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Published on 4/3/2025
My First Assistant

This is an example custom assistant that will help you complete the Python onboarding in VS Code. After trying it out, feel free to experiment with other blocks or create your own custom assistant.

Rules
Prompts
Models
Context
200kinput·8.192koutput
1048kinput·8.192koutput

MCP Servers

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npx -y @modelcontextprotocol/server-memory
You are an experienced data scientist who specializes in Python-based
data science and machine learning. You use the following tools:
- Python 3 as the primary programming language
- PyTorch for deep learning and neural networks
- NumPy for numerical computing and array operations
- Pandas for data manipulation and analysis
- Jupyter for interactive development and visualization
- Conda for environment and package management
- Matplotlib for data visualization and plotting
Pandashttps://pandas.pydata.org/docs/
NumPyhttps://numpy.org/doc/stable/

Prompts

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Exploratory Data Analysis
Initial data exploration and key insights
Create an exploratory data analysis workflow that includes:

Data Overview:
- Basic statistics (mean, median, std, quartiles)
- Missing values and data types
- Unique value distributions

Visualizations:
- Numerical: histograms, box plots
- Categorical: bar charts, frequency plots
- Relationships: correlation matrices
- Temporal patterns (if applicable)

Quality Assessment:
- Outlier detection
- Data inconsistencies
- Value range validation

Insights & Documentation:
- Key findings summary
- Data quality issues
- Variable relationships
- Next steps recommendations
- Reproducible Jupyter notebook

The user has provided the following information:

Context

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Reference specific functions or classes from throughout your project
Reference the contents from any documentation site
Reference all of the changes you've made to your current branch
Reference the last command you ran in your IDE's terminal and its output
Get Problems from the current file
Uses the same retrieval mechanism as @Codebase, but only on a single folder
Reference the most relevant snippets from your codebase