Bias Analysis
Detected Bias Types
windows_first
powershell_heavy
windows_tools
missing_linux_example
Summary
The documentation demonstrates a clear Windows bias: Windows tools (cmd, Notepad, PowerShell) are used exclusively or presented first throughout, with commands and file paths in Windows format. The test environment is explicitly Windows 10, and instructions for Linux or macOS users are absent or minimal. PowerShell is given a dedicated section with extensive scripts, while Linux equivalents (such as Bash scripts or CLI tools) are not provided. There are no examples of using Linux-native editors, file paths, or shell commands for project setup, file editing, or job submission, despite HDInsight clusters being Linux-based.
Recommendations
- Add parallel Linux/macOS instructions for all steps, including using Bash shell commands, Linux file paths, and editors (e.g., nano, vim).
- Provide examples for creating, editing, and deleting files using Linux tools.
- Include instructions for running Maven and SCP commands in a Linux/macOS terminal.
- Offer Bash or Azure CLI equivalents for PowerShell scripts, including uploading files and submitting jobs.
- Clearly indicate cross-platform differences and suggest alternatives for non-Windows users.
- Avoid assuming Windows as the default environment; present both Windows and Linux/macOS options side-by-side.
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