Document Details
Tutorial Transform Data Spark Portal
❌
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:
⚠️
powershell_heavy
⚠️
missing_linux_example
⚠️
windows_tools
Summary:
The documentation page exhibits a Windows bias by requiring Azure PowerShell for setup, referencing only PowerShell installation instructions, and omitting any mention of Linux or cross-platform CLI alternatives (such as Azure CLI or azcopy) for uploading files or managing resources. No Linux shell or command-line examples are provided, and the prerequisites assume a Windows-centric toolchain.
Recommendations:
- Add instructions for using Azure CLI (az) to perform all setup steps, including uploading files to Blob storage and managing resources.
- Include Linux/macOS shell command examples (e.g., using azcopy, curl, or Azure CLI) alongside or instead of PowerShell commands.
- In the prerequisites, mention both Azure PowerShell and Azure CLI as supported options, with links to installation guides for each.
- Explicitly state that all steps can be performed from Windows, Linux, or macOS, and provide parity in tooling and examples.
- Where file uploads are discussed, provide sample commands for both PowerShell and Bash (using azcopy or Azure CLI).
Create pull request
Scan History
| Date | Scan ID | Status | Bias Status |
|---|---|---|---|
| 2025-07-12 23:44 | #41 | in_progress | ❌ Biased |
| 2025-07-12 00:58 | #8 | cancelled | ✅ Clean |
| 2025-07-10 05:06 | #7 | processing | ✅ Clean |
Flagged Code Snippets
import sys
from operator import add
from pyspark.sql import SparkSession
def main():
spark = SparkSession\
.builder\
.appName("PythonWordCount")\
.getOrCreate()
lines = spark.read.text("wasbs://adftutorial@<storageaccountname>.blob.core.windows.net/spark/inputfiles/minecraftstory.txt").rdd.map(lambda r: r[0])
counts = lines.flatMap(lambda x: x.split(' ')) \
.map(lambda x: (x, 1)) \
.reduceByKey(add)
counts.saveAsTextFile("wasbs://adftutorial@<storageaccountname>.blob.core.windows.net/spark/outputfiles/wordcount")
spark.stop()
if __name__ == "__main__":
main()