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name: brain-dataset-exploration-general
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description: >-
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Provides a comprehensive workflow for deep-diving into entire WorldQuant BRAIN datasets.
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Includes steps for dataset selection, field categorization, detailed description generation, and cross-platform research.
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Use when the user wants to "audit a dataset", "categorize fields", or "explore a new dataset".
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---
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# Dataset Exploration Expert Workflow
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This workflow guides the deep analysis and categorization of datasets.
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For the detailed job duty manual and specific MCP tool strategies, see [reference.md](reference.md).
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## Phase 1: Dataset Selection & Initial Assessment
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1. **Identify Dataset**: Select based on strategic importance or user needs.
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2. **Initial Exploration**:
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- Use `get_datasets` to find datasets.
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- Use `get_datafields` to count fields and check coverage.
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- Use `get_documentations` to find related docs.
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## Phase 2: Field Categorization
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Group data fields into logical categories:
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- **Business Function**: Financials, Market Data, Estimates, etc.
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- **Data Type**: Matrix, Vector.
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- **Update Frequency**: Daily, Quarterly.
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- **Hierarchy**: Primary -> Secondary -> Tertiary (e.g., Financials -> Income Statement -> Revenue).
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## Phase 3: Enhanced Description & Analysis
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1. **Describe**: Write detailed descriptions (Business context, Methodology, Typical values).
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2. **Analyze**: Use `brain-datafield-exploration` techniques on key fields to understand distributions and patterns.
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## Phase 4: Integration
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1. **Research**: Check forum posts for community insights.
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2. **Alpha Ideas**: Brainstorm alpha concepts based on the dataset characteristics.
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## Core Responsibilities
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- **Deep Dive**: Focus on one dataset at a time.
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- **Inventory**: Catalog all fields.
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- **Documentation**: Improve descriptions.
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