Starting search engine pipeline...

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PySearchNLP

Information Retrieval & NLP Processing Engine from Scratch

Note: Since the database is 100% in French, search results will be returned in French.
Try these queries:

Analyzing query grammar and executing retrieval...

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- Total Documents Indexed
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- Vocabulary Size (Stems)
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- Articles with Images

Document Rubric Distribution

Loading rubric insights...

Top High-Weight Vocabulary Stems (TF-IDF)

Loading vocabulary weights...

Inverted Index Lookup Tool

Query the underlying binary or hash-map index structures directly. Type a stemmed keyword or metadata term to inspect its occurrences and posting lists across the corpus.

Engine Performance Benchmarks

Measure the search retrieval latency, precision, and recall of the NLP search engine. Compare pre-computed validation statistics with live real-time latency tests.

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- Pre-computed Latency
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- Live Test Latency
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- System Accuracy

Query Performance & Validation Test Suite

ID Validation Query Text Docs Returned Precision Recall Pre-computed Speed Live Speed (10 runs avg)
Loading performance metrics...