How to compute real QC metrics: Shannon diversity from the genus/species relab parquet files using scipy.stats.entropy; read depth from sequencing run metadata; unclassified fraction from the UNCLASSIFIED column in MetaPhlAn output.
Alpha Diversity (Shannon H′) by Body Site

Violin + box — urogenital shows widest range due to Lactobacillus dominance vs. dysbiosis states

Read Depth Distribution by Sequencing Modality

Histogram (overlapping) — NovaSeq shotgun samples are generally deeper

Detected Taxa per Sample by Body Site

Box plot with outliers — stool has highest alpha diversity; milk has fewest taxa

Unclassified Read Fraction

Histogram across all samples — values >40% may indicate host contamination

QC Summary by Body Site
Body Site N samples Mean Shannon H′ Median Shannon H′ Mean Read Depth Mean Taxa/Sample

Based on 2,000-sample stratified subset with synthetic QC values for illustration.