arcstat
Arc-length statistics: goodness of fit, distributions, and a Bayesian test — one shared, pure-C
back-end, bound identically from R (package arcstat) and Python (this package).
The C sources are compiled on first import; there are no third-party dependencies.
Three tools
- Goodness of fit — a test based on the arc length of the probability plot, with an analytic
saddlepoint null, sensitive to local density structure (multimodality, clustering, heaping) that the
Kolmogorov–Smirnov, Cramér–von Mises and Anderson–Darling tests miss:
al_statistic,al_pvalue,al_moments. - Distributions — build a distribution from the arc length of its defining curve: the quantile
arc-length family and its L-moment fitting:
arcq_qd,arcq_arclength,sample_lmoments. - Bayesian test — a Dirichlet-process / Bayesian-bootstrap arc-length goodness-of-fit test:
bb_post_disc,bb_ref_disc,bb_evidence.
import arcstat
arcstat.al_pvalue(1.567, 50) # saddlepoint p-value
arcstat.arcq_arclength([0.3, -0.2], 1.5) # arc length of a quantile curve
arcstat.bb_evidence(u) # Bayesian evidence against H0
The same C sources back the R package arcstat, and the two return identical values.
Author: M. Theodor Loots. Licence: GPL-3.
1 maintainer
Metadata
1 maintainer
Release files for arcstat 0.3.1
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | |
|---|---|---|---|
| arcstat-0.3.1.tar.gz | 85.1 kB | Details |
Built distributions (wheels)
| File | Reset | |||
|---|---|---|---|---|
| arcstat-0.3.1-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl | CPython 3.13 | CPython 3.13 | Linux glibc 2.17+ x86-64 | Details |
| arcstat-0.3.1-cp313-cp313-macosx_11_0_arm64.whl | CPython 3.13 | CPython 3.13 | macOS 11.0+ ARM64 | Details |
| arcstat-0.3.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl | CPython 3.12 | CPython 3.12 | Linux glibc 2.17+ x86-64 | Details |
| arcstat-0.3.1-cp312-cp312-macosx_11_0_arm64.whl | CPython 3.12 | CPython 3.12 | macOS 11.0+ ARM64 | Details |
| arcstat-0.3.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl | CPython 3.11 | CPython 3.11 | Linux glibc 2.17+ x86-64 | Details |
| arcstat-0.3.1-cp311-cp311-macosx_11_0_arm64.whl | CPython 3.11 | CPython 3.11 | macOS 11.0+ ARM64 | Details |
| arcstat-0.3.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl | CPython 3.10 | CPython 3.10 | Linux glibc 2.17+ x86-64 | Details |
| arcstat-0.3.1-cp310-cp310-macosx_11_0_arm64.whl | CPython 3.10 | CPython 3.10 | macOS 11.0+ ARM64 | Details |
Total release size: 2.1 MB
Release files / arcstat-0.3.1.tar.gz
| Download URL | arcstat-0.3.1.tar.gz |
|---|---|
| Size | 85.1 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
88a00ffc4aff83ee088d1caad7f151f22e0c6fb21096f39b6c0bb663b6a4cee8
|
|
BLAKE2b-256 checksum How to use checksums |
4b4324fa2848cf56f2e6efbcf6c8aebe289dfa137a5d71395c8c0d1880be1452
|
| 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 Oct 12, 2026.
Transparency logRelease files / arcstat-0.3.1-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | arcstat-0.3.1-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 328.3 kB |
| Tags | CPython 3.13 Linux glibc 2.17+ x86-64 |
|
SHA-256 checksum How to use checksums |
2d28e2c9e4d7748e4d6545cc7b02ae15bcfdbc805b1782f89a14493354d7e8aa
|
|
BLAKE2b-256 checksum How to use checksums |
8098aa0e3d29ea8b57a4dd359396d9ca4ca5c1cef66721729c77c71e19968aa7
|
| 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 Oct 12, 2026.
Transparency logRelease files / arcstat-0.3.1-cp313-cp313-macosx_11_0_arm64.whl
| Download URL | arcstat-0.3.1-cp313-cp313-macosx_11_0_arm64.whl |
|---|---|
| Size | 172.1 kB |
| Tags | CPython 3.13 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
eee2964bebe1d2d6d6adc00c8727c4959bf07165982423909d92a061302da4a5
|
|
BLAKE2b-256 checksum How to use checksums |
1c0b1f9bc57621a6e7080bc1082a1e25568663881b40625757e65b2903b51cde
|
| 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 Oct 12, 2026.
Transparency logRelease files / arcstat-0.3.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | arcstat-0.3.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 328.3 kB |
| Tags | CPython 3.12 Linux glibc 2.17+ x86-64 |
|
SHA-256 checksum How to use checksums |
1bde806e346f01da039649f7390c9dc1d3c589d95de3433846fc48f99412dfab
|
|
BLAKE2b-256 checksum How to use checksums |
b268f9201efc020661714b9bb3158a977da604458b2bbc0413abce7b3ae190bd
|
| 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 Oct 12, 2026.
Transparency logRelease files / arcstat-0.3.1-cp312-cp312-macosx_11_0_arm64.whl
| Download URL | arcstat-0.3.1-cp312-cp312-macosx_11_0_arm64.whl |
|---|---|
| Size | 172.1 kB |
| Tags | CPython 3.12 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
6c11e97587a8b685bd8b94b1302e872cffc932185ec62a495f940126974bb6bc
|
|
BLAKE2b-256 checksum How to use checksums |
9e2b729d40f84671e6b70be05471312a29845b8be5fdc7b0c8749a93b0c1e098
|
| 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 Oct 12, 2026.
Transparency logRelease files / arcstat-0.3.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | arcstat-0.3.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 328.3 kB |
| Tags | CPython 3.11 Linux glibc 2.17+ x86-64 |
|
SHA-256 checksum How to use checksums |
bf4b897884cef8fb40d7f63d6d792b6397e5c31093a56798eb665c06665b830f
|
|
BLAKE2b-256 checksum How to use checksums |
7e6d9af294c74e6954989095502bd695cb034af8562500138d280fb808e04851
|
| 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 Oct 12, 2026.
Transparency logRelease files / arcstat-0.3.1-cp311-cp311-macosx_11_0_arm64.whl
| Download URL | arcstat-0.3.1-cp311-cp311-macosx_11_0_arm64.whl |
|---|---|
| Size | 172.1 kB |
| Tags | CPython 3.11 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
07169dc7f9c2c2897625065031f423ea2a351f3943b03633b16c5dd32280d696
|
|
BLAKE2b-256 checksum How to use checksums |
66accf4ae6e2d0179f5c64bf113b43990ea0ac1206327b9bd088eef61f8c3fe7
|
| 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 Oct 12, 2026.
Transparency logRelease files / arcstat-0.3.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | arcstat-0.3.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 328.3 kB |
| Tags | CPython 3.10 Linux glibc 2.17+ x86-64 |
|
SHA-256 checksum How to use checksums |
8e6954c0a4a7cffc1196b0c2c1d5ba9eed3555f050f141598cdb3bc96d219bb9
|
|
BLAKE2b-256 checksum How to use checksums |
86f6bc4d4899424c45467d9d7eb4f957c58574e479640842f1ad6083cbca8dda
|
| 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 Oct 12, 2026.
Transparency logRelease files / arcstat-0.3.1-cp310-cp310-macosx_11_0_arm64.whl
| Download URL | arcstat-0.3.1-cp310-cp310-macosx_11_0_arm64.whl |
|---|---|
| Size | 172.1 kB |
| Tags | CPython 3.10 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
d085d41b8b24e06b21528adf6ce948c38eaf8b42e4648f3acb19a71a44d98e1b
|
|
BLAKE2b-256 checksum How to use checksums |
3daebd935c651a3db0f2a38ccb1dd0308b17ea8ad2d39f83d0bd9906cdb69763
|
| 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 Oct 12, 2026.
Transparency log
