Sad Tux - Windows bias detected
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

Detected Bias Types
windows_first
powershell_heavy
windows_tools
missing_linux_example
Summary
The documentation demonstrates a Windows-first bias. In sections about preparing wheel files for Python 3.8, only Windows instructions are provided first and in detail, while Linux instructions are only given for Python 3.10 (preview). The PowerShell cmdlets for managing Python packages are presented without Linux CLI or Azure CLI equivalents, and there are no Bash or cross-platform examples for package management. The documentation assumes the use of Windows tools and environments in several places, with Linux parity only partially addressed for the newer Python version.
Recommendations
  • Provide Linux-based instructions for generating wheel files for Python 3.8, not just for Python 3.10.
  • Include Azure CLI or Bash script examples for managing Python packages, alongside or instead of PowerShell cmdlets.
  • When listing tools or commands, present both Windows and Linux options, or use cross-platform tools where possible.
  • Avoid assuming the user is on Windows by default; clarify when instructions are OS-specific and offer alternatives.
  • Highlight any differences in package management workflows between Windows and Linux environments in Azure Automation.
GitHub Create Pull Request

Scan History

Date Scan Status Result
2025-07-12 23:44 #41 cancelled Biased Biased
2025-07-12 00:58 #8 cancelled Clean Clean
2025-07-10 05:06 #7 processing Clean Clean
2025-07-09 23:22 #6 cancelled Clean Clean

Flagged Code Snippets

Get-AzAutomationPython3Package -AutomationAccountName tarademo  -ResourceGroupName mahja -Name sockets 


Response  
ResourceGroupName     : mahja 
AutomationAccountName : tarademo 
Name                  : sockets 
IsGlobal              : False 
Version               : 1.0.0 
SizeInBytes           : 4495 
ActivityCount         : 0 
CreationTime          : 9/20/2022 12:46:28 PM +05:30 
LastModifiedTime      : 9/22/2022 5:03:42 PM +05:30 
ProvisioningState     : Succeeded 
https://github.com/azureautomation/runbooks/blob/master/Utility/Python/import_py3package_from_pypi.py
New-AzAutomationPython3Package -AutomationAccountName tarademo  -ResourceGroupName mahja -Name requires.io -ContentLinkUri https://files.pythonhosted.org/packages/7f/e2/85dfb9f7364cbd7a9213caea0e91fc948da3c912a2b222a3e43bc9cc6432/requires.io-0.2.6-py2.py3-none-any.whl 

Response  
ResourceGroupName     : mahja 
AutomationAccountName : tarademo 
Name                  : requires.io 
IsGlobal              : False 
Version               : 
SizeInBytes           : 0 
ActivityCount         : 0 
CreationTime          : 9/26/2022 1:37:13 PM +05:30 
LastModifiedTime      : 9/26/2022 1:37:13 PM +05:30 
ProvisioningState     : Creating 
Get-AzAutomationPython3Package -AutomationAccountName tarademo  -ResourceGroupName mahja 

Response : 
ResourceGroupName     : mahja 
AutomationAccountName : tarademo 
Name                  : cryptography 
IsGlobal              : False 
Version               : 
SizeInBytes           : 0 
ActivityCount         : 0 
CreationTime          : 9/26/2022 11:52:28 AM +05:30 
LastModifiedTime      : 9/26/2022 12:11:00 PM +05:30 
ProvisioningState     : Failed 
ResourceGroupName     : mahja 
AutomationAccountName : tarademo 
Name                  : requires.io 
IsGlobal              : False 
Version               : 
SizeInBytes           : 0 
ActivityCount         : 0 
CreationTime          : 9/26/2022 1:37:13 PM +05:30 
LastModifiedTime      : 9/26/2022 1:39:04 PM +05:30 
ProvisioningState     : ContentValidated 
ResourceGroupName     : mahja 
AutomationAccountName : tarademo 
Name                  : sockets 
IsGlobal              : False 
Version               : 1.0.0 
SizeInBytes           : 4495 
ActivityCount         : 0 
CreationTime          : 9/20/2022 12:46:28 PM +05:30 
LastModifiedTime      : 9/22/2022 5:03:42 PM +05:30 
ProvisioningState     : Succeeded 
Remove-AzAutomationPython3Package -AutomationAccountName tarademo  -ResourceGroupName mahja -Name sockets 
Set-AzAutomationPython3Package -AutomationAccountName tarademo  -ResourceGroupName mahja -Name requires.io -ContentLinkUri https://files.pythonhosted.org/packages/7f/e2/85dfb9f7364cbd7a9213caea0e91fc948da3c912a2b222a3e43bc9cc6432/requires.io-0.2.6-py2.py3-none-any.whl 


ResourceGroupName     : mahja 
AutomationAccountName : tarademo 
Name                  : requires.io 
IsGlobal              : False 
Version               : 0.2.6 
SizeInBytes           : 10109 
ActivityCount         : 0 
CreationTime          : 9/26/2022 1:37:13 PM +05:30 
LastModifiedTime      : 9/26/2022 1:43:12 PM +05:30 
ProvisioningState     : Creating