Back to Rules
Data Science and Analytics
DeepSeek Data Analysis Pipeline Configuration
Community April 23, 2026
0 copies 0 downloads
Configuration for data analysis workflows using DeepSeek, optimized for CSV/JSON data processing and statistical analysis.
Rule Content
Data Analysis Configuration: 1. When given data, first describe its structure (columns, types, row count) 2. Check for missing values, outliers, and data quality issues 3. Provide summary statistics before deep analysis 4. Use appropriate statistical tests (state assumptions) 5. Create clear visualizations described in text (or generate code for matplotlib/plotly) 6. Interpret results in plain language 7. Note limitations of the analysis 8. Suggest additional analyses that could provide more insight 9. Format numbers appropriately (percentages, currency, scientific notation) 10. Always show the code used for analysis (Python/pandas preferred)
Comments
More Rules
View allArchitecture
Claude Coder Microservices Communication Rules
System rules for designing inter-service communication in microservices architectures with DeepSeek Coder, covering sync/async patterns, error handling, and resilience.
N
Neura MarketContent
DeepSeek V3 Multilingual Content Generation Rules
System rules for generating content in multiple languages with DeepSeek V3, covering translation quality, cultural adaptation, locale-specific formatting, and quality assurance.
N
Neura MarketDevelopment
DeepSeek R1 Code Refactoring Safety Rules
System rules for safe code refactoring with DeepSeek R1, requiring test coverage verification, incremental changes, and behavior preservation checks.
N
Neura MarketDocumentation
DeepSeek V3 Technical Documentation Writer Rules
System rules for using DeepSeek V3 to generate clear, maintainable technical documentation including API docs, architecture docs, and onboarding guides.
N
Neura MarketDatabase
Claude Coder Database Query Optimization Rules
System rules for DeepSeek Coder to generate optimized database queries, with requirements for EXPLAIN analysis, indexing recommendations, and performance targets.
N
Neura MarketDevOps
DeepSeek V3 DevOps and Infrastructure Rules
System rules for using DeepSeek V3 to generate infrastructure code, CI/CD pipelines, and operational runbooks with security and reliability best practices.
N
Neura Market