A Python library for downstream pipeline of 16s rRNA sequence data.
Project description
pymbX
pymbX is a Python library designed to simplify the cleaning, processing, and visualization of microbiome and metadata files. It provides a comprehensive suite of functions to handle various data manipulations, ensuring your data is ready for downstream analysis and publication-quality visualization.
Key Features
-
File Validation:
Supports common file formats including CSV, XLS, XLSX, and TXT. -
Data Cleaning & Transformation:
- Cleans and transposes data
- Converts data to numerical values
- Aggregates data and calculates column-wise percentage values
-
Metadata Integration:
Merges metadata with the cleaned microbiome data seamlessly. -
Visualization:
Generates publication-ready visualizations based on your data and specified taxonomic levels.
Library Functions
pymbX includes the following functions:
-
ezclean:
Handles the processing of microbiome and metadata files, performing robust data cleaning, transposition, aggregation, and merging operations. -
ezviz:
Generates publication-ready visualizations using the output fromezclean. This function creates dynamic plots based on taxonomic levels and user-defined parameters. -
ezstat:
(Upcoming Function) Designed to perform statistical analysis on 16S rRNA outputs. Stay tuned for updates!
Installation
You can install pymbX using pip:
pip install pymbX
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