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【统计分析软件SPSS】66、多重响应集频率分析

【统计分析软件SPSS】66、多重响应集频率分析

本系列文章(基于SPSS 27版本)配套数据可通过百度网盘获取:

链接:https://pan.baidu.com/s/1AGizNngKrzAVapWtNcc-VA?pwd=mnsj 提取码:mnsj
由于微信公众号已发布文章的内容及排版顺序无法二次编辑,为了方便大家后续查阅、检索,同时便于我对内容进行补充更新与完善,我已将所有已发布的推文,在个人网站上以结构化文档的形式重新整理、归档。欢迎前往查看:
https://www.mizhushare.com/docs/
01
应用场景

在SPSS中定义好多重响应集(Multiple Response Set)之后,它本身不是一个新变量,而是一种“变量集合规则”,因此不能像普通变量那样直接做分析,只能用于频数、交叉分析等描述性统计。

其中,频率分析是最常用的多选题分析方式,用于回答:“每个选项有多少人选择?占比多少?”

02
操作步骤

数据为之前通过【demo.sav】(软件自带样本数据定义好的多重响应集。

【统计分析软件SPSS】65、多选题定义——多重响应集

点击顶部菜单栏的【分析多重响应频率】,在打开的对话框中进行相应设置:

  • 选择集合:在左侧的「多重相应集」中选择需要分析的集合,点击中间的箭头按钮,将其移入右侧「表」框中。
  • 处理缺失值:决定了在计算频次和百分比时,如何对待那些未回答或无效的个案(即缺失值)。
    ①、当使用二分变量法定义多重响应集时,如果某个受访者在多个选项中都选择了0或1,但某些变量因各种原因出现系统缺失值,SPSS将根据该选项决定是否将该受访者从当前分析中排除。勾选的话,如果某一个变量(比如,购买服装)为缺失值,则整个个案在该变量的统计中被忽略。但由于是「成列」排除,所以其他非缺失变量仍可正常参与计数。比如有100人,其中5人没有填写数码产品这一项(该变量为缺失),那么在统计数码产品的选择率时,这5人不计入总数。但在统计服装时,这5人如果有数据则仍然计入。
    ②、当使用分类变量法定义多重响应集时,如果某个受访者在某一类别的选择中存在缺失值(例如只填了前两个选项,第三个为空),则在整个类别范围内排除该个案。假设有100人,每人最多选3项,但有10人只选了1项(后两项为缺失),若勾选该项,则这10人的所有选择都不计入任何因素的频次统计。勾选该选项虽能保证样本量一致,但样本损失可能较大,应谨慎使用。
03
输出结果

设置完成,点击确定,结果窗口将输出分析结果表格。其中:

  • 个案摘要表:

展示参与分析的有效个案数量(响应数,即所有选项至少有一项选择了1)和缺失个案数(所有选项都选择了0)。用于估数据完整性,确认有多少个案被纳入分析。

  • 频率表格:

对于多重二分集,输出表中显示的类别名称来自于组中基本变量定义的变量标签;如果未定义变量标签,则使用变量名作为标签。

对于多重分类集,类别标签来自于组中第一个变量的值标签;如果组中其他变量存在第一个变量缺失的类别,需为这些缺失的类别定义值标签。

该表中包含以下三列:

  • 个案数:该选项被选择的总次数(响应数);

  • 百分比:该选项被选择的总次数占所有响应的比例(例如总共100次选择,服装被选30次,则为30%)

  • 个案百分比:该选项被选择的总次数占总受访人数的比例(例如100人中有60人选了服装,则为60%)

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  1. CONNECT:[ UseTime:0.000589s ] mysql:host=127.0.0.1;port=3306;dbname=wenku;charset=utf8mb4
  2. SHOW FULL COLUMNS FROM `fenlei` [ RunTime:0.000639s ]
  3. SELECT * FROM `fenlei` WHERE `fid` = 0 [ RunTime:0.000300s ]
  4. SELECT * FROM `fenlei` WHERE `fid` = 63 [ RunTime:0.000284s ]
  5. SHOW FULL COLUMNS FROM `set` [ RunTime:0.000647s ]
  6. SELECT * FROM `set` [ RunTime:0.000213s ]
  7. SHOW FULL COLUMNS FROM `article` [ RunTime:0.000621s ]
  8. SELECT * FROM `article` WHERE `id` = 596223 LIMIT 1 [ RunTime:0.000446s ]
  9. UPDATE `article` SET `lasttime` = 1778319001 WHERE `id` = 596223 [ RunTime:0.010788s ]
  10. SELECT * FROM `fenlei` WHERE `id` = 64 LIMIT 1 [ RunTime:0.000436s ]
  11. SELECT * FROM `article` WHERE `id` < 596223 ORDER BY `id` DESC LIMIT 1 [ RunTime:0.000544s ]
  12. SELECT * FROM `article` WHERE `id` > 596223 ORDER BY `id` ASC LIMIT 1 [ RunTime:0.000351s ]
  13. SELECT * FROM `article` WHERE `id` < 596223 ORDER BY `id` DESC LIMIT 10 [ RunTime:0.002149s ]
  14. SELECT * FROM `article` WHERE `id` < 596223 ORDER BY `id` DESC LIMIT 10,10 [ RunTime:0.004327s ]
  15. SELECT * FROM `article` WHERE `id` < 596223 ORDER BY `id` DESC LIMIT 20,10 [ RunTime:0.004638s ]
0.129412s