Skill UI

GeoPandas extends pandas for geospatial vector data, enabling reading/writing shapefiles, GeoJSON, GeoPackage and PostGIS, performing CRS management, spatial joins, overlays, buffering, area/distance calculations, and producing static or interactive choropleth maps.

Pydicom is a Python toolkit for reading, writing, and manipulating DICOM medical imaging files, helping teams extract pixel data, manage metadata, anonymize records, convert to standard formats, and integrate with PACS workflows in healthcare research and radiology applications.

Pysam offers Python bindings to htslib for reading and writing SAM/BAM/CRAM alignments, VCF/BCF variants, and FASTA/FASTQ sequences, enabling coverage stats, pileup analysis, variant queries, and seamless integration into NGS pipelines.

scikit-bio provides a Python-native biological data toolkit for reading/writing FASTA/Newick files, manipulating sequences, building alignments and phylogenies, and calculating diversity metrics for microbiome and ecology workflows.

This skill detects advanced cyber-physical attacks mimicking the Stuxnet pattern. It monitors for unauthorized modifications to PLC logic and detects discrepancies between reported sensor readings and actual physical process behavior. Ideal for high-security OT/ICS environments when hunting for APT lateral movement or validating process integrity against sophisticated threats.

A Python library for reading, querying, filtering, and writing genomic file formats including SAM/BAM/CRAM, VCF/BCF, FASTA/FASTQ, and tabix data. Supports pileup, coverage analysis, indexing, and CRAM reference operations with HTSlib integration. Ideal for bioinformatics workflows requiring low-level streaming access to genomic data.

This guide provides a comprehensive methodology for load testing and capacity planning within Snowflake data warehouses. It covers optimizing query performance by adjusting warehouse sizes (Scale UP), simulating high concurrency using multi-threading (Scale OUT), and configuring advanced scaling policies (Standard, Economy, Maximized). Users can benchmark critical queries using SQL and simulate real-world user traffic using Python, ensuring robust and cost-efficient production environments.

A comprehensive strategy guide for authors submitting policy-evaluation papers to top economics journals. It details how expert referees evaluate manuscripts, focusing on four critical areas: policy interest, causal credibility, welfare reading, and robustness. This tool helps authors proactively anticipate and strengthen potential weaknesses before submission or during revision, significantly increasing the paper's chances of acceptance.

A comprehensive guide for strengthening and defending the methodological rigor of academic manuscripts across various anthropological subfields (ethnography, archaeology, biological, etc.). It instructs users on how to justify sampling, interpretative leaps, ethical considerations, and how to preemptively address rival readings and potential disconfirmations, ensuring the argument is robustly connected to evidence.

This guide provides a rigorous strategy for authors responding to major or minor revisions in cognitive psychology journals. It teaches how to systematically address every reviewer comment, strengthen model-driven inferences through techniques like model comparison and recovery analysis, and maintain the coherence and reproducibility of the theoretical argument. Essential reading for scholarly publication.

A comprehensive guide on how to structure and write a high-impact academic rebuttal for top-tier conferences like ECCV. It advises authors on strategic space management, prioritizing the rebuttal of misreadings, conceding limitations gracefully, and preparing arguments specifically for the Area Chair (AC) discussion, ensuring the limited page count is used efficiently.

Provides comprehensive guidelines for authors preparing tables and figures for high-impact economics journals. The core principle is ensuring that every exhibit is self-contained, legible, and communicates the economic magnitude and meaning to a generalist audience, even without reading the surrounding text. It covers best practices for reporting elasticities, confidence bands, and structuring arguments.