Recover Python Functions - Document Details

Bias Analysis

Bias Types:

⚠️ windows_first

⚠️ powershell_heavy

⚠️ windows_tools

⚠️ missing_linux_example

Summary:

The documentation generally aims for cross-platform coverage, but there are several areas where Windows is prioritized or receives more detailed attention. Windows-specific tools and commands (such as PowerShell and 'py') are often mentioned before their Linux equivalents, and in some cases, Linux/Bash examples are less detailed or missing. There is also a tendency to reference Windows development environments and patterns (e.g., 'pip freeze' from Windows, Visual Studio Code with Windows settings) before or more prominently than Linux alternatives.

Recommendations:

Ensure that all command-line examples are provided for both Windows (PowerShell/CMD) and Linux (Bash), and present them in parallel or with equal prominence.
When referencing tools like 'py' (Windows Python launcher), also provide the equivalent Linux command ('python3') and clarify platform differences.
Avoid listing Windows commands or tools first by default; alternate the order or present both at the same time.
Expand on Linux-specific troubleshooting steps and examples, especially for common deployment and environment issues.
Where platform-specific behaviors are discussed (e.g., 'pip freeze' on Windows vs. Linux), provide explicit guidance for Linux users.
In sections referencing Visual Studio Code or other tools, clarify any platform-specific setup steps or differences for Linux users.
Audit for any missing Linux/Bash examples, especially in troubleshooting or mitigation steps, and add them to ensure parity.

Create pull request

Date	Scan ID	Status	Bias Status
2025-08-17 00:01	#83	in_progress	✅ Clean
2025-07-13 21:37	#48	completed	❌ Biased
2025-07-09 13:09	#3	cancelled	✅ Clean
2025-07-08 04:23	#2	cancelled	❌ Biased

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