Document Details
Concepts Machine Learning
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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:
⚠️
windows_tools
⚠️
missing_linux_example
⚠️
windows_first
Summary:
The documentation page demonstrates a bias toward Windows and Microsoft-centric tools and workflows. It exclusively references Microsoft Azure services, Power BI, Azure SQL Server, and Microsoft Teams, all of which are more commonly associated with Windows environments. There are no examples, mentions, or guidance for Linux-based tools, open-source alternatives, or cross-platform workflows. The data repository and visualization tools are described in terms of their native integration with Microsoft products, with no mention of Linux-compatible or open-source equivalents.
Recommendations:
- Include examples or references to Linux-compatible tools for data storage (e.g., PostgreSQL, MySQL) and visualization (e.g., Grafana, Kibana) alongside Azure SQL Server and Power BI.
- Mention cross-platform alternatives for care coordination and dashboards, such as open-source messaging or dashboarding tools.
- Clarify that Azure services can be accessed and managed from Linux environments, and provide CLI or REST API examples that are platform-agnostic.
- Add notes or links to documentation for deploying and managing these services from Linux or macOS, not just Windows.
- Balance the order of tool mentions, e.g., list open-source or cross-platform options before or alongside Microsoft-specific ones.
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Scan History
| Date | Scan ID | Status | Bias Status |
|---|---|---|---|
| 2025-09-16 00:00 | #113 | completed | ✅ Clean |
| 2025-09-15 00:00 | #112 | completed | ✅ Clean |
| 2025-09-14 00:00 | #111 | completed | ✅ Clean |
| 2025-09-13 00:00 | #110 | completed | ✅ Clean |
| 2025-09-12 00:00 | #109 | completed | ✅ Clean |
| 2025-09-11 00:00 | #108 | completed | ✅ Clean |
| 2025-09-10 00:00 | #107 | completed | ✅ Clean |
| 2025-09-09 00:00 | #106 | completed | ✅ Clean |
| 2025-09-08 00:00 | #105 | completed | ✅ Clean |
| 2025-09-07 00:00 | #104 | completed | ✅ Clean |
| 2025-09-06 00:00 | #103 | completed | ✅ Clean |
| 2025-09-05 00:00 | #102 | completed | ✅ Clean |
| 2025-09-04 00:00 | #101 | completed | ✅ Clean |
| 2025-09-03 00:00 | #100 | completed | ✅ Clean |
| 2025-08-29 00:01 | #95 | completed | ✅ Clean |
| 2025-08-27 00:01 | #93 | in_progress | ✅ Clean |
| 2025-08-26 00:00 | #92 | in_progress | ✅ Clean |
| 2025-08-25 00:01 | #91 | in_progress | ✅ Clean |
| 2025-08-24 00:00 | #90 | in_progress | ✅ Clean |
| 2025-08-22 00:01 | #88 | completed | ✅ Clean |
| 2025-08-21 00:01 | #87 | in_progress | ✅ Clean |
| 2025-08-20 00:01 | #86 | completed | ✅ Clean |
| 2025-08-19 00:01 | #85 | completed | ✅ Clean |
| 2025-08-17 00:01 | #83 | in_progress | ❌ Biased |
| 2025-07-13 21:37 | #48 | completed | ❌ Biased |
| 2025-07-12 23:44 | #41 | in_progress | ❌ Biased |