Data & Analytics

Data analysis, BI, visualization, datasets, statistics, and ML workflows

skills in category: 12,917
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Showing 10,993–11,016 of 12,917 skills

Average Session Step Duration AnalyzerAComputes the average duration of actions or steps from session logs using Python (pseudo-streaming) or SQL. Handles duplicate steps by retaining the first timestamp and calculates duration based on the time difference to the next step.datapythonsqlVotes: 0GitHub stars: 17
Automated Sequential Model Training And ComparisonAAutomates the process of training multiple neural network instances with varying configurations sequentially and comparing their performance metrics to identify the best model.datapythonperformanceVotes: 0GitHub stars: 17
Cybersecurity Market Research And Competitive AnalysisAConducts comprehensive market research and competitive analysis for cybersecurity solutions, including product comparisons using a Good/Better/Best matrix, market sizing with specific analyst citations, and pricing details.datagosecurityVotes: 0GitHub stars: 17
Calculate Outlier ScoreACalculates the outlier score (Mean Absolute Deviation divided by Mean) and classifies data variation based on specific thresholds. Provides direct answers without intermediate calculation steps.datagoVotes: 0GitHub stars: 17
Calculate Ellrod Index From Gfs DataACalculates the Ellrod turbulence index using Python, xarray, and numpy based on specific user-provided formulas for deformation, convergence, and vertical wind shear derived from GFS wind data.datapythonVotes: 0GitHub stars: 17
Brinson Attribution Analysis With PythonACalculates Brinson attribution (allocation, selection, interaction) and excess return for a portfolio against a benchmark using industry-level grouping and specific multi-period compounding logic.datapythondatabaseVotes: 0GitHub stars: 17
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Tech Resume Translation PolishA针对数据科学、互联网及游戏行业，提供中英文简历的专业翻译与润色服务。结合HR视角、技术术语规范及特定行业词汇表，确保表达精准、符合招聘标准及目标语言阅读习惯。datatestingVotes: 0GitHub stars: 17
Python Plotting Chinese Twinx PandasAAdvanced Python visualization expert supporting Pandas DataFrames and raw data. Handles dynamic single/dual-axis plotting, Chinese font configuration, Tensor conversion, and safe file saving without display.datapythonVotes: 0GitHub stars: 17
Python Kline Chart Dark ThemeA使用mplfinance生成黑色背景的专业K线图，支持白灰涨跌配色、数据自动处理及预测信号叠加。datapythonVotes: 0GitHub stars: 17
Promo Activity ExtractionASOP for extracting and analyzing promotional activity details, handling time formatting, location mapping, payment logic, and step-by-step process validation.datagoVotes: 0GitHub stars: 17
Python Mplfinance Kline With PredictionsA使用mplfinance库从CSV或对象列表生成K线图，支持预测标记（>0.5）、自定义样式、成交量处理及图片保存。datapythonVotes: 0GitHub stars: 17
Pandas Dataframe Complex Upsert SyncA使用 Pandas 和 SQLAlchemy 将 DataFrame 同步到 MySQL，处理 Merge 后缀，并应用复杂的字段比较逻辑（JSON解析、数值归一化、条件排除、字符串排序）以实现精确的 Upsert。datapythonsqlVotes: 0GitHub stars: 17
Asymmetric Cost Loss Function False Negative Cost 0ADefines a custom loss function in TensorFlow/Keras where predicting 1 as 0 (False Negative) has zero cost, while predicting 0 as 1 (False Positive) has a cost of 1.dataVotes: 0GitHub stars: 17
BanSailmakerDitch@R16 Voltagent Awesome Agent Skills EcommerceA🛒 E-commerce & Retail skill suite derived from VoltAgent/awesome-agent-skills. Product catalogue optimisation, conversion rate, customer journey and retail analytics. Provides 10 specialised commands for ecommerce, retail, shopify workflows.databashgitVotes: 0GitHub stars: 17
Data AnalyzerAAnalyze datasets and generate statistical summaries and insights. Use when asked to analyze data, compute statistics, or identify trends.dataVotes: 0GitHub stars: 17
XlsxAUse this skill any time a spreadsheet file is the primary input or output. This means any task where the user wants to: open, read, edit, or fix an existing .xlsx, .xlsm, .csv, or .tsv file (e.g., adding columns, computing formulas, formatting, charting, cleaning messy data); create a new spreadsheet from scratch or from other data sources; or convert between tabular file formats. Trigger especially when the user references a spreadsheet file by name or path — even casually (like \"the xlsx i...datapythongoVotes: 0GitHub stars: 17
Equity ScorerACompute HEIM diversity and equity metrics from VCF or ancestry data. Generates heterozygosity, FST, PCA plots, and a composite HEIM Equity Score with markdown reports.datapythongoVotes: 0GitHub stars: 2,984
Epigenomics Methylgpt AgentA--> --- name: 'epigenomics-methylgpt-agent' description: 'AI-powered DNA methylation analysis using MethylGPT foundation models for epigenomic profiling, differential methylation detection, and cancer epigenome characterization.' measurable_outcome: Execute skill workflow successfully with valid output within 15 minutes. allowed-tools: - read_file - run_shell_command --- The **Epigenomics MethylGPT Agent** leverages foundation models for comprehensive DNA methylation analysis. It integrates M...datapythonshellVotes: 0GitHub stars: 2,984
Digital Twin Clinical AgentA--> --- name: 'digital-twin-clinical-agent' description: 'AI-powered patient digital twin creation for clinical trial simulation, treatment outcome prediction, and personalized medicine using real-world data and multi-omics integration.' measurable_outcome: Execute skill workflow successfully with valid output within 15 minutes. allowed-tools: - read_file - run_shell_command --- The **Digital Twin Clinical Agent** creates AI-powered virtual replicas of individual patients by integrating genom...datapythongoVotes: 0GitHub stars: 2,984
Datacommons ClientAWork with Data Commons, a platform providing programmatic access to public statistical data from global sources. Use this skill when working with demographic data, economic indicators, health statistics, environmental data, or any public datasets available through Data Commons. Applicable for querying population statistics, GDP figures, unemployment rates, disease prevalence, geographic entity resolution, and exploring relationships between statistical entities.datapythonbashVotes: 0GitHub stars: 2,984
Data Visualization ExpertA--> --- name: data-visualization-expert description: Generate insightful, publication-quality visualizations from complex datasets. keywords: - charts - plots - analysis - pandas - matplotlib - seaborn measurable_outcome: Create 3 high-resolution (300dpi) statistical plots (volcano, heatmap, scatter) within 15 minutes. license: MIT metadata: author: AI Agentic Skills Team version: "2.0.0" compatibility: - system: linux, macos allowed-tools: - run_shell_command - write_file - read_file --- A d...datapythonshellVotes: 0GitHub stars: 2,984
Data Stats AnalysisAPerform statistical tests, hypothesis testing, correlation analysis, and multiple testing corrections using scipy and statsmodels. Works with ANY LLM provider (GPT, Gemini, Claude, etc.).datapythongoVotes: 0GitHub stars: 2,984
DaskADistributed computing for larger-than-RAM pandas/NumPy workflows. Use when you need to scale existing pandas/NumPy code beyond memory or across clusters. Best for parallel file processing, distributed ML, integration with existing pandas code. For out-of-core analytics on single machine use vaex; for in-memory speed use polars.datapythongoVotes: 0GitHub stars: 2,984
Ctdna Dynamics Mrd AgentA--> --- name: 'ctdna-dynamics-mrd-agent' description: 'AI-powered circulating tumor DNA dynamics analysis for molecular residual disease detection, treatment response monitoring, and early relapse prediction using liquid biopsy.' measurable_outcome: Execute skill workflow successfully with valid output within 15 minutes. allowed-tools: - read_file - run_shell_command --- The **ctDNA Dynamics MRD Agent** provides comprehensive analysis of circulating tumor DNA dynamics for molecular residual d...datapythongoVotes: 0GitHub stars: 2,984