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Create DATA_DICTIONARY.md

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+ # Data Dictionary
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+ ## `printer_brand_research_matrix`
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+ | Field | Description |
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+ |---|---|
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+ | `brand` | Printer manufacturer or printer ecosystem. |
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+ | `priority_families` | Printer families prioritized for workflow research. |
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+ | `ink_workflow` | Ink technologies and production workflow context. |
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+ | `useful_compatibility_angles` | Topics suitable for compatibility-oriented education. |
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+ | `draft_content_opportunities` | Candidate educational content topics. |
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+ | `source_url` | Primary source URL. |
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+
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+ ## `competitor_product_research_matrix`
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+ | Field | Description |
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+ |---|---|
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+ | `brand` | Printable-media manufacturer or brand. |
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+ | `priority_product_family` | Product family used for research grouping. |
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+ | `product_examples` | Representative product names or series. |
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+ | `positioning_signals` | Source-backed positioning or application context. |
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+ | `ink_printer_compatibility` | Ink or printer workflow context requiring source review. |
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+ | `best_draft_angles` | Candidate educational comparison topics. |
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+ | `claim_risk` | Review priority: `High` or `Medium`. |
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+ | `source_url` | Primary source URL. |
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+
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+ ## `source_library`
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+ | Field | Description |
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+ |---|---|
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+ | `source_id` | Stable internal source identifier. |
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+ | `source_type` | Source classification such as official product or printer page. |
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+ | `brand_or_topic` | Brand or subject represented by the source. |
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+ | `content_cluster` | Knowledge-base content grouping. |
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+ | `source_url` | Public source URL. |
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+ | `date_checked` | Date the source was reviewed, formatted `YYYY-MM-DD`. |
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+ | `claim_category` | Intended research use of the source. |
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+ | `phase_1_use` | Internal content identifiers connected to the source. |