feat: add documentation, Streamlit GUI, and full source tree
- Rewrite README.md with project overview, quick-start, and CLI summary - Add docs/CLI-REFERENCE.md with full flag reference and 8 recipe sections - Add docs/DEVELOPER.md with architecture, data flow, and extension guides - Rewrite src/core/__init__.py with public API exports and module docstring - Add Streamlit GUI (src/gui/) with file upload, advanced options, interactive match group review with side-by-side diff, and download buttons - Add .gitignore, requirements.txt, all source code, tests, and sample data - Add streamlit to requirements.txt Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
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test-cases/uc10_client_data_dump_messy.csv
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test-cases/uc10_client_data_dump_messy.csv
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id,full_name,email,phone,company,notes
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1,Alice Johnson , alice@ex.com ,(555) 100-1000,Ex Corp ,VIP client
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2,alice johnson,alice@ex.com,5551001000,Ex Corp,
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3,Bob O’Brien,bob.obrien@example.com,(555) 200-2000,OBrien LLC,intro by Alice
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4,Bob O'Brien,BOB.OBRIEN@example.com,555-200-2000,O'Brien LLC,Intro by Alice
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5,Carol Wu,carol@example.com,(555) 300-3000,WuCo,follow up
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6,Carol Wu,carol@example.com,(555) 300-3000,WuCo,follow up Q2
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7,Derek Hall,dhall@example.com,(555) 400-4000,Hall Industries,
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8,Derek Hall,dhall@example.com,(555) 400-4099,Hall Inds.,
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9,Eve Martin,eve@example.com,(555) 500-5000,Martin Co,lead
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10,Eve Martin,eve@example.com,(555) 500-5000,Martin Co,lead
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11,Frank Ng,fng@example.com,(555) 600-6000,Ng Group,
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12,Grace Park,gpark@example.com,(555) 700-7000,Park & Co,
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13,Henry Lo,hlo@example.com,(555) 800-8000,Lo Holdings Inc.,renewal
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14,Henry Lo,hlo@example.com,(555) 800-8000,"Lo Holdings, Inc",renewal Q2
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15,Ivan Kim,ikim@example.com,(555) 900-9000,Kim Solutions,
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16,Ivan Kim,ikim@example.com,(555) 900-9000,Kim Solutions,
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