Question Extractor
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❖ NLP & Text Analysis

Question Extractor

v1.0 documentation

Extracts questions from content for FAQ schema and People Also Ask optimization. Also generates potential questions from topics/entities found in content.

URL inputFile inputText inputXLSX export
question_extractor.py157 lines5 paramsPython 3.8+
Quick start
1

Install

terminal
pip install -r requirements.txt
2

Run

terminal
python question_extractor.py --url https://example.com/page --keyword "cloud hosting"
terminal
python question_extractor.py --file article.html --output questions.xlsx
3

Export

Add --output report.xlsx to save results as a spreadsheet.

Parameters
FlagDescription
--urlURL to analyze
--fileHTML file
--textRaw text
--keywordTarget keyword for question generation
--outputSave as XLSX
help
python question_extractor.py --help
Use cases
Content quality audit
Writer evaluation
Client deliverable

Run across all your blog posts to score quality. Sort by score in the XLSX export, then prioritize rewrites for the lowest-scoring pages.

Before publishing freelance content, run this tool to check quality signals. Use specific metrics as concrete feedback for writers.

Include the analysis in your SEO audit report. Clients appreciate data-backed recommendations over subjective opinions.

Works well with

Combine with other tools for a complete workflow:

Ai Content Detector

Detects AI-generated text using statistical analysis: perplexity estimation, bur

Claim Fact Extractor

Extract factual claims, statistics, data points, and quotable assertions from co

Content Embedding Visualizer

Embed pages/paragraphs and plot in 2D (UMAP/t-SNE) to visually identify content

Content Scoring Ml

Content Uniqueness Scorer

Compares rewritten/spinned content against source to score originality using emb

Emotion Classifier

Classify text into 8 granular emotions: joy, trust, fear, surprise, anger, antic
Dependencies

Requires: beautifulsoup4, pandas, requests, spacy. All included in requirements.txt.

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AAIO Inc — aaioinc.com/tools/question_extractor/