infomap

Infomap

Infomap is a network clustering algorithm based on the Map equation. This repository contains the native CLI, the Python package, the R package, the JavaScript browser worker and Node.js package, the Docker images, the tutorial notebooks, and the source for the published Python documentation.

Start with mapequation.org/infomap/ for the user guide, the Infomap Python API for Python examples and tutorial notebooks, and CHANGELOG.md for release notes.

For contributing, security reporting, and maintainer workflows, see CONTRIBUTING.md, SECURITY.md, BUILD.md, ARCHITECTURE.md, and AGENTS.md.

Install

Python package

Install from PyPI:

pip install infomap

Install optional integrations for common Python graph and analysis workflows:

pip install "infomap[networkx]"
pip install "infomap[igraph]"
pip install "infomap[pandas]"

Upgrades use the usual pip flow:

pip install --upgrade infomap

The package also installs the infomap CLI entry point. The Python API reference lives at Infomap Python API.

Quick start with Python:

import networkx as nx
import infomap

graph = nx.karate_club_graph()
result = infomap.run(graph, seed=123, num_trials=20)

print(result.num_top_modules, result.codelength)
print(result.modules())  # {node_id: module_id}

infomap.run accepts a NetworkX or igraph graph, a SciPy sparse matrix, a (2, E) edge index, a network file path, or an iterable of links, and returns an immutable Result. If you only need the communities in the graph’s own node labels, use infomap.find_communities(graph, seed=123, num_trials=20), which returns a NetworkX-style list of sets of node labels (its igraph counterpart infomap.find_igraph_communities returns an igraph.VertexClustering).

For incremental construction – adding nodes and links one at a time – build a Network and run it, reading results off the returned Result:

from infomap import Network, run

net = Network()
net.add_link(0, 1)
net.add_link(1, 2)
result = run(net, two_level=True, num_trials=20, seed=123)

print(result.num_top_modules, result.codelength)
print(result.to_dataframe(columns=["node_id", "module_id", "flow"], index="node_id"))

To keep one configured engine and run it repeatedly – or to maintain code written against the original API – the stateful Infomap class works the same way (im = Infomap(...); im.add_link(...); result = im.run()).

For Jupyter, start with the quickstart notebook. It shows the Infomap result summary, dataframe inspection, a copyable static network partition helper, and export paths for further analysis.

R package

Pre-built binaries are published on r-universe; this is the recommended path:

install.packages(
  "infomap",
  repos = c("https://mapequation.r-universe.dev", "https://cloud.r-project.org")
)

Quick start with R:

library(infomap)

im <- Infomap(silent = TRUE, two_level = TRUE, num_trials = 20)
im$add_link(0, 1)
im$add_link(1, 2)
im$run()

print(im$num_top_modules)
print(im$codelength)

See ?Infomap for the user-facing constructor plus the InfomapClass method and active-binding reference. The R-specific source README lives at interfaces/R/infomap/README.md.

Homebrew CLI

If you want the native CLI without the Python package, install the tap and formula with:

brew tap mapequation/infomap
brew install infomap

Or install directly in one command:

brew install mapequation/infomap/infomap

Upgrade the CLI with the normal Homebrew flow:

brew upgrade infomap

The Homebrew formula installs Bash and Zsh completion files into Homebrew’s standard completion directories.

JavaScript package

The package is published on NPM and provides a browser web worker, a Node.js module, and an infomap command line tool:

npm install @mapequation/infomap

Quick start in Node.js with the @mapequation/infomap/node entry point:

import { run } from "@mapequation/infomap/node";

const network = "0 1\n0 2\n0 3\n1 2\n3 4\n3 5\n4 5";
const result = await run(network, { args: ["-o", "tree,json", "-2"] });

console.log(result.json.codelength);
console.log(result.tree);

Installing the package also provides an infomap command that behaves like the native binary:

npx @mapequation/infomap network.net . --tree

Browser worker and React usage are documented on the NPM package page.

Docker

Multi-arch images are published to GHCR for linux/amd64 and linux/arm64:

ghcr.io/mapequation/infomap:latest
ghcr.io/mapequation/infomap:X.Y.Z
ghcr.io/mapequation/infomap:notebook
ghcr.io/mapequation/infomap:notebook-X.Y.Z

Run the CLI image with:

docker run -it --rm \
    -v "$(pwd)":/data \
    ghcr.io/mapequation/infomap:latest \
    [infomap arguments]

Start the notebook image with:

docker run --rm \
    -p 8888:8888 \
    ghcr.io/mapequation/infomap:notebook \
    start.sh jupyter lab

The notebook image includes the survey companion notebooks from examples/notebooks and opens in that workspace by default. To keep local copies or outputs, mount a host directory as a separate workspace path:

docker run --rm \
    -v "$(pwd)":/home/jovyan/work/local \
    -p 8888:8888 \
    ghcr.io/mapequation/infomap:notebook \
    start.sh jupyter lab

The Dockerfiles in this repository are also smoke-tested in CI and can be built locally:

docker build -f docker/infomap.Dockerfile -t infomap:local .
docker build -f docker/notebook.Dockerfile -t infomap:notebook-local .

Or use the local Compose file:

docker compose run --rm infomap

Build from source

Building locally requires a working gcc or clang toolchain.

git clone git@github.com:mapequation/infomap.git
cd infomap
make build-native

On macOS, the default OpenMP-enabled build may require Homebrew libomp. If OpenMP is unavailable, use:

make build-native OPENMP=0

This creates the Infomap binary in the repository root. Show the available CLI options with:

./Infomap --help

Install shell completion scripts manually with:

mkdir -p ~/.zfunc
./Infomap --completion zsh > ~/.zfunc/_Infomap

mkdir -p ~/.local/share/bash-completion/completions
./Infomap --completion bash > ~/.local/share/bash-completion/completions/infomap

For Zsh, make sure ~/.zfunc is in fpath and compinit is loaded from ~/.zshrc. For Bash, make sure bash-completion is sourced from ~/.bashrc.

See BUILD.md for platform-specific maintainer build details.

Maintainers should use:

BUILD.md for local build and verification commands
RELEASING.md for the release flow
ARCHITECTURE.md for ownership and source-of-truth rules
AGENTS.md for repo-local maintenance guidance
CONTRIBUTING.md for pull request and contributor guidance
SECURITY.md for vulnerability reporting

Agent skill

This repository includes an Infomap agent skill in skills/infomap/ for reproducible CLI, Python, R, and notebook research workflows.

Feedback

Usage questions and setup help belong in GitHub Discussions. Bug reports and feature requests belong in GitHub issues.

Authors

Daniel Edler, Anton Holmgren, Martin Rosvall

For contact information, see mapequation.org/about.html.

Terms of use

Infomap is released under a dual license.

The code is available under the GNU General Public License version 3 or any later version; see LICENSE_GPLv3.txt. For a non-copyleft license, please contact us.

Release files for infomap 2.15.1

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

Source distribution (sdist)

Source distribution for infomap 2.15.1
File	Size	Uploaded
infomap-2.15.1.tar.gz	756.6 kB	Aug 4, 2026	Details

Built distributions (wheels)

Table of built distributions (wheels) for infomap 2.15.1
File	Interpreter	ABI	Platform	Reset
infomap-2.15.1-cp314-cp314-win_amd64.whl 1.2 MB Aug 4, 2026	CPython 3.14	CPython 3.14	Windows x86-64	Details
infomap-2.15.1-cp314-cp314-win32.whl 1.0 MB Aug 4, 2026	CPython 3.14	CPython 3.14	Windows x86-32	Details
infomap-2.15.1-cp314-cp314-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl 20.9 MB Aug 4, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.28+ x86-64, Linux glibc 2.24+ x86-64	Details
infomap-2.15.1-cp314-cp314-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl 20.3 MB Aug 4, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.28+ ARM64, Linux glibc 2.24+ ARM64	Details
infomap-2.15.1-cp314-cp314-macosx_15_0_arm64.whl 1.4 MB Aug 4, 2026	CPython 3.14	CPython 3.14	macOS 15.0+ ARM64	Details
infomap-2.15.1-cp313-cp313-win_amd64.whl 1.1 MB Aug 4, 2026	CPython 3.13	CPython 3.13	Windows x86-64	Details
infomap-2.15.1-cp313-cp313-win32.whl 1.0 MB Aug 4, 2026	CPython 3.13	CPython 3.13	Windows x86-32	Details
infomap-2.15.1-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl 20.9 MB Aug 4, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.24+ x86-64, Linux glibc 2.28+ x86-64	Details
infomap-2.15.1-cp313-cp313-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl 20.3 MB Aug 4, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.24+ ARM64, Linux glibc 2.28+ ARM64	Details
infomap-2.15.1-cp313-cp313-macosx_15_0_arm64.whl 1.4 MB Aug 4, 2026	CPython 3.13	CPython 3.13	macOS 15.0+ ARM64	Details
infomap-2.15.1-cp312-cp312-win_amd64.whl 1.1 MB Aug 4, 2026	CPython 3.12	CPython 3.12	Windows x86-64	Details
infomap-2.15.1-cp312-cp312-win32.whl 1.0 MB Aug 4, 2026	CPython 3.12	CPython 3.12	Windows x86-32	Details
infomap-2.15.1-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl 20.9 MB Aug 4, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.28+ x86-64, Linux glibc 2.24+ x86-64	Details
infomap-2.15.1-cp312-cp312-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl 20.3 MB Aug 4, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.28+ ARM64, Linux glibc 2.24+ ARM64	Details
infomap-2.15.1-cp312-cp312-macosx_15_0_arm64.whl 1.4 MB Aug 4, 2026	CPython 3.12	CPython 3.12	macOS 15.0+ ARM64	Details
infomap-2.15.1-cp311-cp311-win_amd64.whl 1.1 MB Aug 4, 2026	CPython 3.11	CPython 3.11	Windows x86-64	Details
infomap-2.15.1-cp311-cp311-win32.whl 1.0 MB Aug 4, 2026	CPython 3.11	CPython 3.11	Windows x86-32	Details
infomap-2.15.1-cp311-cp311-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl 20.8 MB Aug 4, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.24+ x86-64, Linux glibc 2.28+ x86-64	Details
infomap-2.15.1-cp311-cp311-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl 20.3 MB Aug 4, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.24+ ARM64, Linux glibc 2.28+ ARM64	Details
infomap-2.15.1-cp311-cp311-macosx_15_0_arm64.whl 1.4 MB Aug 4, 2026	CPython 3.11	CPython 3.11	macOS 15.0+ ARM64	Details

Total release size: 179.5 MB

Release files / infomap-2.15.1.tar.gz

Download URL	infomap-2.15.1.tar.gz
Size	756.6 kB
Tags	Source
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Uploaded via	`twine/7.0.0 CPython/3.13.14`

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Publishing repository: github.com/mapequation/infomap
Publishing commit: github.com/mapequation/infomap/tree/0de17d0664c9c4ba2ae603e231a9e6a1e013af23

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Release files / infomap-2.15.1-cp314-cp314-win_amd64.whl

Download URL	infomap-2.15.1-cp314-cp314-win_amd64.whl
Size	1.2 MB
Tags	CPython 3.14 Windows x86-64
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Uploaded via	`twine/7.0.0 CPython/3.13.14`

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Publishing repository: github.com/mapequation/infomap
Publishing commit: github.com/mapequation/infomap/tree/0de17d0664c9c4ba2ae603e231a9e6a1e013af23

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Release files / infomap-2.15.1-cp314-cp314-win32.whl

Download URL	infomap-2.15.1-cp314-cp314-win32.whl
Size	1.0 MB
Tags	CPython 3.14 Windows x86-32
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Uploaded via	`twine/7.0.0 CPython/3.13.14`

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Publishing platform: GitHub Actions
Publishing repository: github.com/mapequation/infomap
Publishing commit: github.com/mapequation/infomap/tree/0de17d0664c9c4ba2ae603e231a9e6a1e013af23

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Publishing configuration: github.com/mapequation/infomap/blob/0de17d0664c9c4ba2ae603e231a9e6a1e013af23/.github/workflows/release.yml
Publishing logs: github.com/mapequation/infomap/actions/runs/30892316734/attempts/2

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Release files / infomap-2.15.1-cp314-cp314-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl

Download URL	infomap-2.15.1-cp314-cp314-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
Size	20.9 MB
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Uploaded via	`twine/7.0.0 CPython/3.13.14`

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Publishing platform: GitHub Actions
Publishing repository: github.com/mapequation/infomap
Publishing commit: github.com/mapequation/infomap/tree/0de17d0664c9c4ba2ae603e231a9e6a1e013af23

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Release files / infomap-2.15.1-cp314-cp314-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl

Download URL	infomap-2.15.1-cp314-cp314-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl
Size	20.3 MB
Tags	CPython 3.14 Linux glibc 2.24+ ARM64 Linux glibc 2.28+ ARM64
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Upload date	Aug 4, 2026
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Uploaded via	`twine/7.0.0 CPython/3.13.14`

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Publishing platform: GitHub Actions
Publishing repository: github.com/mapequation/infomap
Publishing commit: github.com/mapequation/infomap/tree/0de17d0664c9c4ba2ae603e231a9e6a1e013af23

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Subject: infomap-2.15.1-cp314-cp314-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl
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Release files / infomap-2.15.1-cp314-cp314-macosx_15_0_arm64.whl

Download URL	infomap-2.15.1-cp314-cp314-macosx_15_0_arm64.whl
Size	1.4 MB
Tags	CPython 3.14 macOS 15.0+ ARM64
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Publishing repository: github.com/mapequation/infomap
Publishing commit: github.com/mapequation/infomap/tree/0de17d0664c9c4ba2ae603e231a9e6a1e013af23

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Release files / infomap-2.15.1-cp313-cp313-win_amd64.whl

Download URL	infomap-2.15.1-cp313-cp313-win_amd64.whl
Size	1.1 MB
Tags	CPython 3.13 Windows x86-64
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Publishing repository: github.com/mapequation/infomap
Publishing commit: github.com/mapequation/infomap/tree/0de17d0664c9c4ba2ae603e231a9e6a1e013af23

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Subject: infomap-2.15.1-cp313-cp313-win_amd64.whl
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Release files / infomap-2.15.1-cp313-cp313-win32.whl

Download URL	infomap-2.15.1-cp313-cp313-win32.whl
Size	1.0 MB
Tags	CPython 3.13 Windows x86-32
SHA-256 checksum How to use checksums	`2d0b4dc6999d7d5677ad87ebb8567d387df47012dc6236cfd6ceeaf91ffc5ac6`
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Publishing repository: github.com/mapequation/infomap
Publishing commit: github.com/mapequation/infomap/tree/0de17d0664c9c4ba2ae603e231a9e6a1e013af23

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Release files / infomap-2.15.1-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl

Download URL	infomap-2.15.1-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
Size	20.9 MB
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Upload date	Aug 4, 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/mapequation/infomap
Publishing commit: github.com/mapequation/infomap/tree/0de17d0664c9c4ba2ae603e231a9e6a1e013af23

Workflow

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Publishing logs: github.com/mapequation/infomap/actions/runs/30892316734/attempts/2

Artifact

Subject: infomap-2.15.1-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
SHA-256 checksum: bb9a87a787b35f20446fab6168d606b00d4801dc212de6c0365628ebde09b24f Verifying attestations

Release files / infomap-2.15.1-cp313-cp313-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl

Download URL	infomap-2.15.1-cp313-cp313-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl
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Tags	CPython 3.13 Linux glibc 2.24+ ARM64 Linux glibc 2.28+ ARM64
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Upload date	Aug 4, 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/mapequation/infomap
Publishing commit: github.com/mapequation/infomap/tree/0de17d0664c9c4ba2ae603e231a9e6a1e013af23

Workflow

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Artifact

Subject: infomap-2.15.1-cp313-cp313-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl
SHA-256 checksum: da7a37752efb0986db8a701f75f8bfaa85fbd579d9fdacd818a7e36ef14cc977 Verifying attestations

Release files / infomap-2.15.1-cp313-cp313-macosx_15_0_arm64.whl

Download URL	infomap-2.15.1-cp313-cp313-macosx_15_0_arm64.whl
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Upload date	Aug 4, 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/mapequation/infomap
Publishing commit: github.com/mapequation/infomap/tree/0de17d0664c9c4ba2ae603e231a9e6a1e013af23

Workflow

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Artifact

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Release files / infomap-2.15.1-cp312-cp312-win_amd64.whl

Download URL	infomap-2.15.1-cp312-cp312-win_amd64.whl
Size	1.1 MB
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Upload date	Aug 4, 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/mapequation/infomap
Publishing commit: github.com/mapequation/infomap/tree/0de17d0664c9c4ba2ae603e231a9e6a1e013af23

Workflow

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Artifact

Subject: infomap-2.15.1-cp312-cp312-win_amd64.whl
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Release files / infomap-2.15.1-cp312-cp312-win32.whl

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Upload date	Aug 4, 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/mapequation/infomap
Publishing commit: github.com/mapequation/infomap/tree/0de17d0664c9c4ba2ae603e231a9e6a1e013af23

Workflow

Publishing configuration: github.com/mapequation/infomap/blob/0de17d0664c9c4ba2ae603e231a9e6a1e013af23/.github/workflows/release.yml
Publishing logs: github.com/mapequation/infomap/actions/runs/30892316734/attempts/2

Artifact

Subject: infomap-2.15.1-cp312-cp312-win32.whl
SHA-256 checksum: 4adeb1ffbbf71a23c939d66fde1167396d31762910ba3e1359ec838de77983a3 Verifying attestations

Release files / infomap-2.15.1-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl

Download URL	infomap-2.15.1-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
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Upload date	Aug 4, 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/mapequation/infomap
Publishing commit: github.com/mapequation/infomap/tree/0de17d0664c9c4ba2ae603e231a9e6a1e013af23

Workflow

Publishing configuration: github.com/mapequation/infomap/blob/0de17d0664c9c4ba2ae603e231a9e6a1e013af23/.github/workflows/release.yml
Publishing logs: github.com/mapequation/infomap/actions/runs/30892316734/attempts/2

Artifact

Subject: infomap-2.15.1-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
SHA-256 checksum: b730414edd66168ea9041d64a03997e0b84ee397b8278967a2851fccf3589a31 Verifying attestations

Release files / infomap-2.15.1-cp312-cp312-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl

Download URL	infomap-2.15.1-cp312-cp312-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl
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Tags	CPython 3.12 Linux glibc 2.24+ ARM64 Linux glibc 2.28+ ARM64
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Upload date	Aug 4, 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/mapequation/infomap
Publishing commit: github.com/mapequation/infomap/tree/0de17d0664c9c4ba2ae603e231a9e6a1e013af23

Workflow

Publishing configuration: github.com/mapequation/infomap/blob/0de17d0664c9c4ba2ae603e231a9e6a1e013af23/.github/workflows/release.yml
Publishing logs: github.com/mapequation/infomap/actions/runs/30892316734/attempts/2

Artifact

Subject: infomap-2.15.1-cp312-cp312-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl
SHA-256 checksum: ad2c8b848225a1e86ec94f96f7c59b0246bb695f62c1c9a1e7dd2fe09242b419 Verifying attestations

Release files / infomap-2.15.1-cp312-cp312-macosx_15_0_arm64.whl

Download URL	infomap-2.15.1-cp312-cp312-macosx_15_0_arm64.whl
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Upload date	Aug 4, 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/mapequation/infomap
Publishing commit: github.com/mapequation/infomap/tree/0de17d0664c9c4ba2ae603e231a9e6a1e013af23

Workflow

Publishing configuration: github.com/mapequation/infomap/blob/0de17d0664c9c4ba2ae603e231a9e6a1e013af23/.github/workflows/release.yml
Publishing logs: github.com/mapequation/infomap/actions/runs/30892316734/attempts/2

Artifact

Subject: infomap-2.15.1-cp312-cp312-macosx_15_0_arm64.whl
SHA-256 checksum: 55111d9a7fa338d32b0d03584d9d88808a4f5a4faaecdb25ffa3d4785db37bc9 Verifying attestations

Release files / infomap-2.15.1-cp311-cp311-win_amd64.whl

Download URL	infomap-2.15.1-cp311-cp311-win_amd64.whl
Size	1.1 MB
Tags	CPython 3.11 Windows x86-64
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Upload date	Aug 4, 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/mapequation/infomap
Publishing commit: github.com/mapequation/infomap/tree/0de17d0664c9c4ba2ae603e231a9e6a1e013af23

Workflow

Publishing configuration: github.com/mapequation/infomap/blob/0de17d0664c9c4ba2ae603e231a9e6a1e013af23/.github/workflows/release.yml
Publishing logs: github.com/mapequation/infomap/actions/runs/30892316734/attempts/2

Artifact

Subject: infomap-2.15.1-cp311-cp311-win_amd64.whl
SHA-256 checksum: 7ed0496a4eaf9008a0451497882b232524a62c5ba657d7f27dc95d4e4bb18a2c Verifying attestations

Release files / infomap-2.15.1-cp311-cp311-win32.whl

Download URL	infomap-2.15.1-cp311-cp311-win32.whl
Size	1.0 MB
Tags	CPython 3.11 Windows x86-32
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Upload date	Aug 4, 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/mapequation/infomap
Publishing commit: github.com/mapequation/infomap/tree/0de17d0664c9c4ba2ae603e231a9e6a1e013af23

Workflow

Publishing configuration: github.com/mapequation/infomap/blob/0de17d0664c9c4ba2ae603e231a9e6a1e013af23/.github/workflows/release.yml
Publishing logs: github.com/mapequation/infomap/actions/runs/30892316734/attempts/2

Artifact

Subject: infomap-2.15.1-cp311-cp311-win32.whl
SHA-256 checksum: 56d1bf3998c13c5583a104016ceae60b1fc5870ab46492b2a1d95a187c13e124 Verifying attestations

Release files / infomap-2.15.1-cp311-cp311-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl

Download URL	infomap-2.15.1-cp311-cp311-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
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Tags	CPython 3.11 Linux glibc 2.24+ x86-64 Linux glibc 2.28+ x86-64
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Upload date	Aug 4, 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/mapequation/infomap
Publishing commit: github.com/mapequation/infomap/tree/0de17d0664c9c4ba2ae603e231a9e6a1e013af23

Workflow

Publishing configuration: github.com/mapequation/infomap/blob/0de17d0664c9c4ba2ae603e231a9e6a1e013af23/.github/workflows/release.yml
Publishing logs: github.com/mapequation/infomap/actions/runs/30892316734/attempts/2

Artifact

Subject: infomap-2.15.1-cp311-cp311-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
SHA-256 checksum: edfb8c05a930d402ac35c55c6ae26663549f6dba8a4bf7ea46fb4c0151dc2493 Verifying attestations

Release files / infomap-2.15.1-cp311-cp311-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl

Download URL	infomap-2.15.1-cp311-cp311-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl
Size	20.3 MB
Tags	CPython 3.11 Linux glibc 2.24+ ARM64 Linux glibc 2.28+ ARM64
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Upload date	Aug 4, 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/mapequation/infomap
Publishing commit: github.com/mapequation/infomap/tree/0de17d0664c9c4ba2ae603e231a9e6a1e013af23

Workflow

Publishing configuration: github.com/mapequation/infomap/blob/0de17d0664c9c4ba2ae603e231a9e6a1e013af23/.github/workflows/release.yml
Publishing logs: github.com/mapequation/infomap/actions/runs/30892316734/attempts/2

Artifact

Subject: infomap-2.15.1-cp311-cp311-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl
SHA-256 checksum: 746ae618a63745d5af321dd29861cef950f9b67b0916ad3ab5aecac443e8fb9b Verifying attestations

Release files / infomap-2.15.1-cp311-cp311-macosx_15_0_arm64.whl

Download URL	infomap-2.15.1-cp311-cp311-macosx_15_0_arm64.whl
Size	1.4 MB
Tags	CPython 3.11 macOS 15.0+ ARM64
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Upload date	Aug 4, 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/mapequation/infomap
Publishing commit: github.com/mapequation/infomap/tree/0de17d0664c9c4ba2ae603e231a9e6a1e013af23

Workflow

Publishing configuration: github.com/mapequation/infomap/blob/0de17d0664c9c4ba2ae603e231a9e6a1e013af23/.github/workflows/release.yml
Publishing logs: github.com/mapequation/infomap/actions/runs/30892316734/attempts/2

Artifact

Subject: infomap-2.15.1-cp311-cp311-macosx_15_0_arm64.whl
SHA-256 checksum: 90237dd16cbe679c8b05589c7552a04ff2c4b512f83772c0f7d71e72da7f25ab Verifying attestations