Dados e Análise

Expert patterns for Segment Customer Data Platform including Analytics.js, server-side tracking, tracking plans with Protocols, identity resolution, destinations configuration, and data governance best practices. Use when: segment, analytics.js, customer data platform, cdp, tracking plan.

Create circular genome visualizations with Circos and pyCircos. Display multi-track data including ideograms, genes, variants, CNVs, and interaction arcs. Use when creating circular genome visualizations.

Call accessible chromatin regions from ATAC-seq data using MACS3 with ATAC-specific parameters. Use when identifying open chromatin regions from aligned ATAC-seq BAM files, different from ChIP-seq peak calling.

Alembic migration patterns for PostgreSQL. Use when creating migrations, reviewing autogenerated migrations, or handling schema changes safely.

Query CELLxGENE Census (61M+ cells). Search by cell type/tissue/disease/organism; get AnnData, stream out-of-core, train PyTorch models. For your own data use scanpy; for annotated data use anndata.

Normalizes and transforms RNA-seq count matrices for DE, visualization, clustering, and ML. Covers between-sample (TMM, TMMwsp, RLE/median-of-ratios, upper quartile), within-sample (TPM, FPKM/RPKM), variance-stabilizing (VST, rlog, log-CPM), GC-content correction (cqn, EDASeq), and single-cell (scran deconvolution, scanpy normalize_total). Encodes the composition-bias rationale, the "most genes no

AI-powered data analysis for Empathy Ledger. Use when working with themes, quotes, story suggestions, transcript analysis, storyteller connections, or any feature requiring extracted insights. Ensures consistent analysis patterns across the platform.

Acesse mais de 200 milhões de estruturas de proteínas previstas por IA do AlphaFold. Recupere estruturas por ID UniProt, baixe arquivos PDB/mmCIF e analise métricas de confiança (pLDDT, PAE) para descoberta de medicamentos e biologia estrutural.

High-performance genomic interval operations and bioinformatics file I/O on Polars DataFrames. Overlap, nearest, merge, coverage, complement, subtract for BED/VCF/BAM/GFF intervals. Streaming, cloud-native, faster bioframe alternative.

Acesse as APIs do USPTO para buscas de patentes/marcas, histórico de exames (PEDS), cessões, citações, despachos, TSDR, para análise de PI e buscas de anterioridade.

Configura e executa análises biogeográficas filogenéticas usando BioGeoBEARS em R para reconstrução biogeográfica, estimativa de área ancestral e análise de distribuição de espécies em filogenias. Lida com validação de arquivos de entrada, reformatamento de dados, geração de fluxo de trabalho RMarkdown e visualização de resultados.

API key for MaxHub data APIs. Get one at https://www.aconfig.cn