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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 from ezclean. 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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