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How to solve the problem of form extraction of unstructured data such as PDF/scanned documents?

2025-09-10 1.8 K
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Solution Background

When working with scanned PDFs or complex documents, manually extracting table data is both time consuming and error prone.UnDatas.IO accurately segments table areas in mixed content through AI-driven layout recognition technology.

Specific steps

  • API Integration Preparation: Install the Python libraries first pip install undatasioIf you want to use your API key, you need to configure the environment variable to fill in your API key.
  • Document Upload: ByUnDatasIOAfter the class is initialized, pass in the document path or binary stream directly
  • Smart Classification: Callget_result_type()Automatic recognition of table objects in documents
  • format conversion: Output tables to structured formats such as CSV/Excel through supporting methods

advanced skill

For fuzzy scans, it is recommended to first use theOPENAI_API_KEYIntegrate Qwen model for image enhancement processing (refer to the code example in the article). When dealing with complex merged cells, the API can be called multiple times for sub-regional extraction.

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