hgraph-analytics

C++-first numerical analytics for hgraph. The package owns the numerical analytical family migrated from core—diff, count, clip, ewma, and pct_change—plus quantile, shaped-array array_std, shaped-array rolling_window, window_values, array_get_item, cumulative_sum, correlation, generic std/var, trailing rolling_mean, scheduled resample, and the EWMA parameter conversion helpers.

For installation, semantics, and Python/C++ usage patterns, see the analytics user guide.

import hgraph as hg
import hgraph_analytics as hga

change = hga.pct_change(
    value,
    period=12,
    divide_by_zero=hg.DivideByZero.NAN,
)

bounded = hga.clip(change, -0.25, 0.25)
smoothed = hga.ewma(bounded, alpha=0.2)
median = hga.quantile(observations, 0.5)
volatility = hga.array_std(observations, ddof=1)
recent = hga.rolling_window(value, period=20, min_window_period=5)
window = hga.window_values(hg.to_window(value, 20))
running = hga.cumulative_sum(observations, axis=0)
correlation = hga.correlation(observations, rowvar=False)
sample_volatility = hga.std(hg.to_window(change, 20, 20), ddof=1)
moving_average = hga.rolling_mean(value, period=20)

The result is fractional: 0.05 denotes five percent. period counts valid source observations and must be positive. The operator does not infer dataframe ordering, elapsed-time sampling, market sessions, or financial price adjustment.

Native consumers link hgraph::analytics, call hgraph::analytics::register_analytics_operators(), and wire the markers in hgraph::analytics, including diff, count, clip, ewma, pct_change, window_values, array_get_item, cumulative_sum, correlation, quantile, array_std, rolling_window, std_, var_, rolling_mean, and resample.

See the hgraph user-guide migration note for the complete Python and C++ name mapping from the former core API.

Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

hgraph_analytics-0.8.18.tar.gz (39.6 kB view details)

Uploaded Aug 20, 2026 Source

Built Distributions

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

The dropdown lists show the available interpreters, ABIs, and platforms. Enable javascript to be able to filter the list of wheel files.

hgraph_analytics-0.8.18-cp312-abi3-win_amd64.whl (5.1 MB view details)

Uploaded Aug 20, 2026 CPython 3.12+Windows x86-64

hgraph_analytics-0.8.18-cp312-abi3-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl (1.8 MB view details)

Uploaded Aug 20, 2026 CPython 3.12+manylinux: glibc 2.27+ x86-64manylinux: glibc 2.28+ x86-64

hgraph_analytics-0.8.18-cp312-abi3-macosx_15_0_arm64.whl (1.5 MB view details)

Uploaded Aug 20, 2026 CPython 3.12+macOS 15.0+ ARM64

File details

Details for the file hgraph_analytics-0.8.18.tar.gz.

File metadata

Download URL: hgraph_analytics-0.8.18.tar.gz
Upload date: Aug 20, 2026
Size: 39.6 kB
Tags: Source
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/7.0.0 CPython/3.13.14

File hashes

Hashes for hgraph_analytics-0.8.18.tar.gz
Algorithm	Hash digest
SHA256	`128a8f945fa2a64d83d224772b4d4546bc4610aa8c074544122c04699495d2aa`
MD5	`bbefa76bb300d545a0e48aa967007dad`
BLAKE2b-256	`fb92fd4cd22e0703b1ee046491588b36621b2db03e355c410f0fd208d844859a`

See more details on using hashes here.

Provenance

The following attestation bundles were made for hgraph_analytics-0.8.18.tar.gz:

Publisher: release-wheels.yml on hhenson/hgraph

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

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: hgraph_analytics-0.8.18.tar.gz
- Subject digest: 128a8f945fa2a64d83d224772b4d4546bc4610aa8c074544122c04699495d2aa
- Sigstore transparency entry: 2529064080
- Sigstore integration time: Aug 20, 2026
Source repository:
- Permalink: hhenson/hgraph@fe3eacf344f02950d16bd3237e1d199d0a8b4101
- Branch / Tag: refs/tags/0.8.18
- Owner: https://github.com/hhenson
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: release-wheels.yml@fe3eacf344f02950d16bd3237e1d199d0a8b4101
- Trigger Event: push

File details

Details for the file hgraph_analytics-0.8.18-cp312-abi3-win_amd64.whl.

File metadata

Download URL: hgraph_analytics-0.8.18-cp312-abi3-win_amd64.whl
Upload date: Aug 20, 2026
Size: 5.1 MB
Tags: CPython 3.12+, Windows x86-64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/7.0.0 CPython/3.13.14

File hashes

Hashes for hgraph_analytics-0.8.18-cp312-abi3-win_amd64.whl
Algorithm	Hash digest
SHA256	`28507207ce5da78e7d76438fd272cbce43bd5e5606d47466650e94692adc963b`
MD5	`f611497007bd2025e35a2f3cc2aef995`
BLAKE2b-256	`907a9a39cc681dffad006bda064b5ec97ff448337f08a2c94de40750db21b20b`

See more details on using hashes here.

Provenance

The following attestation bundles were made for hgraph_analytics-0.8.18-cp312-abi3-win_amd64.whl:

Publisher: release-wheels.yml on hhenson/hgraph

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

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: hgraph_analytics-0.8.18-cp312-abi3-win_amd64.whl
- Subject digest: 28507207ce5da78e7d76438fd272cbce43bd5e5606d47466650e94692adc963b
- Sigstore transparency entry: 2529064334
- Sigstore integration time: Aug 20, 2026
Source repository:
- Permalink: hhenson/hgraph@fe3eacf344f02950d16bd3237e1d199d0a8b4101
- Branch / Tag: refs/tags/0.8.18
- Owner: https://github.com/hhenson
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: release-wheels.yml@fe3eacf344f02950d16bd3237e1d199d0a8b4101
- Trigger Event: push

File details

Details for the file hgraph_analytics-0.8.18-cp312-abi3-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl.

File metadata

Download URL: hgraph_analytics-0.8.18-cp312-abi3-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Upload date: Aug 20, 2026
Size: 1.8 MB
Tags: CPython 3.12+, manylinux: glibc 2.27+ x86-64, manylinux: glibc 2.28+ x86-64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/7.0.0 CPython/3.13.14

File hashes

Hashes for hgraph_analytics-0.8.18-cp312-abi3-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Algorithm	Hash digest
SHA256	`03114bc8edc0442bc654ca3fe9a7f3faf4dfb6d36b7549d50a1aeff91d0a0884`
MD5	`be2e63a3323992ccaea8fe98aeeb4436`
BLAKE2b-256	`78c09b79dce921e59c197f9109bd50994d713c6a40b383b4d8141e4ef5352759`

See more details on using hashes here.

Provenance

The following attestation bundles were made for hgraph_analytics-0.8.18-cp312-abi3-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl:

Publisher: release-wheels.yml on hhenson/hgraph

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

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: hgraph_analytics-0.8.18-cp312-abi3-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
- Subject digest: 03114bc8edc0442bc654ca3fe9a7f3faf4dfb6d36b7549d50a1aeff91d0a0884
- Sigstore transparency entry: 2529064721
- Sigstore integration time: Aug 20, 2026
Source repository:
- Permalink: hhenson/hgraph@fe3eacf344f02950d16bd3237e1d199d0a8b4101
- Branch / Tag: refs/tags/0.8.18
- Owner: https://github.com/hhenson
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: release-wheels.yml@fe3eacf344f02950d16bd3237e1d199d0a8b4101
- Trigger Event: push

File details

Details for the file hgraph_analytics-0.8.18-cp312-abi3-macosx_15_0_arm64.whl.

File metadata

Download URL: hgraph_analytics-0.8.18-cp312-abi3-macosx_15_0_arm64.whl
Upload date: Aug 20, 2026
Size: 1.5 MB
Tags: CPython 3.12+, macOS 15.0+ ARM64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/7.0.0 CPython/3.13.14

File hashes

Hashes for hgraph_analytics-0.8.18-cp312-abi3-macosx_15_0_arm64.whl
Algorithm	Hash digest
SHA256	`2dc26bb12cb7da416f1a07f1e7c5b3adf5359a3b0e4bcb9d2942de20562b587b`
MD5	`d0a53c399c1223bd8e30152477c0ea91`
BLAKE2b-256	`3d9d707d8ef83e2037133ba6b0ff4833b35fbf3255144ad4208537554c63524a`

See more details on using hashes here.

Provenance

The following attestation bundles were made for hgraph_analytics-0.8.18-cp312-abi3-macosx_15_0_arm64.whl:

Publisher: release-wheels.yml on hhenson/hgraph

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

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: hgraph_analytics-0.8.18-cp312-abi3-macosx_15_0_arm64.whl
- Subject digest: 2dc26bb12cb7da416f1a07f1e7c5b3adf5359a3b0e4bcb9d2942de20562b587b
- Sigstore transparency entry: 2529064472
- Sigstore integration time: Aug 20, 2026
Source repository:
- Permalink: hhenson/hgraph@fe3eacf344f02950d16bd3237e1d199d0a8b4101
- Branch / Tag: refs/tags/0.8.18
- Owner: https://github.com/hhenson
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: release-wheels.yml@fe3eacf344f02950d16bd3237e1d199d0a8b4101
- Trigger Event: push