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[build-system]

requires = ["hatchling"]

build-backend = "hatchling.build"

[project]

name = "retentioneering"

version = "5.2.4"

authors = [

{ name = "Retentioneering User Trajectory Analysis Lab", email = "retentioneering@gmail.com" },

]

description = "Open-source Python toolkit, MCP server, and agent skills for reproducible product and quantitative UX analytics on clickstream and event logs: multiscale interactive user-flow graphs, customer journeys and user flow analysis, behavioral segmentation, A/B tests, process mining, and Markov models"

readme = "README.md"

requires-python = ">=3.10"

license = "Apache-2.0"

keywords = [

"product analytics",

"clickstream analytics",

"event log analysis",

"behavioral analytics",

"customer journey analytics",

"user journey analysis",

"user flow analysis",

"quantitative UX",

"multiscale analytics",

"session analysis",

"funnel analysis",

"retention analysis",

"conversion analysis",

"what if cjm analysis",

"behavioral segmentation",

"path analysis",

"graph analytics",

"process mining",

"A/B testing",

"retentioneering",

"Markov chains",

"reproducible analytics",

"auditable analytics",

"MCP server",

"agent skills",

"AI agents",

]

classifiers = [

"Development Status :: 5 - Production/Stable",

"Intended Audience :: Developers",

"Intended Audience :: Science/Research",

"Intended Audience :: Information Technology",

"Framework :: Jupyter",

"Framework :: Jupyter :: JupyterLab",

"Framework :: IPython",

"Topic :: Scientific/Engineering :: Information Analysis",

"Topic :: Scientific/Engineering :: Artificial Intelligence",

"Topic :: Scientific/Engineering :: Visualization",

"Topic :: Scientific/Engineering :: Mathematics",

"Topic :: Software Development :: Libraries",

"Topic :: Software Development :: Libraries :: Python Modules",

"Operating System :: OS Independent",

"Programming Language :: Python :: 3",

"Programming Language :: Python :: 3.10",

"Programming Language :: Python :: 3.11",

"Programming Language :: Python :: 3.12",

"Programming Language :: Python :: 3.13",

]

dependencies = [

"pandas>=2.2",

"duckdb>=1.1",

"anywidget>=0.9",

"posthog>=3.0",

"ipywidgets>=7.7",

"traitlets>=5.0",

"pyarrow>=14.0",

"scikit-learn>=1.3",

"numpy>=1.26",

"scipy>=1.11",

"matplotlib>=3.5",

"mcp[cli]>=2.2,<3",

# Not imported anywhere — named here only so the resolver touches it.

# mcp 2.x depends on the renamed httpx2/httpcore2 distributions, so an

# older `httpcore` already present in the environment (Colab ships

# 1.0.5) is left behind unupgraded, pinned to h11<0.15, while h11 is

# bumped to >=0.16 for httpcore2 — a dangling conflict `pip check`

# reports. Naming httpcore gives pip a reason to upgrade that copy too.

"httpcore>=1.0.9",

"gensim>=4.3.3",

]

[project.urls]

"Homepage" = "https://github.com/retentioneering/retentioneering-tools"

"Bug Tracker" = "https://github.com/retentioneering/retentioneering-tools/issues"

"Documentation" = "https://retentioneering.com/docs/"

[project.optional-dependencies]

dev = [

"pytest>=8.0",

"pytest-cov",

"ipykernel",

"jupyterlab",

"notebook",

"pre-commit",

"ruff>=0.8.6",

"jinja2>=3.1",

]

[tool.hatch.build]

artifacts = [

"src/retentioneering/static/*.js",

"src/retentioneering/static/*.css",

]

[tool.hatch.build.targets.wheel]

packages = ["src/retentioneering"]

[tool.ruff]

target-version = "py310"

[tool.pytest.ini_options]

testpaths = ["tests"]

filterwarnings = [

# sklearn convergence/future warnings on small test datasets are expected

"ignore::sklearn.exceptions.ConvergenceWarning",

"ignore::FutureWarning:sklearn",

]

[dependency-groups]

dev = [

"ipykernel>=7.3.0",

"jupyterlab>=4.5.9",

"pytest>=9.1.0",

"pre-commit>=4.0.0",

"ruff>=0.8.6",

]