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 Windows bias by referencing Windows-centric tools and patterns (such as Azure SQL Server, Power BI, and Microsoft Teams) without mentioning Linux-compatible alternatives or cross-platform options. There are no command-line or code examples, but the exclusive mention of these Microsoft ecosystem tools and the absence of Linux or open-source equivalents suggest an implicit prioritization of Windows environments.
Recommendations:
- Include references to cross-platform or Linux-friendly alternatives for data repositories (e.g., PostgreSQL, MySQL) and BI tools (e.g., Grafana, Kibana) alongside Azure SQL Server and Power BI.
- Mention that Azure services (such as Azure Databricks, Azure Functions, and Azure Data Lake) are accessible from both Windows and Linux environments.
- Provide examples or guidance for integrating with open-source or Linux-based care coordination tools in addition to Microsoft Teams.
- Explicitly state the cross-platform compatibility of the solution components where applicable.
- Where possible, add sample workflows or architectural notes for Linux-based deployments or hybrid environments.
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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 |