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
missing_linux_example
windows_tools
Summary
The documentation page demonstrates a bias towards Windows by exclusively referencing Windows VM images in code examples, omitting any Linux alternatives. The only VM image shown is 'microsoftwindowsdesktop.windows-11.win11-21h2-pro', and connection profiles are set up for RDP (a Windows protocol) with SSH access disabled. Additionally, the 'Next steps' section highlights Azure PowerShell and Az.LabServices cmdlets, which are traditionally Windows-centric tools, without mentioning cross-platform or Linux-native alternatives.
Recommendations
  • Include examples that use Linux VM images (e.g., Ubuntu, CentOS) alongside or before Windows images in code samples.
  • Demonstrate enabling SSH access (webSshAccess/clientSshAccess) in the connection profile, not just RDP.
  • In the 'Next steps' section, add links to Azure CLI documentation and Linux-friendly management tools.
  • Explicitly mention that the Python SDK and instructions are cross-platform, and provide any Linux-specific setup notes if needed.
  • If possible, show how to set up labs for both Windows and Linux environments to illustrate parity.
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Scan History

Date Scan Status Result
2026-01-14 00:00 #250 in_progress Biased Biased
2026-01-13 00:00 #246 completed Biased Biased
2026-01-11 00:00 #240 completed Biased Biased
2026-01-10 00:00 #237 completed Biased Biased
2026-01-09 00:34 #234 completed Biased Biased
2026-01-08 00:53 #231 completed Biased Biased
2026-01-06 18:15 #225 cancelled Clean Clean
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Biased Biased
2025-07-12 23:44 #41 cancelled Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets

# --------------------------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License. See License.txt in the project root for
# license information.
# --------------------------------------------------------------------------

from datetime import timedelta
import time
from azure.identity import DefaultAzureCredential
from azure.mgmt.labservices import LabServicesClient
from azure.mgmt.resource import ResourceManagementClient

def main():

    SUBSCRIPTION_ID = "<Subscription ID>"
    TIME = str(time.time()).replace('.','')
    GROUP_NAME = "BellowsCollege_rg"
    LABPLAN = "BellowsCollege_labplan"
    LAB = "BellowsCollege_lab"
    LOCATION = 'southcentralus'    

    # Create clients
    # # For other authentication approaches, please see: https://pypi.org/project/azure-identity/
    resource_client = ResourceManagementClient(
        credential=DefaultAzureCredential(),
        subscription_id=SUBSCRIPTION_ID
    )
    
    labservices_client = LabServicesClient(
        credential=DefaultAzureCredential(),
        subscription_id=SUBSCRIPTION_ID
    )

    #Get single LabServices Lab Plan
    labservices_labplan = labservices_client.lab_plans.get(GROUP_NAME, LABPLAN)

    print("Get lab plans")
    print(labservices_labplan)

    #Get image information
    LABIMAGES = labservices_client.images.list_by_lab_plan(GROUP_NAME,LABPLAN)
    image = (list(filter(lambda x: (x.name == "microsoftwindowsdesktop.windows-11.win11-21h2-pro"), LABIMAGES)))
    
    #Get lab quota
    USAGEQUOTA = timedelta(hours=10)

    # Password
    CUSTOMPASSWORD = "<custom password>"
    # Create LabServices Lab
    LABBODY = {
        "name": LAB,
        "location" : LOCATION,
        "properties" : {
            "networkProfile": {},
            "connectionProfile" : {
                "webSshAccess" : "None",
                "webRdpAccess" : "None",
                "clientSshAccess" : "None",
                "clientRdpAccess" : "Public"
            },
            "AutoShutdownProfile" : {
                "shutdownOnDisconnect" : "Disabled",
                "shutdownWhenNotConnected" : "Disabled",
                "shutdownOnIdle" : "None"
            },
            "virtualMachineProfile" : {
                "createOption" : "TemplateVM",
                "imageReference" : {
                    "offer": image[0].offer,
                    "publisher": image[0].publisher,
                    "sku": image[0].sku,
                    "version": image[0].version
                },
                "sku" : {
                    "name" : "Classic_Fsv2_2_4GB_128_S_SSD",
                    "capacity" : 2
                },
                "additionalCapabilities" : {
                    "installGpuDrivers" : "Disabled"
                },
                "usageQuota" : USAGEQUOTA,
                "UseSharedPassword" : "Enabled",
                "adminUser" : {
                    "username" : "testuser",
                    "password" : CUSTOMPASSWORD
                }
            },
            "securityProfile" : {
                "openAccess" : "Disabled"
            },
            "rosterProfile" : {},
            "labPlanId" : labservices_labplan.id,
            "title" : "lab-python",
            "description" : "lab 99 description updated"
        }
    }

    poller = labservices_client.labs.begin_create_or_update(
        GROUP_NAME,
        LAB,
        LABBODY
    )

    lab_result = poller.result()
    print(f"Created Lab  {lab_result.name}")

    # Get LabServices Labs
    labservices_lab = labservices_client.labs.get(GROUP_NAME,LAB)
    print("Get lab:\n{}".format(labservices_lab))
    


if __name__ == "__main__":
    main()