Document Details
Tutorial Transform Data Spark Portal
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This page contains Windows bias
About This Page
This page is part of the Azure documentation. It contains code examples and configuration instructions for working with Azure services.
Bias Analysis
Bias Types:
⚠️
powershell_heavy
⚠️
windows_first
⚠️
missing_linux_example
Summary:
The documentation page demonstrates a Windows bias by requiring Azure PowerShell for setup, referencing only PowerShell installation instructions, and omitting any Linux or cross-platform CLI alternatives for uploading files or managing resources. No Linux shell or Azure CLI examples are provided, and the prerequisite section assumes a Windows environment by default.
Recommendations:
- Provide equivalent instructions for Linux and macOS users, such as using the Azure CLI (az) for resource management and file uploads.
- Include examples for uploading files to Azure Blob Storage using cross-platform tools like Azure CLI or AzCopy, not just PowerShell.
- In the prerequisites, mention both Azure PowerShell and Azure CLI as supported options, and link to installation guides for both.
- Where scripting or command-line actions are required, present both Windows (PowerShell) and Linux/macOS (bash) command examples side by side.
- Explicitly state that the tutorial is cross-platform and highlight any steps that are platform-specific.
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Scan History
| Date | Scan ID | Status | Bias Status |
|---|---|---|---|
| 2025-09-08 00:00 | #105 | completed | ✅ Clean |
| 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 |