prospicio
Actuarial and risk modeling on a Rust core, for Python and R.
- Reserving: triangles, Chain Ladder, Mack, Bornhuetter–Ferguson, Benktander, Cape Cod, Clark, tails, the ODP bootstrap and the Merz–Wüthrich one-year view, checked against R ChainLadder and chainladder-python.
- Distributions: parametric, discretized and sampled distributions,
PredictiveDistribution, risk measures, distortions, copulas and extreme values. - Aggregate loss and reinsurance: Panjer, FFT and Monte Carlo compound distributions, layers and towers, reinstatements.
- Pricing: layer rating, exposure curves, tower matching and risk-loaded pricing.
- Models: GLM, GAM, elastic net and Tweedie (statsmodels parity), Bayesian GLMs with NUTS, and adapters over LightGBM and XGBoost.
pip install prospicio
The package is pre-alpha: the API will change before v1.0.
Documentation: https://ekthesage.github.io/prospicio/. Source, and the same library for R and Rust: https://github.com/EKtheSage/prospicio.
Licensed under either of MIT or Apache-2.0, at your option.
1 maintainer
Metadata
1 maintainer
Release files for prospicio 0.0.1
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | Provenance | |
|---|---|---|---|---|
| prospicio-0.0.1.tar.gz | 619.6 kB | With provenance | Details |
Built distributions (wheels)
| File | Reset | |||
|---|---|---|---|---|
| prospicio-0.0.1-cp39-abi3-win_amd64.whl | CPython 3.9 | abi3 | Windows x86-64 | Details |
| prospicio-0.0.1-cp39-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl | CPython 3.9 | abi3 | Linux glibc 2.17+ x86-64 | Details |
| prospicio-0.0.1-cp39-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl | CPython 3.9 | abi3 | Linux glibc 2.17+ ARM64 | Details |
| prospicio-0.0.1-cp39-abi3-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl | CPython 3.9 | abi3 | macOS 11.0+ ARM64, macOS 10.12+ universal2 (ARM64, x86-64), macOS 10.12+ x86-64 | Details |
Total release size: 13.8 MB
Release files / prospicio-0.0.1.tar.gz
| Download URL | prospicio-0.0.1.tar.gz |
|---|---|
| Size | 619.6 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
89b9069358729728db5b405ae245fc9c1b8f75a52c1c83a1f9044eb50caa883e
|
|
BLAKE2b-256 checksum How to use checksums |
d05055d87a043b3572605166b37e0315c8309bf751d1ae7455d49b64e1c9e3d0
|
| 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 8, 2026.
Transparency logRelease files / prospicio-0.0.1-cp39-abi3-win_amd64.whl
| Download URL | prospicio-0.0.1-cp39-abi3-win_amd64.whl |
|---|---|
| Size | 2.4 MB |
| Tags | CPython 3.9 Windows x86-64 abi3 |
|
SHA-256 checksum How to use checksums |
e0137dc9cf707bbb992a493851123c4656b9c8ab82406a18d5e3f12b73ffa2b7
|
|
BLAKE2b-256 checksum How to use checksums |
b29390f734a22de817be460fa17b94d39a25b1b8d7e57f301bc7b1dddaa6b471
|
| 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 8, 2026.
Transparency logRelease files / prospicio-0.0.1-cp39-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | prospicio-0.0.1-cp39-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 2.9 MB |
| Tags | CPython 3.9 Linux glibc 2.17+ x86-64 abi3 |
|
SHA-256 checksum How to use checksums |
814d0c13c6f300257fd5ef35a95befe9393d25e5712f454dabbaa7b30046a541
|
|
BLAKE2b-256 checksum How to use checksums |
05471af8007b43a2f365eeb0b3c91886cbf40df124ff0fdd09ff7ac96ccc3efc
|
| 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 8, 2026.
Transparency logRelease files / prospicio-0.0.1-cp39-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
| Download URL | prospicio-0.0.1-cp39-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl |
|---|---|
| Size | 2.7 MB |
| Tags | CPython 3.9 Linux glibc 2.17+ ARM64 abi3 |
|
SHA-256 checksum How to use checksums |
d4a243c4b531d9dfe5a12614f359d39b1cfc028d15e0ff4761aaeb87fd2da35d
|
|
BLAKE2b-256 checksum How to use checksums |
75a76a58b0e0168058dd3c52139aa4bbef839fcb9bde94f47085db731000ab80
|
| 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 8, 2026.
Transparency logRelease files / prospicio-0.0.1-cp39-abi3-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl
| Download URL | prospicio-0.0.1-cp39-abi3-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl |
|---|---|
| Size | 5.1 MB |
| Tags | CPython 3.9 abi3 macOS 10.12+ universal2 (ARM64, x86-64) macOS 10.12+ x86-64 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
28b600bd5d89e45d4ab1c0e703c846dbd8071b8e97835c92f1e99492101da62c
|
|
BLAKE2b-256 checksum How to use checksums |
85ed1a765c14b05f6a3f21b915f722f9f7d71a3a0344892cf46b1297ebb64834
|
| 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 8, 2026.
Transparency logSecurity for prospicio 0.0.1
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 5 files in this release have been uploaded with provenance metadata.
Attestation for prospicio-0.0.1.tar.gz
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 8, 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.
