Data Science & ML Claude 技能

Real-World Evidence Analysis in R

Conducts advanced biostatistical analysis of real-world data (RWD) using target trial emulation and propensity score methods.

Sentiment Analysis Tool

Analyzes text data to identify emotional tone and classify sentiment polarity as positive, negative, or neutral.

Network Meta-Analysis in R

Performs advanced multi-treatment comparisons using frequentist and Bayesian network meta-analysis methods in R.

Excel & Spreadsheet Automation

Automates the creation, editing, and analysis of Excel spreadsheets with advanced formula support and financial modeling standards.

Clinical Trial Group Sequential Methods

Implements group sequential design methods for clinical trial interim analyses, including alpha spending and futility stopping rules.

Clinical Trial Multiplicity Methods

Implements and optimizes multiplicity adjustment procedures to control Family-Wise Error Rate (FWER) in clinical trial simulations.

Statsmodels Statistical Analysis

Performs rigorous statistical modeling and econometric analysis using Python's statsmodels library.

Molfeat Molecular ML Hub

Transforms chemical structures into machine learning-ready numerical features using over 100 specialized featurizers and pre-trained embeddings.

AnnData Data Structure

Manages annotated data matrices and metadata for single-cell genomics and high-dimensional biological datasets.

OFR Hedge Fund Monitor

Accesses and analyzes comprehensive hedge fund time series data from the Office of Financial Research for financial stability and systemic risk research.

BGPT Scientific Paper Search

Accesses structured experimental data and deep insights from full-text scientific papers via the BGPT MCP server.

GeoMaster Geospatial Science

Provides comprehensive geospatial science capabilities for remote sensing, GIS analysis, and Earth observation workflows.

SHAP Model Interpretability

Explains machine learning model predictions and feature importance using Shapley Additive exPlanations (SHAP) across various model architectures.

UniProt Protein Database

Accesses UniProt's comprehensive protein sequence and functional information via REST API for bioinformatic analysis and data retrieval.

OMERO Microscopy Integration

Integrates microscopy data management via the OMERO Python API for advanced image analysis and scientific workflow automation.

Astropy

Performs advanced astronomical data analysis and astrophysical calculations using the core Astropy library.

JASPAR Database Genomics

Access and analyze transcription factor binding profiles from the JASPAR database to predict binding sites and interpret regulatory variants.

Genomic Data Processing with pysam

Processes and analyzes high-throughput sequencing data including BAM, VCF, and FASTA files using the htslib Python interface.

ClinVar Database Integration

Queries NCBI ClinVar for genetic variant clinical significance and provides tools for pathogenicity interpretation and genomic data annotation.

Data Commons Client

Accesses and analyzes global public statistical data from the Data Commons knowledge graph directly within your AI workflow.

COBRApy Metabolic Modeling

Performs constraint-based reconstruction and analysis of metabolic models for systems biology and metabolic engineering.

ClinPGx Pharmacogenomics Database

Accesses comprehensive pharmacogenomics data, clinical guidelines, and gene-drug interactions for precision medicine applications.

PyHealth: Healthcare AI Toolkit

Develops, tests, and deploys clinical machine learning models using electronic health records and physiological data.

Matchms Metabolomics Analysis

Processes and analyzes mass spectrometry data for metabolite identification and spectral matching.

OpenAlex Academic Research

Queries and analyzes over 240 million scholarly works, authors, and institutions using the open-source OpenAlex database.

MATLAB & Octave Scientific Computing

Performs advanced numerical computing, matrix operations, and scientific data visualization using MATLAB and GNU Octave syntax.

Ensembl Genome Database Integration

Accesses and queries the Ensembl REST API to retrieve comprehensive genomic data, sequences, and variant information for over 250 species.

Molecular Dynamics Simulation & Analysis

Performs and analyzes molecular dynamics simulations using OpenMM and MDAnalysis for biophysical research and drug discovery.

InterPro Protein Database

Queries the EMBL-EBI InterPro resource for comprehensive protein family, domain, and functional site annotations.

Scientific Peer Review

Conducts rigorous, checklist-based evaluations of scientific manuscripts and grant proposals to ensure methodological and statistical validity.