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Topic: skills

17,247 skills in this topic.

alphafold-database Access AlphaFold 200M+ AI-predicted protein structures. Retrieve structures by UniProt ID, download PDB/mmCIF files, analyze confidence metrics (pLDDT, PAE), for drug discovery and structural biology.
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aeon This skill should be used for time series machine learning tasks including classification, regression, clustering, forecasting, anomaly detection, segmentation, and similarity search. Use when working with temporal data, sequential patterns, or time-indexed observations requiring specialized algorithms beyond standard ML approaches. Particularly suited for univariate and multivariate time series analysis with scikit-learn compatible APIs.
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seaborn Statistical visualization with pandas integration. Use for quick exploration of distributions, relationships, and categorical comparisons with attractive defaults. Best for box plots, violin plots, pair plots, heatmaps. Built on matplotlib. For interactive plots use plotly; for publication styling use scientific-visualization.
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scvi-tools Deep generative models for single-cell omics. Use when you need probabilistic batch correction (scVI), transfer learning, differential expression with uncertainty, or multi-modal integration (TOTALVI, MultiVI). Best for advanced modeling, batch effects, multimodal data. For standard analysis pipelines use scanpy.
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zinc-database Access ZINC (230M+ purchasable compounds). Search by ZINC ID/SMILES, similarity searches, 3D-ready structures for docking, analog discovery, for virtual screening and drug discovery.
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venue-templates Access comprehensive LaTeX templates, formatting requirements, and submission guidelines for major scientific publication venues (Nature, Science, PLOS, IEEE, ACM), academic conferences (NeurIPS, ICML, CVPR, CHI), research posters, and grant proposals (NSF, NIH, DOE, DARPA). This skill should be used when preparing manuscripts for journal submission, conference papers, research posters, or grant proposals and need venue-specific formatting requirements and templates.
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vaex Use this skill for processing and analyzing large tabular datasets (billions of rows) that exceed available RAM. Vaex excels at out-of-core DataFrame operations, lazy evaluation, fast aggregations, efficient visualization of big data, and machine learning on large datasets. Apply when users need to work with large CSV/HDF5/Arrow/Parquet files, perform fast statistics on massive datasets, create visualizations of big data, or build ML pipelines that do not fit in memory.
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treatment-plans Generate concise (3-4 page), focused medical treatment plans in LaTeX/PDF format for all clinical specialties. Supports general medical treatment, rehabilitation therapy, mental health care, chronic disease management, perioperative care, and pain management. Includes SMART goal frameworks, evidence-based interventions with minimal text citations, regulatory compliance (HIPAA), and professional formatting. Prioritizes brevity and clinical actionability.
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exaggerated-clarity Use when motion needs to read clearly and powerfully—broad comedy, action highlights, important story beats, or any moment that must unmistakably communicate to the audience.
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emotional-narrative Use when animation needs to convey feeling, tell a story, or connect emotionally—character moments, dramatic beats, or any motion that should make the audience care.
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character-appeal Use when creating or animating characters that need to connect with audiences—hero protagonists, memorable villains, lovable sidekicks, or any figure that must have personality and presence.
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attention-direction Use when controlling where the audience looks—composing shots, choreographing action, revealing information, or any situation requiring clear visual hierarchy and focus management.
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anticipation-payoff Use when designing action sequences, gags, reveals, or any motion that needs setup before delivery—preparing audiences for what's coming and maximizing impact.
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web-motion-design Use when building CSS animations, JavaScript transitions, React/Vue motion, or any browser-based animation work.
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video-motion-graphics Use when creating After Effects compositions, Premiere Pro motion, video titles, explainer videos, or broadcast motion graphics.
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universal-fallback Use when the animation domain is unclear or spans multiple contexts—provides general-purpose Disney animation principle guidance.
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presentations Use when creating Keynote, PowerPoint, Google Slides animations, or any presentation motion design work.
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page-transitions Use when implementing route changes, view transitions, modal opens/closes, or navigation animation in web and mobile applications.
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mobile-touch Use when designing iOS/Android gestures, haptic feedback, touch interactions, or native mobile animations.
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micro-interactions Use when designing small UI feedback moments like button states, toggles, form validation, loading indicators, or notification badges.
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game-development Use when implementing game animations, player feedback, character movement, or interactive entertainment in Unity, Unreal, or other game engines.
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data-visualization Use when animating charts, graphs, dashboards, data transitions, or any information visualization work.
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brand-marketing Use when creating commercial animations, advertising motion, brand identity animation, logo reveals, or marketing video content.
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accessible-motion Use when implementing reduced motion alternatives, vestibular-safe animations, WCAG compliance, or designing for users with motion sensitivity.
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