11# DataFun Toolkit
22
3- The ** DataFun Toolkit** provides privacy-safe utility helpers for data analytics Python projects.
3+ The ** DataFun Toolkit** provides privacy-safe utilities for analytics Python projects.
44
55This package is designed to be:
66
77- Imported, not modified
88- Safe to log and share
99- Consistent across operating systems
1010
11- It supports common needs such as :
11+ It helps :
1212
13- - Finding the project root reliably
14- - Sanitizing file paths for logs
15- - Detecting runtime environment details (OS, shell, Python)
16- - Emitting standardized log headers
13+ - Locate the project root
14+ - Sanitize file paths for logs
15+ - Detect runtime environment details (OS, shell, Python)
16+ - Emit standardized log headers
1717
1818## Who This Is For
1919
20- - Those learning Python for data analytics
21- - Debugging
22- - Analytics projects that need lightweight diagnostics
20+ - Data analysts working on Python projects
21+ - Developers debugging workflows
22+ - Analytics projects needing lightweight diagnostics
2323- CI / GitHub Actions environments
2424
2525This toolkit intentionally avoids:
@@ -44,10 +44,10 @@ Or with uv:
4444 uv add datafun-toolkit
4545 uv sync
4646
47- Once installed, import the functions by module (see api.md) .
47+ See the API reference for available modules .
4848
4949## Documentation
5050
51- - API Reference (api.md)
52- - Examples (examples.md)
53- - Troubleshooting (troubleshooting.md)
51+ - API Reference
52+ - Examples
53+ - Troubleshooting
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