Document Details
Deploy Intelligent Apps Linux Python Pivot
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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_first
⚠️
missing_linux_example
Summary:
The documentation references a Python/Flask application and is generally cross-platform, but there is subtle Windows bias in the way quickstart links and tabs are presented. The quickstart link for creating the sample app includes 'windows' as a tab before 'terminal-bash', and there are no explicit Linux or macOS-specific instructions or examples. All environment variable and deployment instructions are presented in a way that assumes use of the Azure Portal or Visual Studio, with no mention of Linux-native workflows, shell commands, or deployment tools (e.g., Azure CLI from Bash, Linux file paths, or systemd services). There are no PowerShell-specific commands, but the absence of Linux-specific guidance or parity in examples constitutes a 'missing_linux_example' and a 'windows_first' ordering bias.
Recommendations:
- Ensure that all quickstart and sample links include Linux and macOS tabs/examples, and that these are presented equally or before Windows where appropriate.
- Add explicit Linux/macOS instructions for environment variable management (e.g., using export in Bash, .env files, or systemd service files).
- Include deployment instructions using Azure CLI from Bash and/or GitHub Actions, not just Azure Portal or Visual Studio.
- When referencing file paths or commands, provide both Windows and Linux/macOS equivalents.
- Review all code snippets and instructions to ensure they are platform-agnostic or provide platform-specific notes where necessary.
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Scan History
| Date | Scan ID | Status | Bias Status |
|---|---|---|---|
| 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 | ❌ Biased |
| 2025-09-07 00:00 | #104 | completed | ❌ Biased |
| 2025-09-06 00:00 | #103 | completed | ❌ Biased |
| 2025-09-05 00:00 | #102 | completed | ❌ Biased |
| 2025-09-04 00:00 | #101 | completed | ❌ Biased |
| 2025-09-03 00:00 | #100 | completed | ✅ Clean |
| 2025-09-02 00:00 | #99 | in_progress | ✅ Clean |
| 2025-09-01 00:00 | #98 | in_progress | ❌ Biased |
| 2025-08-31 00:01 | #97 | in_progress | ❌ Biased |
| 2025-08-30 00:01 | #96 | in_progress | ✅ Clean |
| 2025-08-29 00:01 | #95 | completed | ❌ Biased |
| 2025-08-28 00:01 | #94 | in_progress | ✅ Clean |
| 2025-08-27 00:01 | #93 | in_progress | ❌ Biased |
| 2025-08-26 00:00 | #92 | in_progress | ❌ Biased |
| 2025-08-25 00:01 | #91 | in_progress | ❌ Biased |
| 2025-08-24 00:00 | #90 | in_progress | ❌ Biased |
| 2025-08-23 00:00 | #89 | in_progress | ❌ Biased |
| 2025-08-22 00:01 | #88 | completed | ❌ Biased |
| 2025-08-21 00:01 | #87 | in_progress | ❌ Biased |
| 2025-08-20 00:01 | #86 | completed | ❌ Biased |
| 2025-08-19 00:01 | #85 | completed | ❌ Biased |
| 2025-08-18 00:00 | #84 | in_progress | ❌ Biased |
| 2025-08-17 00:01 | #83 | in_progress | ❌ Biased |
| 2025-08-16 00:00 | #82 | in_progress | ❌ Biased |
| 2025-08-15 00:01 | #81 | in_progress | ✅ Clean |
| 2025-07-13 21:37 | #48 | completed | ❌ Biased |
| 2025-07-13 20:48 | #44 | cancelled | ✅ Clean |