liangdabiao/claude-data-analysis-ultra-main
19 skills · 578 total installs
$npx skills add liangdabiao/claude-data-analysis-ultra-mainSkillInstalls
data-exploration-visualization自动化数据探索和可视化工具，提供从数据加载到专业报告生成的完整EDA解决方案。支持多种图表类型、智能数据诊断、建模评估和HTML报告生成。适用于医疗、金融、电商等领域的数据分析项目。content-analysisAnalyze text content using both traditional NLP and LLM-enhanced methods.funnel-analysisAnalyze user conversion funnels, calculate step-by-step conversion rates, create interactive visualizations, and identify optimization opportunities.rfm-customer-segmentationPerform RFM (Recency, Frequency, Monetary) customer segmentation analysis on e-commerce data.retention-analysisAnalyze user retention and churn using survival analysis, cohort analysis, and machine learning.ab-testing-analyzer全面的AB测试分析工具，支持实验设计、统计检验、用户分群分析和可视化报告生成。用于分析产品改版、营销活动、功能优化等AB测试结果，提供统计显著性检验和深度洞察。attribution-analysis-modelingPerform multi-touch attribution analysis using Markov chains, Shapley values, and custom attribution models.recommender-system智能推荐系统分析工具，提供多种推荐算法实现、评估框架和可视化分析。使用时需要用户行为数据、商品信息或评分数据，支持协同过滤、矩阵分解等推荐算法，生成个性化推荐结果和评估报告。ltv-predictor基于RFM模型和回归算法的客户生命周期价值(LTV)预测分析工具，支持电商和零售业务的客户价值预测。使用时需要客户交易数据、订单历史或消费记录，自动进行RFM特征工程、回归建模和价值预测。regression-analysis-modelingPerform comprehensive regression analysis and predictive modeling using linear regression, decision trees, and random forests.growth-model-analyzer增长模型分析技能 - 提供全面的增长黑客分析工具，包括裂变策略评估、用户细分、Uplift建模、ROI优化等。支持多种增长场景的机器学习建模和智能决策建议。适用于用户增长、营销优化、产品迭代等增长分析场景。data-analysis通用的 6 阶段数据分析助手：数据质量→探索性分析→假设生成→可视化→代码生成→综合报告。提供完整的方法论和模板！code-generatorGenerates production-ready analysis code in Python, R, SQL. Invoke when user wants reusable code for data analysis, ML, or visualization.data-explorerPerforms exploratory data analysis, statistical analysis, and pattern discovery.report-writerGenerates comprehensive analysis reports, executive summaries, and technical documentation. Invoke when user wants to create written reports from data analysis.visualization-specialistCreates data visualizations, charts, and interactive dashboards. Invoke when user wants to create plots, graphs, or visual representations of data.hypothesis-generatorGenerates testable research hypotheses and experimental designs. Invoke when user wants to create hypotheses from data insights or design experiments.internet-data-analysis互联网数据分析技能集合 - 包含AB测试、归因分析、内容分析、漏斗分析、增长模型、LTV预测等专业技能quality-assuranceData quality validation and analysis accuracy verification. Invoke when user wants data quality checks, validation, or result verification.