree/83606b668f5029ad3f6efaa975e69351746f624d

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Release files / soerp-1.0.0-cp315-cp315-macosx_15_0_arm64.whl

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Identity

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Publishing repository: github.com/eggzec/soerp
Publishing commit: github.com/eggzec/soerp/tree/83606b668f5029ad3f6efaa975e69351746f624d

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Release files / soerp-1.0.0-cp314-cp314t-win_amd64.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/eggzec/soerp
Publishing commit: github.com/eggzec/soerp/tree/83606b668f5029ad3f6efaa975e69351746f624d

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Artifact

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Release files / soerp-1.0.0-cp314-cp314t-musllinux_1_2_x86_64.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/eggzec/soerp
Publishing commit: github.com/eggzec/soerp/tree/83606b668f5029ad3f6efaa975e69351746f624d

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Release files / soerp-1.0.0-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl

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Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/eggzec/soerp
Publishing commit: github.com/eggzec/soerp/tree/83606b668f5029ad3f6efaa975e69351746f624d

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Release files / soerp-1.0.0-cp314-cp314t-macosx_15_0_arm64.whl

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Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/eggzec/soerp
Publishing commit: github.com/eggzec/soerp/tree/83606b668f5029ad3f6efaa975e69351746f624d

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Artifact

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Release files / soerp-1.0.0-cp314-cp314-win_amd64.whl

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Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/eggzec/soerp
Publishing commit: github.com/eggzec/soerp/tree/83606b668f5029ad3f6efaa975e69351746f624d

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Artifact

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Release files / soerp-1.0.0-cp314-cp314-musllinux_1_2_x86_64.whl

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Upload date	Aug 15, 2026
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Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/eggzec/soerp
Publishing commit: github.com/eggzec/soerp/tree/83606b668f5029ad3f6efaa975e69351746f624d

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Artifact

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Release files / soerp-1.0.0-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl

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Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/eggzec/soerp
Publishing commit: github.com/eggzec/soerp/tree/83606b668f5029ad3f6efaa975e69351746f624d

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Release files / soerp-1.0.0-cp314-cp314-macosx_15_0_arm64.whl

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Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/eggzec/soerp
Publishing commit: github.com/eggzec/soerp/tree/83606b668f5029ad3f6efaa975e69351746f624d

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Artifact

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Release files / soerp-1.0.0-cp313-cp313-win_amd64.whl

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Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/eggzec/soerp
Publishing commit: github.com/eggzec/soerp/tree/83606b668f5029ad3f6efaa975e69351746f624d

Workflow

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Artifact

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Release files / soerp-1.0.0-cp313-cp313-musllinux_1_2_x86_64.whl

Download URL	soerp-1.0.0-cp313-cp313-musllinux_1_2_x86_64.whl
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Upload date	Aug 15, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/eggzec/soerp
Publishing commit: github.com/eggzec/soerp/tree/83606b668f5029ad3f6efaa975e69351746f624d

Workflow

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Artifact

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Release files / soerp-1.0.0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl

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Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/eggzec/soerp
Publishing commit: github.com/eggzec/soerp/tree/83606b668f5029ad3f6efaa975e69351746f624d

Workflow

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Artifact

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Release files / soerp-1.0.0-cp313-cp313-macosx_15_0_arm64.whl

Download URL	soerp-1.0.0-cp313-cp313-macosx_15_0_arm64.whl
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Upload date	Aug 15, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/eggzec/soerp
Publishing commit: github.com/eggzec/soerp/tree/83606b668f5029ad3f6efaa975e69351746f624d

Workflow

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Artifact

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Release files / soerp-1.0.0-cp312-cp312-win_amd64.whl

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Upload date	Aug 15, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/eggzec/soerp
Publishing commit: github.com/eggzec/soerp/tree/83606b668f5029ad3f6efaa975e69351746f624d

Workflow

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Publishing logs: github.com/eggzec/soerp/actions/runs/31882951439/attempts/1

Artifact

Subject: soerp-1.0.0-cp312-cp312-win_amd64.whl
SHA-256 checksum: a1ca0cfae61ab3501939a4661a42dfb326c84f7b117dd6100ae0d36ee1df56b1 Verifying attestations

Release files / soerp-1.0.0-cp312-cp312-musllinux_1_2_x86_64.whl

Download URL	soerp-1.0.0-cp312-cp312-musllinux_1_2_x86_64.whl
Size	58.9 kB
Tags	CPython 3.12 Linux musl 1.2+ x86-64
SHA-256 checksum How to use checksums	`c9f38c883bf80290c395f9cfd759d8543f98e12fcbdd4a7e740d6cc0a21393cb`
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Upload date	Aug 15, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

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Publishing platform: GitHub Actions
Publishing repository: github.com/eggzec/soerp
Publishing commit: github.com/eggzec/soerp/tree/83606b668f5029ad3f6efaa975e69351746f624d

Workflow

Publishing configuration: github.com/eggzec/soerp/blob/83606b668f5029ad3f6efaa975e69351746f624d/.github/workflows/publish_dist.yml
Publishing logs: github.com/eggzec/soerp/actions/runs/31882951439/attempts/1

Artifact

Subject: soerp-1.0.0-cp312-cp312-musllinux_1_2_x86_64.whl
SHA-256 checksum: c9f38c883bf80290c395f9cfd759d8543f98e12fcbdd4a7e740d6cc0a21393cb Verifying attestations

Release files / soerp-1.0.0-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl

Download URL	soerp-1.0.0-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
Size	58.4 kB
Tags	CPython 3.12 Linux glibc 2.17+ x86-64 Linux glibc 2.28+ x86-64
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Upload date	Aug 15, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/eggzec/soerp
Publishing commit: github.com/eggzec/soerp/tree/83606b668f5029ad3f6efaa975e69351746f624d

Workflow

Publishing configuration: github.com/eggzec/soerp/blob/83606b668f5029ad3f6efaa975e69351746f624d/.github/workflows/publish_dist.yml
Publishing logs: github.com/eggzec/soerp/actions/runs/31882951439/attempts/1

Artifact

Subject: soerp-1.0.0-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
SHA-256 checksum: 97b50c3d0b747aee8216d352937b0b9d7799de31cf5f2dac5461a5f35f0f996f Verifying attestations

Release files / soerp-1.0.0-cp312-cp312-macosx_15_0_arm64.whl

Download URL	soerp-1.0.0-cp312-cp312-macosx_15_0_arm64.whl
Size	53.7 kB
Tags	CPython 3.12 macOS 15.0+ ARM64
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Upload date	Aug 15, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/eggzec/soerp
Publishing commit: github.com/eggzec/soerp/tree/83606b668f5029ad3f6efaa975e69351746f624d

Workflow

Publishing configuration: github.com/eggzec/soerp/blob/83606b668f5029ad3f6efaa975e69351746f624d/.github/workflows/publish_dist.yml
Publishing logs: github.com/eggzec/soerp/actions/runs/31882951439/attempts/1

Artifact

Subject: soerp-1.0.0-cp312-cp312-macosx_15_0_arm64.whl
SHA-256 checksum: 4e226a1c44537e94ca289fbc505bee91af5f329d47d59b51923c99f755666269 Verifying attestations

Release files / soerp-1.0.0-cp311-cp311-win_amd64.whl

Download URL	soerp-1.0.0-cp311-cp311-win_amd64.whl
Size	68.6 kB
Tags	CPython 3.11 Windows x86-64
SHA-256 checksum How to use checksums	`200ccacbfcf8b02778af5a037fb85b10b008c45f0b9cb38d1447b3c93219df26`
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Upload date	Aug 15, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/eggzec/soerp
Publishing commit: github.com/eggzec/soerp/tree/83606b668f5029ad3f6efaa975e69351746f624d

Workflow

Publishing configuration: github.com/eggzec/soerp/blob/83606b668f5029ad3f6efaa975e69351746f624d/.github/workflows/publish_dist.yml
Publishing logs: github.com/eggzec/soerp/actions/runs/31882951439/attempts/1

Artifact

Subject: soerp-1.0.0-cp311-cp311-win_amd64.whl
SHA-256 checksum: 200ccacbfcf8b02778af5a037fb85b10b008c45f0b9cb38d1447b3c93219df26 Verifying attestations

Release files / soerp-1.0.0-cp311-cp311-musllinux_1_2_x86_64.whl

Download URL	soerp-1.0.0-cp311-cp311-musllinux_1_2_x86_64.whl
Size	58.3 kB
Tags	CPython 3.11 Linux musl 1.2+ x86-64
SHA-256 checksum How to use checksums	`34e4f158883e54cbccd77a7aa57b75d2bc0aae805bcfba0489a2374c89cd261b`
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Upload date	Aug 15, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/eggzec/soerp
Publishing commit: github.com/eggzec/soerp/tree/83606b668f5029ad3f6efaa975e69351746f624d

Workflow

Publishing configuration: github.com/eggzec/soerp/blob/83606b668f5029ad3f6efaa975e69351746f624d/.github/workflows/publish_dist.yml
Publishing logs: github.com/eggzec/soerp/actions/runs/31882951439/attempts/1

Artifact

Subject: soerp-1.0.0-cp311-cp311-musllinux_1_2_x86_64.whl
SHA-256 checksum: 34e4f158883e54cbccd77a7aa57b75d2bc0aae805bcfba0489a2374c89cd261b Verifying attestations

Release files / soerp-1.0.0-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl

Download URL	soerp-1.0.0-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
Size	57.8 kB
Tags	CPython 3.11 Linux glibc 2.17+ x86-64 Linux glibc 2.28+ x86-64
SHA-256 checksum How to use checksums	`a8d032964bef4da23bf8e9d0c2905391c26de6d03042880d7314e83fe3dc5743`
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Upload date	Aug 15, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/eggzec/soerp
Publishing commit: github.com/eggzec/soerp/tree/83606b668f5029ad3f6efaa975e69351746f624d

Workflow

Publishing configuration: github.com/eggzec/soerp/blob/83606b668f5029ad3f6efaa975e69351746f624d/.github/workflows/publish_dist.yml
Publishing logs: github.com/eggzec/soerp/actions/runs/31882951439/attempts/1

Artifact

Subject: soerp-1.0.0-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
SHA-256 checksum: a8d032964bef4da23bf8e9d0c2905391c26de6d03042880d7314e83fe3dc5743 Verifying attestations

Release files / soerp-1.0.0-cp311-cp311-macosx_15_0_arm64.whl

Download URL	soerp-1.0.0-cp311-cp311-macosx_15_0_arm64.whl
Size	53.3 kB
Tags	CPython 3.11 macOS 15.0+ ARM64
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Upload date	Aug 15, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/eggzec/soerp
Publishing commit: github.com/eggzec/soerp/tree/83606b668f5029ad3f6efaa975e69351746f624d

Workflow

Publishing configuration: github.com/eggzec/soerp/blob/83606b668f5029ad3f6efaa975e69351746f624d/.github/workflows/publish_dist.yml
Publishing logs: github.com/eggzec/soerp/actions/runs/31882951439/attempts/1

Artifact

Subject: soerp-1.0.0-cp311-cp311-macosx_15_0_arm64.whl
SHA-256 checksum: 34860c8b4ce7724b994fe721c482a7a3ce04aded5da6dcaaf4454db48cabbb84 Verifying attestations

Release files / soerp-1.0.0-cp310-cp310-win_amd64.whl

Download URL	soerp-1.0.0-cp310-cp310-win_amd64.whl
Size	67.2 kB
Tags	CPython 3.10 Windows x86-64
SHA-256 checksum How to use checksums	`5691748f604d6ce262013f1c696a4d4d8dbdd8d537e0745ac1a1696b5461c995`
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Upload date	Aug 15, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/eggzec/soerp
Publishing commit: github.com/eggzec/soerp/tree/83606b668f5029ad3f6efaa975e69351746f624d

Workflow

Publishing configuration: github.com/eggzec/soerp/blob/83606b668f5029ad3f6efaa975e69351746f624d/.github/workflows/publish_dist.yml
Publishing logs: github.com/eggzec/soerp/actions/runs/31882951439/attempts/1

Artifact

Subject: soerp-1.0.0-cp310-cp310-win_amd64.whl
SHA-256 checksum: 5691748f604d6ce262013f1c696a4d4d8dbdd8d537e0745ac1a1696b5461c995 Verifying attestations

Release files / soerp-1.0.0-cp310-cp310-musllinux_1_2_x86_64.whl

Download URL	soerp-1.0.0-cp310-cp310-musllinux_1_2_x86_64.whl
Size	57.2 kB
Tags	CPython 3.10 Linux musl 1.2+ x86-64
SHA-256 checksum How to use checksums	`90f3d88e5631087937ddd1c477c2ced6817fbd11b7eb857679a38145246b53dc`
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Upload date	Aug 15, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/eggzec/soerp
Publishing commit: github.com/eggzec/soerp/tree/83606b668f5029ad3f6efaa975e69351746f624d

Workflow

Publishing configuration: github.com/eggzec/soerp/blob/83606b668f5029ad3f6efaa975e69351746f624d/.github/workflows/publish_dist.yml
Publishing logs: github.com/eggzec/soerp/actions/runs/31882951439/attempts/1

Artifact

Subject: soerp-1.0.0-cp310-cp310-musllinux_1_2_x86_64.whl
SHA-256 checksum: 90f3d88e5631087937ddd1c477c2ced6817fbd11b7eb857679a38145246b53dc Verifying attestations

Release files / soerp-1.0.0-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl

Download URL	soerp-1.0.0-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
Size	56.6 kB
Tags	CPython 3.10 Linux glibc 2.17+ x86-64 Linux glibc 2.28+ x86-64
SHA-256 checksum How to use checksums	`44e001790eb31582b9101c355a94c569164dbbb510ecc54e493b4c6861a6b4a7`
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Upload date	Aug 15, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/eggzec/soerp
Publishing commit: github.com/eggzec/soerp/tree/83606b668f5029ad3f6efaa975e69351746f624d

Workflow

Publishing configuration: github.com/eggzec/soerp/blob/83606b668f5029ad3f6efaa975e69351746f624d/.github/workflows/publish_dist.yml
Publishing logs: github.com/eggzec/soerp/actions/runs/31882951439/attempts/1

Artifact

Subject: soerp-1.0.0-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
SHA-256 checksum: 44e001790eb31582b9101c355a94c569164dbbb510ecc54e493b4c6861a6b4a7 Verifying attestations

Release files / soerp-1.0.0-cp310-cp310-macosx_15_0_arm64.whl

Download URL	soerp-1.0.0-cp310-cp310-macosx_15_0_arm64.whl
Size	52.7 kB
Tags	CPython 3.10 macOS 15.0+ ARM64
SHA-256 checksum How to use checksums	`9410b78eb3c727ec10d6662ff72be7ecf832f6c02047194f0ccb4c62917e8553`
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Upload date	Aug 15, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/eggzec/soerp
Publishing commit: github.com/eggzec/soerp/tree/83606b668f5029ad3f6efaa975e69351746f624d

Workflow

Publishing configuration: github.com/eggzec/soerp/blob/83606b668f5029ad3f6efaa975e69351746f624d/.github/workflows/publish_dist.yml
Publishing logs: github.com/eggzec/soerp/actions/runs/31882951439/attempts/1

Artifact

Subject: soerp-1.0.0-cp310-cp310-macosx_15_0_arm64.whl
SHA-256 checksum: 9410b78eb3c727ec10d6662ff72be7ecf832f6c02047194f0ccb4c62917e8553 Verifying attestations