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Problem Description
Currently, users need to manually enter all time records into the system, which is time-consuming and error-prone. Many organizations already generate time reports in PDF or Excel formats that contain all the necessary information (like the example PDF shared). We need a way to automatically import and parse these documents to save users time and reduce entry errors.
Proposed Solution
Implement a file import system that can:
- Accept PDF and Excel (XLSX, XLS, CSV) files
- Parse different common time report formats
- Extract date, time entry/exit, and observation information
- Validate the extracted data
- Preview the parsed data before importing
- Import valid entries into the TimeTrack database
PDF Parser Options
Several libraries could be used for PDF parsing:
- Tabula-py: Excellent for extracting tables from PDFs (requires Java)
- pdfplumber: Good alternative that doesn't require Java
- PyPDF2 + regex: Lighter solution for simpler PDFs
- pytesseract: For scanned PDFs that require OCR
Excel Parser Options
For Excel files, we could use:
- pandas: Powerful data analysis library with excellent Excel support
- openpyxl: Native Python library for Excel files
- xlrd/xlwt: For older Excel formats
Architecture Considerations
To make this system modular and extensible, we should consider using the Model Context Protocol (MCP) approach:
- Create a base
ImporterProtocolinterface that all parsers implement - Develop context-specific parsers for different file formats and layouts
- Implement a factory pattern to select the appropriate parser based on file type and content
- Use adapter pattern to normalize all extracted data to a common format
Relevant Projects Using MCP
Some projects that could serve as references:
- Parsito: A modular parsing toolkit using protocol-based design
- Structlog: Uses a protocol-based approach for configurable logging
- Pydantic: For data validation and settings management
Implementation Steps
- Create a file upload interface in the UI
- Implement the base importer protocol and factory
- Create PDF importers starting with the most common format
- Add Excel importers
- Build validation and preview features
- Implement the final import process
- Add testing with sample files
Questions
- Should we support a "template" system where users can define custom formats?
- Do we need to handle continuous imports (e.g., monthly automated imports)?
- Should we implement a correction system for incorrectly parsed entries?
Acceptance Criteria
- Users can upload PDF and Excel files through a web interface
- System correctly parses at least 3 common time report formats
- Users can preview parsed data before committing to import
- Duplicate prevention mechanism is in place
- Error handling for malformed or unsupported files
- Documentation on supported formats and how to use the feature
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