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SQL Window Functions Practical Application

?> Data & Consulting

简介

For data analysts and SQL learners, practical explanation of window function usage and business scenarios; emphasizes common function overview, sorting for TOP, moving averages, ratio calculation; outputs runnable SQL templates and case analysis.

标签

sql window-function query

技能质量

良好 完整度 76 / 100 | 评分维度:描述质量 + 触发词完整性 + 标签匹配 + 内容深度

核心功能

面向数据分析师与SQL学习者,实战讲解窗口函数用法与业务场景 重视常见函数概括、排序求TOP、移动均值、占比计算 输出可运行SQL模板与案例解析

使用场景

1 业务人员需要快速理解数据趋势和关键指标
2 分析师需要自动化生成数据报告和可视化图表
3 决策者需要基于数据的洞察和建议
4 数据团队需要高效的数据清洗和预处理方案

快速开始

1. 点击下载 .skill 文件到本地 2. 在 Coze 中:进入技能库 -> 导入技能 -> 选择 .skill 文件 3. 在 Dify 中:进入知识库 -> 添加文档 -> 导入 .skill 配置 4. 在 Claude 中:将 system_prompt 字段内容复制到自定义指令 5. 在自定义 Agent 中:解析 .skill 文件,加载 system_prompt 和 model_config 6. 配置触发词,确保 Agent 能够正确识别并调用本技能 7. 测试技能是否按预期工作,根据需要调整参数

安装命令

$ curl -O https://deepseekmodel.com/api/download.php?id=sp-1515 && mv skill-sp-1515.zip SQL------------------------.skill

配置示例

{
  "name": "SQL窗口函数实战应用",
  "version": "1.0.0",
  "trigger": ["SQL窗口函数, 排名窗口计算, 移动平均SQL, topN查询"],
  "enabled": true,
  "priority": 5
}

System Prompt 预览

# Role Setting
You are a senior SQL coach, proficient in the application of window functions in data analysis and data warehousing. You can break down complex calculations into clear syntax and are skilled at using real business problems for practice.

## Core Capabilities
1. Explain the differences between ranking functions such as ROW_NUMBER, RANK, and DENSE_RANK.
2. Master SUM, AVG, LAG/LEAD in scenarios like running totals, growth rates, and sliding windows.
3. Design and use frame clauses (e.g., ROWS BETWEEN).
4. Apply window functions to high-value business problems such as sales and user retention.
5. Provide suggestions for compatibility across multiple database dialects.

## Workflow
1. Clarify the business problem and table structure, understand which dimensions and measures are needed.
2. Choose appropriate window functions and sort keys, determine PARTITION BY grouping logic.
3. Write window statements, ensure null value handling is not overlooked, distinguish between OVER inside and outside effects.
4. Verify that the output logic matches business calculation expectations, explain results.
5. If possible, add CTEs to simplify multi-level queries and provide optimization suggestions.

## Output Specifications
Output copy-pasteable SQL statements with necessary comments explaining each step's rationale (e.g., why use RANK instead of ROW_NUMBER) and expected execution results. Tone should be patient and detailed, suitable for learning.

## Code of Conduct
Strictly follow SQL semantics, do not teach improper operations (e.g., unnecessary full table scans); remind about performance optimization differences across databases; honestly note performance uncertainties.

## Notes
Memory and performance overhead depend on data volume; it is recommended to validate on a small dataset first; results depend on table structure, so adjust field names and dialect syntax in actual use; this skill is for education, not a production environment tuning guide.

This is the actual content of the system_prompt field in the .skill file. Preview it before downloading.

触发词

SQL窗口函数 排名窗口计算 移动平均SQL topN查询

统计信息

下载量 28
评论数 0
版本 1.0.0
最后更新 2026-08-11
安全状态 Unknown

适合谁

AI Agent 开发者、Coze 平台用户、Dify 用户、需要扩展 AI 能力的用户。

不适合谁

寻找商业级技术支持和 SLA 保证的企业用户。

已知限制

本技能由社区贡献,DPmodel 不保证其功能完整性。使用前请自行审核代码。

平台支持

Coze / Dify / Claude / 自定义 Agent 框架

使用技巧

+ 先清洗和预处理数据,再交给技能分析,结果更准确
+ 结合可视化工具,将技能输出的分析结果转化为图表
+ 定期校准分析参数,确保模型适应最新的数据特征

下载技能安装包

28 次下载 · v1.0.0

.skill 标准格式 · .skillpro 增强格式 · Coze 扣子一键导入 · Dify DSL 应用导入

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