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Advanced spatial analysis for vector data including coordinate reprojection, spatial joins, and choropleth mapping using the GeoPandas library.
This skill enables the agent to perform comprehensive geospatial analysis on vector data. It leverages the GeoPandas library to handle complex geometric operations and tabular spatial data, allowing for the creation of maps and the analysis of spatial relationships between datasets.
Use this skill when you need to read, write, or analyze spatial vector files (GeoJSON, Shapefiles, GeoPackage), perform spatial joins, calculate areas and distances, reproject coordinate systems (CRS), or generate static and interactive geospatial visualizations.
Designed for agents with Python execution capabilities such as Claude Code, Cursor, Codex, Gemini CLI, and Copilot.
This skill has not been reviewed by our automated audit pipeline yet.
Mixed Methods Research Design
Comprehensive guide for designing and integrating qualitative and quantitative research approaches using established academic frameworks.
AlterLab Deep Research
A 13-agent, PRISMA-capable research pipeline that runs scoping, systematic literature search, verification, synthesis, meta-analysis, and APA‑style reporting fo
ClinVar Database (AlterLab)
Search and interpret NCBI ClinVar variant data, access via E-utilities or FTP, annotate VCFs, and incorporate review-status and evidence best practices for geno
AlterLab PyMC — Bayesian Modeling
Bayesian modeling workflow using PyMC (v5+): build hierarchical models, run MCMC (NUTS) or variational inference, diagnose sampling, and compare models with LOO
bioRxiv Database Search
Search and retrieve life-sciences preprints from bioRxiv via API.
Academic Statistical Analysis
Guided hypothesis testing, assumption checking, and APA-formatted reporting.
Extract Circuit Netlist Edge Features
Extract structured edge features from a bipartite circuit netlist (NetworkX MultiGraph), normalizing device/net ordering, mapping terminal colors, and detecting
Markdrop
Convert PDFs to structured Markdown or interactive HTML and generate AI-powered descriptions for images and tables using multiple LLM providers.
FastAPI Project Templates
Creates production-ready FastAPI project scaffolds with async patterns, DI, middleware, and testing best practices for high-performance APIs.
Unitree Robot Controller
Control and command Unitree robots (GO1/GO2/G1/H1) via OpenClaw: initialization, basic motion commands, and sensor integrations.
Alpha Forge Pre-Ship Quality Gates
Pre-merge quality gates for PRs that validate RNG determinism, forked URLs, runtime parameter ranges, and manifest synchronization to reduce review cycles.
Plotly (Interactive Python Visualizations)
Interactive Python visualization skill for building hoverable, zoomable, and embeddable charts (Plotly Express + Graph Objects) for EDA, dashboards, and present
Dr. Manhattan - Prediction Market Trading
Unified CCXT-style API and tools for discovering, analyzing, and trading prediction markets across Polymarket, Kalshi, Opinion, Limitless, and Predict.fun; incl
Manim Idea to Export
Turn plain-language concepts into production-ready ManimCE scene blueprints, runnable code, preview renders, and final export commands for video assets.