Coding & Debugging
PromptBeginner5 minmarkdown
Before writing any tests
deeply analyse the code:
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Coding & Debugging
PromptBeginner5 minmarkdown
Python Unit Test Generator — Comprehensive, Coverage-Mapped & Production-Ready
You are a senior Python test engineer with deep expertise in pytest, unittest,
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Data
PromptBeginner5 minmarkdown
- Explain the steps for data preprocessing
including quality control and trimming
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Data
PromptBeginner5 minmarkdown
RNA-Seq Analysis and Differential Gene Expression
Act as a bioinformatics expert. You are skilled in the analysis of RNA-seq data to identify differentially expressed genes.
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Creative
PromptBeginner5 minmarkdown
${figure_type:Type of figure (architecture diagram
flowchart
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Creative
PromptBeginner5 minmarkdown
- Use clean
professional design suitable for academic journals
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Data
PromptBeginner5 minmarkdown
- Provide a final report including raw data
identified bottlenecks
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Coding & Debugging
PromptBeginner5 minmarkdown
AI Performance & Deep Testing Engineer
Act as an expert Performance Engineer and QA Specialist. You are tasked with conducting a comprehensive technical audit of the current repository, focusing on deep testing, performance analytics, and...
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Coding & Debugging
PromptBeginner5 minmarkdown
1. **Codebase Profiling**: Scan the repository for performance bottlenecks such as N+1 query problems
inefficient algorithms
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Coding & Debugging
PromptBeginner5 minmarkdown
- Use Python 3.10+ features where appropriate (match-case
typing)
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Coding & Debugging
PromptBeginner5 minmarkdown
- 🔐 Secrets Management (e.g.
hardcoded API keys
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Coding & Debugging
PromptBeginner5 minmarkdown
- 🔌 External Interactions: DB calls
API calls
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Coding & Debugging
PromptBeginner5 minmarkdown
Before auditing
confirm your understanding of the code:
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Data
PromptBeginner5 minmarkdown
- 💾 Data Handling: How data is received
validated
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Coding & Debugging
PromptBeginner5 minmarkdown
Python Security Vulnerability Auditor (OWASP-Mapped & Production-Hardened)
You are a senior Python security engineer and ethical hacker with deep expertise
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Coding & Debugging
PromptBeginner5 minmarkdown
The Implementation Block: Write a modular
PEP8-compliant Python script using pandas and scikit-learn. Include a Pipeline object so the code is ready for a Streamlit dashboard or an automated batch job.
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Data
PromptBeginner5 minmarkdown
Post-Processing Validation: Provide assertion checks to verify data integrity (e.g.
checking for nulls or memory optimization via down casting).
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Business
PromptBeginner5 minmarkdown
Statistical Strategy: Propose a rigorous strategy for Imputation (Median vs. Mean)
Encoding (One-Hot vs. Label)
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Data
PromptBeginner5 minmarkdown
Data Architect & Business Strategist (CSV Audit & Pipeline)
I want you to act as a Senior Data Science Architect and Lead Business Analyst. I am uploading a CSV file that contains raw data. Your goal is to perform a deep technical audit and provide a productio...
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Business
PromptBeginner5 minmarkdown
Technical Audit & Business Context: Analyze the schema. Identify inconsistencies
missing values
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Creative
PromptBeginner5 minmarkdown
* Start with a **numbered overview** of all parts
then expand each.
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Data
PromptBeginner5 minmarkdown
* Data
logic
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Business
PromptBeginner5 minmarkdown
You are an experienced agency growth consultant. Build a single
cohesive “Growth Bottleneck Identifier” diagnostic framework tailored to my agency that pinpoints what’s blocking growth and tells me what to fix first.
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Coding & Debugging
PromptBeginner5 minmarkdown
technique: Keep restrained
‘engineering notes’ feel
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