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biopython-advanced

Advanced Biopython modules for motifs, population genetics, sequence utilities, restriction analysis, clustering, and GenomeDiagram visualization; use when you need extended bioinformatics analysis beyond basic sequence I/O and alignment.

scientific-skills/Data Analysis/biopython-advanced/SKILL.md

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> **Source**: [https://github.com/aipoch/medical-research-skills](https://github.com/aipoch/medical-research-skills)

# biopython-advanced

## When to Use

- You need **motif discovery/statistics** (e.g., PWM/consensus, motif counts across multiple sequences).
- You want **restriction enzyme site analysis** (e.g., find cut sites for specific enzymes in a DNA sequence).
- You need **codon usage / sequence utility calculations** (e.g., codon frequency from CDS, GC content, basic sequence stats).
- You are working with **population genetics (PopGen)** utilities for advanced analyses.
- You need **advanced visualization** such as **GenomeDiagram**-style plots for genomic features.

## Key Features

- **Motif analysis** using Biopython’s `Bio.motifs` (counts, consensus, simple statistics).
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