73 lines
1.1 KiB
Markdown
73 lines
1.1 KiB
Markdown
# Data & Analysis Patterns
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## Structured Extraction
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```
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Extract from text:
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<text>[content]</text>
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Return JSON:
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{
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"field1": "value or null",
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"field2": ["array"]
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}
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Rules:
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- Exact matches only
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- Confidence score if uncertain
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- null for missing
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```
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## Document Analysis
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```
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Analyze [document type]:
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1. Summary (2-3 sentences)
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2. Key entities (people, orgs, dates)
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3. Main topics (ranked)
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4. Sentiment: positive/neutral/negative
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5. Action items
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```
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## Comparison
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```
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Compare [A] and [B]:
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| Criterion | A | B |
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|-----------|---|---|
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| [Factor 1] | | |
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| [Factor 2] | | |
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Recommendation: [choice] for [use case]
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```
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## Problem Solving
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```
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Problem: [description]
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Analyze:
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1. Root cause (5 whys)
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2. Contributing factors
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3. Options (pros/cons)
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4. Recommendation
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5. Implementation steps
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6. Risk mitigation
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```
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## Data Transformation
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```
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Transform data:
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- Input format: [CSV/JSON/etc]
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- Output format: [target]
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- Rules: [mapping logic]
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- Validation: [constraints]
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Handle: missing values, type mismatches.
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```
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## Summarization
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```
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Summarize [content]:
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- Length: [sentences/words]
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- Focus: [key themes]
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- Audience: [technical/general]
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- Preserve: [critical details]
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```
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