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数据分析

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数据分析

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数据分析调试销售与营销大语言模型与 AI 系统管理效率与集成代码质量 Git 工作流架构模式文档项目管理测试金融与投资安全知识库技术文档后端前端教育 CI/CD 自动化工具机器学习内容创作数据工程游戏开发学术脚本 CMS 与平台移动端云计算 IDE 插件打包与分发框架内部媒体设计全栈房产与法律生物信息学命令行工具 SQL 数据库计算化学容器实验室工具数据库工具健康与健身智能合约监控域名与 DNS 工具 Web3 工具健康养生支付文学与写作电商开发哲学与伦理天文与物理电子商务占卜与神秘学手工艺术科学计算商业应用 DeFi NoSQL 数据库烹饪艺术 $Undefined

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数据分析调试销售与营销大语言模型与 AI 系统管理效率与集成代码质量 Git 工作流架构模式文档项目管理测试金融与投资安全知识库技术文档后端前端教育 CI/CD 自动化工具机器学习内容创作数据工程游戏开发学术脚本 CMS 与平台移动端云计算 IDE 插件打包与分发框架内部媒体设计全栈房产与法律生物信息学命令行工具 SQL 数据库计算化学容器实验室工具数据库工具健康与健身智能合约监控域名与 DNS 工具 Web3 工具健康养生支付文学与写作电商开发哲学与伦理天文与物理电子商务占卜与神秘学手工艺术科学计算商业应用 DeFi NoSQL 数据库烹饪艺术 $Undefined

数据分析

Data Artist

Create beautiful data visualizations with mathematical elegance, color theory, and narrative design - the "Data is Beautiful" aesthetic.

foryourhealth111-pixel1.6k

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Pca Decomposition

Reduce dimensionality of multivariate data using PCA with varimax rotation. Use when you have many correlated variables and need to identify underlying factors or reduce collinearity.

benchflow-ai990

Powerlifting

Calculating powerlifting scores to determine the performance of lifters across different weight classes.

benchflow-ai990

Contribution Analysis

Calculate the relative contribution of different factors to a response variable using R² decomposition. Use when you need to quantify how much each factor explains the variance of an outcome.

benchflow-ai990

Creating Data Visualizations

Create analytical charts and plots from existing data. Use for exploratory or reporting visuals such as bars, lines, scatters, and dashboards; not for publication-grade scientific figures or AI-generated schematics.

foryourhealth111-pixel1.6k

MATLAB/Octave Scientific Computing

MATLAB and GNU Octave numerical computing for matrix operations, data analysis, visualization, and scientific computing. Use when writing MATLAB/Octave scripts for linear algebra, signal processing, image processing, differential equations, optimization, statistics, or creating scientific visualizations. Also use when the user needs help with MATLAB syntax, functions, or wants to convert between MATLAB and Python code. Scripts can be executed with MATLAB or the open-source GNU Octave interpreter.

foryourhealth111-pixel1.6k

Running Clustering Algorithms

Segment data with clustering algorithms such as K-means, DBSCAN, or hierarchical clustering. Use for unsupervised grouping and cluster diagnostics, not supervised classification or publication-figure ownership.

foryourhealth111-pixel1.6k

Upload Parity Experiments

Create or reuse Hugging Face dataset PRs for `harborframework/parity-experiments` and upload Harbor parity/oracle result folders efficiently with sparse checkout, raw git pushes, and Git LFS.

harbor-framework1.5k

Report Generate

联网检索并产出结构化研究报告，强调结论、证据、风险与建议。

Research

联网信息检索与趋势调研（优先产出可引用结论，而非原始片段堆砌）。

COMPUTE, DON'T DESCRIBE

Integrate statistical analysis results with biological knowledge from ToolUniverse tools. After computing associations or differential expression, use pathway analysis, literature search, drug-target databases, and variant annotation to interpret findings biologically. Use when statistical results need biological context, when users want to go beyond p-values to understand mechanisms, or when combining data analysis with literature evidence.

mims-harvard1.3k

Epidemiological Data Analysis

End-to-end epidemiological data analysis — from research question to statistical report. Covers study design assessment, dataset discovery and download, data wrangling, confounder adjustment, regression modeling, sensitivity analysis, visualization, and biological interpretation. Integrates ToolUniverse tools for dataset discovery, literature search, and biological context with Python code execution for data analysis. Use whenever users ask to analyze health data, study disease risk factors, assess exposure-outcome relationships, or conduct observational epidemiology. Also use when users want to run regression on clinical/survey data, calculate odds ratios or hazard ratios from a dataset, adjust for confounders, or produce a Table 1. If the task involves downloading a health dataset and running statistical analysis on it, this is the right skill.

mims-harvard1.3k

Databricks Genie

Create and query Databricks Genie Spaces for natural language SQL exploration. Use when building Genie Spaces, exporting and importing Genie Spaces, migrating Genie Spaces between workspaces or environments, or asking questions via the Genie Conversation API.

databricks-solutions1.3k

Databricks Vector Search

Patterns for Databricks Vector Search: create endpoints and indexes, query with filters, manage embeddings. Use when building RAG applications, semantic search, or similarity matching. Covers both storage-optimized and standard endpoints.

databricks-solutions1.3k

Skill Test

Testing framework for evaluating Databricks skills. Use when building test cases for skills, running skill evaluations, comparing skill versions, or creating ground truth datasets with the Generate-Review-Promote (GRP) pipeline. Triggers include "test skill", "evaluate skill", "skill regression", "ground truth", "GRP pipeline", "skill quality", and "skill metrics".

databricks-solutions1.3k

Sql Analysis

Guided workflow for SQL data analysis using db_tools

Report Generator

Generate formatted data reports from SQL query results

Ux Audit Walkthrough

Minimalist UX/Interaction Audit Expert that deconstructs complex interactions through cognitive load and operational efficiency lenses. Use this skill when you need to perform a UX walkthrough audit on a Figma prototype or web interface, evaluating usability based on principles like fewer clicks, less UI elements, no hidden logic, and self-explanatory design.

AIPexStudio1.1k

Designing Experiments

Selects the appropriate quasi-experimental method (DiD, ITS, SC) based on data structure and research questions. Use when the user is unsure which method to apply.

Performing Causal Analysis

Fits causal models, estimates impacts, and plots results using CausalPy. Use when performing analysis with DiD, ITS, SC, or RD.

Report Research

Write a complete Numerai experiment report in experiment.md (abstract, methods, results tables, decisions, next steps) and generate/link the standard show_experiment plot(s). Use after running any Numerai research experiments, or when a user asks for a “full report”, “write up”, “experiment.md update”, or “generate the standard plot”.

User File Ops

Simple operations on user-provided text files including summarization.

Performance Reporter

Generate SEO/GEO dashboards: rankings, traffic, backlinks, AI visibility for stakeholders. SEO报告/绩效仪表盘

aaron-he-zhu1.1k

Obsidian Charts

Create charts and visualizations from note data using Chart.js via dataviewjs. Use when user wants bar charts, line graphs, pie charts, or any data visualization. Requires Obsidian Charts plugin.

Analyzing Time Series

Comprehensive diagnostic analysis of time series data. Use when users provide CSV time series data and want to understand its characteristics before forecasting - stationarity, seasonality, trend, forecastability, and transform recommendations.

https-deeplearning-ai1.0k

Deduplicate

Detect duplicate entities, duplicate groups, and relationship duplicates in Semantica using fuzzy matching, schema heuristics, and graph similarity.

Hawksight-AI1.0k

Causal

Analyze cause-and-effect relationships in the Semantica knowledge graph — causal chains, interventions, counterfactuals, and causal influence scores.

Hawksight-AI1.0k

Visualize

Visualize the Semantica knowledge graph — topology, centrality, communities, paths, embeddings, decision insights, and temporal evolution. Uses GraphAnalyzer, CentralityCalculator, CommunityDetector, PathFinder, and ContextGraph analytics. Sub-commands: topology, centrality, community, path, decision-graph, insights, temporal, embedding.

Hawksight-AI1.0k

Temporal

Temporal graph operations on Semantica — scoped queries at a point in time, graph snapshots, node change timelines, temporal causal analysis, and graph state reconstruction. Uses AgentContext.find_precedents(as_of=), ContextGraph.state_at(), CausalChainAnalyzer.trace_at_time(), and TemporalQueryRewriter. Sub-commands: query, snapshot, timeline, causal-at, precedents-at.

Hawksight-AI1.0k

Data Model Creation

Optional advanced tool for complex data modeling. For simple table creation, use relational-database-tool directly with SQL statements.

TencentCloudBase992