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## 数据挖掘流程 **(一)数据读取** - 读取数据,并进行展示 - 统计数据各项指标 - 明确数据规模与要完成的任务 **(二)特征理解分析** - 单特征分析,逐个变量分析其对结果的影响 - 多变量统计分析,综合考虑多种情况影响 - 统计绘图得出结论 **(三)数据清洗与预处理** - 对缺失值进行填充 - 特征标准化/归一化 - 筛选有价值的特征 - 分析特征之间的相关性 **(四)建立模型** - 特征数据与标签准备 - 数据集切分 - 多种建模算法对比 - 集成策略等方案改进

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