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Install in OpenClaw
/install statistics-2
Description
Comprehensive statistical testing library with 37+ methods for normality tests, location tests, correlation tests, time series tests, and model diagnostics....
Usage Guidance
This SKILL.md is documentation-only for a Python package; it does not include the package source or installation steps. Before relying on it, verify that the 'pywayne' package (or equivalent) is available from a trusted source (PyPI/GitHub) and inspect its source code or provenance. If you plan to execute the example code, pip-install only from known repositories and run in an isolated environment. There are no direct signs of data-exfiltration or credential requests in the skill itself, but lack of provenance lowers confidence — confirm the package origin before installing or running it.
Capability Analysis
Type: OpenClaw Skill
Name: statistics-2
Version: 0.1.0
The skill bundle contains standard metadata in `_meta.json` and documentation for a statistical library in `SKILL.md`. The `SKILL.md` provides Python code examples using `numpy` and `statsmodels`, demonstrating statistical tests. There are no indications of prompt injection attempts against the AI agent, no malicious code execution (e.g., shell commands, network calls, file system access beyond standard library usage), no data exfiltration, and no attempts at persistence or obfuscation. The content is entirely aligned with the stated purpose of providing statistical testing capabilities.
Capability Assessment
Purpose & Capability
The name/description match the contents of SKILL.md: it documents many statistical tests and shows example usage. The declared capability aligns with the methods and examples shown.
Instruction Scope
The instructions are examples that import 'pywayne.statistics' and call API methods, but the skill provides no install steps or code files. The SKILL.md does not direct the agent to read files, environment variables, or send data to external endpoints — so there is no scope creep. However, runtime use will require the referenced Python package to actually exist in the environment; the skill does not provide provenance or installation guidance.
Install Mechanism
No install spec is provided (instruction-only), which minimizes installation risk. Because nothing is downloaded or written, there is no install-time code execution risk from the skill itself.
Credentials
No environment variables, secrets, or config paths are requested. The claimed functionality (statistical tests) does not require additional credentials, so the lack of requested secrets is appropriate.
Persistence & Privilege
The skill does not request 'always' presence and does not instruct modifying system or other skills' configurations. Default autonomous invocation is allowed but not accompanied by increased privileges.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install statistics-2 - After installation, invoke the skill by name or use
/statistics-2 - Provide required inputs per the skill's parameter spec and get structured output
Version History
v0.1.0
Initial release of pywayne-statistics.
- Introduces a unified statistical testing library supporting 37+ tests across normality, location, correlation, time series, and model diagnostics.
- All test methods return standardized TestResult objects with fields for p-value, statistic, confidence interval, effect size, and more.
- Provides easy-to-use API classes: NormalityTests, LocationTests, CorrelationTests, TimeSeriesTests, and ModelDiagnostics.
- Includes utility functions to list available tests and display usage instructions.
- Offers method selection guides and examples for fast onboarding.
- Supports multiple testing correction guidance and a consistent interface for hypothesis testing and data validation.
Metadata
Frequently Asked Questions
What is Pywayne Statistics?
Comprehensive statistical testing library with 37+ methods for normality tests, location tests, correlation tests, time series tests, and model diagnostics.... It is an AI Agent Skill for Claude Code / OpenClaw, with 787 downloads so far.
How do I install Pywayne Statistics?
Run "/install statistics-2" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is Pywayne Statistics free?
Yes, Pywayne Statistics is completely free (open-source). You can download, install and use it at no cost.
Which platforms does Pywayne Statistics support?
Pywayne Statistics is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created Pywayne Statistics?
It is built and maintained by wangyendt (@wangyendt); the current version is v0.1.0.
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